{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Capability Correlations" ] }, { "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", "# 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. Database Matrix of Occurences](#one)\n", " - [1.1. Getting the data from Neo4j](#one-one)\n", " - [1.2. Designing the queries](#one-two) \n", " - [1.3. The first part of the matrix: No intersections.](#one-three)\n", " - [1.4. The second part of the matrix: Intersections.](#one-four)\n", " - [1.5. Testing the co-occurence matrix](#one-five)\n", " - [1.6. Printing the matrix](#one-six)\n", "- [2. Co-occurence by country](#two)\n", " - [2.1. Co-ocurence matrixes for countries](#two-one)\n", " - [2.2. Transforming the co-occurence matrix into a list](#two-two)\n", " - [2.3. Visualizing correlations](#two-three)\n", " - [2.4. Creating a correlation matrix](#two-four)\n", " - [2.4.1. Regular Matrix](#two-four-one)\n", " - [2.4.2. Reordered Matrix: Clustermap](#two-four-two)\n", " - [2.5. Country profiles](#two-five)\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: Denmark](#three-one-two)\n", " - [3.1.3. Country Profiles and Correlation: Other countries](#three-one-three)\n", " - [3.1.4. Utilizing the average GDP per capita](#three-one-four)\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. The case of Denmark](#four)\n", " - [4.1. Visualizing Differences](#four-one)\n", " - [4.2. Understanding Differences](#four-two)\n", " - [4.3. Country Spectrums Revisited](#four-three) \n", " - [4.3.1. Country Spectrums: Zooming In](#four-three-one)\n", " - [4.3.2. Country Spectrums: Limited Countries](#four-three-two)\n", " - [4.3.3. Country Spectrums: Full Representation](#four-three-three)\n", " - [4.3.4. Country Spectrums: Pairs with more than X occurency](#four-three-four)\n", " - [4.3.5. Country Spectrums: Diving into pairs](#four-three-five)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Database Matrix of Occurences " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to establish a base for understading the basis of the work, we wish to understand the occurence of severall feedstocks, processing technologies and outputs in our database. \n", "\n", "For example, how many assets (patents, papers, etc) contain the mix of processing technology X for output Y? \n", "\n", "To understand this in a more general way, the [AMICA](https://amica-pathfinder.net/) database will be transformed in an [co-occurence matrix](https://en.wikipedia.org/wiki/Co-occurrence_matrix). This means, in the above described example that the number of assets that contain that mix will be an entry in a matrix, whyle the corresponfing technology and output will be columns/lines of the matrix. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.1. Getting the data from Neo4j " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first step in the analysis is to get the data from the [AMICA](https://amica-pathfinder.net/) database. This data is stored in a graph database of the type [Neo4j](https://neo4j.com/). " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use [py2neo](http://py2neo.org/v3/) to establish a connection to the neo4j database. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "local_connection_url = \"http://localhost:7474/db/data\"\n", "connection_to_graph = Graph(local_connection_url)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.2. Designing the queries " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Two queries to the database were designed, the first, only related to non intersecting data, this means, looking for co-occurences of:\n", "- outputs and technologies that appear together in an asset. \n", "- technologies and feedstocks that appear together in an asset. \n", "- feedstocks and outputs that appear together in an asset. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "query_no_interestions = \"\"\" MATCH (a:Asset)-[:CONTAINS]->(fs:Feedstock)\n", " MATCH (a:Asset)-[:CONTAINS]->(out:Output)\n", " MATCH (a:Asset)-[:CONTAINS]->(pt:ProcessingTech)\n", " RETURN fs.term, pt.term, out.term, count(a)\n", " \"\"\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The second query is designed to also fetch the intersections between different outputs, different processing technologies and different feedstocks. This relates to: \n", "- outputs that appear together in the same asset. \n", "- technologies that appear together in the same asset.\n", "- outputs that appear together in the same asset. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# issue: this query needs to be divided by two when building the matrix -> NON OPTIMIZED\n", "process_variables = ['Feedstock', 'Output', 'ProcessingTech']\n", "query_intersections = \"\"\" MATCH (a:Asset)-[:CONTAINS]->(fs:{})\n", " MATCH (a:Asset)-[:CONTAINS]->(t:{})\n", " WHERE fs<>t\n", " RETURN fs.term, t.term, count(a)\n", " \"\"\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.3. The first part of the matrix: No intersections. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to get the axis of our co-occurence matrix we make all the necessary queries and gather all the names that appear in a `matrix_axis_names` list." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Return query as pandas dataframe \n", "data_no_intersections = DataFrame(connection_to_graph.data(query_no_interestions)).as_matrix()\n", "\n", "# Get axis names from columns and append to list\n", "feedstock_names = set(list(data_no_intersections[:, 1]))\n", "processing_technology_names = set(list(data_no_intersections[:, 2]))\n", "output_names = set(list(data_no_intersections[:, 3]))\n", "matrix_axis_names = list(feedstock_names) + list(processing_technology_names) + list(output_names)\n", "\n", "# Extra labels that only appear in non-intersection queries\n", "for category in process_variables:\n", " data_no_intersections = DataFrame(connection_to_graph.data(query_intersections.format(category, category))).as_matrix()\n", " for column_number in range(1,3):\n", " column = data_no_intersections[:, column_number]\n", " for name in column:\n", " if name not in matrix_axis_names:\n", " matrix_axis_names.append(name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The co-occurence matrix will be called `matrix`. In order to get things started we need two things: \n", "\n", "- An empty matrix with the shape of the previously built axis:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "matrix = np.zeros([len(matrix_axis_names), len(matrix_axis_names)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- A function that given a certain name, returns the position of that name in a list:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def find_index(something, in_list):\n", " return in_list.index(something)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can start building the first part of the matrix. To do so, we iterated over all of the rows of the data retreived in the `data_no_intersections` table. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# for every row in original response\n", "for row in data_no_intersections:\n", " # the last column is the frequency \n", " frequency = row[0]\n", " indexes = [find_index(element, matrix_axis_names) for element in row[1::]]\n", " # add frequency value to matrix position\n", " for pair in itertools.combinations(indexes, 2):\n", " matrix[pair[0], pair[1]] += frequency\n", " matrix[pair[1], pair[0]] += frequency" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.4. The second part of the matrix: Intersections. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The second part of the matrix that should be built related to the second query. Intersecting categories. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Processing Feedstock\n", "Processing Output\n", "Processing ProcessingTech\n" ] } ], "source": [ "# for every type of asset\n", "for category in process_variables:\n", " print 'Processing ', category\n", " # execute the query \n", " process_data = DataFrame(connection_to_graph.data(query_intersections.format(category, category))).as_matrix()\n", " # fill the matrix\n", " for row in process_data:\n", " frequency = row[0]\n", " indexes = [find_index(element, matrix_axis_names) for element in row[1::]]\n", " # add frequency value to matrix position\n", " for pair in itertools.combinations(indexes, 2):\n", " matrix[pair[0], pair[1]] += frequency / 2 # Divided by two because query not optimized\n", " matrix[pair[1], pair[0]] += frequency / 2 # Divided by two because query not optimized" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.5. Testing the co-occurence matrix " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some basic statistics about the co-occurence matrix. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Rows: 342\n", "Columns: 342\n", "Mean: 1.3187989466844499\n", "Standart Deviation 15.649910770705663\n", "Max: 1626.0\n", "Min: 0.0\n" ] } ], "source": [ "print 'Rows:', matrix.shape[0]\n", "print 'Columns:', matrix.shape[1]\n", "print 'Mean: ', np.mean(matrix)\n", "print 'Standart Deviation', np.std(matrix)\n", "print 'Max: ', np.amax(matrix)\n", "print 'Min: ', np.amin(matrix)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After testing, we normalize the matrix." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "normalized_matrix = (matrix - np.mean(matrix)) / np.std(matrix)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Symmetricality verification of normalized and non-normlized co-occurence matrixes. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The non normalized matrix is symmetrical: True\n", "The normalized matrix is symmetrical: True\n" ] } ], "source": [ "def check_symmetric(a, tol):\n", " return np.allclose(a, a.T, atol=tol)\n", "\n", "print 'The non normalized matrix is symmetrical: {}'.format(check_symmetric(matrix, 1e-8))\n", "print 'The normalized matrix is symmetrical: {}'.format(check_symmetric(normalized_matrix, 1e-8))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following cell will verify if there is a non-zero element in the diagonal of the matrix. " ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true }, "outputs": [], "source": [ "for column_number in range(matrix.shape[0]):\n", " if matrix[column_number, column_number] != 0:\n", " print 'Non-zero entry found in entry {}'.format(column_number)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.6. Printing the matrix " ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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tqQkIIetEo5ZDd2AhGqFRNMIoGjVOh7RDVbEiU8pXIXLazrPK/T6MBvM47KwJ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\n/w1M6NXcHxh31C7aQ8drNVrx0u6L8dLui/3X0v7fuv5W5bkcbh0MPVc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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# create subplots\n", "plt.subplots(2,1,figsize=(17,17))\n", "\n", "plt.subplot(121)\n", "sns.heatmap(matrix, cmap='BuPu_r', cbar=None, square=True, xticklabels=False, yticklabels=False)\n", "plt.title('Co-occurence matrix heatmap: Non-normalized')\n", "\n", "plt.subplot(122)\n", "sns.heatmap(normalized_matrix, cmap='BuPu_r', cbar=None, square=True, xticklabels=False, yticklabels=False)\n", "plt.title('Co-occurence matrix heatmap: Normalized')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Co-occurences and 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": [ "### 2.1. 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": 15, "metadata": {}, "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": "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": 16, "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", " # 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 = [find_index(element, matrix_axis_names) 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 = [find_index(element, matrix_axis_names) 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", " no_duplicates = np.triu(country_matrix, 1)\n", " total_documents = np.sum(no_duplicates)\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" ] }, { "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": 17, "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(matrix, 1e-8)\n", " print ''" ] }, { "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": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Denmark co-occurence matrix stats:\n", "Rows: 342\n", "Columns: 342\n", "Mean: 1.709927841045108e-05\n", "Standart Deviation 0.0003948350121363923\n", "Max: 0.0389937106918239\n", "Min: 0.0\n", "Symmetry: True\n", "\n", "Sweden co-occurence matrix stats:\n", "Rows: 342\n", "Columns: 342\n", "Mean: 1.7099278410451076e-05\n", "Standart Deviation 0.0002755339909465207\n", "Max: 0.030638852672750978\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": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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ObJ6PM5vnI6J9rvq54/Q9t34etA37S0VRDL3xfene4TcGgBp4qHg4VR3DPNIn\nAKBpRukTmHoNAAAAGYkyAAAAZCTKAAAAkJEoAwAAQEaiDAAAABmJMgAAAGQkygAAAJCRKAMAAEBG\nogwAAAAZiTIAAABkJMrALqtLK1Mpo4xyiThx6HjVIQAAzD2JMlAqCfH0SJIBAGZjqeoAgHq5euPa\nVF4/ablEPPb041WHAACwEIwoAwAAQEaiDAAAABmJMgAAU3d4ea3qEBrh8PLaxHXV+/qXv/4rJyrv\n5OrWRK+fB60DrWgdaN36eXvtVGyvneq77aDz1/t4t7xh9t2vnL32031uo7U+1D64nUQZAABq5PL1\nK6WVNWmSzGCPXPnt2x6b9hdCw5ZfZhtaVKkoiqE3vi/dO/zGAFADDxUPp6pjmEf6BAA0zSh9AiPK\nAAAAkJEoV2CjtV7r6wXqHBuzsbq0Uvr9kOehXdX5HtHd2KZx7qAqrmmdDvXaLHU4X2X/DR/22lzG\nc+zgZtUhzAWJMrvMQzIDAAAwiaWqA1hEF3cuVR3CQHWOjdm5euNa6WXOQ9uaRr2UpRtbnWOEUVmM\nZjrUa7PU4XyV/Td85+ZOqeWx2xPPPFl1CHPBiDIAAABkxk6UTdEd36Jco1z349xLU+Muy4lDx+PE\noeN7bjPqdbCLXqej6l5rvLq0MlTdqV/qpKxrKg8vrzXmWrumxDmqMq+PrcO1tozn8PJaqdcVD2oL\n+b2K51EZ74Fh7rPtvVYOt4cCYK65PdR06BMA0DRuDwUAAABjkigDAABARqIM7DLpPXgH3cfXvX0n\nN8y14wAATM7toYBdJr290KDXu23R5B57+vGqQwAAWAhGlAGA2qp69daq9181q14Di0qiDAAAABmJ\nMgBQW5evX1no/VetzONf9LoEmqWWifJGa73qEBZaWfW/0Vp3LhvqzNFzcebouarDqJ1ZLkg2aFG0\nQbrvtVFfBzArpl43l3PXLM5XOWq5mNfFnUtVh7DQyqp/57G53vehd1cdQi3NckGyUffVfb9ZNA2o\nKyPKzeXcNYvzVY5ajigDAABAVSTKAAAAkJEoAwAAQEaiDAAA7Kl1oFXLshbN4eU1i3XNSC0X8wIA\nAOqhdaAVOzd3SiuvzLIWzTALdZV9vhaVEWUAAGAgSVezOF/lkCgDAABARqIMAAAAGYkyAAAAZCTK\nTM1Gaz02WutVh8EYVpdWYnVppeowGIHzBcC0WGW5PloHWvuuGm5V8XKMnShLgOZXWef24s6lUsrZ\nj7ZYvqs3rsXVG9dKLdN5Gs+wX1qUfb4AoGuYlZaZjZ2bO/su1mUxr3IYUWaXMpMZiREAANBEYyfK\n0xgtXJSpunU+zjLP68WdSzO+ediJAAAYAUlEQVQZVZ7VyPUiOnfmFSO/ZtAI6Iu/5O6+25/dujDy\nPhbJxrPX47Nece/Q29/1xgfjrjc+OMWIYHYWZbrnohwndB07uNn38cPLa41+P8w69mGmWNc152iC\nVBTF0Bvfl+4dfmMAqIGHiodT1THMI30CAJpmlD6BqdcAAACQkSgDAABARqIMAAAAGYkyAFCqMhe0\n2V47VVpZ09D0xYdmadACTouqKfWx0VqPl65/7sDnx3kPTGOBqVkvljvO+76Mz4r8PsqDjrcpbavu\nLOYFwFyzmNd0TLtPkHcoy7qH6+HlNfeDpVLddt3Edtg60Crt/rxllrVomtyG6mCUPsHSNAMBABjH\nNDqBOpZUrcltsMzEVpI8via3oaYx9RoAAAAyEmUAAADISJQBAAAgI1EGAACAjEQZAAAAMhJlAAAA\nyEiUgbGsLq1UHcJcW11aUccA1ELrQKvqEBiB81UO91EGxnL1xrWqQ5hr6heAunDf42ZxvsphRBkA\nAAAyEmUAoHYOL6/FsYObcXh5rdQy66rOsbG3RTl3ZU7nNTV4fIeX1xamzVVNogwAAAAZ1ygDALVz\n+fqVuHz9Sull1lWdY2Nvi3Luyrzu1TW041uU9lYHRpSZmo3Wemy01qsOgzEMs+LyiUPHRypzUFsY\npY3UYRXostr0XsfS+9ww++y+xvuOOihzWuD22qnSyupnv1gnOZZjBzdLiWFeTPtcVmHYczyKMtpD\n/nfg5OpWnFzdGuu1Ee3zdueFV+25/ah/d8pqC/kU7mn//Tt2cHPX+b7j9D1DbZcr69x2j3PQec3r\nd1E+X6YhFUUx9Mb3pXuH3xgAauCh4uFUdQzzSJ8AgKYZpU9gRBnYpYxR235l1GE0eB6MOpIPAMDo\nJMpAqSTE0yNJBgCYDYt5AbtcvXFtKq+ftFwiHnv68apDAABYCEaUAQAAICNRBgBKNY2VgCGivYLv\nvKziO83jyFdkPrN5Ps5snh/6tb3v31FeO6xplDltZ7cuxNmtC7d+P3fulX23u+P0PQNXxO4958Ou\n0u1uFtWw6jUAc82q19OhTwBA01j1GgAAAMYkUQYAAICMRBkAqKV5uRa1buapXufpmuU6K7uOWwda\npZbHbq5pLofbQwEAtXT5+pWqQ5hL81Sv83QsdVZ2Pe/c3Cm1PHa7uHOp6hDmghFlAAAAyEiUAQAA\nICNRBgAAgIxEGQAAADISZQAAAMhIlAEAACAjUQYAAICMRBkAKNXh5bWqQwBKcnJ1qxFlTtvh5bVd\nn22DPud6t9uvzDK3o1xLVQcAAMyXy9evVB0CUJIPXH20EWVOW+/n2qDPuVE+/4bd1mdqNYwoAwAA\nQEaiDAAAABmJMgBQqiZef0gzjHL9Z91ttNb7Pn7H6XtmHMlu81K/ZTt2cDOOHdy89fuZzfN9tzuz\neX7gczRLKopi6I3vS/cOvzEA1MBDxcOp6hjmkT4BAE0zSp/AiDIAAABkJMoAQKnqNnVzkqngrQOt\nEiPpr25T1U+ubk0lpu21U6WU8/LXf2Up5VRtUB2bultP+bT/1oFW3HnhVX2322itD5xWn0/d7pY5\n7L67ttdO3XovDXpP5Y+f3bow1D64nUQZAJhbdUtCmcy8JMn7ed+T76o6BFh4rlEGYK65Rnk69AkA\naBrXKAMAAMCYJMoAAACQkSgDAABARqIMAAAAGYkyAAAAZCTKAAAAkKllory6tFJ1CFO1urQy98cI\nTGajtR4brfWqwwAAWEhLVQfQz9Ub16oOYarm/fiAyV3cuVR1CAAAC6uWI8oAAABQFYkyAFCq1oFW\nKeWcXN0qpZy6c5yLadDlNccObk5c9uHltYnLmGb5045vGo4d3Nx1bvodw0ZrPQ4vr5VyfP3aR/ey\nrFEuzXIZ1/hSURRDb3xfunf4jQGgBh4qHk5VxzCPun2Cw8trcfn6lV3P9XsMtAvmRTf5dJlU84zS\nJ6jlNcoAQDP0S3wkQ/SjXTAvJMiLwdRrAAAAyEiUK1CH20Pttf8qY5t033Wo22E0Icaynd26UHUI\njdWd4rV95HRsHzldcTSwvzKvRd1eO1VaWbM27LWBZzbPTzmS6WgdaI10Pfo8Xis5yTENatvjtIc6\nX//d73rdOy+8qvT9nFzdmmo99JY/qF+Tb7fftcrDtp98v/k10IOOt3d7xjNWojztjtpGaz1OHDq+\n67EyE4u9GuWZo+eGKmOShGzj2eux8ex2DKMkD5Ps88Sh47vqtPcWVdNI3F52/wPxsvsfGOk1w9w6\nqzfW3uPqLePM0XNDn9d+5ZclP39NuUXYsB/gw2x349JTk4ZTuVHaUXf7UV/Tlb9nV5/VbjePPPX+\neOSp9/fd/u03HoqI9meKLyWYpX7v/2c+/sxIZQxKtg4vr8VHrj810X3F9+s871fusJ3MshYwm4X9\njimvs72Oa+fmTuzc3Bl6vy/+4ruH3naY2CJuv+f8MOdr0Db9jnW/8l5w5EX77m9QHT57+1jfx9/3\n5LtGiiEi4gNXH913mzr5b488UXUII/vA1Ud31XNqLe+7Xe/lBr0LtQ07hTvf72e+5kvjM1/zpRER\n8cmf8eK+23/bU9916+eXHOzfzthfrRbz6nYKH3v68WnupnJ5YjerYx1l0YGzWxfivY/+6r7bnTh0\nfK7P1bkzr4iIiHe/7+crjmT2Rl2kYqO1vu+2d73xwXjn9/3gxLFVaXVpZeZfcpzduhBLx58fv/6z\nPznU9i9/w1dFRMSv/fC/mGZYjWIxr+mYdp8gTy5GScb2K7NfWd19lbWfceSxDYqz6WZxXOPuY5LY\nRnltHdpaHRw7uBlPPPNk1WE0Unc0/jd+9WcqjqSZRukT1CpRBoCySZSnQ58AgKYZpU/gGmUAAADI\n1DJRnveFjpqy4BRQnUmuyQSAcc1i8ScLTNEEtUyUm7LQ0bySxEP1Lu5cunXdt4QZgFkp+37XkmKa\naqnqABZR3b8IqHt8sGiGXVQNAOqmX+JddjIO01DLEWUAoBn63Qu29xYok6jz/WH306RbRo1rlNHC\neRxZnOSYzBZqrpOrW3H+S1498uuafF/4RSRRBgBgZPOY+AJ0lXZ7qHm/p26ZutcAVz3FedpxzOq+\n2FXc23Yvg+JZlPuEz7uyPuv2KufEoeOx+kmrERHxyFPvn3hfi87toabD7aEAaBr3UQaADonydOgT\nANA07qPMbdxqhlF020uZbWb7yOnSymIw73WgaotwbTaT6Z22P6/T+L0Xms2q1wvCqrmMYhrtxRTi\n2fBeB6q2c3On6hCoud5Vr+d1FWzvhWYzogwAAAAZiTIAAABkJMoLqrvi9bT3Mep+Jo1rnH3Ooqx+\nZS+aQdfNup52eNtHTu97rbdrlAEo0+Hltb7XEE9yXfGg+wkP2hdUwarXAMw1q15Phz4BAE1j1WsA\nAAAYk0QZAAAAMhJlAAAAyIydKE9jsZgzR8/FmaPn+j534tDx0vdXlTvvflXceferbi3KM2xdTrK4\nVO8CP3uVc9dbvn6oMvdbVOj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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# create subplots\n", "plt.subplots(2,1,figsize=(17,17))\n", "\n", "plt.subplot(121)\n", "sns.heatmap(get_country_matrix('Denmark', normalization=True), cmap='BuPu_r', cbar=None, square=True, xticklabels=False, yticklabels=False)\n", "plt.title('Normalized Capability Matrix: Denmark')\n", "\n", "plt.subplot(122)\n", "sns.heatmap(get_country_matrix('Sweden', normalization=True), cmap='BuPu_r', cbar=None, square=True, xticklabels=False, yticklabels=False)\n", "plt.title('Normalized Capability Matrix: Sweden')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.2. Transforming the co-occurence matrix into a list " ] }, { "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": 20, "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": [ "### 2.3. Visualizing correlations " ] }, { "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": 21, "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": 22, "metadata": { "scrolled": false }, "outputs": [ { "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", "plt.subplots(1,1,figsize=(20, 5))\n", "plt.subplot(111)\n", "sns.heatmap(corelation, cmap='hot', 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": [ "### 2.4. Creating a correlation matrix " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 2.4.1. Regular 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": 23, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/duarteocarmo/anaconda/lib/python2.7/site-packages/ipykernel/__main__.py:50: RuntimeWarning:\n", "\n", "invalid value encountered in divide\n", "\n" ] } ], "source": [ "# create dictionnary\n", "country_capability_dict = {}\n", "counter = 0\n", "\n", "# iterate through countries\n", "for country in country_names:\n", " counter += 1\n", " country_matrix = get_country_matrix(country, normalization=True)\n", " \n", " # discart if no information\n", " if np.all(np.isnan(country_matrix)):\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) \n", "\n" ] }, { "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": 24, "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": 25, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] } ], "source": [ "country_names = country_capability_dict.keys()\n", "country_names.sort()\n", "number_of_countries = len(country_names)\n", "country_correlation = np.zeros([number_of_countries, number_of_countries])\n", "\n", "\n", "for row in range(number_of_countries):\n", " print 'Processing country {} / {} \\r'.format(row + 1, number_of_countries),\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)\n", "\n" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Minimum