{ "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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qcpzFDwmmM8sIeZ/RvFiXcr4jrkKIcoBYKIS4fx/P9CBY6PjogexpjZ1QyC6GEwCCEqSxHVGHT3\nq4d7HCOEKla1k5CXIi6TkCSYKFD2AkbHnYSKV99CO9ter/gSqiHjtPIthh3WKoi6bfj8CwJxEhLY\npgt2v6FEsKAWSeh3D5FH4KdmthqwV7wwQicDcbTgjwVut+6sm7n4d/R/dm3CPuEMFAXxbeT5GWzI\nUC17cWIuLISv8u8u8hGHMxojNli+gbysgwpV7TfMbBWkoH8CWAjlPw9aQW+CPgqvTfC/qG7oUibS\npVeQkD9YjHi9wRloDhe5zulm9k93vyrzsOnu/QdeNLPVi3Ga2eqMoBxThRkhmg1hFfW7vAfa96HC\ntBDSEsbweWBb74Hee5Dn/jIiDpkX+DvwIcRcOE25y/uFupAYK7GqWcO6dtFx9wLLeYN6XDkws63c\n/dSh7LPh+c8ATnT3i8Lnu2kVRF3Z3QdbEHW6golN9TQkqBkymHzF3a8bRJ+3IKvuGehZ+7K7P1N8\nlwjBGge8O5z/DeBf8fe95uBZw9qE/UQIpVwfKQirA4+inK6f99jfTdHHZVDuYgF399V6Hetwwczm\nAHD3aU5QKiPMo9cBe7+DDIlJBM/Fkuh9vWcoUwJsBOsN5qIqt7jACESjjDjMzGjnA7gUsXZXKhzT\n2fu/JnA2rTJhywKb+ciQDFZihgevIdz9YRMbz4fcvS68qG+YFkNaguB/ZtiGG3sTqJRdJSw2pMUw\n+k5ANqua987+9mj3Js3h7qea2UZEC4G7D+ezvESh3AX8uwg7DR7pdxp+BWzt7n8BMLOPAb8GkjT7\nuXD3Z8J7+WPgZjPb3N1vJuHBQ966g4EX0fO7ubsPhXekaW3CvsHdnwzz+KPh3Nsir2JPCp67D4QY\nh3yoVevaT0sws8WQF2il8PlW9Aw+MKIDq8caSEHfLyjr1yIF/eyRHdbwwszOCB71qYl9g4a7/yik\nBizj7keFaz2Pu987FP0PEQqFZHFgXST4A3wB+MuIjGjk8RPEWFyUHxqH8kQ7lN3p8f1394khzH3N\nsGuiuz83kmNKYYYHryHMbBOUL/Gmu3/AzD4C7O/uQxGWkDuGuJ7UG4g5a1p3afcNEWHH7R5qvr2T\nErGtAauamS3qpRps0Xcrl40WEfnICsBywLm0h8v1Wgi86P/baPI/Lez6CnCyu3eUcugH4mcmfF7G\n3aemvnsnwMwme6lmWmpfwz7b3kUz2wKFeO8N/E/CgzcF+Jq732ZmH0fz63q9nr/Ud3Ztwn7CzC5A\nnrs7EEnHFcANQxEOO73NfWY2Ab3/hTA4HtjK3TccsUFlwswWQV7hvRgCkpzpDRUe+CGrxWdmewGb\nAAu5+xIh5/GP7r72UPQ/lDCzK4AvRtEJ7wbO9HcgUVeYw1cu5rMQ4XVz6rmYnt//aR0zPHjNcSAi\nZLgIwN0nmdniwzmAXkOU3sZ4LYQE/M3MdgUeQiF27xQchPLt/m5mZVa1A0ptz0WWNczsxlLo1vHF\ndxFiT8D9SNErMBTWoW2ANT0UJDWzI5E1fFgUPGAWM5urOH+k3M2NGPLeaZhgZl919z+AQmhRftFg\n0Oalc/ezzOxOZOlOzZ1vufttoe2VZtaTVysFb1CbsM84ElHL/7try7c/5nf3E6LPJ5rZbiM2mgyY\n2VHIgzcbUs73DX/fETCzr6MQvCXN7Mboq7EMbd26LVHu940wkC879xD2P5RYsFDuYCBqYcGRHNAI\nosjlLVBOC4kx3bz/Zna5u29gZk/R/vuGnYsjBzMUvB7gncVjXxvO8wfvzHeBD9NOKvKOsxQF7AvM\nja7Jr9Ei8z+1R7yN4M1Y1eIHd5aa74q+ty3vG2JYoVyF871oVl+ZeYgxoyAqEC1YBuxuZgWj5Gjg\naQbHxPr98g53n2pmq5JmcZzV2pnzRsefi9DK6RnufqmZbRA8xkeZ2XuAsb2Gnll7/cky8+C0fs3e\nMrOl3P0eABMr47CVdukRU4DDEQnTusCD7v74yA5pWHEpKtFwFCIKKvACujZDhX+7+39KS8K0GnZ2\nZ5g3fxs+b8vwsptPS7gEuMhEzgaK0rm4ou309P5vHf6OaKm0XMxQ8JrjxbAYF+E961EiARgGnIAm\njiWB/RCL5c3DPIYRR0ju3gx4zt2fD6GrryLmyJtqD34bwvNY1cpWtarv2mBm3wWOc7FkFeEn27n7\nYb2MNcJNJhbY48Ln7YFJg+yzCQ4m7f08D3lG3yno24Ll7v9Xsf8llKtRxuy0M+cRfR5uhse+IA49\nQ0LyLGhe7zX0rExJHl+/af2a7Q1cY2a3IaV0ReTZn+ZgrVqKx5pKBE0h1FI0sxGppTgScJHKPQwM\nWZ3KCjxqIn7ysN5/jxaxxbSG7YH90fsM8ujuOXLDGVF8B3l4NwufzwGOrWg73bz/hRHHR5BUsQlm\n5OA1hInq+zfAB5EisQTw2UAYMFxjmOzuKxWx7mY2GrjS3T86XGOYFmBmx6AFZgzwAAqXuQBZVM3f\nYQyIOTCzu4DN0UR6VvQ/wFnuvmzFcR1MnRYVtx3EeOZARoqCZOUy4Ac+zExamd7PGZiBIYGZTSaE\nnnmrQPSQ5S5NbzCz+VFOIsD17v70SI6nCmZ2VzFHhjCyTT2qpVieI9/u6Hc0UQhx/B2wHvAWcA3w\nVVe9xxl4m2A6ev9vosYQ7tMYW/EMD15DuPuNIfH/o0gwvs5VF+7/27v3aMmr8szj36e5tSgNIqCC\nEBrwgiBCB0cDCoJmmMWARGMSCSgoZoz3WzB4JSw1upBBRwyRiygKg4YMThwja4FiuAheuHtDTBol\nUdEWCDRo00I/88f+VXed6jrdp86pc/avqp7PWmdV/XadLt6mT52qvfe733chdVJCVzeriPcC2y9w\nDG3wPErhjy2Bn1NyuVdLOpvhpomMk97dkd6V/un0S5uc8++PZiJ30lyfZwhxtKGnVHWSdqb0mXom\nUz+wtXkHaBSNUurZvLO9QtI1lA/yO1LSgttoVdf92r0U22Besol6Uo7fQnmvWdN8bQe0boKnUuHz\ndEqxnYNUegQfYPuTlUNrvRF6/Y/UjmwmeLNg+z6aIiuV3N5M7P438E1KiujEpWgCDzWV8B6UtNz2\nagDbayStrhxbK9nedZZ/9MeS3kY5dyJKg9uJnxCNofMo5xL3pTQbfi2luE4MV3fq2SJKmlJbU8/m\nRVe64y3N+9ktjEC6Y1N19V7Kh9GTux5a3PcPjLc9bP+xpKNsXyTpEuDrQ3je3pRjKAsgWwHbAm2s\nVnoO5XNh5/z/bcAFlIyv6DGKr3837YM6VFpRdY4btM5se2JNHEl3SFre5+sOSQvar8P2sbbvcWmK\n+yrKWaFjN/LHxtEWkvZsVvvW3m+uJ/HNdj69iVIO/LeUvj+H079ARoy27Wx/CnjY9nWUktWH1w1p\nLL2RUnxmb0pT+YMpOxWTZJntW5r7Lwd+aHsvSk/TN9QLa4M6vRR/TOVeii3Rm020miFkE9