{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Python for Data Analysis and Visualization\n", "\n", "---\n", "\n", "

\n", "\n", " \"Workshop\n", " \n", "\n", " \"View\n", " \n", "\n", " \"datalab.tufts.edu\"\n", " \n", "\n", " \"@TuftsDataLab\"\n", "
\n", "

\n", "\n", "\n", "**A Tufts University Data Lab Workshop**\\\n", "Written by Uku-Kaspar Uustalu\n", "\n", "Python resources: [go.tufts.edu/python](https://sites.tufts.edu/datalab/python/)\\\n", "Questions: [datalab-support@elist.tufts.edu](mailto:datalab-support@elist.tufts.edu)\\\n", "Feedback: [uku-kaspar.uustalu@tufts.edu](mailto:uku-kaspar.uustalu@tufts.edu)\n", "\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Importing Libraries" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "## Quick Overview of Matplotlib\n", "\n", "Matplotlib works in a layered fashion. First you define your plot using `plt.plot(x, y, ...)`, then you can use additional `plt` methods to add more layers to your plot or modify its appearance. Finally, you use `plt.show()` to show the plot or `plt.savefig()` to save it to an external file. Let's see how Matplotlib works in practice by creating some trigonometric plots." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "x = np.linspace(0, 2 * np.pi, num = 20)\n", "y = np.sin(x)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "plt.plot(x, y)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`plt.plot()` takes additional arguments that modify the appearance of the plot. See the documentation for details: https://matplotlib.org/api/_as_gen/matplotlib.pyplot.plot.html" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# we can specify the style of the plot using named arguments\n", "plt.plot(x, y, color = 'red', linestyle = '--', marker = 'o')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# or we could use a shorthand string\n", "plt.plot(x, y, 'r--o')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can easily add additional layers and stylistic elements to the plot." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "plt.plot(x, y, 'r--o')\n", "plt.plot(x, np.cos(x), 'b-*')\n", "plt.title('Sin and Cos')\n", "plt.xlabel('x')\n", "plt.ylabel('y')\n", "plt.legend(['sin', 'cos'])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that if we only supply one array as an input to `plt.plot()`, it uses the values of the array as `y` values and uses the indices of the array as `x` values." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "plt.plot([2, 3, 6, 4, 8, 9, 5, 7, 1])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we want to create a figure with several subplots, we can use `plt.subplots()` to create a grid of subplots. It takes the dimensions of the subplot grid as input *`plt.subplots(rows, columns)`* and returns tow objects. The first is a figure object and the second is a NumPy array containing the subplots. In Matplotlib, subplots are often called *axes*." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# create a more fine-grained array to work with\n", "a = np.linspace(0, 2 * np.pi, num = 100)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# create a two-by-two grid for our subplots\n", "fig, ax = plt.subplots(2, 2)\n", "\n", "# create subplots\n", "ax[0, 0].plot(a, np.sin(a)) # upper-left\n", "ax[0, 1].plot(a, np.cos(a)) # upper-right\n", "ax[1, 0].plot(a, np.tan(a)) # bottom-left\n", "ax[1, 1].plot(a, -a) # bottom-right\n", "\n", "# show figure\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A more MATLAB-esque way of creating subplots would be to use the alternative `plt.subplot()` method. Using this method, you can define subplot using a three-number combination `plt.subplot(rows, columns, index)`. The indexes of the subplots defined using this method increase in ***row-major*** order and, in true MATLAB fashion, begin with one." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "plt.subplot(2, 2, 1) # upper-left\n", "plt.plot(a, np.sin(a))\n", "plt.subplot(2, 2, 2) # upper-right\n", "plt.plot(a, np.cos(a))\n", "plt.subplot(2, 2, 3) # bottom-left\n", "plt.plot(a, np.tan(a))\n", "plt.subplot(2, 2, 4) # bottom-right\n", "plt.plot(a, -a)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "## Working with Messy Data" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "grades = pd.read_csv('data/grades.csv')" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NameExam 1exam2Exam_3exam4
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" ], "text/plain": [ " Name Exam 1 exam2 Exam_3 exam4\n", "0 John Smith 98 94 95 86\n", "1 Mary Johnson 89 92 96 82\n", "2 Robert Williams 88 72 absent 91\n", "3 Jennifer Jones 92 excused 94 99\n", "4 Linda Wilson 84 92 89 94" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grades" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Name Exam 1 exam2 Exam_3 exam4\n", "0 John Smith 98 94 95 86\n", "1 Mary Johnson 89 92 96 82\n", "2 Robert Williams 88 72 absent 91\n", "3 Jennifer Jones 92 excused 94 99\n", "4 Linda Wilson 84 92 89 94\n" ] } ], "source": [ "print(grades)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cleaning Column Names" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NameExam 1exam2Exam_3exam4
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nameexam1exam2exam3exam4
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name
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" ], "text/plain": [ " name\n", "0 John Smith\n", "1 Mary Johnson\n", "2 Robert Williams\n", "3 Jennifer Jones\n", "4 Linda Wilson" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grades[['name']]" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'John Smith'" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grades['name'][0]" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Mary Johnson'" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grades['name'][1]" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Mary Johnson'" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grades.name[1]" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "89" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grades['exam1'][1]" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'92'" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grades.exam2[1]" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'96'" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grades['exam3'][1]" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "82" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grades.exam4[1]" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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nameexam1exam2exam3exam4
0John Smith98949586
1Mary Johnson89929682
2Robert Williams8872absent91
3Jennifer Jones92excused9499
4Linda Wilson84928994
\n", "
" ], "text/plain": [ " name exam1 exam2 exam3 exam4\n", "0 John Smith 98 94 95 86\n", "1 Mary Johnson 89 92 96 82\n", "2 Robert Williams 88 72 absent 91\n", "3 Jennifer Jones 92 excused 94 99\n", "4 Linda Wilson 84 92 89 94" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grades" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n" ] } ], "source": [ "print(type(grades['exam3'][0]))\n", "print(type(grades['exam3'][1]))\n", "print(type(grades['exam3'][2]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Assigning Values and Working with Missing Data" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\bzhou01\\AppData\\Local\\Temp\\ipykernel_22684\\2777045509.py:1: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " grades['exam3'][2] = 0\n" ] } ], "source": [ "grades['exam3'][2] = 0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Oh no, a really scary warning!** What is happening?\n", "\n", "Because Python uses something called *pass-by-object-reference* and does a lot of optimization in the background, the end user (that is you) has little to no control over whether thay are referencing the **original** object or a **copy**. This **warning** is just Pandas letting us know that when using *chained indexing* to write a value, the behaviour is ***undefined***, meaning that **pandas** cannot be sure wheter you are are writing to the **original** data frame or a temporary **copy**.\n", "\n", "To learn more: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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nameexam1exam2exam3exam4
0John Smith98949586
1Mary Johnson89929682
2Robert Williams8872091
3Jennifer Jones92excused9499
4Linda Wilson84928994
\n", "
" ], "text/plain": [ " name exam1 exam2 exam3 exam4\n", "0 John Smith 98 94 95 86\n", "1 Mary Johnson 89 92 96 82\n", "2 Robert Williams 88 72 0 91\n", "3 Jennifer Jones 92 excused 94 99\n", "4 Linda Wilson 84 92 89 94" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grades" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Phew, this time we got lucky. However, with a differet data frame the same approach might actually write the changes to a *temporary copy* and leave the original data frame unchanged. Chained indexing is dangerous and you should avoid using it to **write** values. What should we use instead?\n", "\n", "There are a **lot** of options: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html\n", "\n", "- To write a singe value, use `.at[row, column]`\n", "- To write a range of values (or a single value), use `.loc[row(s), column(s)]`\n", "\n", "*Note that `.at` and `.loc` use row and column labels. The numbers 0, 1, 2, 3, and 4 that we see in front of the rows are actually row labels. By default, row labels match row indexes in pandas. However, quite often you will work with rows that have actual labels. Sometimes those labels might be numeric and resemble indexes, which leads to confusion and error. Hence, if you want to make sure you are using _indexes_, not labels, use `.iat` and `.iloc` instead.*" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grades.at[2, 'exam3']" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [], "source": [ "grades.loc[3, 'exam2'] = np.NaN" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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\n", "
" ], "text/plain": [ " name exam1 exam2 exam3 exam4\n", "0 John Smith 98 94 95 86\n", "1 Mary Johnson 89 92 96 82\n", "2 Robert Williams 88 72 0 91\n", "3 Jennifer Jones 92 NaN 94 99\n", "4 Linda Wilson 84 92 89 94" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grades" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "name object\n", "exam1 int64\n", "exam2 object\n", "exam3 object\n", "exam4 int64\n", "dtype: object" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grades.dtypes" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'94'" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grades['exam2'][0]" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'95'" ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grades.exam3[0]" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [], "source": [ "grades['exam2'] = pd.to_numeric(grades['exam2'])\n", "grades['exam3'] = pd.to_numeric(grades.exam3)" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
nameexam1exam2exam3exam4
0John Smith9894.09586
1Mary Johnson8992.09682
2Robert Williams8872.0091
3Jennifer Jones92NaN9499
4Linda Wilson8492.08994
\n", "
" ], "text/plain": [ " name exam1 exam2 exam3 exam4\n", "0 John Smith 98 94.0 95 86\n", "1 Mary Johnson 89 92.0 96 82\n", "2 Robert Williams 88 72.0 0 91\n", "3 Jennifer Jones 92 NaN 94 99\n", "4 Linda Wilson 84 92.0 89 94" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grades" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "name object\n", "exam1 int64\n", "exam2 float64\n", "exam3 int64\n", "exam4 int64\n", "dtype: object" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grades.dtypes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Aggregating Data" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [], "source": [ "grades['sum'] = grades['exam1'] + grades['exam2'] + grades['exam3'] + grades['exam4']" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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nameexam1exam2exam3exam4sum
0John Smith9894.09586373.0
1Mary Johnson8992.09682359.0
2Robert Williams8872.0091251.0
3Jennifer Jones92NaN9499NaN
4Linda Wilson8492.08994359.0
\n", "
" ], "text/plain": [ " name exam1 exam2 exam3 exam4 sum\n", "0 John Smith 98 94.0 95 86 373.0\n", "1 Mary Johnson 89 92.0 96 82 359.0\n", "2 Robert Williams 88 72.0 0 91 251.0\n", "3 Jennifer Jones 92 NaN 94 99 NaN\n", "4 Linda Wilson 84 92.0 89 94 359.0" ] }, "execution_count": 74, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grades" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [], "source": [ "grades.drop('sum', axis = 'columns', inplace = True)" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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nameexam1exam2exam3exam4
0John Smith9894.09586
1Mary Johnson8992.09682
2Robert Williams8872.0091
3Jennifer Jones92NaN9499
4Linda Wilson8492.08994
\n", "
" ], "text/plain": [ " name exam1 exam2 exam3 exam4\n", "0 John Smith 98 94.0 95 86\n", "1 Mary Johnson 89 92.0 96 82\n", "2 Robert Williams 88 72.0 0 91\n", "3 Jennifer Jones 92 NaN 94 99\n", "4 Linda Wilson 84 92.0 89 94" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grades" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "ename": "TypeError", "evalue": "can only concatenate str (not \"int\") to str", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", "Cell \u001b[1;32mIn[77], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m grades[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124msum\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[43mgrades\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msum\u001b[49m\u001b[43m(\u001b[49m\u001b[43maxis\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mcolumns\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n", "File \u001b[1;32mC:\\JumboConda\\lib\\site-packages\\pandas\\core\\frame.py:11312\u001b[0m, in \u001b[0;36mDataFrame.sum\u001b[1;34m(self, axis, skipna, numeric_only, min_count, **kwargs)\u001b[0m\n\u001b[0;32m 11303\u001b[0m \u001b[38;5;129m@doc\u001b[39m(make_doc(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msum\u001b[39m\u001b[38;5;124m\"\u001b[39m, ndim\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m2\u001b[39m))\n\u001b[0;32m 11304\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21msum\u001b[39m(\n\u001b[0;32m 11305\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 11310\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[0;32m 11311\u001b[0m ):\n\u001b[1;32m> 11312\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28msuper\u001b[39m()\u001b[38;5;241m.\u001b[39msum(axis, skipna, numeric_only, min_count, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 11313\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m result\u001b[38;5;241m.\u001b[39m__finalize__(\u001b[38;5;28mself\u001b[39m, method\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msum\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", "File \u001b[1;32mC:\\JumboConda\\lib\\site-packages\\pandas\\core\\generic.py:12078\u001b[0m, in \u001b[0;36mNDFrame.sum\u001b[1;34m(self, axis, skipna, numeric_only, min_count, **kwargs)\u001b[0m\n\u001b[0;32m 12070\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21msum\u001b[39m(\n\u001b[0;32m 12071\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[0;32m 12072\u001b[0m axis: Axis \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 12076\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[0;32m 12077\u001b[0m ):\n\u001b[1;32m> 12078\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_min_count_stat_function(\n\u001b[0;32m 12079\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msum\u001b[39m\u001b[38;5;124m\"\u001b[39m, nanops\u001b[38;5;241m.\u001b[39mnansum, axis, skipna, numeric_only, min_count, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs\n\u001b[0;32m 12080\u001b[0m )\n", "File \u001b[1;32mC:\\JumboConda\\lib\\site-packages\\pandas\\core\\generic.py:12061\u001b[0m, in \u001b[0;36mNDFrame._min_count_stat_function\u001b[1;34m(self, name, func, axis, skipna, numeric_only, min_count, **kwargs)\u001b[0m\n\u001b[0;32m 12058\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m axis \u001b[38;5;129;01mis\u001b[39;00m lib\u001b[38;5;241m.\u001b[39mno_default:\n\u001b[0;32m 12059\u001b[0m axis \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m\n\u001b[1;32m> 12061\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_reduce\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 12062\u001b[0m \u001b[43m \u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 12063\u001b[0m \u001b[43m \u001b[49m\u001b[43mname\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mname\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 12064\u001b[0m \u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43maxis\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 12065\u001b[0m \u001b[43m \u001b[49m\u001b[43mskipna\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mskipna\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 12066\u001b[0m \u001b[43m \u001b[49m\u001b[43mnumeric_only\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnumeric_only\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 12067\u001b[0m \u001b[43m \u001b[49m\u001b[43mmin_count\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmin_count\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 12068\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", "File \u001b[1;32mC:\\JumboConda\\lib\\site-packages\\pandas\\core\\frame.py:11204\u001b[0m, in \u001b[0;36mDataFrame._reduce\u001b[1;34m(self, op, name, axis, skipna, numeric_only, filter_type, **kwds)\u001b[0m\n\u001b[0;32m 11200\u001b[0m df \u001b[38;5;241m=\u001b[39m df\u001b[38;5;241m.\u001b[39mT\n\u001b[0;32m 11202\u001b[0m \u001b[38;5;66;03m# After possibly _get_data and transposing, we are now in the\u001b[39;00m\n\u001b[0;32m 11203\u001b[0m \u001b[38;5;66;03m# simple case where we can use BlockManager.reduce\u001b[39;00m\n\u001b[1;32m> 11204\u001b[0m res \u001b[38;5;241m=\u001b[39m \u001b[43mdf\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_mgr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreduce\u001b[49m\u001b[43m(\u001b[49m\u001b[43mblk_func\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 11205\u001b[0m out \u001b[38;5;241m=\u001b[39m df\u001b[38;5;241m.\u001b[39m_constructor_from_mgr(res, axes\u001b[38;5;241m=\u001b[39mres\u001b[38;5;241m.\u001b[39maxes)\u001b[38;5;241m.\u001b[39miloc[\u001b[38;5;241m0\u001b[39m]\n\u001b[0;32m 11206\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m out_dtype \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m out\u001b[38;5;241m.\u001b[39mdtype \u001b[38;5;241m!=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mboolean\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n", "File \u001b[1;32mC:\\JumboConda\\lib\\site-packages\\pandas\\core\\internals\\managers.py:1459\u001b[0m, in \u001b[0;36mBlockManager.reduce\u001b[1;34m(self, func)\u001b[0m\n\u001b[0;32m 1457\u001b[0m res_blocks: \u001b[38;5;28mlist\u001b[39m[Block] \u001b[38;5;241m=\u001b[39m []\n\u001b[0;32m 1458\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m blk \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mblocks:\n\u001b[1;32m-> 1459\u001b[0m nbs \u001b[38;5;241m=\u001b[39m \u001b[43mblk\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreduce\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1460\u001b[0m res_blocks\u001b[38;5;241m.\u001b[39mextend(nbs)\n\u001b[0;32m 1462\u001b[0m index \u001b[38;5;241m=\u001b[39m Index([\u001b[38;5;28;01mNone\u001b[39;00m]) \u001b[38;5;66;03m# placeholder\u001b[39;00m\n", "File \u001b[1;32mC:\\JumboConda\\lib\\site-packages\\pandas\\core\\internals\\blocks.py:377\u001b[0m, in \u001b[0;36mBlock.reduce\u001b[1;34m(self, func)\u001b[0m\n\u001b[0;32m 371\u001b[0m \u001b[38;5;129m@final\u001b[39m\n\u001b[0;32m 372\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mreduce\u001b[39m(\u001b[38;5;28mself\u001b[39m, func) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m \u001b[38;5;28mlist\u001b[39m[Block]:\n\u001b[0;32m 373\u001b[0m \u001b[38;5;66;03m# We will apply the function and reshape the result into a single-row\u001b[39;00m\n\u001b[0;32m 374\u001b[0m \u001b[38;5;66;03m# Block with the same mgr_locs; squeezing will be done at a higher level\u001b[39;00m\n\u001b[0;32m 375\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m2\u001b[39m\n\u001b[1;32m--> 377\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvalues\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 379\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvalues\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[0;32m 380\u001b[0m res_values \u001b[38;5;241m=\u001b[39m result\n", "File \u001b[1;32mC:\\JumboConda\\lib\\site-packages\\pandas\\core\\frame.py:11136\u001b[0m, in \u001b[0;36mDataFrame._reduce..blk_func\u001b[1;34m(values, axis)\u001b[0m\n\u001b[0;32m 11134\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m np\u001b[38;5;241m.\u001b[39marray([result])\n\u001b[0;32m 11135\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m> 11136\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m op(values, axis\u001b[38;5;241m=\u001b[39maxis, skipna\u001b[38;5;241m=\u001b[39mskipna, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwds)\n", "File \u001b[1;32mC:\\JumboConda\\lib\\site-packages\\pandas\\core\\nanops.py:85\u001b[0m, in \u001b[0;36mdisallow.__call__.._f\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 81\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\n\u001b[0;32m 82\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mreduction operation \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mf_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m not allowed for this dtype\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 83\u001b[0m )\n\u001b[0;32m 84\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m---> 85\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m f(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 86\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m 87\u001b[0m \u001b[38;5;66;03m# we want to transform an object array\u001b[39;00m\n\u001b[0;32m 88\u001b[0m \u001b[38;5;66;03m# ValueError message to the more typical TypeError\u001b[39;00m\n\u001b[0;32m 89\u001b[0m \u001b[38;5;66;03m# e.g. this is normally a disallowed function on\u001b[39;00m\n\u001b[0;32m 90\u001b[0m \u001b[38;5;66;03m# object arrays that contain strings\u001b[39;00m\n\u001b[0;32m 91\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_object_dtype(args[\u001b[38;5;241m0\u001b[39m]):\n", "File \u001b[1;32mC:\\JumboConda\\lib\\site-packages\\pandas\\core\\nanops.py:404\u001b[0m, in \u001b[0;36m_datetimelike_compat..new_func\u001b[1;34m(values, axis, skipna, mask, **kwargs)\u001b[0m\n\u001b[0;32m 401\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m datetimelike \u001b[38;5;129;01mand\u001b[39;00m mask \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m 402\u001b[0m mask \u001b[38;5;241m=\u001b[39m isna(values)\n\u001b[1;32m--> 404\u001b[0m result \u001b[38;5;241m=\u001b[39m func(values, axis\u001b[38;5;241m=\u001b[39maxis, skipna\u001b[38;5;241m=\u001b[39mskipna, mask\u001b[38;5;241m=\u001b[39mmask, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 406\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m datetimelike:\n\u001b[0;32m 407\u001b[0m result \u001b[38;5;241m=\u001b[39m _wrap_results(result, orig_values\u001b[38;5;241m.\u001b[39mdtype, fill_value\u001b[38;5;241m=\u001b[39miNaT)\n", "File \u001b[1;32mC:\\JumboConda\\lib\\site-packages\\pandas\\core\\nanops.py:477\u001b[0m, in \u001b[0;36mmaybe_operate_rowwise..newfunc\u001b[1;34m(values, axis, **kwargs)\u001b[0m\n\u001b[0;32m 474\u001b[0m results \u001b[38;5;241m=\u001b[39m [func(x, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs) \u001b[38;5;28;01mfor\u001b[39;00m x \u001b[38;5;129;01min\u001b[39;00m arrs]\n\u001b[0;32m 475\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m np\u001b[38;5;241m.\u001b[39marray(results)\n\u001b[1;32m--> 477\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m func(values, axis\u001b[38;5;241m=\u001b[39maxis, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n", "File \u001b[1;32mC:\\JumboConda\\lib\\site-packages\\pandas\\core\\nanops.py:646\u001b[0m, in \u001b[0;36mnansum\u001b[1;34m(values, axis, skipna, min_count, mask)\u001b[0m\n\u001b[0;32m 643\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m dtype\u001b[38;5;241m.\u001b[39mkind \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mm\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[0;32m 644\u001b[0m dtype_sum \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mdtype(np\u001b[38;5;241m.\u001b[39mfloat64)\n\u001b[1;32m--> 646\u001b[0m the_sum \u001b[38;5;241m=\u001b[39m \u001b[43mvalues\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msum\u001b[49m\u001b[43m(\u001b[49m\u001b[43maxis\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdtype\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdtype_sum\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 647\u001b[0m the_sum \u001b[38;5;241m=\u001b[39m _maybe_null_out(the_sum, axis, mask, values\u001b[38;5;241m.\u001b[39mshape, min_count\u001b[38;5;241m=\u001b[39mmin_count)\n\u001b[0;32m 649\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m the_sum\n", "File \u001b[1;32mC:\\JumboConda\\lib\\site-packages\\numpy\\core\\_methods.py:49\u001b[0m, in \u001b[0;36m_sum\u001b[1;34m(a, axis, dtype, out, keepdims, initial, where)\u001b[0m\n\u001b[0;32m 47\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_sum\u001b[39m(a, axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, dtype\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, out\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, keepdims\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m,\n\u001b[0;32m 48\u001b[0m initial\u001b[38;5;241m=\u001b[39m_NoValue, where\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m):\n\u001b[1;32m---> 49\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mumr_sum\u001b[49m\u001b[43m(\u001b[49m\u001b[43ma\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdtype\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mout\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkeepdims\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minitial\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mwhere\u001b[49m\u001b[43m)\u001b[49m\n", "\u001b[1;31mTypeError\u001b[0m: can only concatenate str (not \"int\") to str" ] } ], "source": [ "grades['sum'] = grades.sum(axis = 'columns')" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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nameexam1exam2exam3exam4
0John Smith9894.09586
1Mary Johnson8992.09682
2Robert Williams8872.0091
3Jennifer Jones92NaN9499
4Linda Wilson8492.08994
\n", "
" ], "text/plain": [ " name exam1 exam2 exam3 exam4\n", "0 John Smith 98 94.0 95 86\n", "1 Mary Johnson 89 92.0 96 82\n", "2 Robert Williams 88 72.0 0 91\n", "3 Jennifer Jones 92 NaN 94 99\n", "4 Linda Wilson 84 92.0 89 94" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grades" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "## A Better Way of Working with Messy Data" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [], "source": [ "del grades" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
NameExam 1exam2Exam_3exam4
0John Smith9894.09586
1Mary Johnson8992.09682
2Robert Williams8872.0absent91
3Jennifer Jones92NaN9499
4Linda Wilson8492.08994
\n", "
" ], "text/plain": [ " Name Exam 1 exam2 Exam_3 exam4\n", "0 John Smith 98 94.0 95 86\n", "1 Mary Johnson 89 92.0 96 82\n", "2 Robert Williams 88 72.0 absent 91\n", "3 Jennifer Jones 92 NaN 94 99\n", "4 Linda Wilson 84 92.0 89 94" ] }, "execution_count": 80, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grades = pd.read_csv('data/grades.csv', na_values = 'excused')\n", "grades" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
nameexam1exam2exam3exam4
0John Smith9894.09586
1Mary Johnson8992.09682
2Robert Williams8872.0absent91
3Jennifer Jones92NaN9499
4Linda Wilson8492.08994
\n", "
" ], "text/plain": [ " name exam1 exam2 exam3 exam4\n", "0 John Smith 98 94.0 95 86\n", "1 Mary Johnson 89 92.0 96 82\n", "2 Robert Williams 88 72.0 absent 91\n", "3 Jennifer Jones 92 NaN 94 99\n", "4 Linda Wilson 84 92.0 89 94" ] }, "execution_count": 81, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grades.rename(str.lower, axis = 'columns', inplace = True)\n", "grades.rename(columns = {'exam 1': 'exam1', 'exam_3': 'exam3'}, inplace = True)\n", "grades" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "name object\n", "exam1 int64\n", "exam2 float64\n", "exam3 object\n", "exam4 int64\n", "dtype: object" ] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grades.dtypes" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
nameexam1exam2exam3exam4
0John Smith9894.095.086
1Mary Johnson8992.096.082
2Robert Williams8872.0NaN91
3Jennifer Jones92NaN94.099
4Linda Wilson8492.089.094
\n", "
" ], "text/plain": [ " name exam1 exam2 exam3 exam4\n", "0 John Smith 98 94.0 95.0 86\n", "1 Mary Johnson 89 92.0 96.0 82\n", "2 Robert Williams 88 72.0 NaN 91\n", "3 Jennifer Jones 92 NaN 94.0 99\n", "4 Linda Wilson 84 92.0 89.0 94" ] }, "execution_count": 83, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grades['exam3'] = pd.to_numeric(grades['exam3'], errors = 'coerce')\n", "grades" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "name object\n", "exam1 int64\n", "exam2 float64\n", "exam3 float64\n", "exam4 int64\n", "dtype: object" ] }, "execution_count": 84, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grades.dtypes" ] }, { "cell_type": "code", "execution_count": 135, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Robert Williams'" ] }, "execution_count": 135, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grades['exam3'] = grades['exam3'].fillna(0)\n", "grades['name'][2]" ] }, { "cell_type": "code", "execution_count": 130, "metadata": {}, "outputs": [ { "ename": "TypeError", "evalue": "can only concatenate str (not \"int\") to str", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", "Cell \u001b[1;32mIn[130], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m grades[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mmean\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[43mgrades\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmean\u001b[49m\u001b[43m(\u001b[49m\u001b[43maxis\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mcolumns\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[0;32m 2\u001b[0m grades\n\u001b[0;32m 3\u001b[0m grades[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mname\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n", "File \u001b[1;32mC:\\JumboConda\\lib\\site-packages\\pandas\\core\\frame.py:11335\u001b[0m, in \u001b[0;36mDataFrame.mean\u001b[1;34m(self, axis, skipna, numeric_only, **kwargs)\u001b[0m\n\u001b[0;32m 11327\u001b[0m \u001b[38;5;129m@doc\u001b[39m(make_doc(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmean\u001b[39m\u001b[38;5;124m\"\u001b[39m, ndim\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m2\u001b[39m))\n\u001b[0;32m 11328\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mmean\u001b[39m(\n\u001b[0;32m 11329\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 11333\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[0;32m 11334\u001b[0m ):\n\u001b[1;32m> 11335\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28msuper\u001b[39m()\u001b[38;5;241m.\u001b[39mmean(axis, skipna, numeric_only, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 11336\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(result, Series):\n\u001b[0;32m 11337\u001b[0m result \u001b[38;5;241m=\u001b[39m result\u001b[38;5;241m.\u001b[39m__finalize__(\u001b[38;5;28mself\u001b[39m, method\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmean\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", "File \u001b[1;32mC:\\JumboConda\\lib\\site-packages\\pandas\\core\\generic.py:11992\u001b[0m, in \u001b[0;36mNDFrame.mean\u001b[1;34m(self, axis, skipna, numeric_only, **kwargs)\u001b[0m\n\u001b[0;32m 11985\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mmean\u001b[39m(\n\u001b[0;32m 11986\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[0;32m 11987\u001b[0m axis: Axis \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 11990\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[0;32m 11991\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Series \u001b[38;5;241m|\u001b[39m \u001b[38;5;28mfloat\u001b[39m:\n\u001b[1;32m> 11992\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_stat_function(\n\u001b[0;32m 11993\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmean\u001b[39m\u001b[38;5;124m\"\u001b[39m, nanops\u001b[38;5;241m.\u001b[39mnanmean, axis, skipna, numeric_only, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs\n\u001b[0;32m 11994\u001b[0m )\n", "File \u001b[1;32mC:\\JumboConda\\lib\\site-packages\\pandas\\core\\generic.py:11949\u001b[0m, in \u001b[0;36mNDFrame._stat_function\u001b[1;34m(self, name, func, axis, skipna, numeric_only, **kwargs)\u001b[0m\n\u001b[0;32m 11945\u001b[0m nv\u001b[38;5;241m.\u001b[39mvalidate_func(name, (), kwargs)\n\u001b[0;32m 11947\u001b[0m validate_bool_kwarg(skipna, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mskipna\u001b[39m\u001b[38;5;124m\"\u001b[39m, none_allowed\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[1;32m> 11949\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_reduce\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 11950\u001b[0m \u001b[43m \u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mname\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mname\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43maxis\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mskipna\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mskipna\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnumeric_only\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnumeric_only\u001b[49m\n\u001b[0;32m 11951\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", "File \u001b[1;32mC:\\JumboConda\\lib\\site-packages\\pandas\\core\\frame.py:11204\u001b[0m, in \u001b[0;36mDataFrame._reduce\u001b[1;34m(self, op, name, axis, skipna, numeric_only, filter_type, **kwds)\u001b[0m\n\u001b[0;32m 11200\u001b[0m df \u001b[38;5;241m=\u001b[39m df\u001b[38;5;241m.\u001b[39mT\n\u001b[0;32m 11202\u001b[0m \u001b[38;5;66;03m# After possibly _get_data and transposing, we are now in the\u001b[39;00m\n\u001b[0;32m 11203\u001b[0m \u001b[38;5;66;03m# simple case where we can use BlockManager.reduce\u001b[39;00m\n\u001b[1;32m> 11204\u001b[0m res \u001b[38;5;241m=\u001b[39m \u001b[43mdf\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_mgr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreduce\u001b[49m\u001b[43m(\u001b[49m\u001b[43mblk_func\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 11205\u001b[0m out \u001b[38;5;241m=\u001b[39m df\u001b[38;5;241m.\u001b[39m_constructor_from_mgr(res, axes\u001b[38;5;241m=\u001b[39mres\u001b[38;5;241m.\u001b[39maxes)\u001b[38;5;241m.\u001b[39miloc[\u001b[38;5;241m0\u001b[39m]\n\u001b[0;32m 11206\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m out_dtype \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m out\u001b[38;5;241m.\u001b[39mdtype \u001b[38;5;241m!=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mboolean\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n", "File \u001b[1;32mC:\\JumboConda\\lib\\site-packages\\pandas\\core\\internals\\managers.py:1459\u001b[0m, in \u001b[0;36mBlockManager.reduce\u001b[1;34m(self, func)\u001b[0m\n\u001b[0;32m 1457\u001b[0m res_blocks: \u001b[38;5;28mlist\u001b[39m[Block] \u001b[38;5;241m=\u001b[39m []\n\u001b[0;32m 1458\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m blk \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mblocks:\n\u001b[1;32m-> 1459\u001b[0m nbs \u001b[38;5;241m=\u001b[39m \u001b[43mblk\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreduce\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1460\u001b[0m res_blocks\u001b[38;5;241m.\u001b[39mextend(nbs)\n\u001b[0;32m 1462\u001b[0m index \u001b[38;5;241m=\u001b[39m Index([\u001b[38;5;28;01mNone\u001b[39;00m]) \u001b[38;5;66;03m# placeholder\u001b[39;00m\n", "File \u001b[1;32mC:\\JumboConda\\lib\\site-packages\\pandas\\core\\internals\\blocks.py:377\u001b[0m, in \u001b[0;36mBlock.reduce\u001b[1;34m(self, func)\u001b[0m\n\u001b[0;32m 371\u001b[0m \u001b[38;5;129m@final\u001b[39m\n\u001b[0;32m 372\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mreduce\u001b[39m(\u001b[38;5;28mself\u001b[39m, func) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m \u001b[38;5;28mlist\u001b[39m[Block]:\n\u001b[0;32m 373\u001b[0m \u001b[38;5;66;03m# We will apply the function and reshape the result into a single-row\u001b[39;00m\n\u001b[0;32m 374\u001b[0m \u001b[38;5;66;03m# Block with the same mgr_locs; squeezing will be done at a higher level\u001b[39;00m\n\u001b[0;32m 375\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m2\u001b[39m\n\u001b[1;32m--> 377\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvalues\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 379\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvalues\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[0;32m 380\u001b[0m res_values \u001b[38;5;241m=\u001b[39m result\n", "File \u001b[1;32mC:\\JumboConda\\lib\\site-packages\\pandas\\core\\frame.py:11136\u001b[0m, in \u001b[0;36mDataFrame._reduce..blk_func\u001b[1;34m(values, axis)\u001b[0m\n\u001b[0;32m 11134\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m np\u001b[38;5;241m.\u001b[39marray([result])\n\u001b[0;32m 11135\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m> 11136\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m op(values, axis\u001b[38;5;241m=\u001b[39maxis, skipna\u001b[38;5;241m=\u001b[39mskipna, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwds)\n", "File \u001b[1;32mC:\\JumboConda\\lib\\site-packages\\pandas\\core\\nanops.py:147\u001b[0m, in \u001b[0;36mbottleneck_switch.__call__..f\u001b[1;34m(values, axis, skipna, **kwds)\u001b[0m\n\u001b[0;32m 145\u001b[0m result \u001b[38;5;241m=\u001b[39m alt(values, axis\u001b[38;5;241m=\u001b[39maxis, skipna\u001b[38;5;241m=\u001b[39mskipna, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwds)\n\u001b[0;32m 146\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m--> 147\u001b[0m result \u001b[38;5;241m=\u001b[39m alt(values, axis\u001b[38;5;241m=\u001b[39maxis, skipna\u001b[38;5;241m=\u001b[39mskipna, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwds)\n\u001b[0;32m 149\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m result\n", "File \u001b[1;32mC:\\JumboConda\\lib\\site-packages\\pandas\\core\\nanops.py:404\u001b[0m, in \u001b[0;36m_datetimelike_compat..new_func\u001b[1;34m(values, axis, skipna, mask, **kwargs)\u001b[0m\n\u001b[0;32m 401\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m datetimelike \u001b[38;5;129;01mand\u001b[39;00m mask \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m 402\u001b[0m mask \u001b[38;5;241m=\u001b[39m isna(values)\n\u001b[1;32m--> 404\u001b[0m result \u001b[38;5;241m=\u001b[39m func(values, axis\u001b[38;5;241m=\u001b[39maxis, skipna\u001b[38;5;241m=\u001b[39mskipna, mask\u001b[38;5;241m=\u001b[39mmask, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 406\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m datetimelike:\n\u001b[0;32m 407\u001b[0m result \u001b[38;5;241m=\u001b[39m _wrap_results(result, orig_values\u001b[38;5;241m.\u001b[39mdtype, fill_value\u001b[38;5;241m=\u001b[39miNaT)\n", "File \u001b[1;32mC:\\JumboConda\\lib\\site-packages\\pandas\\core\\nanops.py:719\u001b[0m, in \u001b[0;36mnanmean\u001b[1;34m(values, axis, skipna, mask)\u001b[0m\n\u001b[0;32m 716\u001b[0m dtype_count \u001b[38;5;241m=\u001b[39m dtype\n\u001b[0;32m 718\u001b[0m count \u001b[38;5;241m=\u001b[39m _get_counts(values\u001b[38;5;241m.\u001b[39mshape, mask, axis, dtype\u001b[38;5;241m=\u001b[39mdtype_count)\n\u001b[1;32m--> 719\u001b[0m the_sum \u001b[38;5;241m=\u001b[39m \u001b[43mvalues\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msum\u001b[49m\u001b[43m(\u001b[49m\u001b[43maxis\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdtype\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdtype_sum\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 720\u001b[0m the_sum \u001b[38;5;241m=\u001b[39m _ensure_numeric(the_sum)\n\u001b[0;32m 722\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m axis \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mgetattr\u001b[39m(the_sum, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mndim\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mFalse\u001b[39;00m):\n", "File \u001b[1;32mC:\\JumboConda\\lib\\site-packages\\numpy\\core\\_methods.py:49\u001b[0m, in \u001b[0;36m_sum\u001b[1;34m(a, axis, dtype, out, keepdims, initial, where)\u001b[0m\n\u001b[0;32m 47\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_sum\u001b[39m(a, axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, dtype\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, out\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, keepdims\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m,\n\u001b[0;32m 48\u001b[0m initial\u001b[38;5;241m=\u001b[39m_NoValue, where\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m):\n\u001b[1;32m---> 49\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mumr_sum\u001b[49m\u001b[43m(\u001b[49m\u001b[43ma\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdtype\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mout\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkeepdims\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minitial\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mwhere\u001b[49m\u001b[43m)\u001b[49m\n", "\u001b[1;31mTypeError\u001b[0m: can only concatenate str (not \"int\") to str" ] } ], "source": [ "grades['mean'] = grades.mean(axis = 'columns')\n", "grades\n" ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [ { "ename": "TypeError", "evalue": "'>=' not supported between instances of 'str' and 'int'", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", "Cell \u001b[1;32mIn[87], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m grades\u001b[38;5;241m.\u001b[39mloc[:, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mmax\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[43mgrades\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmax\u001b[49m\u001b[43m(\u001b[49m\u001b[43maxis\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mcolumns\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[0;32m 2\u001b[0m grades\u001b[38;5;241m.\u001b[39mloc[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mmean\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m grades\u001b[38;5;241m.\u001b[39mmean(axis \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mrows\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m 3\u001b[0m grades\u001b[38;5;241m.\u001b[39mloc[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mmax\u001b[39m\u001b[38;5;124m'\u001b[39m, :] \u001b[38;5;241m=\u001b[39m grades\u001b[38;5;241m.\u001b[39mmax(axis \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mrows\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", "File \u001b[1;32mC:\\JumboConda\\lib\\site-packages\\pandas\\core\\frame.py:11298\u001b[0m, in \u001b[0;36mDataFrame.max\u001b[1;34m(self, axis, skipna, numeric_only, **kwargs)\u001b[0m\n\u001b[0;32m 11290\u001b[0m \u001b[38;5;129m@doc\u001b[39m(make_doc(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmax\u001b[39m\u001b[38;5;124m\"\u001b[39m, ndim\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m2\u001b[39m))\n\u001b[0;32m 11291\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mmax\u001b[39m(\n\u001b[0;32m 11292\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 11296\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[0;32m 11297\u001b[0m ):\n\u001b[1;32m> 11298\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28msuper\u001b[39m()\u001b[38;5;241m.\u001b[39mmax(axis, skipna, numeric_only, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 11299\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(result, Series):\n\u001b[0;32m 11300\u001b[0m result \u001b[38;5;241m=\u001b[39m result\u001b[38;5;241m.\u001b[39m__finalize__(\u001b[38;5;28mself\u001b[39m, method\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmax\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", "File \u001b[1;32mC:\\JumboConda\\lib\\site-packages\\pandas\\core\\generic.py:11976\u001b[0m, in \u001b[0;36mNDFrame.max\u001b[1;34m(self, axis, skipna, numeric_only, **kwargs)\u001b[0m\n\u001b[0;32m 11969\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mmax\u001b[39m(\n\u001b[0;32m 11970\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[0;32m 11971\u001b[0m axis: Axis \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 11974\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[0;32m 11975\u001b[0m ):\n\u001b[1;32m> 11976\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_stat_function(\n\u001b[0;32m 11977\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmax\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m 11978\u001b[0m nanops\u001b[38;5;241m.\u001b[39mnanmax,\n\u001b[0;32m 11979\u001b[0m axis,\n\u001b[0;32m 11980\u001b[0m skipna,\n\u001b[0;32m 11981\u001b[0m numeric_only,\n\u001b[0;32m 11982\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[0;32m 11983\u001b[0m )\n", "File \u001b[1;32mC:\\JumboConda\\lib\\site-packages\\pandas\\core\\generic.py:11949\u001b[0m, in \u001b[0;36mNDFrame._stat_function\u001b[1;34m(self, name, func, axis, skipna, numeric_only, **kwargs)\u001b[0m\n\u001b[0;32m 11945\u001b[0m nv\u001b[38;5;241m.\u001b[39mvalidate_func(name, (), kwargs)\n\u001b[0;32m 11947\u001b[0m validate_bool_kwarg(skipna, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mskipna\u001b[39m\u001b[38;5;124m\"\u001b[39m, none_allowed\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[1;32m> 11949\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_reduce\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 11950\u001b[0m \u001b[43m \u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mname\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mname\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43maxis\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mskipna\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mskipna\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnumeric_only\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnumeric_only\u001b[49m\n\u001b[0;32m 11951\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", "File \u001b[1;32mC:\\JumboConda\\lib\\site-packages\\pandas\\core\\frame.py:11204\u001b[0m, in \u001b[0;36mDataFrame._reduce\u001b[1;34m(self, op, name, axis, skipna, numeric_only, filter_type, **kwds)\u001b[0m\n\u001b[0;32m 11200\u001b[0m df \u001b[38;5;241m=\u001b[39m df\u001b[38;5;241m.\u001b[39mT\n\u001b[0;32m 11202\u001b[0m \u001b[38;5;66;03m# After possibly _get_data and transposing, we are now in the\u001b[39;00m\n\u001b[0;32m 11203\u001b[0m \u001b[38;5;66;03m# simple case where we can use BlockManager.reduce\u001b[39;00m\n\u001b[1;32m> 11204\u001b[0m res \u001b[38;5;241m=\u001b[39m \u001b[43mdf\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_mgr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreduce\u001b[49m\u001b[43m(\u001b[49m\u001b[43mblk_func\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 11205\u001b[0m out \u001b[38;5;241m=\u001b[39m df\u001b[38;5;241m.\u001b[39m_constructor_from_mgr(res, axes\u001b[38;5;241m=\u001b[39mres\u001b[38;5;241m.\u001b[39maxes)\u001b[38;5;241m.\u001b[39miloc[\u001b[38;5;241m0\u001b[39m]\n\u001b[0;32m 11206\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m out_dtype \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m out\u001b[38;5;241m.\u001b[39mdtype \u001b[38;5;241m!=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mboolean\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n", "File \u001b[1;32mC:\\JumboConda\\lib\\site-packages\\pandas\\core\\internals\\managers.py:1459\u001b[0m, in \u001b[0;36mBlockManager.reduce\u001b[1;34m(self, func)\u001b[0m\n\u001b[0;32m 1457\u001b[0m res_blocks: \u001b[38;5;28mlist\u001b[39m[Block] \u001b[38;5;241m=\u001b[39m []\n\u001b[0;32m 1458\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m blk \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mblocks:\n\u001b[1;32m-> 1459\u001b[0m nbs \u001b[38;5;241m=\u001b[39m \u001b[43mblk\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreduce\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1460\u001b[0m res_blocks\u001b[38;5;241m.\u001b[39mextend(nbs)\n\u001b[0;32m 1462\u001b[0m index \u001b[38;5;241m=\u001b[39m Index([\u001b[38;5;28;01mNone\u001b[39;00m]) \u001b[38;5;66;03m# placeholder\u001b[39;00m\n", "File \u001b[1;32mC:\\JumboConda\\lib\\site-packages\\pandas\\core\\internals\\blocks.py:377\u001b[0m, in \u001b[0;36mBlock.reduce\u001b[1;34m(self, func)\u001b[0m\n\u001b[0;32m 371\u001b[0m \u001b[38;5;129m@final\u001b[39m\n\u001b[0;32m 372\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mreduce\u001b[39m(\u001b[38;5;28mself\u001b[39m, func) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m \u001b[38;5;28mlist\u001b[39m[Block]:\n\u001b[0;32m 373\u001b[0m \u001b[38;5;66;03m# We will apply the function and reshape the result into a single-row\u001b[39;00m\n\u001b[0;32m 374\u001b[0m \u001b[38;5;66;03m# Block with the same mgr_locs; squeezing will be done at a higher level\u001b[39;00m\n\u001b[0;32m 375\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m2\u001b[39m\n\u001b[1;32m--> 377\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvalues\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 379\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvalues\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[0;32m 380\u001b[0m res_values \u001b[38;5;241m=\u001b[39m result\n", "File \u001b[1;32mC:\\JumboConda\\lib\\site-packages\\pandas\\core\\frame.py:11136\u001b[0m, in \u001b[0;36mDataFrame._reduce..blk_func\u001b[1;34m(values, axis)\u001b[0m\n\u001b[0;32m 11134\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m np\u001b[38;5;241m.\u001b[39marray([result])\n\u001b[0;32m 11135\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m> 11136\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m op(values, axis\u001b[38;5;241m=\u001b[39maxis, skipna\u001b[38;5;241m=\u001b[39mskipna, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwds)\n", "File \u001b[1;32mC:\\JumboConda\\lib\\site-packages\\pandas\\core\\nanops.py:147\u001b[0m, in \u001b[0;36mbottleneck_switch.__call__..f\u001b[1;34m(values, axis, skipna, **kwds)\u001b[0m\n\u001b[0;32m 145\u001b[0m result \u001b[38;5;241m=\u001b[39m alt(values, axis\u001b[38;5;241m=\u001b[39maxis, skipna\u001b[38;5;241m=\u001b[39mskipna, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwds)\n\u001b[0;32m 146\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m--> 147\u001b[0m result \u001b[38;5;241m=\u001b[39m alt(values, axis\u001b[38;5;241m=\u001b[39maxis, skipna\u001b[38;5;241m=\u001b[39mskipna, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwds)\n\u001b[0;32m 149\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m result\n", "File \u001b[1;32mC:\\JumboConda\\lib\\site-packages\\pandas\\core\\nanops.py:404\u001b[0m, in \u001b[0;36m_datetimelike_compat..new_func\u001b[1;34m(values, axis, skipna, mask, **kwargs)\u001b[0m\n\u001b[0;32m 401\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m datetimelike \u001b[38;5;129;01mand\u001b[39;00m mask \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m 402\u001b[0m mask \u001b[38;5;241m=\u001b[39m isna(values)\n\u001b[1;32m--> 404\u001b[0m result \u001b[38;5;241m=\u001b[39m func(values, axis\u001b[38;5;241m=\u001b[39maxis, skipna\u001b[38;5;241m=\u001b[39mskipna, mask\u001b[38;5;241m=\u001b[39mmask, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 406\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m datetimelike:\n\u001b[0;32m 407\u001b[0m result \u001b[38;5;241m=\u001b[39m _wrap_results(result, orig_values\u001b[38;5;241m.\u001b[39mdtype, fill_value\u001b[38;5;241m=\u001b[39miNaT)\n", "File \u001b[1;32mC:\\JumboConda\\lib\\site-packages\\pandas\\core\\nanops.py:1092\u001b[0m, in \u001b[0;36m_nanminmax..reduction\u001b[1;34m(values, axis, skipna, mask)\u001b[0m\n\u001b[0;32m 1087\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m _na_for_min_count(values, axis)\n\u001b[0;32m 1089\u001b[0m values, mask \u001b[38;5;241m=\u001b[39m _get_values(\n\u001b[0;32m 1090\u001b[0m values, skipna, fill_value_typ\u001b[38;5;241m=\u001b[39mfill_value_typ, mask\u001b[38;5;241m=\u001b[39mmask\n\u001b[0;32m 1091\u001b[0m )\n\u001b[1;32m-> 1092\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mgetattr\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mvalues\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmeth\u001b[49m\u001b[43m)\u001b[49m\u001b[43m(\u001b[49m\u001b[43maxis\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1093\u001b[0m result \u001b[38;5;241m=\u001b[39m _maybe_null_out(result, axis, mask, values\u001b[38;5;241m.\u001b[39mshape)\n\u001b[0;32m 1094\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m result\n", "File \u001b[1;32mC:\\JumboConda\\lib\\site-packages\\numpy\\core\\_methods.py:41\u001b[0m, in \u001b[0;36m_amax\u001b[1;34m(a, axis, out, keepdims, initial, where)\u001b[0m\n\u001b[0;32m 39\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_amax\u001b[39m(a, axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, out\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, keepdims\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m,\n\u001b[0;32m 40\u001b[0m initial\u001b[38;5;241m=\u001b[39m_NoValue, where\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m):\n\u001b[1;32m---> 41\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mumr_maximum\u001b[49m\u001b[43m(\u001b[49m\u001b[43ma\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mout\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkeepdims\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minitial\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mwhere\u001b[49m\u001b[43m)\u001b[49m\n", "\u001b[1;31mTypeError\u001b[0m: '>=' not supported between instances of 'str' and 'int'" ] } ], "source": [ "grades.loc[:, 'max'] = grades.max(axis = 'columns')\n", "grades.loc['mean'] = grades.mean(axis = 'rows')\n", "grades.loc['max', :] = grades.max(axis = 'rows')\n", "grades" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "## Working with Real Data" ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [], "source": [ "avocados = pd.read_csv('data/avocado.csv')" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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dateaverage_pricetotal_volume404642254770total_bagssmall_bagslarge_bagsxlarge_bagstypeyeargeography
02015-01-041.2240873.282819.5028287.4249.909716.469186.93529.530.00conventional2015Albany
12015-01-041.791373.9557.42153.880.001162.651162.650.000.00organic2015Albany
22015-01-041.00435021.49364302.3923821.1682.1546815.7916707.1530108.640.00conventional2015Atlanta
32015-01-041.763846.691500.15938.350.001408.191071.35336.840.00organic2015Atlanta
42015-01-041.08788025.0653987.31552906.0439995.03141136.68137146.073990.610.00conventional2015Baltimore/Washington
..........................................
300162020-05-171.582271254.00150100.00198457.005429.001917250.001121691.00795559.000.00organic2020Total U.S.
300172020-05-171.098667913.242081824.041020965.1233410.855531562.872580802.482817078.77133681.62conventional2020West
300182020-05-171.71384158.0023455.0039738.001034.00319932.00130051.00189881.000.00organic2020West
300192020-05-170.891240709.05430203.10126497.2821104.42662904.25395909.35265177.091817.81conventional2020West Tex/New Mexico
300202020-05-171.5836881.001147.001243.002645.0031846.0025621.006225.000.00organic2020West Tex/New Mexico
\n", "

30021 rows × 13 columns

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" ], "text/plain": [ " date average_price total_volume 4046 4225 \\\n", "0 2015-01-04 1.22 40873.28 2819.50 28287.42 \n", "1 2015-01-04 1.79 1373.95 57.42 153.88 \n", "2 2015-01-04 1.00 435021.49 364302.39 23821.16 \n", "3 2015-01-04 1.76 3846.69 1500.15 938.35 \n", "4 2015-01-04 1.08 788025.06 53987.31 552906.04 \n", "... ... ... ... ... ... \n", "30016 2020-05-17 1.58 2271254.00 150100.00 198457.00 \n", "30017 2020-05-17 1.09 8667913.24 2081824.04 1020965.12 \n", "30018 2020-05-17 1.71 384158.00 23455.00 39738.00 \n", "30019 2020-05-17 0.89 1240709.05 430203.10 126497.28 \n", "30020 2020-05-17 1.58 36881.00 1147.00 1243.00 \n", "\n", " 4770 total_bags small_bags large_bags xlarge_bags \\\n", "0 49.90 9716.46 9186.93 529.53 0.00 \n", "1 0.00 1162.65 1162.65 0.00 0.00 \n", "2 82.15 46815.79 16707.15 30108.64 0.00 \n", "3 0.00 1408.19 1071.35 336.84 0.00 \n", "4 39995.03 141136.68 137146.07 3990.61 0.00 \n", "... ... ... ... ... ... \n", "30016 5429.00 1917250.00 1121691.00 795559.00 0.00 \n", "30017 33410.85 5531562.87 2580802.48 2817078.77 133681.62 \n", "30018 1034.00 319932.00 130051.00 189881.00 0.00 \n", "30019 21104.42 662904.25 395909.35 265177.09 1817.81 \n", "30020 2645.00 31846.00 25621.00 6225.00 0.00 \n", "\n", " type year geography \n", "0 conventional 2015 Albany \n", "1 organic 2015 Albany \n", "2 conventional 2015 Atlanta \n", "3 organic 2015 Atlanta \n", "4 conventional 2015 Baltimore/Washington \n", "... ... ... ... \n", "30016 organic 2020 Total U.S. \n", "30017 conventional 2020 West \n", "30018 organic 2020 West \n", "30019 conventional 2020 West Tex/New Mexico \n", "30020 organic 2020 West Tex/New Mexico \n", "\n", "[30021 rows x 13 columns]" ] }, "execution_count": 90, "metadata": {}, "output_type": "execute_result" } ], "source": [ "avocados" ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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dateaverage_pricetotal_volume404642254770total_bagssmall_bagslarge_bagsxlarge_bagstypeyeargeography
02015-01-041.2240873.282819.5028287.4249.909716.469186.93529.530.0conventional2015Albany
12015-01-041.791373.9557.42153.880.001162.651162.650.000.0organic2015Albany
22015-01-041.00435021.49364302.3923821.1682.1546815.7916707.1530108.640.0conventional2015Atlanta
32015-01-041.763846.691500.15938.350.001408.191071.35336.840.0organic2015Atlanta
42015-01-041.08788025.0653987.31552906.0439995.03141136.68137146.073990.610.0conventional2015Baltimore/Washington
\n", "
" ], "text/plain": [ " date average_price total_volume 4046 4225 4770 \\\n", "0 2015-01-04 1.22 40873.28 2819.50 28287.42 49.90 \n", "1 2015-01-04 1.79 1373.95 57.42 153.88 0.00 \n", "2 2015-01-04 1.00 435021.49 364302.39 23821.16 82.15 \n", "3 2015-01-04 1.76 3846.69 1500.15 938.35 0.00 \n", "4 2015-01-04 1.08 788025.06 53987.31 552906.04 39995.03 \n", "\n", " total_bags small_bags large_bags xlarge_bags type year \\\n", "0 9716.46 9186.93 529.53 0.0 conventional 2015 \n", "1 1162.65 1162.65 0.00 0.0 organic 2015 \n", "2 46815.79 16707.15 30108.64 0.0 conventional 2015 \n", "3 1408.19 1071.35 336.84 0.0 organic 2015 \n", "4 141136.68 137146.07 3990.61 0.0 conventional 2015 \n", "\n", " geography \n", "0 Albany \n", "1 Albany \n", "2 Atlanta \n", "3 Atlanta \n", "4 Baltimore/Washington " ] }, "execution_count": 91, "metadata": {}, "output_type": "execute_result" } ], "source": [ "avocados.head()" ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(30021, 13)" ] }, "execution_count": 92, "metadata": {}, "output_type": "execute_result" } ], "source": [ "avocados.shape" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "date object\n", "average_price float64\n", "total_volume float64\n", "4046 float64\n", "4225 float64\n", "4770 float64\n", "total_bags float64\n", "small_bags float64\n", "large_bags float64\n", "xlarge_bags float64\n", "type object\n", "year int64\n", "geography object\n", "dtype: object" ] }, "execution_count": 93, "metadata": {}, "output_type": "execute_result" } ], "source": [ "avocados.dtypes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Subsetting Data using Boolean Indexing" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 Albany\n", "1 Albany\n", "2 Atlanta\n", "3 Atlanta\n", "4 Baltimore/Washington\n", " ... \n", "30016 Total U.S.\n", "30017 West\n", "30018 West\n", "30019 West Tex/New Mexico\n", "30020 West Tex/New Mexico\n", "Name: geography, Length: 30021, dtype: object" ] }, "execution_count": 94, "metadata": {}, "output_type": "execute_result" } ], "source": [ "avocados.geography" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 False\n", "1 False\n", "2 False\n", "3 False\n", "4 False\n", " ... \n", "30016 False\n", "30017 False\n", "30018 False\n", "30019 False\n", "30020 False\n", "Name: geography, Length: 30021, dtype: bool" ] }, "execution_count": 95, "metadata": {}, "output_type": "execute_result" } ], "source": [ "avocados.geography == 'Boston'" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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dateaverage_pricetotal_volume404642254770total_bagssmall_bagslarge_bagsxlarge_bagstypeyeargeography
82015-01-041.02491738.007193.87396752.18128.8287663.1387406.84256.290.00conventional2015Boston
92015-01-041.832192.138.66939.430.001244.041244.040.000.00organic2015Boston
1162015-01-111.10437771.895548.11320577.36121.81111524.61111192.88331.730.00conventional2015Boston
1172015-01-111.942217.8212.82956.070.001248.931248.930.000.00organic2015Boston
2242015-01-181.23401331.334383.76287778.52132.53109036.52108668.74367.780.00conventional2015Boston
..........................................
