{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Meso Level Analysis: Focusing on Countries" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's start by importing all of the necessary libraries to conduct the analysis. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from py2neo import Graph\n", "import numpy as np \n", "from pandas import DataFrame\n", "import itertools\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import json\n", "import math\n", "import pandas as pd\n", "import plotly \n", "import plotly.graph_objs as go\n", "import qgrid\n", "from scipy import stats, spatial\n", "from sklearn.cluster.bicluster import SpectralBiclustering\n", "import operator\n", "from IPython.display import display, HTML\n", "from matplotlib.colors import ListedColormap\n", "from wordcloud import WordCloud\n", "\n", "local_connection_url = \"http://localhost:7474/db/data\"\n", "connection_to_graph = Graph(local_connection_url)\n", "\n", "\n", "# please add your plotly api credentials to plotly_config in your own machine. Visit https://plot.ly/python/getting-started/\n", "plotly_config = json.load(open('plotly_config.json'))\n", "plotly.tools.set_credentials_file(username=plotly_config['username'], api_key=plotly_config['key'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Table of Contents:\n", "- [1.Characterization of countries](#one)\n", " - [1.1.Co-ocurence matrixes for countries](#one-one)\n", " - [1.2.Country capability lists](#one-two)\n", "- [2.Country Correlation Matrix and Profiles](#two)\n", " - [2.1.Regular country correlation matrix](#two-one)\n", " - [2.2.Clustered country correlation matrix](#two-two)\n", " - [2.3.Country profiles](#two-three)\n", "- [3.Contextual Relations](#three)\n", " - [3.1.GDP per capita](#three-one)\n", " - [3.1.1.GDP per capita and capabilities](#three-one-one)\n", " - [3.1.2.Country Profiles and Correlation](#three-one-two)\n", " - [3.1.3.Using the average GDP per capita](#three-one-three)\n", " - [3.2.Collaborations](#three-two)\n", " - [3.2.1.Collaboration Matrix](#three-two-one)\n", " - [3.2.2.Collaborations and Capabilities](#three-two-two)\n", " - [3.2.3.Normalized Collaborations and Capabilities](#three-two-three)\n", "- [4.Comparing countries](#four)\n", " - [4.1.Visualizing Differences](#four-one)\n", " - [4.2.Understanding Differences](#four-two)\n", "- [5.Country Spectrums](#five)\n", " - [5.1.Country Spectrums: Zooming in](#five-one)\n", " - [5.2.Country Spectrums: Limited Countries](#five-two)\n", " - [5.3.Country Spectrums: Full Representation](#five-three)\n", " - [5.4.Country Spectrums: Pairs with more than X occurency](#five-four)\n", " - [5.5.The uniqueness of countries](#five-four)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Characterization of countries " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this part of the analysis, severall co-occurence matrixes will be produced. Ideally, one for every country in the database. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.1. Co-ocurence matrixes for countries " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We start by getting a list of all of the countries in the neo4j database. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The country list has 145 countries.\n" ] } ], "source": [ "country_query = \"\"\" MATCH (n:Country) \n", " WITH n.name AS Country \n", " RETURN Country;\n", " \"\"\"\n", "\n", "country_names = list(set(DataFrame(connection_to_graph.data(country_query)).as_matrix()[:, 0]))\n", "country_names.sort()\n", "\n", "print 'The country list has {} countries.'.format(len(country_names))" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "352\n" ] } ], "source": [ "f_terms = list(set(DataFrame(connection_to_graph.data('MATCH (a:Asset)-[:CONTAINS]->(fs:Feedstock) RETURN fs.term, count(a)')).as_matrix()[:, 1]))\n", "o_terms = list(set(DataFrame(connection_to_graph.data('MATCH (a:Asset)-[:CONTAINS]->(fs:Output) RETURN fs.term, count(a)')).as_matrix()[:, 1]))\n", "pt_terms = list(set(DataFrame(connection_to_graph.data('MATCH (a:Asset)-[:CONTAINS]->(fs:ProcessingTech) RETURN fs.term, count(a)')).as_matrix()[:, 1]))\n", "bbo = list(set(f_terms + pt_terms + o_terms))\n", "print len(bbo)\n", "matrix_axis_names = bbo" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After doing this, we prepare a function that given a certain country, will retrieve the co-occurence matrix. This process is similar to the process in \"[1.3. The first part of the matrix: No intersections](#one-three)\" but applied to a particular country. By aggregating the process done before in a single function. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def get_country_matrix(country, normalization=True):\n", " \n", " # define queries\n", " country_no_interestions = \"\"\" MATCH (a:Asset)-[:CONTAINS]->(fs:Feedstock)\n", " MATCH (a:Asset)-[:CONTAINS]->(out:Output)\n", " MATCH (a:Asset)-[:CONTAINS]->(pt:ProcessingTech)\n", " WHERE a.country = \"{}\"\n", " RETURN fs.term, pt.term, out.term, count(a)\n", " \"\"\".format(country)\n", " \n", " process_variables = ['Feedstock', 'Output', 'ProcessingTech']\n", " \n", " country_intersections = \"\"\" MATCH (a:Asset)-[:CONTAINS]->(fs:{})\n", " MATCH (a:Asset)-[:CONTAINS]->(t:{})\n", " WHERE fs<>t AND a.country = \"{}\"\n", " RETURN fs.term, t.term, count(a)\n", " \"\"\"\n", " if country == 'root':\n", " total_documents = 1\n", " else:\n", " \n", " q_documents = \"\"\" MATCH (n:Asset)-[:LOCATED_IN]->(c:Country)\n", " WHERE c.name = \"{}\"\n", " RETURN c, count(n)\"\"\".format(country)\n", " \n", " total_documents = DataFrame(connection_to_graph.data(q_documents)).as_matrix()[0][1]\n", " \n", " # get data\n", " data_no_intersections = DataFrame(connection_to_graph.data(country_no_interestions)).as_matrix()\n", " \n", " # create matrix\n", " country_matrix = np.zeros([len(matrix_axis_names), len(matrix_axis_names)])\n", " \n", " # for no intersections data\n", " for row in data_no_intersections:\n", " # the last column is the frequency (count)\n", " frequency = row[0]\n", " indexes = [matrix_axis_names.index(element) for element in row[1::]]\n", " # add frequency value to matrix position\n", " for pair in itertools.combinations(indexes, 2):\n", " country_matrix[pair[0], pair[1]] += frequency\n", " country_matrix[pair[1], pair[0]] += frequency\n", " \n", " # for intersecting data\n", " for category in process_variables:\n", " process_data = DataFrame(connection_to_graph.data(country_intersections.format(category, category, country))).as_matrix()\n", " for row in process_data:\n", " frequency = row[0]\n", " indexes = [matrix_axis_names.index(element) for element in row[1::]]\n", " # add frequency value to matrix position\n", " for pair in itertools.combinations(indexes, 2):\n", " country_matrix[pair[0], pair[1]] += frequency / 2 # Divided by two because query not optimized\n", " country_matrix[pair[1], pair[0]] += frequency / 2 # Divided by two because query not optimized\n", " \n", " # normalize\n", " #normalized_country_matrix = (country_matrix - np.mean(country_matrix)) / np.std(country_matrix)\n", " \n", " normalized_country_matrix = country_matrix / total_documents\n", " \n", " # dynamic return \n", " if normalization == True:\n", " return normalized_country_matrix\n", " else: \n", " return country_matrix\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's create a function that returns basic stats given a matrix. With this function, we can gain insight into the previous function. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def basic_stats(a_matrix):\n", " print 'Rows:', a_matrix.shape[0]\n", " print 'Columns:', a_matrix.shape[1]\n", " print 'Mean: ', np.mean(a_matrix)\n", " print 'Standart Deviation', np.std(a_matrix)\n", " print 'Max: ', np.amax(a_matrix)\n", " print 'Min: ', np.amin(a_matrix)\n", " print 'Symmetry: ', check_symmetric(a_matrix, 1e-8)\n", " print ''\n", " \n", "def check_symmetric(a, tol):\n", " return np.allclose(a, a.T, atol=tol)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's test a couple of countries. By getting their co-occurence matrix and printing its properties. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Denmark co-occurence matrix stats:\n", "Rows: 352\n", "Columns: 352\n", "Mean: 3.655987320760048e-05\n", "Standart Deviation 0.0008689242584471302\n", "Max: 0.08831908831908832\n", "Min: 0.0\n", "Symmetry: True\n", "\n", "Sweden co-occurence matrix stats:\n", "Rows: 352\n", "Columns: 352\n", "Mean: 5.3249688971829727e-05\n", "Standart Deviation 0.0008832382504540617\n", "Max: 0.1010752688172043\n", "Min: 0.0\n", "Symmetry: True\n", "\n" ] } ], "source": [ "print 'Denmark co-occurence matrix stats:'\n", "basic_stats(get_country_matrix('Denmark', normalization=True))\n", "print 'Sweden co-occurence matrix stats:'\n", "basic_stats(get_country_matrix('Sweden', normalization=True))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def borders(width, color):\n", " plt.axhline(y=0, color='k',linewidth=width)\n", " plt.axhline(y=get_country_matrix('Denmark', normalization=True).shape[1], color=color,linewidth=width)\n", " plt.axvline(x=0, color='k',linewidth=width)\n", " plt.axvline(x=get_country_matrix('Denmark', normalization=True).shape[0], color=color,linewidth=width)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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AXiGRBQAAAAB4hUQWAAAAAOAVEtmW6PV6TRdBkjQYDJouwlRra2tNF6H12rIfAcCyGY1G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\n2ScKVhUeSV/ZKuNKV13Hk9F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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# create subplots\n", "plt.subplots(2,1,figsize=(17,17))\n", "\n", "bwhite = 'binary'\n", "vmax = 0.01\n", "vmin=0.00\n", "\n", "\n", "plt.subplot(121)\n", "sns.heatmap(get_country_matrix('Denmark', normalization=True),cbar=True, cbar_kws={\"shrink\": .2}, cmap=bwhite, square=True, xticklabels=False, yticklabels=False, vmin=vmin, vmax=vmax)\n", "borders(1.5, 'k')\n", "plt.title('Normalized Capability Matrix: Denmark')\n", "\n", "plt.subplot(122)\n", "sns.heatmap(get_country_matrix('Sweden', normalization=True), cbar=True, cbar_kws={\"shrink\": .2}, cmap=bwhite, square=True, xticklabels=False, yticklabels=False, vmin=vmin, vmax=vmax)\n", "borders(1.5, 'k')\n", "plt.title('Normalized Capability Matrix: Sweden')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.2. Country capability lists " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One of the goals of the analysis is to understand how each country relates to another. To do this, we will need to transform the matrix of a given country into an array. \n", "\n", "After doing this we will be able to compare the array of each one of the countries, by computing their difference or correlation for example. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's start by creating a function that given a symetric matrix, as the ones shown above, returns a list. This list will have an entry by position in the matrix. But since the matrixes are symmetrical, the list will only receive half of the matrix. \n", "\n", "This means that for a matrix of dimensions 342x342 the list will have a total of 58 482 entries. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def get_list_from(matrix):\n", " total_rows = matrix.shape[0]\n", " only_valuable = []\n", " extension = 1\n", " for row_number in range(total_rows):\n", " only_valuable.append(matrix[row_number, extension:total_rows].tolist()) \n", " extension += 1 \n", " return [element for column in only_valuable for element in column ]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's visualize the lists produced by this workflow for two different countries. \n", "\n", "We first select two countries." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "spectrum_countries = ['''People's Republic of China''', 'United States of America']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then create a matrix where each row is the vector that describes the country's capabilities." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(2, 4920)\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# apply functions to both countries\n", "country_1_list = get_list_from(get_country_matrix(spectrum_countries[0], normalization=True))\n", "country_2_list = get_list_from(get_country_matrix(spectrum_countries[1], normalization=True))\n", "\n", "# create a matrix where each row is a list of a country\n", "corelation = np.vstack((country_1_list, country_2_list))\n", "\n", "# plot the matrix \n", "good_cols = [i for i in range(corelation.shape[1]) if np.sum(corelation[:, i]) != 0]\n", " \n", "good_corelation = corelation[:, good_cols]\n", "print good_corelation.shape\n", "\n", "\n", "plt.subplots(1,1,figsize=(20, 5))\n", "plt.subplot(111)\n", "sns.heatmap(good_corelation,cmap=ListedColormap(['white', 'black']), center=0.000001, cbar=None, square=False, yticklabels=[spectrum_countries[0], spectrum_countries[1]], xticklabels=False)\n", "plt.yticks(rotation=0)\n", "plt.title('Country Capability Spectrum', size=15)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that the spectrum differs significantly in some areas. Please note that all of the measure were normalized prior to the plotting." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Country Correlation Matrix and Profiles " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.1. Regular country correlation matrix " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this part of the analysis we will start correlating countries in relation to their capabilities. \n", "\n", "The correlation matrix follows the following principle: \n", "- Entry (i, j) is the correlation index between country i and country j\n", "- The correlation index between country i and j is the absolute average difference between the capability list of country i and j." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, taking the list of countries previously established, we can iterate through it and fill the matrix. \n", "\n", "To improve eficiency, we first create a dictionnary where each key is a country, and each value, the capability list.\n", "\n", "In the case that the databse contains no assets about a certain country, that country will be discarted. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true, "scrolled": true }, "outputs": [], "source": [ "# create dictionnary\n", "country_capability_dict = {}\n", "counter = 0\n", "bad_country_list = []\n", "\n", "# iterate through countries\n", "for country in country_names:\n", " counter += 1\n", " country_matrix = get_country_matrix(country, normalization=True)\n", " list_ = get_list_from(country_matrix)\n", " sum_of_list = sum(list_)\n", " \n", " \n", " # discart if no information\n", " if np.all(np.isnan(country_matrix)) or sum_of_list == 0.0:\n", " bad_country_list.append(country)\n", " continue\n", " else: \n", " country_capability_dict[country] = get_list_from(country_matrix)\n", "\n", "np.save('Data/country_capability_dict.npy', country_capability_dict) " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Here is the list of 76 countries:\n", "[u'Argentina', u'Asia', u'Australia', u'Austria', u'Bangladesh', u'Belgium', u'Bosnia and Herzegovina', u'Brazil', u'Canada', u'Chile', u'Colombia', u'Costa Rica', u'Cyprus', u'Czech Republic', u'Denmark', u'Dominion of Pakistan', u'Egypt', u'El Salvador', u'Estonia', u'European Patent Office', u'Finland', u'France', u'Germany', u'Greece', u'Guatemala', u'Hong Kong', u'Hungary', u'India', u'Indonesia', u'Iran', u'Iraq', u'Ireland', u'Israel', u'Italy', u'Japan', u'Korea', u'Kuwait', u'Latvia', u'Lebanon', u'Lithuania', u'Malaysia', u'Mexico', u'Netherlands', u'New Zealand', u'Nigeria', u'Norway', u'Null', u\"People's Republic of China\", u'Philippines', u'Poland', u'Portugal', u'Romania', u'Russia', u'Saudi Arabia', u'Scotland', u'Serbia', u'Singapore', u'Slovakia', u'Slovenia', u'South Africa', u'South Korea', u'Spain', u'Sweden', u'Switzerland', u'Taiwan', u'Thailand', u'Tunisia', u'Turkey', u'Uganda', u'Ukraine', u'United Arab Emirates', u'United Kingdom', u'United States of America', u'Vietnam', u'WO', u'Zimbabwe']\n", "\n", "Here is the list of 69 countries with unsuficient information:\n", "[u'Albania', u'Algeria', u'Armenia', u'Azerbaijan', u'Belarus', u'Benin', u'Bolivia', u'Botswana', u'Brunei', u'Bulgaria', u'Burkina Faso', u'Burundi', u'Cambodia', u'Cameroon', u'Cape Verde', u'Central African Republic', u'Croatia', u'Cuba', u'Dominican Republic', u'Ecuador', u'Ethiopia', u'Falkland Islands', u'Faroe Islands', u'Fiji', u'Georgia', u'Ghana', u'Guinea', u'Honduras', u'Iceland', u'Jamaica', u'Jordan', u'Kazakhstan', u'Kenya', u'Libya', u'Liechtenstein', u'Luxembourg', u'Macedonia', u'Madagascar', u'Malawi', u'Mali', u'Malta', u'Mauritius', u'Moldova', u'Montenegro', u'Morocco', u'Mozambique', u'Namibia', u'Nepal', u'Nicaragua', u'North Korea', u'Oman', u'Pakistan', u'Panama', u'Paraguay', u'Peru', u'Qatar', u'Republic of Macedonia', u'Saint Vincent and the Grenadines', u'Senegal', u'Sri Lanka', u'Sudan', u'Swaziland', u'Tanzania', u'Togo', u'Trinidad and Tobago', u'Uruguay', u'Venezuela', u'Yemen', u'Zambia']\n" ] } ], "source": [ "country_names = country_capability_dict.keys()\n", "country_names.sort()\n", "number_of_countries = len(country_names)\n", "\n", "print 'Here is the list of {} countries:'.format(number_of_countries)\n", "print country_names\n", "\n", "print '\\nHere is the list of {} countries with unsuficient information:'.format(len(bad_country_list))\n", "print bad_country_list" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's create a function that given two countries and a method, returns a suitable correlation coeficient. \n", "\n", "Here, the code will give three possible outputs: \n", "- `abs_avg_dif`: the absolute average difference between two vectors.\n", "- `Pearson`: The [pearson](https://docs.scipy.org/doc/scipy-0.14.0/reference/generated/scipy.stats.pearsonr.html) correlation coeficient between two vectors. \n", "- `P-value`: The p-value according to [scipy](https://docs.scipy.org/doc/scipy-0.14.0/reference/generated/scipy.stats.pearsonr.html)." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def calculate_country_correlation(country1_list, country2_list, stat):\n", " avg_dif = np.mean(country1_list - country2_list)\n", " abs_avg_dif = abs(avg_dif)\n", " \n", " if stat.lower() == 'absolute average difference': # return absolute average difference\n", " return abs_avg_dif\n", " if stat == 'Pearson': # return Pearson coef\n", " return stats.pearsonr(country1_list, country2_list)[0]\n", " if stat == 'P-value': # return P-value\n", " return stats.pearsonr(country1_list, country2_list)[1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The matrix is built, with the following steps: \n", "1. For each country, get its asset co-occurence matrix.\n", "2. Normalize the matrix by subtracting the mean and dividing by the standard deviation. \n", "3. Transform the matrix into a list by taking its upper triangle. \n", "4. For each entry (i,j) of the matrix, calculate the correlation of the list of country i and the list of country j. " ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true, "scrolled": true }, "outputs": [], "source": [ "country_correlation = np.zeros([number_of_countries, number_of_countries])\n", "\n", "for row in range(number_of_countries):\n", "\n", " country_1 = country_names[row]\n", " country_1_list = np.asarray(country_capability_dict[country_1])\n", " for column in range(number_of_countries):\n", " country_2 = country_names[column]\n", " country_2_list = np.asarray(country_capability_dict[country_2])\n", "\n", " country_correlation[row, column] = calculate_country_correlation(country_1_list, country_2_list, 'Pearson')\n", " \n", "np.save('Data/country_correlation.npy', country_correlation)\n", "np.save('Data/country_names.npy', country_names)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Minimum correlation value is -0.00100362058212 for countries Israel and Netherlands.\n" ] } ], "source": [ "print 'Minimum correlation value is {} for countries {} and {}.'.format(country_correlation[np.unravel_index(country_correlation.argmin(), country_correlation.shape)[0],np.unravel_index(country_correlation.argmin(), country_correlation.shape)[1]],country_names[np.unravel_index(country_correlation.argmin(), country_correlation.shape)[0]], country_names[np.unravel_index(country_correlation.argmin(), country_correlation.shape)[1]])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After building the matrix, we create the first heatmap of that matrix using the `sns.heatmap` function. " ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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ILF/Nb9de3fKfEUN7b1tarireS4vXLMvGHNp312zMlGWzsjG5ZOM79BqYreOp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\n8DjwfLr+b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/01j/XOd5H15U0McfKN7uP/2fJ6c5sD4LaR5/vi+2rG+BvrJvJMVFNis4Gx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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.subplots(1,1,figsize=(15, 15))\n", "plt.subplot(111)\n", "sns.heatmap(country_correlation, cbar=True,cbar_kws={\"shrink\": .5} ,square=True, yticklabels=country_names, xticklabels=country_names)\n", "plt.title('Country Correlation Matrix: Unordered', size=13)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A couple of things worth noting in the first visualization: \n", "- All of the values of the heatmap are between 0 and 1. \n", "- A value of 1 indicates the highest level of correlation. For this reason, the diagonal has values equal to 1.(This because it corresponds to the correaltion of a country to itself.) \n", "- The lighter the color of the correlation, the higher the level of correlation. \n", "- If a cell in the heatmap is totally dark, this indicates no correlation at all. \n", "\n", "**Light Cell - High Correlation:** This indicates that the capability profile of the two countries concerned is similar. Which can be interpreted as the countries having \"similar\" research profiles. \n", "\n", "**Dark Cell - Low Correlation:** This indicates that the capability profile of the two countries concerned is different. Which can be interpreted as the countries having divergent research profiles. \n", "\n", "[INTERACTIVE PLOTLY VERSION.](https://plot.ly/~duarteocarmo/24)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.2. Clustered country correlation matrix " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this part, we will create a clustermap of the heatmap produced in the previous sections. \n", "\n", "To do this, we use the `sns.clustermap` function (see documentation [here](http://seaborn.pydata.org/generated/seaborn.clustermap.html)) that produces two things: \n", "- A reordered heatmap according to 'similarity'. This method reorders the matrix using Hierarchical agglomerative clustering with single linkage (minimum distance). See more info about this algorithm [here](https://docs.scipy.org/doc/scipy/reference/generated/scipy.cluster.hierarchy.linkage.html). \n", "- This clustermap also creates a [dendogram](https://en.wikipedia.org/wiki/Dendrogram) of the linkages that the algorithm produces.\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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dmDnf6WFzHk/GPH7PDlllta1Nx01Sb7pNO+6TjAGY2JLeZ9oz9poe8vbj/SbO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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the clustermap\n", "a = sns.clustermap(country_correlation, figsize=(15, 15), xticklabels = country_names, yticklabels=country_names)\n", "np.save('Data/correlation_matrix.npy', country_correlation)\n", "np.save('Data/correlation_matrix_names.npy', country_names)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some interesting observations and hypothesis: \n", "- **Language matters:** UK and USA, for example, are highly correlated. (68% correlation)\n", "- **Distance matters: ** Costa-Rica and Guatemala have a correlation of 71%.\n", "- **Other Factors might matter: **: Portugal and Denmark for example, have a correlation of 61%. \n", "\n", "\n", "*PS: the percentage of correlation is achieved by multiplying the Pearson correlation index by 100.* " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.3. Country profiles " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another interesting analysis is understanding how one country relates to other countries itself. This is done by *slicing* the heatmap produced in the previous section. \n", "\n", "By producing a bar plot for every country we can see how it relates to others and possibly find meaningful patterns. \n", "\n", "Let's start by selecting a couple of countries:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": true, "scrolled": true }, "outputs": [], "source": [ "countries = ['Denmark', 'United Kingdom']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After selecting countries, we can now plot two different profiles. " ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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jMnN6Zk6fNm3asMOUJEmSpLneUBO8iJifktx9JzNPryb/LiKWreYvCzwyzBgk\nSZIkaaoYWoIXEQF8A7gtMw9pmXUmsHP1/87Aj4YVgyRJkiRNJcO8Bm9jYCfgpoj4VTXtE8CBwKkR\nsStwL7DDEGOQJEmSpCljaAleZv4SiC6ztxzWciVJkiRpqhr6ICuSJEmSpIlhgidJkiRJDWGCJ0mS\nJEkNYYInSZIkSQ0xzFE0JUk1nLzFq/uWeceFl0xAJJIkaW5nC54kSZIkNYQJniRJkiQ1hAmeJEmS\nJDWECZ4kSZIkNYQJniRJkiQ1hKNoStIQnPSaTfqW2fGiX05AJJIkaSqxBU+SJEmSGsIET5IkSZIa\nwgRPkiRJkhrCa/AkqaZv1biubhevq5MkSZPIFjxJkiRJaggTPEmSJElqCBM8SZIkSWoIEzxJkiRJ\naggTPEmSJElqCBM8SZIkSWoIEzxJkiRJaggTPEmSJElqCBM8SZIkSWoIEzxJkiRJaggTPEmSJElq\nCBM8SZIkSWoIEzxJkiRJaggTPEmSJElqCBM8SZIkSWoIEzxJkiRJaggTPEmSJElqCBM8SZIkSWoI\nEzxJkiRJaggTPEmSJElqCBM8SZIkSWoIEzxJkiRJaggTPEmSJElqCBM8SZIkSWoIEzxJkiRJaggT\nPEmSJElqCBM8SZIkSWoIEzxJkiRJaoj5JjsASZpMx22+Sd8y7734lxMQiSRJ0uyzBU+SJEmSGsIE\nT5IkSZIaYmgJXkR8MyIeiYibW6YtFRHnR8Sd1d8lh7V8SZIkSZpqhtmC9y1gq7Zp+wIXZOaawAXV\nc0mSJEnSHDC0BC8zfwH8sW3yNsAJ1f8nANsOa/mSJEmSNNVM9Ciay2TmQ9X/DwPLTPDyJU0BR9UY\nGfP9jowpSZIaaNIGWcnMBLLb/IjYLSKuiYhrZsyYMYGRSZIkSdLcaaITvN9FxLIA1d9HuhXMzGMy\nc3pmTp82bdqEBShJkiRJc6uJ7qJ5JrAzcGD190cTvHxJc6mvbbZx3zJ7/vzSCYhEkiRpdA0twYuI\n7wGbA0tHxP3AfpTE7tSI2BW4F9hhWMuXNNoOrZGw7W3CJkmSNJChJXiZ+e9dZm05rGVKkiRJ0lQ2\naYOsSJIkSZLmrIm+Bk/SXObATTfqW2bfX1wGwMGb9u92+aFf2O1SkiRpWGzBkyRJkqSGsAVPmoIO\neHX/VrlPXXLZBEQiSZKkOckWPEmSJElqCBM8SZIkSWoIu2hKDbF/jW6X+9ntUpIkqdFM8KQR9qlN\nXtW3zAG/vHwCIpEkSdLcwC6akiRJktQQJniSJEmS1BAmeJIkSZLUECZ4kiRJktQQJniSJEmS1BAm\neJIkSZLUECZ4kiRJktQQJnjE64kbAAAgAElEQVSSJEmS1BDe6FyaYPv2uXn5gd64XJIkSeNkC54k\nSZIkNYQJniRJkiQ1hF00pdn0oY17d7kEOPhSu11KkiRp+GzBkyRJkqSGMMGTJEmSpIawi6amjD03\n3rBvma9degUAe9fodnmo3S4lSZI0YkzwNFfbfaP+SdvRl10xAZFIkiRJk88umpIkSZLUECZ4kiRJ\nktQQJniSJEmS1BBeg6eR894a19Ud53V1kiRJ0ixswZMkSZKkhjDBkyRJkqSGsIumJsQur9qg5/xv\nXX7lBEUiSZIkNZcteJIkSZLUECZ4kiRJktQQJniSJEmS1BAmeJIkSZLUECZ4kiRJktQQJniSJEmS\n1BAmeJIkSZLUECZ4kiRJktQQJniSJEmS1BDzTXYAmju961Ub9C3zncuvnIBIJEmSJI2xBU+SJEmS\nGsIET5IkSZIawgRPkiRJkhrCBE+SJEmSGsJBVvSMd2zYf+CUk69w4BRJkiRpVE1KC15EbBURt0fE\nXRGx72TEIEmSJElNM+EteBExL3AE8DrgfuDqiDgzM2+d6FjmVttusH7fMj+88ioAttuwf9nTrrhq\ntmOSJEmSNPkmowVvfeCuzLw7M58ATga2mYQ4JEmSJKlRJuMavOWB+1qe3w/0v/ir4d5co1XuJ1fa\n0iZJkiSpu8jMiV1gxPbAVpn53ur5TsAGmblnW7ndgN0AVlpppVfce++9ExqnJEmSJI2KiLg2M6f3\nKzcZXTQfAFZseb5CNW0mmXlMZk7PzOnTpk2bsOAkSZIkaW41GQne1cCaEbFqRCwAvAM4cxLikCRJ\nkqRGmfBr8DLzqYjYEzgPmBf4ZmbeMtFxSJIkSVLTTMqNzjPzbODsyVi2JEmSJDXVpNzoXJIkSZI0\n55ngSZIkSVJDmOBJkiRJUkOY4EmSJElSQ5jgSZIkSVJDmOBJkiRJUkOY4EmSJElSQ5jgSZIkSVJD\nmOBJkiRJUkOY4EmSJElSQ5jgSZIkSVJDmOBJkiRJUkNEZk52DH1FxAzg3rbJSwO/H6CaQco3ueyo\nxDG3lR2VOEah7KjEMQplRyWOUSg7KnHMbWVHJY5RKDsqcYxC2VGJYxTKjkocc1vZUYljFMqOShxz\nouzKmTmt76szc658ANcMq3yTy45KHHNb2VGJYxTKjkoco1B2VOIYhbKjEsfcVnZU4hiFsqMSxyiU\nHZU4RqHsqMQxt5UdlThGoeyoxDHM99f+sIumJEmSJDWECZ4kSZIkNcTcnOAdM8TyTS47KnHMbWVH\nJY5RKDsqcYxC2VGJYxTKjkocc1vZUYljFMqOShyjUHZU4hiFsqMSx9xWdlTiGIWyoxLHMN/fTOaK\nQVYkSZIkSf3NzS14kiRJkqQWJniSJEmS1BAmeNIUFBGLT3YMkiRJmvO8Bm8cqoPjFwILjk3LzF9M\nXkRzl4iYlpkzJjuOJoqIFwLrMvO6eWJbmQBuycy1B6j3NOB9mfnH6vnzgCMzc4fZjHdB4F3A6sB8\nLTF/dHbq1fhExMHA54DHgIuAlwO7Z+ZJkxpYQ0TE94GuO9058HvqVP9fgMuBb2XmP2en/mGIiPmA\n9wDrMfN26z2TFpRqiYg1geOB5TNz1Yh4OfCWzPzsBMbwQuBTzLoPWX+iYtDMBvlNV8fTH+tQdovh\nRzp+dY61Jtt8/YtMHRHxfGb+sn7boczbga8ASwIPAGsAN1AOhGar7qrcYsAamXldj7peChxNWbme\n01LnvD1es1hmPtpv2qAGSXYjYgPgVErL8YoRMR3YLTN3m50YBjE3HUxExGrAxynfM8CNwBcy8+4u\n5f8L2B1YFrgaeDXwc2CmjU5mZkTcFxFLZuafaoaz2lhyV9Xxh4hYY6A31Nn3gQWAK4HH67xgGBvW\nOb2TiYieyXNm3jqeeser2m6dk5mPRsTngPWBT2bmtW1FX5uZH4qIN1G2b28HzgbmSIIXEWsBL87M\nH0XEIsACretVj9ctACyVmQ93mb8G8FJm/u6+26O+Las4vhYRywCLZ+YdbWU+DByXmX+u895q+kn1\nd/3qMfa5vhO4qke8W1D2Na0HsF/vUPRhYDrwver52ykJ3g6Udfu/ZiP2niLioF7ze5y0OZryvl4D\nHEn5LEbyhOl4E/RRORisc3wxoCOBA4ADq+e/Ar4NfLZPHHPyJO/JlP3I8cDTc6jOZ0TEZsyaPM4y\numFEbAJ8saVslKL5/C71NjkxHeQ3/U3gVmAt4NOU47P2/dK4RMS+wLGZ+Yc5UV9LvbWOtSbbXJng\n1U0q6h60VTvPE4BlKBuIBYA/AJ1+mJ8AXgGcl5kvi4jXAdv3iLV23RHxRsoP42lglSoB2i8zt24r\neiRlw3AIsBWwB/DXbjFULmbWJHSmadXyu8rMs9viHTTZPQR4A/Cdqr5rIuKETgUHadkZcENZa8Mz\n6GdRvab2zr9folntLE6nbPy+UM3eELgiIrbLzEs6LGI3ykHjpZn5+ohYB/hMl3D+AlwfEWcDf2tZ\nfreDsPkiYt7MfLqKb35aTi50U+PExhqZ+eJ+9bTUV3vDWi37g8y6XnQ6CJvTO5mzKOtCACsBj1bP\nFwd+C6za7YV1tm8RsSJwELMeNK7WpdpPZeYpEbE+8HrgMOBwYKMu5TcFTs/MByOiZzePAbazO1NO\nWCwA/AhYHjgCeG2Xek+mfNdPULYrS0fEFzLzK23l9qB8z8sA1wEbU37THRO8aqf/Rso69DVgfsr3\nv0lb0VWB2yPiLOCIDslwp7o/mpkHdZuWmSdU03YDNs3Mf1TPjwF+1qXOb1OS1xt49gC223eyLrB5\nZj7eVu8WlIPvTvX/K7N+d5/rUO4o4GuZeXOXZT9W/V0d2Iyy/QL4N8pvtJv1M/MlEXFjZn4xIr5O\nWT/miGpb+8Lq6e2Z+VSHMnVPmg6coA96MBgR7wB+0CnOtnIDbQMGOL4YK786s2472/d7i2fmuRHx\nxWr+PyPiiR4xD3SSt2aPgnky8wudXt+hvkGPcb5B2UZez8y/vU7D138T+CRlv1En0aydmI7ju+67\nTY6I/+y1zNYTSOM4sTHIb3qNzNwuIrbJzO9FxOmU77qrARK3ZYFbI+I8yjb8yj7lx+rvd9xS61gr\nIhbutZzM/HuH12xE+a5Xo8aJgp4yc656UM5I3kc5KL2d8sO4rkvZ04DPA3cB/w6cDxzYody1lAO7\n66sP873AAV3qvLb6e1PLtI7LH0fdVwMvAK5vmXZrzRiu7lLnfMDClJ37QtX/C1NW/F+3lb2ox+PC\nDnXfQElUr6+evw44usdncXX1t/X9Xd+l7I+B8ygb9/3GHl3KXk9JvLegHFhsBmzWpexN1d8bq7+L\nAxd3KDfQZ1G95ojqO9yrelxJOYjeGdi5rew3KIn/bykHvTdRNkBj8y+hHAC2L2NTykal0/KvGXtv\nPNv9+lddyu7X6dHju/sy8APKQfAm1f8H9yi/BeV3+gTwD8rv9JEO5c4CFu1WT4fyNwPPHXtfwDrA\nqV3KXkLZEb9n7Dto/x5a1+W29eI5wGU94liR0kpyK3D32KNDucOBt7U83x74nx711tq+UbZlu1bL\nfxXlYLHX93dd9feTlK629Kj3SOAeyomb+cY+kx51193OXg8swsy//5t71Du2XdkeOIqy3Zolluq3\ns0jLOrEucHKPem+gJHWtcXR8j8CiwJ7ALcAVwE6UVseen3ONaXdQDkzHns8L3NGlzl8D89b8fdxO\n9dtvqffXrZ9nW/kDgQsoLX9HV39P6lL3PlXcv6jW0/m6lLsQeF7L8+fRZZtZzb+qZf1YuPq/037v\nakoS1fHRpe7pwL1V3HcCvwFe3qHcpcCW1bqxLKVV6mM9Yr4UWKjl+UJ03y7X3mZV838E3E/Z9y3f\no9yg24BaxxfV9IOA31Xfda9jgCuq39LY9mV5quOTHp/b2m0x3NKj/Nh2+U2UhGg52vZplG3DS2v+\nPsbey+XAU9U6d331/yzb+2q96fp7byt7ZZ1y7e+tZtlBv+u+22RKYnk85VjrUeCM6vEo8KO2smP7\nz47HOB2WX+s33Vb2GmApynHynX0+j8Oq9fNEYIM+ZZ8LvJ9yXHQN8G5gwS5l6x631DrWAv5Z1fHP\nlsfY86e7xHAb5YTRasDKY49B1q1n6hrPiybzwQBJBTUP2ng2Ybq5Zdo1Xeq8rFoBT6ecNd6aLjvm\ncdRdKwGi2pBQzgKuS9mB/qZLnft1Wcn+DHx6Nr+LQZPdX1IOxMZ2BmsDl3cpe9sg68QAZWtveMbx\neQyy0++ZaNKWfLe9tuM8ys54fkoXmYOq9fOmuvH3eW/zV+vS2AHVZ+h9oFvrxAalleV24H+qmA8C\nDupR7yBJbNfkocd6UWsnQ80dbqd1s1u8Y+WpsX1rmT+2Hs1DjwOM6vt4OyUZWrXb5wNMA/YGNqye\nrwLs0uezq7udvbI19hqfxc3V38Mp1/V0LN+6TtSs94oOcXTdhlTrwjaUkzH/W/3drq3M6ygnQR5u\nXY8pSVOnbfjRwLmUg69/p3SD7bYfq30ShHJC4+yWen8CHEvZ7l7RofxNlCR+7DtcHji7zzK2As6k\nJCH7A8u2ze+UnHXdxlafw5KU7m0/pxycnt+h3Ga9Hl3qvhTYsuX5FnTYJjPASdNq3iAJeu1tVstr\nVqk+j4corTyv6VBm0G3AICdY76TaP/aJ8z+qdey3lG6ZdwP/PidiqOaNrZdfAnboVJ6yj3m8+nx7\nJvwtr/keLYkBpTXmOx3KXUiXExkdyu5FSSSW4tkT6V0/QwZLTAf9rmufsKRsX1Zteb4q8OMuZWsd\n41DzN12VPan6zMZOIF1FjxN0La8bJHGbB3hrtZ7eQdl27dChXN3jlmEea3U9hh70MTd20XwqMx+p\nul2QmedHxJe6lB27pueJiFgK+BPlAKbdk9XfByJia8rZ66W61PkpYDFK8/eRlAPzXk3dg9T91+p6\nkHJUEbE5JRFrd0qUQS6+SEma5qVLV7zM3B/YPyK+lpl79ojzGRERlFaPNTNz34hYBVguMy9rK/p4\nVfbOiPhg9d4W6VH1fwM/BZaLiG9RDhR27FL27ohYNDP7dT0FuDwiXpqZN9Yo+8eIWJKyATonIn5P\n6V46k3FeQzWNma8je4LO6xuUs0MAT0fEwpn5l6pbwJj5IyKy+sW3xDUPpYtbJ/9ZzfsQpVvnapQW\nh1lUXQc+zbPd434K/Hd26DIAkJlPUg7m9u+y7E6vuSMi5q/ew3ERcQ3l99Pq9upR19+r7qE3AF+K\niPso638nN0fEcpn5YI1676i2Ed+lnJX+M727aC6dmd+IiL0z8/KIuJJyVrj984mIeHVWXWojYmN6\nj15cd/s21g3qbxGxEuVsZrd1DcoO6KOUa8p+E2VwhIvaC2XmjIj4JqW7NZl5D/CtHvVC/e3sH6Jc\ngze2fduRsqPt5taIOAd4MbBvRCzUpdw/qs/rpoj4AuUMbK99231VF+isfk+foLTQzSQipgHvo2wL\nb6QkuhdWXdcuohy0jHmC0uqaPNtVEcoB+hc7xLAn5eBkrHv/WXTu9gXwYeDnEfFL4P/GJmbn7tR7\ntNV7HnBU9fvdsEP5/8vMpyIiq9/qAxGxQpc4xlxBOTm3HuXkxq4R8ZXMPLSaf0tEHEfppQDlwKvX\nNadvysynI+KTlDPXS9Ch+2Jm9urm2c1zM/OCljoujIhDOpQb6w75x4hYl7JeLt2j3ouAs+PZSwx2\nonu3skG2WWNx3gN8PCJ+TGm52ioifgPskc92zx90G1D3+ALKgXDXrpYtcZ4YEXdTTnQvTOkh0eny\ngTGPR7n2diyGtWlZpzt4JCKOpFzacWD1O2//7PbuF2cH62RLd73MvCoiXtKh3G3A+RFxBjP/9jr9\nVh+hnEw5onoelPfZ7bveAHh3RNzeVnenS0sG/a7rbpOhtA79pmX5v4mIbpcQ1D3GqfWbrpY3dgx4\nSERcVZU9t8vyW1/3WNUF/RHgUEpPqM9HxD6ZeSpAtb7vDuxCSQJ3zMxfVO/v55Tuwu311jluqX2s\nNQ5nR8QbMvOc2a5pTmWKE/VggBY0ap4ZoJzpXBJ4JaVJewZlRZgT8daum3IW6TrKj/FiSuLxij71\nz88AXdxqxvxVyoHuWNee59HhjBjlbOjiwJqU6zyupgzS0Kvu1YAPUH4ga/Qo17dlh2e77NQ+g0fV\n1YlykL0T5UBrsQ7lftPjMUtXvOo1g5yV73mGCzgOOJiWrlmUHcXBwDfnwHc81kV04+pxfKd6qboX\nVt/XLI8e9Y+1kpxX/UZf0u1zGzDudShn7p5ffUY/ANbrUvY8yvWuZ1I25KfSo2tUy+teDbyZHmdu\nebY16nLKNXbP6fT+qrru59lE9rfAxj3qrbV9o7QWLVWtwzOqZXx1Dny+b6QkSPdUz6fT5Wxuy2vq\nbmfXouxkH6OcDLoVWL1HvQsB2/Jsi+PywFYdyq1LObH0Akoy+kM6dMNrKf8CygmNJygHVucDz+9Q\n7iHKdmflDvO6dbNfZ3a/gw51nk/pRtW3u/o46r6QcmD+dco292C6tAxQrj3/ZrWuHQSsUk1fDPht\nS7nFKNdmX1s9vkyHbWxL+Wm09AaofkvTOpT7UvX3+62/Z3r8rqvf0+Ytzzejc+vyPpT93FaU69n/\nDny4R8zzV7/P06rHHsD83dYJam6zqvILUH7Xl1e/pf+opm1C9busyg20DWCA4wtK8n5O9bn03d4P\nsL69ofpOHq5+qw/T45iBcfQoqBnHFbQch1Gu9+/Uwv3tDo8Tu9R5D2V7OU/NGDbr9OhSttN3fWiP\numu3ilGO3T5N6Zq8LKUb/8+6lK11jEPN33TL/LWAbar/F6UMqNXrs1uG0qhxN+X3v2k1fVVm3hY9\nSEnAVuhQx/6d1ovq75w+blmX8nv+O6U33dN076I5g9LL7i+U5HUGHbqJ1nnMdbdJiDJoybWUjeVY\nC9rHM7PjBeotr3t1Vfbc7HPxcp96hjqse3Vx7EaUg7zLsmUEt4hYNcvZlY6tS9mhVSkiLsjMLSNi\nBjNfJNv1ws2I+BXwMkpT8cuqaTdm5ktn570NIiL26zQ9S4vkWJnNetWR4zvjO27VWdr3A5tXky4E\njsly9ry97LxZznDNQ1mfFqfsOB6t5i9BOZBZi2dbkl5B6TqzfXYY2S8GuJVB+/dZtcTe0P4dR8T+\nmblfRBzf4S1ndhl9NCL+nbIjWIPSHWZx4P9lh+H2o+YgD4OKMqhHp6A7DuwzYN1fpiTnb6IMHvQ4\n8P3M/H8dyi7AzIM89BqEYODtW3VGd7HsPvhF14vk29eNiLiasmM7p+W3f2vWvKVGv+1sRMxLWaeD\n8ln0G1ygddTNRSkH0X1H3exR3zyUJOzGqhV7nsz8W5eyC2U1CMoA9S9KOVgaG8zgQuDz2dYTIQYY\nACgibsuaAxENUm9VfhlKK868lIPBJSjXiHYaQfomSnfZk7KtpT8ids/Mo+vE2KHeKyldEP9ePX8u\ncEFmbthWbuvM/PEgv+uIeCUloRprdViA0r22a+t8tR1fsP07mygR8SAlATs8My9vm3dcZr63w2v6\nbgOqcl2PL9rKnQy8iHLS9JnBRdq391Wr8tZZjcZctRb9MDM37RHDapSBngL4aWbe1SvmfmIcIyBH\nxIspydo6lO3iTZTWx9tmI47LMrPboFW9XjfQiKJ1v+uW8v22yctRTqS/ppp0AbB3duj5UvcYp+5v\nupq3C7AvJSFcLcqgeUdkZsfBt6rXPEg5QfD1zLy/bd7+mblf9f9zshpwqo66xy3j2M5eSklIZxoY\nMTNn6Z0TESt3qiMz7637Pp6pa25L8OakiNg4My+NLiMrZeeREn/Ms8O6P91Sdv+2cgPX3fLaBZh5\npRn7kfwkM99cddXoUOWsIypFxLKZ+dAgK01EXJGZG0bE9VlGCp2HcvD/krZytZLd6qCx64qWc3BY\n4OgynHqHBLc9hm5DGddOpuekiHg3ZSe/AmUEvbEErGv3l7Hvq23adZk5y6im1cHahpn5WPX8uZSz\nV526qQxNRBxIad3+F8rgAttQzh7u2FZur8w8LLoMxT7eEyw91ovaI1f12+FWicQKzPwbGdf6M7bD\nii6jc7UfeLe8rvWgeEFKF75bM3OvtnJXZ+YrW9elTuvVOGM/gHK2+LJeSW5bzB+ny44/IvbMcpuD\njiPoZeYnutRb62RVRCxNaYlaKTO3iNKFa8PMPLbHa75PGaSgtXvikpm5fVu5Syjdv65g5v1IpyTl\nFMoB10M1Yq5d7yCqxHy/zOw2Km9r2YFOgkbErzJzvX7TWua9JDNvapu2Zmbe2aX8/Mx8guXJlnkD\nnzStXtf3AG+826yxfXanedX88W4D1qFcq9+6zV8lMzt1T74TWCv7HCB2+e66bi+idHv+y9jvv9pf\nL96e4Ayyv45yYvNWSovSMyMgZ+a+vWKvXrtoVV/XZD5q3oIlIj5POTY8hZm7XHZbh54ZUTQzO44o\n2m297Ff3ZBvkNx0R11N6ulzSss+5OTPX6VF/rcRt0G1RXYNuZyPi2sx8RUTcNHaMNbavnZ04+pnr\nrsGrNqyHUHa6m0YZ3nijzDyqpUzdVqtdKBeNfqTDopLS/Nyu7rDuA9cdEW+lnElZtjVeqj7cmfnm\n6m/XIdZnWVC1oxgw+78pIt5VQopVKAdZnRKLuvcw+/AAywaeOSiudY1Y1BtOfXr1d1dKV5xjKJ/v\nrkCvFoGzWv5fkNI14F6YdZj7qHGPvYj4dmbu1C3pbUl230rpLvUoJdG7iNK9r5dBbmVwEuXaxZOr\n52+n860GBh1WetATG2+itBZfm5m7R7lHW6cD6LEd5mMd5nVU5/vg2fWibp2dDq5+D/w+yrWU7S0b\ne1BGKvwjpdsFlO99tbZyb8vM70eXoavz2SGrL6cMFT52vVe0/e14vUf7jidKi+xPOxStfZ3OANvZ\nMX+hnKl9ZbVTv4AyMl+3oav3pnw/l1Tv4faIeEHL/LHPc9B7X90VEatkuc6pl2OrGMdOkNxBucVL\n1wSP0jrYun+4LCI6tQosmfXv/7kE5XrSS5n5wLHT2eJa9UbElzLzY1GzZTdLb4PX0/22K63Gc2/L\nZ1oxqn18r+tUb4iIHwA7tRzknUKH2/NExGspA3vcXD1fIiJenpkXVkUOp3THPqv9tXT4nbY4jXKA\n9zO6r38Db7Og7LOj933zOm0DWmPuds3XCcx8HeaT1bRO28A7KN1KO7Zut5indbsX5fq6+XuU/wml\npWjsBM/8lO7H7S07g+yvBx5mv4r1mdtARJSPsMP+bE/KZRx1bsEydlKy9bfTax2qc9uogW63M45t\n8tjrtmTWJGiW+2zWObHRUrbub/qJzPzb2HdQ6djLrnX/2Fa+W8y1tkXjOG4ZZPv9/9k773BJinKN\n/74l7BIXFJCgqCA5eUGSICCIIBgBAwjuEoTLRcQLqEiQIIqCiiCiBAmKIEHSRdKSBGEJS9glLCAZ\nFCRKFBD47h9v9Zmanuqe6jlnztmFfZ+nn3Omp7q6pkPVF98PMnJ8G8iG2ZjuFDy0uF5Ei9jkbiSs\n/iZqU7xotcKbu389/P14XbsSssg/euz7UDQ5XO/ub9U1DNa49cLHK7pZcqxZHZXd0eSzEHoxzkfJ\npGVkKbveW6jkL9HzWSRQ74BqVqVCApdykZRsgUIGdkeWlQEFr1BwzWwTd4+fi13DC1UVElqeQDdA\nk3IKOTX2CiKCWqXX3T9j8pyujGLztwAON7N/AVe6+/aJwy5GBDzFOb5FRbKyu//EzKYganAQJXiq\nbcpAMdANnYaK8TQzbGSRPHgr/Ovn5XfP5EFLoev9aGj4gObC1R5I6O92nuXRYpSy6A1M9h68se5e\nJwDnwFFOWxnfQ/PrB83sKpRf+9mKPrLm2YETuh8GHBas9l9BhDQHUy2Q1i78xWLu7vvlnD/CXMAU\nU3hZXAOyLKQs6vIQbh++f83Maudl4B9mNp+7Pw1gCpPuIHGiGQHQqVTU9BtEv38Nfy+obdWOC03F\n339H+3UrG90a1bZERs1rzaxQYL5GmpimwBSkgFxhCtt8lvb3MMZhtCt+L6B1oXiPPh32/5c3K2jf\nVcAr5iwvRfd0g3WpmzeIOWAmj7yX7v56MIKl8AJws6l+WB2xz2mIhOTX4fPOtGoDpjA6fl5cRBlj\nyo0artdNCEUI/R6CZIqptNe3K69PO6H57a9BcVoJzZEdaGJ4D5jV3e8qzW9tkQ1Fn2b2S+Bqdz8z\nfN4ClUwqo9GcHPo6KbS/he51NnMMG9DsnW5CvlXn8UqNuV8OmSbzN+QRI2bJhk0wPSp4i7j7b8xs\nJxiYpNoW3WABmwmF83w62UsEM1sH5Zu9FBbzVVFCdyoU8nlgUsbEF/efUzAU4FnvZKpM9bcLYn4r\nrI57mdkP3f3XNYedgNi4Poxc1jsjyu8OBAH662GrQ5ay29RaHLCqt+eIXYe8cykUFsN1EcX3KzWC\n2NiSADYfsoZlwd0vN+VfpdC1uKe3cj/e8nq2MYKSPwk9bxchZewbyAiQUvD2DlvBEncB8h5V9X8R\nEubrxtDEQNGLYePF4A27DjjZzB6nxTCawtlmtrG3vJQLod+wXKJtdrHVXANID8LVEzlKpIecAXff\nNrPfRii9e6NQyNGExDhuMLOPk5Gn4w2jA8xsc/QMr4WSx49BHrIqZC38QSA+ORh5TkTz924esSeW\ncAr1QmiBcl7JWKoViQJPIw9ToThtClxjIUwvWifmRZESXb1y3iy8Mqtfd/+/HvouhOpDqfcaN2FA\nxt1PMDExFtbzr3cxCr7l7vuGtfqvZvZZqgXSNiZiVyHutvGaJOzrEDNoLrIFPOvMy7wckfRUXZ+s\nIsqh7/loeb8men3h5/+Y2WLu/kA4dnGqhfS7w1aLMK/+g5YR6BhveRqTaODZgbz1uikDMsAXEcHT\nC13avRbkwlEA7j7ZzJauamwKqRzIZXP3umvYhFF0HXfftfjg7meZWZnZsdeIrY8Cy3mCKyCBLM9V\nw3f6W+jeLWVmDyEikqX+IkgAACAASURBVM9U9Nt0feyXQyZ7/g77C5ns4vCsduT4FrJhl7mvEaZH\nBa/NdWsio+hYdF0hJe82s1HexRuGPEMrmdlyyOJ+CsqhSCXpNqJ1b2ApAjjHzHamM4a7bCHdDVkc\nnwznmB9ZH+oUvFxa92LcdSEiBXKV3V6sxWZmc3jIF0BMb1XCVS6dOshKcpuZFcrxJohlqWoQ8aI/\nCi28VWGP3UofxPh5eHZPRsLpo6XzLoM8tB9HSnlRYHg8sup2wDNKGdgg8iFN4QsDQop3ofHNNGxs\nid7pPWmRPGxBNS5GydXbhOf+EiQ8pdDkfmQbQADMbG7gpSAwLo88cGd7Z27ZhCDc/5G8vIwvI4KT\nF0zhqqsBe7v7LeH7XnMG43fvDeAwT4RGmtkv3P1bRIp/tC8JM/soEvoXQ/e6aixnoDnn2yjqoBvZ\nVe7Cv4O7H2kKJ30viu74ORVW7AZKzXlm9itgrqBc7oLe1zrcRXtJgKpwzmyvnOWFGjfuN/T9M8TO\n+TIKa1sZ2MkTZEgNjBqNjaDufhUKRc8adjjmt6aSA5eicMIUXjSz1Ytn3ZT31BYy6e5uZo+a2bwe\nyEIy0ETAOwF5xL4ZPm+LWIur5rlXXZ6tUWZm7n5HMHS0wZTScSzyvACcYGY7uvu5Ff0eiLwq8dqX\nNOJ6A69jeJ9y36mm3tqu67X3RrP/eIZyBw1KsJjZNsigWqxx3zOz77r7Hyr6blI2yqxBuZ0GczLh\nN+Ui27DR4J3+JyoZkU2+BUMro1rDVBSaz7Md/ZvZ86jW6/Ol/Y1JgyrP69MZyYqZfQcJjRug8J7/\nQQUqj0i0PRzFKJ9Ke0hJOc76Fndf2RR+8pq7/9KGjljgPkTZ3XUysXav04CF1N3LFsdJ3h62kNxX\n+v4Gd1/dzCaifKt/omLiKWKWZIiIu3+q1K4r02WvMLPvIkE7zhE7xRXmVW47G2LlmuxKmF8EWMHT\nIYeY8jYLBs6rvJSwX2r7IK178QZisfy+u09KtC3og7+DrGJPI/KNDSv6XgEYF465EzjR3U8L372F\nrJE/QOxXlS+q5edvYS3m0U0RS1pMBnGPu3+34hw/RMJ1cT++hOjzk8pVlWGjPEmZ2dZlYTK1r/T9\nEeierI1CNpMTbZP7YS1CodtdXr9RyCK+ekXfN6MQmbmQtfgOJDSML7XLJkQK7Yvzr4bClI8AvuGB\nnc0qyJKijlOkSTOhWmjdPPIDc2FpX+1caMox+wGdCecPl9otgAwEn0AL+qOIUCdVlywee+3CH927\ng4D73f3k1O+I2s+HjHpFePIE5PHrYLIzEb18Npz/fHc/qWqsof0Yd6+r69UYZvZbEqHG7r7LEPQ9\n2d1XMrNNEQX7HsCfvYLgJLPPrHXBeovswMy2d/ffRp9XQEx3HQqvma2JSo4URCLLApu5+/Wldmcg\nY8qFtMsKVUQoTZg8O1hQU/ui765Gz+YJqFTHo4h8o0xyNhVRy98bPi+BntHKkLSgKA7ktXsFg6V1\nIYaxFoHMYaTvXV1E03q0PDt/9i4ei5z12to9mdd78PjV9Hko8D4UFh8L/mXZcCVk6JsTKW/zAAcV\nBrdS28nARh4I3kz5wpe4+0o148hiFDUxYZ5GyzgxGyoof21F+6w5ObT9NYqAOZf2a5HKwbsEGc6S\nho2m77SZGXCnZ7I0R8cNqYxqZkXO5hgUAVI8YyugkluN2VFL/U9E1y3udwpKk9jB3S+I2vZMGtRx\n3ulNwQMwEYDEi25SGIxuWoyUkDkFWbIOR67kOy1iuwltsoXoUt/XuPvHsn5YF1jLm7QNijEvFrnx\nwNPuvk/NsU1o3e9AAti17v5hCyEiVQtug/E3pZb9FC0h7LIqhS20HWo69eJal72GHsbc4YGx9tIH\nA8U9uyn3ZjYaWTZ3KJR5M/s0UiDWRd7Lv6I8jKu8kyG0rpRBMqzB5MFdo1AcgyB9XY1Ccy/yGscM\nbLe6e4dlOXyfZdioUChS++IFYCYk/Pwl/B30/WhiAInHaGY7oBo7B5TnjF4Q9bsPqn1zXJ2y0qDf\nG6rubfj+i0hp3wDlVxQYC8zp7mt1G3PmOGZCgtgGyKjwbnefu6Z9VwbScM/OQgv+uqi21u1ewcIW\nFtA7UYioobl/BXffrNRuwcS71sHgWPr+CRQBcrSHULiKdtleuUjpn+LuK5osvOe5+3qJttnKa2hf\nKHg/QULEGVUKfRB2f4Os5gNRDF4yQObCeih70ON55kUF2UFGmw4vXa4g2OP5Lwe+7O15mad7BQ18\nWG8fRF7JH6F562B3v63ULps1Ofp+bpSX1KGglNrF12MMIqKZVKwlJk/hsf28brmwlifzZvQ+fxgp\nxFWezCayYTbNfvEuddvXK6xZuZ0mc3J2CaRu72ov73RQGr+Sei9rxtwvGfU0VF+w8PivhubPr4bP\nvTLj/j70e3P4vDKKWPohcJpHBrVoTi7m+9GId6GxkjldhWgG4eD7rnyVKrf3ADw/nnY/Qj5IUO6W\nRDkiMbJIEBKYGB6aWktRJspMXxtE/zsqUJmEuxfJo783s79QX0elNkSkV2WX/ATdop+uOWJhPAN0\n6ijHamHgV7QslXHb3NCF4loX97bIN5kLFRAte1VnCuf+tCskuGuOT5iUxiPCibtQuIpOKovOBaHd\nnMhbtS5woG6JLx217SV/611o4S7CGEeHfVV4DoXIFXg17KtCbQiMiRJ6dcR4Gj9HY9F9LCPFcrd5\n2FKslE3vx9Wm2PijkaDwGlIaqjAmTLwbIoEaap7pYNyIBfkqRlQ3hWl+hVZeS8f1sGakSSBCiqPo\nJMgolKV70TVejfZr/QL1eXIg8o1PefeQ3QvQPb8DhQNujUicqtpnMZAiRfEbwL6u/OsP0fI0p7C4\nu28efd7fVPuzjHPNbH1vMQQuheawpFEjYEWUQ3Wlmd2F8sBToek5hEwFmoQaH4OU1z1oKa/HIFbe\nFJ40WfA/Bfw4KJ5VCtvRwL6UajmlGlpGbcsgCM4ELFbMYTlo+uwHwbHbenu6l/KlrD7XKocxuRAC\nk3mZNWO531V/8WUUBVE+d8Hge14wBP0W3ettkRemasyboGfhTeADYQ7e3907wp7LCpopPDGeDwtF\n4y4PxB85CO/QvnQaeZOpAZnr9Q8Rk3qbJ5Oaa9FANvy7yTN3BZoHb/TqlJ/7zexAdI1B716Hkcd6\nLNnk4pv4J3reFjSzunUka04O/WbLDd2MLj2+088Dt5pZlvc8ICuMGfLmogjLe5S64O43miIEBs4b\n/jZixgVW8qj2prvfEoyFU8066EAbkwZVYbpS8FzW+E9RwXhYRrhw2wFLuPteJsr/hb1EZOLu56HJ\nciEz+x6aKK3UplcShEIh3DXa15aDZ5nUtt6cpanVkWpQXY4sHt3o9l8xUexPBn5iynOIF/1eld1s\natmGC0E3OvUYvyURulBG+VqbPFa7I6GmI6TMm+V8Yma3IAvt74A1vZSDF7WbH+XirYeEwfdRIxSX\njv0sWsBXSXx9OjI+nB4+f4mEUGyt2PHrgIusReO8Na3cyhS6GTYWQfdsDtqfoxeQ0tuGps9+0/vR\n0AACun5PoJDda8Pz1hGaZypcfjKi2X4TKWvPoELmKeyKQkqPd4UbL0Ga8rtRziBSGEHCZYEBZcnd\nJyMh9Hxv7vneCdjbzF5Ei1OV0eRIVOsot3h4FgNpEMy/EX2+D4XvV2GUmS3grRzmKqKHXwJ/MnnT\n34/o3FPkRvFYngQONoUofw442sSAdxRS9opnJJsACFFrz4vyii4ys6dJM3NCvvJaYCv0/Jzs7s+F\nNbIqZHaMi2RqlIvMYV9TTm9bsV6rqG2Z6rDpmh5QPPsrUfHs566pEU6ls8xCal+BHAW9EAJz8zIL\nPBKMA4VScb2356uWGXx/EH3nKKcyhQPRfbkIwEXLv3iXscTnjNmKC+Py99Acn4s/hvYnklfeJGe9\nfrVQ7gDc/W9m1nWOMXnCl6Jd8C/fwwVRxMEnECPr0mY20d1TzML/jea4KeHzBDQ3ltG4ZFMP60ju\nnFz0n5PPlmXY6OGdvpNWCHUuusmoxXiz56KAly1KETFFC8asrz0x44bxbumtFJwtaRnuyjJzL6RB\nabj7dLWhh2ZP9GDPXmwVbQ8PF+nu8PndyAITt5kZeQH+jF6Y51HoWtX570eesvcO4W9aKPx9f2qr\nOW4BNOkuiii9687xbSQgPIMe8O8Bq1e0XR4J3gsAxyPL3YcT7ebO2Rd990ekYOdck1sRI+T6yHO1\nLrBuRdsbimOifbdVtL2l4b2ZGQndj6GJeJGatocjq+GXUI7BJsAmFW3X6nLeo9Gk9woKRTwQKXmj\nE23XRALEi0h4+CCaGB5CtaKqzvEZVGvvZ8CmFW2urNmuqOk7qz3wyR7fma7PfpP7EdrPjrwzyxZb\nlzHMi4rUEt6XjmcDTcxLhufZkEX+4Jo+s+aV4llHoYggBeWGXq5l4nnfMTx/JxRbl2Oy5y00txS1\npZbr0u91Xb7/Ufh7Gq2k94Gt5rivIQXp2LA9Bmxd0XYvpMzfBWyQeQ1nRwJWYfnfKryXV0Rtbizu\nI2H9Qt6QVH8zRfd4m3DtkvMsEi4XKL0nU7qMd24UTt3tdxXz7F+QMPhuVDi73O728BxNDp8XQezG\nVf1mr+m5zz6ZayqqRbVsuL/L0Hr310RhcFVjKM49Jfwdi8LnO+4dChds8g4WYcz7onnz6brr16Df\nm+LrV/6/1PbQaPtpGMfZ0fcXhvv8EnBjeasZw+SGY+66XgMHIJlsQZSTtTdiHZ2t6jlCYfiPhvHf\ng5Sm5LnCc/5lNFfci3LiB3UvQr+Tqu5RYn/TdaTJnPxNJGs8i0jLXkFEX6m2v0WK5iNIhrwdGa4G\n9U73cO1yZdSmc9EyiLn8VaSA3YhSf8rtxiCF/Efxu1LT77KlfichpXMOYMOa49ZG4dEz93SdhuqC\nD9eGQnXK25sVbW8LL0M8oU2J/j8cWeEvRYvwbCQWrMSD9VMkIEwIx42paV9YZn4cPn8AhRMM5hqs\nHyan18PD8ibK18k5dlYk4DyYum5ocTkws6+OCbFi35mIQe8SpGCeHz6fAZxR0Xf2QoAWmyWLcyPv\n0gUVbQ8GPpXZ79eQQn86sGRG+2wlCNXVqdyHrJbr1z1bUdsbkfVwabS4PYXYxzqUwWltQwvn3OH/\ng5ARYpWa9tnPfsP78U2kID8c3o0HgQdqxrEOyk0jvN+/AT6YaHdz+HtHtK9jYY+++wcKA/x4l+tW\nCNsTkZI7um68oW2sXCWVVzIX8B7v9S50KlY717Q/EC2cK5NQuoHPR9e/Y2twLZYrfffJaNsIJfEf\nUezr0u9R4R7+Bnkf4+/ujv6/GBkIDkEK05+ACUNwjbOV19B+k/A+PRQ+fwSRJ6Xa7o6E3Y3Du/IK\nsGeiXaFI3IZyoaFGyaS0llOzpjd99kkYFIEVo/93Q+/6a7Te+wfD2CufIZop6JXve03/70HeyROQ\nApJcz0LbWclTjK8I/Rbr5HootyfVdv9o2wfN07NE38+Cwq3/RmSApcYQG477TXz9M65D1/WatEzY\nTTacjJSDwliwISrxUG53GxLGDwq/bdZEm/+p22rG/TfEbl58ng+4t6Jto3UkfD8zUiKWo0ZBQCHz\ncxCM4mhurJLLcg0b2e90eG4PQfPsTSjktlYZBNbP3NdoLoqOmwuYq+b7/0Py7EHxuzLYfkvPwqfD\nNl+39pX99Hrg9LCh0Aail3hU8YCGz6+gEIiPR/tqhaSo3Uzh4p+L6tdVtevqRYzavg9Zo+9CsdsP\npMZDQ2tOOGZzZJWfjBTTvVCtuVTbSgtc+H7m8FLeRrCShW0hIiEmar8DEu7GlbZdqFhEabAQhGsx\nCYXEPBSu3+IVbZ8Kk83zKM/yKRIKArKEP4AEpmXLW6ltx/dVbaNjbil9HkWFgJDx+yeXPj8GIlCq\nOWYssj5diBb+K6j3yG2S2jLOsRpShtZBtXzKbYoFYzUUeroVNZ6bnGe/x/vxAJne5ej5MLR43oUU\n65SHspiDLkEe0xWoVxxnRV6aiaHfXUgsCChc6F2h7VPhnh9e02+WckXmAl46Jnfeupd279L8VAg0\n4fsHE1vW/Jxx/2ZBgszylIQfFOpdtV3dpd89USh66ruFov+beOU+isKh/4HmrCepMeiFZzLXS3oT\n8nzERtCu81C4fklBBc0ls6P15lQUIdDhXUapE73cu+xnH60HG0efdyLtddy74RiyFfQw3i0a9H0H\nMtp9H9WMTArnqMzCo+QrxquhkgrPIfr6v1NjTOsyxp+Fv99peNytSJmeQp7HL2u97mH8hcIUy4Mp\n4/SxyMh1KQqd7/B0o3DTE5HQ/wJwTtheQGRIVWMo5uRjwvYoFQYvmq8jH0HGynuRIvlgauyh7aTw\ndwoMEC9WRUBlGzYa3IvCqLhW2E6ke9RIrnMhay4qHbM4MuZVyjmIgK3Jb8yWn1C+9NPhXl8anvvP\n93RtB3NjRmpDStKmYXtXTbvjkBXsNuQ5OwaxmxXfz4OsLJOQUHIA8EjmGJYj8uTVtKv1IpbaTkDW\n56koROR3JKwC9GbNeRMJCZ+ki7uXLu718H28qBTbv4D9Ev0dhhgiy/u3p8KtTfOFYCZaITYz1bR7\nf2pLtHuISKikRsgstYu3VNtvo0XqdSJhDYWKdFgQM5/FsrKYE9byJ+QlvA/R8U4geJkr2l8ZbROR\n9+zamvZZITC0rMn7IAbb2vHnPPtN7kd0TK3gXjPuPYFdi2c20W5LJAiuGq71U9R4VErHfhR50l5A\n+WCxcjQ2+n9RSt6iRF9ZyhU9LODkz1upkKTG3o1EH/OhOel35IVorh2ezXvCdXmEUlQFUrxqlaOK\nvmcvb0Pw+6Yiw8diVMxZ1IceH1HzXZOwvZSQslb8LIZ270FetdlRmOFPSYRRR+/y5Q2vR/azj9aD\nKWgNOg2lJyyYaLckIVoCeW33okJRD22aKOiFkvIyGUoKLUPsFchwtBoJgx2a01YlhInnXjtEqLMJ\nME/i+93C30NTW9Su8PY0TXlYN7XVtM9ar5tuKKfcUAmNXZHSVGdsej/K9XwQMZan2vyZKIoDpUok\nveFRmxXD+XdFTL5V7RqtI6iMwQbR5/WpWK9R7ugswO/Dfd6VSPEttW1i2FgSlfEAlZlIyuqU5OFw\nX6pk5A+FZ/c+2uehrUg7F7Lmoqj9IeHaXk19asmfyfDERe2z5Sc03y8ZfV6ChgrlwLGDfVGGe0OT\n71NIqJiA6MyTMazIHXpcaPPP8P+cFW1XRGFtT4abu1NFu28iL8I9aPJ9X5fx1noRS22z8mpoaM0J\nbRdARAvHI4vUhcDuFW2z3OvAUZn37GYSi1D4fXdUHNN1IaAHT81Ib2iB/QBiyIwXrUphIqPP/9Cu\nLBafKwUJWjHphadmNF1ynhLX/sSa73NDYG5GyuDthMWx6pno9dnP/D0fD+/GZuTl601BIUrXERQB\nMkI/MsfyfrTQPIxCtD6KFqfiWhoNraZkKlf0EDpIl3kreicPCdd4zbAdA/ww0d/o8LdDWSKhMNEq\nl7EjGSGa4dlcN/r8MRIh4b3cT1pzZry9itaUpZDHrCNniRoDFnkGm0eBtRP7j6TGYk2zsL2JaG65\nJWz/Ce/vE4ittum1ugtFltxPvnW7l2d/bWRQ+zsV4U6EEC4klD+EPDfnN/1NFX33pKSg8iA7IaXi\nucT3lQa2mj5rhW6C3EN7iObAFrX7Mz3k4PVjQ/mgE1FE1sB71+WY9dFavARS+m8CPlHR9+6ImOYZ\nJKDvW9Fnx7qV2lf6Piv/tYdr0uGBS+0L+7Py2ULbLMMGIkq7m7A2o7nvsoo+bwfmiD7PQbWMPC7c\ngxdpV5rOo4JHoOF1uy/1e6LvC2PHqUgHOJKMHLxEP5XyE2lDcSNDSrFNVyyaAT9EoV5TAcxsGWR5\nmFBu6O4vIqrargV+3X0K8C0z+zbwecSkeUyi6QrAN72iwGQCtwcmHgsMZd+jmiK5qGvykpktipTS\nFD3qEYFVbV9klRyLmCQr4e5PmopPPoos1tsSCkUn2qYY5VJ9fgMG6rPETJevlJrO5AkmQ3d/y9qL\nu8ff1RY/DfgzLTaxRZGnw5Fn9mG0WLehB3r5IYW7P4/CTT49hN1+qIdjBkXF6+53mWq5VOGN8MzN\nHNpPMNXaKiOXNbJA42c/E58J25JEhdmpplcvSqtc4a3SKgNFaiP20SS8okxKoFJfLvS9srs/E766\nzsy+Eo51M3vUzOb1/NpBE8zseNprZ15iob6gt8olbOpiQduHqHZgl767zVtNy7tMRHl3ZbbAon2Z\nLe3d7r5ulzG2IZ5f3P2aTqZqQLTn7/MKhtsK7IOssyegcY9DHsYH0D3ds8k4A3IozzdHjJ+fdfdb\nAczsSGSE+GTNcXsh4fWDZnYVEnhTDIGg5/sb3lnLaWvgNFO5Gq86kXfWqPoeUmAWQJENbc1JvHtN\nn31TQeTd0DVYGbjezMYl1u+33P0/poLvR7v7oSn20cAaWvcbO1ie3f1hy6w/F86xCnpHNgxjvoV0\nqZJfmtkPUDhgzFTcURM09DuO9nJCi1AqJ+T5LIGfD2M7hc57V4nAXPldOlkY169on7NeZ5fviI6/\nIvz7PIlyShGOQ9f+ZyhHvoMpOcITZrYfUpJAbJNPVDW2BmUrQvsN6GQVrypJ9YqZrefuV4Vj16W9\nzNEAvMUWnSzLUWr7Zvj7FpK7q7Ab+czmpyDW7YLF+8s1fd+EIu7Wo15OAAbYQfdBMlLXshx0Ke9E\nixn3nrD1hC7yU7L8iZnNhjz5yfuYwnRX6NwaFJO0dJ2255GF6W+DGMPMtBecfKOm7Vxo4ikWzfOB\nb3koGF1q27UYualo88ZVAmLNOOIaVEXO1Q2psYfF6KWggBV5Kmd7qbCmmX0BhY4tTEsQcy8VvjWz\ne1CR7FdK++dEYTpLUUKThSDQkF/toR6PmW2BjADfTLSdgNg890QT8M6o7tCwFWYN4xhRRdPMTkHe\n6PGIoOVfyNr2lYr2scIyCoWKbOruH6lofx0K3/oTmogfQnkbdTXERgxm9iDy+uZS+Hfrr27x8RqB\nZgvgnGIhren/DBS6lVU7KPy+uvEsZqF2oLs3Mj5UzFtnuftQKN455z8DGd0qhalS+58iK+kfwuet\nkMX6O6V2l6A582rar/FWNX3f7KWyJMU+CwXLc39XdPxTKC2hlvI8UKmfhKJcdg5j37CLwFLMtR8N\n/V7n7v+qaDfF3Vcs7SuK8k6murwCUF1Dy8x+7u671x1bap/97Id7uLWHQu+mwsWnlOehUJbg48iY\nsY+rhEBK1qg1JKQMk7Eg7+45gvx1SKm4HN2PZEFrM9sDkTw8Q2SUqlpDzOxW5K2+xkOBdDO7w92X\nT7Q9NNHF86hQ/BVRuyU9KlHQDWb2J+S53RIZybZDMsBeFe27rtep98vMbnL3jjJOFTLhAGoUpq4w\ns4WRR6eosXc5kvX+UdH+JmRUvCi6H3e5+7KJticDqyBlP77XHcXIQ/tVkSeuMOTOivJAJ0VtUvd4\nAPH71NSwYWY3uPvqZnZr9Ntu86igd6n9xrQU7cvc/eKKdg8SyZrxVySefTObgpTFm4nKbKTe09D+\nUJRTPhR1q+N+s+Una3d6dBg4y/J1HaZHD95TZjbe3U8CMLPxKBQthY1RaF9h/VofETkcYmYHuPsJ\nTU8erGtn07Jaz2xmm1dZ5ryBFxGRRTxPTS2uoHQdTPfCrWU0qUF1JbBOUE4vQUrhxnTWJzsMUdBf\n7/W1xk4HTjaz7QthIwgVx1BdQ+cEtBAsSbQQVLRdx90H6gy6+1lmtm9F2/nc/bdm9i13n2hmNyCP\nwbAqeDSvYzakcPetw78/N7MbkacmOakGxFbaN5A1/4s17fdF4SffRXWixqJ8VwDMbDd3P6JqkalR\nVO5HSdgnezPPSjc8gELOstBt3J5fSLd8/Fmh/26F0RvVDvKMOoLesHZgdFyjGoIZvy1uOx+ijAcJ\nl88kms2JIiWuoX1RrlLExgG7mzyaoPDkZ8xsW9oVpzPC1gSzm9li7v5AGP8HUcgR6L0pflcTT0bS\niFKGu18RBNiJKI/jE2H96Xbc82Z2OUEeMBVTT1mJa2s5VSlwGecfUO7MbDQiD9nO3TeoOCR+9ssC\nUBkbu7es2K7Cxan6rb9AFvnLg3K3GFJoymP9SzCE/Mbdc9Z0aFB/LvR9mbt/P6PfbyKv4OOZ43jd\n3V+ydm91lXH6PUgZLIqFfw55T75kZme4+w/DNfq2mRVK8BRUuqSjuHeED7n75mb2OXc/zczOpt4T\nk7NeF7/h2TCWx5DXPIXUvS8w8JyY2Tfc/ShTgffOhu57J/b9Az272XD3J0r347WKpmuiVICsNcrd\nbzKzD9HuiCgf26RYd9PIg2dMUS2KqzbbGt2XAZjZRwqFMyh0F0ff7e7uqeiyprWg33D3wxq0r61b\nbWZ7AS+6+6/ig8xsFxRmWqU0Z8tPHiLoTJFK6yHD++QGv2EA042CZ2YWJuqdgD+Y2a/DV7dRHSLg\nKHH1kdDH+1BIwmoo7rqxgocUpe3c/fLQ5/rIi7VWxbjvD+c52d0fS7UJ7QxNXEXIVF0x8tvMbDV3\nv7HBuB9DYThtOz0dzmHu/nJYwI9z9wPM7PZEu2e9VDS+Agchy/LfzazwnC6BvJkHVBzTZCEwM/uY\nu18TPqxFunAx5IfB9hsjqmiaQklOcvdH3b2uYDnQXGHx7iEwhSDeZJEBecK3RaFWdyFl72yvD53J\nwd+AK8zsXNqVhCqLbjzuMSjkdlK5kZn91d3X7rYv+q7wInQraHu6q8B3fOzSFWPFzH6DcmbrireD\n6ieebWan0u4dqTUomdnsKGdoZuAtM1u2PLdYw2K9ZrYZyoUqjGcnmNmO7n5uqemfwpaLXIXpt91b\ndWBf4EYzK4xRKwP/bYpWiI1ZTQxYXy4LDmb2HRQBUHwuW9jnAS4v5vuyhT06bjO0pi1U7CIdBgt6\n735vZieGNncCFOKAMgAAIABJREFU48xsDiTo92S0CeNYFeVOfhHlcZ2UaDMTypG91t0vM7PdUBjj\nPVQX957NzPYGFnP3rcI7sjQtxaUYW8EuW+AhKkL3giFkxdR3VcgV5EPfGyEGzW54uIFyBxlCd4SF\nEcPmc6HtQegdWxu4IRhyzkbPcaEErYHm5c2LtTiBpqkBOev16Wb2bhRF8Ff07Cavn7tvW3OuGIWB\nK6cYO9BTxNiLZvYeWvdjPRRJk0IjY2ZQwr+EjPPlfUBWGO4Ayh4vM5vfg1e8At9CeWpLmdlDKDy0\n7LE+x8w2TKxje6CootqIgExcbN3D27GQqoDCe+uwOWlZ/3g0b1UpeJ8Pzpv4nHOXPp8CHObuk8O7\nMRmlHc1nZvu4+/E0xHSj4KELuL273w+sERZMEJHKFYhBsYzFYkXJ3R81sw+GybYyrLIL5iiUu9Dn\nFWZW9yAWAukNdQKpe6PcglWAa4OyFAthVXHF0J4HMwYJWck8NbQojkZ5C78M+1IT3TlmtjPy0MVC\ncZv11xUGunWwKP1X2H2ru99HNZosBLugHJBC6J4NhYCkcHXo72gkUL1GtRexnxhpRXNutBhPRc/k\nn+qUJFNY8o7ICw7yih/nFeHJ3YQ8D7kewM/LXoZwPZJw9zuBPc3su4gNbgdUe+xdVcdkYjTyoMYh\ndHUhKW2LY7D0npVoOnup3UzUj/WnKP/mdKQcbI9Ieco4NXzfbV+Be5Hi9gQycv2p4t4VITQ7R/vq\nchEx5Tn9EBXKfSs6phwqdhh5v63ADxG75b3hPIVRqCycN1LE3P3hnHZmdhqJZyDlGTSzRd39EXf/\nk8mTuHr46gZUvP4lWoIwNDNgfYVOwaG8r5fcPkIfOVEYuPLeP2KK7KD03k4IHh3INNqYvLPbIOV2\nFmTYeNndP1VxyNEoXWC0KVRrNkRWtS4qq5Oa838NPI5C4UEKzWmUnqEK4bw4ZwpXmNlRYczxGpwy\nmDYR5EE5l3sm+i57VW8Mz2huOFmO0F1gkVgOcfd/mdlC7v6imb2GlKkt3P3q6JhzzexC4MdUGLyB\ne8P6eyoyJv2LasMG1KzXkVB+MZJnHkGhxgAvm9lod08q0sGgviMtJf5SlAfu4fceHf7uVzO2MppG\njDXJf70XGWxyDZCpvPykAdDMxqAoonJ+XyrkeXUU1TAKeJ8p3HhHd98xbufu94a2SyKj0T3emXaw\nM3CRKVfw4dB/odz1FAGTwGUop+0tasLbacnH5fm+MHgVc9tMngiZdvfXLJ3HXeBKOtfmq0r7Vo48\nddsg5sxPmtl70Tz3tlbwFjGzn7n7HgCuUIMFkXJXlZD5z2C9OzF8Hg88GYSsXpMPs5NXwzibCKTP\nA7eGSbIut6Ajt6wbyq5tU8Ju1UL6R5Qc/DekSC5INKlE+GH4+yva46KTMcJBoatT6mJkLwQukoTF\naA9HSOYteMNwsj6iL4qmKfRrKdrDvq4ut3P3b5vCDTZBIWs/N7Nz3X2niq6PRuxvRRjWNkho+u+K\n9lkeLqR0bFxM/ma2EFr0lqvot8DSKHxhVeoFhCw0sOxW4SVE9AOAiazpO8BYM3syajc78IcuY7nX\nzGYJwsbxZjYJeYYKoXgBYIyJYKpYVcbSCgVM9flzdI83RqGyPzOz36JQs8ejdr0srN8ClvKKXJPc\n35bAqx7l97j738ysI8S8iSIW2ufmv14W/T8GWW+r5opzaS3WF8TGNjO7mM7FvasBy8w2REa2hUsG\nk7GUwhLLFvYGyI3CKMa0OEEQtJZ38MLwN5ego8DfEQnDTsUYzKyO5OFjaF6YHSlt87n762Z2LAoP\nTGFFdx8XvGKF3JCK7ohD98YgAfN6qhW8Ild502hfyqgBzQR5EGMltCvwqXW1yPVMhpMl8E9keKgT\nugvcFa5rITuNA6YGw++bwPwV68rVwZuWhDdMDeiyXpfJm6A1D8wCzGlmeyQUK9C1/a/S71sCzdlt\nMEUelEOpU6GbjSLGXOHCHycj/zWcu6sB0sy+jhTXJcP1LTCWalKQM1E0xQ1Uh4gW+DmSG/8QfsMk\nU35gCsWzMjMyKrQZQNz9guDFmmBm6yAl879RXerKaLeGOBY5WOLcxQ6U5eMazGVmM5eNo2Y2C4n1\nNxjGZwVGWSBJCV+NpWT8pV3GXhuRJ+Huj5lZT/rK9KTgbQZcambfd/eDgiB4JQp9PKTimK+h8JM9\n0MtwFXqRZwnf9YLdgLOCFQt08zbPOC5HIM3Kq0m4y9+LHuLsRd7dLzeRI8T9FBaxM5Hi/K8wbkNs\naeU+stg2e0EPC8HrZvZPNBEuGCaTjjDX6DcWeMvMFnH3vw/V2HOQWLjGogXrf6uPqoeZfRl5gOZF\nwtOHkJs/6dUJi/v/BWt4kcRepeCtg0hI3grnOoOaZ7WBh+tiFI61jZnNj3I+K62mwVs0DuVdnQys\n4UOQi2cKMfwe8vp/1UIol3eGAxbtY+FrFAr7mxrtOxa9R0fRHvbxQhcPfZEn8Xcz+wwKFYuNQV9F\nCtXCtAtyz1MdHhLjehQG/mGU17G9iXTkPBeLaUeCP1R6Jgo8lqPc0f23lZHLJtZEEYPM/NeyZ9CU\ns1c1B8UK1yw13xXIMWC9TotJNDaYPI48KEOBrCgMADM7BBkop9KFadbMPkmnUFwOo/wFYuA8xMxO\nID0/xHgtGAZeNrP7CyOeKy89adCjJLAGb0XHulU28AT54lfldlH77FygSJAviBbu8pqcmtx1tYkx\nJnisJroIPKZ2a4/Wgu+j+QskO30X3fdPoeiPIm0mPs8oJBOlxjATqru4chh/ZWpAmI/LeBp42kKO\naLd7EO7h5aRTcTZCHpM3Qtsz0PtXJlo6GBkWlkZelM+QZjSFhhFjwZhxmXcJHwx95RogL0WG+aNo\nT116gWojyIfcPRUBl8KsLgbIeF/Hu2eZUR3ufqopIuBmNMetm7mW5OJZD3ntQ4SLkEz6v5FRehRa\ne1Nrwz60DDbxHP4CYmZtg4mo5zmkK+wffTWm3DYLPsT1N/q5ISH/FpS3NRXYa4TGMQsKFVkemKVL\n2+y6eSQKJ1JRlBFNol9GAvEzKLygbhxxjbjl0QR+Z6nNg3QWiR74XNFvVjHLHq/zfMjz82kq6heF\nduujGPXXUdL/m1TXf3sofP9s2N5EAtODSFkYyef70UEen1V7Lnz3LlTDJvfZvBaYLfo8G6KNzh2b\nUVGsEzgCCXuTgK269HMcsFYfrv3JKLTozvB5TioKPofv94+2fcK7mLx+yJC2XNhm7jKOrIK2wN4N\nf98qSNB5DC1GHwj750ahTReEzw8mtm41NrNqCEa/bbXot321pt+3arbKOlfIcnxlzfdZ9UYr7mOy\nGDJRnSJKNYvKnxPHro3muOSzQZci9oN87rOvLV1qREXtfoyE4CcQkdYTiLky1XZU+O1no/n4BWTB\nT7W9C6ViLFv6f1kqauOFZ33v0H494P8QmVnOtelWw2wDVDYCNO8uWfr+FGCl8P+7wrt3J/Kk7dCl\n73cj7+Cm1KypSFE5LGzJesBR20sYRL3VUl/HIwF1pmjfTGHfCTXHXU0oKJ/xXBY1eLvW5K3pZ9eK\n/beXxj4zidpryFA0C626se8D/lzR52XhWVsobN8L78FMpGub/YpQKy5czy2B99T8lqVQOPXXii3z\nGswKLFjzfXbRbpTjOCetupnLIsNBud0DwMJd+joThXueiZT3v9IitjpjiJ7TvZFX8F3U1FJt0N+c\n4Rl+CM1ZZ6M18hoqamyH47rWjEb5x0+GeeKcaP8awCW9jHe6KZMQWZbfgx6APxNZrD2yMJvZWu5+\nrVXUovJBUJ5WWLif9woPkJkdh8gsutbNM1ECl8PVLnP35aI2/4VyV76ECGZWQkpgZay5u7u106S/\ngaw8h3h1MnRXmBhM90JWncVMNUd+5e51dWVy+y4IFm5GysGHUax3h0fFRGiwJaXcHnfvCP0ys18A\nVxX9mNnnkIJ4DvATd1+9fMxwwcwecffK/LOM41N00bd4sJiW2j6FfvPJmc/msUgwPz3s+iJiVZsM\nnbkACQ/XKqhY72bh+/g9mgkpH0XB6rb3OTGW7DIlubBA52zttM5V5VcWRDWkJrv7G8HzuDcw3t3n\nLbUtWHeL+P+ZgUrW3QbjXRJ4xN1fDeFn/4WU+edK7WZC1r/rUT7tKe7+SrCQv+YiddjJWzmRvYzl\n58gTdg/tFN7JUhD9Rng+7vKKkhzWovCeiBTzfyLjQ5liOw79HIXm2mu8lG8S2hZFuw15oor/QSUj\nUtTnSwLLuPt5wYo9i7s/m2i3AAqNWtTd1zERfHzU3X/T9WIMIczsGnf/WEa729HzeLOrhMIiKF+3\ntjZkeI++hlIp5nX395a+f4jq1Aov379wzCzIKxOXKfqxl0ITrT0HbxSa695b9QxbK7x9IXdfIkTR\n/NEj8iSLKO9NhDCbepRT49WU8Rsh5bCow7ciMvJMKLX7NopmOC3s+gqaz39a0W/X8hKWWUbAzOZB\ngvmStDzPqyC5YguvLrVxHHqPziqNoefyBL0gRC+tRIvMZxwwxVuRNUW7m9x9VVMZkFXCfN9RLiS0\nLZdJuBJFWzwNLOHuKaK6IgJrUyRLLeoJGvzgEdsJKY43Ia/iX7wiX9VUU24nZPSejIzlP0o9GyZC\nrVWQASD24qfCVTdBIfWLIY/VxujZvKzU7mp3Xyc1tqjNuLrvvUdW3tI5UiUHPHWNG/a7Aa3IqFs8\n4uVItG3zXHfpd0FgQSRbeNi3MDL+1REvJjE9hWjG8dYvoWTWdcPnsut3PPI4pNg1kyElDXAhsuIU\njDhjUV7fq8CW7n5928ncv25mM5tZoaTVCaS14WpmdguK8z0ZhRc8ZmYPVil3AQU5TTkHbyGqyWly\n0aSYZVNkESwU8PzcnvU8qs8VhKsD3X23EPrVV1QYCAoM9n18LYTi/M3MdkVWpjkr2i7qzWq+zQLc\nihZ00KIxK/I0pYSuOBzhDUSCcHa0L5U/sXnYOkI5CljDMiUNkBXKZWbbo7ycZ1G40H7onb2ENDtj\nFutulTGqQMIodQawqomG/xgUmnMynbk9P0ZzTrn+2pZISf5OWbmzdkbM4vx1IZpfQAaV2ufJGhL1\nhGO6lkmoUMSuqhlKbf6rmf3W3benPfTzDeCXNcaQ2WlfV+L/U7ky4wnGMVR0emFKRacjHIdCgwrh\n+26kAHQoeE0NkOGYd9N+jTuUzOI7yyP1eDUIwh7m5L8HIbYWLla+n6H80FTB8A9066NASVF5DhGW\ngO7FTnTm1sU5eG8gz81xNafYEr3vN4axPWYlVjx6z6n5ISr9MzX8lmUQz8CEUrttgDU9kN2YCttf\ni8L0U8hJAckqIxAUuA3N7GNIATXg8AyD8cxhDLHckbwWTQTjJgjv/hko8mmzsPsc2llUC7wU5IKJ\niMX3caoZUOvKJHQod9YqaP8JpLhdQnX4545IOb/W3Tcy1SeuY1pdylX+ZAsk5+2OjHypZyO7aLe7\nX2hmdyPPsSFveIpXYX9TSPuFVMwVQ6HAZYy3L2lEYT2vVOpKbd80s5fMbIx3Yft21XJ9orSv55DV\n6UbBKysoXXB4WOjKlKfl4oi94FyqPUBH0GJPI3yfLZC6+8/M7IjgZVobWRpjofg/KPxoNK171+33\ntJHThDF1I6fJRZO6Ok2RRbAQ0CS3Z5SZfdRbSf1r0hLks2t/DQIpxabAYKn+a2vPQbvgYwnWpypL\nqjckIfEuRAsN3+cYjcqUNMDVJkKm0SaWu92R4F3G7si4cqepHMdVyLBTFeefy7pbVeoF0kapt9z9\nP2a2KXC0ux9qZrcljl0fPQ9lnIhyMso5J0XuxHO051klFe6A3BqCv0KsmVlEPdalTEKPihjenWjp\nv0K7bHbOJspHQBPj2CLu/hsz2ym0fb1kmY7RyACZ8BadYGYd3qKA2hpREV4MRoLrUP3Tx2nVy8uC\nNysBlMJRSHm/nc4cyI41s5jfguFzW5Rr+HVEvJHCv8P7V9uv9ZZTM0uh3IWxTQ2eyI7uPWIydTFc\ndkzqpnzipYo5OcgXhTJ6ZNsPaD7PX0N4hutQyCDuvq2JGj/1fJX7zhaMc2HKUz8ReBHJUZunvC/R\n3PJVJBfsgeboeaip/xo8O2U2yirv5E3oHdnbE4Q1JbzqKl01yszM3e8wRQBUoXhe1gUudEVtJOeM\nbmt1gaBwn+fun0byRR0+E7Yl6ZKv2y/0y0DQI+5BMsaweq6nGwWvIWLKU4v+nwvlgAzmdzf1AHUV\nSEtW1+NRmNpVqN7dQD0pV1jRsih/bqKZ3YOYoqoK00Jv5DS5aFJXJwvWSq5OEixUHHaEqSjkvihc\nZSzVZCW7oLo5xfWaHdjKVHbj8MGMPQeDUGxy8A9XrZWB2nPWWRsty0JbhjUnIVkACYLlxe5LNe1z\nil83LVOSi32QsvMiCv0+nzSRxX9czLi4wsDvr1HuIJN115uzV44xUa9/JowdOgVZUJ5Jx8LuIqZI\nLfjZjJgRcmsIrksDoh66e/EbK2Khn2mBaKmJcazM2DYP6XsNDQ2Q5HuLmjyjWyKhbk9kEKkVivuE\n7VDY3fLIoHCqV5AbBc/y58Ixa6D5aqOyMlzCo2a2NuAmkoW96XyWD0GK8+soX/mucL41UN5rFZ4y\ns/HuflJoPx7lq5Zxk6kmYeFp3J40U/FBtNgiQSQpR6JooL1oMYIOoOl8n4H42fkJieerAkMtGO+D\n5pTbTMQ3+5P2xBRzSzEPvkZ1zV4AzOwkZLSJGRvrDPBroHdzv7D+XYtScs5OtH0lKPmTgZ+Y2aNU\nsJUH3GVi710a2Cslm5rZF939TKsIyy1f46Bwv9vMRqXWlBKyojr6iX4YCAaBbM/1kMKHIJFxWt/Q\nRLYfcn0eNsi+pqAJovi8JordBrgt0b7rPtLEBrUEB+iB+TwSeP4FnFYz5r6Q0yDrzCQUjvcQSmRf\nfJB9ppKruxIrNDzHrIhueAWUPzjiz+gQ/a4OMofUvh77bkpCcg3yvhSC1jhgXKJdNkFOaH8dMrIU\nn9dF9NKD/X1LZ+7rIHeIPyfar4rqTd4btodQLkfdWMaicJx1ii3RZsfw3v8pfF4MuDrR7h4SSeXh\n/t2T2N/RR8a1OzGxdRAt0JCoJ/V8UUNm0mC8D1FDtIS8kU8mtqfqns2GY7gQzZ8FWcHWBKKbRNvv\noDDc+1D6wY3AbhVtK9cbwjpV+m5yzr6wf5PUNhTXo18b8EFa694ZqGxC/P3hSC64FNgqPJMPZvS7\nYDjmdWTUmECCICO0+zDythX7FqaCPC18vzgKp3sVzYkTkaJVbjcHUpYmhe3HyABW+x7Fn6vedxrO\n9xnX69aq8XQ5LmtuadBfWfZKjqWXuQXN77WkexXHLYLChh+kJOMgJW52ZKiYA5H5HI/CpDvWkeK5\nCs/x54EPRufYp9T2gKbXOLwv5yIOiDpCrcvpQig2HBsyftyI5tD/KbZB9LdH+DvkRG/92N6uHjxg\nwDK3MwpRuhC9EIO10jb1AHW14HsPXh1X3sq5iDZ8QSrKPkTW6j1okdOcX+z3+tyabmPIKWbZtM/s\nmGlrkLdkncWz/wU85RX18qYnWI+10UykOOVaYL+raJ5bT6rAvJ4go0igafHrXsuUdENu4fByrhXR\n545QRne/ycw+RDspTGU4o2WWunD3Y2nPGXmIdP7W6ShMbnt3fyGcYyxSGFJ1F7vmTpThXcK6Igvx\nnSjyoEzUU4XaMgnACtZeY3DglBpWRzHbAt28XPfSorTvF7KLTrvCb7+KDHWbAEe6+ykV/TYNQS97\ni8aR9hZBexjxGKS43ELpfQjzyr50eu878upKx81aal9ZXzYXrtIfhRJ3EFLKYrr4nZACdYi7XxnG\n0dWy7sqV+WTwdI1yFbKvapeVU1PyLG9H6745iZBOd3+ZdPh1GWU5L64POS9pZM33ZjZ3Ma/U7UOh\n78XaFP9f/JakHNJtbukBs5bO3TaWaBy9zC2NyvWY2VFo3pkNpczsG/7GKHKoiyLXLwM7mHLBv0xn\naZVzUQrBv81s7+Kdc+XBbk6rdjEoog1vEDaL3nmQXF0gFXqZG9UxgH68/wy95+yrKE/4l1SUn0rB\nFKqxI601+lLEfN9XL950w6LZFGb2NeR+nwTs51E+1xD0PSsZRbVD21URY1SbQOruN0dtysqHI+Vj\n0G5la2fPLMM9wTzWoO/GCf0N+49Z5uZE3rZno++vrDncPWJAM7FGOu2hTXMjS+k23gND0bQCE0Nb\nURstFh6eR/lIHSFs1pyV63p3X8NabJNjUHx7mbyjaP9HYPcqYSZqVzB/3uHuy4d9k9w9RVhSHDML\nmQpTN0TKcZn5cCxiv12q6tjM/j+BrtPz4fM8aAEuL+RF+8movMUl4TpviFjpdiq1ywqrCUauk1AI\n2t/C7iLUcZx3FmxtzIjZbfEKYWRVcHffrqLfujAgR2QjlYqYuz9c0e9tXmIwLPaZ2RTgDR+GvA1T\njsiQGcdCnx9DimObARIRJG3uJWIDU+HyPyDBzVFI4dbu3lEXMHGuZYFvl4VwM7sVGQ+uJyou7BXF\n2M3sC0hgWqjYpea9M92FZ3IjZBRYHhk3f+fuD5bazYOuz3Yob/t3KKWils3YxNx8oLufH+07zd23\nHMSYy2t1IZzNhUolzBTaZTFdRv3eDazqUb5e2D83mps65rjc+d4SLM0V+x6iWrCulENsiENFc8dh\nZnfScG4xs1+jUjhZSo2Z7Yg8Xc+iSJQHvVQfMTxnq3opJDIo21OKNTPaH7NAD/xf8XngPqXuWanf\nOnK4DgW9Ys5PzvX9eP/7BTO7Ft2vtWjP/QZqU1AOQ2G/xXUZh7zJHUylQ4m3pQcvLNJzotCMSYjY\nZOABrbIWNcDHkOJxlJktYGbzVCmQnmfBv5lO5WOsicZ7UMqH9zfnq1FCfxNYJ8vcIpRY5rxB3pK7\nz584x0xIyfklEoCnS7j7ESgPcW93/1HmYU1ZubJISMzsTPQsjwVuDxNivNiVJ8AsghzrLHz7QPg7\ni4mpr1dr32ALh3fDYbRb+l5AHrqqxfQNd38yKGa4+wQz+0miXZxLOQbluFxPiR0wKHBbhzmoWNxv\n9TTzGfSWO3EonYvXEgQCl16t8N7Fmx+EkqQS1wXdvFx98+qb2Y+An7r7s0Ghmxp9VybD2s3djwjC\nQYdQmhIO3P2aoLSlDJAdrHVBkVsjGNDwCk9UCq6Cx6nneFSDeQj0jnwJuL4syA4CjyFj10nIc+fA\nbFaKXHGxQR4NHG0qP7EdioS4GviDV5cPmQ84yMw+4O4FUcmgjEHltdrM5kDz7C6oTEaBpnnUfwRO\nNLPtvOXFnxuFr52eaA+d8/0eRPN9mJ9mRe9S4VEHzfsdRcq9OQlRgV+j8OnCIPMYyrPvScFrMI7X\nephbxgD3o9SPgVOWG5nZKShV6FgTo+cUtC7MZ2b7eMtbB81zqL3i/9Rnq/g/hZjXotxHKnKlY85P\nODIK9OP9L8451Lmkn0EG2BWpJ8wrYyNk2H0jjOsMJPfPUPB6wNzooTuQTsWp42FsAovq3yCmrlkR\nKcrapXbZAul0rHw0TehvgmyWOUuHaj6PCtU+n/iO0OebaGHfYRDjnJZwloWEYqupjRbQlJUrRULy\n40S7C6L/T80Yc4og51uJdi+RfpeLBaYna1+PynETWOHJCud7K7zbVcgqdZHwmiyEDCBJBIWuSqmL\nkcuIGSN78TKRTH2IPJa5buhVEasNsy97uYYYuwNfMTEp31r6rmywKpgOs5WugJlRxMjMwIfMLGVh\nT3onLJC+eCIkt3RMUSsu9axMNLMV3X1K4rsUni2U7SHEf5AStidSTrrKAGG83zLVl/s88v5VKXjP\nIGbMs83sg+7+v3QXkrNgXVJLejCYHIwU3b+bWezFPw8pvynE8/1P0Hz/k9L3+6NrGZfEeQGFsA0V\nmqYGDBUazy0N7svKkaduG1SDc6A+IsqxKzCbJUj0wlw1OtF3nKZRTtkoh/lmh8326igwRbttjlIv\nViEdEtyP97/AUBsInkVrxz89pF1loszgX5Zl+oK3bYhmv2AKofoIcGPkCu8ofBmsK5UCaa77uZvr\nfCRhXUKdytekYd9FMeI45KDjfGH/RGTVLASKFcL/iwA7uPsF5WNKxycLWk9vMNHkr4pqmF2JQuUW\ndPdybTSChXoDZJx4HOUP7OgVIZcV5xvtFTUYzWx9L4Uhpvb1iqAUrodIiCZ3ad6k31w2z9z+rgH2\ndPcbwufVkRLx0Yr26yPlaAFapS728ppCqtGxA2GugxjvbxBhTJPciduBDweDSSGg3lp+loLlegWU\nUxiHf25Xane5u29grbDqga+oz63LhjUIsx9KmMIXD0HK+J6xMmmdIVT3o+t0ImI97spsama7IMPL\ns7Ry7tw7i7gX4e1j0JxR1OlaAa1tHc+ntYfEv4FCfg/zEPZoZkVpg1nQM3QP7c9QWw5eZATdDeVE\nn15qPxQ5OH1BsS6bwsWPQ+/p0u4+mLqyWIPUkmAIys7ryfHiB+PTZsBz7n6ZKfx/Q3QvDyobTM3s\nKHf/RpPf2ATWMDVgJGBma7kYlZNGk7KxxNpDI88ErnD3X4fP5TngIJQ/lsqhvs/d9y31/RCZobBN\n2jaFqTzY9sgzN1v4/zyPIkOG4/2PnptYjhy0vNfDu3cY4js4Kewah0Js68ojDRpvVw9eP5FV/8ZL\n4UWDEEgHFEEz+4m7f9daYXDlcybjf/uIftaUa1KC4T7gGx7yGk1hQ7sjZrrTgAsSHlWAdyMv6R2J\n76ZH5NZGA7FJzYqs2z9CFu1tUg2DxXReD0Wmg3C8MyJdqCpgnApDHNhnZish5XJJlB803t0foALW\nCmuZbAprmUx1WEtjmCizfwe8BwnVsyIr/WCVie8gYpA7kYKyDK3iuvH547yaorTFOeHvUpS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qcpzFDwmmM8sIeZ/RvFiXcr4jrkKIcoBYKIS4fx/P9CBY6PjogexpjZ1QyC6GEwCCEqSxHVGHT3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\nB2D7n4CxKKU8Smxvb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JkjSwOgXep4aehSRJkiRpwvoWeJn584iYCYzdKuGSzLxnuGlJkiRJkgbV9z54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\nprWStAklx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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# for