correlation value is -0.0010633598613 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": 27, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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+4Ow7nWR5c9OeqBmYKmmppMeAo4EvdbFN9hNQ0kWS9u7GqpqZmZmZ2RrysMNN\nS32i5s9ExPHrutOIeP8618zMzMzMzNaJe742XS8kagaQ9AlJk1Ii5PPqgyX1kPQjSQ9JuknSDe2J\nkSVNlDQuPV5cs83JkiakxxMk/VjSHSmp8nhJP0/Jmies52M1MzMzM9viuedr09JhomZJr6JKyHwo\n1aQY10k6JiJurtn2TcBoqlxe21JNtvHzNSx/CHA4cAJVUuUjgfcDkySNrclJZmZmZmZma8g9X5uW\nZRExNiLGAK+hStQs4FXp373APcAYqsZYraOA30REW0Q8C+Rnm1jd76KageV+YFZE3J+SLE+jatit\nQtKZku6SdNfiFWWTaZiZmZmZba3c87WJqkvULOCrEfHT7th1zeM+devap7xrY9UEy210cK3UJlku\nme3QzMzMzGxr5p6vTVRdouY/Ae9NCZGRNErStnWb3Aq8Od37tR0wvpNdz5K0l6QewEnrp/ZmZmZm\nZlbPPV+blg4TNQM3StoLuL0ahchi4J1AbbKZq4BXAA8A/6YanthRcuZPA9cDc6iSPpclQTIzMzMz\ns3XiJMtbkPbkzJKGAncCR6b7v9a7nr1GbdEX0rKCZMwliZhty9enZz5JJpQlm1zanE9+bWa2sZy/\n3bFFcWfNWpvb0M02Ly0rpxclWXbP15blekmDgV7AFzdUw8vMzMzMzPK69Z4vSa2S7pM0WdI9ko7o\n5v1/QNJp3bnPTHmnSzq/ZHltLq2NJSLGp9kS946ICR3FSBop6coNXDUzMzMzs61ed/d8LYuIsQCS\nXg18FXhZd+08In7SXfva2CQ1pPu5NqiImAGcvKHLNTMzMzPb2q3P2Q4HAvMBVPmmpKmS7pd0Slo+\nQtLNqbdsqqSj0/LFkr6cetDuSLP3IelcSR9Pj8+QNCnFXCWpb30FJB0q6XZJ90q6TdKeafnpkq6W\n9EdJj0r6Rs0275H0iKQ7qZIMrzFJr0rl3iPpNzWzFD4p6euS7gFOScfd/q9V0s6ShqfjmZT+HZm2\nHS7pJknTJF0k6ak0FT2SPpbO31RJH0nLvibpQzV1OlfSxyWNljS14Dz8OOXwmibpvLU5D2ZmZmZm\n9qLubnw1pYbEQ8BFwBfT8jcBY4EDgOOAb0oaAbwd+FPqLTsAaJ/prx9wR0QcANwMnNFBWVdHxCEp\n5kHgfR3EPAQcHREHAp8DvlKzbixwCrAfVUNox1Sn86gaXUcBe3dxrKs0noBxAKlBdA5wXEQcRDWj\n4MdqtnsuIg6KiP9LQwTHAhcCV0XEU8D3gO9ExCHAm9N5BPg88NeI2Ae4EtgplXcw8B7gpcBhwBmS\nDgSuAN5aU+5b07J6q52HtPwgc3KDAAAgAElEQVT/RcQ4YH/gZZL2r99QNUmW29qWdHGqzMzMzMxs\nfQ47PBy4RNK+VA2Zy9Iwu1mS/g4cAkwCfi6pEbg2ItobXyuppkMHuBt4ZQdl7SvpS8BgqunS/9RB\nzCDgYkm7UyUXbqxZ95eIWJjq+gCwMzAMmBgRc9LyK4A9OjnWKyLirPY/JE1MDw+jarTdqmo2s17A\n7bXb1e4k9WydQXWOoGqc7q0XZ0IbmHrOjiLl5YqIP0qan9YfBVwTEUvS/q6manB+X9K2kkZSJWqe\nHxH/ljS67jg6Og//Bt4q6Uyqa2REOqYptRvWJlne0mc7NDMzMzNbV+tttsOIuD31Ag3vIuZmSccA\nxwMTJH07Ii4BmuPFOfBbO6nnBODEiJgs6XQ6Tir8ReBvEXFSanRMrFlXO4dzZ2WsDQE3RcSpnax/\noYso9bT9DDghIhanxT2AwyJi+So7LZiWugO/obq/a3s67vWCDs6DpJcAHwcOiYj5kiYAfdamAmZm\nZmZmVllv93xJGgM0AM8Bt1ANaWuQNBw4BrhT0s7ArIi4kGp43UFrUMQAYGbqNXtHJzGDgOnp8ekF\n+/wn1RC7oWm/b1mD+rS7AzhS0m4AkvpJWq33LO3/N8CnIuKRmlU3Av9VEzc2PbyVNIxQ0quAIWn5\nLcCJkvpK6kfVO9aelOoK4G1UDbDfrMExDKRqJC5M99u9dg22NTMzMzOzDnR3z1dTuv8Jqh6gd0dE\nq6RrgMOByVTD/z4ZEc9KejfwCUnNwGJgTaaR/yxVY2lO+n9ABzHfoBp2eA7w+9wOI2KmpHOphgku\n4MV70IpFxJzUE3eZpN5p8TnAI3WhR1DdJ3ZezYQWrwPOBn4oaQrV83Mz8AGqe9Euk/SuVL9ngUUR\ncU/qmboz7eOiiLg31WWapAHA9IiYuQbHMFnSvVT3zP2bquHXpcF9+mX3u2B52X1hb9g+3wa/Z8lT\n2ZglzcuzMQC79R+ZjSlJoFySiPm0gz+WjQG4cuakbMyR2+6Vjbnm8Jai8j45qdMO6hdcMefubMxH\nhh9eVN7ktoXZmIHKJyu+Z/n0bMzQnv2L6vQeRmRjnm/I7+exHs1F5c2KfALlx5vnZWMu36apqLy9\nHp2Wjemh/O9xX9/2mGxMY+Eg5J+35F/HU+fnY4b1HVhUXsl70BuGH5CNGb36/E6r+daMvxfVqUTJ\nyIe2KDvpPXvkL+Kx2+ySjdmz19Ci8p5qyb/W9++Z39cFz96ejXnttvnnDuDORY9nYz44cGw25qMf\nH1RU3su+OjUb8+peO2RjJrXOz8YA3D7v4WxMa7RlY0T+utu/ZVlRnY4q+Lya07woG/Pw/GeKyvva\n9vnkzy0FA4oeUdn3iKdani+Ky9m/5zbZmCNWFHwQAWctzX9mr2zNf0co/S5V8h7Ut7F3Nubjw8q+\nR7yqOX/tTeuRf6+eUPD1+MZLO+vjWTvd2viKiA6viDSE8BPpX+3yi4GLO4jvX/P4SqoJJoiIc2uW\n/xj4caY+t7PqPVvnpOUTqIYttse9vubxL4BfZPa7yvZp2fiax3+luqetfrvRNY//TudD+U7pYNlC\n4NUR0ZLupzskovr2FhHfBr7dSV33q/v7SWDfjo6j7jyc3kndtiglDS/rXiUNL+teJQ0vs+5W0vCy\n7lXS8LLu1V0NLytX0vDalK3Pqeate+0ETJI0Gfg+aQZIrafE1mk6+73T4yfbp7U3MzMzM7O1s94m\n3LDuFRGPAgd2sCqb2FpSz4goG3/2YnnvX9u6mpmZmZnZ6tzztWWpTWw9XtItkq4DHkjLrpV0d0qc\nfGZadkJNvrKHJT2Rlk+UNG5jHYiZmZmZ2ZbGPV+bv/ZJTvpQ5eN6ec26g4B9I+KJ9Pd7I2KepCaq\nIYxXRcR1wHUAkn4NdN9d4mZmZmZm9gL3fG3+lkXE2IgYA7yGKrF1+xw+d9Y0vADOTveM3QHsCOze\nvkLSJ9O+flhasKQzJd0l6a7lK31jtZmZmZlZV9zztQXpILF1bULn8cBxwOERsVTSRNJsi5KOo8pp\nlp9DetXyLgAuABg2cI/CyaXNzMzMzLZObnxtQeoSW9cbBMxPDa8xwGFpm52BH1JNY795z91pZmZm\nZrYJc+Nr89dZYuv6uD8CH5D0IPAw1dBDgNOBocC1aZsZEfG69V5rMzMzM7OtjBtfm7kuEltPBCbW\n/L0CeG0HoROB8zrYfnzN49G5evTsUZZxvcRBGpiNeb5p+2zMowVZy/s35LOtlzrt4I9lYy65u8Nc\n2KsZNe7/ZWMejyXZmDE3PlJU3l4D8m8Fowdsl405qW1xNubSpTOK6rR978HZmAblb1s9rmf+WgG4\nW83ZmP/qk0+m+dj8QUXlPdmrfzZmZK/O8rC/6OUzH8jG7DNk56I69S14PRy4ckU25ru98zEArdGW\njTll+9Xy1a9mr2gqKu8HcW825sSV/bIxj/da7cet1TQ1lr239Grono/h5rbWorjGgvfqg3ptm40Z\nVPD14TVt+fcMgFvJZ0Jp6JF/re/RI/+aAniqz5BszFv6djSAZFXHf312UXmn9NwpGzOgIBnMYwWv\nz6OGjimpEpMWPpaN2bXfiGzMtxrz75sAOyv/vjhjxYKifZWY3SP/enj98vxJf/sO87Mxv56dP08A\n03rkBxcdvDL/urq4MV8ngF365+v1rh6jsjENhTeVfGj237Ixrxq2bzbmRBUkre5VUiO4qm1eNmZF\nS/46eO07/6+ovInPvLcozhNubMIkbS/pckmPpSnib5C0x3osL//N2czMzMzM1op7vjZRacbCa4CL\nI+JtadkBwHZAWXeGmZmZmZltMtzztek6FmiOiJ+0L4iIycC9kv4i6R5J90t6I4Ck0ZIelHRhSqJ8\nY8rnhaQzJE2SNFnSVZL6puUvkXR72s+X2suR1L+jMszMzMzMbO258bXp2he4u4Ply4GTIuIgqgba\n/9bk9dod+GFE7AMsAN6cll8dEYdExAHAg8D70vLvAT+OiP2A2hukuirDzMzMzMzWghtfmx8BX5E0\nBfgzMIpqKCLAExHRPvPh3cDo9HhfSbdIuh94B7BPWn4kcFl6/MvCMl4MqkmyvHRl990oa2ZmZma2\nJXLja9M1DTi4g+XvoEqifHBEjAVmkZIlA7VTjLXy4j19E4CzUg/XeTXxAB3NY9NVGS9uGHFBRIyL\niHF9e+VnpjMzMzMz25q58bXp+ivQW9KZ7Qsk7Q/sDMyOiGZJx6a/cwYAMyU1UjWs2t0KvC09rl0+\naC3KMDMzMzOzLrjxtYmKiABOAo5LU81PA74K3ACMS0MITwMeKtjdZ4F/UjW2auM/DHwo7as22cOl\na1GGmZmZmZl1QdV3fLN109hrVPZCKr3SDhq2Wzbmnrn/ysY0FiQvbW4tyGxZqGRGkg+PPKZoX1+9\n68vZmH6j8vtq68bXd8nx9S1ICrxk5fJ1r8x6UJLE9fBhe2ZjZq0sSBAJPL04n6B1RUtZAtMNaWDv\nvtmY51cs7bbyhjTlE+cuLrymSl7vI/tvk42ZtTR/j2trWz6BdKkjhucT5942p/t+IxveN58Qd87S\nhd2yn9J9lSh5DUPZc7Pb4JHZmH8tKEsYP6zvwGxMyXex55YtKipvUzSgVz4R+qKV+STEpUrep3oU\nzCM2qFf+/Wf64rlFdWopSIS+88B8YvJ5y8s+Y5a35j8/dhm4fTbmvb13LyrvU8/mkyyXeOV2+2dj\nbnmu7P2uNfKv9e78HtiycnrR5HTu+TIzMzMzM9sA3PjawkjaXtLlaaji3ZJuSLMSXt9J/EWS9k6P\nn5Q0bMPW2MzMzMxs65Afl2WbjZSL6xrg4oh4W1p2AHBCZ9tExPs3UPXMzMzMzLZq7vnashwLNEfE\nT9oXRMRk4Bagv6QrJT0k6dL2pMmSJkoaV78jSe+UdKek+yT9VFLDBjsKMzMzM7MtkBtfW5Z9qZIr\nd+RA4CPA3sAuVAmWOyRpL+AU4MiU56uVVaeib497IclyW9uSda27mZmZmdkWzcMOtx53RsQzAJLu\nA0YD/+gk9hVUCZ4npQ6yJmC1qdki4gLgAiib7dDMzMzMbGvmxteWZRpwcifrVtQ8bqXr515U9439\nT3dVzMzMzMxsa+dhh1uWvwK9JZ3ZvkDS/sDRa7ifvwAnS9o27WMbSTt3XzXNzMzMzLY+7vnagkRE\nSDoJ+K6kTwHLgSeBa9dwPw9IOge4UVIPoBn4EPBUZ9s09MjPx1GSYBCgQfnfBN464tBszK9n3pmN\ned/II4rq9LMZt2Vjjtx2r2zM41F2b1xJAuUl02/Oxuy6xxuLypuxeF42RgUJKT+7zeHZmG8uvKuo\nTiUJRXsWXHcHDt21qLxZK/KJc/fqmU/A279H76LyXtn3JdmYmZFPHjx12cxszGF9dyyq0/LIv0ZH\nKZ8s9dfPTy0q79kl87MxJQlxLxl8VFF575p/SzbmPwcckI25rNdj2Zh/L55TVKeSxLIlCZRHDRha\nVN7ylpXZmP6N+ed4+DZlCZTH99kpG/PbhgezMdMXPZeNednwfYrqdP+ip7Mxb2/aIxtzRcFnFcAx\nTfnfLksys97bP39NzS1M8v7vRfl9lZzPiXPKXuvb9Mknmu7OJMtHDtkzGzO8R59szEh6ZWP2ayzK\nq8vFjfn3u8WtK7Ix2/Yue+31Uf4r/sqC9/zuSp4McNKI1eZ3W01LQWLk44fn36cBehX0Mf1hfv4a\n3qnftkXllXLjawsTETOAt3aw6sKamLNqHo+veTy65vEVwBXrpZJmZrbFK2l4mZltbTzscCPpJBly\nhz+1SRotqeznpXy5nU0tf4KkT3dHGWZmZmZmtjr3fG0EXSRD3g54ZGPUKSKuA67bGGWbmZmZmW0N\n3PO1cXSWDPkfkr4paaqk+yWdUr+hpD6SfpHW3yvp2LT8dEnXSrpJ0pOSzpL0sRRzh6Tam1XelZIn\nT5V0aM3256fHb5D0z7TtnyVtt17PhpmZmZnZVsCNr42js2TIbwLGAgcAxwHflDSiLuZDVHNr7Aec\nClwsqf2u0X3TPg4BvgwsjYgDgduB02r20TclT/4g8PMO6vEP4LC07eXAJ9f8EM3MzMzMrJaHHW5a\njgIui4hWYJakv1M1pKbUxfwAICIekvQU0H6v2N8iYhGwSNJC4Hdp+f3A/jX7uCxtf7OkgZIG19Vj\nB+CK1PDrBTzRUWXTlPZnAvTsOYSGhv5rc8xmZmZmZlsF93xtHNOAg9fDfmvnKG2r+buNVRvaUbdd\n/d8/AM5PvWv/AXQ4H2tEXBAR4yJinBteZmZmZmZdc+Nr4+gsGfIC4BRJDZKGA8cA9cmqbgHekbbZ\nA9gJeHgNyz8lbX8UsDAiFtatHwRMT4/fvYb7NjMzMzOzDnjY4UbQRTLkjwD9gclUvVGfjIhnJY2u\n2fxHwI8l3Q+0AKdHxIqSBLg1lku6F2gE3tvB+nOB30iaT9VQzGeDNTMzMzOzLimifsSZ2Zrr3WfH\n7IXU2pbPWg7Qt7F3NmZpcz4LfImdB5ZN5PjU87OyMXPeuHs2ZsyNzxaV99yyRdmYkf23ycY89shv\ni8prGnl0UVzOqAFDszHTFz3XLWV1tx4FP2Cs4Y8cXe+L/L5a2lqzMQs+fGg2ZvD36jvQ117vno3Z\nmBUtzd1W3oZWch00FbxHLVm5vDuqs8kqef9ZsGJJ0b666/18WN+BRXElr6uVrS3ZmJOHH1RU3iUz\nbi+K29qVfB6XfBYDDOjVlI1Z0px/jfZQfoBY/14d3pmxmgXLy14POcdvf2BR3O+fvbdbytvQevZo\nyMbsPaQsgfuU5zqcsmCNnV34HenbT15e9CXBww7XszVJppzZz2fWYpuJkh6WNFnSJElja9bd0MFE\nG2ZmZmZmtp648bUe1SRTnhgRu0bEwcD/UCVTXlNr3PhK3hERB1ANV/xm+8KIeF1ELFjLfZqZmZmZ\n2Rpy42v96jCZckTcospqCZUljZB0c00S5KMlfQ1oSssuTXHXpp60abUTd3ThdmBU+x8pEfOw9Pg0\nSVNSD9kv0zInWjYzMzMz60aecGP96iyZMqyaUHkYMEnSzcDbgT9FxJclNVAlRL5F0lkpMXK790bE\nPElNadurIqKrm2leA1xbv1DSPsA5wBERMVdS+0D+9kTLIen9VImW/7v4yM3MzMzMbBVufG08nSVU\nngT8XFIjcG1E3NfJ9menGRMBdgR2BzpqfF0qqRfVLIpjO1j/cuA3ETEXICLmpeXZRMu1SZYbeg52\nkmUzMzMzsy542OH6tcbJlCPiZqr8XtOBCZJOq4+RNB44Djg83c91L50kQqbKCbYLcDFV8uRS2UTL\nTrJsZmZmZlbOja/1q8NkypKOpkqWvFpCZUk7A7Mi4kLgIqB9Ltvm1BsGVRLk+RGxVNIY4LCuKhFV\nPoHPAoel+Po6vkXS0FS/9mGHTrRsZmZmZtaN3Phaj1Kj5yTguDTV/DTgq8CzVLMgTqFKqPxXUkJl\nYDwwOSVBPgX4XtrdBcCUNOHGH4Gekh4EvgbcUVCXZcD/Ap+oWz4N+DLwd0mTgW+nVedSJVq+G5i7\nVifAzMzMzMxe4CTL1i0ae43KXkilV9qeQ3bIxsxdvjAbs3DF0mzM0KYBRXWatSQ/K/97Rh6RjXm0\nZX5Ref+Y/WBRXHdZNuOWbMyAHcZnY163XUe3Fa7q/qXTszEAB/XdMRtzx+LHszFNDfmEuACnN+2Z\njVmkfKLwxyN/3QE0k9/XIyvmZGMemPd0UXnd5dQRL83G7KCypKPXLH00GzNz6bxsTElCXIDmgrj9\nh74kG3NI7xHZmJ/NuK2oTsP7DsrGzFmaf7/rTiXvweOa8jF/ef7hovLeNnC/bMx3Z9ycjXnp8Pxr\nGGDqwqeyMW8Zlk9km38FVx5Ymf/9crfGfNLqh5vz+5kyryypbGtbae27dv52xxbF/bbDW9JXNWVx\n/r2s5LMY4DXb5z+LxvbIv/amtS3KxjxW8PwC9GvIvy+O7pmv0xPNZefgwef/nY1pLEho3F3JoUt9\nYORR2ZgRUTZlxd/a8s/NtEX583Tq4P2LynOS5S1MdyVrNjMzMzOzjcOzHW4GapI1XxwRb0vLDqBK\n1vzIOuxTEdE9P3+ZmZmZmVmX3PO1eegwWTNwhqQT25dJulTSGyWdLum3kiZKelTS59P60ZIelnQJ\nMBXYUdLimu1PljQhPX5LSvI8OeUfMzMzMzOzdeDG1+ahs2TNPwNOB5A0CDgC+H1adyjwZmB/qtkM\nx6XluwM/ioh9IqKrge+fA16dprI/YZ2PwMzMzMxsK+fG12YsIv4O7J6mqj8VuCoi2u8ovykinkuz\nHF5NldQZ4KmIyM6OCNxKlWfsDKDDOzIlnSnpLkl3tbVt2BsyzczMzMw2N258bR66StZ8CfBO4D3A\nz2uW108u2P53fSupNu6FqXgi4gPAOcCOwN3tecBW2bAmyXKPHv2yB2FmZmZmtjVz42vz0FWy5gnA\nRwAi4oGabV4paRtJTcCJVD1ZHZklaS9JPahykrXvf9eI+GdEfA6YQ9UIMzMzMzOzteTG12agq2TN\nETELeBD4Rd1mdwJXUSVyvioi7upk958GrgduA2bWLP+mpPslTU3rJnfbAZmZmZmZbYWcZHkzJ6kv\ncD9wUEQsTMtOB8ZFxFkbqh6v2+l12QvpxmfL2m87D9wuG7NbUz5m4pyp2ZhdBuaTpQI8uiCfGLhv\nYz6Z7+gB+XoDPFiQOLfKFtC1tsLXd8+CRIuLnpmYjdlzzJuzMYN69i2pEvfPezIbs33/IdmY0gS1\nLxu+TzZm+sp8kuxtGwcWlTemZ77uNyx6KF+nRfnkpSXPL8COA4ZnY97aL5/I9oL5Hc0PtLqXDc7v\n694lz2RjBvZsKipvTO/88Y0oSBB9T0s+cedDi8uSibcWZPuYv2xxNqb0Oe7dszEbU5JgeMrKfALw\ntsJMJo8tmpmN2XvQTtmYOSufLypv7vL8e8IXBueTiX9k1t+KyjtxRGd3DbxoSVtzNuaNrDb6fzU/\nbs4nngcY3Suf1Pn3z95btK8Snx8xPhvTXJCe9iszJhaVt+OAYdmYA/vvnI3pXdBHUZr0+LEl+ev8\n9UP2zcb8fXHZc3xt/3wi9JMK3qeWtCwrKm/hiqXZmJJE90cMH1NUXonb5uQ/Q88ruDY/P3NiUXkt\nK6c7yfKWTtJxVL1eP2hveJmZmZmZ2aZpq298Sdpe0uVpON/dkm6QtEc37ftcSR8viHsyDfGbIunv\nkvI/xwAR8eeI2Dkivlu3fEJ9r1fK/XV+J+UvTv+PlHRlSdlmZmZmZrZmturGl6pxW9cAEyNi14g4\nGPgfoGxsWPc6NiL2ByZSzTK4wUXEjIg4eWOUbWZmZma2pduqG1/AsUBzRPykfUFETI6IWyR9QdJ9\n6d90Sb8AkPROSXem5T+V1JCWv0bSPZImS/pLTRl7S5oo6XFJZxfU6XZgVPsfXZS3WNJ3JE2T9JeU\n64tU1rj0eJikJ2v2vWNa/6ikz9cXLGl0mmADSQ2SviVpauqR+6+yU2pmZmZmZh3Z2htf+wId3hke\nEZ+LiLHAeGAecL6kvYBTgCPTulbgHanhcyHw5og4AHhLza7GAK8GDgU+Lyl3t/NrgGsBOisvxfUD\n7oqIfYC/A6s1pjpwKPBmYH/gLe2NtE6cCYwGxqYeuUvrA2qTLD+9OD9BhJmZmZnZ1qznxq7ApiwN\nS/wV8O2IuFvSWVTJjielmeaagNnAYcDNEfEEQETMq9nN7yNiBbBC0myqIY0dTd/1N0nbAIuBz6Zl\nr+ikPIA24Ir0+FfA1QWHdFNEPJeO7WrgKKCzKeiPA34SES0dHBNp2QXABVA226GZmZmZ2dZsa298\nTQO6usfpXOCZiGjPoSXg4oj4n9ogSW/oYh8rah630vk5PxZYQNXDdB7wsc7K60R746eFF3s06+dM\nrm8gucFkZmZmZraBbO3DDv8K9JZ0ZvsCSftLOjo1qI4Dau/T+gtwsqRtU+w2aWbCO4BjJL2kffna\nVCb1Mn0EOC3to7PyoHru2huObwf+kR4/SdVbBqs3LF+Z9tEEnAjc2kV1bgL+Q1LPdTkmMzMzMzOr\nbNWNr6gyTJ8EHJemmp8GfBV4lqrnaRTQPtnFFyLiAaqZCG+UNIWqgTIiIuZQ3SN1taTJvDgccG3q\nNBO4DPhQZ+Wl0CXAoWmCjJcDX0jLvwX8p6R7gfosg3cCVwFTgKsiorMhhwAXAU8DU9IxvX1tj8nM\nzMzMzEBV+8M2N5IWR0T/jV2Pdn367JS9kFraWov29drtD8zGHKJB2Zjvz5+Ujfn8oEOL6vTRWX/L\nxnxm5PhszElti4vKGz9vajbms9scno35wZIpReUd3H90Nua+Jf/Oxjz80FXZmL33eks2BuDofi/J\nxkxc/Fg25up+OxaV98/WgdmYw3vmc5lPaslfmwCvGDYrG/PbefmsFxeseDRfVtPokirRp+D3uA+P\nyNf7OzPLsnVcv/Rf2Zj5KxZlY/42bNei8sY+Mzkb88hee2VjJs7JH9/75+TfM6AaW54ztG/+2lzR\n0lxU3jZ98vvatWnbbMxRPYZmY3ZsKTk6mNS4MhtzwYyuBmpUvrb9sUXlfX1h/rNh6oEjsjH//UTZ\ngJBTl/fOxhy6/4xszIcfyZc3ozX/egG4dfaD2Zhjtt0nG3NcQ/5aAXhIy7Ixty15MhvzxMJni8r7\nxMiXZWPOHDQnGzNwp/y1+fTkwUV1ul75r2xHL8+Xd0NT2R1DM2NFNqan8q/R6+fnv48AzF+W/35z\n4oiDszGfbs1/Dg3onz82gO8tH5CN+f2ih7IxR/ffrai8Xz11ddGb3lbd87WxSWpNvWrT0hT1/y1p\nk3lO2pMvm5mZmZnZutvaJ9zY2JalKeRJ93X9HzCQgmnj12evV5rlsewnSzMzMzMzK7LJ9LJs7SJi\nNtV9Y2ep0iDpm5ImpSTH/wEgaXxKlHylpIckXZoaS0h6UtJXU2/aXZIOkvSndD/bB1JM/5SU+R5J\n90t6Y1o+WtLDki4BpgIvjNVKyZpvl3T8hj4vZmZmZmZbCvd8bUIi4nFJDcC2wBuBhRFxiKTewK2S\nbkyhBwL7ADOoZiw8khdnO3w6IsZK+g4wIa3rQ9Wg+gmwHDgpIp6XNAy4Q9J1advdgXdHxB0AkpC0\nHXAdcE5E3LQ+j9/MzMzMbEvmxtem61XA/pLap4sfRNU4WgncGRHPAEi6DxjNi42v9obU/UD/iFgE\nLJK0QtJgqlkSvyLpGKpEzaOoEj8DPNXe8Eoaqaa7/1BE/L2+gmmK/jMBevYcQkPDJjP/h5mZmZnZ\nJseNr02IpF2oEjHPprrn6r8i4k91MePpOnFz+7q2uri2FPcOYDhwcEQ0S3qSF5MxL6mrUgtwN/Bq\nYLXGV0RcAFwAZbMdmpmZmZltzXzP1yZC0nCqYYHnp/xjf6LK19WY1u8hqV83FDUImJ0aXscCO3cR\nG8B7gTGSPtUNZZuZmZmZbbXc87VxNaVhg41UvUy/BL6d1l1ENZzwnjShxhzgxG4o81Lgd5LuB+4C\nukxwEBGtkk4FrpO0KCJ+1A11MDMzMzPb6jjJsnWLQ0e+LHsh3TM3n1AV4Csj8oky/3fBXdmYxc3L\nszE9ezQU1WnJyvy+ji9IDj11aT6RJsBTz+cT2Q5tyicPfG5ZWcLNlwzaPhvTv6FPNmZxa/48PfDg\nb4rqtOeYN2djlrbkyytNPnvA4NH5fUVZovAS85vzafRKEgyXPscl+vXKP8fvGJZPkvnvtqVF5W3f\noykb84sZt2VjGhvKfkd8x3aHZGPuXD49G7OsNZ8IdUJDPkk4wKuez7+XlV7D3eUV2+2fjXlqxdxs\nzNzl+aTkAKP6DsvG9OqRf46fXJJ/3wTYd8BO2Zh9euYTGvcqzMhyybx7sjG79R+ZjTm0Vz6594Q5\n+QTSAAcMzl+fyyN/3Y1uHFJU3rMt+fe7HXrmP9N+M7Ps+MYN2z0bc0Cv4dmYBQXn4KZ504rqNKhX\n32zMCQPySd7vbC67zkXb7kAAACAASURBVBe15BNb/2th/jtJr8L316XNZYmPc47aNn8Odu45qGhf\nD6zMJ9LerTH/Wm8rKg2ueOrazSvJ8vpMOCzpC5KOy8ScIOnT3VFeF2WcLelBSZfWLR8vaWE6/gcl\ndZnnK8Vf38HyLo9B0lhJr1v7IzAzMzMzs7W1KQ07XOuEwzkR8bmCmOt4cabA9eWDwHHtMxXWuSUi\nXp/u67pP0u8iIv9zWY2CYxgLjANuWJP9mpmZmZnZuttker5qdZBwuI+kX6SkwPemiSKQdLqkayXd\nlBIMnyXpYynmDknbpLgJ7VO2p7jzapIMj6nZ1/np8WhJf03Jjf8iaaea/Xxf0m2SHq+ZBn4VqQ5T\n07+PpGU/AXYB/iDpo10c+xKqGQZ3S/W4JdX1HklHdFDWIel4d607hrek8idLullSL+ALwCmph+0U\nSYem5Mn3pmPas+ZcXC3pj5IelfSNNX8WzczMzMys1ibZ+IIq4TDQnnD4Q9Wi2A84FbhYUvvNCfsC\nbwIOAb4MLI2IA4HbgdM62f3ciDgI+DHw8Q7W/wC4OCL2p5qg4vs160YARwGvB75Wv6Gkg4H3AC8F\nDgPOkHRgRHyAKinysRHxnc6OW9LQtN00qinnX5nqekpdPUiNsZ8Ab4yIx+p29Tng1RFxAHBCRKxM\ny66IiLERcQXVZBtHp/P1OeArNduPTWXuR9Vg27GzOpuZmZmZWd4m2/iqcxTwK4CIeAh4Ctgjrftb\nRCyKiDnAQuB3afn9VLMFduTq/8/encfJVZbp//9c3Z1eks7KEhK2sINsgQQUkU3RccEZVBxmxCU6\nI+o4ruM6w7j/1NFxHFFRg18NKjoOog6iAgpEEYEkEMK+SNizQMhOtl7u3x91GopOd+4n0Nm6r/fr\nlVeqT911nqeqTp3qp885z1X9f2M/NcdRO+0RajMQvqjuvl9GRHdE3MHT4cS9+/qLiHgyIlZXbZ2w\nyWdXc4KkucAVwBcj4nZqsyCeX81MeBHwvLr6Q6hlbL06Ih7qY33XAjMkvZ3aILYvo4GLJN0GfBU4\ntO6+KyNiRUSsA+6gjynpJZ0taY6kOY+tWVjwFM3MzMzMhq7t6ZqvZ+gVOLwpvYOE60OG+3t+PTW9\nA4pL1LdXNtVRmWsi4rReyz4ALAaOpDZQrp/abSG1cOSjqB1Re4aIeKek5wOvAm6sjsj19llqg9fX\nSJoEzKy7b1NBzj1tPBWyXDLboZmZmZnZULZdHvnqI3D4GuCs6r4Dgb2Au7dgF/4M/F11+6yq/VLX\nAKdLGl5NnvGazXx8vdHAwojoBt7EM49gLac2sPqCpJN7P1DSfhFxQzXZyOPAnsAqoH4u19FAz7zK\n055lH83MzMzMrMD2NPhq65lqHvg9tdPvPl3ddx7QUJ1+91NgWkQMTKBA394DvFXSLdQGPe8rfWA1\nQ+EMYBZwA/DdiJj7LPtxHvAWSfOAg4Ene7W1mNq1Z9+sjnLV+3I1ocht1AaT84Crgef1TLgBfIna\n4G0u2/FRUDMzMzOzwcAhyzYghjXvnm5IpVva3qPyIMmVHU+mNcvW5qGOI5vzkFeAVRvysMK/n9B7\n/Lux+Z3Li9q74fEteWB3Y6+bkIfPXlwQbvnmicelNTNX954bpm9333VxWrPzpJfmNa1lYYz/1XRw\nWvOr1jxc99GufNsEWN6dB0T/ZXUegFmynQ+kl+82Oa0ZoWFF67ppzcNpzf0rFhWta6C8cJd8O5g6\nLA9nPXfBsz3hYds7YdfnpTW7N+aBuJcvLwuffeHoPBD314vyv2HuO3pCUXvzV+TXKJfszzcURq/e\nsjb/HJ84fKPLqjfy+4J9Z2NhPGrJa1DiirHHF9X9uC1/rS5ecnNaU/JdDGXb8BFNO6U1f96Qv3cL\n1j5R1KepI/Ng6+HK/w4+Rs1F7X1/0fVFdZnO7q4BWU+pt0/Mt6m9o+w1WKP8N8+L1/4lrXlhWx7M\nDnD+AxftWCHLZmZmZmZmg5kHXzs4SV3VaYQ9/z42wOufLOmVA7lOMzMzM7OhyNf57PjWRkR+HtCz\nNxmYCvxmC7ZhZmZmZjbo+cjXICXplZLuknSjpHMlXSqpQdK91WySVD//RdIukmZI+naV23WPpNMk\nNQOfoRay3DNJh5mZmZmZPQsefO342nqddnimpFbgO8ArImIKsAtANWX9j6im7QdOBeZVAdVQC5w+\nltoU9t+mtn18AvhpREyOiJ/WN1wfstzdXTbJgJmZmZnZUOXB145vbTUwmlw3QDoYmB8R91c1P6mr\n/x7w5ur224Dv1933vxHRHRH3AvOr9fQrIqZHxNSImNrQMGJgno2ZmZmZ2SDlwdcQExEPA4slvZja\nUa7f1t/du3yrdczMzMzMbJDz4GtwuhvYV9Kk6ufe12p9l9rphxdFRH2Aw+ur68D2A/at1rMKyANd\nzMzMzMxskxyyvIOT1AXcWrfosoj4mKRXA18GngRmAyMj4qzqMcOAJ4BjI+KuatkMYB21mQ1HAR+M\niEsljQMuB4YBX+h93VePpoKQ5VKjWoanNXuM2DmtuWf5owPRHaAsZPCgsXukNaUBmHcsfSitaWpo\nTGtKwxF3H5mHTXZFHpLZ3JCH667pzMOFAdZ25oHGSx74XVozYd+XF7U3urk9rRnVlIdyT2oeV9Te\nPesfK2gv/yzMfvyeovZKlKRD7jdmYlqzobuzqL0Fq/Nw0pJtuEFFuZZ0F3zfHVcQsryia01aU/IZ\n3l6VBN2/rv2gonUtJv8czyoI2763YH/+sYknFfXpK4uvTWt2Gz4mr2kt+6zfsuz+tGav9l3z9prL\nAuP/vOSutKaruywgOrN/wf4AYPGaZWnNkx35d0PJZxjgdROOSWvuWf94WjOsYeAmBV+8Pn8NSr5n\nS3+PWLh6aVqz58h8u3t4Vf5dBWXvzS7D8214dHPZZSy7DhuV1ty3ZlFas7pguyv5nRPg9sU3FH0Z\near5HVxE9Pcb+NURcbAkAd8E5tTddyS1iTZ676F/HxHv7LX+pUC+FzMzM6tTMvCygVUy8DLb0ZUM\nvLZnPu1wgPUXeixppqSpfdSfJmmupHmS7pD0jmT90yR9o6Arb5d0M3A7MJra7IdU/bkY+Lik1Zv7\n/MzMzMzM7Nnxka+BVxx6XJ3+N53a6X+PSGqhNt37cxYRXwW+2sfyLwJfrNqvXz4t6WtTRJSdS2Rm\nZmZmZhvxka9tayS1AfATABGxPiLuBpD0akk3VEfFfi/pGSfhSxot6UGpdvKvpBGSHpY0TNLbJc2u\njqZdLGl4VbOPpOsk3Srpc3XrkqQvS7qtuu/MavnJkq6RdAlwx1Z5RczMzMzMBikPvgbeRqHH/RVW\n11NdAjwo6SeSzuoZTAF/Al4QEUcB/wN8pNdjVwA3Az1XGJ8GXB4RHcDPI+KYiDgSuBP4h6rma8C3\nIuJwYGHd6l4LTKZ2LdipwJclTajuOxp4X0Qc+CxeCzMzMzMzq/i0w4FXfNohQET8o6TDqQ16PgS8\nFJgG7AH8tBoENQN9TZf0U2rTyF8N/B1wXrX8sOrI1higndpshQDHA6+rbv8Q+I/q9ouAn1TTzi+W\n9Adqk2ysBGbVhTU/g6SzgbMB1DgaBy2bmZmZmfXPR762AxFxa3WN1kt5enD0deAb1VGqdwCtfTz0\nEuDl1XTwU4CrquUzgH+uHvvpXo/d3Cnhn9xEv6dHxNSImOqBl5mZmZnZpnnwtQ1Japd0ct2iycCD\n1e3RQE+wyVv6enxErKaW4fU14NK6wOSRwMJqQo+z6h5yLbUjZPRafg1wpqRGSbsAJwKzntWTMjMz\nMzOzPvm0w4HXVk3x3uOyiPhYP7UCPiLpO8BaakeZplX3fQq4SNIyake09ulnHT8FLgJOrlv278AN\nwOPV/yOr5e8Dfizpo8D/1dX/AjgOmEftyNhHImKRpDxt1MzMzMzMiigK08LNNqW5ZY90QypNpj9g\nzO5pzfINeUTZyg1r0ppRzcOL+vT4mhVpzQt3yceqpzbtVtTeZxbOTGuO2SWfA2X24/cUtbf/mIlp\nzf0r86T4G8Yfldac8kTZxJnjWvMQxRUF28HC+ZcVtXfG0e9Na05mTFrzcENZIsPtXfk2tVtjvn1e\nuOD6ovYGys175O/xG9Y8UbSux9flr0HJZ+8b408pau+fF1+d1kybeFxas+apkwz6978Lt8+TB1qa\nhqU1+42akNbsNmx0WjO5cWxRn1aTv57TF1yb1ry54L0D+Oljc9Kaj+1yfFpz4dqy/atQWvMPrfn+\n/Msr8n6vWJ9/7wF0duev+ct2OzJvr2tdUXvdBVc8zH3ivrSmpN8Afzvh2LTmtRvy/Wtbd3da882W\nfB8FcGRD/v2xd1d+Qtq/r5xd1N6ytfn3Y8n+YH1nR1F7JV4/4Zi0Zk+1pTW7dzcWtXc5S9OaWcv/\nktZMHL5TUXu3LLou/7Dj0w63e/2FNvdTe7qk5z2HtqZKOvfZPt7MzMzMzPrn0w63f5sze+LpwKU8\ny0yuiJgD5H9aMzMzMzOzzeYjXzsoSV+UdIekWyT9p6QXAn9NLaPrZkn7SZos6fqq5heSxlaPnSnp\nPyTNknSPpBOq5SdLurS6fWwVyDxX0p8lHbTtnq2ZmZmZ2Y7PR762f70n8PgC8HvgNcDBERGSxkTE\nckmXUJv18GcAkm4B3hMRf5D0GeCTwPur9TRFxLGSXlktP7VXu3cBJ0REp6RTgc/z9DT4ZmZmZma2\nmTz42v5tdNqhpCZgHfD/qiNVl/Z+kKTRwJiI+EO16AJqsyL2+Hn1/43ApD7aHQ1cIOkAajMgbnRV\nZn3IcmPjGBoanfVlZmZmZtYfn3a4A4qITuBY4GfAaUDZdG7PtL76v4u+B+GfBa6OiMOAV9NHyPMz\nQpY98DIzMzMz2yQf+doBSWoHhkfEbyRdC8yv7lpFlekVESskLZN0QkRcA7wJ+EPfa+xTfcjztIHp\nuZmZmZnZ0OXB1/Zvo9Bm4GvA/0lqpRbU/MHqvv8Bzpf0XuAM4C3AtyUNpzZAe+tmtPslaqcdngP8\n+jk+BzMzMzOzIc+Dr+1cRPSXJLdRgmBEXAv0zvl6QR91J9fdXkJ1zVdEzARmVrevA+pTH8/ZVD+b\nG/OgvnWdG9IagN1b8mDOccPa05onmlelNWML1gNlQa9vJQ8mvVFlYYWNDfkZwYvXL09rGlSU98e0\ntnwyy6ta8pDBG7ryYOQjx0wq6RIf6Nw1rfkgd6U1JeHJAD+7KY+4u+bQfmP2nrK3ynarRzTmr+cF\nsTitKdlWuguCQgFamprTmvvW5O/x2cPyMFGAGXowrXmyIw9xvaD70bQGoLXg+b1kQ0taM74r/xz/\nb1GPYOfh+eu5dG2+Lyu1U+vItGaf5nzbnNiQB9Q+HGuL+nQQ+WnrJfuyZd3r0xqAUc1531/akff9\niIYDitq7pjUPGD5ybb5NnTzm4LTmie6y1/xPj9+Z1vxhSZ5aM3NsHroO8Num/DW/v3VRWrNkzcqi\n9vbURldKbGRsd2dac3lbvn+dSP7cAB6IPAD7wO78d5IvtedBxQAXjno8rblvTf6aL1qT/64B0NGV\nv55Xr7g7rbmo9dC05nlTFhT1afeb9khrho/NP1end+T76c3ha77MzMzMzMy2gq0y+JLUVWVP9fzL\n/3y8HapysFZUz+FOSZ9M6idJesNzbPP91WmDfd3XLOm/Jf1F0r2S/k/SHnX3v7fq54WSWiT9vur7\nmZK+K6n3UTIzMzMzM9tCttZphxtNl15KUlM1u9/24pqIOE3SCOBmSb+KiJv6qZ0EvAH48XNo7/3A\nj4C+jld/ntoEGwdFRJektwI/l/T8iAjgn4BTI+IRSS8AqHsffvoc+mRmZmZmZptpm552KOkBSTtX\nt6dKmlnd/pSkH1Yz+f1QUquk70u6VdJcSadUddOqoz0zqyM/n6xb9xslzaqO9HxHUmO1/FuS5ki6\nXdKne/Xl05JuqtrZ5EmgEfEktYys/asjXNdUj71J0gursi8CJ1R9+ICkRklfljRb0i2S3lG1fXL1\nHH4m6a7qSJWqiTMmAldLurrXazec2gQaH4iIrqpP36c2hfyLJX0b2Bf4raSPUhvAHVP1Zb+qvanV\nul5e9XuepCurZSMkfa96DedK+pvNe3fNzMzMzKze1jry1XvGvi9ERHbk5XnAiyJiraR/ASIiDq8G\nRVdI6pkM4ljgMGpHhmZL+jXwJHAmcHxEdEg6DzgL+AHwbxGxtBqMXSnpiIi4pVrXkog4WtI/AR8C\n/rG/zknaidpkFp8FHgNeGhHrqlDinwBTgY8BH4qI06rHnA2siIhjJLUA10q6olrlUcChwALg2qrv\n50r6IHBKNTFGvf2BhyKi99Wnc4BDI+Kdkl7e81hJN/TqS8/z2AU4HzgxIu6XNK5az78BV0XE2ySN\nAWZJ+n016Ox57FMhy83DdmJYU34ht5mZmZnZULU9n3Z4ScRTUyW9CPg6QETcJelBnp6J73cR8QSA\npJ9XtZ3AFGqDMYA2agMkgL+tBg1NwARqg7yewdfPq/9vBF7bT79OkDQX6Aa+GBG3SxoNfEPSZGqh\nxQf289iXAUdIOqP6eTRwALABmBURj1TP42Zqpyz+qf+XZ8C8APhjRNwPEBFL6/r615I+VP3cCuwF\nPDVFUkRMB6YDtA/fJ5/OyczMzMxsCNvWU8138vSpj73nBX2SMr1/6Q9q2VcXRMTH6++QtA+1I1rH\nRMQySTN6tdszT20X/b821/QcParzAWAxcCS159Pf3MgC3hMRl/fq18l1bWft97gP2EvSyIion4d4\nCnBp8tgSAl4XEfm8oGZmZmZmltrWU80/QG2wAPC6TdRdQ+20QarTDfcCegYFL5U0TlIbcDq1U/au\nBM6QtGv1mHGS9gZGURvUrZA0HnjFAD2P0cDCiOgG3gT0ZHOtojYhRo/LgXdJGtbzXKqJOzal9zqA\np645uwD4r7rr2d4MDAeu2oy+Xw+cWA1MqTvt8HLgPaoOHUoqC/MwMzMzM7M+batrvi6LiI8Bnwb+\nn6TPUoX79uM84FuSbqV2tGxaRKyvxgWzgIuBPYAfRcQcAEnnULs2rAHoAN4dEddXpwzeBTxMbaA2\nEM4DLq4GP5fx9FG7W4AuSfOAGcDXqJ1OeFM1qHmc2oBxU6YDl0laEBGn9Lrv48B/AvdI6qb2vF5T\nzXRYJCIer07D/Hn1Wj0GvJTatWz/DdxSLb8f6H3E7yklQa+lDmgcndYsacjDNB9YkwfUjmxqK+pT\niZX9xWHXeU9rWUDkbTvnoceHNI1La763uvelgn1bpTyE99ENy9Ka49rysO0ZHV1FffpVax7KPWpd\n/v6dTFngb0mA8gm3fzGtmTf5g0XtLe7I+35CWx40fR35wenhzXngKEBzY/6VcPSe+efq4UV54DhA\nV+Tb3c5t+f7gHexe1N4HGx9Ja0oClBs2OuFiYyMKX/PVG/IQaRUEDIuyQPWWxjxourUgKHz/7nw9\n0Myh6/PJim9vyfveoPw7ZqrKglCXtU9Ma8a252HFl60t+/4o2RJ2ac3bG1bwK9uEhjywGqCpIf/C\netUuR6Y193SUtdep/DPT3DBwv5I+f12+TR24V/792P5ovv+5u+80oI20deevwW6R7w+mt+T7TYB7\nVy9Ma/Yp+I4Z21x2Pf8tT9yf1rx09CF5n3ZbmtaoZPcDrGjMt4MHO/IQ6UeGDWzI8lYZfEVEn5/y\niLiGPq6PiohP9fp5HbWZ/frySERsNICpJvTYaFKPiJjWT18m1d2eA5zcR81M+hgkRsS9wBF1iz5a\nLe8AXtyr/F+rf/Wesd6I+Oe621+nut6tj3bXA++p/vV1/6T++h4RJ9fd/i3w216PXQu8o6/1mpmZ\nZUoGXmZmQ822Pu3QEto4oHqSatPyn1vw2NUD1IdJkm4biHWZmZmZmQ1V23rCjeckImZQO51vMOtr\npsgHqE0pb2ZmZmZmOwgf+doBVaHMl1a3P1WFIc+UNL8KZu5d3y7pSj0dIP031fJJku6UdL5qodNX\nVBOXIGlKFbo8D3j3Vn2CZmZmZmaDkAdf27+2ulMOf9FPzcHAX1ELnP5kz2yKddZRm4jjaOAU4Cs9\nsxhSyxn7ZkQcCizn6Vknv09tWvx+r7iVdLakOZLmbOgom0jCzMzMzGyo2qFPOxwiSgKqf11NvrFe\n0mPAeKB+Wi8Bn5d0IrVw6N2rGoD7I6JnJsobgUmSxgBjIuKP1fIf0se0/PUhy6Pb93PIspmZmZnZ\nJnjwNThkAc1nAbsAUyKiQ9IDPD37be/HDtzc62ZmZmZm9hSfdjg0jAYeqwZepwB7b6o4IpYDyyW9\nqFp01pbuoJmZmZnZYOcjX0PDhcCvqpDqOdTCmDNvBb4nKYArtmTnzMzMzMyGAg++tnMR0d7HsplU\ngcl9BFIf1vuxEbEEOK6fJurr/7Pu9o1A/WQbH9lUP/cYsfOm7gbg7g2PpDUA6+hKa5Z15ynwT88p\n0r9Jw8YW9enOpjxO/b6Gjrxm2eii9hbH/LSmvaGlaF0l5seatGbXgoT32Z0lz68sfu7RrifTmknN\n49KahxvKgl73Vr47nDf5g2nNkTf/V1F7MyZ/Iq1piPxSypLtvLmxbFe/c0v+/q1ZVfBZaCx7zZu6\nGtOaXZvzPv1pWL4/AJgwPN9eSqwq2FY6u/P9GEBTQ/4aDCv4rK/ryvc/ADs355/jfTU8X1HBVb4j\nVLYdbCh4Pce0jkhrFhe2t3/TmLSmq2NtWrO0sL3VBd9pN3Tl78vkgnOVftv9WEmX2HV4/hrctT5f\n196tZVcq7FXyWW/J+7Rg9dKi9h5uzl+sF7bl70tX5PvXRb2nOOvHSuUfmp3WlpyQ1l3U3oSWfH+3\nZ2O+3c3ZMHATqs3vXJ7XPLhTWrPbylVF7d3dlL/Hh7NrWnMn+f5gc3jwtYOQ1AXcWrfo9Ih4YBt1\nx8zMzMzMNpMHXzuOTc56KKkpIsr+DGdmZmZmZludJ9zYgUmaJukSSVcBVz7LMOX9Jf2+ClS+SdJ+\n1fIPS5ot6RZJn96GT9PMzMzMbFDw4GvH0V/Y8tHAGRFxEs8uTPnCavmRwAuBhZJeVtUfC0wGplQZ\nYWZmZmZm9iz5tMMdR3+nHf4uInquQN3cMOWRwO4R8QuAiFgHUA2+XgbMrerbqQ3GekKXqerOBs4G\nmDByEmPb8osWzczMzMyGKg++dnz1U8INVJiygC9ExHc21XBETAemAxw6/vkFc1+ZmZmZmQ1dPu1w\ncNncMOVVwCOSTgeQ1CJpOHA58DZJ7dXy3SX5sJaZmZmZ2XPgwdfgciEwtQpTfjNlYcpvAt4r6Rbg\nz8BuEXEF8GPgumpdPwNGbqE+m5mZmZkNCT7tcAfRT9jyDGBG3c/PJkz5XuDFfaz7a8DXSvu3qiMP\n6S21umDG/M915YGbr+nOgwg/0ln294fLC4JsF8f6tOaB5o3exj499EQebvnS4fukNSLvN0BHQWjj\nwU15IPVLxixOa768oCxkmYLgypWd+Xa3piCIGeCIxjzYcXFHHihaEp4MMO3mz6Q1X5zy72lNQ8G2\n+Y6xU4r61B755+GPJW9fU1nqxfruPBj4ifV5wOd72KOovcs68uDuQ4/IP3vX3L17WtPSWJa8WhLG\n/GRnvm/Zc2TZyQljG/Nt+I7u/DUfVxD8vKGlLIB3Nnl7JfuyXaLsV5qfr38kb29kHu79l46yoNcv\nFgRpNw/P92U/3JCHEJ+gXYr69ABL0pr7Vi5Ma5a15p8FgPkN+Wfv0bVPFK2rxM0NeSju7vfmfT9m\nQv6d9upVZQG80zvyQOPvt+b7zgM3edXI057fmO8X7y0ICn98XR6MXOqOFQ+lNR0j8m34L0vzzwLA\n9U35/nxpZ75tTmrJfz/YHD7ytQ1JGi/px5LmS7pR0nWSXrOt+2VmZmZmZgPPg69tpJoC/pfAHyNi\n34iYAvwdlP0JV5KPWpqZmZmZ7UA8+Np2XgxsiIhv9yyIiAcj4uuSGiV9uS7k+B0Akk6WdI2kS4A7\nqvDkuyTNkHSPpAslnSrpWkn3Sjq2etyx1VG1uZL+LOmgavk0ST+XdFlV/6Vq+dsk/XdPvyS9XdJX\nt+aLY2ZmZmY22Hjwte0cCtzUz33/AKyIiGOAY4C3S+q5wOdo4H0RcWD18/7AV4CDq39vAF4EfAj4\n16rmLuCEiDgK+ATw+bq2JgNnAocDZ0raE/hf4NWSei5aeCvwvefwXM3MzMzMhjyfuradkPRNaoOm\nDcCDwBGSzqjuHk0t5HgDMCsi7q976P0RcWu1jtuBKyMiqlkKJ9U9/gJJBwDBM6cyuDIiVlSPvwPY\nOyIelnQVcJqkO4FhPW306vNTIctjh0+kvaVsYgMzMzMzs6HIR762ndupHcUCICLeDbyEWkiygPdE\nxOTq3z7V9O/wzFBleGZ4cnfdz908Pbj+LHB1RBwGvJqng5d7P76r7jHfBaZRO+r1/b6eQERMj4ip\nETHVAy8zMzMzs03z4GvbuQpolfSuumXDq/8vB97Vc9qfpAMl5XOr92808Gh1e1rJAyLiBmBPaqcx\n/uQ5tG1mZmZmZnjwtc1ERACnAydJul/SLOAC4KPUjjrdAdwk6TbgOzy3U0S/BHxB0tzNXM//AtdG\nxLLn0LaZmZmZmeFrvrapiFhIbXr5vvwrT0+Y0WNm9a/n8Q/wzPDkaX3dFxHXAT0TdACcUy2fwTND\nmk/r1d6LgKJZDp9YVxY2WeK+DXnQ4ndaxqc1a1bmwaSfa8xDXgHWdOTrmt+xNK2Z2Nya1gCs78z7\ntTDWpTUlAa4A96x/PK2ZXRBQe3D3EWnNsvUPF/WpJFx3//aJac1ujcPTGoALIg/TPKEtD7JtiChq\nryRA+WM3fjat+fTEE9KaeQWhuQAjlQcDv6o7Pwg/qyMPtgRYuDb/zHR25dvwkpFFzbG+K/9c/Wh+\nnvZx5bC836s3lAWvdhdsLyVB2gueLAuoLal7/k4HpDWtBWknebRwzeruDWnN8vX5/uch5esBeGRt\nHjD8x6Y8xH5RcntvAAAAIABJREFU1wNF7Z3bsltac8i6/LthvvKE87sK9uUAS9atSGvaC76vrltb\ntj8fPywPGF65IQ+a3qmt7MPeUfC5enBY/rlqWJDv8xcNKzuOsbyxbJ+QubIr/64C6Cp4DQ5oHPtc\nu7NZJrXnv7td0Zq/nmW/2cCqdfnvSUvW55+FrugubLGMj3zZRiSNkXQPsDYirtzW/TEzMzMzGwx8\n5GsHIGk8tSNQLwCWUZv18EsR8Yst0V5ELOeZR8rMzMzMzOw58pGv7ZwkAb8E/hgR+0bEFGqnKu7R\nq84DaTMzMzOz7ZgHX9u/FwMbIuLbPQsi4sGI+LqkaZIuqTK5rgSQ9GFJsyXdIunTPY+R9EZJsyTd\nLOk7khqr5S+XdJOkeZJ61jFC0veq+rmS/mbrPmUzMzMzs8HHR0u2f4cCN23i/qOBIyJiqaSXUQtj\nPpZaVtglkk4EHgfOBI6PiA5J5wFnSfotcD5wYkTcL6knrOvfgKsi4m2SxgCzJP0+Ip5xxXN9yHLz\nsHE0NRVe9W5mZmZmNgR58LWDkfRNarMQbgC+CfwuInqm3npZ9W9u9XM7tcHYEcAUYHbtLEbagMeo\nXUP2x4i4H6DXev5a0oeqn1uBvYA76/sSEdOB6QAjhk8qm+LNzMzMzGyI8uBr+3c78LqeHyLi3ZJ2\nBuZUi+qPRgn4QkR8p34Fkt4DXBARH++1/NX9tCngdRFx93PtvJmZmZmZ1fiar+3fVUCrpHfVLesv\nuOhy4G2S2gEk7S5pV2rXg51R3UbSOEl7A9cDJ0rap2d53XreU032gaSjBvpJmZmZmZkNNT7ytZ2L\niJB0OvBVSR+hdv3Wk8BHqZ0+WF97haRDgOuqcdNq4I0RcYekc4ArJDUAHcC7I+L66rqtn1fLHwNe\nCnwW+G/glmr5/UDvAGYzMzMzM9sMioIEbLNMa+te6YbU2V2WST6mdURas3zdk2lNiSN22qeo7pYn\n7k9r7j7wsLTmxQsXFrX36Kon0poDxuye1sx+S14DMOZrs4rqMgeN3SOtuXvZIwPS1kBrbMhPBBDK\na5TXADQU1K3v7Ehr1i64Jq1pm3hCUZ9KDB/Wktas6Vg/YO1tbSXbwcjmtrRmoPZR26uxbe1pTVd3\nd9G6Vq5f81y7A8CeI3cuqtvQ3ZnWrO/KP3sfH3NsUXsfXXR1Ud1QV/J9XPJdDLBTWz4B2PL1+We0\nQfn+YFTB/gDgibWriuoyJ+16aFHdHx67fUDa29pamoalNUeMLfvdbfbj9zzX7gBwwc6nFNWdteBH\nRb8A+LTDLUTSeEk/ljRf0o2SrpP0mme5rvdL6u9UwwEjafWWbsPMzMzMbKjy4GsLKA1G3gzvp//r\nvMzMzMzMbAfgwdeWkQUjf6NnuaRLJZ1c3f6WpDmSbu8JSJb0XmAicLWkq6tlL6uOpN0k6aK6CTYe\nkPSFKkh5jqSjJV0u6T5J76xq2iVdWT321r4ClEtqzMzMzMxs83jwtWVkwcj9+beImEotl+skSUdE\nxLnAAuCUiDilmmb+HODUiDia2pTzH6xbx0MRMRm4BpgBnEEtz+vT1f3rgNdUjz0F+ErPrIZ1SmrM\nzMzMzGwzeLbDraCPYOT+/G01+2ATMAF4HnBLr5oXVMuvrcZDzcB1dfdfUv1/K9AeEauAVZLWSxpD\nbabEz0s6EegGdgfGA4vqu1xQQ9XXswGamsbS2JhfgG1mZmZmNlR58LVlbCoYuZNnHnFsBaiytj4E\nHBMRyyTN6LmvFwG/i4i/76ftnmnGuutu9/zcBJwF7AJMiYgOSQ/00U5JDRExHZgOZbMdmpmZmZkN\nZT7tcMvYVDDyA8BkSQ2S9gR65qodRe2o1ApJ44FX1D12FdAzb+r1wPGS9geQNELSgZvRt9HAY9Wg\n6hRg72dZY2ZmZmZmm8FHvraAJBj5WmqhxXcAd1JdGxYR8yTNBe4CHq7qekwHLpO0oLruaxrwE0k9\ngTvnAKVhBhcCv5J0K7UjcXc9yxozMzMzM9sMDlm2AdHWtne6IXV05cGWAONHjElrzhx9eFpzbkH4\n7OcmlAXnnbMwD8ksCc09dGzZQcRblz6Q1rxp4gvSmh8uuL6ovRJNDY1pzdm7HZfWnLfgTwPRnQFX\nMqPM8Oa+zgR+pubGsr9pvWPslLRmXvfKtOa3i+amNSVBzADnH/WJtOaTK2enNW2NzUXtLVi9tKgu\n87GJJxXVfXHBH9Kaks/Vr5bemtZs7ZDlw8dNKqor2beUBGk3FoTPThyxU0mXBix4fa9RuxbVLVid\nh9i/dNcj0pqSzx7AewpCzud35zGbc1blAcMthZ+9h1Y+VlQ3UEpCjwcqhLjU/mMmpjUvG75vWjMu\nyvb5n1s4s6guc8wuZSc77VZwHX4HeRD6ZYtuLmqv5HeEzu6utObQcfnvScs7ymJpH12Vf9YHUueG\nRx2yvC31DizuPcX8FmpzhqQzqtvjJM2V9NYt2aaZmZmZmZXx4GsQkjQauByYHhHf39b9MTMzMzMz\nD762CUmTJF0l6ZYqzHivavkMSedK+rOk+XVHsRoknSfpLkm/k/Sbnvv60A78FvhxRHyrerwkfVnS\nbVVo8pnV8pMlzZT0s2rdF/bkeUl6ZbXsxqpPl27xF8bMzMzMbBDz4GvLaZN0c88/4DN1930duCAi\njqA2ucW5dfdNoJYJdhrwxWrZa4FJ1PK93gRs6sKa/wL+FBFfrVv2WmAycCRwKvBlSROq+44C3l+t\ne19qMym2At8BXhERU6hNO29mZmZmZs+BB19bztqImNzzD6i/kv044MfV7R9SG2z1+GVEdEfEHdSC\njanuv6havgjY1OwPVwF/I6n+yuMXAT+JiK6IWAz8ATimum9WRDwSEd3AzdQGeQcD8yOi5+ren/TV\nkKSzJc2RNKezs+ziRzMzMzOzocqDr+1PfTBy0awpvfwP8G3gN5Ly6YWe2V4XmxE/EBHTI2JqRExt\naspn1TEzMzMzG8o8+No2/gz8XXX7LCCbB/pa4HXVtV/jgZM3VVydcngl8HNJzdX6z5TUKGkX4ERg\n1iZWcTewr6RJ1c9nJv0zMzMzM7OEB1/bxnuAt0q6hdo1XO9L6i8GHqEWzPwjasHMKzb1gIj4aPWY\nHwL/B9wCzKN2WuJHqtMX+3vsWuCfqAU73wisytozMzMzM7NNKz7FzDZPRLT3+nkGMKO6/SDw4j4e\nM62vdUREt6QPRcRqSTtRO2q1UcpnH4+vz/j6cPWv/v6ZwMy6n/+57u6rI+LgavbDbwJz+nqePfYb\nNWFTdwNw17KH0xqAkcOGpzUtBX83KDlnc5c8769YQ0Ho6PDGPLy01LoYwM4X2HNkPu9Ka8H7MqIg\nqBjgyQ3r0pqS97g0Rr6lKQ8nLQlQ3rlldFF77ZG/ViM1rGhdmZLwZIC3z/1MWnPhkf+Y1jy4tizA\nde9R49OaB1cuTmtKXkuAI3baJ62Z0tWW1lzRmL8vY9vKTsVetja/XraxIX9+G6IsxL7EpJH5+6KC\nT98uw0rOfIeFLXnY9qT2vE9dkQfGQtnneM+G/Huo1K4FIbxLlO9/jh2ZB/6uig1Ffdq3LQ+knrn4\ntqJ1lRjdnH8eVm5Ym9Z0dJVt5yWfv5Lv40M788/66sLDGK0F3zHtBd+POzWWbZuTGkakNR0F35Al\noesAazrW50UFBvL3pEfJQ5Z3ax+b1ixavWwguvMUD752HJdKGgM0A5/d1JGrAfJ2SW+p2ptLbfZD\nMzMzMzN7ljz42k5IWl1/tEzSNGBqz9GoiDh5a/anum7sq2mhmZmZmZkV8TVfthFJHpSbmZmZmQ0w\nD752AJJmSDqj7ufV1f8nS5op6WeS7pJ0YXWNFpJeWS27UdK5ki6tlh8r6TpJcyX9WdJB1fJpki6R\ndBVwpaQfSDq9rs0LJf3NVn3iZmZmZmaDiI9wbD/aJN1c9/M44JKCxx0FHAosoDYl/fGS5lC7RuvE\niLhfUn1I8l3ACRHRKelU4PPA66r7jgaOiIilkk4CPgD8UtJo4IXAW+oblnQ2cDbAhJH7MK7gAl4z\nMzMzs6HKg6/tx9qImNzzQ881XwWPmxURj1SPuRmYBKwG5kfE/VXNT6gGScBo4AJJB1CbCK5+Kp/f\nRcRSgIj4g6Tzqlyw1wEXRzxzOq2ImA5MBzhs/AtKJ5UzMzMzMxuSfNrhjqGT6r2S1EBtBsIe9XN7\ndpEPqD9LbRr5w4BXA/Xzmj7Zq/YHwBuBtwLf2/xum5mZmZlZDw++dgwPAFOq23/NM49W9eVuYF9J\nk6qfz6y7bzTwaHV7WrKeGcD7ASLijpKOmpmZmZlZ33za4Y7hfOD/JM0DLmPjI1TPEBFrJf0TcJmk\nJ4HZdXd/idpph+cAv07Ws1jSncAvsw5Obp2YlXAXZSHL09oOSmuu7V6e1hw4do+05mfKA/hK/ceu\nJ6Y1R20oCyE8vSUPUdxdeRhsS1NZSO9rdzk6rdlLefjjP03I4+dWP/V3hE17qHuTmzkAf1mXh/n+\nrCCcFeC+NaPSmqP3zAN/16zKgzQB/phn6/Kq7jwk89KCAMxPrpyd1kBZgPLMed9Naz479d+L2itx\ncUGg8QvWlX2uVrftldacyIq0ZsTwo9Ka8+Khoj51defBwOu7OtKaB1bl2ybA+BFj0ppvsXtaM7Ol\nLAj1wILM34fG5gHuV5OHnB7eUBZw/js1pjX/+S87pzXjvnJSUXvdkZ+V/9Xn5d9Fl83bs6i9b2lB\nWnPssPwa7RG75dv5kYWv+asKApT/c9d8u/vFwjlF7f2wNe/7iR/N+75h9r1F7X33mvx3oJ+MekFa\n8+J/zrfND363bH83qTv/Ff/XsSStGdOSfw8BVPO9bdJLdzo0rfnaxPzLcfgeZd+zF15/SlpTchTq\nwVFdRe2V8uBrO1Gf8VX9PIPakSciYjFQ/6n9aLV8JjCz7jH/XFdzdUQcXM1++E1gTlVzHXBgXd05\nvdvrIWk4cAC1a8bMzMyKlQy8bGCVDLxsYJUMvMzq+bTDQaZnGnrg7dUEHLdTO9XwO/3Un1w3Df1f\nS/pYdftU4E7g6xGR/ynYzMzMzMw2yUe+BqmI+Crw1c18zCVU09tHxO+BvbdA18zMzMzMhiQf+Rqk\nkgDml1fLbgJeW/eYaZK+Ud1+taQbqjDm30squ3DGzMzMzMz65MHX4HYUtdkKnwfsSy2AuZXaBB6v\npjaD4m79PPZPwAsi4ijgf4CPbPnumpmZmZkNXh58DW6zIuKRiOgGegKYDwbuj4h7IyKAH/Xz2D2A\nyyXdCnwY2GiKGklnS5ojac69q+/faAVmZmZmZvY0D74Gt80NYK73deAbEXE48A6eGcYMQERMj4ip\nETH1gPZ9nltPzczMzMwGOQ++hp67gEmS9qt+/vt+6urDmN+yxXtlZmZmZjbIefA1xETEOuBs4NfV\nhBv9pdR+CrhI0o1AnsJnZmZmZmabpChIXjfLjBg+Kd2Q1nd2FK3rpF3zBPSH1y9NaxavXZbWTBy+\nU1Gf7l3+aFpz7vg8Sf33DSuL2rtk4Y1pzcT2cWnNgtX56wTw4YknpTXfXZb36S1jj05r7u5eVdSn\n4crPkp395INpTXvTRmfM9unsYfvlRQXua+wckPUAzOro728jT7vh8bvTmpJtBaCb/PvgbaOOTGv+\nfc5ni9o7/HlnpjUPrspfg0kjyyZj/UvB5/jtE49Pa47sbE5r3v3Y1UV9Gigjmsu28xIvGHtgWnNA\n46i0ZtaGRUXtHd88Ia35+oJr0pqXjD+iqL1lXWvSmtcO2zOtmbyu7LP+o9Y8bfpF3cPTmkuU78/n\nrnygpEs8viaP7zxgzO5pzde0b1F7X2rOv4/vW5NvLw+vKvtb8Ocm5N/HY7rz9dzf2JXWzOos69Ne\nTflnZhzD0po15H0CuGLVPWlNU0P+PXv/irLPsQpq2oa1pDXfGX1cWrN7d1mC+8WtjWnNvIL37x+7\n+5ub7pneuOBHJS+Dj3xtbXUhyKX1T4Ugb2mSPlOFK5uZmZmZ2QBzyLI9JSI+sa3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hi8AJ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\nz65IB2X2q0sfKF+8ZkVWe10lJ2wb4KmG9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7o/LSl/MHB+55URMQ/4FHALVdjxlIj4Xbru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\nkpazvQz4qqQr6VysOkmS/nQKGVqFqKf3D0RUAvTJCWsCjdcj2pK414/VI2r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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(country_correlation, cbar=None, 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": [ "#### 2.4.2. Reordered Matrix: Clustermap " ] }, { "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": 28, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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/dA956dtmB2bOd3ronCeSMU/cu0NWWS1r03ET1ZNu0477JGMA2prS+0xrxl7T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dkqKKPIP98fiYF6n22ysXDVlXe297tM6GZmLr0oGwPwtekfzMZ0FDxHL1hxU1F+zQ35azV15N7Z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2bx6XjFnR1ZaMAbCM7X5C45hkzD+fW5CVX46GuvqsuM7u9DqTI7d9Yld3+neupZzlMNhlGtHQ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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": [ "### 2.5. 