{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "# Hello! Welcome!\n", "\n", "Did you see my talk at PyCon 2014! You can use this notebook to try it out for yourself!\n", "\n", "If you didn't, and you'd like to, the video is here: [Diving into Open Data with IPython Notebook and Pandas](http://pyvideo.org/video/2657/diving-into-open-data-with-ipython-notebook-pan-0). The pandas cookbook I mentioned is at http://github.com/jvns/pandas-cookbook.\n", "\n", "**IMPORTANT**: To make this work, you'll need to\n", "\n", "1. install IPython Notebook and Pandas (easiest way: use the free/open source [Anaconda](http://store.continuum.io))\n", "2. Download this notebook\n", "3. Download the data and put it in the same directory: [2012.csv](https://raw.githubusercontent.com/jvns/talks/master/pycon2014/2012.csv) ([original source](http://donnees.ville.montreal.qc.ca/dataset/velos-comptage))\n", "4. In that directory, run `ipython notebook`\n", "\n", "\"Creative
This work is licensed under a Creative Commons Attribution 4.0 International License." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Some imports we'll need\n", "import numpy as np\n", "import pandas as pd\n", "julia = {'email': 'julia@jvns.ca', 'twitter': 'http://twitter.com/b0rk', 'slides': 'http://bit.ly/pycon-pandas', 'website': 'http://jvns.ca'}" ], "language": "python", "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Diving into Open Data with IPython Notebook & Pandas\n", "\n", "# I'm Julia Evans\n", "\n", "Data at [Stripe](https://stripe.com), work on [Montr\u00e9al All-Girl Hack Night](http://mtlallgirlhacknight.ca), [PyLadies MTL](http://meetup.com/pyladiesmtl)\n", "\n", "You can follow along with this talk at: \n", "\n", "[http://bit.ly/pycon-pandas](http://bit.ly/pycon-pandas)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "print 'Email:', julia['email']\n", "print 'Twitter:', julia['twitter']\n", "print 'Blog:', julia['website']" ], "language": "python", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Email: julia@jvns.ca\n", "Twitter: http://twitter.com/b0rk\n", "Blog: http://jvns.ca\n" ] } ], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# This talk\n", "\n", "### 1. What are IPython Notebook & Pandas?\n", "### 2. Practical examples of using them!\n", "### 3. Advice." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# IPython Notebook + Pandas + Numpy: what are they?" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# IPython Notebook\n", "\n", "* web-based user interface to IPython\n", "* pretty graphs\n", "* literate programming\n", "* Can make slideshows :) (this presentation)\n", "* version controlled science!" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Pandas: No loops!\n", "\n", "Imagine:\n", "\n", "* dataset with every complaint call ever made in New York\n", "* You want to know how many noise complaints are made in each borough each hour\n", "\n", "## You don't need to write loops to do this!\n", "\n", "Also the solution is 5 lines of code" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Numpy makes Pandas fast\n", "\n", "* numpy: fast array computations\n", "* pandas is built on top of numpy" ] }, { "cell_type": "code", "collapsed": false, "input": [ "py_list = range(20000000)\n", "numpy_array = np.arange(20000000)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "%%timeit\n", "total = 0\n", "for x in py_list:\n", " x += total * total" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "1 loops, best of 3: 1.22 s per loop\n" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "%%timeit\n", "np.sum(numpy_array * numpy_array)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "10 loops, best of 3: 83.4 ms per loop\n" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# How do I install it?\n", "\n", "## Don't: Use the Ubuntu packages\n", "\n", "\n", "sudo apt-get install ipython-notebook
\n", "
\n", "\n", "## Do: Use pip or [Anaconda](https://store.continuum.io/)\n", "\n", "\n", "pip install ipython tornado pyzmq
\n", "pip install numpy pandas matplotlib\n", "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# How to run IPython Notebook\n", "\n", "\n", "
\n",
      "$ ipython notebook\n",
      "
\n", "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Practical examples!!!" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Sensors on bike paths measure the number of cyclists" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Part 1: Import the 2012 bike path data from a CSV" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import pandas as pd\n", "import numpy as np" ], "language": "python", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "import matplotlib\n", "# display graphs inline\n", "%matplotlib inline \n", "\n", "# Make graphs prettier\n", "pd.set_option('display.max_columns', 15)\n", "pd.set_option('display.line_width', 400)\n", "pd.set_option('display.mpl_style', 'default')\n", "\n", "# Make the fonts bigger\n", "matplotlib.rc('figure', figsize=(14, 7))\n", "matplotlib.rc('font', family='normal', weight='bold', size=22)" ], "language": "python", "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "bike_data = pd.read_csv(\"./2012.csv\")\n", "bike_data[:5]" ], "language": "python", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "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", "
Date;Berri 1;Br\ufffdbeuf (donn\ufffdes non disponibles);C\ufffdte-Sainte-Catherine;Maisonneuve 1;Maisonneuve 2;du Parc;Pierre-Dupuy;Rachel1;St-Urbain (donn\ufffdes non disponibles)
0 01/01/2012;35;;0;38;51;26;10;16;
1 02/01/2012;83;;1;68;153;53;6;43;
2 03/01/2012;135;;2;104;248;89;3;58;
3 04/01/2012;144;;1;116;318;111;8;61;
4 05/01/2012;197;;2;124;330;97;13;95;
\n", "

5 rows \u00d7 1 columns

\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 8, "text": [ " Date;Berri 1;Br\ufffdbeuf (donn\ufffdes non disponibles);C\ufffdte-Sainte-Catherine;Maisonneuve 1;Maisonneuve 2;du Parc;Pierre-Dupuy;Rachel1;St-Urbain (donn\ufffdes non disponibles)\n", "0 01/01/2012;35;;0;38;51;26;10;16; \n", "1 02/01/2012;83;;1;68;153;53;6;43; \n", "2 03/01/2012;135;;2;104;248;89;3;58; \n", "3 04/01/2012;144;;1;116;318;111;8;61; \n", "4 05/01/2012;197;;2;124;330;97;13;95; \n", "\n", "[5 rows x 1 columns]" ] } ], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## After" ] }, { "cell_type": "code", "collapsed": false, "input": [ "bike_data = pd.read_csv(\"./2012.csv\", encoding='latin1', sep=';', index_col='Date', parse_dates=True, dayfirst=True)" ], "language": "python", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "# Get rid of missing columns\n", "bike_data = bike_data.dropna(axis=1)\n", "# Only use 3 of the columns so it all fits on the screen" ], "language": "python", "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "bike_data = bike_data[['Berri 1', u'C\u00f4te-Sainte-Catherine', 'Maisonneuve 1']]\n", "bike_data[:5]" ], "language": "python", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "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", "
Berri 1C\u00f4te-Sainte-CatherineMaisonneuve 1
Date
2012-01-01 35 0 38
2012-01-02 83 1 68
2012-01-03 135 2 104
2012-01-04 144 1 116
2012-01-05 197 2 124
\n", "

5 rows \u00d7 3 columns

\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ " Berri 1 C\u00f4te-Sainte-Catherine Maisonneuve 1\n", "Date \n", "2012-01-01 35 0 38\n", "2012-01-02 83 1 68\n", "2012-01-03 135 2 104\n", "2012-01-04 144 1 116\n", "2012-01-05 197 2 124\n", "\n", "[5 rows x 3 columns]" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Part 2: take a look at the data\n", "\n", "We have a dataframe:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "bike_data[:3]" ], "language": "python", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "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", "
Berri 1C\u00f4te-Sainte-CatherineMaisonneuve 1
Date
2012-01-01 35 0 38
2012-01-02 83 1 68
2012-01-03 135 2 104
\n", "

3 rows \u00d7 3 columns

\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 12, "text": [ " Berri 1 C\u00f4te-Sainte-Catherine Maisonneuve 1\n", "Date \n", "2012-01-01 35 0 38\n", "2012-01-02 83 1 68\n", "2012-01-03 135 2 104\n", "\n", "[3 rows x 3 columns]" ] } ], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "bike_data.plot()" ], "language": "python", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 13, "text": [ "" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "/opt/anaconda/lib/python2.7/site-packages/matplotlib/font_manager.py:1224: UserWarning: findfont: Font family ['normal'] not found. Falling back to Bitstream Vera Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAA2kAAAHkCAYAAACkOWeJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "bike_data.median()" ], "language": "python", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 13, "text": [ "Berri 1 3128.0\n", "C\u00f4te-Sainte-Catherine 1269.0\n", "Maisonneuve 1 2019.5\n", "dtype: float64" ] } ], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "bike_data.median().plot(kind='bar')" ], "language": "python", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 14, "text": [ "" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "/opt/anaconda/lib/python2.7/site-packages/matplotlib/font_manager.py:1224: UserWarning: findfont: Font family ['normal'] not found. Falling back to Bitstream Vera Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAA1wAAAK1CAYAAADc2e86AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Slicing dataframes" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# column slice\n", "column_slice = bike_data[['Berri 1', 'Maisonneuve 1']]\n", "# row slice\n", "column_slice[:3]" ], "language": "python", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "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", "
Berri 1Maisonneuve 1
Date
2012-01-01 35 38
2012-01-02 83 68
2012-01-03 135 104
\n", "

3 rows \u00d7 2 columns

\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 15, "text": [ " Berri 1 Maisonneuve 1\n", "Date \n", "2012-01-01 35 38\n", "2012-01-02 83 68\n", "2012-01-03 135 104\n", "\n", "[3 rows x 2 columns]" ] } ], "prompt_number": 15 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Which days are the worst?" ] }, { "cell_type": "code", "collapsed": false, "input": [ "bike_data['Berri 1'] < 75" ], "language": "python", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 16, "text": [ "Date\n", "2012-01-01 True\n", "2012-01-02 False\n", "2012-01-03 False\n", "2012-01-04 False\n", "2012-01-05 False\n", "2012-01-06 False\n", "2012-01-07 False\n", "2012-01-08 False\n", "2012-01-09 False\n", "2012-01-10 False\n", "2012-01-11 False\n", "2012-01-12 False\n", "2012-01-13 False\n", "2012-01-14 True\n", "2012-01-15 True\n", "...\n", "2012-10-22 False\n", "2012-10-23 False\n", "2012-10-24 False\n", "2012-10-25 False\n", "2012-10-26 False\n", "2012-10-27 False\n", "2012-10-28 False\n", "2012-10-29 False\n", "2012-10-30 False\n", "2012-10-31 False\n", "2012-11-01 False\n", "2012-11-02 False\n", "2012-11-03 False\n", "2012-11-04 False\n", "2012-11-05 False\n", "Name: Berri 1, Length: 310" ] } ], "prompt_number": 16 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Which days are the worst?" ] }, { "cell_type": "code", "collapsed": false, "input": [ "bike_data[bike_data['Berri 1'] < 75]" ], "language": "python", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Berri 1C\u00f4te-Sainte-CatherineMaisonneuve 1
Date
2012-01-01 35 0 38
2012-01-14 32 0 54
2012-01-15 54 0 33
2012-01-21 53 0 47
2012-01-22 71 0 41
2012-02-05 72 0 46
2012-02-11 71 0 63
2012-02-25 62 0 48
\n", "

8 rows \u00d7 3 columns

\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 17, "text": [ " Berri 1 C\u00f4te-Sainte-Catherine Maisonneuve 1\n", "Date \n", "2012-01-01 35 0 38\n", "2012-01-14 32 0 54\n", "2012-01-15 54 0 33\n", "2012-01-21 53 0 47\n", "2012-01-22 71 0 41\n", "2012-02-05 72 0 46\n", "2012-02-11 71 0 63\n", "2012-02-25 62 0 48\n", "\n", "[8 rows x 3 columns]" ] } ], "prompt_number": 17 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Part 2: Do more people bike on weekdays or weekends?" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Step 1: add a 'weekday' column to our dataframe" ] }, { "cell_type": "code", "collapsed": false, "input": [ "bike_data['weekday'] = bike_data.index.weekday\n", "bike_data.head()" ], "language": "python", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "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", "
Berri 1C\u00f4te-Sainte-CatherineMaisonneuve 1weekday
Date
2012-01-01 35 0 38 6
2012-01-02 83 1 68 0
2012-01-03 135 2 104 1
2012-01-04 144 1 116 2
2012-01-05 197 2 124 3
\n", "

5 rows \u00d7 4 columns

\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 18, "text": [ " Berri 1 C\u00f4te-Sainte-Catherine Maisonneuve 1 weekday\n", "Date \n", "2012-01-01 35 0 38 6\n", "2012-01-02 83 1 68 0\n", "2012-01-03 135 2 104 1\n", "2012-01-04 144 1 116 2\n", "2012-01-05 197 2 124 3\n", "\n", "[5 rows x 4 columns]" ] } ], "prompt_number": 18 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Step 2: Use .groupby() and .aggregate() to get the counts" ] }, { "cell_type": "code", "collapsed": false, "input": [ "counts_by_day = bike_data.groupby('weekday').aggregate(np.sum)\n", "counts_by_day" ], "language": "python", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "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", " \n", " \n", " \n", " \n", " \n", "
Berri 1C\u00f4te-Sainte-CatherineMaisonneuve 1
weekday
0 134298 60329 90051
1 135305 58708 92035
2 152972 67344 104891
3 160131 69028 111895
4 141771 56446 98568
5 101578 34018 62067
6 99310 36466 55324
\n", "