le2v1F\neZ18mlJ8Y2hVdYdsp2a37hGAZsF5Td2QWm0UX/8ASHpak675a2CFpG9LelrtuHplB2/mjmhuRWnm\nXb2RtqRtKOkKd3gI/ZNG0GzTDWNATSn5Q5szc53Uyhg/nZ3vByTtAvySyUz/nldNu4b/KmlLYFFb\nV4Dn2cilO9q+WNLVNL0Uux66E/iLOlFVNa/ZRJI2pWQR/DXl/f33bf9sWM8/ZFM+gzWfzxayInRr\nNJUw77S9StJhlPPtZ3lqM/CRe/13+QxwBvC55vqYZuw5leLpKxO8GbK9Nn1G0m+7rxfKKG5pz6c5\npBvGgJrWBa8Cnmz7JEm7AjvavnZIz785Xb+PbP9mGM8bA7uq+d1yJuWD2kOUBa0Ygp6zRd3jQOvb\nGQzdKKY7tqiXYnW2O5lDp6v0w9uG6cvhD0TSKyg/E9cDh862hcgCuqQp/LaVpOMpqZrnbfiPjK1/\nAJ4laSlwFqWtxvnAi7q/aRRf/43H2P5s1/UFTaXxVskEb7T029JeW8GL0qg6Yj6cDjye0gj9JGAl\n8DFgTlWjJL2YshL2xM4QZfe1jWcsJsEHmjPGn5N0JbDE9vdqBzVGRvFs0XzppDuuJumOI6XZWftL\n4KnATcCnbV8zxOe/FXgM8DeUCd6m3YsjbVwIsX2qpGMok9zDgY/bvqByWLWsaYpI/XfgzOb/zc09\n3zPKr/8bJD238zMv6UAWtr3TjGSCN1pGeUs7RtshlDSLGwFs3y1pGKtsHwH+lFIaOecVKmp2aa8D\nng5gu+1vsiOnOU+0VpPy/DbKeda2ni2aF0l3HGmfpPyeuJpynvT3mLoDM1dLKAsfpzS33amOrezr\nKOlQ2xcCF/aMXVExrFoWq/SLPhJ4dzM2tWTwCL7+u9okbE7Jdun0zt2DFlZuzwRvhnr6Xzy1SUdY\na6H6X4zwlnaMtlW23Uklayr/DeN8wT3DSvOMuWn+ff9d0mN7zkrEkI3Y2aJ5k3THkXUAsG/Tluhv\nga8xxAneiB6/OI2S4bKxsUnwMeBHwNdsXy9pN+C+3m8awdd/2iSMqTb8w47ylnaMtu826Sdqzt+9\nk7J6O1dflPRa4At07VDnDF419wE3SfoKsLbwh+131AtpvIzg2aKIXqu62hLd1yz4TSRJe1D6AC6R\n1F1xeGtKIbiJY/ts4OyuoZ8CL6wUztD0tkloO5U2YjEqJD2BZku76QHX2dXbNClVMV8kbUVJIesc\nkv4S8Na5Vv+T1C8t07Yn6SxSa0jquwpv+5SFjmUc9TlbNEUbzxZF9JL0S0rRjI7juq8naUFI0nGU\ndjL7M/U1fT9wtu1+527HWlMd+J3AbraPaVoIPM32/60c2lD0ZPSttVCZfDOVCV5ERExL0vNsD2O3\nduJJ+gnrPhisd7bIduvOFkX0mm4hqGMSF4QkHW/7M7XjaANJ5wO/AI60vVfTEPxq2/tVDm0oJB3c\ndbkYOBr4ue13VQqpr0zwImKjJN0NnGz7E11jV9o+eAN/bKbP/TjW9Y+5zvY9c33OmBtJT6SsSr+S\n8j7x5LoRRUS0j6Sltu+YrgXKJO7KS7rJ9n6d22bsFtvPrB3bfGgKlF1j+8DasXTLGbyImIl7gBdL\n2t32W5uxJXN90qYJ6gWUs6UA50k61vblc33uGExT+OMo4ATg2ZT3h8Nsf7NqYBER7XUGcATTt0CZ\nxF35h7ovmorb43xOcwnl6FSrZII3Q9OtznRM4ipNTJSVwGGUCdj/AY6hTw76LHwQOMj2DwEk7Ql8\nDsgEbwFJ+iglzeRW4DPAHwM/yOQuImJ6to9obpdu7HsnyFWS3gVsIen5lFYw/1Q3pOHpOYO3iDKJ\n/5/1IuovKZozJOkO1p2Z2IVygNaUSkl35sUd46wn1eIUymRve9u7z/F510vbGOdUjraS9BtKD7wP\n2P56M7Y8Z8IiImamKS7yJLo2TyZx8V/SZsA7KEXZRCnK9iHbj1QNbEh6zuA9DCy3/Yta8UwnO3gz\n1JnASToDuMr2xc31S4GDasYWsQDW7uTYPrlZ8HjfEJ53Rffh9KYi2YohPG8MZkfgz4GPSNoW+Cx5\nf4iImBFJrwc+TOlT3JnITGqK5u62P0jJ0AGgqaR5W72Qhsf2lc0k9qnNUCs/s2QHb0DT7DjcbHvf\nWjFFzBdJmwBb9Pala1YqV9t+eI7PvztwIbAv5c3wZuBY2/82l+eN2ZO0D/AqyoTvNuBC22fVjSoi\n2kbSAcCplEnMppTdGtveoWpgFUhaDhxi+6e1Y6lN0o22l21sbFRJei5wEfAbys/8YuBltq+tGliP\nrNAOTt1lwyUdyHgfHo3J9mHgR8C5PeNHU1av5tTvqJnIPacpo8xc++rF3Nm+FXiLpBOBP6JU0swE\nLyJ6fQp4PyXDYyzS7+bgrkmf3EnaDtgBWNycp++0gdkaeHS1wIbv7ygL0VdCaSUE/D3QqqMl2cEb\nUPMPeRHwYDP0KOBo29+oF1XE/JB0A/As22t6xjcBbrG99yyfN6WlIyJG2DjtysxVczb9UcDngVWd\n8Ul6L5P0ZuAtlJT/n3c9dB9whu1PVQlsyEaldkAmeLMgaXPW5d7+yPbqmvFEzJcNpR9LutX2PrN8\n3i/bPqI5y9crDZ8jIlpO0geAb9i+tHYsteW9bB1J77L9t7XjmC+STgNusn1hc/3nwL6255TRNGyZ\n4DHNO+kAABChSURBVM1CKiXFpJD0I2C/PmfwHgPcYPup/f9kRESMM0krgMdR2ug8xASfwYv1SdqB\ncj4NANt3VgxnaLp+7jv9/rYA7m7ut+bnP2fwBtRVKekeoJO2NqmVkmL8fQE4X9IJtu8HkLQ15UzW\nxcP4D2TBJCJiJO1fO4DaJO3SM2Rghe1V/b5/Ekg6hFKJ+fGUs5mbUyZArZj4DMFI/NxnB29AqZQU\nk0TSppTG10cBP26Gn0zpa3PcEKpo9i0tPYlpLTVJOnVDj7ct9SQiog2a3ZxOj+SOrSl9RV8+LrtW\ng2jO7h9NWSBeBpwA7Gr7PVUDGyJJS4A9bN9YO5bpZAdvcBNfKSkmRzOBO1bSHsB+zfBNtv91SP+J\ntwN75zVVXado1O7AwcAlzfWLgSurRBQRrSZpZ0qbhGcyNRVvYhbobG/fO9YUIXsNcAZlcXTi2L5d\n0mYuu0jnSroeGIsJnqTDKVlMjwC7StofONn2kXUjmyoTvMFd3qx2T2ylpJg8zYRuWJO6blkwaQHb\npwBIugJYZvvu5voDDCkVNyLGznmUz0L7AscArwUmvoep7UeAMyW9unYslfyuuf2ZpCOBnwDb1gtn\n6E4BngVcCmD7+qanb6tkgje4VzS3f9I1ljN4EbOTBZN2eUJncgdg+25JT6gZUES01na2PyXpLbav\nk/QtSmriKbUDa4lNagdQyf+S9FjKjt1FlJTVt9YNabhs3yV1Z+WuLbjSGpngDcj20toxRIyRLJi0\ny/clnUtpYAylyXkm2xHRT6dF1ANNsZFfAuulLI6zpkhYr8dRUjS/t8DhtMU/N0XZvgPsAWvPrI2L\nlZIeT/msgqTnA/9ZNaI+MsGbpXEt/xqxkLJg0jonACcDn2iurwD+ql44EdFiV0naFjgTuIGyi/GP\ndUNacA8wtciKgRXA5cCbawVV2b9QiqtsbGxUnURJz1wq6V8ohedeVDWiPlJFc0CSDgXOp6f8a1v6\nXkSMAklb2H5omtVPevvuRUREezU7eEtsT+qu1cRrqm5vDlwL/AHrJr1bA1+3/bRasQ1b0y7qAMrf\n8VrbrdvBW1Q7gBH0EeAFwPeBLSnb8GdXjShi9FzX3D5AaZL7QNfXylpBTTpJO0i6QNJVzfU+kv6y\ndlwR0U6SXiDpDU0W0wpJT6kdU1Tzbsp7+DMolZk77+k/BC6sGNfQ2b7P9qW2vwL8VtKbasfUKxO8\nWbB9O7CZi3OB/1Y7pohRYntZc7vI9ibNbedrUg+mt8E5wDXANs31bcDr6oUTEW0l6SRKSncnFXEz\nSmXNmEC2T7G9CPj7nvf0bWy/v3Z8cyXpUZJOlHRGc+6OZgH0DlqYopkzeIMb9/KvEQtO0uZ0/T5K\nimY1O9n+pKTXANheLWlN7aAiopWOBvYHvg1g+z/GrJhGzILtNwBI2gZ4PrDc9q1VgxqOc4GdKSmo\nH5L0c2Af4NXNTl6rZII3uH7lX99SN6SI0STppcBHgZ1Yd1DdTG556doe7r5o3qA1zfdGxGT7re3f\n9ZSLT2GHCSXpAuAjtm9piu/cAtwPbCfp3U3G2yhbBjzD9sOStgLuApba/lXluPpKiuaAbF9k+17b\n37G9h+3tbY9VbnHEAjoVeAmwaVeqZiZ39Vwi6SxgK0nHA5eRlKuI6O/fJT0XsKRFkt5DqU8Qk2mZ\n7Vua+y8Hfmh7L+D3gTfUC2tofmv7YQDbK4Hb2zq5g+zgRURdv7D9ndpBRGH7VEnHUM7gHQ583PYF\nlcOKiHZ6I/BZYG/gN8DVwDFVI4qaVnXdfy7wRVibujsOO7s7STq163rH7mvb76gQ07TSJiEiqpH0\nMmAvyhvB2jcH22muXYGkQ21fsbGxiIiOpt3NItsP1I4l6pF0I3AEcC9wJ3Bw571c0g9t71kzvrmS\ndPKGHrd9ykLFMhPZwYuImnYC3gYcR+krCeUMx27VIppsp7F+M9p+YxERSDocOLS5/zXbl1YOKer5\nEHAzsBq4pmty9xzKhG+ktW0CtzGZ4EVETW8C9rD9i9qBTDJJewBPAZY0H9g6tqb0+4yImELSB4Ej\ngc83Qx+SdIDt91YMKyqxfbGkq4EnUAqsdNwJ/EWdqCZXUjQHJGlnSmGIZwKLO+O2s+MQMSBJV9k+\nqHYck07SccDxlJLn13c9dD9wtu1/rhFXRLSXpNuB/Ww/2Fw/GrjJdpqdR1SWHbzBnUdZrXom5TDx\na4F/qxpRxOj6tqSLgIuZegavdT1lxpnt84HzJR1v+zO144mIkXAvpbhKx6pmLCIqyw7egCTdZHs/\nSd+1/QxJi4DrbD+7dmwRo0bS1/sM2/ahCx7MBJO01PYdkp7e7/EUvYmIXpI+CuwJnN8MHQvcBnwN\nslAX40/SDsButr9ZO5ZemeANSNK3bD9b0nXAnwG/pPT6SIpmRIwkSV+2fYSkO/o87Px+i4he0yzQ\ndWShLsZSc87wCECUvo//CXzF9olVA+uRFM3BXSVpW+BM4AbgIUp6WUTMgqTDgBc2l5fZvrxmPJPI\n9hHN7dLasUTEaLB9SO0Yoj16esStp2194ubgMbbvk3QscCFwEqWoTCZ4o6xrhv45SVcCS2x/r2ZM\nEaNK0omUFgkXNUOnSzrf9mkVw5poTU+rJ9H1/pAUzYjoJwt00eXB5nZ34GDgkub6xcCVVSKaH1s0\nt4cAn7e9RtLDNQPqJymaMyRpC9sPNR9+1mP7N/3GI2J6km4FDrS9srneCviG7X3qRjaZJL0e+DCl\nUMLavoRJ0YyIXn0W6F4GZIFuwkm6AvgT23c3148DLh6XlF1JZwLPpyyC7gU8Gviq7f1rxtUrE7wZ\nknSj7WWS1lAaMav71vYmVQOMGEGdYkUbG4uFIWk5cIjtn9aOJSLaLQt00Y+kH9h++sbGRpUkUSrp\nL7d9v6TtgJ1t31Q5tCmSojlDtpc1t4tqxxIxRr4j6dPAOc31CUztwxYL665M7iJihtSZ3AHYXtl8\n+I3J9n1J5wKfaq5fCYx8mr+kXZq7j9i+uTNu+9fAr+tENb3s4M2SpM2ZekYlKZoRA2oa474PeEEz\n9FXg/Z3GubGwJJ0CPIrS67O7L+HIvzlHxHBJOo+SxdS9QLfI9ivrRRW1SVoCnExJYwS4gvK+fn+1\noIagq2rs3bZfWjWYGcgEb0CSXgJ8HNiRpGhGxBhJm4SImKlmge69rCuykgW6iJbIBG9Akv4VeAXw\nTdtrascTMaokPQv4K8ohZYDvAafZTopmRESLSdoEOMH22bVjiXZpmn+fDuxi+yBJ+wAH2P5k5dCG\noklDfhXwFNt/LWlXYEfb11YNrEfOkw3uHtvXZnIXMXuS/gC4DFgOvIeyCnwHcJmkZ9eMbRJJ2qXn\na2dJi2vHFRHtZPsR4DW144hWOge4Btimub4NeF29cIbudMqxkqOa65XAx+qF01928AYk6Z2UrvVf\nYOoZlZzBi5ghSV8EPmv7iz3jRwGvtP1HdSKbTJJWsC7lvGNr4Drg5bbvrBJYRLSWpI8A37L9j7Vj\nifaQdL3t/SXdZHu/Zuxm2/vWjm0YJN0M7Afc2PX3u7Vt1WOzgze4DwJ/R6mYsxJ4oLmNiJnbq3dy\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\nohxPgyciM4/OzB0yc4cFCzbr98tJkiRJmka6hqbM/GpmPgd4C7AIuDgiToiI53fZ9Trgusw8pyyf\nRBWi/liG1lH+vamsvx7YsmH/LUpZp/ItWpRLkiRJUs/UuqYpImYBjyuPm4FfA++PiCXt9snMG4Fr\nI+KxpWhn4DJgKTA2A97ewMnl+VLgLWUWvWcCt5dhfKcCL46ITcoEEC8GTi3r7oiIZ5ZZ897SUJck\nSZIk9USda5qOBF4OnAF8IjPPLauOiIgruuz+98A3I2IOcBXwt1RB7cSI2Be4Bnhd2fYU4KXAMuDu\nsi2ZeUtEHAqcV7Y7JDNvKc/fDXwNWB/4QXlIkiRJUs90DE2lB+cW4CmZeVeLTXbstH9mXgTs0GLV\nzi22TWC/NvUcCxzbovx84Amd2iBJkiRJk9FxeF4JMq9rE5jIzNv70ipJkiRJGhJ1rmm6MCKe0feW\nSJIkSdIQ6npNE7AT8MaIuIZq2vCg6oR6Ul9bJkmSJElDoE5oeknfWyFJkiRJQ6rO8LzDMvOaxgdw\nWL8bJkmSJEnDoE5o2r5xodyz6en9aY4kSZIkDZe2oSkiDoyIVcCTIuKO8lgF3IQ3kZUkSZI0Q7QN\nTZn5ycycB/xbZm5YHvMyc35mHjjANkqSJEnSlOk6EURmHhgRC4GtG7fPzJ/0s2GSJEmSNAy6hqaI\n+BdgT+Ay4L5SnIChSZIkSdK0V2fK8VcBj83Me/vdGEmSJEkaNnVmz7sKWLffDZEkSZKkYVSnp+lu\n4KKIOB24v7cpM9/Tt1ZJkiRJ0pCoE5qWlockSZIkzTh1Zs87bhANkSRJkqRhVGf2vKupZstbS2Y+\nqi8tkiRJkqQhUmd43g4Nz9cDXgts2p/mSJIkSdJw6Tp7XmaubHhcn5mfBV42