each country selected\n", "for country in countries:\n", " \n", " # find the matrix slice\n", " country_index = country_names.index(country)\n", " histogram_data = country_correlation[:, country_index]\n", " \n", " # remove the country itself from data and labels\n", " histogram_data = np.delete(histogram_data, country_index)\n", " clean_country_names = np.delete(country_names, country_index)\n", " \n", "\n", " # sort labels and data\n", " sorted_names = [name for _,name in sorted(zip(histogram_data, clean_country_names))]\n", " histogram_data.sort()\n", " \n", " #plot\n", " plt.subplots(1,1,figsize=(15,7))\n", " sns.barplot(np.arange(len(histogram_data)), histogram_data * 100, palette=\"Reds_d\")\n", " plt.xticks(np.arange(len(histogram_data)), sorted_names, rotation=90, fontsize=11)\n", " plt.title('Country Profile: {}'.format(country))\n", " plt.ylabel('Correlation Percentage')\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[INTERACTIVE PLOTLY VERSION](https://plot.ly/~duarteocarmo/26)\n", "\n", "Some important information comes from these profiles: \n", "- Using these profile we can dive deeper into each country to confirm the above hypothesis. \n", "- Looking at UK's profile, the top three countries with highest correlation with it are: USA, China and India. This can mean that language is a very important factor for correlation but also eceonomic development for example. \n", "- Looking at Denmark's profile, the 3 most similar countries are: Spain, Portugal and China. This indicates that there is possibly another important factor at play. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Contextual Relations " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will now study the relationship between the previously found correlations and other characteristics. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.1. GDP per capita \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us investigate how the GDP per capita is related to the country capabilities. \n", "\n", "The world bank has data available on the GDP per capita for (almost) every country in the world. \n", "\n", "[Source](https://data.worldbank.org/indicator/NY.GDP.PCAP.CD)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us investigate what countries or elements are not available in the World Bank database: " ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Countries that do not have data:\n", "Asia\n", "Null\n" ] } ], "source": [ "data = pd.read_csv('Data/GDP_per_capita.csv', delimiter=';', header=None).as_matrix()\n", "print 'Countries that do not have data:'\n", "\n", "for country in country_names:\n", " if country not in data[:, 0]:\n", " print country" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 3.1.1. GDP per capita and capabilities " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We delete these entries from the `country_correlation` matrix (our heatmap) and create an `adapted_country_correlation` that is equal, without the entries that do not have GDP data available. " ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": true }, "outputs": [], "source": [ "countries_not_available = ['Asia', 'Null', 'Korea']\n", "index_countries_not_available = [country_names.index(country) for country in countries_not_available]\n", "\n", "adapted_country_correlation = np.delete(country_correlation, index_countries_not_available, 0)\n", "adapted_country_correlation = np.delete(adapted_country_correlation, index_countries_not_available, 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we create a matrix where the GDP's are correlated with each other. Following the structure: \n", "- Entry(i,j) is the absolute value of the difference between the GDP per capita of country i and j." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# create the matrix\n", "gdps = np.zeros([adapted_country_correlation.shape[0], adapted_country_correlation.shape[0]])\n", "countries_available = [country for country in country_names if country not in countries_not_available]\n", "countries_available.sort()\n", "\n", "# for every entry, calculate the entry\n", "for row in range(len(countries_available)):\n", " country_1 = countries_available[row]\n", " country_1_gdp = float(data[data[:, 0].tolist().index(country_1), 1])\n", " for column in range(len(countries_available)):\n", " country_2 = countries_available[column]\n", " country_2_gdp = float(data[data[:, 0].tolist().index(country_2), 1])\n", " \n", " gdps[row, column] = abs(country_1_gdp - country_2_gdp)\n", " \n", " \n", "\n", "gdps_norm = (gdps - np.mean(gdps)) / np.std(gdps)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can finally plot the GDP per capita difference heatmap. " ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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mJyC8LtJG9UZeFFztuLvwtimuj2W4k/dUljuIv6t2OdWvGOUnBnw5diTVfxbw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+i7l/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\nmdmH+WCWn/dIQ4TP31CZnyEWG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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.subplots(1,2,figsize=(17,17))\n", "\n", "plt.subplot(121)\n", "sns.heatmap(gdps, square=True, cbar=None, yticklabels=False, xticklabels=False)\n", "plt.title('GDP per capita difference', size=13)\n", "\n", "plt.subplot(122)\n", "sns.heatmap(adapted_country_correlation, square=True, cbar=None, yticklabels=False, xticklabels=False)\n", "plt.title('Country capability correlation', size=13)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Left Figure**: The difference in GDP per capita of all of the countries in the database. The lighter the color in the heatmap, the bigger the difference in the GDP per capita between two countries. \n", "\n", "**Rigth Figure**: The knowledge capability correlation between two countries. The lighter the color, the more correlated their capabilities are. \n", "\n", "Let's study if these two matrixes are correlated in any way. We start by creating a function that flattens the above matrixes, by takingthe upper triangle and discarting anything below it (including the diagonal). " ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": true, "scrolled": true }, "outputs": [], "source": [ "def custom_flatten(matrix):\n", " rows = matrix.shape[0]\n", " cols = matrix.shape[1]\n", " \n", " finalList = []\n", " columnDisplacement = 1 \n", " for rowNumber in range(rows):\n", " listToAppend = matrix[rowNumber, :][columnDisplacement::]\n", " finalList.extend(listToAppend)\n", " \n", " columnDisplacement += 1\n", " return finalList " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After doing so, we determine two relevant statistics for the correlation study: " ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Pearson correlation Index: 0.0392 (p-value of 0.0446)\n", "Cosine similarity: 0.5621\n" ] } ], "source": [ "rounding = 4\n", "pearson_ = stats.pearsonr(custom_flatten(gdps), custom_flatten(adapted_country_correlation))[0]\n", "p_value = stats.pearsonr(custom_flatten(gdps), custom_flatten(adapted_country_correlation))[1]\n", "cos_sim = 1 - spatial.distance.cosine(custom_flatten(gdps), custom_flatten(adapted_country_correlation))\n", "\n", "print 'Pearson correlation Index: {} (p-value of {})'.format(round(pearson_, rounding), round(p_value, rounding))\n", "print 'Cosine similarity: {}'.format(round(cos_sim, rounding))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The pearson correlation index shows that there is a very small positive correlation between GDP per capita and capability. Moreover, the p-value (< 0.05)comes to show that this assessment is 'statistically relevant'." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 3.1.2. Country Profiles and Correlation " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Global Correlations - Scatter Plot**\n", "\n", "As can be noticed above, there are a lot of country pairs that have a 0 capability correlation. This can happen for severall reasons: \n", "- One of the countries does not have a significant number of assets. \n", "- Both countries have a very low number of assets. \n", "\n", "To understant the reach of this trait, the same plot is reproduced whyle ignoring the country pairs with 0 capability correlation. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us plot some guiding lines that will help us visualize the logic of this plot:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "A total of 633 entries were eliminated from 2628.\n" ] }, { "data": { "image/png": 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9e/dSWVmpYjgiIiIiIm0QtWsWnXNHzex/AkeAMmA1sB0465yr9mcrBIb5/x8G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ZV18iFe7rCw8++CADAwOcO3cOcBVUzsvLC0h2fG0CyDX+wu2v9zwEKzMiIdimiRRyGkj0x7NN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\nOHzNYy+lrOUGOJkd3TUCG9xEKv4hiu2nw8Tjmhi+eezgMaKdMU4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vQUK41RnhECrMy+oe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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# create global lists for gdps difference and \n", "globalGDP = np.asarray(custom_flatten(gdps))\n", "globalCapabilityCorrelation = np.asarray(custom_flatten(adapted_country_correlation))\n", "\n", "# eliminate pairs with no correlation \n", "capabilityThreshold = 0.01\n", "globalGDP_notNull = globalGDP[globalCapabilityCorrelation > capabilityThreshold]\n", "globalCapabilityCorrelation_notNull = globalCapabilityCorrelation[globalCapabilityCorrelation > capabilityThreshold]\n", "\n", "\n", "print 'A total of {} entries were eliminated from {}.'.format(len(globalCapabilityCorrelation) - len(globalCapabilityCorrelation_notNull), len(globalCapabilityCorrelation))\n", "\n", "# scatter plot\n", "fig, ax1 = plt.subplots(figsize=(15,7))\n", "sns.regplot(globalCapabilityCorrelation_notNull, globalGDP_notNull,fit_reg=False, marker=\".\", color = '#69306d')\n", "\n", "x1 = 0.0 \n", "x2 = 0.1\n", "y1 = 10000\n", "y2 = 0\n", "\n", "for k in range(9): \n", " plt.plot([x1, x2], [y1, y2], ls=\"--\", c='grey', lw=0.8)\n", " y1 = y1 + 10000\n", " x2 = x2 + 0.1\n", "\n", "\n", "plt.xlabel('Capability Correlation of country pairs')\n", "plt.ylabel('GDP per capita difference of country pairs')\n", "plt.title('Capability Correlation Vs. GDP per capita difference: Global (Excluded if capability less than {})'.format(capabilityThreshold))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us investigate some outliers:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Outliers\n", "Denmark - India\n", "Denmark - People's Republic of China\n", "India - United States of America\n", "People's Republic of China - United States of America\n" ] } ], "source": [ "gdpPerCapitaLowerLimit = 45000\n", "capabilityCorrelationLowerLimit = 0.5\n", "\n", "print 'Outliers'\n", "for i in range(len(countries_available)):\n", " for j in range(len(countries_available)):\n", " if np.triu(gdps, 1)[i,j]>gdpPerCapitaLowerLimit and np.triu(adapted_country_correlation, 1)[i,j]> capabilityCorrelationLowerLimit:\n", " print countries_available[i],'-', countries_available[j]\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Global Correlations- Density Plot**" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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ZxcKFG/akruU9qWU41elpuhw4OiLOiYh3lh6kOmYDTwO+lJlPBe7igaF4AJQe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\nkoYwNEmSJEnSEIYmSZIkSRri/wPQVTvcT+xz0gAAAABJRU5ErkJggg==\n", 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Nv58pfPeZjxS0ySh3/wzRf54PEv2nO0TUdf8hUgQ+7v5/RHnmPyK6I3Q8z8/NvplogoyH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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# density plot\n", "fig, ax1 = plt.subplots(figsize=(15,7))\n", "sns.kdeplot(globalCapabilityCorrelation, globalGDP, cmap=\"Blues\", shade=True, cbar = True)\n", "plt.xlabel('Capability Correlation of country pairs')\n", "plt.ylabel('GDP per capita difference of country pairs')\n", "plt.title('Capability Correlation Vs. GDP per capita difference density plot: Global')\n", "plt.show()\n", "\n", "\n", "\n", "plt.subplots(1,2,figsize=(15,7))\n", "\n", "plt.subplot(121)\n", "sns.kdeplot(globalCapabilityCorrelation, shade=True)\n", "plt.title('Global correlation distribution')\n", "\n", "\n", "plt.subplot(122)\n", "sns.kdeplot(globalGDP, shade=True)\n", "plt.title('Global GDP per capita difference distribution')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 3.1.3. Using the average GDP per capita " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this part of the analysis we will introduce the average gdp per capita between two countries, let's start by creating the matrix." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# create the matrix\n", "gdps_average = np.zeros([adapted_country_correlation.shape[0], adapted_country_correlation.shape[0]])\n", "countries_available = [country for country in country_names if country not in countries_not_available]\n", "countries_available.sort()\n", "\n", "# for every entry, calculate the entry\n", "for row in range(len(countries_available)):\n", " country_1 = countries_available[row]\n", " country_1_gdp = float(data[data[:, 0].tolist().index(country_1), 1])\n", " for column in range(len(countries_available)):\n", " country_2 = countries_available[column]\n", " country_2_gdp = float(data[data[:, 0].tolist().index(country_2), 1])\n", " \n", " gdps_average[row, column] = (country_1_gdp + country_2_gdp) / 2.0" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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SiBgfEbsDb6Go5STgn9PX/cB9wO4UDahKhwFXRERnRLwM/PVVbP/3ERHAw8DM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HISZGSYfF+rXLSY5rOJRU8Mnvg52fjiLQLJI6WSpw2TXNBPOdE2VpFrhe45lsnYUBrBrrXJyi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\nlO+Tzzftm9f+kIiJpcMUEQAPUyqif4CRooDdLFwLZY1ZY1re+l08b0RfSSH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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.subplots(1,1,figsize=(13, 13))\n", "plt.subplot(111)\n", "sns.heatmap(gdps_average, square=True, cbar=True, yticklabels=countries_available, xticklabels=countries_available)\n", "plt.title('GDP per capita average', size=13)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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Ib9WjGdO3MwvuPpHZ63eRXVhB/66JnDCqV9Qcx/3Z3z5dy5uLcurkEn61ZgdL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\nlQoQIECA74PelKFeCIwDdgMIIcokSTp+F+0Afgk2KV5lYLIkERls8ihsWh0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YmFPDlrxa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k5VVVmTVcVVi9I4+b9rufbdbWzMqaHR6uCgn0mD3OoWZr+wjsom3wq2bazYWebTUsTuUvhi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B0kvsLGlyE4uqqnLzsj3Otr73tpZyyvg4TpkQz9qDtR4FlShAYV0nu0paAM3gB7RIu/y6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\nv7JoF5eP7IyIMDA9kf/8sNsXHNW6DL/1gWCeRHVqE0OnNjGcHGL9mN1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Hi0feKiBDRLqI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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "globalGDP = np.asarray(custom_flatten(gdps))\n", "globalCapabilityCorrelation = np.asarray(custom_flatten(adapted_country_correlation))\n", "globalGdpAverage = np.asarray(custom_flatten(gdps_average)) / 800\n", "\n", "# eliminate pairs with no correlation \n", "capabilityThreshold = 0.01\n", "globalGDP_notNull = globalGDP[globalCapabilityCorrelation > capabilityThreshold]\n", "globalCapabilityCorrelation_notNull = globalCapabilityCorrelation[globalCapabilityCorrelation > capabilityThreshold]\n", "globalGdpAverage_notNull = globalGdpAverage[globalCapabilityCorrelation > capabilityThreshold]\n", "\n", "# scatter plot\n", "fig, ax1 = plt.subplots(figsize=(15,7))\n", "plt.scatter(globalCapabilityCorrelation_notNull, globalGDP_notNull, s=globalGdpAverage_notNull, marker=\"o\")\n", "plt.xlabel('Capability Correlation of country pairs')\n", "plt.ylabel('GDP per capita difference of country pairs')\n", "plt.title('Capability Correlation Vs. GDP per capita difference: Global (Excluded if capability less than {})'.format(capabilityThreshold))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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Q1Bkr93a7SWZmZmZmZkuSAyNmC9AhMWAHhc3MzMzMDKAo5uc2A0mnS/pW022P\npNdKWi/pSkk35b/r8vyS9E5JN0u6XtLZTeu6OM9/k6SLm6Y/StJ38jLv1OHUGDicTdqJlZrZ3PRV\njmK8cG6hGj1a3e0mHZaIYLSxh5HGLsqod7s5B0SUjJX7qZfD3W6KmZmZmdmiFhE/iIizIuIs4FHA\nIHAZ8Ebgqog4Dbgq3we4ADgt314GvAtA0nrgzcC5wGOAN48HU/I8v9q03PmdeC2uMWJtERGMlXup\nxzA9xQp6ipXdbtKiVi1WsEqnEJSIymEVX10IBuv3UI8hIBhp7GRVz+HVSOmEiAZ7x7YSNADoLdbR\nV/VoTWZmZma2uCzQUWmeCtwSEbdLuhB4cp5+CfBF4A3AhcClERHA1ZLWSjomz3tlROwAkHQlcL6k\nLwKrI+LqPP1S4CLginY33hkj1haj5R6GGvczVu5hsL6N0caebjdp0ZMKClUXXVAkIqjHIKlGCgQl\n9eh+hsZYOZiDIql2y0i5s9tNMjMzMzNbyDZKurbp9rJp5n0e8NH8/1ERcU/+/17gqPz/ccDWpmXu\nzNOmm35ni+lt54wRa4t6uZ/xE2EIxsr91CqLq/uHtY+oHMjMgPERkrpLOjgOLDyEtZmZmZktMmI+\nR6XZHhHnzDSTpBrwHOBNkx+LiJAUhy61sDhjxNqiol4mKoSKivrmtL5GjFEvR0hZVraYSGKgeiwF\nNUSV/somKqp1u1lUtYKeYhWQgiIrqkd3uUVmZmZmZkvCBcA3ImJbvr8td5Eh/70vT78LOKFpuePz\ntOmmH99iets5MGJt0VtZT2+xlkK99BZr6a2sPeJ1Ddd3snfsTvbV72Zf/R4HRxahStHLqtoWVtdO\nWjCZQ5JYUd3M6p5TWF07mWoxt+CdmZmZmdl8E0LF/NwOw/OZ6EYDcDkwPrLMxcCnm6a/KI9Ocx6w\nO3e5+RzwDEnrctHVZwCfy4/tkXReHo3mRU3rait3pbG2kERfdQN9bJjTeiKC4abaD40YSQVd1T/X\nJpoBLLqaLWZmZmZmC5WkAeDpwMubJv8F8AlJLwVuB56bp38WeBZwM2kEm5cARMQOSX8KfD3P9yfj\nhViBVwAfAPpJRVfbXngVHBixeRARDDW2Uy+HqBT9rKhsnOHkVEzUK0lRUTMzMzMzs2VPQGXhdPyI\niP1w8NXxiHiANErN5HkDeOUU63kf8L4W068FzmxLY6excLaoLVlDjR2MlnspqTNW7mO4sWPKeSXR\nX9l44H5PsTLXLzEzMzMzMzNrP2eMWEfVyxFGGruZSBAJGjE67TK9lVXUigHg0JFEzMzMzMzMlrPD\nrP9hs+DAiHXUUGNX6hSTe8bptCEIAAAgAElEQVRIKQtkJg6ImJmZmZmZ2XxwYMQ6TEBBEEBQZQW9\nlVXdbpSZ2aJURslwYy8RJX3VlVTU0+0mmZmZmS16DoxYR62ormPP6AhBg4IeBno2dbtJtkCMlSMM\nNfYgCgaqaylU6XaTzBa8PWP30YgxAEZG97O2doyPHTMzs+VEoIq70rSbAyPWURX1sLZ2PEGJKDxU\nqgHQiDp7xu5nvI9VfWyUdbVjutsoswUuojwQFIF09DRizIERMzMzszlyYMQ6ThLCP9wXu4iSsXKU\nQgXVojandTVi7KBBmcuoExEOnJlNSxRUKGkcmFLIX+NmZmbLi1x8tQP8i8qWpTJKBut7KKNBX2Ul\ntYqHBJ5OGSW7Ru+jjBKAFZVVrOg58loxVdUOBEUgZRY5KGI2PUmsrm1mf30nESUrqmuoODBiZmZm\nNmf+RWXL0t7RHYzFCACj5QhrtYlq4SKGUxkrh3NQJIUzhhp75xQYKVRhTc9mhhp7KSjor65uU0vN\nlraKqqx2rSYzM7PlyzVGOsKBEVuWxmL0oPv1ctSBkWmIYtL9uX8YV4saq4oNc16PmZmZmZnZXDgw\nYstSj2oHMkaAOdfMWOp6il56K/2MNAYRBatq67vdJDMzMzOzZUeAimLG+ezwODBiy9Kq2vqmGiMD\nzhaZgSRW9axjZXWta4GYmZmZmdmS4sCILUuFClb2rO12MxYdB0XMzMzMzLpIUHhUmrZzDo6ZmZmZ\nmZmZLVvOGDEzMzMzMzNbFOSMkQ5wxoiZmZmZmZmZLVvOGDEzMzMzMzNbBCRQxRkj7eaMETMzMzMz\nMzNbtpwxYmZmZmZmZrZIuMZI+zljxMzMzMzMzMyWLQdGzMzMzMzMzGzZclcaM7N5VEYwVtapqqBS\nVLrdnCnVywa7RvcTEazq6aevWut2k8zMzMxM7krTCQ6MmJnNk0aUbB/aTRAEsK53JX2VhRlweGBk\nL2WUAOwc3cemYg3VBRzIMTMzMzM7Ug6MmJnNk8GxYUriwP29o4P09S+8wEhEHAiKAAioR4MqDoyY\nmZmZdZNwxkgnuMaI2TIQEQzVR9g3NsRY2eh2c5atQgd/5EoL80tNErWiOW4++b6ZmZmZ2dLhX7pm\n86CMYOfIfsbKBrVKlXW1FfN6Urx3bIj99WEA9o0NsbHP3SK6YUW1l6HGKGNlHSHW1Aa63aQpre9d\nxWB9hDJK+qu9hwR1zMzMzKwbRFH4d1m7OTBiNg/2jA0xUtYBGG6MsXdsmNW1/nl7/qH6yIH/Axhp\njDkw0gWS2Ni3mjICsXAzRiC1baCnr9vNMDMzMzPrOAdGzOZBvSwPvh/lFHN2RqWoUObAjICKo8xd\nVSzggIiZmZmZLVwSFBX/lmw3nx2ZzYOBag1Nuj+f1vWupFZUqahgZbV/wY6EYmZmZmZmNt+cMWI2\nD/qrNSoqGC0b1CoVelQhIuatK0VFBRv6Vk/5eBqFJCikBd29w8zMzMxsufOoNO3nwMhC1dgBo9en\n/2sPh8r67rbH5qxWqVKrVNk3NsL9o4MArO7pZVWtt6vtGisbbB8apCSoSGzqH6DiQptmZmZmZrZM\ndOzsR9Lpkr7VdNsj6bWS1ku6UtJN+e+6PL8kvVPSzZKul3R207ouzvPfJOnipumPkvSdvMw7tVQu\ndUcdRr4CsSvdRr4CMdbtVlkblBHsHp0ohLpnbIRGOb/1RibbPTJMSQDQiGDf6GhX22NmZmZmZlMQ\nqNC83JaTjgVGIuIHEXFWRJwFPAoYBC4D3ghcFRGnAVfl+wAXAKfl28uAdwFIWg+8GTgXeAzw5vFg\nSp7nV5uWO79Tr2dexTDkE9U8AWJkqrltEYmIQ6aVHDptPk1+9u62xszMzMzMbH7NV778U4FbIuJ2\n4ELgkjz9EuCi/P+FwKWRXA2slXQM8EzgyojYERE7gSuB8/NjqyPi6khnm5c2rWtx0wpQH2n8EIF6\n0zRb9CpFQX+lOv7O0lupUj2SbitRwui1MPTvMPxfUO474jatqfUdaE+BWNnjwqxmZmZmZguREEUx\nP7flZL5qjDwP+Gj+/6iIuCf/fy9wVP7/OGBr0zJ35mnTTb+zxfRDSHoZKQuFLVu2HPGLmDcqoO9J\nMPajdL/n5DRtiSkj2DkywkhZ0lepsK5WWxaFP9f19jNaNgCoFZUje82NO6GxjZRNNAij34C+Jx5R\ne2qVCkevWEW9LKkWhYeSNTMzMzOzZaXjgRFJNeA5wJsmPxYRIanjmfsR8W7g3QDnnHPO4ugpoBrU\nTp/9/BEw9i1o3ANaCb2PyVknbVbuhtgDWg/FwJxWtXt0lMFGChAM1utUJNbUln62giR6K3M89GIU\naK5NMre6IIVErVKZ0zrMzMzMzKzD5FFpOmE+0hAuAL4REdvy/W25Gwz57315+l3ACU3LHZ+nTTf9\n+BbTl6fGHdC4G6ingq2j32r/c9TvhtGvwNh3YfR/UpBkDsaaio4GUO9yEdJFpXocKa5ZBSpQOa3L\nDTIzMzMzM1uc5iMw8nwmutEAXA6MjyxzMfDppukvyqPTnAfszl1uPgc8Q9K6XHT1GcDn8mN7JJ2X\nR6N5UdO6lp9yCGhM3I/B9j9H49b8HPnWuGNOqxuoplobkOpbrKh69OhZUz/0PQVqZ0Hv46HnxG63\nyBaCcjeMXAOjX5tT3RkzMzMzs+Wko2eikgaApwMvb5r8F8AnJL0UuB14bp7+WeBZwM2kEWxeAhAR\nOyT9KfD1PN+fRMSO/P8rgA8A/cAV+bY8VY+Dxi0T9yuntP851A+xm5TfUZA2+5Eb6OmhUhSMNhr0\nVir0dqArx2ijZO9YHQnW1HqoLKX6GeqFyrHdboUtFDEGo18lZY0Bo7ug92lLsj6RmZmZ2XIloKgs\noXOaBaKjgZGI2A9smDTtAdIoNZPnDeCVU6znfcD7Wky/FjizLY1d7IpV0PtkKLenGiOVDTMucth6\nzoTRIYi9UGyE6slzXmVfpUJfh2pbNMpg29DIgeFnRxolx6zoQN0Vs4XgkCyxOjDCXAOYZmZmZmZL\nnfsuLCXFwJwLok5LvanbxiIxOqlmyVgZRMSyGPlmShFQ3gHl/pRtUqztdousXTTARO/IPMw3vV1s\nkJmZmZm1nYuvdoQDI7Zk9RQHdyGoSss7KAJQ/y6UdwEllFuh57FQrO52q6wdVE2By/otQAHVU9yN\nxszMzMxsFhwYsSWrWojN/TV2j9YpEGt7e7rdpO4rtzExzG9A+YADI0uJVkDPw7rdCjMzMzPrGFEU\nvvjVbg6M2JLWW6mwub8zNUwWJa2GeIBUnVOpNo2ZmZmZmdky5sCI2XLSc1bqThP7odiSiuiamZmZ\nmdmiIECuMdJ2DoyYzZfGTVDeBtSgehZozfy3QTXoOXv+n9fMzMzMzGyBcmDEbD6UO3JQpAEMQf2b\n0PPk7rbJzMzMzMwWF49K0xGu2mI2L0Ym3R/tSivMzMzMzMzsYM4YWSYigh0jdYbqJf3VgvW91aU7\ndG2MAUPAAGiBFF7VRg463HR8R59uz2idnSN1ConN/T30Vo4gBhoBlAtnG5qZmZmZGUVliZ7HdZED\nI8vEzpE6u0cbBDA62qAQrFusw9fGXohh0FrQpNcQu6BxXb5Thcp5oN55b+Ih1APVH4fYDtRAGzr2\nVKONku3DdQIggnsGRzlpVd/hraTcDuW3SIGRY6F4KCzVQJqZmZmZmS1rDowsQY0I9o81qEisqBZI\nYqQR6USZNFDrcCOmW8XC1dgK8QNSPeYKVB57cOCj8UNSHQ/S3/IOqJw2/+1sRbUUZOiwsfLg97YR\nKWPosDKEyuuBMv0f2yCO6Wgwx8zMzMzMZibXGOkIB0aWmEYEd+wdZjzusapW4aj+GgM9BUONkiCF\nFAaqi7S8TNzKgRN2Ip20a0vTDJr0//L70OirFhRKAREB/Tk4dnjKSfcbLecyMzMzMzNb7BwYWWKG\n6mXKEMj394w2OKofVteqFBKD9QYrqhVW9iySuhEREPcCddBRQA8HFzKd1JWm8hBofJ10Yt8HxRaW\nm4rE8QO97BtrUEis6jmCIJhOgbiFHFpxtoiZmZmZ2YIgZ4x0gAMjS0x1UmZAc12elT2LKCAyrvwO\nsJ2UHXIrFA+H8tvAKGgT6OiD59cqqDw5PU7vsq2LUS3E2t45HN6VkyE2AWPAGtAizTCyCTEI5TdJ\nhYk3Q3Gm31czMzMzMxwYWXL6qgXreqvsyiOSHLOi1u0mHbkIYFvThAaoDtUnp8emCnqoAA6z2Kgd\nSiu73QJrp/IGYDDfuR/iHtBx3WyRmZmZmR0m1xjpDAdGlqANfT1s6Js8WsvONCKKVgFHLY5MCgmo\nkbI/IHUQ6mt6zMxmr7kLWsnEcWVmZmZmtrw5j3o5iJ0Q3wLugLgR4rZut2j2irOBAdIQtw/OgR0z\nO2w6mfSRXwGqh3ZDMzMzMzNbppwxshzEdiZGGSlJ3VNOPozlGxDXA7uAAdBZaejZ+aBVUHnc/DyX\n2VJWHAexKtUa0bqDh7k2MzMzs0VDhfMb2s1bdDnQSibe6gI4zKyLuB3YSQqq7IP4YTtbZ2bzRauh\nONpBETMzMzOzJs4YWRaOBoZJmSKrQKcf5vIjTAwAHBxcq8DMiJKUUSVgrWvgmJmZmVlnCIqKf2u2\nmwMjy4GU6wscRveZg5Y/DmJ8dJgAndiullm3xE7SCCXrQf3dbs3iFgFcD+zJE9YDZ3avPWZmZmZm\ndlgcGLGZaTVwLrAbWOlhXBe72Arcmu8I4hzQim62aJEbJB0b43V8tkOMuLuKmZmZmbWdkIfr7QAH\nRmx21A84s2BpuJOJk3iA+4CTAAhK0setP2xnrzLLaWZmZmZmthA5MGLWJhHB7tEGjQjW1KpUCxHU\ngQdIh9r6BRJw6CPVnIFUjLcPgOAO4Lb8/6mIY7vQtkVIfRAPAm4h1Rg5HeSPVjMzMzPrAOGMkQ7w\nqDRmbbJ13wh37x9h2+Aot+wepFHWgWuBHwLfy38XgjOA1aRgzdHAUQTDwO2k4roB3JyDOjYrOgF4\nEvBE0NHdbo2ZmZmZ2byQtFbSJyV9X9KNkh4rab2kKyXdlP+uy/NK0jsl3SzpeklnN63n4jz/TZIu\nbpr+KEnfycu8U+rMKAcOjJi1QUSwd6xxIKxQBow0dgB1UreVEriXODC6TxepF/Qo0BPSCEUS0Ggx\nY9limk1J8mg0ZmZmZtZxRaF5uc3SO4D/jIiHAI8AbgTeCFwVEacBV+X7ABcAp+Xby4B3AUhaD7yZ\nVNjyMcCbx4MpeZ5fbVru/DltvCk4MGLWBpJoHjUrgIr64KBASHWBdKVpZQWwllQbowA2I2rdbZKZ\nmZmZmS1YktYATwTeCxARoxGxC7gQuCTPdglwUf7/QuDSSK4G1ko6BngmcGVE7IiIncCVwPn5sdUR\ncXVEBHBp07rayh3hzdrkxFV93LVvhEbA5v4eeqs9BCeRuqhUSV1YFiYhgjNJQ84KWNXlFpmZmZmZ\n2WQCivnLUt4o6dqm+++OiHc33T8ZuB94v6RHANcBrwGOioh78jz3Akfl/48DtjYtf2eeNt30O1tM\nbzsHRszapL9a4dS1Bw97K04ATuhOgw5TymZZ0+1mmJmZmZnZwrA9Is6Z5vEqcDbw6oi4RtI7mOg2\nA0BEhKQFUE9geu5KY2ZmZmZmZrYYaEHVGLkTuDMirsn3P0kKlGzL3WDIf+/Lj9/FwVeNj8/Tppt+\nfIvpbefAiJmZmZmZmZkdloi4F9gq6fQ86amk4TgvB8ZHlrkY+HT+/3LgRXl0mvOA3bnLzeeAZ0ha\nl4uuPgP4XH5sj6Tz8mg0L2paV1u5K42ZmZmZmZnZIiBEZfYjxsyHVwMfllQDbgVeQkrA+ISkl5IK\nLj43z/tZ4FnAzcBgnpeI2CHpT4Gv5/n+JCJ25P9fAXwA6AeuyLe2c2DEzMzMzMzMzA5bRHwLaFWH\n5Kkt5g3glVOs533A+1pMvxY4c47NnJG70tiUygjKWPB1cszMzMzMzMyOmDNGFomIBuz7NtR3w4rT\nUe+xHX2+u/aNsG1oDAEnrKyxsb/W0eczMzMzMzOzmc2yMKodBmeMLBa7vgT7vgnDN8GOK4ix+zv2\nVEP1kvuGxgAIYOu+UWeOmJmZmZmZ2ZLkjJHFYvQuoJHvBIzcAz2bOvJUZQRKzzL+bDgsYmZmZmZm\n1l0SFHLGSLs5MLLAxdgO2PNliJKU4JP/1joTFAFYUS0Y6Kmwf6xBABv7eqj44DNrq4iSkvsgGhTa\nRCrkbWZmZmZm882BkQUsImDHZyGG0wQJqpthxZmodsxhr6uMewj2INZQ6Gg0RbBDEqeu6WOwXlII\n+quVub4UM5ukEd8n2A8EZWyjysORDv1IjggacTvB/UCFik6j0Kp5b6+ZmZmZLQyuMdJ+DowsUDG6\nDfZcMxEUAVAVVp8LPZuJsQeg6EeVFbNaXxn3UnI3UBLsgxAVHT3l/JIY6HFAxKwTIvJxODGFYD9i\nzaHzsodgO6lDW51G3EyhR85XU83MzMzMljwHRhagaAzCzisg6k1TBapAsRq2fwrK/RBBrH0K6jtx\n5nWyh9QNB1JwZA8wdWDErFMihglKRP+UWUtLn4AeYCzfD0TfFPPWJ91vtJzLzMzMzJYHZ4y0nwMj\nC1FjD+nEaZxgxcNh4AwYuQMa+zhwcrTnqzCLwIhYQ7CX8RolYm37273A1MsHiNiDtJKKNi7jk/CF\no17eQyPuBoQYoKd48LJ8XyRR5SE04kcEDSo6Hqm39bysJX1UpwBJMUNAs14Gd+8foRFw9Ioa/VUP\nPmbtFfXdMHwzFP3QfzqSswvNzMxscZsxMCJpABiKiFLSg4GHAFdExNgMi9qRqq5nYiTlAiqrYdU5\nSCIoOChoMsuTykJHQaipxkjnircuBPXyARpxO1BC7ARKqjqq281a1lKtjLvG7xHsJ9iLWN21Ng2O\nNRhulKyqVegp5jeAIPVT1RmzmK9ClYflLK8eCq2cct6I4MYdgww3SgLYMTzGIzaupOqrCtYm0dgP\nOy+HGAMqMHo3rH1at5tlZma2bEgwzz9bl4XZZIz8D/AESeuAzwNfB34BeEEnG7acqagRGy6E/d+F\nogoDD5+4qt5/Cgx9H8Z2pKNi9RNmt06Jio4ClkdwIGIXzV2HytjFcnntC1vzQNAwEQCcf/cPjnL7\n3hFQasWZGwaoVRbmt4xUQaybcb4yYKhRHjRtsN5gdc3JgdYmY