297062020-05-032.1037432.00109.002350.000.0034972.0032895.002077.000.00organic2020Boston
298132020-05-101.431124288.4127003.57716906.87597.73379780.24281283.4694554.553942.23conventional2020Boston
298142020-05-102.1142554.0098.002670.000.0039786.0038008.001778.000.00organic2020Boston
299212020-05-171.50941667.9822010.56574986.18533.76344137.48237353.97102717.964065.55conventional2020Boston
299222020-05-172.0444906.0074.002495.000.0042337.0040460.001877.000.00organic2020Boston
\n", "

556 rows × 13 columns

\n", "
" ], "text/plain": [ " date average_price total_volume 4046 4225 4770 \\\n", "8 2015-01-04 1.02 491738.00 7193.87 396752.18 128.82 \n", "9 2015-01-04 1.83 2192.13 8.66 939.43 0.00 \n", "116 2015-01-11 1.10 437771.89 5548.11 320577.36 121.81 \n", "117 2015-01-11 1.94 2217.82 12.82 956.07 0.00 \n", "224 2015-01-18 1.23 401331.33 4383.76 287778.52 132.53 \n", "... ... ... ... ... ... ... \n", "29706 2020-05-03 2.10 37432.00 109.00 2350.00 0.00 \n", "29813 2020-05-10 1.43 1124288.41 27003.57 716906.87 597.73 \n", "29814 2020-05-10 2.11 42554.00 98.00 2670.00 0.00 \n", "29921 2020-05-17 1.50 941667.98 22010.56 574986.18 533.76 \n", "29922 2020-05-17 2.04 44906.00 74.00 2495.00 0.00 \n", "\n", " total_bags small_bags large_bags xlarge_bags type year \\\n", "8 87663.13 87406.84 256.29 0.00 conventional 2015 \n", "9 1244.04 1244.04 0.00 0.00 organic 2015 \n", "116 111524.61 111192.88 331.73 0.00 conventional 2015 \n", "117 1248.93 1248.93 0.00 0.00 organic 2015 \n", "224 109036.52 108668.74 367.78 0.00 conventional 2015 \n", "... ... ... ... ... ... ... \n", "29706 34972.00 32895.00 2077.00 0.00 organic 2020 \n", "29813 379780.24 281283.46 94554.55 3942.23 conventional 2020 \n", "29814 39786.00 38008.00 1778.00 0.00 organic 2020 \n", "29921 344137.48 237353.97 102717.96 4065.55 conventional 2020 \n", "29922 42337.00 40460.00 1877.00 0.00 organic 2020 \n", "\n", " geography \n", "8 Boston \n", "9 Boston \n", "116 Boston \n", "117 Boston \n", "224 Boston \n", "... ... \n", "29706 Boston \n", "29813 Boston \n", "29814 Boston \n", "29921 Boston \n", "29922 Boston \n", "\n", "[556 rows x 13 columns]" ] }, "execution_count": 96, "metadata": {}, "output_type": "execute_result" } ], "source": [ "avocados[avocados.geography == 'Boston']" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [], "source": [ "avocados_boston = avocados[avocados.geography == 'Boston']" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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dateaverage_pricetotal_volume404642254770total_bagssmall_bagslarge_bagsxlarge_bagstypeyeargeography
82015-01-041.02491738.007193.87396752.18128.8287663.1387406.84256.290.0conventional2015Boston
92015-01-041.832192.138.66939.430.001244.041244.040.000.0organic2015Boston
1162015-01-111.10437771.895548.11320577.36121.81111524.61111192.88331.730.0conventional2015Boston
1172015-01-111.942217.8212.82956.070.001248.931248.930.000.0organic2015Boston
2242015-01-181.23401331.334383.76287778.52132.53109036.52108668.74367.780.0conventional2015Boston
2252015-01-182.002209.344.22834.340.001370.781370.780.000.0organic2015Boston
3322015-01-251.17409343.564730.77288094.6545.98116472.16115538.05934.110.0conventional2015Boston
3332015-01-252.011948.283.14760.390.001184.751184.750.000.0organic2015Boston
4402015-02-011.22490022.146082.88373452.06272.81110214.39109900.93313.460.0conventional2015Boston
4412015-02-011.782943.8512.181308.940.001622.731622.730.000.0organic2015Boston
\n", "
" ], "text/plain": [ " date average_price total_volume 4046 4225 4770 \\\n", "8 2015-01-04 1.02 491738.00 7193.87 396752.18 128.82 \n", "9 2015-01-04 1.83 2192.13 8.66 939.43 0.00 \n", "116 2015-01-11 1.10 437771.89 5548.11 320577.36 121.81 \n", "117 2015-01-11 1.94 2217.82 12.82 956.07 0.00 \n", "224 2015-01-18 1.23 401331.33 4383.76 287778.52 132.53 \n", "225 2015-01-18 2.00 2209.34 4.22 834.34 0.00 \n", "332 2015-01-25 1.17 409343.56 4730.77 288094.65 45.98 \n", "333 2015-01-25 2.01 1948.28 3.14 760.39 0.00 \n", "440 2015-02-01 1.22 490022.14 6082.88 373452.06 272.81 \n", "441 2015-02-01 1.78 2943.85 12.18 1308.94 0.00 \n", "\n", " total_bags small_bags large_bags xlarge_bags type year \\\n", "8 87663.13 87406.84 256.29 0.0 conventional 2015 \n", "9 1244.04 1244.04 0.00 0.0 organic 2015 \n", "116 111524.61 111192.88 331.73 0.0 conventional 2015 \n", "117 1248.93 1248.93 0.00 0.0 organic 2015 \n", "224 109036.52 108668.74 367.78 0.0 conventional 2015 \n", "225 1370.78 1370.78 0.00 0.0 organic 2015 \n", "332 116472.16 115538.05 934.11 0.0 conventional 2015 \n", "333 1184.75 1184.75 0.00 0.0 organic 2015 \n", "440 110214.39 109900.93 313.46 0.0 conventional 2015 \n", "441 1622.73 1622.73 0.00 0.0 organic 2015 \n", "\n", " geography \n", "8 Boston \n", "9 Boston \n", "116 Boston \n", "117 Boston \n", "224 Boston \n", "225 Boston \n", "332 Boston \n", "333 Boston \n", "440 Boston \n", "441 Boston " ] }, "execution_count": 98, "metadata": {}, "output_type": "execute_result" } ], "source": [ "avocados_boston.head(10)" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [], "source": [ "avocados_boston_copy = avocados[avocados.geography == 'Boston'].copy()" ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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dateaverage_pricetotal_volume404642254770total_bagssmall_bagslarge_bagsxlarge_bagstypeyeargeography
82015-01-041.02491738.007193.87396752.18128.8287663.1387406.84256.290.0conventional2015Boston
92015-01-041.832192.138.66939.430.001244.041244.040.000.0organic2015Boston
1162015-01-111.10437771.895548.11320577.36121.81111524.61111192.88331.730.0conventional2015Boston
1172015-01-111.942217.8212.82956.070.001248.931248.930.000.0organic2015Boston
2242015-01-181.23401331.334383.76287778.52132.53109036.52108668.74367.780.0conventional2015Boston
2252015-01-182.002209.344.22834.340.001370.781370.780.000.0organic2015Boston
3322015-01-251.17409343.564730.77288094.6545.98116472.16115538.05934.110.0conventional2015Boston
3332015-01-252.011948.283.14760.390.001184.751184.750.000.0organic2015Boston
4402015-02-011.22490022.146082.88373452.06272.81110214.39109900.93313.460.0conventional2015Boston
4412015-02-011.782943.8512.181308.940.001622.731622.730.000.0organic2015Boston
\n", "
" ], "text/plain": [ " date average_price total_volume 4046 4225 4770 \\\n", "8 2015-01-04 1.02 491738.00 7193.87 396752.18 128.82 \n", "9 2015-01-04 1.83 2192.13 8.66 939.43 0.00 \n", "116 2015-01-11 1.10 437771.89 5548.11 320577.36 121.81 \n", "117 2015-01-11 1.94 2217.82 12.82 956.07 0.00 \n", "224 2015-01-18 1.23 401331.33 4383.76 287778.52 132.53 \n", "225 2015-01-18 2.00 2209.34 4.22 834.34 0.00 \n", "332 2015-01-25 1.17 409343.56 4730.77 288094.65 45.98 \n", "333 2015-01-25 2.01 1948.28 3.14 760.39 0.00 \n", "440 2015-02-01 1.22 490022.14 6082.88 373452.06 272.81 \n", "441 2015-02-01 1.78 2943.85 12.18 1308.94 0.00 \n", "\n", " total_bags small_bags large_bags xlarge_bags type year \\\n", "8 87663.13 87406.84 256.29 0.0 conventional 2015 \n", "9 1244.04 1244.04 0.00 0.0 organic 2015 \n", "116 111524.61 111192.88 331.73 0.0 conventional 2015 \n", "117 1248.93 1248.93 0.00 0.0 organic 2015 \n", "224 109036.52 108668.74 367.78 0.0 conventional 2015 \n", "225 1370.78 1370.78 0.00 0.0 organic 2015 \n", "332 116472.16 115538.05 934.11 0.0 conventional 2015 \n", "333 1184.75 1184.75 0.00 0.0 organic 2015 \n", "440 110214.39 109900.93 313.46 0.0 conventional 2015 \n", "441 1622.73 1622.73 0.00 0.0 organic 2015 \n", "\n", " geography \n", "8 Boston \n", "9 Boston \n", "116 Boston \n", "117 Boston \n", "224 Boston \n", "225 Boston \n", "332 Boston \n", "333 Boston \n", "440 Boston \n", "441 Boston " ] }, "execution_count": 100, "metadata": {}, "output_type": "execute_result" } ], "source": [ "avocados_boston_copy.head(10)" ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.5385576923076922" ] }, "execution_count": 101, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.mean(avocados_boston.average_price[avocados_boston.year == 2019])" ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [], "source": [ "mean_2019 = np.mean(avocados_boston.average_price[avocados_boston.year == 2019])" ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The avereage price for avocados in the Boston area in the year 2019 was: $ 1.54\n" ] } ], "source": [ "print(\"The avereage price for avocados in the Boston area in the year 2019 was: $\", round(mean_2019, 2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Creating Plots" ] }, { "cell_type": "code", "execution_count": 104, "metadata": {}, "outputs": [ { "data": { "image/png": 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LcPHFF+Pxxx/HCy+84Lh0bvG4z+KaEW6z5XAZvt5xPCrrSIyZgZ/yx5ReTmOO87DTJWi0CCFRQxCE1WiKqWHpcOfMmRO1bMSIEdiwwdnFfmK11LDW5LAy8DPEsh9PSC6nmAfnYacOqDfYH0nXF0EQVkNzP51DLDZYOmShBYQ1ANgOS820eRsll9OY4zzsFAJGW1bIUEMQhNWQqDmHHktNokDVCLdXsmjZIWrkoCdp52GnEBDG1BgBuZ8IgrAaEjXnEAfTslRDFW4jtPQoaQUn1akhTeM87KzCGyD3E0EQLodEzTn01KkRbhORCaWwrR0p3XLQoOM87PxNAka7n8hSQxCExZCoOYeeOjXCbViDhp3kfiJN4zyUdMCKXSdkhUJVXQDf/ng8pmMb7n6y4AI7U1mneF4IgogvSNScI9pSw7JN40aJLnQ/kaXGeSjFY016Yy0+KJSeMmT6vI2Y/Oa6mI5tvKXG0N1JMv75lZj0xlp8uN78qVQIgnA+JGrOITc/lfI20tsriYVEB6ka0jTOQ01oLtxaIrn86x2xWWkAIBA0VoVYYakpKa8BAPxP5rwQBBFf6Jr7yWs89OkWLDk35UEIrZaaG/65Jvx/KOujpj6I298qxMjzW+D24Z0ARIofnudxz/tFOFNVh4raQCxfQRdkqbGfbUfK8OcFW8Pv1a47M90sxqd0W3d9kfeJMBOe53Hv/CLkZiTjkYk97G4OoUDci5qa+qBkKXqtgcInBTN1hzrYDwuLseqnk1j108mwqBFu89PxCny+6Yi+hhsADQT2c9ucwrC1AVC/7swUCvUGx9RYGedCk7MSZrLvZCU+K2roqx/++QWOSvggIiH3kwxaLTVCQh1sTX20OV9PFWKzoIHAfk5X1kW8V/tJghyP+iCHlbtPoKrOWOte0OAgGCvr1FBNHMJMhJeX06+105V1WL3nVNz273EvatSEiRJyaj100Ut9LJcGbgfkfrIf8SWg1mHyPPDM4l24+fW1uOOd9Ya2pd7FFYXpWibMRBgLaffDqBpjn12OX/17Db7cctTupthC3IsaOV3BosbVJoqUCgpOiKhCrHoIU3H2rRkfaC0lEOR5zF1zAACwcvdJQ9sSVHA/6ZnRnWJqCK/gF4oah19sp85Zf7/adkxlTW8S96JGDiPcT1Kfy9W2sQOH35txgVj4qgYK83yEMDYSpQktf/mvNbKfyWFl52+lqf3AqUpc/9rqmOsCEe4h0UWiJoTR7mS3QKJGBpZOUm7G7ZB5UmrwcZL7KV59rk5CfAmo/SYcx5tWFkCpsy6tqte8PystNVYONDM+2IS1+0/HXBeIcA/uFDXS7XRSWREzIFEjA8c3BGR+v+ckik9XYfOh0ojPD5yqxE/HKyS3/e6nU6ipD0q6l4RxOIUHzhjZZM1QHIL9RFtq1LKfzBPDRlcUdoP7KRDksHrPKU1B12dEwd2E94lI8HChqDlWXoNNxaUAgESPZ27FfUq3HBwPPPHf7Xhr9YHwsv/dMxzd87IBACOeXia77R8/3ISvtpXg0m4toz4T3hx//HCTcQ3WQZxaJx2F1tnhgxxvWiyW0RNaGlzLTxG9VseXv92Df3y9C0O7NMPc2wcxbWOW+49wLsLb1C2iRlghfOCT3wBoGMMSEgAEbWqUBZClRgaO5yMEDQAU7j/NvP2S7cckn6gTHXTG9QR/EsaiNVCY481zPxluqbEypVunqHlvbcM9/t1Pp5i38fqTLqGM07OfQkiJr3X7T3v++nXQEOsspK5brX20dEyNcy4olzxweBrxJaLWX3I8H3EN3TpnHWrqjXnsMnruJys7f71GJr9cYJwCDrqFCQtYtPUobvr3D+H3Rot/s5ASNQ9/tg2VdR4204DcT7JIPTFrNTuqxdTYDQUK249Y5AY5Hj6fvLgJcnxEgPrSncfx/troitghtPzGAY5TPLZWrI2p0XcsPVYvrwdaEpHc+e6GiPduiUU0+iHFLZClRgaO56OeyLRezJJ1ahzUH8bpNe8opAKFlax5PB/t/iivkQ9y1fIbB4K8oaZpK91PegcaP4ka17Pr2FkcKa227HhuEQtuif0xGrLUyMBxDYNHQNBZau03pawyTnI/kaXGfqJTuhuuu6BMvFNQIqZGaUDXMtgHuHM1cAzqDK3sVPUeSk/Qr5Pu4XjnWHkNxv1jBQBg/18nWHJMK8V6LLhFfBkNWWpkkHpi1hojIPXU66SHvDi95h2FlEBRGjM5PtqaovQ7ahU1eiwX8sc2bFcMxyJLTTyy54R0WQ0zcYtYoOJ7RARGuJ+k+j4npYOSpcZ+xML5f1tLUBuQ74yKT1djt6g+ktKTo5b+d1NxKaoMDCK0NKZG9EXrAhzueKcQb6/er7idrpgastQ4Bj2B3rHiFreOlSUVnASJGhk4XuIpWmugsGB7pakT7MIl96anMULjKrqfbPyR7XQ/Ldh4GF9tO4aHP9umuJ0eS40N4yghg7BEhlUPae4RNfGpauj2lIGXcD9pTukWbB/a1kGGGtdE8XsZI0SulABv/MxGUWPhsQ+erooIFq1krBCsx1LjpAeTeCdRoDCt0hpucT8FOB6BIIf1NleutxoSNTJwfHQQp1aFLnyKCA0uzkrptrsFhBHxGVJxNo2fxbx73Vh9fQ3569Lw/6znVY/7gmJqnIPQ0mZ0RWw53PIwGOR4PP3Vj7jm1e/tboqlkKiRQapyq1bzplDAhASRk57y3HJzehkjRC7HyQcX22kqt/PYrOeVLDXuRvj7WeVtcVPxvX+u2Gt3MyyHRI0MHBd79tP09zaG/5/0+lrsOVHhrGkS3HFvOpovNh3B7W+tQ3mN9lmsAaNiauQHZzuDwe0QNY2xa/LrfLPjGCa/uRZ3z12P1XvZp0cIQZYa5yC01Pz69R+w8aBxrpbTlXW4bU70TOxGPgz+c/kezJhfZEjs27HyGkx+c234/aEz1tXucRIOGmKdBc9Hd4xar7uztY1+/bX7T+O3bxU66imPLDWxM23eRny94zie/3q3ru2Ncj/JXVd2up/suL5YLKK3vVWIb388gYVbSnQdw0n3cLwjvH/WHziDq14xztXyzOIf8c3O41HLjYypmf2/nfhk42Gs2H0i5n098tk2fPtj7PtxOyRqZJAaKDieR12AC0/hrhWnKWcSNcZx/Gytru0McT/x8jN32+kCskXUMFhqtMDzPLYdKUOF4AFFaG3dcbTcmAMRujDTalZaJW19NSOjUHh96eVUpb4+yGuQqJEhKCVqOB7T5m3AFS9/p2ufThMRzmqNuwnoLAqRaECfHOTkZ+62NfvJhoxSo2PXlu86gQkvrML451eElwnP9fjnV2L1Hu0uLMIYfDBP1MjdU2ZkPxnx8GFHzR4nQmdBBk7G/fTVtmO69+m0Kesd1hxXU68zeNColG65/dj5GzvV/aSFhVuOAmgoehhCvO+vtulzYxHORq6GkRnWTyPuFb8RT0gegESNDDzPR1X/jfVidpqIcJrlyE2UlNXg9rcagwj1ppMaUWFa6loNYaeQtqPwX+hnMOqh1S8R2S8WNValEhP6OVlRi9++XYhvdrA/lMpZaswQNbFaNf/+1Y9YufukMY1xOSRqZJB6+vXatAIkavTzyOdb8fWOxiBCvWmeRoQEBDn5mJp4Kb4nPqZRlpokiRMrHuzcUmE2nnlq0U4s2X4Mt71VyLyNlKAFzLmuY3kAqA0E8dK3PxnYGncT16KmLsBh2xHpQD+p4EunuY9ixWNfx1LEgcH1emNqDMl+kp+PyE4hbqalhud5ySDdkNVEStTIbSPHqYpaHC6tCb/fdqRMstL4nuOVOFNZx7xfwnpOM/4+9UEOWw+XgVOY3FU4/cCeExUokwkoDsHzPLYeLkOdwpxusYwtZsYVuZG4FjV3z12PK2WCfnk+2jXgtQcyEjX6EXd4eoMHjbAoKLqfbPSMmPkQsHBLCcY/vzJqedj9JHFev95xXHIbOfo+8TW+FrgrJrywCh8UFkfVmlq7/zR6P76Eeb+E9ST72Ya6P328GT9/cRVeXPqTfKDwOavsnhMVuPSZ5ej9+GLFfc75fj9+/uIq3PXuetl1YrH2UYWBSOJa1AjdB1JIZT95CXI/6Ufc4enNfjIipVsqUy+Enb+xmbfLR+uLJZcrpXQv2Hg45uO+9f0BKr7nQpIZq55+sqHhGnlh6W4kyQTehu6pNecKN6pd5298tw8AJGveiPdJxE5cixo1orOfYr/wHv1ie8z7MAq6kfQjTp/Um/1kRMKC4oSWdtapMfHYcvEOoWOKxeJry/fgy3OZTHIEOR5/+GAT5v5wQHEdKr7nPlL8iZrWbyiTIH2Nhayyci5fMSzrUVyWcZCoUSDWWbqlYPXtWgHdR/oRp0/qzn4yqPie3G7s/I3N7Kjl4h3CA47o87/+b6fqPhdvK8HHGw7hoU+3yq4TlJgTjnA+rO4nIXLXWEg4s2Yuslwv1Bcbh+ZfesWKFZg4cSLy8/Ph8/mwYMEC1W3mzp2LXr16IT09HXl5eZg8eTJOnXJ+wSqvu5/IUKOfqJgavdlPRgQKc0qzdDs/+4nneewsKUdtIMi8bzlLzfYj5SirrseBU5UR+2fhbI16VVey1LgToajZfews0zZqxffkRA/rfoR4bWyxE82iprKyEr169cJLL73EtP6qVaswadIk3Hbbbdi2bRs+/PBDrFu3DrfffrvmxlqN2ProNXeN11LUrUTcUdXrttTE3haluZ/szNhjPfSCosP42XMrMVUwAawaUqnWADDlvQ3o9ehiPPHljvAyVosRz1BjO8BxJGpciFDUjP3HCqaCiXIxNUEZa6Accm6siH1SX2wYfq0bjB8/HuPHj2def82aNejQoQOmT58OAOjYsSPuuOMOPPXUU1oPbTnip1+XzDjPjNdEmpWIY2r0WmqMSumWs/i4YZbuF79pqLGxZDt7YTQt1VNZH4JZTlUwyEdlPxHOJ0Xkfnp3zQFc1qO14jZyYkRr1WqW64ViaozD9NtzyJAhOHToEBYuXAie53Hs2DF89NFHmDBhguw2tbW1KC8vj3jZgTjY0GsigO4j/YgHVa2BwjzPY9bn23TPFC2E4+QHWjuL3bI+fR4tq1FfSYSc+0kKI+/bACefPk8uBGtZsv0Yps3bwLSuOKZm5e6T+NeKPYrb/G2RdBxW6Lo20lJD145xWCJq5s6dixtuuAHJyclo3bo1mjRpghdffFF2m9mzZyMnJyf8KigoMLuZkkRlP3nswiP3k36iUro1qodtR8ox5/v9hrTFue4ntmNX17PH0oSQcz9Jt4NxPYZ1ggrxS2ZMdEjI89u3C7HpUBnTulIp3U8uVA8elyIY1GipYViN3E/GYbqo2b59O6ZPn46HH34Y69evx6JFi7Bv3z7ceeedstvMnDkTZWVl4VdxsXRNCrMRD1xes9R44evsPVGhKcDUKGINFK5VqC6qFeUJLZ3tfjpVUau6jhRmWGpY1jtVWYfSaukKsuRCcC5i91MIPQ+qWi01LLNne+2B2U40x9RoZfbs2Rg6dCjuu+8+AMBFF12EjIwMDB8+HE888QTy8vKitklJSUFKSorZTVMl2v1kU0NMwu0ibfmuE7jljbW4sE0Ovpg2zNJji03KWqdJkAtC1IPUlB6Nnxl2GM2onZIgx6PvE1+H37fMYr/ntcTUsGdhse3vvR8OSi5vsNZpq4dCWINcnZq6IIfUBO01bAC2WBmAbXJVstQYh+mWmqqqKiSIftXExIaLyOnuD6+7n9z+dT5afwgAsOUwmwnaSMSiRKvrwchaJ5xC7RQ7rQdqollcsykvJ5V530kapuHmGfVmrGeKJut2LnL3h/hhhCVNWypQWGlsYLnX7ZzOxGtoFjUVFRUoKipCUVERAGDfvn0oKirCwYMNTy8zZ87EpEmTwutPnDgRn3zyCV599VXs3bsX3333HaZPn44BAwYgPz/fmG9hEmv2no5473bLhhi3fx87E2tjnak5ycAUGo6Tdz/ZO02C8rFPiCYFbZqRzLxvLaKQ+RzEeK70FmAktHGyohbT57Gn/wPy8yPVBTgs2HgY93+0CYEgx2QBlErpvnvuBuw7WSm5PlOgsMv7Yieh2f1UWFiIUaNGhd/PmDEDAHDLLbdgzpw5OHr0aFjgAMBvfvMbnD17Fi+99BL+8Ic/oEmTJhg9ejT+9re/GdB8a/FaSrfbv46dhV1ZC2+Ztb2QIC8fvGpnX6km9E6I4mm01H/R4r5jj6lh3qUkFFNjDU9+uQOfbzpiyL7qghzunV8EAOjbvimSEhJQA2VxKjVNwqJtJdhRUo7l942KWp8pUJiuHcPQLGpGjhyp6DaaM2dO1LJp06Zh2rRpWg/lOJzuLtOK27+PkUXQ9p2sRLvcdEPTNJUw0lLD8zwSZfbnRPfTwVNVOFxajVW7T+jet5ZAYS2VjUPocTVT9pM1qJUAOFJajfwmaUz7qg80/mbHy2uZLDU/Ha9oqCwt6isOnKqSXJ+p+J6Ga6eyNoDymnrk5bB9x3iDykhpwGtq2u1fx4gZroGG2JxRf1/GXPMCiD3Q18iitBwvvz9bp0mQuMD2n6zEiL9/i1/9ew3+vXKf7n1rsXTpSenWE7jptf7BqajN4zTkr0tlXUFi6oKNmZP1HM/0sLF81wnc/9FmDQ9A6utouU8H/N/XGDx7KQ6XVjNvE0+QqNGA1/yebv8+RgmDUBEuLYXwnDSpYcOMws5zP0mN8YfOVBvSJi2WLtbrXLiaHoFCosYaWCanXPbjcaZ9CUsrBIIc83X18YZDhqZ0a7LU1DUIsTV7nD9/oh2QqNGA1+IAXa5pDIup0eMKMjImJlZ4hZgaO1NFzcwWNGWaBOH/OppO7idrYBE1rCUWhJXAAxyv6bqSuueeXLgjyq3PMmmtngdMEtHSkKjRgNstG17DqJgalk5STKwxNUbS4H5yXvaTVkGlRRRoSelmFVfCwYjcT85FrpCeENZpS+oElpr6IKfpYUXqlvvXir3YWFwasUxLmrgWSERL45ye2QWQqHEWRsXUSJVQV8PI4nmxElSa+8lh7iclqmoDzOtqs9RY436ilG7z4DgeB88F4rKIGqFbqbymPqomUgihqDl0plrTNSsXsFxaVYcgx6P4dEN7hQ9fR2TiYA6dqY5oCwAUn65SvA6pYJ80JGo04LWUbrdjlAdIn6XGOaJGae4nOwtGaj12KFaABS16lt39FFv2E2ka8/jTx5txydPf4v21B5keQoTup4tmLcYTX+5QXW/J9mPMAcYAcMc76yWXB4I87np3PYY/9S2+3Hw0wlIz5K9LsUVivqrv95zC1a9+F37/WdFhDH/qW8V6PEGq2CcJiRoNuD0F2msYFSisx1LjrJgaeb+907KfpGie2VB0r1KDpUYLeurU6DlvZKkxjw/PVQ9/ZskutpgaxrnVjJyDLUSQ47F4+zEADUkI4nvz042HJbfberg8/P8r3zYkL3y55aj8cWg4koREjQY2M84IS1iDnTE1LMF/VqFUfM9e9xPbwd++dSAA4ODpKtz/0SbDxc2Mc8XV1BCKMD2m/d/PL8LeExWat9PDZ0WHMevzbXEXx1MX4GTncRLyn1X7sGirvCAIMf19bZWJWRDGugQ4PuoBKMggfln6F5b9xCMkagjXYpSo0ZP95LN1koZIFCe0dGDxPTFZqY01QD8oPIR/LNllaDs2MT6MCAWCnvFi/6kq/Orfa7RvqIN73i/CnO/3Y6HCk7wXqQ0EmR9C7nxXve6UOI7FCCLEsUS5BZYAX5YuiQKFpSFRQzieugCH4+WRQXlVdQGUVkkH/2lFq6WmvKYe5TX1hhzbCNzufspMiSxsvscia4eYo2WNQZx6gzCPldeqr2Qg4vmzvE5dgNNlWbWSgEjUiB++WO5JseX1VEUtqkUxZ16bYNkoNE+TQBBWM/75FdhzohJfz7gEXVpmAQB6PbqYOW1TDS2dZJDjcdGsxYYc1yikOs4Qbsh+yhCJmioNAcNGMm9tcfh/twwY8ZaRyfH6YuCsJCAI4A1K1L4JMPRbwoeUkxW16PfE18hM8WPro5c17scl16jVOPvqIAgAe040ZCQIK/4aJWgAbZ1kTb09A64SnGJMjbEd35jurdC/Q1OmdVktNcn+hIjfwAnn2C1iwS3tNBJXWWokMhNZ7gvh/bzhwBkAQIUo1swtwttqnH11EIQAszpwLZ2kUir3B4XFsp8BDfUrZn6yGev2n2Y+HgtK7qenv/rRsOP89eoL8Z9b+uHDO4cwrc/ye4XETHpKY/CnXZYaIX/8cJPdTWAiHrN6/7Nyr91NUEQoWgJBiUBhnseeExW4/yP5a0x4P8vVZCJLjTQkagjXYNaTidBKoJa2rxSbfP9HmxW3ffqrHzFvbTGue221pvap0eB+MnSXktRrPP8sv9edIzoBADKSG11Q1Q6w1Kzbf8buJjARj5aa/TKzYTuFqJgaiUDhm/79Az4oPCS7D6GlRs61HG+Zb6yQqCFcg1n3sDD7KdaOQmkgN2tWXY7nDZ31Ww5h7Y9Vfxqlur5SsG1BbhrevW0gpl96HoDIYGEnuJ/cAsfx4HkeJWU1qKoLoKzaOQHs8Yow1bq0ug61ous5GORRUi5djTiE0CIsnBCzRFDFOCj47YlGKFCYcA1WuJ/qghz8MQQiVtcHowJfQ6QlqdfX0INVD2zC4nJtm6ajd7sm2HiwVHZ9pXZlJPsx7Lzmje8d5n5yC0Gex+P/3YE3vtsXXrbt0ctkr8F4I2CDf05oqamp5/DPFXtlP5dDaN0RTnM2aPY3Efv584KtmPvDwRha6z3IUkO4BrMGb6GoqQ/EdhClwnFpyWaJGmtUjTg4W62qshZ3oXAQdoL7yS1wHB8haAD7UuLNRK971ciEAlbUspvYUrqF/8u7n0jQREOihnAEZ2vq8ZcFW7F2n3wQrVmDt7ADqQ3GNqCKMxSEmGepsUrURD71qs1/paXWizCmJg7DRJg5dKYKMz/ZEn4vdY7tGMjNRm/GkxnF9dRQs8Qs3Xlc9rMHP92C05V1EffW419ul1yXJrSUhmyUhCN47uvdeGfNAbyz5gD2/3WC5DpmBQoLZ/uOtROsrJUXRekmWWqsChgUixqhr18KLe0idwkbd727AVsON1ZIljrF4t/JCyQnJqCmXvv3qrPhXMQyfcF7PxxEaVVdRHCwcE6oiON4ULwaAVlqCEdw4JT67LhWjN2xPuVW1llvqbHqgU1sVlez1GhpV2aKOefGbfA8L1sluKy6PkLQANJC34uiJkXnvWPHuYg11XpnyVnVewsgS40ccS1qHDQnYdzDMo+TFW6W2C018qImVWCpMfKrWOV+ErsA1GJqyFKjnUe/2I7+//c1Fohmci6vqUevR6MrWUudYy+KGr1VhO1wP8VqQZFKA5dbj4gmzkUNqRqn4BVRoxRTky542qwNGBcMa0Xn1r9DU9w+vFPEMrmiYBnnxJummBoSNQCAOd/vBwA8uXBHxPJtMi4IafeT9wa7FJ0xNW601ASC8hXCjTyOVyFRQzgCFnPr26sP4KttJarrxUKsPnilmJpUgaiprjOus7XCUPPhnUOQk5YUsUwupuazqUMBaMx+MineyK2Iharc/SEl9N1uqSk+XYU/L9iC/ScbXdJ6A4Vr7bDUxCg2pGb2loKmSZAmrkUNaRrnwPpb3PHOelPbYab7SWhSrlKIvdGKXVVl5TreUHO0tIssNZGIn8LlzrUX3U9T523Eu2sO4trXvg8vc5elJrZjBhQmqDXyOF4lrkUNixomrMEpv0XMlhoZsVJTH0SVQPAYWYvFroBBYUzN09deFPU5x6tPOxEiUyRqWLfzKuKncC2WmhNnayXPXyDIoawqtorDpyvrYtqehV0lZwEAJyvq8GPJWew6dlZ3QUwn1qlRg+N5sHxdl2tX04hrUUPuJ+fA4kO2gnoTLDU8z6PXo4sx64vGehNGTgVg1/gvHGjHXdA6/L8wRZ7VQi621NiRiuskxJYauaBsKVHz5MKduOf9oqjl1/1zNXo9thgHdc6d9NLS3ejz+JKoIGajaZGVEv7/sudWYNw/VmD9AX1zcdkSKBxzTA2HRJVyCQ3Hie97RI64FjUOGUcJRA6EdhLrYFohEVNTH+SjfPtemApAGCick56Ea/u2xRUX50cMSqwuqAxRSneNgTFHboQ1pkZuAP1805GoZaEpLRYU6RMlf1+8CwDw0KdbVNaMDeH1EytuDBRuiKkx/zheJa4d2WSpcQ4xTLdkKGbE1Ej5vr0wFYB4oP37db0ANFSHDhHkeLCUGBFbaqrrg8hBksza3kd8zci7n7TvO9aBviA3Pabt1WiRaZyocWOgcIBjy36KxxnaWXDIUGIPTonjIJwjMGPPfpISNdGdT7UHLDXDurSQXC68r5gtNcmRosbIQGo3Ir5kZEWNjgE0VuHetqm5oqZ5VrJh+3JjoDBrnZpYY3e8SpxbauxuARGC5Sa2gpgtNRKDsVTn4wVRc1mPVnhzcn90a50VsVwoUFmfWsWBwl6wZBmJXEyNUpB4WXU9khJ98CckRKRE67FeCK1vBblpmrfXQmaKcRY6W0RNjGKD1VJTGmPQt1eJa1HjlDgOwjkC04y5nwISHasXBm2fz4dR57eMWh5pqWHbV7oopsYLos9I5CyZSuc3VIG4eWYyCv88NrxcjzWy+HR1+H+xADUaI7tlJ05oyQKLF+HHY2djPo4XiW/3E4kaxxDrb2FUCnCsT3ZS7qd6iU7OC4HCcggHYFb3SIpfJGo8IPqsgOX8nqyoi1hPz0B/8LS+jCm7scNSY0SFb6dYrt1IXFtq6LpxBp9uPIS3Vh+IaR88b8wTnhnTJEjNBWNkSrfTEN5XemvoxJulJhDk8I+vd0l+tv7Aabyxar/kZ6Hqs2oDqVAk6rnGD51xp6h5+PNtlh/TiKJ49MCtn7gWNeR+cga/n78p5n0YFTJnRqBwvUezn+Tw+XxI8DW4RvSWcvfy+ZHig8JDePnbPZKfXfPqatntGgq1qYsaoWVQj6gpdqmlxo4EIbLU2Etcu58Y6hsRLsGo9MbYKwoHowZyqcBBo91PTitZEXJB6W2X2y01FbUBTS5RvZYQjudVZ0sHgONna8L/h65xYfCvGm51P9lBgGP7TZQgS41+4npYpwvHnUgNFoaJGgMCC1/69qeI91J+faPdT+/9cNDQ/cVK6ElTr/vJzTFHPx0/i56PfIXfaZinTG95iSBjpsyEF1aF/68LcPj3ir24cNZifLrxENNxis9Uq69EADg3y3asoiauR+bYiOtT55TaKIQ2pJ7+jTIzGxFY+OySyNgIKXO02y0RaoQGWi3up8ev6BH+383upznf7wcALNl+jHkbvX0RxwOJidq2rQtw+L+FOwCwuX55nndtTI0dBBhn2VbCLveTF+Zci2tRQ5rGepbvOoEXvtkd080jJRKMuhfNSAGVChx0oiXiozsHG7avUKeuxYJ28+AO+M2QDgCAg6eq8OTCHXh79f6YrxereXeNdquZflGj3dVRq0G4f//TSTy0YCtq6uN72gotBDkudkuNTYOTi24zWeI6UJgqClvPLW+sBQB0bZWJn/XM07UPqYHSSe4nMVIzBTsx+0muvkaXlpma9xXqk7UGTaaem1NhfmFxxPKLC5rgkq7SFYy9gF53Q1CHVUDLpK03/ueHqGXf/XQSvx/TlYJZZTDCUmPX2GREkLPdaL6VVqxYgYkTJyI/Px8+nw8LFixQ3aa2thYPPfQQ2rdvj5SUFHTu3BlvvPGGnvYaCrmf7ENYzEsrUjeeHlEjVYq/Psijpj5o6M0tWVHYiaJGop3PXNcL8383SPO+xJaaqroAOI5XFXNpMhNFHThd5SprjVb0CoTK2oDmp/qyav2VaDOSE7HhYCneWRNbCQa7aW7g/FJiztZo/03E2DWvk94YOCeh2VJTWVmJXr16YfLkybjmmmuYtrn++utx7NgxvP766+jSpQuOHz+OQMD+uV0opds+YrlppS012vbxt0U78eqyPXj3toERy0+crUX3hxehf/tcfGCQO8Yt7icpJlyUF7aeaCFUwn370bP4saQCU97bwLRderL0sf6yYCvW7z+N537ZW3Nb3IDeB6xNh8o0b3O4VN8DRX5OKu4a2Rl/+Wwb/rZoJ67t2zZqIlK3MLRLM3xWFD2TuRGcOFsb8z6eXLjTgJZoR28JBieh+YocP348xo8fz7z+okWLsHz5cuzduxe5ubkAgA4dOmg9rCmQ9dQ+YnkikKptpfUp/tVlDTVBHv/vdtw4sF14+dr9pyP+GoEbLDX9OzTFoE65ePb6XpjxQex1g0K8umwPfjrOXs49VUbUAMDmw9oHcLfglkzMmwa2x5MLd6KqLogTZ2tdKWq6tMzE/T/rZpqocTMe0DTmBwp//vnn6NevH5566im0adMGXbt2xR//+EdUV8s/LdTW1qK8vDziZQYUU2MfsVg5pQQR6/7qAhz+IchOMquMepDj8fzXu7F6zylJS40dc9LIcXFBE3x45xD4ExNwdZ+2eGB8N8P2XVsfRMusVOb10xWsQgdOVeGpRTtxurLOiKY5CrfEpyQk+CzrN28d2hHv3DbA0H12apGBr2eMQJsm5k7K6Vbi0v2klb1792LVqlVITU3Fp59+ipMnT+Luu+/G6dOnZeNqZs+ejUcffdTsppH7yUZiiVmJJabmnTUH8Pw3u8PvYy22J8eb3+0Ll71/8VfOdpmIz6eRVoPq+iDaNEljdnmkSVhqmmcm42RFHYIcj1eW7cHWI+W4qne+YW10Ahqzsgmd1FIWlyJecD+ZbqnhOA4+nw9z587FgAEDcPnll+PZZ5/FnDlzZK01M2fORFlZWfhVXFwsuV6suOThyJNU1QVlXUY19UHUBTgEZQJLpWq8iO9Fnpfedv/Jyqh9mRHx/8Xmo+H/jZgLxkzEWU9GWg3KquvRKpvdUiMVKNw6J3L7FbtOxNwup+EWS43bMeshxivYFaBsJKZbavLy8tCmTRvk5OSEl3Xv3r2hoNOhQzjvvPOitklJSUFKinnR6SEo+6lh8LfDYvXa8j3YfewsXv9N/6jPuv1lkeK2lzz9bdQysUCaNm8j/rv5KFbePwoFuenh5Sn+SB1/qrIOj/13u5amM7GpuDT8v1RMjZMQP50ZaTWoqgviyy1H1Vc8h5SlpnV2KrYeNscF7RSoL7IGJ7l9nUhcpnRrZejQoThy5AgqKirCy3bt2oWEhAS0bdvW7MMr4pbgPDOx8xr+Zudxw/Yl/hr/PWcpEaeeJvutrzcpV//FKYgtSXbGmrFYatwEqzmf4vusgUSNMl6w1Gju4SsqKlBUVISioiIAwL59+1BUVISDBxuqaM6cOROTJk0Kr3/jjTeiWbNmmDx5MrZv344VK1bgvvvuw6233oq0NHuDtUjTeOMiBoBnF+/C26v347+bIzMaxIHAKX7t6claEFd39Sf48PRXP5p6zFgRj7t2ukKkLDV5OdH9xPtrzXFJG414hvai4lK88M3uqOvSaZqmtKoOzy529nWrh9qAs7IOnYYXvHOa3U+FhYUYNWpU+P2MGTMAALfccgvmzJmDo0ePhgUOAGRmZmLJkiWYNm0a+vXrh2bNmuH666/HE088YUDzY4NMvt4RNfMLi4HChv9/1qN1eLnY9WO2pSY9ORHlNY01mAIc7/hsHbGlJtYZhmMhVUJ0SsXk/LDPuJR7M6kP8hBmPV/58ncAGq6T24d3Ci+3sy/iOD5KyD782TZ8vsl7Kc8ON5rajhfGA82iZuTIkYo1QebMmRO1rFu3bliyZInWQ5kOmXy9MdeHmCpBgLB4wBbH1BhNerI/QtS4AXEcs50DrNShW2WbH19nFgGZR9+dJZG1e+zsi87WBpCTlhSxbNOhUnsao4OBHXNdI3KdDmU/uRwy1HhT1Fw0a3H4f/G8S6ZbalLMdW+ZgZNiaqRI1jsxkgOQmvcLkEijt/Gc93p0cVSmYEaye4rqDe7czO4meAYv1Klxb29hAOR+8oa5UQnxk7LZlho3DQYhxMYEp4kaNyOXzi8WNXbXzCrcfybifaaLKgVT8K9xeMFS454r1wSo7/a+qKkX3aQpOuYx0oLc3EVOJsiJg1bNvzFqZQYiqUDO0hgmYLQbuXR+loKHc384gNMV1sRjna2JPMdusjiSqDEOD2ia+BY19ETqjYtYCbGlxmxXhhvnwrHDFVJaJT1Yi89fzzbZyM1INr09ZiE3DUf0OY9e56FPt5rRJEnKRaLGTdcxFdQzDnI/uRy7Tb6OIIZrmOd50+ZOMgrxk7LcgD3ToPmO1Cw1/gQfbuhXYMixYmHk+S3C/4sHWCMsNbcP66j4uZz1JS8nDf+Z1A/v3DYAf736Qrx960D0a98Uz//yYvx32rCY22U1sjE1vPHnPBbOioLbM3W6Ue3oD2jqA+PwgvsprkUNGWpicz/d8c56XPzoYtmnbicgdj/JMWlwB0OOpxZTk56ciPNaZRpyrFgYd0Fj2rt4gDUipbtrqyzFz5UuuzEXtMLw81rglwPaITcjGT6fD1dc3AY92+SYHhNlNKyWGrtFjThjT8pSo3Yn/bD3FM576H/414o9BrZMHV7nk5kbXcVm44VwBHf1EAZD7qfYLuLF24+hsi4Yrt6rB6XyAEYgl1IrxueLzIbTe2moxSJkpvhNj+thQShkzHA/mZVllpXqHrcIIF9N2knZT0B0TE2mxHUsNZeakPs/3gwAeHLhTsPalZWapPh5myZpuHdMV137fvvWAa4uF2AGDje8MxHXoobcT8bE1MQijMy2dmqZd0n4NfTGFKhZajJS/JZbG5669iI0E8WlCM3MUVYDk0TN5KEdYhY7bsrKAeRFtRnnPBbO1gSw+9hZvLLsJ7y/9iC+23Mqap0qiYlkhZghzAqaKled/+6B0chvoq8yfb8OufjhwTG6tvUqXrDUuKuHMBi7Tb5OQK/pVkgsEzaaPYO1uEw9K0k6A4qlyvwLyUjxI9UGS824Hq0wTzC1gHBQFQtLI+ZEkzt/TdOTcKy8Vvd+M11mqWGtU2O30fhsTT3G/mOF4jpyGWshzKhEnZuRjPTkRFVBRRgDTWjpckjSGFN8LxZ1b/ZNJBRcPM+bfrwMVVGTaEtcyF9+fgGevOrC8Hul3yzBgObJWWSapMWWyeQ2S41sTI3o/Pts7o3EgcIsiF1riUZcOCJ8Ph/a5aYbvl9CGi9YauJa1BDGXMSxzEJt9gzWwkHlt28X4s5315t6vHSVQTcj2Xr3E9AwfcONA9uF3yuJOyMsNXKp803SlWMk1HCbqGEtvmc3ekTNmGeX4/++3B5+b9acYW2bkqixChI1hOsxom+NpYM2O4VQKGq+3nHc1GNd3buNakxNpk3uJzEBjse/bu6L5pnJePe2gRGfmRkoHG+ihtX9ZDfiOjVKCK+Pf6/cJ7ncSApy9cXMsHLrUOXyA/GE065LPbirhyAMxwhRwbKP0qo6vL+uOGr5y9/+FPPxlTDbEhTitV/3xc96tsa3PyoLJzsChaXgOB7jerTG2AtaRQXMGxG0Kvcdm6bH6H5yWUxNyP1ZWRvAu2sOhJc7bfDQYqmR+23NstQUxGipmdgrH8fKarB2v/Sklw9PvADf7zkZNcloPELZTwQBNuHwhw824a//i071FD7pmUEsQcxaCA1SbNlP9ltqQjEdUhmARgxOUpYano998sHMlNgsPVYTcj89/dWPmC24/p0natgtNXKWRrMsNbHG1NQFghh2XnMA8gHZ/kSKsATML7FhBe567CEMxwgfKss+Vu4+GfNx9GBVhdPQ4KVW0CsjORGpSfY/SyhZ14zICpSKqakNcPhFr3zU1AfRq6CJrv26rU5NXYADz/NYJ7ISOC12Qc5NJoXc9WuEMOA4Pip5oUAgakae3wLLfjyhaZ/1QR53juiM3IxkDD8nbsT4TQhytpP+HZpi3blJSqeM6oyXv2UriEjTJBCux4gHRhZLjV19hlXup7ClRi1Q2CHF95TOilkxNWdr6uHz+XBD/3bo1jpb137dGFNz9avfY9uR8ojlVl2XZiBvqYntJq+pD+KSp7/Fa8sjB+C2glo1F7VtojnGpi7AIdmfgF8Pao/2zTIk10nymKXm14Pah/+frCFmyGkWRD2QqIlzDLHUMNwIdj0JWWapOfekq2apybQ5puaOEZ3QOjsVvxnSQXYd80SN9gwbMW4TNWeq6rDxYGnUcjfPsSO+fkOzZMfqtly1+yQOnamOWi58UDh0ukqz+5Zlwkup/ikzxY+mMQa224XwHtbyu3jAUEOiJt4xwofKZKmx6UHIqpia0DlQdT/ZLGpmju+O1TNHo1mmfHl4Q9xPMpaaWLFr9uhmGcmYMVZ7OX458eIlS01VXYNYjVUMJzJYS4rPVGm+f1gebMSus77tm2LLrHHY8Jexmo7lFIRCRsvvQpYawvUYocxZbgS/zgq9sWJ2xeIQwXBMjZr7KdH2lG616UEMsdRI/N5GWGrsiqkJ8ryumBG5W8PNg4fYUlJ5rtpvrJYape1DpQAuLmiC4ee1ONcOtj6lTqUSMhBdAbs+yMHn87l2Kh2hK1CLlbx3uyYmtMZa3GXLJQzHqjo1dk3YpyUA0ojjqH3PjBS/aamvRiEsvqfXPWmWqLHL/RTkeF2/m5yVIHReOY63ZN6nq/u0wScbDhuyL3GgcLUOS43U91bafuH04fhqWwmu61cAf4IPrbNTMLpbK9n1h3Ruhu/PzV/FZKkRHZtFCDkZPZaax6/ogRv6t1Nf0eGQpSbOMSKmhiVi3ogqtXr5wwebTD8G65N3RrLf8U9/wgc7vRYFqYHaCPeTXXVqOI7XFQj7kkwdpgDH49sfj6PXY4uxaGtJrM1T5e6RXQzbV5SlplabpebdNQdw8WOLsflQacRyJYtCfpM0TB7aMVy88jdDO6JdM/lU72v7tg3/r9dS42YSdMTU3Dw49glnnYD7vwERE4aIGgZriF2WGgD4eMMhpvXuGtlZ9zGEMRLXCTpUMee3ztJ9DKvIz0lD73ZNMKBjrqGWkUoDJiXMErUn1grFrAR5fZYaOTiOx+Q31+FsTcD0qTsA+TRsI/ZVGbbUsB3jzwu2orwmgOnzNkYsN7KPEN6PLNZasWvRKguv0fh8wCMTL8DgTs3QuUUGftajte0zwFsNiZo4x5CYGp7H0bJqvLFqHypqpV0MdooaVv70s25YdO9wAMDpyjq8sWofTlfWMW0bFMTuPH1dL7xz24CodT69e4grzkNCgg+f3DUE8383yHFWJaGlZukfRqDo4XG6a94Iaa/w1A80WKzMGnStIE0ijuu7B0br2ldUoPA5S43WtGjxrN9GikahhVFP9pNbLTUb/jwWk4d2RLI/AUt+PwKv/rqP3U2yHBI1cY4hs3RzPK59dTUe++92PPzZVsl1nB5HEkKY+fPYf7fj7rlsT9HiJzupDCKhidvp58OMIMl+7ZvGvA/h4BzKhLLiXOqNqZHD6pTuNImsPLUZ5eWQt9RoOz819ZGWOyNFY/vcdLTOTgUADOsiXXBPiFiQuVXUCPudhAT3BjrHAgUKxzlGzdJ9uLShvoRctU+7TaB6Y0PW7JWeL0bP/oUm7tSkRFmrlhd56PLuuKJ3fsz78fl8eOvWASivrkerc4OWEZeW2m3A8cYOukGeh89nfl2QMd1bYdLg9kiVqO2iNwtPHFNTpTP7qaY+UjgYdX5nX30hBnduhk/uHoKFW47i+v4FqtuI3U9uDxSWY2DHXPywj61PcyskauIcowOFAzJPOHZbJszupFjcCUITd4o/ARW1ZrbIfoSD9m8v6WTYfkd0bSE6jjXXlpHzAwXOWX7Mjt24/MLWuER0vkLorZcUZamp1RZTE6ImEGmpMaqP+NWAhgye/CZpuH0423UX7X5yZ0yNGr8a0M7zoobcT3GOISndgg5Abn9GFHSLBbGp22iCDPVwhCZuJ8zUbTZSad1mYJVejnUaACGcwTE6ciiJeZ/PFyUQlQhlFEUX3ztnqdEo+sTPU7GI0zcn90daUiJe+FVvXdsL782M5ET855Z+4ff3XXZ+xLrp5+Zvc2OmkJuLPrJClpq4x2BLjcTgvmjrUWw/Wh613ErEQYlGw/JkJxzELC3AZ1M/luxPMP28A9YFoRtpbQxwfMQAs6DImBoyYtRiQ+ZM7o9f/muN6tP787+8GFdc3AYAolxZ/16xF7+7pFPE7/D+2oO4vl+BJrdzLM89o85via2PXqb7WhAWB908K3I/U0Y1pMM//dWPAIAt5z4PcjyOlddgyF+X6m+4xbA8fLkd90lNwlCMLr4nvmeKT1fhznc3xH6QGKkN6LPUsHa0LDE1wkBhK5/y7JoR2iprlFVWQDPF00fr2coOaEVNVPp8PqZAWqGlM0XkfjpbG8A/vt4VIfoe+GQLPt90RGNrYyOW3ydJpVid0JIT+jwxwRdV38bpFDRVzvLzAu76RQjDMSILQzigiy01x886I3BEr8UgidHlwBZTI3A/WWipscvibJX7ybKYGodnrEkhTGf+5O4hkuvcMUK9PlNFrUDUSAQdf7vzeJQYKCouZWyl/ahN4yInnN1QogEAPrxzMJ64sicGd25md1NMh0RNnGO4pUa0P6cMBHpjaljjBMRmXanaGMKOMzUOLDVWWaMMjN9VPo5DrmUt1Acaf/s+7ZqGg2iFJPsTMHloB8X9VAky9aQK+dXUc1H3upvmt1K7z+V+ezsrpWuhf4dc/HpQ+4gHgO552biobY6NrTIHEjVxDm9ETI1C5+WUgUCvpYZFlGUkJ2LqqPMillVLVM+1z1Jjz+BilWneKveTlokBnUJdMPI6TJYZvLNToyszpyYlwOcDmqYn4ZcCMSQVD1ZdH4wKpJazXlplwdPCL/u3Q3aqP2J6BSFy/YALL4kwHMfbnsBhBhQoHOeYPUu3kWmwsVBbr9P9pNIBD+yYi7m3D4wyX1dJiRqZ7KdXb+qDu+aaF3dkdaG3EFZZarS4n5bfNxIjnl4WtZxF3DtFoGtBnP0k95vkpEWLmq2zLoM/MQGBIBdxfUvFStXUBSUsNdL3XIo/ganKr5XkZiRjw1/Gyrqh5AKe3XhNhAhwHBJ8FiYsWISLdSZhBGZPaOl191OQ4yU7wtDMxUKSEqQHBrMtGrbF1FjlftJwmFgGIacIdC2Is/K0iJrQdS2+vuUsNeKBX85SY6WVUgtKcTVybiY3WzqMLijpFEjUxDlGx9SIccpNr9/9pHyLyAk6KUuNsNMXDgxmm7Bti6nxmPvJjQOA+LpPTpQWFNkSokYOKVET4HiIz45cv2Dk5JpW4VVLjRenUXDf1UUYiiGWGiX3k0OcznpTulksNVJIiRohQkuN2YOy1wOFjTh/LKfILUGhQmJxP8nBKko+KzqCBz/dIrG9My01Ssj99m68JkJwnLvbL4czRhzCPsy21DjkChPPM8OKmvtM7rvfNLCd4oSBwrRY80WNqbuXxbI6NRY9LbvxqVxcfO+6fm2RnpyIX/SKnIdLi6iRSumW470fDkps75BOQQNyv73dc9rFQoDj8NCE7gCAaaO72Nwa46BA4TjHbEuNU8ybei01avEuct+9ZXYqih4Zh2tfW41NEvU6hE+7Zg+WdqXWWmepiX0fLJepG2NqxJaa5pkp2PTIuCixnp3GPhRodR/NX3cQP+uZFxZObrTUuFm8yBHkgJ5tcrD7/8a7roigEt75JoQuDImpscm9oYXaABdRFZQVtYFMqehe0rnMESmET7tm6z6eYmpUYTlFTgl610L3vOyoZUmJCVEPG5rcTxosNQDwp4+3YNq8jY3bC0SR3P3hNNz428uRndogYAd0bArAutILVqH526xYsQITJ05Efn4+fD4fFixYwLztd999B7/fj4svvljrYQmTMNtS4xRq6zlNZvMQajFBaunScudGWGrebL+217OfjDh9LGnvRk5oaSa3DG6P5264GPdddj7uGME2S3WaBuuJHqvFil0nwv8LRVGNBXODGYFTEh6M4L/ThmPG2K6YfdVFdjfFFDS7nyorK9GrVy9MnjwZ11xzDfN2ZWVlmDRpEi699FIcO3ZM62EJkzDiKX7fyUoDWmIuNYGgLjeF2LojPl1q0yPITSgorChstmnb6+4nI0Qhi7XRLU/rU0Z3QcusVE3bWOkmFl4XNfVBZKY4PwrCjfFUcrRrlo7pl56nvqJL0Xw1jR8/HuPHj9d8oDvuuAM33ngjEhMTNVl3CHNxgefIEPQW3xNbasqr6yPeqwkGllodZj8F2ud+siZ2wojzx+IFyW+ShhZZKTjhkPnM3Irw99JbP8pqPOah8TSW/FRvvvkm9uzZg0ceecSKwxEacIHnyBCMSukuPlMV8V5V1ARlRE1ESreupjFj12+c5Lfm6dYIrxCLGzYxwYdVfxoV+8E8yrr9pzVvE6qjc+BUJT4rsnZWby14yf3kdUy3++3evRsPPPAAVq5cCb+f7XC1tbWorW18GiovLzereXGPXTVMrEZvSrc4iK74dHXEezX3k3jW8hCpFlpq7ArkTnFRoDCri86J8xY5hf9tLdG8TchSIzV1hZPwkvvJ65h6hwaDQdx444149NFH0bVrV+btZs+ejZycnPCroKDAxFbGN/EiavRaasSd2cHTkZYatfPHYqkxu8Ok4nuRLLp3OO4dcx4e/UWP8DLWc+SUEgVm8L97hqNrq0xLj6n3YcNqnFykbkDHXLub4ChM7XXOnj2LwsJCTJ06FX6/H36/H4899hg2bdoEv9+PpUuXSm43c+ZMlJWVhV/FxcVmNpOIA/ROkyAOFC4WiRq1lFS5QGFrU7rN3b8cdtepub6f9IzL3Vpn494xXXHLkA7hZXZN+ukkuudl44Hx3Sw95q//84NtMV9acHKdmvsuO9/uJjgKU91P2dnZ2LIlskz2K6+8gqVLl+Kjjz5Cx44dJbdLSUlBSkqKmU0jzhE/lhpjAoU1x9TIfN63fVNkpvjRsXmGd4vvWeV+kjl/1/Rpiw8KDzHtww21lqzA6sJ41fVB/HS8wtJj6sHJmW9ObpsdaO51KioqUFRUhKKiIgDAvn37UFRUhIMHG8phz5w5E5MmTWrYeUICevbsGfFq2bIlUlNT0bNnT2RkZBj3TQhdyIR8eA6jZukWx9SoDYZyoiYtORHr/zIGC6YM9fDcT/ZlP+18/GfIb5LGvA+p++DGge3QLCOZeR+bZ41jXteppCeb95z77Y/HJZd/svGwacc0ilgtNVtMvDacMr+eU9B8NgoLC9G7d2/07t0bADBjxgz07t0bDz/8MADg6NGjYYFDOB+y1CiTJOgw6oMcjpaJRI1q9pP8cVP8iUhM8Jkvajxep0ZqvElNStTk1pMTp1osF5kmCgKraJHFZiEXWhdZx/vJb67DjqPRSR/vrD7AtgMbiTWmxkwLmBun7zATzXfhyJEjFX2gc+bMUdx+1qxZmDVrltbDEiYRJ5oGtRKWmqxUP87WBBS3E3YYR0qrwfENQb4hkaQmalj0hFdTui0TNXKTDWoYiKR+R47jmVyDzTOT8fS1vRwdd8FKmyZpmH31hUhXmIwVaCgeWXluJvq0pMTw/2psOVQWtayiVvkedAJOzn7SM/2Ll3H/owURE7wR03S7gJ0lZ6OWzRzfHQ9+ukVi7UaEKd2vfLsHQKTVxwjB4NnsJ5tTumO1gAUZRc3koR0xqlvLmI7lJH41oJ3qOqkCIZOWzC5q7v94c0xtswsn16lxy/QdVkGiJs6J56QPliccYRDe/EJzsvC8GlMzpEszJPiAC/KjJ1U0EjndEWtfH+R5JitaPGZOCd0pbpx1WyudW2YgPTkRTdPZY6ysggKFIyFRE+fES0yNFCyz01rhUjD7IdCuYPDs1CRsf+xnps8CbJalhtX9FIeaJqLOkpbJMN1Kij8RGx8eqxhb0yM/G3k5qfh6h3RAtFkIXeTxYnlXguxWcU48dsgh9A62WQZPwOdV9xPQ8BRv9vcTi5ectCTJ5VrheDbTfjymg6fEmaUGaBA2fpU+o1fbJtY0RoAw+0mtwnk8QKImznFD4Suz0Btg969J/Qxth1enSbAK4fm7Y0QnLJgy9Nzy2PYb5HmmiQyF7qd/3dw3toO6hNQkYy01Tg7EZSXI8fjtJZ1wcUETS48r7MfsqknlJEjUxDkeH+8USdKQncPzfNh33b5ZuqHtMH+WblN3bzvC8XDm+O7o2Lyh/lWsrkOO45lSeYWicVyP1hh1fouYjusGUgU1iFJVMqVYSPeAtYfjeaQmJVpelVkoCOUqmMcTJGrinLiOqdEQSVpZFwybdo0OFjQ/pdvbv7ERKd1SBDmeSRiJA4XNjiFyAikRlprYv6+WBwynErKSyAXujjYpQy4j2Y8m6UlIT05Eq+xUU47hJtx/JRExEc/WSi3upzOVdQAaaq+kGtCJC/HqNAlWIR8orG0/4t1wPFvRNfH5jQdRE2GpMcDKUlXn/Fo1aoQuA7n7+fVb+uGWwe0jlt08qD36tW+q6Th92zfFiK6N1sCEBB/WPjgGG/4yNi6uPTXoDMQ5cR1To+HpsKy6HgDQND1J10zNSpuYPfOz139i2ZRujedVvD7Hs1lq2onckfFQDK17XmOavhExNW6ZrVuJkLiVExY+ny8cxC4kQ2PiAc/zyEqN3KbhYcv9LjwjoJTuOMfrA54SWorDnalqsNQ0SdPnelKqJUHup9iQezLWKmoSfT4EBSmxQYaYmrtHdo4qVhcPT8t3jOiE6vogxnRvif9uPmp3cxxBSNQoWV7F2XQNwejarlPWopDxivfvPkIRrw94SmiZM6W0qsFS0yQ9+kmL6VgK8TvkfooNOUuX1tMq/ok4lQEnNyMZ9/+sW5SI8UJ8iBqhgNh+HXKRZkCgsBcI9aVKDzBivctxvGbxrUcIxRPev/sIRTw+3skyvmdrTU/UpdUxihoFAWV+RWFTd287RrmfxFYZtSdiObE4SRQ34XXiofgeC3osNQGOrWxAxDZBnqoIK0CiJs4xw1IT5Hgs2X4MpypqDd+3EXx052C8clOfCPeT2mkoPRcoHMp80qpDlASU+Snd3lY1coOI1tMqFVOjNEDJTY/QrXU2Ns8ap+3gLkYYOH91nzY2tsReQn2p0r0uFiOsVavFxyFLjTwkauIcMwa8t77fj9++XYjLX1hp+L6NIDPVD5/Ph0xBgJ7aABiy1OScs9SwZMUI99urbY7sOmb3T14vvifnftIagC0OCuY4ZcGp9ECQnarPoudGhJaaZhnOmxvJKlgsNeJrrGF+MYqpMRIKFI5zYhnvEhN8kib4RdtKAADHyp1nqfnD2K7o1rohc6NpRjIev6IHEhJ8qpkDoUDhkKUmMcHHVJJ80T2X4P11BzFlVBfZdcyfJsHU3duOUadP/DuoVRT2ulhkRXjv6Jkx+vp+bTFpcAf8/MVVRjbLcgIqdWqkPtMjUFgC2OMZEjVxTiwDnjhbRLjcibRvlo5pl54XsezmwR0Ut+F5HqVVdfhkw2EAQJNzKZn+BB9YJNv5rbPwyMQeiuvEktI9omsLLN91QnEdz7ufNJw/pVMhHlvUBhy7Jgp1GsJAYT2xHo9M7IGMFD8SfO4W4BxTTE20qNGShQmExDY5WeSgMxPnxBJTI5tK69CrqlZHLYxdxyrw3Ne7w++bnLPUWDF7NwssT3lez37SYr4Xnwvh6RPvh1dxDahZam4eFB8Bw2kRlhr990V6srufsUPXg9Kkl1KiRmtfEgzy+NWAAgDAkM7NNLbS+zh0+CGsQuopvqy6Ht/sOKY6j4hR9UGsoiYQ1LzN93tOYsfR8vD7UPaTU7IPxM24e2RndGqREbHM62n7Wi43sRARXqvS7id9MTUA8NgVPfDl9GHsjTMKi39uoftJz30R+k3cnhoestwpp3RLBKPrSOk+r1UWih4ei3dvG6i5nV6HRE2cI9X/TXr9B9z2ViFeXPqT4rZuC1bTY6mpD/L4Yd/p8PvGmBpn3Dpi11WyPwFZoiDVzi0yrWyS5cRkqRFcw+L9BDmgU3P5c6emFX0+HwpyjZ38lAWrY30iYmp0VFMObZHuclETOu9K/aJ4bqYAx6ND8wyZtWWOc64ba5Ke7BiLsZNwRs9M2IbU0+amQ2UAgI/XH1Lc1m2WmlodlhoxIUuNXUVjz2+VFfFe6ilP+LP8ZkgH/MniWYOtRou4DgQjr3fh+YsqvsfxuGNEJ0we2gHv/VbfE3F2ahJ+0Stf17Z6EX9Hs0nTaanp3CIDsyZeEBbhbq93ozahJQBccl5zTBvdmDQQ5HjcOqwDJg/toOE4FMylBImaOEcp3KI2IH3zbD5UiiteWoXT52q3iHHqw4PW0BKxgAAQnrtFqUKwmfz2kk4R76WaIRSVs37Rw/PpxVo0tFjECwWRWCByPI/UpEQ8MrEHhnRurrt9WgYsI7Da3Sh0G2l5oLllSAf8ZmjH8Hu3W2pCSIns0G/i8/nwh3HnRyxP8SeqJhMI8XqMXKyQqIlzlDpAuZiam19fG7bmSOFUS82siRdoWr9Hm+yoCehCpna7vE/iGCipzCmnikqz0HK9idPwIwKFJWJqjMBqAcxSasBI8ps0uFSSEtVLIyjh1kDhe85lVD52RYMwEd+TPh+QJHMN6BEopGmUIVET5xw4WSX7WZ2EpaaouDQ8Y7UcZs86rYd1D42JeCpkISkhQXbGZSsHqpdv7BP+XzzOSrmfnHj+zUSL+0lsule01Bg0erC276aB7RQ/H9O9lexnax+8NPy/1U/yKf5EbH30Mmx6ZJzm9GQhbg0U/v3Yrlj30BhMkigPMXloB2x79DLZ2Bc9v1WA3E+KkKiJc0KF8qQQW2oOl1bjype/U92nEy0FLbJSNG+jNF+TlUHS7Zs1BpuKLWtSzXDi+TcTLd83MyXS8tYjv7HSc1SgsFGWGsbg2eaZytfoBXnR7tAQLQUBqHbEpmSm+JGe7I8xpdudogaQ719SkxIVLVC6LDWkaRQhUWMRUvEZsXJNn7aG71OI2Iy9/2Ql03ZOdT9pJSkxIcIy8sSVPcP/W1FgMD05Efdddn5EijbHR8aQSJ1rr5x/VlgtUzPGdsX5rSPvw2ev74UbB7bDwunDJadJMALWgV5pvUmD2+POkZ0Vt3/yqgtx32Xn25JxFYJVwEnhVveTEmqiRU9MN1lqlCFRYxFPXn2h4fucbdA+QzdeeU09bvjnasl1PlhXjJv+8wPT/hyS7Rwz/gQfKusC4ffCyfqssNRc368AU0Z1iRApPHhRxo44uDX+RA2LwBzTvRWmi6pJAw0WjievuhAX5GdHZbQZFXDLmhEkd001z0zGY1f0jBr0W2VHWgduHNhOcToOK4hXS40carW+9Lg4KaZGGY8MP87HjEHQqF1W1zekOr+xal9ETRYh93+8mXl/XhlU/YkJqBHUthEOKqEB8qre5s1KzIczJhqXiUWL+BrgOF7z7NRuh0VEs0wVEV2nxpjRg/V+kFtNLvDXifdZLLFmXhQ1ateQ1UHd8QCJGhNYM/PSqGWxCpDXft0naplRAaFfbS3B3hMVWLdfWtBoZdexs+H/jQq2tAOlJ+yf9WyNHx68FM9c18u044dOnQ8CSw3PRwzi4oEtwGmf9dftsNwHLFYX8XkzzFLD6JKRszgFZXwUTvyd1axSj18hn7rs1kBhJdREi1T/aOaDUjzgPSemA2idkxq1LNYOqJlKEGEs/OHDTYbub9exivD/auZXJyMcjKSyOsTVQY0mNKgKxwmeBy7Iy8aGg6UNn0mUXY+3QGEW9xNL7ILUvDxGEGtMjdzA6MSK3moVhds1k6+em+7y4ntSyAnS8OcSwjk1KRGpSZFWYoIdstSYxCs3RVpW1ETNDf0KFD93q8Wj3uLqpmK652Xj+V9erGvbJIGQyc1INqhF0gjTtkM0ihpfxLKXb+qDG/oV4H/3DJecWdqJT/BmwvJ9WdxP0cX3dDcpAlaXjNz3kBNXDtQ0qpaaVH/juRCXjPBioHC9SlCvVL/OcbxtxT29AJ05k7j8wjxc2q1l+L3UNSosBve3ay9S3J9LNY3tlpqHLu+OKy7WZ84VdtBmi5oJF+Xht8Mj6+iE+kNxTE1eThr+du1F6J6XLRkHEm91algGdxZXkvi0WV2nRm41uWwXJ877o/ZdhZ9X10VOW+JF95OemBq1iVQJZUjUmIhwcJGco0d04XZuIW+avSAv27iGWYjdoiYW/AJLTbNMc0UNIB/TIbyOxBYHKVETb/0hU0wNw2UoNUu3EcSa/SQ3LlpRVkArahYG4SBeVR8pagZ1amZKm+xELaZGSvRwHC9b9JNQh0RNjHwxdZjsZ8IwDKmOV7zsf/dcgh750eJlw1/GIifdnfP3uDm6X9ixmG2pAaKvB6lTJx5npQrGxZv7ieWplkWg2B1TI3zIuUci/TxqfQf+zmrftUYgZMSWmhZZKfjwzsGmtMsu1GJqpCyIZKmJDRI1MZLXRD5YVNjpSF2k4kXJ/gS0FgWfnt8qy5IBVY0MnabheplJMd2A8KmzaboVlprI91JxINETMoo+53gU5KYZ3TRHw9L/60npNmpeSHb3U+N6Wanq8SVOdD+pWaWE1Y6rBDWgQrTUUfnbyagVypMSzkGVmBq1ytPxjvcisxyEUj0R8echhIuu6dMW945Rf2KzgtzMZFSerta8Xb2LLTXC7KdmFghLlpRi8emUcj/dM6YrztYEMOGiPMPb6ETYUrrV9xMVdC2jahJ82mLcWN1EWt1JMUyzZBpKAu63wztiQMfc8PsqkaVGbXs3osf9xPPyZQCu6dMWd6lUlo53SNSYiPBJSrqcffQ2wg76mevNq4GilabpySjWI2pcbakRuJ+siKmRqA4shofyLN1Bjkdmih9/vUY58NxLsAyELIHCrO6nBJ9PUw0bVouKVsuLE91PcoNxsj8BD024IGKZ2P0EWD+judmoT5MgbamRu6adNCY4FW9dQQ5DeF1KdVhST5hOfVBJ0vlY6OZ5SvyJje7AUee3VFk7dqKqA0t0eFGzdIt+FqOCW92EUoB9CJZMJlaRYJbbh+UWe2B8NwDA7cM6OlPUyJwbcfo2IG2p8ZimQUCtTo1M9tO00fZOd+FmPHYJxcaX0+WDfgFg5rkOhRU195NkRpTDOqq9JyrUV1KgzuY6NbGQlODD0j+OwNoHL0V+E/PjVFhiOsSDs1ml/d1EVmoS1v95DLbMGie7Dpv7yRw3kRKTBrfXdPw7LumEFfeNwkMTujvSVZOoQZWIs5+ASEuNURWd7UTtoU6uTs1Vvdti5f2jzGqWpyFRI6BtU+XZbbVWkI0IFJZM6VbexgmMfmY5KmujA/pYCbg8pTs92Y+WJlcODtFCFCQpme4pWhSdMeX+gUAPzTJTkJUqnyGox/3Usbm0BchIMSE8Bsu97/P50K5ZOnw+nyOtunKWmrZNox8K2kgkWQjPrRcEutqYIlenBoCts627GRI1GtB6kwnvb2lXk1RQjdZWmc+x8hrd27q7To21P8a1fdviVwPahd9Lup9EMTVisaxm7o5XmCw1ghv2yovz8cZv+kuuZ+Rzh1AEaBVLTnsAAqS/w5UX5+OtWweE339812Bc3bsNZv0ieh4o4flwczmI9383CFf3aYM/T+iuuJ5kSreLv7cT0CxqVqxYgYkTJyI/Px8+nw8LFixQXP+TTz7B2LFj0aJFC2RnZ2Pw4MH46quv9LbXMsTVXQHtT8Fq7idmoWMz1RJmYlbsniYhFpIsdvAnJSZg9tUXht9L9W3R2U/iz917vs2EJaZGqGGf+2VvSyw1QneN1t060f0kZal57pe90blFZvh93/a5ePaGi9EyS81S494HokGdmuHZ6y9WnbNP2hpL93AsaO61Kysr0atXL7z00ktM669YsQJjx47FwoULsX79eowaNQoTJ07Exo0bNTfWSqQHFI2iRuUpTDrNW9MhLCGWidXIUqMfqdoqURWFTSoY5zX0zNIth5ExNUIRoPWBxomiJtY2ecVSw4rUV6R7ODY0p3SPHz8e48ePZ17/ueeei3j/5JNP4rPPPsMXX3yB3r17az28ZbDUCAGUC3TpcT850VJTE5Olxr2ixu5S5SzZT+LrJR4GAj0wiRqTUq+VEApnsSBITPApDnBOnOMr1pRsr8XU6MHFBipHYHmdGo7jcPbsWeTm5squU1tbi9ra2vD78vJyK5oWgVQfmJMWHYioVKlUvaKwcvE9pyBVT4IVN7uftGRymAGLtZDcT2ywnBaziuQp7ktoqdEoapw4PVCs1k2hUItXUROPZRmMxPJe+5lnnkFlZSWuv/562XVmz56NnJyc8KugoMDCFjYgHhx+NaAdLuvRWmI9+X1EdFiMriafAyOFY4upce9jB+tEhGaht6IwEQ3LQMFsqTE0UFgYU9O4Y55Xv/686H4SEq/XsvB7/+vmvkj2Uz6PFiw9W/PmzcOsWbMwf/58tGwpX8xs5syZKCsrC7+Ki4stbGUDwgHlgrxszL76QskbVqmzFI43rK4mB/ZTMYkaN2fj6C04aBRSl5ZaTA2ZrqVhi6lh25eR7idhnyK0AHEMkxo60/1kXJvi1ZUqvFbH9WiN52+42L7GuBDLeu358+fjtttuwwcffIAxY8YorpuSkoLs7OyIl9UI7yelDlEpqyIy+8mddWoAoDZeLTVOjKkRvR/RtUXEezdXcDYTltPCamW4e2RDtdcJF8Y+t1ZEoLCgP+BYLDUO7CvIUsPG7cMasmunjIqex0l83/dp39SSNnkFS2Jq5s2bh1tvvRXz5s3DhAkTrDhkzAifiBVFjeCzPu2a4M3fNNZjUHM/SQYPa5CZLDMPG4HQUpOU6NMUJ+PmmBqrU7rFSLqfRB19l5aZWHn/KAx/6lsAgItPt6nomaVbjl8NKMCAjrno0Cz24miJidIPPg2WGuXrz4nuJyOtR1621Dx4eXfc0L8AXVpmRn0mfg5slZ2K7x4YzTRzO6FD1FRUVOCnn34Kv9+3bx+KioqQm5uLdu3aYebMmTh8+DDefvttAA2CZtKkSXj++ecxaNAglJSUAADS0tKQk5Nj0NcwHuGTndK9JfzsorZNkJPeGEwsvL/ZA4Wd11FV1zWejHa56dhzopJ5W7LU6EfKuiB1LQorj7LUY4lHmGJqGO89n88nORjpQSicxZk/apYaB3YVhuLmOjVqJCT4cF6rLMnPpCott7FgmhavoPlRtLCwEL179w6nY8+YMQO9e/fGww8/DAA4evQoDh48GF7/n//8JwKBAKZMmYK8vLzw65577jHoK5gDp8FS88Zv+mFir3z8fmzXiM+EnSTr5JWs/dQfxnaF36KYj0hLjbZjus0dIvypbRc1DBWFxXjZZB8LLKfFjhCqSGuutpgaJ1pqjMTN8Xh6mP+7QZhwYR7+76oL1VcmZNFsqRk5cqSiKXfOnDkR75ctW6b1EI4gIqZGoUfkOB6ju7XC6G6toj5T83nrndDykq4tMO3S81TXMwphnZoUjZH4dQF3dUxCUeBE95OawYFEjTRM7icbRIJcnRqO41VFtRNjaowk3soTDOzUDAM7NbO7Ga6HcsVEdG3VYFa+4uL88DKlcSJPwSyo1keyWm/ECDvovBzzJ1usiSNLjbC99ltqpJapWGribCBghclSY4NIkIu7C7o0+8lIvBxTQ5gHiRoRn08dhq9nXIJLBFklUgNJh2bpWD1zNDJT5I1d4ie/DX8ZGzFbLWvwsBhhc775wwiM7xldP8dIhO4nrTUT3BZTI+xIY62OGitS1gU1UUMxNdKwWLDsyDyUmyYhyLHUqTGtWY6ArI6EHjx+W2gnNSkRXVpGBnBJjSNN0pORl6McvCXuJHMzkiMCvqTM3Swdq3BgS0/2o1ML6Yn3jEJYUVirpcZt2U9CP74TLTWq7iey1Ehi5DQJRiK0xghvfd6l2U9GEm8xNYQxkKhhQO9MqlJ9jnqat3p7okvlm9u5xRIobLelRqtfPiBorxsqCouhgUAaI6dJMBK5+4kt+8nbooYsNYQeKPGdAenBRd+Tn56MKDHiQ5vdta3cfTL8v9ZAYbsHWa0dY71gfbsHDWlLjYr7iSw1krCcF7uzn4SwxNR4PVDYbfF4hDMgSw0D0tPDq283smvDVBDCuBuh0NGb/RQlaizs3LTOXF1ns6VGq6gJOCgGSErAUPaTPljOix0iVs4aw3E8bh7UHgAwoKP05L9edz/RtUzogUQNA5IBmww33AX52fh6xgh8P3N0eJmwH9JbfE/J/fT+7wYpbvvxXUNU968Ea6DwmO4Ngs5ukaA1g8JJMUB63J5kqZGGyf1kc0yNEI4Hru7TBgunD8fbtw6QXMfjhhrKfiJ0QaKGAangS9bBo0vLTGSnNlYZbp3dmIKdlhx9+ln61VbZkWncws7twjbKVZp75Mc2jxZrTM1FbZsAsF8kaB3k05ITTWqJdnTF1NBAIEmbpuoVWe1w58hl2AV5Hj6fDxfkZyM1Sfqa9Lr7iTL5CD1QTA0DUjeX3iyTP/2sG05V1uH6fgXo0jILtwxuj9yMlPDnSu6nOZP74901B/HILy6IWK5m/TESVlETyhxSCxRulZ2CY+W1MbdLDq0m7OFdmuPqPm3QM9/+KTwkZ+mmisKa+PTuIXhx6U94aEJ31XXt0AhCS43w92YZ0J3qfnruhotx7/yimPdDAp3QA4kaBqQGF71PEU0zkvHvSf3C7x+9omfE50od68jzW2Lk+S2jlvsigo+1t0mLsGANFE4+J352lpxVXG/O5AEY//xKpn3qQesgn5Dgw7PXX2xOYzSip6IwPd1G0rtdU7zxm/5M69ohEvxyoobhocnuQHY5ruzdBu+vO4g1e0/HtB8S6IQeyP3EgB43gF70dFTCTfT0c1rStFnXZbbomDyQuLljpIrC1mKLqBEE3guzfVhC0ZxcfM+IwpVkqSH04ODbwgZk7iGpgcKswVJPv+oTJHUL3U9PMk6MpkXUKAUK/7J/Qfh/1sJ1Zg8kbh7k9YhpN4s4uzHTdSt3nQsHf+Fvx5SC7lBLDWDMfU3XMqEHEjUC5AZAPfVC9KKnYxX2H8Ktz28tPbW9GC3WEiUB1LtdE6b1hJgualzcMUrG1Khcd/kKc5ERymSnJamvpBO561y4XGiZYLlum6Qnx94wkzDCAkt1agg9UEyNALmnI6mBxCwLgJ6+QCiEIkURWxv9mtxP8g0UHpu1ng2JGnm0xNR8cvcQPP/1bvzl5+oBsYQ0l/dsjcUX5aFf+6aG71vOqiIc/LVaam4c2A5r953GqG4tVNe1GrLUEHZBokaAXEeit/ieHoyMqWHtE7QU1FMKFBa6nNhjasw1Frq5Y9RSybpPu6Z4S6aeCcGGPzEBL93Yx5x9ywzywmKcwkxBFlGTmpSI127uG3vjTMCIedMopobQA7mfBMj1I8KB8dJuDdlHk4d2MKUNetzkkdlPjf9zHM/01GlUoLDQUsMqVshSI4+eCS0JZ5LIMMgHNbqfnIzaZJws0LVO6IEsNQJYOpKXb+qD7UfLcfG54nJGoyemRm4LHsA7tw3E3B8O4Ikvd8hur8X/rRQoLBQyyX62fbIeu11uOg6ermJaV4ibK+xKpWe7+fvEMyzXeWRMjZmtMR+bJ7gn4hiy1AhgsRqkJiWiT7umkpNVGoG+mBrp5RzPIy05EX1UrDVGWWqEH7FaaljPY882+iohu9mEbWUpAcJcWPoW4UOVWYkIVmGEpYYg9EBXHhpiSiYNbh81/YAd6Mp+kukwQ/2i2j61+L+V4m+EHZmeOjXtm6XLrqe30JibzfhWZt0R5sIi8iMsNS7/nc2uP0UQcpCoATBzfHc8Jqrs6yZk3U+88uchtAXrKomaxv/1ZD+9fktjpeUb+hVEfKa3hoi7RY1E9pMN7SBih81SIyy+5+5fmiWGiCDMgESNw9AVUyOzTWhQVNsna/yLGrFaasRPqpGiRl+b3Dg4jOneCgAweUiH8LJOLTIAABN75dnRJCJGWETNRYI4PZcbashSQ9gGBQo7DF0VhWW24VU+D6HFUqMkEhIj6tRoz34KCGb05ng+Yn96q6e6MbD2pRt7Y8vhMvRp1xgL9dmUodh1rAJ9BAUOCfcgFjXDujTH36/rBQBY+9ClOHG2Fp1bZIY/d6MYF+LUyTYJ70OWGoeRmaq9qqmcJYbVUqMlpuZMVZ3sZ8KOjNX9JLQyCbfnOB55TVIl19NCerL7dHtqUiL6d8iNOB9ZqUno276pYycxJJRplZ0S8b5Ly0y0zmm4vltmpaKHaFb4eI6pSU9OBKDfOkvENyRqHMYveuVjTPdW+MvPL2DeRj6mpqFjVBsHkzRYak5XyosaPcX3AODukZ1xTZ+26CaY1oHjgX/d3BeDOzXDvN8OiujgBnXKZdrviK4tcMuQ9sztIAiz+Ns1F2FI52bh92qWGLfPth5L9tMHdwzGoE65+OTuoQa2iIgX3PcY63GS/Qn4jyBglgU5S4wZ2U9Koiai+J6Gfd7/s25Ry4I8jy4tszDvd4MAAAs2Hg5/9v7vBqPDA1+q7pcq7BJOoW3TdLz320Hh61at1IAb3aZCYplBvGebHLz/u8HGNYaIK8hS4wF6y8RZdG3VYPkQm3EzUyK1rBaryiVdm0suT0r0RZick2Pp1RCdumxWXSCCsJIm6Q3u5THdWyquF3S3pqE6NYRtkKXGA5zXKgtfTB2GFlkNfvvvHhiN0qo6FOQ21H0Rx2GsuH8U9p2sQIo/EbkZyXjzu31Mx/nwzsGS0y48dkUPXH5hHkrKasLLYhUhYvO8eHcr7x+FX/5rDQ6XVsd0HIKwkm//MBJ7TlSgr0pBTLe7nyj7ibALEjUe4cK2jYGGbZqkoU2TtPB7sfcpNyMZuRmNcSmss3T37yAdy9K7oCmaZ6bgxNnaxmMy7VEecZl4sQutIDcdF+Rnk6ghXEXTjGT0y1CPCaPsJ4LQB9kI4wC1mJokiQ6oWUay5uMY2ZFFuZ8kdq03zZsgnI7bY2rIUkPYBYmaOECtf5Gy1HyqI/PASFEjTmmVcmeJ3faPX9kTzTNTotYjCLfhdlFDlhrCLkjUxAFCS41UXykVKJwkqjJ8YZucqHXEGGE5KchtcJtdfmFk5Vwpa9NlPVpHvOd5HjcNbAeAPe2bIJyI291PZKkh7IJiauIAoR7gJWYPkiqUJ8xeeuFXvTHy/Bay+w/tU+7pbPh5zbFy98nw+/bN0nHgVJXkuv+dOhzbjpZhUMdmEculdv2LXvnITk3C5DnrADQEV04b3QX9O+TKZoQRhBtwuaEGiTFmPxKEXujKUyAr1RuaT5j9JPUAKPVUlZKUGP5/UKdcZCtUOg49VcqJmlBqeQilzI+c9CQM6dw8yt0kZanx+XwYLChoxvENrrRh5zVHRoo3fjsiPnF7RWGKdyPsgnp+Beb9dhAe/mwrHhjf3e6mxIRQH4gDcAHpmJrMFD9uGtgOtQEOLbNSoz4XUn+uqIacyblelMqkp8OTSxEX7srtcQgEEYLcTwShDxI1CvRsk+OJUt0JKpYauXma/u+qC5n2HxItQuHBR3wuzmTSIWpkNtGzL4JwOm6vU0OBwoRdkPspDhC6jlKTJIKCY/R/150TNcKnM2GnXB/kcMvghjmYLu3WUldhPjnxEinY3D0QEERoFvZr+xXY25AYuaitemIBQZgBWWrigLTkRCy6dzh88CHFnxj1OWvxPTnqAw2iRvh0JowJCAQ5PDihJ0Z2a4mBHXPx5MIdmo8hNzt1QoT7SfNuCcJRvHXrAKw/cAZDu0hPR+IWzmuVhY/vGqzquiYIoyFREyd0a50t+5lU8T0l0pMTUVUXDL8PuZeEoiYgcDmlJScixZ+IUec3zHejx2UkF4fjI0sN4SGyUpMw8nzleaHcQt/2VFaBsJ64dj/lpCWhVXYK0pOjrRfxhNBSk5Xqx2NX9FBcf95vB6GXwLwciqkRihqO5/H0tRehb/um+P3YrhHbGxlTI4Q0DUEQRHyjWdSsWLECEydORH5+Pnw+HxYsWKC6zfLly9G3b1+kpqaiU6dOeO211/S01XAev7InfnhwDH45oJ3dTbEVvyBQ+MM7B2PS4A6K6/cqaILPpg4Lvw/F1AitKQGOx3X9CvDxXUOiTNC6RA2DqpHK7CIIgiDiB82iprKyEr169cJLL73EtP6+fftw+eWXY/jw4di4cSMefPBBTJ8+HR9//LHmxhLmkBxjTE2P/AbXltBS0zxDfroCPYdj0UEUU0MQBBHfaI6pGT9+PMaPH8+8/muvvYZ27drhueeeAwB0794dhYWF+Pvf/45rrrlG6+EJE9BbU2Ll/aNwpLQaPfIbXFE+nw+Lf38JauqDyEmXL9anJ/uJpbYNxdQQBEHEN6YHCq9evRrjxo2LWHbZZZfh9ddfR319PZKSoge/2tpa1NbWht+Xl5eb3cy4Rm/2U0FuOgpy0yOWiasHS6EvpobF/aR5twRBEISHMD1QuKSkBK1atYpY1qpVKwQCAZw8eVJym9mzZyMnJyf8Kihwd80GpyNXfM8s9FQUZtmEYmoIgiDiG0uyn8Q1RkKDj1ztkZkzZ6KsrCz8Ki4uNr2N8Yw/wdokOD3eLhZLDcXUEARBxDemu59at26NkpKSiGXHjx+H3+9Hs2bNJLdJSUlBSop8oClhLFZbavTE1LDMuk0xNQRBEPGN6aJm8ODB+OKLLyKWLV68GP369ZOMpyGsJ9ZpErSix/3Uu11TzL19IAqapsuuQ5YagiCI+EbzaFZRUYGioiIUFRUBaEjZLioqwsGDBwE0uI4mTZoUXv/OO+/EgQMHMGPGDOzYsQNvvPEGXn/9dfzxj3805hsQMeO32FKTprPY4dAuzdGumbyo4UGqhiAIIp7RbKkpLCzEqFGjwu9nzJgBALjlllswZ84cHD16NCxwAKBjx45YuHAhfv/73+Pll19Gfn4+XnjhBUrndhBWW2puHNgOX245iku7GVsOnrxPBEEQ8Y1mUTNy5EjFLJM5c+ZELRsxYgQ2bNig9VCERQjr1FghDNKT/fj07qGG75cj/xNBEERcE9dzPxENCOvUCCeidBukaQiCIOIbEjVExDQJoXmc3AjF1BAEQcQ3JGqIiEDhgJtFDWkagiCIuIZEDRERUxNwsQ+H6tQQBEHENyRqiIjKzvUuttSQqCEIgohvSNQQEbg5UJg0DUEQRHxDooaIwN2WGrtbQBAEQdgJiRrCM9As3QRBEPENiRoCAHDbsI64uKAJLu3eyu6m6IZiagiCIOIb0ye0JNzBX35+gd1NiBlyPxEEQcQ3ZKkhPAMZagiCIOIbEjWEZ6CYGoIgiPiGRA3hGSimhiAIIr4hUUN4BoqpIQiCiG9I1BCegTQNQRBEfEOihvAM5H4iCIKIb0jUEJ6BAoUJgiDiGxI1hGfg3DvDA0EQBGEAJGoIz8BTVA1BEERcQ6KG8AyU/UQQBBHfkKghPAPF1BAEQcQ3JGoIz0CWGoIgiPiGRA3hGSilmyAIIr4hUUN4BtI0BEEQ8Q2JGsIzkKWGIAgiviFRQ3gG0jQEQRDxDYkawjOQpYYgCCK+IVFDeAbSNARBEPENiRrCM5ClhiAIIr4hUUN4BtI0BEEQ8Q2JGsL1+BN8AIBBnXJtbglBEARhJ367G0AQsfLtH0di+a4TuK5fW7ubQhAEQdgIiRrC9RTkpuPXg9rb3QyCIAjCZsj9RBAEQRCEJyBRQxAEQRCEJyBRQxAEQRCEJyBRQxAEQRCEJyBRQxAEQRCEJyBRQxAEQRCEJ9Alal555RV07NgRqamp6Nu3L1auXKm4/ty5c9GrVy+kp6cjLy8PkydPxqlTp3Q1mCAIgiAIQgrNomb+/Pm499578dBDD2Hjxo0YPnw4xo8fj4MHD0quv2rVKkyaNAm33XYbtm3bhg8//BDr1q3D7bffHnPjCYIgCIIgQmgWNc8++yxuu+023H777ejevTuee+45FBQU4NVXX5Vcf82aNejQoQOmT5+Ojh07YtiwYbjjjjtQWFgYc+MJgiAIgiBCaBI1dXV1WL9+PcaNGxexfNy4cfj+++8ltxkyZAgOHTqEhQsXgud5HDt2DB999BEmTJgge5za2lqUl5dHvAiCIAiCIJTQJGpOnjyJYDCIVq1aRSxv1aoVSkpKJLcZMmQI5s6dixtuuAHJyclo3bo1mjRpghdffFH2OLNnz0ZOTk74VVBQoKWZBEEQBEHEIboChX0+X8R7nuejloXYvn07pk+fjocffhjr16/HokWLsG/fPtx5552y+585cybKysrCr+LiYj3NJAiCIAgijtA0oWXz5s2RmJgYZZU5fvx4lPUmxOzZszF06FDcd999AICLLroIGRkZGD58OJ544gnk5eVFbZOSkoKUlBQtTSMIgiAIIs7RJGqSk5PRt29fLFmyBFdddVV4+ZIlS3DFFVdIblNVVQW/P/IwiYmJABosPCyE1qPYGoIgCIJwD6Fxm3W8jxleI++//z6flJTEv/766/z27dv5e++9l8/IyOD379/P8zzPP/DAA/zNN98cXv/NN9/k/X4//8orr/B79uzhV61axffr148fMGAA8zGLi4t5APSiF73oRS960cuFr+LiYq1yQxeaRQ3P8/zLL7/Mt2/fnk9OTub79OnDL1++PPzZLbfcwo8YMSJi/RdeeIG/4IIL+LS0ND4vL4+/6aab+EOHDjEfLxgM8sXFxXxpaSlfVlZm2CsklrZv3x7xV22Z17ZxW3vpvLhvG7e1l84LnRcnbmP2sYuLiw0dY8vKyvjS0lK+uLiYDwaDeuSGZjS5n0LcfffduPvuuyU/mzNnTtSyadOmYdq0aXoOBQBISEhA27ZtdW+vRlZWVsRftWVe28Zt7bVqG7e118nbuK29Vm3jtvZatY3b2mvVNmYfOzs7G9nZ2TCanJwcw/cpB839RBAEQRCEJyBRQxAEQRCEJ9DlfvIKKSkpeOSRR5CdnR3++9BDDwGA7DK1z922jdvaS+fFfdu4rb10Xui8OHEbK47thVIqPp63Ks+KIAiCIAjCPMj9RBAEQRCEJyBRQxAEQRCEJyBRQxAEQRCEJyBRQxAEQRCEJ7Ak+2n27Nn45JNPsHnzZgQCAXAcByBytm+KVyYIgiCI+CEhIQEpKSmorq5WXO+pp54KT4qtuk8jGqbG8uXLMWXKFPTv3x+dOnVC165dkZSUhM6dOzc0IiEBzZo1A9A42SVBEARBEO5AaKQI0aFDB9n1r7rqKvh8PgQCAaSlpSEtLQ033XQTLr30UiQmJqJ58+Z45ZVX4PP5cM0117A3xJLJGEQcP36cB8B/9tln4TknmjRpwgPgc3JywsvoRS960Yte9KKXM18pKSk8AD4pKYkHwLdq1Sri8/bt2/MA+E6dOkVt26VLF378+PE8AN7n8/FXX301z/M8X1ZWxgPgMzIy+F69evGjR4/WpC9sKb5XVlYGAPD7Gw9fWloa8RlBEARBEM6lrq4OAFBfXy/5+YEDBwA0FPoTs3fvXgwdOhQAwPM8li5dig8//BAHDhxATk4O+vTpg2XLluHdd9/V1CbLi+/xPI8rrrgCp0+fRtOmTfH999+jTZs22LJlC7p164adO3cCQPj/xMREBINBAEB6ejqqqqqsbC5BEARBEDrx+Xzw+XxISkpCbW1txJiekJCA3NxcnDx5Mrx+8+bNsXDhQkydOhUbNmzA2bNnkZqaynw8y7Ofpk6dis2bN6Nz585YtmwZ0tPT0aZNGwBAXl5eeL3Q/wkJjU30QglngiAIgogXeJ4Hx3Gora0FADRp0iT8GcdxaN++PQBg4MCBGDZsGLKysnD99ddj586dyM/P1yRoAItFzbRp0/D5559jxIgR+Pjjj5GVlYXRo0ejqKgIALB69erwuqH/c3Nzw8vINUUQBEEQzkIYSiImFEAcyl4aOHBg+LMhQ4bggw8+AAC0a9cOQ4YMQV5eHurr61FeXo6LLrpIc1ssETU8z2Pq1Kn4+OOPcckll+Cjjz5Ceno6Ro8ejSVLlmD06NEAGjKfkpOTGxp2zkITirUJfU4QBEEQhLlIZTO1bdsWQORYHMpg6tq1q+Q+/H4/fD4fevbsCQD45ptvItYJBAIAGuJudu3ahfbt26OsrAw+nw8///nPtTfc2Lwmae666y4+JyeHv+KKK/ikpCQ+PT2dHzlyJJ+ZmcmPHDmS9/v9fFJSEp+YmMj7fD7bI7rpRS960Yte9KIX+6ugoCBqmXA8v/rqqyM+S05O5n0+H5+cnMy3bduWT01N5X0+Hz9kyBAeAJ+ZmcmXl5dr1huWBApLKT6CIAiCIIgQQq3w3XffYfDgwZr3YUlKtwW6iSAIgiCIOIfmfiIIgiAIwhOQqCEIgiAIwhOQqCEIgiAIwhOQqCEIgiAIwhOQqCEIgiAIwhOQqCEIgiAIwhOQqCEIgiAIwhOQqCEIgiAIwhOQqCEIgiAIwhOQqCEIgiAIwhOQqCEIgiAIwhOQqCEIgiAIwhP8P5l7e1iazNnQAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(avocados_boston.date, avocados_boston.average_price)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 105, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize = (20, 8))\n", "plt.plot(avocados_boston.date, avocados_boston.average_price, color = 'green', linestyle = '--', marker = 'o')\n", "plt.xlabel(\"Date\")\n", "plt.ylabel(\"Avocado Price [$]\")\n", "plt.title(\"Avocado Prices in Boston\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 106, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "avocados_boston.plot(x = 'date', y = 'average_price', figsize = (18, 8), kind='line', color = 'green')\n", "plt.xlabel(\"Date\")\n", "plt.ylabel(\"Avocado Price [$]\")\n", "plt.title(\"Avocado Prices in Boston\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 107, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "avocados_boston[avocados_boston.year == 2019].plot(x = 'date', y = 'average_price', figsize = (18, 8), kind='line', color = 'green')\n", "plt.xlabel(\"Date\")\n", "plt.ylabel(\"Avocado Price [$]\")\n", "plt.title(\"Avocado Prices in Boston\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 108, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(avocados.average_price)\n", "plt.xlabel('Price')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 109, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 109, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.histplot(avocados.average_price, color = 'r', kde = True)" ] }, { "cell_type": "code", "execution_count": 110, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 110, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.histplot(avocados.average_price[avocados.year == 2019], color = 'r', kde = True)" ] }, { "cell_type": "code", "execution_count": 111, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 111, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Xrl0WE4uUYFmFTHw8tG0LixebEUySf5UqQe/eAFTfuJH2luOIeCKrxUxCQgJdunShdOnSfP311+zevZs333yTG264IfuYyZMnM2XKFKZNm8aGDRsIDg4mLCyMpKQke8FFSqKNG81tkePHzdDiJUvMvCly/Vq1gqZNcTkOc4BSycm2E4l4FG+b3/z1118nJCSEmTNnZu+rU6dO9rbjOEydOpXx48czYMAAAGbNmkVQUBBz585lxIgRRR1ZpGRauhTuvhuSkuCmm0yLTOXKtlMVHy4X3Hkn6YcO0fDcOeLffNMsfyAiuWK1ZWbRokW0b9+ee++9l6pVq9KmTRs++OCD7NcPHjxIbGws4eHh2ft8fHzo3r07a9eutRFZpOR55x1zGyQpySyW+N13KmQKg68vP/fsSSYQuHChmVBPRHLFasvMgQMHmD59OmPGjOG5557jv//9L0899RQ+Pj4MHTqU2NhYAIKCgnK8LygoiEOHDl3xM9PS0ki7ZEbNxMTEwvsBRHIpJiaG+Ph42zEACAwMpFatWr9/4Llz8NRTZkI8gKFDYcYMs7aQFIqz1aszGXgW4LHHoEMHM9pJRK7JajGTmZlJ+/btmThxIgBt2rRh165dTJ8+naFDh2Yf53K5crzPcZzL9mWZNGkSEyZMKLzQInkUExNDk8aNSU5JsR0FAD9fX6L37Ll2QbNlCzz4IOzda26BTJoEY8eabSlULwJ/bNKEctHRMGyY6ZtUyvpYDRG3ZrWYqVatGk2bNs2xr0mTJnz22WcABAcHAxAbG0u1atWyj4mLi7ustSbLuHHjGDNmTPbzxMREQkJCCjq6SK7Fx8eTnJLC7P79aVKlitUs0SdPMjgykvj4+CsXM0lJEBEBf/87ZGRA9eowezb07FnkWUuq88DPr7xCsyFDzHpX//d/ppAUkauyWsx06dKFvXv35tj3448/Urt2bQBCQ0MJDg5m6dKltPl1vZf09HSioqJ4/fXXr/iZPj4++KgZXNxQkypVaHtJUe5W0tLgww/h1Vfh2DGz7557YPp0LRppQVqdOjB1KvzP/5jlIrp0MQ8RuSKrbZd/+tOfWL9+PRMnTmT//v3MnTuXGTNm8OSv06K7XC5Gjx7NxIkTiYyMZOfOnQwfPhw/Pz8GDhxoM7pI8XD0KLzyCtSrZ5YjOHYMQkPNaKVPP1UhY9Ojj8LAgaaF7P774eRJ24lE3JbVlpkbb7yRyMhIxo0bx8svv0xoaChTp05l0KBB2ceMHTuWlJQURo4cSUJCAh06dGDJkiX4+/tbTC7ioTIzaQ5UnTMH/vpXiIoyvyzBdDR97jl45BF18nUHLhe8/z5s3gx79sDgwWaFbfWfEbmM1WIG4M477+TOO++86usul4uIiAgiIiKKLpSIO8vIgPR0c2soPd08v/SRmWm+nj8PycnmkZAAv/xCq9hYdgBMmXLx87p1M60A991nVnMW91G+vGkhu+km0xF44kR4/nnbqUTcjvViRkSuICPDzLR77Jj5mpBgHsnJcOFCvj/WC0gCnA4dqPDgg3DnneYWk7iv5s1N36Xhw+Gll6BzZ7jlFtupRNyKihkRd5GRYYZC794N+/eblpdr8fY2CxR6eeV8lCplvnp7g58f+PqaZQcqVmR3qVK0+PRTNrz7Lm3bti2SH0sKwLBhsHKlmfNn4EDYtEnzz4hcQsWMiG3nzsH69WZul3PnLu739TW/sKpXNx1xK1Y0izqWLXuxiMmj1OPHySzA6FKE3n7brI+1fbsZabZihfo2ifxKxYyILWlpsHo1/PCD6d8Cpo9Eq1bQqJEpZNTZU7L4+ZklDtq3N8XvU0+ZDsIiomJGxIroaDMyJWv192rVTEfcRo1UwMjV1asH8+ZBnz5maYn27c2yByIlnIoZkaKUlgZffAG7dpnnFStCeLgpYrRUgOTG7bebuYHGj4dRo6BFC+jY0XYqEatUzIgUEd/4eDPMNiHBtL507gw33wylS9uOJp5m3DjTCfjzz+Huu832r8u/iJREas8WKQL9gUb/+Y8pZAIC4KGHoFcvFTKSPy4XfPwxNGlihu8PGACpqbZTiVijYkakkFWdM4d/A6UyMqB+fRgxAmrWtB1LPJ2/PyxcaIbdr1tnJj50HNupRKxQMSNSWBwHXnyRmlOmUAo42bQpPPigGXItUhAaNjS3Lr28YM4cmDTJdiIRK9RnRqQwOI7poPnrL5dngfu6dKGKRipJLkRHR+f+4EqVCBw7llqTJsH48RwoXZrTvXoVSI7AwEBq1apVIJ8lUphUzIgUhpdeyi5kDv/5z7z+5pvcp9FK8juOnz2LCxg8eHCe3/t34CkgeOxY7gU2F0AeP19fovfsUUEjbk/FjEhBe+st+N//Ndtvv83Jzp3hzTftZhKPcDo1FQeY1rMnnRo0yNubMzM58803BBw5wjo/P/b278/5cuXynSX65EkGR0YSHx+vYkbcnooZkYI0bx48/bTZfuUVMw/I5oL4G1lKkvoVK9K2WrW8v3HQIPjwQ8rEx9Pi++/NqDmNmJMSQDfwRQrKmjVmZWMwU80/95zVOFIClS17sZP58eNmtJNGOEkJoGJGpCD8/DP07w/p6ebr3/6mGX3FjkqV4P77zcSMu3fDsmW2E4kUOhUzItfr7Fm46y44eRLatIFPPtH6SmJX7drm3ySYFsONG+3mESlkuuKKXA/HMZOV7dxpppNftAiuo9OlSIFp3Rq6dzfbixfDjz9ajSNSmFTMiFyPv/8dFiwAb2/49781s6+4l+7dTVHjOObf57FjthOJFAoVMyL5tXYt/OUvZnvKFOjSxW4ekd9yueDOO6FuXTh/HubONeuDiRQzKmZE8uP0aTNqJCPDfB01ynYikSvz8oL77oOgIDh3zix7kJJiO5VIgVIxI5JXjmMWi4yJMX/xvveeRi6Je/PxgYEDoUIFOHUK5s+HCxdspxIpMCpmRPJq5kz4179MP5l588wvCBF3V6GCKWh8fEwhrjlopBhRMSOSF3v3wh//aLb/93/hppvs5hHJi6Cgi3PQ7NoF331nO5FIgVAxI5JbaWmmf0xyMtxyC4wdazuRSN6FhsIf/mC2166F//7Xbh6RAqBiRiS3xo+HLVugcmVNjCeerVUr6NnTbH/zDezZYzePyHXS1VgkN1atMsOvAT76CKpXt5tH5Hp16wZt25p+M599BkeO2E4kkm8qZkR+T3IyPPywueg//PDFJnoRT+ZywR13QP36ZmTTvHnwyy+2U4nki7ftACJu77nnYP9+M7tvVuuMh4uOjrYdwS0ylHilSsG998LHH5tVtufMgUceAT8/28lE8kTFjMi1rFoFb71ltv/xDwgIsJvnOh0/exYXMHjwYNtRsiWdPWs7QslWpozp2P7hh6ZlZv58GDLEdiqRPFExI3I1l95eeuQRuO0224mu2+nUVBxgWs+edGrQwGqWxfv28cLy5aSmplrNIYC/PwwaZPqDHT4MkZFankM8iooZkau59PbSm2/aTlOg6lesSNtq1axmiI6Pt/r95TeqVDFz0MyeDdHR1PDWrwfxHOoALHIlxez2kkiu1KkDffsCELRjB0/ZTSOSa1aLmYiICFwuV45HcHBw9uuO4xAREUH16tXx9fWlR48e7Nq1y2JiKRHOnYOHHipWt5dEcq1FC+jVC4C/ATd8/73dPCK5YL1lplmzZhw/fjz7sWPHjuzXJk+ezJQpU5g2bRobNmwgODiYsLAwkpKSLCaWYm/8ePjpp2J5e0kkV7p04WTTppQC6jz/vJkpWMSNWS9mvL29CQ4Ozn5UqVIFMK0yU6dOZfz48QwYMIDmzZsza9YskpOTmTt3ruXUUmzp9pIIuFwc7tyZL4BSaWlmbqV9+2ynErkq68XMvn37qF69OqGhoTzwwAMcOHAAgIMHDxIbG0t4eHj2sT4+PnTv3p21+itBCsOlt5cefVS3l6RkK1WKB4BzTZvCqVPQuzfExdlOJXJFVouZDh068M9//pNvv/2WDz74gNjYWDp37sypU6eIjY0FICgoKMd7goKCsl+7krS0NBITE3M8RHLluecu3l76v/+znUbEumTgp6lTzeKUP/1kWmiSk23HErmM1WKmd+/e3H333bRo0YJbb72Vr776CoBZs2ZlH+NyuXK8x3Gcy/ZdatKkSQQEBGQ/QkJCCie8FC8rV+r2ksgVXKhcGb7+GipVgh9+MPPRZGbajiWSg/XbTJcqV64cLVq0YN++fdmjmn7bChMXF3dZa82lxo0bx5kzZ7Ifhw8fLtTMUgycO2cmxwPdXhK5kkaNYNEi8PGBhQvh2WdtJxLJwa2KmbS0NKKjo6lWrRqhoaEEBwezdOnS7NfT09OJioqic+fOV/0MHx8fKlSokOMhck1Zt5dCQjR6SeRqunSBmTPN9htvmBZMETdhdYrHv/zlL9x1113UqlWLuLg4XnnlFRITExk2bBgul4vRo0czceJEGjRoQIMGDZg4cSJ+fn4MHDjQZmwpTn57e0nFr0gOORYEbdSI4BEjqP7++ziPP87+CxdIuummQs8QGBhIrVq1Cv37iOeyWswcOXKEBx98kPj4eKpUqULHjh1Zv349tWvXBmDs2LGkpKQwcuRIEhIS6NChA0uWLMHf399mbCkuLr299NhjcMnIOZGS7lqLks4GBmVkUOWJJ7gL2FvIWfx8fYnes0cFjVyV1WJm/vz513zd5XIRERFBRERE0QSSkuXZZy/eXtLoJZEcrrUoqevCBc5+9RU3nDjBNn9/9vTvT0bZsoWSI/rkSQZHRhIfH69iRq5KK4lJybR8OUybZrY//FC3l0Su4qqLkg4ZAv/4Bz6nT9NqxQrzXItTiiVu1QFYpEgkJV28vfT44xAWZjePiCcqVw4GDjQjnGJi4IsvzISTIhaomJGSZ+xY+Plns0Lw5Mm204h4ripV4N57weWC7dvNciAiFqiYkZJl6VJ47z2z/dFHoM7kItenXj3o08dsL18OO3fazSMlkooZKTkSE+GRR8z2qFHQs6fdPCLFRfv20LGj2V64EDRZqRQxFTNScowZYy6ydevCa6/ZTiNSvISFQcOGkJEBCxbA6dO2E0kJoq7nUuBiYmKIj4+3HQMws0r7+PhQYc0a6n/4IY7LxY/PPce5vYU9M8ZFOSYdEymuSpWCu+82t29PnIB580xHex8f28mkBFAxIwUqJiaGJo0bk5ySYjsKAC4gAMi6iz/VcRjz6KNWsiSdPWvl+4oUmTJl4MEHzWzacXHw2WfwwAOm0BEpRCpmpEDFx8eTnJLC7P79aVKlitUsi/ft44Xly1kXHEyN2FhSAwLocffdbCriuTCycqSmphbp9xWxIiDAFDAffwz79plO91q8VQqZihkpFE2qVLnyRFtFKDo+nv5A419XXi979920CQmxkkOkRKlRA/r2NS0z69dDYCC0a2c7lRRj+Wr7q1u3LqdOnbps/+nTp6lbt+51hxIpCGVTUpiR9aRLF7NsgYgUjebNoUcPs714MRw8aDWOFG/5KmZ+/vlnMjIyLtuflpbG0aNHrzuUyHVzHDpu3kwgkBgQoGHYIjbcfLMpajIz4V//giv8ESxSEPJ0m2nRokXZ299++y0BAQHZzzMyMli2bBl16tQpsHAi+bZxIzVOnCAV2H7jjXT18rKdSKTkcbnM7abTp+HIEZg7Fx59FHx9bSeTYiZPxUy/fv0As5r1sGHDcrxWunRp6tSpw5tvvllg4UTyJT4eliwB4BmgjxaRFLHH2xvuv9+McPrlF9NCM3gw6A8MKUB5us2UmZlJZmYmtWrVIi4uLvt5ZmYmaWlp7N27lzvvvLOwsor8vowMiIyECxc4XrUqb9vOIyJQvrwZsl2mjFkXbfFiLUopBSpffWYOHjxIYGBgQWcRuX4rV8KxY1C2LOvatUOXSxE3ERRkJtUD2LzZjHISKSD5Hpq9bNkyli1blt1Cc6mPPvrouoOJ5NnhwxdX7b3jDlL0l5+Ie2nYEMLDzW3gJUugcmWzT+Q65atlZsKECYSHh7Ns2TLi4+NJSEjI8RApcunp5vaS40CLFmYEhYi4n44doW1bs/3ZZ2bpA5HrlK+Wmffee4+PP/6YIUOGFHQekfz59ltISIAKFaBPH9tpRORqXC7zf/SXX0z/mXnzzAin8uVtJxMPlq+WmfT0dDp37lzQWUTyZ+9ecw8eoF8/KFvWahwR+R1eXnDffVCpEpw5Y1bZvnDBdirxYPkqZh599FHmzp1b0FlE8u7sWcia/6hTJwgNtZtHRHLH1xcGDjR/fBw5Yv4fq5+b5FO+bjOlpqYyY8YMvvvuO1q2bEnp0qVzvD5lypQCCSdyTY4DX3wByclQtSrccovtRCKSF5Urmxaa2bNhxw7zvHt326nEA+WrmNm+fTutW7cGYOfOnTlec7lc1x1KJFe2bIEffzRN1gMGmMm5RMSzhIaaPjRffgkrVphFKZs1s51KPEy+rv7Lly8v6BwieZOQYDr9gll3KSjIbh4Ryb927czM3evXw8KFcMMNZuVtkVzKV58ZEasyM80FLz0datUyfWVExLOFhUGDBqYj8Pz5pmOwSC7lq2WmZ8+e17yd9P333+c7kMjvWr8eYmLM1Oj9+kEp1eQiHq9UKTND8EcfQVycKWgeesh2KvEQ+fot0Lp1a1q1apX9aNq0Kenp6WzevJkWLVoUdEaRi+LiIKtYvu02qFjRbh4RKTg+PmYNp3LlIDYWPv9cI5wkV/LVMvO3v/3tivsjIiI4e/bsdQUSuaqsRSQzMkxzdJs2thOJSEG74QZ44AH4+GPYu5fqmjdKcqFA2+cHDx6sdZmk8KxYYf5a8/WFP/zBzCQqIsVPzZrQty8Awdu2McxyHHF/BVrMrFu3jrKqoqUwHD4Ma9aY7Tvv1NTnIsVdixZw880AzADKb9hgN4+4tXzdZhowYECO547jcPz4cTZu3MgLL7xQIMFEsqWnm9FLjgMtW0LTprYTiUhR6NGDX44codKBA9T785+hc2dT5Ij8Rr6KmYCAgBzPS5UqRaNGjXj55ZcJDw8vkGAi2ZYuNYvSVagAvXvbTiMiRcXl4lCPHuw8cICbz50z///Xrze3oUQuka9iZubMmQWdQ+TKDh2CjRvNdt++WkRSpIRxvL3pBxwNDcX34EFT0KxeDb/5o1pKtuvqM7Np0yZmz57NnDlz2LJly3UFmTRpEi6Xi9GjR2fvcxyHiIgIqlevjq+vLz169GDXrl3X9X3Eg1y4YNZeAmjbFurWtZtHRKxIAH56+22oVg127oT+/SEtzXYscSP5Kmbi4uK45ZZbuPHGG3nqqacYNWoU7dq1o1evXpw8eTLPn7dhwwZmzJhBy5Ytc+yfPHkyU6ZMYdq0aWzYsIHg4GDCwsJISkrKT2zxNFFRcOqU6ewbFmY7jYhYlF6tGixebK4Hy5ebCfUyM23HEjeRr2Lmj3/8I4mJiezatYtffvmFhIQEdu7cSWJiIk899VSePuvs2bMMGjSIDz74gIqXTIDmOA5Tp05l/PjxDBgwgObNmzNr1iySk5OZO3dufmKLJ4mNvTh66Y47dHtJRKB1a/jsM7Oo7Lx5MG6c7UTiJvJVzHzzzTdMnz6dJk2aZO9r2rQp77zzDl9//XWePuvJJ5/kjjvu4NZbb82x/+DBg8TGxuboUOzj40P37t1Zu3ZtfmKLp8jMhEWLzOilpk2hcWPbiUTEXYSHwz/+YbYnT4Zp0+zmEbeQrw7AmZmZlC5d+rL9pUuXJjMPzX7z589n8+bNbLjC/AGxsbEABP1mNeSgoCAOHTp01c9MS0sj7ZJ7qYmJibnOI25i3To4fty0xmj0koj81rBhcOQIPP88PPUUVK0K991nO5VYlK+WmVtuuYWnn36aY8eOZe87evQof/rTn+jVq1euPuPw4cM8/fTTzJ49+5oT7f12QUvHca65yOWkSZMICAjIfoSEhOQqj7iJX34xM/2C+QtMk+OJyJU89xw8/rhpwR082EzhICVWvoqZadOmkZSURJ06dahXrx7169cnNDSUpKQk3n777Vx9xqZNm4iLi6Ndu3Z4e3vj7e1NVFQUb731Ft7e3tktMlktNFni4uIua6251Lhx4zhz5kz24/Dhw/n5EcWWb74xo5hCQ839cRGRK3G5zC2me++F8+fNCKf//td2KrEkX7eZQkJC2Lx5M0uXLmXPnj04jkPTpk0v6/dyLb169WLHjh059j300EM0btyYZ555hrp16xIcHMzSpUtp8+uCgunp6URFRfH6669f9XN9fHzw8fHJz48ltv34I+zbB6VKQZ8+WntJRK7Nyws++QQSEuC77y7OQXNJf04pGfJUzHz//feMGjWK9evXU6FCBcLCwgj7dcjsmTNnaNasGe+99x7dunX73c/y9/enefPmOfaVK1eOypUrZ+8fPXo0EydOpEGDBjRo0ICJEyfi5+fHwIED8xJbPMGFC6ZVBqBTJwgMtJtHRDyDjw9ERkKvXqZlJjzcjISsVct2MilCebrNNHXqVB577DEqVKhw2WsBAQGMGDGCKVOmFFi4sWPHMnr0aEaOHEn79u05evQoS5Yswd/fv8C+h7iJtWvNX1f+/tmLy4mI5Er58vDVV2bk45EjpqDJx5xn4rnyVMxs27aN22+//aqvh4eHs2nTpnyHWbFiBVOnTs1+7nK5iIiI4Pjx46SmphIVFXVZa44UA6dPw6pVZjs8HMqUsRpHRDxQYCAsWQIhIbB3r7lVrQlWS4w8FTMnTpy44pDsLN7e3vmaAVhKuCVLzG2m2rWhWTPbaUTEU4WEmOtJ5cpmTTcte1Bi5KmYqVGjxmWddi+1fft2qlWrdt2hpAQ5cACio01n39691elXRK5P48bw9dfm1tOyZTBoEGRk2E4lhSxPxUyfPn148cUXSU1Nvey1lJQUXnrpJe68884CCyfFXGbmxU6/N94I1xhyLyKSazfeCAsXmlvWn30GI0ea+Wik2MrTaKbnn3+ezz//nIYNGzJq1CgaNWqEy+UiOjqad955h4yMDMaPH19YWaW42brVdNLz9YWePW2nEZHipFcvmDvXzAw8Y4bpU/Pqq7ZTSSHJUzETFBTE2rVreeKJJxg3bhzOr5Wuy+Xitttu4913373mhHYi2c6fvzjTb7duWkhSRAre3XfDe+/B//wPTJxo+tKMGWM7lRSCPE+aV7t2bRYvXkxCQgL79+/HcRwaNGiQY8Vrkd/13/+akQYBAaZJWESkMDz2GJw6ZVbY/vOfTUEzbJjtVFLA8jUDMEDFihW5Ub+EJD9SUswsnWBuL3nn+5+hiMjve+YZiI+HN9+ERx6BG26Avn1tp5IClK+1mUSuy+rVkJpqVrpt0cJ2GhEp7lwueOMNeOghM7Lp/vshKsp2KilAKmakaJ05Az/8YLZvvdWswyQiUthcLtMRuG9fM/fMXXfB5s22U0kB0W8SKVorVpi/jGrXhvr1bacRkZLE2xvmz4cePUyfvdtvNwvcisdTMSNF5+RJ2LbNbN96qybIE5GiV7Ys/Oc/0LatuSaFhZn1nMSjqZiRohMVZSauatwYata0nUZESqoKFcwswQ0bQkyMWRPu1CnbqeQ6qJiRohEfD7t2me0ePaxGERGhalWzjlPNmmZJlT594OxZ26kkn1TMSNHIGordqJGWLRAR91C79sWFKf/7X3jgAbPorXgcFTNS+BISYPt2s92tm90sIiKXatIEvvzSLKvy1Vfw5JNax8kDqZiRwrd6tbk41KsHNWrYTiMiklPHjmYdp6zh25Mm2U4keaRiRgrXmTNmQUmAm2+2GkVE5Kr69YO33zbb48fDJ59YjSN5o2JGCtfatZCZCXXqQK1attOIiFzdk0/CX/9qth9+GJYts5tHck3FjBSes2cvzrCpvjIi4glee+1iR+C774a9e20nklxQMSOFZ+1ac0GoWRNCQ22nERH5faVKwccfQ+fO5jb5H/5gBjGIW1MxI4XCKy0NNm40T26+WbP9iojn8PGBzz83t8Z//BHuu09Dtt2cihkpFJX37IHz583EVFqDSUQ8TVAQLFoEfn7w3XcwZoztRHINKmakwHkDVXfuNE86dlSrjIh4platYPZss/322/D++3bzyFV52w4gxc/dQJlz56BcOWjRwnYcEZH8698fXnkFnn8eRo3iRGAgR92kD2BgYCC1NEoUUDEjBc1x+FPWdvv24K1/YiLi4Z57DnbuhPnzybznHnoDcbYzAX6+vkTv2aOCBhUzUsDKbd9OIyDTy4tSN95oO46IyPVzueCDD0j54QeqHTzItsBAjvXrZ0Y+WRJ98iSDIyOJj49XMYOKGSlgVefMAeCX+vUJLFfOchoRkQJSvjwH33iDWvfcQ3B8PMF79kCvXrZTya/UAVgKzsGD3LB8OQBx6isjIsVMamgoj2Y9Wb3aDNsWt6BiRgrOW2/hysxkCZBaqZLtNCIiBW4BENesmXkSGQmnT9uMI79SMSMFIzERPvwQgCmWo4iIFKajHTtCjRqQmgqffgoZGbYjlXgqZqRgfPQRJCWREhrKt7aziIgUIsfLC+69F8qWhWPHICrKdqQST8WMXD/HgenTATj5wAOWw4iIFIGAALjzTrO9ejXExNjNU8KpmJHr9/33piNc+fL80ru37TQiIkWjWTMzS7DjmP4zaWm2E5VYVouZ6dOn07JlSypUqECFChXo1KkTX3/9dfbrjuMQERFB9erV8fX1pUePHuzatctiYrmi994zX4cMIVPDsUWkJOndG264wXQEvuT3lxQtq8VMzZo1ee2119i4cSMbN27klltuoW/fvtkFy+TJk5kyZQrTpk1jw4YNBAcHExYWRlJSks3Ycqnjx2HhQrP9xBNWo4iIFDkfH7PkgcsF27aB/uC2wmoxc9ddd9GnTx8aNmxIw4YNefXVVylfvjzr16/HcRymTp3K+PHjGTBgAM2bN2fWrFkkJyczd+5cm7HlUv/4B1y4AF26aB0mESmZatWCrl3N9pdfmtGdUqTcps9MRkYG8+fP59y5c3Tq1ImDBw8SGxtLeHh49jE+Pj50796dtWvXWkwq2S5cgBkzzPbjj9vNIiJiU/fuUL26Ga791VemH40UGevFzI4dOyhfvjw+Pj48/vjjREZG0rRpU2JjYwEICgrKcXxQUFD2a1eSlpZGYmJijocUkq++giNHoHJluOce22lEROzx8oK+fc16TT/+qNtNRcx6MdOoUSO2bt3K+vXreeKJJxg2bBi7d+/Oft3lcuU43nGcy/ZdatKkSQQEBGQ/QkJCCi17iffrcGweftjMtyAiUpJVrQo332y2v/4akpPt5ilBrBczZcqUoX79+rRv355JkybRqlUr/v73vxMcHAxwWStMXFzcZa01lxo3bhxnzpzJfhw+fLhQ85dYBw7At79OjzdihN0sIiLuomtXU9QkJ1+8Rkqhs17M/JbjOKSlpREaGkpwcDBLly7Nfi09PZ2oqCg6d+581ff7+PhkD/XOekgheP998/W226BePbtZRETchZcX/OEPZnTT9u2wb5/tRCWCt81v/txzz9G7d29CQkJISkpi/vz5rFixgm+++QaXy8Xo0aOZOHEiDRo0oEGDBkycOBE/Pz8GDhxoM7akp5vlC0Adf0WkSERHR9uOkPsMNWpAhw6wfr0Z3TRypBnCLYXGajFz4sQJhgwZwvHjxwkICKBly5Z88803hIWFATB27FhSUlIYOXIkCQkJdOjQgSVLluDv728ztnz5JcTHQ7VqF6fzFhEpBMfPnsUFDB482HaUbElnz/7+QT17wp49ZjK9ZcugT59Cz1WSWS1mPvx1leWrcblcREREEBERUTSBJHdmzjRfhw4Fb6v/hESkmDudmooDTOvZk04NGljNsnjfPl5YvpzU1NTfP7hMGbjrLvjkE9iwAVq3NkO3pVDoN5HkTWzsxSm7hw+3GkVESo76FSvStlo1qxmi4+Pz9oa6dc1kojt2wOLF8Mgjpi+NFDi36wAsbm7OHMjIgI4doXFj22lERNxbWJhppTl6FLZssZ2m2FIxI7nnOPDxx2ZbrTIiIr/P39/MDgym70xKit08xZSKGcm9TZtg504zQd7999tOIyLiGTp0gCpVzNwz339vO02xpGJGci+rVaZ/f7PkvYiI/D4vr4ujmTZuhOPH7eYphlTMSO6kpUHWauW6xSQikjd16kDz5mZ78WItRFnAVMxI7ixaBAkJZjKoXr1spxER8TxZnYGPHIFt22ynKVZUzEjuZN1iGjrUNJmKiEjeVKhwcSHK7783s6lLgVAxI7/v+HH45huzrVtMIiL516GD6XOYlATr1tlOU2yomJHfN3s2ZGZC587QsKHtNCIinsvb++Kt+jVrTFEj103FjFyb41xcvkCtMiIi169ZM6hZE86f11DtAqJiRq5twwaIjgZfX7jvPttpREQ8n8sF4eFme+tWs0yMXBcVM3JtWR1/BwyAgACrUUREio2QENNCA7B0qYZqXycVM3J1qakwb57Z1i0mEZGC1auXGR164ADs3287jUdTMSNX95//wOnT5i+IW26xnUZEpHipWNGMbgJYssQMtJB8UTEjV5d1i2nYMCilfyoiIgWuWzfTJzE+XhPpXQf9hpIrO3rU/KUAppgREZGCV7YsdO1qtlesgAsXrMbxVCpm5Mo++cQ0eXbrBvXr204jIlJ83XijmR04MdGMIJU8UzEjl3Oci7eY1PFXRKRwlS4N3bub7VWrzMK+kicqZuRyP/wAe/eCnx/ce6/tNCIixV/r1hAYCCkpsHat7TQeR8WMXC6rVebuu8Hf32oUEZESoVSpi6NG162Ds2ft5vEwKmYkp5QUmD/fbD/0kN0sIiIlSePGUL26WeZg1SrbaTyKihnJaeFCOHMGate+eA9XREQKn8sFt95qtjduhIQEu3k8iIoZyUlzy4iI2BMaCnXrmtGkUVG203gM/baSiw4fNmuEgOaWERGxJavvzPbtcOqU3SweQsWMXPTJJ2ZYdvfu5i8DEREpejVqQMOG5nqs1plcUTEjhuaWERFxHz16mK87dkBcnNUonkDFjBjr1sG+fVCuHNxzj+00IiIlW7Vq0KSJ2VbrzO9SMSPGzJnm6733QvnydrOIiMjFEaW7d0NsrN0sbk7FjEByMixYYLZ1i0lExD0EBUGzZmZbrTPXpGJGIDISkpJMp99u3WynERGRLD16mPln9uyBY8dsp3FbKmZEc8uIiLirwEBo0cJsr1hhNYo702+uki4mBpYtM9tDh9rNIiIil7v5ZtM6s28fHDliO41bslrMTJo0iRtvvBF/f3+qVq1Kv3792Lt3b45jHMchIiKC6tWr4+vrS48ePdi1a5elxMXQP/9phmX37Al16thOIyIiv1W5MrRqZbaXL7ebxU1ZLWaioqJ48sknWb9+PUuXLuXChQuEh4dz7ty57GMmT57MlClTmDZtGhs2bCA4OJiwsDCSkpIsJi8mLp1bRotKioi4r5tvNt0ADhyAQ4dsp3E7VouZb775huHDh9OsWTNatWrFzJkziYmJYdOmTYBplZk6dSrjx49nwIABNG/enFmzZpGcnMzcuXNtRi8eVq+Gn34yQ7EHDLCdRkRErqZiRWjTxmyr78xl3KrPzJkzZwCoVKkSAAcPHiQ2Npbw8PDsY3x8fOjevTtr1661krFYyWqVue8+M1meiIi4r27dwMsLfv6Z8keP2k7jVrxtB8jiOA5jxoyha9euNG/eHIDYXycJCgoKynFsUFAQh67SzJaWlkZaWlr288TExEJK7F5iYmKIj4/P9fGlUlJoMX8+XsDezp05t3lzgeSIjo4ukM8REZHfCAiAtm1hwwaqb9xoO41bcZtiZtSoUWzfvp3Vq1df9prL5crx3HGcy/ZlmTRpEhMmTCiUjO4qJiaGJo0bk5ySkuv3DAY+AfYDjR99tMAzJZ09W+CfKSJS4nXrBlu2UP7ECcJ//+gSwy2KmT/+8Y8sWrSIlStXUrNmzez9wcHBgGmhqVatWvb+uLi4y1prsowbN44xY8ZkP09MTCQkJKSQkruH+Ph4klNSmN2/P02qVMnVexp8+SUcO4Zf+/Zsatu2wLIs3rePF5YvJzU1tcA+U0REfuXvD+3bw/r1/C+YgRxit5hxHIc//vGPREZGsmLFCkJDQ3O8HhoaSnBwMEuXLqXNrx2f0tPTiYqK4vXXX7/iZ/r4+ODj41Po2d1RkypVaHtJ0XdVCQnZM0lW79qV6gEBBZYhOg+3ukREJB+6diVj40ZuunCBn1atgnbtbCeyzmoH4CeffJLZs2czd+5c/P39iY2NJTY2lpRfb5e4XC5Gjx7NxIkTiYyMZOfOnQwfPhw/Pz8GDhxoM7pn27rVfK1Xz9yDFRERz1GuHCd/XbOp2nvvqXUGyy0z06dPB6BHjx459s+cOZPhvy54OHbsWFJSUhg5ciQJCQl06NCBJUuW4O/vX8Rpi4nMzIvFTOvWNpOIiEg+nWjVinLbtuG/d69ZX6+ET69h/TbT73G5XERERBAREVH4gUqCgwchMRHKloXGjW2nERGRfMgoW5apwAsAL70E/fqV6LX1Su5PXlJt2WK+tmgB3m7R/1tERPJhCnChfHnYuRP+9S/bcaxSMVOSpKSYZeTh4kySIiLikU4DcYMHmycREZCRYTGNXSpmSpIdO8w/9uBgyM2oJxERcWtxDz4IlSrB3r1Qgpf5UTFTkmTdYlLHXxGRYiGzfHn461/NkwkT4Px5u4EsUTFTUhw/DrGxZl2Pli1tpxERkYIyahRUqWIWDv7nP22nsULFTEmRNRy7cWPw9bUaRUREClD58vDss2b7f/8X0tPt5rFAxUxJcOECbN9uttXxV0Sk+HniCdMf8tAh+Ogj22mKnIqZkmDPHkhNhQoV4DdLRoiISDHg6wvPPWe2X3nFXPNLEBUzJcGmTeZr69YlelIlEZFi7bHHoGZNOHoUZsywnaZI6TdbcRcfDz//DC4XFODq2CIi4mbKloXnnzfbEydCcrLdPEVIxUxxl9Uq07ChFpUUESnuHnoI6tSBEydg2jTbaYqMipni7Pz5i6OYtES8iEjxV6aMmQ0Y4LXX4PRpm2mKjIqZ4mz3btMJLCAA6tWznUZERIrC4MHQtCkkJMAbb9hOUyRUzBRnWbeY2rVTx18RkZLCywtefdVsT51qJkwt5vQbrrg6cQIOHzZFjOaWEREpWfr2hQ4dTCfgV16xnabQqZgprjZuNF8bNzazQ4qISMnhcsGkSWZ7xgw4cMBunkKmYqY4Sk+/OONv+/Z2s4iIiB09e0J4uBkM8tJLttMUKhUzxdGOHaagqVTJDNETEZGSaeJE83XOHPO7oZhSMVPcOE7Ojr8ul908IiJiT7t2cO+95ndD1nIHxZCKmeLm8GE4fhy8vc3yBSIiUrK98ooZ4fTll7B8ue00hULFTHGzfr352rIl+PnZzSIiIvY1bAiPP262//IXyMy0m6cQqJgpRsokJpoVssEMyRMREQHTAbhCBdi82fSfKWZUzBQjVXbtMvdF69WDqlVtxxEREXdRpcrFPjPPPQcpKXbzFDAVM8WEPxCoVhkREbmap5+GWrXgyBH4299spylQKmaKiYcAr/PnITAQ6te3HUdERNxN2bIXJ9KbNMnMFF9MqJgpDjIyeDpru0MHDccWEZEre+ABM5nq2bMXV9cuBlTMFAMBK1dSF7jg4wOtWtmOIyIi7qpUKXjzTbM9Ywbs3m03TwFRMVMMVJ07F4D4Jk2gdGnLaURExK3dfDP062eGaD/9tBk44uFUzHi6zZvx37yZ88DJZs1spxEREU/w5pvg4wPffQeffWY7zXVTMePp3ngDgH8B58uVs5tFREQ8Q9268MwzZnvMGDh3zm6e66RixpPt2wf/+hcAky1HERERD/PMM1C7tlkGJ2uUk4dSMePJJk+GzEzOdO3KdttZRETEs/j5XZxv5o03YP9+u3mug7ftAJJPR4/CrFkAxD78MKxebTmQiIgUtejo6Ov7gFq1qN+xIxXWr+fMQw/x09//nuePCAwMpFatWteX4zpZLWZWrlzJG2+8waZNmzh+/DiRkZH069cv+3XHcZgwYQIzZswgISGBDh068M4779BMHV1N563z5+Hmmzmn4dgiIiXK8bNncQGDBw++7s9qCOwAAlav5sV27fgqj+/38/Ules8eqwWN1WLm3LlztGrVioceeoi77777stcnT57MlClT+Pjjj2nYsCGvvPIKYWFh7N27F39/fwuJ3URsLLz3ntnOWmtDRERKjNOpqTjAtJ496dSgwXV/3i8//EDwtm185u9P9D33kJnLaT6iT55kcGQk8fHxJbeY6d27N717977ia47jMHXqVMaPH8+AAQMAmDVrFkFBQcydO5cRI0YUZVT38vrrZpGwjh0hPBy2bLGdSERELKhfsSJtq1W7/g/q0wcOHsQnMZHW0dFw223X/5lFyG07AB88eJDY2FjCw8Oz9/n4+NC9e3fWrl1rMZllx47B9Olme8IELV0gIiLXr0wZuOMOs/3DD6Zfpgdx22ImNjYWgKCgoBz7g4KCsl+7krS0NBITE3M8ipXXXoO0NOjSBcLCbKcREZHiomFDaNHCzAi8aBFkZNhOlGtuW8xkcf2m5cFxnMv2XWrSpEkEBARkP0JCQgo7YtE5dMispQFqlRERkYJ3223g6wtxcbBmje00uea2xUxwcDDAZa0wcXFxl7XWXGrcuHGcOXMm+3H48OFCzVmkXnrJtMr06AG33GI7jYiIFDflysHtt5vtlSvh5Em7eXLJbYuZ0NBQgoODWbp0afa+9PR0oqKi6Ny581Xf5+PjQ4UKFXI8ioUdO+Cf/zTbkyerVUZERApHixZQv765zfTFFx6xEKXVYubs2bNs3bqVrVu3AqbT79atW4mJicHlcjF69GgmTpxIZGQkO3fuZPjw4fj5+TFw4ECbse0YN878g7r3XrjxRttpRESkuHK54M47Tafgw4dNh2A3Z3Vo9saNG+nZs2f28zFjxgAwbNgwPv74Y8aOHUtKSgojR47MnjRvyZIlJW+OmeXL4auvwNsbXn3VdhoRESnuAgLg1lth8WKzsnZoKFyji4dtVouZHj164Fyj+crlchEREUFERETRhXI3Fy7A00+b7REjoAAmRxIREfld7dubBY337YPPP4fHHjN/VLsht+0zI7/64APTX6ZSJXj5ZdtpRESkpHC54A9/MJ2C4+JMC42bUjHjzn75BZ5/3my//LIpaERERIpK+fLQt6/Z/uEHt11ZW8WMO3v+eVPQNG9ubjGJiIgUtQYNLg48WbgQzp2zGudKVMy4q3XrLi4m+fbbbnufUkRESoCwMKhSxRQyixa53XBtFTPu6Px5+J//Mf9Yhg83k+SJiIjYUro0DBgAXl7w44+wapXtRDmomHFH//d/sHMnBAaabREREduCg83q2mCmDNm3z26eS6iYcTe7dkHWUPQ334TKla3GERERyda2LbRrZ7Y//xyfM2fs5vmVihl3cv48DB0K6elmKfYhQ2wnEhERyen226FmTUhNpe6SJZSznQcVM+7llVdg82YzBPuDD7T+koiIuB9vb7jvPihfHt+EBD4E6x2CVcy4izVrLi5V8O67UK2a3TwiIiJX4+8P996L43JxP1D1k0+sxlEx4w5OnYIHHjArlA4aBPffbzuRiIjItdWqxeHOnckEXGqZKeEyM2HYMDhyBBo2hOnTbScSERHJlfimTWkFnBg2zGoOFTO2TZpkVsT28YF//cs03YmIiHgCl4udtjOgYsau//zn4tpL06ZBq1Z284iIiHggFTO27NgBgweb7VGj4NFH7eYRERHxUCpmbIiJgd694exZuOUWmDLFdiIRERGPpWKmqJ06BbfdBkePQpMm8OmnZs0LERERyRcVM0Xp9GnTIrNnj5k98dtvzQR5IiIikm8qZopKQoJZQn3DBlPAfPsthITYTiUiIuLxVMwUhZMnTSGzcaNZOPL776FpU9upREREigVv2wGKvZ9+Moty7d8PgYGwbBm0bGk7lYiISLGhlpnCtHYtdOpkCpnatWHVKhUyIiIiBUzFTGFwHLMsQY8e5hZT69awbh00bmw7mYiISLGjYqagnTkDQ4fCyJFw/jzccw+sXKlVsEVERAqJipmCtGqVWZJg9mwoVQpee03rLYmIiBQydQAuCAkJ8Mwz8MEH5nmdOqag6dLFaiwREZGSQC0z1+PCBXjvPWjU6GIh88gjsG2bChkREZEiopaZ/Pr6axgzxszmC6Zz7/vvw803280lIiJSwqiYya+1a2HPHjIqVuTYY49xcsAAs8bS5s1FHiU6OrrIv6eIiIi7UDGTX2PHcubsWRq/9x6xkyfD5Mm2E5F09qztCCIiIkVOxUx++fvz05AhxE6dyuz+/WlSpYq1KIv37eOF5ctJTU21lkFERMQWFTMFoEmVKrS1OI9MdHy8te8tIiJim0YziYiIiEfziGLm3XffJTQ0lLJly9KuXTtWrVplO5KIiIi4CbcvZhYsWMDo0aMZP348W7ZsoVu3bvTu3ZuYmBjb0URERMQNuH0xM2XKFB555BEeffRRmjRpwtSpUwkJCWH69Om2o4mIiIgbcOtiJj09nU2bNhEeHp5jf3h4OGvXrrWUSkRERNyJW49mio+PJyMjg6CgoBz7g4KCiI2NveJ70tLSSEtLy35+5swZABITEws839lf53XZdOwYZ9PTC/zzcyv65EkAdpw8ie+hQ9ZyKIt751AW986hLO6dQ1mubO+vo2nPnj1b4L9nsz7PcZzfP9hxY0ePHnUAZ+3atTn2v/LKK06jRo2u+J6XXnrJAfTQQw899NBDj2LwOHz48O/WC27dMhMYGIiXl9dlrTBxcXGXtdZkGTduHGPGjMl+npmZyS+//ELlypVxuVzZ+xMTEwkJCeHw4cNUqFChcH4AD6FzcZHORU46HxfpXFykc5GTzsdFBXkuHMchKSmJ6tWr/+6xbl3MlClThnbt2rF06VL69++fvX/p0qX07dv3iu/x8fHBx8cnx74bbrjhqt+jQoUKJf4fXxadi4t0LnLS+bhI5+IinYucdD4uKqhzERAQkKvj3LqYARgzZgxDhgyhffv2dOrUiRkzZhATE8Pjjz9uO5qIiIi4AbcvZu6//35OnTrFyy+/zPHjx2nevDmLFy+mdu3atqOJiIiIG3D7YgZg5MiRjBw5skA/08fHh5deeumyW1Ilkc7FRToXOel8XKRzcZHORU46HxfZOhcux8nNmCcRERER9+TWk+aJiIiI/B4VMyIiIuLRVMyIiIiIRyvWxcy7775LaGgoZcuWpV27dqxateqax8+ZM4dWrVrh5+dHtWrVeOihhzh16lQRpS08K1eu5K677qJ69eq4XC4WLlz4u++JioqiXbt2lC1blrp16/Lee+8VftAikNdz8fnnnxMWFkaVKlWoUKECnTp14ttvvy2asIUsP/8usqxZswZvb29at25daPmKUn7ORVpaGuPHj6d27dr4+PhQr149Pvroo8IPWwTycz6K4/Vz0qRJ3Hjjjfj7+1O1alX69evH3r17f/d9xfX6mZ/zUVTX0GJbzCxYsIDRo0czfvx4tmzZQrdu3ejduzcxMTFXPH716tUMHTqURx55hF27dvHpp5+yYcMGHn300SJOXvDOnTtHq1atmDZtWq6OP3jwIH369KFbt25s2bKF5557jqeeeorPPvuskJMWvryei5UrVxIWFsbixYvZtGkTPXv25K677mLLli2FnLTw5fVcZDlz5gxDhw6lV69ehZSs6OXnXNx3330sW7aMDz/8kL179zJv3jwaN25ciCmLTl7PR3G9fkZFRfHkk0+yfv16li5dyoULFwgPD+fcuXNXfU9xvn7m53wU2TX0+ldQck833XST8/jjj+fY17hxY+fZZ5+94vFvvPGGU7du3Rz73nrrLadmzZqFltEGwImMjLzmMWPHjnUaN26cY9+IESOcjh07FmKyopebc3ElTZs2dSZMmFDwgSzKy7m4//77neeff9556aWXnFatWhVqLhtycy6+/vprJyAgwDl16lTRhLIoN+ejpFw/4+LiHMCJioq66jEl5frpOLk7H1dSGNfQYtkyk56ezqZNmwgPD8+xPzw8nLVr117xPZ07d+bIkSMsXrwYx3E4ceIE//73v7njjjuKIrJbWbdu3WXn7rbbbmPjxo2cP3/eUir3kJmZSVJSEpUqVbIdxYqZM2fy008/8dJLL9mOYtWiRYto3749kydPpkaNGjRs2JC//OUvpKSk2I5mRUm5fp45cwbgmv//S9L1Mzfn47cK6xpaLIuZ+Ph4MjIyLluMMigo6LJFK7N07tyZOXPmcP/991OmTBmCg4O54YYbePvtt4sisluJjY294rm7cOEC8b8u915Svfnmm5w7d4777rvPdpQit2/fPp599lnmzJmDt7dHzLdZaA4cOMDq1avZuXMnkZGRTJ06lX//+988+eSTtqNZURKun47jMGbMGLp27Urz5s2velxJuX7m9nz8VmFdQ4tlMZPl0lWywZz83+7Lsnv3bp566ilefPFFNm3axDfffMPBgwdL7BpQVzp3V9pfksybN4+IiAgWLFhA1apVbccpUhkZGQwcOJAJEybQsGFD23Gsy8zMxOVyMWfOHG666Sb69OnDlClT+Pjjj0tk60xJuH6OGjWK7du3M2/evN89tiRcP/NyPrIU5jW0WP55FRgYiJeX12WtMHFxcZdVzFkmTZpEly5d+Otf/wpAy5YtKVeuHN26deOVV16hWrVqhZ7bXQQHB1/x3Hl7e1O5cmVLqexasGABjzzyCJ9++im33nqr7ThFLikpiY0bN7JlyxZGjRoFmF/ojuPg7e3NkiVLuOWWWyynLDrVqlWjRo0aOVb0bdKkCY7jcOTIERo0aGAxXdEr7tfPP/7xjyxatIiVK1dSs2bNax5bEq6feTkfWQr7GlosW2bKlClDu3btWLp0aY79S5cupXPnzld8T3JyMqVK5TwdXl5ewMWquqTo1KnTZeduyZIltG/fntKlS1tKZc+8efMYPnw4c+fOLXZ9AHKrQoUK7Nixg61bt2Y/Hn/8cRo1asTWrVvp0KGD7YhFqkuXLhw7doyzZ89m7/vxxx8pVapUri/uxUlxvX46jsOoUaP4/PPP+f777wkNDf3d9xTn62d+zgcU0TW0QLsTu5H58+c7pUuXdj788ENn9+7dzujRo51y5co5P//8s+M4jvPss886Q4YMyT5+5syZjre3t/Puu+86P/30k7N69Wqnffv2zk033WTrRygwSUlJzpYtW5wtW7Y4gDNlyhRny5YtzqFDhxzHufxcHDhwwPHz83P+9Kc/Obt373Y+/PBDp3Tp0s6///1vWz9CgcnruZg7d67j7e3tvPPOO87x48ezH6dPn7b1IxSYvJ6L3ypOo5nyei6SkpKcmjVrOvfcc4+za9cuJyoqymnQoIHz6KOP2voRClRez0dxvX4+8cQTTkBAgLNixYoc//+Tk5OzjylJ18/8nI+iuoYW22LGcRznnXfecWrXru2UKVPGadu2bY7hY8OGDXO6d++e4/i33nrLadq0qePr6+tUq1bNGTRokHPkyJEiTl3wli9f7gCXPYYNG+Y4zpXPxYoVK5w2bdo4ZcqUcerUqeNMnz696IMXgryei+7du1/zeE+Wn38XlypOxUx+zkV0dLRz6623Or6+vk7NmjWdMWPG5Lioe7L8nI/ieP280jkAnJkzZ2YfU5Kun/k5H0V1DdWq2SIiIuLRimWfGRERESk5VMyIiIiIR1MxIyIiIh5NxYyIiIh4NBUzIiIi4tFUzIiIiIhHUzEjIiIiHk3FjIiIiHg0FTMiIvnkcrlYuHCh7RgiJV6xXDVbRKQoHD9+nIoVK9qOIVLiaTkDESlyGRkZuFyuy1Za9hTp6emUKVPGdgwR+ZVnXklEpEB98803dO3alRtuuIHKlStz55138tNPPwHQqVMnnn322RzHnzx5ktKlS7N8+XLA/HIfO3YsNWrUoFy5cnTo0IEVK1ZkH//xxx9zww038OWXX9K0aVN8fHw4dOgQGzZsICwsjMDAQAICAujevTubN2/O8b327NlD165dKVu2LE2bNuW777677PbO0aNHuf/++6lYsSKVK1emb9++/Pzzz7n62YcPH06/fv2YMGECVatWpUKFCowYMYL09PTsY3r06MGoUaMYM2YMgYGBhIWFAZffZjpy5AgPPPAAlSpVoly5crRv354ffvgh+/UvvviCdu3aUbZsWerWrcuECRO4cOFCrnKKyNWpmBERzp07x5gxY9iwYQPLli2jVKlS9O/fn8zMTAYNGsS8efO4tBF3wYIFBAUF0b17dwAeeugh1qxZw/z589m+fTv33nsvt99+O/v27ct+T3JyMpMmTeIf//gHu3btomrVqiQlJTFs2DBWrVrF+vXradCgAX369CEpKQmAzMxM+vXrh5+fHz/88AMzZsxg/PjxObInJyfTs2dPypcvz8qVK1m9ejXly5fn9ttvz1GQXMuyZcuIjo5m+fLlzJs3j8jISCZMmJDjmFmzZuHt7c2aNWt4//33L/uMs2fP0r17d44dO8aiRYvYtm0bY8eOJTMzE4Bvv/2WwYMH89RTT7F7927ef/99Pv74Y1599dVcZRSRayjQNbhFpFiIi4tzAGfHjh1OXFyc4+3t7axcuTL79U6dOjl//etfHcdxnP379zsul8s5evRojs/o1auXM27cOMdxHGfmzJkO4GzduvWa3/fChQuOv7+/88UXXziO4zhff/214+3t7Rw/fjz7mKVLlzqAExkZ6TiO43z44YdOo0aNnMzMzOxj0tLSHF9fX+fbb7/93Z912LBhTqVKlZxz585l75s+fbpTvnx5JyMjw3Ecx+nevbvTunXry957aY7333/f8ff3d06dOnXF79OtWzdn4sSJOfZ98sknTrVq1X43o4hcmzoAiwg//fQTL7zwAuvXryc+Pj67NSEmJobmzZsTFhbGnDlz6NatGwcPHmTdunVMnz4dgM2bN+M4Dg0bNszxmWlpaVSuXDn7eZkyZWjZsmWOY+Li4njxxRf5/vvvOXHiBBkZGSQnJxMTEwPA3r17CQkJITg4OPs9N910U47P2LRpE/v378ff3z/H/tTU1OxbZb+nVatW+Pn5ZT/v1KkTZ8+e5fDhw9SuXRuA9u3bX/Mztm7dSps2bahUqdIVX9+0aRMbNmzI0RKTkZFBamoqycnJOb6/iOSNihkR4a677iIkJIQPPviA6tWrk5mZSfPmzbNv0wwaNIinn36at99+m7lz59KsWTNatWoFmFtBXl5ebNq0CS8vrxyfW758+extX19fXC5XjteHDx/OyZMnmTp1KrVr18bHx4dOnTplf1/HcS57z29lZmbSrl075syZc9lrVapUyfvJuMSl37tcuXLXPNbX1/ear2dmZjJhwgQGDBhw2Wtly5bNX0ARAVTMiJR4p06dIjo6mvfff59u3boBsHr16hzH9OvXjxEjRvDNN98wd+5chgwZkv1amzZtyMjIIC4uLvv9ubVq1Sreffdd+vTpA8Dhw4eJj4/Pfr1x48bExMRw4sQJgoKCANiwYUOOz2jbti0LFizI7rybH9u2bSMlJSW7IFm/fj3ly5enZs2auf6Mli1b8o9//INffvnliq0zbdu2Ze/evdSvXz9fGUXk6tQBWKSEyxoBNGPGDPbv38/333/PmDFjchxTrlw5+vbtywsvvEB0dDQDBw7Mfq1hw4YMGjSIoUOH8vnnn3Pw4EE2bNjA66+/zuLFi6/5vevXr88nn3xCdHQ0P/zwA4MGDcrRwhEWFka9evUYNmwY27dvZ82aNdkdgLNaTQYNGkRgYCB9+/Zl1apVHDx4kKioKJ5++mmOHDmSq3OQnp7OI488wu7du/n666956aWXGDVqVJ6Gjj/44IMEBwfTr18/1qxZw4EDB/jss89Yt24dAC+++CL//Oc/iYiIYNeuXURHR7NgwQKef/75XH8PEbkyFTMiJVypUqWYP38+mzZtonnz5vzpT3/ijTfeuOy4QYMGsW3bNrp160atWrVyvDZz5kyGDh3Kn//8Zxo1asQf/vAHfvjhB0JCQq75vT/66CMSEhJo06YNQ4YM4amnnqJq1arZr3t5ebFw4ULOnj3LjTfeyKOPPpr9yz/r1oyfnx8rV66kVq1aDBgwgCZNmvDwww+TkpKS65aaXr160aBBA26++Wbuu+8+7rrrLiIiInL13ixlypRhyZIlVK1alT59+tCiRQtee+217Ftvt912G19++SVLly7lxhtvpGPHjkyZMiW7T46I5J8mzRMRj7JmzRq6du3K/v37qVev3nV/3vDhwzl9+rSWJRDxYOozIyJuLTIykvLly9OgQQP279/P008/TZcuXQqkkBGR4kHFjIi4taSkJMaOHcvhw4cJDAzk1ltv5c0338z1+y8dUfVbX3/9dUFEFBHLdJtJRIq1/fv3X/W1GjVq/O6QahFxfypmRERExKNpNJOIiIh4NBUzIiIi4tFUzIiIiIhHUzEjIiIiHk3FjIiIiHg0FTMiIiLi0VTMiIiIiEdTMSMiIiIe7f8BJ6CQlg0VjcgAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.histplot(avocados.average_price[avocados.geography == 'Boston'], color = 'r', kde = True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "## Combining Datasets and Long vs Wide Data" ] }, { "cell_type": "code", "execution_count": 112, "metadata": {}, "outputs": [], "source": [ "pop = pd.read_csv('data/population.csv')" ] }, { "cell_type": "code", "execution_count": 113, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Country NameCountry CodeIndicator NameIndicator Code196019611962196319641965...2010201120122013201420152016201720182019
0ArubaABWPopulation, totalSP.POP.TOTL54211.055438.056225.056695.057032.057360.0...101669.0102046.0102560.0103159.0103774.0104341.0104872.0105366.0105845.0106314.0
1AfghanistanAFGPopulation, totalSP.POP.TOTL8996973.09169410.09351441.09543205.09744781.09956320.0...29185507.030117413.031161376.032269589.033370794.034413603.035383128.036296400.037172386.038041754.0
2AngolaAGOPopulation, totalSP.POP.TOTL5454933.05531472.05608539.05679458.05735044.05770570.0...23356246.024220661.025107931.026015780.026941779.027884381.028842484.029816748.030809762.031825295.0
3AlbaniaALBPopulation, totalSP.POP.TOTL1608800.01659800.01711319.01762621.01814135.01864791.0...2913021.02905195.02900401.02895092.02889104.02880703.02876101.02873457.02866376.02854191.0
4AndorraANDPopulation, totalSP.POP.TOTL13411.014375.015370.016412.017469.018549.0...84449.083747.082427.080774.079213.078011.077297.077001.077006.077142.0
..................................................................