gLZJkiRJ0pSrMzzv\naQ2L61D1PNXpoZIkSZKkkVcn/Hy64fkaYDnwur60RpIkSZKGTJ3Z854/iIZIkiRJ0jDqek1TRGwU\nEZ+JiPPL49MRsdEgGidJkiRJU61raAKOBVZRDcl7HXAH8J/9bJQkSZIkDYs61zQ9OjNf07D88Yi4\nqF8NkiRJkqRhUqen6U8R8dyxhYh4DvCn/jVJw2zFqnunugmSJEnSQNXpaXoXcFzDdUy3Avv0rUUa\nCp3CUbfgtNm8ub1ujiRJkjRl6syedxHw5IjYsCzf0fdWacr0oiepsQ4DlCRJkkZdndnzPhERG2fm\nHZl5R0RsEhGHDaJxGpwVq+7ty9C7sXod1idJkqRRVeeapl0z87axhcy8FXhp/5qkQRpkoDFASZIk\nzWwRsUtEXBERyyLiwy3Wz40G0fD4AAAgAElEQVSIb5f150TEooZ1B5byKyLiJd3qjIhtSh3LSp1z\nSvnWEXF6RFwcEWdFxBbd2l0nNM2KiPvHWEXE+oBjrkbcVIcXA5QkSdLMEhGzgC8CuwLbAXtFxHZN\nm+0L3JqZ2wJHAkeUfbcD9gS2B3YBjoqIWV3qPAI4stR1a6kb4FPA8Zn5JOAQ4JPd2l4nNH0TOD0i\n9o2IfYHTgONq7KchNWxBxfAkSZI0I+wILMvMqzJzNbAE2K1pm914IGucBOwcEVHKl2TmvZl5NbCs\n1NeyzrLPC0odlDp3L8+3A84oz89s0YYH6RqaMvMI4DDg8eVxaGb+a7f9NJyGOZzY+yRJkjTSFkTE\n+Q2PdzStXwhc27B8XSlruU1mrgFuB+Z32Ldd+XzgtlJH82v9Gnh1ef4qYF5EzO/0xupMOU5m/hD4\nYZ1tNbxGKYwM+wx84z2Ww/geJEmS5q47i0WP2LAndf0cbs7MHXpSWX99EPhCROwD/AS4Hriv0w61\nQpNG3ygFpmbNbR9EAOn18WpXn2FKkiTNINcDWzYsb1HKWm1zXUTMBjYCVnbZt1X5SmDjiJhdepvu\n3z4z/0DpaYqIhwKvaZz4rhVD0wwwyoGplV4FkGE4LsPeoyZJktRD5wGLI2IbqgCzJ/CGpm2WAnsD\nvwT2AM7IzIyIpcAJEfEZ4JHAYuBcIFrVWfY5s9SxpNR5MkBELABuycy/AAcCx3ZreNvQFBGnZ+bO\nEXFEZh5Q80BoyAxDMBiUUX+vBihJkjSdZeaaiNgfOBWYBRybmZdGxCHA+Zm5FDgG+HpELANuoQpB\nlO1OBC4D1gD7ZeZ9AK3qLC95ALCk3GP2V6VugOcBn4yIpBqet1+3tnfqado8Ip4NvDIillCluMY3\nfWG3yiVNzFiAMjxJkqTpJDNPAU5pKjuo4fk9wGvb7Hs4cHidOkv5VVSz6zWXn8QDs+rV0ik0HQR8\nlGr832eaX4tqCj8NsVHveZHhSZIkaRi0DU1jCSwiPpqZhw6wTeoBA9P0YniSJEmaOl0ngsjMQyPi\nlcBfl6KzMvP7/W2WJsPANH0ZniRJkgav681tI+KTwHupLrq6DHhvRHyi3w3TxBiYZgZvAixJkjQ4\ndaYcfxnwlDIlHxFxHNXsE//Uz4Zp/DyJnnlWrLrXXidJkqQ+69rTVGzc8HyjfjREk2NgmrnsdZIk\nSeqvOj1NnwR+VW4OFVTXNn24r63SuHjCLPB6J0mSpH6pMxHEtyLiLOAZpeiAzLyxr61SbQYmNXPI\nniRJUm/V6WkiM28Alva5LRonA5PasddJkiSpd+pe06QhY2BSHV7vJEmSNHmGphHkSbDGy/AkSZI0\ncbVCU0Q8NyL+tjzfLCK26W+zJPWDwUmSJGn86tzc9mDgAODAUrQu8I1+NkrtedKrybLXSZIkaXzq\nTATxKuCpwIUAmfmHiJjX11appak+0V25avX9z+fPmzOFLVEvNH6enDBCkiSpvTqhaXVmZkQkQERs\n0Oc2qYVBBabGYDSZ7QxVo8XZ9iRJktqrE5pOjIgvAxtHxNuBtwJf6W+z1KifgaluSOpFvQap4Wfv\nkyRJ0oPVubntpyLiRcAdwGOBgzLztL63TEB/AlO/gtJ4X9cQNdwMUJIkSZWuoanMlPfTsaAUEetH\nxKLMXN7vxs10vQ5MUxWW2jFEjY7mz6IhSpIkzSR1huf9F/DshuX7Stkz+tIiAb0NTMMWltpxoonR\n0erzaZCSJEnTVZ3QNDsz7z+bzczVEeEZ7QgYlbDUir1Qo6fXPaOGMEmSNCzqhKYVEfHKzFwKEBG7\nATf3t1kzWy9OPkc5MLViiJp5xvM9MGBJkqR+qhOa3gl8MyK+AARwLfCWvrZqBjMw1WOIUiOHC0qS\npH6qM3ve74BnRsRDy/KdfW+VJmQmhKV2DFFq5ux/kiSpV+rMnjcXeA2wCJgdEQBk5iF9bdkMNJle\nppkcmFrxPlFq5M17JUnSZNQZnncycDtwAdC/u6xqwgxM9bQ7ToapmcPeJ0mSNBF1QtMWmblL31sy\nw020l8nANHn2Ss1M9j5JkqS66oSmX0TEEzPzkr63ZoYapsC0fNVdtbddNG+Dnr/+sPAaqZnD8CRJ\nkrqpE5qeC+wTEVdTDc8LIDPzSX1tmQZiPCGp077TOUCBIWomMDxJkqR26oSmXSfzAhExCzgfuD4z\nXx4R2wBLgPlU10m9udwwdy5wPPB0YCXw+sxcXuo4ENgXuA94T2aeWsp3AT4HzAK+mpn/Mpm2jpLJ\n9jJNJix1q2+6ByhY+/gboKYXw5MkSWq2TrcNMvMaYEvgBeX53XX2a/Be4PKG5SOAIzNzW+BWqjBE\n+ffWUn5k2Y6I2A7YE9ge2AU4KiJmlTD2RapQtx2wV9l2pExkaN5kAtPyVXf1PDBNxWsMk5WrVt//\n0PSxYtW9PblvmiRJGn1dw09EHAwcABxYitYFvlGn8ojYAngZ8NWyHMALgJPKJscBu5fnu5Vlyvqd\ny/a7AUsy897MvBpYBuxYHssy86rMXE3Ve7VbnXbNVIMOMjMtPIEBajoyOEmSpDo9Rq8CXgncBZCZ\nfwDm1az/s8CHgL+U5fnAbZm5pixfBywszxcC15bXWEM1zfn8xvKmfdqVP0hEvCMizo+I82++eUXN\npg+niZ6MT2V4mYnhCTA8TSP2OkmSNLPVCU2rMzOBBIiIWhesRMTLgZsy84JJtK8nMvPozNwhM3dY\nsGCzqW7O/QZ1EjYsgWVY2jFo9j5NH4YnSZJmpjoTQZwYEV8GNo6ItwNvBb5SY7/nAK+MiJcC6wEb\nUk3asHFEzC69SVsA15ftr6e6duq6iJgNbEQ1IcRY+ZjGfdqVT0sTOeketqAy1p6ZMFlEK2M/QyeP\nGG1OFiFJmi7mzl6HbR/2kKluxtCrMxHEp6iuMfpv4LHAQZn5+Rr7HZiZW2TmIqqJHM7IzDcCZwJ7\nlM32Bk4uz5eWZcr6M0oP11Jgz4iYW2beWwycC5wHLI6IbSJiTnmNpTXe84wxbIGp0TC3bRDseZoe\n7HmSJGlm6NjTVGao+1FmPh84rUeveQCwJCIOA34FHFPKjwG+HhHLgFuoQhCZeWlEnAhcBqwB9svM\n+0r79gdOpZpy/NjMvLRHbew7T7QE9jxNF/Y8SZI0vXUMTZl5X0T8JSI2yszbJ/oimXkWcFZ5fhXV\nzHfN