9uaDuEGjN7ZzdaYmZmZtcVsfi0r\nIgYlvRT4x4j4S0nf6nTDljtVV8Oaxx06XVVi/XOgHISit+UoFtOJCBi6EerbobYF9Z3UphYvLNJK\niN2k4Ig8iscCkIJzJ+ZMHihYhxiY83pjdFuquVM7FhVT1ek41N2Doyl0Fuk874HhOscMLO4hcwtB\nrRCjZTpzjYC+BRrssUWqsoaJoDMpo9HMzMzmkagsw67onTarwIikx5IyRF6ap7lDcRdJgsoRnlAO\nfhMGbwAaMHI7oQrqPaGt7VsIKtrMeKZIodVUdHjDG1tnVIuNVGIdEIcd1Gsl9l8Pg9enO6oQ6y9E\nxexGaqpKjORL34Il0d1EEj+2fgV37B2mUcJxK3sXbBaMLU7q2UCsenw67ooVsPrHu90kMzMzszmb\nzZnJa4A3AZdFxA2SHgT8d2ebZR0zcicTo1o0YPQumGVgZOfwGHfsHaEo4EGr+xf0cL6SqOoYoDMB\nkYiSsXIrJXspWElPsQVp+Z6ARgT1uIcydlOwkmpx3JTbo62FGodu4MCoLREwshX6T5/Vog9a088P\ndg4yWgZreqts7Fsa3U16KwWnrZ1dcMjsSKj/lNSt08zMzOad8Kg0nTDtmYDSGcxzIuI549Mi4lbg\nNzrdMOuQnqOgsZsUHKlAz+ZZLTbSKLlp11BKoG7AjTsGedTmlctyRBGAemyjZCcQlOyiXlbpqRzf\n7WZ1TSPupxH3AyUNRqAs6Kkc1/knLvqhMZLvKN2fpf5qwVmbpi5kamZmZmZmy8O0gZGIaEh6/Hw1\nxubBynNAFajfD7WToPfkWS020ijTADi56F49gjKgsjzjIkQMM1GBMCgZ7mZzuq6MQSbqDgQlg/Pz\nxKufDLuvSjV3+k6F2tLrFmZmZmZmdoCcMdIJs8kd/6aky4F/AfaPT4yIT3WsVXbYIsZg39ehviMF\nO/rPaJnNIVVScOQwDVQrFBJlpGDAQE9BZRkfkJViPWW5mxQcKahoQ7eb1FWF1uaRf4JUEGrmEVTa\nQdW1sOFn5+W5zMzMzMxsaZpNYKQPeAB4StO0ABwYWUj2XQMjtwMNGNyTirP2ntS21VcK8bANA+wY\n3k1vZR8DPf1EDCzbrjQVrUHFqZSxD2mAyjIf9aZarEVxMmW5l6IYmLfAiJmZmZmZ2VzNGBiJiJfM\nR0NsjuoPMFFUtZ4zR05q61NUimFW994FBPXYDeUYtcryHe2l0EoKuUbFuIrWUKms6XYzzMzMzMyW\nLAHFMr043UlTBkYkvT4i/lLS3zFRTOGAiHAB1oWktgWGvseBoqq19he+LGMvzXU1GrGbTo36YmZm\nZmZmZjYfpssYuTH/vXY+GmJztOIsKFZCYwfUTkQ9R7X9KUQ/KUaZ6khIsx8BZCGJsfth31cg6rDi\nkajvQd1uki0gEQ0oh6BYsayHYDYzMzOzhcnFV9tvysBIRPx7/nvJka5c0lrg/wFnks6mfxn4AfBx\n4CTgNuC5EbFTqVjFO4BnAYPAiyPiG3k9FwO/n1f7Z+NtkvQo4ANAP/BZ4DURcUh2y3IgCfpP6+hz\nVIvVRBxNPXZSqI9acWxHn68TIgL2XgUxlibsv5ro2YQqc6sREhE0Yh8QVLTSJ9SLVNR3wJ7PQ5RQ\nrCDWXICK3m43y9ogItg1UmesDNb39VD1DwozMzMzy2asMSJpE/AG4AxSIVYAIuIpUy404R3Af0bE\nz0mqASuA3wWuioi/kPRG4I15/RcAp+XbucC7gHMlrQfeDJxDCq5cJ+nyiNiZ5/lV4BpSYOR84IrZ\nvHA7MiXrgXXUimKRFl6tp0yRcSrSUK9zDIwMl3fmwAgU1OivPGiRbp9lbv/XJoJm5X4Y/j6seER3\n22RtccvuIe4dHAWgpxCP2rzawREzMzNbfCRnjHTAbC5rf5jUreZk4I9JWR5fn2khSWuAJwLvBYiI\n0YjYBVwIjGehXAJclP+/ELg0kquBtZKOAZ4JXBkRO3Iw5Erg/PzY6oi4OmeJXNq0LuuA2/cM87V7\n93DdfXu5cccgizE5R+qBnqOBSrqpBtW5DbUb0aARe4ASKCkZpWSoDa21+ReT/l98+7i1ds/+UcqA\nMqBeBrtGxrrdJDMzMzNbIGYzXO+GiHivpNdExJeAL0maMTBCCqTcD7xf0iOA64DXAEdFxD15nnuB\n8WIYxwFbm5a/M0+bbvqdLaYfQtLLgJcBbNmyZRZNt8kaEdyxdzidKgbsGBlj31iDVbXZ7EILzKqn\nwOiPUuZI7SSkub4GMVF7BSDQrA4tW3BWnAN7/iv9X9Sg7/TutsfaplqIsTIdowHUCnd3MzMzs8VH\nQMUZI203m1+G45fV7pH0k5IeCayfxXJV4GzgXRHxSGA/qdvMATnTo+OXZCPi3RFxTkScs2nTpk4/\n3ZLU6tBbrIejVKDeU1Df6W2pHyEV9BUnkLJQRE2bKVSb83pt/qlnE6z7WVhzPqy9CBWLs8CwHeqh\nGwaoFaIQHD/Qy+peBy/NzMzMLJnNL8M/y91ifgv4O2A18JuzWO5O4M6IuCbf/yQpMLJN0jERcU/u\nDnNffvwu4ISm5Y/P0+4Cnjxp+hfz9ONbzG8dUEicvKaPH+0eBmBTXw8DPZUDj0eUUL873akeu+yK\nj1aLVawsHtLtZlgbqKilbBFbUlbXqpx3zJpuN8PMzMxszgrXMmy7GQMjEfEf+d/dwE/MdsURca+k\nrZJOj4gfAE8FvpdvFwN/kf9+Oi9yOfAqSR8jFV/dnYMnnwPeKv3/7N13lGV3deD77z4338qhq3NU\nB+VuJRQAgSQQAkzODCAEBsYwDJhZ7xm/sYdZtue9sed55mFsM8ZDxjAkgQRGCEkgkZRz6pY65wpd\nOd1wzn5//E51VVdXuBVuqtqfte7qe849YVfV7ap79vn99pamcLsbgT9V1W4R6ReRq3DFVz+AS9yY\nIllXm2RlKk4AJCLjiQ9VRQfvBr8XQSDSjNZeb8VHjTHGGGOMMcZUvEK60mzBdZe5Gldd8n7gj1V1\nfwHH/yTwL2FHmv3ALbjpO98TkQ8Dh4B3htv+DNeqdy+uXe8tAGEC5C8ZL/j6F6raHT7/OOPteu/A\nOtIsKtU8jDwG+S6IrYPkRcQiZ48EyeYPEfO7kbFZUf4p19EjUlviiI0xxhhjjDFm6RLButIUQSFT\nab4N/APwlnD53cB3cKM6ZqSqT+Da7E52wxTbKvCJaY7zFeArU6x/BLhwtjjMPI087oqUEkBmELw0\nJLaetVlWB4lNWFbUdX8xxhhjjDHGGGMqXCGFINKq+k1VzYePbwHJYgdmKoDfjRskBOCHy2cTiZOJ\nr0fx3CO5a1GKmpoKEYxCkCl3FMYYY4wxxhjciJFSPJaTQkaM3CEinwX+N66DzLuAn4lIM7ipLkWM\nz5RTbCP4fYAPRCC2fsrNkpF1jAD5WDMxaSIRWTnldqYKjTwO2b3ueeJ8SF4w70MFmicbJtfikWa8\nBbdJNsYYY4wxxpiFK+TKZKwGyMcmrX83LlGyZVEjMpUjsQO8lBspEl2NxFZNuVnUS1PnbUdVreDq\nUuIPQnYfp0cNZZ6D+FaYx2ggVWUofxglD0AuP0BtdPOy615kjDHGGGPMQogsv9EcpVBIV5rNpQjE\nVB4RgfhGYGPh2y9xgeYRBJHI7BtXPV3EI+VQ/AnLAQE5ItiUK2OMMcYYY0x52Vh2Ywqgqoz4HeSC\nAQCSkRUkIg1ljmoRqA9BP0gKvEmlg7xaN30qdwRQiG+b12gRACEKCOPJFsHDCvSaZSyzG7Ivuv97\n6avc/zdjjDHGGFMWlvtXL+cAACAASURBVBgxpgC+ZsgFg6eXR/1O4l59dY+S0SwM3g2aARTS10B0\nwnQpEUi9xNUWEVnQhZuIR010PaN+JwDJSKtNozHLV77TTU3DBx2F4d9B7WvKHZUxxhhjqoRXzdcg\nFcquTIwpyOJNK6kY2YOgI0Ae8GH0ibO3EYFI3aLczY5IgproOmqi64iINbYyy9iEJKtbHi5PHMYY\nY4wxBihgxIiI3Ap8GbhDVYPZtjdmKYpIkqikyOsIAAmvqbpHiwCIh5vecnpFuSIxZnmJrsLdl1BA\nXAcwY4wxxpgCCFjx1SIoZCrNPwK3AH8nIt8Hvqqqe4obljGVRURIR1cTaBYRD0+WQH2M2CY3aiTo\nAzxIXl7mgEy18QNl1A9IRj0i1Z4oLCUvBbU3Qu6Yq+0TXVfuiIwxxhhjlrVCutLcDdwtIg3Ae8Ln\nR4B/Br6lqrkix7jsWRvcyiAiRGQJdVGRKNTc4GocSByWRacds1iGcj4PnewnUCUiwktW1ZOO2Xuo\nYF4aEtvKHYUxxhhjqo1AxEaMLLqCaoyISAvwQeAPgceBzwOXAncVLTJDPhilJ3OYnuwhhnJdqFZu\nnQvVAO26Hz16Ozp4oNzhmEKJuLvXlhQxc7S3d4RcoPgK2UDZ3zdS7pCMMcYYY4yZl0JqjPwI2AF8\nE3iDqp4IX/quiDxSzOCWu4FcJ4or65IJhohrDTFJlTmqaZz4BfQ+BZqH/t3opvciaRsebowxxhhj\njDGLRbCuNMUwY2JEXD/NR1X1LVO9rqpWlKCIxpIiYwL1yxRJAQb3uqQIgPowdAgsMWLMkrW1MUX3\naI5AFU+ELQ0VmrQ1xhhjjDFmFjMmRlQ1EJG3AX9VonjMBKlIAyN+HwAeHjEvXeaIZpBaB/k9Liki\nEUitLndEVc0PlEMDo+QDZX1dglTUprqYylITi3Dt2kYrvroIdLQdTtzpkssrr0dqNpU7JGOMMcZU\nLLGuNEVQSFeae8LkyK1ayUUulqBUtJGYlyJQn5iXxA3gqVBrXwcnU5DpgMadSO2WckdU1R442U9/\nJk8AHOof5ZXrG4l5FfzzN8tSxBNqPEvaLYSqD4e+DUHGrTjyQ3Trv0WiNeUNzBhjjDFmGSkkMfIx\n4DNAXkRGcdOaVFXrixqZASDqVUcXFPHisOY15Q6jqNTPQMcvIXsKGnchDRcW5Tz5QOnL5BnLQgaq\n9GV8WlOWGFkMqgFkuiCaRqK15Q7HLHf+6Pg0RHAFkXP9YIkRY4wxxkxFwO6XLr5C2vXWlSIQU91U\nA3z1iUikske2LMSJn8LwQTddqL0DjdUh6Y2LfpqIQMwTsoFLjShQE1ui39MS0yAHh78F2V5A0VWv\nRerPK3dYZjmLpCHe4hKuquDFIdFa7qiMMcYYY5aVQrrS3KOqN8y2zixffpCnN9uJogjQEF9B1IuV\nO6zFN3rSJUUANIDRdihCYkREuGp1PU93DZFX5dymtNUYWSwDL7ikiObccsc9YIkRU0Yigm78N9Dz\nuPv90rQLWYq/P41ZIM32Qt/TEE1Dw07EK2TQszHGLD3WlaY4pv2rIiJJIA20ikgT7mcAUA+sLUFs\npkoM5/tPd9DRcLk+3lLeoIqhZgsMPO+GvYsH6Q1FO1VdPMo1axqKdvxl66zRTDYSx5SfRBLQelVp\nTxr0gg6D1wJSHVM2zfKl+SE49HUIsq7A++A+WP/OcodljDFmCZkp3f4x4NPAGuBRxhMj/cDfFzku\nU1UmZyyXaAZz1Y2QaIFsN9RfgCRXlTsiJ+iG7NOAQuwiiCyhpJSOQP4oSAwiG6ZIbMxR3XbofQJG\njwMCq29alDCNqSq5A5B/jvCeEyRfCZIsc1DGzGDkuJtqhrqbE8OHUFXE7pgaY5Ypa0qz+KZNjKjq\n54HPi8gnVfULJYzJVJl0rI5sZjScSiPURJdmXV6RCBpvhmwnZDrQ1LryfyjTPGQeAMLijdkHIHmj\nSyRUO83C6H1ADhDwT0Di6gUdUiSCrn835AchknBFg40pEh05CvkBSG9EIhXUbj3/IhBOC8QD/zhE\nrZOYqWDxZghHpoJArKH8f3+NMcYsKYUUX/2CiFwDbJq4vap+o4hxmSoSkSjNiVUE6uNJpLAPKxoA\n4jowVAkdOgAnf+KSEYMvgD8ErdeWOagMMKmLto4ujcRI0IP7IBzeJQw63R3DBb5nRARiVlPaFJd2\nPwjd97sFL4puuKVyWvBK3P2ecAuAJQhNZZNEC7rq9XDqd67GyEob7WeMMWZxFVJ89ZvAOcATjN9i\nUsASI+Y0ESEiBRZCyz0H/gFAILoLomuKGtuiGT4w3lZT8zC0r/yJEUmDpFytANTVCpAalzDxT7pl\nb2VVJaBOkxrOTPokq/PrMMtTz8PjRX4DhaEXoWFXeWMaE7/MjS7TUYisgoiVDTOVT+p3QP2Ocodh\njDFlZ8VXi6OQK9nLgfNVVWfd0pjZBH3gH+L0KID8ExBZXR0XvMm1IE+GxVejkFpX7ojc9y3xcsiH\n39PoRiAPmfvcv4i76IldXN4458OrhdguyO8G4hCvkItKYwoRTUN2JFwQiFTIaBEArw6Sry53FMYY\nY4wxFaOQxMgzwCrgRJFjMctCftKy4qZLVEE72trt4A/DwG5IroKWl5c7IkdiENs6vuwfxw3uCudj\n+0erMzECEF3rHsZUm1VvhOO3uil39RdAzdbZ9zHGGGOMKYCNGFl8hSRGWoHnROQhIDO2UlXfWLSo\nzNIlTSB1oANuObLBtd6rAiICjZe4RyWT1KQV1orTmFKTRCts/uiM22imHbruBQRaX4kk2koSmzHG\nGGOMOVMhiZH/XOwgzDIiHsSvAe0BIuA1ljuipcdrgsg28Pe7IouxS8sdkTFmEg2ycOx7rvsSwPHv\noRs/hnhLoHCyMcYYY4pHrF3vVETEA65S1d/PZ/9CutLcN58Dm6Uj42cZyA0hCPXxWmJegUVWpyMe\nSMviBFcJNAf5/UAevBYIjgNRiO5wxU/LIbb1zOk1xpjKkh/gjOLCGrhpN5YsNsYYY4yZM1UNROQf\ngHkN7y+kK83ET29xIAYMqWr9fE5oqosf+PRk+08vd2f6aEs2F9aSd7nIPRhODVIIDoUrBbI9EL+2\nOgrLGrPIVNV+T8wk1gBeAvyxIskpiFobaWOMMcbMTICIfcaazj0i8jbg1rk2jylkxMjpT2riPuW+\nCbhqziGaquRrgCBomBvT8Jn9VwypD9o/1QvAMK4I6gJH2MyD+iOAIpF0yc9tljcNsnDyVsicQKON\nsPrtiF3wn0Ukiq57H/Q9Cgg0XIZUSb2liTTbDZ0/c4WpGy5HGmzqnjHGGGPK5mPAZ4C8iIziLlu1\nkEEdc7piC7MuPxaRzwGfnU+kprpEvTM/qMckalWQz+ABSVxd4olJSQHSlKPbjvY+AH0Pu+f1lyBN\nLyt5DGYZ63sUMh3ueb4PTv0KVlqt7qlItAZari13GAvTfhvke93znt+hiVVIck15YzLGGGOWOKsx\nMrWJgzrmqpCpNG+dsOgBlwOj8z2hKTH1QTsBD2TFnKd1eOLRmmxkOD+KJx7pSLI4cVYrEYhfBfnn\nXK0Rby1oF+M1Rkr7W0v94TApErbqHXgCrbsYidrMN1Mi/ghupBSAhstmyfIHJiwI5PsBS4wYY4wx\npnRE5FxV3S0iUw5dVdXHZjtGISNG3jDheR44iJtOYyqdBuA/CIQXJtICkV1zPkxEItTFahY3tqVE\n0hC7fMKKDfM+lKpCNrzbHm+bR42GKSY6zW16nTELU78TBp8PFwJospmXS1rNeTC0x/29kQik1pc7\nImOMMWZJE8RG8J/tM8BHgb+d4jUFrp/tAIXUGLll7nGZytCPS4qEd2+1041qEGsHWYlUFbp+DiP7\n3YrUFrT1prOSI6oB9N4Powchvgaarz1dm0AiNWjdRTD4NCCQ3gE2WsSUkMRb0HUfhGw7xJqRmHVZ\nWdJaXwWpDa7GSM02JGJJdGOMMcaUlqp+NPz3uvkeo5CpNOuALwAvDVf9BviUqh6d70lNqcQ5u+5F\n9RX3Wzb8ARjZ56Y/gXvuD5yd2Bh4EgafAs1Drh+8GEyoIyLNr0DrdgEBEmsqXfxVTFXJBnkUSHhR\n66YS6s/kebxjgEDh4hW1tKQKS6pKtAaiW4ocnakEIgK1O8odhjHGGLOsVNKIERE5CAzg7sbnVfVy\nEWkGvgtsws04eaeq9oTNXD4PvA7XqeKDY9NcRORm4M/Cw/6Vqn49XH8Z8DUgBfwMl4uYdki8iFwI\nnI8rBAmAqn5jtq/DK+Br/SpwO27S8BrgJ+E6U+kkDbIDl/+Kg7cLpJAfeWXRII8O70VHDjHHrkvV\nRSJn5rE0XDdZtsMlRQDIj0+9mXioWIMlRSbSPOigG+4/hZ7MMN2ZIXoyQ5zKDJ71PlPVpf3em0Kg\nyq8O99AxnKNrJMevj/SS9af+/hljjDHGmGXtOlXdpapj9QU+C9yjqtuAexhv3PJaYFv4+CjwRYAw\nkfI54ErgJcDnRGTsYuaLwEcm7HfTdEGETWK+ED6uA/4GKKgLQCE1Rlao6sREyNdE5NOFHNxUgMh6\nYGFzvoNj98LRu93IhK3vwms6d1FCK4SqD+3fCwv6AanN0Pqakp2/lCRSgzZeDb2/dysar556WHp6\nm5tuo3mQKKS3lzbQaqN9EDwaLsTAuxIkfvplXwNGg9zp5Vzgk9eAWJiUGsyN0p9z9abroknq4suj\nAHHGD8hPTAYJDOV84pHqS64aY4wxxiwVIlXRleZNwCvD518H7gX+JFz/jXDExwMi0igiq8Nt71LV\nbgARuQu4SUTuBepV9YFw/TeANwN3THPetwM7gcdV9RYRWQl8q5CAC0mMnBKR9wHfCZffA5wq5OCm\n+ulIBxz7pZve4fvw4rfRKz53uqZF0WXaXVJEwwvX4RfR4HrEW5p1UqThMrR+p3suU//3lPQWVF4H\no0cgsQpJby1liNUn2MN4l5QAgsMQGf+eyaRitTphXZAfxDt1D63BIEPJHQwkt5KOxol4Sz85kIx4\npKMRhnI+CkQE6uJz6vBuKtxQzufB430M53y2N6fZ3mz1QYwxxhhzhlYReWTC8pdU9UuTtlHgFyKi\nwD+Fr69U1RPh6yeBleHztcCRCfseDdfNtP7oFOunM6KqgYjkRaQe6KDAUQKFfMr9EG4oyv/AfdG/\nB6wg63KRH+aMLieB7x6REiVGIinOmF8ikamnlywh0yVEztgmtRFSG0sQTXVR9WG0G2I1SDQdrp2U\nUp+06InQGE/Tlx1GgfpYkuhY4uPUL0jmTiIo9UOPkI/Uo8l5t0evKiLC9RubeLF7GF+VbU1polVw\ne8IU7rdHeunNuGl5T3UM0piI0VYTn2UvY4wxxiwjXROmx0znZap6TETagLtEZPfEF1VVw6RJKTwi\nIo3APwOPAoPA/YXsWEhXmkMUOC/HLEE16yDZCqNdbrnlQiQy8wdnDfLQvx8iCajdsKBClhJrQhuu\ngr4H3LSRlhuRWeqk+BowlMsCUBtLVFRxIlM86mfh2X+CzClA0W3vRRp3gLcjnEoTAAmQs9spp6Nx\n0tGz39eS62ZiYi4V9BOpwjo985WIeFy4orbcYZgiGcr5ZywPjA6xIiVLdkSeMcYYs1RU0vWNqh4L\n/+0QkR/haoS0i8hqVT0RTpUZK4p4jDNHcKwL1x1jfOrN2Pp7w/Xrpth+ulg+Hj79nyLyc9w0nKcK\n+Tpm/YQvIl8Psy5jy00i8pVCDm6qm6qCPwrn/yGy7d3Ijg8gW94+8z5BHn36H9Hd30Kf/Wf0wO0L\njkPqL0HW/xGy7iNupMQsMXeMDDGQyzKQy9I5MrTsimYuW6eeckmRIAdBHg7c5tZLPXjXgnc1eNec\nUV9kVqnNQMRNrxGhpmaLdawxS8aG+iQRcYOoRPOsHLwdjn8FHS1/0zkNsmjmJOoPlzsUY4wxxkxD\nRGpEpG7sOXAj8AyuecvN4WY3A+EHc24HPiDOVUBfOOXmTuDGMNfQFB7nzvC1fhG5Kuxo84EJx5ou\npreKyH8HPgmcU+jXUshUmotVtXdsIWyzc0mhJzDVSYM87PkqDB1z9US2vQ+p3zz7jgOHYKQLgoxb\nPnk/uun1iFe82gTa/YwboVK/hVzDeWckQvIaEKgSsYvZZWjCz1wiQHraLafVfB3E2xC/H9LbkXjz\nokVnTLldtqqO1nSM4aGTrMv/jhoZdAOkun8Fa95ftrjUH4SOH4TdtxRteT2SWFO2eIwxxphKU0Gz\nm1cCPwpvHEaBb6vqz0XkYeB7IvJh4BDwznD7n+Fa9e7Fteu9BUBVu0XkL4GHw+3+YqwQK/Bxxtv1\n3sH0hVcRkX8EtjJeH/VjIvIqVf3EbF9IIVernog0qWpPeLLmAvcz1az7KRg+4Yquqg8HfwQXf2b2\n/aIp3JSFkBctaotg7XwMDv/UjRI49QTRDX8A6YmFNStsqFngQ+ejkB+B1l1IoqHcIS0drTuh40EY\n6XTLm9+84EOKeFB30YKPY0wlEhE2NaTQyAj0DE14pcxtmQefgWCU09PY+u6HtreVNSRjjDHGnE1V\n9+O6wExefwq4YYr1CkyZpFDVrwBnzUxR1UeACwsM6XrgvPA8iMjXgWcL2bGQBMffAveLyPfD5XcA\n/6XAwEy1CnyYOAUl8KffdgKpWYOufhkcuw+8CGx/76w1QRak51mXFAEIckjP87Q0X0xfdhRBaIgn\nK2rqg774L9C31yWbTvwadn4GiVkniJno8F7of8CN+mi6HomvnHI78WLoBX8EmV5XfDWSKHGkS5/6\nwxAMQ7SpdJ2pTPGlt8LAE+APAgpNLy9vPBLFpbXDv0FiNU8KpZ2PwdE7wYvBlrcjdZvKHZIxxphF\nVmk3fivMXmADbpQKuHomewvZsZDiq98IW/RcH656q6o+N58oTRVpuQhO/g5yA6ABbHhdwbt6G29C\nN9wIyLySEpofge5nXPHW5gtmvgCrXQ8DB1xyxItB7ToSkShtqcorGKmq0LOb0x/21XdTj5rPL2tc\nlUzzA9DzS0632+36Kbr6lmmTbSIeJG26SzHo8D7ouceNAIvUoiveZkU6lwjx4uiqd0GuFyJpJJIq\nb0C1F8HIPsj3gheHxjInaqqEjnbDoZ+EU5CAF76JXvofi3tzwhhjjKksdcDzIvIQ7qLrJbhONbcD\nqOq0TWUKmhITJkIsGbKMiJdAL/iAm5YQW40k6ue2/zw/iKmfhaf/HvLhsO6uJ2HHDHPdV78c/Cz0\n74OGrW65QokIGm+AbFiyRwNIthS0rwY52PcD6NvnkkFb34VEk0WMtkL4g+5CXMPEiOZBcyA2GqTk\n+n4LhFPr8gPuwrXm3HJHZRaJSARiHtADKiDl+/0iXgJte6erVeXF7cK+ULkBN7JuLDES5N1NAxs9\nZ4wxS4zYiJHp/af57mi1Qsw0nkO8LqgBGAW9GErxH3DoqKu/MTY9pncP6menbREsEoH1NxY/rkUi\n530I3fd9yA3DuhuQ9NTTQs5y/D432kTzLgl05OeLUkOj4sVawUuAH7j3X6wN8Sr7Q776GThyB4y0\nQ+ulyIoryh3S4ph4cSqU5veBKR09DBwIFwT0CpDSjBzRIAfDJyFej8Rd3SURgcgySP4uppo1EKuB\nXAAI1G22KYXGGGOWFVW9b777WmLEnE0zQCenp3zQiysaXIJaGPF6Tk+bAHenq4gdbUpNUiuQCz8+\n+4aTjXaP3wVU3y0vA+LF0LZ3wPBedyc0vb3cIc3u4I+hb4/7OR3tROMNSEMVxD0NVSUAvMZXQvfP\nXe2hWCukts62q6kqRxgvuipAF25abnFpfgSe+QfIDQGKbnkH0nJB0c+7FLk6Sx93tbe8GDTZNE1j\njFmKRCqqK82SsXSuOM0immrYcmkKLUqyFd34Rjj6Cze3/Jx3VMwwas32g3hIrAz1S9qugJ7n3EWp\nCKy8qvQxlIl4SagttBB1BRg+Nj71J8i7O+FVmhjJBQHtIxkChaisYOXKm/HIgZeetX6Qchg4jPsz\ncz7C3KbjmVJLAtnwuQAlGmnQ9SRkB8YTv4d/BpYYmTeJJKD10nKHYYwxxlSdWRMjIvJW4K+BNsIB\n1LhOO/Ypt0gyfkDXaI5AoT4eoSFe4vyVxEC3Ay+EKzaXdL65tF0GbZeV7HyFCPbeCu0PA4qufzXe\nBtd9SlVh8AgEWajbhBRpdIvUb0Yv+LcwcBBq1iK1xb+Tu9xpkANk7j/ThnOh67GwFkoE6rcUJb5S\n6M2430MAeVX689CUmH3kmDKAKwYe4EaAPQNcU7xAzSI4H3gaGAVWAStKc1ov6pK9YwMUraCvMcYY\nMyurMTI1EXkD8K+qGsy68SSFfOL/G+ANqvr8nCMz89I5msMPPyT2ZX2SEY9EZOZRE+pnQCKLd2Eu\na0BXA3pmbYFlSIc7oOOR8TuaR+5C11yDRFOuA8CpJwCBZCt63kcRrzijayS9CtKrinLspUbzw4Ai\n0flN/9Kjd8GJ34IIuvEPkBWXF77z+ptcUd2RDmi+CKlZN68YKsHkvygTO3jPLIvLoY/JoSiC/RGv\nWJLCFW4vsdad0PmYqy8lUdjyltLHYIwxxpil4l3A/yciPwS+oqq7C92xkKvodkuKlJavk5envxpR\nVXTv96DrCcBDt78Hr2Xu0w60/yDa/awrBrriUjd9RcYGCC13U33/1Y0o6Hxk/PXRLvfhvm5jKYMz\nk+jxX0LH79zztquRNa+a2/6jXXDy90DgfrSHfoo2XzxtAeDJRDxou3KOUVemxniMjpEM4H4T1Bc8\neq0B9+dl7P/OSkuKmCmJF0PP/4gruh1JFC2xbIwxxiwlVmNkaqr6PhGpB94DfE1EFPgq8B1VHZhp\n30I+5T4iIt8FfgxkJpz01gXEbGZQE/UYzrt7tZ5AcqbRIv0H4NQzrvUrAbz4XbT5glnn/0+kA4fR\n5/4XBDnUi8FIJ7LxtQv8KpaQVJu7q9n1pLtlvu4VSDSNqn9ma0TUuiiUmeYGXFJkrMZHx/1o6xWn\nO10UxM+eObQfDf9/LT+JiMeamiT5QIl5hbeGE6IolwOncH9mmosZpqlyIgKxdLnDMMYYY8wSoKr9\nIvIDIAV8GngL8H+IyN+p6hem26+QxEg9riXJxJ6oClhipEhaElHS0YBAIRX1Zr4YCSYNWVd/2k2n\noz17xtvjBjnoehosMXKaiMC2d8KGV7npSonGcH0E3fIOOPADCHxY+dLC2++a4jhrdJUw9YifGaRX\nQe1GGDzs9m29FIku34RXRIRIZO63JYQocOb/h+Dkg3DkLoimkO3vQWrWLFKUxhhjjDHLg2A1RqYj\nIm8CPghsBb4BvERVO0QkDTwHzD8xoqq3LCCwg8AArvpeXlUvF5Fm4LvAJuAg8E5V7RE3xOHzwOtw\niZgPqupj4XFuBv4sPOxfqerXw/WXAV/DZYN+BnxKtfBZ8JVKREhHpx5OHOhJlONAAo+t0LAV0m0w\n3A4orH/VnEaLAEjNajdSJAiLRdbaxcpkIuLqRkxe33w+2vTngFZM95zJNNMNvXsg0QwN2+f8/qgm\nEq9HWy6FU4+7Fc07kXhjwfurn4H+F2DllbDmOojEkPTqIkVbOPWzMHoSYg1zG/1SQXToJBz8ifs9\nkxtAn/sycsWflzssY4wxxhizdLwF+B+q+uuJK1V1WEQ+PNOOhXSl2Q58EVipqheKyMXAG1X1rwoM\n7jpV7Zqw/FngHlX9ryLy2XD5T4DXAtvCx5XhOa8MEymfAy7H3fp9VERuV9WecJuPAA/iEiM3AXcU\nGFfVCbQb5QDu2zBKwG4i3k646I9g8Ji7C5uaRyeB5gtg/Y3Q+SikVyFb3rzYoS9pUsG1WDTTDc99\n0Y0kEg9WXg1rbih3WEUl61+PtlwG/c9BJIXmR1yh3FlokIMXvgT5Qbeifgey8a1FjnZ2mh+GF/4J\n/AxogG58K9JwbrnDmrtMz5mFnHNDqAYVm1A0xhhjjDHVQ0QiwMbJSZExqnrPTPsX8on0n4E/BXLh\nAZ8C3j3HOCd6E/D18PnXgTdPWP8NdR4AGkVkNfAa4C5V7Q6TIXcBN4Wv1avqA+EokW9MONaSoqr4\nuhdlN6Bw7AV49E546mfoSCciEaRuw/ySIrgLe2/ttXi7/hhv+3sKuog0iy849TTBs18i2PdDND+y\nOAft3eOSIuq7O/Wdjy3OcSuYagBHb4OuB6H9Xtj3ZTQoYIrZ0BHID7nvU5CD3mcL26/Yep6C/LCb\nNqd5OH5XuSOan/pN4MVde1YvDi0XWVLEGGOMMWYeIlKaRzVRVR8IRGRew6sLqTGSVtWHJg2/z0+3\n8SQK/CKsBvtPqvol3MiTE+HrJxmfhL4WODJh36PhupnWH51i/VlE5KPARwE2bNhQYOiVZBAIB930\ndcHxvUjgo/ks+sI3kZ2fKWt0ZuF04DDs+767IB88jGb7kPM+tPADJ5rcXXr1AXHLS12uH7I94/V2\n8sOQPQXJtpn3i9WeWWTVi1dGq2ovhsth+xOWq49EU7Dr03DqaYikoPXicodkjDGLRjWA7HG3EF9j\niV9jjCmPQeBpEbkLGBpbqar/frYdC0mMdInIOYQVDEXk7cCJmXc57WWqekxE2oC7ROSMPsKqqmHS\npKjChMyXAC6//PIqrEEyIeTRgdPLApDpL0dAJaf5IQjyEKtf9BoZGvjQ+XsY7YCmnUj91kU9fkGG\njo8XDlUfBo/OvP0UdPA4ZAagcfN4a9mGHdB2NXQ9BolG2PIONNsHnQ+CRKHtKiS6xLpBRGvCZFC4\nrAqxull3k2QbuvoGOPEr9zOINUDfHmgs87SVpp3Q87RrBR2Jw/o3ljeeBZBYLay6etGPq5ljMPiQ\ne0/XXYPEzq4HZIwxxaKq0PsLyHW4FfGVaMONS7qmlzGmfESs+OoMbuXsJjEFXf8Xkhj5BC6pcK6I\nHAMOAO8r5OCqeiz8t0NEfgS8BGgXkdWqeiKcDhP+FeEYsH7C7uvCdceAV05af2+4ft0U2y9Bde4R\n9CAaTrEQATxobEcJSQAAIABJREFUu7ycgZWEdj0MHb90C3U70HVvWtwPG8fvgN5n3DSFgRfRze9F\nako8sqh+03iLWIm6orpzEBz6Jez7V5cQiNfBlf8nEk2679PaG9yDsIjnc593oyhE3HSR8z6xpO5s\niRdDN78Xjt3hRoCseQ0SKWx6mKy4Eu3dDUOHYeQkHPwhuv0WJF2cgsSqysHeEQazPpsaU9Qlzv6V\nLF4Utn4Q9UfBi1fVz0qDHBz5qZumVHcOrLsJN/1zEc/hD0Pf3ZweUdN7B9r63qr6PhljqlwwALl2\nTv8eyp506yL1ZQ3LGGOWoUZV/fzEFSLyqUJ2nPWTo6ruV9VXASuAc1X1Zap6cLb9RKRGROrGnuPa\n/T4D3A7cHG52M3Bb+Px24APiXAX0hVNu7gRuFJEmEWkKj3Nn+Fq/iFwVdrT5wIRjLSkigsf5eNkW\nNxJg3UZoaYW2VcjG1y/o2JXexEfVh/Z7xutkDLwII4UOWCrQ4AGXFAF3jqHDCzqc5ofdBeEcSHqV\nmzqz4jJYex2y9Z1zO+n+n7tpOH4GsgPQ9ezU22U6w9bM6pIG2T5XV2OJkfQ6ZNtHkO0fQ2o3zW3n\n4eNntr0ePr6osU30wNFe7jvYzcPHern1uZMMZqefpSiRZPVd7J/4JfQ9D7le6HkSOu5f/HMEg2dO\nedI8aHbxz2MWnaq66QfGVDuJc+YNSQ3XGWNMcXgiJXlUoZunWPfBQnYspCvNSuD/Btao6mtF5Hzg\nalX98iy7rgR+FN7ZjwLfVtWfi8jDwPfCdjmHgLErwJ/hWvXuxbXrvQVAVbtF5C+Bh8Pt/kJVu8Pn\nH2e8Xe8dLOGONCKCRtsARaJRqG+EyPynlbiCrvtRToHGiMp2XP6q0P19aL8Phg9D3VZofWkJh4wu\ncjInvR76h9wFlUQgPWWpmtmjUoX934eeZwEP3fxWpOWigveXuk1I3aZ5nZtIHPzRsUggmpx6u/ik\nGiNeDPxONH8SEhsQL1HQ6XS4CzqfgmQjtF2ytIYL122G/r3jybIijh568dQQ+cC9nz3gaN8o566o\nLdr5Sm60fULSMe+mqy22aJMbZaV5QMLlwt7Hpnw0cxj67wMCNHkeUveScodkzLyJl0TrXgoDYfK3\n7mrEm+bvsDHGmEUnIu8B3gtsFpHbJ7xUB3RPvdeZCplK8zXgq8B/DJdfAL4LzJgYUdX9wM4p1p8C\nzuoXGnaW+cQ0x/oK8JUp1j8CXDhj9EuIxFrQuqth6EmIpKHu5fM+ltKN0hMu5cjnnyXq7RqvTTGb\n9l9D9yPhxU4neClouWze8UxHJIKuvA467gXEDcdPFT6tQYM85AcgWuemJExl3evhZA1kOqBpF1K7\neX7BDhwMu8AEQAAHf4Q2X1iSpIFc9EH0iS+5ESNtO6HlvKm3i6bRre+HY79wF5MtbTDwe/fi8JNo\n85sQmbm4p450ow//NzfyRKLQewDZ8bbF/pLKZ9PboP13rr1s62VIapairQtQF49yaiQcXSRMOZWm\nqjXtgqFjoOF7panwRGGhRGJo05tg5AXX8Sa5Y2kl6pYgVYX+X3N62sHoC2hyMxKbX2c1YyqBpLZB\nalu5wzDGLAMCePZRZ7Lf4+qgtgJ/O2H9APBUIQco5FN4q6p+T0T+FEBV8yJSAT0slydJbYfU9gUf\nR/E5Y+SFZmDfV9FtHzlruL6O9sCp3ZBuRZrCP/ojxybcCc7ByFFg8RMjANJ6JdpwgTtPrLHgix7N\n9sLBb7gLeC+Gbno/MnnEBK4mBWtevfBAddI0iBIOEZemrfDKvwb1p08AjW1bsx62f9iN+un6Fqff\nB5qBXCfEZ0k8dT/vvjYN3JSF9kdgCSVGxIvB6leW5FyvOqeVXx04xWDW5/wVtaytX1p3GKX5YjRW\nA8PHoGYjUruxOOeJpKF2V1GObYpBOZ0UAfcJT+c2/dAYY4wxZoyqHsLNRpl3lf9CEiNDItLCeFea\nq4C++Z7QVAaPJgI9AkEGRJCO/ZDtdY9E8+ntdKQLfej/Pd3uVTffhLfxeqjb4Wp9aA4kBnWzJ2t0\n+ASMdkHtRiQ+t4JkEpvH9ILO34A/7J77ebe8togdPeq2QHoVDJ90SYN1ryo8iRPkQCILqiEhIu6u\n/Ngx/VEYPQWJZtcq9Sye+9mN1WPQALwCOtSkVhD2RHL/plrnHfNyV5eI8sZzV86+YRWTunPQ9AZ0\n93fQ3r1QvxE5731I1Ka7LFciHpq6EEaeAwQiDRBb2v8PjDHGmMVTtfU/ik5E3gr8NdCGu2AR3OSU\nWS8+C0mM/AdcYdRzROR3uCKsb59/uKYSiMSIcC567DtIbggZHXAXydFJdUY6n3IjLsaKUR79NWy8\nHlouh0gCho9C3TlI/Y4Zz6ennoDDP2Xs/annfQxJlqKlpjChb2txz+RF0HM/7BIj0RSSOHt0ymSq\nCkdvd11xJIpufAdSt2XBsehoF+z+59MtgHXHh5D0KrJ+wPGhLHlVGuNRWupvgIHfuNEuNZcg0cbZ\nv87m7ejmm9x7IdmMXPD+BcdbjXSk07XzTTRD43lln77hpic855KbdduQZPGmABUUy3A7eFEk1Yoe\nvhtOPeNabnfvQQ/8K7LtrWWLz5Sf1F6GJja5xGysbdG7FRljjDFmWfob4A2q+vxcd5w1MaKqj4rI\nK4AduKvMPao25nUp8CI1aOsNrq1pvBnWvg6JTLqLm2h0BUnDESMk3cW+iEDTxe5RiJO/Dbuh4I7T\n/SSsuX7RvpYprXgZDO13sUsEVsy/JkuhRDyomUNr18H90L8b1yUmB0d+BOf/h4UHcvI3rt7IWDLo\n+C9h63s5PpQlExb77M7kSdW0UtNSWJ5TVWFgD2R7kVU7kY1F/vlVMB3thN3/BIEPXgRWXg1rziqd\nVFodv4Kex9376NQD6OabkcTUo3lUAxh5BvKnIL4JSW4O1yuMvgB+N8Q3IrNNq5p4zMG97r2cXIke\nfxq6XwAUXXctjJxySRFwSbjhzoV+tWYJkFgpkuPGGGPMEiNWY2QG7fNJikBhXWl+C9wH/Ab4nSVF\nlhap3Qw7Pj79Bm27oHe/qyORbEHOf9/8ThSrddNoUJekiNXN7zhzIPEmdOvHIdcHsQZXO6LSBFnG\np6UwfvG4UBJlfLSMuKKUQG5Se+ZcMIdRNO33hgV3fej8Dbrlw8iEaVfLSu8elxQhgCCArifKnxjp\nf268ToP6MLgPpkmMMPQoZF4EfMidQL0YEl8HI0/AyPNufeYAWn89Els166l16CAcv90lPQb2QHYw\nfG8DR34FF9wCp551I5hEkDXXLMZXbIwxxhhjzESPiMh3gR8DmbGVqnrrbDsWMpXm/cDLgbcB/01E\nMsBvVPWP5xmsqSIiHrLj7bBjfFSB5oeh/bdhB5SrkWQBNSY2vhn2fgsy3dCwHVovLWLU48SLTX9x\nWAlSayBa5zrnaABt16JBbuFJnDWvdC1nc4Oude9aV1y2MR6hJ+OmRYlATWwOw9f7nppw4S0wsBcS\nC2+xqYPHIDcMDZtnLRxbMRItbqRIEAAelGRa2CziLZAfBgKXfIzPEFP+BOPFL33ItUN8HWSOnLk+\nexwKSIwwdHBC8WEfEhPfv+KKNl/y76DvAKRaIN2EBvnq+XkbY4wxxlQI15XGhoxMox4YBm6csE6B\nhSdGVPWAiIwC2fBxHTB1L1Cz5KkqvPg1yHS5C/neZ9DzP4VEZy7aKYlGuODflSbIKqHH74aO+91C\n80WQ3oTu+QHsvhVtvcgVqBSPnB+QC5Rk1Cv4l6DE6tALPwX5IYimT8/fb03GSEUj5AKlNuYRm8s4\nvHhzeOGtgAcF1FCZTFWh/VfQ/zwkV6F+Co79BiQ83iWfQiKzJ4VODozy8LE+khGPazY2URMv8QV2\n47mw8hroetwlRTaXpiuPBjnoecQl0hp2nVlHZO0b4fi/QrYbGncidVunP1B0NfiDuCRIBGLhcWKt\nkBkAArc+WmDCJ7UGemPjbXmjdSBhO/Bz3ujagNetR/0e6LgTTnkQq0M3vh/xCmwRbowxxhhjzAxU\n9Zb57lvIVJp9QBfwbeDLwCdVS9iH1FSWIBtOiQnfAgqMtEPd5nJGVXU02wcdD4wXte1+Gj3xNPij\n4fJuOPUsA/XncWwoezozvLk+SbTAZIaId9aUJRGhdtIoER3tgKO3ug4+TZfCildMXUh03Zvh6G2Q\n7YGmXVA7w4X3dHqfhu5H3QV0bhAyI+O1ZzI90PsitJw/4yEGs3lue76dfKAI0D6U4X271s09lgUQ\nEVcjp9h1ciY7fhsMH3Lvm75n0c0fQmINLqZoDWx45xmbq+YhdwyX/Fgz3vWo5jLw4uM1RuLrw/Uv\ncdvmT0FiC8Q3FBSW1G1H/WE3nSe5Cmm9FrZkXKel6IQWxF33jY8syfXDwIvQcMECviHGGGOMMcuN\nItjl+FRE5KtM0XFDVT80276F3Gb9O+BlwHuAS4D7ROTXqrpvroGahQt0kHzQhUiCqKxcUHvXefHi\n7mI71497zwVQyFSaOVINXAHRwQNQdw6sfGnpv9aimqK2hz+pfI+foX0kh4ZbB6r0ZfO0JBe5VsrR\nWyHX6553PwrpjVB7dqJLYnWweZ41ZsZkusan4+BDdMKvIFU37WcW3cO50wWnFOgbzeMHSmQ5VKEa\nS4qMGTkGYWJkMtUA+u8MR4bgpsTUvQIIk2bpnWftIxKF2ivnFZo07oLGXeMrppomM7nziE2lMcYY\nY4wxi+enE54ngbcAxwvZsZCpNJ8HPi8itcAtwH8G1gHWW6/EAh0mG+zFdTARVEeJR+Y+UkP9rBv5\nEa2Zc4tREUG33wJHf+6OseqV7oJ5sbX/FjrCTjbDx8CLQdtVLv4g7y7g/SFovHjazhuVTOKNaPNO\n150HoOUSaGuC/T9x00pitdById7weALFjRopQjD+8JnL+cEinCRUvyMs4JoHiSGN56L997uf88rL\noX7293NrOj7WhRhPoCkVWx5JEYB4K2Q6cSO2FBIrpt/W7wmTImMjNI6jQQbxEtPvU2yrXg/HbnXJ\nnfQGqN1WvliMMcYYY8ySoqo/nLgsIt8BflvIvoVMpflb3IiRWuD3wH/CdagxJRbo0IQlJWBgzsfQ\nnmfhyG2AQt056KZ3zT05Em+ELe+e87nnZPDQ+BSLIOeWw8QIR2+F4cPu4rr3CXTLHyKx+uLGUwSy\n4Q1o2zUgIIkW10OmcStk+6FuAxKJsyYdcGhwlEAhGfVoWKRaGjpwBAYOQ/1GN32m+1H3gheD2nMW\n5RxTkfRadPP7w44pK5D6HbD+D0ADxCss15qOR3jbhat5/HgfiajHFesaixZvxVn3Nmi/2yWvWq5E\nEivQvmeh/ZduNMaa1yM1G922kuDMkUkSdisqH6nZiG779xDkkMjso4OMMcYYY8zZRGwqTYG2AW2z\nbkVhU2nuB/5GVdsXFJJZME/SE65zBGHmgqdTOvqT8Tn+gwdgYB/Uz6NWRLE17IChwy4pIjHXyWbM\n0EGYOK9u5BhUYWIEQCZ1M5F0G6Tb0GAYDXIkozVsb0i5cqeLVH1au59Hd3+TsVa+cu7NsP5tkBuA\n2nNmLaS7UJJaDanV48siZ0+xmEVLOs6rts4wWmKJkmgtrH3z6WXN9cOJO8b/Tx/5Abrj04hEkEgt\nmr4MRh4HPKi55nQR3nISiUCk/HEYY4wxxpilRUQGGLvIcf+eBP6kkH0LSYz8kar+YNIJ71HVG+Ya\nqFkYT2qIeZvIB514JIh6a+d+EJ10B7lSC/e0XuHubo/VGGmeUA8h0QyZU7gpRYGbXrCE6MgTkNnj\nnse3IOkrWMyJInri9+OjcQBtfwDvvJsX8QzLi2ZOQf8LEG+E+nPnPAJrQfKDburV2H9r9cHPQjQF\ngCS3QdKmqxhjjDHGLBWC4uHPvuEypKrzrvEwbWJERJJAGmgVkSY4fW1WD8zjitwshog0EoksYOrA\nmlfD8V8AAsmVLulQgUQEWi91j8nWvwtO3hlOJ7gaSRZ35IAOHXHdVOLN0HpFUe+6azAaJkXChFX2\nAJo4D4nULt5JUiugd29Y5yNalOK5y4VmTsHeL0OQd6NeWk/CqutKF0CiDaK1brQPQGot2BQVY4wx\nxhizTInIG4Frw8V7VfWnM20/ZqYRIx8DPg2sAR6bsL4f+Pv5BGnKT1ovRxu2Q34Ekiuqs9NLNI1q\nPQz3QKob6rRod+l15CQc+JfxJEKmE9a9oSjnKjb1M260iIgrcjp0DOq3IBteXe7QqtfAXgh8IHCj\nl3qeLGliRLwouulmGNjj3p/1O0o7YsUYY4wxxpSc1RiZmoj8V+AK4F/CVZ8SkWtU9f+abd9pEyMT\nutF8UlW/sDihmkogsfqqrckBoIfuhJPhdJCBQ2gkiay4xL0W5NH9t0H/PmjYhmx+A7KQlqBDh8an\nH2neXQgXkXhJNHEuZHa7FfFzFm20iD77v1wyRAOIJpHL/6To9USWvHhTOJXFB8SNKioxiSSg8eKS\nn7caqAYoOYRY2ZLAmht0o9sSrQv7XWSMMcYYY2bzOmCXqgYAIvJ14HFg/omRCb4iIn8GbFDVj4rI\nNmBHoUNSjFl0/fvO7FjTvx/GEiNH7obOx0FzkO1HY7ULGxGRXDl+4SsRSK1ahC9gZpLaiSa2A4p4\ni5O4UD8Hg0c4XYxCAxg8Do0VWHi3BDTwXSee/IBr+Tzf6Vh122DFNdDzuEuSrH/z7PuYkgg0R8bf\nh5IHPJKRLXhS2mlG2v8iHP6h+x0SrUG3fti68RhjjDFmgRSp1DqRlaER6A6fNxS6U0GJEeBR4Jpw\n+RjwfcASI6Y8Gs+F4XaXFPFiSOOO8deGjrukCLjXh08s6FRSuwld81rofgQSLbDmNdNvHGSAALzU\ngs4JIItwjDN4UYjVhbUowqK1qZZZd1uyjt3mRv9oHnoeQ8/5iGtDPUciAitf7h5m0fg6yqh/FPCJ\nyQrikbmPxMkHnShjRYZ9ssEJkpHNixrnrI7f6d5jCuQC6H0GWi4vbQzGGGOMMcvH/wM8LiK/wtVI\nvRb4bCE7FpIYOUdV3yUi7wFQ1WGxSexLmg4cRrseh1NPuQvoda/GW33N7DuWiKy/AY0mYeAQNF+I\ntFw4/uKKy9wIkjBpQuslCz9f88XQPMtUhcxuyDzrnsc2Q2qKorFlJCJw4UfR/T+G/Aiy8SYk0VTu\nsMpnYN94i1uA4cOuq4ypCKP+oXCkB2T1JBFNE5nzaA+dcbEkJk/fqcaaTsYYY4ypOFZjZGqq+h0R\nuRdXZwTgT1T1ZCH7FpIYyYpIivBjpYicA2TmE6ipfNr7Arrnm2deNB65A23ciqTayhfYBCIesubl\nwNl36b0VO9FoEh04hNRvRhpL0KpUc5B5htNXXrmDEN8Kkcqq4yKpFcgFHyl3GJUh0QqjJ3GjZ4BE\ncTsbmcKp6umkiCOoZmGOiZGo10be72esw1M8UvxpcGdZ9wdw8H+7qXjJldB4UeljMMYYY4xZJkTk\nLcAvVfX2cLlRRN6sqj+ebd9CEiOfA34OrBeRfwFeCnxwAfGaCqYdD52ZFAEgAtlBqJDEyGykaQfS\ntGP2DecpCAJ87UckQkRqmXr4VDluT5uCbXgHHL8D8v3QchWSWl3uiCqKBhlXMDTWWNT21FMRESLS\ngK/9bhkhIjVzPo4nMVKRHShZhHhZiq9KzQb0vM+APwrRGusYZCqaah567ofsSUhvg7qd9p41xpgK\nJCgefrnDqFSfU9UfjS2oaq+IfA5YeGJEVe8SkceAq3DzdD6lql0LidZUDlWF3t/B4HMQa4REo2v7\nOZYcEQ/idVC3vryBVohgpJ2RzIsEyXoQIeLVk4puQOLnQnYPIBBdC15ljRZBFYKwBpHX7Fr2LmMS\nq4WN7yh3GJUjGIR8J0Tq0dwodNzm1nspdPW7kcgi17yZRdJbS17rAJ+I1M87OSPiIZS32Kl4UfAW\np7OUMUXV81sYfMaNcMp2QCQFNcW7yWCMMcYUwVR3wgpqC1ho78BXAC/D3QaPAT+aeXNTNYb3wsCT\nLhGSGUUSq9HmC6BvLyRboO0KpOUixIst6DQa5NEX74SBk8imlyGt1flhS4/+gmD9Toi474evQyh5\nJHkhxLcAAUhNZSUeVGH0QciH0+sibZC6urJinAMd6YTeFyC1AmncXu5wqp/fB8O/Gl8eGR0vYOz7\nMPAMNF4x9b5FIiLEpOAi4saYxTB6LGw9TviZ4IQlRowxphKJ1RiZwSMi8t+BfwiXP4FrJDOrWRMj\nIvKPwFbgO+Gqj4nIq1T1E/OJ1FSYfL8rsAqAQr4fb9uHF/00+tjX4OhDEOTQYw/BtX+KNG1a9PMU\nXXbwrISCjCUmF6m17qLTEcifYKzWAn4H6BBI9d3F1uF2ePaL7j0rHrr2hrDejJkPHTkM+b2APz4l\nLB6BkQkbVWkCzSwPqj7g2ZSPxZDaAvlelxSRKKQ2ljsiY4wxZq4+Cfw58F3coI67cMmRWRUyYuR6\n4DxVHSu++nXg2fnFaSpOegv0PQgq7gKo9sLZ95mP9qddpxhwF7Vde6BaEiOqkHkacgfw1q8jcfxx\nMqt3gSoJr21ew/w1cxKGD0K8FdLnLPhDvY4cgt7fuw+zzdcj8YmteCfHp1OsqxI9z0KQxxVN9aHj\nIbDEyLxo78Mw8AjEU5CqDRMgAtFWkC4ggEgd1FnBUFN5VAPo+CkM7wcvga56C5IoQ4HdpaTxKjd9\nJtsO6a1IqsTtrY0xxhRMsBEjU1HVIQpszztZIYmRvcAG4FC4vD5cZ5YAiTWhq98LIwcg2gipTcU5\nUdMW6HjGXdSKVzVJEVVFd38fDv8GauuQ8y4m1tpKLJOGmrVIdO61F3T0BJz8wfhducarofHy+ceY\nH4Sun43Xhem4FV37h+PJFi8BiYsh86Rbjl8IXmlrRiyaWD14MtYjCxLN5Y6oeg0+FQ6XH4BIFE2k\nEa8JSV2Npl8GwQhEastStNSYWQ29ACOHAYVgFDp+Dus/WO6oqpqIQP2ucodhjDHGlMW0iRER+Qnu\n8qMOeF5EHgqXrwQeKk14phQk1gixS4p7jis+ij79XRg4Dluuq54aI8cfgxfuBj8Hw0NooHi7roaG\nrfM/5vDe8SSG5l3h2/+fvfMOr+sq8/X77X3OkXTUq1VcZMu922lOcXohhYRkCIQBBphMAWYYppBh\nGGYYYAgMXOowXBgGcil3QoZwgVQS0hM7jpM4jh33btmyZfUunba/+8c60lHXUbec9T6PHp29z1pr\nr61TtNdvf9/vG4cwQrSZPj5DXth4REggsS9QgfrK4eTvoe6XEMiGhe9DUvP7j3Z203Eak1iJ+Z1t\n72iOGV8GhDsBhc5WCF4MwQog/ucdp6+QxTKpeGH6VP/S8LRNxWKxWCwWy8xnuIiRr0/ZLCxjRqNd\n6K5fQksVzNuIM++yiT9GqAVCLZBRgjhjrA7hT0PWf3hiJzYVtFRBrFvEUGhrgUBFfFPB6wAJjM6c\n1p/Xq/KPA4FxihOBQhDXpEOhZuxYJziBvu1aDkLtayalqTMEhx6AlTPMKqizmsRiSCHUOJ2zmdkU\nvANqH4doK2QsM/4CMwRVpSEUJRTzyE3xk+azUS1vO9IXQ9PWuEDiQc4l0z0ji8VisVimCLXmq/0Q\nka+q6qdF5E5VfXAsYwwpjKjqC2OfmmWq0O0/gdPbTYpKcyWamgNpeWjDUSRvAZJVMq7xvarXYNuP\nTfpLRhFc/o+IGxi547lC8Wo48BjEwqYSzeyLIGWFMfyreQi6ToEIWngzkmwaUsZyiDRC+34IFEH+\nNX2eVvWgfjt01UPuCiS9bNjhxAmghbfAmQeNf4uGoOY3UPbhvg3DLUbcMUeBSMuAsYyVkDfm8qiT\nTv5aEzXiRUxEQ571vxgr4suGkvdN9zTGxIm2EDUdETzgVHuYlXnppFpx5G2FuKno7A+ZyiluJhKw\naXUWi8VisbyNuUlE/gH4DDCxwohlhtBwJG5GCcQi6MlX0aNbTMUO9XCu+BRSOI60lZ33J0xT22rg\n1DaYc/H45z1DkNxy2Php9NQbSFZp4tw7jkCoGoiZAIa6p2DOnwJxYaPyUWjaC6lFsOA9iD89MaYI\n5F1mfgbjxBNQ94ZJh6l9FV3yJ0hwBFNBrxPzcY6Hl0ebUfX6+kPkLIWTT8UjS4Cii/oMoV3HoeH3\noDE0fQVkX3bWVXqQogvQQCa0VUF2BZJZDoA2b4W2HcZPJf8dSGDW9E7UMqnUdUZ7LMdUoSkcpdg3\ncwRbDbehx14EQMqvQALpw3cYyzFU6YzVEvHacMVP0FeCI+fWv3xxArZyisVisVjelgix6Z7C2cYT\nQCOQISItmMxw7f6tqlkjDXBuXSW9HSleA8c3mXBi14c2n4aMNJxVa8Fx8U69iDseYYR+C+MkjBhV\nlVCsgah24JMgKW7eWbfAHg2StwDJ659m0D98rdd23RtQv9MIG22VUPkwVIziznzTHtMXwPOg5TCM\nJIwEinptuBAoHGCaKYEsdOUnoPkgBLKRXj4pqgoNTyW8Tzr2QdpCSBlfxNFkIDlLjcgTR0OnoH0n\nEDOpTfVPQMmHpmQuGm0DBPGNbmHbHIrS0BUh3e9SmOaf0Z+P6SDVJ7RFTPSTAKnuzIkWUS+Kvngv\ndJo0MD2xGa764pjTFIci4rUS8VoBJaYhOqJnyPAPH302GrTtEDRvN6mBBRuNSGGxWCwWi8UyDajq\nPcA9IvKQqt42ljGSEkZEJA2Yq6r7x3IQyzhRBUJASrykZgJZdReaXggtVcici9Djr+EsXIQEzEWq\nk6mgXSCpYzq0rP8IuvV7ZiNnHpSeN2KfUKyBUKyB1IY38YVqiJKBb/Z7xlTB5awlrQJ82yDaBHiQ\ne0XiuVBjQtjAg66GUY49CyLtpq/jQFrRiF3ETUdL3gstO8BNhaz1g7cLZEHhEK9htyhiWs4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1T1yfj+dwDfAVzgR6r6b8NMJSQmt/+giPwlUAUk9Q8ymYiRdwFLVDU0YkvLjMU7sRn2/yp+kZWO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\nJl4708KW0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nIbNFX2nLdu/zn0E0YAxE0BNzlBTAK5QPJ+B6qKnnwJGg9D4Qqc0QgNMxHJ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wolHPRTd8q69Msb70PTjvZiSYm9kAzfugdgu4cQRwKrLQs9+PvWAtkjf63frJQpwQTDvzZE9j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Puj6tzui+l1QEBAQMBuhhdEjAw2gTCyG+Euegb18QuI+HD0wy9AhAa2YpheshDl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QSDRoomDh8GqYMYuUK24FwNe1E5G1axCmwfd3LSJnWDuCm8vwr/CDqrJtyjd0HnsNtZOf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\nUkoppZRSe6z/D4oQNpgPvGUAAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "globalGDP = np.asarray(custom_flatten(gdps))\n", "globalCapabilityCorrelation = np.asarray(custom_flatten(adapted_country_correlation))\n", "globalGdpAverage = np.asarray(custom_flatten(gdps_average))\n", "\n", "# eliminate pairs with no correlation \n", "capabilityThreshold = 0.01\n", "globalGDP_notNull = globalGDP[globalCapabilityCorrelation > capabilityThreshold]\n", "globalCapabilityCorrelation_notNull = globalCapabilityCorrelation[globalCapabilityCorrelation > capabilityThreshold]\n", "globalGdpAverage_notNull = globalGdpAverage[globalCapabilityCorrelation > capabilityThreshold]\n", "\n", "# scatter plot\n", "fig, ax1 = plt.subplots(figsize=(20,10))\n", "cm = plt.cm.get_cmap('RdYlBu')\n", "hey = plt.scatter(globalCapabilityCorrelation_notNull, globalGDP_notNull, c=globalGdpAverage_notNull, s=45, marker=\".