259KosovoXKXPopulation, totalSP.POP.TOTL947000.0966000.0994000.01022000.01050000.01078000.0...1775680.01791000.01807106.01818117.01812771.01788196.01777557.01791003.01797085.01794248.0
260Yemen, Rep.YEMPopulation, totalSP.POP.TOTL5315355.05393036.05473671.05556766.05641597.05727751.0...23154855.023807588.024473178.025147109.025823485.026497889.027168210.027834821.028498687.029161922.0
261South AfricaZAFPopulation, totalSP.POP.TOTL17099840.017524533.017965725.018423161.018896307.019384841.0...51216964.052004172.052834005.053689236.054545991.055386367.056203654.057000451.057779622.058558270.0
262ZambiaZMBPopulation, totalSP.POP.TOTL3070776.03164329.03260650.03360104.03463213.03570464.0...13605984.014023193.014465121.014926504.015399753.015879361.016363507.016853688.017351822.017861030.0
263ZimbabweZWEPopulation, totalSP.POP.TOTL3776681.03905034.04039201.04178726.04322861.04471177.0...12697723.012894316.013115131.013350356.013586681.013814629.014030390.014236745.014439018.014645468.0
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264 rows × 64 columns

\n", "
" ], "text/plain": [ " Country Name Country Code Indicator Name Indicator Code 1960 \\\n", "0 Aruba ABW Population, total SP.POP.TOTL 54211.0 \n", "1 Afghanistan AFG Population, total SP.POP.TOTL 8996973.0 \n", "2 Angola AGO Population, total SP.POP.TOTL 5454933.0 \n", "3 Albania ALB Population, total SP.POP.TOTL 1608800.0 \n", "4 Andorra AND Population, total SP.POP.TOTL 13411.0 \n", ".. ... ... ... ... ... \n", "259 Kosovo XKX Population, total SP.POP.TOTL 947000.0 \n", "260 Yemen, Rep. YEM Population, total SP.POP.TOTL 5315355.0 \n", "261 South Africa ZAF Population, total SP.POP.TOTL 17099840.0 \n", "262 Zambia ZMB Population, total SP.POP.TOTL 3070776.0 \n", "263 Zimbabwe ZWE Population, total SP.POP.TOTL 3776681.0 \n", "\n", " 1961 1962 1963 1964 1965 ... \\\n", "0 55438.0 56225.0 56695.0 57032.0 57360.0 ... \n", "1 9169410.0 9351441.0 9543205.0 9744781.0 9956320.0 ... \n", "2 5531472.0 5608539.0 5679458.0 5735044.0 5770570.0 ... \n", "3 1659800.0 1711319.0 1762621.0 1814135.0 1864791.0 ... \n", "4 14375.0 15370.0 16412.0 17469.0 18549.0 ... \n", ".. ... ... ... ... ... ... \n", "259 966000.0 994000.0 1022000.0 1050000.0 1078000.0 ... \n", "260 5393036.0 5473671.0 5556766.0 5641597.0 5727751.0 ... \n", "261 17524533.0 17965725.0 18423161.0 18896307.0 19384841.0 ... \n", "262 3164329.0 3260650.0 3360104.0 3463213.0 3570464.0 ... \n", "263 3905034.0 4039201.0 4178726.0 4322861.0 4471177.0 ... \n", "\n", " 2010 2011 2012 2013 2014 2015 \\\n", "0 101669.0 102046.0 102560.0 103159.0 103774.0 104341.0 \n", "1 29185507.0 30117413.0 31161376.0 32269589.0 33370794.0 34413603.0 \n", "2 23356246.0 24220661.0 25107931.0 26015780.0 26941779.0 27884381.0 \n", "3 2913021.0 2905195.0 2900401.0 2895092.0 2889104.0 2880703.0 \n", "4 84449.0 83747.0 82427.0 80774.0 79213.0 78011.0 \n", ".. ... ... ... ... ... ... \n", "259 1775680.0 1791000.0 1807106.0 1818117.0 1812771.0 1788196.0 \n", "260 23154855.0 23807588.0 24473178.0 25147109.0 25823485.0 26497889.0 \n", "261 51216964.0 52004172.0 52834005.0 53689236.0 54545991.0 55386367.0 \n", "262 13605984.0 14023193.0 14465121.0 14926504.0 15399753.0 15879361.0 \n", "263 12697723.0 12894316.0 13115131.0 13350356.0 13586681.0 13814629.0 \n", "\n", " 2016 2017 2018 2019 \n", "0 104872.0 105366.0 105845.0 106314.0 \n", "1 35383128.0 36296400.0 37172386.0 38041754.0 \n", "2 28842484.0 29816748.0 30809762.0 31825295.0 \n", "3 2876101.0 2873457.0 2866376.0 2854191.0 \n", "4 77297.0 77001.0 77006.0 77142.0 \n", ".. ... ... ... ... \n", "259 1777557.0 1791003.0 1797085.0 1794248.0 \n", "260 27168210.0 27834821.0 28498687.0 29161922.0 \n", "261 56203654.0 57000451.0 57779622.0 58558270.0 \n", "262 16363507.0 16853688.0 17351822.0 17861030.0 \n", "263 14030390.0 14236745.0 14439018.0 14645468.0 \n", "\n", "[264 rows x 64 columns]" ] }, "execution_count": 113, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pop" ] }, { "cell_type": "code", "execution_count": 114, "metadata": {}, "outputs": [], "source": [ "pop.drop(labels = ['Indicator Name', 'Indicator Code'], axis = 1, inplace = True)" ] }, { "cell_type": "code", "execution_count": 115, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Country NameCountry Code19601961196219631964196519661967...2010201120122013201420152016201720182019
0ArubaABW54211.055438.056225.056695.057032.057360.057715.058055.0...101669.0102046.0102560.0103159.0103774.0104341.0104872.0105366.0105845.0106314.0
1AfghanistanAFG8996973.09169410.09351441.09543205.09744781.09956320.010174836.010399926.0...29185507.030117413.031161376.032269589.033370794.034413603.035383128.036296400.037172386.038041754.0
2AngolaAGO5454933.05531472.05608539.05679458.05735044.05770570.05781214.05774243.0...23356246.024220661.025107931.026015780.026941779.027884381.028842484.029816748.030809762.031825295.0
3AlbaniaALB1608800.01659800.01711319.01762621.01814135.01864791.01914573.01965598.0...2913021.02905195.02900401.02895092.02889104.02880703.02876101.02873457.02866376.02854191.0
4AndorraAND13411.014375.015370.016412.017469.018549.019647.020758.0...84449.083747.082427.080774.079213.078011.077297.077001.077006.077142.0
..................................................................
259KosovoXKX947000.0966000.0994000.01022000.01050000.01078000.01106000.01135000.0...1775680.01791000.01807106.01818117.01812771.01788196.01777557.01791003.01797085.01794248.0
260Yemen, Rep.YEM5315355.05393036.05473671.05556766.05641597.05727751.05816247.05907874.0...23154855.023807588.024473178.025147109.025823485.026497889.027168210.027834821.028498687.029161922.0
261South AfricaZAF17099840.017524533.017965725.018423161.018896307.019384841.019888250.020406864.0...51216964.052004172.052834005.053689236.054545991.055386367.056203654.057000451.057779622.058558270.0
262ZambiaZMB3070776.03164329.03260650.03360104.03463213.03570464.03681955.03797873.0...13605984.014023193.014465121.014926504.015399753.015879361.016363507.016853688.017351822.017861030.0
263ZimbabweZWE3776681.03905034.04039201.04178726.04322861.04471177.04623351.04779827.0...12697723.012894316.013115131.013350356.013586681.013814629.014030390.014236745.014439018.014645468.0
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264 rows × 62 columns

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" ], "text/plain": [ " Country Name Country Code 1960 1961 1962 \\\n", "0 Aruba ABW 54211.0 55438.0 56225.0 \n", "1 Afghanistan AFG 8996973.0 9169410.0 9351441.0 \n", "2 Angola AGO 5454933.0 5531472.0 5608539.0 \n", "3 Albania ALB 1608800.0 1659800.0 1711319.0 \n", "4 Andorra AND 13411.0 14375.0 15370.0 \n", ".. ... ... ... ... ... \n", "259 Kosovo XKX 947000.0 966000.0 994000.0 \n", "260 Yemen, Rep. YEM 5315355.0 5393036.0 5473671.0 \n", "261 South Africa ZAF 17099840.0 17524533.0 17965725.0 \n", "262 Zambia ZMB 3070776.0 3164329.0 3260650.0 \n", "263 Zimbabwe ZWE 3776681.0 3905034.0 4039201.0 \n", "\n", " 1963 1964 1965 1966 1967 ... \\\n", "0 56695.0 57032.0 57360.0 57715.0 58055.0 ... \n", "1 9543205.0 9744781.0 9956320.0 10174836.0 10399926.0 ... \n", "2 5679458.0 5735044.0 5770570.0 5781214.0 5774243.0 ... \n", "3 1762621.0 1814135.0 1864791.0 1914573.0 1965598.0 ... \n", "4 16412.0 17469.0 18549.0 19647.0 20758.0 ... \n", ".. ... ... ... ... ... ... \n", "259 1022000.0 1050000.0 1078000.0 1106000.0 1135000.0 ... \n", "260 5556766.0 5641597.0 5727751.0 5816247.0 5907874.0 ... \n", "261 18423161.0 18896307.0 19384841.0 19888250.0 20406864.0 ... \n", "262 3360104.0 3463213.0 3570464.0 3681955.0 3797873.0 ... \n", "263 4178726.0 4322861.0 4471177.0 4623351.0 4779827.0 ... \n", "\n", " 2010 2011 2012 2013 2014 2015 \\\n", "0 101669.0 102046.0 102560.0 103159.0 103774.0 104341.0 \n", "1 29185507.0 30117413.0 31161376.0 32269589.0 33370794.0 34413603.0 \n", "2 23356246.0 24220661.0 25107931.0 26015780.0 26941779.0 27884381.0 \n", "3 2913021.0 2905195.0 2900401.0 2895092.0 2889104.0 2880703.0 \n", "4 84449.0 83747.0 82427.0 80774.0 79213.0 78011.0 \n", ".. ... ... ... ... ... ... \n", "259 1775680.0 1791000.0 1807106.0 1818117.0 1812771.0 1788196.0 \n", "260 23154855.0 23807588.0 24473178.0 25147109.0 25823485.0 26497889.0 \n", "261 51216964.0 52004172.0 52834005.0 53689236.0 54545991.0 55386367.0 \n", "262 13605984.0 14023193.0 14465121.0 14926504.0 15399753.0 15879361.0 \n", "263 12697723.0 12894316.0 13115131.0 13350356.0 13586681.0 13814629.0 \n", "\n", " 2016 2017 2018 2019 \n", "0 104872.0 105366.0 105845.0 106314.0 \n", "1 35383128.0 36296400.0 37172386.0 38041754.0 \n", "2 28842484.0 29816748.0 30809762.0 31825295.0 \n", "3 2876101.0 2873457.0 2866376.0 2854191.0 \n", "4 77297.0 77001.0 77006.0 77142.0 \n", ".. ... ... ... ... \n", "259 1777557.0 1791003.0 1797085.0 1794248.0 \n", "260 27168210.0 27834821.0 28498687.0 29161922.0 \n", "261 56203654.0 57000451.0 57779622.0 58558270.0 \n", "262 16363507.0 16853688.0 17351822.0 17861030.0 \n", "263 14030390.0 14236745.0 14439018.0 14645468.0 \n", "\n", "[264 rows x 62 columns]" ] }, "execution_count": 115, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pop" ] }, { "cell_type": "code", "execution_count": 116, "metadata": {}, "outputs": [], "source": [ "pop_long = pop.melt(id_vars = ['Country Name', 'Country Code'], var_name = 'Year', value_name = 'Population')" ] }, { "cell_type": "code", "execution_count": 117, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Country NameCountry CodeYearPopulation
0ArubaABW196054211.0
1AfghanistanAFG19608996973.0
2AngolaAGO19605454933.0
3AlbaniaALB19601608800.0
4AndorraAND196013411.0
...............
15835KosovoXKX20191794248.0
15836Yemen, Rep.YEM201929161922.0
15837South AfricaZAF201958558270.0
15838ZambiaZMB201917861030.0
15839ZimbabweZWE201914645468.0
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15840 rows × 4 columns

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" ], "text/plain": [ " Country Name Country Code Year Population\n", "0 Aruba ABW 1960 54211.0\n", "1 Afghanistan AFG 1960 8996973.0\n", "2 Angola AGO 1960 5454933.0\n", "3 Albania ALB 1960 1608800.0\n", "4 Andorra AND 1960 13411.0\n", "... ... ... ... ...\n", "15835 Kosovo XKX 2019 1794248.0\n", "15836 Yemen, Rep. YEM 2019 29161922.0\n", "15837 South Africa ZAF 2019 58558270.0\n", "15838 Zambia ZMB 2019 17861030.0\n", "15839 Zimbabwe ZWE 2019 14645468.0\n", "\n", "[15840 rows x 4 columns]" ] }, "execution_count": 117, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pop_long" ] }, { "cell_type": "code", "execution_count": 118, "metadata": {}, "outputs": [], "source": [ "gdp = pd.read_csv('data/gdp.csv').drop(labels = ['Indicator Name', 'Indicator Code'], axis = 1)" ] }, { "cell_type": "code", "execution_count": 119, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Country NameCountry Code19601961196219631964196519661967...2010201120122013201420152016201720182019
0ArubaABWNaNNaNNaNNaNNaNNaNNaNNaN...2.390503e+092.549721e+092.534637e+092.701676e+092.765363e+092.919553e+092.965922e+093.056425e+09NaNNaN
1AfghanistanAFG5.377778e+085.488889e+085.466667e+087.511112e+088.000000e+081.006667e+091.400000e+091.673333e+09...1.585657e+101.780429e+102.000160e+102.056107e+102.048489e+101.990711e+101.936264e+102.019176e+101.948438e+101.910135e+10
2AngolaAGONaNNaNNaNNaNNaNNaNNaNNaN...8.379950e+101.117900e+111.280530e+111.367100e+111.457120e+111.161940e+111.011240e+111.221240e+111.013530e+119.463542e+10
3AlbaniaALBNaNNaNNaNNaNNaNNaNNaNNaN...1.192693e+101.289077e+101.231983e+101.277622e+101.322814e+101.138685e+101.186120e+101.301969e+101.514702e+101.527808e+10
4AndorraANDNaNNaNNaNNaNNaNNaNNaNNaN...3.449967e+093.629204e+093.188809e+093.193704e+093.271808e+092.789870e+092.896679e+093.000181e+093.218316e+093.154058e+09
..................................................................
259KosovoXKXNaNNaNNaNNaNNaNNaNNaNNaN...5.835874e+096.701698e+096.499807e+097.074778e+097.396705e+096.442916e+096.719172e+097.245707e+097.942962e+097.926108e+09
260Yemen, Rep.YEMNaNNaNNaNNaNNaNNaNNaNNaN...3.090675e+103.272642e+103.540134e+104.041524e+104.320647e+103.697620e+102.808468e+102.456133e+102.759126e+10NaN
261South AfricaZAF7.575397e+097.972997e+098.497997e+099.423396e+091.037400e+101.133440e+101.235500e+101.377739e+10...3.753490e+114.164190e+113.963330e+113.668290e+113.509050e+113.176210e+112.963570e+113.495540e+113.682890e+113.514320e+11
262ZambiaZMB7.130000e+086.962857e+086.931429e+087.187143e+088.394286e+081.082857e+091.264286e+091.368000e+09...2.026556e+102.345952e+102.550306e+102.804551e+102.715065e+102.124335e+102.095476e+102.586814e+102.700524e+102.306472e+10
263ZimbabweZWE1.052990e+091.096647e+091.117602e+091.159512e+091.217138e+091.311436e+091.281750e+091.397002e+09...1.204166e+101.410192e+101.711485e+101.909102e+101.949552e+101.996312e+102.054868e+102.204090e+102.431156e+102.144076e+10
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264 rows × 62 columns

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" ], "text/plain": [ " Country Name Country Code 1960 1961 1962 \\\n", "0 Aruba ABW NaN NaN NaN \n", "1 Afghanistan AFG 5.377778e+08 5.488889e+08 5.466667e+08 \n", "2 Angola AGO NaN NaN NaN \n", "3 Albania ALB NaN NaN NaN \n", "4 Andorra AND NaN NaN NaN \n", ".. ... ... ... ... ... \n", "259 Kosovo XKX NaN NaN NaN \n", "260 Yemen, Rep. YEM NaN NaN NaN \n", "261 South Africa ZAF 7.575397e+09 7.972997e+09 8.497997e+09 \n", "262 Zambia ZMB 7.130000e+08 6.962857e+08 6.931429e+08 \n", "263 Zimbabwe ZWE 1.052990e+09 1.096647e+09 1.117602e+09 \n", "\n", " 1963 1964 1965 1966 1967 \\\n", "0 NaN NaN NaN NaN NaN \n", "1 7.511112e+08 8.000000e+08 1.006667e+09 1.400000e+09 1.673333e+09 \n", "2 NaN NaN NaN NaN NaN \n", "3 NaN NaN NaN NaN NaN \n", "4 NaN NaN NaN NaN NaN \n", ".. ... ... ... ... ... \n", "259 NaN NaN NaN NaN NaN \n", "260 NaN NaN NaN NaN NaN \n", "261 9.423396e+09 1.037400e+10 1.133440e+10 1.235500e+10 1.377739e+10 \n", "262 7.187143e+08 8.394286e+08 1.082857e+09 1.264286e+09 1.368000e+09 \n", "263 1.159512e+09 1.217138e+09 1.311436e+09 1.281750e+09 1.397002e+09 \n", "\n", " ... 2010 2011 2012 2013 \\\n", "0 ... 2.390503e+09 2.549721e+09 2.534637e+09 2.701676e+09 \n", "1 ... 1.585657e+10 1.780429e+10 2.000160e+10 2.056107e+10 \n", "2 ... 8.379950e+10 1.117900e+11 1.280530e+11 1.367100e+11 \n", "3 ... 1.192693e+10 1.289077e+10 1.231983e+10 1.277622e+10 \n", "4 ... 3.449967e+09 3.629204e+09 3.188809e+09 3.193704e+09 \n", ".. ... ... ... ... ... \n", "259 ... 5.835874e+09 6.701698e+09 6.499807e+09 7.074778e+09 \n", "260 ... 3.090675e+10 3.272642e+10 3.540134e+10 4.041524e+10 \n", "261 ... 3.753490e+11 4.164190e+11 3.963330e+11 3.668290e+11 \n", "262 ... 2.026556e+10 2.345952e+10 2.550306e+10 2.804551e+10 \n", "263 ... 1.204166e+10 1.410192e+10 1.711485e+10 1.909102e+10 \n", "\n", " 2014 2015 2016 2017 2018 \\\n", "0 2.765363e+09 2.919553e+09 2.965922e+09 3.056425e+09 NaN \n", "1 2.048489e+10 1.990711e+10 1.936264e+10 2.019176e+10 1.948438e+10 \n", "2 1.457120e+11 1.161940e+11 1.011240e+11 1.221240e+11 1.013530e+11 \n", "3 1.322814e+10 1.138685e+10 1.186120e+10 1.301969e+10 1.514702e+10 \n", "4 3.271808e+09 2.789870e+09 2.896679e+09 3.000181e+09 3.218316e+09 \n", ".. ... ... ... ... ... \n", "259 7.396705e+09 6.442916e+09 6.719172e+09 7.245707e+09 7.942962e+09 \n", "260 4.320647e+10 3.697620e+10 2.808468e+10 2.456133e+10 2.759126e+10 \n", "261 3.509050e+11 3.176210e+11 2.963570e+11 3.495540e+11 3.682890e+11 \n", "262 2.715065e+10 2.124335e+10 2.095476e+10 2.586814e+10 2.700524e+10 \n", "263 1.949552e+10 1.996312e+10 2.054868e+10 2.204090e+10 2.431156e+10 \n", "\n", " 2019 \n", "0 NaN \n", "1 1.910135e+10 \n", "2 9.463542e+10 \n", "3 1.527808e+10 \n", "4 3.154058e+09 \n", ".. ... \n", "259 7.926108e+09 \n", "260 NaN \n", "261 3.514320e+11 \n", "262 2.306472e+10 \n", "263 2.144076e+10 \n", "\n", "[264 rows x 62 columns]" ] }, "execution_count": 119, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gdp" ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [], "source": [ "gdp_long = gdp.melt(id_vars = ['Country Name', 'Country Code'], var_name = 'Year', value_name = 'GDP')" ] }, { "cell_type": "code", "execution_count": 121, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Country NameCountry CodeYearGDP
0ArubaABW1960NaN
1AfghanistanAFG19605.377778e+08
2AngolaAGO1960NaN
3AlbaniaALB1960NaN
4AndorraAND1960NaN
...............
15835KosovoXKX20197.926108e+09
15836Yemen, Rep.YEM2019NaN
15837South AfricaZAF20193.514320e+11
15838ZambiaZMB20192.306472e+10
15839ZimbabweZWE20192.144076e+10
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15840 rows × 4 columns

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" ], "text/plain": [ " Country Name Country Code Year GDP\n", "0 Aruba ABW 1960 NaN\n", "1 Afghanistan AFG 1960 5.377778e+08\n", "2 Angola AGO 1960 NaN\n", "3 Albania ALB 1960 NaN\n", "4 Andorra AND 1960 NaN\n", "... ... ... ... ...\n", "15835 Kosovo XKX 2019 7.926108e+09\n", "15836 Yemen, Rep. YEM 2019 NaN\n", "15837 South Africa ZAF 2019 3.514320e+11\n", "15838 Zambia ZMB 2019 2.306472e+10\n", "15839 Zimbabwe ZWE 2019 2.144076e+10\n", "\n", "[15840 rows x 4 columns]" ] }, "execution_count": 121, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gdp_long" ] }, { "cell_type": "code", "execution_count": 122, "metadata": {}, "outputs": [], "source": [ "countries = pop_long.merge(gdp_long.drop(labels = ['Country Name'], axis = 1), \n", " on = ['Country Code', 'Year'], how = 'inner')" ] }, { "cell_type": "code", "execution_count": 123, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Country NameCountry CodeYearPopulationGDP
0ArubaABW196054211.0NaN
1AfghanistanAFG19608996973.05.377778e+08
2AngolaAGO19605454933.0NaN
3AlbaniaALB19601608800.0NaN
4AndorraAND196013411.0NaN
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15835KosovoXKX20191794248.07.926108e+09
15836Yemen, Rep.YEM201929161922.0NaN
15837South AfricaZAF201958558270.03.514320e+11
15838ZambiaZMB201917861030.02.306472e+10
15839ZimbabweZWE201914645468.02.144076e+10
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15840 rows × 5 columns

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" ], "text/plain": [ " Country Name Country Code Year Population GDP\n", "0 Aruba ABW 1960 54211.0 NaN\n", "1 Afghanistan AFG 1960 8996973.0 5.377778e+08\n", "2 Angola AGO 1960 5454933.0 NaN\n", "3 Albania ALB 1960 1608800.0 NaN\n", "4 Andorra AND 1960 13411.0 NaN\n", "... ... ... ... ... ...\n", "15835 Kosovo XKX 2019 1794248.0 7.926108e+09\n", "15836 Yemen, Rep. YEM 2019 29161922.0 NaN\n", "15837 South Africa ZAF 2019 58558270.0 3.514320e+11\n", "15838 Zambia ZMB 2019 17861030.0 2.306472e+10\n", "15839 Zimbabwe ZWE 2019 14645468.0 2.144076e+10\n", "\n", "[15840 rows x 5 columns]" ] }, "execution_count": 123, "metadata": {}, "output_type": "execute_result" } ], "source": [ "countries" ] }, { "cell_type": "code", "execution_count": 124, "metadata": {}, "outputs": [], "source": [ "countries['GDP per capita'] = countries['GDP'] / countries['Population']" ] }, { "cell_type": "code", "execution_count": 125, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Country NameCountry CodeYearPopulationGDPGDP per capita
0ArubaABW196054211.0NaNNaN
1AfghanistanAFG19608996973.05.377778e+0859.773194
2AngolaAGO19605454933.0NaNNaN
3AlbaniaALB19601608800.0NaNNaN
4AndorraAND196013411.0NaNNaN
.....................
15835KosovoXKX20191794248.07.926108e+094417.509940
15836Yemen, Rep.YEM201929161922.0NaNNaN
15837South AfricaZAF201958558270.03.514320e+116001.406804
15838ZambiaZMB201917861030.02.306472e+101291.343357
15839ZimbabweZWE201914645468.02.144076e+101463.985910
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15840 rows × 6 columns

\n", "
" ], "text/plain": [ " Country Name Country Code Year Population GDP \\\n", "0 Aruba ABW 1960 54211.0 NaN \n", "1 Afghanistan AFG 1960 8996973.0 5.377778e+08 \n", "2 Angola AGO 1960 5454933.0 NaN \n", "3 Albania ALB 1960 1608800.0 NaN \n", "4 Andorra AND 1960 13411.0 NaN \n", "... ... ... ... ... ... \n", "15835 Kosovo XKX 2019 1794248.0 7.926108e+09 \n", "15836 Yemen, Rep. YEM 2019 29161922.0 NaN \n", "15837 South Africa ZAF 2019 58558270.0 3.514320e+11 \n", "15838 Zambia ZMB 2019 17861030.0 2.306472e+10 \n", "15839 Zimbabwe ZWE 2019 14645468.0 2.144076e+10 \n", "\n", " GDP per capita \n", "0 NaN \n", "1 59.773194 \n", "2 NaN \n", "3 NaN \n", "4 NaN \n", "... ... \n", "15835 4417.509940 \n", "15836 NaN \n", "15837 6001.406804 \n", "15838 1291.343357 \n", "15839 1463.985910 \n", "\n", "[15840 rows x 6 columns]" ] }, "execution_count": 125, "metadata": {}, "output_type": "execute_result" } ], "source": [ "countries" ] }, { "cell_type": "code", "execution_count": 126, "metadata": {}, "outputs": [], "source": [ "random_countries = np.random.choice(countries['Country Code'].unique(), 10)" ] }, { "cell_type": "code", "execution_count": 127, "metadata": {}, "outputs": [], "source": [ "countries_select = countries[countries['Country Code'].isin(random_countries)]" ] }, { "cell_type": "code", "execution_count": 128, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Country NameCountry CodeYearPopulationGDPGDP per capita
0ArubaABW19605.421100e+04NaNNaN
3AlbaniaALB19601.608800e+06NaNNaN
6United Arab EmiratesARE19609.241800e+04NaNNaN
66Euro areaEMU19602.652039e+082.448960e+11923.425216
67EritreaERI19601.007590e+06NaNNaN
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15718LuxembourgLUX20196.198960e+057.110492e+10114704.594171
15757Other small statesOSS20193.136041e+074.384680e+1113981.578747
15775RomaniaROU20191.935654e+072.500770e+1112919.506705
15778South AsiaSAS20191.835777e+093.597970e+121959.916976
15803ChadTCD20191.594688e+071.131495e+10709.540310
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600 rows × 6 columns

\n", "
" ], "text/plain": [ " Country Name Country Code Year Population GDP \\\n", "0 Aruba ABW 1960 5.421100e+04 NaN \n", "3 Albania ALB 1960 1.608800e+06 NaN \n", "6 United Arab Emirates ARE 1960 9.241800e+04 NaN \n", "66 Euro area EMU 1960 2.652039e+08 2.448960e+11 \n", "67 Eritrea ERI 1960 1.007590e+06 NaN \n", "... ... ... ... ... ... \n", "15718 Luxembourg LUX 2019 6.198960e+05 7.110492e+10 \n", "15757 Other small states OSS 2019 3.136041e+07 4.384680e+11 \n", "15775 Romania ROU 2019 1.935654e+07 2.500770e+11 \n", "15778 South Asia SAS 2019 1.835777e+09 3.597970e+12 \n", "15803 Chad TCD 2019 1.594688e+07 1.131495e+10 \n", "\n", " GDP per capita \n", "0 NaN \n", "3 NaN \n", "6 NaN \n", "66 923.425216 \n", "67 NaN \n", "... ... \n", "15718 114704.594171 \n", "15757 13981.578747 \n", "15775 12919.506705 \n", "15778 1959.916976 \n", "15803 709.540310 \n", "\n", "[600 rows x 6 columns]" ] }, "execution_count": 128, "metadata": {}, "output_type": "execute_result" } ], "source": [ "countries_select" ] }, { "cell_type": "code", "execution_count": 129, "metadata": {}, "outputs": [ { "data": { "image/png": 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TeHl5UalSJV555RWLNxPPnz+fkJAQ3N3d8fHxYcCAASQmJhbj3YqIiIiIiIiIyJWknjvLj2+9Rk5mBjUaBtF15DMYbC6PDG1sbanRMAgo2FUut85kNGIyGq1dRrmkULwomUyQk26dzyWh841YsGAB9evXp379+gwcOJC5c+daBNcAEyZM4K233mLfvn00adLkhueeN28ednZ2bNq0iQ8++IAZM2bw+eefm8/n5OQwefJkdu7cyaJFi4iNjSUiIqJQ9YuIiIiIiIiIyK3Jzsjgp7cnkXb+HBWr+9Fr/CvY2dtfdbx/UDNAfcWLgjE/n68njufDxx7ij8hPSUr429ollSt21i6gTMnNgKm+1ln7pZPg4HrDw2fPns3AgQMB6Nq1K2lpaaxcuZJOnTqZx7zxxht07ty50KX4+fkxY8YMDAYD9evXZ/fu3cyYMYNhw4YB8Nhjj5nH1qpViw8++IDWrVuTlpaGm5tbodcTEREREREREZHCyc/LY/F7UzkTH4erVwX6vDAJp+vkMv7BBX3F/96/l/y8XGztrh6gy7XtXfMHpw4fBGDH77+w4/dfCGzWkuZdexDQtMUVd+tL0dHTLYcOHDjA5s2befjhhwGws7PjoYceYs6cORbjQkJCbmr+tm3bYjAYzF+HhoZy6NAh8vMLXsKwY8cOevXqRc2aNXF3dze3X7lWX3MRERERERERESkaJpOJ5f83i/jd0dg7OnH/86/hWaXqda+r7FcTF08v8nKySTh44DZUWjbl5+Wx8cdvAQjq2IVaLVqBwUBs9DZ+fHsSc58dwfbfF5OdkWHlSssu7RQvSvYuBTu2rbX2DZo9ezZ5eXlUr17dfMxkMmFvb09SUpL5mKur5c5zGxuby1qs5ObmFqrM9PR0unTpQpcuXZg/fz7e3t7Ex8cTHh5OTk5OoeYSEREREREREZHC2/D91+xZvRKDjQ3dn3meqrXq3NB1BoMBv8ZNOLB+DcdidlKjUVAxV1o27Vm9kuTE07h4enF3xHDsnZy4cCqB6GVL2P3HcpISTvJn5P+x7tsvaRx2D827dqeibw1rl12mKBQvSgZDoVqYWENeXh5ffPEF06dPp0uXLhbn+vbty1dffUVQ0JX/hebt7U1MTIzFsejoaOz/1Wtq48aNl31dt25dbG1t2b9/P2fPnuXtt9/Gz88PgK1bt97qbYmIiIiIiIiIFItzJ+KJ+ngmrXs9QN3W7axdzi3b/ecyNnz/DQCdho6kVvNWhbreP6gpB9avIT5mJ+37PVIcJZZp+Xm5bPppAQCtevbF3skJAC+fanQYPIx2/Qayd82f7Ij6hfN/Hyd66RKily4hoGkLmt/bg8CmLdVapQjoCZYzS5YsISkpiaFDhxIUFGTxeeCBB5g9e/ZVr7377rvZunUrX3zxBYcOHeK11167LCQHOH78OM8++ywHDhzgm2++YdasWTz99NMA+Pv74+DgwKxZszh69CiLFy9m8uTJxXa/IiIiIiIiIiK3Yv3Crzh1+CArPv+I3Owsa5dzS+Kit7H8/z4EoM39/WjSqWuh56j5T1/xU4cPkJOVWaT1lQd7Vq0k5UwiLp5eNO1872XnHZycadalGxHTP+KBl9+kVsvWYDAQt3M7P739OnOeeYLtv/1Mdka6FaovOxSKlzOzZ8+mU6dOeHp6Xnaub9++REdHs3379iteGx4ezsSJE5kwYQKtWrUiNTWVwYMHXzZu8ODBZGZm0rp1a0aNGsXo0aMZPnw4ULDbPDIyku+++45GjRrx9ttvM23atKK9SRERERERERGRIpB67iyHtmwAICP5AjuX/27lim5eYtxRFs94G5PRSMM7OtD+oUE3NY9nFR88q1TFmJ/PiX2Xb5aUq8vPy2XjP7vEW/d6EHtHp6uONRgM1GzSjPsnvMrQ9z+j5X29cXRx5cKpBP6c9xmfPhnByjkfc+7v47er/DLFYPp3k2ixkJKSgqenJ8nJyXh4eFicy8rKIjY2lsDAQJycrv4PsUh5o+8NERERERERKQv+WvAlG39cgIOzCzmZGTh7eDJs1mxzy4vSIuVsIl+/Mp70pPP4NW5C35dex9bO/voXXsXSTz4g5s9ltLyvNx0GP16ElZZtO5f/xorPP8K1QkWGfvAZ9g6Ohbo+JyuTfWv/ZEfUEs6diDcfr9mkOc279qBW85By31rlWlnupcr3UxIREREREREREbmCvNxcdq1cCkCnYaPwrOpDZkoy0ct+tXJlhZOVnsaPb00iPek8lWr403PcS7cUiAP4/9NCJX7PrqIosVzIy81l408LgX92iRcyEIeC1ipNO3djyLT/8uDEKdQOaQsGA8d27WDRO28wZ+wTbPt1EVnpaUVdfpmjUFxERERERERERORfDm1cR0byBdwqVqJem/aE9u0PwJbFP5SaXtr5ebksnj6Vcyfica1QkT4vTsLJ1e2W5/Vv3ASAM3FHyUhJvuX5yoPdfywl7dxZ3CpWosk94bc0l8FgwD+oKb2fe4XHP/iMkB59cHR15cLpBFZ98Tn/92QEa7+ZV0SVl00KxUVERERERERERP5lx9IlADTtdC+2dnY0vKMDFar5kpmawo6oJVau7vpMJhNLP/mA43t2Ye/kzP3Pv4ZH5SpFMrerVwUq+9UE4Pie3UUyZ1mWl5PD5ou7xHs/iJ2DQ5HN7VnFh7CBj/HER/PoPOwpKtXwJzc7C2N+fpGtURYpFBcRERERERERkSsymUxEfTSTbyY+R05mhrXLuW1OHTlEwqED2NrZ0aRTVwBsbG1p+89u8a2//Eh2Rsl+Hn8tmM++tX9isLGh5zMvUDWwdpHO7x/0TwuVmOginbcs2rVyKWlJ53GrVJngu29tl/jV2Ds50aRT139aq0yledcexbJOWaFQXERERERERERErujo9i3sWb2Ckwf3sWfNH9Yu57aJXlrQN7xe6J24eHqZjzdofxcVfGuQlZbKjqhfrFTd9e1aGcWmnxYA0HnYUwQ0a1nka5j7isfsLPK5y5LcnGw2LyrYJd72/n7Y2d9aP/frKWit0gSPyt7Fuk5pp1BcREREREREREQuY8zPZ81Xc81f71z2GyaTyYoV3R4ZKcnsX78agObh3S3O2djYEvrAP7vFl/xIdkb6ba/vemJ3bGXF5x8B0LbvwwTf3aVY1qnRMBiDjQ0XTiWQcjaxWNYoC3YtjyL9QhLulb0J6tjZ2uXIPxSKi4iIiIiIiIjIZWL+XM75v4/j5O6BnaMj507E8/f+PdYuq9jF/Lmc/Nxcqtaqi0+depedrx96BxWr+5Gdns723xZbocKrO3Msll9mvI3JaKTRXXfT7sFHim0tRxcXfGrXBSB+t3aLX0ludhabf/4OgLb3P4StXfHuEpcbp1BcREREREREREQs5GRl8tfC+QCE9n2Yhu3DANi5/HdrllXsjMZ8opcVtE5p3rU7BoPhsjE2Nra0e3AAANt+XURWetptrfFq8vNy+f2/75GbnYV/UBO6PDH6ivUXpf/1FVcofiU7l/9ORvIFPLyr0rjDPdYuRy6hUFxERERERERERCxs/eVHMpIv4OVTjaad76Vp524AHNz4F+kXkqxcXfE5sm0zqWfP4OTuQf3QO686rl6b9lT2q0l2Rjrbfv35NlZ4dZsXfc+ZY7E4uXvQbfRzt2VXsjkU37OrXLTWKYzcrCw2//w9AG37aJd4SaNQXK7KYDCwaNGiIp83IiKC3r17F/m8IiIiIiIiInLr0pLOs+WXHwG4s/8QbO3sqVqrDj516mHMzyPmz+VWrrD4REctAaDJ3V2wc3C46jiDjQ2h/+wW3/7bIjLTUm9LfVeTGHeUjT9+C8Ddjz6Bq1eF27Kub72G2Nk7kJ50nvN/n7gta5YW0ct+JTMlGc+qPjS6625rlyP/olC8HDt16hSjR4+mVq1aODo64ufnR48ePVi5cqW1SxMRERERERERK1n/3VfkZWdTrV4D6rZpbz7erMt9AOxaGYXRmG+t8orNuRPHiY/ZicFgY94Zfy11W4Xi7R9ATmYm25YsKv4CryI/L4+lH7+PMT+fOq3a0qDdXbdtbTsHB3zrNwQgPib6tq1b0uVkZbJl8Q8AtO3zMLZ2dlauSP5NoXg5FRcXR8uWLfnjjz9455132L17N1FRUXTs2JFRo0ZZuzwRERERERERsYKzx48R80fBTvCwgUMtelLXC70DJ1c3Us4kEhe93VolFpvoZQW7xGuHtMbDu8p1xxtsbAjtV/Aiy+2/LyYjJblY67uaLYt/IDHuCE6ubnR6fFSx9xH/N/UVv1z00l/JTE3By6caje7saO1y5AoUipdTI0eOxGAwsHnzZh544AHq1atH48aNefbZZ9m4caN53NmzZ7n//vtxcXGhbt26LF78v7cq5+fnM3ToUAIDA3F2dqZ+/fq8//77Fuvk5+fz7LPP4uXlRaVKlZgwYYJ6TImIiIiIiIiUUGu/jsRkMlK3dTuq/7MD+CJ7B0cad+gEwM7lv1mjvGKTnZHBntV/ANAsvPsNX1cnpC1VAmqTm5XJtiU/FVd5V3U2Po4N338DQMfb2DblUv7BBaH48b27y+RvEBRWTmaGuf1Q2z4PY2Nra+WK5EoUihchk8lERm6GVT6FCZrPnz9PVFQUo0aNwtXV9bLzXl5e5j+//vrr9OvXj127dtGtWzceeeQRzp8/D4DRaKRGjRosXLiQvXv38uqrr/LSSy+xcOFC8/XTp09nzpw5zJ49m3Xr1nH+/Hl++un2/0dCRERERERERK4tPmYXR7dvwcbWljsHDLnimKad7wXg6I6tJCeevp3lFau9a1aSm5VJRd8a5p3PN8JgMNCuX0Fv8R1RS27rbnFjfj5RH8/EmJ9HrZataXhHh9u29qWq1qqDo4sr2enpJB49YpUaSpIdUUvISk2hQjVfq/2dyPWpoU0RyszLpM3Xbayy9qYBm3Cxd7mhsYcPH8ZkMtGgQYPrjo2IiKB///4ATJ06lVmzZrF582a6du2Kvb09r7/+unlsYGAg69evZ+HChfTr1w+AmTNn8uKLL9K3b18APvnkE5YuXVrY2xMRERERERGRYmQyGlk9fzYATTrdS4Vq1a84rkK16vgHNyN+dzS7VvzOnQMibmOVxcNkMrFj6a8ANOvavdDtR2q1aE3VWnU5ffQQWxb/QNjAx4qjzMts+eVHTh89jKOrK52t0DblIhsbW2o0CubI1o0ci9mJT516VqmjJMjOyGDrP7vEQ/v21y7xEkw7xcuhi7vKb+Rflk2aNDH/2dXVFXd3dxITE83HPvnkE0JCQvD29sbNzY3PPvuM+Ph4AJKTk0lISCA0NNQ83s7OjpCQkKK6FREREREREREpAvv/Wk1i7BEcnF0IfaD/Ncc2++cllLv/XE5ebu7tKK9Yxe/eSdLJEzg4O9P4rrsLff2lu8Wjl/5K+oWkoi7xMudOxLPhu68A6DhkOG4VKxX7mtfiH1SQH5X3vuI7fl9MVnoaFX1rUL/97XvhqRSedooXIWc7ZzYN2GS1tW9U3bp1MRgM7Nu3j969e19zrL29vcXXBoMBo9EIwMKFC3nmmWeYPn06oaGhuLu78+6777Jpk3WegYiIiIiIiIgUXl5ODmu//QKA1r0ewMXD85rja4e0wa1CRdKSznNo83oatg+7HWUWmx1LC16w2TisEw7ON/Zb+P8W2CyEanXqk3D4AFsW/0CHwY8XZYkWLrZNyc/LI7B5CI1uIsgvahdbzpzcv5e83Fzs/pUnlQfZGels/bWgZXDbB/pjY6Nd4iWZdooXIYPBgIu9i1U+hfkVmYoVKxIeHs5///tf0tPTLzt/4cKFG5pn7dq1tGvXjpEjR9K8eXPq1KnDkSP/6x3l6elJtWrVLF7cmZeXx7Zt2264VhEREREREREpXjuifiH17BncKlWmxX29rjvextaW4Hu6ArBzWel+4WZy4mmObtsMQNMu3W56HoPBQOiDBbvFdy77jbSk80VS35Vs+3URpw4fxNHFlc7Dn7Ja25RLVarhj6tXBfJyc0g4uM/a5VjFtl9/Jjs9nYrV/agfeoe1y5HrUCheTn300Ufk5+fTunVrfvjhBw4dOsS+ffv44IMPLNqdXEudOnXYunUrS5cu5eDBg0ycOJEtW7ZYjHn66ad5++23+emnn9i/fz8jR4684dBdRERERERERIpXZmoKm35aCMAdDw3C3sHxhq4LvqcLBhsb/t6/h7PxccVYYfHaueJ3TCYjNZs0p1J1v1uaK6BpC6rVa0Bebg5bfv6+iCq0dO7v4/y1cD4AHQY/jnvFysWyTmEZDAb8GpffFipZ6Wls/+1nANo9OEC7xEsBheLlVGBgINu3b6djx46MGzeOoKAgOnfuzMqVK/n4449vaI4RI0bQp08fHnroIdq0acO5c+cYOXKkxZhx48YxePBgIiIizC1W7r///uK4JREREREREREppI0/LiA7Ix3vmoE0vLPDDV/nXrEydULaAgXBcmmUm5PN7j+WAdAsvPstz2cwGGj34CNAwTNJO3/ulue8lNGYz9KPZ5Kfm0tA0xY07tCpSOe/Vf7BBS1UjpXDUHzbrz+TnZFOZb+a1GvT3trlyA1QT/FyrFq1anz44Yd8+OGHVzx/8YWcl7p0l7ejoyNz585l7ty5FmPeeust85/t7OyYOXMmM2fOLJKaRURERERERKRoXDiVQPTSXwG4a+Bjhd7d2rRzNw5tXs/eNX9w54AIHJxu/H1nJcGB9WvJSk3Bw7sKtVqEFMmcNYObUb1BI/7ev5dNi77jnsdGFMm8ANt/W0zCoQM4ODvTefjoEtE25VI1g5oBcOrwQbIzMnB0ubn+7KVNZlqqeZd46AP9MdhoD3JpoL8lEREREREREZFyaO23X2DMzyOgaQsCmjQv9PX+QU2oUM2XnMxM9q1dVeT1FSeTycSOqF+AgnC/qNpdXLpbfPfKKFLPnS2Sec+f/Ju/vv0SgLBBj+NR2btI5i1KHt5V8KpaDZPRyIl9MdYu57bZtmQROZkZePsHULd1O2uXIzdIobiIiIiIiIiISDlz8uB+Dm5YCwYDdz3y6E3NYbCxoUmnewHYufy3K/7GeUmVcGg/ibFHsLN3IPjuLkU6t1/jJtRoFER+Xp65X/utMBrzWfrJ++Tl5lCzSfMir7co+QcVtFApL33FM1NT2P77YgBCHxygXeKliP6mRERERERERETKEZPJxOr5cwBoHHYP3jUDb3quxh06YWfvwJljsSQc2l9UJRa7HVFLAKjf/i6c3T2KdG6L3eJ/LCPlbOItzRcdtYSTB/Zi7+RMlxLYNuVSF/uKl5dQfOuSn8jNysQ7oBZ1WoVauxwpBIXiIiIiIiIiIiLlyOEtGzh5YC92Do60f2jgLc3l7OZO/XZ3AbBz2W9FUV6xS7+QxMGNfwHQvAhesHklfo2C8Q9qgjE/j00/3vxu8aRTJ1n7zRcAhA18DA/vKkVVYrHwa9wEgLPxcWQkX7BuMcUsIyXZ/MOVdg8MKNE/rJDLKRQXERERERERESkn8vPyWPt1JAAt7+uNe8XKtzxn0y4FLVQObFxHZmrKLc9X3HatjMKYn0e1eg2oWqtOsa0T+s9u8ZhVy0lOPF3o601GI0s/fp+8nGz8g5rQpFPXoi6xyLl4eOLtHwBA/J5d1i2mmF3cJV4lsDa1Q9pYuxwpJIXiIiIiIiIiIiLlxK6VUSQlnMTZw5NWPfsWyZw+tetRJbA2+bm5xKxaUSRzFpf8vDx2Lf8dKL5d4hfVaNCYmk2aY8zPZ+OPCwp9/Y6lv/L3/j3YOzrR5YkxpWYncnlooZKRfMH8otZ2Dz5Sav5u5H8UiouIiIiIiIiIlAPZGRls+P4boKDdg6OLS5HMazAYaNq5GwC7lv+OyWgsknmLw+EtG0lLOo+Lpxf12rYv9vXaPTgAgD2rV3DhVMINX3fh9CnWfhMJwF2PPIpnFZ/iKK9Y+Ac1A8p2KL7llx/Jy87Gp3ZdarVoZe1y5CYoFBcRERERERERKQe2LP6ezJRkKlSrTvA94UU6d8P2YTi6uHLhdALHdu0o0rmLUvTSgh7QTTrdi62dfbGv51uvIQHNWmIyGm94t7jJaGTZJ++Tl52NX6Ngmna+t5irLFo1GjbGxtaW5NOnbqptTEmXfiGJ6KW/AhD6oHqJl1YKxUVEREREREREyrjUc2fZtmQRAHc+EoGtnV2Rzm/v5ESju+4GIPqf9iQlzZljsZzYF4ONrS1Nb2N/7ou7xfeu/YOkhL+vO37n8t85vnc3do6OdBnxNAab0hXfOTi74FO7HlA2d4tvWfwDeTnZVKtTn8BmIdYuR25S6fquEqtatWoVBoOBCxcuWLsUERERERERESmEvxbMJy83h+oNGlEnpG2xrHGxhcrRbZtJOXumWNa4FRd399Zp3Q63ipVu27rV6tSnVotWBbvFf/j2mmOTE0+z5qu5ANzZPwKvqqWnbcqlympf8bSk8+xc9htQ8MMO7RIvvRSKl1MREREYDIbLPl27Xv0npe3atSMhIQFPT08AIiMj8fLyuk0Vi4iIiIiIiMjNSIw7yp41KwEIGzi02IK8SjX88GsUjMlkZPcfS4tljZuVlZbG3nV/AtA8/L7bvn7oAwW7xfetW835kyeuOMZkMrHs0/fJzc6ieoPGVqmzqPgH/S8UN5lMVq6m6Gz5+XvycnOoVq8BNZu2sHY5cgsUipdjXbt2JSEhweLzzTffXHFsbm4uDg4O+Pj4FPo/njk5OUVRroiIiIiIiIjchDVfzQWTiXqhd1Ktbv1iXatpl4Ld4rtXLiU/L69Y1yqMPatXkJedjbd/ANUbNL7t6/vUrkvtkDaYTEbzy07/bdeKKOJjdmHn4Ej4k6WvbcqlqtVtgJ2DIxnJFzh3It7a5RSJtPPn2LmioDVQuwcf0S7xUq70fnfJLXN0dMTHx8fiU6FCBaDgzdGffPIJvXr1wtXVlTfffNOifcqqVat49NFHSU5ONu8ynzRpEgABAQG8+eabRERE4OnpybBhwwBYv349d911F87Ozvj5+TFmzBjS09PN9cyfP5+QkBDc3d3x8fFhwIABJCYm3vbnIiIiIiIiIlJWxO3czrFdO7CxtePO/kOKfb06rdri4ulF+oUkDm/ZWOzr3QiT0WhundKsa3erhZkXd4vvX7+GcyeOW5xLOZPI6vlzALjj4cFU8PG97fUVJTt7e6o3aASUnRYqm3/+nvzcXHzrN6JmcDNrlyO3SKF4ETKZTBgzMqzyKY5fRXnttdfo1asXu3fv5rHHHrM4165dO2bOnImHh4d5l/n48ePN5999912CgoLYtm0bEydOZPfu3YSHh9OnTx927drFggULWLduHU899ZT5mpycHCZPnszOnTtZtGgRsbGxREREFPl9iYiIiIiIiJQHRmM+a/4JWpuF33db+lPb2tkTfHc4ADuX/1bs692IuJ3buXA6AUdXVxq272C1OqoG1qZOq7ZgMrHh+6/Nx00mE8v+bxa5WZn41m9E83u7W63GonRpC5XSLuVsIrtWRgHQvp92iZcFRfuq4XLOlJnJgRYtrbJ2/e3bMLi4FOqaJUuW4ObmZnHs+eefZ+LEiQAMGDDAIgyPjY01/9nBwQFPT08MBgM+Ppf/R/Xuu++2CMkHDx7MgAEDGDt2LAB169blgw8+ICwsjI8//hgnJyeLtWrVqsUHH3xA69atSUtLu6xOEREREREREbm2vWv+5Ex8HI4urrTt89BtW7dJp3A2L/qO43t2ce7v41Sq7nfb1r6SHVG/ABDUoTP2Tk5WrSX0gQEc3rKRAxvX0Tb+ISr7B7D7j2Uc27UDO3sHwkc8jY2NrVVrLCoXQ/Hje3ZjzM/HxrZ03ld8zC5++3Aa+bm51GgYhF/jJtYuSYqAdoqXYx07diQ6OtriM2rUKPP5kJCQm57739du27aNyMhI3NzczJ/w8HCMRqM5bN+xYwe9evWiZs2auLu706FDBwDi48tG7ykRERERERGR2yU3O4u/FnwJQJv7++Hs7nHb1vaoXIVaLVsBsGv577dt3StJOnWS2OhtYDCY+51bU5WAWtRt0+6f3eLfkHL2DKu/nA1A+4cGUtG3upUrLDpVAmvh6OpKTmYGp48etnY5hWbMz+evhfP57s2XSU86T8XqfnQZMUa7xMsI7RQvQgZnZ+pv32a1tQvL1dWVOnXqXPP8zfr3tUajkSeeeIIxY8ZcNtbf35/09HS6dOlCly5dmD9/Pt7e3sTHxxMeHq4XdYqIiIiIiIgU0vbfFpN2/hzulb1p3rXHbV+/aeduHNm6iT1rVnJH/8HYO1pnh/bOZQW9xAObtSwxfbrbPTCAQ5s3cHDTX1xIPEVOZgbV6tanxX29rF1akbKxscWvURMOb9lAfMzOYn/Ja1FKOXuG32a9y9/79wIQ1LELd0cMt/pvGkjRUShehAwGQ6FbmJRmDg4O5Ofn39DYFi1asGfPnquG8Lt37+bs2bO8/fbb+PkV/FrV1q1bi6xWERERERERkfIiI/kCm3/+Dih4aaOdg8NtryGgSXM8q/qQfPoU+9evIbhjl9teQ25WFjF/rgCgeXjJ6dNd2T+Aem3v4OCGtSTGHsHW3p7wJ8eWmbYpl/IPbvpPKB5Nm/v7WbucG3J4y0aWfjyTrPQ0HJyd6TzsKRq0D7N2WVLE1D6lHMvOzubUqVMWn7Nnz97w9QEBAaSlpbFy5UrOnj1LRkbGVcc+//zzbNiwgVGjRhEdHc2hQ4dYvHgxo0ePBgp2izs4ODBr1iyOHj3K4sWLmTx58i3fo4iIiIiIiEh5s+GHb8jJzKRKYG0aWinMM9jY0OSergDsXGadF27uW7eK7Ix0vHyqEdC0hVVquJp2D/SHf9pwtHvwEav3XS8uF/uK/31gH3klvBNAXk4Of8z9lJ+nvUlWehpVa9Vl0NsfKBAvoxSKl2NRUVFUq1bN4nPHHXfc8PXt2rVjxIgRPPTQQ3h7e/POO+9cdWyTJk1YvXo1hw4d4s4776R58+ZMnDiRatWqAeDt7U1kZCTfffcdjRo14u2332batGm3fI8iIiIiIiIi5cn5k3+za0UUAGEDH8NgY73oJ6hjZ2zt7Dh99DCnDh+8rWubTCZ2LF0CQLMu3a36HK6kUg1/Og0dSeteDxDS/X5rl1NsKvrWwLVCRfJzczl5cJ+1y7mq8yf/5uuJ480vZW3Z/X76T34HL59qVq5MiovBZDKZrF1ESZaSkoKnpyfJycl4eFi+lCIrK4vY2FgCAwNxUk8hETN9b4iIiIiIiFjHz9OmcHjLBgKbh9DnhUnWLoffZk1j37pVNO7Qia5Pjr1t657YG8OC11/AztGRJz6eh5Or221bWyz99uF09q39kzb39+OOhwdbu5zL7Fm9kpWzPyY3Owtndw+6jnqGWs1bWbssuUnXynIvVbJ+TCYiIiIiIiIiIjfl5MH9HN6yAYPBhrseedTa5QAFL9wEOLB+LVlpabdt3Yu7xBvd2VGBuJVdbKESv3unlSuxlJOVye8fTifqoxnkZmfh17gJg9+ZpUC8nFAoLiIiIiIiIiJSBuxfvxqABneEUdmvppWrKeBbvyHe/gHk5WSzZ/XK27Jm6vmzHNq8HoBmJegFm+XVxVD81JFDZGekW7maAqdjjzD/hafZu/ZPDAYb2vcbyAOvTMatYiVrlya3iUJxEREREREREZEyIG7nDgDqtgq1ciX/YzAYaNqlYLf4zuW/cTu6+O5aEYXJaKRGoyC8/QOKfT25No/K3lSo5ovJZOT43hir1mIymdj++y9888o4khJO4lapMv1em0rbvg9jY2Nr1drk9lIoLiIiIiIiIiJSyiUnniLp5AkMNjb4Bze1djkWGt7RAXsnZ5IS/iY+pnhbaOTl5ppfNNpcu8RLDHMLlZhoq9WQmZrCz9Pe5M/IT8nPy6N2SFsGvzOLGg2DrFaTWI9CcRERERERERGRUi5u53YAfOs1xNHF1crVWHJwdqHRnR2Bgt3ixenQpr/ISL6AW8VK1A5pW6xryY2zdl/xE/ti+OL5MRzZuglbOzvufvQJeo1/GWc3d6vUI9ZnZ+0CRERERERERETk1lwMxQOatrByJVfWtEs3di7/jcNbNpJ2/lyR927OSk9j/7rVbF78fcF6ne7F1k6xV0nh17gJGAycOxFP+oUkXL0q3JZ1jcZ8Nv20kA3ffYPJZKRCtep0H/s8VQJq3Zb1peTSvx1EREREREREREqx/Lxcc1uSwGYtrVzNlXn7B+BbvxEnD+xl9x/LCH2g/y3PaTIW9KiO+XMZhzatJy83BwDXChVp0qnrLc8vRcfZ3YMqNWuRGHeE+D27aNg+rNjXTDt/jt8+nM7xPbsAaBx2D3c/NgIHJ+diX1tKPoXiIiIiIiIiIiKl2MmD+8nJzMTZw7NE74Bt1qUbJw/sZdfKKNrc3w8b25t7sWHq+bPsWbWSmFXLST59yny8sn8AwR070/DOjji7exRV2VJE/IKaFITiu3cWeyh+dMcWov47g8zUFOwdnej0+Ega3XV3sa4ppYtCcRERERERERGRUszcOqVJcww2Jff1cXXbtMd53meknT/Hke2bqdsq9Iavzc/L4+j2zcT8uZzYHdswmYwAODg706BdGMF3d6Fq7boYDIbiKl9uUc2gpmxb8lOxvmw1NyuLdQu+ZPtvPwPgHVCL7k8/T0Xf6sW2ppROCsVFREREREREREqxuOh/QvES2jrlIjt7e4I6dmbLz9+zc9lvNxSKn/v7ODF/Lmfvmj/ISL5gPl69QWOC7+5CvTbtsXdyKsaqpahUb9gYG1tbUs6c5sLpU3hV9SnS+eN2bmf5Z/8l5cxpAJrf24O7HnkMO3v7Il1HygaF4uVQREQE8+bNu+x4eHg4UVFRVqhIRERERERERG5G+oUkEuOOAAU7xUu6pp26smXxDxzbtYOkhL+pUO3yHbw5WZkc3LCO3X8u5+SBvebjLp5eNA67h6COnanoW+N2li1FwMHJmWp16/P3/r3Ex0TjVbVo+r5npCSz6ovP2bf2TwDcK3vT+fFRBDYPKZL5pWxSKF5Ode3alblz51occ3R0vOn5TCYT+fn52N2GNzvfzrVERERERERESrJju3YAUCWwNi6eXtYt5gZ4VvEhsGkLYqO3sXNFFB0GDQUK/r/+qcMH2f3nMvb/tYbcrEwADAYbAluEENyxC4HNQ7BVFlCq+Qc1LQjFd++kyT23FoqbTCb2rvmDVV/OJis1BYPBhub39qD9QwP1Mk25rpLbaEqKlaOjIz4+PhafChUqABAXF4fBYCA6Oto8/sKFCxgMBlatWgXAqlWrMBgMLF26lJCQEBwdHVm7di3Z2dmMGTOGKlWq4OTkxB133MGWLVuuWcv8+fMJCQnB3d0dHx8fBgwYQGJiovn81dYymUy888471KpVC2dnZ5o2bcr3339vvi4/P5+hQ4cSGBiIs7Mz9evX5/333y+6hygiIiIiIiJiZbHR2wAILOGtUy7VtEs3APasWkHqubNs+3UR88aP4utXxrF75VJyszLx8qnGHQ8PZvhHc7l/wqvUadVWgXgZ4B/UFID4PbswGY03Pc+F06f4YeqrRH00g6zUFLz9Axjw5jQ6DhmmQFxuiP5tUoRMJhN5OTf/DX0r7BxsrPIyiQkTJjBt2jRq1aqFl5cXEyZM4IcffmDevHnUrFmTd955h/DwcA4fPkzFihWvOEdOTg6TJ0+mfv36JCYm8swzzxAREcFvv/12zbVeeeUVfvzxRz7++GPq1q3LmjVrGDhwIN7e3oSFhWE0GqlRowYLFy6kcuXKrF+/nuHDh1OtWjX69et3Ox6PiIiIiIiISLExGY3mneIBTVtYuZobF9g8BPfK3qSePcP/jYwwH7ezd6Be2/YE3d2FGg2D9NLMMqha3frYOTqSmZLM2RPxePsHFOp6Y34+235dxPrvviYvJxs7ewfaPtCfkO7364cmUij6p6UI5eUY+b+nV1tl7eHvh2HvaHvD45csWYKbm5vFseeff56JEycWat033niDzp07A5Cens7HH39MZGQk9957LwCfffYZy5cvZ/bs2Tz33HNXnOOxxx4z/7lWrVp88MEHtG7dmrS0NIsa/73We++9xx9//EFoaKj52nXr1vHpp58SFhaGvb09r7/+uvn6wMBA1q9fz8KFCxWKi4iIiIiISKl3OvYImakpODg7U61uA2uXc8NsbGxp2rkb674peN9Z1Vp1COrYhQbt78LJ1e06V0tpZmtnT42GQcRFbyN+985CheKnjx5m2aezzD30/YOa0GnYU1Tw8S2maqUsUyheTnXs2JGPP/7Y4tjVdnJfS0jI/15acOTIEXJzc2nfvr35mL29Pa1bt2bfvn1XnWPHjh1MmjSJ6Ohozp8/j/GfX5+Jj4+nUaNGV1xr7969ZGVlmUPyi3Jycmje/H8vFvnkk0/4/PPPOXbsGJmZmeTk5NCsWbNC36eIiIiIiIhISRP3T+sU/6BmpW6XbKseffCoVJlKfjWpElDL2uXIbeTfuElBKB4TTcv7el13fG5WFn999xXbf/0Zk8mIk6sbYYOG0rhDJ/02gdy00vVvzBLOzsGG4e+HWW3twnB1daVOnTpXPGdjUzCXyWQyH8vNzb3qPBddHP/vfyGZTKar/ksqPT2dLl260KVLF+bPn4+3tzfx8fGEh4eTk5Nz1bUuBue//vor1atbvqn64gtDFy5cyDPPPMP06dMJDQ3F3d2dd999l02bNl2xFhEREREREZHSJHbndqB09RO/yMbWloZ3drR2GWIFF/uKn9gXgzE/Hxvbq3c+iNu5nRWf/5fkxNMA1G93Fx2HDMPVq8JtqVXKLoXiRchgMBSqhUlJ5e3tDUBCQoJ51/WlL928mjp16uDg4MC6desYMGAAUBCmb926lbFjx17xmv3793P27Fnefvtt/Pz8ANi6det112rUqBGOjo7Ex8cTFnblH0SsXbuWdu3aMXLkSPOxI0eOXHduERERERERkZIuKz2NhEP7gdLVT1ykSkAtnNzcyUpL5dSRg/jWa3jZmIyUZFZ98Tn71v4JgHtlbzo9PpJazVvd7nKljFIoXk5lZ2dz6tQpi2N2dnZUrlwZZ2dn2rZty9tvv01AQABnz57llVdeue6crq6uPPnkkzz33HNUrFgRf39/3nnnHTIyMhg6dOgVr/H398fBwYFZs2YxYsQIYmJimDx58nXXcnd3Z/z48TzzzDMYjUbuuOMOUlJSWL9+PW5ubgwZMoQ6derwxRdfsHTpUgIDA/nyyy/ZsmULgYGBN/aQREREREREREqo+JidmIxGKvrWwMO7irXLEblhBhsb/BoHc2jTeuJ377QIxU0mE/vW/smfX3xOVmoKGAy06NqD9g8PwsHJ2YpVS1mjULycioqKolq1ahbH6tevz/79BT9lnjNnDo899hghISHUr1+fd955hy5dulx33rfffhuj0cigQYNITU0lJCSEpUuXUqHClX+txdvbm8jISF566SU++OADWrRowbRp0+jZs+d115o8eTJVqlThrbfe4ujRo3h5edGiRQteeuklAEaMGEF0dDQPPfQQBoOB/v37M3LkSH7//ffrzi0iIiIiIiJSkl3sJx5QCluniPgHNSsIxWN20rbvwwBcOH2KFZ//l2O7dgBQ2T+ALk+Mplqd+tYsVcoog+nSxtFymZSUFDw9PUlOTsbDw8PiXFZWFrGxsQQGBuLk5GSlCkVKHn1viIiIiIiIFB+TycRnox4j9dwZ+rz4eqnsKS7l2/mTfzP3mSewtbNj5Odfs3NFFOsXfkVeTja29vaE9u1PSI8+pe4FsmJ918pyL6V/skRERERERERESpHzfx8n9dwZ7OwdqNEoyNrliBRahWq+uFWqTNq5s0SOG0XquTMA+DVuQudho6hQrbqVK5SyTqG4iIiIiIiIiEgpEvtP65QajYKwd3C0cjUihWcwGKgZ1JQ9q1eSeu4MTq5u3DXoMYI6dMZgMFi7PCkHFIqLiIiIiIiIiJQicTu3AxDQtIWVKxG5eQ3v7MiBjeuo3bINHYcMw9Xryu+jEykOCsVFREREREREREqJ3OwsTuyLASCgqXqJS+lVM7gZYyK/w2BjY+1SpBwq9D91a9asoUePHvj6+mIwGFi0aJHFeZPJxKRJk/D19cXZ2ZkOHTqwZ88eizHZ2dmMHj2aypUr4+rqSs+ePTlx4oTFmKSkJAYNGoSnpyeenp4MGjSICxcuWIyJj4+nR48euLq6UrlyZcaMGUNOTo7FmN27dxMWFoazszPVq1fnjTfeQO8WFREREREREZHS6MTeGPJzc3Gv7E3F6jWsXY7ILVEgLtZS6H/y0tPTadq0KR9++OEVz7/zzju89957fPjhh2zZsgUfHx86d+5MamqqeczYsWP56aef+Pbbb1m3bh1paWl0796d/Px885gBAwYQHR1NVFQUUVFRREdHM2jQIPP5/Px87rvvPtLT01m3bh3ffvstP/zwA+PGjTOPSUlJoXPnzvj6+rJlyxZmzZrFtGnTeO+99wp72yIiIiIiIiIiVndp6xT1XhYRuTmFbp9y7733cu+9917xnMlkYubMmbz88sv06dMHgHnz5lG1alW+/vprnnjiCZKTk5k9ezZffvklnTp1AmD+/Pn4+fmxYsUKwsPD2bdvH1FRUWzcuJE2bdoA8NlnnxEaGsqBAweoX78+y5YtY+/evRw/fhxfX18Apk+fTkREBFOmTMHDw4OvvvqKrKwsIiMjcXR0JCgoiIMHD/Lee+/x7LPP6j8eIiIiIiIiIlKqxP4TigeqdYqIyE0r0t9RiI2N5dSpU3Tp0sV8zNHRkbCwMNavXw/Atm3byM3NtRjj6+tLUFCQecyGDRvw9PQ0B+IAbdu2xdPT02JMUFCQORAHCA8PJzs7m23btpnHhIWF4ejoaDHm5MmTxMXFXfEesrOzSUlJsfiIiIiIiIiIiFhbcuJpkk6ewGBjg39wU2uXIyJSahVpKH7q1CkAqlatanG8atWq5nOnTp3CwcGBChUqXHNMlSpVLpu/SpUqFmP+vU6FChVwcHC45piLX18c829vvfWWuY+5p6cnfn5+179xEREREREREZFidrF1im+9Bji6uFq5GhGR0qtYutn/uy2JyWS6bquSf4+50viiGHPxJZtXq+fFF18kOTnZ/Dl+/Pg165bbJyIigt69e1u7DBERERERERGriNtZ8JvxAWqdIiJyS4o0FPfx8QEu34WdmJho3qHt4+NDTk4OSUlJ1xxz+vTpy+Y/c+aMxZh/r5OUlERubu41xyQmJgKX72a/yNHREQ8PD4tPWaSAWURERERERKT0yM/LIz5mJwCBzRSKi4jciiINxQMDA/Hx8WH58uXmYzk5OaxevZp27doB0LJlS+zt7S3GJCQkEBMTYx4TGhpKcnIymzdvNo/ZtGkTycnJFmNiYmJISEgwj1m2bBmOjo60bNnSPGbNmjXk5ORYjPH19SUgIKAob13KsNzcXGuXICIiIiIiIuVcwsH95GRm4uzhSZWAWtYuR0SkVCt0KJ6WlkZ0dDTR0dFAwcs1o6OjiY+Px2AwMHbsWKZOncpPP/1ETEwMERERuLi4MGDAAAA8PT0ZOnQo48aNY+XKlezYsYOBAwcSHBxMp06dAGjYsCFdu3Zl2LBhbNy4kY0bNzJs2DC6d+9O/fr1AejSpQuNGjVi0KBB7Nixg5UrVzJ+/HiGDRtm3t09YMAAHB0diYiIICYmhp9++ompU6fy7LPPXredS3kVGRmJl5eXxbFFixaZn5fJZKJTp0507drV3IrmwoUL+Pv78/LLL5uvmTt3Lg0bNsTJyYkGDRrw0Ucfmc/FxcVhMBhYuHAhd955J87OzrRq1YqDBw+yZcsWQkJCcHNzo2vXrpw5c+ayGl9//XWqVKmCh4cHTzzxhMUPPbKzsxkzZgxVqlTBycmJO+64gy1bttzw/QFMmjSJZs2aMWfOHGrVqoWjoyMmk4n9+/dzxx134OTkRKNGjVixYgUGg4FFixYV+jmLiIiIiIiIFEbsxdYpTZpjsCmWbrgiIuWGXWEv2Lp1Kx07djR//eyzzwIwZMgQIiMjmTBhApmZmYwcOZKkpCTatGnDsmXLcHd3N18zY8YM7Ozs6NevH5mZmdxzzz1ERkZia2trHvPVV18xZswYunTpAkDPnj358MMPzedtbW359ddfGTlyJO3bt8fZ2ZkBAwYwbdo08xhPT0+WL1/OqFGjCAkJoUKFCjz77LPmmouayWQiLzu7WOa+HjtHx9sS9BsMBubNm0dwcDAffPABTz/9NCNGjKBq1apMmjQJgM8++4zXXnuNDz/8kObNm7Njxw6GDRuGq6srQ4YMMc/12muvMXPmTPz9/Xnsscfo378/Hh4evP/++7i4uNCvXz9effVVPv74Y/M1K1euxMnJiT///JO4uDgeffRRKleuzJQpUwCYMGECP/zwA/PmzaNmzZq88847hIeHc/jwYSpWrHjD93n48GEWLlzIDz/8gK2tLUajkd69e+Pv78+mTZtITU1l3LhxRfNQRURERERERK4jLrrgJZsBap0iInLLCh2Kd+jQwbxD+EoMBgOTJk0yB6RX4uTkxKxZs5g1a9ZVx1SsWJH58+dfsxZ/f3+WLFlyzTHBwcGsWbPmmmOKSl52Nh8MeeC2rPVvY+Z9j72T021Zq3r16nz66acMGjSI06dP88svv7Bjxw7s7e0BmDx5MtOnT6dPnz5AQVudvXv38umnn1qE4uPHjyc8PByAp59+mv79+7Ny5Urat28PwNChQ4mMjLRY28HBgTlz5uDi4kLjxo154403eO6555g8eTKZmZl8/PHHREZGcu+99wIFAf3y5cuZPXs2zz333A3fY05ODl9++SXe3t4AREVFceTIEVatWmXunT9lyhQ6d+58E09QRERERERE5MalX0giMe4IULBTXEREbk2hQ3ERgAcffJCffvqJt956i48//ph69eoBBS9DPX78OEOHDmXYsGHm8Xl5eXh6elrM0aRJE/OfL774NDg42OLYxRejXtS0aVNcXFzMX4eGhpKWlsbx48dJTk4mNzfXHKoD2Nvb07p1a/bt21eo+6tZs6Y5EAc4cOAAfn5+5kAcoHXr1oWaU0RERERERORmHNu1A4AqgbVx8fSybjEiImWAQvEiZOfoyJh531tt7aJgY2Nz2W8CXOlFkxkZGWzbtg1bW1sOHTpkPm40GoGCHdpt2rSxuObS9jiAeWc5YG798u9jF+e7HoPBYK77321kTCaT+diN3p+rq+tV5xARERERERG5nWKjC/qJB6p1iohIkVAoXoQMBsNta2FSXLy9vUlNTSU9Pd0cDF98qeqlxo0bh42NDb///jvdunXjvvvu4+6776Zq1apUr16do0eP8sgjjxR5fTt37iQzMxNnZ2cANm7ciJubGzVq1KBSpUo4ODiwbt0684tdc3Nz2bp1K2PHji3U/f1bgwYNiI+P5/Tp0+Zd7Ze+wFNERERERESkOJiMRvNO8YAmLaxcjYhI2aBQvBxLTk6+LBBu3LgxLi4uvPTSS4wePZrNmzdf1tf7119/Zc6cOWzYsIEWLVrwwgsvMGTIEHbt2kWFChWYNGkSY8aMwcPDg3vvvZfs7Gy2bt1KUlLSLb/kNCcnh6FDh/LKK69w7NgxXnvtNZ566ilsbGxwdXXlySef5LnnnqNixYr4+/vzzjvvkJGRwdChQwFo06bNde/vSjp37kzt2rUZMmQI77zzDqmpqbz88svA5TvTRURERERERIrK6dgjZKam4ODsTLV6DaxdjohImWBj7QLEelatWkXz5s0tPq+++irz58/nt99+Izg4mG+++cbipalnzpxh6NChTJo0iRYtCn5C/dprr+Hr68uIESMAePzxx/n888+JjIwkODiYsLAwIiMjCQwMvOWa77nnHurWrctdd91Fv3796NGjh0V9b7/9Nn379mXQoEG0aNGCw4cPs3TpUipUqAD87wWuV7u/q7G1tWXRokWkpaXRqlUrHn/8cV555RWg4MWxIiIiIiIiIsUh7p/WKf5BzbC1095GEZGiYDD9u8GyWEhJScHT05Pk5GQ8PDwszmVlZREbG0tgYKCC0XLor7/+4o477uDw4cPUrl3b2uWUKPreEBERERERKRrfvjaBv/fvpdPjo2ja+V5rlyMiUqJdK8u9lH7EKHKDfvrpJ9zc3Khbty6HDx/m6aefpn379grERUREREREpFhkpadx8uB+AAKaqp+4iEhRUSgucoNSU1OZMGECx48fp3LlynTq1Inp06dbuywREREREREpo+JjdmIyGqnoWwPPKlWtXY6ISJmhUFzkBg0ePJjBgwdbuwwREREREREpJ+J2bge0S1xEpKjpRZsiIiIiIiIiIiWMyWQiLvqfULxZSytXIyJStigUFxEREREREREpYc7/fZzUc2ews3egRqMga5cjIlKmKBQXERERERERESlhLrZOqd6wMfYOjlauRkSkbFEoLiIiIiIiIiJSwsRGbwMgUK1TRESKnEJxEREREREREZESJDc7ixP7YgAIaKpQXESkqCkUFxEREREREREpQU7s20N+bi7ulbypWL2GtcsRESlzFIpLoUVGRuLl5WXtMopVhw4dGDt2rPnrgIAAZs6cabV6REREREREpPyI+6d1SkCzFhgMBitXIyJS9igUL6eOHz/O0KFD8fX1xcHBgZo1a/L0009z7tw5i3EKg2/dpEmTaNasWaGvKw8/fBAREREREZHLxf7zks1AtU4RESkWCsXLoaNHjxISEsLBgwf55ptvOHz4MJ988gkrV64kNDSU8+fPW6Wu3Nxcq6wrIiIiIiIiUlIkJ54m6eQJDDY2+Ac3tXY5IiJlkkLxcmjUqFE4ODiwbNkywsLC8Pf3595772XFihX8/fffvPzyy0BBC5Fjx47xzDPPYDAYLvuVraVLl9KwYUPc3Nzo2rUrCQkJFufnzp1Lw4YNcXJyokGDBnz00Ufmc3FxcRgMBhYuXEiHDh1wcnJi/vz5V6x30qRJ+Pv74+joiK+vL2PGjDGfCwgI4M0332Tw4MG4ublRs2ZNfv75Z86cOUOvXr1wc3MjODiYrVu3mq85d+4c/fv3p0aNGri4uBAcHMw333xzS8901apVtG7dGldXV7y8vGjfvj3Hjh0jMjKS119/nZ07d5qfYWRkJADvvfcewcHBuLq64ufnx8iRI0lLSzPP9+ijj5KcnGy+btKkSQDk5OQwYcIEqlevjqurK23atGHVqlXmWo4dO0aPHj2oUKECrq6uNG7cmN9+++2W7k9ERERERERuj7h/don71muAo4urlasRESmbFIoXIZPJhDEn3yofk8l0QzWeP3+epUuXMnLkSJydnS3O+fj48Mgjj7BgwQJMJhM//vgjNWrU4I033iAhIcEi9M7IyGDatGl8+eWXrFmzhvj4eMaPH28+/9lnn/Hyyy8zZcoU9u3bx9SpU5k4cSLz5s2zWPP5559nzJgx7Nu3j/Dw8Mvq/f7775kxYwaffvophw4dYtGiRQQHB1uMmTFjBu3bt2fHjh3cd999DBo0iMGDBzNw4EC2b99OnTp1GDx4sPkZZWVl0bJlS5YsWUJMTAzDhw9n0KBBbNq06Yae4b/l5eXRu3dvwsLC2LVrFxs2bGD48OEYDAYeeughxo0bR+PGjc3P8KGHHgLAxsaGDz74gJiYGObNm8cff/zBhAkTAGjXrh0zZ87Ew8PDfN3F5/voo4/y119/8e2337Jr1y4efPBBunbtyqFDh4CCH3pkZ2ezZs0adu/ezX/+8x/c3Nxu6t5ERERERETk9orb+U8/cbVOEREpNnbWLqAsMeUaOfnqequs7ftGOwwOttcdd+jQIUwmEw0bNrzi+YYNG5KUlMSZM2eoUqUKtra2uLu74+PjYzEuNzeXTz75hNq1awPw1FNP8cYbb5jPT548menTp9OnTx8AAgMD2bt3L59++ilDhgwxjxs7dqx5zJXEx8fj4+NDp06dsLe3x9/fn9atW1uM6datG0888QQAr776Kh9//DGtWrXiwQcfBAqC99DQUE6fPo2Pjw/Vq1e3CPBHjx5NVFQU3333HW3atLnuM/y3lJQUkpOT6d69u/l5XPp83dzcsLOzu+wZXvoiz8DAQCZPnsyTTz7JRx99hIODA56enhgMBovrjhw5wjfffMOJEyfw9fUFYPz48URFRTF37lymTp1KfHw8ffv2Nf/woFatWoW+JxEREREREbn98vPyiI/ZCUBA0xZWrkZEpOxSKC4WLu6mvt7brV1cXMwBMEC1atVITEwE4MyZM+YXeQ4bNsw8Ji8vD09PT4t5QkJCrrnOgw8+yMyZM6lVqxZdu3alW7du9OjRAzu7//2j26RJE/Ofq1atCmCxm/ziscTERHx8fMjPz+ftt99mwYIF/P3332RnZ5OdnY2r6839WlrFihWJiIggPDyczp0706lTJ/r160e1atWued2ff/7J1KlT2bt3LykpKeTl5ZGVlUV6evpVa9m+fTsmk4l69epZHM/OzqZSpUoAjBkzhieffJJly5bRqVMn+vbta/GMREREREREpGRKOLifnMxMnN09qBpY+/oXiIjITVEoXoQM9jb4vtHOamvfiDp16mAwGNi7dy+9e/e+7Pz+/fupUKEClStXvuY89vb2lusbDOZA3Wg0AgUtVP6989rW1nI3+/WCaD8/Pw4cOMDy5ctZsWIFI0eO5N1332X16tXmGi6t5WKYf6VjF+uaPn06M2bMYObMmeae3mPHjiUnJ+eatVzL3LlzGTNmDFFRUSxYsIBXXnmF5cuX07Zt2yuOP3bsGN26dWPEiBFMnjyZihUrsm7dOoYOHXrNF44ajUZsbW3Ztm3bZc/yYouUxx9/nPDwcH799VeWLVvGW2+9xfTp0xk9evRN35+IiIiIiIgUv1hz65QWGGzU8VZEpLgoFC9CBoPhhlqYWFOlSpXo3LkzH330Ec8884xFX/FTp07x1VdfMXjwYHOQ7ODgQH5+fqHWqFq1KtWrV+fo0aM88sgjt1yzs7MzPXv2pGfPnowaNYoGDRqwe/duWrS4uV8lW7t2Lb169WLgwIFAQdB86NChq7aUuVHNmzenefPmvPjii4SGhvL111/Ttm3bKz7DrVu3kpeXx/Tp07H553/oLFy40GLMla5r3rw5+fn5JCYmcuedd161Fj8/P0aMGMGIESN48cUX+eyzzxSKi4iIiIiIlHAXX7Kp1ikiIsVLP3Yshz788EOys7MJDw9nzZo1HD9+nKioKDp37kz16tWZMmWKeWxAQABr1qzh77//5uzZsze8xqRJk3jrrbd4//33OXjwILt372bu3Lm89957hao1MjKS2bNnExMTw9GjR/nyyy9xdnamZs2ahZrnUnXq1GH58uWsX7+effv28cQTT3Dq1Kmbni82NpYXX3yRDRs2cOzYMZYtW8bBgwfNIXtAQACxsbFER0dz9uxZsrOzqV27Nnl5ecyaNct8X5988onFvAEBAaSlpbFy5UrOnj1LRkYG9erV45FHHmHw4MH8+OOPxMbGsmXLFv7zn//w22+/AQW9ypcuXUpsbCzbt2/njz/+uOXAX0RERERERIpX+oUkEmOPAFCzSXMrVyMiUrYpFC+H6taty9atW6lduzYPPfQQtWvXZvjw4XTs2JENGzZQsWJF89g33niDuLg4ateujbe39w2v8fjjj/P5558TGRlJcHAwYWFhREZGEhgYWKhavby8+Oyzz2jfvj1NmjRh5cqV/PLLL+b+2Tdj4sSJtGjRgvDwcDp06ICPj88VW8ncKBcXF/bv30/fvn2pV68ew4cP56mnnjK//LNv37507dqVjh074u3tzTfffEOzZs147733+M9//kNQUBBfffUVb731lsW87dq1Y8SIETz00EN4e3vzzjvvAAWtWgYPHsy4ceOoX78+PXv2ZNOmTfj5+QGQn5/PqFGjaNiwIV27dqV+/fp89NFHN31/IiIiIiIiUvyO7doBQJXA2rh6VbByNSIiZZvBdLERtFxRSkoKnp6eJCcn4+HhYXEuKyuL2NhYAgMDcXJyslKFIiWPvjdEREREREQK57dZ09i3bhWtez/Inf2HWLscEZFS6VpZ7qW0U1xERERERERExIpMRqO5n3hg05ZWrkZEpOxTKC4iIiIiIiIiYkWnY4+QmZqCg7Mz1eo1sHY5IiJlnkJxERERERERERErurhL3D+oKbZ2dlauRkSk7FMoLiIiIiIiIiJiRXE7twEQoNYpIiK3hUJxEREREREREREryUpP4+TB/QAENG1h5WpERMoHheIiIiIiIiIiIlYSH7MTk9FIBd8aeFapau1yRETKBYXiIiIiIiIiIiJWcrGfeKB2iYuI3DYKxUVERERERERErMBkMhEXXRCKBzRTP3ERkdtFobiIiIiIiIiIiBWc//s4qefOYGtvT42Gja1djohIuaFQXEqdVatWYTAYuHDhgrVLEREREREREblpF1un1GgYhL2jk5WrEREpPxSKl1MREREYDAYMBgN2dnb4+/vz5JNPkpSUZO3Srqtdu3YkJCTg6elp7VJEREREREREblps9DYAAtU6RUTktlIoXo517dqVhIQE4uLi+Pzzz/nll18YOXKktcu6LgcHB3x8fDAYDNYuRUREREREROSm5GZncWJfDAABesmmiMhtpVC8HHN0dMTHx4caNWrQpUsXHnroIZYtWwaA0WjkjTfeoEaNGjg6OtKsWTOioqLM18bFxWEwGFi4cCF33nknzs7OtGrVioMHD7JlyxZCQkJwc3Oja9eunDlzxnzdli1b6Ny5M5UrV8bT05OwsDC2b99uUZfBYODzzz/n/vvvx8XFhbp167J48WLz+X+3Tzl37hz9+/enRo0auLi4EBwczDfffFOMT05ERERERETk1pzYt4f83FzcK3lTsbqftcsRESlXFIoXIZPJRE5OjlU+JpPplmo/evQoUVFR2NvbA/D+++8zffp0pk2bxq5duwgPD6dnz54cOnTI4rrXXnuNV155he3bt2NnZ0f//v2ZMGEC77//PmvXruXIkSO8+uqr5vGpqakMGTKEtWvXsnHjRurWrUu3bt1ITU21mPf111+nX79+7Nq1i27duvHII49w/vz5K9aelZVFy5YtWbJkCTExMQwfPpxBgwaxadOmW3omIiIiIiIiIsUl7p/WKQHNWug3oUVEbjM7axdQluTm5jJ16lSrrP3SSy/h4OBQqGuWLFmCm5sb+fn5ZGVlAfDee+8BMG3aNJ5//nkefvhhAP7zn//w559/MnPmTP773/+a5xg/fjzh4eEAPP300/Tv35+VK1fSvn17AIYOHUpkZKR5/N13321Rw6effkqFChVYvXo13bt3Nx+PiIigf//+AEydOpVZs2axefNmunbtetl9VK9enfHjx5u/Hj16NFFRUXz33Xe0adOmUM9EREREREREpLiZjEaObt8CqHWKiIg1KBQvxzp27MjHH39MRkYGn3/+OQcPHmT06NGkpKRw8uRJc7B9Ufv27dm5c6fFsSZNmpj/XLVqVQCCg4MtjiUmJpq/TkxM5NVXX+WPP/7g9OnT5Ofnk5GRQXx8/FXndXV1xd3d3WKeS+Xn5/P222+zYMEC/v77b7Kzs8nOzsbV1bWQT0RERERERESk+B3espELpxNwdHEloElza5cjIlLuKBQvQvb29rz00ktWW7uwXF1dqVOnDgAffPABHTt25PXXX+e5554DuOzXt0wm02XHLl334rl/HzMajeavIyIiOHPmDDNnzqRmzZo4OjoSGhpKTk7ONe/n3/Ncavr06cyYMYOZM2cSHByMq6srY8eOvWxOEREREREREWszmUxs/HEBAM27dsfB2cXKFYmIlD8KxYuQwWAodAuTkuS1117j3nvv5cknn8TX15d169Zx1113mc+vX7+e1q1b39Iaa9eu5aOPPqJbt24AHD9+nLNnz97ynL169WLgwIFAwUtCDx06RMOGDW9pXhEREREREZGiFhe9jcS4I9g7OtH83p7WLkdEpFxSKC5mHTp0oHHjxkydOpXnnnuO1157jdq1a9OsWTPmzp1LdHQ0X3311S2tUadOHb788ktCQkJISUnhueeew9nZ+Zbn/OGHH1i/fj0VKlTgvffe49SpUwrFRUREREREpES5dJd4k8734uLhaeWKRETKJ4XiYuHZZ5/l0Ucf5eDBg6SkpDBu3DgSExNp1KgRixcvpm7durc0/5w5cxg+fDjNmzfH39+fqVOnWrwk82ZMnDiR2NhYwsPDcXFxYfjw4fTu3Zvk5ORbmldERERERESkKJ3Yu5uTB/dha29PSPf7rV2OiEi5ZTCZTCZrF1GSpaSk4OnpSXJyMh4eHhbnsrKyiI2NJTAwECcnJytVKFLy6HtDRERERETkct9Nfpn4mJ007XIfnYY+ae1yRETKnGtluZeyuY01iYiIiIiIiIiUSycP7ic+Zic2tra07tnX2uWIiJRrCsVFRERERERERIrZpp8Keok3vLMjHt5VrFyNiEj5plBcRERERERERKQYJcYd5ej2LRgMNrTu9aC1yxERKfcUiouIiIiIiIiIFKNNi74DoF7oHVT0rW7lakRERKG4iIiIiIiIiEgxOff3cQ5uXAdAm/v7WbkaEREBheIiIiIiIiIiIsVmy8/fg8lE7ZC2ePsHWLscERFBobiIiIiIiIiISLFITjzF3rV/AtBWu8RFREoMheIiIiIiIiIiIsVgy+IfMBmN1GzSHJ869axdjoiI/EOhuIiIiIiIiIhIEUs9f5aYP5cD0Pb+h6xcjYiIXEqhuNxWq1atwmAwcOHChdu67qRJk2jWrNltXVNERERERETKr21LfiI/L4/qDRpTo1GQtcsREZFLKBQvhxITE3niiSfw9/fH0dERHx8fwsPD2bBhQ5Gu06FDB8aOHVukcw4fPhxbW1u+/fbbQl03fvx4Vq5cWaS1iIiIiIiIiFxJRkoyO5dHAeolLiJSEtlZuwC5/fr27Utubi7z5s2jVq1anD59mpUrV3L+/Hlrl3ZNGRkZLFiwgOeee47Zs2fz8MMP3/C1bm5uuLm5FWN1IiIiIiIiIgW2//YzeTnZVK1Vl5pNW1i7HBER+RftFC9nLly4wLp16/jPf/5Dx44dqVmzJq1bt+bFF1/kvvvuM4+Lj4+nV69euLm54eHhQb9+/Th9+rT5fEREBL1797aYe+zYsXTo0MF8fvXq1bz//vsYDAYMBgNxcXHmsdu2bSMkJAQXFxfatWvHgQMHrlv7d999R6NGjXjxxRf566+/LOaDgtYsrVu3xtXVFS8vL9q3b8+xY8eAy9unbNmyhc6dO1O5cmU8PT0JCwtj+/btN/YQRURERERERK4iKz2NHVFLAGjTpx8Gg8HKFYmIyL8pFC9CJpOJ/PwMq3xMJtMN1Xhxx/SiRYvIzs6+6n307t2b8+fPs3r1apYvX86RI0d46KEbfzHI+++/T2hoKMOGDSMhIYGEhAT8/PzM519++WWmT5/O1q1bsbOz47HHHrvunLNnz2bgwIF4enrSrVs35s6daz6Xl5dH7969CQsLY9euXWzYsIHhw4df9X98pKamMmTIENauXcvGjRupW7cu3bp1IzU19YbvUUREREREROTfoqOWkJOZQWW/mtRp2cba5YiIyBWofUoRMhozWbU62Cprdwjbja2ty3XH2dnZERkZybBhw/jkk09o0aIFYWFhPPzwwzRp0gSAFStWsGvXLmJjY81B9pdffknjxo3ZsmULrVq1uu46np6eODg44OLigo+Pz2Xnp0yZQlhYGAAvvPAC9913H1lZWTg5OV1xvkOHDrFx40Z+/PFHAAYOHMiYMWN47bXXsLGxISUlheTkZLp3707t2rUBaNiw4VXru/vuuy2+/vTTT6lQoQKrV6+me/fu170/ERERERERkX/Lycpk228/A9D6/n4YbLQXUUSkJNK/ncuhvn37cvLkSRYvXkx4eDirVq2iRYsWREZGArBv3z78/PwsdnY3atQILy8v9u3bVyQ1XAzgAapVqwYUvAD0ambPnk14eDiVK1cGoFu3bqSnp7NixQoAKlasSEREBOHh4fTo0YP333+fhISEq86XmJjIiBEjqFevHp6ennh6epKWlkZ8fHxR3J6IiIiIiIiUQ7uW/05WWioVqvlSP/QOa5cjIiJXoZ3iRcjGxpkOYbuttnZhODk50blzZzp37syrr77K448/zmuvvUZERAQmk+mKbUcuPW5jY3NZy5bc3NwbXt/e3t7854tzGo3GK47Nz8/niy++4NSpU9jZ2Vkcnz17Nl26dAFg7ty5jBkzhqioKBYsWMArr7zC8uXLadu27WVzRkREcObMGWbOnEnNmjVxdHQkNDSUnJycG74HERERERERkYvycnLYuuQnAFr1egAbG1srVyQiIlejULwIGQyGG2phUhI1atSIRYsWmf8cHx/P8ePHzbvF9+7dS3Jysrklibe3NzExMRZzREdHW4TdDg4O5Ofn33Jtv/32G6mpqezYsQNb2//9j4r9+/fzyCOPcO7cOSpVqgRA8+bNad68OS+++CKhoaF8/fXXVwzF165dy0cffUS3bt0AOH78OGfPnr3lWkVERERERKR8ivlzOekXknCv5E2jOztauxwREbkGtU8pZ86dO8fdd9/N/PnzzX3Dv/vuO9555x169eoFQKdOnWjSpAmPPPII27dvZ/PmzQwePJiwsDBCQkKAgp7cW7du5YsvvuDQoUO89tprl4XkAQEBbNq0ibi4OM6ePXvVneDXM3v2bO677z6aNm1KUFCQ+dO3b1+8vb2ZP38+sbGxvPjii2zYsIFjx46xbNkyDh48eNW+4nXq1OHLL79k3759bNq0iUceeQRn58LtthcREREREREByM/LY/Pi7wFo1asvtnb217lCRESsSaF4OePm5kabNm2YMWMGd911F0FBQUycOJFhw4bx4YcfAgU73hctWkSFChW466676NSpE7Vq1WLBggXmecLDw5k4cSITJkygVatWpKamMnjwYIu1xo8fj62tLY0aNcLb2/um+nWfPn2aX3/9lb59+152zmAw0KdPH2bPno2Liwv79++nb9++1KtXj+HDh/PUU0/xxBNPXHHeOXPmkJSURPPmzRk0aBBjxoyhSpUqha5PREREREREZN/aP0k9ewYXTy+COna2djkiInIdBtO/G0OLhZSUFDw9PUlOTsbDw8PiXFZWFrGxsQQGBuLk5GSlCkVKHn1viIiIiIhIeWE05hP57JMkJZzkroGP0apHH2uXJCJSbl0ry72UdoqLiIiIiIiIiNykgxvWkZRwEic3d5p2vtfa5YiIyA1QKC4iIiIiIiIichNMRiObfloIQItuPXFw0ruqRERKA4XiIiIiIiIiIiI34ci2zZw9fgwHZ2eah/ewdjkiInKDFIqLiIiIiIiIiBSSyWRi008LAGgW3h0nNzcrVyQiIjdKobiIiIiIiIiISCEd27WDU0cOYefgSMv7elu7HBERKQSF4iIiIiIiIiIihXSxl3iTTl1x8fC0cjUiIlIYCsVFRERERERERArhxL4YTuyLwdbOjpAe91u7HBERKSSF4iIiIiIiIiIihXBxl3jjDp1wr1jZytWIiEhhKRQXEREREREREblBpw4fJG7ndgw2NrTu9YC1yxERkZugUFxuSYcOHRg7dmyxzB0QEMDMmTOLZe4bUZz3VlirVq3CYDBw4cIFa5ciIiIiIiJSrm1aVLBLvGH7MDyr+Fi5GhERuRkKxcuhq4W9ixYtwmAwFGquH3/8kcmTJ5u/tkaQfeLECRwcHGjQoMFtXfdKIiMjMRgMl32cnJxuad527dqRkJCAp+etv7zFYDCwaNGiW55HRERERESkvDkTH8fhLRvBYKB1737WLkdERG6SQnG5JRUrVsTd3d2qNURGRtKvXz8yMjL466+/rjs+Nze3WOvx8PAgISHB4nPs2LFbmtPBwQEfH5+r/tAiPz8fo9F4S2uIiIiIiIjItW1e9B0A9Vq3o1INPytXIyIiN0uhuFzVpEmTaNasGV9++SUBAQF4enry8MMPk5qaah5z6a7zDh06cOzYMZ555hnzDumL1q9fz1133YWzszN+fn6MGTOG9PR08/nExER69OiBs7MzgYGBfPXVVzdUo8lkYu7cuQwaNIgBAwYwe/Zsi/NxcXEYDAYWLlxIhw4dcHJyYv78+Zw7d47+/ftTo0YNXFxcCA4O5ptvvrls/ry8PJ566im8vLyoVKkSr7zyCiaT6Zo1GQwGfHx8LD5Vq1a1eGajR49m7NixVKhQgapVq/J///d/pKen8+ijj+Lu7k7t2rX5/fffzdf8u31KZGQkXl5eLFmyhEaNGuHo6MixY8fYsmULnTt3pnLlynh6ehIWFsb27dvN8wQEBABw//33YzAYzF8D/PLLL7Rs2RInJydq1arF66+/Tl5envn8pEmT8Pf3x9HREV9fX8aMGXPdvx8REREREZGyIinhbw6sXwtAmz4PWbkaERG5FQrFi5DJZCI9P98qn+sFtTfryJEjLFq0iCVLlrBkyRJWr17N22+/fcWxP/74IzVq1OCNN94w75AG2L17N+Hh4fTp04ddu3axYMEC1q1bx1NPPWW+NiIigri4OP744w++//57PvroIxITE69b359//klGRgadOnVi0KBBLFy40CK0v+j5559nzJgx7Nu3j/DwcLKysmjZsiVLliwhJiaG4cOHM2jQIDZt2mRx3bx587Czs2PTpk188MEHzJgxg88//7wwj/CK5s2bR+XKldm8eTOjR4/mySef5MEHH6Rdu3Zs376d8PBwBg0aREZGxlXnyMjI4K233uLzzz9nz549VKlShdTUVIYMGcLatWvZuHEjdevWpVu3buZnsmXLFgDmzp1LQkKC+eulS5cycOBAxowZw969e/n000+JjIxkypQpAHz//ffMmDGDTz/9lEOHDrFo0SKCg4Nv+TmIiIiIiIiUFpt//h6TyUitFq2oElDL2uWIiMgtsLN2AWVJhtFI7TW7rbL2kbuCcbW1LfJ5jUYjkZGR5hYpgwYNYuXKleaw9FIVK1bE1tYWd3d3fHz+97KRd999lwEDBph3lNetW5cPPviAsLAwPv74Y+Lj4/n999/ZuHEjbdq0AWD27Nk0bNjwuvXNnj2bhx9+GFtbWxo3bkydOnVYsGABjz/+uMW4sWPH0qdPH4tj48ePN/959OjRREVF8d1335lrAPDz82PGjBkYDAbq16/P7t27mTFjBsOGDbtqTcnJybi5uVkca9euHcuWLTN/3bRpU1555RUAXnzxRd5++20qV65snvfVV1/l448/ZteuXbRt2/aK6+Tm5vLRRx/RtGlT87G7777bYsynn35KhQoVWL16Nd27d8fb2xsALy8vi7+jKVOm8MILLzBkyBAAatWqxeTJk5kwYQKvvfYa8fHx+Pj40KlTJ+zt7fH396d169ZXfQYiIiIiIiJlScrZRPau+QOANverl7iISGlX5DvF8/LyeOWVVwgMDMTZ2ZlatWrxxhtvWPQ7NplMTJo0CV9fX5ydnenQoQN79uyxmCc7O5vRo0dTuXJlXF1d6dmzJydOnLAYk5SUxKBBg/D09MTT05NBgwaZ20tcFB8fT48ePXB1daVy5cqMGTOGnJycor7tMisgIMCiZ3i1atVuaAf3pbZt20ZkZCRubm7mT3h4OEajkdjYWPbt24ednR0hISHmaxo0aICXl9c1571w4QI//vgjAwcONB8bOHAgc+bMuWzspXNDQQ/uKVOm0KRJEypVqoSbmxvLli0jPj7eYlzbtm0t2sCEhoZy6NAh8vPzr1qXu7s70dHRFp+5c+dajGnSpIn5z7a2tlSqVMli5/XFdivXetYODg4W81wcP2LECOrVq2f+vkhLS7vsvv5t27ZtvPHGGxZ/R8OGDSMhIYGMjAwefPBBMjMzqVWrFsOGDeOnn36yaK0iIiIiIiJSlm1Z/APG/Hz8g5rgW+/6G7hERKRkK/Kd4v/5z3/45JNPmDdvHo0bN2br1q08+uijeHp68vTTTwPwzjvv8N577xEZGUm9evV488036dy5MwcOHDAHsGPHjuWXX37h22+/pVKlSowbN47u3buzbds2bP/ZET1gwABOnDhBVFQUgLkFxi+//AIUBJ/33Xcf3t7erFu3jnPnzjFkyBBMJhOzZs0q6lvHxcaGI3dZp6WEi82N/3zDw8OD5OTky45fuHABDw8Pi2P29vYWXxsMhkK/0NFoNPLEE09csQe1v78/Bw4cMM9dGF9//TVZWVkWO7tNJhNGo5G9e/fSqFEj83FXV1eLa6dPn86MGTOYOXMmwcHBuLq6Mnbs2CL5gYmNjQ116tS55pgrPddLj118Ftd61s7Ozpc9s4iICM6cOcPMmTOpWbMmjo6OhIaGXve+jEYjr7/++mW76QGcnJzw8/PjwIEDLF++nBUrVjBy5EjeffddVq9efdm9iIiIiIiIlCVp58+x+4+C3/xtc//DVq5GRESKQpGH4hs2bKBXr17cd999QMFO42+++YatW7cCBaHlzJkzefnll80B3Lx586hatSpff/01TzzxBMnJycyePZsvv/ySTp06ATB//nz8/PxYsWIF4eHh7Nu3j6ioKIuWG5999hmhoaEcOHCA+vXrs2zZMvbu3cvx48fx9fUFCsLQiIgIpkyZclkAfKsMBkOxtDApag0aNLB4ieNFW7ZsoX79+rc0t4ODw2W7qFu0aMGePXuuGhQ3bNiQvLw8tm7dam7JceDAgct2/f/b7NmzGTduHBERERbHx4wZw5w5c5g2bdpVr127di29evUy7zI3Go0cOnTospYtGzduvOzrunXrmn8wU9KsXbuWjz76iG7dugFw/Phxzp49azHG3t7+in9HBw4cuGaY7+zsTM+ePenZsyejRo2iQYMG7N69mxYtWhT9jYiIiIiIiJQAmakp/Pif18nPzaVavQb4Nda7lUREyoIib59yxx13sHLlSg4ePAjAzp07WbdunTmki42N5dSpU3Tp0sV8jaOjI2FhYaxfvx4oaOWQm5trMcbX15egoCDzmA0bNuDp6WmxS7ht27Z4enpajAkKCjIH4gDh4eFkZ2ezbdu2K9afnZ1NSkqKxaesGTlyJEeOHGHUqFHs3LmTgwcP8t///pfZs2fz3HPP3dLcAQEBrFmzhr///tscxj7//PNs2LCBUaNGER0dzaFDh1i8eDGjR48GoH79+nTt2pVhw4axadMmtm3bxuOPP46zs/NV14mOjmb79u08/vjjBAUFWXz69+/PF198QW5u7lWvr1OnDsuXL2f9+vXs27ePJ554glOnTl027vjx4zz77LMcOHCAb775hlmzZpl/4+FqTCYTp06duuxT2B32N6NOnTp8+eWX7Nu3j02bNvHII49c9hwDAgJYuXIlp06dIikpCSjoYf7FF18wadIk9uzZw759+1iwYIG573lkZCSzZ88mJiaGo0eP8uWXX+Ls7EzNmjWL/Z5ERERERESsITM1he/efIUzcUdx8fQifMTThf4NZxERKZmKPBR//vnn6d+/Pw0aNMDe3p7mzZszduxY+vfvD2AOHi/2TL6oatWq5nOnTp3CwcGBChUqXHNMlSpVLlu/SpUqFmP+vU6FChVwcHC4YgAK8NZbb5l7MXt6euLn51fYR1DiBQQEsHbtWo4cOUKXLl1o1aoVkZGRREZG8uCDD97S3G+88QZxcXHUrl3b/FLHJk2asHr1ag4dOsSdd95J8+bNmThxItWqVTNfN3fuXPz8/AgLC6NPnz4MHz78in+/F82ePZtGjRrRoEGDy8717t2b8+fPm9voXMnEiRNp0aIF4eHhdOjQAR8fH3r37n3ZuMGDB5OZmUnr1q0ZNWoUo0ePZvjw4dd8BikpKVSrVu2yT2F7sd+MOXPmkJSURPPmzRk0aBBjxoy57DlOnz6d5cuX4+fnR/PmzYGCHxYtWbKE5cuX06pVK9q2bct7771nDr29vLz47LPPaN++PU2aNGHlypX88ssvVKpUqdjvSURERERE5HbLTEvl+zcnmgPxfq++RaXqZS8fEBEprwwmk8lUlBN+++23PPfcc7z77rs0btyY6Ohoxo4dy3vvvceQIUNYv3497du35+TJkxah6LBhwzh+/DhRUVF8/fXXPProo2RnZ1vM3blzZ2rXrs0nn3zC1KlTmTdvnrkf9UV169Zl6NChvPDCCwwfPpxjx46xdOlSizEODg588cUXPPzw5b3AsrOzLdZNSUnBz8+P5OTky9qtZGVlERsbS2BgIE5OTjf9zETKGn1viIiIiIhIaZWZlsr3k18hMe7IP4H4VCrV8Ld2WSIicgNSUlLw9PS8YpZ7qSLvKf7cc8/xwgsvmAPn4OBgjh07xltvvcWQIUPw8fEBCnZxXxqKJyYmmnd1+/j4kJOTQ1JSksVu8cTERNq1a2cec/r06cvWP3PmjMU8mzZtsjiflJREbm7uZTvIL3J0dMTR0fFmb19ERERERERESqmCHeIKxEVEyroib5+SkZGBjY3ltLa2tuZ+yoGBgfj4+LB8+XLz+ZycHFavXm0OvFu2bIm9vb3FmISEBGJiYsxjQkNDSU5OZvPmzeYxmzZtIjk52WJMTEwMCQkJ5jHLli3D0dGRli1bFvGdi4iIiIiIiEhplZWWVhCIxx7B2cOTBydOUSAuIlJGFflO8R49ejBlyhT8/f1p3LgxO3bs4L333uOxxx4DwGAwMHbsWKZOnUrdunWpW7cuU6dOxcXFhQEDBgDg6enJ0KFDGTduHJUqVaJixYqMHz+e4OBgOnXqBEDDhg3NL2f89NNPARg+fDjdu3enfv36AHTp0oVGjRoxaNAg3n33Xc6fP8/48eMZNmzYNbfPi4iIiIiIiEj5kZWWxvdT/heI93t1KpX9alq7LBERKSZFHorPmjWLiRMnMnLkSBITE/H19eWJJ57g1VdfNY+ZMGECmZmZjBw5kqSkJNq0acOyZctwd3c3j5kxYwZ2dnb069ePzMxM7rnnHiIjI7G1tTWP+eqrrxgzZgxdunQBoGfPnnz44Yfm87a2tvz666+MHDmS9u3b4+zszIABA5g2bVpR37aIiIiIiIiIlEIFgfhETh89XBCIT5yiQFxEpIwr8hdtljXXas5+8WWCAQEBODs7W6lCkZInMzOTuLg4vWhTRERERERKtKz0NL5/cyKnjx7C2d2jYIe4f4C1yxIRkZt0oy/aLPKe4uWJvb09UNBHXUT+5+L3xMXvERERERERkZLm34H4gwrERUTKjSJvn1Ke2Nra4uXlRWJiIgAuLi4YDAYrVyViPSaTiYyMDBITE/Hy8rJodyQiIiIiIlJSZKWn8cOUgkDcyd2DBydOwVuBuIhIuaFQ/Bb5+PgAmINxEQEvLy/z94aIiIiIiEhJkp2Rzg9TX+XUkYJAvN/EKXjXDLR2WSIichspFL9FBoOBatWqUaVKFXJzc61djojV2dvba4e4iIiIiIiUSNkZ6Xw/ZSKnDh8s2CH+ypsKxEVEyiGF4kXE1tZWQaCIiIiIiIhICZWdkc4PU14tCMTd3HnwlTepElDL2mWJiIgV6EWbIiIiIiIiIlKmXQzEEw4fKAjEJ05RIC4iUo4pFBcRERERERGRMis7I4MfpioQFxGR/1EoLiIiIiIiIiJlUkEgPpGEQwdwcnXjAbVMERERFIqLiIiIiIiISBmUnZHBD2+9+r9AfOIUqgbWtnZZIiJSAigUFxEREREREZEyJSczgx/feo2Eg/vNO8QViIuIyEUKxUVERERERESkzMjJzOCHqa9x8uA+HF1dCwLxWnWsXZaIiJQgCsVFREREREREpEz4dyD+4CtTFIiLiMhlFIqLiIiIiIiISJmwZOZ//rdD/GXtEBcRkStTKC4iIiIiIiIipV7CoQPERm/DxtaOB16ajE/tutYuSURESiiF4iIiIiIiIiJS6m37dREADdrfhU+detYtRkRESjSF4iIiIiIiIiJSqqWcTeTgpr8AaHlfb+sWIyIiJZ5CcREREREREREp1XZELcFkNOLXuAlVAmpZuxwRESnhFIqLiIiIiIiISKmVk5nBrhVRgHaJi4jIjVEoLiIiIiIiIiKlVsyqFeRkZlChWnVqNQ+xdjkiIlIKKBQXERERERERkVLJaMxn+28/A9CiWy8MNoo5RETk+vRfCxEREREREREplY5s3URy4mmc3NxpfNfd1i5HRERKCYXiIiIiIiIiIlIqbft1EQBNOnXF3snJusWIiEipoVBcREREREREREqdU4cP8vf+vdjY2tE8vLu1yxERkVJEobiIiIiIiIiIlDrb/ukl3qDdnbhVrGTlakREpDRRKC4iIiIiIiIipUrK2TMc2LAWgBb39bZuMSIiUuooFBcRERERERGRUiV66RJMRiN+jYKpGljb2uWIiEgpo1BcREREREREREqNnKxMdq2IArRLXEREbo5CcREREREREREpNfasWkF2RjpePtWo3aKVtcsREZFSSKG4iIiIiIiIiJQKRmM+239bDEDLbr0x2CjWEBGRwtN/PURERERERESkVDiybTMXTifg5OpG47B7rF2OiIiUUgrFRURERERERKRU2P7rzwA06dQVeycnK1cjIiKllUJxERERERERESnxTh89zIl9MdjY2tKsa3drlyMiIqWYQnERERERERERKfG2/boIgPqhd+JesbJ1ixERkVJNobiIiIiIiIiIlGip585yYMNaAFre19u6xYiISKmnUFxERERERERESrQdS5dgzM+nRsMgqtaqY+1yRESklFMoLiIiIiIiIiIlVk5WJrtW/A5ol7iIiBQNheIiIiIiIiIiUmLtWb2S7PR0vHyqUatlK2uXIyIiZYBCcREREREREREpkUxGI9t/+xmAFvf2xMbG1soViYhIWaBQXERERERERERKpCPbt3DhVAKOrq407tDJ2uWIiEgZoVBcREREREREREqkbb/+BECTe7ri4ORs5WpERKSsUCguIiIiIiIiIiXO6aOHObE3BhtbW5p37WHtckREpAxRKC4iIiIiIiIiJc62f3qJ12t7B+6VKlu5GhERKUsUiouIiIiIiIhIiZJ6/iwH1q8BoOV9va1bjIiIlDkKxUVERERERESkRIle+ivG/HyqN2iMT+261i5HRETKGIXiIiIiIiIiIlJi5GZlsWtFFAAt7+tl5WpERKQsUiguIiIiIiIiIiXGnjV/kJWWimdVH2qHtLF2OSIiUgYpFBcRERERERGREsFkNLL9t0UAtLi3FzY2ttYtSEREyiSF4iIiIiIiIiJSIhzdsZWkhJM4urgS1LGTtcsREZEySqG4iIiIiIiIiJQI235dBEDwPeE4ODlbtxgRESmz/p+9uw6Pq07bOP4dibt72iZNJfWW0pbirsXd3VkWWWCBXdwXWHSBl4XF3bW4l5a6N9q4JzOx8fP+MWnaUqBCkoncn+vqNcnMmTnPxDpzn+c8P4XiIiIiIiIiIhJwdaXFlK9chslsZsqBhwW6HBERGcQUiouIiIiIiIhIwG3oEh81c1eiE5MCW4yIiAxqCsVFREREREREJKDamptY88O3AEw75PAAVyMiIoOdQnERERERERERCagln36Iz+shfXQ+aSNHB7ocEREZ5BSKi4iIiIiIiEjAuJ0Oln72EQA7HXJEYIsREZEhQaG4iIiIiIiIiATMqm+/wtHWSkxyCrnTZwS6HBERGQIUiouIiIiIiIhIQBg+Hws/eheAqQfNwWy2BLgiEREZChSKi4iIiIiIiEhAlCxZSHNVBcFh4Yzfa79AlyMiIkOEQnERERERERERCYiFH74DwIR9DiA4LDywxYiIyJChUFxERERERERE+lxdaTFlK5ZiMpuZeuBhgS5HRESGEIXiIiIiIiIiItLnFn30HgCjZswmOik5wNWIiMhQolBcRERERERERPpUW3MTq7//GoBphxwR0FpERGToUSguIiIiIiIiIn1q5def4/N6SBs1hrS80YEuR0REhhiF4iIiIiIiIiLSZwzDYNW3XwIwce8DAlyNiIgMRQrFRURERERERKTP1BYX0lRVgTUomLwZswNdjoiIDEEKxUVERERERESkz2zoEs+dPpOQ8PAAVyMiIkORQnERERERERER6RNej4c1P34LwLjd9w5wNSIiMlQpFBcRERERERGRPlG6dBGddhvhMbEMmzgl0OWIiMgQpVBcRERERERERPrEqu++AmDM7D0wWywBrkZERIYqheIiIiIiIiIi0usc7W0U/TIPgPzd9gpwNSIiMpQpFBcRERERERGRXrdu3g943W4SMrNJHpEb6HJERGQIUyguIiIiIiIiIr1uddfolPzd98ZkMgW4GhERGcoUiouIiIiIiIhIr7LV1VKxegWYTIzddc9AlyMiIkOcQnERERERERER6VUbusSzx00gKiExwNWIiMhQp1BcRERERERERHqNYRis6grFx+62d4CrERERUSguIiIiIiIiIr2opmgdzdWVWINDGDVjl0CXIyIiolBcRERERERERHrPqm/9XeIjp88kOCw8wNWIiIgoFBcRERERERGRXuL1uFnz47cA5O+u0SkiItI/KBQXERERERERkV5RsmQRjlY74TGxDJswOdDliIiIAArFRURERERERKSXrP72SwDG7ronZoslwNWIiIj4KRQXERERERERkR7naGujaNF8QKNTRESkf1EoLiIiIiIiIiI9bt287/G63SRmDSNp2IhAlyMiItJNobiIiIiIiIiI9LhV33WNTtltL0wmU4CrERER2UihuIiIiIiIiIj0KFtdDZVrVoHJxNjd9gx0OSIiIpvplVC8srKSU045hYSEBMLDw5k8eTILFy7svt0wDG666SbS09MJCwtjzz33ZOXKlZs9htPp5NJLLyUxMZGIiAjmzJlDRUXFZts0Nzdz6qmnEhMTQ0xMDKeeeiotLS2bbVNWVsZhhx1GREQEiYmJXHbZZbhcrt542iIiIiIiIiICrPruKwCyx08iKj4xwNWIiIhsrsdD8ebmZmbPnk1QUBAff/wxq1at4l//+hexsbHd29xzzz3cf//9PPLIIyxYsIDU1FT2228/Wltbu7e5/PLLefvtt3nllVf4/vvvaWtr49BDD8Xr9XZvc9JJJ7FkyRI++eQTPvnkE5YsWcKpp57afbvX6+WQQw6hvb2d77//nldeeYU333yTK6+8sqeftoiIiIiIiIjgb4Rb3RWK5++2V4CrERER2ZLJMAyjJx/w2muv5YcffuC77777zdsNwyA9PZ3LL7+ca665BvB3haekpHD33Xdz/vnnY7PZSEpK4vnnn+f4448HoKqqiqysLD766CMOOOAAVq9eTX5+PvPmzWPGjBkAzJs3j1mzZrFmzRpGjx7Nxx9/zKGHHkp5eTnp6ekAvPLKK5xxxhnU1dURHR291edjt9uJiYnBZrNt0/YiIiIiIiIiQ1nVujW8fONVWENCuPDJFwgODQt0SSIiMkRsa5bb453i7733HjvttBPHHnssycnJTJkyhaeeeqr79pKSEmpqath///27rwsJCWGPPfbgxx9/BGDhwoW43e7NtklPT2f8+PHd2/z000/ExMR0B+IAM2fOJCYmZrNtxo8f3x2IAxxwwAE4nc7Nxrlsyul0YrfbN/snIiIiIiIiIttmw+iUvJ13USAuIiL9Uo+H4sXFxTz++OPk5eXx6aefcsEFF3DZZZfx3HPPAVBTUwNASkrKZvdLSUnpvq2mpobg4GDi4uL+cJvk5OQt9p+cnLzZNr/eT1xcHMHBwd3b/Nqdd97ZPaM8JiaGrKys7f0SiIiIiIiIiAxJXo+btT9+C2h0ioiI9F89Hor7fD6mTp3KHXfcwZQpUzj//PM599xzefzxxzfbzmQybfa5YRhbXPdrv97mt7bfkW02dd1112Gz2br/lZeX/2FNIiIiIiIiIuJXsnghjrZWIuLiyZ4wKdDliIiI/KYeD8XT0tLIz8/f7LqxY8dSVlYGQGpqKsAWndp1dXXdXd2pqam4XC6am5v/cJva2tot9l9fX7/ZNr/eT3NzM263e4sO8g1CQkKIjo7e7J+IiIiIiIiIbN2qb78EYMzsPTCbLQGuRkRE5Lf1eCg+e/Zs1q5du9l169atY9iwYQCMGDGC1NRUPvvss+7bXS4X33zzDbvssgsA06ZNIygoaLNtqqurWbFiRfc2s2bNwmazMX/+/O5tfv75Z2w222bbrFixgurq6u5t5s6dS0hICNOmTevhZy4iIiIiIiIydDna2ihe5H+PrtEpIiLSn1l7+gH/+te/sssuu3DHHXdw3HHHMX/+fJ588kmefPJJwD/O5PLLL+eOO+4gLy+PvLw87rjjDsLDwznppJMAiImJ4eyzz+bKK68kISGB+Ph4rrrqKiZMmMC+++4L+LvPDzzwQM4991yeeOIJAM477zwOPfRQRo8eDcD+++9Pfn4+p556Kvfeey9NTU1cddVVnHvuueoAFxEREREREelBa3/6Dq/HQ1L2cJKH5wS6HBERkd/V46H49OnTefvtt7nuuuu45ZZbGDFiBA8++CAnn3xy9zZ/+9vf6Ozs5KKLLqK5uZkZM2Ywd+5coqKiurd54IEHsFqtHHfccXR2drLPPvvw7LPPYrFsPP3qxRdf5LLLLmP//fcHYM6cOTzyyCPdt1ssFj788EMuuugiZs+eTVhYGCeddBL33XdfTz9tERERERERkSFt1XdfATB2970DXImIiMgfMxmGYQS6iP7MbrcTExODzWZTd7mIiIiIiIjIb2ipqebpv5yLyWTmvMeeITI+IdAliYjIELStWW6PzxQXERERERERkaFlQ5d49oRJCsRFRKTfUyguIiIiIiIiIjvMMAxWd4Xi+RqdIiIiA4BCcRERERERERHZYdUFa2iprSYoJJS86bMCXY6IiMhWKRQXERERERERkR226tsvAcjbeRZBoaEBrkZERGTrFIqLiIiIiIiIyA7xuN2s/fE7AMZqdIqIiAwQCsVFREREREREZIeULF6Ao72NyLh4ssdPDHQ5IiIi20ShuIiIiIiIiIjskFXf+hfYHLPrnpjNlgBXIyIism0UiouIiIiIiIjIdutstVO8aAEA+RqdIiIiA4hCcRERERERERHZbmt/+h6f10PSsBEkZQ8PdDkiIiLbTKG4iIiIiIiIiGy3Vd99CUD+bnsFuBIREZHto1BcRERERERERLZLc00V1evWYDKZGbPrnoEuR0REZLsoFBcRERERERGR7bJhgc1hEycTGRcf4GpERES2j0JxEREREREREdlmhmGw+nt/KK7RKSIiMhApFBcRERERERGRbVa1djW22hqCQkIZOX1WoMsRERHZbgrFRURERERERGSbbVhgc9TM2QSFhga4GhERke2nUFxEREREREREtonH5WLtT98BMFajU0REZIBSKC4iIiIiIiIi26R48QKc7e1ExieQNW5CoMsRERHZIQrFRURERERERGSbrPrWv8Dm2F33xGy2BLgaERGRHaNQXERERERERES2qrPVTsniXwDI1+gUEREZwBSKi4iIiIiIiMhWrf3xO3xeD8nDc0nMHh7ockRERHaYQnERERERERER2apV334JQP7u6hIXEZGBTaG4iIiIiIiIiPyhpqpKqgvXYjKZGTN7j0CXIyIi8qcoFBcRERERERGRP7T6e/8Cm8MnTSEiNi7A1YiIiPw5CsVFRERERERE5HcZPh+rvvWH4mN33zvA1YiIiPx5CsVFRERERERE5HdVrl2Fvb6W4LAwRu40I9DliIiI/GkKxUVERERERAYJt8OBq7MDwzACXYoMIqu+83eJ5+08m6CQ0ABXIyIi8udZA12AiIiIiIiI/Hnlq5bz5u034vV4MJnMBIeFERweTkhYOMHhEYSEhxMcFr7JZcTGz8PDCQmL2Phx123WoKBAPy0JsHXzvmfFl58BkK/RKSIiMkgoFBcRERERERngPG43nz35CF6PBwDD8OHsaMfZ0U7rn3hcS1AQwWHhJA/P4cCL/kpkXHzPFCwDQvGiBXz40L0Yho/xe+1H1rgJgS5JRESkRygUFxERERERGeDmv/M6zdWVRMTFc+pd/8YwDFydHV3BeEf3x66OTv9lZ8fm12/4vKMdZ2cnbkcnAF63m063jfXLFvPefbdz3D/vxBocHOBnK31h/bIlvHf/Hfi8Xkbvsjv7nXcJJpMp0GWJiIj0CIXiIiIiIiIiA1hTVSXz33kNgL1OP5eI2Dj/DX+iq9vn8+Lq7MTV0YG9vo5377uN6sK1fPbkwxx48RUKRwe5ijUreee+W/G63eTuNJODLr4Cs9kS6LJERER6jBbaFBERERERGaAMw+CLpx/D6/EwfPI0Rs3ctUce12y2EBoRSXRSMpn54zn08msxmc2s+u4rfnn/rR7Zh/RPNYXrePuum/A4nQyfNJVDL78Gi1X9dCIiMrgoFBcRERERERmg1nz/NWUrlmINCmafsy7stQ7uYRMns+dp5wLw7UvPUrx4Qa/spz9ydXbwywdvU1O4LtCl9Lr69SW8ecc/cHV2kpU/gTlX/l2LrYqIyKCkUFxERERERGQAcrS18fXzTwMw8+gTiE1J7dX9TTnwUCbscwAYBh/++14aK8p7dX/9QXtLM6/edB3fPP80L95wJV8++wSurnnrg01jZTmv33YDjvY20vJGc8TfbiQoJDTQZYmIiPQKheIiIiIiIiID0HcvPUuHrYWEzGx2OuzIXt+fyWRin7MuIHPseFydHbxzzy10trX2+n4DpamqkpduuIq60iJ/OGwYLP74fZ698iJKFv8S6PJ6VEtNNW/cej2ddhvJw3M56rqbCQ4LD3RZIiIivUahuIiIiIiIyABTuXY1y774BIB9z74Ii7VvRlxYrEEcdsV1RCel0FJbzQcP3IXX4+mTffelqnVrePkfV2OvryU2JY3T7nmYo/9+C9FJKbQ21PPWXTfx4UP30mG3BbrUP83eUM/rt11PW3MTCZnZHH39LYRGRAa6LBERkV6lUFxERERERGQA8Xo8fP5/jwIwbs99ycwf36f7D4+O4YirbyAoJJSyFUv5+rn/69P997aihT/z+q3X42i1k5KTx4m33ktsahrDJ03ljPseZdohR2AymVnzwzc8c8WFrPr2SwzDCHTZO6S9pZk3brsee30dcWnpHHPDbYRHxwS6LBERkV6nUFxERERERGQAWfTRuzSUlRIaFc3uJ58ZkBqSho3goEuvBGDJpx+w7PNPAlJHT1v2xae8e+/teFxORkyexnH/vIPwmNju24NCQ9nztHM46bb7SMoejqPVzseP3s+bd/wDW11N4ArfAR12G6/fej3N1VVEJyVzzA23ExkXH+iyRERE+oRCcRERERERkQHCXl/Hj2+8BMAep5wV0K7evOmzmH38qQB88d/HKV+1PGC1/FmGYfDj6y/x2ZMPYxg+xu25L4dffSPBoWG/uX3qyFGcfOeD7HrCaViCgli/bDHPXnUxCz98B5/P28fVbz9Hextv3vEPGivKiIyL59gb7yA6MSnQZYmIiPQZheIiIiIiIiIDgGEYfPHfx/E4nWTmj2fcHvsEuiRmHHkco3fZHZ/Xy3v33znguqUBfF4vnz35MD91HWyYedTxHHDBX7BYrX94P4vVyowjj+O0ex4hM388HqeTr5/7P16+4SrqSov7ovQd4urs4K07/0ldSRFh0TEcc+PtxKakBrosERGRPqVQXEREREREZAAoXPATxYsWYLZY2ffsizGZTIEuCZPJxAEXXEZKzkgcrXbeuedWXJ0dgS5rm7mdDt697zaWfzkXk8nMvudcxOzjT92ur218egbH3XgH+513KSHhEdQUFfDi3//K9688h8fl6sXqt5/b5eSde26lumAtoRGRHHvDbSRkZAW6LBERkT6nUFxERERERKSfc3V28OUzTwAwfc7RJGT2nyAzKCSUw6++gYjYOBrK1/PRI/dj+HyBLmurOuw2Xr/leooXLcAaFMxhV17HpP0O3qHHMpnNTNznAM64/3HyZuyCz+vl57df47m/Xdpvxsp43G7e+9cdlK9aTnBYGEf//RaSho0IdFkiIiIBoVBcRERERESkn/vhtRdpa2okNiWNGUcdF+hythAVn8jhV92AJSiIol/m8cNrLwS6pD9kq6vhlX9cTXWhv2P6mBtuI2/6rD/9uJFx8cy54u/Muep6IuPiaa6u5LWbr2Pukw/jaG/rgcp3jNfj4cN/303pkoVYQ0I48tqbSB05KmD1iIiIBJpCcRERERERkX6striQxR+/D8A+Z19IUHBIgCv6bWl5o9n//MsA+Pnt11j9wzcBrui31ZYU8dINV9FcXUVUYhIn3HIvGWPye3QfedNnccb9jzNpv4MAWP7Fpzx75UUUzP+xR/ezLXw+L5889gCFC+ZhCQriiKtvJHPMuD6vQ0REpD9RKC4iIiIiItJP+XxePnvqUQzDx+hddmf4pKmBLukP5e+2F9PnHA3A3Mf/TU3hugBXtLnSZYt59aZr6bC1kJQ9nJNuva/XRtGEhEew7zkXc/xNdxGXnkl7cxPv/esO3vvXHbQ1NfbKPn/N8Pn47MlHWPPDN5gtVuZc8XeGTZjcJ/sWERHpzxSKi4iIiIiI9FNLP/uY2uICgsPC2fO0cwJdzjbZ9cTTyJk6HY/bxbv33dZnAfDWrPruK96+6ybcjk6yxk3k+JvvJjI+odf3mzl2PKfd/RAzjzoes8VCwfwfefbKi1j2+Se9OnvdMAy+fPZJVnz1GSaTmUMuu4qcqdN7bX8iIiIDickwDCPQRfRndrudmJgYbDYb0dHRgS5HRERERESGiLamRp654kJcnR3sc9aFTD7gkECXtM2cHR28fONVNFaUkTpyFMf9886AjX0xDIMF773Jdy89C8DoXXbnwIv+ijUoqM9rqS8rZe4TD3V30CcNG0Hy8Fyik5KITkwmOimZ6KQUohISsFh3vD7DMPjupWdZ8N6bYDJx0MVXkL/bXj31NERERPqtbc1yFYpvhUJxEREREREJhPcfvJt1P31H6shRnHjrvZjNlkCXtF1aaqp58forcLS1MnbXPTnokisxmUx9WoPP5+Xr5/6veyb7tEOOYI9TzsJkDtxJ0z6flyWffMD3rzyP2+n47Y1MJiLj4jcJypM3fpyYTHRSEkEhob+7j5/eeJkfX38RgP3OvYSJ+x7YG09FRESk31Eo3kMUiouIiIiISF8rWbKQt+78JyaTmVPuepDk4TmBLmmHlK1Yyhu334jh87HbSWew8+HH9Nm+PS4XHz/yL9b9/AMAe5x6NjsdemSf7X9r2poaKVu5DHt9HfaGuq7Lelrr6/C4XVu9f1h0THdAHp2U0h2a15cWdwfie51+LlMPPry3n4qIiEi/sa1ZrrUPaxIREREREZGtcLucfPH0YwBMPfiwARuIA2SPn8TeZ5zPF/99nO9e/h8JmVnkTpvR6/t1tLfx7r23UbF6BWaLlYMu/itjZu/R6/vdHpHxCb850sQwDDpsLV1BeT32+trNQnN7fS2uzk467TY67TZqiwt+8/F3PeE0BeIiIiK/Q6G4iIiIiIhIP/LzW69iq6slMiGRXY47JdDl/GmTDziEhvL1LP3sIz586D5Ouu0+ErOG9dr+WhsbePOOf9BYUUZwWDiHX3U92eMn9dr+eprJZCIiNo6I2DjSRo7e4nbDMHC2t28MyrtD83ps9bU42tqYvP/BTJ9zdACqFxERGRgUiouIiIiIiPQTjRVlLHjvLQD2PvN8gkPDAlxRz9jrjPNoqqqgfOUy3rn3Vk6+/X7ConpuPKXb4cDeWE9zdRVf/Pdx2hobiIiL56hrbxrQnfa/xWQyERoZSWhk5KB7biIiIn1FobiIiIiIiEg/YPh8fPbUo/i8HnJ3mkHe9FmBLqnHWKxWDvvrtbx4/RXYamt4//47Ofr6W7FYt/6W1DAMOu02f1d0Yz2tDfUbR4k01NHaUE9nq32z+8SnZ3L0328hOim5t56SiIiIDGAKxUVERERERPqBld98QeWalVhDQtj7jPMDXU6PC4uK5oirb+TlG6+ifNVyvnr2SfY95yK8HjetjY3Y6+tobdwy8G5tqN+mhSeDw8KITkwmJWcke5x6do92oouIiMjgolBcREREREQkwDrsNr558RkAdjn25EHb4ZyYNYyDL72ad+69laWffUTB/B/psNvAMP74jiYTkbFxRCUlE52QRFRiEtFJyUQnJhGdmExUYhKhEZF98yRERERkwFMoLiIiIiIiEmDfvvAMjlY7SdnDmXrQnECX06typ+3MbieezncvPUuHrQUAa1CwP/BOTCI6sSv0Tkzu+jiZqIQELNagwBYuIiIig4ZCcRERERERkQAqX7Wcld98DiYT+557yTbN2R7ops85msyx4zFbLEQnJRMWFY3JZAp0WSIiIjJEDP5XWyIiIiIiIv2Ux+3m86ceBWDSvgeSPmpMgCvqGyaTacg8VxEREel/zIEuQEREREREZKj65f23aKqqIDwmll1POD3Q5YiIiIgMCQrFRUREREREAqClppqf33oVgD1PO4fQSC0UKSIiItIXFIqLiIiIiIj0McMw+Pzpx/C4XWRPmMyY2XsEuiQRERGRIUOhuIiIiIiISB9b++O3rF+2GEtQEPuefaEWmRQRERHpQwrFRURERERE+lDRwp/59D8PATDjiOOIS8sIcEUiIiIiQ4s10AWIiIiI9GdOn49gk0ldnCLSI5bM/Ygv//sfDMPH8MnTmH74MYEuSURERGTIUSguIiIi8hvWdzp5pKyOV6qbmB0bybMTRhBq0Ul2IrJjDJ+P7155jgXvvgHA+L32Z99zLsJi1VsyERERkb6mV2AiIiIimyjqcPDv9bW8WduM1/Bf93VzKxeuWs9T44ZjNatjXES2j8ft5tPHH2TND98AsMtxJzPzqBN0BoqIiIhIgCgUFxEREQHWtHfy79Ja3q1rwdd13Z5xURyQFMM/Cyr5uMHG39aV86/RWQqyRGSbOdraePdft1GxagVmi4X9z7+McXvsE+iyRES2WaPLw0Pra+n0+bg9L5MgNQiIyCCgUFxERESGtOWtHTy4vpYP623d1+2fEM3lw1OYGh0BQEqwlXNWlPJSdRPxQVZuyE0PVLkiMoDY6+t4666baKwoIzgsjMOu+DvDJ04JdFkiItvE4zN4rqqBe0pqaPF4Adg9LopDk2MDW5iISA9QKC4iIiJD0iJ7Ow+U1vJZo737ukOSYvjrsBTGR4Vvtu3BSbHcNzqLK9aW80hZHQlBVi7MTu7rkkVkAKktKeLtu26ivaWZyLh4jrz2JpKH5wS6LBGRbfJTSxvXr6tgVbsDgHCLmQ6vjzdqmxSKi8igoFBcREREhpSfW9p4oLSWr5tbATADhyfH8pfhKYyJCPvd+52UnkCj28PtxdXcXFRFXJCFE9IS+qhqERlISpYs5P0H7sLt6CQxaxhHXnsT0YlJgS5LRGSrqp0ubims4u26FgBirRauyUljRkwEey9Yy+eNdhpdHhKCFScNNaWdTkzAsLCQQJcyaLh8Pp6qaGBdu4OR4SHkhYeSFxHCsNAQrWPUB/RXTERERAY9wzD4vrmN+9fX8FNLOwAWExyTEs9lw5LJDQ/dpse5JDuZRreH/5TXc+XacuKCrByQGNObpYvIALP8y7l89tQjGD4f2eMnMufK6wkJjwh0WSIif8jp8/FkeT0PrK+lw+vDBJyansA1I9K6A/CJkWEsa+vk3bpmzsrUgb7BzuXz8XNLO5832vm80U5Rp5Mgk4nnJ45gz/joQJc34K1rd3DJqvUsa+vc4rZgk4mc8BBGRYSS1xWWj44IJSc8hBCzOQDVDk4mwzCMQBfRn9ntdmJiYrDZbERH65deRERkIDEMgy+bWnmgtIZf7B0ABJlMnJAWzyXZyTvU6WIYBn9ZU8ZrNc2EmE28MimXWbGRPV26iAwwhmHw4+svMe/NlwHI320v9r/gMizWoABXJiLyxz5vtPOPgkqKO50ATI+O4PZRGUz81Ti5p8rrubGwkilR4Xy806hAlCq9rM7p5vMmO1802vmmqZU2r2+LbSIsZt6eMnKLnw/ZNoZh8ExlA7cUVeHwGcRZLZySnkCl001Bu4PCDgedvt+Oas3AsLDgrrA8tPsyLzyESKulb59IP7atWa5C8a1QKC4iIjLwGIbBpw12Hlhfw9JWf/dFiNnEyWkJXJydTEZo8J96fI/P4KwVJcxttBPV9cbg13PIRWTo8HrcfPbkI6z85gsAZhx5PLOPPwWTSac+i0j/Vdrp5MaCyu71VZKDrdyYm84xKXG/+fer3uVm8o8r8Rrw/YwxjNzGM+2k//IZBktbO/m80cbnjfbu180bJAVb2Sc+mn0TopkVG8n5K0v5vqWNxCArH07L0yiV7VTrdHP5mjK+avKPcdwjLop/j80mNWTjAXSfYVDucFHQ4aSg3cG6Dkf3pd2z5UGKDTJCgrrHr2wamscHDb0hIQrFe4hCcRERkYHDZxh8UG/jwdKa7oWhwsxmTs9I4MKsZFJCeq5js9Pr48SlRcyztZMUbOX9qXkM1xsDkSHH2dHBe/ffQdnyJZjMZvY9+yIm7ntgoMsSEfld7V4vD62v4/GyOlyGgdUE52YmccXwVKK20m16yrJiPm+0c/mwFK7NSeujiqUntXq8fNPUyueNdr5oslPv8mx2+6SoMPZNiGa/hBgmRoVh3uQASavHyxGLC1jZ5mBEWDDvTc0jKVhnRG2Lj+pbuGptOU1uL6FmEzfkpnNWRuJmX98/YhgGdS4PBR0O1rY7NgvNf/093OCQpBieHj+iJ5/GgKBQvIcoFBcRERkY5re0ceXacgo6/Kf+RlrMnJWRyHlZyST20mJQdo+XI7veGGSHBvP+1LweDd5FpH9rbWrg7Ttvor6slKCQUA796zXkTJke6LJERH6TYRi8W9fCLUVVVDndAOwZF8WteRnkRWxb1/c7tc1csGo9maFBzJ+Zv82BngRWUYeDzxr8s8F/trXj3iQKjLSY2SM+in0TotknPprkrbyWrXW6OWTROiocbiZHhfPm5FwiNLrjd7V5vNxYWMnL1U0AjI8M49H8YYzext+5bdHi9lDQ4WTdrzrLj0uN528jht7BK4XiPUShuIiISP/n8PqYOW81NS43MVYL52Qmck5mEnF9cLpgndPNnMUFlHa6GBsRyttTRhI7BE9TFBlq6stKeeuum2hrbCA8Jpajrr2JlJyRgS5LROQ3rW7r5PqCSn5saQMgKzSYW0amc2BizHaNeur0+pj4wwpavT7emjySXeK0rkp/5PT5mNfS3j0WpaTTtdntuWEh7JvgH4syIzaC4O1cvLGww8FhCwto9njZOz6K/03IIcisAyS/tsDWziWr1rPe4cIEXJydzN9GpG7313tHGYYxJEe5bWuWq3dsIiIiMuC9VN1IjctNRkgQX+08hug+7FZJDgni1Um5HLaogNXtDk5bXsIrk3IJt2hleJHBqmzFUt6973ZcnR3Ep2dy1HU3E5OcEuiyRES2YHN7uKekhmerGvAaEGo2cWl2ChdlJxO2A69VwixmDkuO5aXqJt6obVIo3o/YPV6+aLTzUb2NL5vstG+ySGaQycSs2IiuIDyGnPA/N/JvZHgoz0/M4dglhXzZ1MpVa8t5cEzWkAxgf4vbZ3B/aQ3/Xl+LD/+870fyhzErtm9/X/T9+GPqFN8KdYqLiIj0b06fj1nzVlPldHPnqEzOzEgMSB2r2jo5YnEBdo+PfROieWb8CHXMiAxCq779kk//8xA+r4eMMeM4/OobCIuMCnRZIiKb8RkGr1Q3cXtxNY1u/7zhQ5JiuGlkBlnbueC4y+Hhx7eKaG92sPuJo1lh9nDk4kKiLGaWzR6/Q+G69Ixap5tPG2x83GDj++a2zcaiJAdbu7vBd4+LIrIXmkbmNtg4Y3kJPuAvw1K4TnPmKexwcPGq9d2Llh6TEscdozL7tGlnqFOnuIiIiAwJr1Y3UeV0kxYSxElp8QGrIz8yjOcm5HDC0iI+b7Tz1zVlPDQ2W7M2RQYJwzD4+e3X+OHV5wEYNWs3Drror1iDty9cEhEB8HbN915sb8dqMhFkMhFk9l9aTSaCzRsuzVhNdF2aCDaZsJq7LjfbbuNltdPNzYVVLGntACAvPITb8zLZPX77D+A117Tz8RMraK5uB6C2dAEHnD+BzNAgKhz+QPaIlLge/drIHyvucPJRfQufNNhYaO9g007XvPAQDkqM4aCkWCb9apHM3rB/Ygz3js7iyrXl/Ht9LakhQQFrUAk0wzD4X1UjNxdW0ukziLVauHt0Jocn6/ejv1IoLiIiIgOWy+fj3+trAf+MvpA+ms/3e2bGRvLkuOGcuaKEN2qbiQ+ycvPIdJ26KDLA+bxePn/6MZZ/8SkAOx12FLufdAamAP/NEZGB6bumVm4uqmJFW2ev7ifSYuaq4amcnZm0Q2evFfxSy1fPr8Ht9BIeE0xoRBBNVe289+Bi9jouk+dx83pNs0LxXmYYBsvaOvmk3sZHDTbWtjs2u31qdHhXEB7DyPCeW7xxW52cnkCN0829pTX8fV0FycFWDkmK7fM6Aqne5eava8r5vNEOwO5xkfx7bDZpITpw3p8pFBcREZEB642aZiqdbpKDrZyclhDocgB/x8yDY7K5dHUZT1bUkxBk5S/DNWtYZKAwDIMOWwttTY3YG+tpbWigaOHPlC1fAiYTe595PlMOODTQZYrIALSu3cEtRVXdwVm01czxqfEEmcx4DAOXYeDxGbgMHx7Df/DfYxi4fEb3pdvo+rfJdZvf1983fGhSLNfnpJEcErTddXo9Pn58s5BlX1UAkDEqlv3OHkdQiIUvnl1N8ZJ6ot6rhENi+brJTr3LTVLw9u9Hfp/HZzDP1sbH9TY+abBR6XR332Y1wezYKA5MiuHAxOh+EbxeMTyFGpeb56sauWjVel6dZGVmH8/PDpRPG2xcsaacRreHELOJ63PSOCczSWeLDgAKxUVERGRAcvsMHtykS7w/zbM8NjWeJreHfxZWcWdJNfHBFk5NH5qnkor0J4Zh4GhrpbWxgdauwLu1qWHj540NtDU24PV4trivNTiEQy67mpHTZwagchEZyOpdbu4rqeGF6ka8hj/UPD09kSuGp5IQ3L9imbZmB58+tYKaYn9wP/WAbGbMycHc9TrrwPPGM//DEn75sJSMRg+VCVZeL2/kotzUQJY9KHR6fXzT1MpHDS181mCn2ePtvi3MbGbvhCgOSoxh34RoYoP618+NyWTizrxM6lxuPm2wc/ryEt6dOpIxEWGBLq3XtHu8/LOwiheqGwHIjwjl0fxhjI0cvM95sOlfv0UiIiIi2+it2mbKHC4Sg6z9MnA+PyuZRpeHh8rquGZtBXFWK4cmxwa6LJFBzefz0lRR3hVybwy6N1424nE5t/5AJhMRsXFEJSQSlZBIdGIS+bvvQ/LwnN5/EiIyaHR6fTxVUc9D62tp8/oAODAxmhtz08kNwJiLrSlf3cTcp1fiaHMTHGZl3zPGMmJS0mbbmMwmZhyWQ0J6JAu/LaQywcrTK6s4KTKa2JTwAFU+cNncHuY22vm43sZXTa10+nzdt8UHWdgvIYaDk2LYPS6qXzWA/Bar2cTj+cM5bkkhv9g7OGlpMe9PzSNjOxd2HQgW2tq5ZPV6SjpdmIALs5K5Jic14KMcZfuYDMMwtr7Z0LWtK5aKiIhI3/H4DHafv4biTic35qZzcXZyoEv6TYZhcPXaCl6obiTYZOKlSTnsGrf9i1yJyNa1NTXyzr23UltcuNVtw2NiiYxPICohqTv4jkr0fxydkEREXBwWq0YBiMiO8RkGb9c2c0dxdffYi4lRYdyUm8Eucf1vpIThM1j4yXp+fr8YDEjMiuTA88YTk/THIfe6khb2Ki7BazZx6ddtnHZ8Pln5gVv0fKAwDIOfWtp5qbqRD+pbcPg2xnIZIUEclBTDQYkxzIiJxLoDs+ADrcnt4fBFBRR0OBkdEcq7U0b2u872HeU/U7WGB9fX4jX836+HxmYzW6/v+5VtzXJ7/afyzjvv5O9//zt/+ctfePDBBwH/H4Cbb76ZJ598kubmZmbMmMGjjz7KuHHjuu/ndDq56qqrePnll+ns7GSfffbhscceIzMzs3ub5uZmLrvsMt577z0A5syZw8MPP0xsbGz3NmVlZVx88cV8+eWXhIWFcdJJJ3HfffcRrFXiRUREBqx36pop7nQSH2ThjPT+MUv8t5hMJu4enUmzx8OH9TZOX17Cm5NHMjlanVQiPam+rJS37rqJtsYGrCEhxKWmbwy7Nw2+E5KIjE/AqvcCItJL5rW0cVNhFUtaOwBIDwni7zlpHJUS1y9nDDva3Xz+zCrWr/CPgBg7O43djx+FNdiy1fuOGhHLXs1RfG5r45cUC3GPLGX2MSOZuFfmoFtk3NnhpnBhHVlj44lO3LHxGHVON6/WNPFydRPFnRvPWsoLD+HQpFgOSophQmTYgP/axQdZeWlSLoctLGBtu4MzlpfwyqRcQvt5p/vWrGzr5Oq15Syy+3+3j0qJ4868DGIGSeA/FPXqd27BggU8+eSTTJw4cbPr77nnHu6//36effZZRo0axW233cZ+++3H2rVriYryH125/PLLef/993nllVdISEjgyiuv5NBDD2XhwoVYLP4/zieddBIVFRV88sknAJx33nmceuqpvP/++wB4vV4OOeQQkpKS+P7772lsbOT000/HMAwefvjh3nzqIiIi0ku8xsZZ4hdkJRNh3fqbtkCymEw8lj+Mk5cW831LGyctK+LdKXnkRfS/06ZFBqLSZYt5//47cHV2Ep+eyVHX3URMsmbbikjfKu5wcltRFR812ACIsJi5LDuF87KS+u3Yi7r1dj55YgWtTQ4sQWZ2P2EU+bPTt+sxTsxK5HNbG2vywth7eSffv1ZAY2Ube5w4Gou1fz7v7bV+ZSNfPb+G9hYn1mAzs47MZcIemZi2oYvbaxh82Wjnpeom5jba8HY1hUdYzByZHMdJ6fFMiQof8EH4r2WFBvPSpBwOX1TAPFs7F69ez5PjhmMZgM+z0uHirpJq3qhpxsC/QO7do7I4MiUu0KXJn9Rr41Pa2tqYOnUqjz32GLfddhuTJ0/mwQcfxDAM0tPTufzyy7nmmmsAf1d4SkoKd999N+effz42m42kpCSef/55jj/+eACqqqrIysrio48+4oADDmD16tXk5+czb948ZsyYAcC8efOYNWsWa9asYfTo0Xz88ccceuihlJeXk57u/8P+yiuvcMYZZ1BXV7dN41A0PkVERKR/eae2mQtWrSfWamHBrHyi+nkovkGbx8tRSwpZ1tpJRkgQ70/NI30QzlgU6UvLv5rL5089is/rJTN/PIdfeQOhkf1vNIGIDF5Nbg/3l9bwbGUDHgPMwCnpCVw9IpWk4P45hskwDFZ+V8V3r63D5zGITgzlwPMnkJS1/SMgnD4fk35YSYvHyx3eKBxvrscwIG1kDAeeN4Hw6IH7WsfZ6eGH1wtY/WM1ANYQCx6nf/HL9LxY9jp1DLHJv332X1mnk5erm3ilponqrhE6ANOiwzk5LYHDk2P7fWNHT/i+uZWTlhbjMgzOzEjkjryMAXMAwO7x8tD6Wp6qqMfZNeLmyORYbshNH5Rz0geTbc1ye+2w3cUXX8whhxzCvvvuu9n1JSUl1NTUsP/++3dfFxISwh577MGPP/4IwMKFC3G73Zttk56ezvjx47u3+emnn4iJiekOxAFmzpxJTEzMZtuMHz++OxAHOOCAA3A6nSxcuPA363Y6ndjt9s3+iYiISP/gMwzuL/V3iZ+flTRgAnGASKuFlybmkhsWQqXTzfFLi2h2ewJdlsiAZBgG37/yPHP/8xA+r5exu+7J0X+/VYG4iPQZp8/H42V1zJq3mv+r8Afi+8RH89XOY7hndFa/DcTdLi9f/G8137y0Fp/HYPjERI77+/QdCsQBQsxm5nQtJL44w8ohF08iONRCdaGNN+76hYaK1h6svu+UrWzklVt+9gfiJpi4dyZn3j2bPU4cRVCIhaqCFl69dT5LPi/D1xWYOn0+3q1r5vglRcyYt5oH1tdS7XQTZ7VwXmYSX00fzYfTRnFSesKQCMQBdo2L4uH8bEzAM5UNPFxWF+iStsrl8/FUeT0z563ikbI6nD6DWbERfDxtFI+PG97jgXjdejuFC+tobXL06OPK1vXK+JRXXnmFRYsWsWDBgi1uq6mpASAlJWWz61NSUli/fn33NsHBwcTFxW2xzYb719TUkJy85aJaycnJm23z6/3ExcURHBzcvc2v3Xnnndx8883b8jRFRESkj31Yb2Ndh4Noq5mzM5MCXc52Swy28srkXOZ0LT50+vISXhsEMxZF+pLH7ebTxx9kzQ/fADDzqOPZ5bhTBkznmYgMbIZh8F59C7cXVVPmcAGQHxHKTSMz2D2+fy+211LbwSdPLqexsh2TCWYekcuU/bK3aQzIHzk2NZ7nqhr5sN7GXbMzOfqanfjosWXY6jt5895F7HdGPjlTBsbrNlenhx/eKGDVD/7u8OikMPY5bSzpebEAjN8jk+xxCXz1whoq1jTzwxuFfL+qnvI9Eni/tZUmt7f7sXaPi+SktAQOSoohxDywXut5vT5sdZ00VbXTXNNOU3U7zdXthEYGceB5EwiN2PaDPocnx1Hn9HBjYSV3FFeTHGzlhLT+tyaQYRi8X2/jjuIqSjv9v9t54SHcmJvOfgnRPf46w9Hm5oc3C1jz08Z8MjIuhNScGFJzY0jLjSEhMxKL3if0mh4PxcvLy/nLX/7C3LlzCQ39/VmZv/5hMgxjqz9gv97mt7bfkW02dd1113HFFVd0f26328nKyvrDukRERKT3+QyDB0r9LxrPzUwieoB22GSFBvPSxBwOX1zAfFs7l64u44lxw/rl4lsi/Y2jrY13/3UbFatWYLZY2Pfci5mw1/5bv6OISA/4xdbOTYWV/NK10F5KsJVrc9I4LjW+389KLlpcxxf/W43b4SUsOpgDzh5HxuiemYm8U3Q4w8OCKe108XG9jWPS4jnm2p349KkVVKxp5uMnlrPzYSPY6eDh/foAZtkq/+zwtmb/IpgT98pk5hG5BIVs/pozOjGMfS6ewBM/rueVhmbK4y3Q1AJAarCVE9MSOCEtnmFhIX39FLab1+Ojpa6D5uoOmqraaKruoKm6HVttR3cH/K99+tQKDr100naFtedmJVHtdPNYeR1Xri0nKTiIfRL6z4jin1vauLmoqnsRzeRgK38bkcYJqfFY/+RBo18zDIN1P9fw/RuFONrcYIL4tAiaazpoa3ZSuLCOwoX+jnprsJmU4dHdQXlqTsx2HZCQP9bjofjChQupq6tj2rRp3dd5vV6+/fZbHnnkEdauXQv4u7jT0tK6t6mrq+vu6k5NTcXlctHc3LxZt3hdXR277LJL9za1tbVb7L++vn6zx/n55583u725uRm3271FB/kGISEhhIT0/z9cIiIiQ82nDTZWtTuItJg5dwB2iW9qbGQY/x0/ghOXFvN+fQvpRUHcPDIj0GWJ9Gu2uhreuvMmmqoqCA4L57ArrmP4xCmBLktEhoBqp4t/FlbxXl0LAGFmMxdnJ3NhdhIRlv59kN7r9THv7SKWfF4O+Gd9H3DueCJiei73MJlMHJMSz32lNbxe08wxqfGERgRx2KWT+OGNQpZ9VcH890toqmpn79PHEhTcv75mrk4PP7xZyKrvqwCITgxln9PHkp63+UEDwzBY0trJS9WNvF3bTJvPB/FWzAbkVbqYUuxkVmgY+50aTXw/C8S9bn/43VTd7u/+rvZ3f9vqOn83/A4KsRCXFkF8WjjxaZGERwfx9cvr/B3yrxWw+4mjt6uGG3LTqHO5eaO2mXNWlPLmlFymRkf0xNPbYQXtDm4vruKTBv/o5HCLmYuykrkwK6lXRtzY6jv4+sW1VKxpBiA+PYK9ThlDak4MbqeXulI71cU2aops1BTbcHZ4qFzXQuW6lu7HiEuLIC0nmtTcWNJyY4hJDuvXB5v6sx4PxffZZx+WL1++2XVnnnkmY8aM4ZprriEnJ4fU1FQ+++wzpkzxv4h1uVx888033H333QBMmzaNoKAgPvvsM4477jgAqqurWbFiBffccw8As2bNwmazMX/+fHbeeWcAfv75Z2w2W3dwPmvWLG6//Xaqq6u7A/i5c+cSEhKyWWgvIiIi/ZuxySzxczKTiA3qlQlwfWrXuCgeHJPFxavLeKK8nqzQYM4Z4GG/SG+pLlzLO/fcSoethaiEJI689p8kZQ8PdFkiMsgZhsGrNU38o7ASu8eHCTghLZ5rRqSRGtL/uzXbW5x8+n8rqC60ATB5v2xmHpHTK+MYjk2N477SGr5rbqXa6SItJBizxcxux48iPj2Cb19ZR+HCOmz1nRx0wQSi4n9/skBfKl/VxJcvrKatyd8dPmGvTGb9Rnf42nYHF69az4q2zu7rhocFc3JaAsemxNG0sIEfFhXS0Gnn1Tvms/OhI5iyXzbmAIy+cLS7KV/dRFOVPwBvqm7HVt+J8Xvhd6iF+LQI4tMi/CF4uv/jyLiQLcLWoFArHz+xnOXfVBKfHsH4PTK3uS6zycT9Y7JocHn4urmVU5YV88HUUeSE9/0BhHqXm3tLanixuhGvARYTnJyWwFXDU0nuhd9tr9fHks/KWPBhKV63D0uQmemHDGfyvtlYrP6fkaAQCxmj47rP4DB8Bs01HdQU26guaqGm2E5LbQfNXaNsNoz4CY0MIjXHP24lNTeG5OworP3swFN/ZTIM47d/K3rQnnvuyeTJk3nwwQcBuPvuu7nzzjt55plnyMvL44477uDrr79m7dq1REX5Z3BdeOGFfPDBBzz77LPEx8dz1VVX0djYyMKFC7F0HYk96KCDqKqq4oknngDgvPPOY9iwYbz//vuAv0N98uTJpKSkcO+999LU1MQZZ5zBEUccwcMPP7xNtW/riqUiIiLSe+Y22DhteQnhFjO/zMonfhCE4hs8tL6WO4qrMQH/N344hyTFBrokkX6lYP6PfPTwv/C4nCQNz+Goa/5JZHz/m0UqIoNLtdPFVWsq+KLJ30E6OSqcf43JYlxkWIAr2zaVa5v59OmVdNpdBIda2Pv0seRO2XJdtp40Z5F/NNyNuelcnL35vqoKWvj4ieU42tyERQdz8AUTSM2J6dV6/ojL0dUd/t3G7vC9Tx37myNlap1uDl64jkqnmxCziUOTYjkpLZ5dYiM3C43bmp18/dIa1i9vBCB5WBR7nzaWhIzeXwTa0e6meEk9RYvqqVjThM+7ZdQXHGrpDrzjukLw+PQIImK3DL//yMJPSpn3TjEms4nDLptE1pj47aq1zePlqMWFLGvrJDs0mA+n5fXZwrTtXi//KavnsfI62r0+AA5IjOb6nHRGRfTOgZqaYhtfvbCGpqp2ADLHxLHHSaOJTQ7f7sfqbHVRU2zrCspt1JW24vX4NtvGbDGRlB1Fam4M2fnxZOcPvddM25rlBiQUNwyDm2++mSeeeILm5mZmzJjBo48+yvjx47vv43A4uPrqq3nppZfo7Oxkn3324bHHHttsvndTUxOXXXYZ7733HgBz5szhkUceITY2tnubsrIyLrroIr788kvCwsI46aSTuO+++7Z5RIpCcRERkcAyDIMDF65jaWsnl2Qnc0NueqBL6lGGYXDNugqeq2ok1Gzi9ckjmR4T2FNJRfqLhR++y9fP/x8YBiOm7MShf/kbwWHb/yZSRGRb/bo7PNhk4uoRqVyYldzjs4V7g2EYLJ5bxrx3ijAMSMiI4MDzJhCb0vt/O5+vauDqtRWMiQjlq+mjtwha7Q2dfPT4Mhor2zFbTex18hjGzEr7nUfrPeWrm/jy+U26w/fIYOaRuQSHbtl00e71B7hLWzvJDQvhnakj/zDANQyDtT/X8P1rBTg7PJgtJnY6eDhTDxzW4x36nW0uSpY0ULiojso1zZuNQYlPjyA1J2azDvCI2OAeGbNhGAZfPLuatT/XEBJu5Zhrdtrun696l5tDFxaw3uFiYmQYD4zNJiMkiBirpVdGgXh8/t/re0qqqXV5AJgSFc4/RqYzK7Z3Dlo4Oz3Me6eIFd9WguHv6N71mJGMmpHaY8/R6/FRX9baHZJXF9notLu6bx81I4X9zhzXI/saSPpVKD6QKRQXEREJrC8a7Zy8rJgws5n5s8b2WSdJX/L4DM5cUcJnjXbigyy8PzWP3PD+cVqxSCD4fF6+fu7/WPyx/wzQSfsdxN5nXoC5n8/uFZGBrcrh4qq15XzZ1Ar4Q7MHx2Yzupc6SHuaYRh8/3oBy76sAGD0zFT2OGl0n83wbnF7mPjDSlyGwec7jWJ81JZBqcvh4fNnVlGytAGAyftmMfOI3O4REr3J5fDw41tFrPy2EoCohFD2Pm0smb+z4KjXMDh7RQmfNPhfn300bRTDt3FWeLvNydcvrqV0mf95JmZFss/pY0nMjPpTz6HD7urqCK+jcl3LZiNREjIjGTk1idypycSl9m6Dhcft5Z37F1NbYic2JZxjrplGSPj2vUYv7nBy6KJ1NLm93ddFWMykhwSRERJMRmgQ6SHBpIcGkdl1mR4STNh2HFwwDIPPG+3cVlzN2nYHANmhwfw9J43Dk2N7JYA3DIPixfV89+o62m3+gHrMrFR2OXokYZHBPb6/X++7tdFBdZF/LnnG6DhGTuvdM0T6I4XiPUShuIiISOAYhsEhiwpYZO/ggqwkbhrEi1G2e70cvbiIJa0dDAsN5oM+PJVUpD9xOxx8+PB9FP0yD4DdTz6TnQ47SotIiUivMQyDl2ua+GdBJa1eHyFmE1cPT+WCAdIdvsH8D0pY8EEJALufMIrxe2T0+d/Oc1aU8EG9jfOzkn53EXHDZzD/gxJ++agUALPVRHxaBIlZUSRmRpKUFUlCZhQhYT03Lq9iTRNfPreG1iZ/MDp+jwxm/U53+Ab/LKzkifJ6QswmXp+Uy87b2VFsGAYFC2r59tV1ONs9mM0mph00jGkHDd+ugwDtNiclS+opXFRH1boWNk3xErMiGTktmdwpyX1yNsCmOuwuXr9zAW3NTrLGxnHoJZO2e4b60tYObiyopLDDsVk4/kfigyxkdIXkGSHB/hA9NJiMkCDSQ4NJDQ7CajaxxN7BrUVV/NDSBkCc1cJfh6dwekYiIebeOQjT2uTg21fWdR8MiUkKY8+TR5O5nSNm5M9RKN5DFIqLiIgEzjdNrRy/tIhQs4kFs/IHfUhc73JzyMICyhwuJkeF8+aUXCLUGStDSHtLM+/ccws1RQVYgoI46OIrGT1r10CXJSKDWJXDxZVry/mqqzt8anQ4D47J7rX5wr1l6ZflfP9aAQC7HpfHpL2ztnKP3rFhHZikYCuLZ437w4MKBb/U8t2r6+hsdf/m7dGJoSRmRpGYFdkdmP/W4o9/xOXw8NPbRaz4ZpPu8FPHbDWkfKaygevW+Tvu/5M/jCNSfrubfFu025x8+8o6ihfXA5CQ4e8aT8r+/a7xdpuTokX+jvCqwhbYJLlLHhZF7tRkcqcmEZMU2JFi9eWtvHXvQjwuHxP2zGT3E0bt8GN1eH1UOV1UOdxUOl1UOtybf+500+H1bfVxzEBycBA1Lv/PVYjZxDmZSVyWnUxML61L5PMZLP+qgp/fK8bt9GK2mJh6wDCmHTQMa5Bey/c1heI9RKG4iIhIYBiGweGLC5lva+e8zCRuyRu8XeKbKuxwcNjCApo9XvZPiOa/40cMqC41kR3VWFHOW3fdhL2+ltCoaI646gYyxuQHuiwRGaR+qzv8byPSuCArCcsAOzNl7bxqPn92NQDTDx3BzoeOCFgtbp/BpB9X0OT28tLEHPZO+OMcZcO4h4aKNhrKW6kvb6OhorV73vevhURYu4PypEx/WB6bGv6b87or1zbz5fOrsTd0dYfvnsGso/64Oxzg80Y7py0rxgdcNyKNvwxP2bYnv5XnWbiwjm9fWYejzY3JbGLqAdlMP3gEliB/7W3NDooW+4Pw6iLb5kH48GhGdgXh0Yn9a7HX4sX1fPzEcgD2OGk043fvndfshmFg83ipcrqpdPhD8iqHy/95V4he7XTj3iTmPCYljmty0sgK7b2xJfVlrXz94hrq1vsPrKXmxLDnKaNJSO/9BVbltykU7yEKxUVERALj++ZWjllSRIjZxM8z80kNGdxd4pua39LGsUuLcPoMTk9P4K5RmRodIYNa+cplvPuv23G2txObmsZR195EXNrQOBAmIn2vsmt2+Ibu8Gld3eF5A6w7HKBkaT0fP7ECw2cwca9Mdj0uL+CvGa5fV8HTlQ0cmRzL4+OG79BjONrd3UG5/7KN5ur2zRaT3MBsNZGQHkliZiSJWZEkZERStLCO5V3d4ZHxIex92liytmGExcq2TuYsKqDd6+OE1HgeGJPVo1/PzlYX376yjsKFdYB/QcxRO6dQuqyRmmLbZtum5kSTOzWZnClJRCf0ryD81375uJSf3y3GZDYx57JJARsX4jMMGlweKpwuEoKsDNvGGfA7wu30Mv+DEpZ+UY7hMwgOszLryFzG7ZqOSQ0tAaVQvIcoFBcREQmMoxYX8mNLG2dlJHLHqMxAl9PnPqhr4dyVpRjA9TlpXDrsz3cpifRHq777ik8f/zc+r4f0UWM5/OobCI+OCXRZIjIIGYbBS9VN/LOwkjavj1CziWtGpHHeAOwOB38n9PsPL8Xr8TF6Zir7nDa2X4Rxi+0dHLRwHWFmE8tmjyfK2jPjI7xuH03V7dR3B+X+S7fj92dRj9stnV2OHrnV7nCAaqeLgxcWUO10s2tsJC9NyiG4l2ZPFy2q45uX124xOiYtN6Y7CI+KHzgHaQzD4PNnVrFufi0h4VaOuWanPp9x3pfWr2jkm5fWds+oHzktmV2PyyMipvdCeNl225rl9s4wHREREZE/4aeWNn5saSPYZOKS7KG3YjrAocmx3OxM5x+FVdxeXE1GaDBH/Yl5liL9jWEYzHvrFX587UUARs3clYMuvgJrcO+d4iwiQ1eFw8VVa8r5utnfHb5TdDgPjs1mZPjACR43VbfezoePL8Pr8TF8YiJ7nzqmXwTiAJOjwsgLD6Ggw8kH9S2cmJbQI49rCTKTlB212Sxuw2dgb3TQUNFKQ3lbd1geHGZl12PyyMrfto7ldo+X05aVUO10kxcewtPjh/daIA6QOzWZ9FGxzH+vBHtjJ8PGJ5AzOZnIuIEZqppMJvY6dQy2+k5qS+x8+NgyjrlmGiHhg+tMz3abk+9fL6DwF3+nf2R8CHucOJrhExIDXJnsCHWKb4U6xUVERPresUsK+a65jdPSE7hndGAWiuov/llQyRMV9QSZTLwyKYfZcb+/KJPIQOHq7ODLZ59k5defAzB9ztHsduLpmHoxgBCRockwDF6sbuKmQdIdDtBU3c7b9y3C0e4mY3Qsh14yqd8t5vfv0lruLKlmdmwkb04ZGehy/pDXMDhjeQmfNdpJCLLy0bS8Xh27MZi125y8cdcvtDU7ycqP59CLJ2L+jXnvA01bs5OV31Wy/OsKnB0eTCaYuE8WOx86YpvOQpC+pfEpPUShuIiISN+a39LGnMWFWE3w08z8Xl0YZyDwGQbnrSzlg3ob0VYz703NY0xE/54rKfJ73C4nSz/9kPnvvkFnqx2Tycw+Z1/ApP0ODnRpIjIIVThcXLmmnG+6usOnR0fwwNisAdsdDmBv7OTt+xbR1uwkeVgUh/91Sr8M5SocLnb6aRUAv8zKJ7Mfv57bMAM91GzizckjmRYTEeiSBrT68lbeunchHpePiXtlstvxowJd0g4xDIOaYjvLviqneFF99zz7pOwo9jx5NMnDlBH2VxqfIiIiIgPSA+trATg+NX7IB+IAZpOJR8YOo85VxHxbOycvLebDaaOG1MKjMvB5PW6WfzGXeW+/SntzEwBxaRnsfeb5DJ80NcDVichgYxgGL1Q3cnNhVXd3+HU5aZyTOXC7wwE67C7e+/cS2pqdxKWGc+ilk/plIA6QGRrMLrGR/NjSxlu1zVzWT9dG+b+Kep6ubADg4bHDFIj3gKSsKPY9M59PnljBsq8qiE+PYNxuA2fxbI/bS+EvdSz7qoL6stbu69PzYpmwZyY5kxMHRfe7KBQXERGRfmSRrZ2vmlqxmOi3b54CIdRi5tkJI5izqIDCDienLCvmnSkjieyhhatEeovP62XVt1/y05svY6/3z9+MTkpm1tEnkr/73pgt+hkWkZ5V7nBx5Zoyvm1uA2DnmAgeGJNF7gDuDgdwdrh5/+El2Oo6iYoPZc5fJhMW2b+bB45NjePHljZer2ni0uxkTP3sgMSnDTZuLKgE4IacNA5Ljg1sQYNI7pRkZszJ4ef3ivn25XXEJIeTObp/r42zYUTKyu8quxdAtQSZGTU9hQl7ZZKUpRGGg41CcREREek37u/qEj8mJV6zHH8lPsjKixNzOGRhASvaOjlnRSnPT8whqJ8sqiWyKcPnY+287/nx9ZdorqoAICI2jhlHHc+EvQ/AGqQzHUSkZ3l8Bk9V1HNvaQ0dXh9hXd3hZw/w7nAAt8vLh48to6G8jbCoIOb8ZTKRcf0/5D80KZbr1lVQ0OFkaWsnk6PDA11St6WtHVywcj0GcGp6AhcP0YXde9O0g4bRVN1OwYJaPnliOcdcuxOxyf3nZwB+f0RKZFwI4/fIIH/X9H5/8El2nEJxERER6ReWtnbweaMdM3C5usR/07CwEF6YmMORiwv5urmVq9aW8+CYrH7XeSVDl2EYFC2cz4+vPk99WSkAoVHR7Hz4MUze/2CCQvp/iCMiA88iWztXrytnZZsDgJkxEdw/Jpuc8IF/gN3r8fHJEyuoLrQRHGblsMsmE5vSv4LF3xNltXBQYgxv17Xwek1TvwnFKx0uTltWTKfPx55xUdyRl6nXUr3AZDKx96ljsNV3Uldq56PHlnH036YREh74A+MakSKgUFxERET6iQdKawA4KiWOEYPgTWxvmRwdzhPjhnHG8hJerWkiMzSIq0ekBbosGeIMw2D98iX88Orz1BSuAyA4LJydDjuSqQcdTkh4/whCRGRwsXu83FFczf8qGzCAOKuFG0emc0JqPOZBEHL6fAZfPLuKspWNWIPMHHLxxAE3wuGY1Hjermvh7bpmbhqZEfAz3Fo9Xk5ZVkyty8OYiFCeHD884DUNZtZgCwdfOIE37vqF5poO5v7fSg65eGLAAmeNSJFNKRQXERGRgFvR2sEnDXZMwOXD1SW+NfsnxnDXqEz+tq6Cf5XWkhEazElpCYEuS4aoijUr+eGV56lYvQIAa0gIUw88jJ3mHE1YpN5cikjPMwyDd+ta+EdhJXUuDwDHpcbxj9wMEoMHR8xhGAbfvbKOgl/qMJtNHHj+BNJHxga6rO22R1wUScFW6l0evmqys39iTMBq8fgMzltZyup2B8nBVl6YmEO01mfpdRExIRx84UTeunchZaua+OHNQnY7blSf7V8jUuT3DI7/LURERGRAe6BrlvgRybGMHOALYfWV0zISqXS6+ff6Wq5eW05acBB7JUQHuiwZQmqKCvjhtRcoXbIQAIvVyqT9DmbnI44lIrZ/L6YlIgPX+k4n166r4Ksm/8iDkeEh3D0qk9lxg+sg3M/vFbPi20owwb5n5jNs/MA8+G01mzgqOY4nKup5raYpYKG4YRj8vcD/cxNmNvHchBwyQxWE9pWk7Cj2PTOfT55cwbIvK4hPi2Dcbhm9us8/GpEyca9MRkzSiJShTqG4iIiIBNTqtk4+rLdhAv6iLvHtcu2IVCodLt6obeaclaW8M2UkE6I0pkJ6V0NZKT+89iKFC34CwGyxMH7P/Zhx1PFEJyYFuDoRGaxcPh+Pl9XzwPoaHD6DELOJy7JTuGRYMiHmwRVsLf6sjIUfrwdgjxNHkzd9YL8+OjbVH4p/1minxe0hNqjvo6gnyut5rqoRE/BY/rB+M998KMmdmszOh41g/vslfPvyOmKTw8kY3TMH0Q3DoLPVTVN1O01V7TRVtVG8pH7zESk7pzBxr0wSMwfXATTZcQrFRUREJKA2dIkfmhTLmIiwAFczsJhMJu4fk0WN0833LW2csqyYD6aNIkudT9ILmmuq+PG1F1nz47dgGGAyMXbXPdnlmJOITdVcexHpPT+3tHH12grWdfgX0twtLpK7R2UNioU0f23VD1X8+GYhADOPyGH87r3bTdsXxkWGMSYilDXtDt6vb+HU9MQ+3f9H9S3cXFQFwE0j0zkoKbZP9y8b7XTwcJqr2yn4pY6Pn1zOsdfuREzS9h2g6LC7usPv5ur27o8d7e4tttWIFPkjCsVFREQkYNa2O3i/rgWAv6pLfIcEm838d8II5iwqYE27g/0WrOWvw1M4IyNx0HXOSWC0NTfx42svsOLrzzF8PgDyZuzC7ONOISEzO8DVichg1uz2cGtRFS9VNwGQGGTl5pHpHJUSh2kQLKT5a0WL6vj6hTUATNkvm6kHDAtwRT3DZDJxbGo8txZV8UZNc5+G4ovs7Vy8aj0GcEZGIudl6oymQDKZTOx92lhs9Z3UrW/lw0eXcfQ1OxEStmU82WF3bRZ6N3V97GjbMvz2PzhEJ4YRnxZBfFoEKSOiGT4hQSNS5HeZDMMwAl1Ef2a324mJicFmsxEdrTmdIiIiPemiVet5q7aZgxNj+O+EEYEuZ0CrdLg4dVkxq9r9XXTDQoO5ITedQ5NiBmVwIH3D43Lx3DWX0VxVAcCIKTsx+7hTSMkZGeDKRGQwMwyD12ubuamwkia3F4BT0hK4PjeNuACM3ugL5aua+OCxpfg8BmNnp7HXKWMG1f/f1U4XU39chQH8PHMsw8J6v8u/rNPJwQsLaHB72Ds+iucm5GA1D56v6UDW3uLk9bt+ob3FSfa4eKbuP2z7wu+EUOLTI7sC8HDi0yOJTQ0nKFgLp8q2Z7mD838TERER6fcKOxy8U9sMqEu8J2SEBvPZ9NG8Ut3E3SXVrHe4OHdlKTtFh3PTyAx2iokIdIkyAP305ss0V1UQERfPYZdfS8aY/ECXJCKDXFGHg2vWVvB9SxsAYyJCuWdUJjvHRga4st5TU2zjoyeW4/MY5E5NYs+TB1cgDpAWEszucVF809zKGzXNXDkitVf3Z3N7OGVZCQ1uD/kRoTw5brgC8X4kIjaEgy+cwNv3LaJsZRNlK5u23GhD+J0WQXx6RNelwm/pOQrFRUREJCD+vb4WH3BAYrQWh+whFpOJk9MTOCI5lsfK63isrJ5f7B0cuqiAOcmxXJ+T1iedWTI41JUWs+C9NwHY5+wLFYiLSK9yeH08XFbLw+vrcBkGYWYTVwxP5YKsZIIGcZjZWNnGB48sxeP0kjU2jv3OHId5kD7fY1Lj+Ka5lddrm7hieEqvBf9un8G5K0tZ1+EgNTiIFybmEGlViNrfJA+LZt+z8vnif6sJiwwiPi2CuE0C8LjUCIJC9H2T3qNQXEREZBDwGQafNNjIjwxj+AAIPUs6nLy1oUt8WO92Cg1FEVYLV49I45T0BO4pqeGV6ibeq2vh43obZ2Um8tdhKcQO0tPPpWf4vF7mPvEQhs/HqBmzyZs+K9Alicgg9n1zK9esraCo0wnA3vFR3Dkqc9AfyLXVd/LeQ0twdnhIGRHNgedPwBI0eOcfH5wYwzUWM6WdLhbaO3rlLLYl9g7uL63h2+Y2wi1mnps4gnQtQN5v5U5JJndKcqDLkCFK74ZEREQGuFaPl4tXrWduo51Yq4UPp+WRGx4a6LL+0ENltXgN2Cc+msnR6hLvLWkhwTwwJptzM5O4ubCKb5pbeaK8nler/R1aZ2QkEqzFOOU3LPzoXWqLCwmJiGDvsy4IdDkiMkg1uDzcVFjJG10HylOCrdyal8lhg3g9DMMwqCttZeX3lRQsqMXj8pGQEcGhl0wiOHRwRzQRVgsHJ8bwRm0zr9U09Vgo3uH18U5dM/+rbGBpaycAZuA/+cOYqLMRReR3aKHNrdBCmyIi0p8Vdzg5fXkxBR3O7utywkL4cFpev12IakVrBwcuXIfHgA+n5jFNs677hGEYfNXUys1FVaztWoxzeFgwN+Skc8ggDh9k+7XUVPO/qy/B43Ky/wWXMWGv/QNdkogMMpUOF89VNfK/ygZaPF5MwJkZiVybk0b0IB1z4XJ4WDe/lpXfVdJQ3tZ9fVJ2FIdcPJGImMHdFb/Bt02tHLe0iFirhaWzxxHyJw7OF7Q7eK6qgddqmrF5/AuyBptMHJocy7mZSUxR44XIkKSFNkVERAa5rxrtXLBqPTaPl7SQIO4Zlcl1BRUUdzo5a0UJr07K7XddwGWdTk5aVozHgP0TohWI9yGTycTeCdHsHhfFqzX+xThLO12cs7KU6dER3DQyXd8PwTAMPnvqYTwuJ9njJzJ+z/0CXZLIoOT2GVy1tpzF9g5OTIvn5PSEQRsGb2AYBj+2tPHfygY+abDh7WrPGx8Zxj2jM5kaPTj/D6pbb2fld1WsW1CLx+kPbi1WM7lTkxi3WwZpI4fWgenZcZGkBgdR43LzeaOdQ5Jit+v+bp/Bxw02/lfZwA8tGw8uZIcGc2p6AiemJZAYrKhLRLZOneJboU5xERHpbwzD4PHyem4rqsIH7BQdztPjR5ASEsTqtk4OW1RAm9fH8anxPDgmq9+80WpweTh8UQFFnU7GRoTyzpSRxPTTbvahoN3j5dHyOh4vq6PT5385eHhyLH/XYpxD2vKv5jL3Pw9hDQ7h9HsfITY1LdAliQw6PsPg0tVlvNk1MgQgwmLmxLR4zslMGhBrg2yPdq+XN2ua+W9lA2u6zlQC2DU2krMyEzkgMQZLP3mt0lNcDg8FC2pZ+V0V9WWt3dfHpoQzbrd0xsxMIzQyKIAVBtatRVU8WlbHQYkxPDNhxDbdp9Lh4oWqRl6sbqTO5QH8I1L2S4zm9PRE9oyPwjzIfo5EZMdsa5arUHwrFIqLiEh/0un1cfXa8u7ZmyemxXPXqMzNTj39qtHOKcuL8RpwfU4alw5LCVS53dq9Xo5ZXMTi1g4yQoL4cNooUkOG7pvB/qTa6epejNPAf9rxWZmJXK7FOIec9pZmnrniApzt7ex+yllMP+yoQJckMugYhsE16yp4rqoRiwkuzkrmkwY76zr8YbEJODAxhvOykpgZE9FvDmzviJIOJ89WNvByTSN2jw+AMLOZY1PjOCszkTERYQGusOfVl7Wy8rtK1s2vxd3VFW62msidksy43dJJz4sd0N/TnrK6rZO9FqwlyGRi6exxxP/O6w2fYfB1Uyv/q2rgswY7vq7rk4OtnJyWwMnpCWRqEU0R+RWF4j1EobiIiPQXVQ4XZ64oYWlrJxYT3DIyg7MyEn/zzdUzlQ1ct64CgKfGDeew5Ng+rnYjt8/g9OXFfNnUSnyQhXen5JEX0b8XAh2KVrZ1cnNhJd82+09FjrNauGJ4KqdnJPS7MTzSO96//07W/fwDKTkjOem2f2G2DO5RDiJ9zTAMbi2q5rHyOkzAY/nDODIlDsMwuhdC/qppY1fxxMgwzstKYk5y7ID5O+zrWr/ivxUNfNlkZ0PYMCIsmDMzEjk+NX7QnSXmdnop+KWWld9WUrd+867w/F3TGTMrlbBIBbe/tt+CtSxv6+TOUZmcmZG42W0NLg+vVDfyfFUj6x2u7utnx0ZyekYiByXGEGTWwQUR+W0KxXuIQnEREekPFtjaOWtFCfUuD/FBFp4cN5xd46L+8D43FFTwfxUNhJpNvDVlZEBmdRqGwV/WlPFaTTNhZhNvTB6pudX9mBbjHLoKFvzEe/fdjsls5pQ7HyR5eE6gSxIZdB4sreGukhoA/jU6i5PTE7bYZm27g/+rqOf1miYcXaOtUoODODMjkVMzEn63ozbQ7B4vr1Q38kxlAyWdG0PMfeKjOSszkb0G4WiLhopWVn5bxdr5NbgdXV3hFhM5U/yzwjNGqSv8jzxZXsc/CquYGh3OR9NGYRgGC2zt/K+qkffrWnB1RVXRVjPHp8ZzWnqimipEZJsoFO8hCsVFRCTQXqpq5Jp1FbgNg7ERoTw7YcQ2zXz2GganLy/h80Y7ScFWPp42qs9PMb2tqIpHyuqwmODZ8SPYLzGmT/cvO8bjM3ilazHO+q65nTNjIrg5L4NJUeEBrk56mrOjnWevuJC25iZ2PvwYdjvpjECXJDLo/F9FPTcUVAJw88h0zs9K/sPtG10enq9q4JnKBmq7/g6HmU0cmxrPuZlJ/SYcXNPeyX8rGnijtpkOr3+4RbTVzImpCZyRkciI8ME1H93t8lL4i39WeG2Jvfv6mKQw8rtmhYdHqyt8W9S73Ez+cSVeA/42IpX361pYvcnM+UlRYZyekcgRyXGEWwbGmRIi0j8oFO8hCsVFRCRQ3D6DfxZW8t/KBgAOSYrhoTHZRFi3faRBm8fLnEUFrGp3MDYilPen5hG5Hff/M54qr+fGQn8A8MCYLE5M27IjTvq3No+XR8vq+E+5fzFOE3BcajzX5aRpJvwg8tmTj7Dsi0+IS0vn1HseJih4cIVYIoH2cnUjf11TDsBVw1O5akTqNt/X5fPxbl0LT5bXs7yts/v6veOjOC8riT3iovq8G9njM5jbaOPpigZ+aGnrvn50RChnZyRydErcdr1W6e/amh3UFNupXNvMugW1uDq7Fnk0mxgxOYlxu6eTOSoOk8Z5bLeTlxbzRdPGgwthZhNHpMRxenoik6N1EF5EdoxC8R6iUFxERAKh0eXhvJWl3W82/zYilcuHpezQqccVDhcHL1xHncvDPvHR/G/CCKy9/MbtndpmLly1HgP4e04al/WDxT5lx1U6XNxRXM2bXQu8hlvMXJKdzAVZyereGuDKVy3ntZuvA+C4f95JVv6EAFckMri8V9fCBStL8QHnZyVxU276DoXYhmHwU0s7T1bU8WnDxlndoyNCOS8ziaNS4gjr5b/HjS4PL1U38mxlA5VONwBm4KCkGM7MSGR2bOSAHxfidnqpW2+ntsRObamd2mIb7TbXZttEJ4YybrcMxsxSV/if9W1TKycsLSI3PITT0hM5NjVOi3yLyJ+mULyHKBQXEZG+tqqtk9OXl1DucBFhMfPo2GEcmPTnxo4stndw1OICOn0G52QmclteZg9Vu6Xvmlo5aVkxbsPg7IxEbsvLGPBvksVvka2dfxRW8ou9A4CMkCCuz03nyGTNTR2I3C4nz//tUpqrq5i4z4Hsd94lgS5JZFD5vNHOmctLcBsGJ6fFc9/orB75W1nS4eTpynperm6ivWtkSXyQhdPTEzkzI5HkbTiTx+0zsHu82D1ebL9xadv0c7cXm8fD8rZOnF1zzuODLJySlsBpGYl9Ppqtpxg+g+baDmpLbNSW2KkpsdNU1Y7h2zwiMZkgITOSlOHR5E5JJnOMusJ7ksPrI8Rs0usIEekxCsV7iEJxERHpSx/UtXDp6jI6fT6GhwXz7IQRjIkI67HHPmdlKQB35GVwVmZSjzzuppa3dnDk4kLavD4OS4rlP+OGYdGbnEHFMAzerWvh1qKq7k7BadHh3DIyQ4uoDjDfvfw/5r/zOhFx8Zx5/+OEhOv7J9JTfmxu46RlRTh8Bkckx/Jofs//f2hze3ipuon/q6jv/nscbDJxeEosmSHBW4TdLZt8vmH+9/aaGBXG2RlJHJ4cS+gAO1Oos83l7wAvsfuD8NLW7lEom4qICSYlJ4aUEdGkjogmKTuaoJDBMw5GRGSwUyjeQxSKi4hIX/AZBveW1PDA+loAdo+L5Ilxw4nr4VNIH15fy+3F1ZiBFybmsHdCz/3ftr7TyaGLCqh3eZgdG8lLk3IIMQ+sN8yy7Tq9Pp4or+OhsrrucOWolDj+npM2YLsGh5K60mJeuO5yDJ+POVddT970WYEuSWTQWGRv59glRbR7feyfEM3T40cQ1IudxR6fwUcNNp4sr+s+k2dbRVrMxFgtRFst3ZcbPo4Jsmx2W3ZoMOMiwwZER6/X7aOhoo2ari7w2hIb9gbHFttZg8wkDYsiZUQMqSOiSRkRTWRc/1jEVEREdoxC8R6iUFxERHpbq8fLJavX82mDf6Gh8zOTuDE3vVfmfhuGwV/XlPNKTRORFjPvT81jbOSf70Svd7mZs6iAkk4X4yJDeXtKHtGDaJEt+X21Tjd3Flfzak0TBhBqNnFhVjKXZCcPqoXWBhOf18uL119BXUkRo2bM5rArrgt0SSKDxuq2To5cXEiLx8uusZG8MDGnTzuqF9naebO2GQO2CLt/HXRHWSy9vsZIX3O7vHz78lrWLajF59ky6ohLDSdluD/8ThkRQ3xGBJYB1vEuIiJ/TKF4D1EoLiIivamkw8npy0tY1+EgxGzinlFZHJ8W36v7dPl8nLC0mB9b2sgMDeLjaaNICt76/NHf0+7xctSSQpa2dpIVGswHU/NI2YZ5pjK4LGvt4B8FlcyztQOQEmzlupw0jkuN36EFYqX3LHj/Lb594b+ERERw5v3/ISI2LtAliQwKxR1ODl/sP2NqWnQ4r03K1cHBPtTW7OSjx5dRX9YKQEiEldQRMV0BeDTJw6IJjdDrExGRwU6heA9RKC4iIr3lm6ZWzl9ZSovHS0qwlWfGj2BqH81kbnZ7OGRhAcWdTqZGh/Pm5JGE7UCnlMvn47RlJXzd3Ep8kIX3p+aRG67Tjocqw/Cfwn9LYRXrHS4AJkaGcXNeBrNiIwNcnQC01FTzv6svweNysv8FlzFhr/0DXZLIoFDpcDFnUQGVTjf5EaG8NWUksT08Ak1+X916Ox8+towOm4vQiCD2P3ccmaPjBsSoFxER6VnbmuXqPCEREZE+ZhgGT5TXceLSIlo8XqZGh/PpTqP7LBAHiAuy8sLEHOKsFhbZO7h8TRm+7TxO7usaxfJ1cythZjMvTMxRID7EmUwmDkmK5dsZY7gxN51Ii5llXaMEzl5RwvpOZ6BLHNIMw+Czpx7G43KSPX4i4/fcL9AliQwK9S43xy0potLpJjcshFcn5yoQ70OFC+t4+75FdNhcxKVFcMy1O5E1Jl6BuIiI/CGF4iIiIn3I7vFy0ar1/LOwCh9wfGo8b00eSWoAxo3khIf4F/8ymXi3roV7S2q26/63FlXxZm0zVhM8PX44U6P7LtSX/i3EbObi7GR+mjmW09ITMAMf1tvY7ec13FpURavHG+gSh6QVX39G2YplWIND2O/cSxUYifSAFreH45cUUdTpJCMkiNcm5/6pkWSy7QzDYMGHJXz61Ao8bh/Z4xI45m/TiEn682uliIjI4KdQXEREpI8ssLWzz4K1vF3XgsUEt47M4MExWX26ANev7RIXyb2jMwF4YH0tr9U0bdP9/lNWx+Pl9f77jclm7wSNGJMtJQUHcc/oLL6YPprd4yJxGQaPltUxc95qnq9qwKspfn2mrbmJb55/GoBdjjuZ2NS0AFckMvC1ebyctKyYVe0OkoOtvDF5JBmhwYEua0jwuLx89t9VzH+/BIBJe2dxyMUTCQ5Th76IiGwbheIiIiK9zOMz+FdJDUcsLqDc4SI7NJh3p+RxblZSv+jUPCEtgcuykwG4ck0581ra/nD7N2uauKmoCoAbctI4NrV3FwaVgW9sZBivTsrluQkjyA0LodHt4eq1FZy1omS7x/bIjvnqmSdwtreTkjOSaQcfHuhyRPAaBk1uDwN1iSuH18fpy0tYZO8gzmrh1Um5jAgPCXRZQ0K7zck7DyymYEEtZrOJPU8eza7H5WE2B/41lYiIDBw6jCoiItKLyh0uLlm1np9t7QAcnRLHXaMyibJaAlzZ5q7NSaO408kH9TbOWlHCh1NH/eab+6+b7PxlTRkA52UmcXFXmC6yNSaTif0TY9gzPor/VTZyW3EVnzbYeaqinvOz9HPUmwoW/MS6n3/AZDaz//mXYbb0r78/Mji1e7xUOt1UOFxUOl1UOjZ+XOFwU+104TH8i/HekpfBzAG0GK/bZ3DuylJ+aGkjwmLmpUm5jI3UyI6+UF/eykePLaOt2UlIuJUDz59A5ui4QJclIiIDkEJxERGRXvJObTN/W1eO3eMj0mLmrlGZHNNPu6rNJhMPjR1GhaOQJa0dnLKsmA+n5W22UNjS1g7OXlGKx4Ajk2O5aWR6v+h0l4El2Gzm3KwkrGYT162r4LaiambGRjIpKjzQpQ1KjvY2vnj6cQCmzzma5OE5Aa5IBgOfYVDv8lDhcFHRFXhXbhJ4VzpcNG/j2gHL2jo5YnEhhyXFcmNuGtlh/bvb2msYXLJ6PZ812gk1m3h+Qg5TovX3qy8UL6nns/+uxOPyEZsSziEXTSQ2RV97ERHZMQrFRUREelibx8v1BZW82jWfe1p0OI/lD2NYP3+jH24x89yEERy0cB1FnU7OXlHKy5NyCDabKelwctLSYtq9PnaPi+TfY7MxKxCXP+GM9AS+a2rlowYbF6ws5bOdRhPZz86gGAy+e/FZ2pubiEtLZ+bRJwS6HBmAWj1e3q1r4WdbW3f4XeV0496GsSfRVjMZIcFkhAaTGRpMRkhQ92VGaDBWk4n7Smt4saqR9+tbmNto48KsZC7NTiaiH/49MAyDq9eW825dC0EmE0+PH8EucQOnw32gMgyDxXPL+OmdIjAga2wcB5w7npBwLWgqIr3IMKC1GhrWQf06aFgL9Wth9MEw66JAVyc9wGQM1CFufcRutxMTE4PNZiM6WouIiYjIH1tkb+eiVesp7XRhBv4yLIUrhqcSNIDmXK5q6+SwRQW0e32clBbPtSPSOGxRAesdLiZEhvHWlJH9bvyLDEzNbg/7LFhLldPNsalxPDx2WKBLGlTKVy3ntZuvA+C4f95JVv6EAFckA4VhGMyztfNydSPv19no9Pm22MYMpG0IuTcJujM2uS56G/+vWNnWyT8KKvmha02LlGArf89J59jUuH5zANYwDP5ZWMWTFfWYgf+MG86c5NhAlzXoed0+vnpxDWvn1QAwYY8M//zwAC5SLiKDjNcDzaX+0HvTALyhAJz2LbcfdxQc+0yflynbbluzXIXiW6FQXEREtoXXMHisrI67S6rxGJAREsSj+cMG1IzUTX3eaOe0ZcX4gMQgKw1uD8NCg/lgWh5JwerMkp4zr6WNoxYX4gMeGZvdb0cMDTRul5Pn/3YpzdVVTNznQPY775JAlyQDQI3TzWs1Tbxc3UhJp6v7+rzwEOYkx5ITFtIdeKcGB2HtwQO+hmHwcYONmwurWO/w73tyVDi35mUwPSaix/azo7XdW1rD/aW1ADwwJosT0xICWtNQ0GF38ckTy6kusmEym9jtuDwm7JkZ6LJEZKBydUBjwSahd1cA3lQEXtdv38dkhrgRkDQaEkf5L9MmQcq4vq1dtotC8R6iUFxERLamyuHi0tVl3R1uc5JjuWdU5mbzuAei/6uo54aCSsAfjL8/Ne83F98U+bPuK6nhvtIaIixmPt9ptH7OesB3Lz3L/HffIDIunjPuf5yQ8MCGitJ/uXw+Pm+081J1E1822tnQEx5hMXN4ciwnpSUwLTq8z9aQcPp8PFVez4Pra2nz+qs5MjmW63PTyQwN7pMaNljd1sk7dS28U9vcHdTflpfBOZlJfVrHUNRY2caHjy6jtclBcJiVA88dT1a+DpqKyO/wesDRAg4bdLaAoxlsFZsH4C3lwO9EoNYwSBwJiaM3D8Djc8Cq16UDjULxHqJQXERE/siH9S1cuaacFo+XcIuZ2/MyOCE1ftAsQHlvSTWfNNi4f0y2FkKUXuPxGRyzpJB5tnYmRYXx/tQ8gs06NX5H1ZUW88J1l2P4fBx+1Q2MnD4z0CVJP7S23cFL1Y28UdNMo9vTff2MmAhOSItnTlJsQOd61znd3FVSzcvVTRhAmNnEhdnJXJydTISl9+oq6XDyTl0z79S1sLbd0X19mNnMNSNSuSA7udf2LX6lyxqY+/RK3E4vMUlhHHLxROJSdWBPZNDzuPzBdmfLb192B96/cZurbdv2ERbfFXrnbR6Ax2SBXnsOGgrFe4hCcRER+S3tXi83FVbxfFUjAJOiwng8fzg56nAV2SGVDhf7LFhLi8fLBVlJ3DQyI9AlDUg+r5cXr7+CupIiRs2YzWFXXBfokqQf2bBo5svVjSy0d3Rfnxxs5bjUeE5Ii2dkeGgAK9zSstYO/lFQyTxbO+CfY35DThpHpvTcvPFKh4v36lp4p66Zpa2d3dcHm0zsnRDFEclx7JcY3athvPjH1Cz9opwf3iwEAzJGx3LgeRMIjdDYNpFBx2GDoi9h3Vwo/R7a68HTufX7bU1wFITFQmgsRCZ3dXyP2hiARyT++X1Iv6dQvIcoFBcRkV9b3trBhavWU9jhxARcnJ3M30akqrNV5E/6uL6FM1eUAvDSxBz2TtBrr+214P23+PaF/xISEcGZ9/+HiNi4P/V4hmHwWk0zP7a0MSEqjF1iIxkTEdpvFj+Urfu9RTMtJtgvIZqT0hLYOz66R+eD9zTDMPig3sYtRVWUd40xmRodzm0jM5i6g/PG611uPqi38U5tMz93Be7g/7rsFhvF4SmxHJwYQ8wAH4U2UHg9Pr55eS2rf6gGIH/XdHY/cRQWLagpMjgYhn+EybpPoWAulP0EPs9vbGiC0Gh/qL0h3N5wGRqz5XXdl3EQEg0W/c0WheI9RqG4iIhs4DMMniiv547iatyGQWpwEI/kZ7NrXFSgSxMZNK5dV8GzlQ0kBln5cvpokkPUIbg1Pp+XqrWrKVzwE0vnfozH7WL/Cy5jwl77/6nHdfp8XLuugpermza7PtZqYUZsBLNiIpkVF8m4iLB+HagOVX+0aOYJaQkcmxI34H6/HF4fT5TX8++yWjq65o0fkxLH9blppIVsfd64ze3howYb79S28F1za/f8dICZMREckRLHIUkxWlC6j3W2ufjkiRVUFbRgMsHsY/KYuHfmoBlFJzJkuR1Q+t3GILxl/ea3J46CvP1h5L4QN9wfcIfEaIyJ/GkKxXuIQnEREQGodbq5bHUZ3zS3AnBQYgz/GpNFvDrIRHpUp9fHwQvXsbrdwR5xUbw8KUddyb/B43ZTvmIpBQt+ouiXn+mwtXTfNmLyNI689qY/FSjVOt2ctaKEhfYOzMAp6QmUO1zMt7XT7vVttm2kxczOMRHMio1kl9hIJkaFE6SQPCA6vD6+arLz8u8smnliWgI79eGimb2l1unmjuJqXq3xH7AJM5u5JDuZC7OTCf9VZ3G7x8vcRjvv1DXzVWMrrk3e/k6OCueI5FjmJMeS3seLeIpfU1U7Hz62FHuDg6BQCwecM55h4xMCXZaI7ChbxcYQvPibzUeiWEJg+K4w6gB/GB4/InB1yqCmULyHKBQXEZG5DTYuX1NGk9tLmNnELXkZnJKWMOBDBZH+am27gwN/WUunz+CGnDQuGZYS6JL6BZejk5LFCylc8BPFixbg6tw4EzokIoLcqTszcudZ5EzdGYt1xw/YLbK3c9byUmpcbmKtFp4YN5w94v1nxHh8BsvaOvippZ15LW38bGvD7tk8JA8zm5keE86s2EhmxkYyJSqcUI1A6DXVThefNdiZ22jn++ZWHL6Nb+/6y6KZvWWJvYN/FFYyv2v8SUZIEDfmpnNgYgxfNdl5p66FuQ327pExAGMiQjkiOZbDk+MYoXVAAqqm2Mb7Dy3B5fASnRjKwRdNJCE9MtBlya+5HVA+D4q+ApMJpp8LMVr3Q7p4PVCxAAo+9c8Hr1u5+e3RGZC3H+QdADl7QLAWzZXep1C8hygUFxEZujq9Pm4pquKZygYAxkWG8nj+cEZF9K9FyEQGoxeqGrlqbTlWE7w3JW+H5wYPdB12G8UL51Ow4CfWL1uM1+3uvi0iLp6RO80kb+ddyMwf/6eC8A1eq2ni6rXlOH0Go8JD+d+EEX8YHHoNg1VtnfzU0sa8lnbm2dpocns32ybEbGJqtD8knxUTybSYiC26eWXbGYbB8rZO5jbYmdtoY1nr5guTZYYGcXhyHCf2w0Uze4NhGLxb18KtRVVUOv2/H8Em02Yd4cPDgjkiOY7Dk2MZGxkWqFJlE01V7bx130KcHR7SRsZw0PkTCItSt36/YBhQvxaKvvAvhFj6w+bdvtZQmHEB7Hq5f46zDD3tjVD4uT8IL/wCHC0bbzOZIXNnGLW/PwhPGec/mCLShxSK9xCF4iIiQ9ezlQ1cu64CgPMzk/h7bhohmnEn0icMw+C8let5v76F7NBgPp8+muhB2On6W+wN9RQumEfhgp+oWL0CY5Mu19jUNEZOn0XezrNIGzkaUw/9TfL4DG4tquKJinoADkyM5pGxw4jczq+5zzBY2+7wh+S2dn5qaaPetflCWkEmE5OjwpkZG0FGaDDhFjNhZjPhlk3+mc2EbfJxiNk0pM/OcXh9fN/SxtwGG5812ql2bjw4YsK/6OT+CTHsnxjNmIjQIfm16vT6eLy8jofX19Hp85EWEsThybEckRzHpKiwIfk16a9amxy8de9C2pqdpIyI5vDLpxAUMjT+vvdb7Y1Q/JW/G7zoS2it2vz2yFTI3QuaSvxd4+Bf3HC3K2Hn8yBo8B+AG3KcrdBas8m/av9lxQKo/AWMTc4SC4vzzwXPOwBG7gPh8YGrWwSF4j1GobiIyNDlNQwuWrWeE1Lj2StB/weI9DWb28M+v6ylwuHmyORYHssfNmiDrcbKcgrn/0Thgp+oKSrY7Lak4TnkTZ/FyJ1nkZjV81+DZreH81eW8m1zGwBXDE/hquGpPTLL3TAMijqd3Z3kP7W0UbVJoLutzLBZSB5u6QrNNwnTN3weF2RlbGQo+RFhDAsLHrAz6eucbj5v9HeDf9PUttkIkDCzmT3jo9gvMZr9EqK1MOQmGl0ealxuxkaEDtjv/WDmaHfz1n2LaK5uJy41nKOumkZopH5++5zHBRXz/QF40ZdQtQTYJBqyhsKwXSB3b/+/5Hx/t69hwLpP4POboH6Nf9voTNjr7zDpBDDr4Ea/52yDttqNIfemgXdrDbR1Xbra/vhxUiZs7AbP3Enfe+lXFIr3EIXiIiIiIoGzwNbOEYsL8Brw4JgsTkgbHAuwGYZBXUkRBfN/pGD+TzRVlm+80WQiY/TY7o7wmOTUXqtjTXsnpy8rYb3DRbjFzENjsjk0ObbX9mcYBmUOFz+1tPGLrYMmt4cOr49On48Or2+Lj11/8q1KuMXM2IhQ8iPDui/zI8P65VkHhmGwut3B3AYbnzbYWdzasdnt6SFB7JcQzf6JMcyOjdScdhlw3C4v7z24mJpiOxGxIRz9t2lExavDuE8YBjQWbQzBS7/bMvRMHgcju0Lw7FkQ9AejhnxeWPoyfHUH2Cv91yWNhX3/CaMO1LiMQGso9I+/sZVD668CcFfrtj9OSDREpkBUKkSlQVQKJOT5u8I1V176MYXiPUShuIiIiEhgPVhaw10lNYSZzXw2fdSAn5NcV1rM5089SnXh2u7rzBYr2RMmkTd9Frk7zSAitvfntH5c38Ilq8to9/rICg3mfxNGkN/P5i17fMZmIXmHz0en9/c/7/T5qHG6WdXeydp2B07fb7/VyQwNIj8ijHGRYYyNDCM/MpQRYSFY+jjIcfp8/NjcxtxGO3MbbN0zsTeYFBXWPRZlfKRGgMjA5fX6+Pg/y1m/vJGQcCtHXjVVi2r2ts5mKP6mKwj/Cmxlm98enrixEzx3L3/wub3cnTD/KfjuXxvnSmfPgn1vhuwZf/opyDYyDKhbBaveg9Xv+T/+I8FR/oA7Ks3/fY/c5OMNAXhkCoTod1QGJoXiPUShuIiIiEhgeQ2D45YU8UNLG+Mjw/hwWt6AnO/vdjr46Y2X+eWDtzF8PqzBIeRM2YmRO88iZ+p0QsL7ZjFRn2HwQGkt95bWADA7NpInxw0nIfjPL9TZn3h8BsWdTla1dbK63cGqtk5WtXVuETxvEGY2MTrCH5DnR4aR3/VxbNAff12cPh+tHh9tXi+tHu/mH3t9Xddt/Nh/m49Wr5eiDift3o1jUULNJnaLi2L/xGj2S4ghNURjJWTgMwyDL59bzZqfarAEmTn8L5NJGxkb6LIGJ4cNlr8OS1/dcu6zJdgfWG8IwlPGQ0/9X9rZDN8/CD//BzwO/3VjDoV9/gFJo3tmH7I5w4Cqxf4QfNV70FS08TazFYbv5l/kctOQe0O3d0hU4OoW6QMKxXuIQnERERGRwKtxutl7wRqa3F7OzUzk1rzMQJe0XUqXLOTzpx/DVlcLQN6MXdj7jPOJjO/bcTDtHi+XrSnjw3obAOdkJvLP3AyCzEOnA7nF7WF1u4OVbZ2sbutkVZuDNe2ddP5OV3lGSBCjI0Kxmky0er20dQXarR5/yP1nR7ykBFvZr6sbfNe4KMI1FkUGmZ/eLmLRp+sxmU0cdMEERkxMDHRJg4thQPnPsPB/sPJt8HRuvC1pzMYQfNguENzLB19tlfD1nbDkRX8gbzLDlFNgz+sgOr139z0U+Hz+7/Xq92D1+/7xKBtYQvyLXI6dA6MP9C9+KTJEKRTvIQrFRURERPqHuQ02TlteAsBzE0awf2JMgCvaug5bC1/97ynW/PANAFEJSexz9gXkTuv708rXdzo5fXkJa9odBJtM3D06kxMHyYz2P8trGJR2OlnV1tVR3u4Py8sdrm1+jAiLmSiLhSirmciuyyirZePHFgtR1o0fR1otpAZbyY8M04KQMmgt/aKc71/3Lx6892ljGLuLgtEe094AS1+BRc9Bw8ZxXCSNgamnQ/7hgZv7XL8WvrgF1nzg/9waCjMvhNmXQ1hsYGoaqLweWP+9vxt8zQf+RTI3CIqAvP0gfw7k7a8OcJEuCsV7iEJxERERkf7jxoIKnqpoID7IwpfTx/Tb8RKGYbDi68/49vn/4mhvw2QyM+XAQ5l9/CkEh4X3eT3fNbVy3spSmj1ekoOtPDN+BNNi+mZcy0Bm93hZ09bJ2g4HZkxEbhJuR1r8oXeUxUyk1dLn88hF+rt1C2r47Gn/bOOZR+Qw7cDhgS1oMPD5oORrfxC++gPwdY2DCgqH8Uf5w/DM6f1nocuyn+Hzf0LZT/7PQ2Nhtyth5/MgaGCvD9KrPE7/PPjV78Kaj6CzaeNtITEw+iAYe5i/M/yPFkQVGaIUivcQheIiIiIi/YfT5+OQhQWsaOtkdmwkr03O7XdhZFNVBZ8/9Sjlq5YDkDQ8h/3Pu5TU3Lw+r8UwDP6vooGbiirxGjAlKpz/ThhOWkhwn9ciIkNH2apGPnx0GT6vwcS9M9n12DwtFPtn2Ktg8Yuw+Dlo2WTBzPQp/iB8/NEQ2k/zCsOAdZ/A5zdB/Rr/ddGZsNffYdIJYLYEtLxt0lgEq96Fkm/AZPF/rUNjICTa/3FIjP/z0Oiu6zb5OCR622a3uzqg6At/R/i6T8Bp33hbeAKMOQTGHg4jdger/g8X+SMKxXuIQnERERGR/qWww8H+v6yjw+vjuhFp/GV4SqBLAsDjdrPg3Tf4+e1X8Xo8WENC2OXYk5l28OGYLX3/pt/h9XHNugperfF3mB2bGse9o7II1cxqEelFtaV23nlgMR6nl7zpKex3Zj6mIbRuQY/xeqBgLiz6n/9yw6KZITEw8TiYehqkTQxsjdvD5/WPe/nqdrBX+q9LGgv73gSjDug/3e3gD/LrVvkD6tXvQ93KP/FgJv9Ykw0B+qZh+oaPm4qg4DNwd2y8W2Sqvxs8fw5k7wKWwbUYtkhvUijeQxSKi4iIiPQ/r1Q3cvmaciwmeGdKHtMDPAqkYs1KPnvyEZoq/YteDZ88jX3PvpCY5NSA1FPjdHPWihIW2TswAzeNTOfczCR1aopIr2qp7eDNexfiaHOTNTaOQy6ehMWqA3HbpakYFr/g7wxvq9l4ffYuMO10/0KKwX0/hqvHuDth/lPw3b/A0eK/LiLZvxDo8F39l0ljt627uicZBlQt8ofgq97zB9UbmK3+Du3RB/sXK3XY/Z3cDpv/n9P+/+z9d5gk2VnnfX/DpM/y3rf3PdMzPT3eSDMjzYwc8kICgWBZjHZhWcE+wALLCiS0AvbZ3RfQPghYhFkhgRwScjPSaLzvMW1m2puq6vK+stJGxHn/iMjIzDLd1d1VnWXuz3XlFSdORGZGZpbJ/OWJ+7h9s9t25vKOoarTDcF3vsstg3OtnwMh1ggJxZeIhOJCCCGEECuPUoqPv36erw9N0B4O8MObtlMVuPajqNKJBE9+8Qsc+uH3AIhWVfPmn/63bL/97rIF0C9PzvAzR84ymLWoNg0+v3sDd9fK5FtCiOU1M5Hhq390kOmxNI1dFfzYf7yBYFhGty6KlXHD2Jf/zi3RkReth30fdkuk1F/7ElzLKjUOT/1PeOHzpSOkASK1bjjedQdsuAOa9ixPmRXHgZ7n4Q1vRPhkT2GbEYLN97oh9bYHIVp7+bdvZYrC8slZYXpRO1QJO94GLftW1oh5IVYpCcWXiITiQgghhBAr07Rlc9+Lx+lOZ3lnQzWf3911zYJopRTHn32SH33h8yQnJwDYe+9buesnfoZIvDwBtFKKLw2M8RvHe8kqxfZYmL/du5ENkVBZjkcIsX5kkjm+/t9fYfRCgqrGCO/99f1EK6Xu8UXNjMDQG3D8O/DaP7ohMQCaG8be+FPuyOS1Xj/aysCFg3DuaTj/FPS8MDckD1VB561uQN51J7Rcf+XlROwcnHvKDcKPfRsSg4VtgRhsfYsbhG99q1v2RAix6kgovkQkFBdCCCGEWLlenprhXS+fxFLwJ9s7+MnWumW/z6nhIX7w15/j7CsvAVDT2s5b/+2/p33XnmW/7/lcSGf5p4ExvjwwxrlUFoCH6qv4052dxM1VMIGZuGZs2yGXtsll7MIyY5H12/ltlt/ObwtFTfbc3UbzpqpyPwyxwlg5m2/9/16j7+QE0cog7/t/9lNZHyn3Ya0MSsH0gDvB5MgJdzl83F0mR0v3rWyDG34S9v0E1HSV53hXAjsHfa+6Afm5p6H7OchOl+4TjEPHzd5I8juh9caLf3lgZeD0j9zR4Me/XfQFBG7gvv0ht373lvsgID+7Qqx2EoovEQnFhRBCCCFWtj87P8inzvQT0TW+d9N2tsfC8+6XcRymLYeEbTNl2UxbNtOWw7S3nrAcpux8v8207TBt2czYDjtiYR6oraDmpSc4+E9/j5XJYJgmN7/7g9z87g9gBgLX9DGnbYfvjUzypf4xHh+fJv+GPmbo/PvORv5DVxO6nIK97kwMJTn43XMkxjNFAbcXbmcsHOvqP/q1bKnixrd20bWnTiZPFDiO4vufP8KZV4cJhg3e8+s3Ut++DkfXOg5M9XqB9/Gi8Pu4WzZjIdVd0LrPDcK33L88JUJWO9uCgUNw/hk4/7S7zNcizzMj0HHAHUXedbtbj1vZcOoHbn3wE98vDdajdbDj7bDzx9xa4Wt9NL4Q64yE4ktEQnEhhBBCiJXNUYoPv3aGx8en6QwH2RUPu2G3ZXuBtxuEZ5yrf9trWjm6ek9xc2aKjz/0IFu7rt1oPqUUhxIp/rF/jK8PjjNp2f6226pj/HhzHe9orCJmSKiy3ihHceSJCzzztVNYWeeS++umRjBkEggZBMKGu8xfwgaBkElw1rbBs1Mcf34Ax3Z/j2paYtzwlk623dwkEymuU0opHvvicV5/sg/D1Hnnr1xP27aach/W8nJsGD83d9T38AnIzcx/HU2H2k3QsAPqt7nLhu1ujfBgeSeJXpUcB4aOeuVWvMvsUfdGEDQDrFShr6LFHQ2+853upKVXWn5FCLHiSSi+RCQUF0IIIYRY+YYyOe598TgjOeuS+8YMnQrDoMLUqTANKg2DuKlTaRpef2FbDMWpJ3/EY31DnNiwk8mqwkRbOnBzVYyHGqp4sL6KrmWq3T2Stfjq4Bhf6h/jjZm0398WCvDB5lo+1FIrdcPXsemxNI/+3Rv0HnPLAbRtr2Hn7S0EQgZBL+CeHX5faYidGM9w6NEejjx5gVza/VImVh3i+vs62H1nK8GIhEzryfPfOsNL3z4HGjz483vYfENjuQ9p6VgZGD0NI8fdwNtfngA7M/919ADUbYGGouC7YQfUbobA/GcwiSWglPvlRL7cyvmnC3XCqzth57tg149B202gyxd4QqwHEoovEQnFhRBCCCFWh2MzKX40Ou2G3qYXbhtu2B03DSoNnbhpYCyyrIiVy/Gt//cPOfPyiwBsv+MeWj/wUzyWUXxveJJDiVTJ/rvjYR6qr+ahhip2xcJXNemn5SgeHZviS/1jPDw6Sb7qRUjXeKi+ig+31HFnTXzRj0WsPUopjj83wJNfPkE2bWMGdG577xb23tO27GVNMimLo09c4LVHe0hOunXsgxG35vh197YTq5Ivada6w4/18sSXTgBwz0e2s+futjIf0RXKTBeF3se9EeDH3dHgyp7/OkbIG/G9fVb4vRGMa1tKS8xDKRg7A3bWfV3k/6QQ646E4ktEQnEhhBBCiPUnl83wzT/5NOdeexkzEOTt/+H/YcuBW0v26Uln+f7IJN8dnuS5yQR20bvqznCQh+qreLChipurYosOr0/MpPlS/xhfGRxjKFsY9X59RYQfb6njPY3VVAdkNO56l5zK8tj/PcbZ10YAaNpYyf0f20V1U/SaHoedczj+wgCvPNzNxGAScEuz7Li1hRve0nnNj0dcG6cODvH9vzoCCm5+50YOvH1juQ/p4pSCmREv+D5WOvJ7um/h64UqC+G3H4Jvd+uAS+1vIYRYsSQUXyISigshhBBCrC+5dJpvL16UbgAAjf5JREFU/PHv033kEGYoxHv+n9+jc891F73OWM7ikZEpvjsywWNj06SL6pfXBgweqK/iofoq7qqpIGKUnr49Zdn8y9A4X+of4+BU0u+vC5i8v6mGH2+pZWc8srQPUqxap18e4rEvHiedyKEbGje/cyM3vKUT3ShfWQDlKM4eGuGVh88zcGbK7dRg0/UN3PBAJ80bq8p2bGJp9R4f51t/+iqOpdhzdxt3f3jbVZ0Vs+SUgv5X3TIaxaVPUuMLXyfeVBR+b3fLn9Rvh4pmGWUshBCrkITiS0RCcSGEEEKI9SObSvL1z/4+vW8cIRCO8N7f/D3ad+65rNuYsW2eGJvmOyOTPDIyxUTRhJhRQ+fNtRU8VF9FQzDAPw+M8e3hCVJeiG5ocH9dJT/eXMt9dZUEpf6p8KRncjz55ROceMGtlVvXFuf+n9lFfXu8zEdWqu/UBK883M25QyN+X+vWam54ayddu+uWpbSLlbWZHkszNZpmejRNJpnDDBiYQR0zoGPk28F8n4EZKFoP6himvrLC3RVouHuar/+/L5NL22y+oYG3/ts96MtcqmfRZkbg0JfhlX+Aodfn2UGDmq7S0Ds/2WVkjU8OKoQQ64yE4ktEQnEhhBBCiPUhk5zhq5/5PfpPHCMYifK+//z7tG7bcVW3aTmK5yYTfHd4ku+NTHIhk5t3v63REB9uqeP9TTU0hqQmrSjVfXSUR//uDWYms2ga3PhAFwfesfGKJ8y8Fsb6ZnjlB92ceH4Ax6stVNsa44a3drL1pqbLOvbZoff0aMpvT42mSU1lr/6ANTDN4qDcwAjofngeCBl07Kz1JzFdbyaHk3z1j18mNZWlbVs17/jl6zEDZX4ebAtOPeIG4Se+B45XcsoMw5b7oWl3YQR43RYIyBk3QgixHkgovkQkFBdCCCGEWPvSiQRf/cPfZeD0ScKxOO/77T+gefPWJb0PpRSHEym+OzzJd0cmGc5avL2hih9vruWGyqiMUhVzZNMWz3z1FEefdOseVzdFue9jO1dVOZLEeIZDj/Zw5MkL5NLuWRPxmhDX39fBrjtbCYbNJQm9AyGDyvowFXURwjETO+dg5RysrO0ti9r5/qyDci7v43AoarL77jaue1M7seq1PaGobTv0vD7G8ecGOPvaCLblUNce5z2/diOhSBnnNhg+Aa/+A7z2JUgMFvpbb4QbfhL2vA8i1WU7PCGEEOUlofgSkVBcCCGEEGJtS01P8ZVP/S5D504TrqjkA7/zKRo3bCr3YYl1ru/kBD/829eZGkkDcN2b27n1PZsJBFfnKOVMMsfRJ/t47Yc9JL2QOxg2MIOGv34xxaF3RV2Yyrqwt3TXQ1Hzir5Ysm0HO1salFu5ucuZ8SxHn7zA5HAKAN3Q2Hagievv71xxJWyuhlKKkZ4Ex58b4MSLA6SmC2e3NG6o5G2/tJdYVRm+DEhPwdGvwSv/F3pfKPRH6+H6H4d9PwFNu679cQkhhFhxJBRfIhKKCyGEEEKsXcnJCf75U7/DSPc5olXVfOB3PkV954ZyH5a4Qo6jULbCCKzcsiKXYuVsnv+XM7z6wx5QEK8Ncd9P76J9+9qoe2znHI6/MMArD3czMViYWHa5Qu+l5DiKc4dGePUH3fSfmvT7O3bWsO/+Tjp21Zb9GK/UzESGEy8Mcuy5fsb6Zvz+SEWAbTc3s/3WZurb49f28TkOnH/aLY/y+r+A5X4hgWbAtgfcIHzbA2BIySkhhBAFEoovEQnFhRBCCCHWpsT4GP/8B7/N2IUeYjW1fOB3P01dW0e5D0tcgZnJDK8/1cfRJy6QnM6x6fp69rypnbZt1asqpBw6P8UP/uZ1xgfcsHjn7S3c+YGtBMtZqmKZKEcxeG4Kw9RXTOh9OQbPTvHqD7o5/fIQ+U/Uta0x9t3fwbYDzavii5lc1ubsq8Mcf26AnjfG/MdhmDobr69n+63NdOyqxTCu8WOZ6IHX/tENwyfOF/rrt7vlUa77EFQ0XdtjEkIIsWpIKL5EJBQXQgghhFh7psdG+Off/23G+y8Qr6vng7/7aWpa2sp9WOIyKKUYOD3J4cd6Of3KsD+ZY7Ga5ih77mlnx63NKzpYtm2Hg985x0vfPY9yFJHKIG/+yR1svK6+3IcmLmFqJMWhR3t5/ek+chm3Znq0MsjeN7Wz5+42wvGVNYpZOYq+UxMce26A0y8P+XXeAVo2V7H91ma27G8kFL3Gx51LwbFvu0H4mccA7/c5VAl73gs3fBTa9sMq+uJECCFEeUgovkQkFBdCCCGEWFumhof4pz/4z0wODlDZ0MgH/8sfUtXYXO7DEouUy9qcfGGQQ4/1Mtqb8PubN1Wy903t1DTHOPpUH8efH8DyQspAyGD7Lc3suaeNuraVVf95tC/BD7/wBsPd0wBs2d/IPR/evuLCVHFx+Zrph37Uy8xEBgAzoLPj9hauv6+D6sZoWY9vYjDJ8ecHOP7cANNjab+/sj7M9lvc8ihVDdfwGG0LUmMwdgYO/RMc+QqkCyVp2Hg37PtJ2PlOCJb3uRNCCLG6SCi+RCQUF0IIIYRYOyYGB/jnP/jPTA0PUdXUzAd/9w+pbGgs92GJRZgYSnLkiQsce6afTNICwAjobLu5ib33tNPQWVGyfyZlcfy5fo48fsEvRwLQurWaPfe0semGhmtfFqKI4yhe+0EPz3/zDLblEIqZ3PPh7Wy9ScpCrGa25XDq4BCv/qCbkR7vSxsNNl5Xz763dNKyuapQJiY9CRPd4FigHLeGtrLBsd11v62K2t42Z9Zy9vZAlLQT59TZOMdf1xm44PjHGAwbbLmpie23Npcez9VQCrIzMDM895KYpy85hj8aPK+qw60Tvu/DULPh6o9JCCHEulS2UPwzn/kMX/va1zh27BiRSITbb7+dz372s2zfvt3fRynFJz/5ST7/+c8zPj7OLbfcwp//+Z+ze/duf59MJsOv//qv84//+I+kUinuu+8+Pve5z9He3u7vMz4+zq/8yq/wzW9+E4B3vetd/Omf/inV1dX+Pt3d3fy7f/fvePTRR4lEInzkIx/hT/7kTwgGg4t6PBKKCyGEEEKsDeP9F/inP/htEqMj1LS08YHf/TQVdVKeYiVzHEX30VEOP3aB7qOjfn9lfZg997Sz8/YWwrGLj6hWSnHh+DiHH7/A2ddGUI778SdaGWTXXa3svrONeE1oWR8HuGHpcM80A6cnGTgzSf/pSZKTWQC69tTx5o/uIFa1/Mchro38z92rP+jh/JHCz25jq8G+jSfYnPkq+oUX3BD7qu5HI6fCZFSUrBMjq6Ik7FpOp+/gbOYADu7vh4ZNZ+gVtocfY2P4RcyADsE4hOIQrPCW8aJl5aw+70snP9gegpmR0uA7PxHmomkQq4dNb3JrhW+4G/SVX4tdCCHEyla2UPzBBx/kx3/8xzlw4ACWZfHbv/3bHD58mNdff51YLAbAZz/7WT796U/zhS98gW3btvGpT32KJ554guPHj1NR4f6z/aVf+iW+9a1v8YUvfIG6ujp+7dd+jbGxMQ4ePIhhGAA89NBD9Pb28vnPfx6An//5n2fDhg1861vfAsC2bfbt20dDQwP//b//d0ZHR/npn/5p3vve9/Knf/qni3o8EooLIYQQQqx+o709/POnfpuZ8TFq2zr4wO9+mnhNbbkPSywgPZPjjaf7OfJEL1MjhVIPnbvr2PumNrp216Hplz+6NTGe5uiTfRx9qo/UlBtIa7q2LBNzJqeyDJyZdEPws5MMnZvGtpySfYJhgzvev5Wdd7SsqkkmxWWY6mfspSd47akJjvdvwFZuSF1hDHJ99F/ZWnMUW4+SJUbGiZJVMbJOhKwT9YLuCFk7TMaJkHXCZO0wWTtExg6TtYNk7RCw8M9OXbifHZXPsTX0BDGnD+zs8j5eMwLxBog1QKzRDb1j3nq8eL0RorWgG8t7PEIIIdadFVM+ZXh4mMbGRh5//HHuvvtulFK0trbyq7/6q/zGb/wG4I4Kb2pq4rOf/Sy/8Au/wOTkJA0NDfz93/89H/rQhwDo6+ujo6OD73znOzzwwAO88cYb7Nq1i+eee45bbrkFgOeee47bbruNY8eOsX37dr773e/yjne8g56eHlpbWwH40pe+xMc+9jGGhoYWFXJLKC6EEEIIsbqNdJ/jnz/1OyQnJ6jv3MAHfudTRKuqy31YYh7D3dMcfqyXEy8OYufcADkUNdlxewt77m5bsrrMtuVw5tVhDj/WS/+pQh3jK52Y03EUY30zfgjef2aSqeG5o2bDsQDNm6to3lRJy+YqGroqCQQlFFxTcmnofhZO/xBOPQpDR/1NSbuKw9l3cyT5AOlcZEnvVjc0ghGTYMQkFDFp3VbNjlubqW8vLSuElYFMArLT3jKx+HWl5gm3Z4XfoZVVs18IIcT6s9gsd9mnYJ+cdN9k1ta6I3HOnj3LwMAAb33rW/19QqEQ99xzD8888wy/8Au/wMGDB8nlciX7tLa2smfPHp555hkeeOABnn32WaqqqvxAHODWW2+lqqqKZ555hu3bt/Pss8+yZ88ePxAHeOCBB8hkMhw8eJA3v/nNc443k8mQyWT89ampqaV7MoQQQgghxDU1dO4M//yp3yE9PUXjhs28/3f+gEiFDHRYSeycw6mXhzjyeC8DZwrvves74uy9p52tNzcteXBsmDpbb2pi601NjF5IcPjxCxx/foDxgSRPfvkEz33j9EUn5swkcwyenaLfC8EHz02RS88qg6FBbUuM5s1VtGyqonlTFVWNERkRvtYoBSMnvRD8h3DuqVllRDRo3Qeb7yO65X5uab+J/bbOsecGeO2HPUwMJtFNjVDEJBg2S4LtYMSYte7u47e97aGIiRHQF/ezZYbcS6xuuZ4RIYQQYlVY1lBcKcUnPvEJ7rzzTvbs2QPAwMAAAE1NpRPINDU1cf78eX+fYDBITU3NnH3y1x8YGKCxce6kSI2NjSX7zL6fmpoagsGgv89sn/nMZ/jkJz95uQ9VCCGEEEKsMAOnT/LVT/8u6ZkEzZu38r7//AeE4zKKcSVQSjE9luaNp/s5+uQFUtM5wB3tuvnGRvbe00bzUk0AeAl1bXHe9JHt3P6ezRx7boAjj/cyPuBO6nnkiQu0bq1m912tOLbyQ/Cx/pk5cwQGQgZNGyv9ELxpYyWh6MXrnYtVKj0JZx4vjAaf7C7dHm+GzffClvtg05vnBNCmAXvubnN/riyFEZA62kIIIcS1tqyh+L//9/+eQ4cO8dRTT83ZNvsNrlLqkm96Z+8z3/5Xsk+x3/qt3+ITn/iEvz41NUVHR8dFj0sIIYQQQqwsfSeO8dU//C9kU0latu3gfb/1SULRWLkPa11RSpGazjE5lGRyOOVeitqZpOXvG6sKsvvuNnbd2Vq2ySaDEZPr3tzO3je1ceHEBEce6+XMayP0nZyg7+TEnP0rGyLuCHCvHEptaxz9CuqcixXMyrgBeHrKnVjy3FPuaPDeF0snyDSC0HmbG4Jvvg+adsMivtDRNA0jID8zQgghRDksWyj+y7/8y3zzm9/kiSeeoL293e9vbm4G3FHcLS0tfv/Q0JA/qru5uZlsNsv4+HjJaPGhoSFuv/12f5/BwcE59zs8PFxyO88//3zJ9vHxcXK53JwR5HmhUIhQSGZ9F0IIIYRYrXqPHeVrn/mv5NIp2nfu4T2/8V8IRpamFrUopRzFzGSWyWEv7B5KlbRzGfui12/dWs3eN7WzcV89hrEyRstqmkb79hrat9e4E3M+1cepl4aIxAM0+yF4FdHKYLkPVVyM43j1sKe8YNsLt9OTXt9EYd3vm7WPlV749uu2FkLwDXdAUL50E0IIIVaTJQ/FlVL88i//Ml//+td57LHH2LhxY8n2jRs30tzczCOPPMINN9wAQDab5fHHH+ezn/0sAPv37ycQCPDII4/wwQ9+EID+/n6OHDnCH/3RHwFw2223MTk5yQsvvMDNN98MwPPPP8/k5KQfnN922218+tOfpr+/3w/gH374YUKhEPv371/qhy6EEEIIIcqs+8ghvv5Hn8TKZOjccx3v/k//hUA4XO7DWtXypU4KoXdhxPfUcArLmxBzXhpU1ISpaoxQ1RChqiHqthsjVNVHMFf4JJPxmjC3vHMTt7xzU7kPRVxMNgk9z8O5J93R3MPH3VBbXeRnc9E0CFVCuApar3dD8C33QXXnEty2EEIIIcpFU0qpS++2eB//+Mf54he/yL/8y7+wfft2v7+qqopIxJ1h+7Of/Syf+cxn+Ju/+Ru2bt3KH/7hH/LYY49x/PhxKirc2bF/6Zd+iX/913/lC1/4ArW1tfz6r/86o6OjHDx4EMNw3zw/9NBD9PX18Rd/8RcA/PzP/zxdXV1861vfAsC2bfbt20dTUxN//Md/zNjYGB/72Md497vfzZ/+6Z8u6vEsdsZSIYQQQghRXucPvco3/uj3sXJZNlx/I+/69d8mEJQzAK9GajrL9//yCBdOTCy4j6ZrVNSFqW7wgu/GqLeMUFkXkXrJYunlUtDzQiEE730JnNz8++oBN9D2L17AnQ+6w9Xz9BXtF6wAXX6GhRBCiNVisVnukofiC9Xq/pu/+Rs+9rGPAe5ok09+8pP8xV/8BePj49xyyy38+Z//uT8ZJ0A6neY//af/xBe/+EVSqRT33Xcfn/vc50rqe4+NjfErv/IrfPOb3wTgXe96F3/2Z39GdXW1v093dzcf//jHefTRR4lEInzkIx/hT/7kTxZdIkVCcSGEEEKIlW+8/wL/8Fv/kWwqyaYbD/DO//hbmEEpb3E1Ri8k+PbnDjE9mkbXNSq9oLtkxHdDhIq68IopfSLWqFzareN97ik3CO99Eexs6T6V7bDxLthwJ7Tth0iNG2qb4UXV9xZCCCHE2lC2UHytkVBcCCGEEGJly6XTfPF3fo2RnvO07djFB3730xhmoNyHtaqdOzzCw399lFzaprI+zNv/3fXUtkjNZHGNWBm4cBDOPumG4D0vgJ0p3aeiBTbcVQjCazZK+C2EEEKIRWe5yzbRphBCCCGEEMtNKcUjf/lnjPScJ1pVzTt+9TclEL8KSile+2EPz3z1FEq5E2E+9At7CcflORXLyMpC38tuAH7WC8GtVOk+8SY3BN9wJ2y8G2o3SQguhBBCiCsmobgQQgghhFi1Xnv4O7zx1GNous47f/U3idfUlvuQVi3bcnjiSyd4/ak+AHbe0cI9H96OYUppFLHElILBI3DyETj7hDtJZi5Zuk+swQ3AN9zlXuq3SgguhBBCiCUjobgQQgghhFiV+k4c40d/+5cA3P2Rj9G+a88lriEWkk7k+N7nD7sTampwx/u2cP19HQvOFyTEZcsm4ezjcOL7cPJhmLpQuj1SWxgFvuEuaNguIbgQQgghlo2E4kIIIYQQYtVJTk3yrf/533Bsi2233MH+d7yn3Ie0ao0PzPCvf36IqeEUgZDBW39uNxv21pf7sMRaMNHthuAnvu+WRrHShW1mBDbdA5ve7NYFb9gJupyVIIQQQohrQ0JxIYQQQgixqjiOzbf/1x+RGB2hprWdt/7if5ARzVeo+/VRvv+XR8mmLCrqwrz949dR1xYv92GJ1cq2oPeFQhA+/Ebp9qpO2PZW2PqAG4QHIuU5TiGEEEKsexKKCyGEEGJVU0ox1tfL6ZeeJ5Oc4fq3PERlfWO5D0sso6e//A90H3kNMxTiXZ/4LULRaLkPaVU69KNenvrnkyhH0bK5igd/YS/RymC5D0usNskxOPUDNwQ/9QNITxS2aTp03ALbHnCD8MadUhJFCCGEECuChOJCCCGEWHVsy+LCsdc58/LznD74AhMD/f62l7/7TW5734fZ//Z3Y5jyVmetOfXic7zwjX8G4IFf+BXqO7rKfESrj207PPVPJznyuFvTefutzbz5J3ZgBKR0hVgEpWDodTjxPTjxsDsyXDmF7ZEa2HI/bHsQNt8LUZn8VgghhBArj3xSFEIIIcSqkE4kOPvqS5w++ALnXjtIZmbG32aYJh27ryObTtN3/HWe/OIXeP2JR7n/33xcJl9cQ8YH+vje5/4HADc89E523HFPmY9o9UnP5Pj+Xx6h99g4aHDbuzdzw1s7pfyMKOU4bv1vKw1Wxl2OnCiURZnqLd2/cbdbFmXbg9B2ExjyMVMIIYQQK5u8WxFCCCHEijXef4HTB1/gzMEX6D12FOUURiNGKirZdOMBNu2/mQ3X3UAwEkUpxetPPMrjf//XjPZ28+VP/ia777mPu3/yZ4lWVpXxkYirlcuk+dZ//0MyyRlat+3knp/82XIf0qozMZjk2587xMRgEjNk8Jaf2cWmfQ3lPiyxWFYWcjOQTUIuCdmZwrK4nUtCblagPTvgnrM9A1aqsG5nL34sZhg23lOoD17dcW2eAyGEEEKIJaIppVS5D2Ilm5qaoqqqisnJSSorK8t9OEIIIcSa5tg2fcff4PTLL3D64AuM95WORqxr72Tz/pvZtP8WWrZuQ9eNeW8nlZjmqX/8Ww798PugFOFYnDs//NNcd98DaLqUiFhtlFJ873P/g9efeJRoVTU/+d/+JxW19eU+rFWl99gY3/v8ETJJi3hNiLd9/DoaOirKfVjrV2LIrb899MbcQLsk5E4WgnAnV55j1XQwIxBvgM33ufXBN9wFQanlL4QQQoiVZ7FZroTilyChuBBCCLG8MskZzr32Mqdfep6zrx4knZj2t+mGQfvOPX4QXt3UfFm33XfiGD/4688xfO4MAC1btnPfz32cpo2bl/QxiOX12iPf4Qd/9Tk0TecDv/spOnZfV+5DWlWOPHGBJ790AsdRNG2s5KFf3EusKlTuw1pfHBt6X4JTj8DJh6H/tSu/Ld2EYAwCMTeYDkS99ai3HoNAxB3NbYbcZSBcum6GF9ie74sUtkkpFCGEEEKsIhKKLxEJxYUQQoilNzk0yOmXnuP0wRfofeMIjm3728KxOBtvPMDm/Tez4fobCUVjV3Vfjm3z6sPf5ukv/z3ZVApN09n34Nu544MfJRSVkY4rXf+p43z5934D27K46yMf4+Yfe3+5D2nVcGyHp796ikOPumdcbD3QxL0/tQMzMP8ZFmKJJYbg1A/dEPz0o5CeKN3esg86b4Nw1Tzhdqy0XRx4m8FyPBohhBDrkLIVKmejMjZO1saIB9Ej8mWpWNkkFF8iEooLIYQQS2e4+xzPfe3LnHjuKSh6C1LT2s7m/Tez+cabad2+E91Y+tAuMTbKY3/3Vxx/9kkAYjW1vOmnfo7tt90lkwyuUMmpSf7hN3+V6dFhthy4jXf92n+W12qRMimLh//qCN1HxwC45V2b2P9Qlzx/y8mx4cJBOJkfDf5q6fZwNWy+F7a+xS1DUtFUjqMUQgixRilb4aRyOEkLJ2WhMjYqa+PkHFTWnruezS/dwLt03W1jz4oMTZ2qt3QSv7MdzZD3FGJlklB8iUgoLoQQQly9oXNneO5rX+Lk88/4fe0797D5plvYvP9malrartmxnDv0Co/+n//NeH8fAJ1793Hfz/4Sta3X7hjEpTmOzdc+8185f+gValpa+Yk//B9XfdbAejE5nOTbf36I8YEkZkDnvo/tYsv+xnIf1tqUGHZrg596xB0Nnhov3d5yPWx5ixuEt90kpUiEEEJcknIUKm354bad9ILu2ctUaZ9K25e+8Sulg2YablAOBNri1LxvK8HW+PLdpxBXSELxJSKhuBBCCHHlBs+c4tmvfonTLz3n92275Q5uee+HaNywqWzHZWWzvPjNr/L8N/4JO5fDME0O/Nj7ufndHyAQlFrLK8HTX/57nvvalzFDIX7iU/+d+s4N5T6kFc+2HfpPTvD9vzxKeiZHrCrI2z5+HY1d8h52yRSPBj/1CPS9Uro9XOWNBn+rjAYXQoh1bna47SRz3vLSba4iqdPCJnrURA8ZaEEDLaijBQz0oI4WMtACXl/QQA8W7RP09vH7Cut4o8KTB4eY+NczqLQFOlTc00HlvZ1oAZnIXqwcEoovEQnFhRBCiMvXf+o4z331S5x5+UW3Q9PYfttd3PqeD66ocHN8oI9H/8//x7nXXgaguqmFe3/2F9m4b3+Zj2x9O33wBb7xR78PwNv+/a+x8643l/mIlpdtO+TSNtmURTZtkU3Z3tIiu2B/0bq3j51z/Nts7Krgbb90HbFq+ZLnqjg2jJyEvpfd+uCnfzh3NHjzdW4ILqPBhRBiTbPG0thTmaKQ2yopV1ISbqcsNzi+mnA7aLjhdtREjwYKy0jx+qxtYXPZy5rY01kmvnma1OERAMyGCDXv20poQ9Wy3q8QiyWh+BKRUFwIIYRYvL4Tb/DsV7/EuVcPAqBpOjvuvIdb3v1B6to7ynx081NKcfL5p/nR3/4libFRALbecjtv/umfp6KuvsxHt/5MDA7wD7/1H8jMzLDvgbdz38/+UrkPackopZgYTNJ9dIzzR0cZ7U2QTVlYRWH2VdNg281NvOkndhAIyoSal8XOwfAx6H+tcBk4DLlk6X6hKthyr1sWZcv9MhpcCCHWuNzgDJPfPUf62NgVXV8LGV6QbRYCbX+9KNyOBNBjhe2aubJHX6eOjDD+L6dwpnMAxG5roerBDegh+XJYlJeE4ktEQnEhhBDi0nqPHeXZr/wj3YdfBUDTdXbd9WZufvcHV02t7mwqyTP//EVe/u43UY5DIBzh9g98hBsefCeGKW/ur4VcNsM//u5/YvjcGVq2budD//W/YZiBch/WVcllbC4cH+f80VG6j44yNZJecF8zqBMMmwQjJsGwQSBsEsq3vaW7zSQYMdxl0f7BiEkgbGAYK/tD9IqQS8PQ0dIAfPAo2Nm5+wZi0LwHNtzpBuHtB2Q0uBBCrAP2dJapH5xn5oUBd8S3DkZNeJ5ge9Z6cTu88sPtq+Ekc0x85yzJlwYBMKpCVL9nC5EdtWU+spXNydpkzkySOTlO5vQETsrCqI0QqI9g1IUJ1Ecw6yMYtWF0GeRw2SQUXyISigshhBAL6zl6iGe/+iV6jh4CQDcMdt19H7e8+wNUN7eU+eiuzNC5M/zgrz9H/4ljANR3buDW9/44XdftIxyTyYSWi1KK7/9//4ujj/2ASGUVH/1v/2tVjtTPjwY/f8QNwftOTmJbhZHguqnRuqWarj11tG6tJhwLSJi93DIJGDxSGoAPvQFqngnJQlXQcp07QWbLPndZtxl0+UAqhBDrhZO1STx5genHe/2JJcO766h6cAOBhmiZj25lSp8aZ/xrp7DH3C//o/saqHrnZozY6h7csFSUo8hdSJA+OU765ATZ7imwFxfHGpVBjLqIF5SHMeskML8UCcWXiITiQgghRCmlFN1HXuO5r36J3jeOAKAbJnvedD83v/sDVDWu/lICynE48tgPeOL//g3pxDTgjn5v3baTjfv2s2Hffhq7NqLpEmIulUM//B6PfP7P0DSd9//OH9C55/pyH9Ki5TI2vcfH6T4yyvmjo0yPlo4Gr6gL07W7js49dbRtqyYYllHGy8JxIDEIoydLA/CRk8xb1DVaVwi+85eaDaAtby1WIYQQK5NyFMmXh5h8+BzOlHvmUKA9TvXbNxHaKPWyL8XJ2kw9fJ7E0xdAgR4zqX7nZiLXN6Ctw/+t1miK9KkJMifHSZ+eRKWsku1GTYjw1hpCW6oxqkJYY2mskRTWaMpdjqTduvQXIYH5/CQUXyISigshhBAupRTnX3uZZ7/6JfpOvAGAYZrsufcBbv6x91FZ31jmI1x6yalJXvzmVzl98AXG+3pLtkWrqtlw/Y1s3LefrutuIFIh7xOu1MDpk3zpv/wnbMvizg//NLe8+wPlPqSLmj0a/MLJCRyr8Ja6eDR41546qpui6/LD4JKzsjDVCxM9MNnjLXthstttT12Yv/wJQEVrafjdcj1UtkoALoQQAoD0yXEmv32W3MAM4AaWVQ9uILK3AU2X/xWXI9szzdhXTmANunNyhHfUUv2eLZhVa3vybyeZI316kswpdzR4ftR8nhY2CG2uJry1mvCWGoy68CXfH9ozOTckH72ywDx6QyNVD2286se22kgovkQkFBdCCLHeKaU4++pLPPeVL9F/6jgAZiDI3vsf4MC73kdF7eorcXElJocGOPvqy5x77SDdh18jlym80dU0neYtW9lw/X423rCfpk1b0KXcwqKkpqf4h9/6VaaGh9h806382K//9ooMkGU0+DWQmS4E3n7oXbScHmDeEd/FNAOqO6C5uATKdRBfe1/aCSGEuHq5gRkmvnOWzIlxALSwSeW9HcRvb13TtcCXm7Icph/rYepHPWArtJBB1UMbid3cvGa+ZFCWQ7Z7ivTJCdKnJsj1Tpe+TdE1gp0V7mjwrdUE2yrQjKV77IsJzOO3t1L9rs1Ldp+rhYTiS0RCcSGEEOvZuVcP8tSX/57BM6cAMIMhrn/Lg9z0zvcRr1m/E+hYuRx9x1/n7KsHOffqQUZ6zpdsD1dUsuG6G/xR5LHqmjId6crmODZf/2+f5NxrL1Pd1MJPfOZ/rLi67QNnJnnx2+foPT42ZzR429ZqOnfLaPDLlp6E88/Auadg7GxhpHd64tLXNcNQ1QFV7W74XdXpLTvcZUWrTIIphBDikuypDJMPnyd5cNANMg2N+K0tVNzbKXWwl1BucIbxr54k2+2WIwxurKTmvVtXZW125Sis4STpk25JlMzZSVTWKdnHbIwQ3uKG4KFNVeih8rwnyQfmesRclc/11ZJQfIlIKC6EEGI9Guu7wON//1eceflFAMxQiH1vfTs3veM9EvDOY3p0xA3IXzvI+UOvkk0lS7Y3bdrijiLft5+WrdvRDRlFDvDMP/9fnv3KP2IGQ3zkU39CQ9fKOb1zajTFc984w8kXB/2+/Gjwrj11tG2vIRCS13FRcmnoeR7OPg5nHoe+V+af5BIgXDU36PaXnRCrl5InQgghrpiTsZl+opfEE72onBtoRvbWU/XABsz6SJmPbm1SjiLxbB9T3zvnPuemRuX9XVTc1b6kI6eXmpO2yPZMk+2eJnN+imz39JySJXo8QGhLtR+Er/USMauFhOJLREJxIYQQ60kmOcNzX/syL3/nmzi2hW4Y3PDgO7j53R8kWikTDC2GbVn0nzzmjSJ/maFzp0u2h2IxuvbeQPuuPYTjFQTDYYLhCMFIlIDXDoQjBMPhNT2R59lXXuJrn/0kKMVD/+4T7Lr73nIfEgDZlMXB753ntR/2YFsOaLDjthZueEsnNc0yGnxRbAv6X4Uzj7lBePfzYGdK96ndBBvvhqY9peF3WN5vCyHESpQbnMFJ2wQ7KlZl+QvlKJIvDTL5yDmc6RwAwc4Kqt6+iVCX/O+5FqyxNONfP0nm5AQAgdYYNe/bRrCt/GcJKqWwRlJku6fJdk+RPT9FbjA5p2qbFtAJbqj0J8gMNMdW5e/DWieh+BKRUFwIIcR64Dg2Rx/7IU996e9ITk4AsPGGm3jTT/0cta3t5T24VS4xPsb5Q69w9pWXOH/oFdIziUVfNxAKu0F5JEIwHPXbbmge8frD7nok6gbskSihaNRdj0YJRWMEI1HMwPKfCqyUIpdOkZyaIjU1SWp6iuTU5Lztke7z5DJprn/L27j/5z6+7Md2KY7t8PrT/bzwrTOkvA/LbdurueP9W2noqCjz0a1wSsHQG4WR4OefhsxU6T7xZth0D2y8xw3DqzvKc6xCCCEWTSlF5uQE00/0kjk1AYDZFKXi7nai+xrQjJX/5b1SivSJcSa/c9af+NGoDVP10AYie+rly+5rTClF8uUhJv71DCplgQ4Vd7cT2duAEQ+gxwPX5OfKydhke/MBuLt0knMnrjRqQgQ7Kwl1VhDsqiTQElsxP/dKKZLJJFNTU0xOTpYs8+3rrruOe+9dGQNPriUJxZeIhOJCCCHWut5jR/nRFz7P0Fl3RHNNaztv+ql/w6YbDpT5yNYex7EZOHWCs68eZPj8OXLpJNlUimw6TTadIpdKkU2lUMq59I1dJsM0CUZjhPJh+aylG6bHSkL1/DbdMEhNzwq6p6dITRW33aWdyy36mFq37+IDv/vpaxLYX0z30VGe/uopxvpmAKhuinL7+7awYW+dfFheyPg5NwA/+zicfQJmhku3h6tgw12w6U1uCF6/TcqeCCHEKqFsh+RrwySeuEBuwP3fiA6aaaCybvkroypE/K42Yjc3owdXZjmxbF+Cye+c9QN9LWJSeV8n8VtbZBLNMrOns0x88zSpwyNztulREz0ewIgHC8uKedZjQbTApV9HpRT2WJpM9zTZ81Nku6fcn+vZb7dNjWBbBcGuCkKdlQQ7KzEqg0v0iC+PUopUKjVv0J1vT01NYVlzg/xie/bs4f3vf/81OuqVQ0LxJSKhuBBCiLVqamSYJ7/4BY49/TgAwUiU2z/wEfY98HYMUyYYKhelFFYuSy6ddgPzVNJtp1Pk0ikvRE9525Nk0+mS/mwqSSaZdLel3ND9WjODISKVlUQrq4hUVBKprCJaWUmkoopIpbdeUVX2+uqjFxI889VTdL8+BkAoZnLzOzay++42jBUyCmjFmB6Ec08WSqJMdJduNyPQdZs7EnzTPdB8HegrMyQRQggxPydtMfPCAImnL2BPZgHQgjqxA83E72xDj5gknusn8dQFnIT7JbgeNYnd1kr89tYVM0GlNZZm6ofdJF8umkTz9lYq39yBHl0ZxyhcqaMjTD/WizWRwZnJzg2qL0ELG0VheQA9HnSXFUGclOWXQ8n/vBYzqoIEu9zwO9hZQbA1fs2/LMnlcpw6dYr+/v45oXdukQNNYrEYVVVVVFZWUllZWdKura2lomL9nfEoofgSkVBcCCHEWpPLpHnpW1/nhX/5ClY2A5rGdfc+wB0f+kmiVdXlPjyxxBzHJpdOu0F5coZMKuUtk6UBerLQziRn3KW3r21Zs8LtfLtqnnYlgVC43A/7opJTWV741hlef6oPpUA3NPa+uZ2bHtpAeIV8oC+r9CT0vwZ9r7qTYva/CmNnSvfRTWi7qVASpf0mMGVyKSGEWI3sqQzTT/cx81w/KuOOBNcrAsRvbyN+S/OcIFnlHGZeHmT6iV7s0TTg1lqOHWgmflcbZs21fx+QG06SOjpK6sgIud5CqbrI9Q3uJJq1K/u9iXDrvjspCyeRxZ7OuctEbv71RA7sy4gzDY1ga9wNv7sqCXZVlm1STMdxOHv2LIcPH+aNN94gk8ksuG80Gp0TdBe3KysrMU3zGh796iCh+BKRUFwIIcRaoZTixHNP8fg//B+mR9xSB207dvPmj/08TRs3l/nohFh+Vs7mtR/2cPB758ml3Q/9m29o4Lb3bqaqIVrmoyuT9JQbgPe/6gbgfa/C2On5923e640EfxN03gqh9TfySAgh1pLc4AzTT1wg+eqQHzCaDRG3ZvgNjZccNascRerICNOP95K74AXROkSvb6TinnYCzbFlO3alFLn+GT8Iz9cLB0CD0OZqKt/aRahTcpy1SCmFSlklIbkznQ/Nc9iJLJqpE+zwQvDW+KJKrSzn8V64cIHDhw9z9OhREonCFzcVFRVs3bqV6urqOaF3oMwlBlcrCcWXiITiQggh1oLBs6f50Rc+z4VjRwGoqGvgno/+LNtuvVNqJos1TynFyZcGee7rZ5gec0e0NXZVcMf7t9K6tbq8B3ctpadg4FDpCPDRU/PvW9UJrddD6w3Qss9dRmuv4cEKIYRYDkopMmcmSTzRS/r4uN8f3FBJxd3thHfUoumX995QKUXm1ATTjxcm5AQI76il4k3thDZULc2xO4ps7zSpI6Okjo74o9QB0DVCm6uI7KknsqsOo6I8taCFKDY8PMzhw4c5fPgw4+OF37dIJMKuXbvYu3cvnZ2d6LqU7VtKi81yZYy9EEIIsYYlpyZ56kt/x+FHHwalMIMhbv6x93PTO9+z4ktcCLEU+k9P8vRXTjJ4dgqAeE2IW9+9mW0Hmi77Q/+qkpmG/kOlI8BHT+EWV52lqgNa93nh9z5ouQFiddfyaIUQQiwzZSu3fvMTvYXyIhpEdtURv6f9qkZUa5pGeGsN4a01ZHunmX68l9SREdLHxkgfGyPYVUnFPVcYuNuKzLlJ9/aOjmJPZQsbTZ3wthoiu+uI7KyVeuFiRZicnOTIkSMcPnyYgYEBvz8QCLB9+3b27t3L5s2bpezJCiAjxS9BRooLIYRYjWwrx6vf/zbPfuUfySRnANhxxz3c9ZGPUVnfUOajE2L5TY2kePbrpzl1cAgAM2Sw/4Eurr+/g0BwDU4Aaefg9I/g9W9A74swcpJ5A/DKdjf4bt1XGAUeq7+mhyqEEOLacbI2yZcGmX7qArZ3thSmTmx/I/G72gnUR5blfnMjKRJP9DJzcLBQmqUxSsU97UT3NaBdZEJrZTmkT0+QOjxC+o1RnBnL36YFDcI7a4nsriO8vRY9tAb/p4tVJ5lM8vrrr3P48GHOnz/v9+u6zubNm9m7dy/bt28nFJL5V64FKZ+yRCQUF0IIsdqcfeUlfvR3f8V4Xy8AjRs28+af+Xnad+wu85EJsfwyKYuD3z3Ha4/24FgKNNh1ews3v2sTsTJNqLRslILel+DwP8GRr0FypHR7PgDPlz9p3ScBuBBCrBN2IkviGXfyTCfphsp61CR2Wyvx21ow4temvIg9lSXx9AUSRZN4GlUh4ne1ETvQ7IfaTtYmc2Kc5JER0m+M+fvmjzu8s47InjrCW2rKWhtaiLxsNsvx48c5fPgwp06dwnEcf1tnZyd79+5l165dxGLLV1tfzE9C8SUiobgQQojVYvRCD4///V9z9pWXAIhWVXPnj/8Uu990H7ouo2jE2qaU4o1n+nn266dJJ3IAtO+o4Y73b6G+fY1NCDlyyg3CD/0TjJ8t9McaYM/7YPN9bggel7NChBBivcn2JZh5vp+Zg0NguSGdURum4q42ovub0Mt0tpSTtkg810/iqQs43v9pPWoSvakJazRN5sQ4KlcIFfWKoFsWZU8doY3VaMYaLnkmVg3btjl9+jSHDx/m2LFj5HI5f1tzczN79uxhz549VFdXl+8ghdQUF0IIIdYyx7YZ6TlP3/E36DvhXiaHBgHQDZMb3/Yubn3vhwhFZWSCWPtmJjM89g/HOHd4FICa5ii3v28LXXvq1s5EsokhOPJVNwjve7nQH4jBznfA3g/CpjeBIW/vhRBivXHSFsnXhpl5caBQLxwItMepuLudyJ76ss+joYdNKt/UQcUdbcy8PMj0E73Yo2kST1zw9zFqQu5EmXvqCXZUlP2YhQC3RviZM2c4ffo0p0+fJpVK+dtqamrYu3cve/bsobGxsYxHKa6EvGsWQgghVoF0IkH/yWP0nTxG3/E36D91glw6VbqTprHpxgPc85P/htrWtvIcqBDX2OmXh3js/x4nPZNDNzVueecmrr+/A+MitUpXjUwCjv2rG4SfeQyUdyq5ZsCW+9wgfMfbIChffgkhxHqjlCJ7foqZFwZIHR4pjLI2NCK76ojd2kJoU9WSfTlsWRaO4xAMXl3ZFS2gE7+lhdiBZlJHRkgdHsFsiBDZXU+gNbZ2vswWq1Y2m+XcuXOcPn2aM2fOMDw8XLI9FouxZ88e9u7dS1tbm/zMrmISigshhBArjFKK8f4LRaPAjzHa2z1nv2AkSsvW7bRu20nr9p20bNkmI8PFupFJ5njiyyc48bx7hkR9R5z7P7aLurZ4mY/sKuUnzDz0ZTj+HcglC9vaboLrPgS73yOlUYQQYp2yp7MkXx5i5qUBrOHCAAmzMULsQDPRGxqXtF54IpHghRde4MUXXySTybBjxw5uvvlmurq6rioM1HSN6HUNRK+T/2eivBzHYWBgwB8J3t3dXVIfXNM0Wltb2bx5M5s2baKjowPDkNKUa4GE4kIIIUSZ5TJpBk6fLITgJ4+Tnp6as19NSyut23bSsnUHrdt3UtfeIbXCxbrU88YYj/7dGyTGM2ga3PhgFwfevhHDXKWjw/MTZh76Mhz9GiRHC9tqN8N1H4S9H4C6zeU7RiGEEGWjHEX65DjJFwZIvTEGjjs1nBbQiVzfQOxAM8HOiiUdsTo8PMyzzz7La6+9hm0XJr18/fXXef3112loaODAgQNcd911hMPhJbtfsfIopUin00xPT2MYBrW1tat+dPTk5KQfgp85c6akJApAVVUVmzdvZvPmzWzcuJFoNFqmIxXLSSbavASZaFMIIcRSUo7DxGA/g2dPuwH48WMMnz+DU/RhA8AMBGnavJXW7TvdkeDbdhCtrCrTUa8O2bRFJmkRrwmt+jfqYn65rM2zXzvN4cd6AahqjHD/x3bRvGmV/m5casLMvR+EthtBfp6FEGJdssbSzLw0QPLgIPZk1u8PdlQQPdBE9LoG9PDSjXVUStHd3c0zzzzD8ePH/f729nZuv/12ampqeOmllzh06JA/wWAgEOD666/npptuorm5ecmORVwbuVyO6enpksvU1NScdcuy/OtEIhE6Ojro7Oyko6OD1tZWAoFAGR/FpWUyGc6fP+8H4SMjIyXbg8EgGzdu9IPwtRD8r2eLzXIlFL8ECcWFEEJcqVRimpHucwyfP8dI91mGu88x0nMeK5OZs2+8to7W7bto27aDlm07aNywCcNc2W8uy0kpxeRQioGzkwycmWLgzCRjFxIoBZX1Ybp219G5p4627TUEgjKafi0YODvJD7/wBhODbjmRvfe0cdt7txAIrbLXN5eG1/8FXvpr6Hm+0C8TZgohhACU5ZA6OsrMiwNkTk+Al9joUZPoDY3EDjQTaF7acnmO43Ds2DGefvppLlwoTHy5fft27rjjDjo6OkoCwnQ6zWuvvcaLL75YEi52dnZy4MABdu7ciWnK/7FychyHmZmZBUPufHv2COmLCYfDWJZVEpADGIZBS0uLH5J3dnYSi5W3pKPjOPT39/sheE9Pz5ySKG1tbX5JlPb2dimJsoZIKL5EJBQXQghxKbZlMd7Xy3D3OTf49paJ0ZF59zeDIeo7OmnZtsMbBb6Tynqpp3gx2bTF0LkpNwA/O8ngmSnSM7k5+2maW4kizwjotG2roWtPHV17aqlqkFMfVxvbcnjpO+c4+N1zKAWx6hD3/tQOOnfVlfvQLs/YWTj4N/DKPxTKo2gGbL7XrRMuE2YKIcS6lhuYYebFAZKvDOEkC6FjaEs1sQPNRHbVoQWWtkxYNpvl1Vdf5dlnn2V8fBxwA859+/Zx2223UV9ff9HrK6U4d+4cL774IseOHfNDx1gsxo033sj+/fuprq5e0mMW85ucnKS3t5eenh56e3vp7+8vKXtzMaZpUlFRQUVFBZWVlX579nogEMCyLAYGBuju7qanp4fu7m5mZmbm3GZtbW1JSF5XV4euL93Pr1KKZDLJ+Pg4ExMTc5YTExMlIThAdXV1SUmUSCSyZMcjVhYJxZeIhOJCCLHyjfVd4NjTjzN07gzBcJhgNEY4FiMYiRKOxQlGo4SiscIlFiMUjWIGL6/MhlKK5OQEw+e9Ud/ecrS3B8e25r1OVWMT9Z0baejaQEPnBuo7N1Ld3Cy1wC/CHwV+ZpKBs6WjwIsZpk5jVwVNGytp3lRF86YqghGT3uPjnD8yyvkjIyTGSkflVzdF6dpdR9eeOlq3VmMs8YdLsbRG+xL88AtvMNw9DcC2m5u460PbCMdWyVkUjg0nH4EX/wpO/QB/uF9lG+z/Gbjxo1Ahp5oLIcR65aQtUodGmHlxgGzPtN9vVAaJ3tRE7KZmzNqlr9edSCR48cUXeeGFF/yRwpFIhAMHDnDzzTcTj1/+pNVTU1O8/PLLHDx4kOlp97Fomsa2bds4cOAAmzZtWtJQdD3LB9P5ALynp4epqbnzEWmaRiwWu2jQXVlZSTgcvuJSIUopxsfHS0Ly4eHhOftFIhHa29v9oLytre2SJVcymcycwLs49M5msxe9figUmlMSRawPEoovEQnFhRBiZZoaHuLYM09w/JknGTp3+opuQzdMQvnA3AvKQ1E3RHdD9RjBSITp0RF/9HdqanLe2wpGIm743bmBhi43/K7v6CIkk7Jc0mJHgcdrQ274vdENwOs74hedWFEpxVj/DOePjNJ9ZJT+U5M4TuFtjxkyaN+eH0VeR8UyfOgUV8ZxFK/9sIfn/+UMtuUQipm86SM72LK/sdyHtjiJYXjl7+ClL8Bkd6F/871w4Odg6wNSHkUIIdYhJ2uTPTdF5vQE6dMT5C4k/O9L0TUiO2uJHmgmvK0GTV/6esYjIyP+5Jn5Ehg1NTXcdttt7Nu3j2AweNX3Yds2x48f58UXX+Ts2cJ8GTU1NRw4cIB9+/atmkkLE4kE/f39/mV4eJhIJEJ1dfWcS1VV1bKVjJmenvbD756eHvr7++eUMNE0jaamJjo6Omhvb6e9vZ3q6uqylARJpVL+sXZ3d3PhwoU5x6vrul9ypbW1lUwmM2e0dzKZvOR9VVRUUFNTQ3V19ZxlZWWlfBGzTkkovkQkFBdCiJVjZmKc488+xfFnnqDvxBt+v24YdF13Axuu349jW2SSSTLJBNlkkvTMDNnkDOmku8zMzJBJJlHKucg9LUzTdGpaWqnvKgTgDZ0bqahvkMlYFimTzHHu8Cj9pyYYODPFWN/iRoHHqkNXdb/ZlEXPsTFvFPkoycnS0SW1rTE/IG/eXIVhyJvocpgaSfHDv32DvpMTAHTtrePNP7mDWNXVvf7LTinofhZe/Gu3ZrjjfbETqYF9PwE3/SzUbS7vMQohhLimVM4h0+2G4Jkzk+5ocLv0TY/ZGCG2v5nojY0YFVcfSs8nP3nmsWPH/L62tjZuv/12du7cuWzB4fDwMC+99BKvvvoqGW9OHdM02bNnDwcOHKCtrW1Z7vdyKaWYnp72w+++vj76+/v9Ee+LVVFRMW9gfjmhuW3bDA4OlowCn5iYmLNffuR1R0eHP9llKLQy3yvZtj2n5EoikVjUdfNfQswXfFdVVa34CT5FeUgovkQkFBdCiPJKJxKceP5pjj/zBD1HDxfCbE2jY9dedtx+N1tuvo1oZdWib1MpRS6d8sJzLyhPFQLzzEyCTMpbJpPEqmu8AHwjte0dBIIr8w3nSpaeyXH2tWFOHRym99gYzqwPhJc7CvxqKaUY6U34o8gHzkyWBPPBsEHHrlo6vVIrKz6QXQOUUrzxTD9P/dNJchmbQMjgzg9sZecdLSv7C6fMNBz6shuGD71e6G+7CQ78G9j9HghIzUohhFgPlO2Q7U2QOTVB5swEmfPTYJUOxDCqQ4Q2VxPaXEVoczXmMr3HyE+e+cwzz9Db2+v3b9u2jTvuuIPOzs5r9v81m81y+PBhXnzxRQYGBvz+lpYWDhw4QEtLC9FolEgksiSj1S9GKcXk5KQffOcv89XFBqivr6elpYWWlhYaGxv9kh6zL7nc3LMcZ1soNM/lcn4A3tfXN+9tNTY2+qPAOzo6qKurW9nvjy5CKcXExIQfkg8MDBCJROYNvsNhOZNTXD4JxZeIhOJCCHHtZdMpTr/0PMeefpxzr71SUq+7Zet2dtx+N9tuvZN47SqbaG+dSSWynH11hNMvD9F7bLykdElta4zOXbVLNgr8aqVncvS87o0iPzpKOlH6YSQUNb1LwF1GTIL59Yg5Z3uwqM8MSP34S0lOZfnRPxzj3CF3ctqWLVXc99O7qGpYwWHy4FE3CD/0Zch6o53MCOx9vxuGt95Q3uMTQgix7JSjyPUlyJyeJH16guy5SVS2NATXKwKENlcT3uQG4UbtlddvXgzLsnjllVd49tlnGRsbA9zJM6+//npuu+02GhrKN7m7UooLFy7w4osvcuTIkXkngjRNk0gk4ofkF1vm2+FweN7R7o7jMD4+XhJ+9/f3+3XUi2maRkNDgx+At7a20tTUtKjR1/lJH+cLyy8nNM8LhUIlAXhbW5uEw0JcBgnFl4iE4kIIcW1Y2SxnX32JY08/wZmXX8TKFiZIbOjcwPY77mHH7XdR1SiT0q1kyamsNyJ8iAsnJlBFQXhdW5wt+xvYdEMjtS2xMh7lxSlHMXR+mvNH3TIrQ+enCvU+r4AR0EuC82CkEKwHwgaBUNElbBAImQT9dulFX4MlXU6/PMRjXzxOOpFDNzVufddmrr+/A30ZaqleNSsDr38TXvprt1RKXt1WNwi//sMQqS7b4QkhhFheylHkBpNuOZTTE2TOTqLSpcGuHjUJbaryRoNXYzZErsmIXqUUx48f5+GHH/bD8HA47E+eWVFRsezHcDlmZmZ49dVXOXz4MNPT06RSKRznSssbaoTD4ZLAPJvN0t/f75dtKabrOo2NjbS2tvoheFNT07KV4rhUaA74AXh7ezv19fVSC1uIqyCh+BKRUFwIIZaPbVl0H3mN4888wckXniWbKkymUtPSyvbb3SC8rr2zjEcpLiU5leXMK0OcenmYvhPjJWVI6jvibL6xkS03NlLdtDomVZotPZMjOZUlm7JIz+TIpiwyyfwlR2bWur89ZV1VmD4fw9TnDcvzgXow5I5gD8cC7iXuLWMm4XiAUDSwYsLmTDLHk18+yfHn3dOo6zvi3P+xXdS1xct8ZPMYPw8H/wZe/ntIuqPZ0QzY+Q646d/AxrthlZ7CLIQQ4uKsiTSZExOkT46TOTOBMzNrgsOQ4Ybg3kjwQHNsWSbJvJiBgQG+//3v+xNbxuNx7rzzTm644YYVW2d6NqUUmUyGVCpFMplc9DKbzV70dg3DoLm52Q+/82VQlmtSTCFE+S02y5W/AkIIIa4ppRQXjh3l2NOPc+K5p0lNT/nbKuoa2H77Xey4/W4aN25etXXy1oOZyQxnXnFHhPedmigJfxs6K9iyv5FNNzRQ3bg6g/Bi+YD5cilHkc3YZGYKwXk2aZEuCs5zWZtcxiaX9pYZq6hd2JYvPWNbDnbCmVPeZdE0CEXMWYF5PkB3+0Ozt8UDmAEd23KwMo5/zFa2cIxW1imsZ22sjE0u63jLovWi685Mul80aBrc+GAXB96+cVnryF8WpWDoDTj2bTj+beh7pbCtogX2/wzc+FNQ2VK+YxRCCLEsnKxN5swkmRPjpE+OYw2XltrQAjrBjVWENlUR3lxNoDWOZpTnPWsikeBHP/oRL7/8MkopDMPg9ttv584771w1YXhefrR3OBympqZm0dezLItUKjUnLM+H4Q0NDRiGlLITQswlobgQQohrwrZyHH/mSV769jcYPnfG749WVbPt1jvYcfs9tG7bgSanCq5YifEMp18Z4vTLQ/SfniwJwhu7Kti83x0RXlm/gutAX0OarrllUyJX93ZLKYVjKXIZm2zGmhOYF7ezGTdsTydyZGZypPOXRI5s2gaFP6p9cnhuPc2FHwxLPuodoKoxwv0f20XzpsVPlLtsHBu6n4Pj34Fj/wrj54o2arDpHjjwc7DtITDkLbQQQqwVylHkBmZInxgnc3KczLkpKJ4QXINgRwWhrTWEt1YTbK9AK/OXuJZl8cILL/D444/75UF27drFW97ylssKlNcC0zSpqKhYceVhhBArn7yjF0IIsaxSiWkOPfJdXvn+vzIz7tY3NIMhtt9+FzvveBMdu/eiy+iNFWtqJMXZ10Y4dXCIgTOTJduaNlay+cZGNt/YQGWdBOHLRdM0jICGEdAJx6+81qVtO2Rm3MA8PSswn9t2S8VkEjl3lHpRNqCbGoGgW7LF9Je6W8IlaGDm+4M6ptc3774hg7q2eHlHh2eTcPpRNwg/8T1Ijha2GSHY9CbY8XbY/hDEG8t2mEIIIZaWPZ11y6GcdMuiOLPOwDKqQ4S31bhB+JZq9Kv8gnupzFc3vKWlhQcffJCurq4yH50QQqwuK+MvuxBCiDVnvP8CB7/zTY4+/gMsbwRLrKaWGx54B9e95SEicRnNsRLZOYe+0xOcPzJK95FRxgeSJdubN1X5pVEqasNlOkpxJQxDJ1oZJFoZXPR1lFLuaPSs7Qfdq36yz5kROP5dNwg//SOwikbMh6th24NuEL75XgitwPrmQgghLpuyHDLnJkmfnCBzYpxc/0zJdi2oE9pUTXhrNaFtNZj112ZyzMsxX93w++67j+uvv14mZRRCiCsgobgQQoglo5Si940jHPz2Nzh98AXyMy42bNjETW9/N9tvvwvDXJ5Z3cWVmx5L0310lPNHRuk5No6Vsf1tmq7RsrmKTTc0sPmGRuI1q6s+pbg6mqYRjJgEV8gIuSs2etori/Jt6HkelFPYVtXphuA73gadt0tpFCGEWAOUUljDqUJJlDOTqJxTsk+gLe6G4FtrCHVVlr0kykLWUt1wIYRYSeRdvxBCiKtmWxYnnnXrhQ+dPe33b9p/M/vf9m46du9dcaNt1jPbdhg4Pcn5I24QPtZXOloqWhmkc08dXbvr6NhZQygqX2SIVcZx3Mkxj3/bDcKHj5Vub74OdrzDDcKb9oD8fRJCiFXPns6SOT1B+tQEmZMT2JOZku16RYDw1hq3LMqWaoz44s+cKgfLsnj++ed54okn/Lrhu3fv5v777193dcOFEGI5SCguhBDiiqUTCQ798Hu88r1vkRhza/GawRC777mXG9/2Y9S2tpf5CEXezESG80fdkig9b4y5ky56NA2aNlbRtaeOrj111LfH0XQJCcUq4zhw5lE3BD/+XZjuL2zTDNhwZ6E+eHVn+Y5TCCHEknAyNpmzk2ROTZA5NUFuoPRLfkyN0IYqvzZ4oDm6KgZpKKU4duwYDz/8MOPj44DUDRdCiOUgobgQQojLNj7Qx8vf+SZHHnukUC+8uoZ9D7yD6+5/kGhlVZmPUDi2w+DZKXc0+NFRRnoSJdvD8QBdu+vo3FNL5866q5rAUYgVQdPgW/8RJrvd9WActtzvBuFb3wIRGVUnhBCrmbIdsj3TZE65o8Gz3dPgqJJ9Ai0xQluqCW+pJrixCj24uiZzHxgY4Hvf+x7nzp0DpG64EEIsJwnFhRBCLIpSigvHjnLw29/g1EvPF+qFd25g/zvew/bb78YMSLBaLkopklNZet8YcyfJfH2MTNIq7KBBY1elOxp8dx2NXRUyGlysLZoGN/wkTPe5pVE23g2m1FoVQojVSimFNZh0y6GcmnDrgmftkn2MmhDhrTWENlcT2ly14kuiLETqhgshxLUnobgQQoiLsi2LE88/zcF//QaDZ076/RtvuIn9b383nXuuXxWnoq4Vds5hcjjF+OAME4NJJgaSjA8mmRhMlobgQChq0rm7jq7dtXTsqiNauTo/KAqxaG/6jXIfgRBCiKtgTaT9keCZUxM4iVzJdj1qEtpSTWizOxrcrIuU6UiXhtQNF0KI8pFQXAghxBzJqUkuvHGU3mNHOfH80yRGRwAwA0F23e3WC69r7yjzUa5dSilS0zkmBmcYLwq9JwaSTI2k8oP059Kgvj3u1Qavp2lDBbohp9oKIYQQYmVykjkyZyb9ENwaSZVs1wI6wY1VhDdXE9pSTaAltqrPdLNtm/7+fs6dO8e5c+fo7u4mm80CUjdcCCGuNQnFhRBinVNKMTU8xIVjbgh+4Y2jjPX1luwTrapm3wNv5/q3vE3qhS8hO+cwMewF3oNJxgcK7dmjvosFwgY1TVGqm6PusilGTXOUqoYI5iqrnSmEEEKI9UE5Cms4SbZ7msz5KbLd01jDSSj+sl+DYEeFWw5lSzWhrko0c/V+wX+xEDyvoqKCe++9V+qGCyEuSimFo8ByHGxH+RereGmrwnalqAwHaK1e3WfULCcJxYUQYp1RjsPohR43BPdGg+dHghera++kfedu2nftZctNt2IGpfSGUgor65DL2FhZm1zGJpe1sTLFbae039vPbReum0rkmL7EqO/KujDVTVFqmmJUN0fddnOUaGVQStYIIYQQYkVzUpY7Meb5KbLdU2R7plFpe85+ZkPEmxyzhtCmKvTI6o0pFhOCh8Nhurq62LBhAxs2bKCpqUnCcCHWCaUUfZNpTg5Oc2oowcnBBCeGphmbyWLZxSG3g+UonFmh9+X68M2dfOa9e5fhkawNq/e/jRBCiEWxLYuhs6fdUeDHjnLh2OukE9Ml++iGQdPGLbTt3E3bjt20bd9JpKKyTEdcHkopZiayTAx5o7WHkkwOJpkYSpFJ5shlHazM3A9yV0tGfQshhBBitfNHgZ+fJtPthuDWUGrOflpAJ9BeQaizgmBnJcHOCoyK1TvwQkJwIcR8HEdxYSLlBt9D05wYTHByKMGpwWlmskv/mdLUNYyii7uuE5PPkxclobgQQqwxuUya/pPH6X3DDcH7Th7D8ibuyTNDIVq3bqdtxx7ad+6mZct2AuFwmY742krP5JgYTDI55Abe+QB8YjCJlXUWfTtmQMcMGQSCBoGwgRk0CIR0AkHD7/e3h3Rvu3sxgwahqEl1Y5RolYz6FkIIIcTq4iRz7ijw7umLjgI36sKEvPA72FlJoDmKtornO5EQXAhRzHEUveMpTg5Nc3IowQlvBPipoQTJBcJvU9fYUB9jW1OcLY0VbG2M01odxtT1WaG25vYZhXVD00rWTV1H15DPk1dIQnEhhCgzx7axclmsbBY7l8PKZbGzWSy/7S1zXl+20C7ez8qkGTp7hsGzp3Ds0n/A4XgFbTt20bZjN+07dtO4cTOGuXb/BeSyNpNFgfekH3ynSM/kFryepmtU1rslS6obolQ3RahqdMuV5ENtM+gG36t5kichhBBCiItRloOTtlBpGydt4WRsrNEUWS8EX2gUeLCjMAI82FmBEV+9o8DBDcH7+vo4f/68hOBizVBKkbEc0jmbdM4hlbO9tk0qZ5PJOX477bXTlk06axMKGHTURumqjdJVF6U6urp/xxcjnbMZns4wOpNlcCrth94nh9wAPJ2bf2BVwNDYWB9ja5MbfG9trGBbU5yuuhjBVTxXwlqydhMRIYRYAZRSJCcnGO4+x2jPeX85OTSIlc1i5bIoZ/GjkxcrXldP+w63FEr7zt3UtXWgrZE350opMkmLmYkMifEMifE0iYkMM+MZpsfSTAwmSYxnLnobseoQ1U0RqhvdOt35ZUV9GGMVj14SQgghxMqkHIWTzOEkctjTWezpLM50DidjuSOnDQ3N0AptXQNTR9Pdfoq35duztvltXcPJOai0hZO2/aWTtlAZuzTszm/PFJZO2gLr0rVrzbqwG4B3VRDsqCTQHHOPYRWzLIsLFy74IXhPTw+5XOmAivUUgiul6J9Mc3xwmpOD04wnc8RDJpVhk3jYpCIUcJez2oFV9H46nbOZSOYYT2bdy4zbnkhmGU/mGJ/x+pM5ptI5ArpOJGgQCRhEg8astum3w0GD6Jy2SSSoEwmaRAPudUOmjqZp5OxCSJ32Q2qHtGWTynrrlkM66wXUcwJth4wfZJduy1iOextF11sqlWGTDfUxOr2QvKs2Rmed226qCKOvwIFESilmsjYj0xlGEu5lOJFlZDrD6EyGkems3z+SyJLIWBe9vaChs6mhEH7nR4B31UVX1e/CeiShuBBCLJFMcoaRnm5Gus8x0nPeDcF7zpOenlr0bRimiREIYgaDGIEAZiCIGQhgBIOYAa8vGHT38bYbwYC/raa5lbYdu6lsaFyVp1AppUjP5EiMuyF3YsINvWfGM0yPZ7wgPL2oMiehqOkG3k1RqhvdEd/VTW6t7mBY/v0JIYQQ4uoopVAZ2wu4s9jTbuDtJNy2u/TaM1lY+nEQy04LGuhhAy1sYlQGvZHgFQQ7Vv8ocIBcLseFCxc4d+4c58+fp6enB8sqDcDWQwiulGI4keHEgFv+IX85OZhg+hKB4HxCpk5FOOCG5WGTeCi/nN0XIBYyMHUdTQMNcD/CaEXrmlceAjTcznx/fn+taH+89aztMJHMMjbjBtqzQ+58EL5QiYtrRdNA1zTsK5hEcSmYukY4YBAO6N7SbUe8dsh0w/uw6W5PZm26x2Y4P5pkaDrDVNriUO8kh3on59x2yNT9sLyzNuYu66JsqIvRVh25otHSSilytvJGtLtfAuRHtPvBf9btm0rlGElkS4LvUa99uV8MBA2d+niQ+oqQO/q7Me6H4J21UUwJv1clSQWEEOIyWdksY329jPSc9wPwkZ7zTI8Mz7u/pulUt7RS39FJfUcX9Z0bqGlpIxgOe+G2F2ybgTUzmnsh7mSWGUZ6EkyNppmZSHujvTP+aG/bWtwblHAsQKwmRLwmRLzaW9aE/ZHf4XhgmR+NEEIIIeajHAW28pZOYT3f57htHOWOLDZ1tICOZhZdrsGIY6UUKuegsrY7gjpbaKus7Y6eztmojIOTsXBmcm7A7Y30thPZRY2oLqbHTPR4EKPCvWgho/B82I77HNnzPG+247fd/R1vv7n7A2BobpgdMtHDBnrYRAt5S2+9eLsWLtovbKCH3P3XWrm4bDZLb2+vH4L39vZizyo7GI1G/RC8q6uLxsbGNRWCj89ki4LvBMe99kRy/hKDpu6WgNjWXEFDPEQiY5FIWyQyFtPpHNMZi+m025fKuc9lxnLIeOHjamDoGtWRADWxIDXRANVRd+muF/qqIgFsR5HM2iSzFumc7bXtedpWSX/KC2rz7aztfuZRCmxV+nckH1AXguni9UI7NGu9NNh2g+xIMN+eG3yHA8ZVjWROZi26x5KcH03SPZrkvBeWd48l6R1PkbEcTg65E0zOpmvQWh2hqy5Ke3UUwB/ZPt9o93TOGzFvOUv2BUI0aFAfD1EXD1IfD1EfD9HgBd91sZAfgtfHQ1SGzVU56ExcnITiQgixgEwySWJslLELPSUB+PhA34IlT+J19TR0dFHX0eUH4LVt7QSCoWt89OWnHMXkcIrhnmlGeqYZ7kkw3D1NOrFwTe+8SGWwEHRXh7zwO1xoV4cwZSZtIYQQwqcchZNyg1uVtVGWg7K8MDXnuCFqzgtTLQfy2y3Hv5Bftx03LLbd0Jj8dZyiYNsPaB2Ujbd0A1uWIq/QNTccD2iFoDyguwF6cYheHKZ7bTRQWccNtbNFAXfWntO/FMeqhQyMiiB6RcANu+NeOx5Er8gH4AH0WGDZJ5lUSrkj0nWZeA0gk8nQ09Pjh+AXLlzAmfU+Ph6Pl4TgDQ0Na+K5m07nODFYOvL7xGCC4en5g2pNgw117gjY7c0VbGtyLxvrF1//2LIdLyz3gvKMRSKT89fdvhyJ/LoXsNvK/buhUHhNHFVooxTKXRT2Ue4+zO7H/T0IGLobaMcCXrAdpDoaoDZWaLvbg1SEzGte5sOyHX+Us+MUgvB8OZXVIBo02dFcyY7myjnbcrZD30SK86NJzo8l6R4tBObnR5Okcja94yl6x1PA6BXdv65BxCtDkw/7i78cqAibfthdHH43xEPUVwSJBiUSXe/kJ0AIse44jk1ycpLE2CjTYyMkxkbnXKbHRsml504glBeOxanv3EB9pxt+50PwcCx+DR/JymHbDuP9Mwx3u+H3SM80Iz0Jcpm5pyNqukZtizua2w24w8RrCmF3rDqEIROPCCGEEChbuaOTE1m3FvWcpTdqOZHDmcm5gfRKla9/XbzUNZTjjda2nMIoZ3AD+KyNyi58k0tJC+poQcMdTR00itpef9BAjwUKAbcXfhsVAbTAyvmiXtM0WDmHc005jsPExASDg4P+aPC+vj73i4IilZWVJSF4XV3dqgkhZ5tM5UpH6Ba1+yfTC16vrTpSFHzH2dZUwZbGOOGr/Fk2DZ3qaHBdTL54tUxDp8Jwy8ysRQFDp6suRlddbM42pRTD0xnOewF530QKwyvj4obcujuyPeiOcM/XbffLunj9AUNbtb+7YmWQUFwIsabkMuk54XbJ+vgoM+Nji57cMhSNUd3c6o767uh0g/COLmI1tev2H3AuYzN6IeEF4G74PdqXwJnn9GEjoFPfHqe+o4KGjjgNnRXUtsYwV9CHRyGEEOWnlALLG8GbKRrVm7Fx8uUs/LZbykJlHVTGckteFG3HVmghN8jUvWBzTtAZ8kLOUL5Pd8tFBPXCviFj0aN6L1YuBMftLylxkR9xnbUvEnJncZLWZY9k1sKm+7hMrTCq2itHogV0MLwR1UZhBLa7n1ZauiSgu5M3ektMrWjSR3cCyPykj/mAm/xkj/MF4It43+Q/f15I7i8t5ZYx8dteiJ4rjHIvvg5Kua9f8Wvst/U5/VpAX3NlQta6VCrF4OBgyWVoaGjOpJgAVVVVfgC+YcMGampqVs37eMdRDE1nOD864422LRp1O5ZcsORJXlNlyB/xvb2pgq1Nbh3keEiiIFE+mqbRWBmmsTLMgQ215T4csY7JX0IhxIqhlCKXSZNJzpBNJgvLlNvOJJNkveWc9dQM6cQ0mZmZRd2XpunEamqI19YRr6lzl7V1VNTV++sVtXUEwuFlftQrl207zExkmBxOMdKd8MugTAwmUfN8QA9GTBo6vAC8s4L6jjg1TVF0mXRECCFWPKUUTtJyA9kpr17ylDd54FQGJ2l5f/uLSmPkz2XPL/L/HArnuOdvvPB/Q5VeX2W9oDtrr8xJCA3ND09RXmibLxNSVB97ScqFLETDHaEcD7i1qPPLigB6rFCmw4h75TlW8dlWmq6BbqyokdeivGzbZnR0dE4APjU1/0T2hmHQ2NhIc3OzH4JXV1df24O+TBnLLSPRXVRaoruoNnPmEvPt1MeD3mSGMX9Sw666KFsaKqiKrs1RyEIIsRQkFBdilVBe4TTlfRhVyvFqqTn+B0zbtrBzOWwr5y3nWc+3Z61buRyOt17cti0bUIXTDv0PfapwXG5j1mY151TF4n1z2YwffPvhdiq56BHcFxMIhYnX1VNRW1sSeLtBdz3x2jqi1dXo+vr9wGVbbuCdmMiQGHcnu5zJT3g5niYxkSE5lV3wQ360MugH3w0dFdR3VFBZH141o26EEGK9mBN2+4F3Zk5fSemKMpozWjs/qnfO6O5ZI77z/YY2t5Z0ximtK108Gt3fp9D2nwvbff5IWpf/QHRA90Zkl4ym1tyR17o7cnvesDvu1aOOB9CjARnFLNY8pRSJRGJO+D0yMjJnIsy8qqoqmpqaSi61tbUYxrV/j+84iumMxVQqx2Qq5y/zl6l0vm352/P7jCezF618ZOgabd6EhPnQu7PWDcA766Iy6lsIIa6Q/PUU4ioopbAyGVKJaTIzCdKJadKJBGm/PXvdbWdTSTfUdhTgnVJbFHbnA2WlivrWEU3XCUVjhKJRgt4yFI0RiuTXYwQjEX+fUDRGMBojHIsTr60lGImu63DWzjnMTBbC7sS4F36Ppd0gfDxDcnrhwLuYbmhU1IYLJVC8IDxWtf4mDhUri5PMkRtKYg2l3OVwktxQEnsqC5pXU1XXQNPQdNzZo/Sifl0r2g9vP7fPP80/v48XXPmn2Qf1kjIMJeuzTs/PryM1D9ctt15yUQhbtMyXeXBHG1NoexPlFUYhK5RDUdufhawwqZ7fVm4ZjukrC7v1qOnWSq70JgesDGFUBtGjpvt7pOFe0NCK2n6/93OuFbWZtZ+Wb+ugBbzfoZDpljwJGCsiAFaWUxjFnnEnZwSWvFyIEOuJUop0Os3ExETJZWhoiMHBQZLJ5LzXCwaDc8LvxsZGwkt8RqdlO0ylrXlDbT/ITs/XbzGdzl1VSf9IwCgNvetidHnt1uoIATnzUgghlpyE4mLNcxzbGxntjYLOZktGS1u5bGFbLls0ijqHlc2RTSVLQ+6ZGb+dmUlgW1cwcmiZGYEAhhnAME23PXvdzPeZftsMBNBnrxsmhmkWfcAt/XDnr+e3FzbM2l+j0HQbZjA4J+jOB9xmKLTuP0gqR5HN2GSSObIpi0zSvfjtlEU2aZFJ5fz+dNIiOZkhNX3x2oJ5hqn7k1vGa/KXMLHqQjsSl9FponyUUthTWayhpBeAJ8kNpbCGkziJi/+cq6JvfVbE2FedQn3jfJgeyNc8Lg3ctUB+P31W3/z7YUr4thxUznZHWKcsnGQOJ106onj2yOI5dbAzVmmYWmZ61HTD7cqQF3YH/WVxCL6aS28spXxtbV1KDwixaEopZmZmmJiYYHJy0g+9i9vZ7MIzp2qaRl1dHY2NjSUBeHV19WX9n5tK5xiayvgBth9wJ+cfuZ3fnshc/ee6cECnMhygKlK4VM5ehs3C9miA2liQhrh8/hFCiGtNQnGxoOPPPslIz3ncQNP7wK2B5g3xKQ5EC9s1byBQfrtWNFLIm5wHDcdxcGwLx7bdMh22Pf+65S5ty/K3u+3Cdrv4el7pj+Jg21ngdLulpBsm4XiccCxOOF4xq11BKBYnEo/77VA0iqYb7oArTfeer3y7aImGprsfTv2lphXtV/y8a+imgW6Y8oaqTJRS2DmHXNYml7bJZbzL7HXvMjvUzqSskvbVJHlGQC8Ku8Ozwu8w8ZoQ4XhAflbEiqBshTWWKoTeQ0lyw+4ocJVd+G+4URXCbIwQaIxiNkQJNEYwarxRY44q1Dj2RtXOHV1b3F80Utfbx78Nx5vULVdcbmH2KFK3z1/P2TgZB/J1QB1QaRs7vQz/kzQKQXnQG2Wb/5+dH/1esl4Y1Vs8Ij7/v6iw3Vv3RtZrAb3o4oX6pu4H9H7b9EbOF2833X2udYCvlPvaOUkv2E5ZXtCd8/pK+1Uqh+31c4karpfNe538Mh/5L0b8Mxdmna2Qf97zr0F+e/GZDfqsMyC811iPBTAqguj54FvCbiHEEnAch0QiMW/YnW9bixgwFIvFqK6upqqqiurqahoaGmhqaqKhoYFA4OJfRGUsm8HJDBcmUvRNpOifTHFhIu23+ybSVx1ux4JGSYg9O9wu7TP9bZXhAGGphy+EEKuGhOJiQSeee5oTzz1V7sNYWpqGaQYwgoGSEdFGIFi0bpashyJRQnMCb2/prQdCUkt5NVGOIpe1sbKOH1BbWfsi7fx+1qy2dxtpy99/vgkor4YR0AlFTEJRk6C3DEVMgtHAnP5gxCRaGXQD75gE3mLlcLI2zlQWO+GWcnCmstjTOawRLwQfTS1c3kEHsy7ihd7RkhBcD638D57KUYWaxVmnKEDPTy7olAbqueI+7zpZt8zG7D7/OVO4t5uxgcWdKVI2mjcC1wvXMfJf+DKnNIcf2heX5ciH9czuK5ydpBxVEn5jXcUfZl1zy4lETLSwObd+dVHd6zk1r4trYucDcPm7LIQoM6UU2WyWVCpFOp0mnU6XtC+2PjMzg7OI+X8qKiqorq4uCb7z7aqqKoLB4LzXcxzF0HSavok0/RMpLkyk6J90A+++iRR9k2mGpzOLepwVxaOx5wm35wu486O4TSlVIoRYYdzyupZXWtdGqfzF8uabK/SBg6MsUA6mWUE43Fruw1+xJBQXC9qw70aiVVX+SDu31rV3Snp+JB2FutdubWzHaxYmWSxMEFm4HU03MAx3VHN+dLNhGOimiW4ssO7tp3v9xdc3jIC79IPtoFc2xC0HYgbdkFs3DPlAugI4jsK2HBzLwbbctruusO1Z7ZyDYxftb6uSPtvy2jm3ncvaWMUjtDNOacidsbFyy38quxnQCYQNAqHCxQx67bBBIGQuEHbn+wMEIwamjDYRK5RyFM6MW7fYmfYm7pvOFbXz/bmLjvbO0wI6ZmOUQEPEXTZGMRsimHWRVT3CVdM1tLAJYZOl/m1WtlerelZ4jq38/724U1eUjIzP96tLrRfdhntf7mh5d+nMv24VhfhF+/hnvij8/mvKyIfbAT/k1qMBdxlbuF8LLu59g1LKPQvOcbBtG8u2vXYGO2vjpN1+2+8vtPPXzc8lMl/7Uttnt3VdxzTNORfDMObtn2+bvF8SK41lWX5Im8lkSkLb4vVMJoNt24RCoQUv4XC4ZD0QWHmDCZRS2LZNLpcjl8thWdZltYufn9lBd/5z2pXQNI3Kysp5Q+/q6moqKysxzdKYwXEUE6kcw9MZTnRPMTydYSSRYXjavfR5I7wHJtNk7Uv/fwiZOm3VEVqrI7RUhWmtjtBWHaGl2m23VkWIBOU9tBBiLve9UhbbTmJZSWx7BtsuXiax8m1rZk6/Y6fc8Nl984xyJ4HxSjd6uRmO93fW8dbVrOX82+cPvfNB95X93W5t/XF27vj0kjx3a5GE4mJBe9/8VnhzuY9CXK18AF0SJOeKwuSidbsoXJ4dNvuXXGmQPbvPKe63Zl3fay/1aOqrYYYMAkG9JLT2w2t/m0kgbGDm26GicLt433Dh+rrU4RZlphwFtuOGmZaDsrx1r61sB7ylshVY3jZvf/Jt20FlHDfkTngT9yWybk3vy/hd1gJ6SSkHPR7ArI0QaHRDcKMqJPXrL5NmaGjG8gTuS0kp5Qb1luOOgs/ZhbYqDeL9MJ7SvsKX68X9+fDe25DfV6cQcntBuBa88lHaZ86c4Xvf+96CoXa+vdYUh+SGYRAMBonH48TjcWKxmN8u7ovFYhjGSv5pXN2UUmQyGZLJJKlUquQyuy//e5T/uV/s8lL76LruL4vbCy0vtY+maSUB7uxwuzjUXc7fM03TLhmi50c3F38JthTtfPCdD7SLg+3lpOs6kUiEcDhMOBwuaS+0Ho1GqaiowDAMlFJMpS0/4D46nWGkf5Lh6aFC6O0F36OJLNYiZ6HUNGiqCNNaHabFC7tbq4ra1RFqoivvSwwh1hP3f4zyAtt8yDur7Y6q8PoVhaBXobDdIFk5fttROZSTw3GyJW2lcjhOzuvLlrbz+ym3P99W3j6OnfbC7NLwW6mVNy/c1dHRNGPOBXRMI1bug1vRJBQXYgkopeYPgfMjnouD59mjo+25I6XzI6j9gNkfKT139HRJeG0XXS/nXk9dzTTo14huahiG7i5NHcPQMQI6uuGtmxq612d4fbrptvWAt7+poZu6F2R74XRIJxA03OC7uD+/zNdyFWIZKaXAUv6ke07GRqVtnJwN+ZG1+UvOC6FzTiGkzofYVmEkbuk2b3vxNtsbFbzcNAq1iyuKAu+KQFHbW66CUidieWia5tYSN3UIl/toLl82m2VoaOiKrmsYRslF1/U57XwwWBwSzte+1Pbidj6otyxr3stC24rlbyOTKZQqGBkZueRjjkajFw3O8+1oNIqur96zQK6E4zhzgs98GYv5gu2Lhd3rWfFI73xgW9wOh8Pouk42m/WD9Uwms+Alf4ZFPnxfiTRNIxAIYJomgUBgUe1gMEQgGMIIBtEDITQjiGYGwAjiGCaWo5O1FRnLJmM5ZHIOKctmwnLIWA7pGZvMpEMmZ5OxZshY00yncwwnsoxMu4F39jLnXqiOBmiIh6iPh2iocC/18ZA/2ru1OkxTZZiAlC8Ry8T9fbe9oDVbErSW9s0OZL2g1bnEl1UX+WipXWwj+TPy3Za7lv/mXxUmkC9Zv/R25Vilj3NWeFzyuP3HWxQqz26rLI5j4U7Es/rpegjDiGEYUe8SwzSiGGbMXy/p9y6aZoCmo7kTvXhf0unu3G9o/tLdR5u1rzenHHphu9evaSZoOrpmerdn+v3ucnbonW9LpnGlNCXvrC5qamqKqqoqJicnqaysLPfhrHvuiArlB82OrXDyQbCdH408axSzNX+/X7pj9kjo4lHQudI+p6S/NJReLfyQ2dT9th8yF60bs7cH5vb5l8B819MxAsX3U9qfb+vGtZ10TYj55EtL5MNkZTmFdVv5kyc6GRuVsXDSxes2TtpyS1h4/SpjFbZl7IXrZV9LhoZm6GimBt5SM3U0Q3cDy5Jt3nZDd8tOBA0/6NYrghjxIEZlED0aQDPk91esbTMzMwwMDFwy3J69vtoC3/yo1YWC9Gw2SyKR8C8zMzNz1i/nY4WmaUSjUUKhkB/iLWa5mH0Mw5hTemb26NzL7VNKXbJkxaX6lmqks2maRKNRIpHInEs0GvVD4fzrWvwaX8ky356vrM/lPH8LbQsGg/MG2/Oth0KhJf3dUkqRy+VKQvKLhejAnBHws9uguXGUpufndgZ0HMBRGkpzl/l1Bw1badiaQU5p5BydnKORVTpZB9IOZC3I2A7pnEPGsknnHNI5m3TODbTdtuOF2zZpyyZ3jd57VIRMP9wuBN3BktC7oSJEXSxEcBWXQxPXhvt3IbtASYsEtpVcuNRFvt+awbKTOE56Vvib9ULtFfC+fJ0oBLeaP3I5H+4WtzV0ND2ArgfRtAC6HvCWwdK2FnD30wJo3ja/XbRN14NeO4hpxktCb8OMYRoxdD2Crss44bVqsVmu/ASIBQ33TDMzkcHxRhvnA2jHbxddHKeo7S5VPrB28u3S6+eDbL9e9KyAu7jftt3Rz6slfC6McPbC4kBxeFw0AnrWKOeSUdB+n3cdc9ao6Vnh9pz7LAqhde8YdF0CaLH6qZztlvCYzvpLJ7+cyXklP/Iht1dfuSjsdsuKFG3z1q8FLah7E/KZ7sR7ZlE4beoQcENqLaD7fZqpQb7tby+6jlm6r99nFO2ja3JWhBBXKBaLsXnz5nIfxrLTNM0P9kOh0GVf33EcUqlUSVC+UHieD9Dz7fUoX54mGAz6YfZCIffsvkAgcNX3r5QiYzlMpy2m0zkSGctrl667yxxTaQvbVlRGTCrDxZMVupMZVhf3hQOEV9jEsvnHm8zazGQsZrIWMxmbZNZy1712wu+DmYzBTDZIMmuQyARJZiPkLEXOdsg5DpatyNnuumU75ByFZTvX5ESty6VrEA4YhEydkGkQCuiFtql76/ntemHfQKEvZBpEQ4Y70rsiRIMXdodl/ptrRikb205hO2kcO+m3bTvplolwUiXtxdasVICtLGzHxnZsLGUX1pXtLy2vFIahgQEYmvsVkI5CB2+pcL/q8cpoODkcZXm1ki13lLbf547YVspyH4sXbrv1k68dhQmagdIMFN5F01EYOOjeo3GXdn5Ur39tDVClo8C1/B6K+caHa6U7Ft1Kob+knV/RNH8guSq6CVRhf1V0D27F6uLj17HzbeU+FltpOJq7tJSGDThKxwK3D/djkuVdbKWh6SYRM0o0ECMaiLsXM040ECMerCAaqCAWiFMRqiQWiBELxIgH4gSN+SfYFaKcJBQXCzr43XOcfnm43IdxSXo+JC4OhQOzQuLAPKOYFzMCunhEdUDHLA62FxotbUhJDiGuhJOxiwLuDPaUN4njVMafuNGeyqLS1+iNsg7oXrgc1P0gWw8Z7jI8az1koIVM9LC7PqcvaMjfBiEuwXEUtlLYjsLJLx2wHAdbuW3bO2vM9vYtuY6DfwqxhoamufVp523jrlOyrvn9ul9HeW6/dzU0NPRZ293RUIXb04vuE7zrF23PP1b/8Sr3eXCU+7iUwn2sjtf29nW8fee7vqFrmLqGaXhLXcfQNQKGXugzdG+bhrEEX5rruu7XFW9qarrovrZtk0wmSSQSZLNZfzT6fCOs51teah/HcZal/vXllK6YbxR7cXuxo53zYW46Z5PMOYxOZknnUv7I4Pxo4XTR6OFUzg1+p9MWibTF1AJB93KOJA4auhugeyF5ITA3/XZVJEBF2P04mrMdcrbygmanaN0Nm/3g2Q+h8+G0Imc5WI5D1tvf8kqCzOQD8IxFMmsvuqb1cggY7u9hwCj+PXTXg0UhtLs0CHshdThQum32+nz7lm53A21TypEsqDC5ne0Ht44X3Bb6bBwnR9ZOYTkZbMctIWE5GRwnh+2V1bC9MhWOF/q6ZSusohIVucJtY7nBsFfeQjlplJNxLyoDTgZUFpwsmsqiqRxuZFl+DrC8Fe9dOaWRUzpZpZFVGhmlkfHOnkgrRdpWZBR+f0ZpZBWkHXeZU2ApzQ1zyQe7GnbRulsEpPj/n+1dxFIL6IGSkLy4HQ1ECegBTN0suRiagambBPSA3zZ0A1Obfz9TN/1t+f3c92gauub+HdS9kiW6ppds07wyKMXthfazlY2jHPdLo6IvjhzlYDlWybaSvuL9VNF+jl36/rXo/vPvN4v7ivv962iFfYr7mqPNbKnZUp4XfRVYF6H45z73Of74j/+Y/v5+du/ezf/8n/+Tu+66q9yHteJVNURp6KxAN7Siixs267pWtPRKYBjeh6r59jO8Dxuzbis/6ln3R0hrbp1oozD62d/m7+cG1fnbX0mjUIRYT/K1rwsX+xLrpRPs2TM5nKLR3ipzGW9ATR0jP2mjt9QrgxixgDtK2vtblC8Zgvc3Ct0rEzJ7m7+/XthPAmwhAPjQXzzLkQuTS367blmBQtBtr8ThletIPhwvCc79MN0N7irDbphZETa9tjlPnxt8VnjbQ+bcUaSGYVBRUUFFRUUZHunSU0p5QXRhFPJU1mYmZTEzYTOTTZPMJPyQtni0cjJre0G2V/YiH3ZbNqmsWxpjOWkaxIMmFWGTuPe6VYRN4qFCuyLkbjN1jam0xVQqx1Q6x2Qqx1TKcpfpnNdvYTuKrO0wksgyksgu6/FfiXBAJx4yiQZNokHDbYdMYkGDaNAkHjL89VjIJBY0iYYMogGDoOn+bgRMjYCuYRoQ8H5HDEMnoINpaBg6BA0N72Qt7/NKcVkaBbPGds7n4iWJZm9zKMSVyt/DLflYuK9CneLCbaiSdcVCx+qW0LFKwmKFjXLsuf1qob75+q2ikcOlAbVyCtd1VG7+ffJtx70d26+BnCsEz8oCb1+8if3AKRmTW24aFy1JXSLjuKFv1guCs0oj6/e5gfLFfny0i2wzvLIWhqajexcD3Q8VHf8sbre8qMovLQfNAs12L7rlXgwbtBwYlnvRLTBzYOQ0zJy77uTAssGyNXI2WA5YmoZtgKUza1nUrwMGmG41DkwdIgETDB1DNwjbBiFbJ2RrhBydoKURsjWCtkbAgqAFARsCFgQshWlBwHIwLIWZczAtByPnYORsdG85eNsWjv7CmwHvN0oplP+7NbfPL0k1T1sV/W4Vh5lAIRSd1c6v5/edHYQWRp9r/uunazo6hXY+/DU0Y+5+3vaFtlmOxUxuhkQu4S6zCZJWkkTWXS/ZlkuQslIA5JwcE5kJJjITi/gJF0vlfVvfx3+9/b+W+zBWrDUfin/5y1/mV3/1V/nc5z7HHXfcwV/8xV/w0EMP8frrr9PZ2Vnuw1vRbnvPZm57z9o/XViIay3bO409k3OLTHrFJt3PHMrvU473gcVvu9tV0XXwRhDOuY6jvPf5+ba3r110f962wnbm9uWPa0747aAse1nmV9ECbtitF4XdRmXIDbwrAhiVIYyKIFpYJhRZjPybbUd5tVtxCm1vZMJ8/fnr5PuUd1roYkZPXHIUxqzRGu5xurPPu7PVK9zZ6R3cWe0db0IfVbRP8VJ517f9tns/3m2XTDzk9hS2LLRtoevO+yxf6lW4yJa5t3+lx6vmuZ/5J3TKf1LSZu2jzbsdoMZ8g5ZowhvZ7IYj+RNzNa1wkq+G8rZ7fd62wr5F+4H/ibxwz95j0FTRkRf2cUdp5y9u6KQBul7a736flR/75RQmo0J591FYFu+Xvz+taH8/MPEfp7tfcVBUeNyO//zos9Y1rRC8FPfNfm0UgCo+BduffqlkpJDfP+8oovzvvjPP0ikct1Z6/Nrs/nyfVnh+HOW+eo6joZIakzMwju7+60FDKc2vkazQcJRXlkU3MAwdU3fLswQMHUPXMQ0DQ9dxv590Bzt430/OWtcwvNfcfe3d19nwtuv5ofco8s+E+7PgfqBXSvdG3HvHqjRsxz1W2/ZOH3c0bAcsR3PPTrA1L6CBnK1hKUXOssnaNjnLJmfb5GzLG71s+c+j7j93TknbwOvz1sMoopq3T8BBD6ii23Cfb13LP5Nuv6EpTD3//CgMHUxduc+FptC9fve5UZhafj+vtIGuvOer+DgLP8v+z4f380I+wLEVzDj56Mb9BBkH4vP/DfKneFOFJSV93t6q9HrFf7G0WS1t1gZ/XZX8uSq9Vv73tjhp9JNAVXIj/nFohcAKBaQVpN1+BWS8i1i9FvvuUdm4f/K9pf/ns6RfK6w7gK2hOYXtmreP5uXwmre/5m/LtzW0rIaWBS2joeVAz4KW1dAzQE5Dzyj0/HrWPaERBZr3eUHz3htoS/YFc/7BXs6o6aU+I2Ghx3Kpx7i8X8Ztj27gvht/ZVnvYy2xHZuklfQD9BlrhplsITjPh+eWY/kXW9nknJxbtiff59hYynL7Ha/fK/NjOdbc/b12/u95/vMOUPJ5J7/N//9U9Hmo5LPUrJ87QzPQNR1TN/3PQKZm+l82GHrpdkMz5lyneD8dnTlfrhQdw4JfqBTvP8+XMc2x5mv4aq8+a36izVtuuYUbb7yR//2//7fft3PnTt797nfzmc985pLXX88TbT5x6m8Zmjq+wNYFgoP8ev6f8gLbZ+839x/brGvMFxjMvs6cH+WLrS+mXXyb8+3jvVm+1P2oWdeZtc/sDwNznqtLPq78bsX9XgShFT4FzP7IUYgcZtUsg6JPF9oCd7fQ61bUd1Uh0sIWN5rjIsc1b5+6yG7zf1grfPCefQWtaHvhQ1mxDefriM9crF7rwq+5mvNO/mr+hF9OqDzr57r4QyPgaA6O7pQuteJ1NafP1m1yhkVOz5EzLCzDxtEcPxCb/RM6+yd1oe35EVD+WtGbBv8DPqXbC49l1nVhzs/y3Fen8IH94j958z3fpX8rtVl7F0LCfN6j/Pbs3+Q516H4uSn8Wpc+t0XtWdvnRKVa4f4W2r5AvDpnn+J+GZAvhBBCLLPC934Fau66tkB/8VIrCoH9YNcLhP22c5H9HApB8by3M/u6XpBcvG/ROl6oPOf6qqhtF47R3ycfbM9z2+5zIW9QFmQY6KEQmn8JogcL63ooiOat6+GQ39ZCQfd6c9aD4DioXA5lWaicVWhbObC89Zzl96lcvt/rK97fuz6wwDEudBxFx+8dlxYsWvf2MeIxjOrq8r4GoizygXl+oI9YuWSiTSCbzXLw4EF+8zd/s6T/rW99K88888y81ymeWRzcJ3K96u75a1rUhXIfhhBrTqZ5/Y0y0vAm5LmWdyjWHP+kiVnt4nW46Gd5/K8TLvJd2MWvf/kWM/xgMV/rzumb/R3qrO2zfw0WHE250P5zdy95Pvy2usi2Wc/3fPsU9zNrv9nXme9YFrp+6cX9krc4Fyo+/tn7z+7PP5Y5X3HP87hKj80b563lx3vr3pdDOnijvEu+DJ/9pRyq5IHOHhigFO6XlKqwtfC66eRHkOfvS0MvOZ58v9vnbSs+Xv/MEN1/NDr5L7iUNyZQeXXTC335tj/a1huZ5Z7h5L0i+S8olXvkypsozB9dXPwa+COOi14n/wvNwleSCo2bTyeIZYpG4c/+dm52/zzb1HzX0RQoL1Cb9QPjnRgwt2+ey7zXd7w7KurzT0agaD3fntWnKNz/rKsVHVbhXAelFS296zhafumWXCisF/ZVxfdP0Z0stj3P38L8j6/SCveRf/6L+9yd3eMp3ua3Z/Xl7y//OmhFr5Oe78N77r3XRVPuNuUt8ydz+NsKP8al5nt8s1+vhfad/Tdknp/FwiR7l963eLuG5j/ufNitQUmfpubvh+LnSZVsczRwdK3wM6IXvVaahnLrxXh1Y3SU4f2t0XWUV5/fPcVH90/10QwT3TTRzYC/NEJBdxkIYphBjEAQ0wxhBt1lIBAiEAxjBkIEg2ECwSjBQJhgMEIwGMY0g+i4T6ByJ5wo/GIpVfh7tGB/6SXfp+k6hUkqCo/NbXt/dy9rXbvEPt595J+34vXiPrzSfyV93s9Cfl93pbAsHgiV33Sx/bzHqplrOkYSYkH5sjJi7VjTf81GRkawbXvOZD9NTU0MDAzMe53PfOYzfPKTn7wWh7fixaObGZtJz+q9jKTpot+caXPW5r5PXuj6F7ndOfc5//rF7kvN6Zvv/rSiRfF1vTcUzB4/PPf2S0YfaKXbL3rK+4LHBP5o0uJPTFAyWrT0Eap51ouul38XPu9rOf8xqEse+0WvPu+GeT5DzX8DaqHbXfi1nO/1mPsYFnqsFz+sfAgz/w6zDnbB35eiN7RFr+CCo1e04m1ayY9oYSKOwv1pJVuKe2bfVv7nuriOf+E0fmbfmn+WQnEffp//WEr2K30TXjomubDN/bEs3nfWfeXr5GF45T4Kbc0v6WG4nxm8mon5siA6Xj1yCnX3NO/DiXtQpZ9y554FU/o7pfzrzP1pUTi4wZju3XxRgOUdV/7x5J8z93kshGmQL2OS7ys8Fs2vA2j4j8MtJZCvCWh4ffm29xx6z5H/mhbd15z1orb/zHjPS37dUUVtcMMtBUpT7nHnH6um+48DdP+xuo9f9x/bpeRPGcyXflmoRIyDg+M4/umS+T6/PetSfNslZxcU/RzMPp2R/OPNby+uOen/gBSOe/bjKFmf94ypedaL/rTMV2dydq3JOduLP0T7P1+lv8fF/fNdf871Zu07u9zHcrhU7c05+8x6TmZvzx97/rRXQ3d/vwzNQNd1v9+vveqti+XjeHWrMzmHjG27S8sh29GDk8sSMnWCpk4oP9mg4dZHvygv+LKVg6NsbH9yLHcSLEdTOLgXpYGtub/PtrfuoHC0wrrt/lXB9q6n/DbY2P5tGYZZ+F+kG+h6oY5r/mfPr/PK3FJUC00WNu/Ps1b6u7/Y3+/8PvP9PZvvb+Ls07i9Heb05+voXuxvxHwTi13qb1D+eBYqH1Z8ivzF/g+U7JdfZ+FT7v379J4L//Zw/Mc/+7R8pdS8r2/J6888r/Psn4FZ/fnrFT+nxevFz6Gu6SXPef720Arl0PLXyU9kZ+hGYeI7/73G8vxNF0IIIZbDmg7F82b/cy6exGC23/qt3+ITn/iEvz41NUVHR8eyHt9K9e5b/qbchyCEEEIIIcQcuq4R1g3CAQMIFDY07izbMQkhhBBCiNVjTYfi9fX1GIYxZ1T40NDQnNHjeaFQiFDoYrV+hRBCCCGEEEIIIYQQQqxWa/q8zmAwyP79+3nkkUdK+h955BFuv/32Mh2VEEIIIYQQQgghhBBCiHJZ0yPFAT7xiU/w0Y9+lJtuuonbbruNz3/+83R3d/OLv/iL5T40IYQQQgghhBBCCCGEENfYmg/FP/ShDzE6Osrv//7v09/fz549e/jOd75DV1dXuQ9NCCGEEEIIIYQQQgghxDWmqfx04WJeU1NTVFVVMTk5SWVlZbkPRwghhBBCCCGEEEIIIcQ8Fpvlruma4kIIIYQQQgghhBBCCCFEMQnFhRBCCCGEEEIIIYQQQqwbEooLIYQQQgghhBBCCCGEWDckFBdCCCGEEEIIIYQQQgixbkgoLoQQQgghhBBCCCGEEGLdkFBcCCGEEEIIIYQQQgghxLohobgQQgghhBBCCCGEEEKIdUNCcSGEEEIIIYQQQgghhBDrhoTiQgghhBBCCCGEEEIIIdYNCcWFEEIIIYQQQgghhBBCrBsSigshhBBCCCGEEEIIIYRYNyQUF0IIIYQQQgghhBBCCLFuSCguhBBCCCGEEEIIIYQQYt2QUFwIIYQQQgghhBBCCCHEuiGhuBBCCCGEEEIIIYQQQoh1Q0JxIYQQQgghhBBCCCGEEOuGhOJCCCGEEEIIIYQQQggh1g0JxYUQQgghhBBCCCGEEEKsGxKKCyGEEEIIIYQQQgghhFg3JBQXQgghhBBCCCGEEEIIsW6Y5T6AlU4pBcDU1FSZj0QIIYQQQgghhBBCCCHEQvIZbj7TXYiE4pcwPT0NQEdHR5mPRAghhBBCCCGEEEIIIcSlTE9PU1VVteB2TV0qNl/nHMehr6+PiooKNE0r9+EIIYQQYgFTU1N0dHTQ09NDZWVluQ9HXIK8XquHvFari7xeq4e8VquLvF6rh7xWq4u8XqvHanmtlFJMT0/T2tqKri9cOVxGil+Cruu0t7eX+zCEEEIIsUiVlZUr+k2aKCWv1+ohr9XqIq/X6iGv1eoir9fqIa/V6iKv1+qxGl6ri40Qz5OJNoUQQgghhBBCCCGEEEKsGxKKCyGEEEIIIYQQQgghhFg3JBQXQgghxJoQCoX4vd/7PUKhULkPRSyCvF6rh7xWq4u8XquHvFari7xeq4e8VquLvF6rx1p7rWSiTSGEEEIIIYQQQgghhBDrhowUF0IIIYQQQgghhBBCCLFuSCguhBBCCCGEEEIIIYQQYt2QUFwIIYQQQgghhBBCCCHEuiGhuBBCCCGEEEIIIYQQQoh1Q0JxIYQQQqwYTzzxBO985ztpbW1F0zS+8Y1vlGwfHBzkYx/7GK2trUSjUR588EFOnjxZss/AwAAf/ehHaW5uJhaLceONN/KVr3ylZJ/x8XE++tGPUlVVRVVVFR/96EeZmJj4/7d39zFV1v8fx18HRDDUoyBwZCrSrS3UUktrWuyboTU0tbups7ZcNybOdDWquWy1llaaNmvetNysP9DyJrc2TAd5i2h0WNgNBWrOBqKIZGgc8bx/f7SuxQ/65tdznUNyno/t/OF13ufi+uzly3E+XjsnzKvrfCKV18CBA+XxeFo9XnjhhXAvr1NxI6vq6mpNnjxZKSkp6tmzpx5++GGdOHGi1Qzdckek8qJboXnjjTd06623qkePHkpNTdWkSZNUWVnZasbM9Morryg9PV3dunVTdna2vv3221Yzzc3NmjNnjvr06aPExERNnDhRx48fbzVDt0IXybzoVmjcymr16tXKzs5Wz5495fF42u0M3QpdJPOiW3ATm+IAAOBfo6mpSUOHDtWKFSvaPGdmmjRpkg4fPqzPPvtMfr9fGRkZGjt2rJqampy5GTNmqLKyUlu3blVFRYWmTJmiRx55RH6/35mZNm2aysvLVVhYqMLCQpWXl2vGjBkRWWNnEqm8JOnVV19VTU2N81iwYEHY19eZhJpVU1OTcnJy5PF4VFRUpL179yoQCGjChAkKBoPOueiWOyKVl0S3QrFz507Nnj1b+/fv1/bt29XS0qKcnJxW/8a9+eabWrp0qVasWKGDBw/K5/Ppnnvu0dmzZ52ZZ599Vps3b1ZBQYH27Nmj3377Tbm5ubp48aIzQ7dCF8m8JLoVCreyOnfunMaPH6+XXnrpb38W3QpdJPOS6BZcZAAAAP9Ckmzz5s3OnysrK02SHTp0yDnW0tJiSUlJtmbNGudYYmKirVu3rtW5kpKS7IMPPjAzs++++84k2f79+53nS0pKTJL98MMPYVpN5xeuvMzMMjIy7J133gnbtUeby8lq27ZtFhMTY42Njc7M6dOnTZJt377dzOhWuIQrLzO65ba6ujqTZDt37jQzs2AwaD6fzxYtWuTM/P777+b1em3lypVmZnbmzBmLi4uzgoICZ+aXX36xmJgYKywsNDO6FS7hysuMbrntcrL6q+LiYpNkDQ0NrY7TrfAIV15mdAvu4k5xAABwRWhubpYkJSQkOMdiY2PVtWtX7dmzxzk2evRorV+/XqdPn1YwGFRBQYGam5uVnZ0tSSopKZHX69XIkSOd14waNUper1f79u2LzGKigFt5/Wnx4sVKTk7WzTffrNdff12BQCAi64gGl5JVc3OzPB6P4uPjnZmEhATFxMQ4M3QrMtzK6090yz2NjY2SpKSkJEnSkSNHVFtbq5ycHGcmPj5ed911l9OJsrIyXbhwodVMenq6srKynBm6FR7hyutPdMs9l5PVpaBb4RGuvP5Et+AWNsUBAMAVYdCgQcrIyNCLL76ohoYGBQIBLVq0SLW1taqpqXHm1q9fr5aWFiUnJys+Pl5PPfWUNm/erGuuuUbSH59hnZqa2ub8qampqq2tjdh6Oju38pKkuXPnqqCgQMXFxcrLy9OyZcv0zDPPdMSyOqVLyWrUqFFKTExUfn6+zp07p6amJj3//PMKBoPODN2KDLfykuiWm8xM8+fP1+jRo5WVlSVJzt/7tLS0VrNpaWnOc7W1teratat69+79X2folrvCmZdEt9x0uVldCrrlvnDmJdEtuKtLR18AAADApYiLi9PGjRs1c+ZMJSUlKTY2VmPHjtW9997bam7BggVqaGjQjh071KdPH23ZskUPPfSQdu/ercGDB0uSPB5Pm/ObWbvHcXnczGvevHnO/JAhQ9S7d289+OCDzp1CCM2lZJWSkqJPPvlEs2bN0rvvvquYmBhNnTpVw4YNU2xsrDNHt8LPzbzolnvy8vL0zTfftLkTX2rbi0vpxP+foVvuCndedMs9bmf1T+e43PPgD+HOi27BTWyKAwCAK8bw4cNVXl6uxsZGBQIBpaSkaOTIkRoxYoQkqbq6WitWrNChQ4d00003SZKGDh2q3bt367333tPKlSvl8/l04sSJNuc+efJkmztYEBo38mrPqFGjJElVVVW8AXLJP2UlSTk5OaqurtapU6fUpUsX9erVSz6fT5mZmZJEtyLIjbzaQ7cuz5w5c7R161bt2rVL/fr1c477fD5Jf9wl2bdvX+d4XV2d0wmfz6dAIKCGhoZWdx/X1dXpjjvucGbolnvCnVd76NblCSWrS0G33BXuvNpDtxAKPj4FAABccbxer1JSUvTTTz/pq6++0v333y/pj2+tl6SYmNa/4sTGxioYDEqSbr/9djU2NurAgQPO86WlpWpsbPyvb2hx+ULJqz1+v1+SWr2xgjv+Lqu/6tOnj3r16qWioiLV1dVp4sSJkuhWRwglr/bQrf+NmSkvL0+bNm1SUVFRm/9wyMzMlM/n0/bt251jgUBAO3fudDoxfPhwxcXFtZqpqanRoUOHnBm65Y5I5dUeuvW/cSOrS0G33BGpvNpDtxCSSH+zJwAAwN85e/as+f1+8/v9JsmWLl1qfr/ffv75ZzMz27BhgxUXF1t1dbVt2bLFMjIybMqUKc7rA4GAXXvttTZmzBgrLS21qqoqe/vtt83j8djnn3/uzI0fP96GDBliJSUlVlJSYoMHD7bc3NyIr/dKF4m89u3b55z38OHDtn79ektPT7eJEyd2yJqvVKFmZWb24YcfWklJiVVVVdlHH31kSUlJNn/+/FYzdMsdkciLboVu1qxZ5vV67csvv7Samhrnce7cOWdm0aJF5vV6bdOmTVZRUWFTp061vn372q+//urMPP3009avXz/bsWOHff311/af//zHhg4dai0tLc4M3QpdpPKiW6FzK6uamhrz+/22Zs0ak2S7du0yv99v9fX1zgzdCl2k8qJbcBub4gAA4F+juLjYJLV5PPbYY2Zmtnz5cuvXr5/FxcXZgAEDbMGCBdbc3NzqHD/++KNNmTLFUlNT7aqrrrIhQ4bYunXrWs3U19fb9OnTrUePHtajRw+bPn26NTQ0RGiVnUck8iorK7ORI0ea1+u1hIQEu+GGG2zhwoXW1NQUyaVe8dzIKj8/39LS0iwuLs6uu+46W7JkiQWDwVYzdMsdkciLboWuvYwk2dq1a52ZYDBoCxcuNJ/PZ/Hx8XbnnXdaRUVFq/OcP3/e8vLyLCkpybp162a5ubl27NixVjN0K3SRyotuhc6trBYuXPiP56FboYtUXnQLbvOYmblzzzkAAAAAAAAAAP9ufKY4AAAAAAAAACBqsCkOAAAAAAAAAIgabIoDAAAAAAAAAKIGm+IAAAAAAAAAgKjBpjgAAAAAAAAAIGqwKQ4AAAAAAAAAiBpsigMAAAAAAAAAogab4gAAAAAAAACAqMGmOAAAAHAFMzONHTtW48aNa/Pc+++/L6/Xq2PHjnXAlQEAAAD/TmyKAwAAAFcwj8ejtWvXqrS0VKtWrXKOHzlyRPn5+Vq+fLkGDBjg6s+8cOGCq+cDAAAAIolNcQAAAOAK179/fy1fvlzPPfecjhw5IjPTzJkzdff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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for name, data in countries_select.groupby('Country Name'):\n", " data.plot(x = 'Year', y = 'GDP per capita', label = name, figsize = (18, 8), ax = plt.gca())\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "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": "3.10.13" }, "toc-autonumbering": false, "toc-showcode": false, "toc-showmarkdowntxt": false, "toc-showtags": false }, "nbformat": 4, "nbformat_minor": 4 }