29wDvLbN/ocDh7coPwU4ZaLtGiXj7ZUYhZ6c5avumrHD9Jp536fpYcWqew1OkiRNQ3WuaboT\nuCQiTqPMoAeQme/pW6s0YxicHszep9Fmr5MkSdNPndD0nfLQiBiFXqZGBqfWDE+jzfAkSdL00TU0\nZeZxEbE+sFVmXjGANklqYHgabQ7ZkyRp9HWdPS8iXgFcBPywLD8lIpylThowZ9wbXU78IknSaKtz\nc9uPUU3ccBtAZl4EPKqPbVKT8Zwoj9rQvDGj2u6pYHgaTQYnSZJGV53Q9OcWM+f9pR+NkVSfwWn0\nGJwkSRpNdULTpRHxBmBWRCyOiM8Dv+hzuyTVYK/T6DE4SZI0euqEpr8HtgfuBU4Abgfe189GSRof\ng9NoMThJkjRa2oamiPh6efr2zPznzHxGeXyk3IhWE+QJk/rBXqfR4u8BSZJGR6eepqdHxCOBt0bE\nJhGxaeNjUA2UJEmSpKnU6T5N/wGcTjVT3gVANKxLnEFPGkorV632nk4jwns4SZI0Gjr1NP1PZj4e\nODYzH5WZ2zQ8DEzqqUXzNpjqJkiSJEktdQpNJ5V/HzOIhkjqHa9tGh1e2yRJ0vDrNDxvnYj4J+Ax\nEfH+5pWZ+Zn+NUuSJEmShkOnnqY9gfuogtW8Fg9NkNcwqN+8pkmSJKl32vY0ZeYVwBERcXFm/mCA\nbdIM4/VMvWVgkiRJ6q22oSki3pSZ3wC2i4jHN693eJ40fAxMkiRJvdfpmqaxP/8/dBANkTQ5BiZJ\nkqT+6DQ878vl348PrjmaaRyaN3mGJUmSpP7qNDzv3zvtmJnv6X1zJNVlWJIkSRqMTrPnXVAe6wFP\nA64sj6cAnq1JU8jAJEmSNDidhucdBxAR7wKem5lryvJ/AD8dTPM0XovmbcDyVXdNdTNqcWje+BiU\nJEmSpkannqYxmwAbNiw/tJRpQDxZntnmz5vjZ0CSJGkKdZo9b8y/AL+KiDOBAP4a+Fg/GyXJsCxJ\nkjQsuoamzPzPiPgBsFMpOiAzb+xvszTdOTSvNYOSJEnS8KnT00QJSSf3uS3SjGRQkiRJGm61QpOk\n3jMsCWCzeXOnugmSJKkLQ5M0IIYkSZKk0VQ7NEXEw6ju2QRAZv6+Ly3StDeTrmcyKEmSJI2+rqEp\nIl4JfBp4JHATsDVwObB9f5smjR5DkiRJ0vRTp6fpUOCZwI8y86kR8XzgTf1tljQaDEmSJEnTX52b\n2/45M1cC60TEOpl5JrBDn9slDaWxG816w1lJkqTxi4hdIuKKiFgWER9usX5uRHy7rD8nIhY1rDuw\nlF8RES/pVmdEbFPqWFbqnNOw7nURcVlEXBoRJ3Rrd53QdFtEPBT4CfDNiPgccFeN/aRpwZAkSZI0\neRExC/gisCuwHbBXRGzXtNm+wK2ZuS1wJHBE2Xc7YE+qS4R2AY6KiFld6jwCOLLUdWupm4hYDBwI\nPCcztwfe163tdULTbsDdwD8APwR+B7y8xn7SSDMoSZIk9dSOwLLMvCozVwNLqLJGo92A48rzk4Cd\nIyJK+ZLMvDczrwaWlfpa1ln2eUGpg1Ln7uX524EvZuatAJl5U7eG17mm6aDMPAD4y9gbiIgjgANq\n7CutZRRmzjMoSZKkmWK92evw2M0e0qvqFkTE+Q3LR2fm0Q3LC4FrG5avA3ZqquP+bTJzTUTcDswv\n5Wc37buwPG9V53zgtsxc02L7xwBExM+BWcDHMvOHnd5YndD0Ih4ckHZtUSaNNMOSJEnSpNycmaMw\n98FsYDHwPGAL4CcR8cTMvK3TDi1FxLuAdwOPioiLG1bNA37ek+ZKQ8LAJEmS1HfXA1s2LG9Rylpt\nc11EzAY2AlZ22bdV+Upg44iYXXqbGre/DjgnM/8MXB0Rv6UKUee1a3ina5pOAF4BLC3/jj2enplO\nOa5pw8AkSZI0EOcBi8usdnOoJnZY2rTNUmDv8nwP4IzMzFK+Z5ldbxuqkHNuuzrLPmeWOih1nlye\nf4+ql4mIWEA1XO+qTg3vNDwvM3N5ROzXvCIiNs3MWzpVrN5ZuWr1VDdh2jIwSZIkDUa5Rml/4FSq\na4mOzcxLI+IQ4PzMXAocA3w9IpYBt1CFIMp2JwKXAWuA/TLzPoBWdZaXPABYEhGHAb8qdVO2fXFE\nXAbcB/xjucVSW51C0wlUs+RdACQQje8ZeFSX4yINNQOTJEnSYGXmKcApTWUHNTy/B3htm30PBw6v\nU2cpv4pqdr3m8gTeXx61tA1Nmfny8u82dSvT1Fu+ylto1WFgkiRJUl11Zs8jIl4NPJeqh+mnmfm9\nvrZqmlux6t6pbsKUGJbpxg1MGiYrVt3LZvPmTnUzJElSB11vbhsRRwHvBC4BfgO8MyK+2O+GSZIk\nSdIwqNPT9ALg8WXsHxFxHHBp512k4WQvkyRJksara08TsAzYqmF5y1ImjRQDkyRJkiaiTmiaB1we\nEWdFxJlU0/xtGBFLI6J5XnX12HimG3cSCGk0zdTrHCVJGhV1hucd1H0TabjZyyRJkqSJ6hqaMvPH\ng2iIprdhmTlPkiRJGq86s+c9MyLOi4g7I2J1RNwXEXcMonFSL9jLpFHgED1JkoZXnWuavgDsBVwJ\nrA+8DXDK8Qnq14mR1zO1ZmCSJEnSZNUJTWTmMmBWZt6Xmf8J7NLfZkmSJEnScKgzEcTdETEHuCgi\n/hW4gZphS5Mznpnz9GD2MmnUrFh1L5vNmzvVzZAkSU3qhJ83l+32B+6iuk/Ta/rZKI2PQ/MezMAk\nSZKkXqnT03QzsDoz7wE+HhGzAP8UKkl9YG+TJEnDp05P0+nAQxqW1wd+1J/mTG/OjjUY9jJJkiSp\nl+qEpvUy886xhfL8IR22Vw/UvZ7JoXnS9OMfWCRJGi51QtNdEfG0sYWIeDrwp/41SZo4e5kkSZLU\na3WuaXof8F8R8QcggEcAr+9rqyRJkiRpSHQNTZl5XkQ8DnhsKboiM//c32apjskOzbtixd0tyx+7\n2WiOvrSXSdOJE0JIkjQ86vQ0UULSb/rclmltPNco9Pv+TO3CUvP6UQ1PkiRJUi95k9oZpltgmui2\nknrPCSEkSRoOHUNTVLYcVGNU30SG5k0kBI1KcHJoniRJkvqlY2jKzAROGVBb1EeTCT+9CE5OjS5N\njL1NkiRNvTrD8y6MiGf0vSUC6l3PNN4A0ovQMyo9TpIkSVKv1QlNOwG/jIjfRcTFEXFJRFzc74ZN\nJ1P5l+Jehh2DkzQ17G2SJGlq1Zk97yV9b4X6oh8h54oVd094Vr3lq+5i0bwNetwiSZIkqb+69jRl\n5jXAlsALyvO76+wXEVtGxJkRcVlEXBoR7y3lm0bEaRFxZfl3k1IeEfHvEbGs9Gg9raGuvcv2V0bE\n3g3lTy89X8vKvjH+QzBa6g7N62ev0DD2OPV7mnZpqtnbJEnS1KkTfg4GDgAOLEXrAt+oUfca4AOZ\nuR3wTGC/iNgO+DBwemYuBk4vywC7AovL4x3Al8rrbwocTDVMcEfg4LGgVbZ5e8N+u9Ro19AapRP/\niQYnJ4SQJs7gJEnS1KhzTdOrgFcCdwFk5h+Aed12yswbMvPC8nwVcDmwENgNOK5sdhywe3m+G3B8\nVs4GNo6IzamGB56Wmbdk5q3AacAuZd2GmXl2meXv+Ia6pqVh6GUaZqMUOiVJkjQ66oSm1SWUJEBE\njPuilIhYBDwVOAd4eGbeUFbdCDy8PF8IXNuw23WlrFP5dS3KW73+OyLi/Ig4/+abV4y3+ZMy6L8M\nDzIw2dskDZ69TZIkDV6d0HRiRHyZqufn7cCPgK/UfYGIeCjw38D7MvOOxnWNYayfMvPozNwhM3dY\nsGCzfr/chHTrJakTNKaih2nYerXsbZIkSVKv1ZkI4lPASVTB5zHAQZn5+TqVR8S6Zb9vZuZ3SvEf\ny9A6yr83lfLrqSacGLNFKetUvkWLcg3YRIKTvU3SxNnbJEnSYNWZchzgEmB9ql6hS+rsUGayOwa4\nPDM/07BqKbA38C/l35MbyvePiCVUkz7cnpk3RMSpwCcaJn94MXBgZt4SEXdExDOphv29BagV5qaj\nqe7xmcxU5L22ctVq5s+bM9XNkCRJGnpzZ63jLWFqqDN73tuAc4FXA3sAZ0fEW2vU/RzgzcALIuKi\n8ngpVVh6UURcCbywLAOcAlwFLKMa/vdugMy8BTgUOK88DilllG2+Wvb5HfCDGu0aOpMdmjfVgWmi\n+tnb5DA9TXf2NkmSNDh1epr+EXhqZq4EiIj5wC+AYzvtlJk/A9rdN2nnFtsnsF+buo5t9XqZeT7w\nhE7tmErDflKz7KYqbG37sN70EE2kt6mfN7y1x0mSJEm9UCc0rQRWNSyvKmUaAhPpZRoLS+2Wx0wk\nTA3TMD0wOGl6W7HqXjabN3eqmyFJ0rRXJzQtA86JiJOprmnaDbg4It4P0HS9knqsl0PY2oWjTtsP\nIjj1s7cJHhiqZ3iSJEnSRNSZcvx3wPd4YGrwk4GrqW5w2/Umt+psMtfe1O1lWnbT3eMOTJPdd7w9\nYIOYTc/rnDQdDfswYEmSpoOuPU2Z+fFBNET9MdGw1KqeXl37NJXsdZIkSdJ41elp0hTp1PtSpyen\nV4Gpsb7x1DmMvU1jVq5abc+TJEmSajE09clUD5npdWCaaN3DHJzA8KTpYap/30iSNN3VuU/TgkE0\nZCbqdLI+mV6mfgamibzGsAcneCA8GaAkSZLUrG1oiohXRMQK4JKIuC4inj3AdmmCBhGYBvFaUxGc\nxhigNIrsbZIkqX869TQdDvxVZm4OvAb45GCapE4mcl+mfqobnIat3XU1BiiDlCRJ0szUKTStycz/\nA8jMc3B68aE3yF6mibzuKAzTq8MQpWFlb5MkSf3Racrxh43dwLbVsje1ba/OictErmfqFDrGG5iW\n33hHx/WLHrHhuOqrOyX5sN34thda/Syd0lySJGn66BSavsLavUvNyxoS4wlM3cJS83bjCU/9upfT\nKASnZgYpTZUVq+5ls3lzp7oZkiRNK21Dkze1nV7qhqV2+9UNT3WC03h7m2A0g1Ozdr2LhilJkqTh\n1nHK8Yh4fkT8d0RcWh4nRcTzBtS2GWm8Q/O69TItv/GOCQem5nrqqtPzNZGJIYb1GqfJcrIJ9ZrX\nNkmS1Fudphx/GXAs8H3gDcAbgVOAYyPipYNpniajF2Gpub5e1mlwaq9VkDJMSZIkTY1O1zT9I7B7\nZv66oeyiiDgf+DxVgFKTyU4CMR5TNVve8hvv6Dpcr1/XN8H0GKo3UZP57DgMcGbx2iZJknqn0/C8\nRzQFJgAy82Lg4f1rkppNqEemx71ME6m/X8P0YOb0OPVSu94re7IkSZI66xSaOp2VesbaB+MJAp0C\nSb8D03hex+A0WgxR04vXNkmS1Budhuc9OiKWtigP4FF9ao+ajPuGsAMKTI2v14uhehOZUQ9m9lC9\nQRgLTg7tkyRJM1mn0LRbh3Wf6nVDZoph+ev99dd3D1cLF9abZrxOcKrD4DS8DE+jy2ubJEmavE73\nafrxIBsyHUxmKEwvhubV6WWqE5Yat+1VcOrnxBBgcBoUw5MkSZqJOk05vltE7NewfE5EXFUeewym\neaqr14GpcZ+6+3VrQz+vb4IqOHmd02AMS4+p6vHaJkmSJqfTRBAfAhqvaZoLPAN4HvCuPrZJRasA\nMZFpxscTfCZbx1QHJ3CCiEExOI0Wg5MkSRPXKTTNycxrG5Z/lpkrM/P3gOOghkinoDLZsNTv+trp\nRXAyPPWfwUmSJM0EnULTJo0Lmbl/w+Jm/WnO9NbuBLNfJ/f9Cjjd6u1Fb1OvGJ76z+nJR4e9TZIk\nTUyn0HRORLy9uTAi/g44t39NEtQfmjfoKcbHDCI4Tba3qZHhqf8MTqPB4CRJ0vh1mnL8H4DvRcQb\ngAtL2dOprm3avd8N0+QMYhhdt9n1ejEV+USnIW+nMTg5217vrVy12pn1JEnStNO2pykzb8rMZwOH\nAsvL45DMfFZm/nEwzRsdw/TX27qBaeUNK+9/9Pu1Wqk7TK+XPU6Nxnqf7IHqLXucht8w/b6SJGkU\ndOppAiAzzwDOGEBb1EEvh+a1CkntgtP8zed3ra9Tj1Ov7t/U6x6nZq2Ckz1RE2eP0/DzpreSJNXX\n6Zom9dB4JoGYTM9Kt56f8fYq1d2+0+v2amKIfvU4tdPYE2Vv1Pg5QYQkSZouDE0jaiK9TBMdhld3\nCN9kglNdgw5OjQxRE2NwGl4O05MkqR5D0wio2xPTKbRM5rqlXtbRznimIZ/K4NTIEFWfwWl4GZwk\nSerO0DQD9DLsdKtrEMP0YHiCUyMDVGcO1xteBidJ0qBExC4RcUVELIuID7dYPzcivl3WnxMRixrW\nHVjKr4iIl3SrMyK2KXUsK3XOKeXvjIhLIuKiiPhZRGzXrd2GphHUKny0Cyv96B0apuA0jOEJDFCd\nGJwkSZqZImIW8EVgV2A7YK8WgWVf4NbM3BY4Ejii7LsdsCewPbALcFREzOpS5xHAkaWuW0vdACdk\n5hMz8ynAvwKf6dZ2Q9OQ6WUI6OdwumEZqgfD2evUyAD1YPY6DR97myRJA7AjsCwzr8rM1cASYLem\nbXYDjivPTwJ2jogo5Usy897MvBpYVuprWWfZ5wWlDkqduwNkZuNf8TcAslvDu045rv7p1Un0IG5k\n28rKG1a2nZJ8MtOQT0S/pyTvlbGfudOZV5yafLg4DbkkzTyz1ole/l+8ICLOb1g+OjOPblheCFzb\nsHwdsFNTHfdvk5lrIuJ2YH4pP7tp34Xleas65wO3ZeaaFtsTEfsB7wfmUIWrjuxp6oF+/oV2vL0u\nY/rZE1T3dQY1TG/MMA/Xa2bv0wPsdRou9jhJkibh5szcoeFxdPddpkZmfjEzHw0cAHyk2/b2NA1A\nL08IezV195+vX1Zru3UXbtuT15uIuje+bTYqvU5j7H2qjH1P7HmaevY4SZL65Hpgy4blLUpZq22u\ni4jZwEbAyi77tipfCWwcEbNLb1Or14JqON+XujXcnqYRN5GheXUDU91t+9XbNBmj1Os0xp6nij1P\nkiRNW+cBi8usdnOoJnZY2rTNUmDv8nwP4IzMzFK+Z5ldbxtgMXBuuzrLPmeWOih1/v/27jVasrK+\n8/j3Z3ML2OiyaaM2mGZJa4JGFBGCSxLwsoZcRjQxEWIyMlFciZKJwySjmclyIYlZwzgOTuKVQUaj\njARJjB0hsiaCkckEBNIgNAbTARwuJgKDREQU8D8vah+sLqrq7DqnTl1OfT9vqNq197OffZ7q7vPj\n/+xnfxogybau8/008PfLddzQtA6Ne2reaoPTaqx0euKSeQ1PcpW9abvrm99xqp4kaayais+pwCXA\nl4ELqmpnkjOSvKLZ7cPApiS76Nxz9Lbm2J3ABcCNwGeBN1fVI4PabNp6K3Ba09ampm2AU5PsTHJt\nc46lkDaQ0/MWzChVpt7jVjpVb7WLQqx0ml43p+zNp+7g5LS96XCqniRpnKrqYuDinm1v73r9IPDz\nA459J/DONm0222+ms7pe7/bfGLXfVppmyFpXRFYamNoeP0vLkPczr1UnK08dTtubHitOkqRFZ2ia\nYb1Boc09QJNaNW9U07q3qZ95C07aneFpOgxOkqRFZmiaY6MsArHaKlPbdma92rRk3qpOVpseayk8\nGaAmx+AkSVpUhqYpmedfgscVwLq1rTaNMzjBfFWd5vk7s9YMUJNjcJIkLSJDkyZmJcujT4LBaX0x\nQK09g5MkadEYmiTmKzipPcOTJEkaB0OTNEcWfQnylbL6NH5WmyRJi8TQpJkxrfuallhtWgwGqPEx\nOEmSFoWhaQGsxcIN0kn55DoAABLsSURBVHpgcJIkSW0YmhbAnlsOmXYXWtn6lP2n3YWZ5tS8tWFw\nWrnNG/eedhckSZoIQ9OU+Avwyh3y5H3XpN1nbV6bdsfB74skSdL0GJrm2JYt7Ssz46w2rbStUfor\nTZLVptFZZZIkLRJD0xyZh+lrm566adpdWBGrTJIkSRrE0DRDen9xX8k0tGGhZbXVpj23HLJm90e1\nDYRrMTVvVgPT1o37GZgmYNPGvdi0ca9pd2NubN64t1UmSdLC2WPaHdBk7bnlkBWtptcmLA0LbMOm\n5k0rMM1yWNLaMyiNxqAkSVpkhqY5t2XL/txxx+7PN9r01E3c87V7Bh4zSnBqW1laaWBqa5yBybC0\nuAxKozMsSZJkaBqLzRv3HvqQx00b9xrbjeZbn7J/64fADtMbhvqFqHEEpuVM8j4tw9JiMiiNzqAk\nSdLuDE1TtHXjftz6zW/ttu1Zm/flprseePT9IU/el11ff6D30N2spNrUa6X3Ki0XmFY7LW8cFSbD\n0vpmKBoPg5IkSYMZmuZQv2rToOAEjBSeRrGaKXlrHZgMSuuLwWj8DEmSJLVnaJoDbapNw4xadWrT\n3jDTDEyzGJYMSu0YjNaeQUmSpJUxNE3IoPua2kzR66dttenR86+y6tT2vqVpBaZZC0sGpcEMR5Nl\nUJIkafUMTWOy3GIQq9Wv2jQoOAHLhqde/cLUKAs8TCMszVJQMiR9n6Fo+gxKkiSNl6FpglZbbWob\nnGB41alv31a4Al6b5cSXC0zzFpYWPSAZimaTQUmSpLVjaJozowYnGFx1Wo1xhCUYLTBNOiwtYjgy\nEM0Xg5IkSZMx96EpyfHAfwM2AOdU1X+aVl/aTNEbx71NowQn2D3grDRAjfKA2nkLS4sSjgxE64NB\nSZKkyZvr0JRkA/A+4OXA7cBVSbZX1Y3T7dnKjCM4AUMffjtK+BnVOMPSWgSl9R6ODEXrl0FJkqTp\nmuvQBBwJ7KqqmwGSnA+cAEwtNK2m2jTIKMEJ2oWncWkTlGDyYWm9BiSD0eIwKEmSNDvmPTRtAW7r\nen87cFTvTkneCLwR4MCDnr7mnVrNSnr9qk0wenCC3QPNOAPUuIMSrD4srbeQZDhaTAYlSZJm07yH\nplaq6mzgbIDnH35ETbk7wPBq00qCEzD0Abi9QadNiGobjgb1ZzmrCUrrJSQZjmRQkiRp9s17aLoD\nOKjr/YHNtqlb7TS9YcEJGBqeYHiAgpUHokEmUVWa16BkMFIvg5IkSfNl3kPTVcC2JAfTCUsnAr84\n3S6NZiXBCYaHJ2hXfVqNSTxbaR5CkoFIbRiSJEmab3Mdmqrq4SSnApfQWXL83KraOeVuPartvU3L\nBSdgaHgaFJygf7gZJUiNGo66zWtQMghptQxJkiStL3MdmgCq6mLg4mn3Y5BxBCdoV3WCwZWnbqsJ\nQsuZ5aBkGNJaMCBJkubZnhse579lLcx9aJoH4wxOMLjqBKMHqNWatfuTDEZaC/5jIknSYjM0Tcgo\nwQlYdXiC/oFmpUFqHM9PGmdQMhzNJsOFJElajwxNEzTK85vaPAC3bXjqNq6Hx7ZhSJovBh5JkqT+\nDE0TNmpwguFVJ9g9nIwSoMbNkDQbDD+SJEnjZWiaglGCE7SrOi2ZZIAyJE2GIUiSJGm6DE1TspLg\ntGQlAaqfYaFqrVe0W+SQZAiSJEmaL4amKVr65XmU8ATtp+0tZ5LPRFovIcnAI0mStHgMTTNg1KrT\nkpVUnyZlVkOSoUeSJEmjMjTNiJVWnZb0hpRJhahZCkcGIkmSJK0FQ9OMWW14WjIszIwSqGYpFIHB\nSJIkSZNnaJpR4wpP/cxaEOrHcCRJkqRZYWiacWsZnmaFAUmSJEmzzNA0J7qDxTwHKAOSJEmS5o2h\naQ71Bo9ZDVEGJEmSJK0HhqZ1oF84mVSQMhhJkiRpvTM0rVPLhZk2ocpAJEmSJBmaFpaBSJIkSWrn\ncdPugCRJkiTNMkOTJEmSJA1haJIkSZKkIQxNkiRJkjSEoUmSJEmShjA0SZIkSdIQhiZJkiRJGsLQ\nJEmSJElDGJokSZIkaQhDkyRJkiQNYWiSJEmSpCEMTZIkSZI0hKFJkiRJkoYwNEmSJEnSEIYmSZIk\nSRrC0CRJkiRJQxiaJEmSJGkIQ5MkSZKkiUhyfJKbkuxK8rY+n++d5I+bz69MsrXrs99utt+U5F8s\n12aSg5s2djVt7rXcOQYxNEmSJElac0k2AO8DfhI4FDgpyaE9u70euLeqDgHOAs5sjj0UOBF4NnA8\n8P4kG5Zp80zgrKate5u2B55jGEOTJEmSpEk4EthVVTdX1XeB84ETevY5Afho8/pC4KVJ0mw/v6q+\nU1W3ALua9vq22RzzkqYNmjZfucw5BtpjRZc7x67dcc3dT9pvj69Oux9TcgBw97Q7oYlwrBeD47w4\nHOvF4VivHz807Q60ce2Oay550n57HDCm5vZJcnXX+7Or6uyu91uA27re3w4c1dPGo/tU1cNJ7gM2\nNduv6Dl2S/O6X5ubgG9U1cN99h90joF/9hYuNFXV5mn3YVqSXF1VR0y7H1p7jvVicJwXh2O9OBxr\nTVpVHT/tPswDp+dJkiRJmoQ7gIO63h/YbOu7T5I9gCcA9ww5dtD2e4AnNm30nmvQOQYyNEmSJEma\nhKuAbc2qdnvRWdhhe88+24HXNa9fDVxaVdVsP7FZ+e5gYBvwxUFtNsdc1rRB0+anlznHQAs3PW/B\nnb38LlonHOvF4DgvDsd6cTjWWrea+4dOBS4BNgDnVtXOJGcAV1fVduDDwMeS7AL+H50QRLPfBcCN\nwMPAm6vqEYB+bTanfCtwfpLfA3Y0bTPoHMNkmVAlSZIkSQvN6XmSJEmSNIShSZIkSZKGMDStQ0mO\nT3JTkl1J3tbn872T/HHz+ZVJtk6+l1qtFuN8WpIbk3wpyeeSzMXzIvRYy411134/l6SSuFzxnGoz\n1kl+ofmzvTPJ/5x0H7V6Lf7+fnqSy5LsaP4O/6lp9FPS93lP0zqTZAPwFeDldB7idRVwUlXd2LXP\nm4DnVtWvJjkReFVVvWYqHdaKtBzn44Arq+qBJL8GHOs4z582Y93stxG4CNgLOLWqru5tS7Ot5Z/r\nbcAFwEuq6t4kT66qr0+lw1qRluN8NrCjqj6Q5FDg4qraOo3+Suqw0rT+HAnsqqqbq+q7wPnACT37\nnAB8tHl9IfDSJJlgH7V6y45zVV1WVQ80b6+g83wCzZ82f6YBfhc4E3hwkp3TWLUZ61OA91XVvQAG\nprnUZpwL2L95/QTgzgn2T1Ifhqb1ZwtwW9f725ttffepqoeB+4BNE+mdxqXNOHd7PfAXa9ojrZVl\nxzrJ4cBBVXXRJDumsWvz5/qZwDOT/HWSK5IcP7HeaVzajPPpwC8luR24GPj1yXRN0iA+p0la55L8\nEnAE8BPT7ovGL8njgP8KnDzlrmgy9qDzQMdj6VSPv5DkR6vqG1PtlcbtJOAjVfXuJEfTeZ7Mc6rq\ne9PumLSorDStP3cAB3W9P7DZ1nefJHvQKf3fM5HeaVzajDNJXgb8R+AVVfWdCfVN47XcWG8EngN8\nPsmtwI8B210MYi61+XN9O50n3T9UVbfQuTdm24T6p/FoM86vp3PvGlX1N8A+wAET6Z2kvgxN689V\nwLYkByfZi84Tjrf37LMdeF3z+tXApeWKIPNm2XFO8nzgQ3QCk/c9zK+hY11V91XVAVW1tblR/Ao6\nY+5CEPOnzd/ff0anykSSA+hM17t5kp3UqrUZ5/8LvBQgyY/QCU13TbSXknZjaFpnmnuUTgUuAb4M\nXFBVO5OckeQVzW4fBjYl2QWcBgxcwlizqeU4vwt4PPDJJNcm6f1HWXOg5VhrHWg51pcA9yS5EbgM\n+K2qcqbAHGk5zv8OOCXJdcAngJP9n5vSdLnkuCRJkiQNYaVJkiRJkoYwNEmSJEnSEIYmSZIkSRrC\n0CRJkiRJQxiaJEmSJGkIQ5OkuZHkKUnOT/IPSa5JcnGSZ475HJ/v92DYJK9I8rbm9elJfrN5fUbz\nEGGSvCXJviOe7/FJPtR1TZ9PctQ4rqXPuT6S5NXL7HNykqd1vT8nyaFr0Z+m/b2T/GWzLP5r1uo8\nA859bJIXTfKczXn/z6TPKUlanT2m3QFJaiNJgE8BH62qE5tthwE/CHxlrc9fVdt57AMoqaq3d719\nC/Bx4IERmj4HuAXYVlXfS3Iw0CqkND+TVNX3urZtqKpHRjh/r5OBG4A7AarqDatoq43nN+d53hqf\np59jgfuBx4SYJHs0z9MZu6p6TFBby/NJklbPSpOkeXEc8FBVfXBpQ1VdV1WXN9WazyX52yTXJzkB\nIMnWJH+X5LwkX05y4VIlKMnbk1yV5IYkZzcBZMkvN5WPG5Ic2ex/cpL39nZqqXqT5N8ATwMuS3JZ\nkl9J8p6u/U5JclbPsc8AjgJ+Zyn4VNUtVXVR8/lpTR9uSPKWrmu6Kckf0Qk3ByW5P8m7mwdhHp3k\nBUn+qqlcXZLkqX36/Zjrb6pQRwDnNdf/A92VtyQnNT/fG5Kc2dXW/UnemeS6JFck+cE+53tSkj9L\n8qVmn+cmeTKdkPnC5nzP6DnmkKYKdV0zts9o+vmupg/XL1WnmqrRZ7qOfW+Sk5vXtyZ5R9f344eT\nbAV+Ffi3zbmPacbyg0muBP5zkr9Psrlp43FJdi297zrP6Uk+luRvmv1Pabb3/U4u/by6+nx5Og+e\nvjHJfkkuaq73hky48iZJGszQJGlePAe4ZsBnDwKvqqrD6YSrd3eFoGcB76+qHwH+GXhTs/29VfXC\nqnoO8APAz3S1t29T+XgTcG6bzlXVH9CpzhxXVccBFwD/MsmezS7/uk9bzwau7VcZSvKC5pijgB8D\nTkny/Objbc01PbuqvgrsB1xZVYcBVwJ/CLy6ql7QnPOdfbr8mOuvqguBq4HXVtXzqurbXf15GnAm\n8BLgeXSCziubj/cDrmjO/wXglD7newewo6qeC/wH4I+q6uvAG4DLm/P9Q88x5wHva9p9EfA14Geb\n8x8GvAx4V79Q2MfdzffjA8BvVtWtwAeBs5pzX97sdyDwoqo6jU6ge22z/WXAdVV1V5+2n9v8XI4G\n3t78rIZ9J7sdDvxGVT0TOB64s6oOa8blsy2uS5I0AYYmSetBgN9P8iXgL4EtdKbtAdxWVX/dvP44\n8OLm9XFJrkxyPZ1feJ/d1d4nAKrqC8D+SZ44aoeq6n7gUuBnkvwwsGdVXT9CEy8GPlVV32ra+lPg\nmOazr1bVFV37PgL8SfP6WXQC5v9Kci3wO3SCQK9h19/PC4HPV9VdzTSy84Afbz77LrBU5bkG2Drg\nej4GUFWXApuS7D/oZEk2Aluq6lPNMQ9W1QNNO5+oqkeq6p+Av2r6tpw/XaZ/Sz7ZFWLPBf5V8/pX\ngP8x4JhPV9W3q+pu4DLgSIZ/J7t9sapuaV5fD7w8yZlJjqmq+1pclyRpArynSdK82AkMWsTgtcBm\n4AVV9VCSW4F9ms+qZ99Ksg/wfuCIqrotyeld+/c9ZoV9PodOVeXv6P8L907gsIx+H9K3et4/2HV8\ngJ1VdfSgg1tc/6geqqqln9EjTOfflofZ/X8E9l7Pd5r/Lte/R3+2zc/mn5K8hE4Qeu2AY/p9X4Z9\nJwed7ytJDgd+Cvi9JJ+rqjOG9FWSNCFWmiTNi0uBvZO8cWlDc1/MMcATgK83v5weB/xQ13FPT7IU\nIH4R+N98/5fXu5M8nseGsaX7ZF4M3DfC//H/JrBx6U1VXQkc1Jz3E707N9PRrgbesTR1K517ln4a\nuBx4ZZJ9k+wHvKrZtpybgM1L15xkzyS9VaRh17/bNXT5IvATSQ5IsgE4iU6Vp63LaUJHkmPpTJf7\n50E7V9U3gduXpgCms8revk07r0myobm/6Mebvn0VOLTZ74nAS1v0adC1djuHToXyk0OC7QlJ9kmy\nic7iElcx/DvZVzOt74Gq+jjwLjpT9yRJM8BKk6S5UFWV5FXAe5K8lc49I7fSWbHuPODPm6lmV9Op\n7Cy5CXhzknOBG4EPVNUDSf47nYUU/pHOL7ndHkyyA9iTzrSsts4GPpvkzua+Jujc2/S8qrp3wDFv\nAN4N7ErybeBu4Leq6m+TfIROIAA4p6p2NAsYDFRV301nQYc/SPIEOn/Pv4dOVWtpn28Muf6PAB9s\n+nJ01zFfS2fJ9cvoVLMuqqpPD/1p7O504NxmutoDwOtaHPPLwIeSnAE8BPw8nRUUjwauo1PR+fdV\n9Y8ASS5orukWYEeL9v8cuLBZpOHXB+yznU6VcNDUPIAv0fm5HAD8blXdmWTYd3KQH6Vzj9b36Fzv\nr7U4RpI0Afn+jApJWl+agPGZ5qb6afXhM3QWG/jctPqglUtn5cCzquqYAZ+fDtxfVf9loh2TJE2U\n0/MkaQ0keWKSrwDfNjDNp6ay9ifAb0+7L5Kk6bLSJEmSJElDWGmSJEmSpCEMTZIkSZI0hKFJkiRJ\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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\nxvu+2H3UgWI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