\", cmap=cm)\n", "plt.xlabel('Capability Correlation between country pair')\n", "plt.ylabel('Absolute GDP per capita difference between country pairs')\n", "plt.title('Capability Correlation Vs. GDP per capita difference: Global (Excluded if capability less than {})'.format(capabilityThreshold))\n", "cb = plt.colorbar(hey)\n", "cb.set_label('Average GDP per capita of country pair')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Interactive version [here.](https://plot.ly/~duarteocarmo/32)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total numbers:\n", "Lenght of name pairs: 2628\n", "Length of data points: 2628\n", "For Brazil and Zimbabwe\n", "Index is: 482\n", "GDP Difference: 7620.871843072169\n", "GDP Average: 4839.512570214535\n", "Capability Correlation: 0.8857330718451603\n" ] } ], "source": [ "data_points_names = []\n", "column_dis = 1\n", "for i in range(len(countries_available)):\n", " first_name = countries_available[i]\n", " data_points_names.extend([(first_name, e) for e in countries_available[column_dis::]])\n", " column_dis += 1\n", "\n", " \n", "print 'Total numbers:' \n", "print 'Lenght of name pairs: ', len(data_points_names)\n", "print 'Length of data points: ', len(globalGDP)\n", " \n", "country1 = 'Brazil'\n", "country2 = 'Zimbabwe'\n", "\n", "print 'For {} and {}'.format(country1, country2)\n", "for i in range(len(data_points_names)):\n", " if data_points_names[i] == (country1, country2):\n", " index = i\n", " if data_points_names[i] == (country2, country1):\n", " index = i\n", "\n", "\n", "print 'Index is: ', index\n", "print 'GDP Difference: ',globalGDP[index]\n", "print 'GDP Average: ',globalGdpAverage[index]\n", "print 'Capability Correlation: ',globalCapabilityCorrelation[index]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.2. Collaborations " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 3.2.1. Collaboration Matrix " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The goal of this part of the analysis is to understand if the number of collaborations between countries plays a part in their correlation.\n", "\n", "To understand this let us create a matrix of collaborations.\n", "\n", "We start by creating the right query and building the matrix. " ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# create Query \n", "colabQuery = \"\"\" MATCH (a:Asset)-[:LOCATED_IN]->(ac:Country)\n", " MATCH (b:Asset)-[:LOCATED_IN]->(bc:Country)\n", " WHERE a.id = b.id AND ac.name <> bc.name\n", " RETURN ac.name, bc.name ,count(a.id)\n", " ORDER BY count(a.id) DESC\"\"\"\n", "\n", "# extract matrix from query\n", "colabData = DataFrame(connection_to_graph.data(colabQuery)).as_matrix()\n", "\n", "# create empty collaboration matrix \n", "colabMatrix = np.zeros([adapted_country_correlation.shape[0], adapted_country_correlation.shape[0]])\n", "\n", "for row in range(len(countries_available)):\n", " firstCountry = countries_available[row]\n", " for col in range(len(countries_available)):\n", " secondCountry = countries_available[col]\n", " \n", " # if first and second country match, put value in matrix and break loop. \n", " for data_row in colabData:\n", " if firstCountry == data_row[0] and secondCountry == data_row[1]:\n", " found = 1\n", " colabMatrix[row,col] = data_row[2]\n", " break" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We start by plotting the heatmap of our collaboration matrix. " ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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zprWDMTMzM7MBx52R/qEsX8mvgA8DHwN+WVheP7us9vfLTZZDIZdI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/VImjZoOntEy1pApXyWNGk74Hspb+UpiryTvtoBOD0idgKeAf6t1NaXzJP1I2I/4GOszHl5b1p2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CyYlEWLbfzGlXHJKtW6m9buO77qjb6EO/2cO7FFrxrwG2URS+LkcfFBK+/0akEX2L\n+HsPLuc5sWP39xI559cRxb1n0JodWgIcoqhdOYpJ4lan7DuI5lWTQl26wxPRoVFwvoaQcSxRvm0J\nZ+QMQtnmomJf4+xooS59/CFCRGEqrCzpCWWmF0VDsFFK+85pHMpmu9fXSdqPmGV9HRG1rfc/qGR7\nv8hgvUR6XfuT5TN1J1GY++9EpAzbFygUj75AzFzv3v1ME87bM7pQ+CBRz9E2yQH8P7VUf7qd/8pe\n2wkHqm8fEtvvKpGAKnJypO1TO/frOGbn8vsfmraXe/utti8v9/G9iSjRmYRK46B8u9h/Du1F2pv2\niTwcQTi2FGflo7SclSOJz0/F3URqcO3Pi0ioavVBtb9tkLStgfqoEJ+16qLnSHo+Hb23GrhpFA5H\nH3buWDZwm1siCF23l/93pfL4ENeU0xSqj7eU7RP6xkh6K3GPvp14vv/Mod7ZLR3r48DHFT3OvkS8\nn039bpo4XpH+ezoNohjJ5MjISDJSShh9aSGv7Stq2yY0NfSAOffl+M2IG0alcX4noVl+NDHr+A1J\nP7P9lNox1Ux408zpvp7YRGpa6DJ7eK3t95TtjyLem8ttXyhpbULNqedgXKHscT7R5fgF5edqYP+m\niE0ZrFClckj6KTGYuVshXXumuxTrd7n+mwg1ql9IEvH/eRnRrfm1g4a/1dAdfpSoXdUIop7o6B6H\ndB5/HaFqc5VDgWct4ATbO6qPqkvtHAMLAjRc/wXEIOhG4vO7DpEj/v2pnG8hoPYO7S8vg83OfRYR\nEY3FxPezWy+RyV67SWzhtcBHgBVtP2KY89fO2SagUT7n1zjqwIZS/VG7stiyRJ3bIBGdZYDFtr/a\nY59+5zmaAWomBrClsb6kX+SB6CFRRa3/ixDjOKjznN2cDbcECrp2IB/A9i1p9VGpBvHrEXWPVdpa\nV5W/Huf9De2OeRtub1o446iP+iKRvvXKzuiYpA8REepNikOzmHjO/pGYJNigTCxW+y9LONm7EenN\n5xHf/c4eRd3sfDvxff4zrSjP0qheMjkyMpKMhPJQ/6mjy3XdARm4qWE/HHndG0p6aFm+o1zjftvf\nKLt15hNXN4kVbXfOnD5qsjZMljKTtVbD7OGPaHX1xfbvFc30NiuzRpf1c0QKq1cPSeD7irSN3V2a\ndBUbRMzIv4MSjVGoUB1O1JHcXWy4rQwkJsO+RL0OtAZ0TyDydD9Lq1FaP5q6ww+NpF2IlJn/Ao4q\nztMawKaS/uzB01nucaTY3C9pNUIm9vFl22o0zI7S6stQXzclHKmG/0jIsQJc7wF7LSxgJGkP2ycA\n66pB7a8MvM4EzlSrl8h5ktp6ifS5SFPN0IRnq+2vSLoQ6Jq+NAXOlPR92ic5zijXm/Q9toN608L7\npfagUfkevJ1IgzsNOLssv5Moqu7qjNCKkq9ApLxeQ7xvTyeeH4PWTPTjdEn/bPuMjvX9Ig8PlbSs\nIy1tB0L8oqL+vz2cibVIh5eB6lZM7Fa+GgPOvLu9zqha9/Ni5wpEveQjFYIv9fTDx/Y59WSaFo4D\ndXldLb8SOFnS7rZ/VJ5vXyAcjm0BbF9PPPMOLJHJxcDlxRE7sCz/M5GxcRLhjE5KZZOo+XpSicom\nQ5LOSDIS3L3L9fXEjX5nt5oa7j+Va6ijSVPt4dizQLq8vknSyYQ6U+WwnMHEB8moORR4HyydKa80\n0Dcs215UlvsVuHel42F0G/EgVbnmn4iC9K2JCEjVUOoJxA38KZKqug4BT6wtD5Izf79LjRARmj+u\nRJvOUdSoDMp0dIeHGPjtVltenpDuXYXI5R/UGblCUYdzFJHS9hfCoRymOH2ybEor930jSSOrqZmn\nmFYq2ypdtlf3lXovkc/SUo4ahH6doFsXjDS7t0zi3P3O1zVFStL2tn+odlnp+rH9iqg36riXrli7\nz5qQu76d+B68kUh7q8QzejoMlaMk6ZuE6Ml1ZXkDoibjyQM6A/3YF3i/pHsJ56peb9Org/tO9HBW\nFH1tejkbyxOfuWWJ4umKOwmlw2HZm5bKXz3d7k4ibbkXv7N98AhsmC7c5TXE/26JpJcApxan701l\n2wuaJmhKBGWJQrRgG+Lz9TXgXz1cn6Zf0pKST4Yk07SSkaHmLtdrESlZXZsaTuL8jU2abH+q60Gt\nY68iBpJvJEK8vxombWZQNGCPEk1RHlPSrwklj659FMrfvmPnDE65xiXEe9KI+3TgLmHzFxKDkpuJ\nDvA/LdvaUub6nGdaOoB3vv+SPmf7HeX1pba3nMI51yWKKK8ty48jZkir9MQLiRTA36i9j8dK9OiD\n0ueajTU1XuAykurdJ2VF210Hroqakk2IOrCevUT62DAl+dbppkR3DtQU+jEMeP76/WsREdVc2x0S\nyn3O8VPbT+tcRwwW/5mIpq9NOCwuzsBXZuL9Vo80KcLB2JZwLI+oHXYX0WPmF2X/dTyN9RnqofLX\n45hpf+4Ng6Q/EOMEEVGxk6pNwKuI2iWI2pBvEfVA76AoWnmGajYknUrIwZ9L+wTagr4nT5V0RpKR\n0TGgrJRddrP9NI2mqWFjk6YBj63UqrYmnJL3EGpP0xoZ0YA9StQj93sENnR934Z5T8vxOxNFwIuI\nh/CbyvrnAu+2/cJJnKuxO/xUbSvn7NoHRtKvbD9xwPM0ykA7CpTPJgZPx5fVexCpcjtOxeYu15/W\nmpqFiKRbiML2vr1EuhxfRRwaFZUGiDzMadSQzz/Z+6mkE4n3v5Ks3p2oiVjcyxlwn+J7SU92KDI1\n2tPv+EnY39PZUNTtNBVPD9sFfMpRL01zH5FhUXeVrIqDaL2ndenl6js7IzUb3ex0Q2F90p90RpKR\noolF6t/snLlRl6aGA5y7sUnTgMfWJRArBalNba802XNN8ronAj90c4+SHW3vWpYnLY85CRu6DhKm\nMoBoOMeywKpub8a2MnF/mdAbocs5ejYlHMK2rxIF9p3v/96EQEBjB+aG89SVt1YgepYssb29hmzM\nNuD1Twb2cZEaTYZH0q22H99/z67HN0UcKmz79ZJ2AC5xKzV0xlFHemu1fthUHUXdWeXIiZBHXdoN\nfpCon6L24a1ELyqIPhBfmEx0pct5j7T9ZrUX8S8d7AzrDNSu09PZUNQrVKxA/B/uH/a+Pt1Rr7mM\npH1tH6YGcYFk9pLOSDI0ai5Sf6ftdUZ8nf8mNO9vYhJNmkqU4VW2T6qtWxbYykVBZbrQJHqUqD33\n+0L3kcechA31QUPbJkrTwVFcZxjUozv8kOddk9aMdTUbuinwECK3fUqNAxWSyofafnnJPT+WliO5\nmGgMN5Qj1XG9cwkloVHX1CxYVFPbGvI8XRWVJH2F6P79JyJ97wKiadswuer166xMEVcoy8sQ3+m7\na/tMOb11riJpc+CW6v6qjj4ho4oMTMXZkHSZ7c1Hcf1kItVE0Cgm2rqc/xu2X6XmXir0G48kzaQz\nkgyNojnXhcAb3CpSv3HU4dKSxjOBQXJyNeYGcWrvUfJTlx4laqltdQ5mnk0UGv5qmu063vZrqtmk\n6bxWHzuGbkrY5/zbE/m9UHv/hzifynmeWj6XhxODThN1OPu4XchhKDRNNTXzHQ1RUzKJa/SVb5X0\nGKJw+Z3AY0Zx3XLeSwkJ3L+U5VWItKatavsMlYo5najV9LCNYZ8dilq2oaWBp3jtpc6G2jvML0NM\nhHzW9vojutaviC7gFxITWENJUs8HSjbCM4ni/vrzcyQd5iUttn1il/HIrrYnI9ySFFJNKxkFLyMU\ni84ts3BV8dlIqZyOMtu9Qp/dOzlH0Sn569SiBDOVO2v7XKLQrZOlalsd3EFNbWsQFEWka9GeitFv\nQLxpGSi9XtJxdPzfZjC3+HwN0ZSwH8X5mLIDovZO6ssQQg1XlnPfDExrhCKdjqlhe9X+e00N9VdU\nQtIeRO3chkTU+HMUZaYRsUI9FdL2XxT1VnUukbThVNJbZ4D6BNEKRPru6l32nQyjkgbuSRdn46G1\ndUto1TPcT0T13zCq6xNF3FsQn7FPSFqf6F/10hFeY07hqDd6FPB9pue+fIKkNwN72P6f+gZJuxHq\neskkSWckGRrb3wK+pVaR+n7AmpK+wCSL1Hsh6cWEPv1jiD4P6xBdVp/W67hC1e397XXTiZ4Y42St\npkGC7esUqk0DIelfCP30/6WoihB/X79ZoCOAHxDvwxLanZG+74+G7/JcMaE7fGedx5ipeueYGFR8\nDVgs6bPdDvAIVFX6zOwPlJefTBuDyLceSszOHgGca/vXI7bhr5I2casJ3qaUXku1NJJlgb0k3cgk\n0ltnAk9sOnuopCXUOotPkUUajTRwP3o6G56CauQkeYCQLH6AuO//ofzMeRTy84cREecHCQnp/Ykm\ng12x/aeSnreRpOWB9cqmG9ySoR+Ga4n7/6WS9ne7/P5s7d0y68k0rWRa0BSL1Puc8xpCieucksqz\nHTE7McqZphlFA6ptDXCeXwJbNDzcB7XjC7bfOoXjhuryXDvPhDSxcaeOFRvqTRNR9EFZgxiAfJeW\nk/IhwhlcilNVZUGgoqgkaaV6rUZt+9OIAu1nA/9IDIpeM6Jrb0ZEon9LDIQeRdxzl3RLa60YJL11\nuumYzFiGiJS81X0kzQc47wcYszRwsWM52gv0zwO+OKJBMZLuJiZwPk08F6d0/5+NlBTE/6JVi7cb\nkWq3Ji0HcG1CVl5EZ/ZbKgewpLYeR9QJiWhS+9ph60TVUuZcj2js+RPg7bbvnq46lYVAOiPJnKGq\n+yhOycaOjtjXDPLgKqkLBxA6+G9WqDWtb/v06ba7j10DqW0NcJ5zy/73D2HLRrQ6pl/g0kdjJuiS\ndz92PXxJFxPy1LeW5asJh3gV4NjK0Z4NtibjoaRrHUNIzq5dvkd7236bokv51oT87zZEc89LbfeT\nL53M9Zcjuk9DbfZXoVT1FkL04zrgmGHuD9NBx2TG/cTA8ZO2bxjBuacsDTyJa/R0NiQdDSwHVBMT\nrwEesN21t9Mkr78L4eRuToikXELcu38wivOPE0nXdkbv6s97SUcRmRdnlOWdCFGSvcvyEuDV1Wep\n/O9PtF0XHZiKXUufVaW28T+AlwJ7Ekpw6YxMgXRGkjmDpHOAlwAfJR7qfyC6im/V88A49utESH1P\n2xsU5+QSj1B+dSpoEmpbXY6vctWfRgxIvku72tKnB7RjHyKVodKnfymRZ92zoZakd1cFe5Jeafvk\n2rb/tP3+PscvJqSgn017Lv2qwIOjiqpNFQ3YNDFnxBYukn5MpGWd5pYS3E/KfeZa4KLyc4Ht34zo\nmn37TJR73n3E92on4Gbb+47i+knQz9lomiwbdAJtknY8mfgf7wesaXvFUZ5/JqnV4byHiHqcRERC\ndgUebvt9Zb8Jaotqb8TZ5MxMWDcF+yZMPEnaFvgSsMZ01qnNZ7JmJJlL7ELkQ+9PNMd6KDCoVv4T\nbe9aBr+UkOrY8zsd0rJbqV1t67seXO2puvHdUn6WLz+T5Y1Emlc1g/hxIke3X3ffesHe+4CTa9te\nAPR0RoiZvN8RzmVdavQuIjd33Dy8vlA5IoU1ZtiWZJZi+9aO28kDZf3TISKzTSlcQ/BcQpChSeDC\nxKTCU2sDs2MIWehZh6QXEpMpS0VJPGQPlBlksw7H4oclcl/xgKQnuqgiljqIBxgRkk4BNiLqki4g\nnKFZ+X+eBPU6HIgawgrTEnz5raQP0t4w87e1fa8ozmJ9+xUMz4c6V9g+r9Rr7d2wfzIA6Ywkc4Zq\noAw8KOm7wG0ePLT3d0krUoqBJT2RWgRh3Li72la/4ybcGKeIaH9IPsBgxXjq8rppeQIlb/1mokhx\nNvJjSW9qSKPbG1hb0p1l1Uq111lcvrC4VdJWgEvazr6EsEZbChfxeVmawjXMBW0fWH7v1WO3pXUJ\ntu+fBXMvE5B0BLASsB1wNBFhmkuD6X7OxrsIlckbifvCOkCv/9lAlFqhW4ksgauAPYgeJ2sRNQxD\nNY0cJx686H8xUad3KvFcv6Csq3grIVhTCYlcCHx+BPZ9q8v624GPDXv+hUqmaSWznpL7+zGicdiH\ngeOJmfRliLSrMwc4x47ABwkpxLOIPO7X2T5vmsyeUSSdDbzS9p/L8sOBk2w/f8DjDwBeS9zYIdLh\nvmz70D7H1fNnO3srDJy6VP7HhwNPISI7i4C/jntAr2lqmpjMHyQ9klD9eR4x4DwL2Nf2bb1SuIa8\n5gG9ttv+tEbQIX26qdJmar9XAb5ne5u+B88CJO1ANDxtczbK5FK1z0Nor+kZehJMY+yjMpNI2oB4\nZtejZsd17LNybaIymaNkZCSZC3yOSPd5KJGasJPtS0ue7IlAX2fE9tnlBr4l8dDY1/Yfp9HmmWaN\nyhGBmKUpA+mBKIOX82h1gN/L9lUDHLpRiQiI6BFSjw5MphfM54iUr5OJmpk9aUkyjg3bfyDS6OpN\nEyeTRpfMc8p9ZPce2xtTuIakb1667UUjuM50c0/5fbei39FtRNH5nMD2DyoxlLLqBtv3VpEL278v\ny88gIhc3SxpFB/gZ6aMyTiQdCGxLOCNnEDUxFxEKWZRo5NGMOOqYjId0RpK5wLIuvUokHWz7UgDb\n1/dLPdDEPhi/K7/XlrT2qFRVZgEPlL/nFgi5UZr7U3SlvBeTej9GOeCx/UtJi2w/ABwr6SqaG0LO\nOB6yaWIy/5DUqxeGbX+YHilcwzDC9Mxxc7qkhwGfIO49BmZTf6FG+jkbwBeJSBklcvExWpGLI2n1\noZkqM9VHZZy8gqiHucr2XkXs5YTa9s8AzwdOA7B9TXmvkznIfPnQJvObB2uv7+nY1m/AXS+K3pQo\nYKs8GBMyrfOBDwAXSTqf+Pu2of0BNdu5W9Gg6mpJhxBO4zJjtilJetGUGrIy0fTuEURK6VuIFK7H\nAv9DpHC9veG4KaFWY7gtifvZj4D9bd84qmtMJ8Vhg5jRP53oKH/HOG0akH7OxnRHLk4Ezpf0R+KZ\neGGx5UnAXHj/BuEeh3z//QqJ7D8QvUKWMmjUUdIyhKTznU3bk/GTzkgyF5hyKpDt7arXRZJvvjgf\nbdg+s0SBtiyr9ptjaWivIZyPdxBqaY8nZhqTZFZie+lEh6RViajHXkT+/qfKPj1TuEbA14jGcC8t\ny7sRA9UtpvGaQ1OPLJTlPRltGtN008/ZmNbIhe2PSPoBrT4q1aTcMoRTNB+4okTNjiIUtv5CONsV\nPaOOkr5GTAY8AFwOrCbpMNufmKk/IBmcLGBPFgyTKaieaxSZ4t3dyfHfAAAV9klEQVSBJ9g+WNLa\nwKNsz3plmpLi8CTgp7aHTmFJkplC0RPhAOK79xXgsFKvNUgK1yiu37Mx3GxlrhdgS/oJ8IyiUnY9\n8GaXzt5l24nMgg7wc5XyPHucW81m1wVWc60RbxfhiH0qJ1HS1bafIWl3YBPgvcCSzu9LMjvIyEiS\nzA8+T6SzbU/0XrkLOAXYrNdBFYrmaR8H1iRu7DOiuFMGbXsQM1+HSPpop4xuksxGJH0CeBmRlrOh\n7b/UNg+SwjXMtavGcN+T9F7aG8OdMcy5Z4i5XoDdM01qgUQupo3iuJ0BbFiWf92w2/q226KOkrYG\nLi6Ly5WIyUuAz9m+T1LOvs9SMjKSzGskHU6rrmQ34qG9FNv7TDhoDlJFfVTrDjuZGVJJvwReNNOR\nCUk/JRqH3S3pEcCZrnU8T5LZiqQHCcnn+2mvXWtz5GspXG8AvgF8qqi0DXPtm2hvDFfHtp8wzPmn\nm36RhWGlj2cChRx55WxUzWLXI2oT5oswytiQ9BXCibi8y/YJmQ5ql5rfh+jifg3wQiJCdcJckY1e\naGRkJJnv1DuuLhmbFdPPfZIW0WrquAbthf/9+N8xpUjd69KZ2tGXIYvWkzmB7Z6f1YYUrk0cjdFG\nce1BG8PNVuZ8AXal6tix7ufjsGWesgWwu6SbiUijiOfb3sBWwBpq77ezGtGfCgDbnwU+W9t+s6Tt\nSGYl6Ywk8xrbXxm3DTPEZ4mGhWtK+gghi/jBSRx/haSv02rwB4Dtb47Uyok8QdJp5bWAJ9aWsf3i\nab5+koycPilco7zOnk3r3dEYbraRaUzJAHRr2Lsu0VtkWdr77dxJTTK5SAH/J/AY2ztJeirwLOCY\nabE2GYpM00qSeYKiCeQOxKD+B5OJdEg6tmG1bb9+VPZ1ue5ze223ff50Xj9JpoNBU7hGcJ3Da4sr\nEN//K2d7AXiSTAZJKxOKcYttv7CsW8f2zT2O+R5wLPAB2xtJWpboWbLhjBidTIp0RpJkHiDpGOBw\n21fX1h1k+6DxWZUkyUxSpFBPsv2CcduSJMNQ+k69EHg1ESU5BfgmsIPt/SR9h4Y+Y1U0XdLltjfr\nqKO82vYzZuyPSAYm07SSZH7wfOCZkj5VS9F4MXDQIAdLehxwOFBJTl4I7Gv7N6M2NEmSaeOvwFyv\nJ0kWMJL+CVgM/BNwLnAcIXKyV9n+27LrJ/uc6q9FFKWqo9ySOVKPtBBJZySZ13SoaU1gvqhpEd1p\ntwNOkLQFod7TpLTTjWOJBmqvLMt7lHU7jtLIJElGR8fs8CLgKYRiV5LMVc4kJsOebfsmAEmHVRtt\nLym/+6XwHgCcRtQhXgysQev5lswy0hlJ5juVmtbWwFOBr5flVwL/PRaLpgfZvgN4kaSDgPOAh07i\n+DVs1+tGvixpvxHalyTJ6KnPDt8P3JzRzGSOswkhw3+OpBsJOf5FnTuVniIHAesQY9mqHquStf4p\n8Fxg/bLtBkIgIZmFZM1IsiCQdCkx03J/WV4OuND2luO1bDRI+pDtA2vLLwL2t739gMf/gIiEnFhW\nLQb2sr3DyI1tvv56wLtoPVgAGNT+JFmoSHoUsDkRIbnc9u/HbFKSjARJWxHPopcT/UJOtX1k2XY9\nsD8h2f9AdYzt28r2nn1IktlFRkaShcLDCR3yquvvKmXdnKbo8q9Vd0QKtwNvmsSpXk/UjHyGGNRc\nAuw1EiMH42TgCOAoag+WJEm6I+mNwL8DPyRmfw+XdLDtL43XsiQZHtuXAJdI2hd4HhExObJsvsP2\n9zqPKc75Y4EVJW1MK115NWCl6bc6mQoZGUkWBJL2IkK65xI3p+cAB831PiSSTgfeZ/u6jvUbAv9p\n+0XjsWxySFpie9Nx25EkcwlJNwBb1WaDHwFcYnv98VqWJNOLpI8R6VvfpNYbC9gQeB3wTNqbHt8F\nfHkGemclUyCdkWTBUGZMtiiLP54P6QyVfGGXbdf101SX9G7bh3Qr9J+pAv9S5/IHonFjvenin7od\nkyQLHUmXANva/ntZXh44z/ZW47UsSaYXSec2rHaV2ivp5bZPmWGzkimSaVrJQmIR8H/E5349SevZ\nvmDMNg3Lw3psW3GA46vGiFf03Gv6eW35/a7aOgNPaNg3SZLgl8CPJX2b+L7sAlwr6QAA258ep3FJ\nMl3Y3q7P9lMkvRB4GtEQtFp/8HTblkyedEaSBYGkjwO7EgobD5bVBua6M3KFpDfZPqq+suSSL+l3\nsO3vlN9jTVeznb0RkmTy/Kr8VHy7/F51DLYkydBIWr3PLq/rWDbwR+CiSgq4nOcIokZkO+Bo4BXA\nZaOzNBklmaaVLAhKbvXTbd/bd+c5hKS1iNSmv9NyPp4JLA+8dNBUtKJm9U5gXcakZiVpA0J+uT6L\ndVz3I5IkAZC0ku27x21HkgyLpJsIB0PA2oQYi4gsgFuALzcctjrR+Pcg2yeV81xr++m136sA37O9\nzQz8GckkychIslC4EViO9kK3OY/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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.subplots(1,1,figsize=(13, 13))\n", "plt.subplot(111)\n", "sns.heatmap(colabMatrix, square=True,cmap='binary', cbar=True,cbar_kws={\"shrink\": .2},yticklabels=countries_available, xticklabels=countries_available)\n", "borders(1.5, 'k')\n", "plt.title('Heatmap of country collaborations', size=13)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us create a verification tool to understand if everything is working properly. " ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Germany and United Kingdom have 239.0 assets in common. Value: 239.0; Symmetrical Value: 239.0.\n" ] } ], "source": [ "firstCountry= 'Germany'\n", "secondCountry= 'United Kingdom'\n", "\n", "\n", "firstIndex = countries_available.index(firstCountry)\n", "secondIndex = countries_available.index(secondCountry)\n", "\n", "print '{} and {} have {} assets in common. Value: {}; Symmetrical Value: {}.'.format(firstCountry, secondCountry, colabMatrix[firstIndex, secondIndex], colabMatrix[firstIndex, secondIndex], colabMatrix[secondIndex, firstIndex])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This corresponds to the neo4j value found in the database." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 3.2.2. Collaborations and Capabilities " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now seek to understand the relationship between collaborations and capacbility correlation in our data. " ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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tt9/ediU/lQ0bNlBdXc3QoUNZtWoVjz32WLv5rfca3n333Rx00EEAHHzwwfzh\nD38AggLq5z73uZTbTt7fybUo3dk/hxxyCPfffz+JRIJVq1Yxf/78Lq0vkkqxnnfWr1/P9ttvT2Vl\nJfPmzeP999/PuPywYcMYNmxYW03anXfemXI5nTNERKQnlPhJr2hoaODss89m/Pjx1NbW8sYbbzBr\n1qxefY1Zs2Yxffp0pkyZQk1N9r2PfvrTn2bmzJnss88+jB07lpNOOgmAG2+8keOOO46DDz6YHXfc\nsW35r3zlK/zoRz9i8uTJ23Tuks5JJ51EbW0tEydO5Atf+AI33XQTO+ywA7W1tUSjUSZOnLhN5y5H\nHXUUxx9/PFOnTmXSpEncfPPNQFC4vPTSS6mtrWXRokVcc801aV934sSJTJ48mb333pszzjiDQw45\npN38tWvXUltbyy233NL2+j/96U+ZPXs2tbW13H777dxyyy0pt33ZZZdx5ZVXMnny5Ha1Eocddhhv\nvPFGW+cu2Tj55JPZZZddGD9+PGeeeSb7778/Q4cOBeCaa65p62BDpCuK9bzz1a9+lQULFjBhwgR+\n//vfs/fee3e6zuzZs7nggguYNGlS2lqvcjhntCaWndE5Q0Sk91mpNauYOnWqdzYWUSEtbqzP+aDr\nhfTWW2/x7LPP8vWvf73QoUgRuOuuu3jkkUeyGquwoaGBQYMGUV9fzwEHHMBzzz3HDjvskIcopdS9\n//773HTTdZx33oVMmDCh0OFInuicISKSnpktdPcujUPUtwce6mWLG+s59c0niXmcSov2aHiEYtPY\n2Mg111zDL3/5S9ydPfbYQzfbS5ccd9xxrFu3jubmZq6++moV4KRTa9as4frrv8fs2b/jM5+J8e1v\nL+bPf/5rVveeSenTOUNEpHcp8etFCxvqiHmcEZUDqI81sbChruQTP3fngQce4LzzzqOxsbFtzKkZ\nM2bwzjvv0K9fvwJHKKVC9+hItpqamvjpT3/CTTf9kC9/uYXXXtvCyJGw336v8/jjj7f10CnlTecM\nEZHepXv8etGUQTVUWpT6WBOVFmXKoOzvQytG7777Loceeihnn302dXV1bUkfQF1dXdv9JSIivSEe\nj/P7389h3LjRPP/8dTzzTCO//vUWdtwRKirgxhsbueyybxKPxwsdqoiISMlR4teLaqtHcM8+h3PV\nrvuXdDPPzZs3c+WVV1JbW8tzzz1HY2PjNst07AlTRKS73J3HH3+cKVPG8etfz+Suu+p48MFNJPeJ\n8sEH8NBDA/j443rq6+sLF6yIiEiJUuLXy2qrR3DOqHFFm/S5O+eddx6vvvpqyvmPPPIIY8eO5ZZb\nbmHz5s0kEol28yORCFVVVVyq7bGKAAAgAElEQVR88cWdDhIsIvKXv/yF9evXp53/yiuvcOSRB3Hh\nhScza9Z7PPtsI8kdTa5dC5dfXsnkyVXsssu3eO+9FWy//fZ5iFxERKS8KPHrY+644w5uvfVWzjjj\njHbNpZYvX86RRx7JaaedxqpVq9o162w1cOBADjnkEBYvXsz1119PVVVVPkMXkRLzyiuv8KUvHck1\n11y2zbxly5bx1a+exHHHfZbp01/k9dcbOfFEaO23pakJfvzjCOPGVbFmzaksXvwO1113E0OGDMnz\nuxARESkPSvz6kPr6embOnElLSwsrVqzgV7/6FVu2bGHWrFmMHz+eefPmtQ0MnKyqqoqamhpuv/12\nnnrqKT71qU8VIHoRKSWbN2/mzDNP4sc/TnDnnbe3jYlZX1/PJZdcwNSp4xk37hHefnsz//qvwT18\nAIkE3HEH7L33QJ56ahrz5y/gt7+9o21gcBEREeke9erZh8ycOZOmpiYgGJ7hiiuu4IYbbmDt2rUp\na/jMjAEDBnD++efz/e9/n+rq6nyHLCIl6oorvs2kSau58ELYsKGZyy6byac/fQg//vGNnHpqC2+8\nsYVRo9qv88QTcPnl1fTrN4bf//4XfP7zny9M8CIiImVIiV8f8Ze//IW5c+fS3NzcNm3Tpk00NDSk\nXL66upr99tuPOXPmsHdyDwsiIp144ok/8eCDd/C3vwUXlC6+OM4++8zD7Gmee24Te+3VfvlFi4KE\nb+nSIdxwwy2cfPIpGqtPRESklynxK5DFjfUsbKhjyqCanHcE09TUxFlnnbVNM86OHbcADBgwgKqq\nKn7xi19w2mmnqfAlIl2yZs0azjnnK8yZs4nttgumVVfDsmVbiEbbL/v++3DVVVU88UQlV1/9A849\n93wqKyvzH7SIiEgfoMSvABY31nPqm08S8ziVFs350A/f+973WLt2bcZlWpt1fu1rX+OGG25g8ODB\nOYtHRMqTu3P++WdzyimNHHFE+3nJSd+aNXD99ZXMnl3BzJnf5p13rtQ5R0REJMeU+BXAwoY6Yh5n\nROUA6mNNLGyoy1ni9/rrr/PTn/405T18rcyM0aNH88gjjzBhwoScxCEi5e+uu+7gtdf+wpw5zWmX\n+fnPI8ya1Y+TTz6V1167kR133DGPEYqIiPRdSvx6QVebbU4ZVEOlRamPNVFpUaYMqslJXIlEgjPO\nOKOtQ5d03J26ujpqanITh4iUvw8++ICLL/4mjz++iUwjvTzwwEAuueRKrrzyu/kLTkRERDScQ0+1\nNtu87oNXOPXNJ1ncWN/pOrXVI7hnn8O5atf9c9rM85e//CXvvfce7t7psrFYjAsuuCAncYhIeUsk\nEsyYMZ2LL97M5MmZl73uugZ+8Ysfpxw6RkRERHJHiV8PJTfbjHmchQ11Wa1XWz2Cc0aNy1nS99FH\nH3H55ZfT2NiY1fKxWIwHH3yQ559/PifxiEj5+s//vJnm5te47LJ4p8sedBAceGAT//Vf/5GHyERE\nRKSVmnr2UL6abXbVeeedx+bNm6mqqqKyshIzI5FI0NzcTCwWY+DAgQwdOpQRI0aw/fbbs+OOO7Lz\nzjuzww47FDp0ESkhb731Flde+V1OPz3Od78bZfPm5D9L+oPNm53NmxOsWRNjwYJfcMUVVxU6fBER\nkT5DiV8PtTbbzNfQDNn64he/yAEHHMD222/PyJEjqampYeTIkYwcOZJhw4YR7divuohIN1RUVHDR\nRRdSVTWIAQOq2HHHKqqqOv/brnWsBxEREckLJX69oLZ6RNEkfK1mzpxZ6BBEpA/41Kc+xU03qdmm\niIhIsdM9fiIiIiIiImVOiZ+IiIiIiEiZU+InIiIiInm3uLGe2auWZDUUloj0nO7xExEREZG8ah0H\nOeZxKi2a03GNRSSgGj8RERERyavujoMsIt3XaeJnZheZ2RAL3Gpmr5jZF/MRnEg21FRERESktBTr\nOMgi5Sybpp5fc/dbzOxLwHbAWcDtwJ9yGplIFtRUREREpPQU6zjIIuUsm8TPwv/HALe7++tmZplW\nEMmX5KYi9bEmFjbU6cdDRESkBBTjOMgi5Sybe/wWmtmfCBK/x81sMJDIbVgi2VFTERERERGRzmWs\n8Qtr9q4BRgJL3X2TmY0AzslHcCKdUVMREREREZHOZUz83N3N7FF3n5A0rR5QLxpSNNRUREREREQk\ns2yaer5iZp/OeSQiIiIiIiKSE9l07nIg8FUzex9oJOjsxd29NqeRiYiIiIiISK/IJvH7Us6jkC5b\n3Fjf5fvaurOOiIiIiIiUvrSJn5kNcfcNwMY8xiNJ0iVq3Rm7TuPdiYiIiIj0XZlq/O4CjgMWAs7W\n8fwIn++ew7j6vEyJWnfGrtN4dyIiIiIifVfaxM/djwv/j81fONIqU6LWnbHrNN6diIiIiEjflc09\nfpjZdsCewIDWae7+dK6CKmW9dR9dpkStO2PXabw7EREREZG+q9PEz8y+DlwE7AIsAj4DvAB8Ibeh\nlY7WZG9wtJKrli/olfvoOkvUujN2XTGNd6eOZkRERERE8iebGr+LgE8Df3X3w8xsb+D63IZVOpLv\nxdsUj+PmDIxU0JCI9fg+umJK1HpTLjuaUUIpIiIiIrKtbBK/JndvMjPMrL+7v2Vm43IeWYlIvhev\nId7A2tgW1rCFiBmDo5WFDq8o5aqjGfVcKiIiIiKSWjaJ30ozGwY8BDxhZmuB93MbVulIvhcvasbw\nin4MjFYSS8TZGI8VOryilKuOZtRzqYiIiIhIap0mfu5+UvhwlpnNA4YC/5fTqEpI8r14yff4VUf7\nqefMNHLV0Yx6LhURERERSS3TAO4DgPOATwF/B25196fyFVgpSb4Xb6+qoXm/x6wU72vLxf2L6rlU\nRERERCS1TDV+twEx4BngaGA8QUcvkkG+O2TRfW3tlWuHOCIiIiIiPZEp8Rvv7hMAzOxW4KX8hCRd\nofvaRERERESkM5EM89p6JnH3ljzEIt2g+9rSW9xYz+xVS1jcWF/oUKSI6LgQERGRvihTjd9EM9sQ\nPjagKnxugLv7kJxHJ53SfW2pqQmspKLjQkRERPqqtImfu0fzGUgpK3TnKrqvbVtqAiup6LgQERGR\nviqbcfwkg+7WIBQ6WSx3agIrqei4EBERkb5KiV8PdacGQc3Nck9NYCUVHRciIiLSVynx66Hu1CCo\nuVl+qAmspKLjQkRERPqiThM/M/sWcIe7r81DPCWnOzUIam7Wnpq9ioiIiIjkVjY1fqOAl83sFeC/\ngcfd3XMbVmnpag2CmpttpWavIiIiIiK5l2kcPwDc/SpgT+BWYAbwjpldb2Z75Di2ktGdccFqq0dw\nzqhxJZPk5Grss+RmrzGPs7Chrle3LyIiIiIiWd7j5+5uZp8AnwAtwHbAfWb2hLtflm49MzsKuAWI\nAr9z9xtTLHMqMAtw4G/ufkaX30UB9YUaq1y+RzV7FRERERHJvWzu8bsI+GegDvgdcKm7x8wsArwD\npEz8zCwK/Bw4ElhJ0Fx0rru/kbTMnsCVwCHuvtbMtu/pG8q3Uu2opSv31eXyParZa9+jezpFRERE\n8i+bGr/tgC+7+/vJE909YWbHZVjvAOBdd18KYGZ/AE4A3kha5hvAz1s7jnH3f3Ql+GLQscZqcLSS\n2auWFHWhtqs1eLmulVMvi31HX6ghFxGR4qILjiKBjIlfWGv3FXeflWq+u7+ZYfWdgRVJz1cCB3ZY\nZq/wdZ4jaA46y93/L0Uc5wLnAuy6666ZQs675BqrwdFKrlq+oOgLtV2twVOtnPSWUq0hFxGR0qQL\njiJbZezcxd3jwBIzy1W2VUHQccw04HTgt2Y2LEUcv3H3qe4+deTIkTkKpftaO2rZGI+VREcl3anB\nK7XOaKQ46Z5OERHJJ3UiJ7JVtk09Xzezl4DG1onufnwn630IjE56vks4LdlK4EV3jwHLzOxtgkTw\n5SziKhqtTQgGRytLolCrGjwpFB17IiKST7rgKLJVNonf1d3c9svAnmY2liDh+wrQscfOhwhq+mab\nWQ1B08+l3Xy9gujYhOC6MVPZGI8VfaFW99VJoejYExGRfNEFR5Gtskn8jnH3y5MnmNm/A09lWsnd\nW8xsJvA4wf17/+3ur5vZ94EF7j43nPdFM3sDiBP0GNq7A8XlWMd7ljbGY5wzahxQmJuJdQOziIiI\nyFa64CgSyCbxOxK4vMO0o1NM24a7Pwo82mHaNUmPHbgk/CtJ6Xr1LERHL7qBWaT46GKMSHnTd1xE\nSkXaxM/Mzge+CexuZouTZg0Gns91YKWitnoE142ZymNrVjB+4LC2ZG9zIk7CEwyMVtIYb86698Ke\n/ICox0SR4qKLMSLlTd9xESklmWr87gIeA24ArkiavtHd1+Q0qhKyuLGeS5e9SGM8xtw179M/EmWn\nfgP5YEsDa1qaWdPSTMSMwdHKrLbVkx8Q3cAsUlx0MUakvOk7LiKlJG3i5+7rgfXA6eF4fqPC5QeZ\n2SB3/yBPMRa1h+uX89GWRiJmxD3BsIr+1MeaiGBsV9Gf6mgFzZ5gYzzW6bZ6+gOiG5hFiosuxoiU\nN33HRaSUdHqPX9hByyxgFZAIJztQm7uwSocnPTaM6TVjmTp4+3b3+A2KVDJlUE2nzTh74wdENzCL\nFA9djBEpb/qOi0gpyaZzl28D40qtt818OXHEGH790ZtsTMQYHK3kX3cc33bi36tqaNuPAdBpM079\ngIiUH12MESlv+o6LSKnIJvFbQdDkU9LoF40ygAT9otF205N/DGavWpJVM079gIhIMVGPhSKSTOcE\nkdKVTeK3FJhvZv8LbGmd6O7/kbOoSsjChjoiwJgBg6mPNfFw/fKUJ0TdByClRj/uoh4LRSSZzgki\npS2bxO+D8K9f+CdJkhO6BPDfn7xNxNjmhKhmnFJK9OMuoB4LRaQ9nRNESluniZ+7X5uPQEpVckK3\nYksDt616O+0JUc04pVTox11ALRUkPbUI6Jt0ThApbdn06jmP9p1XAuDuX8hJRCWoNaFb3FjP7FVv\ns7xpI9XRSp0QpWTpx11ALRUkNbUI6Lt0ThApbdk09fxO0uMBwMlAS27CKQPe4b9ICSq2H3fVLhSO\nWipIR2oR0LfpnCBSurJp6rmww6TnzOylHMVT0hY21BGxrR296MdQSlmx/LirdkGkuKhFgIhIacqm\nqefwpKcRYAowNGcRlTD9GIr0PtUuiBSXYmsRICIi2cmmqedCgoaLRtDEcxnwL7kMqtQkN0Mrph/D\nbJvHqRmdFDNdUBEpPsXSIkBERLKXTVPPsfkIpFSlaoZ2zqhxXd5GbyVerdsaHK3kquULOm0e191m\ndEoWJV9UuyAiIiLSc9k09awEzgc+H06aD/za3WM5jKtkZGqGlk1y1Jv3LyVva3MiTsITDIxW0hhv\nTts8rjvN6HTPVWH1xaRbtQsiIiIiPZNNU89fApXAL8LnZ4XTvp6roEpJumZo2SZH3b1/KVXhP3lb\n7zc1sLalmTUtzUTMGByt7FL8meieq8Ip56S7Lya0IiIiIvmSTeL3aXefmPT8L2b2t1wFVGrSNUPL\nNjnqTuKVrvCfvK0IxvDK/gyMVNDsCTbGU1fQdqcZne65KpxyTbrLOaEVERERKQbZJH5xM9vD3d8D\nMLPdgXhuwyotqZqhZZscdSfxSlf4T97W4Gglly57kYZ4rNPB5LvajC6X91yp1iezck26yzWhFdE5\nTUREikU2id+lwDwzW0rQs+duwDk5jaoMdCU56mrilanw37qtxY31OR1MPhf3XKnWp3Pl2tFJuSa0\n0rfpnCYiIsUkm149nzSzPYHWriqXuPuW3IZVHnLVIUU2hf/uDiZfyKvTqvXJTjl2dFKuCa30bTqn\niYhIMUmb+JnZmYC5++1horc4nH6WmcXd/a58BVnsCpEsdVb47817B/NFtT59WzkmtNK36ZwmIiLF\nJFON37eAw1NMfwB4GlDiR+GTpXR6897BfOmLtT66/0ekfPXFc5qIiBSvTIlfpbs3dJzo7o3h2H5C\nkCw1JGL0swgNiRgP1y/v8o98LgZwb91Wb907mC+FrvXJZyKW6qIBoEJiGVBCL60KfU4TERFplSnx\nqzKzandvTJ5oZoOBfrkNq3QMjlZSF2si4Y4Bv/r4TQZEolnX/uVqAPfubKuvX53Od+1txxrWh+uX\nc+c/3iu62mPpmmJtBSAiIiJ9WyTDvFuB+8xst9YJZjYG+EM4T4CN8RgjK/qzS/9qqqMVxDzBiMoB\nxDzOwoa6TtdPLvxnu04ut1VbPYJzRo0ruoLq4sZ6Zq9aEvRWmiO9+Vlko2MNq0NeXx/ys1/7mnwf\nRyIiIiLZSFvj5+43m1kD8LSZDQonNwA3uvsv8xJdCZgyqIbqaD9iHmdotD8YaZtKpmr+1bHwPzha\nyexVS1LWuHXWfKwYmmrmQr5qUPK9/zrWsALc9Y/38vb6qpnKjXL9HoqIiEhpyzicg7v/CvhV2LwT\nd9+Yl6hKSKrCe6rkLF0hu+Og61ctX5CyIN5x/evGTGVjPNbudcq1qWa+Op0pxP7reP9PPl+/0J35\nZFLK98iV6/dQRERESls2A7gr4etEx8J7unH10hWyW9efvWpJ2mWS1/94SyMXvvc8VSnuJSzFjgSK\nqSaz0Psvn69frDVT5VATWejjSERERKSjrBI/6Z7khCZTIfu+uqU8tmYF4wcOS7tM8votDtGIFWVN\nTVdlU8hXDUpudGW/5rMGrphrIkWKUSnXkIuISP5kGsB9urvfa2Zj3X1ZPoMqZa0/wKmabaYqZN9X\nt5Qzl8wj4U7EjB/uNpXhlQO2+QFP1SS02GpquiPbQr5qUHIjm/2a7xq4Yq2J7IwK31II5VBDLiIi\n+ZGpxu9K4F7gfmD//IRTmpJr7H77SdBcc1M8TjRi7NRvYFtCk6q3zMfWrCDhTv9IlC2JOG9sWset\nex0KpB6Tr3X9vaqGlkUhs1QL+X1JvmvgSrGGV4VvKZRyqCHXRRMRkfzIlPjVm9mfgLFmNrfjTHc/\nPndhlY7kGjuA7Sr6s9uAQTQnGom7d5rQHD18NHeufpctiTgRM44ePhrovCDZ0xqwYvmhLcVCfl9T\niOS81I7vcih8S2kq9YtnumgiIpI/mRK/Ywlq+m4HfpyfcErPY2tWEPcEFRYh5gk2J1pY3rSR6mgl\nPxl74DY9b3Z0Ss3ubds5evjotue5LEgubqznhDf+RGM8RnW0kofHf7HgyZ9+6ItXqSXnhShIlnrh\nW0pXqX0/O9JFExGR/Mk0jl8z8FczO9jdV7eO5efuDXmLrgSMHziMBNDsCQAqzIIZHjTHzOYH7JSa\n3dsSvla5LEg+XL+cj7Y0EjFjfUszD9cvTxlnsdQKSuGVUnJeiIJkqRe+pbSV0vezoymDakhA2wVT\nXTQREcmdbHr1HBU2+RwOmJmtBs5299dyG1pp2JRoIYIBjgOxsPZvU6KlRwXOXBYkvZPnoOY3UhpS\nXZwoVO1bKRe+pbD6/EU27/BfRERyIpvE7zfAJe4+D8DMpoXTDs5hXCXDgQgQsQgtnmBTIs6mRByA\nNbGmHm07VwXJE0eMYfYnb9OYiFEdqeTEEWO2WaZUm9/0+QJUH5Lu4oRq36SU9PWLbAsb6ogYjBkw\nuKR+a0RESlE2iV91a9IH4O7zzaw6hzGVlBNHjOHXH73JxkSMKMYWj1NhEVrceWPTuqy2ke9kpbZ6\nBA/v+8WiGTS9t/T1AlRfk+nihGrfpFSU6kW23lKKvzUiIqUqm8RvqZldTdDJC8CZwNLchVR6+kWj\nDCCBYcRaEsTdiZoxfuAwZq9akjGhK1Sy0lnBuBRrTfp6AaqvUYFRykFfP45L8bdGRKRUZZP4fQ24\nFniAoGXjM+E0oTXZSDAoWkmzJ/j6DnvTlIi3G9MvU0JXzMlKqdWa9PUCVF+jAmPfVi7NunUcl95v\njYhIqeo08XP3tcCFeYilJA2OVlIXayLhTsSM3QcMZnjlAFZuaaAx3kxlJEpjvHmbhK610DI4Wqlk\npZeoANX3qMDYN5Vbs24dx1uVS0IvIlKMsqnxkww2xmOMrOgfJngt3Lzy7wyMRmmKx1nd0oTjRDAG\nRyvb1ulYaLluzNROx/vLl1L/0VUBSgql1L87paSYW0pI95VbQi8iUmyU+PVQ6xhEdbEmomYMilQw\nonIA77Wsx3EMw4E3N61tW6djoWVjPMY5o8YV7D200o+uSPfou5NfatZdnpTQi4jklhK/Hnp783pW\nxTbjgAGVRFjetJGEg2FEzUi4txueqFgLLd390VVNh/S2UjumVGDNr3Jo1l1qx3g+FOtvo4hIueg0\n8TOzkcA3gDHJy7u7OngBfrRiUbuxZzcmYgyOVlIdrWBgpIIYiW3GyivWQkt3fnRV0yG9rRSPKRVY\n86+Um3WX4jGeD8X62ygifVe5XaTLpsbvYYKePP8MxHMbTun5qHlTu+ct7m0D0c4YtRe79B+U8mAp\nxkJLd350VdMhva0UjykVWEtPIX/MS/EYz5di/G1MpdwKgyKyrXK8SJdN4jfQ3S/PeSQlaqd+A/ko\ntrnteaVZ21X/E0aM6dUDJJsfmp7+GHX1R1c1HdLbSvWYKpUCqxT+x7xUj3EJFPr4EZH8KMeLdNkk\nfo+Y2THu/mjOoylBp47cgwWN9W3Pp9fsToVFOHr46F5P+jr7oSnEj5FqOqS36ZiSXCv0j7mO8dJW\n6ONHRPKjHC/SZZP4XQR818yagVg4zd19SO7CKh2NiRYM2u7ze3TtCoZEK3luwyr2qhraaz8GCxvq\naEjE6GcRGhKxlD80hfoxUk2H9DYdU5JLxfBjrmO8dBXD8SMiuVeOF+myGcB9cD4CKVV/WruyXY+d\nDfEYY8N7/LqTeKVrqtlxoPjkcQFb6ccod3Q/h0j5KMcfc8kfHT8ifUe5XaTLajgHMzse+Hz4dL67\nP5K7kErLyi2N7Z7H3VnetJHqaGWXE69MTTWTB4qPJeK8uWkts1ctafejox+j3ND9HFIKdHGia8rt\nx1zyS8ePiJSibIZzuBH4NHBnOOkiMzvE3a/MaWQl4pSasfzko9fanldZNHjgaVbIIFNTzSmDaqiO\n9iPmcSoiUf77k7eJGNskIj39MSqmwmOxxKL7OaTY6eKEiIiIdCabGr9jgEnungAws9uAVwElfsDN\nux/E25vX8/T6jxnTfzAbE7FuJwiZmmom1+at2NLAbave7vWB1oup8NgxluvGTGVjPNZpEpiLZFFN\naKXY5fLiRLFcgBEREZGeyaqpJzAMWBM+HpqjWErSfXVLeXztShI4b2xex8iKAdSTOkHorADVWVPN\n1tq8xY313PWP93p9oPViqtlKjuWj5k18693nGRiNZkxIc5W4qgmtFLtcXZwopotBIiIi0jPZJH43\nAK+a2TzACO71uyKnUZWQO//xLi04BiRwdulfzX7Vw7cZziHbAlQ2TTVzNdB6MdVsJceScKfC6DQh\nzWXiqvs5pJjl6uJEMV0MEhERkZ7JplfP/zGz+QT3+QFc7u6f5DSqErJTvypg6y19b25ax7ItG/nL\nuo8A2pon9nYBKhcDrRdTzVZyLIOjlVy1fEGnCWkxJa7dpWZ10l25uDhRDt8pERERCaRN/Mxsb3d/\ny8z2DyetDP/vZGY7ufsruQ+v+B02bGd+/clbbYnfZo8TiydY19LM+e8+y5BoZds9aukKUPko7Geb\n1BVTzVZyLHtVDc0q9mJJXLtDzeqk2JT6d0pERES2ylTjdwlwLvDjFPMc+EJOIiox89Z92K4DT8eJ\ne+t/b6vh2xiPpSxA5bOwX0xJXVdlG3spv0c1q5NiVMrfKREREdkqbeLn7ueGD49296bkeWY2IKdR\nlZCPmze3e+4E9/oZwdAO6ZpItdbyrdzSoMK+AGpWJyIiIiK5k03nLs8D+2cxrU/afcDgbaZFMMA5\nsWY3pg7evq0A31qzl3DAIAJtj1XYFzWrExEREZFcyXSP3w7AzkCVmU0m6NETYAgwMA+xlYS1Lc1t\nO6bjmO079BvIOaPGATB71ZK2mr3lTRsBGDNgMPWxJo7abheaEoltegKVvkfN6kREREQkFzLV+H0J\nmAHsAvxH0vSNwHdzGFNJ2a6iX7uEL6jrcyIYAyMVzF61hCmDato146uOVLbV8iUcHl27kgjw3IZV\nAGkHKlePjyIiIiIi0h2Z7vG7DbjNzE529/vzGFNJebWhvt3zCjOGRPuRcOfmlX9vN+h4cjM+oO0e\nvzmr3u50oPLe7gSm0ElkoV9fCkefvYiIiEj+ZTOO3/1mdiywLzAgafr3cxlYqfhHbFO75zF31rU0\nA7BdRaRdpy3njBrXrqBbWz2CxY313PmP9zodqLw3e3ws9LABhX79bClB6X2l8tmLiIiIlJtIZwuY\n2a+A04BvEbRknA7sluO4Ssb2lVXtnlcAwyr6MSRaQQJnedNGEh702Li4sZ7Zq5awuHFrLWFrhx5X\n7bo//7XHwVREosE60K6jlymDakhAynldlZxExjzOwoa6bm+rFF8/G60JynUfvMKpbz7Z7jOT7iuF\nz15ERESkHHWa+AEHu/s/A2vd/VrgIGCv3IZVOs7fad+2zl0g6OBlXUszG+MtYe+egMHbm9enTSRq\nq0dwzqhx7FU1dGsPMR17ikmelmpeF+Rr2IBUiW4+X78nlKDkRil89iIiIiLlKJvhHFoHqttkZjsB\n9cCOuQup9CTnYUMq+jEk2o91Lc043tZz52NrVtAYb6YyEqUx3pyyqebChjoitrW3z45NPdPN66p8\nDBuQqUlfoYctuK9uKY+tWcHRw0dzSs3uKZdRgpIbtdUjuG7M1Lb9r2aeIiIiIvmRTeL3iJkNA34E\nvEKQ5/wup1GVkGvfX9Du+caWGBGMqkiUfpGticP4gcO4c/W7JNyJmDE4WrnNtjIlG72diOR62IDO\n7kks1LAF99Ut5cwl80i4c+fqdwFSJn+FTk5LxQdbNrK0aQOLG+uz2keLG+u5avkCYh7nuQ2r2Ktq\nqPZtAek+VhERkb4jm0Qpmu0AACAASURBVM5dfhA+vN/MHgEGuPv6bDZuZkcBtwBR4HfufmOa5U4G\n7gM+7e4LUi1TrD7c0r5zl5aw/q+fRfnR2APbhmZY2FBHTeUA+lmEZk+wMR7bZluZko1SS0SKtcbs\nsTUrSLjTPxJlSyLOY2tWpK3105h6mS1urOe/PnydDY1rOfXNJ7PqqKU3OymSnlFHOyIiIn1LpgHc\nv5xhHu7+QKYNm1kU+DlwJLASeNnM5rr7Gx2WGwxcBLzYlcCLxYjK/qzfsjWJi7K1OebGeKxtAHeA\nQZFKYh5nUKQybSKUKdnoaiJSyKv5xdqk7+jho7lz9btsScSJmHH08NGFDqlkLWyoI+4J+keibfdB\nJn/OqY6/Yr0g0BcpCRcREelbMtX4/VOGeQ5kTPyAA4B33X0pgJn9ATgBeKPDcj8A/h24tJPtdWrD\nhg3MmjWL5ubmnm4qa1vq3yfR3ND2PEKEJdEoESI8vt2TLKxsGwGDSbEmVsc2M7Kyit9UPp3TuOpi\nTTy+diUJEkSI8KXtdqEmKZZcS379B4hwX55fP5NpmzfwwZaN7Np/MPOrXmV+oQMqUXWxJhr+9hLN\nH60m8aPb2h3vmY6/fH4PJL26WBNr1q6kLvyMOp6vJHdOOeUUpk2bVugwRESkj8k0gPs5Pdz2zsCK\npOcrgQOTFzCz/YHR7v6/ZpY28TOzc4FzAXbddde0L9ivXz/23nvvvCZ+T3zYgjVtbfm6c79BfHbo\nDozuP4id+1e3W/bDLY1UbGlIOa+3/XXDKqJDWhgSraQxHqNiux3Ze8iodrGsyGEsnb1+Ie1d6ADK\nyKbGBhZvfo3TDzys3XFUzJ+/bDV2y545PQ9IaiNHjix0CCIi0gd1eo+fmY0Crgd2cvejzWw8cJC7\n39qTFzazCPAfwIzOlnX33wC/AZg6dWrawQwGDBjAueee25OwuuzWV+7HNq1pe77dwOHcsf/J2yy3\nuLGeE17/E42JGNWRSh7e94s5bVb1+cZ6FoT379RYlMuS7t9JvrdnQY7u7cn0+lI+hg8fzqBEhBv+\n7fJ207vz+XenabI6JxERERHJTja9es4BZgP/L3z+NnA30Fni9yGQfAPVLuG0VoOB/YD5ZgawAzDX\nzI4vpQ5eVjVvzvi81UP1y/mouZGIGetbmnmofnlOC6qZOoPJx709vdEZjQr1W5Xavujq59+djkbU\nOYmIiIhI9rJJ/Grc/R4zuxLA3VvMLJ7Fei8De5rZWIKE7yvAGa0zw55B23p2MLP5wHdKKekDGFJR\nwaqW9s9TMcBx4g7g7QZ9z5V0ncHkq4ONnvSKqUL9VqW6L7ry+XfnYoQ6JxERERHJXiSLZRrNbATh\nOOVm9hmg0+Ec3L0FmAk8DrwJ3OPur5vZ983s+B7EXFQiHXZhx+et9hm4HYbhOIYxMFLB7FVLWNxY\nn7PYFjfWp3yN1tqYq3bdv2iTiORCfWuPkX1VX9gX3bkYoR5CRQTS/9aJiEh72dT4XQLMBfYws+eA\nkcD/Z+/O46Oq7v+Pv869mclkY0kCCIpEqqAsYVXEpWpdKm0t1qJ1wSp1V9r67ffnVm21Sm3dqq21\ni6jYWrSttoL1W1qrRVS0VXBBRYKAgQgSkknIMvvce35/TGaYJDOTyTLJDPk8Hw8kc++dOyc3ZLzv\n+ZxlQTon11r/Hfh7h20/THLsiemcM9tUFg2nKm5yl+F5Ti7ZvIZ5pWPbrQ/XYoUY7sjH1hobzX07\n36fAMDNWwemqStQfS0P0pnviYL2pH6xLIPSka3CurW0phOh7udojQgghBkLK4Nc2AYsLOAGYSKTH\nYpXWuvPq44PUkSUjedpdHXv8Zmsdb7bW8Yc9H7O9ooVSh4tZxeWUmA4aQgHstgXeyx2ujHZR68tu\ncN35H2s0uJSYDm6pXhd7zpKK2bHF7DN5U59rY+HiJbvOgyXg9KRrcG+6Ewshcp90+RZCiPSlDH5a\na1sp9ZDWegbwYT+1Kaf8fOcH7R7bRNJxGM2PdrzNCIcLhzKZXlSKxb4JSYO2ldEKTl9WidL9H2t8\ncPHZFiYwOr+IzwIevrP19W5XOHtSlczlT35TXeeeBJxcDsFCCJGOwdAjQggh+ko6XT1fUkp9Hfir\n1jrpUgqDVW3I22lb9CLZWqMBjxXkY38zEJ3kBaYXlXPhqMNi/5NaVlvVpzfofVklSvd/rPHBZVfQ\nS9jWuEN+whpMQ2X8E9lc/+S3L29gcj0ECyFEOgZLjwghhOgL6QS/K4iM8wsrpfy0ZRet9ZCMtixH\nDDGdNFjtF4x3KgOnMvDZYXYEWjFRfGPE5/jA04CNxkRx9ZhJLCgf3yc36MkqOx2rRD2tAFUWlbGk\nYjarGmqYVzo26XPjg0ux4WDJ+Ej3zmi3z0x/Ipvrn/z25Q1MrodgIYRIl3T5FkKI9HQ1xk8Bk7XW\nO/qpPfuFEtNByI6M5lNEun8OyXNyZ8WRrHRvZ37ZOCYUDGVZbRU1gdZ2N+gr3NWxG3+gXQhIFNzS\nDY69CZgbPO7YeL21zbVMKBia8LmpgsuEgqEZX9NvID757evulH11A5PrIVgIIYQQQvStrsb4aaXU\n/wFT+6k9OafF6jzPTYWrhM3evdixLZqNnkbe9TQQ0ha/3LWRX362EYNIKESDO+TH1rCsdnO77YYi\nNjlK/GQp0eCWbmWnNxWg7jw3WXDprzX9+vOT356G6f4Yeyfdn4QQQgghRLx0unq+rZQ6Umv9VsZb\nk4OcyiSkw+22RassBlZsofaAtmPhqdrfAkQCojvk5/TSg/DbNi7D4C/uamytCdg2plIMy3PSaodY\n1VCTMHylW9lJ97j+Wk6gO+EnW7st9qRd/Tn2Tro/CSHE/kEm6xJC9IV0gt8c4AKl1HbAw74xfpUZ\nbVmOKDEdeML7gt8w08GJQ8cwqXAYP9v5fmyM2wUjD+XdbW6q/S04MHCaZqzK9/fGTzGAVitMfdjf\n7vzNVhADxaTCYaxtru0UvtKt7KRzXH8tJ9Dd8JOt3RZ70q5sDbFCCCGyk0zWJYToK+kEvy9mvBU5\nbFZJOf/XWBN77Lcs/tawnX801oAGl2HiVCYAQW3hty0cpsHi0ZPY6N2LyzD5R2MNZQ4XdaG9KMCh\nDII60lFUAxaabf6WduEL2s8E2hf/E+jr5QR68jqJZGu3xZ60K1tDrBBCiOwkHxgKIfpKl8FPa71d\nKTUNOL5t06ta6/cy26zc4ekwxs+PTSAcQANDTQeHFgzFHfKzfM8W6kN+DKWoC/n5ac17DMlzYLfN\nAOMO+RliOgjYFpbWsWUfon/vCnpj4asnn/6l85xZxeXYQLW/hSLTkVWzb2Zrt8XutitbQ6wQQojs\nJB8YCiH6SpfBTyn1XeAy4K9tm/6glHpYa/1gRluWI1qtcKdt0XX8gpYde6Me4yxst9/Gjn16d/rw\nyBi/eaVjAVjVUMPwPCcP7voQC00eigtGHhp7fk8+/Uv7ObrD3236cnzBYA8/2RpihegNGYMkRGYM\n9v9nCiH6TjpdPS8B5mitPQBKqbuANwAJfsCeBAu4Rx3sKua6sdNin879vbEGjxXCqQy0JjbeLzrG\nb21zLX8+4mQWTBgPwGhnYWz5hwXl43mmfhurGmqYVDis25/+pfOJ4frWegy1b9KZaDjMxPgCCT9d\nkxtpkStkDJIQmSX/zxRC9IV0gp8CrLjHVts2QaQLZjJHloyIfV1ZVMbKSaexvrWeEtPBdZ/8l5Bl\nE8RGacUYZyHukJ+Vbev4lZgOlu6uIqQtlu6uAuDm7euwtcZQisWjJ9EYDqZcUD1eqk8MowGjxHQk\nDIfZPr5gfwxIciMtckm2v0cIIYQQIr3gtwz4r1Lq2bbHZwKPZq5JucWIjcLr7Dn3dlY11lBkOFg5\n+bTY9o3eRgwilbXPAh78thWp/imDx3ZvxlDgtSxMIz4QbsfWmnzDxG9bPFpbRWlefsoF1TtK9Ilh\nx4CxpGI2LVYo48s59JX9NSDJjbTIJdn8HiGEEEKIiHQmd/mZUupl4Li2TYu01u9ktFU5ZISjgJ1J\nunu22CEc2qApHOS3n23kpb2fEdJWu0Xb85RJPhDUNkFtYwCjnUUEbQ+W1rEbqfll43iztY6AHVkb\n0KnMhKEg2h10XulYFpSP77L9HQNGixVi0aiJ7Y7J5vEF2RyQelOJzLYb6f2xqir6Tja/RwghhBAi\nImnwU0odCZRrrVdprd8G3m7b/iWllKG1Xt9fjcxmobZlF+KZKKy2KqClI39/FvS1CygXHzCBg/KL\n+TTQyuO1mxnjKGJX0IvfilT/igwH94+f0676Ns5VEhvjt3R3VadQ8Ez9NhZWrcbWmuV1WwC6DH/p\nBoxsHV+QbQEpqreVyGy6kd5fq6qib2Xre4QQQgghIlJV/O4CFiXY/iGR7p9fyEiLckxLONRpm8sw\nyUPRaofRaAwUxw4ZxZste9jk3csQ08H8sorYxCnL92xtCy4G2tCRMKno1IVzQfn4WJA7dfhBnULB\nqoaaWHfQgG2xqqGmy+CXTQGjJ7K1/elWIlNV0rLlRjqbq6pCCCGEECI9qYJfidZ6e8eNbev6ZUdZ\nJQsUmCY+y2q3zWVEFmwvNZwUmg5CtsU2fzO7Qz404LXDbPY1xW7so8GlJtDK72o3c6CjqMsb7ESh\nYF7pWJbXbSFgWxhKxZaHiEoWMrIlYPRUNrY/nUpkrlTSsrWqKoQQQoiBI8NAck+q4Dc8xb7CFPsG\nFb9tddpWbDrwWGEsNK1WiCLTwZqm3e2WyLu75r1O1bhJhcN7dYMdPV+iMX49XfQ9nV9o+cXvLJ1K\nZK5U0rK1qiqEEEKIgZErH16L9lIFvxeVUj8GbtE6MlBNKaWAHwH/7o/G5YKw7jyj56cBDwpwKZMg\nNmjwqfZdQj8LeID0ZtXsSnzwiu8OGq+7ISPdX+gNHjfzN76Apy3grpx0mvzit+mqEpkNlbR0Q3s2\nVlWFEEIIMTBy5cNr0V6q4Pe/wCPAFqXUu23bpgHrgEsz3bBcMd5VzCZ/c7ttLsMkZFu06jAAbivA\niDxXu2OGOfJZVltFTaC1y1k1U0k3oHU3ZKT7C73SXc3OQCug2BsOsNJdPah+8XtT7exOJS0TVdXB\n9GmdVKX7hlxHIYQQkB0fXovuSxr8tNYe4Dyl1HhgctvmD7XW2/qlZTnCZXS+hB473GnbuPxi3GE/\nNqCA2qCPGz75Lw5l4Ezyi5POTVa6Aa2yqIwlFbNj3UC7umlL9xd6d9BLpLOrjj0eLPoiOKVTSctU\nQBssn9YNpoCbSXIdhRBCRMkwkNyUzjp+2wAJe0kkCnmJHD/0AD4NeGixQ6ChwQoAkRB4+QGHM7tk\nZLtfnL6u5G3wuLmleh0hbbG2uRYgZZfSdH+hD3AWYqLaPc6EbKw09FdwytTrDJZP6wZLwM00uY5C\nCCHiyTCQ3NNl8BOpNSdYziEqDxial4+hFI3hIC7T5EBXER95GttN9LLV18LskpHAvoDzaYcuoKkq\neekEtPibts8CHr6z9XUKDDNlqEznF3p+WQWP1W6OjfGbX1YR29dXYS1bKw39FZwy9TqD5dO6wRJw\nM02uoxBCCJHbJPj10pA8B7VhX8J9DmVSYjpwKJN5pWNZ21yLO+RHxVXIAF5vqeVjfxM2ELQsQtg4\nMHCa6d1kJQto8cEr/qYtrME0VJ98cl9ZVMbKSad1Cg99GdaytdKQ6eAU//PL1OsMhk/rBkvAzTS5\njkIIIURu6zL4KaXuAx7TWn/YD+3JOfXBxKEPYFpRKZeOPqLTIuvD85w8uOtD7La6X4GRR5nDxRZf\nM81WEAMFaC4r79wFNF2Jglf0pq3EdHBL9bo+++Q+UXjoi7AWDT7R8Nzd9g5099DevH6in193Jv0R\n7Q2GgNsf5DoKIYQQuSudit9HwMNKqTxgGfCU1rops83KHc128q6ee0J+XmvaTYnpAIiNsXMokzsr\njmSjdy+TCoexdHcV7pAf0GjAaguE7lCg2+1J1VV00aiJsZu2CQVDMxqKZhWXY2uo9rdQZDi6HS57\nu8xFf3QPTfUavX39bK1yCiGEEEKI3JTO5C6PAI8opSYCi4ANSqm1wFKt9epMNzDbqRT7tgVa2L6n\nleV1W7hk1MR2N/KlDhePTjgBgFOHH8T61nrWtexh6e4qIDL276W9u3irta5bC65Hw4atI41LViXr\nl0/uVYe/u6Fj8OnuMhcdn7/CXd3nQTdVOOttcJPxVEIIIYQQoi+lNcZPKWUCh7f9qQfeA76nlLpC\na31uBtuX9YaYThqsYNL9+YZJwLbYFfS2u5EvMR0sq62KBZHKojJmFZezwr2dFiuEqRQuw+hWcOgY\nNi4aNYGx+cUD0tVxfWs9BlDhKhmQ4BP/fFvDstrNGNCn1b9Ubext+3synmqgu7YKIYQQQojslc4Y\nv/uBrwD/Bu7UWr/ZtusupVRVJhuXC+wu9gdsC0MpLhh5KBAZ4zepcFi7bp/xQcRpmLi0jVMZ5HUz\nOHQMG2eWVfTpYt/dCRUDEXySPf/TQCuP127u8+pfqjb2xUQY3anKZuvMp0IIIYQQIjukU/HbANzS\ntqB7R0f1cXtyTtCyku5zKYOD8os5o/RgJhQMjd2Yr2qswQRG5xe1q4atb60nbFsUmw5CtsW3DpjA\nQd2o2GVq1r2ehIr+Dj6pnr/B42b5nq0Zrf6lev3+IGMChRBCCCFEKukEv4Va62XxG5RSL2mtT5ZJ\nXiBI8uDn1zbb/M08uOtDfLYVuzHfFfTit6xOE5+UmA7qwgFsrTGU4ojC4SwoHx87XzpVt3TDRjrn\nih5Tk+aagj1tS6alqv71JiBlU5VNxgQKIYQQQohUkgY/pZQLKATKlVLD2TdFxxDgwH5oW05IHvsi\nNBBGs8m7N+7G3EAbmpC220180mKFKHe4cCqDoLZpsfbNGNqXISOdc23wuJm/8QU8VginMnI+VCSq\n/vX2e8mmKpussSaEEEIIIVJJVfG7ArgWGAO8Hbe9GfhlJhuVS5woAm3LLyQS3XN44VCuGjOJVQ01\nuAyDfzR+yoGO9l09ZxWXU2w4CGmL4g5LIKxvrcdjBXEYJh4r2C5kdHf8XapzRa10V7Mr4MFQCltr\nLj3gcGaXjMj5UNGXASnbqmzZUmEVQgghhBDZJ2nw01r/HPi5UurbWusH+7FNOUUpBTp58AMwgPGu\nIbEJXWwiYwOrrfZdPTuGks2+Jn6+8wPmlY7t1A20IeRnWW1VbDH27lQCO54rus5gvI7f0ShnQU4s\nIN6X3WG7IlU2IYQQQgiRK1J19fyC1vrfwE6l1Fkd92ut/5rRluWIkE49r6fZ1pdzbXMtrXak26TP\nDmOhI3s6rHEXDSXP1G9jYdVqbK1j6wBGu4F67TD3fvo+haaJ17IwDcUYZ2Ha3Q1TdSmNOrOsgmW7\nN+OxQxQZDs4sq+jGVRkYAzHmTqpsQgghhBAiF6Tq6nkCkSUczkiwTwMS/NKmcSpFXdCH3VZLK81z\nMc5VnDSsrWqowda63TqA0W6gBgpTQZnDRdD2YGmddH3ARFJ1KY2qLCpj5eTTcqqalU1j7kT/k3UM\nhRBCCCGSS9XV89a2vxf1X3P2PxqNgQIUNjrWhdJvh9nk3UtJkuA1r3Qsy+u2tFsHcELBUNa31se6\nd7pDfopMJ0sqZtNihdLu9pluF8Vcq2b115g7CRjZJ5tmWBVCCCGEyEapunp+L9UTtdY/6/vm5J48\nDKwUy7gXGHk4DYO6kK/dUR47jCKywPtmX1Onm9ToMg6rGmqYVzo29jh6XDQExoePZbVVaVe84kNd\nLgSZdMfuZXrMnQSM7CTVXiGEEEKI1FJ19Szpt1bkMKPjIL0OPHYYjw0OZWAQ6SMbrfrlKYOw1qxq\nqGm3Xl/UgvLxCbdD4mpcTypeuRBkutPGTAdaCRjZKdtmWBVCCCGEyDapunr+qD8bkqt8XazkZ7Z1\n8QxpG8W+0KeBYNvEMJMKh8WO701Y6UnFq2OQWeGuzrrqX0/CVqYC7azicmwN1f72M7KKgSUzrAoh\nhBBCpJaqq+f1Wuu7lVIP0nl2f7TW38loy3KEASk6eoLVdukcygBUW9VPk69MCs08DKDU4QLaL5pe\nZDq455A5tFihbt3IdndcXnylxNbw8GcfEdQ2RaaDlZNOy4ob6J5UczJamVMd/hZZIdfGpAohhBBC\n9KdUXT0/avt7XX80JFeV5xWwJ+zr8rhdQW/cI0WBkUeJ6WgXZOIXTd8bDnD1ltdix2SqC2Z8pWRd\nSx2P7N6EoRRN4SAr3dVZcSNdWVTGkorZsfGO6bQpVVjsTVV1fWs9BlDhKpGunkIIIYQQImek6ur5\nt7a/fweglBoSeahb+qltOaHckZ9W8Gu1wwDYbbN83jh2GqUOV7vwERn/p7F0pIoY1rpfxpJFKyU1\ngdZ221MvS99/NnjcsdlK1zbXMqFgaJfXIlnXv952Ae3PsWS5MOmOEEIIIYTIDakqfgAopWYDy4hM\n9qKUUnuBb2mt12e6cbkhvXg0wTU0Fqw0Go8d5n9HTWx3zKTC4ai2MYEGigKjfyeryNZF23vabTNR\n17/edgHti7Fk6QS6XJh0RwghhBBC5I4ugx/wGHC11vpVAKXUcUSCYGUmG5YrmsLBpPsOdhYyNr+E\n+WXj2OZv4V9NO4FIVKwNdq4StlghRjgLcCqDoLa54oDDOSi/uN8qPtm6aHtfVtn64ly9GUuWbqCT\n2UOFEEIIIURfSif4WdHQB6C1fk0pFc5gm3JKbSh5N8/xriG8VHkGAOd+9GK7fe6Qv9PxkVBi0No2\nucv8sop+v9nPxgky+nLGxoGe/THdQCfLEwghhBBCiL6UalbPmW1frlFK/RZ4ikix6hvAy5lvWm5I\ntZiDOxTkks1rmFc6loBuP/dn/ONo178S09F+vYde2p/GiPVlIB3IcJtuoOuvgLo//RsRQgghhBDJ\npar43dfh8a1xX2fLvB8DzoWBL8mCDu/7Gtjoa2R53RYWj55EHgoLjYnigpGHAu27/vlsC5O+mTEy\n28eIDdbA0Z1Al+mAmu3/RoQQQgghRN9JNavnSf3ZkFxldZGB8w2TgG3RGA6y/PAvxJYkWFA+Hmjf\n9W9X0EvY1n3SvS+bx4gN9sCRLd1ps/nfiBBCCCGE6FvpjPFDKfVlYDLgim7TWt+eqUblknAXwS9g\nWxhKxcJeNPBFxXf9KzYcLBk/O+mi7d2pkvXFGLFMVeVyMXDsjxVKGUcohBBCCDF4pLOcw2+AQuAk\n4BFgAfBmhtu1XxiRl8+EgmHMLxvHgvLx7cIDEPs6na5/HatkSyr2BcT4c0Wf39MxYvHjDaNr5/V1\nVS7XAsf+WqEc6IluhBBCCCFE/0mn4neM1rpSKbVBa/0jpdR9wKpMNyxXJB7dF9EUDrEz6GHp7irG\nuUpiQcoG0GAoYiEuKlk4jK+SfRbw8J2tr1NgmNhA0LIIYVNkOFg5+bR24a87N/PxAcdrWZiGYoyz\nsM+rcrkWOHKxQpmubOl2KoQQQgghMiud4Bddr8CrlBoDuIHRmWvS/iNPKTTgsYKsaqiJhYdqfwuW\nthmal8/esL9diIsGQlsDCgz2hUMbqPa3oImMHSxzuNjia6bFCpKnDJrCQVa4q2M38t3tnhgfcIK2\nB0v3zXjDRHIpcORahbI/7Qi0sM3fzAaPO2d+nkIIIYQQg1E6we95pdQw4B7gbSIzei7NaKtyiKLz\nFKdm2+ydPm2xI9CKiWJS4TDWNtfiDvlxKoO6cJAWK7Ic4vC8/FgghMisnvFfu0N+PvI2xl7IiYFD\nGbhDfvKUQnVoD/Sse2J8wCkyne26kw7mm/pcq1D2lw0eN7/Y+SHNnkbO+eil/aYLrBBCCCHE/qjL\n4Ke1vqPty78opZ4HXFrrpsw2K/cZRHKaItId1GOHWVIxm1UNNbgMg7+4q7G1xtYaA9UWtiLr+LlD\nfooMByhiVSZNpBIYDYIXjZrA2PxiSkwH1259nWYrxJC8yKLv0LPuiRJwksulCmV/Wd9aj6Vt8g2T\nkLb2qy6wQgghhBD7m3Qmd3EBVwPHEckyrymlfq219me6cbkg0ZyeF448jJ0BD/9q2tm2X7PR08iT\ne7YS0hZ+y6IxHGgLc4rFoyfQGA4yr3QsEwqGxoLXZl9TbPmHCQVDeXLP1lgQPLOsgsqiMjZ43DiU\nicuwcSgz1oZZxeWxrqFFpoNZxeVpdf2UgCPSNau4HFMZeGxLusAKIYQQQmS5dLp6/h5oAR5se3w+\n8ARwdqYalesenXACt+9Yz7+bdsW2BbSNxwriMEz8OkyRmcewvHy8Vogn67ZSYJisba7lz0eczKJR\nE9ngcccmg4luT1SNW99aT1hbFJsOQnaHqks0lWrY7GvK2CydYnCqLCrjOwdOZkXRNh6Wf09CCCGE\nEFktneA3RWs9Ke7xaqXUxkw1KNfkAeG4xwr4/HvPcVTJCA50FuGxQxQZDo4bMopVjTXYWqOAEQ4X\nClAYGEp16pKZqKvmolETO91cl5gO6sKBSJdRpWgI+VlWW0VNoJUQNsWmg6C2WdVQQ6sdwqkMWu2Q\ndMsTfeLg/BLGu4bIvyUhhBBCiCyXTvB7Wyl1tNb6PwBKqTnAusw2K3cYHaZ30cDallrWttSycMSh\n5CmDeaVjabFClDtcOJVBUNtcfsDhsTF6t1Svi3XhbAj5uWTzGiYVDiNgW2zy7mVIW1fNROLP67XD\n3Pvp+xSaJgHboi7kj3UnHZ7npD7kjwXEEtOR8HzZtFB5NrVFCCGEEEKIXJZO8JsFvK6U2tH2+GCg\nSin1PqC11pUZa10OCCYc5Rfxx7qtHJRfxNrmWpZUzKbYcBDSFsWGIzZGD4iN62sI+bl5+zpsHR0Z\nqNFAwLbY7IvMp9MxCM0qLo+d10BhKmIzhBabeQzNyydkWzSGg4zIy8dhmIRsixYr1Km9qWYC7e8Q\ntr8umi6EEEIIIcRASCf4nZ7xVuynbHSsq2aLFUo6Y2Z0QpVLNq/B1pp8w8Rnh9GAUxmEtc3yPVv4\nyLu3UxCKn4mzsTmkKQAAIABJREFUxHRw3Sf/pdrfglMZOAwHCigyncwrHcva5lpC2qLIdCasICab\nCXQgQtj+vGi6EEIIIYQQ/S2d5Ry2AyilRgKuuO07kj5JAJDfYdHvrmbMnFc6luV1WwjYVqwDaVDb\nbedS6QWhtgKkQ5ncM35Ou3X44mcMTfTcZAuVD0QIk0XT+590rU0s169Lrre/P8g1EkIIMRiks5zD\nV4H7gDHAHmAc8BEwObNNy30XjTqM2SUj076ZWFA+HoBVDTV4rBB/cVcTXQ2wzFGQMAjFV+O8loVp\nqNhafy1WiEWjJsbO31XwTLaO30CEMFlTsH9J19rEcv265Hr7+4NcIyGEEINFOl097wCOBl7UWs9Q\nSp0ELMxss/YPbzbvwW/blJiOtG8kFpSPZ0H5eG7fsZ5n3dUYysDWmlHOgqTLOUSXidDY2NroVUBL\nFA4HKoTJmoL9R7rWJpbr1yXX298f5BoJIYQYLNIJfiGttVspZSilDK31aqXUAxlv2X7gbW8D73ob\n+MOej+Fw2nW1BBJ+Hb3hOLOsgmW7N8eWg4hOBtPVcg4/HjebUoerWwFNFnYX0rU2sVy/Lrne/v4g\n10gIIcRgkU7w26uUKgZeAZYrpfYAnsw2K3eYgJViv01kkpdf7/qQnUEfIW1hR3pvYrTtD1oWIWyK\nDAcrJ58WC1krJ5/WZSDruExEqcPVrntnvGfqt7GqoYZ5pWNj3Uqlm1NuyPQYJOlam1iuX5dcb39/\nkGskhBBisEgn+M0HfMD/ABcAQ4HbM9moXOJUJj6dKvpFtFqhWHeian8LABWuErb4mmmxguQpg6Zw\nkBXu6tiNRzpVtvjlHIoNByWmg2W1VZ1uYJ6p38bCqtXYWrO8bgsQ6VYq3ZyyX3+Fc6nqJpbr1yXX\n298T3f2gZDBeIyGEEIOPkWyHUupQpdSxWmuP1trWWoe11r8D3gaGpXNypdTpSqkqpdQWpdSNCfZ/\nTym1USm1QSn1klJqXM+/lYFhtc26mYoCZpeMiHUnKjIcKBSbvHuxtI3qcGw6NnjcLKutAmBJxWxO\nHDqGyw6YyC3V61iy423O+eglNnjcseNXNdTEloqwtWZVQw0g3ZxyQXw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wQp98PwM9ccoL\nL7zACy+8wIwZM4DIp84ff/wxBx98MOPGjePoo48G4D//+Q8bN27k2GOPBSAYDDJ37tzYec466ywO\nLCpj8Ulf4uYXb+7ydZuamrjooov4+OOPUUoRCoVi+04++WSGDo38bCZNmsT27dupr6/nxBNPZMSI\nEQB84xvfYPPmzQnP/eUvf5n8/Hzy8/MZOXIktbW1vPbaa3zta1+jqKgo1t5XX32Vr371q0nb+O9/\n/5uzzz6b8vJIJba0tBSAN954g7/+9a8AXHjhhe2qA4msXr2au+++G6/XS0NDA5MnT+aMM84A4Lzz\nzgPg85//PM3Nzezdu5fXXnstVjHImz2JcFMLwwI2Ddpm9JTDY922QqEQixcv5t1338U0zaTXI53r\ns3btWubPn4/L5cLlcsXaJ0Qm9OX7DsCsWbNiv5OpZOp958UXX+SPf/xj7PHw4cN55ZVX2j33ggsu\n4JVXXuHMM89M2DatNd///vd55ZVXMAyDnTt3UltbC8DYsWNj12DhwoX84he/4NRTT+WQQw5hwoQJ\nAFx00UU89NBDXHvttbG2Rn3wwQfccsst7N27l9bWVr74xS92ea0g8fV97bXXePbZZwE4/fTTGT58\neFrnEkKIwUiCXwYF7HAsnK3eu4u6kB8Ljc8OY5kOhuTl0xgO8O0tr1Nomtht030adF6CIV4m10VL\nJ9ClOxPntm3bME2TkSNH8tFHH6X1+lprbrrpJq644op226urq2MhKXrcqaeeylNPPZXwPPn5+UBk\n4odwONzl6/7gBz/gpJNO4kd/eIR/bnyXBxYs6nSu7pwvUVt6+vy+5Pf7ufrqq1m3bh1jx47ltttu\nw+/3x/Yr1X7O146PZxWXo1A0hPyYymBkUUls3/3338+oUaN47733sG0bl8uVVpuy6fqI3JeL7zvP\nPvss1dXVnHjiiZ3O1Z3z9aXly5dTV1fH+vXrcTgcVFRUxN4runqfSCT+Ol588cWsWLGCadOm8fjj\nj/Pyyy+n1abuXl8hhBDtyRi/DLKBTd69BGyLXUEvmsjafRrYa4X4NOChMRxAY1PmcOGxQ3isEGUO\nFyFtsb418TiF+Jk001n+IF3pzuoZX3EMaYsV7mqW1VZhxx1TV1fHlVdeyeLFi9O6KYj64he/yGOP\nPRYbN7Nz50727NnT6bijjz6atWvXsmXLFgA8Hk+XFaaSkhJaWloS7mtqaiJcNoRzPnqJOx/+FXtC\n/pSzms6ZM4c1a9bgdrsJhUI8/fTT6X6LABx//PGsWLECr9eLx+Ph2Wef5fjjj0/Zxi984Qs8/fTT\nuN2RdjU0NABwzDHHxD7dX758Occff3zS143euJWXl9Pa2tppps8//elPQORT9KFDhzJ06FCOP/54\nli9fHnnNt97ncweM4YeTjuPs8kMYnrcv3DU1NTF69GgMw+CJJ57Asiwg9XVP5thjj+Vvf/sbfr+f\n1tZWnn/++W49XwxOufi+c+CBBwKRcX1dSfd959RTT+Whhx6KPW5sbOSoo45izZo11NfXY1kWTz31\nFCeckLynSFNTEyNHjsThcLB69Wq2b98e27djxw7eeOMNAJ588kmOO+44Jk6cSHV1dezaPPHEE0nP\n39LSwujRowmFQrH3Fuj5e8Wf//xnIFK5bWxs7NbzhRBiMJHgl0Ea8Nph6kJ+PucqaTeJyzDTyUH5\nRZQ68lEYuEN+igwHRWlO7hI/OUt0opd0ll9IpWOgW9kW6DqeN77iaGtYVruZJTvexufzcnjlVCZP\nnswpp5zCaaedFpskIV2nnXYa559/PnPnzmXq1KksWLAg4Y3AiBEjePzxxznvvPOorKxk7ty5scH+\nyZxxxhk8++yzCSdZuP7667n7h7fxyQXXU4AB6HbBO3qNm60gAKNHj+a2225j7ty5HHvssRxxxBHd\n+j5nzpzJxRdfzFFHHcWcOXO49NJLmTFjBmVlZRx77LFMmTKl0+QukydP5uabb+aEE05g2rRpfO97\n3wPgwQcfZNmyZVRWVvLEE0/w85//POnrDhs2jMsuu4wpU6bwxS9+kSOPPLLdfpfLxYwZM7jyyit5\n9NFHgcgELOvXr6eyspIbb7yRPz/xBxaNmsgoZ2G751599dX87ne/Y9q0aWzatCn2CX9lZSU+bMZO\nPpzr7lqS1vU58sgj+epXv0plZSXz5s1j6tSpsW5vv/nNb/jNb36T1nnE/s/n88WWc8jF952bbrqJ\nGTNmpFXBSvd955ZbbqGxsZEpU6Ywbdo0Vq9ezejRo/npT3/KSSedxLRp05g1axbz589P+loXXHAB\n69atY+rUqfz+97/n8MMPj+2bOHEiDz30EEcccQSNjY1cddVVuFwuli1bxtlnn83UqVMxDIMrr7wy\n4bnvuOMO5syZw7HHHtvuvOeeey733HMPM2bMYOvWrV1eD4Bbb72VF154gSlTpvD0009zwAEHUFIS\n6YnwpS99iV27dqV1HiGEGAyU1qlGqWWf2bNn60ysNdZT5mtLU+6PLufwzZGHMa90LKsaaphUOIyl\nu6tiXSWXVMymxQoxq7iczb4mVjXUMK90LAvKx3f5+j1ZAD2dc9kAmtg4xOh5N23axOtr1zL73DNZ\n31rPp4FWHo9bKP6Wg2eyaNTEHr3+QEt2LfvyGu9vnnzySZ5//vl26/R11NPr19raSnFxMV6vl89/\n/vM8/PDDzJw5sy+bL3LEjh07WLLkbr797SuYOnXqQDdHZJFAIIBpmuTl5fHGG29w1VVXxZbsEEKI\n/ZlSar3WulvrY8kYvwwL6kgHyEmFw5hQMJSWoZGAd+rwgzqNpdvgcXNL9TpC2mJtcy0TCoamHGe3\nvrWemkBrj9beSyR+7b+aQCu/iwt0r9fu4KmH7mTpr36FCfxx/HgWnXQSGzxulu/ZmpHxhv0t2dqH\nPV3fsD9kapKdvtTT63f55ZezceNG/H4/F110kYS+QaixsZHbbvsJS5c+SjB4NO+9dy3/+c+L3erG\nKfZvO3bs4JxzzsG2bZxOJ0uXpv4wVgghBjMJfhkWvT3Z5m/uVPXoWBlb31pPqx3CqQxa7VDSG+RE\nlbm+Cl7RWT03eNw8uWcr9UEfgZfXs+TuxZzg9fG+388bwDUXX8x7W7akXCi+J+KDDNDvoSbRrKaZ\nnEynN3KlEtnT65eqiij2b36/nwce+CU//vHdhEJnEgi8D4zkww+n8M9//pPTTz99oJsossRhhx3G\nO++8M9DNEEKInCDBL8OiHWk3eZu6rHqUmA7qQ35srTFUZDH3RDpWUC4+YAIH5Rd3Cki9qQZVFpVx\nX/54fnD5VXg3bOTXXi8nte37GrC0vp4H7r2X6266Ke0lILrSLtCmOcNpf+jrcNtXsrkSGS9br5/I\nPrZt88QTy/l//+8HeL3T8XrXAPvGsXk8P+Gaa25g8+ZTY8uICCGEECI9Evz6yQhHPjuD3ljVoyHk\n55LNa9qN5WuxQozIy8dhmIRsixYrlPBcHSso88sqOt1M96Ya5PP5uGvJEn55//1cHwhwrW3jjNu/\nE8C2+dtf/sJ1N93Ug6uRWHyQqfZHJlaocJVkRajpq3Dbl7K1EplINl4/kV1eeOEFrrnmBj77zIXH\n8wfguA5H1OByPUdd3U7cbjcjR44ciGYKIYQQOUtm9ewnNQEPlx0wkQOdRcwpGcHN29fxxJ6PWVi1\nmvs+fY9ltVWUmA6KTCcKKDKdSW/k01nOoeMMndEZKrXWfDfF4Pf/e/55phxyCB/efz/v+HxcHxf6\nQsA9hsH0ggKOuvZa/tlhhrreig8yHWc4LTEdfTJz6f4kU8t6CNGXVq9eTVNTU9L977zzDnPnnsrX\nvraYLVtuweN5nfahby8Ox40UFExn8eIx1NRsldAnhBBC9IBU/PrJx75mbt6+DltrXm+pRQEuIw+/\nbbGk5h1K8/I7zfCZ6ka+qwpKsmrQU8uX8/tHHuGNNWt44/33Y92ltm/fzncvvZSNr7/Or7xevtjh\nfC8D1xQVcfDMmfznscfwjh7OH5t3MMvuu657HbsEQiTAlpiO2KQ3A93tM9tIJU1ks7fffptTTjmN\nSy+9mt/+tv0yI9XV1Xzve7fwj3+8hM/3Q+BSIL57ewClHiI//6ecddZXufvuDbE174QQQgjRfVLx\n6ycjnQXYWpNvRIKWBgK2hQKcyoxV5lqsUGx9vlSeqd/GJZvX8Ez9toT7E1WD3G4337vmGv4RDuPc\nsYNHHn6YQCDAnbffzqwjjmD26tW83yH07QYWulxcVF7OHb/7HX9fswbv6OFpLfTeE/HrE0a/brFC\nCauXQojs5fP5+NrXFmLb9/LEE8vZti3yXuV2u1m8+H854ohZPPfcofh8m4Gr2Bf6bGA5hYWHc8IJ\nq1m3bjXLlz8ioU8IIYToJan4ZZAiEvAKlcmiURO4efs6ArZFnjL4Rvl4PvG3cFTJCJ5vqOnWOK1n\n6rexsGo1ttYsr9sCkHDNv47VoOsWL+Ycv585wK88Hk65/np+9uMfM7Gxkbd8Pg6Je24YeEgplrhc\nXHLFFWxcsiS2IHd/TyqSS2PZhBAR1157I3V104DvEgw2s3jx9Rx77JH85Cf3Eg4vIBD4EDigw7Ne\npKjoBsaNy+PXv/4dn//85weg5UIIIcT+SYJfBkVn9PRqi23+Zv4w8aTYAu6//GwjHitETdDDPYfM\nSat7Z9SqhppY9TBgW6xqqOlysffVq1fz4nPP8WEwCEAlcKfXy6jWVs7ocOwbwFVFRZRNnswrjz/O\nEUcc0W5/fwexwTQrZC6syydEV/71r3/xxBN/xed7DwDL+h7//vcRrFmj8XpfAyZ2eMZ7FBXdwJAh\nW3nggTs5++wFslafEEII0cck+PWTTd4mHjr0eBaUj+eOHevZGfAAsDcc5CNvIz84eFba55pXOpbl\ndVsI2BaGUswrHZvyeL/fzxULF/Kg10tJ3PZLbbvdcXXAjS4X/ywo4N6HHuIb556b8OZrIILYYBjL\nlivr8gmbQx63AAAfzElEQVSRSkNDA+ee+y18vmVAadvWIgKBT4COSzBsx+X6AU7nC9x++y1cddXl\nOJ1OhBBCCNH3JPj1kxGOfJ6p38aqhhp2BjxYsXog7A56Y19Hj4lf5qGj6Paujov68a23MqWxkflJ\n9lvAI0rxQ5eLCxYtYuNPfsKQIUNSnnMwBLH+livr8ol9pELbntaaiy++mtbWs4BTOuyND32NOBx3\nkpf3GN/+9tXcfPPmLt9zhBBCCNE7Evx6ySAyFUEyqu0PKM7f9BI2kS6gKm7/KGchkP7Yvej2rgIf\nwIcffshvHnyQd32+pMfcoRSPjDmAh/7yRxbM6d2YGrkR7jkZy5hbpELb2fLlT/HSSxsIBtcnPcYw\nfoXTeStnn30Wd931AaNHj+7HFgohhBCDlwS/XkoV+hwohuQ5KTIcfOJvwYrbFw1/BooiI49ltVU8\n597e7bF7qbzbUsd553yd2/x+Us2Hd47W3ONu4MbGj5jgmdzjm9e+uBEezMFxMI1l3B9Ihba9HTt2\ncNVV1+L1/gMoSHpcYeEz3HTT9/j+92/qv8YJIYQQQoJfJuUrk7sOmcOs4nIu27ym3T4TGJaXj61t\n7tv5PgWGib9teYd0x+4lEg1OJaaD79xzJyO2VXOV1imfMwm4IhzmibseZf2ME9O6eU0U0Hp7I9zX\nFZRcDJHShTZ3SIV2H9u2Ofvsi/H5/geYmfLY1tYfc9995/A//3MtBQXJA6IQQggh+pYEvwwKaovX\nmnZTYjqYXTKSdXHr3dlAYzgAQGnbOn7ukJ9LD5iI37YTjt3rKsjEB6fWPW5aH/wD//QHOi3WaAFu\noJ7IhC51wJiwhfvltzA/2AajOs64l/x14gNab2+E+7KCIt3wBl4uBu/ukArtPvfe+wAffBDAsq5P\n4+i5+P1H8bOf/YKbb74h420TQgghRIQEvwwKonliz8csr9vC4tGTOo0HVCg0YKNjYemK0ZO6DHXJ\ngkx8cNp71zJG+YPcne+kNs+k2cxjZzjE3rCFNxRmaEEBo4YNY0RZGa7SYdjlw7hk3CEcWzGhy+8r\nWUDr7Y1wX1ZQpBvewBoswVsqtLBp0ya+//2bsKzzMIybycvzYZo+DCPyR6nIH/ChdeRPMOjmoYfW\nS/ATQggh+pEEv34Q1jar9+5CoTCJBD0AUylsrTmn/BBml4xMGZbSCTKzissJ2BabvHtxHDWZOcee\ngFE6lNMPrGBPocny4G4OLS+nqdDBDw6ZzaIuKnvJpApovbkR7ssKinTDG1gSvAePvLw8Fi/+DsXF\nBRQWuigoGEVBQUGXf4YPHz7QTRdCCCEGFQl+GRZdtqHAzItM5qIUaCgy8nAYBkWGI2mVL16qIBNd\nAmJ4npO6kB8LjXnm5/n64V+IdRfd4HGz4qOXaNYWTmVSYjpYVlvVo4CVyS5ufVVBkW54A0uC9+Bx\n6KGH8sAD9wx0M4QQQgjRBQl+GRSdtVOjGeEoYITDRbMVoizPwQOfO4YWK5QylHQcI5UoyMQvARGt\nJBYYeZ1mBY1/fonp4Jbqdb3qhpcLXdxyoY37KwneQgghhBDZRYJfhmk0Borjhozi3VY3LsPGoUwm\nFAxNeTO8weNm/sYX8FghikwHKyedljDIrGqowdKavLZuo5B8VtDo85fVVkk3PJFxEryFEEIIIbKH\nBL8MykPhNCLdKj12GK8dBsBrh5OGrWiVb11LHbsCHgylaAoHWemuTnj8pMJh2GiCbaHvy8PHsjcc\nZH7ZuKRrAEo3PCGEEEIIIQYXCX4Z5DAMyh0ugtpmo6eR+rA/tq8h5O90fPxMiM3hEPGr7yVbia/U\n4WJEXj42YGnNWy31FJomS3dXcerwgxKGxf2tG97+vmyAEEIIIYQQvSXBLwOcysCJgd+2+LStalcX\n8mOgyFOKsNZs9O6NHR8NLjWB1lgXzKBtgXKigCLDwZllFQlfa1ZxOcPyXIS0hc+2MCFpF86OAWl/\nCEmDZdkAIYQQQgghekOCXwY4lIGpFMOVk0LTQci2OLxwKK817yasbQwUkwqHsay2qt1EKzYQtC2q\n/S0UmQ5+fUjXE8AkmrQlURfO/TUgybIBQgghhBBCdE2CXwb4bQuNZpiZH6nYmU5OGnYgK9zbabFC\nFBgmv9y1EUOB17IwDcUYZyG7gl68dhhLaxzK6HTeZF0a46t3EwqGJjxmfWs9rXYIpzJotUP7TUCS\n8YpCCCGEEEJ0TYJfBkTX7jvQWYRPh/lK6VharBAuw+TA/CKq/S00WUGG5Tmx0SgN7pCfoG3hsUKY\nyqAu5OeqLa8xxHTgUCZLKmantQRDsi6cJaaDuqAvssYfihLTkfHr0B/2t/GKQgghhBBCZIIEvwww\nUdho3vc1AHD/rg/4nzFTsIFqfwsKhccK0mqFMJTix+NmU+pwsa5lD4/srgIiy0BY2o51YVzVUNOr\nLo0bvY1oousKRh5H5frkKMnCbq5/X0IIIYQQQvQVCX4ZYCoFWmPFbft7w47Y1Jy21pTkOTBQKBSl\nDheLRk1kVnE5K+q302KHKDEcOAwjMt7PcDCvdCxrm2t73KVRtf0x2tb7U23bN3jczP/wBTx2iCLD\nwcrJp/VZSBrI4LW/jmkUQgghhBCiJyT4ZUBQ2522GcrAUDYVrhK2+1tpCAci2zt0u3SaJi5sHMog\nrDV+28KpDCYUDO1Vl8b5ZRU8Vrs5tiD8/LZZQle4q9kV3Lde4Iok6wV210AHL5n0RQghhBBCiH06\nzyAiMmJsflFsEhK7rfSnUGh0rNtlJKzYFJsOPHaIhnCAkLapC/lZ6a5O63U2eNwsq61ig8fdbntl\nURkrJ53GXYfMYeWkfVU91eH5HR/3VHzwCmmL9a31fXTm9MikL0IIIYQQQuwjFb9+4jLyYhW7dS17\nWLp7U2xfNGyVmA7qQ35srdGxJdsje3cHvczf+EKsYhcf3qK6qrIlGguXrBLYla66cQ508JJJX4QQ\nQgghhNhHgl+GKSJl1QtGHhrbNt41BNU2AYyB4ojC4QC0WCFG5OXjMEw8VjgyFk9FFnAHxa7Avi6Z\nKxN0yexJ98ZoJbA7ASmdbpzZELz2l0XqhRBCCCGE6C0JfhmUhyLfMGNj+KJhyWtZDHfkU2jkEdQ2\nH3kbY4u5F5lOQtpieF4+lx0wkY3evcwrHdtuFk6IzRPTTldVtnTWAUxHugFTgpcQQgghhBDZQYJf\nBrkMk4mFwzotxxC0PVio/9/evUfJWdd5Hn9/qro7TTqBXDpEMIEmyMWgwCQR1EXWGyrKQMYxIzhH\nGQ4rOAcdx2WcxdHDsh52FhZZGUfHPaIE7wyjwwQ1iI6iCCoQlFtgErKYK7l3CJ10ursu3/3jebry\ndKer0510pZLqz+ucPl311HP5Pc/zy9P1zfd3QUCzctyxaSU5UZmvr6tUYHK+uTJv38Mvb+bGjgUc\n39JWGX1z7sSpLN68YkAQN1yWbXCWrv84B5KNq3czTjMzMzMzGx0HfrUU8B/dLzF50HQMbfmWSjav\nNZfjxzvWV7JnXaUCV8w8jcWbVwzIqnWVCtwy51zu61zH3IlTRjSZe1Y2S/diXzd/ueohBFX7Cw7n\ncGjGaWZmZmZmI+fAr4Z2RREF9JSTGf36g6VsNq8M9JVKrC4l8/X1Z88GZ9Wy29y3Yx154LgJbQOa\nWg7X9y67v75yiZ3FXvLKVe0vuD9uxmlmZmZmduTwdA41FkCJ4DtbVlWWPde9g13lAgF0l4q8XC6w\ns9jHy6W+yjr9WbXPnDCPu1/9NrpKhUrGLidRDPZpavn4rm3sLvURwO5S34ApFLL7W9R+UtrQdG8Z\nzczMzMyscTnjd4h0lwqVbFxPqcS2Yg8BlDMTN7xU6uPv1/6eu179dmDfrFo5YHVPkhm87VXn7tNH\nb3K+ma3FXsoR5CQ6Cz0D+gH2/8yf1M7SzvWV/oILRziFg5mZmZmZHZkc+B0ihQh2FHsJgt5yidZc\nngm5PC8Veyll1nt+z85h9lGip1yiRUMnartKBdqbW2lRju5ykc+tf5qJ+fw+zT7PbJvOkjNGN4WD\nmZmZmZkduRz41Vg+bVLZrBzbij2V5TlgT7m0TzPLD2Tm+8tasn01Wws95CS2FPZw1fMP0qTcgMFZ\n5k9qZ1KumUKUyCHyYsCUC8CAYM8Bn5mZmZnZ+ODAr4YETGlqoS3fzFH5JnJQmbh9gvIc23IUu0tF\nespF+qLM0flmLpg6q7J9dt69bIBYJsnuNQ0anCU72mb/YDDZwWH2N+m6mZmZmZk1Jgd+NXTe5Jlc\n/orTmD+pnZ/uWM+9nWvoH0qlLd+EgLzE0fnm/Y7QmZ3Hr1Aus7tcrBwnGxRmM3mnHnVMJXAc6aTr\nZmZmZmbWeBz41VBrLl95Pa25lfamVoJAiPe1d9BTLjN34hRu37RiQGZu8eYVrOvdtc88fv398ibn\nm/nkC4/sd3CWwc05Pem6mZmZmdn45MCvhn7x8iae73m5krGb2jQhmbsv4N+2r6EQZX7+0ovcMicZ\noXPw/H4MmrKhWjYvG9xlm4dml3vSdTMzMzOz8cuBXw2VI+gqFcipSFepwI0dC7ivcx27SwXu2b6a\nnMTOYh/Pdu/g+hPms3jzCnaVC7QoRyHKXP2K05k1YdKQgdpQg7MMN4F7tW0ON9UCVzMzMzMzO3AO\n/GqoRLC92AvA8t2dfH/b6kofvWy/vM19e1i8eQWdhR62FXoq8/BNzI3s9vQHS+sHNQ890vrx7S9w\nNTMzMzOzA+PA7xBZ2rmODX27ABEEk/PNNClHi3J8b9sLfHPL8zRJtCpHWcl0D9Xm4cvKBkvlAMSI\n+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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "The pearson correlation between these two variables is 0.34187483862 with a p-value of 6.05434132733e-73.\n" ] } ], "source": [ "# create global lists for gdps difference and \n", "globalCollaborations = np.asarray(custom_flatten(colabMatrix))\n", "globalCapabilityCorrelation = np.asarray(custom_flatten(adapted_country_correlation))\n", "\n", "# scatter plot\n", "fig, ax1 = plt.subplots(figsize=(15,7))\n", "sns.regplot(globalCollaborations, globalCapabilityCorrelation,fit_reg=False, marker=\".\", color = '#02c39a')\n", "plt.ylabel('Capability Correlation of Country Pairs')\n", "plt.xlabel('Number of Shared Assets of Country Pair')\n", "plt.title('Capability Correlation and Scientific Collaboration by country pair: Global')\n", "\n", "# annotations\n", "plt.annotate('Similar but not collaborating.', xy=(11, 0.7), xytext=(20, 0.75),arrowprops=dict(facecolor='black', shrink=0.05))\n", "plt.annotate('Different and not collaborating.', xy=(11, 0.1), xytext=(20, 0.15),arrowprops=dict(facecolor='red', shrink=0.05))\n", "plt.annotate('Similar and collaborating.', xy=(100, 0.7), xytext=(110, 0.75),arrowprops=dict(facecolor='yellow', shrink=0.05))\n", "plt.annotate('Different and collaborating.', xy=(100, 0.1), xytext=(110, 0.15),arrowprops=dict(facecolor='blue', shrink=0.05))\n", "plt.annotate(\"\",xy=(60, 0.0), xycoords='data',xytext=(60, 0.9), textcoords='data',arrowprops=dict(arrowstyle=\"-\",connectionstyle=\"arc3\"),)\n", "plt.annotate(\"\",xy=(-10, 0.4), xycoords='data',xytext=(125, 0.4), textcoords='data',arrowprops=dict(arrowstyle=\"-\",connectionstyle=\"arc3\"),)\n", "\n", "\n", "plt.show()\n", "\n", "# get correlation score\n", "correlation_score = stats.pearsonr(globalCapabilityCorrelation, globalCollaborations)\n", "\n", "print 'The pearson correlation between these two variables is {} with a p-value of {}.'.format(correlation_score[0], correlation_score[1])" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Different and not Collaborating:\n", "Argentina - Australia\n", "Australia - Argentina\n", "Austria - Argentina\n", "Bangladesh - Argentina\n" ] } ], "source": [ "print 'Different and not Collaborating:'\n", "counter = 0\n", "for i in range(len(countries_available)):\n", " for j in range(len(countries_available)):\n", " if colabMatrix[i,j]<60 and adapted_country_correlation[i,j]< 0.4:\n", " print countries_available[i],'-', countries_available[j]\n", " counter += 1\n", " break \n", " if counter == 4:\n", " break" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Different and Collaborating:\n", "Austria - France\n", "Belgium - France\n", "Denmark - Netherlands\n", "El Salvador - Germany\n" ] } ], "source": [ "print 'Different and Collaborating:'\n", "counter = 0\n", "for i in range(len(countries_available)):\n", " for j in range(len(countries_available)):\n", " if colabMatrix[i,j]>60 and adapted_country_correlation[i,j]< 0.4:\n", " print countries_available[i],'-', countries_available[j]\n", " counter += 1\n", " break \n", " if counter == 4:\n", " break" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Similar but not Collaborating:\n", "Argentina - Iran\n", "Belgium - People's Republic of China\n", "Brazil - Costa Rica\n", "Canada - Denmark\n" ] } ], "source": [ "print 'Similar but not Collaborating:'\n", "counter = 0\n", "for i in range(len(countries_available)):\n", " for j in range(len(countries_available)):\n", " if colabMatrix[i,j]<60 and adapted_country_correlation[i,j]> 0.4 and adapted_country_correlation[i,j]< 0.8:\n", " print countries_available[i],'-', countries_available[j]\n", " counter += 1\n", " break \n", " if counter == 4:\n", " break" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Similar and Collaborating:\n", "Austria - Germany\n", "Belgium - Germany\n", "Denmark - Germany\n", "Finland - Germany\n" ] } ], "source": [ "print 'Similar and Collaborating:'\n", "counter = 0\n", "for i in range(len(countries_available)):\n", " for j in range(len(countries_available)):\n", " if colabMatrix[i,j]>75 and adapted_country_correlation[i,j]> 0.4 and adapted_country_correlation[i,j]< 0.8:\n", " print countries_available[i],'-', countries_available[j]\n", " counter += 1\n", " break \n", " if counter == 4:\n", " break" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 3.2.3. Normalized Collaborations and Capabilities \n", "\n", "In order to more deeply understand the relationship between collaborations and capabilities, we will normalized the collaborations part of the procedure. To do this, we must specify: \n", "- Old collaboration definition: Country `i` and country `j` have `z` assets that have both their name as location. \n", "- New **normalized** collaboration definition: \n", "`normalized_collaboration`= (` number of shared assets between country i and j`)/(` number of total possible collaborations between i and j`)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us create a function that given a country returns its number of assets. " ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def get_asset_number(country):\n", " numberQuery = \"\"\" MATCH (a:Asset)-[:LOCATED_IN]->(ac:Country)\n", " WHERE ac.name = \"{}\"\n", " RETURN count(a)\"\"\".format(country)\n", " return DataFrame(connection_to_graph.data(numberQuery)).as_matrix()[0][0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And we create the `normalizedColabMatrix`:" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": true }, "outputs": [], "source": [ "normalizedColabMatrix = np.zeros(adapted_country_correlation.shape)\n", "\n", "for rowNumber in range(len(countries_available)):\n", " first_country = countries_available[rowNumber]\n", " first_country_assets = get_asset_number(first_country)\n", " for colNumber in range(len(countries_available)):\n", " second_country = countries_available[colNumber]\n", " second_country_assets = get_asset_number(second_country)\n", " \n", " normalizedColabMatrix[rowNumber, colNumber] = colabMatrix[rowNumber, colNumber] / min(first_country_assets, second_country_assets)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us check if everything is working properly: " ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of assets Denmark: 351\n", "Number of assets Portugal: 180\n", "Number of shared assets: 25.0\n", "Number of normalized shared assets: 0.1388888888888889\n" ] } ], "source": [ "country_1 = 'Denmark'\n", "country_2 = 'Portugal'\n", "\n", "country_1_index = countries_available.index(country_1)\n", "country_2_index = countries_available.index(country_2)\n", "\n", "print 'Number of assets {}: '.format(country_1), get_asset_number(country_1)\n", "print 'Number of assets {}: '.format(country_2), get_asset_number(country_2)\n", "print 'Number of shared assets: ', colabMatrix[country_1_index, country_2_index]\n", "print 'Number of normalized shared assets: ', normalizedColabMatrix[country_1_index, country_2_index]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since the maximum number of shared assets in this case is 180, the normalized shared assets as described above should be 25/180, which is indeed equal to 0.14." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now reproduce a scatter plot where:\n", "- the `x` axis corresponds to the number of **normalized** shared assets between a country pair\n", "- the `y` axis corresponds to the capability correlation for that same country pair. " ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": 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B75fppTks/zvQBu/X4hVmdgiv31s8Xl+b/UBXvBvS/Xg3M12dc/vyEifwf3g3yWvxmjvN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\nbnObHxe1dgdvrtvC2R3b8cjSlQBsOlTFBafnuM3Ck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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "The pearson correlation between these two variables is 0.129905773557 with a p-value of 2.31450323545e-11.\n", "Capability Correlation Mean: 0.15269746827174693\n", "Normalized Collaboration Mean: 0.04922511209177974\n" ] } ], "source": [ "# create global lists for gdps difference and \n", "globalNormalizedCollaborations = np.asarray(custom_flatten(normalizedColabMatrix))\n", "globalCapabilityCorrelation = np.asarray(custom_flatten(adapted_country_correlation))\n", "\n", "# scatter plot\n", "fig, ax1 = plt.subplots(figsize=(15,7))\n", "sns.regplot(globalNormalizedCollaborations, globalCapabilityCorrelation,fit_reg=False, marker=\".\", color = '#028090')\n", "plt.ylabel('Capability Correlation of Country Pairs')\n", "plt.xlabel('Number of Normalized Shared Assets of Country Pair')\n", "plt.title('Capability Correlation and Scientific Collaboration by country pair: Global')\n", "\n", "# annotations\n", "plt.annotate('Similar but not collaborating.', xy=(0.05, 0.6), xytext=(0.1, 0.75),arrowprops=dict(facecolor='black', shrink=0.05))\n", "plt.annotate('Different and not collaborating.', xy=(0.05, 0.1), xytext=(0.1, 0.25),arrowprops=dict(facecolor='red', shrink=0.05))\n", "plt.annotate('Similar and collaborating.', xy=(0.3, 0.6), xytext=(0.35, 0.75),arrowprops=dict(facecolor='yellow', shrink=0.05))\n", "plt.annotate('Different and collaborating.', xy=(0.3, 0.1), xytext=(0.35, 0.25),arrowprops=dict(facecolor='green', shrink=0.05))\n", "plt.annotate(\"\",xy=(0.2, 0.0), xycoords='data',xytext=(0.2, 0.9), textcoords='data',arrowprops=dict(arrowstyle=\"-\",connectionstyle=\"arc3\"),)\n", "plt.annotate(\"\",xy=(0, 0.4), xycoords='data',xytext=(0.5, 0.4), textcoords='data',arrowprops=dict(arrowstyle=\"-\",connectionstyle=\"arc3\"),)\n", "plt.annotate('(France; Lebanon)', xy=(0.83, 0.05), xytext=(0.7, 0.15),arrowprops=dict(facecolor='pink', shrink=0.05))\n", "plt.annotate('(Germany; Austria)', xy=(0.53, 0.5), xytext=(0.6, 0.6),arrowprops=dict(facecolor='pink', shrink=0.05))\n", "\n", "\n", "plt.show()\n", "\n", "# get correlation score\n", "correlation_score = stats.pearsonr(globalCapabilityCorrelation, globalNormalizedCollaborations)\n", "\n", "print 'The pearson correlation between these two variables is {} with a p-value of {}.'.format(correlation_score[0], correlation_score[1])\n", "print 'Capability Correlation Mean: ', np.mean(globalCapabilityCorrelation)\n", "print 'Normalized Collaboration Mean: ', np.mean(globalNormalizedCollaborations)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Interactive version [here.](https://plot.ly/~duarteocarmo/34/)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us analyze some of the datapoints:" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Different and Collaborating (Limited):\n", "Canada - Kuwait\n", "El Salvador - Germany\n", "Estonia - Germany\n", "France - Lebanon\n", "Germany - Latvia\n", "Germany - Lithuania\n", "Germany - Slovenia\n", "Germany - Ukraine\n" ] } ], "source": [ "print 'Different and Collaborating (Limited):'\n", "for i in range(len(countries_available)):\n", " for j in range(len(countries_available)):\n", " if np.triu(normalizedColabMatrix, 1)[i,j]>0.5 and np.triu(adapted_country_correlation, 1)[i,j]<0.4:\n", " print countries_available[i],'-', countries_available[j] " ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Similar and Collaborating (Limited):\n", "Austria - Germany\n", "Belgium - Germany\n", "Estonia - Spain\n", "Germany - Italy\n", "Germany - Poland\n", "Germany - Portugal\n", "Portugal - Spain\n", "Portugal - United Kingdom\n" ] } ], "source": [ "print 'Similar and Collaborating (Limited):'\n", "for i in range(len(countries_available)):\n", " for j in range(len(countries_available)):\n", " if np.triu(normalizedColabMatrix, 1)[i,j]>0.3 and np.triu(adapted_country_correlation, 1)[i,j]>0.4:\n", " print countries_available[i],'-', countries_available[j]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Comparing countries " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.1. Visualizing Differences " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will start by producing a macro visualization of the capability matrix of Denmark and the capability matrix of Sweden. For now, we will not focus on the exact capabilities taht differ, but just compare them side by side, without normalizing. \n", "\n", "We use the functions previsouly produced. " ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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vG20f7dueVP2asvwoYxQpLiCRBYDAIk0hArqKEHxGNfbYbNte2/r0qf/yutH2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\nIlZcQCILAIFFOmABmxCAl4u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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# call functions\n", "denmark = 'Denmark'\n", "compare_with = 'Brazil'\n", "colors = 'binary'\n", "dk_matrix = get_country_matrix(denmark, normalization=False)\n", "scnd_matrix = get_country_matrix(compare_with, normalization=False)\n", "vmax = 0.01\n", "\n", "# create a subplot\n", "plt.subplots(2,1,figsize=(17,17))\n", "\n", "# first heatmap\n", "plt.subplot(121)\n", "sns.heatmap(dk_matrix, cmap=colors, cbar=True,cbar_kws={\"shrink\": .2}, vmax=vmax, square=True, xticklabels=False, yticklabels=False)\n", "borders(1.5, 'k')\n", "plt.title('Capability Matrix: {}'.format(denmark))\n", "\n", "# second heatmap\n", "plt.subplot(122)\n", "sns.heatmap(scnd_matrix, cmap=colors, cbar=True,cbar_kws={\"shrink\": .2}, vmax=vmax, square=True, xticklabels=False, yticklabels=False)\n", "borders(1.5, 'k')\n", "plt.title('Capability Matrix: {}'.format(compare_with))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, let us create the map of differences, where: \n", "\n", "differences[i, j] = abs(denmark[i,j] - other_country[i, j]) for every i and j" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "collapsed": true }, "outputs": [], "source": [ "cap_diff = np.absolute(dk_matrix - scnd_matrix)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And plot the heatmap" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "image/png": 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hHXuo/QnKzq39gt1yRfVK9ZVbVid3kvTHyvrnDcpGzC5oWGYpG527Ttkh8XdKerOydaBy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\n6yS9zmXD2e8ys1TS7SVdL+n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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.subplots(1,1,figsize=(13, 13))\n", "plt.subplot(111)\n", "sns.heatmap(cap_diff,cmap='binary', square=True,cbar=True,cbar_kws={\"shrink\": .2}, yticklabels=False, xticklabels=False)\n", "borders(1.5, 'k')\n", "plt.title('Differences between Denmark and {} as absolute values'.format(compare_with), size=13)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.2. Understanding Differences " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us analyze the capability pairs where denmark and the other country have the most documents. \n", "\n", "We create a function that given a matrix, returns its top hits. " ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def get_top_hits(countryMatrix, name):\n", " \"\"\"\n", " The function prints the top occurences if fed a matrix of occurences, it also prints other types of valuable info.\n", " WARNING: Percentages are shown as 0 to 1. \n", " \"\"\"\n", " \n", " # list where all the values and indexes of matrix are stored\n", " top = 10\n", " values = []\n", " indexes = []\n", " no_duplicates = np.triu(countryMatrix, 1)\n", "\n", " \n", " \n", " q_documents = \"\"\" MATCH (n:Asset)-[:LOCATED_IN]->(c:Country)\n", " WHERE c.name = \"{}\"\n", " RETURN c, count(n)\"\"\".format(name)\n", " \n", " total_documents = DataFrame(connection_to_graph.data(q_documents)).as_matrix()[0][1]\n", " \n", " \n", " # loop through the matrix\n", " for row_n in range(dk_matrix.shape[0]):\n", " for col_n in range(dk_matrix.shape[1]):\n", " values.append(no_duplicates[row_n, col_n])\n", " indexes.append((row_n, col_n))\n", " \n", " \n", " # order the indexes and get the top\n", " Z = [indexes for _,indexes in sorted(zip(values,indexes))]\n", " extremes = Z[-top :]\n", " \n", " \n", " # create dataframe\n", " term_Dataframe = pd.DataFrame(\n", " {'First Term': [matrix_axis_names[e[0]] for e in extremes],\n", " 'Second Term': [matrix_axis_names[e[1]] for e in extremes],\n", " 'Number of Documents': [int(no_duplicates[e[0], e[1]]) for e in extremes], \n", " 'Percentage' : [no_duplicates[e[0], e[1]] / float(total_documents) for e in extremes], \n", " })\n", " \n", " # prepare dataframe\n", " term_Dataframe = term_Dataframe[['First Term', 'Second Term','Number of Documents', 'Percentage']]\n", " term_Dataframe = term_Dataframe.sort_values('Number of Documents', ascending=False)\n", " \n", " \n", " # print everything\n", " print 'The top hits for the {} matrix: '.format(name)\n", " display(HTML(term_Dataframe.to_html(index=False)))\n", " \n", " \n", " print 'The total number of documents is {}.'.format(int(total_documents))\n", " print 'Note: Percentages are as 0-1 in this table. '" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And we run the function on both our countries. \n", "\n", "Denmark:" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The top hits for the Denmark matrix: \n" ] }, { "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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
First TermSecond TermNumber of DocumentsPercentage
anaerobic digestionbiogas310.088319
ethanolfermentation260.074074
ethanolhydrolysis230.065527
ethanolstraw140.039886
bioethanolfermentation140.039886
yeastfermentation120.034188
ethanolenzymatic hydrolysis120.034188
ethanolcellulosic ethanol120.034188
hydrolysisbioethanol120.034188
fermentationcellulosic ethanol110.031339
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "The total number of documents is 351.\n", "Note: Percentages are as 0-1 in this table. \n" ] } ], "source": [ "get_top_hits(dk_matrix, denmark)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We notice that outputs play a major role in the capability matrix. Biogas, ethanol and fermentation are some of the terms that appear the most. \n", "\n", "And the other country. " ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The top hits for the Brazil matrix: \n" ] }, { "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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
First TermSecond TermNumber of DocumentsPercentage
sugarcanesugar4160.525917
ethanolfermentation4010.506953
fermentationsugar2100.265487
ethanolcellulosic ethanol2080.262958
ethanolsugar2070.261694
ethanoladvanced biofuel2000.252845
advanced biofuelcellulosic ethanol2000.252845
fermentationsugarcane1980.250316
ethanolsugarcane1950.246523
ethanolhydrolysis420.053097
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "The total number of documents is 791.\n", "Note: Percentages are as 0-1 in this table. \n" ] } ], "source": [ "get_top_hits(scnd_matrix, compare_with)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will now understand where the biggest differences are. " ] }, { "cell_type": "code", "execution_count": 55, "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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
First TermSecond TermDenmark PercentageBrazil PercentageDifference in percentage
sugarcanesugar0.0000000.5259170.525917
ethanolfermentation0.0740740.5069530.432879
advanced biofuelcellulosic ethanol0.0000000.2528450.252845
ethanoladvanced biofuel0.0000000.2528450.252845
fermentationsugar0.0142450.2654870.251242
fermentationsugarcane0.0000000.2503160.250316
ethanolsugar0.0142450.2616940.247449
ethanolsugarcane0.0000000.2465230.246523
ethanolcellulosic ethanol0.0341880.2629580.228770
anaerobic digestionbiogas0.0883190.0151710.073148
ethanolstraw0.0398860.0025280.037358
strawhydrolysis0.0313390.0000000.031339
fermentationmixed biomass0.0256410.0000000.025641
hydrolysisbioethanol0.0341880.0101140.024074
strawwheat0.0227920.0000000.022792
biogaswaste0.0256410.0037930.021848
biodieseltransesterification0.0000000.0202280.020228
strawfermentation0.0199430.0000000.019943
vegetable oiltransesterification0.0000000.0189630.018963
fermentationcellulosic ethanol0.0313390.0126420.018697
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Percentages are as 0-1 in this table for easy viz.\n" ] } ], "source": [ "# list where all the values and indexes of matrix are stored\n", "dk_perc = get_country_matrix(denmark, normalization=True)\n", "other_perc = get_country_matrix(compare_with, normalization=True)\n", "differences = dk_perc - other_perc\n", "differences = np.absolute(differences)\n", "\n", "values = []\n", "indexes = []\n", "no_duplicates = np.triu(differences, 1)\n", "\n", "top = 20\n", "\n", "# loop through the matrix\n", "for row_n in range(differences.shape[0]):\n", " for col_n in range(differences.shape[1]):\n", " values.append(no_duplicates[row_n, col_n])\n", " indexes.append((row_n, col_n))\n", "\n", "# print the table \n", "Z = [indexes for _,indexes in sorted(zip(values,indexes))]\n", "extremes = list(reversed(Z[-top:]))\n", "\n", "term_Dataframe = pd.DataFrame(\n", " {'First Term': [matrix_axis_names[e[0]] for e in extremes],\n", " 'Second Term': [matrix_axis_names[e[1]] for e in extremes],\n", " 'Denmark Percentage': [dk_perc[e[0], e[1]] for e in extremes], \n", " '{} Percentage'.format(compare_with): [other_perc[e[0], e[1]] for e in extremes], \n", " 'Difference in percentage': [no_duplicates[e[0], e[1]] for e in extremes]\n", " })\n", "\n", "term_Dataframe = term_Dataframe[['First Term', 'Second Term', 'Denmark Percentage', '{} Percentage'.format(compare_with), 'Difference in percentage']]\n", "\n", "\n", "display(HTML(term_Dataframe.to_html(index=False)))\n", "print 'Percentages are as 0-1 in this table for easy viz.'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, some patterns start emerging, the top half of the list shows where the country we are comparing to has more capabilities when compared to Denmark. The bottom half of the table, shows where Denmark has more focus. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Country Spectrums " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To further understand these capabilities, let us adopt a common spectral representation used in biology. By mapping each ccapability term pair and either a country has it or not. \n", "\n", "Let's start by building a function that gives us that same list for each country (e.g. its DNA)." ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def get_country_values(country):\n", " \"\"\"\n", " Returns the country DNA, if 'root' then it returns all of the names of the term pairs. \n", " \"\"\"\n", "\n", " matrix = get_country_matrix(country, normalization=False)\n", " matrix_tri = np.triu(matrix, 1)\n", " \n", " values = []\n", " indexes = []\n", " \n", " \n", " \n", " # loop through the matrix\n", " for row_n in range(matrix_tri.shape[0]):\n", " for col_n in range(matrix_tri.shape[1]):\n", " values.append(matrix_tri[row_n, col_n])\n", " indexes.append((row_n, col_n))\n", " \n", " \n", " if country == 'root':\n", " term_tuples = ['{}/{}'.format(matrix_axis_names[a[0]], matrix_axis_names[a[1]]) for a in indexes]\n", " return term_tuples\n", " else: \n", " return values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us examplify with a samll subset of countries and term-pairs. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 5.1. Country Spectrums: Zooming in" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The original shape was of 7 countries and 123904 term pairs.\n", "98% of the term pairs were empty.\n", "The final shape is of 7 countries and 1512 term pairs.\n", "Here, reduced to 45 for visualization purposes.\n" ] }, { "data": { "image/png": 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kSRocg2KSJEmSJEkaHINikiRJkiRJGhyDYpIkSZIkSRocg2KSJEmSJEkaHINi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\nmbYXJcv7JbB9bqY89xLddAcC37V9d464Aznm1DVIz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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# define countries\n", "scope_countries = ['Norway', 'Denmark', 'Finland', 'Portugal', 'Spain', 'France', 'United Kingdom']\n", "\n", "# create heatmap and names of capability terms array\n", "scope_matrix = np.zeros((len(scope_countries), len(get_country_values('Denmark'))))\n", "capability_pair_names = np.asarray(get_country_values('root'))\n", "\n", "# build the matrix\n", "for i in range(len(scope_countries)):\n", " scope_matrix[i, :] = get_country_values(scope_countries[i])\n", "\n", "# detect if a certain term pair is not used at all by computing the column sum\n", "column_sum = np.sum(scope_matrix, axis=0)\n", "zero_counter = 0\n", "zero_indexes_array = []\n", "for i in range(len(column_sum)):\n", " if column_sum[i] == 0.0:\n", " zero_counter += 1\n", " zero_indexes_array.append(i)\n", "\n", "# delete the empty term pairs\n", "print 'The original shape was of {} countries and {} term pairs.'.format(scope_matrix.shape[0], scope_matrix.shape[1])\n", "print '{}% of the term pairs were empty.'.format(zero_counter * 100 / len(column_sum))\n", "scope_matrix = np.delete(scope_matrix, zero_indexes_array, 1) \n", "capability_pair_names = np.delete(capability_pair_names, zero_indexes_array)\n", "print 'The final shape is of {} countries and {} term pairs.'.format(scope_matrix.shape[0], scope_matrix.shape[1])\n", "\n", "\n", "# limit the visualization\n", "limit = 45\n", "print 'Here, reduced to {} for visualization purposes.'.format(limit)\n", "\n", "plt.subplots(1,1,figsize=(20, 5))\n", "plt.subplot(111)\n", "sns.heatmap(scope_matrix[:, 0:limit],cmap=ListedColormap(['white', 'black']), center=0.01, cbar=None, square=False, yticklabels=scope_countries, xticklabels=capability_pair_names[0:limit])\n", "plt.title('Country Capability Spectral Representation: Zoom', size=15)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, a black marker simply means that the country possesses an asset that countains that term pair. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 5.2. Country Spectrums: Limited Countries " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us plot the full spectrum for these countries, keep in mind that the quantity of term pairs is important. " ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.subplots(1,1,figsize=(25, 10))\n", "plt.subplot(111)\n", "sns.heatmap(scope_matrix,cmap=ListedColormap(['white', 'black']), center=0.01, cbar=None, square=False, yticklabels=scope_countries, xticklabels=False)\n", "plt.title('Country Capability Spectral Representation: Limited Countries', size=15)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, let us try to map out all of the countries. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 5.3. Country Spectrums: Full Representation " ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The original shape was of 76 countries and 123904 term pairs.\n", "94% was empty.\n", "The new shape was of 76 countries and 6236 term pairs.\n" ] }, { "data": { "image/png": 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xOejY2dHRUaEpZmZmZmZmZmbWF3o6XbfakwKL6Vfmnw8AI+oocwdgg8LDSZfL\n0263A/YCiIjrJP1nkYNGzJe0EzAa+BhwiqRRETG+wnG2l/RtYGlgRWAmcE1ZnvVIQbQbc30WB57J\n26aRRvxdDVxdofxtSAFCImKWpMeB9wMvV2t4Hln3fEQ8Ielp4DxJK0bECznLhPxzOjAzIp7J+z0K\nrJmPOQq4P9d3KPBs3mc+8IcKh90CuD0iHst1LR1reVJgcl3S9VyyfMeI6ABK0T0/hdTMzMzMzMzM\nrJ/0NMj3b+CdZWkrAo8VPs/LP+fXebzFgC0i4rVioupckSjSEiX3AfdJuhH4LTC+rKwhwBnAZhHx\npKTxwJAKxYkUTNuywrZdSIHHTwHfl7RRRLxZVyWr2w9YX9Ls/Hk50mjGs/Pn0rlcUHhf+rxEru8F\nEfHdCmW/FhHzG6jLj4FbImLPPK361gb2NTMzMzMzMzOzPtSj6boRMQd4RtJHASStCOwE3FFzx4W9\nAixb+DwROKz0QdLI/PZ24HM5bWcWDS4i6d2SNi0kjQQer3CcUkDv+TxKcJ8q9XkYWEXSlrn8JSVt\nKGkxYM2IuAX4DmnU27Cy6kwiT5WV9H7S9OKHq5wDcpmfATaKiBERMYL0TL7yKbu13ATsI2nVXOaK\nktbqYp97gO0krV3aJ6cvDzyd349toA5mZmZmZmZmZtbHmvFMvi8C/yNpKnAzcGxE/L2B/a8B9iws\nRPF1YLO8oMVDvP28u2NJwaiZpGm7T1Qoa0ngF5Jm5frsCxyet50PnJnT55FGx80AbgDuL5RRzLc4\nKQB4fF6wYiqwVU7/vaTpwBTg1Ih4sawuZwCL5TyXAWMjYh7VbQs8HRHFVX1vJ01dHl5jv7dExEPA\nD4CJkqYBNwI1942I54BxwJW5jZflTScAP5M0hX5ahdnMzMzMzMzMzOqjNLvVrMcGVUeShL87A1+j\n17n0WIFG+4b7k5mZmZkNJv7716wh9T2/jr5ZXdfMrC01+oeH/1AxMzMzMzOz/uJpmC1O0kqkZ+0B\nvIu0gMlz+fPmEfF6hX1uAPaJiFf6ppZmZmZmZmZmZtafPF23jeRVgOdExC/6uy4VDKqO5OHlVk13\n+ob7k5mZmZkNJv7716whnq47GEi6RtIDkmZKOqiQ/pSkFSR9V9L/y2mnSZqY339C0gX5fYekzlzG\nD8vKGC9pSl4E5f193T4zMzMzMzMzM6uPg3zt7YCIGAWMBr4h6Z1l2yeRVu0F2BRYQdLiOe32nH50\nRGwGbAx8XNIGhf3/FRGbAOcA3+itRpiZmZmZmZmZWc84yNfejpT0IHA3sAbwvrLt9wOjJa0AzMmf\nNyUF+SblPPtJmgxMBj4AFIPHP0EaAAAgAElEQVR8V+afDwAjyg8uaVweBdjZ0dHRnBaZmZmZmZmZ\nmVnDvPBGm5K0A7AdsEVEzJV0BzCkmCci5kl6GvgicCfwCPAxYK2IeETSusDhpAU8XpT0+7Iy5uWf\n86nQVyKiAyhF9/xABTMzMzMzMzOzfuKRfO1reeCFHODbkDRlt5JJwFGk6bmTgEOAzrxtOeAV4GVJ\nw4Ede7fKZmZmZmZmZmbWGxzka1/XAUtLegj4CXBvlXyTgNWAeyLiaeAN3p6qOxl4CJgF/I402s/M\nzMzMzMzMzNqMvGy1Ncmg6khe8t2q6U7fcH8yMzMzs8HEf/+aNUT1ZvRIPrNu8C+kwUVa9J5aKa27\n3J8WJamp59j6nq/f4OFrbSW9/fvSeo+vU+8pntv+Ps/9ffxWqUM7KD9PPm9WLwf5zMzMzMysR/wP\nULPK/J+5ZtaXHOQbACR9X9JMSdMkTZX04W6UsZuko3ujfmZmZmZmZmZm1ruW6O8KWM9I2hLYFdg0\nIuZJWhlYqtFyImICMKHZ9TMzMzMzMzMzs97nkXztbzjwfETMA4iI5yPiH5JmSzpB0nRJ90laB0DS\npyTdK2mKpD9LWi2nj5V0en5/vqRTJd0l6VFJ+/Rb68zMzMzMzMzMrEsO8rW/icCakh6RdIakjxS2\nvRQRGwGnA7/MaXcAW0TEJsClwLerlDsc2IY0SvDnvVN1MzMzMzMzMzNrBgf52lxEzAFGAeOA54DL\nJI3Nmy8p/Nwyv18DuEHSdOBbwIZVir46IhZExEPAapUySBonqVNSZ0dHR88bY2ZmZmZmZmZm3eJn\n8g0AETEfuBW4NQfvDihtKmbLP08DTo6ICZLGAOOrFDuv8L7icmkR0QGUonteNsrMzMzMzMzMrJ94\nJF+bk7SepHULSSOBx/P7fQs/787vlweezu8PwMzMzMzMzMzM2p5H8rW/YcBpklYA3gT+Rpq6uyvw\nTknTSKPy9sv5xwOXS/oPcDOwdp/X2MzMzMzMzMzMmkoRnmU5EEmaDWwWEc/30SHdkWzAkkT5vbJS\nWq10a4yUnhLgc9m+/F0YPHytDarft90/2oOvU9/o7/Pc38cv1qEV6tLKys+Pz9egV/ERapV4uq5Z\nN5T+kO0qzayovI+UPjer79Qqp9n9sxnlSapaTkS89YdMeb7e/q4NhO9yX56vaqoFwWt9bqZa/atS\n3kbK7W2N1L3e8ip9boV+Yu3N/Sbpze9rs8tvRK17drveP3pa1+7sX7yn9zRIUyyrO3XpyfH74nd2\nq/T1/qxDO323uqpff17T3tbKbfN03QEqIkb0dx3MzHqD/xfTzMzM2kVp1JqZWV/ociSfpPmSpkqa\nIelySUs3swKSzpe0Tx15xtRZ3lhJz+U6z5J0ZFMquuhxZktauUL6eElH5fc/krRDE451oqSZkk6s\nsG1nSZ2SHpI0RdJJOb3ieZX0bklX9LROZmZmZmZmZmbWOuoZyTc3IkYCSLoIOBg4uVdr1XOXRcSh\nklYCHpZ0RUQ82deViIgfNqmoccCKETG/mCjpg8DpwC4RMUvS4jlvrTr9A6gZVDUzMzMzMzMzs/bS\n6DP5JgHrAEj6vKT78oi5s3KACUn7SZqeR/4dX9pR0hxJp+QRaTdJWqW8cEmjJN0m6QFJN0ganje9\nBLye8/w8j1qbJukXtSobEf8mrTY7PO+7iqQ/SLo/v7bO6eMlXSjpbkl/lfSVnD5G0rWF+p0uaWzh\nEN/Obb1P0joV2vPWaDpJoyXdJenBnH/ZsrzKI/Zm5DL3zekTSCvoPlBKKx4f+GlEzMrtnR8Rvyls\n3y4f89FCPUZImpHfj5V0paTrc7tPKNTnN3mE4ExJx9Y6z2ZmZmZmZmZm1r/qDvJJWgLYGZgu6QPA\nvsDWeZTffGB/Se8Gjgc+CowERkvaIxexDNAZERsCtwHHlJW/JHAasE9EjALOA34KEBGHR8RdeWTe\nnsCGEfEh4Cdd1Pk9wBBgWk76FXBKRIwG9gbOKWT/UK73lsAPc1u68lJEbEQaTffLGvVYCrgMODwi\nNgZ2AOaWZduLdM5K20+UNDwidiOPpoyIy8r2+SDwQI36DQe2AXYFfl4lz0jStdwI2FfSmjn9+xGx\nGem8fETSh2ocx8zMzMzMzMzM+lE9Qb6hkqYCncATwLnAx4BRwP1528eA9wKjgVsj4rmIeBO4CNgu\nl7OAFOgC+D0p+FS0HilodWMu8wfAGmV5XgJeA86VtBfw3yp13lfSNNIovjMi4rWcvgNwei5/ArCc\npGF52x8jYm5EPA/cAmxex7m5pPBzyxr51gOeiYj7ASLi5Xx+irYBLsmj8f5FCoSOrqMOtVwdEQsi\n4iFgtSp5boqIl/I5eghYK6d/RtJkYAqwIbBB+Y6SxuXRfp0dHR09rKqZmZmZmZmZmXVXQ8/kK5Ek\n4IKI+G5Z+u4NHLt8eUQBMyOiarAsIt6UtDkpqLgPcChp9F250jP5NgMmSpoQEf8kBTW3KAT9SvWu\nVJ8A3mThQOiQGm3oj+UeZ5KCrQ9W2T6v8L7akk7FPPOBJSStDRwFjI6I/0g6n0XbTkR0AKXonpe7\nNDMzMzMzMzPrJ40+k6/kJmAfSasCSFpR0lrAfaSpnSvnZ/TtRxqRVjpWacGHzwF3lJX5MLCKpC1z\nmUtK2rCYIY+6Wz4i/gQcSZraWlVEdAIXAofnpInAYYXyisHL3SUNyVOCxwD3A48DG0h6h6QVSMHF\non0LP++uUZWHgeGSRufjLpunPxdNIo1AXDw/r3A70vms5UTge5Len8tdTNLBXexTj+WAV4GXJK1G\nmqZtZmZmZmZmZmYtqp6RfIuIiIck/YA0Sm4x4A3gkIi4R9LRpOmuAq6LiD/m3V4FNs/7PcvbAbJS\nma/nxSFOlbR8rtsvSaPVSpYF/ihpSC7/G3VU93hgsqTjgK8Dv85TeZcAbietFgzpuX23ACsDP86r\n0CLpf4EZwGOkqatF78xlzSMFNCvKbdsXOE3SUNLz+HYA5hSyXUWa8vsgaVTct/Pow6oiYpqkI4BL\nJC2d97u21j71iIgHJU0BZgFPAnf2tEwzMzMzMzMzM+s9iuibWZaS5kTEsK5z9j1J44E5EVFztV6r\naVBN15VE+XenUpoNDI1c71r9oHxb6XOz+k4jx+7NYzVSBtBlOfXma5aB8F0utqGV2lPtO9Bbx4L6\n+k0j9eiL89nsPl/Pvacn7WqlPmZ9q7wPwaL9djD0j2a2sb/+xqznuNXuGe10jXta1+7u38y/9YCm\n/v3YyLGb+fdqpfsH9N3fe5Xq1J/Kz0v5PbUV6liuqzr19d/wfakf2lbt8WuL6O50XTOzAa34x0az\nlP8SqBYkbFb5vakZx4qIusqpN1+zDIQ/RIpt6K/2VOrLtb4D5flLn7v7nWik3zRyjvrqfDbzONXO\neyv0k2bojfu11afee/hA18zgTW+V3x217tmtcl37+vvfnwG+0vFbpT+06zFaVfnv5vJr3Yrnpqs6\ntWKdm6WV29at6brd0aqj+AAiYnx/18HMzMzMzMwGllYOBpjZwOORfAOMpDld51oo/xhJ1+b3u+Vn\nKpqZmZmZmZmZWRvps5F81voiYgIwob/rYWZmZmZmZmZmjfFIvgEqj9C7VdIVkmZJukj5oRWSdspp\nk4G9CvuMlXR6fv8pSfdKmiLpz5JW66emmJmZmZmZmZlZFxzkG9g2AY4ANgDeC2wtaQhwNvApYBTw\nrir73gFsERGbAJcC3y7PIGmcpE5JnR0dHb1RfzMzMzMzMzMzq4On6w5s90XEUwCSpgIjgDnAYxHx\n15z+e2BchX3XAC6TNBxYCnisPENEdACl6J6fKGtmZmZmZmZm1k88km9gm1d4P5/GgrqnAadHxEbA\nV4EhzayYmZmZmZmZmZk1j4N8g88sYISk9+XP+1XJtzzwdH5/QK/XyszMzMzMzMzMus1BvkEmIl4j\nTc+9Li+88WyVrOOByyU9ADzfR9UzMzMzMzMzM7NuUIQfpWZNMag6kiTKvzuV0qy91bqm1bY10g9K\ned13rDe5f5lZX/H9puf66xz62llf8d+/jfO5ak19fF1Ub0aP5DMzq8K/TM3MzOoj1f3vDzMzM+sl\nDvL1kKTvS5opaZqkqZI+3M1yxkjaqvD5fEn71LHfnML7T0p6RNJa3amDmZmZmZmZmZm1p0ZWW7Uy\nkrYEdgU2jYh5klYGlupmcWOAOcBd3azLx4BTgR0j4vE691kiIt7szvHMzMzMzMzMzKx1eCRfzwwH\nno+IeQAR8XxE/ANS0E3SFEnTJZ0n6R05fXYOBiJpM0m3ShoBHAwcmUcDbpvL307SXZIerTWqT9J2\nwNnArhHx95w2QtLNeYThTZLek9PPl3SmpHuBEyQtk+t3X67v7oX9J0manF9bVTu+mZmZmZmZmZn1\nLwf5emYisGaeInuGpI8ASBoCnA/sGxEbkUZMfq1aIRExGzgTOCUiRkbEpLxpOLANabTgz6vs/g7g\namCPiJhVSD8NuCAiPgRcRBrlV7IGsFVEfAP4PnBzRGwObA+cKGkZ0qq7H4+ITYF9y/Y3MzMzMzMz\nM7MW4iBfD0TEHGAUMA54DrhM0lhgPeCxiHgkZ70A2K4bh7g6IhZExEPAalXyvEGa4vvlsvQtgYvz\n+wtJwcKSyyNifn7/CeBoSVOBW4EhwHuAJYGzJU0HLgc2KD+wpHGSOiV1dnR0NNw4MzMzMzMzMzNr\nDj+Tr4dysOxW4NYcEDsAmFJjlzd5O7g6pIvi5xXeV1uybAHwGeAmSd+LiOO6rDS8Wlbu3hHxcDGD\npPHAv4CNc31fKy8kIjqAUnTPy5CamZmZmZmZmfUTj+TrAUnrSVq3kDQSeBx4GBghaZ2c/gXgtvx+\nNmn0H8DehX1fAZbtTj0i4r/ALsD+kkoj+u4CPpvf7w9MqrQvcANwmCTlNm2S05cHnomIBbn+i3en\nbmZmZmZmZmZm1vsc5OuZYcAFkh6SNI00pXV8RLwGHAhcnkf3LSA9cw/gWOBXkjqB+YWyrgH2LFt4\no24R8QKwE/ADSbsBhwEH5np9ATi8yq4/Jk3NnSZpZv4McAZwgKQHgfVZePSfmZmZmZmZmZm1EEV4\nlqU1xaDqSJIo/+5USrOBq9r1bqQflPK671hvcv8ys76QJ4X4ftND/XXP9u8K6yv++7dxPletqY+v\nS7XHty3CI/nMzLqhGTd0/7KuTtJb/2As/Sxus/r1Vz/zdTIbXCLCv9faWK1r12r381arjzWm1Nd8\nv6ifz1VratXr4iCfmZm1lVb9hWpmZmZmZtafHOTrR5Lm52fwzZT0oKRvSmqZayJpTn/XwczMzMzM\nzMzMurZEf1dgkJsbESMBJK0KXAwsBxzTn5XKK+16HLyZmZmZmZmZWZtomVFjg11EPAuMAw5Vsrik\nEyXdL2mapK8CSBoj6VZJV0iaJemiHJRD0mxJP8ujAzslbSrpBkl/l3RwzjNM0k2SJkuaLmn3nD5C\n0sOSfgfMANYs1U3SypLulrRLX58XMzMzMzMzMzPrmkfytZCIeFTS4sCqwO7ASxExWtI7gDslTcxZ\nNwE2BP4B3AlsDdyRtz0RESMlnQKcn7cNIQXuzgReA/aMiJclrQzcI2lC3ndd4ICIuAfeevD9asAE\n4AcRcWNvtt/MzMzMzMzMzLrHI/la1yeAL0qaCtwLrEQKwgHcFxFPRcQCYCoworBfKWA3Hbg3Il6J\niOeAeZJWIE3DPU7SNODPwOrAanmfx0sBvmxJ4Cbg25UCfJLG5RGDnR0dHU1ospmZmZmZmZmZdYdH\n8rUQSe8F5gPPkoJxh0XEDWV5xgDzCknzWfg6lrYtKMu3IOfbH1gFGBURb0iaTRrpB/BqWZXeBB4A\ndgRuK69vRHQApeiel7s0MzMzMzMzM+snHsnXIiStQppOe3pEBHAD8DVJS+bt75e0TBMOtTzwbA7w\nbQ+sVSNvAF8C1pf0nSYc28zMzMzMzMzMeoFH8vWvoXk67pKkUXMXAifnbeeQpuFOzgtrPAfs0YRj\nXgRcI2k60AnMqpU5IuZL2g+YIOmViDijCXUwMzMzMzMzM7MmUho0ZtZjg6ojSaL8u1MpzQaf7vQD\n951F5UXDiQifnzbl62Zm1rhWvHe2Wp1arT5mZn1AdWf0DdKaxB3JDP/haWZmA5d/xw1cvrZmZi2t\n7iCfn8lnZmZmZmZmZmbW5hzkayGS5kuaKmmGpMslLd3g/t/rpXqNkDSjN8o2MzMzMzMzM7Oec5Cv\ntcyNiJER8UHgdeDgenZSshjQK0E+MzMzMzMzMzNrbQ7yta5JwDoAkr6RR/fNkHREThsh6WFJvwNm\nAOeSV+uVdFH56DtJR0kan9+PljQt5z2xlC/vM0nS5Pzaqo/bbGZmZmZmZmZm3bBEf1fAFiVpCWBn\n4HpJo4ADgQ+THrZ4r6TbgP8A6wIHRMQ9eb9PR8TI/H5EjUP8FvhKRNwt6eeF9GeBj0fEa5LWBS4B\nNmtq48zMzMzMzMzMrOk8kq+1DJU0FegEniCNztsGuCoiXo2IOcCVwLY5/+OlAF+9JK0ALBsRd+ek\niwublwTOljQduBzYoIuyxknqlNTZ0dHRSDXMzMzMzMzMzKyJPJKvtcwtjcQrkWqulPxqjW1vsnAQ\nd0gdxz8S+Bewcd73tVqZI6IDKEX3oo7yzczMzMzMzMysF3gkX+ubBOwhaWlJywB75rRK3pC0ZH7/\nL2BVSStJegewK0BEvAi8IunDOd9nC/svDzwTEQuALwCLN7ktZmZmZmZmZmbWCxzka3ERMRk4H7gP\nuBc4JyKmVMneAUyTdFFEvAH8KO93IzCrkO/LpGm5U4FlgJdy+hnAAZIeBNan9khBMzMzMzMzMzNr\nEYrwLMvBRtKw/Hw/JB0NDI+Iw3tYrDuSDTiS8D3SzMzMrLX4bzQzG2RqPsetyM/kG5x2kfRd0vV/\nHBjbv9Uxa03+49HMzMzMzMzahUfyWbO4I5mZmZmZWa/zSD4zG2TqHsnnZ/K1EUnzJU2VNEPS5ZKW\n7iL/nCYdd4SkGc0oy8zMzMzMzMzMms9BvvYyNyJGRsQHgdeBg/u7QmZmZmZmZmZm1v8c5Gtfk4B1\nACR9I4/umyHpiPKMkoZJuknSZEnTJe2e00dI+ouksyXNlDRR0tC8bZSkB/NKu4f0ZcPMzMzMzMzM\nzKwxDvK1IUlLADsD0yWNAg4EPgxsAXxF0iZlu7wG7BkRmwLbAydJKs3pXhf4dURsCLwI7J3Tfwsc\nFhEb16jHOEmdkjo7Ojqa1TwzMzMzMzMzM2uQV9dtL0MlTc3vJwHnAl8DroqIVwEkXQlsC0wp7Cfg\nOEnbAQuA1YHV8rbHIqJU5gPACEkrACtExO05/UJSUHEhEdEBlKJ7fvKtmZmZmZmZmVk/cZCvvcyN\niJHFhLcH5NW0P7AKMCoi3pA0GxiSt80r5JsPDG1CPc3MzMzMzMzMrA95um77mwTsIWlpScsAe+a0\nouWBZ3OAb3tgrVoFRsSLwIuStslJ+ze70mZmZmZmZmZm1jweydfmImKypPOB+3LSORExpSzbRcA1\nkqYDncCsOoo+EDhPUgATm1VfMzMzMzMzMzNrPkX4UWrWFHV3JEm43w0OA+VaN9KO7rR5oJwns6K+\n6tfdPU5v1K8nZRb3rVROb59P34fMBrdWuQfUqkf5tlaps1lvc1830joLdfF0XTMzM2tLdT6X1szM\nzMxsUHCQr0VJ+r6kmZKmSZoq6cNNLHtOs8oyMzMzMzMzM7P+52fytSBJWwK7AptGxDxJKwNL9XO1\nzMzMzMzMzMysRXkkX2saDjwfEfMAIuJ5YHVJVwJI2l3SXElLSRoi6dGc/j5J10t6QNIkSevn9LUl\n3S1puqSfFA8k6VuS7s8jBo/NaSMk/UXS2Xk04URJQ/vyBJiZmZmZmZmZWf0c5GtNE4E1JT0i6QxJ\nHwGmACPz9m2BGcBo4MPAvTm9AzgsIkYBRwFn5PRfAb+JiI2AZ0oHkfQJYF1g81z2KEnb5c3rAr+O\niA2BF4G9e6WlZmZmZmZmZmbWYw7ytaCImAOMAsYBzwGXAZ8H/i7pA6Sg3MnAdqSA3yRJw4CtgMsl\nTQXOIo0IBNgauCS/v7BwqE/k1xRgMrA+KbgH8FhETM3vHwBGlNdT0jhJnZI6Ozo6etpsMzMzMzMz\nMzPrJj+Tr0VFxHzgVuBWSdOBA4DbgZ2BN4A/A+cDiwPfIgVsX4yIkZXKAyqtuS3gZxFx1kKJ0ghg\nXiFpPrDIdN2I6CCNHqxWvpmZmZmZmZmZ9QGP5GtBktaTtG4haSTwODAJOAK4OyKeA1YC1gNmRMTL\nwGOSPp3LkKSN8/53Ap/N7/cvlHsD8KU8ChBJq0tatbfaZWZmZmZmZmZmvcMj+VrTMOA0SSsAbwJ/\nI03dfRVYjTSiD2Aa8K6IKI2i2x/4jaQfAEsClwIPAocDF0v6DvDH0kEiYmKe/nu3JIA5pGnB83u3\neWZmZmZmZmZm1kx6Oz5k1iN1dyRJuN8NDgPlWjfSju60eaCcJ7OivujX+T+ounWc3qhfT8os7lup\nnN4+n74PmQ1urXIPqFWP8m2tUmez3ua+bqRHrdXF03Wtz/TkH2PWukrXtZKBfK1rtbtRA/k8VdPI\n+SvP28xz3yytWKf+1hf9OiK6fZzeqF9vtrknZdfTPwfjfcisHbT675dm16/Sf3BU2+b7lg0WXfX1\nVr9P2MJ6+3o5yGdmZm3Ff9SbmZmZmZktykG+fiRpNUkXS3pU0gOS7pa0Z3/Xy8zMzMzMzMzM2ouD\nfP1EaYzm1cDtEfHeiBhFWgF3jTr396IpZmZmZmZmZmYGOMjXnz4KvB4RZ5YSIuLxiDhN0uKSTpR0\nv6Rpkr4KIGmMpEmSJgAPSRohaZak8yU9IukiSTtIulPSXyVtnvfbPI8SnCLpLknr5fSxkq6UdH3O\nf0JO/5KkX5bqJekrkk7py5NjZmZmZmZmZmb1c5Cv/2wITK6y7cvASxExGhgNfEXS2nnbpsDhEfH+\n/Hkd4CRg/fz6HLANcBTwvZxnFvD/2bv3cLuq+t7/748ETRAMFZCiReIFRblFCFSR0GDR1tajIFhU\nFIMeU9SK4KGn9qdV1FOlWusNEDcUAkrxBliKHlGRSAS57ECu3KyAl2oVVBAQciD5/v5Yc8lyuXey\nL2tfVvJ+Pc961lxjjjHmmHOOtbL5MsYc86vqOcC7gQ90HGsucCSwJ3Bkkp2BLwD/I8mWTZ5jgLPG\nca6SJEmSJEmaQAb5pokkpyZZkeQ64EXA0UmWA9cA2wG7NlmvrarbO4reXlWrqmo9sAa4rFpPpV8F\nzGnyzAa+mGQ18FFaAca2y6rqnqp6ELgR2KWq7gO+BbwkyW7AllW1aog2L0oymGRwYGCgNxdCkiRJ\nkiRJo+Zz3abOGuDw9oeqekuS7YFB4IfAW6vq0s4CSRYA93fVs7Zje33H5/U8cn/fD1xeVYclmQMs\nGab8uo4yZ9IaCXgzcPZQJ1BVA0A7uudyl5IkSZIkSVPEkXxT51vAzCRv6kjbqnm/FHhTe7pskmck\neew4jjUb+K9me+FIClTVNcDOtKb/nj+OY0uSJEmSJGmCGeSbIs2U2kOBP0lye5JrgXOAv6M1iu5G\n4Ppmiu2nGd+oyw8BH0xywyjr+QJwZVX9ahzHliRJkiRJ0gRLK9Yk/b4klwAfrarLRpB9ox0pCfa3\nTc/mcF+HOsfhzntzuB69MJrr1A/XtB/aqOmtsw/1uj/ZP6X+NVnf37EeZ6Lb5++XtHF+T/rLGO9X\nRprRkXz6PUm2TXIr8MAIA3wj4g+P+tVQfbfX/wG+uRnN9euH345+aKOmt4nsQ/ZPaWr04t/3qf7+\ndp9D9+eJbt9w/0NVk6/zuvfiHkyn+zid2jIWU/07odGZ6Pvlwhv6PVV1N/CMqW6HJEmSJEmSRsaR\nfJuwJPc173OSvHoE+ec0zwCUJEmSJElSHzHIt3mYQ2uVXEmSJEmSJG2CDPJtHk4G5idZnuSEZsTe\n0iTXN68DugskuSLJ3I7P30my96S2WpIkSZIkSSNikG/z8A5gaVXNraqPAj8HXlhV+wBHAp8Yosy/\nAgsBkjwDmFlVKzozJFmUZDDJ4MDAwISegCRJkiRJkobnwhubpy2BU5qReusYepGNLwL/kORvgdcD\ni7szVNUA0I7uuaSPJEmSJEnSFDHIt3k6AfgZsDet0ZwPdmeoqt8k+QbwMuCvgH0ntYWSJEmSJEka\nMYN8m4d7gW06Ps8GflxV65O8DthimHJnAv9Ba6rvrya4jZIkSZIkSRojn8m3eVgJrEuyIskJwGnA\n65KsAHYD7h+qUFUtA34NnD1pLZUkSZIkSdKopcpHqWloSZ4ILAF2q6r1G8m+yXSkJGzsezGSPBNp\nqo+/OUgCQFWN+Hp3lhlu/1D7xnM/O8uOt+/2Y7/qxzaPRz+dbz+1dToY7Xd5Mtox0rZ4r6X+N92/\n6/7O9N5or2mv7oH3cnhem/4yyd+hjDSjI/k0pCRHA9cA7xxBgG+T4g+r2kbbF6Zz32kHINXfpnMf\nk7R5898ZSZKmnkG+aSzJHyb5XJLvJ1mW5KtJhloJt1fHu6+9XVXnVtXOVfXFiTqeJEmSJEmSesOF\nN6aptP536EXAOVX1yiZtb2BH4NapbJskSZIkSZKmF0fyTV8HAw9V1enthKpaAdyQ5LIk1ydZleRl\nAEnmJLkpyRlJ1iT5epJZzb43JrmuWXjjgiRbNelPSfLdpp7/0z5Okq2HOoYkSZIkSZKmJ4N809ce\nwLIh0h8EDquqfWgFAj+SRx6CsitwalXtDtwNHN6kX1hV+1XV3sBNwBua9I8Dn6qqPYGfjvAYkiRJ\nkiRJmmYM8vWfAB9IshL4JvAkWlN4AW6vquXN9jJgTrO9R5KlSVYBRwG7N+nPB85vtj8zwmM8kilZ\nlGQwyeDAwEBPTk6SJEmSJEmj5zP5pq81wBFDpB8F7ADsW1UPJbkDmNnsW9uRbx0wq9leDBxaVSuS\nLAQWdOQbaqnGDR3jkXOF2qEAACAASURBVIJVA0A7uueSj5IkSZIkSVPEkXzT17eAxyRZ1E5Ishew\nC/DzJvh2cPN5Y7YBfppkS1oBvLYrgVc2253ps8dwDEmSJEmSJE0Rg3zTVFUVcBhwSJLvJ1kDfBD4\nKjCvmXp7NHDzCKr7B+AaWkG9zvxvA97S1PWkjvTzxnAMSZIkSZIkTZG0YknSuG1WHSkJU/ndmerj\nbw46r/ForveG8g63bzz3c6TtbO8bS/ums35s8+bCezM6Y/3Nmch2jLQt3muB/aDfTffvuv2r90Z7\nTXt1D7yXw/Pa9JdJ/g6NeCFUg3zqFTuSxNh+vP0HXZIkSZI0jBEH+ZyuK0mSJEmSJPU5g3zjkKSS\nfKTj84lJTtpImQVJDuj4vDjJUKvojqYddyTZfjx1dNR1Xy/qkSRJkiRJ0uQxyDc+a4GXjzLAtgA4\nYGOZRiIt3kNJkiRJkqTNnAGi8XkYGABO6N6RZIckFyS5rnk9P8kc4FjghCTLk8xvsh+U5Kokt3WO\n6kvyt03ZlUne26TNSXJLknOB1cDOXcf9cpJlSdYkWdSRfl+Sf0yyIsnVSXZs0p+S5LtJViX5Px35\nd0pyRdPO1R1tlSRJkiRJ0jRjkG/8TgWOSjK7K/3jwEeraj/gcODMqroDOL1Jn1tVS5u8OwEHAi8B\nTgZI8iJgV2B/YC6wb5KDmvy7AqdV1e5V9YOu476+qvYF5gHHJdmuSX8scHVV7Q1cAbyxo52fqqo9\ngZ921PNq4NKqmgvsDSwf7YWRJEmSJEnS5DDIN05V9WvgXOC4rl2HAKckWQ5cDDwuydbDVPPlqlpf\nVTcCOzZpL2peNwDXA7vRCu4B/KCqrh6mruOSrACupjXKr13m/wGXNNvLgDnN9vOB85vtz3TUcx1w\nTPOMwT2r6t7uAyVZlGQwyeDAwMAwzZEkSZIkSdJEmzHVDdhEfIxWIO7sjrRHAc+tqgc7MyZDrny8\ntjNLx/sHq+rTXeXnAPcPVUmSBbSCi8+rqt8kWQLMbHY/VFXVbK/jd+990aWqrmhGDv4lsDjJv1TV\nuV15BmhNVx6yDkmSJEmSJE0OR/L1QFX9EvgC8IaO5K8Db21/SDK32bwX2GYE1V4KvL49+i/Jk5I8\nYSNlZgO/agJ8uwHPHcFxrgRe2Wwf1dHeXYCfVdUZwJnAPiOoS5IkSZIkSVPAIF/vfAToXGX3OGBe\ns2jGjbQW3AD4D+CwroU3fk9VfR34N+C7SVYBX2LjwcGvATOS3ETr2X7DTent9DbgLc0xntSRvgBY\nkeQG4Ehaz+6TJEmSJEnSNJRHZnBK42JHkmhNyR/t7+pYykiSJEmSNgtDPvdtKI7kk6QeGkuwzgCf\nNkXDPINWkiRJ0gQxyCdJkiRJkiT1OYN801ySdc3z+9qvd2wg76FJnj2OY81L8omxlpckSZIkSdLU\n8Jl801yS+6pq6xHmXQxcUlVfmthWDcmOJEn6LZ81KUmSJPWEz+Tb1CU5OcmNzeq9/5zkAOClwIeb\nEX9PSzI3ydVNnouS/EFTdkmSf0pybZJb26v8JlmQ5JJme/8k301yQ5Krkjxz6s5WkiRJkiRJGzJj\nqhugjZqVZHnH5w8C3wQOA3arqkqybVXdneRiOkbyJVkJvLWqvp3kfcB7gOObemZU1f5J/qJJP6Tr\nuDcD86vq4SSHAB8ADp+ws5QkSZIkSdKYOZJv+nugquZ2vD4P3AM8CPxrkpcDv+kulGQ2sG1VfbtJ\nOgc4qCPLhc37MmDOEMedDXwxyWrgo8DuQxxjUZLBJIMDAwNjPD1JkiRJkiSNlyP5+lAzum5/4E+B\nI4C/AV4wymrWNu/rGLofvB+4vKoOSzIHWDJEOwaAdnTPBy9JkiRJkiRNEYN8fSjJ1sBWVfXVJFcC\ntzW77gW2Aaiqe5L8Ksn8qloKvBb49tA1Dmk28F/N9sLetFySJEmSJEkTwSDf9Nf9TL6vAR8H/j3J\nTFqrrLy92fc54Iwkx9Ea4fc64PQkW9EKBB4ziuN+CDgnybuAr4zzHCRJkiRJkjSBUuUsS/WEHUmS\n9FtJ8G8MSZIkadwy0owuvCFJknrOAJ8kSZI0uQzySZIkSZIkSX3OIN8oJKkkH+n4fGKSk3pY/1uS\nLO94rW6O+awx1ndfj9o1J8nqXtQlSZIkSZKk3jPINzprgZcn2X4iKq+qU6tqbvsFXAycV1U3TcTx\nJEmSJEmStGkwyDc6DwMDwAndO5LskOSCJNc1r+c36auSbJuWXyQ5ukk/N8kLhztQkoOAvwLe3Hze\nIsmHm7pXJvnrJn3rJJclub451suGqGvIPM0IvZuSnJFkTZKvJ5nV7Ns3yYokK4C3jPO6SZIkSZIk\naQIZ5Bu9U4GjkszuSv848NGq2g84HDizSb8SeD6wO3AbML9Jfx5w1VAHSLItsBh4XVX9ukl+A3BP\nU/9+wBuTPAV4EDisqvYBDgY+kqR75ZUN5dkVOLWqdgfubtoOcDbw1qrae7gLkWRRksEkgwMDA8Nl\nkyRJkiRJ0gSbMdUN6DdV9esk5wLHAQ907DoEeHZHfO1xSbYGlgIHAT8APgUsSvIk4FdVdf8whzkd\n+ExVXdmR9iJgryRHNJ9n0wrQ/Rj4QDPybz3wJGBH4L87ymaYPAC3V9XyZnsZMKcJMm5bVVc06Z8B\nXjzEtRigNbIRwGUUJUmSJEmSpohBvrH5GHA9rdFubY8CnltVD3ZmTHIFremuTwbeCRwGHEEr+Pd7\nkrwO2AV4TfcuWiPrLu3KvxDYAdi3qh5Kcgcws6vsURvIs7Yj3zpg1pBnLEmSJEmSpGnL6bpjUFW/\nBL5Aawpt29eBt7Y/JJnb5P0RsD2wa1XdBnwHOBG4gi5Jngp8ADiqqh7u2n0p8KYkWzZ5n5HksbRG\n9P28Cd4dTCtA2G0keTrP727g7iQHNklHbSi/JEmSJEmSppZBvrH7CK3gXdtxwLxmUYwbgWM79l0D\n3NpsL6U1XfY7Q9T5d8BWwIVJlne85tN6xt+NwPVJVgOfpjUS87zmuKuAo4Gbh6h3JHm6HQOcmmQ5\nrVGEkiRJkiRJmqZS5aPU1BObVUdKgt+d37UpXpOxnNNklZEkSZoO/DtGkibciAdeOZJPkobhH6yS\nJEmSpH5hkG8ckrwzyZpmiu7yJH88xnoWJDmg4/PijlV0N1b20CSVZLeu9A83bfvwEGVemuQdY2mr\nJEmSJEmSph9X1x2jJM8DXgLsU1Vrk2wPPHqM1S0A7gOuGkPZV9F6vt+rgPd0pC8CHl9V6zozJ5lR\nVRcDF4+tqZIkSZIkSZpuHMk3djsBd1XVWoCququqfgKQ5E+T3JBkVZKzkjymSb+jCQaSZF6SJUnm\n0Fqk44SORTYADkpyVZLbhhvVl2Rr4EBaq/y+siP9YmBrYFmSI5uRgacnuQb4UJKFSU5p8u6Y5KIk\nK5rXAU36l5Msa0YDLurtpZMkSZIkSVIvGeQbu68DOye5NclpSf4EIMlMYDFwZFXtSWu05JuGq6Sq\n7gBOBz5aVXOrammzaydaAbyXACcPU/xlwNeq6lbgF0n2bep8KfBAU9/nm7x/BBxQVW/vquMTwLer\nam9gH2BNk/76qtoXmAccl2S7jV8SSZIkSZIkTQWDfGNUVfcB+9KaFnsn8PkkC4FnArc3gTeAc4CD\nxnCIL1fV+qq6EdhxmDyvAj7XbH+u+TycL3ZP3W28APgUQFWtq6p7mvTjkqwArgZ2BnbtLphkUZLB\nJIMDAwMbPyNJkiRJkiRNCJ/JNw5N0GwJsCTJKuB1wA0bKPIwjwRWZ26k+rUd27+3XHKSx9MK0O2Z\npIAtgErytzX0kqD3b+R4nXUvAA4BnldVv0myZKj2VtUA0I7uuQypJEmSJEnSFHEk3xgleWaSztFt\nc4EfALcAc5I8vUl/LfDtZvsOWqP/AA7vKHsvsM0om3AE8Jmq2qWq5lTVzsDtwPyNlOt2Gc104iRb\nJJkNzAZ+1QT4dgOeO8o6JUmSJEmSNIkM8o3d1sA5SW5MshJ4NnBSVT0IHAN8sRndt57WM/cA3gt8\nPMkg0Dl19j+Aw7oW3tiYVwEXdaVdwIan7A7lbcDBTVuXNefxNWBGkptoPQ/w6lHWKUmSJEmSpEmU\noWd2SqO2WXWkJPjd+V1ek5axXAevnSRJ6lf+HSNJE+73HuE2bEZ/kNUjdiRpjPzjWJIkSZI0jBEH\n+ZyuK0mSJEmSJPU5g3w9lOSdSdYkWdk8X++PR1DmfUkOabaPT7JVj9pyUpITe1TX4iRH9KIuSZIk\nSZIk9d6MqW7ApiLJ84CXAPtU1dok2wOP3li5qnp3x8fjgc8CvxlnW7yvkiRJkiRJmxFH8vXOTsBd\nVbUWoKruAp6U5EKAJC9L8kCSRyeZmeS2Jn1xkiOSHAc8Ebg8yeVJXtqMBlye5JYktzf5903y7STL\nklyaZKcmfUmSjzUr976ts2FJ3pjkuiQrklzQHi3YHPsTSa5Kclt7tF5aTmmO+03gCZNxASVJkiRJ\nkjQ2Bvl65+vAzkluTXJakj8BbgDmNvvnA6uB/YA/Bq7pLFxVnwB+AhxcVQdX1cVVNbeq5gIrgH9O\nsiXwSeCIqtoXOAv4x45qHl1V86rqI11tu7Cq9quqvYGbgDd07NsJOJDWKMSTm7TDgGcCzwaOBg4Y\n4zWRJEmSJEnSJDDI1yNVdR+wL7AIuBP4PPAa4PtJngXsD/wLcBCtgN/SkdSb5H8DD1TVqbQCb3sA\n30iyHHgX8Ecd2T8/TDV7JFmaZBVwFLB7x74vV9X6qroR2LFJOwg4v6rWVdVPgG8N07ZFSQaTDA4M\nDIzkdCRJkiRJkjQBfHZbD1XVOmAJsKQJqL0OuAJ4MfAQ8E1gMbAF8Lcbq69ZkOMVtIJu0Fo2eU1V\nPW+YIvcPk74YOLSqViRZCCzo2Le285Aba1OnqhoA2tG9Gk1ZSZIkSZIk9Y4j+XokyTOT7NqRNBf4\nAa0Re8cD362qO4HtaI3IWz1ENfcC2zT17QKcCryiqh5o9t8C7NAs8kGSLZPsPkQ93bYBftpM9z1q\nBPmvAI5MskXzzL+DR1BGkiRJkiRJU8SRfL2zNfDJJNsCDwP/SWvq7v20psFe0eRbCfxhVQ018m0A\n+FqSn9AaEbgd8OUkAD+pqr9oFsf4RJLZtO7fx4A1G2nbP9B6BuCdzfs2G8l/EfAC4Ebgh8B3N5Jf\nkiRJkiRJUyhDx5qkUbMjSWOUBH+LJUmSJElDGPGj1ZyuK0lTzACfJEmSJGm8DPJJkiRJkiRJfc4g\nXx9IUkk+2/F5RpI7k1wyxvpemuQdvWuhJEmSJEmSppILb/SH+4E9ksxqVtp9IfBfY62sqi4GLu5V\n4yRJkiRJkjS1HMnXP74K/GWz/Srg/PaOJI9NclaSa5PckORlTfoJSc5qtvdMsjrJVkkWJjmlSd8x\nyUVJVjSvA5r0tzf5Vyc5flLPVJIkSZIkSaNikK9/fA54ZZKZwF7ANR373gl8q6r2Bw4GPpzkscDH\ngacnOQw4G/jrqvpNV72fAL5dVXsD+wBrkuwLHAP8MfBc4I1JnjOB5yZJkiRJkqRxMMjXJ6pqJTCH\n1ii+r3btfhHwjiTLgSXATODJVbUeWAh8hlYg78ohqn4B8KnmGOuq6h7gQOCiqrq/qu4DLgTmdxdM\nsijJYJLBgYGB8Z+kJEmSJEmSxsRn8vWXi4F/BhYA23WkBzi8qm4ZosyuwH3AE3vdmKoaANrRvep1\n/ZIkSZIkSRoZR/L1l7OA91bVqq70S4G3JglAe2ptktm0puMeBGyX5Igh6rwMeFOTf4umzFLg0Ob5\nfY8FDmvSJEmSJEmSNA0Z5OsjVfXjqvrEELveD2wJrEyypvkM8FHg1Kq6FXgDcHKSJ3SVfRtwcJJV\nwDLg2VV1PbAYuJbWs//OrKoben5CkiRJkiRJ6olUOctSPWFH2swlYVP6PWkGxm5S56SpN9bvST9+\nv/qxzdJU8LuiDdlQ/7DvSJsGv8sagYw0oyP5JGkY/mOridAOIEuSJElSLxnkkyRJkiRJkvqcQb5p\nLEkl+UjH5xOTnDSFTZIkSZIkSdI0ZJBvelsLvDzJ9mMpnGRGj9sjSZIkSZKkacgg3/T2MDAAnNC9\nI8mcJN9KsjLJZUme3KQvTnJ6kmuADyVZlWTbtPwiydFNvnOTvLCpZ2mS65vXAR37D+043nlJXjYp\nZy1JkiRJkqRRMcg3/Z0KHJVkdlf6J4Fzqmov4DzgEx37/gg4oKreDlwJPB/YHbgNmN/keR5wFfBz\n4IVVtQ9wZEc9/wosBGiOfQDwlc4GJFmUZDDJ4MDAQA9OVZIkSZIkSWMRV4+cvpLcV1VbJ3kf8BDw\nALB1VZ2U5C5gp6p6KMmWwE+ravski4HLq+qcpo6jgL2AHwAPAouAw4GLqmr/JoB3CjAXWAc8o6q2\nasquARY0+Z9eVSduoLl2pM3cprb0+6Z2Ppoe2ivrjrZv9WN/7Mc2S1PB74o2ZEP9w74jbRr8LmsE\nMtKMjuTrDx8D3gA8doT57+/YvoLW6L35wBLgTuAIYGmz/wTgZ8DewDzg0R1lzwVeAxwDnDW2pkuS\nJEmSJGmiGeTrA1X1S+ALtAJ9bVcBr2y2j+KRoF132R8B2wO7VtVtwHeAE2kF/wBm0xoFuB54LbBF\nR/HFwPFNPTf24lwkSZIkSZLUewb5+sdHaAXr2t4KHJNkJa3g3Ns2UPYa4NZmeynwJFrBPoDTgNcl\nWQHsRscowKr6GXATcHYvTkCSJEmSJEkTw2fyaVhJtgJWAftU1T0byb5ZdaShnqvV+SwFn6vQ/0Zy\nP4dKH829b+fdVPrLpnIeE2Wsz+PrV/YHTRb7mjYlE92fR/M3zWjr6AcT2faJqHtTvi/j/Tta/cF7\n2jM+k0/jk+QQWqP4PjmCAJ+6+EMmqZu/C5IkSZIm0oypboDGJ8k6WqPtQmt13L+pqqt6UPUrgRdX\n1Y1J7gDmVdVdPahXkiRJkiRJPWaQr/89UFVzAZL8GfBB4E86MySZUVUPj6bSqvqfvWuiJEmSJEmS\nJpLTdTctjwN+BZBkQZKlSS4GbmzSvpxkWZI1SRY1aS9Nsrx53ZLk9iZ9SZJ5U3UikiRJkiRJGjlH\n8vW/WUmWAzOBnYAXdOzbB9ijqm5vPr++qn6ZZBZwXZILqupi4GKAJF8Avj2JbZckSZIkSVIPOJKv\n/z1QVXOrajfgz4Fz017CEa7tCPABHJdkBXA1sDOwa3tHkv/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rmctLgXMHFybZ\nCTgeeH5V3ZVki1Z1BbB3VVWSvwWOA/5hxHcuSZIkSZKkNcYg39rzAuDrVbUC+EWSS4E9gXnAl5Ns\nCJxbVQuH6X9MkkPa8bbA9sBQQb6vJtkImEwnqDjYC4GzquougKr6VSt/GjAnyTbARsAtgzu2DMJZ\nAKeeeiqzZo0koVCSJEmSJEm95nLdsbUM2GM0HarqMmB/4Hbg9CRvHNwmyQzgIGCfqtoVWABMGmbI\nI4BnAmcAJ41iKicBJ1fVc4G/G2r8quqrqulVNd0AnyRJkiRJ0tpjkG9sXQw8ofubeUl2SbIfcDlw\nWJL1k2xFJ7B3XZLtgF9U1WnAl4DdW9eHW3YfwBTgnqq6P8kOwN4rm0R1dlf5ALB3az94jq9L8uQ2\nv4HlulPoBBoBjhz1nUuSJEmSJGmNMcg3hlpw7RDgoCQ/SrIM+Bjwc+AcYDGwiE6g7biq+jkwA1iU\nZAFwGPCvbbg+YHHbeOMCYIMkNwIfB64ZwVweAD4NvGdQ+TLgo8ClSRYBn2lVs4GzkswH7lqtByBJ\nkiRJkqQ1Ip04lPSY+SJJkiRJkiT1Vkba0Ew+SZIkSZIkaYIzyCdJkiRJkiRNcAb5xkiSrZN8LcmP\nk8xPcnWSQ1ZzrHcm2aTXcxziOsvH+hqSJEmSJEnqPYN8YyBJgHOBy6rqmVW1B/AG4GmrOeQ7gTEP\n8kmSJEmSJGliMsg3Nl4I/LaqThkoqKrbquqkJDOTnDxQnuT8JDPa8ReT9CdZluSEVnYM8BTgkiSX\ntLIXt8zA65OclWRyK781yceSLGzj7J7kwraz79GtzeQkP2h9lyR51eDJj6SNJEmSJEmSxg+DfGNj\nJ+D61ej3/qqaDuwCHJBkl6r6HPAz4MCqOjDJlsDxwEFVtTvQD7y7a4z/rappwOXA6cChwN7ACa3+\nQeCQ1vdA4NMt87DbSNpIkiRJkiRpnDDItwYk+XySRUnmraLp65NcDyygEyjccYg2e7fyK5MsBI4E\ntuuqP6/9LgGurap7q+pO4KEkm9PZevnEJIuB7wNPBbYePOURtCHJrJYx2N/X17eKW5MkSZIkSdJY\n2WBtT2AdtQx47cBJVb21ZeD1A4/w6ODqJIAkzwCOBfasqnuSnD5QN0iA71XV4cNc+6H2+7uu44Hz\nDYAjgK2AParq4SS3DnGdkbShqvqAgeheDTMfSZIkSZIkjTEz+cbGxcCkJH/fVTawccatwLQk6yXZ\nFtirlT8RuA/4TZKtgb/s6nsvsFk7vgbYN8mfASTZNMmzRzG3KcAvW/DuQB6dBTiaNpIkSZIkSRon\nzOQbA1VVSV4NfDbJccCddAJ4/whcCdwC3ADcSPt2X1UtSrIAuAn4SWs3oA+4IMnP2nf5ZgJfT/KE\nVn88cPMIp/dV4NtJltDJLLxpNdtIkiRJkiRpnEiVqyzVE75IkiRJkiRJvTXijVBdriupJ9yAWRq9\nkf53439fkqRe8P9PJGndZpBPkiRJkiRJmuAM8vVYkhVJFnb9vbeVz00yfYj2BydZkGRRkhuS/N0q\nxp+Z5OQezXV5L8aRJEmSJEnS2uXGG733QFVNG0nDJBvS2VRjr6r6adtIY+pYTm51Jdmgqh5Z2/OQ\nJEmSJEnSHzOTb+3ajE6g9W6Aqnqoqn4IkOQVSa5tWX7fT7J1d8ckU5LclmS9dr5pkp8k2TDJUUnm\ntezAs5Ns0to8I8nVSZYk+UjXWEnyqSRLW91hrXxGksuTnEdnN2BJkiRJkiSNQwb5em/jQct1Dxuu\nYVX9CjgPuC3J15McMRC0A64A9q6q3YAzgeMG9f0NsBA4oBUdDFxYVQ8D36qqPatqV+BG4C2tzb8C\nX6yq5wJ3dA33GmAasCtwEPCpJNu0ut2Bd1TVs1fjWUiSJEmSJGkNMMjXew9U1bSuvzkra1xVfwu8\nCLgOOBb4cqt6GnBhkiXAe4Cdhug+BxgIIr6hnQPs3DLwlgBHdPXdF/h6O/6PrnFeAHy9qlZU1S+A\nS4E9W911VXXLUHNPMitJf5L+vr6+ld2mJEmSJEmSxpDf5BsHqmoJsCTJfwC3ADOBk4DPVNV5SWYA\ns4foeh5wYpItgD2Ai1v56cCrq2pRkpnAjO7LjXJ6961k3n10vim4OuNKkiRJkiSpR8zkW4uSTG4B\nvAHTgNva8RTg9nZ85FD9q2o5MI/OMtzzq2pFq9oMuKNt7HFEV5cr6WT8Maj8cuCwJOsn2QrYn05m\noSRJkiRJkiYAM/l6b+MkC7vOL6iq9w7TNsBxSU4FHqCTNTez1c0GzkpyD50MvWcMM8Yc4Cwena33\nAeBa4M72u1krfwfwtST/CPxXV/tzgH2ARXQy8o6rqp8n2WGldypJkiRJkqRxIVWuslRP+CJJkiRJ\nkiT1Vkba0OW6kiRJkiRJ0gRnkE+SJEmSJEma4AzyjRNJ3p9kWZLFSRYmed4o+09L8rKu85lJTu7R\n3GYnObYXY0mSJEmSJKn33HhjHEiyD3AwsHtVPZRkS2CjUQ4zDZgOfLfX85MkSZIkSdL4Zibf+LAN\ncFdVPQRQVXdV1c+S7JnkqiSLklyXZLMkk5L8e5IlSRYkOTDJRsA/AYe1LMDDugdP8ook17b230+y\ndSufneTLSeYm+XGSY7r6vD/JzUmuAJ6z5h6FJEmSJEmSRssg3/hwEbBtC6p9IckBLXA3B3hHVe0K\nHAQ8ALwVqKp6LnA4cAadf8cPAnOqalpVzRk0/hXA3lW1G3AmcFxX3Q7AS4C9gA8l2TDJHsAb6GQH\nvgzYc6hJJ5mVpD9Jf19fXy+egyRJkiRJklaDy3XHgapa3gJr+wEH0gnufRS4o6rmtTb/DyDJC4CT\nWtlNSW4Dnr2KSzwNmJNkGzrLgG/pqvtOyyB8KMkvga3bPM6pqvvbNc8bZt59wEB0r0Z315IkSZIk\nSeoVM/nGiapaUVVzq+pDwNuA1/Rw+JOAk1v2398Bk7rqHuo6XoGBX0mSJEmSpAnHIN84kOQ5Sbbv\nKpoG3Ahsk2TP1mazJBsAlwNHtLJnA08HfgjcC2w2zCWmALe34yNHMKXLgFcn2TjJZsArRnlLkiRJ\nkiRJWoMM8o0Pk4EzktyQZDGwI51v7B0GnJRkEfA9Ohl4XwDWS7KEzrLemW257SXAjkNtvAHMBs5K\nMh+4a1WTqarr29iLgP8G5vXgHiVJkiRJkjRGUuWn1NQTvkiSJEmSJEm9lZE2NJNPkiRJkiRJmuDG\nRZAvydQkSweVzU5y7Cr6TU/yuXY8I8nzV+PatybZcpi6aUkqyUtHO+6qxu5qMzPJnW2Z7cDfjqO4\nxtFJ3jjKea3Ws5IkSZIkSdL4NKF3Uq2qfqC/nc4AlgNX9fAShwNXtN8LBlcmCZ0lz797jNeZU1Vv\nW52OVXXKUOVJNqiqR4bpNoPePytJkiRJkiStJeMik29VksxN8okk1yW5Ocl+rXxGkvOTTAWOBt7V\nMuH2S7JVkrOTzGt/+7Y+T05yUZJlSb7EMGubWwDvdcBM4C+STGrlU5P8MMlXgKXAtkm+mKS/jXnC\noKGOS7Kkzf3PRnHPM5JcmuS/kvw4yceTHNHGWZLkWa3d7zMe23P6lyT9wDuSvCLJtUkWJPl+kq1H\n+awO6MouXNB22pUkSZIkSdI4M5Ey+Taoqr2SvAz4EHDQQEVV3ZrkFGB5Vf0zQJKvAZ+tqiuSPB24\nEPjz1veKqvqnJC8H3jLM9Z4P3FJVP0oyF3g5cHar2x44sqquadd6f1X9Ksn6wA+S7FJVi1vb31TV\nc9uS2n8BDh7iWocleUHX+T7td9c2518BPwa+1J7BO4C3A+8cYqyNqmp6m9eTgL2rqpL8LXBcVf3D\nKJ7VscBbq+rKJJOBB4d5VpIkSZIkSVqLxksm33A7s3aXf6v9zgemjmDMg4CTkywEzgOe2AJV+wP/\nCVBV3wHuGab/4cCZ7fjMdj7gtoEAX/P6JNcDC4CdgO5v6n2963cfhjanqqZ1/T3QyudV1R1V9RDw\nI+CiVr6E4Z/BnK7jpwEXJlkCvKfNbSjDPasrgc8kOQbYfPDy3ySzWgZjf19f3zBDS5IkSZIkaayN\nl0y+u4EnDSrbAril6/yh9ruCkc17PTpZbI/KPuuswl25lpH3WuBVSd5PZ0nvk7uWq97X1fYZdDLe\n9qyqe5KcDkzqGq6GOR6Jh7qOf9d1/juGfwb3dR2fBHymqs5LMgOYPUyfIZ8V8PEk3wFeBlyZ5CVV\nddNAZVX1AQPRvdHemyRJkiRJknpkXGTyVdVy4I4kLwRIsgXwUjqbXozUvUD3N+MuorOklTbmtHZ4\nGfBXrewv+ePgIsCLgMVVtW1VTa2q7egs1T1kiLZPpBNY+02SrYG/HFR/WNfv1aO4n16YAtzejo/s\nKh/Rs0ryrKpaUlWfAOYBO4ztdCVJkiRJkrQ6xkWQr3kj8IG2ZPRi4ISq+tEo+n8bOGRgMwngGGB6\nksVJbqCz2QTACcD+SZYBrwH+d4ixDgfOGVR2No9esgtAVS2is0z3JuBrdJa4dntSksXAO4B3DTP3\nw7o2uFiY5PmrutkRmg2clWQ+cFdX+Uif1TuTLG3zfxj47x7NS5IkSZIkST2UKldZqid8kSRJkiRJ\nknpr1d+da8ZTJp8kSZIkSZKk1WCQT5IkSZIkSZrgDPL1SJIV7Rt3i5Jc38Pv6nVfY0aS80fZZ26S\n6atxrdOTHDrafpIkSZIkSVrzNljbE1iHPFBVA7vSvgT4GHDA2p2SJEmSJEmSHg/M5BsbTwTuAUgy\nOckPWnbfkiSvauVTk9yY5LQky5JclGTjVrdn2+l2YZJPJVk6+AJJ9kpydZIFSa5K8pxWvnGSM9vY\n5wAbd/V5cetzfZKzkkxu5R9PckO75j93XWb/NvaPzeqTJEmSJEkav8zk652NkywEJgHbAC9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vhVqyg/FfhGVX20q24FcHbX+YFJjgM2AbYAlgHfHmLMb7Xf+cBr2vGLgVcmGQj6TQKeDtz4+4lU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\nknd3Vd1ZVfcDBwDvS3JzU3YNc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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# redefine countries\n", "list_of_countries = [country_names[i] for i in list(np.load('Data/cluster_country_order.npy'))]\n", "\n", "\n", "\n", "# prepare heatmap\n", "jumbo_matrix = np.zeros((len(list_of_countries), len(get_country_values('Denmark'))))\n", "\n", "# build heatmap \n", "for i in range(len(list_of_countries)):\n", " jumbo_matrix[i, :] = get_country_values(list_of_countries[i])\n", " \n", "# delete 0 entries\n", "column_sum = np.sum(jumbo_matrix, axis=0)\n", "zero_counter = 0\n", "zero_indexes_array = []\n", "for i in range(len(column_sum)):\n", " if column_sum[i] == 0.0:\n", " zero_counter += 1\n", " zero_indexes_array.append(i)\n", "\n", "# adjust size to empy cells and output info\n", "print 'The original shape was of {} countries and {} term pairs.'.format(jumbo_matrix.shape[0], jumbo_matrix.shape[1])\n", "print '{}% was empty.'.format(zero_counter * 100 / len(column_sum))\n", "jumbo_matrix = np.delete(jumbo_matrix, zero_indexes_array, 1) \n", "print 'The new shape was of {} countries and {} term pairs.'.format(jumbo_matrix.shape[0], jumbo_matrix.shape[1])\n", "\n", "plt.subplots(1,1,figsize=(20, 15))\n", "plt.subplot(111)\n", "sns.heatmap(jumbo_matrix,cmap=ListedColormap(['white', 'black']), center=0.01, cbar=None, square=False, yticklabels=list_of_countries, xticklabels=False)\n", "plt.yticks(rotation=0)\n", "plt.title('Country Capability Spectral Representation', size=15)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 5.4. Country Spectrums: Pairs with more than X occurency " ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "There were 4451 term pairs with less than 2 countries using them. \n", "The final shape is of 76 countries and 1785 term pairs.\n" ] }, { "data": { "image/png": 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Ec64fxmu5Rkurc7FZXddth3WOVd1ztJP9jqZetM9mx6Tf5a9Kf9DOt7HQBppp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\n8J0jqnpLklVJliT5o6aOE5Mc32y/pjmXFUnOSfLIX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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "country_threshold = 2\n", "\n", "\n", "col_with_low_countries = []\n", "col_good = []\n", "for n_col in range(jumbo_matrix.shape[1]):\n", " countries_with_pair = 0\n", " for n_row in range(jumbo_matrix.shape[0]):\n", " if jumbo_matrix[n_row, n_col] > 0:\n", " countries_with_pair += 1\n", " if countries_with_pair <= country_threshold:\n", " col_with_low_countries.append(n_col)\n", " else:\n", " col_good.append(n_col)\n", "\n", " \n", "print 'There were {} term pairs with less than {} countries using them. '.format(len(col_with_low_countries), country_threshold)\n", "jumbo_matrix = np.delete(jumbo_matrix, col_with_low_countries, 1) \n", "print 'The final shape is of {} countries and {} term pairs.'.format(jumbo_matrix.shape[0], jumbo_matrix.shape[1])\n", "\n", "\n", "plt.subplots(1,1,figsize=(20, 15))\n", "plt.subplot(111)\n", "sns.heatmap(jumbo_matrix,cmap=ListedColormap(['white', 'black']), center=0.01, cbar=None, square=False, yticklabels=list_of_countries, xticklabels=False)\n", "plt.yticks(rotation=0)\n", "plt.title('Country Capability Spectral Representation: pairs with at least {} countries.'.format(country_threshold), size=15)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "country_limit = 11\n", "plt.subplots(1,1,figsize=(25, 10))\n", "plt.subplot(111)\n", "sns.heatmap(jumbo_matrix[0:country_limit, :],cmap=ListedColormap(['white', 'black']), center=0.01, cbar=None, square=False, yticklabels=list_of_countries[0:country_limit], xticklabels=False)\n", "plt.yticks(rotation=0)\n", "plt.title('Country Capability Spectral Representation: pairs with at least {} countries.'.format(country_threshold), size=15)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 5.5. The uniqueness of countries " ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# prepare heatmap\n", "jumbo_matrix = np.zeros((len(list_of_countries), len(get_country_values('Denmark'))))\n", "capability_pair_names = np.asarray(get_country_values('root'))\n", "\n", "# build heatmap \n", "for i in range(len(list_of_countries)):\n", " jumbo_matrix[i, :] = get_country_values(list_of_countries[i]) " ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "After deleting pairs with no occurencies:\n", "The original shape was of 76 countries and 123904 term pairs.\n", "94% was empty.\n", "The new shape was of 76 countries and 6236 term pairs.\n" ] } ], "source": [ "# delete 0 entries\n", "column_sum = np.sum(jumbo_matrix, axis=0)\n", "zero_counter = 0\n", "zero_indexes_array = []\n", "for i in range(len(column_sum)):\n", " if column_sum[i] == 0.0:\n", " zero_counter += 1\n", " zero_indexes_array.append(i)\n", "\n", "# adjust size to empy cells and output info\n", "print 'After deleting pairs with no occurencies:'\n", "print 'The original shape was of {} countries and {} term pairs.'.format(jumbo_matrix.shape[0], jumbo_matrix.shape[1])\n", "print '{}% was empty.'.format(zero_counter * 100 / len(column_sum))\n", "jumbo_matrix = np.delete(jumbo_matrix, zero_indexes_array, 1) \n", "capability_pair_names = np.delete(capability_pair_names, zero_indexes_array)\n", "print 'The new shape was of {} countries and {} term pairs.'.format(jumbo_matrix.shape[0], jumbo_matrix.shape[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Capability pairs that only appear in one country:**" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Pairs that only appear in Denmark:\n", "\n", "sewage/gas cleaning [u'Denmark'] 1\n", "ethanol/garden waste [u'Denmark'] 1\n", "ethanol/various grasses [u'Denmark'] 1\n", "straw/garden waste [u'Denmark'] 1\n", "straw/various grasses [u'Denmark'] 1\n", "hydrolysis/garden waste [u'Denmark'] 1\n", "hydrolysis/various grasses [u'Denmark'] 1\n", "gas cleaning/industrial waste [u'Denmark'] 1\n", "fermentation/mixed biomass [u'Denmark'] 1\n", "rapeseed oil/solvents [u'Denmark'] 1\n", "garden waste/various grasses [u'Denmark'] 1\n", "garden waste/enzymatic hydrolysis [u'Denmark'] 1\n", "garden waste/waste [u'Denmark'] 1\n", "garden waste/grass [u'Denmark'] 1\n", "biogas/cellulosic ethanol [u'Denmark'] 1\n", "biogas/mixed biomass [u'Denmark'] 1\n", "various grasses/enzymatic hydrolysis [u'Denmark'] 1\n", "various grasses/waste [u'Denmark'] 1\n", "various grasses/grass [u'Denmark'] 1\n", "cellulosic ethanol/mixed biomass [u'Denmark'] 1\n", "solvents/rapeseed [u'Denmark'] 1\n", "\n", "Denmark has 21 unique pairs.\n" ] } ], "source": [ "pair_must_appear_in = 1\n", "unique_country = 'Denmark'\n", "number_of_unique_pairs = 0\n", "\n", "print 'Pairs that only appear in {}:'.format(unique_country)\n", "print ''\n", "\n", "for column in range(len(capability_pair_names)):\n", " name_of_pair = capability_pair_names[column]\n", " counter = 0\n", " countries_have_it = []\n", " for row in range(len(list_of_countries)):\n", " if jumbo_matrix[row, column] > 0.0:\n", " counter += 1\n", " countries_have_it.append(list_of_countries[row])\n", " \n", "\n", " if counter == pair_must_appear_in and unique_country in countries_have_it:\n", " number_of_unique_pairs += 1\n", " \n", " print name_of_pair, countries_have_it, counter\n", "\n", "print ''\n", "print '{} has {} unique pairs.'.format(unique_country, number_of_unique_pairs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Countries with the most unique pairs:**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We create a function that given a country returns the number of total pairs that country and the number of pairs that are unique to that country." ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def number_of_unique_pairs(unique_country):\n", " pair_must_appear_in = 1\n", " number_of_unique_pairs = 0\n", " total_pairs = 0\n", "\n", "\n", " for column in range(len(capability_pair_names)):\n", " name_of_pair = capability_pair_names[column]\n", " counter = 0\n", " countries_have_it = []\n", " for row in range(len(list_of_countries)):\n", " if jumbo_matrix[row, column] > 0.0:\n", " if list_of_countries[row] == unique_country:\n", " total_pairs += 1\n", " counter += 1\n", " countries_have_it.append(list_of_countries[row])\n", " \n", " if counter == pair_must_appear_in and unique_country in countries_have_it:\n", " number_of_unique_pairs += 1\n", " \n", " return (number_of_unique_pairs, total_pairs)" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Portugal has 139 pairs which 10 are unique.\n" ] } ], "source": [ "print '{} has {} pairs which {} are unique.'.format('Portugal', number_of_unique_pairs('Portugal')[1], number_of_unique_pairs('Portugal')[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us define the uniqueness of a country as its proportion of unique pairs in relation to total pairs. " ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def country_uniqueness(country):\n", " division = float(number_of_unique_pairs(country)[0]) / number_of_unique_pairs(country)[1]\n", " return division" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us create the uniqueness ranking:" ] }, { "cell_type": "code", "execution_count": 68, "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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
CountryUniquenessUnique PairsTotal Pairs
United States of America0.47747422154639
Ukraine0.263158519
Indonesia0.2105261257
Lebanon0.20000015
Bangladesh0.200000735
Cyprus0.157895319
Sweden0.15625070448
Austria0.1506851173
European Patent Office0.1401451551106
El Salvador0.1325301183
Australia0.13229634257
Uganda0.130435323
South Africa0.12574921167
Hong Kong0.125000324
Turkey0.12077325207
People's Republic of China0.1133771391226
Thailand0.111111981
Brazil0.11067256506
United Kingdom0.10687070655
Canada0.10606184792
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# create dataframe\n", "term_Dataframe = pd.DataFrame(\n", " {'Country': [country for country in list_of_countries],\n", " 'Uniqueness': [country_uniqueness(country) for country in list_of_countries], \n", " 'Unique Pairs': [number_of_unique_pairs(country)[0] for country in list_of_countries], \n", " 'Total Pairs': [number_of_unique_pairs(country)[1] for country in list_of_countries]\n", " })\n", "\n", "# prepare dataframe\n", "term_Dataframe = term_Dataframe[['Country', 'Uniqueness', 'Unique Pairs', 'Total Pairs']]\n", "term_Dataframe = term_Dataframe.sort_values('Uniqueness', ascending=False)\n", "\n", "\n", "# print everything\n", "display(HTML(term_Dataframe[:20].to_html(index=False)))" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Denmark has an uniqueness of 0.08203125 with 256 pairs of which 21 are unique.\n" ] } ], "source": [ "dk = 'Denmark'\n", "print '{} has an uniqueness of {} with {} pairs of which {} are unique.'.format(dk, country_uniqueness(dk), number_of_unique_pairs(dk)[1], number_of_unique_pairs(dk)[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Country word clouds:**" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Uganda has 23 term pairs.\n" ] } ], "source": [ "country_for_cloud = 'Uganda'\n", "index_for_cloud = list_of_countries.index(country_for_cloud)\n", "jumbo_array = jumbo_matrix[index_for_cloud, :]\n", "string = ''\n", "pair_counter = 0\n", "\n", "for i in range(len(capability_pair_names)):\n", " if jumbo_array[i] > 0.0:\n", " pair_counter += 1\n", " string += ' {}'.format(capability_pair_names[i].replace('/', ' '))\n", "\n", "print '{} has {} term pairs.'.format(country_for_cloud, pair_counter)" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Uganda cloud:\n" ] }, { "data": { "image/png": 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K4tHMuF036l3/nBD6oEHCUmL7eYQ4o9//hmNzPsTSSVxtDrL71/rs+t/oLAK0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\n/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rf+yePk3n+L4LU5ZODbz6SBsX/zX2OSlO7X1+h89Dnx9VtkS6tEjoNwXfIXLyArRVCa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\nOJwZ/D/5ThkXlHkMegAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "text = string\n", "\n", "wordcloud = WordCloud().generate(text)\n", "\n", "print '{} cloud:'.format(country_for_cloud)\n", "plt.subplots(1,1,figsize=(15, 5))\n", "plt.subplot(111)\n", "plt.imshow(wordcloud, interpolation='bilinear')\n", "plt.axis(\"off\")\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.13" } }, "nbformat": 4, "nbformat_minor": 2 }