7 rows \u00d7 3 columns

\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 19, "text": [ " Berri 1 C\u00f4te-Sainte-Catherine Maisonneuve 1\n", "weekday \n", "0 134298 60329 90051\n", "1 135305 58708 92035\n", "2 152972 67344 104891\n", "3 160131 69028 111895\n", "4 141771 56446 98568\n", "5 101578 34018 62067\n", "6 99310 36466 55324\n", "\n", "[7 rows x 3 columns]" ] } ], "prompt_number": 19 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Step 3: draw a graph!" ] }, { "cell_type": "code", "collapsed": false, "input": [ "counts_by_day.index = ['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday']\n", "counts_by_day['Berri 1'].plot(kind='bar')" ], "language": "python", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 20, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAA3kAAAIwCAYAAAA70KLFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3X9QVfed//EX1yuCXFAWI5go2vDDRlgar+m0mCwkhBgH\n0pjOzrSx5o8ymUzKdNuuTeKPuo1tsiYR3LaZNGbTrUvaTaNJk91lB9mM9RrCOpqqc0kMQ4hcjCJR\noYoKV0C4XL9/8OWUcy9cbwSUc30+ZjLhc875nHPufVfTF59zPp+oy5cvXxYAAAAAICLYrvcNAAAA\nAADGDyEPAAAAACIIIQ8AAAAAIgghDwAAAAAiCCEPAAAAACIIIQ8AAAAAIog91M62tja53W41NzfL\n4/Ho1KlTpv0vv/yyZs2aNWLfixcv6k9/+pPq6ur0+eef6+LFi4qKilJ8fLzmzZunr371qyooKNDU\nqVNH7N/Z2amdO3fK7Xarvb1dPp9PSUlJysrKUnFxsebOnTvqfft8PrlcLu3fv18nTpxQT0+PEhIS\nlJGRoYKCAi1evDjkl+J2u7Vnzx41NTWpq6tLsbGxSk1NVW5urgoLC2WzjZ6NT5w4oerqatXX16uj\no0N2u13JyclasmSJiouL5XA4Ql4bAAAAAMYiKtQ6eX/84x/19ttvj9p5tJB38uRJ/fznP9f58+dD\nXnzu3Ln62c9+pvj4eNP2xsZGlZWV6eLFiyP2s9lsKikp0bJly4L2nT9/Xps2bVJLS8uo183Ly1Np\naWlQWBsYGNDWrVu1d+/eUfsuWLBAGzZsUEJCQtC+d999V6+99ppG+0odDofWrVunjIyMUc8PAAAA\nAGMR9uOa0dHRio6ODuvYiooKU8CLjo5WTk6OsrKyTMGqtbVVb775pqnvmTNn9Pzzz5sCXnp6unJy\ncmS3Dw48+v1+bdu2TW6329TX7/dr8+bNpoCXkpIip9NpGkGrra3V9u3bg+779ddfNwW8+Ph4OZ1O\npaSkGNuOHTumsrKyoCB36NAhVVRUGNvtdrtycnKUnp5uHOP1evXcc8/p3LlzI31tAAAAADBmIR/X\nXLhwoR5//HGlpaVp3rx5euaZZ/TJJ59c8aSNjY3GzzabTZs3b9bNN98sSfr444/1z//8zyMeK0k7\nduxQb2+v0V61apUefPBBSdKRI0f09NNPG0GqoqJCTqfTOLampkZHjx412k6nU2vWrFFUVJS6urq0\ndu1anT17VpJUVVWl++67T7Nnz5YknTp1StXV1UbfpKQklZWVyeFwyO/3q7y83AiVTU1Nqq2tVX5+\nvqTBcFlRUWH6zBs3blRmZqYkqbKyUm+88YYkqbu7Wzt27FBpaekVv0cAAAAA+KJCjuTl5OSooKBA\n8+fPD/keWqDY2Fjj5+nTpxsBT5JpZCvw2J6eHu3fv99ox8TEqKioyGhnZmYqKyvLaLe3t6u+vt5o\nv/fee6ZzP/TQQ4qKipI0OCp37733Gvv8fr9qamqM9vvvv2/qW1hYaIz+2Ww2rVixwrR/z549xs/1\n9fU6c+aM0c7KyjICniQVFRWZRkH37dtnCrIAAAAAMF4mZHbNpUuXGj97vV79z//8j3p6euT1evXW\nW2+Nemxzc7N8Pp/RTk1NNR7RHBIYEodGAvv7++XxeIztUVFRSktLC9l3+Khk4Ahl4LG33nqrqe3x\neDQwMGC6hyGB1506darmz59vtPv6+kwjjgAAAAAwXkI+rnm1vvOd76inp0fvv/++Ll++rD/84Q/6\nwx/+YDpm6tSpeuCBB7R8+XJj28mTJ03HJCYmBp17xowZpvZQn7a2Nvn9fmN7XFxcUECcOXPmiH3D\nuXZ0dLSmT5+u7u5uSYMzeLa3t2vOnDn6/PPPr3jfI1170aJFQccBAAAAwFhMyEhedHS0VqxYoSVL\nlox6TH5+vpYtW2Y8TikpaDbNadOmBfWLiYkxtYf6DIWv0Y4b6XzDr3c9rw0AAAAA42VCRvIOHTqk\nX/3qV+rv75c0GHrS09Pl9/t15MgR+Xw+7d69Wx988IHWr18f9GhkKCFWfLiq476Ia3Vtl8s1pv4A\nAAAAIt/wOUeGG/eQ19PTo1deecUIeDNmzNALL7ygv/mbv5EktbS0aMOGDerr65PX69Urr7yiLVu2\nKCoqSnFxcaZzXbp0Kej8gduG+kyfPv2q+w793NnZeV2uPZLhs4be6Pbu3au77rrret8GwkCtrIV6\nWQv1shbqZR3Uylqo118FLic33Lg/rtnU1CSv12u0c3NzjYAnDU6mkp2dbbRbW1vV3t4uSaZZOCUZ\nyx0MF7jG3FCf5ORkTZkyxdju9XqNoDmko6NjxL7hXPvSpUumxzLtdrux/MItt9wS8jpXujYAAAAA\njJdxD3ldXV1X3Sc9PV1Tp041tre0tAQFteEzaErSbbfdJmlwIpfAxz4Djw1sD5/4JHASlMBjm5ub\nTe2MjAwjVA7dw2h9+/r6TAu0R0dHB83AidHx2xrroFbWQr2shXpZC/WyDmplLdQrPGMKeSO9e5ac\nnGxqf/DBB6ZRrJaWFn388cdGOyoqyhgRi4mJUW5urrGvr69PO3fuNNqNjY1qaGgwXWv4unn33HOP\n6dqVlZXGjJudnZ2md91sNpuxmLk0OBHM8ElgXC6X8fjmwMCAKisrTecuKCgwfs7OztasWbOMdkND\ng2lZhaqqKlNYXbp06YgTuwAAAADAWEVdDjFLiNvt1jvvvGO0W1tbTYt4L1iwwFimIDExUU8++aQu\nX76sJ554wrSswLRp05SRkSG/369PP/3UWF9Okm6//XatX7/eaJ89e1ZPPPGEenp6jG3p6emKjY1V\nQ0ODqe+6deu0ePFio+33+7VhwwbTGnQpKSmaM2dO0GOkDz74oFatWmX6vL///e9NodLhcCgjI0Mn\nT55UW1ubsT0zM1PPPvusqe+hQ4dUXl5utO12uxYtWqTu7m7TyF5cXJx+8YtfBC2pMJzL5eKdvGF4\n9to6qJW1UC9roV7WQr2sg1pZC/X6K7fbPerEKyFH8jo7O+XxeIx/hgc8STp27Jix77PPPpM0ODL3\nj//4j6a14i5duqT6+vqgkDZ37lx973vfM50zKSlJ69evN01M4vF49PHHHxt9bTabHn30UVPAG9q+\ndu1apaamGttOnz6turo6U8DLy8vTypUrgz7vI488YvofjdfrVV1dnSngLViwQE899VRQ3zvuuEMl\nJSWy2Qa/Up/Pp8OHD5sCnsPh0Pr160MGPAAAAAAYi5AjeTU1NXrllVfCOtFNN92kX//610a7p6dH\nu3fvltvt1ueff26sCxcfH6/U1FR99atf1T333BO0YPmQrq4uVVVVye12q729XX6/X4mJicrOzlZR\nUZHmzp076r0MDAxo9+7d2rdvnzH66HA4lJmZqYKCgqBwGMjtdsvlcsnj8cjr9SomJkapqanKzc1V\nYWGhEeRGcuLECVVXV6u+vl7nz5+XzWZTcnKylixZouLiYjkcjpDXlhjJAwAAABBaqJG8kCEP1wch\nDwAAAEAoV/24JjAZ7N2793rfAsJErayFelkL9bIW6mUd1MpaqFd4CHkAAAAAEEF4XHMS4nFNAAAA\nAKHwuCYAAAAA3CAIeZj0ePbaOqiVtVAva6Fe1kK9rINaWQv1Cg8hDwAAAAAiCO/kTUK8kwcAAAAg\nFN7JAwAAAIAbBCEPkx7PXlsHtbIW6mUt1MtaqJd1UCtroV7hIeQBAAAAQAThnbxJiHfyAAAAAITC\nO3kAAAAAcIMg5GHS49lr66BW1kK9rIV6WQv1sg5qZS3UKzyEPAAAAACIILyTNwnxTh4AAACAUHgn\nDwAAAABuEIQ8THo8e20d1MpaqJe1UC9roV7WQa2shXqFh5AHAAAAABGEd/ImId7JAwAAABAK7+QB\nAAAAwA2CkIdJj2evrYNaWQv1shbqZS3UyzqolbVQr/AQ8gAAAAAggvBO3iTEO3kAAAAAQuGdPAAA\nAAC4QRDyMOnx7LV1UCtroV7WQr2shXpZB7WyFuoVHkIeAAAAAEQQ3smbhHgnDwAAAEAood7Js4fq\n2NbWJrfbrebmZnk8Hp06dcq0/+WXX9asWbNCXvyzzz7T7t271dDQoI6ODvl8PiUkJGj27Nn68pe/\nrPvuu2/Ec3R2dmrnzp1yu91qb2+Xz+dTUlKSsrKyVFxcrLlz5456TZ/PJ5fLpf379+vEiRPq6elR\nQkKCMjIyVFBQoMWLF4e8Z7fbrT179qipqUldXV2KjY1VamqqcnNzVVhYKJtt9AHQEydOqLq6WvX1\n9ero6JDdbldycrKWLFmi4uJiORyOkNcGAAAAgLEIOZL3xz/+UW+//faonUOFPL/fr9///vf63//9\n35A3sHr1an396183bWtsbFRZWZkuXrw4Yh+bzaaSkhItW7YsaN/58+e1adMmtbS0jHrNvLw8lZaW\nBoW1gYEBbd26NeSzvgsWLNCGDRuUkJAQtO/dd9/Va6+9ptG+UofDoXXr1ikjI2PU80uM5AXau3ev\n7rrrrut9GwgDtbIW6mUt1MtaqJd1UCtroV5/NS6za0ZHRys6Ojrsi27bts0U8Gw2m+bOnSun06nM\nzEzFx8dLkqKiokz9zpw5o+eff94U8NLT05WTkyO7fXDg0e/3a9u2bXK73aa+fr9fmzdvNgW8lJQU\nOZ1O0whabW2ttm/fHnTPr7/+uingxcfHy+l0KiUlxdh27NgxlZWVBQW5Q4cOqaKiwthut9uVk5Oj\n9PR04xiv16vnnntO586dG+1rAwAAAIAxCfm45sKFC/X4448rLS1N8+bN0zPPPKNPPvnkiif98MMP\ntXv3bqO9YMECff/731dqaqqx7fLly/r00081c+ZMU98dO3aot7fXaK9atUoPPvigJOnIkSN6+umn\njSBVUVFhGvGqqanR0aNHjbbT6dSaNWsUFRWlrq4urV27VmfPnpUkVVVV6b777tPs2bMlSadOnVJ1\ndbXRNykpSWVlZXI4HPL7/SovLzdCZVNTk2pra5Wfny9pMFxWVFQYfW02mzZu3KjMzExJUmVlpd54\n4w1JUnd3t3bs2KHS0tIrfo8YxG9rrINaWQv1shbqZS3UyzqolbVQr/CEHMnLyclRQUGB5s+fH/I9\ntECVlZXGz9HR0XriiSdMAU8aHMH78pe/bBol6+np0f79+412TEyMioqKjHZmZqaysrKMdnt7u+rr\n6432e++9Z7rGQw89ZIwUxsfHm4Yz/X6/ampqjPb7779v6ltYWGiM/tlsNq1YscK0f8+ePcbP9fX1\nOnPmjNHOysoyAp4kFRUVmUZB9+3bZwqyAAAAADBexn0JhZ6eHtNo35e//GX19fXpj3/8o1566SVt\n3bpVlZWVOn36dFDf5uZm+Xw+o52ammo8ojlk+OOP0uD7e5LU398vj8djbI+KilJaWlrIvsPvM3CE\nMvDYW2+91dT2eDwaGBgw3cOQwOtOnTpV8+fPN9p9fX2mEUeExnoo1kGtrIV6WQv1shbqZR3Uylqo\nV3hCPq55NT777DPT+2otLS164okngo7bvn27VqxYoZUrVxrbTp48aTomMTExqN+MGTNM7aE+bW1t\n8vv9xva4uLiggBj4aOjw613p2tHR0Zo+fbq6u7slDc7g2d7erjlz5ujzzz+/4n2PdO1FixYFHQcA\nAAAAYzHuIa+zs9PUPn/+/IjHXb58Wf/93/+t6Oho/f3f/70kBc2mOW3atKB+MTExpvZQn6HwNdpx\nI51v+PXCvfbw64zXtUcyfOagod9Y3Khtvg/rtO+6665JdT+0qVe47bScr6r9Yp8uXLgg6a+/UJxM\n7fi0r6i2sXXS3E9ge3ZctJoPHxzx+70R2/z5ok2b9kS3p0+frtF8ocXQf/azn5keaxxpCYW9e/fq\npZdeMm3LysrS9773PTkcDrlcLr3++uvGvqlTp+o3v/mNpk+frv/6r//Sjh07jH15eXn6/ve/bzqX\ny+XSb37zG6N9++23a/369Tpy5Ih++tOfGtuTkpK0detWU9/Tp0/rRz/6kenaQ/fyne98x3j8UpJe\neuklY1KWId/73vdMM2Nu2rRJ6enp2rRpkw4fPmw67p577jH1femll4ziDF0v8D2/4Z+RJRQA4Nr5\n6FSXntrpud63YWnlxen6ypz4630bAHDDGJclFMIVGxsbtO273/2uZs+erenTp+sb3/iGFixYYOzr\n7+833mmLi4sz9bt06VLQuQK3DfUJTLJfpO/1vjZCGx6OMblRK2uhXsDE4c+XdVAra6Fe4Rn3kDd8\ntswhN998s6k9Z84cU9vr9Y543NByB8MFrjE31Cc5OVlTpkwxnbO/v990bEdHx6j3daVrX7p0yfRY\npt1uN0b6brnllpDXudK1AQAAAGC8jHvIu/nmm00Lj0t/DXGjtYee7U9LS9PUqVON7S0tLUFBbfgM\nmpJ02223SRp89DJwRszAYwPbwyc+CZwEJfDY5uZmUzsjI8MIlUP3MFrfvr4+0wLt0dHRQTNwYnRD\nzx5j8qNW1kK9gInDny/roFbWQr3CM6aQN9LrfFFRUbr77rtN23bt2mX83NraqoaGBqMdHR2thQsX\nShp81DM3N9fY19fXp507dxrtxsZGU9/k5GTTunmB78FVVlYaM252dnbK5XIZ+2w2m7GYuSTl5+cb\na+pJg+/FDU0iMzAwYFr7T5IKCgqMn7Ozs03vJjY0NJiWVaiqqjKF1aVLl444sQsAAAAAjJU91E63\n26133nnHaLe2tpr2b9myxVimIDExUU8++aQk6Zvf/Kb+7//+z5h165133pHb7ZbD4dCnn35qmuDk\nG9/4hmk2yocfflgHDx5UT0+PpMGlFg4ePKjY2FhTwJOkkpISUzs/P1+7du0y1qCrq6vT6tWrNWfO\nHDU1NZlGEB944AHTxCopKSkqKioyQmVHR4dWr16tjIwMnTx5Um1tbcaxmZmZysvLM9pRUVEqKSlR\neXm5pMHw++yzz2rRokXq7u42jezFxcWZlo3Ale3du5ff2lgEtbIW6gVMHP58WQe1shbqFZ6QI3md\nnZ3yeDzGP729vab9x44dM/Z99tlnxnaHw6Gf/OQnpjXtPvvsM3388cfq6+szthUUFOhb3/qW6ZxJ\nSUlav369aWISj8ejjz/+2AiHNptNjz76qBYvXmz+MDab1q5dq9TUVGPb6dOnVVdXZwp4eXl5Iwat\nRx55xPQ/Gq/Xq7q6OlPAW7BggZ566qmgvnfccYdKSkpksw1+pT6fT4cPHzYFPIfDofXr1wetmQcA\nAAAA4yXkEgo1NTV65ZVXwjrRTTfdpF//+tembd3d3dq5c6cOHTqktrY29ff3a8aMGcrMzNS9996r\nv/3bvx31fF1dXaqqqpLb7VZ7e7v8fr8SExOVnZ2toqIizZ07d9S+AwMD2r17t/bt26fW1lb19vbK\n4XAoMzNTBQUFQeEwkNvtlsvlksfjkdfrVUxMjFJTU5Wbm6vCwkIjyI3kxIkTqq6uVn19vc6fPy+b\nzabk5GQtWbJExcXFQe8rjoQlFADg2mIJhbFjCQUAuLZCLaHwhdbJw7VByAOAa4uQN3aEPAC4tq7p\nOnnAeGM9FOugVtZCvYCJw58v66BW1kK9wkPIAwAAAIAIQsjDpMcMStZBrayFegEThz9f1kGtrIV6\nhYeQBwAAAAARhJCHSY9nr62DWlkL9QImDn++rINaWQv1Cg8hDwAAAAAiiP163wBwJTx7bR3UyuxU\n5yW1X+y73rcxqvi0r+ijU13X+zZGNTsuWnMSpl3v2wCuCn8fWge1shbqFR5CHgBMkPaLfay9Ngbl\nxemEPAAArgKPa2LS49lr66BWADCIvw+tg1pZC/UKDyEPAAAAACIIIQ+THs9eWwe1AoBB/H1oHdTK\nWqhXeAh5AAAAABBBCHmY9Hj22jqoFQAM4u9D66BW1kK9wkPIAwAAAIAIQsjDpMez19ZBrQBgEH8f\nWge1shbqFR5CHgAAAABEEEIeJj2evbYOagUAg/j70DqolbVQr/AQ8gAAAAAgghDyMOnx7LV1UCsA\nGMTfh9ZBrayFeoWHkAcAAAAAEYSQh0mPZ6+tg1oBwCD+PrQOamUt1Cs8hDwAAAAAiCCEPEx6PHtt\nHdQKAAbx96F1UCtroV7hIeQBAAAAQAQh5GHS49lr66BWADCIvw+tg1pZC/UKDyEPAAAAACKIPdTO\ntrY2ud1uNTc3y+Px6NSpU6b9L7/8smbNmhXWhV588UXt27fPtG3jxo1atGjRiMd3dnZq586dcrvd\nam9vl8/nU1JSkrKyslRcXKy5c+eOei2fzyeXy6X9+/frxIkT6unpUUJCgjIyMlRQUKDFixeHvFe3\n2609e/aoqalJXV1dio2NVWpqqnJzc1VYWCibbfRsfOLECVVXV6u+vl4dHR2y2+1KTk7WkiVLVFxc\nLIfDEfLaCMaz19ZBrQBgEH8fWge1shbqFZ6QIa+2tlZvv/32mC/ywQcfBAW8UBobG1VWVqaLFy+a\ntre1tamtrU01NTUqKSnRsmXLgvqeP39emzZtUktLi2n7uXPndODAAR04cEB5eXkqLS0NCmsDAwPa\nunVr0DCw1+tVQ0ODGhoa5HK5tGHDBiUkJARd+91339Vrr72my5cvG9t8Pp+OHz+u48ePa9euXVq3\nbp0yMjLC/i4AAAAA4IsI+3HN6OhoRUdHf+ELdHZ26re//W3Yx585c0bPP/+8KeClp6crJydHdvtg\nJvX7/dq2bZvcbrepr9/v1+bNm00BLyUlRU6n0zSCVltbq+3btwdd+/XXXzcFvPj4eDmdTqWkpBjb\njh07prKyMlOQk6RDhw6poqLC2G6325WTk6P09HTjGK/Xq+eee07nzp0L+/sAz15bCbUCgEH8fWgd\n1MpaqFd4Qo7kLVy4UI8//rjS0tI0b948PfPMM/rkk0++0AX+7d/+TV1dXZKkm266SX/5y19CHr9j\nxw719vYa7VWrVunBBx+UJB05ckRPP/20EaQqKirkdDqNY2tqanT06FGj7XQ6tWbNGkVFRamrq0tr\n167V2bNnJUlVVVW67777NHv2bEnSqVOnVF1dbfRNSkpSWVmZHA6H/H6/ysvLjVDZ1NSk2tpa5efn\nSxoMlxUVFUZfm82mjRs3KjMzU5JUWVmpN954Q5LU3d2tHTt2qLS0NOzvEAAAAADCFTLk5eTkjOnk\ne/fu1YEDByRJ99xzj/x+v95///1Rj+/p6dH+/fuNdkxMjIqKiox2ZmamsrKyVF9fL0lqb29XfX29\nsrOzJUnvvfee6XwPPfSQoqKiJA2Oyt1777166623JA0Gs5qaGn3rW9+SpKD7KiwsNEb/bDabVqxY\nYRo53LNnjxHy6uvrdebMGWNfVlaWEfAkqaioSG+//bb6+vokSfv27VNJSYliYmJG/S7wVzx7bR3U\nCsC1cKrzktov9l3v2wgpPu0r+uhU1/W+jVHNjovWnIRp1/s2JgX+22Ut1Cs8IUPeWJw7d07//u//\nLkmaNWuWvvvd72rbtm0h+zQ3N8vn8xnt1NRU4xHNIenp6UbIkwbf38vOzlZ/f788Ho+xPSoqSmlp\naUF9hxs+Khk4Qhl47K233mpqezweDQwMaMqUKWpsbDTtC7zu1KlTNX/+fDU1NUmS+vr6dPTo0VEn\nnQEAAKNrv9inp3Z6rnwgRlVenE7IAyLYhC2h8Oqrr+rixYuKiopSaWlpWKNWJ0+eNLUTExODjpkx\nY8aIfdra2uT3+43tcXFxQQFx5syZo17vSteOjo7W9OnTjbbP51N7e7sk6fPPP7/ifYe6NkLj2Wvr\noFYAAKvhv13WQr3CMyEh77333lNdXZ0k6f777zcep7ySwNk0p00L/g1TYFgc6tPd3R3yuJHON/x6\n1/PaAAAAADBexv1xzTNnzuh3v/udpMGZLVetWjWu5w+c1XKsx03Wa+/du9d45njoNxY3apvvwzrt\nu+66a1Ldz2RoY2yuVb3i074ygZ/ixkG9rOV6//1ImzbtsbWHP2UYKOryF0gkP/vZz0zvro20GPrQ\nouc2m00///nPTROQvPzyy6qtrTXagYuh79q1y/Te3te+9jX9+Mc/Np2/urraCJGSdOedd+qHP/yh\nWltb9cQTTxjbHQ5H0DuAx48f15o1a4z2zJkz9eqrr0qSHnvsMXV2dhr7tmzZonnz5pn6l5SUmEbt\nfvWrX2nOnDn65S9/qQ8++MB03PLly019t2zZooMHDxrtxx57TIWFhRqJy+UyzRoKwJo+OtXFe0Nj\nUF6crq/Mib8m16JWY0e9rOVa1gvAxHC73br33ntH3Gcf74sNrQF3+fJlbd682bRv+NIIklRWVqYp\nU6Zo2bJl+va3v62bb77ZtH9ouYORzj9kqE9ycrKmTJmigYEBSYNr0vX392vq1KnGsR0dHSP2Hfp5\neMg7e/asKeRdunTJFPDsdrux/MItt9xiOm/gda50bYQ2fBQPkxu1AgBYDf/tshbqFZ4Jm3jl8uXL\n8nq9pn+Gz5wpDS6Z4PV6jfCXlpZmCmUtLS3q7+839Rk+g6Yk3XbbbZIGZ7AMnBEz8NjA9vBRxMCZ\nLgOPbW5uNrUzMjI0ZcoU0z2M1revr8+0QHt0dHTQDJwAAAAAMB7GFPJGetJzaF26qxEbG6vc3Fyj\n3dfXp507dxrtxsZGNTQ0GO3k5GRlZWUZ7Xvuucd0vsrKSmPGzc7OTrlcLmOfzWYz1rmTpPz8fNO9\nu1wuY2RvYGBAlZWVpnMXFBQYP2dnZ5seW21oaDAtq1BVVWUKq0uXLh1xYheMjN/WWAe1AgBYDf/t\nshbqFZ6Qj2u63W698847Rru1tdW0f8uWLcYyBYmJiXryySe1cePGUc+3detW06Ljge/kSdLDDz+s\ngwcPqqenR5K0fft2HTx4ULGxsaaAJw2++zZcfn6+du3apaNHj0qS6urqtHr1as2ZM0dNTU3yer3G\nsQ888IDxuKU0OElMUVGRESo7Ojq0evVqZWRk6OTJk2prazOOzczMVF5entGOiopSSUmJysvLJQ2G\n32effVaLFi1Sd3e3aWQvLi5OK1euHPU7AgAAAICxCDmS19nZKY/HY/wT+E7dsWPHjH2fffbZFS8W\nzhwvSUlz5qFQAAAgAElEQVRJWr9+veLi4oxtHo9HH3/8sfG+nc1m06OPPqrFixebP4zNprVr1yo1\nNdXYdvr0adXV1ZkCXl5e3ohB65FHHjH9dsDr9aqurs4U8BYsWKCnnnoqqO8dd9yhkpIS2WyDX6nP\n59Phw4dNAc/hcGj9+vVBa+YhtKHZhDD5USsAgNXw3y5roV7hGbeJV8J5TDPcRzkXLlyoF198UVVV\nVXK73Wpvb5ff71diYqKys7NVVFSkuXPnjth35syZeuGFF7R7927t27dPra2t6u3tlcPhUGZmpgoK\nCoLC4RCbzaYf/OAHuvPOO+VyueTxeOT1ehUTE6PU1FTl5uaqsLDQCHKBli9frqysLFVXV6u+vl7n\nz5+XzWZTcnKylixZouLiYjkcjrC+AwAAAAC4Gl9oCQVcGyyhAEQGpnkfG6bktxbqZS0soQBYX6gl\nFCZsdk0AAAAAwLU37uvkAeON9VD+6lTnJbVf7LvetzGqCxcuaMaMGdf7NkKaHRetOQnMbgsAGMT/\nz7AW6hUeQh5gIe0X+yzwiNJfrvcNhFRenE7IAwAAEY2Qd4Ob7CNDkhSf9hV9dKrret/GqBgZAgDA\nuhgVshbqFR5C3g3OGiNDkxsjQwAAAJhMmHgFAAAANyzWXbMW6hUeQh4AAAAARBBCHgAAAG5YvONl\nLdQrPIQ8AAAAAIgghDwAAADcsHjHy1qoV3gIeQAAAAAQQQh5AAAAuGHxjpe1UK/wEPIAAAAAIIIQ\n8gAAAHDD4h0va6Fe4SHkAQAAAEAEIeQBAADghsU7XtZCvcJDyAMAAACACELIAwAAwA2Ld7yshXqF\nh5AHAAAAABGEkAcAAIAbFu94WQv1Cg8hDwAAAAAiCCEPAAAANyze8bIW6hUeQh4AAAAARBBCHgAA\nAG5YvONlLdQrPIQ8AAAAAIgghDwAAADcsHjHy1qoV3jsoXa2tbXJ7XarublZHo9Hp06dMu1/+eWX\nNWvWrKB+Ho9HDQ0N+vTTT3X69GlduHBBFy9eVGxsrG6++WY5nU7df//9iouLG/XanZ2d2rlzp9xu\nt9rb2+Xz+ZSUlKSsrCwVFxdr7ty5o/b1+XxyuVzav3+/Tpw4oZ6eHiUkJCgjI0MFBQVavHhxyC/F\n7XZrz549ampqUldXl2JjY5Wamqrc3FwVFhbKZhs9G584cULV1dWqr69XR0eH7Ha7kpOTtWTJEhUX\nF8vhcIS8NgAAAACMRciQV1tbq7fffvsLn/TnP/+5+vr6grZfvHhRTU1Nampq0rvvvquf/OQnWrBg\nQdBxjY2NKisr08WLF03b29ra1NbWppqaGpWUlGjZsmVBfc+fP69NmzappaXFtP3cuXM6cOCADhw4\noLy8PJWWlgaFtYGBAW3dujXoNwRer1cNDQ1qaGiQy+XShg0blJCQEHTtd999V6+99pouX75sbPP5\nfDp+/LiOHz+uXbt2ad26dcrIyAj+0gAAAHDN8Y6XtVCv8IT9uGZ0dLSio6O/0MmjoqKUmpoqp9Op\nefPmmfZduHBB5eXlQWHwzJkzev75500BLz09XTk5ObLbBzOp3+/Xtm3b5Ha7TX39fr82b95sCngp\nKSlyOp2mEbTa2lpt37496H5ff/11U8CLj4+X0+lUSkqKse3YsWMqKyszBTlJOnTokCoqKoztdrtd\nOTk5Sk9PN47xer167rnndO7cuVG+MQAAAAAYm5AjeQsXLtTjjz+utLQ0zZs3T88884w++eSTK540\nJiZGy5cv1/Lly5WUlGRsf//997V161ajfebMGX300Uf66le/amzbsWOHent7jfaqVav04IMPSpKO\nHDmip59+2ghSFRUVcjqdxrE1NTU6evSo0XY6nVqzZo2ioqLU1dWltWvX6uzZs5Kkqqoq3XfffZo9\ne7Yk6dSpU6qurjb6JiUlqaysTA6HQ36/X+Xl5UaobGpqUm1trfLz8yUNhsuKigqjr81m08aNG5WZ\nmSlJqqys1BtvvCFJ6u7u1o4dO1RaWnrF7xEAAAATa+/evYwOWQj1Ck/IkbycnBwVFBRo/vz5Id9D\nC1ReXq5Vq1aZAp4k5efna+HChaZtw9/z6+np0f79+412TEyMioqKjHZmZqaysrKMdnt7u+rr6432\ne++9Zzr3Qw89pKioKEmDo3L33nuvsc/v96umpsZov//++6a+hYWFxuifzWbTihUrTPv37Nlj/Fxf\nX68zZ84Y7aysLCPgSVJRUZFpFHTfvn2mIAsAAAAA42VCZtecOXNm2PumT59u/Nzc3Cyfz2e0U1NT\njUc0hwx//FEafH9Pkvr7++XxeIztUVFRSktLC9l3+Khk4Ahl4LG33nqrqe3xeDQwMGC6hyGB1506\ndarmz59vtPv6+kwjjgAAALg+GBWyFuoVnmu6hMKlS5fU0NBg2rZo0SLj55MnT5r2JSYmBp1jxowZ\npvZQn7a2Nvn9fmN7XFxcUEAMDJjDr3ela0dHR5sCqc/nU3t7uyTp888/v+J9h7o2AAAAAIyXaxby\nLl++rN/+9rfq6uoyti1dulQ333yz0Q6cTXPatGlB54mJiTG1h/p0d3eHPG6k8w2/3vW8NgAAAK4P\n1l2zFuoVnpATr4yXgYEBvfrqq6qtrTW2felLX9Ljjz/+hc8VOKvlWI+brNce/lLp0P+YJ6qNsblw\n4YL2Nn9EvSyCelnLRNdnqB2f9pUJ/BQ3DuplLdeqXpO9zfdhrfaQyXI/17M9/CnDQFGXv0Ai+dnP\nfmZ6d220xdCHu3Tpkn7xi1/oww8/NLalpaVpw4YNQYuh79q1S9u2bTPaX/va1/TjH//YdEx1dbV+\n97vfGe0777xTP/zhD9Xa2qonnnjC2O5wOEznkqTjx49rzZo1RnvmzJl69dVXJUmPPfaYOjs7jX1b\ntmwJWvahpKTENGr3q1/9SnPmzNEvf/lLffDBB6bjli9fbuq7ZcsWHTx40Gg/9thjKiws1EhcLpdp\n1tCJ9NGpLj2103PlAzGq8uJ0fWVO/DW5FvUaO+plHdTKWqiXtVzLegGYGG632zSx5HAT+rhmZ2en\nnnnmGVPAu/3227Vx48aggCfJ9OimJGO5g+EC15gb6pOcnKwpU6YY271er/r7+03HdnR0jHq9K137\n0qVLpoBnt9uN5RduueWWkNe50rUBAAAAYLxMWMj7y1/+oqeffto04+Xdd9+ttWvXjvi+mzQ4o+XU\nqVONdktLS1BQG34+SbrtttskDc5gGTgjZuCxge3hk74M/3mkY5ubm03tjIwMI1QO3cNoffv6+kwL\ntEdHRwfNwAkAAIBrj3e8rIV6hWdMIW+0Jz2PHz+uf/qnfzKtgffNb35TpaWlIdfbi4mJUW5urtHu\n6+vTzp07jXZjY6Npds7k5GTTunn33HOP6XyVlZXGjJudnZ1yuVzGPpvNZixmLg2u4Te0pp40+Mjk\n0OObAwMDqqysNJ27oKDA+Dk7O9v02GpDQ4NpWYWqqipTWF26dOmoQRcAAAAAxiLkxCtut1vvvPOO\n0W5tbTXt37Jli7FMQWJiop588klJ0saNG9XT02Mc53A4dPLkSf3Lv/yLqX9UVJSysrJ0//33G9se\nfvhhHTx40Oi/fft2HTx4ULGxsUHLL5SUlJja+fn52rVrl7EGXV1dnVavXq05c+aoqalJXq/XOPaB\nBx4wHreUpJSUFBUVFRmhsqOjQ6tXr1ZGRoZOnjyptrY249jMzEzl5eWZPkdJSYnKy8slDYbfZ599\nVosWLVJ3d7dpZC8uLk4rV64UAAAArj8myrIW6hWekCGvs7Mz6NHD4Y4dO2b8PHwka3jAkwbfj/vz\nn/884jkClxtISkrS+vXrtXnzZmOZgcB7sNlsKikp0eLFi4O2r127Vps2bTIejzx9+rROnz5tOi4v\nL2/EoPXII48Mzrz3/4eBvV6v6urqTMcsWLBATz31VFDfO+64QyUlJfrd734nv98vn8+nw4cPm45x\nOBxat25dyMXiAQAAAGAsxm0JheGPOo6138KFC/Xiiy+qqqpKbrdb7e3t8vv9SkxMVHZ2toqKijR3\n7twRzzdz5ky98MIL2r17t/bt26fW1lb19vbK4XAoMzNTBQUFQeFwiM1m0w9+8APdeeedcrlc8ng8\n8nq9iomJUWpqqnJzc1VYWDjqI6fLly9XVlaWqqurVV9fr/Pnz8tmsyk5OVlLlixRcXGxHA7HVX1P\nAAAAGH/Dl63C5Ee9whMy5N199926++67v/BJ33zzzau9H0N8fLxWrlx5VY82TpkyRffff7/pMdAv\nwul0XvUSBvPmzbuq9f8AAAAAYDxM6BIKAAAAwGTGqJC1UK/wEPIAAAAAIIIQ8gAAAHDDYt01a6Fe\n4SHkAQAAAEAEIeQBAADghsU7XtZCvcJDyAMAAACACELIAwAAwA2Ld7yshXqFh5AHAAAAABGEkAcA\nAIAbFu94WQv1Cg8hDwAAAAAiCCEPAAAANyze8bIW6hUeQh4AAAAARBBCHgAAAG5YvONlLdQrPIQ8\nAAAAAIgghDwAAADcsHjHy1qoV3gIeQAAAAAQQQh5AAAAuGHxjpe1UK/wEPIAAAAAIIIQ8gAAAHDD\n4h0va6Fe4SHkAQAAAEAEIeQBAADghsU7XtZCvcJDyAMAAACACELIAwAAwA2Ld7yshXqFh5AHAAAA\nABGEkAcAAIAbFu94WQv1Cg8hDwAAAAAiCCEPAAAANyze8bIW6hUee6idbW1tcrvdam5ulsfj0alT\np0z7X375Zc2aNWvU/idOnFB1dbXq6+vV0dEhu92u5ORkLVmyRMXFxXI4HKP27ezs1M6dO+V2u9Xe\n3i6fz6ekpCRlZWWpuLhYc+fOHbWvz+eTy+XS/v37deLECfX09CghIUEZGRkqKCjQ4sWLQ31sud1u\n7dmzR01NTerq6lJsbKxSU1OVm5urwsJC2WyjZ+OxfGYAAAAAGKuQIa+2tlZvv/32VZ343Xff1Wuv\nvabLly8b23w+n44fP67jx49r165dWrdunTIyMoL6NjY2qqysTBcvXjRtb2trU1tbm2pqalRSUqJl\ny5YF9T1//rw2bdqklpYW0/Zz587pwIEDOnDggPLy8lRaWhoU1gYGBrR169ag3xB4vV41NDSooaFB\nLpdLGzZsUEJCwrh+ZgAAAFx7vONlLdQrPGE/rhkdHa3o6Oiwjj106JAqKiqMsGO325WTk6P09HTj\nGK/Xq+eee07nzp0z9T1z5oyef/55U8BLT09XTk6O7PbBTOr3+7Vt2za53W5TX7/fr82bN5sCXkpK\nipxOp2kErba2Vtu3bw+679dff90U8OLj4+V0OpWSkmJsO3bsmMrKykxBbqyfGQAAAADGS8iRvIUL\nF+rxxx9XWlqa5s2bp2eeeUaffPJJyBP6/X5VVFQYbZvNpo0bNyozM1OSVFlZqTfeeEOS1N3drR07\ndqi0tNQ4fseOHert7TXaq1at0oMPPihJOnLkiJ5++mkjSFVUVMjpdBrH1tTU6OjRo0bb6XRqzZo1\nioqKUldXl9auXauzZ89KkqqqqnTfffdp9uzZkqRTp06purra6JuUlKSysjI5HA75/X6Vl5cbobKp\nqUm1tbXKz88fl88MAACA62Pv3r2MDlkI9QpPyJCXk5PzhU9YX1+vM2fOGO2srCwj7EhSUVGR3n77\nbfX19UmS9u3bp5KSEsXExKinp0f79+83jo2JiVFRUZHRzszMVFZWlurr6yVJ7e3tqq+vV3Z2tiTp\nvffeM93LQw89pKioKEmDo3L33nuv3nrrLUmDwaympkbf+ta3JEnvv/++qW9hYaEx+mez2bRixQrT\nyOGePXuMkDeWzwwAABDJTnVeUvvFvut9G6Pyz1qgj051Xe/bCGl2XLTmJEy73rcBCwkZ8q5GY2Oj\nqZ2WlmZqT506VfPnz1dTU5Mkqa+vT0ePHtWiRYvU3Nwsn89nHJuammo8ojkkPT3dCHlD18vOzlZ/\nf788Ho+xPSoqKujawx+dlGQalQwcoQw89tZbbzW1PR6PBgYGNGXKlDF9ZgAAgEjWfrFPT+30XPnA\n6+ov1/sGQiovTifk/X+M4oVn3JdQ+Pzzz03txMTEoGNmzpxpap88edL071B9Z8yYMWLftrY2+f1+\nY3tcXFxQQBztuuFcOzo6WtOnTzfaPp9P7e3tksb2mQEAAABgPI17yOvu7ja1R3okcdo0828ihiZZ\nCZxNM/C4kc431Gcs173e1x7J8Alg9u7dO6FtjM2FCxeol4VQL2uZ6PpQr/FFvayFelnLta7XZG0P\nbZss93M926GM++OagQJnobxW5xvv617raw8fig4clh7vNsZmxowZ+sqXqZdVUC9rmej6DLUn+/s4\nVkG9rIV6Wcu1qtdkbw+Fm8lyP9ezHbjSwHDjHvKGP9IoSZcuXQo6JnBbXFyc6d9X03cs1x36ubOz\n87pcGwAAAJgMJvtEOfFpX5nUvziYLJPkjHvIu+WWW0ztjo6OoGMCt918882mfw8ZWu5guMA15ob6\nJCcna8qUKRoYGJA0uCZdf3+/pk6desXrDv08POSdPXtW8+bNM9qXLl0yPZZpt9uN5RfG8pkBAACA\nycIaE+VMXpNlkpxxfyfvtttuM7WHz3gpDc4sOXyx8ujoaGM2yvT0dFMoa2lpUX9/f8jzDV1v6tSp\nQTNiBh4b2B4+u2XgTJeBxzY3N5vaGRkZmjJliukeRusb6jMDAAAAwHgaU8gb6d2z7OxszZo1y2g3\nNDSYlhioqqoyBbelS5cak5LExMQoNzfX2NfX16edO3ca7cbGRjU0NBjt5ORkZWVlGe177rnHdC+V\nlZXGjJudnZ1yuVzGPpvNZqxzJ0n5+fnGmnqS5HK5jJG9gYEBVVZWms5dUFAwLp8ZAAAAAMZTyMc1\n3W633nnnHaPd2tpq2r9lyxZjmYLExEQ9+eSTioqKUklJicrLyyUNBsFnn31WixYtUnd3t2mUKy4u\nTitXrjSd8+GHH9bBgwfV09MjSdq+fbsOHjyo2NhYU8CTpJKSElM7Pz9fu3bt0tGjRyVJdXV1Wr16\ntebMmaOmpiZ5vV7j2AceeMB43FKSUlJSVFRUZITKjo4OrV69WhkZGTp58qTa2tqMYzMzM5WXl2e0\nx/qZAQAAAGC8hBzJ6+zslMfjMf7p7e017T927Jix77PPPjO233HHHSopKZHNNnh6n8+nw4cPm8KO\nw+HQ+vXrg9aPS0pK0vr1600Tk3g8Hn388cfG+3Y2m02PPvqoFi9ebP4wNpvWrl2r1NRUY9vp06dV\nV1dnCnh5eXkjBq1HHnnENHON1+tVXV2dKeAtWLBATz31VFDfsXxmAAAAABgv4zbxyvBHHSVp+fLl\nysrKUnV1terr63X+/HnZbDYlJydryZIlKi4ulsPhGPFcCxcu1Isvvqiqqiq53W61t7fL7/crMTFR\n2dnZKioq0ty5c0fsO3PmTL3wwgvavXu39u3bp9bWVvX29srhcCgzM1MFBQVB4XCIzWbTD37wA915\n551yuVzyeDzyer2KiYlRamqqcnNzVVhYaAS5QGP5zAAAAAAwHkKGvLvvvlt33333VZ983rx5evzx\nx6+qb3x8vFauXHlVjzZOmTJF999/v+6///6rurbT6ZTT6byqvmP5zAAAAAAwVuM+uyYAAAAA4Poh\n5AEAAABABCHkAQAAAEAEIeQBAAAAQAQh5AEAAABABCHkAQAAAEAEIeQBAAAAQAQh5AEAAABABCHk\nAQAAAEAEIeQBAAAAQAQh5AEAAABABCHkAQAAAEAEIeQBAAAAQAQh5AEAAABABCHkAQAAAEAEIeQB\nAAAAQAQh5AEAAABABCHkAQAAAEAEIeQBAAAAQAQh5AEAAABABCHkAQAAAEAEIeQBAAAAQAQh5AEA\nAABABCHkAQAAAEAEIeQBAAAAQAQh5AEAAABABLFP5MlPnTqlXbt2qaGhQW1tbert7ZXdbldiYqJu\nvfVW/d3f/Z3uuOOOEfueOHFC1dXVqq+vV0dHh+x2u5KTk7VkyRIVFxfL4XCMet3Ozk7t3LlTbrdb\n7e3t8vl8SkpKUlZWloqLizV37txR+/p8PrlcLu3fv18nTpxQT0+PEhISlJGRoYKCAi1evDjkZ3a7\n3dqzZ4+amprU1dWl2NhYpaamKjc3V4WFhbLZyNUAAAAAJs6Ehbw///nPevHFFzUwMGDa3t/fr/b2\ndrW3t+uDDz7Q0qVL9aMf/ch0zLvvvqvXXntNly9fNrb5fD4dP35cx48f165du7Ru3TplZGQEXbex\nsVFlZWW6ePGiaXtbW5va2tpUU1OjkpISLVu2LKjv+fPntWnTJrW0tJi2nzt3TgcOHNCBAweUl5en\n0tLSoLA2MDCgrVu3au/evabtXq9XDQ0NamhokMvl0oYNG5SQkBDimwMAAACAqzchw0p9fX3613/9\nV1PAmzlzppxOp770pS+Zjt23b5/27dtntA8dOqSKigoj4NntduXk5Cg9Pd04xuv16rnnntO5c+dM\n5zpz5oyef/55U8BLT09XTk6O7PbBPOv3+7Vt2za53W5TX7/fr82bN5sCXkpKipxOp2nUsLa2Vtu3\nbw/6zK+//rop4MXHx8vpdColJcXYduzYMZWVlZnCKwAAAACMpwkZyWtpaVF3d7fRTklJUXl5uaKj\noyVJb775pv7zP//T2N/Y2KilS5fK7/eroqLC2G6z2bRx40ZlZmZKkiorK/XGG29Ikrq7u7Vjxw6V\nlpYax+/YsUO9vb1Ge9WqVXrwwQclSUeOHNHTTz9tBKyKigo5nU7j2JqaGh09etRoO51OrVmzRlFR\nUerq6tLatWt19uxZSVJVVZXuu+8+zZ49W9LgY6nV1dVG36SkJJWVlcnhcMjv96u8vNwIlU1NTaqt\nrVV+fv4X/2IBAAAA4AomZCRv+vTppvb8+fONgCdJaWlppv2xsbGSpPr6ep05c8bYnpWVZQQ8SSoq\nKjKdZ9++fUao6+np0f79+419MTExKioqMtqZmZnKysoy2u3t7aqvrzfa7733numeHnroIUVFRUka\nHJW79957jX1+v181NTVG+/333zf1LSwsNEb/bDabVqxYYdq/Z88eAQAAAMBEmJCQN2fOHM2fP99o\nf/TRR/rwww/V19entrY27dy58683YLMpNzdX0uCI3nCBYXDq1Kmm8/b19Rmjb83NzfL5fMa+1NRU\n4xHNIcMf+Rx+vf7+fnk8HmN7VFRU0LUD+37yyScj/jzSsbfeequp7fF4gt5VBAAAAIDxMCGPa0ZF\nRWnNmjV68cUXdeTIEfX29ur5558POi4hIUGPPvqoFixYIEn6/PPPTfsTExOD+sycOdPUPnnypBYt\nWqSTJ09ese+MGTOC+kqDk7L4/X5je1xcXFBAHOm6I/080rWjo6M1ffp04xFWn8+ntrY23XzzzUH3\nCAAAAABjMWHz+c+aNUvf/va3R12uwG63a8WKFab34oa/xycNPnIZaNq0aab20CQrgbNpBh430vmG\n+ozluld77cBrAgAAAMB4mLCQ9+abb+rZZ59Va2urpMGRsNtvv92YXdPn8+k//uM/9NOf/lSdnZ0j\nnmO8Z6EM93wTMfvlFz3n8Jk69+7dO6FtjM2FCxeol4VQL2uZ6PpQr/FFvayFelkL9bKWa1GvUCbk\ncc0jR46YZs/Mzs7WunXrNHXqVEmDE4+8+uqrkgaXFXjzzTf12GOPBU3YcunSpaBzB26Li4sz/ftq\n+o7lukM/Dw+qX7T/SO66664Rf56INsZmxowZ+sqXqZdVUC9rmej6DLU/OtU1pvvEIOplLdTLWqiX\ntVyLegUuCTfchIzkBV5w2bJlRsCTpIKCAtMjjXV1dZIU9I5aR0dH0LkDtw31Cew7tNzBcIHr6g31\nSU5O1pQpU4ztXq9X/f39YV03nGtfunTJ9Him3W43ll8AAAAAgPE0ISGvq+vKvwEYWp5AkjEKtmjR\nItMxw2e8lAZn0xy+WHl0dLQxC2Z6eropSLa0tAQFtcDz3XbbbZIGZ+0MnBEz8NjA9vB7vdJ9Nzc3\nm9oZGRmmUAkAAAAA42VCQl7gKNXu3btNgWvPnj2mRcuTk5MlDa6LN2vWLGN7Q0ODaVmFqqoq03mW\nLl1qjAjGxMQYSzFIg4Fw+FINjY2NamhoMF1z+Lp599xzj+meKysrjRk3Ozs75XK5jH02m820mHl+\nfr4ptLpcLiO4DgwMqLKy0nTugoICAQAAAMBEmJB38pYuXaq33nrLWLfu8OHD+od/+ActWLBAFy5c\n0GeffWY6Pi8vT9JgeCopKVF5ebmkwclKnn32WS1atEjd3d2mEbK4uDitXLnSdJ6HH35YBw8eVE9P\njyRp+/btOnjwoGJjY00BT5JKSkpM7fz8fO3atctYd6+urk6rV6/WnDlz1NTUJK/Xaxz7wAMPmIJs\nSkqKioqKjFDZ0dGh1atXKyMjQydPnlRbW5txbGZmpvF5AQAAAGC8TchI3k033aTS0lLTWnPnz5/X\nhx9+GBTwvv71r+sb3/iG0b7jjjtUUlIim23w1nw+nw4fPmwKeA6HQ+vXrw9auy4pKUnr1683TWri\n8Xj08ccfG4uP22w2Pfroo1q8eLGpr81m09q1a5WammpsO336tOrq6kwBLy8vLyhcStIjjzxieiHS\n6/Wqrq7OFPAWLFigp556aqSvDAAAAADGxYSM5EmDM75kZmbqT3/6k+rr69XW1qaenh7Z7XYlJiYq\nLS1Nf/d3f2daJ2/I8uXLlZWVperqatXX1+v8+fOy2WxKTk7WkiVLVFxcLIfDMeJ1Fy5cqBdffFFV\nVVVyu91qb2+X3+9XYmKisrOzVVRUNOrafTNnztQLL7yg3bt3a9++fWptbVVvb68cDocyMzNVUFAQ\nFA6H2Gw2/eAHP9Cdd94pl8slj8cjr9ermJgYpaamKjc3V4WFhUZ4BQAAAICJMGEhTxp8N2/VqlVX\n1XfevHl6/PHHr6pvfHy8Vq5cOeKI25VMmTJF999/v+6///6rurbT6RwxuAIAAADAtcCwEgAAAABE\nEBtMzMUAACAASURBVEIeAAAAAEQQQh4AAAAARBBCHgAAAABEEEIeAAAAAEQQQh4AAAAARBBCHgAA\nAABEEEIeAAAAAEQQQh4AAAAARBBCHgAAAABEEEIeAAAAAEQQQh4AAAAARBBCHgAAAABEEEIeAAAA\nAEQQQh4AAAAARBBCHgAAAABEEEIeAAAAAEQQQh4AAAAARBBCHgAAAABEEEIeAAAAAEQQQh4AAAAA\nRBBCHgAAAABEEEIeAAAAAEQQQh4AAAAARBBCHgAAAABEEEIeAAAAAEQQQh4AAAAARBD7tbjIwYMH\ntXfvXjU1NenChQuy2+1KSEjQLbfcottuu03FxcWy2823cuLECVVXV6u+vl4dHR2y2+1KTk7WkiVL\nVFxcLIfDMer1Ojs7tXPnTrndbrW3t8vn8ykpKUlZWVkqLi7W3LlzR+3r8/nkcrm0f/9+nThxQj09\nPUpISFBGRoYKCgq0ePHikJ/V7XZrz549ampqUldXl2JjY5Wamqrc3FwVFhbKZiNXAwAAAJg4Exry\nurq69Itf/EINDQ2m7T6fT729vWpvb1ddXZ3uvfdeU2h799139dprr+ny5cumPsePH9fx48e1a9cu\nrVu3ThkZGUHXbGxsVFlZmS5evGja3tbWpra2NtXU1KikpETLli0L6nv+/Hlt2rRJLS0tpu3nzp3T\ngQMHdODAAeXl5am0tDQorA0MDGjr1q3au3evabvX61VDQ4MaGhrkcrm0YcMGJSQkXOGbAwAAAICr\nM2HDSn19fXrmmWdMAW/atGm69dZb5XQ69aUvfUnR0dFB/Q4dOqSKigoj4NntduXk5Cg9Pd04xuv1\n6rnnntO5c+dMfc+cOaPnn3/eFPDS09OVk5NjjBT6/X5t27ZNbrfb1Nfv92vz5s2mgJeSkiKn02kK\noLW1tdq+fXvQfb/++uumgBcfHy+n06mUlBRj27Fjx1RWVmYKrwAAAAAwniZsJO/tt982BaalS5eq\npKTENIrV19enjz76yAh7fr9fFRUVxn6bzaaNGzcqMzNTklRZWak33nhDktTd3a0dO3aotLTUOH7H\njh3q7e012qtWrdKDDz4oSTpy5IiefvppI2BVVFTI6XQax9bU1Ojo0aNG2+l0as2aNYqKilJXV5fW\nrl2rs2fPSpKqqqp03333afbs2ZKkU6dOqbq62uj7/9i797CornN/4N8ZhvuAXOR+kSCgAjEKJl5/\noAhe0GiaxCfa2NNDbWKtMda2xno8jeZY4y1tYozanrSxaZKqjWlijxpFIYgo8QZGCRIBRVQEBOQy\n3GeG3x90dtjMgCjM7Jnx+3mePM7ae+2ZF3b2Zr2z1l7L09MTW7ZsgVKphFarxdatW4WksrCwEJmZ\nmYiPj3/wXyoREREREdF9GKUnr6WlBUePHhXKQUFBeOWVV/SGKdrZ2eHJJ58Ukry8vDxUVVUJ+6Oi\nooQEDwCSk5NFvX+nT58Wkrrm5mZkZ2cL+xwcHJCcnCyUIyIiEBUVJZQrKyuRl5cnlL/66itRbM88\n8wxkMhmAzl65qVOnCvu0Wi0yMjKE8okTJ0THJiYmCr1/crkcc+fOFe1PT08HERERERGRMRilJy8/\nP1/UozZx4kRcuXIFubm5qKmpgZOTEx577DGMHz8ezs7OQr2CggLR+wwdOlRUtrW1xZAhQ1BYWAig\nsyfw2rVriIyMRHFxMdRqtVA3ODhYbzKXsLAwUWJXUFCA6OhotLe3o6ioSNguk8n0PrvrcFEAuHLl\nisHXhuqGhoaKykVFRdBoNLCxsQEREREREdFAMkqS13XYIwCkpqZi7969evU+/vhj/OxnP8O4ceMA\nALdv3xbtd3d31zvGzc1NVC4rK0NkZCTKysrue+ygQYP0jgU6J2XRarXCdmdnZ70E0dDnGnpt6LPt\n7Ozg5OSEpqYmAJ2TyFRUVMDf318vRiIiIiIiov4wynDNuro6UbmmpsZgvebmZmzbtg3ffvstAAhJ\nkI6Dg4PeMfb29qKybpKV7rNpdq9n6P10x/Tncx/2s7t/ZnddJ3HJysoyapn6p66ujufLgvB8WRZj\nnx+er4HF82VZeL4sC8+XZTHF+eqNUXryug6b1Jk1axaeffZZtLe348MPPxSen9NqtdizZw9+97vf\n6R0z0LNQ9vX9jDH75YO+56RJkwy+NkaZ+mfQoEF4YjjPl6Xg+bIsxj4/uvI3dxr6FSd14vmyLDxf\nloXny7KY4nx1Xy2gK6P05Dk5OYnKrq6uWLhwIZRKJdzd3fHSSy8Jk5oAnc+otbS06B3X2tqq997d\nt+me6ev6bN+DHtufz+3vZxMREREREQ0koyR5Pj4+euWui4c7OzvDxcVFKHd0dEClUiEgIEB0nKFh\nnt236Z5r6/58m265g666r6unO8bHx0c0CYpKpUJ7e3ufPrcvn93a2ioanqlQKITlF4iIiIiIiAaS\nUZK84cOHi8oqlUpU1mq1oqRHLpfD1dUVI0aMENXrOuMl0DmbZte19+zs7IRZMMPCwmBrayvsKy0t\n1UvUur+f7vNsbW31ZsTsXrd7OTIy0uBrQ3WLi4tF5fDwcM6sSURERERERmGUJC84OBiPPfaYUL5z\n545o6YKMjAzRc3sRERGws7NDVFQUBg8eLGzPz88XLatw8OBBUeI2YcIEYZITBwcHjB8/XtjX1taG\nQ4cOCeWCggLk5+cLZR8fH9G6eVOmTBH9DAcOHBBm3Kyvr0daWpqwTy6XixYzj4+PFw0/TUtLQ319\nPQBAo9HgwIEDovdOSEgAERERERGRMRhl4hUA+PGPf4x169YJ5TfffBPDhg2DWq3G1atXhe0ymQzP\nP/88gM7kKSUlBVu3bgXQOYxz/fr1iIyMRFNTk6iHzNnZGQsWLBB95vz583Hu3Dk0NzcDAPbs2YNz\n587B0dFRlOABQEpKiqgcHx+P1NRUYfmH3NxcrFixAn5+figsLBT1Rs6ePVs03NLX1xfJyclCUllT\nU4MVK1YgPDwcZWVlqKioEOpGREQgLi6uj79FIiIiIiKiB2OUnjygcyjkz3/+c2FYokajQX5+vijB\nUygUeOmll/D4448L28aMGYOUlBThGT61Wo1Lly6JEjylUonVq1frrV3n6emJ1atXiyY1KSoqwuXL\nl6HRaAB0JpKLFi3C6NGjRcfK5XKsWrUKwcHBwrby8nLk5uaKEry4uDi95BIAFi5cKJr1RqVSITc3\nV5TghYSEYOXKlb392oiIiIiIiPrFaD15QGfvWEREBA4ePIjLly8LE58MHjwY0dHRmDlzpsEFwWfM\nmIGoqCgcPnwYeXl5qK2thVwuh4+PD2JjYzFr1iwolUqDnzls2DBs27YNBw8eRE5ODiorK6HVauHu\n7o7o6GgkJycjMDDQ4LFubm7YtGkTjh8/jtOnT+PWrVtoaWmBUqlEREQEEhIS9JJDHblcjmXLlmHi\nxIlIS0tDUVERVCoVHBwcEBwcjPHjxyMxMVE0AQ0REREREdFAM2qSBwB+fn546aWXHvi4oKAgLF68\n+KE+08XFBQsWLDDY43Y/NjY2mD59OqZPn/5Qnx0TE4OYmJiHOpaIiIiIiKi/2K1ERERERERkRZjk\nERERERERWREmeURERERERFaESR4REREREZEVYZJHRERERERkRZjkERERERERWREmeURERERERFaE\nSR4REREREZEVYZJHRERERERkRZjkERERERERWREmeURERERERFaESR4REREREZEVYZJHRERERERk\nRZjkERERERERWREmeURERERERFaESR4REREREZEVYZJHRERERERkRZjkERERERERWREmeURERERE\nRFaESR4REREREZEVYZJHRERERERkRZjkERERERERWREmeURERERERFaESR4REREREZEVYZJHRERE\nRERkRZjkERERERERWRGFqT6otbUVK1euREVFhWj7vn37ejzm5s2bOHz4MPLy8lBTUwOFQgEfHx/E\nxsZi1qxZUCqVPR5bX1+PQ4cOIScnB5WVlVCr1fD09ERUVBRmzZqFwMDAHo9Vq9VIS0tDdnY2bt68\niebmZri6uiI8PBwJCQkYPXp0rz9rTk4O0tPTUVhYiIaGBjg6OiI4OBjjx49HYmIi5HLm1kRERERE\nZBwmS/I++eQTvQSvN0eOHMFf//pXdHR0CNvUajVu3LiBGzduIDU1Fb/5zW8QHh6ud2xBQQG2bNmC\nxsZG0faKigpUVFQgIyMDKSkpmDZtmt6xtbW12LBhA0pLS0Xb7927h7Nnz+Ls2bOIi4vDkiVL9JI1\njUaDnTt3IisrS7RdpVIhPz8f+fn5SEtLw5o1a+Dq6trn3wUREREREVFfmaRLKS8vD0ePHu1z/fPn\nz2P37t1CgqdQKDBy5EiEhYUJdVQqFd58803cu3dPdGxVVRU2btwoSvDCwsIwcuRIKBSdOa1Wq8Vf\n/vIX5OTkiI7VarXYvHmzKMHz9fVFTEyMqNcwMzMTe/bs0Yv7448/FiV4Li4uiImJga+vr7CtpKQE\nW7ZsESWvREREREREA8XoPXnNzc3YtWsXAMDJyQkA0NTU1GN9rVaL3bt3C2W5XI61a9ciIiICAHDg\nwAH8/e9/F95n7969WLJkiVB/7969aGlpEcovvvgi5syZAwC4evUqXn/9dSHB2r17N2JiYoS6GRkZ\nuHbtmlCOiYnBa6+9BplMhoaGBqxatQrV1dUAgIMHDyIpKQne3t4AgDt37uDw4cPCsZ6entiyZQuU\nSiW0Wi22bt0qJJWFhYXIzMxEfHx8336JREREREREfWT0nry//e1vqKqqAgCkpKQIiV5P8vLyhPoA\nEBUVJSR4AJCcnAw7OzuhfPr0aSGpa25uRnZ2trDPwcEBycnJQjkiIgJRUVFCubKyEnl5eUL5q6++\nEsXyzDPPQCaTAejslZs6daqwT6vVIiMjQyifOHFCdGxiYqLQ+yeXyzF37lzR/vT09J5+BURERERE\nRA/NqEnexYsXhWTmySefRFxc3H2PKSgoEJWHDh0qKtva2mLIkCFCua2tTeh9Ky4uhlqtFvYFBwcL\nQzR1ug757Pp57e3tKCoqErbLZDK9z+5+7JUrVwy+NlQ3NDRUVC4qKoJGowEREREREdFAMlqS19jY\niD/+8Y8AAFdXV7z88st9Ou727duisru7u14dNzc3UbmsrEz0b2/HDho0yOCxFRUV0Gq1wnZnZ2e9\nBLGnz+3LZ9vZ2Yl6MdVq9QNNRENERERERNQXRkvy/vrXvwqTovz0pz/t82yS3Z/Xc3Bw0Ktjb28v\nKusmWek+m2b3eobeT3dMfz73YT+7t2cTiYiIiIiIHoZRkrzz588jMzMTADBp0iSMHTv2od9roGeh\n7Ov7GWP2ywd5z66zdGZlZRm1TP1TV1fH82VBeL4si7HPD8/XwOL5siw8X5aF58uymOJ89cYos2v+\n7//+L4DOIYspKSkPdGz3iVlaW1v16nTf5uzsLPr3YY7tz+fqXtfX1z/08d1NmjTJ4GtjlKl/Bg0a\nhCeG83xZCp4vy2Ls86Mrf3OnoV9xUieeL8vC82VZeL4siynOV/fl4LoySpJXV1cHAGhoaMDy5ctF\n+7oPa1y0aBEAYNmyZRg1ahQCAgJE+2tqavTev/s2f39/0b86uuUOuuq+rp7uGB8fH9jY2AiToahU\nKrS3t8PW1va+n6t73TXJq66uRlBQkFBubW0VDc9UKBTC8gtEREREREQDxaiza6rVaqhUKtF/3Ycs\n6rbrZsUcMWKEaH/XGS+Bztk0uy5WbmdnJ8yCGRYWJkrKSktL0d7e3uv76T7P1tZWb0bM7nW7lyMj\nIw2+NlS3uLhYVA4PD4eNjQ2IiIiIiIgGktHXyXtQ0dHRGDx4sFDOz88XLatw8OBBUeI2YcIEYZIT\nBwcHjB8/XtjX1taGQ4cOCeWCggLk5+cLZR8fH9G6eVOmTBHFcuDAAWHGzfr6eqSlpQn75HK5aDHz\n+Ph4YU09AEhLSxN69jQaDQ4cOCB674SEhF5/D0RERERERA/DKMM19+3b1+O+pUuXihY7715XJpMh\nJSUFW7duBdA5Wcn69esRGRmJpqYmUQ+Zs7MzFixYIDp+/vz5OHfuHJqbmwEAe/bswblz5+Do6ChK\n8ADoPS8YHx+P1NRUYd293NxcrFixAn5+figsLIRKpRLqzp49WzTc0tfXF8nJyUJSWVNTgxUrViA8\nPBxlZWWi5RIiIiL6tGYgERERERHRgzK7njwAGDNmDFJSUiCXd4anVqtx6dIlUYKnVCqxevVqvbXr\nPD09sXr1atGkJkVFRbh8+bLwvJ1cLseiRYswevRo0bFyuRyrVq1CcHCwsK28vBy5ubmiBC8uLk4v\nuQSAhQsXih6KVKlUyM3NFSV4ISEhWLly5QP9PoiIiIiIiPrKKD15A2HGjBmIiorC4cOHkZeXh9ra\nWsjlcvj4+CA2NhazZs2CUqk0eOywYcOwbds2HDx4EDk5OaisrIRWq4W7uzuio6ORnJyMwMBAg8e6\nublh06ZNOH78OE6fPo1bt26hpaUFSqUSERERSEhI0EsOdeRyOZYtW4aJEyciLS0NRUVFUKlUcHBw\nQHBwMMaPH4/ExEQheSUiIiIiIhpoJk/yduzY0ee6QUFBWLx48UN9jouLCxYsWGCwx+1+bGxsMH36\ndEyfPv2hPjsmJgYxMTEPdSwREREREVF/sEuJiIiIiIjIijDJIyIiIiIisiJM8oiIiIiIiKwIkzwi\nIiIiIiIrwiSPiIiIiIjIijDJIyIiIiIisiJM8oiIiIiIiKwIkzwiIiIiIiIrwiSPiIiIiIjIijDJ\nIyIiIiIisiJM8oiIiIiIiKwIkzwiIiIiIiIrwiSPiIiIiIjIijDJIyIiIiIisiJM8oiIiIiIiKwI\nkzwiIiIiIiIrwiSPiIiIiIjIijDJIyIiIiIisiJM8oiIiIiIiKwIkzwiIiIiIiIrwiSPiIiIiIjI\nijDJIyIiIiIisiJM8oiIiIiIiKwIkzwiIiIiIiIrwiSPiIiIiIjIijDJIyIiIiIisiIKY72xWq3G\nt99+i4KCAly9ehVVVVWor69HS0sLXFxcMGTIEEycOBFxcXGQyw3nmjdv3sThw4eRl5eHmpoaKBQK\n+Pj4IDY2FrNmzYJSqezx8+vr63Ho0CHk5OSgsrISarUanp6eiIqKwqxZsxAYGNhr7GlpacjOzsbN\nmzfR3NwMV1dXhIeHIyEhAaNHj+71Z8/JyUF6ejoKCwvR0NAAR0dHBAcHY/z48UhMTOzx5yUiIiIi\nIuovoyV5N27cwJtvvmlwX11dHS5duoRLly7h2LFj+K//+i84OzuL6hw5cgR//etf0dHRIWxTq9W4\nceMGbty4gdTUVPzmN79BeHi43vsXFBRgy5YtaGxsFG2vqKhARUUFMjIykJKSgmnTpukdW1tbiw0b\nNqC0tFS0/d69ezh79izOnj2LuLg4LFmyRC9Z02g02LlzJ7KyskTbVSoV8vPzkZ+fj7S0NKxZswau\nrq4GfzdERERERET9YZIuJYVCgWHDhmH06NHw8PAQ7SsqKsL7778v2nb+/Hns3r1bSPAUCgVGjhyJ\nsLAwoY5KpcKbb76Je/fuiY6tqqrCxo0bRQleWFgYRo4cCYWiM6fVarX4y1/+gpycHNGxWq0Wmzdv\nFiV4vr6+iImJEfUaZmZmYs+ePXo/58cffyxK8FxcXBATEwNfX19hW0lJCbZs2SJKXomIiIiIiAaK\n0XryAMDd3R3PPPMMJk+eDAcHBwCdvV0ffPABjh8/LtQ7c+YMVCoVlEoltFotdu/eLeyTy+VYu3Yt\nIiIiAAAHDhzA3//+dwBAU1MT9u7diyVLlgj19+7di5aWFqH84osvYs6cOQCAq1ev4vXXXxcSrN27\ndyMmJkaom5GRgWvXrgnlmJgYvPbaa5DJZGhoaMCqVatQXV0NADh48CCSkpLg7e0NALhz5w4OHz4s\nHOvp6YktW7YIP9PWrVuFpLKwsBCZmZmIj49/6N8tERERERGRIUbryfP398e7776LGTNmCAkeANjY\n2ODHP/6xaKijVqtFeXk5ACAvLw9VVVXCvqioKCHBA4Dk5GTY2dkJ5dOnTwtJXXNzM7Kzs4V9Dg4O\nSE5OFsoRERGIiooSypWVlcjLyxPKX331lehneOaZZyCTyQB09spNnTpVFHNGRoZQPnHihOjYxMRE\nofdPLpdj7ty5ov3p6ekgIiIiIiIaaEZL8hwdHUXJWFd2dnZwcnISbdOVCwoKRNuHDh0qKtva2mLI\nkCFCua2tTeh9Ky4uhlqtFvYFBwcLQzR1ug757Pp57e3tKCoqErbLZDK9z+5+7JUrVwy+NlQ3NDRU\nVC4qKoJGowEREREREdFAkmSax+LiYqhUKqHs4eEhPLd2+/ZtUV13d3e9493c3ETlsrIy0b+9HTto\n0CCDx1ZUVECr1QrbnZ2d9RLEnj63L5/dPbFVq9WoqKjQi4+IiIiIiKg/TJ7kNTU1YdeuXaJtzz77\nrDB8s6mpSbSv61BPHXt7e1FZN8lK99k0u9cz9H66Y/rzuQ/72d0/k4iIiIiIqL9MmuTV1tbijTfe\nwM2bN4VtU6dORVJSUo/HDPQslH19P2PMfvkg79l1ls6srCyjlql/6urqeL4sCM+XZTH2+eH5Glg8\nX5aF58uy8HxZFlOcr94YdXbNrsrLy7FhwwZUVlYK26ZOnYqXX35ZVK/7s3qtra1679V9m26Nve5r\n7T3Isf35XN3r+vr6hz6+u0mTJhl8bYwy9c+gQYPwxHCeL0vB82VZjH1+dOVv7jT0K07qxPNlWXi+\nLAvPl2UxxfnqvhxcVybpybt27Rp++9vfihK8Z599Vi/BA4CAgABRuaamRq9O923+/v6if3V0yx10\n1X1dPd0xPj4+sLGxEbarVCq0t7f36XP78tmtra2i4ZkKhUJYfoGIiIiIiGigGD3Ju3TpEtatWyf0\ncsnlcrz00kt44YUXDNYfMWKEqNx1xkugczbNrouV29nZCbNghoWFwdbWVthXWlqql6h1fz/d59na\n2urNiNm9bvdyZGSkwdeG6hYXF4vK4eHhoqSSiIiIiIhoIBg1ycvKysLGjRuFYYp2dnb41a9+hcTE\nxB6PiY6OxuDBg4Vyfn6+aFmFgwcPihK3CRMmCJOcODg4YPz48cK+trY2HDp0SCgXFBQgPz9fKPv4\n+IjWzZsyZYoolgMHDggzbtbX1yMtLU3YJ5fLRYuZx8fHC2vqAUBaWpqQ2Go0Ghw4cED03gkJCT3+\nDoiIiIiIiB6W0Z7Ju3btGrZv3y7aNnjwYGRmZuotHC6TyTBjxgxERkZCJpMhJSUFW7duBdA5Wcn6\n9esRGRmJpqYmUQ+Zs7MzFixYIHqv+fPn49y5c2hubgYA7NmzB+fOnYOjo6MowQOAlJQUUTk+Ph6p\nqanCunu5ublYsWIF/Pz8UFhYKFr2Yfbs2aLhlr6+vkhOThaSypqaGqxYsQLh4eEoKysTLZcQERGB\nuLi4PvwWiYiIiIiIHozRkjxdktVVWVmZ3npyOrGxscLrMWPGICUlBR9++CG0Wi3UajUuXbokqq9U\nKvGb3/xGb+06T09PrF69Gps3bxaWNeg+dFIulyMlJQWjR4/W275q1Sps2LBBGBJaXl6O8vJyUb24\nuDi95BIAFi5cKJq5T6VSITc3V1QnJCQEK1euNPg7ICIiIiIi6i+jJXldhy4+jBkzZiAqKgqHDx9G\nXl4eamtrIZfL4ePjg9jYWMyaNQtKpdLgscOGDcO2bdtw8OBB5OTkoLKyElqtFu7u7oiOjkZycjIC\nAwMNHuvm5oZNmzbh+PHjOH36NG7duoWWlhYolUpEREQgISFBLznUkcvlWLZsGSZOnIi0tDQUFRVB\npVLBwcEBwcHBGD9+PBITE4U1AYmIiIiIiAaa0ZK8yMhI7Nu3r1/vERQUhMWLFz/UsS4uLliwYIHB\nHrf7sbGxwfTp0zF9+vSH+uyYmBjExMQ81LFERERERET9wS4lIiIiIiIiK8Ikj4iIiIiIyIowySMi\nIiIiIrIiTPKIiIiIiIisCJM8IiIiIiIiK8Ikj4iIiIiIyIowySMiIiIiIrIiTPKIiIiIiIisCJM8\nIiIiIiIiK8Ikj4iIiIiIyIowySMiIiIiIrIiTPKIiIiIiIisCJM8IiIiIiIiK8Ikj4iIiIiIyIow\nySMiIiIiIrIiTPKIiIiIiIisCJM8IiIiIiIiK8Ikj4iIiIiIyIowySMiIiIiIrIiTPKIiIiIiIis\nCJM8IiIiIiIiK8Ikj4iIiIiIyIowySMiIiIiIrIiTPKIiIiIiIisCJM8IiIiIiIiK8Ikj4iIiIiI\nyIowySMiIiIiIrIiCqkDsEY5OTlIT09HYWEhGhoa4OjoiODgYIwfPx6JiYmQy5lbExERERGRcTDJ\nG0AajQY7d+5EVlaWaLtKpUJ+fj7y8/ORlpaGNWvWwNXVVaIoiYiIiIjImrFLaQB9/PHHogTPxcUF\nMTEx8PX1FbaVlJRgy5Yt6OjokCJEIiIiIiKycuzJGyB37tzB4cOHhbKnpye2bNkCpVIJrVaLrVu3\nIicnBwBQWFiIzMxMxMfHSxUuERERERFZKfbkDZATJ06IyomJiVAqlQAAuVyOuXPnivanp6ebLDYi\nIiIiInp0MMkbIFeuXBGVw8LCROXQ0FBRuaioCBqNxuhxERERERHRo4VJ3gApKysTld3d3UVlOzs7\nODk5CWW1Wo2KigqTxEZERERERI8OWQdnABkQP/zhD0U9c9u3b4e3t7eozpIlS1BTUyOUN2zYoNfj\nBwBpaWnGC5SIiIiIiKzC1KlTDW7nxCsm1Nd8uqeTRUREREREdD8crjlAnJ2dReXW1la9Ot23dT+G\niIiIiIiov5jkDRB/f39Rubq6WlRubW1FU1OTUFYoFHrDOYmIiIiIiPqLSd4AiYyMFJWLiopE5eLi\nYlE5PDwcNjY2Ro+LiIiIiIgeLUzyBkh8fDxkMplQTktLQ319PQBAo9HgwIEDovoJCQkmjY+IS+pa\nUQAAIABJREFUiIiIiB4NnF1zAP3tb3/DoUOHhLJSqUR4eDjKyspEyyVERERg/fr1UoRIRERERERW\njkneANJqtdixYweysrJ6rBMSEoI1a9bA1dXVhJERERHRQOvo6BCN4iEiMhc269atWyd1ENZCJpNh\n7NixGDp0qDDRilqthpOTE8LCwjBnzhy8/PLLcHBwkDpUs7Nt2za4urrCy8tL6lDoPsrKyuDi4iJ1\nGNRHa9asgY2NDfz9/fkcsAXg9WVZfv7zn6O5uRl+fn5wdHSUOhzqBdsZloX3wv5jTx6ZhRdeeAFA\n5yylU6dOxeTJk6FUKiWOigx54YUXEBkZicTERIwdOxYKBZfbNGe6a8vJyQlxcXFISkpCYGCgxFFR\nT3h9WRbd9SWXyzF69GgkJiZi9OjR7N0zQ2xnWBbeC/uPSR6ZBd3NV8fW1hZjx45FYmIiRowYIVFU\nZEjXc+Xi4oLJkycjMTERvr6+EkZFPel+bQHAsGHDkJiYiPHjx8PW1laCqKgnvL4si6Hra/DgwZgy\nZQoSEhLg4eEhQVRkCNsZloX3wv5jkkdmwdAfSp2AgAAkJiYiPj6eC8ibgZ7OVVRUlPCNG4cFmo8X\nX3wRarXa4D5nZ2fEx8cjMTERAQEBJo6MDOH1ZVkWL16M2tpag/vkcjliYmKQlJSEUaNGmTgy6o7t\nDMvCe2H/8Zk8Mgvjx4+Hs7MzqqurRYvGA0BDQwO++eYbfPnll7hz5w4GDRqEwYMHSxQp3bp1CxUV\nFdBqtaLtd+/exZkzZ3Ds2DE0NDTAx8eHQ2HMwIwZM+Dj44Pm5mbcvXtXtK+9vR2FhYU4evQo8vLy\nYGtrC39/f8jlXF1HKry+LMusWbMwfPhwyOVyVFRUiL5Q6ejoQFlZGbKyspCRkYHW1lb4+fnxuXyJ\nsJ1hWXgv7D/25JHZuXr1Kk6ePIns7Gw0NDQYrBMUFIQ5c+YgLi7OxNERADQ3N+PMmTM4deoULl++\nDEO3EZlMhujoaCQlJeGpp57iMypmoKamBllZWcjKysKNGzcM1nFxccHMmTMxZ84cDuWUCK8vy9TW\n1oacnBycPHkSFy9eNNiDrlAo8P/+3//DD3/4Q86yLSG2MywD74X9wySPzJZGo8GlS5fw2WefobCw\n0GCdUaNG4de//jUboxKqra3F6dOnkZWVheLiYoN1/Pz88PLLLyMyMtLE0VFPbt26hT/96U+4evWq\nwf1DhgzB2rVrOXRJYry+LFN1dTXefvvtHv92eXh4YMOGDXxmT2JsZ1gO3gsfHIdrklnSarW4cOEC\nvvzySxQUFPRYr7y8HAqFghe0hBwcHBAeHo6AgACUlZWhurpar45KpcKpU6cwcuRIeHp6ShAl6TQ2\nNiI1NRUfffRRj715AFBXVweNRoMnnnjChNFRd7y+LEtZWRn279+P999/HxUVFT3Wa25uRnNzM8aM\nGWPC6KgrtjMsC++FD449eWRW6urqkJaWhmPHjqGmpkZvv0KhwIQJE1BfX4+LFy8C6JwO+e233zZ1\nqASgtbUVJ0+exNGjR1FaWnrf+qNGjcLq1atNEBl1V1JSgqNHjyIrKwttbW16+11dXTFt2jTU19cj\nNTUVAODt7Y3t27ebOlT6N15flkGr1eL8+fPCs62GBAcHY9asWaivr8e+ffugVqvh6emJnTt3mjha\nYjvD8vBe+HC46ASZhYKCAhw9ehRnzpyBRqPR2+/s7IykpCTMnDkTbm5uAIDf//73OHv2LCorK00d\n7iOvrKwMR48eRWZmpt4D7ABgb2+PKVOmCI2arVu3ora2FteuXZMg2kdbZmYmUlNTexyK5O/vj1mz\nZiE+Pl4YjtTa2ooTJ04Y/KaUjI/Xl+X47LPPcPz4cYPJAgCMHDkSs2fPFvWI3717F6mpqbh3756p\nwiSwnWGJeC/sHyZ5ZBbWrl1rcLu3tzeSk5ORkJAAe3t70b7Q0FCcPXu2x+nhyTjWr1/f47fVbm5u\nmDFjBpKSkoTZrry9vTF58mR88cUXqK+vN2WoBGDHjh0Gt48YMQKzZ882OFzM398fAAw2hMi4eH1Z\nln/84x9622xsbDBx4kQ8/fTTCA4O1tvv5eUFAHqzBpJxsZ1hWXgv7D8meWSWwsLC8PTTT+Opp57q\ncTp3FxcXTnEsAUM33cDAQDz99NOYNGkSFAr92won7zAPcrkc48aNw+zZszF06NAe63l7e2PEiBGc\npUwCvL4sl5OTE5KSkjBjxoxeJ1QJDg5GXFwcry+JsZ1h3ngv7D8meWQ2ZDIZxowZg9mzZ2P48OH3\nrZ+YmIjExEQTREY9iY6OxtNPP33fhX5Hjx7N6cIl5ODggISEBMyaNatPDZYJEyZgwoQJJoiMesPr\nyzJ4eXkJPUF9WQNv1KhRXBxdImxnWCbeCx8OkzwyC0lJSZg9ezZ8fX2lDoXuQy6XC0ORhgwZ0qdj\ngoKCEBQUZOTIyJAf/vCHSEpKgpOTk9ShUB/w+rIsy5cvx7hx43rsCSLzwXaGZeG9sP84uyYRPZCa\nmhqu7URkJLy+iIh4LxwITPLIrFy/fh2nT59GWVkZmpub0dP/nj09QE2m1dLSgvLy8l7PFdcWMg9n\nz57t9drq6OiATCbDe++9J1GE1B2vL8ugVqtx5MgRZGdno6yszOAsgDr79u0zYWRkCNsZlof3wofD\n4ZpkNv7xj3/gs88+kzoM6oOqqip88MEHyM3Nve8McWzUSG/Hjh3IzMyUOgzqI15flqOjowObNm3C\n5cuXpQ6F+oDtDMvCe2H/MMkjs5Cfn88br4VoamrC66+/zjXULMS5c+eY4FkQXl+WJTMzkwmehWA7\nw7LwXth/TPLILKSlpUkdAvVRamoqb7oWhAmeZeH1ZVmys7OF1/b29mhtbQUA2NnZAQDa2toAgNPw\nmwG2MywL74X9x+mgyCwUFRUB6JzeeNWqVcL2UaNGYf369YiOjgbQOVMgnxmSVm5urvA6IiJCeD14\n8GCMHDlSWPtp3LhxiI+PN3l8JHb9+nUAgEKhwO9//3th+9ixY/GnP/0JcXFxAIAXX3yRw13MAK8v\ny3Ljxg0AnUndu+++K2yPiYnBhx9+iGeeeQYAEBsbix07dkgSI3ViO8Oy8F7Yf0zyyCzU1NQAAEJC\nQhATEyNsd3BwQEREBFauXAkXFxfs3buX3+xI7Pbt2wAAV1dX0YPpYWFhWLNmDV577TUAwN27d/HT\nn/5Ukhjpe3V1dQA6r63AwEBhu0wmg5ubGxYvXgwPDw988sknOHfunFRh0r/x+rIs9fX1AIDQ0FC4\nubmJ9snlcsyfPx8+Pj44evQo0tPTpQiR/o3tDMvCe2H/Mckjs6BWqwEA7u7uou26oS4ODg4YOnQo\ntFotx9RLrLGxEQAwZMgQKBTfj/jWzXgVExOD0NBQFBcX81yZAd21pWuA6r79bGlpAdDZwxccHAwA\nOHjwoAQRUle8viyTUqkEAGG9vObmZgCd15u/vz8A4NixY9IERwDYzrA0vBf2H5M8Mgu6hZp1DVB7\ne3sAwM2bN4U6um/hiouLTRwddaW72To4OIjKuh4joPObNwD4+uuvTRwddadrfGo0GgDfn7eSkhJo\nNBp0dHSgvLwcwPdDz0g6vL4si7OzM4DvEwjdeSsqKkJzczPa29tRWloK4PueCZIG2xmWhffC/uPE\nK2QWlEolVCoVVCoVAMDT0xNlZWW4e/cuNm/eDDs7O+EPpe7BdpKGUqlETU2N0BPk7OyMuro6FBUV\n4dq1a7Czs0NBQQGAzumPSVpKpRL19fXCt6JeXl4oLS1FbW0t1qxZAxsbGyHJ0yWCJB1eX5bFxcUF\ndXV1wt8uHx8fXL9+HY2NjfjlL38JuVwuDP3TJRckDbYzLAvvhf3HJI/Mgp+fH8rLy4Vv0cLCwlBW\nVgYAyMnJEdXVDX0habi5uaGmpkb4QxkQEIC6ujqo1WqsXr1aVFf3DRxJJyAgAGVlZcIfwWHDhgkN\nGd2kLDq6YZskHV5fliUoKAi3bt1CZWUlACAqKkq4rnR/z3RCQ0NNHh99j+0My8J7Yf9xuCaZhcce\newxA5wO0NTU1SEhI6LFuUlKSqcIiA4YMGQKgc+iRRqPB6NGje6w7cuRIU4VFPQgJCQHQ2eCsqKhA\nUlJSjz0Ks2fPNmFkZAivL8uiu77q6+tx69YtTJs2Dba2tgbrPvfccyaMjLpjO8Oy8F7Yfzbr1q1b\nJ3UQRD4+Phg2bBjGjx8PHx8fBAYGws7ODt9++63wkC0AJCcn8w+lxJqamnDnzh04OzsjOjoaUVFR\nyM7OFoYD6iiVSrz66qvCM2EkjeDgYIwbNw5Tp06Fp6cnvLy84Ovri7y8PLS3twPofDZl4cKFvTZ6\nyDR4fVmWsLAwzJw5E3PmzIG7uztcXV0xbNgwFBUVoaGhAUDnEOklS5b02kgl42M7w7LwXth/so6u\n/2cTmZl79+6hsLAQarUaYWFh8Pb2ljokMqC2thafffYZCgoKoFarERERgeeee47ny4yp1WrcvHkT\nGo0GQUFBwiQEZH54fVkmlUoFjUaDQYMGSR0K9YLtDMvBe+GDYZJHRERERERkRfhMHhERERERkRXh\n7JokiTfeeKNfx69du3aAIqH7yc/P79fxkZGRAxQJ9cXSpUsfaqr2jo4OyGQyvPfee0aIinrC68uy\nvPDCC/06ft++fQMUCd0P2xmWhffCgcckjyTR34uZTKe/fyjZqDEtrhdkWXh9ERkH2xmWhffCgcfh\nmkRERERERFaEPXlEREREfTB48GC9bVqtVrTwuZOTE4DOKeB13NzcoFCwyUVEpsM7Dkli+/btetuO\nHDmCQ4cOITg4GHPnzkVQUBAA4ObNm/jXv/6FGzduYMqUKVy/xsTi4uL0tjU0NCA3NxcA4Ofnh8DA\nQADArVu3cOfOHQBAVFSUwQYRGZehISsfffQRDh48iJEjR2LevHmi8/Xpp5/i0qVLmDJlCn72s5+Z\nOtxHHq8vy7Jjxw5RuaOjA9u2bUN2djbi4+OxYMECuLu7A+icmn/v3r3IyMhASEgIVq1aJUXIjyy2\nMywL74UDj0sokFnIy8vD+vXr4eLignfeeUdvUcvGxka8+uqrUKlUeO211xAbGytRpNTc3Iw1a9bg\n9u3bWLx4sd4C2hkZGdi1axe8vLywadMmLlAqsezsbLzzzjvw8PDAu+++C1tbW9H+trY2vPrqq7h3\n7x6WLFmCyZMnSxMoAeD1ZWmOHTuGP//5z/Dx8cG2bdv0Jj3SarVYvnw5Kisr8R//8R+YNWuWRJES\n2xmWhffC/uMzeWQWPv/8cwBAaGiowQvV2dkZoaGhAICDBw+aNDYS++c//4nbt28jNDRU76YLAJMn\nT0ZoaCju3r2Lzz77TIIIqavDhw8DAIKCgvQSPACws7MTvs0+duyYSWMjfby+LMvx48cBAD4+PgZn\ntZXL5fD19QXQ2Sgl6bCdYVl4L+w/JnlkFoqLiwEA5eXlMNS53NHRgfLycgDA9evXTRobiX399dcA\nAAcHhx7r6PadPXvWJDFRz0pKSgB0Dkdqb2/X29/e3o5bt24JdUhavL4sy+3btwF0/l1qbGzU29/Y\n2Cj8zdL9DSNpsJ1hWXgv7D8meWQWNBoNAKCiogI7d+4UPcReU1ODnTt3orKyEkDn8BeSTnV1NQCg\nqKgIN27c0NtfWlqKwsJCAEBtba1JYyN9cnnnbb6mpgabNm1CQUEBGhsb0djYiIKCAmzevFm43nR1\nSTq8viyLnZ0dgM5nh9atW4eTJ0+ipKQEJSUlOHnyJNatW4eGhgYAMNiTTqbDdoZl4b2w/zjxCpmF\nkJAQXL16FQCQmZmJzMxMODo6Augcl93VkCFDTB4ffW/QoEGoqalBW1sb/vu//xuTJk0SPQydlZUl\n9Bi5uLhIGSoBCA8Px+XLlwF0PpOSl5fXY92wsDBThUU94PVlWSIjI3Hu3DkAnY3O9957r8e6I0aM\nMFVYZADbGZaF98L+Y5JHZmH27Nn4wx/+INrW/aarwwfXpTVmzBikpqYC6Jy0Iz09vce6Tz75pKnC\noh48++yzQpJ3Pz/4wQ+MHA3dD68vyzJv3jzk5uZCrVb3Wk+hUGDevHkmiooMYTvDsvBe2H8cm0Nm\nYezYsX36A/jcc89h3LhxJoiIejJv3rw+TVfs6emJ559/3gQRUW8iIyOxZMmSXtfoUigUWLx4MaKi\nokwYGRnC68uyDBkyBK+99lqvM/splUqsXLkSISEhpguM9LCdYVl4L+w/LqFAZiU/Px8HDhxAfn4+\n2traAHQ+8xAZGYmnn34a0dHREkdIAFBVVYUdO3YgPz/f4P4RI0bglVde4do1ZqSsrAxffvklLl26\nhKqqKgCdCzuPHDkSM2fOhL+/v8QRkg6vL8ujUqmQnp6Oy5cvi66vxx9/HAkJCZze3YywnWE5eC/s\nHyZ5ZJa0Wi3q6+sBdI61trGxkTgiMqSoqMhgo4bPdhH1H68vIuNhO8Ny8F74cJjkEREREZFVe+21\n1yCTyWBra4t169b1OoSdyBrw/3AyO7pv13p7kJ1d8+ZHq9XiypUrqKurQ0BAAGcnMxNNTU3C2k9u\nbm7w8PAAAPzf//0fjhw5gtraWgQGBmLhwoV4/PHHpQyVesHryzzoho25uroiMDCwx2FkPYmMjDRG\nWNQHt27dgkajQWRkJBM8eiTw/3IyG1evXsW+fftQUFBw35nK9u3bZ6KoqLtr164hIyMDMpkMo0eP\nxqhRo9DU1IQ33nhDWHgbABISErB48WLpAiUAwFdffYW//e1vAIAlS5Zg8uTJ+Prrr/Hxxx8LdUpK\nSrBlyxZs2bIFfn5+UoVK4PVl7t544w0AwLhx47BixQqh3Ff82yWdwYMHo6KigsMyLUxBQQHy8vJw\n7969XtuGS5YsMWFUloFJHpmF7777Dv/zP/9z3+SOpHf27FkcPXoUABATEwMAOHTokKgBCgDp6ekY\nNWoUxo4da+oQqYvi4mLh9RNPPAEASEtL06vX1taGI0eOICUlxWSxkT5eX0TGMXbsWPzrX//C9evX\n0dzcLKyRR+apvb0db7/9Ni5cuNCn+kzy9HEJBTIL//jHP5jgWQhd0mBraytMuf/1118brHvy5EmT\nxUWG3bhxAwDg5eUFd3d3aLVaFBQUAAA8PDwwfPhwoe6DDj2jgcfri8g4nn32WQQGBkKlUuHtt98W\nJvEg87R///4+J3hkGHvyyCwUFRUJrxUKBfz9/eHo6Ai5XP97CJlMZsrQqJs7d+4AAHx8fKBQKNDc\n3Ixbt24BAJ566ik88cQT+POf/4yOjg5cv35dylAJQF1dHYDOtYQAoLKyUpg2/D//8z/x5JNPYvny\n5aisrMTdu3cli5M68foyb3FxcZDJZBg6dKhQ7iv+7ZLWli1bhKGa33zzDZYtWwZvb2+4u7sbPDdr\n1641dYjUxalTp6QOweIxySOzoNVqAQBOTk7YuHEjfH19JY6IetLQ0ADg+6RB1ygFgNmzZ2PYsGHI\nyMhAYWGhkGCQdBobGwFAWKerrKxM2BcaGgq5XI7AwEBUVlaitbVVkhjpe7y+zNvSpUt7LZP56j5S\nQavVory8XJiYisxLdXW18Hry5MmIjY3ll/8PiEkemYXAwEBcu3YNYWFhTPDMnK4XSPeNaNdGqG5B\n7UGDBgEAuEKL9BQKBdra2lBTUwMAQq+QXC4XEgkdPqMiPV5fluXw4cMAOhuZSUlJnLWRaIC4uLig\nrq4OISEhfN7uIfGZPDILU6ZMAdDZAOWzeeZNlwhcv34d7e3twvNdjo6OcHFxAfB9Q1XXe0TS0SVy\n165dw5/+9CehUern5yd8I6rrEdKdP5IOry/L8uGHH+LDDz9EWloaEzyiAaSbKMze3l7iSCwX70hk\nFhITE3HmzBnk5eXhD3/4A370ox9xKncz5e/vj8LCQty7dw8vvfQSmpubAQCPPfaYUEf3bJerq6sk\nMdL3hg8fLvQGpaenC9t1a+Kp1Wqhd8/Hx8f0AZIIry/LolQqoVKp4OXlJXUodB/bt2+XOgR6AD/4\nwQ+QnZ2NoqIiXLlyBSNGjJA6JIvDJI/MwrJly9De3g4AuHDhAi5cuABHR0e9b6o7Ojogk8nw3nvv\nSREmARgzZgwKCwsBQGiA6rYDQG1trZBUhISEmDw+EktOTsbJkydFPeQKhQLTpk0DAOTl5QnP4kVE\nREgSI32P15dlGT58OM6fPy8aVkvmydvbW+oQ6AFcvXoVMTExOHPmDNavX49x48YhNDS0xxEn8fHx\nJo7Q/DHJI7NgaCrj5uZmUSOHzMOMGTNw6tQplJaWCtuCg4ORlJQEADh//rywnUmD9IKDg7FmzRr8\n85//xN27d+Hl5YUf/OAHCAgIANCZNOgSCN26bCQdXl+W5bnnnkNOTg7u3LmDY8eOCeeJiPpn165d\nwmuNRoNTp071OuMmkzx9sg4+uU1m4IUXXnig+vv27TNSJNQXbW1tOHv2LCorK+Ht7Y2xY8fC1tYW\nAFBSUoLKykrIZDIMHz6cz3kRPSBeX5YjIyMDFy9eRHZ2NoDOYdCRkZHw8PAwOOMfG6LSedB18QYP\nHmykSKgv2C7sP/bkEdEDs7Ozw6RJkwzuCwkJ4TAyood07tw5yGQyODg4YM6cOXqTefD6Mi9dexsA\n4PLly7h8+XKP9ZnkSedBl7tg0kCWjkkemQXeTC1XXV0dKioq0NbWhujoaKnDoR6o1WqkpaXhwoUL\nwpp4u3btwuXLl9Ha2gq5XM7hmmbgrbfeAgD4+voKw2iJiB41zz//vNQhWDwmeUT0UPLy8vDJJ5/g\n2rVrwrZ9+/bhk08+QVlZGRQKBZYtW8Zpxc1AZWUlNm7cKFoIXefMmTM4duwYAGDz5s3sJZKYk5MT\nmpqaOLswET3S5s2bJ3UIFo+tLzJLHR0dUKlUALh2lznKyMjAH//4R4OLMQ8aNAj/+te/AAATJ07E\nU089ZerwqIu2trYeEzwAmDRpkpDknT9/nkmexIYOHYrLly+jurpa6lCoD9jbYDl6moJfNxpFo9EA\n6BwS7eTkZMrQiIyCSR6Zldu3b2P//v3IyclBS0sLgM5FgEePHo3nnnsOgYGBEkdId+7cwfvvv28w\nwQOAsWPH4qOPPgIAfPPNN0zyJHb8+PEeEzygc4ZGBwcHtLS0CAtvk3TmzJmDy5cv4+bNm8jJyeEQ\nWjPH3gbLsW7duh731dbW4v3338f58+dhb2+PNWvWmC4wIiNhkkdm49KlS9i6dSva2tpE25ubm3H6\n9GmcP38ev/rVrzBq1CiJIiQAOHz4sLDmmoODA2xsbNDY2Cjs9/LygqenJ6qrq0VDOUkaZ86cEV4v\nWLAA3377LS5duiRsk8vlCAoKQmFhYa/JIJmGQqHApEmTkJWVhbfeegvx8fGIioqCu7u7wdkaIyMj\nJYjy0VVSUgKZTAZnZ2fOvmhF3Nzc8Oqrr+InP/kJvvvuOxw+fBhz5syROqxH2htvvPFA9deuXWuk\nSCwXkzwyC/X19di2bZtegtdVW1sb3n33Xbz99tsYNGiQCaOjrnQzxykUCmzatAl///vfcfbsWVEd\nPz8/VFdXo7KyUooQqQvdemvBwcF45plnUFxcrFfH1dUVQOd1SNLq2rDRaDRIT09Henp6j/U5aZVp\nrVq1CgAwbtw4rFixQtj+6aefIj8/HwAbm5bK3t4erq6uqKmpwYkTJ5jkSUx3PdHDk0sdABEApKam\nCs/g6Tg5OemNi29sbERqaqopQ6NudGsNDR8+vMfJIezt7QEATU1NJouLDNMNe/by8rpvHS6bSvRw\nSktLkZ+fz4apBcvKykJNTQ0AoKKiQuJoiPqPPXlkFi5evCi8njBhAn70ox/Bw8MDAFBdXY1PPvkE\np06dEuryOQjp6BKB3mbNrK2tBQBhAWeSjpOTE1QqVY+9qm1tbbhx4wYAQKlUmjI0IiKTWbp0qcEh\nzxqNBiqVSjSSyM7OzpShERkFkzwyC7dv3wYADB48GK+88gpsbGyEfZ6enli6dCm+++47VFVV4c6d\nO1KFSeh8dqGqqgrXrl0Tns3rqry8XHgWz93d3dThUTfBwcHIz8/HzZs3kZmZKWrktLe3Y/fu3UIv\nelBQkFRh0r/FxcX1ua6hBisRGaYbhdIXfNZVetu3bze4vb6+HgUFBThw4ADq6+sxY8YMzJ4928TR\nWQYmeWQWdMPFAgMDRQmejo2NDQICAlBVVYXm5mZTh0ddhIeHo6qqCvX19XjrrbfQ0NAg7MvMzMSn\nn34q9PaFhYVJFSb9W2xsrDCEbMeOHZDLvx+lv2jRIrS2torqkrSWLl0qdQhEjzRHR0fMnz9f6jAe\ned7e3j1uDwsLQ2RkJFavXo0jR45g7NixvT6S8KjiM3lkFhwdHQEAN2/ehFar1duv0Whw69YtUV2S\nxuTJk4XXubm5KCoqEso7duwQDQuMj483ZWhkQEJCgjD0GYDo+uqa4Hl4eIjOLRHRo0Iul2Pw4MGY\nMmUKNm/ezOWaLEBoaKjwt+2LL76QOBrzxJ48Mgv+/v4oLCxEdXU13n33XSxcuFCYnrqqqgqffPKJ\nsDhwT5N9kGmMGjUKTz75JM6dO9drvTFjxmDkyJEmiop64uTkhF//+td488039SY36lrnl7/8Jb9A\nIeqj1tZWYfhfR0eH6Hmu3oYFctkF6XAmWutSW1srzAhdWFgocTTmSdbB6dTIDOzfvx+ffvqpaJuu\nwdl9eOa8efPw/PPPmyw20tfW1oZdu3bh9OnTBvePHTsWr7zyCh9eNyM1NTX4/PPPce7cOdy7dw9A\n5zOTsbGxePbZZ+Hp6SlxhAQAO3fufKBn7ZYsWWLEaKi7F154oV/HM9Eg6ptPP/20x4lyGhoakJOT\nI3z5b2tri48//tjUIZo9JnlkFurr6/GLX/xCtKi2IU5OTnjnnXe4Tp6ZKC4uxrlz54Qhmt7e3oiN\njUV4eLjEkVFvdBPm9DZDKknjQZMIJg2mxSTPcunWoIyMjOxxhu6LFy+ivLwcMpkM06cwzNE0AAAS\nnUlEQVRPN2V41M2DXGshISHYvHmzEaOxTPwLT2bB1dUVy5cvx1tvvdXjguh2dnZYvnw5EzwzMnTo\nUAwdOlTqMOgBMbkjokeNbgIqV1fXHuukp6fjzJkzAMAkz4LMnDlT6hDMEv/Sk9l44oknsHHjRuzf\nvx+5ubnCjJsODg4YPXo0nn/+eT4MTdQPVVVVuHfvHtrb23usw6nDiehRxcFtlsXBwQHz5s3jpGE9\nYJJHZiUwMBC/+MUvoNVqoVKp0NHRARcXF9G07yStnsbJ94TPT0rv66+/xp49e1BeXn7fuhxOJq3X\nX3/d4Pa6ujp89913SEtLQ3t7OxITEzFx4kQTR0e8PqxbRUWF1CHQv/X2vLFCoYCHhwfCwsL47H8v\n+EweET0QPjNkWS5cuIAtW7b0uT7Pl3m7dOkSNmzYABsbG2zcuBFDhgyROiQis6V7Dg/4frimi4sL\ngoKC9OrW1NQIX4TZ2dnho48+Mk2QREbCnjwiIiv2+eefSx0CDaCRI0fCzc0NtbW12L9/P371q19J\nHRKR2dIldl01NDQY3N5VTwtxk7QaGhpw584d2NjYwM/PD05OTlKHZNaY5JEkli5d+kBD/nQ6Ojog\nk8nw3nvvGSEqIutTUlIivHZ1dUV4eDgcHR0NDoF+mGuSTKulpQVNTU0AgCtXrkgcDZF14lBo02tq\nahJ6Uu3t7REQECDsa2trw/vvv4/MzExhm1wux7hx47Bo0SIolUqTx2sJmOSRJHpbLJbMW0/j5Ovq\n6lBQUICcnBwAQHx8PCfxMAM2NjZob2+Hq6srfv/73/c6sxxJLyMjo9e1obKzs4UZiLuvIUpE/aNU\nKpGQkIC5c+dKHcoj5+TJk/jggw8AADNmzEBKSoqw74MPPhAleACg1Wpx+vRplJWVYePGjZy7wQAm\neUT0QHqbxWru3LnIzMzEjh07cObMGU66YgZCQkJQUFCAkJAQJngWYNeuXX2uyyFlRL3bvn07ZDIZ\nOjo6sGzZMgDAqFGj8NOf/lQ0k6ZMJoOdnR2XaJJQaWmp8LprT2pFRQUyMjJ6PK6kpAQZGRlISEgw\nZngWiWkvEQ2ouLg4KJVKtLS04NNPP5U6nEeebq2nkpISYZgfWYcpU6ZIHQKRWfP29oaXl5foCxF7\ne3thm+4/Ly8vJngS0yV5Tk5OCA8PF7ZnZ2eLEnK5XI6QkBDRrJpnz541XaAWhD15ZBY8PDwwbdo0\nJCYmwsXFRepwqB80Gg00Gg2AzpkASVoTJkzAhQsXkJWVhd/97neYP38+QkND+QyDBZPJZJg+fTqe\nfvppqUMhshicOdi83bt3D0DnUlpdh6x/++23ono/+9nPEB8fj9LSUqxcuRIAcOPGDdMFakGY5JEk\npk2bhhMnTqC1tRVA59TFe/fuxT//+U9MmjQJycnJBqc4Jun1NCuZVqtFfX09MjMzhWeFVCqVKUMj\nA7oueVFcXIwNGzb0Wp8NIWn1NsTZxsYGHh4eiI6OxuDBg00YFRGRcenaC90fK7h27Zrw2sHBAZMm\nTQIABAcHIywsDEVFRWhoaDBdoBaESR5JYtGiRViwYAHS09Nx5MgR3L17F0DnDErp6elIT09HdHQ0\nZs6ciTFjxkgcLXXVdd2h+3F3dzdiJETWZ968eVKHQGS11Go1jhw5guzsbJSVlfU6hJ1feJmW7kt/\n3cRSAFBZWSn6snjEiBGwsbERyrohtlqt1kRRWhYmeSQZJycnzJ49G8nJyTh//jwOHz4smhI8Ly8P\neXl58Pb2xqxZszBjxgwJo6WHwWmoiYjIHHR0dGDTpk24fPmy1KGQAY6OjmhsbMSNGzeE5bIuXrwo\nqhMRESEqt7S0AOh8zpL0Mckjycnlcjz11FN46qmnUFJSgi+//BKnTp1Ce3s7gM5vcvbv388kTyK6\nNQ1Hjx6NRYsW9fm4mJgYzq5pBjisj4gIyMzMZIJnxgICAnD16lXU1dXhD3/4A4YPH44vvvhCVCcq\nKkpUvn37NoDOeR1IH5M8MiteXl4ICAiAi4sLampqhO1dZ1Yi09KtaVhfXw+gc/bMnigUCnh4eODx\nxx/H8OHDTRIf9W7Hjh1Sh0APqLKyEp9//jkuX76Me/fuQa1W91iXQ8qI+iY7O1t4bW9vLwwP1M3S\nqBsmyC/GpBEbG4urV68C6Jwts/uMmR4eHqKevNu3b6O2thYA4O/vb7pALQiTPDILN2/exJdffomT\nJ0+KxmMDnQ/acqpw87F06VKpQyCyWrdu3cJvf/tbLndBNMB0MzDa2dnh3XffxeLFiwF0jjpZvnw5\n9u3bhy+++AKxsbH4yU9+ImWoj6Rp06bh6NGjoi/4u3r++edFs25mZWUJr7suuUDfY5JHkuno6MCF\nCxfw5ZdfIi8vT2+/t7c3ZsyYgSlTpsDJyUmCCImITGvPnj1M8IiMQDcaJTQ0FG5ubqJ9crkc8+fP\nR3Z2No4ePYqQkBAurm1iTk5O+O1vf4t33nlHtCSCXC7H3LlzMXXqVGFba2srUlNThfLIkSNNGqul\nYJJHkjh48CCOHj2KyspKvX26WTVjYmIgl8sliI7IcmVkZIi+7XxQ8fHxAxgNPajuS5Q4ODjAycmJ\n90KiAaJbI1Qul0Or1QpL/shkMvj7+6OiogLHjh1jkicBf39/bN68GdevX8edO3dga2uLiIgIvaRc\no9EIa+TJZDKEhIRIEK35Y5JHkvjoo49EZTs7O0yaNAkzZ85EcHCwRFFRb4qKirBr164HPm7JkiVG\niIZ68jDnqCsmedLSDVe3s7PD6tWrERkZKXFERNbB2dkZdXV1wjOuDg4OaGpqQlFREZqbm6FQKFBa\nWgrg+wk9yPRkMhlCQ0MRGhraYx0nJyc+998HTPLILNja2uLSpUv3nflKN63ue++9Z6LISKeqqgoZ\nGRkPfByTPKK+8/Pzw82bNzFs2DAmeEQDyMXFBXV1dcK6az4+Prh+/ToaGxvxy1/+EnK5HNXV1f+/\nvft7beqM4zj+yWl0MQM727p1rXElpGkOcYLsB1PHEB0yvRnixIE4GN7oH+CNIFWZU3chu9kPVubF\nhDFlDBkbG15tcygU2aS2Ns2y1mp1sS21rW21xaa7CDkY+2NzS84xT98vEJJznsAXhLSfnuf5fiXp\nf+2GAB4XhDw8FkZHRzU6Oup1GQDgqXXr1unkyZPq6+vzuhTAKKFQSD09Pc4xkXg8rq6uLkma1uxj\nrqdIQKkg5AGAQWaaTZhOp51OZCtXrtSyZcskZTs5trS0SJJefPFFzjU8BjZt2qTm5mZ1dHSoqalJ\nO3bsoPEUUAB1dXW6cOGChoeH1dPT43RzzM3kfdDWrVs9qBAoLN8UA8jgge3bt/+vzzMbyj25/6va\n2lqtXr36kT+/bdu2QpeERzA8PKy9e/dqeHhY+/bt0/PPP593v7W1VYcPH1YwGNQHH3ygyspKjyqd\nnw4ePDjt2tjYmK5evSopezavurraaRbxsMbGxmKWBxjj/v37TufaYDAov9+vtrY2ff75584ZvKVL\nl+qdd97Ryy+/7GWpQEHwJA+eIKSVnlAoRGArQadOndLg4KCi0ei0gCdlu9lGIhElk0mdPn2aM5Qu\ne7ib5sMmJiacZhAA/ju/36/FixfnXYvH4zp+/LhGRkY0OTmp8vJyj6oDCo+QBwAG++233/712kuX\nLhWxEgB4vAwPDyudTqusrEzPPvus1+UABUXIAwCDDQ0NScqOwGhpaZk2NLalpUWpVEqSnK5zAFDq\nxsbGlE6nJUlPPPGEamtrnXsTExNqamrSL7/84lyzLEuvvPKKdu3aNev2aKCUEPIAwGCVlZXq7e1V\nJpPR+++/r3g8rlAoJEm6fv26WltbnbUVFRVelTlvPTgOhiPyQOGcO3dOJ06ckCS98cYbevfdd517\nJ06cyAt4kpTJZHT+/HndvHlTR44ckWVZrtYLFBohD8CcqqqqJGnaWQaUhjVr1ujMmTOSsiGitbU1\nL9g9vBbuOnDggHw+n1atWqVdu3Z5XQ5gjAfPsq5du9Z5fevWrTlnvl69elU//fST1q9fX8zygKIj\n5AGY00cffeR1CfgftmzZokuXLjndGmezfPlybdmyxZ2i4Ojv75eUPRsEoHByIS8YDKq+vt65fuHC\nhbyn5pZlafny5bp586YmJiYkSc3NzYQ8lDyeRQOAwQKBgBobG7Vu3boZtx9ZlqXXXntNBw4cUCAQ\n8KBCACi827dvS5KWLVsmn8/nXG9ra8tbt3v3bh07dkyHDx92rnV3d7tTJFBEPMkDAMMFg0Ht2bNH\nb7/9ttra2pynR1VVVYrH41qyZInHFQJAYeUaST181KCzs9N5HQgE9Oqrr0rK7maIRCJKpVK6c+eO\ne4UCRULIA4B5YsmSJc4vNABgsvHxcUlytmBKUm9vb14XYdu2VVZW5rzPzcnLZDIuVQkUDyEPAOaJ\nTCajP//8U319fbp37x5nTh4jqVRKn3zyySN/juH1wMwWLVqk0dFRdXd3a2pqSj6fb9os0Gg0mvf+\n3r17krIjF4BSR8gDgHng559/1pdffqnBwUHn2vr16/Xpp5+qs7NTZWVlamxs5FyeR/r7++fs+Dcb\nQh4ws9raWiWTSQ0NDen48eOKxWJOp+GceDye9/7GjRuSGCcDM9B4BQAM98033+jjjz/OC3g5kUhE\n3d3d6uzs1MWLFz2oDgAK74UXXnBeNzc364svvsjrYltRUZH3JO/GjRvOd2RNTY17hQJFQsgDAIN1\ndnbq9OnTs95/6aWXnNeXL192oyQAKLqNGzfO+UTurbfeyuu6+euvvzqvHxy5AJQqtmsCgMF+/PFH\nZyZUZWWlpqamNDAw4NwvLy/XM888o1u3bqmrq8urMue92tparV692usyAGMEg0Ht379fH374Yd5I\nBMuy9Oabb2rDhg3OtfHxcZ09e9Z5v3LlSldrBYqBkAcABrty5YqkbKvwo0ePqqmpSc3NzXlrciGv\nr6/PixIhKRQKadu2bV6XARilpqZGx44dU1dXl/766y8tWLBA0WhUTz31VN66yclJ7d27V5Lk8/lU\nV1fnQbVAYRHyAMBguYHADQ0N0+ZF5fj92R8Fuc5yAGAKn8+ncDiscDg865pgMKhYLOZiVUDxcSYP\nAAxmWdmv+dyWzZnkhqMvXLjQlZoAAEBxEfIAwGC5xgN//PGHxsbGpt1PpVK6du2apOyZPQAAUPrY\nrgkABmtoaFA6ndbdu3d16NAhTU5OOve+/vpr/fDDD3lr4a6qqipJmnUrLQAA/4Vvaq49PACAkpZM\nJrV///5/tfa9996jdTgAAAZguyYAGCwajWrjxo3/uO71118n4AEAYAie5AGA4TKZjL766it99913\neds1pWxjls2bN2vHjh1OkxYAAFDaCHkAYJBvv/1Wtm0rHA6rrKws797AwIB+//139fb2SpKefvpp\nrVq1ymnOAgAAzEDIAwCDbN++XVJ2HEIkEpFt24rFYopGowoEAh5XBwAA3EDIAwCD5ELewyzL0nPP\nPSfbttXQ0CDbtlVeXu5ydQAAwA2EPAAwyGwhbybV1dWKxWKKxWKybVvV1dVFrAwAALiFkAcABjlz\n5owSiYQ6OjpmHH4+l/Lycn322WdFqgwAALiFkAcABspkMrp+/bra29vV3t6uRCKhwcHBf/zcqVOn\nXKgOAAAUEyEPAOaJdDrtBL5EIqF0Oj1tDSEPAIDS5/e6AACAO6qrq2VZlvPv7t27Ghoa8rosAABQ\nYIQ8ADDU1NSUuru7nSd3iURCt2/f9rosAABQZIQ8ADDIg9sxk8nknM1XfD6fM1Yh12ETAACUPs7k\nAYBB5hqh4Pf7FYlEnEDX0NCgRYsWuVgdAABwA0/yAMBgK1asUDwel23bqq+vl9/P1z4AAKbjpz0A\nGCyVSsmyLEnZM3r19fVasGCBx1UBAIBiYrsmABhk586dmpiYmPW+3+9XOBzO27L55JNPulghAAAo\nNkIeABjk/v376urqUnt7uzo6OpRIJDQyMjLrep/Pp1AopFgsplgsprVr17pYLQAAKAZCHgAYrqen\nx+m42d7erv7+/lnXMgwdAIDSR8gDgHlmYGBA586d0/fffz9tGDohDwCA0kfjFQCYB3p6evJm6M31\nNA8AAJQ2Qh4AGGZyctI5l5cLdXOdywMAAGYh5AGAQQ4dOqRUKqXx8fFH+lxFRYVs2y5SVQAAwE2E\nPAAwSFtb279aV1NTI9u2nVEKS5cuLXJlAADALYQ8ADCcZVmqq6tzQl0sFtPixYu9LgsAABQJIQ8A\nDLNw4UJFIhEn1EWjUQUCAa/LAgAALmGEAgAYJJlMKhwOy+/nb3gAAMxXhDwAAAAAMIjldQEAAAAA\ngMIh5AEAAACAQQh5AAAAAGAQQh4AAAAAGISQBwAAAAAG+RsjMS3uo+o0jgAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 20 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# ZERO LOOPS!" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# There's more going on, though" ] }, { "cell_type": "code", "collapsed": false, "input": [ "bike_data['Berri 1'].plot()" ], "language": "python", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 19, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAA2kAAAHkCAYAAACkOWeJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 19 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Part 3: Grab some weather data and look at the temperatures" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def get_weather_data(year):\n", " url_template = \"http://climate.weather.gc.ca/climateData/bulkdata_e.html?format=csv&stationID=5415&Year={year}&Month={month}&timeframe=1&submit=Download+Data\"\n", " # mctavish station: 10761, airport station: 5415\n", " data_by_month = []\n", " for month in range(1, 13):\n", " url = url_template.format(year=year, month=month)\n", " weather_data = pd.read_csv(url, skiprows=16, index_col='Date/Time', parse_dates=True).dropna(axis=1)\n", " weather_data.columns = map(lambda x: x.replace('\\xb0', ''), weather_data.columns)\n", " weather_data = weather_data.drop(['Year', 'Day', 'Month', 'Time', 'Data Quality'], axis=1)\n", " data_by_month.append(weather_data.dropna())\n", " # Concatenate and drop any empty columns\n", " return pd.concat(data_by_month).dropna(axis=1, how='all').dropna()" ], "language": "python", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "prompt_number": 20 }, { "cell_type": "code", "collapsed": true, "input": [ "weather_data = get_weather_data(2012)" ], "language": "python", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "weather_data[:5]" ], "language": "python", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Temp (C)Dew Point Temp (C)Rel Hum (%)Wind Spd (km/h)Visibility (km)Stn Press (kPa)Weather
Date/Time
2012-01-01 00:00:00-1.8-3.9 86 4 8.0 101.24 Fog
2012-01-01 01:00:00-1.8-3.7 87 4 8.0 101.24 Fog
2012-01-01 02:00:00-1.8-3.4 89 7 4.0 101.26 Freezing Drizzle,Fog
2012-01-01 03:00:00-1.5-3.2 88 6 4.0 101.27 Freezing Drizzle,Fog
2012-01-01 04:00:00-1.5-3.3 88 7 4.8 101.23 Fog
\n", "

5 rows \u00d7 7 columns

\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 22, "text": [ " Temp (C) Dew Point Temp (C) Rel Hum (%) Wind Spd (km/h) Visibility (km) Stn Press (kPa) Weather\n", "Date/Time \n", "2012-01-01 00:00:00 -1.8 -3.9 86 4 8.0 101.24 Fog\n", "2012-01-01 01:00:00 -1.8 -3.7 87 4 8.0 101.24 Fog\n", "2012-01-01 02:00:00 -1.8 -3.4 89 7 4.0 101.26 Freezing Drizzle,Fog\n", "2012-01-01 03:00:00 -1.5 -3.2 88 6 4.0 101.27 Freezing Drizzle,Fog\n", "2012-01-01 04:00:00 -1.5 -3.3 88 7 4.8 101.23 Fog\n", "\n", "[5 rows x 7 columns]" ] } ], "prompt_number": 22 }, { "cell_type": "heading", "level": 2, "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "We need the temperatures every day, not every hour..." ] }, { "cell_type": "code", "collapsed": false, "input": [ "bike_data['mean temp'] = weather_data['Temp (C)'].resample('D', how='mean')" ], "language": "python", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "prompt_number": 23 }, { "cell_type": "code", "collapsed": false, "input": [ "bike_data.head()" ], "language": "python", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Berri 1C\u00f4te-Sainte-CatherineMaisonneuve 1weekdaymean temp
Date
2012-01-01 35 0 38 6 0.629167
2012-01-02 83 1 68 0 0.041667
2012-01-03 135 2 104 1-14.416667
2012-01-04 144 1 116 2-13.645833
2012-01-05 197 2 124 3 -6.750000
\n", "

5 rows \u00d7 5 columns

\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 24, "text": [ " Berri 1 C\u00f4te-Sainte-Catherine Maisonneuve 1 weekday mean temp\n", "Date \n", "2012-01-01 35 0 38 6 0.629167\n", "2012-01-02 83 1 68 0 0.041667\n", "2012-01-03 135 2 104 1 -14.416667\n", "2012-01-04 144 1 116 2 -13.645833\n", "2012-01-05 197 2 124 3 -6.750000\n", "\n", "[5 rows x 5 columns]" ] } ], "prompt_number": 24 }, { "cell_type": "heading", "level": 2, "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Bikers per day and temperature" ] }, { "cell_type": "code", "collapsed": false, "input": [ "bike_data[['Berri 1', 'mean temp']].plot(subplots=True)" ], "language": "python", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 25, "text": [ "array([,\n", " ], dtype=object)" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAA2EAAAHVCAYAAAB4yPN1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niCbR/wG5UywBjrj1oAAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 25 }, { "cell_type": "heading", "level": 2, "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Do people bike when it's raining?" ] }, { "cell_type": "code", "collapsed": false, "input": [ "bike_data['Rain'] = weather_data['Weather'].str.contains('Rain').resample('D', how='mean')" ], "language": "python", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "prompt_number": 26 }, { "cell_type": "code", "collapsed": false, "input": [ "bike_data[['Berri 1', 'Rain']].plot(subplots=True)" ], "language": "python", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 27, "text": [ "array([,\n", " ], dtype=object)" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAA2EAAAHVCAYAAAB4yPN1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ntfA7aEKtP5sAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 27 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Some advice\n", "\n", "* Read (some of) the documentation\n", "* [http://pandas.pydata.org/](http://pandas.pydata.org/) has a 460-page PDF with lots of examples\n", "* Python for Data Analysis by Wes McKinney is great\n", "* Use numpy/pandas built-in operations, try not to write your own loops (though: see Numba, Cython, ...)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# http://github.com/jvns/pandas-cookbook" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "

Thanks! Questions?

\n", "\n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "print 'Email:', julia['email']\n", "print 'Twitter:', julia['twitter']\n", "print 'Blog:', julia['website']\n", "print 'Slides:', julia['slides']" ], "language": "python", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Email: julia@jvns.ca\n", "Twitter: http://twitter.com/b0rk\n", "Blog: http://jvns.ca\n", "Slides: http://bit.ly/pycon-pandas\n" ] } ], "prompt_number": 78 } ], "metadata": {} } ] }