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": 29, "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": 30, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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VmTMzc+aMGTOGHaYkSZIkzfeGmuBFxMKU5O7bmXlGNfu+iFipWr4SMGuYMUiS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\n7OAN7kPA31Eq5qwEH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t8DLzfyJiMjDyUwnXZ+bjg01LkiRJktSvrr+DFxE7AdcD7wV2Aq6LiB0HnZgk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8XfkeK/m7v3UJe3DRsws6sTu/299Fzkwsxuc/cVh3pSHamoETwuBsZOScFjOtrDzM4AjnD3iSHv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\n9rRskyDp6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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 = find_index(country, country_names)\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)\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 (WIP) " ] }, { "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": 31, "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": 32, "metadata": { "collapsed": true }, "outputs": [], "source": [ "countries_not_available = ['Asia', 'Null', 'Korea']\n", "index_countries_not_available = [find_index(country, country_names) 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": 33, "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[find_index(country_1, data[:, 0].tolist()), 1])\n", " for column in range(len(countries_available)):\n", " country_2 = countries_available[column]\n", " country_2_gdp = float(data[find_index(country_2, data[:, 0].tolist()), 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": 34, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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CwusibVRv5EXBVY67C2+b4vpYhjt5T2W5g/i7apdT/fJRfmLAl2NHUv1nAf9+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\nQePZ4n9l92A+lOPnPZKM8Pkbr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e0N1laItSPI7fT3lnmeLVW4hTtq/P1g2/BezFva/Dks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\nan5BYPuIMl0AAAAASUVORK5CYII=\n", "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": 35, "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": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Pearson correlation Index: 0.0392 (p-value of 0.0447)\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: Denmark" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**GDP per capita difference**\n", "\n", "Let us first see how every country is different from Denmark in terms of GDP per capita. To do this, we plot all of the countries by difference in GDP per capita, and then order this plot. " ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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XUm9f4CGq/1ncYZBBSZIkSZKGq0nL4p3AI5n5T+DgiFgYWHywYUlSM586aYue\ndT6607njEIkkSdKCpUnL4gXAki3TSwDnDyYcSZIkSdJE0CRZfEpmPjgyUR4v2aW+JEmSJGmSa5Is\nPhQRLxyZiIgXAf8YXEiSJEmSpGFrcs3ifsAPIuI2IICnATsNNCpJkiRJ0lD1TBYz87KI+A/g2aXo\nusz812DDkiRJkiQNU5OWRUpyePWAY5EkSZIkTRBNrlmUJEmSJE0xXZPFqKwxXsFIkiRJkiaGrsli\nZiYwc5xikSRJkiRNEE26of42Il488EgkSZIkSRNGkwFuNgHeGhE3AQ9R/X1GZuYGA41M0pT0xe9v\n0ajeB9987oAjkSRJmtqaJIvNztwkSZIkSQuMnt1QM/MmYA1g8/L4702WkyRJkiRNXj2Tvog4CNgf\n+EgpWhT4ziCDkiRJkiQNV5MWwu2BbamuVyQzbwOWGWRQkiRJkqThapIsPlL+QiMBImKpJiuOiDUi\n4qKI+ENEXBMR7y/lK0bEeRFxfblfoZRHRBwaEbMj4sqIeGHLunYr9a+PiN1ayl8UEVeVZQ6NiOhn\n5yVJkiRJ7TVJFk+OiKOA5SNiT+B84JgGyz0KfDAz1wc2BfaJiPWBA4ALMnNd4IIyDbAlsG657QUc\nAVVyCRxENSrrxsBBIwlmqbNny3LTG8QlSZIkSeqhyQA3XwBOAU4F1gMOzMyvNVju9sz8bXn8AHAt\nsBowAzi+VDse2K48ngGckJWLqZLTp1ONxnpeZt6dmfcA5wHTy7xlM/Pi0vJ5Qsu6JEmSJElj0OSv\nMwCuApag6op6Vb8biYg1gRcAlwCrZObtZdYdwCrl8WrAzS2L3VLKupXf0qZckiRJkjRGTUZDfSdw\nKfAGYEfg4oh4R9MNRMTSVK2S+2Xm/a3zWq+FHKSI2CsiZkXErLlz5w56c5IkSZI06TW5ZvFDwAsy\n8+2ZuRvwIqq/0ugpIhalShS/m5mnleK/lS6klPs5pfxWqv9zHLF6KetWvnqb8prMPDozN8rMjaZN\nm9YkdEmSJEma0poki3cBD7RMP1DKuiojk34TuDYzv9Qy60xgZETT3YAzWsp3LaOibgrcV7qrngu8\nLiJWKAPbvA44t8y7PyI2LdvatWVdkiRJkqQxaHLN4mzgkog4g6rL6Azgyoj4AMCoRLDVS4FdgKsi\n4nel7H+Az1KNsLoHcBPwpjJvJrBV2d7fgd3L+u+OiE8Al5V6h2Tm3eXx3sC3qK6nPKfcJEmSJElj\n1CRZ/HO5jRhpvVum20KZ+Uug0/8evrpN/QT26bCuY4Fj25TPAp7XLQ5JkiRJUv96JouZefB4BCJJ\nkiRJmjiaXLMoSZIkSZpiTBaRH43YAAAgAElEQVQlSZIkSTVN/mdxpfEIRJIkSZI0cXRMFiPi9REx\nl2o001si4iXjGJckSZIkaYi6tSx+CnhZZj4d2AH4zPiEJEmSJEkatm7J4qOZ+UeAzLyEHn+VIUmS\nJElacHT764yVI+IDnaYz80uDC0uSJEmSNEzdksVjeHJr4uhpSZIkSdICqmOymJkHj2cgkiRJkqSJ\no+tfZ0TEqyLi1Ii4ptxOiYhXjlNskiRJkqQh6fbXGVsDxwJnAW8B3grMBI6NiK3GJzxJkiRJ0jB0\nu2bxQ8B2mfn7lrLfRcQs4GtUiaMkSZIkaQHULVl82qhEEYDMvDIiVhlgTJIWMF/77hY967z3reeO\nQySSJElqqts1iw/N4zxJkiRJ0iTXrWXxWRFxZpvyANYeUDySJEmSpAmgW7I4o8u8L8zvQCRJkiRJ\nE0e3/1n82XgGImnyOOrbva9BfNcuXoMoSZI0mXX764wZEbFPy/QlEXFDue04PuFJkiRJkoahWzfU\nDwM7t0wvDrwYWAo4DjhlgHFJGkfHHv+6RvXesdtPBhyJJEmSJopuyeJimXlzy/QvM/Mu4K6IWGrA\ncUmSJEmShqjbX2es0DqRmfu2TE4bTDiSJEmSpImgW8viJRGxZ2Ye01oYEe8CLh1sWJLG6tvf6j0I\nzS5vdxAaSZIktdctWfxv4IcR8Rbgt6XsRVTXLm436MAkSZIkScPT7a8z5gAviYjNgeeW4rMz88Jx\niUySJEmSNDTdWhYBKMmhCaIkSZIkTSHdBriRJEmSJE1RJouSJEmSpBqTRUmSJElSjcmiJEmSJKnG\nZFGSJEmSVNNzNFRJE8NJx03vWWen3X88DpFIkiRpKrBlUZIkSZJUY7IoSZIkSaoxWZQkSZIk1XjN\nojQkpze4BhFge69DlCRJ0hDYsihJkiRJqjFZlCRJkiTVmCxKkiRJkmpMFiVJkiRJNSaLkiRJkqQa\nR0OV5qOzjt2yZ51t3nHOOEQiSZIkjY0ti5IkSZKkGpNFSZIkSVKNyaIkSZIkqcZkUZIkSZJUY7Io\nSZIkSapxNFSpi3O/uVWjelvsMXPAkUiSJEnjy5ZFSZIkSVKNyaIkSZIkqcZkUZIkSZJUY7IoSZIk\nSaoxWZQkSZIk1Tgaqia9Xx29Tc86L93rrH8/vugbW/es/6p3nj2mmCRJkqTJzpZFSZIkSVKNLYua\ncC476vWN6r34XT8acCSSJEnS1GXLoiRJkiSpxmRRkiRJklRjsihJkiRJqhlYshgRx0bEnIi4uqVs\nxYg4LyKuL/crlPKIiEMjYnZEXBkRL2xZZrdS//qI2K2l/EURcVVZ5tCIiEHtiyRJkiRNNYNsWfwW\nMH1U2QHABZm5LnBBmQbYEli33PYCjoAquQQOAjYBNgYOGkkwS509W5YbvS1JkiRJ0jwa2Giomfnz\niFhzVPEM4JXl8fHAT4H9S/kJmZnAxRGxfEQ8vdQ9LzPvBoiI84DpEfFTYNnMvLiUnwBsB5wzqP3R\n2Fx5xLY962zwnjPHIRJJkiRJTYz3X2eskpm3l8d3AKuUx6sBN7fUu6WUdSu/pU255tFfD92xUb1n\nvO8UAP502Iyeddfb94wxxSRJkiRpeIY2wE1pRczx2FZE7BURsyJi1ty5c8djk5IkSZI0qY13svi3\n0r2Ucj+nlN8KrNFSb/VS1q189TblbWXm0Zm5UWZuNG3atDHvhCRJkiQt6MY7WTwTGBnRdDfgjJby\nXcuoqJsC95XuqucCr4uIFcrANq8Dzi3z7o+ITcsoqLu2rEuSJEmSNEYDu2YxIr5PNUDNShFxC9Wo\npp8FTo6IPYCbgDeV6jOBrYDZwN+B3QEy8+6I+ARwWal3yMhgN8DeVCOuLkE1sI2D20iSJEnSfDLI\n0VDf3GHWq9vUTWCfDus5Fji2Tfks4HljiVGSJEmS1N7QBriRJEmSJE1cJouSJEmSpBqTRUmSJElS\nzcCuWdTw3Xr4+3rWWW2fQ8chEkmSJEmTjS2LkiRJkqQak0VJkiRJUo3JoiRJkiSpxmRRkiRJklRj\nsihJkiRJqjFZlCRJkiTV+NcZk8gdXz+oUb2n7X3wgCORJEmStKCzZVGSJEmSVGOyKEmSJEmqMVmU\nJEmSJNWYLEqSJEmSakwWJUmSJEk1JouSJEmSpBqTRUmSJElSjcmiJEmSJKnGZFGSJEmSVGOyKEmS\nJEmqMVmUJEmSJNWYLEqSJEmSakwWJUmSJEk1JouSJEmSpBqTRUmSJElSjcmiJEmSJKnGZFGSJEmS\nVGOyKEmSJEmqMVmUJEmSJNWYLEqSJEmSakwWJUmSJEk1JouSJEmSpBqTRUmSJElSjcmiJEmSJKlm\nkWEHMNX97Yj/61lnlfd8aBwikSRJkqQn2LIoSZIkSaoxWZQkSZIk1ZgsSpIkSZJqvGZxPpt75Nd7\n1pn27r3HIRJJkiRJmne2LEqSJEmSakwWJUmSJEk1JouSJEmSpBqTRUmSJElSjcmiJEmSJKnGZFGS\nJEmSVGOyKEmSJEmqMVmUJEmSJNWYLEqSJEmSakwWJUmSJEk1JouSJEmSpBqTRUmSJElSzSLDDmCi\nm3vksY3qTXv3OwYciSRJkiSNH1sWJUmSJEk1JouSJEmSpBqTRUmSJElSjcmiJEmSJKnGZFGSJEmS\nVGOyKEmSJEmqmZJ/nTH3iO/0rDPtPW8bh0gkSZIkaWKa9C2LETE9Iq6LiNkRccCw45EkSZKkBcGk\nThYjYmHgcGBLYH3gzRGx/nCjkiRJkqTJb1Ini8DGwOzMvCEzHwFOBGYMOSZJkiRJmvQiM4cdwzyL\niB2B6Zn5zjK9C7BJZu47qt5ewF5l8tnAdaNWtRJwZx+bHmT9qRLLVNnPiRTLVNnPiRTLVNnPiRTL\nVNnPiRTLVNnPiRTLVNnPiRTLVNnPiRTLVNnPYcXyzMyc1nPpzJy0N2BH4Bst07sAh83DemZNlPpT\nJZapsp8TKZapsp8TKZapsp8TKZapsp8TKZapsp8TKZapsp8TKZapsp8TKZapsp8TLZbRt8neDfVW\nYI2W6dVLmSRJkiRpDCZ7sngZsG5ErBURiwE7A2cOOSZJkiRJmvQm9f8sZuajEbEvcC6wMHBsZl4z\nD6s6egLVnyqxTJX97Lf+ZF13v/WnSixTZT/7rT9Z191v/akSy1TZz37rT9Z191t/qsQyVfaz3/qT\ndd391p9KsTzJpB7gRpIkSZI0GJO9G6okSZIkaQBMFiVJkiRJNSaLkiRJ0jiKiOWGHYPUhNcsDllE\nLAK8A9gQeMpIeWa+Y2hBTQAR8QNg9JvzPuA3wLcy8/Hxj2r+6bB//5aZb2qzzLOBjwHPomVwqszc\nuMM2vggcAjwEXAS8EHhXZn5nTMGPg4hYFzgOWC0z14qIFwLbZubHhxtZd+XLf3/qn+fNhxbUJBQR\npwJ7ZubdZfqpwBHtPhdTUURMy8y5w46jH+X49Xye/Lk4YXgRabTJ+BoN+hyqHNOfPWrdP58P6w3g\nmsxcf6zr0sQQEU8B3kr9HO3DQwtqPpnUo6GOVUS8GnhOZh4WEasAy2XmnzrU7etEvQ9HlfW9CjgC\neAsw5gNRvyKi6wErM/8wXrEUdwAbAd8v0ztRJYtvovpSeN9YVh4RBwDHZOZdY1lPh3VvBnyGJ94r\nAWRmrtxS7axyv3G5jSRwbwEu7bDqE4EfUCVRjzUI5TWZ+cGI2Jrq/0d3Ama2bGu+GcDJ6xHAJ4HP\nlunfAd8GPj4/Vh4Ry2bm/Q3K+k3qjwX+AKwH/C/VSczl8yPmEs9OwDmZeX9EHEL13vloZrbdRkS8\ngvoxq+eoaBGxMk8+OfprmzobUB2/ng8s3lJ34cY71NnaI4liWeddEbFOj5iXBdbJzN/Oh+2PXveE\nOImOiE2Ak6l6Ba0RERsBe2XmXvNp/YM6MX4f8C7g6VR/efUy4GdA2+cwIv4f8I3MvLfButcGPkL1\n+gBcCXw6M28Ya9xTSZPXKCI+320d8/OkuI/P3MDOocrx9gvAClTfoesAv6f64XVMMjMj4uaIWCEz\n72kYT18/RpZj5gaj6n5vTIHPB+Wv7lbMzDs6zN+c6rlu/d76eo91Duz434cfAIsBlwAPD2IDEbEe\nVd5yRkQsDSzW+l05qu58+yFlyiaLJVnYiurAeBiwKNWJ3mYdFml8oh4RawCfp36gW7tN9Y0z8z8j\n4srM/ExEfB04o8f6G7cY9XFCdzbVSXEAzwDuL9PLAX8F1hq13r27xTj6gz0PJ93PB16ZmQ+X5Y8G\nzgc2p0ocnqTP5xyq1/0PEXEucHhmXtJtf8o2nkX9xHtmm6rHAh+lShLavlcy8/iyzr2Al2fmP8r0\nyH62s1BmfrpXnG28HDgtM2+LiLavQURs1W0FHfazr5PXiNgZOCUzH20Q83KZ+eOI+EzZ/uMR8Ui3\nBfr8AeCn1L/w25X1m9Svk5k7RMSMzPx+RJxG9RntFvdLqN67a9P5x4URH8vMkyJiY2AL4KvA14CX\ntFnvN0v5FTzxPky6DKFdvqSPB1YpyywG3AW0i+UIqh/QvgRMB/YBHmizziU7bQ8gM//epniRiFg4\nMx8r61iUluNXm21sRXWcewxYs7wPD8rM13eo3/ikq99Ep2W5ngl3qdfPF/qXgC2B75Y6syLi+C4x\nHAkclplXd4u11G18YjwPx4u9qD4/v8rMLSLiecCBXVaxFnBdRJxNdXzu9GPIZsBpVMfckWPjpsDF\nEbFDZv6iw3J99wAYVCLdr35bL8r769ll8roux98mr9FD5f5ZwCuonnuA7ak+E93ibvwd3ednbl7O\noVYG3kv9ORx9HvI/wIuAczPzBRHxWmDHHuvu51znPuCKiJgJPNhSp1PS3fjHyIjYh2ofVwF+C7yU\nKonumixGxOuofy4OaVPvw5n5+V5lLfNOpHpNH6E6rqwUEZ/OzC+MqvdtqgT39zz5e6tbzAM7/rcs\n0+R4vk5mPqdbrG3W27ghKiJ2o/phbDGq9/hqwOHAazqsfv79kJKZU/JG9UZcFLiipezKbvX7WPd5\nwB5UH+r/ojrAHdSh7qXl/gpgyfL4D71iL/dbUyWxqwK/61D3V8Cry/4+naq1Zv8u6/4a8MaW6R2B\nQ9vUO67cfkSVWJ5ebvcDZ7Spv1u5HU518H9/uV0CfK1N/eso3aTL9MLAH0eeq7E85y3LLAW8m+qX\n6FnA7sBTOtT9PPA3qg/aReV2YYe6l/TxXvkTVRLYup9/6lD3SGCDPt+HRwB/oToBXKTTe7xln9rd\n2u5ny/tr/VGfo2s61D0DuIXqh47VesR+cfl8/rZMrwZc3mOZr5bX6ARgkw51FgGWpPrBYYnyeMny\n2fhjj/1comV6CaqTqk6f51nAilSJ3/U94r6W6iC+NvDMkVuHuiPPx0epumn+u6zDe2uxpu+Xsszl\nVCciV5TY3wl8slPdcn9VS9llbeo9TvUl/njLbWT6sQ7r/j/gFKof7zYrj7/YJe7LgKeNeh92PI4C\npwKfAGYDby6flc92qHs11bHid2X6ecDJXda9OXAz1UnRP8q+zulS/5tUCfpfqU4ErqJKkNruZ7lv\n3c/a8bBl3gfK++DnVD0LFulS9/dUPwpcUaZfCxzVoe7IseE3wKPl/XJFefzrNvVnlfsreeLyl7bf\nWS3LLAPsC1xDdTzYZfT7GfgF1Y9to5d9OW0+n/Py+pf6O5XX9EGq76bHunzu1qDqEfMH4IaRW4f3\n7KWdbl1i+RHVf0sfAhw0cutQdyPgpvIeuB64EXhhh7qNXyPgQuCpLdNPpcv3RKnTz3lR488c83YO\n9QuqH83ewRPnJru1qdfuGNf2dW+Z3/Ycp902Wl+/Xq/lyGd05DUq94vT5vM2EjOwdMtz+HzgxB6x\nfxa4gKpn11Hl/jsd6taeh27PDU8cV3akOpdZkjbnI8AfgYW7xdnhszSo43/j4zlVo8syfcZ+BdWP\nEptT/QDzCuAVXeouPWo/r+6y7qtGvV+WA37aT3z/Xte8LLQg3ICLR578lrKOCSF9nKi3fChGXqiF\n6JBAAD+mOpH/DNUvZ6cC5/VY/8gB43PAm0bvx6i6jU7ouj0HdPlSLx+OtVqm1wJ+1KV+05Puo6m6\nTL653M4CjikflIvH8pyPWm4h4A1UJ2p/okpm3tSm3vWUL6IG63w/VRK6Ik8kI22XpTog/7hlP2fS\n+QTtCqquDVfS7KRiGrAfsGmZXhN4e7+flR772u/J65rlvX47VUv9qzrU27W85n+l6np6A/DmBvF0\n/QGA6su4XfJyL/C/XdbbKKmnanlckSdO0i+l9xd015OPUXUvpzpxvWrkc0eHLwuqE7qOyUGn9Y9e\nJ+Uksk3dS8r9z6hORJ4K3Dif3leLltdq5H1+IF0S33l4H/Zz0tVXokMfCXep3/gLHfgl1TFw5EeD\n9YHfNHg+pwNnUh3fDgae3uW17+fE+Pu0/DBD1TL13Tb1fl5e029T/fD23tbtdFl/ADOojgN/Lvc7\ntMzv9gNPt3mNX/+R+jRPpBslRbScGLa7dYnl2l7PW0vdXwGvbpnenA5JdD+vEW1OxNuVjZrfz3lR\nP4nrvJxDdTzBHlXv1+U9eFp5Pl5Phx9zRz3nPc9x5uVGHz9Gtj6HLWW9fqC5iuoH1ZHPx2rAzFF1\nXkv1Y94d5X0ycjuK7sfcq8v916jGH2gbD/OWcA3y+N/PD6jfo/ox6dDW56ZH7P00RI1857buZ7fv\nor5/SOl0m7LdUIGbSxeWjIiFqDL7a7rU3wTYPSKuA/45Upjtr1kc6S73YEQ8g6q1Y1qH9W6dmY9F\nxEepWheWp0f3JmBORBxB1R3ps6WbSafrhEa6nNwdEc+nOllYqcu6IyJelqX7TkS8lO6j5j4zM28c\nmcjMGyNirS71p/HkvtyP0P652YfqpH+ky8e5wJGZ+S+qbkaj9fOcU65RfRfwdqoD79sy8+cl9p9R\nda1s9deWbfQyhyqxPXxkc1TdKNq9Rvvy5P08m87dBPdruH0AMnNuRBxL1Z2MzPwL8K1uy0REUP3a\num5mHhARawKrZuavOyzycOk3n2X59Wn5fLSJ6S/ARyLiR1St4tMj4kZgn2zpMpaZJ0TEDVRfzktS\n/SLbtkvZqPU/VLryzgG+QtVS84mI+EBmnpyZBwMHR8Rhmblvr/W1uAiY2dLlbxfadC/NzLeVh1+K\niEupPs8/7rHumRGxZWae0yCO9wIfprqe68aoBgKqxVFcC5wXEafz5GNWt2sW/1Xub42I11O1Sq/Y\noe5JUQ088xmqJGZhunctbKx8zg8utyYeKJ/pkffhK6l+AOhk5Bj0SESsCNxD5+PF30s32N8Dn4uI\nm+l8vB2J/08RsWhW387fiIhZVF2N2vlHuX8sIpbMzPtKl6d2PgX8BFg1Ir5FlQS+rUPdVhdTJZYb\nUiUwe0TEFzLzKy11Hi6f/+sj4r1Ur/3SPdb7vGzpwp+Zl0bEf7aptzdV16kPUnUXXZvqM9RWREwD\n9qQ6Fl1J9SPXheVSgIuoEgKARSMiyvPcuvxCZXud9PP6AzyamXPKdy2ZeV5EfK5D3ZUy85sRsV9m\n/iYiLqFqgX3Sezkzu3bb7OKGiFgmM2tdvttYKjMvaNnmhRHxpQ51+3mNromIb1C1ikP1o1yvcQ36\n+Y7u5zM3L+dQV0fEqpl5W496HwOWpeqyeATVDzldL8Gh+TnOSBf9/+WJboQ/AT6V7bvmA/ypvF+/\nR/WZvpfO18T/o7xfr4qIT1O1jvU65/9nZj4aEVmOX7dGxOqj6jxC1cKePNEtGaofgD/TZd1/iIhz\ngOcAB0TEEh3q/T/gZxHxS578vdXtethBHv/7OZ5fV279+E1EbJCZVzaoe1dU1yyO7OfbqM7pO7k7\nIlagOgc5JyLupLrEoH/zkmEuCDeqJuuf8P/ZO++wyYoy7f+eIQ1xYAUkGVCS5AwKCmJARRZXMJCW\nqKwLLAioCPqBGBAQERSUIEkECSKwqCAwIGnIOQgiIKAkRUmuSni+P+46b1efrnO6qrvfd0bH+7rO\n1d2n61RXn1D1xPvRjf9XZA1cuKV9tvUPWV3+DU20T4eLeURD24WILObIwrFQn7Fne4yQh+M1SKh4\nHvgLsE9L328P461u+keA9VraX4omu0XDtj9waUv7bE9a4fVMnfNvtbT/PVoQl0h896XEvlWBn4fz\n+d/V1tD3wyj8Z9Ig/2WE9/gH0ALxcPi8Ji1e39DmCLQQVSG/r6Hde/l+ZH19AimiTyBinVTb2cP1\nmYa8Rf8Z9q1fjXHI//tapKw8iJT9d4T9SwKPDNn3bEhR+3HYdgVma2i7DLBZeD8vSuRv6/tp5N18\nFim5T9MStlgw5h8ktlP7HLMlstKvhUJ0nkaGlJzz02oNRt7HaWEOeqXaam0+El7/O7W19L02ysv5\nE8o9/R2wRkv7bA8wCoGbG3mWTkAhsau29F1FrVyMjB0rkQhDjNoXeUaQEP+pcE6W6nPO10B5To8h\nK/cbw/756s8E8jpNAZZG8/qNTc9y/F/j+wPl0vVEfgxw7z4exvuGxHdfid6fABxOFLaGlIrDgRNH\ncf1D+2wPEx3r/zSU/z9H6voDh4TXs9F81bW1jCXbexHGvWH0eQNaPKgF12c+lN96c9gOA+brc0yJ\nXJT9zDGYDHUxysW+IOecF56bkmihKgR9vbCd1Hbf1o59O/BBGqJH0Hw7D5J1TwbOoyEEOTpmKjLO\nHhPus8Np9v6uWHhe5gQ+RCciZnHgfYl2l6BQ675h1tEx4zn/F83nBeejCkPPjhhDssVNSEl/GBlo\n3tzyG7OE10nhudut33PatM2UpTOC1XFFd78jWHYmufsL/Y4LxxaxPgYL2nzeQDAQrI7v9GBJMrO5\ngcvcPeU9GwrBUjfZ+1gkTUxVcUJ8o0fNzBZDi9Y7w67LgD29wWIXxvBfwIZh11TgOJcnIW6Xm4Ce\n+o3Wcx7azOGBPCcHITl7OfRAjyVde4KEwsyudfcewpGGfrP/Z2lStpndiCa3n7v7amHfPd5C1W1m\ntwGrofCz6pg73H3llmPehMhWDPiFuz/Q0O73aCL/trtPq313grvvHH2+GtjUA0tcsP6d5+7vaBnH\n79GieIy7P1b77kvufoCZXebu7zKzp+lOmm8jlcmGmW0P7IuElzeF5PWj3b0pAR0ze0Nqv7v/NtE2\nSZ6Q81yMCma2pMurmbyPvIE52cyuQcp8FyGOux8Stamu00nprptZ3MLz8TZ0La/1DCbNcNzbkZJ0\nkeeRL/Xrb0skLC6FwjSnAJ/2hpI1Foh8wrq0dWh/qteYeQccy50o7Os0r3krzGwXdz92yP7fgowQ\nK6L78k4UBXBvrV1RKRQzm9MD6Vef358fKVvL0PGwrIHSBrbIuQdyrr+J+OlmpLxUHqbPu3sPGZmZ\nHYYU/03Qvf434Gx3/3St3abu/r8m0ooeeCBBS/R/QEP7Hi+8ma2FFK1qrZsdhfH2eKOGWXNLkbNG\nF/RVLEPlnnMboBRCrowT2natrcGzf3vbejueCN65PyODy17IS3uUp9mw50WOgkr+mAp8uU2+tG4m\nz3mRwfWZWpt7vZAkJhw3LvP/APN5LkHQBm3j8obIAzObBc13huTzHGb8oTFTKovQXwBOtB9jfXT3\nJOtjpYBYA/tffbEOx9zm7qv22xf21wXcev8LR20HEujCsXMBS9A9OU5o6QwzuwqF0V1HxCiamMwH\nKvlRugiY2a+BZTzjgTGzL6NF+Uy6wyh6xpL7P0PbHyNL0pZETGjuvm/DOG5097XM7NZI8Rt733DM\nde6+btUuCLC3u3sqtKwKF3u2MigEQ8OUlEHFzBZ198ebfrvWNvVc9Bt7XwNANYYSBS0clyVImdmt\nyOJ7VXTO73L3FdvGlYuakDMZhS/f4+57NLTPok43s/Xc/RprYLn0iN3SzC509w+awocTTdMMxGZ2\ns7uvYWZ3VvdTdY+m2pfAxNz4kLu/GD7PjbxobakF/frcw92PtIZyAW0C46gRDD9tc3+KOW8WZJHP\nCg0eRDCOjp03tE0Kiqln18xucfdkCQIzWxB5rl7v7huZQlvXdffja+12QAaoJdB9XgnbfUPWJwKZ\nhsuV3P3O2r6l3f3XIxrDbHQbf3uUltCuZC3KvldK5KJBnrkSGaoUpnSJqhRCfE5yw+P79X8nuq/j\neeu6+nrbIvv1GDnNbDdXObgkc7q77zeisZ+NCA3jUOQF3D3JFmsRk6e3GFLN7EzkcMiSFWrHzk73\n/dgUzjsuMLOvo6icFRCh32Yo0i4nVaAaf1tJka+gqI9rvd2Jk60r5GJmzll8wMze6MqhykEOZfk0\nRDNexXNb7TUZc2+RtzIIpU05gmuG151QeOBxoe+dgHqdlW+jEIWfJvpxFMqUGsuuiBHrGRQa19o+\nHPMueheNZE2cAuvlAp5XO6yo5EeE0no496OwmBwPdDUxxP+p6Rzm/k8oL8tQGscPym/YWs3tjWhy\nbxO8LkRe5Wrimg2FkPRYdYOSlls7a5Ipf6uyFs8T+u6BRWVcZJjt+d1jovePh9ekUtiCHyNB6lLa\nS+f83d1fqI2jyVvxA3fftkkRSCkACWPJSSicPtX/bijsJIc6fXtEzPCZxHeOQqmqMXwwvLblJqfQ\nN3+6SVmNfjtZwgWFcsX33Eth35pxIyvzLFeGnjgvpxElCndoX3L998kZQ+34V8xsY/LzSAeqEWZR\nSaHqvk9cp6JSKCjn+zI6ZTvuR2vv8bV2H0ahcs8hpfFyNO83jbUossDMPuLuZ1tDqah4bmlQiv4A\n/CGeyxK43czOAbaNjF1n0lDLzwry3Mzs3Yj8467weX4zW93dpya6LlmLSu6VlFxUoS4XFT1zFQpk\nqKp9brmaQUohlJTCOQ3lrP0ofP4Y6XzLNRP7mlDJbdkeJzM7xN0/Z2WRKyvWzs21ZnZvol2FPdH/\nuCr0eZ+ZLZJoNz/KKb2GbmN7o4fbzD6MItwWrXaRkLlLnv/S+TxgExSZdbO772KqhVyfs+pjzyop\nEvAsilxaKximL0MsxH5djj4AACAASURBVPXSbyW6QhZmZmVxXuAOU7hbXN+m6Yac3d3vqQmBXZp9\nZSV199aJqoajgGvMrJog/pOGJOFKwDWzD7h7PHnsHgSOA6K2HwxvV/NMd3zA3mgSyBKmTSQLayJh\nNKcmTq7QnZWAXgmsZvZt4Ep3Pzt83gLRpzehdBF4DrjZVJexNem6UIjOTbSHclKGz6M8yyXN7AqU\ni/TvfX5jL2QYWRQJAhege6IJc8RCiotgZnKqoZXVzjoDkbN8N3z+FJ0ah3W0eaaS96KV1+XMFaRK\nEtArcpFiRSCCo9yPFHZBz+bVYYFcBd0TvZ24fyK8vjP1fRNMHr0Nw8ep3h6BkEOIk1JWx4ZJpLTW\nMEvsMXH3vwehrY7KkNNX+PJOiOY36x6z4DGqY3syFe6A7Ovvg5Oh/MxU4P5Uute5lOIyiGB8MGIH\nvJfu+b/+Xy9C17/6z3vSTvz0+uAd2SmM929m9mq9kbtvaop+WB3l420BHGFmfwYud/edaodkX/+A\nFZFilJpj6nNLiVIU4w6kDE81haY+Uzu2jm8j2a0iPNsZ1YpOKSOH0a10Poc8tilFtGQtyr5XSuSi\n6pkr9Nxly1ARcuvPlZAJlfaNux9iZneg8magsmY9z0WJcbMyYLj7FwvGfHV4vbC1VTd+b2YLuvsf\nAMLc3kaekmtIPZ0+tSATOBQZ569z9555IkLJ8789ZfM55BEE1bGsi9RsCxTKuxfy7vcoi+5+GHBY\n8EB+HJFmfYXa3FKiK+RiZlYWT6NZ+EyhiPUxF+5+oon1sbJefCJDMJhSe0gXRJ60LpieymsRC14u\nnij0urwNWMEbQlsSyBW6F0Berlzr0jvcffeo3Tlm1sQ+COWLwK/CloVwf4zlcbp707El/7OECQ13\nv97M3klBHH84H58IWxYKrLrZhbldxZV/T0e5PbbBA4m775A71ggnIjbWVVE41acQNX8TcgWpPdH1\nWdbMHkZkLsnCwB7yhkoUgZrldxIKvbukofnfwuI8KfzO7Wa2XMZvjHmKorH2LIymKIT96EQv7Gtm\nX3X379bbhj4qFsaLwn3ckz9dqqxGeMnM3uTuD0b/occY5YN5ls81s/dFXrFFkRFmhVrfRQq3d/LG\nXvU+YZMDWv6hIxQcSv8ol0EE448ggoV++ZX7ha26By5EESxNqOewT6FBgQrC4U3ATSa2xXchj/pH\nkSU9blt0/d39gPDad44Z0FgMuv5fCIrx1Wb277QbXNfy7jy3a5FHIoUuplh3f9UUnpxCyVo0yL1S\nySpVBMA0d/9jQ7t6PtxliNio5/cGlKHWdveVTOlIB5vZMShssI5n0X3V10g8QN9VXz9H80lflBg5\ng3H2lKCInIQMHnt4xI4bHf+/4TWZJ9uAPyCveKVgbgJcZSGEOHGOsgyphWOo8Iw3M7bHfT8e7v+j\nI4dKU9tBDKjPmzz/1wKnmNnjdNium1BFTG2AypT8JWUYAzCzzdH8th4iwzsWPRtNyNIVcjDTKosD\n3JB9KcsTru2xr0iEuERjuQKF0OTiW8BtZlYJaR9AzJ71ft3MHjWzBTwQhWTgkvCw/4g++XYBjxaM\nG/KF7lLrkllZyY+iRaDE0mlm2yJBqBKwP29mn3P3HyaaZ/9PLyzLYGbfcvc9iRaiaF/b+HNDRaHM\nqvtXl+dxkpmZu98VFo8kwjNa9JwWjD2L3j5CriD1JCqzk52AbmXERbHl92XgMO8NQalQTJ1e4CkC\n1RNdzd2fCscuhCyxSWXREuE8ZvYsqr/1bEP7MWHR20uLfAndh/Gc2GjwMLO3IaHrTeictM3RFyHi\npG3Df7wYCbKNyFW4A75pImo5BQl3qTl1EMt/qeIyiGD8eIaiiJeXQjnfzI4G5g1C5a4k5gITwc6G\nyDC3KvLQXYm8Ajc2dV54/TGzjyGisOdMoWVrA/u5+y2JtvMBLwTFbEXknTzXm3OMDP34900lIn6B\nUh5ahm9ze8hzQ+yVTZ7I581snWqOMHEvNIV4lqy5xfeKKVTwOBSFBHCimX3S3c9LND8ReUH/J3ze\nATGFJvPhBpChcsvVDFIKoW/fNkAOckCJkXNndz/KlH6yBGJP/iYtXjUzOxyxkL6IQrpXB3bxNJnL\nPXSXS2kNtyTTkGplYbwVfmJmn6KXJ6IngsIVnv8aM5vkLV7I1HpV6yc1n2+J1uV96BAEJe/ZCLkl\nRUC8KdOQt3Oq9ydky9IVcjAzE9wsiEI3Kvf/Jcjq0sh0an1YH62BNKNCbM0cwlJcHb8yskSACjjf\n2dDuLLSw/YzuMKQmIpdS0orvIgv7eXQ/pE05ixejySo7Hj0HJkarM+gshHOiIu7XNLTPZpQL7UsS\n7m8HNvaQpGyKy7/Y3Vfp9z/6oWaZva6yGDW07SGQsP4kMclQUXd/f8sxG9Kx6v60yaprZlei5+1E\nRI3/KCKJWilqUxEcHEb6uWgTRrLHbmbXu/s6ZjYN5Yk8iYpdN93nfdnzzMyAu72Fbbah7yziomAR\n/V5l8czodxUkSMyDjBfzAwelBNzomAcQvXpfBcDMbvLuEJfkvui7aejZr+aqlVAI3uJIsLkwavtV\nJEhUuTwfRWVfGpW0YHgYy+Oqz8+1tvcCX6aXzKOJ4OhIdD+uj8JSG4XqJoW7QfmvjlkJ2A7dA3cD\nJ7n7GU3txwOlc2I45lDgdShUM57Pfxa+z875S/S9HYosMOACdz850eZVdA2/jNgMswSaAa7/nS5v\n0dooDPRIYDdPsF6b2c0oBWJeFPlxF1Kqt2/oeyd3/370eSXEtpgUjs3sc0hRiPPcTnOFqNXbvhWV\n+6iInpYHPuzu16X6zsWA98q9qKTQ/eHz0ui69oSzWoIRs75vGBnKzKrSFp9FkTd/QERE72k6Jhc5\nfVuHCXMTxLIek8Tc5+6fa+i7Ip6r7sdJyEO7Tkvbg4DfuPspKZmgdszt7r6KmW2CSi3sjdb0FOHi\nZHcviq6zDCZPM/s+iTBed9+1pd9Y6RuLoHD3Jp6QI4AlkfIay8UxkVvFBzEZeWXjdeuGhmd/m7pi\nndpX+35OpFfc7iKlXBxYyRPhyMHosBFa59ZBMtSl3onaSfWfpSv0w8ysLP4YTaDHohvrE+gCfXiC\nfn8g2uwBfqd4Ui/sv4jiPvf/DqjMZ5f8KEXtPE5G5EE3eSI8qZpw++0L+7OtaJFl9mZ0z66KlK3z\nau0+goTrd6Hc0ApTgHncfb2W/3kXmoSucfdVg2X8/w2rzIe+VwQeQlbzryHl5SvuflvU5pPuftyA\nwkj22C2T3r4UwRjycc/35McL9B3uvrKZzYHyrVKL0fUpwaCh36LyMOGYq9z97X3aVMrwtihnthJ0\ntgf+4O77Nxz3A1T79ObweXVkff0qcEYskJjZ/chrGbME3urujZ5ok0dnqTZlOGrbKjTV/icobPNE\nlGN7IjRHW5Qo3Ilj50De+p1Tgo4VljcIBoPvIW/7HFH7plDE0vGmCLbGFGNrL4XSGN5pZot4jRHQ\n0qyhH0SK2QbIw3Y1ukZX1I+vHdf3+qfamwq/P+Xuxzf1EbXdGdXxPdAiBuBRwMzeT2dtvDQlWEZt\nFwDeGj5Oq89NNkGsvylDZcs5vAz4mHfnw53pEXPmMDKUdZer2QqtRWPlaoY0crT2XWt7PWJDrUIz\nZ0HpIsk53gqMnKHNOciAugGqgXyntzBzR2vRIchgeVbquoW2T6BUrmM8hP/3g2Uw7UeKcLUeTgHO\nd/cNc34jcxyt81at7Rlo3aq882sjWXTrRNuUgT5nrelbUiRqOwtyGLwLGRde4+7ztfU/Csy0Yago\nz2Lz6PMBphpzXbABKGgtI648THKzAG/ykBeRCysLoTnTa/lylpe3tHBt7EmGuabFvgkFSvCxSJnf\nm44yfyxiv2vq++9m9iQa9yJm1jhuAMushxP2dykpprC+cxq6/o2ZfSmMlzD2psk0OxkeCdVv85pl\nFnl1Y9yP8sjWppsN9zna49uhMFTUFPb5BXqF11QYzW9ctdNeRJ6XFCpl/x4PZEUFyB67u1dJ6z8w\ns1/Sn94+V6l/FrjVzLI8+QElxEVTzew79BKWpBSX35m83FPRdb/B25P/Qcx8Z9DgKQqoMyy/K3rv\nQFJZBFbxqL6bu98SFIB7zXpobP+EwpQq/DXsS8IUMnQs8hK90VTa6AB3T+aLIuKX93t7aGuKSXrz\nsLUxRGeFZsYIho3tEWnBPSicO4VcgrAKx6Dns6u2Ze23BxaMvU8+jxfk/NVwnplt5B025GXRf+96\nnl3e6AtDm3mQ53cD4EuaArxprcu5/l0/ZQpF/TidPOrZG9pODkr/e5DBE1quVY680DOYgjy3oBw2\nhUDD4AykufXkKnbY84Oy/X20pu9Abe2KFNZkPlzcdlAZKhxzPvDBMB+mvD4lxEalfcf4N3T+qtDV\nOcK+JlwZ1ohjkNH4bzTLITug3N0vuHL1lqLjjW7CU6ZosfcDXw/rXpNhaWXEQ3C5md2D8gAbw+Qt\nn2k/N0R4YPSbt2pY0aNUD3e/weT9H0NYb9ZBTKbxPDqF5nmiOnaspAi6dxYDjqYTJRO3vTD8zl0o\nTHgbRETY1HdRuH0bZmZlcZKZLeydfJsmYo5BKGiz4sqD9en9lDMTfZ9ECE0DTqeX+Sy1DwBT8eFT\nEN3+K+gG/iMqRpyEFeS4FQjdWcr8oOO2hno4Tf0n8AIq1ZHCfyHvwB3h8yXIupdCSTL8XytFEcDd\nf21mPcnT7n47WmgvaLJOteAvJlr724FDTDk0bV6IH6FF9ST634uPhEWlUl6u896Y+0rx+Hzod1zG\nbqpXdBnyQjYaFCLkKvV30wn5ykUJcdHHw+sm0b4mxWURZIF8N2JFXM7Mprl7GyNuJRztHu2rl84o\nLZlR4S9mtqWH8EpTsePq/q0s61U487XAz61TnmgbOnl7KXwpjP3nYYw3mfIGm7ALsJ+ZPY8Erp5F\ndIj/maNwj8HMbkHe9lOBt3o6Z7FCSXkDEInQZab8nMeBL5jypQ6J2gwkGFcIlv9l6Z7Pmwxe1TH/\njpT5NRqafBv4sclz+AZUjqfObBr3txDKXdwQPaOvo0WIIuP617A7Cis8wRUqtjTNZYvORF6cX6M8\n2kVoJ8Or5IVVyCDbyjHQWUGJAB+AgbRw/ayzw345+s5RjlyFSmHNyocbRIbyjJy1QY0cOX3XcCaa\nL84Mnz9Ki0JXYuQMToLdos8PIObMNmyF7sFT3P1PZvZGOqRU9f6fAr5iCrvfDDjGxEr/HaQ41u/5\nXKb9Z0ze8IvQGvAHGlhWS+7z2nGG5NCl3X3f8D8X8zRJzosWhZKaSovVcyEXR7rC3HTPo88hI2Ab\nckuKgOTKq4LRPQclukIrZuYw1IqII0783NcbYostnZ+TLChtZXHlB6AJMofavDomx629IFKUzkGW\n8GqingKc7O7LNhx3M4q3r+o87YSKWyeZRa0wx80y49FNdNLvrinzl3rEAjfkuO+kUw9nFVOc+PHu\nnkxqtu4QnUnAGsCffMiwZTO7wd3XNtXMWc/FhHWPJ/LezOxAxBIYW2ZnRYqA1e+ZAsU8PqZvqGit\nfTK8tqHtLGgifTdSCqvY/w9EbX6GBL0l6RYWqrE3Jf4Xjd3MPhPGsBbQVq+oaj/uoTHhd9YP474o\noUgP0t9r6JzvDYEH3f19w/Zb+42sKARTWOepSDlxpFRvBzyMPOaXWDo8KOo6nfdXzcUWhUxZS36u\nNeSXtwkyBf8zO8QptF/PG3KrE21/BOzleeUN4rC1XyKykMdQ+HyPImxm83nNI5raV/v+Y4jifQEk\n0C2Fcm9WD9+/Fc1Xr0NC8NdQbvkiwBfd/Qctfe+L5uiVgN09weIYjGsboPniRjq1Fqd5Swh26fU3\nsyXcvakETqr9AsCzLpKbuYH53b1J4M2WF6r2SLmv51v+MmqzqMublP0/TSWPtqZXCU3l5RetnyUI\n68RO7n5cZvtBZKi+OWuh3W+QMn9K7vXP7Ttqvynd5YdSEQ1x+9ZQTlONvv2CwSqVy7lVn/5Lwvnn\nQukI/42M8ycg2e7N9fnOzK71RGpFos84jHdrJLM2hfEW3+fhuCOQY2F1d18urJM/T8kXJhKtH9BZ\nt+4EtnP3npqSZvZed0/WPW5CNEfHa9dtnsgTDd/F5aoud/dG43SOrpCLmdaz6O6nBovuhmHXkW0n\nnTIK2ipX7gVTPa4naQ4rK6E2r5ATQrM1slgsRncIyrPhtxrh7vebasQ4cIKZ3YQsmSlkl0MIyPWk\nfQOF83Up8yMcd2k9nDhE52WUB3Ru3MAawrii8aXCubKtaHTO65dr+w8kfc+UhLhWi/RHXFbVtlDR\nGNPMbGV3v6Nfw7AAPIQUuofQvVm3vm6GlP3TaK+5l8LCLivr2NhNHufUWLLqFUXICo2xgoLZtePq\nxEWNiqJl1jY0eeJfRs//DxEhR2seb4nF1Qq9+WGca5pyMvBuGvxLwr5BS2c8b2avpeOh3BB5aJNw\n998GY0qc45w85wP8z9L/cAgKn4x/82p3Xz/6XJF4TKGspFBObcsKV9AbcZLaF2M/ZDi7OCg876Gb\n/e9IZA2/AqUQ3IDuxc+llDlTaGOFW5Gh8xJglgZB7I/I63etF5BttBkFGnCDKQfsO+7eZtDAzN4B\n3BIUxZ2QQeqQlkNK5AWASe7eymjooUQI8FLdsGAivEjhbHRvX08nNL4Jg9STq35/droVna65MawT\nn0RRXDkYRIaqBPFPxT9Nb7juZsgzdL0pKuYkxGzbdq/l9q0vVLbif1v6G4PJOP9V2kM5bwivJZFS\nVf/Z4fymdIgPo1SYrb3j4TzdzFKlwrKY9j2Q3rg8s43GpNBmkFJIIJloNQIzr7v/0RrqQwelsGnd\nqmOBysBmHdbk/T1Kv0gguzazFZarojzcvhnuPtNuqL5JRW09a5+2uyIh/tiwPQp8qqHtYSjufFvg\n6XDhjxjhuJ9GE8WzqNbK0yjpPtV2v8K+rwuvFyM2wpWQN6Kp/U3h9Q46nurbWtrfEF5vBeYK7+9p\naLsCCqPYDdVyHOW4pyJChGOQBfBw4Pohr8tJYftfFH7wk7A9h7xQqWNmCa+Twv2yGwotGcV9cmd1\nbcLrFET80HbMDYW/cSsSLO5Ai9QNTX2gOPsbkLC6XuqZAw4Pr58d4P/ekrMv7N88XPvbkTC6L6pf\n1tT3Rch7cjAi0PgxcEmi3feRYrFe2E4CTuwz7g+jHJ2LkXL5FPChhrbVPHRc2B6jeR46DllBf4FC\n6FbPOIdHhOfhV+Hza1qu580oh+xWJKDtjDy5TX1/ILUN2za0Xxst/H9CisnvgDVa2q8J/Bbl9/4a\nGS+S56f0f0bP2tqIfOUdqA5s1n2L5oJ7avt2Dtd+u9q2K/LC5DwfswHzJvbPiubC2xCL9FxhW7S6\nD1r6vDm83pn6P8jLGLd/jLBONPR3Vct2Zc7/zDwXr0MezntQPvmDtK8Xs6P5eVo4ZtfUuQxt7wj3\nyQqh7X7IqNPUd5G8gAyVK2f+z4eB90WfdwEeamh7b8H5K14/kRHhUSS7vFK9tpyTLfr0t/QA1335\ntq3luFkQqd15qKbfSPpG88TXkCI5tdpaxvEgMt6N5DlI9H8j8vrfGu1rks/2QWHxqe8WTex7KLH1\nPHOIQfZq4PdoLXyKBvk2Oqb0ea7kxVvD6ySiOSzR/s3Ae+m/blUy19rI6LIVMmS1jX0ZVCf2xfC8\n3oM8s6m29yOjePV5IeD+lr6zdYW+98Z43XQz+oYsuY+iGjr3A4+gUKi2Y1ZGVszdEXNqU7sp0fvX\nozjtfjfLZuH9PMC/9Wn/htTW0vfk8H5jJBQnH/DQZkskFK8FPBBurm1a2l+JhJAfIMve7n0eulah\nu+khDN8dOcJxvxYlk8+FvI/fAF6faLdHeD00tTX0/VNgyejzkoj2f6Lv8WzFPDrmALQILExHaJyr\npf0Gqa2hbaWcTUUC1NrUBEeCoYEGJa+h36XQBP4A3crFVjQIu0hYuRotAK2GotA+S6knKObRZ6vv\nSxxzL7BM9HlpGgQ3CheL0OYNyMr9EGIrbWt7WxhzLCwkx09HUbgr2ndTS9+XR9s05K29Zti20TFT\nEDHDB1DYX1vba4B3RZ83ahlL6f/8GFpbXkDryyup+xl5zp9GnqWnou0F4Nha28MQQ2q9j51omIfC\n9ymlez2616gD6Bbgq+3PKFS07TxeG+6Xc9Hcv2l8P9b/d+o8JPqcRB/j4LAbMhDtFJ69t6IQxgMy\nj30bkheeQ7mVC9e+vyW87oPCZ4mfp9R9G73PkRdKDHTLh3aHIWH6UmCRhrY/pUEBTrTNWj9rxzyI\n1udJGf1XQu6LNAi50XN5WcF1H1NSaltScYmOWyH8x9+RMBIO2jeSf76M1q4tw3359ZZxZBtMgAXD\ns30qnRqap/c55sb6/dp07xLJB/SRE0q28ExuhbylrfJtdEzR84xyYLdG690bkQPomIa2B4f770o6\na1JSoafz7O8PfCLe12f8s6A6i8sTZI2Gdj3rTmpf9F22rtB3jKO4uP+IGxJaN4g+v52aFTRxzHz0\nsc6jhbNVIK+13x74VTWZoLCoS0f4P29DytySyGpxHKptNKr+V0Q5YgujePVzgFVb2rcK3UjIWj9x\n3FEM6fkb8P/tEl4PSG0Nx9zVbx+y4N3QtDX0uwoSnP+CBLtXaLDMhvZZ3rDaMbGw2Gr9HeKcLkGw\ncKO8z/i7nyJv2AsF52U7NIE/T7eScT6wScMxC6Pw0xPC7/0M5YIN+9/uBOaOPs9Ni/EktOlZjGn2\niGYvFuF+2QuRvvwxnJMv9BlLtsWVQm9+4vjlUT3BkbSlwOhGIvohtW+Q/4nWloWjc/geaspf2D8F\nCSoX0r2Y9xjzkHezR8gO16dnvom+n4bynG8J20uhrycQY2Pc9jsD3O8bhf+xNFJEbkS55tX3L9Gt\nCFefWy3c9DGwDLtF16byBEyiv2fsDWgu/S3KY3sbUpRurbW7AzEWXktQepv+D4XyQjhmg9TW0n59\nZJD4HbBg4vvK+Hk6Mm4cRR+D6IDnvNXYkzjXrUIu8sBsjsiAsqMQCsf8P+F5uQ8ZOF834vvw9vj+\nQAp4oycKhU+egKJR+nm5qjI/n0SK1E70iUJAhtzX0lF6NkR5cam2lYwQb39FStWyUbs5wmuPcklC\nwaTAUBwdU/Q8oxqox6OQ7yfD+3ka2j5AZrRXuFc+huSAJcO+5PxMgSc62n9wuP5vDduxKM1lZPdk\n0zbT5ixCd0K4u19lPeztHeTGcru7m9mjZraA59Va24N8JqRqLCVU26+6+0umIqvHuPuhli4R0pqY\n7g3J2d6JU8/KcfP+8eibIxa8f3f3W8PYjkKL73sT7cdgZu+iNzk/SftuYpTbH3mlGks++ABMccAT\nZvZF9FCDcsDqNb/2KeivQl8a/Bo2ceV/7E9U76ntB9w9xQjcCBPRy+foJdFJ1StaAxGtvAflQd1C\nbymPD1Ges3gjCuPYkGaGwi64+1MhD+xR5CXYgVBwvTbmG2lhhKzfL2Hc00xEJKCFozXvggZKeVOx\n3jpx0SVmdgLdtQ0vtlAT0LvzP45H5/dw4GrPy+m608T2ZiFf8fPUKOsjHBnybb+AvBZTUJ50Ftz9\nHlOtxaHbWi/9+OI00I8H/MXMNnT3K8LxG9DLcFeh9H++HO6vWcPYLzHVLav/p2dReNAHW/qqMIsn\n2BVdeXFtrIsPoFzVem3LbcJ/GaO6d/fdQpvWnLLa708Nb58lfa6XahlbG35jZq/zdmbYYVCUJ2ii\nrF8ByQCru/sfw1fXmtnHa82/GNpNdfe7Qz7SA6l+B5AXuuSWfgg5bnugtXN14Doz2867CZWqfPz7\nwtbWX5U72zS2tnq83zazL6PUjMactbDvt9afaOXzyOi4ML1rhdNeLiQXKwH/45kEVAOgpGwSyFi1\nKTKMVeRGTf/1Ne6+QeF49kXGxSXN7ApkBGpiz94fRXyciNat7ZA380F0/28Y2k1D916dFbcaez23\ndJA8u6Ln2ZV3+Imw9UNJKaQS1uSf0jkfr0eRCo7ktN8iB0/cNkZWuapCXaEVM7OyeImZbe3uPwQw\ns62Q5bgJJdTsJbXW/u7uL9QU1X4siFmlOQImB+KHTencUCmtuE0w75mMrKGA79gBtf+aK3S7aths\nhwTojdF/Wwd4T9sDa6LYXwMpIPEk2oSzkRB/MhmUwg3/91nEWje1tv8/kXW2UqQvo1Y3rWTBj5BD\ng1+Nt7TeU3XcfMALQQit8nnP9WZilBORhXcZJCTtSHPZh2+jc/FVZD3t6dPdX0JkApt4VCakD+JJ\nd+/479Cb/K8vuusVTaW5XlGRUu/uh5hqG1aC8+e8pWB2QExcFC+mB9K7mFaCabxYgIwBXf81ocjm\nYC+kMC+KzscFYV8XTEx1zwYB90YylIKaQWoSmk9fGrZtQAn9OEiAPsfMKmFtdrqJWcbgodQHmf8T\n+JtpQv+1me2OIjrmaWqcuaDPaSJWqjMez4O8EU3Irm1pZv+BntHF6EMUYplkXl5OPFFhLmS4uJLu\nNbSVybEAJfXqQOvETypjZwyvFTl39/OJSNvCPNbGml1Um7XEQIdK7Kzr7k8DV5jZ1WgtWCY6rsQQ\n2lhHLwOLo7lkO7rX6NT83Nc4X51nM/umu/fMUaOAu3/CzGY1sxXCrkYirAFRUjYJ4D8Qy3tO6YR7\nzGwRd68bqhsR5K93Iq+5oXW6iShsC+8ufXOUmd3s7muY2dg67IGNs8AQXVrWBtLPc2PprYb561kU\nvfTr2v7sUkguIrgPRZ9/TXcZqrjtkmEs30bhxWeHz1ugPPeetgOgRFdoxcysLG4H7BWs9KAF949m\ntgMNN6a7P1FbX5sYw0pqrWUzIUVY0N2/b2Z7uvs0M7seWW9Sk/63kLXwsqDgvgk9FF3wcga/ogK+\nFAjd7j41PMzTUAz6u72dgQrkkl8hKBs5eNnFiJmL16JQ5aqI8GZIePyomZ3l7l+Nxv97GgTPOgoX\n/mqResbMVkH30TdS5QAAIABJREFUyYKpfr283lOFy4F3mJi/LkbK1PtorhW0lLtvbmabufsZZnYu\nCUtaUF4vdfc2ptyq7ZuAz4T/CArr+pq7P5hqP+BEmlWvyN1/Gcb+PXdvtEKa2ZruflM45iIUAlx9\nt5e7J2tVhfaTQrsF6JS3uL2hbd//ama7uft3zCzJmOju+7WMJcviGowJX6HMeh8bpF5G3paPjKAt\nFBrd3P1GU5HqmA21SXH9DSIqOiXT0/UFlLLwOcRCPAVRyzchZ0E/EzjFzHaqjGZh7jiW9nqkfWtb\nRjgM1Xm7LmPOSNVkrNBmpMvFWWEbF3hBvbrQ/hwgq3xKkyG1SfmjW16oe15SKDHQvc/dx65HUAa6\nrp2pRMnz7n50bf+uKKT+0Oj4Uxgc/4PWi8f7tiwwzseKopnNgdbeHd29blArhika5lw6nqtZzWzz\nFm9nEdx9m/D2m2Z2A6FsUsshD9JuNIsxDzK4XEW3ktNqcHExfV9G0A9SRqqAuczsTdW6bGZLorQL\naJh7rZv1e5p3PPQx1kzs64evuCI1sp5nJNNsQCeyaSNkHD3YzA509xOjtn1rD5vZHu5+5ADPPoj8\nbPeo7Tlm1sTiX/1eVhknynSFVszMymLpDVlCzX6mqyDqGMxsuYa2eyKr0rJm9jAKheqhKa4h2+Xu\nqlUUU1A/THNoVg9le9O+QmtkjyfNzBYK1s7679c9kPMDl1VCYIu3pDRc6SIrC3VYDLEr/imM8yCU\nA7g+mmTGlMVCq1XJwl9Cgw+yVJ5rZln1nqrhu/uLQag83t0PNNXUakJWGE1QXjfuM15MdQbPReel\nUnbWReFTm7t7U0hkKR5DoTb1caZCol6xZrr5Cj8xs/cknvu9gf8iUdjYzE4DDnP328O5ux2Foixo\nZvu7+wmJY76HcsvaFsJK0C8uwmtldcVuM7O13f2GzO4/FBb0+PfmSzUcwHhVZHQLBp6P0vH+x/vq\n+HcUGnydZdDne//QzDpyFvSDkHfrd2ZWzSFLI8/vgS1974AEqJOgU9vSVPuvHk3yjKeLUvfAC4uV\nl8Ldv9+/1XCw7np1r5rZ8qnnP7R9JwrhzymfEhtSJ6Mw45sSfc6CPI7XuPulZrYHCtG/j+5C9XVk\nGegC5jSz/YA3uftWQQ5Zjo7RE5T6sV7i2BNQrviYADykUPzbTEWx6ivXOE9QgHdCBqUb0LMyChyF\nFM/Lwu9shLzvqfNVDFO6ysnu/qi7X51xyK+BqWZ2Ht0KYCrd5sdhKxnPh9F/XrTaRUN0ATKK3WCq\ncQ0KNf0vU7RDjwEr9H0coVwFcKKZfdLdz6s1/VhsoAjHfpaGkm+mm2QayulrU5xiOCKpfCT08TqU\ntrA2yr0+0UJqB0r36YfqWpQ6UcLP29sr2cbM1kPRNKmGRWWcKC/L04iZVln08vCYklju0+mtTZXa\nh6s24DpIWTBk4e4n5GW73BsUF8KxKcxVO34WROudhBUU8g3t10EW40nA60zhJZ9090+GJoPk8oFY\nIi/LnERBE8L5pnyfnFCHxT3KKXH3P5sKwj5vnVC2CiVWq74LfzRpXYQmiUdQmAjAi2Y2h6cLUBfV\newqYM1hn34sWRWhXOkrCaH5mZvvQXjz5YBTeEteDPM8UovV1RrRI050DMBmd13qeQIypprpS9bFX\nwuWnUJ3MDau5JVIUmxSf1SMP4raIAfW9pnplF9LJeY1xPzIAPIEWtx97LSzKOyGAX2z43TZUilFO\nXbE1gGuC8hKfkyaDzuVk1vEz5ft9Ej07oGfp+Pp/jVBqdEuFkyYNeq76u/uY2ecQ2+rOwHdomBcH\nEKT7Lujhf29j8oauFnbf6u7JXLjouLYaYZfUmv/EzD6FvJjxHNpW3NzQdYrrip4Qe7MGgQ1YULyg\n/5x6dTG+gUK/z0T3606InKgHdUOqycOfCnE9BoX5z2GqPzsneu43QOUxtmwYS0me23eBx1GIM8iA\ncgbdyuIsnk4J+FvdmMZwQvENlhnOR4Zx3uSl2hYZWGdDc/OL7v7+AcbWhLkrRTGMdaqZNUaJDID5\nkBHqXjTX/rjJCBUwB4o6WCnal3zWBjS4HEqf6AIze727P+LuPzZ5LdcJX10PLOHuL9Ax9Mb4Kqo4\ncH/opzJ21ZXFj9OrGKb2AQyU94uMJ2NKpbs/amZLBgNFtcZUMkL9/Pakt3jgtgC+WZtjCXN6G3YF\nzjCz6pmak+Zn/zAy56GAovDcNsy0yqIVJn56Rix3mLwWRnmCb6ETTjKFjns+hTmQQD4rEnaSHo5o\nLCUhNHHIyWQkuF5HTVk0s8+gxNwpZvZU9NVcqIhyE0oK+YI8LO+v+nSFl4yFttQ9kAWYTOYkGnAc\nEorjHMc23GNmx6EJHRTGfG9QrOrH97VaRW1zFv56cnP1G6BFch4z27umhA7inQGFwz2BLJjXmPK+\nGhcvLwujOSC8xpN+3Wq5UE1RrH7nSpNXdSTwWjiniRypTciocgU3ibshLBjufmHwkl1iKsq9NUFR\nbPHQxed1fUT8gLs/ZmZNAsA30bl+HwptPNzMvo/CZHus9sESWQ9xbizoXagY/U9TP7UxzIrmiEkW\nSHvCV1OoGaciHIMYEKu5YVs0V/9XQ/snkdDSanQzs08g5WaZcL9WmEIfcg+kTG6I5tS2vKIsz1KE\n7AU9KIetCmIdpvC9N6MQuqqflIBeRUccDe05ixEORcprPC8ujdaS+jimoLDf+F7sedYD4oLik5H3\nq82bXoo9EWPj7/u2DAiG3dmCInyCmd2EvCv98AIisKjj7Yg0Zy6k0C3o7n8P68wdLf2VGOhWdvft\nTFEduEK1616Lec1s1rohxsxmoya3+GCEbxWq/LbGcL4IOcb536Ec5V0qj7iZ9SXZK0QJEVYx3P0z\npjDgD6Bn55tmdp6779LQPtujP6DBJSe64Dw6Br4LY+OgmV1EwvgX8FePeAjc/ddmNpYGYmbvQUbq\nxWoGtyn0D80uyvsFnjR53Kt5a3vgqeAc8XDsIOkt55rZ+6q1x8wWRffxCk0HuMg130R3SkQTR0TR\nPFSoK7RiplUWKUz8DJPQpd4etrg1WoQWo3sCfJZmF3q2hdMUNlPHH4A/WENceX1yCTfv0fV2SHk6\nGwmGsdv9uT7WmqXc/S0t39cxu4vZMN7X+GDkomQSDXjGQx5KJnZEIZTfCZ+vQDlJr9CrZORYrSr0\nXfj7TVrhml5GUELDbz0UeSS7kDJERG3PRoQvf0bCsZEgOAnHzILqMlUJ7K1hNJ6X4D6bmVndMxEE\nnNkzjh8ILuKgxhzWnIXD3U8PHpybkcKwQT9h1MwWQwaCDeko0xAJ1A24DoXdrIrydXcys2+4+7ei\nvr+CBNLlkMdiU3rZZ5vQVzGqG3aCR3QHRNkeY386/y1WpJ5DTK0pvAPRh78a+j6Lhjzw4N2a5u7L\noxznNvwCGUK+Q3cY5nM0COhhjt4O5QCdgghDGsPeCzxLVfv6gj4FGYg+3ee/9IWZHYwU/nvpw56Y\n+XzWsTHykL8cfu8sdL/UCc4+hrxzCyAhfykUdp0ULOteERO3QD+iqBI8VqIo0skT+52ZbYrSOXI8\ny5NQykvqvvxbmOdeNLPfVAKiKx+4TVgsMdB1GXBNkUD16/zz0NenIyF3EpJZGs+5mb2XXkNUY/hs\nifEyMs5XRFf3eG8e97cQMdnBZnYi7QRFgyJFhLX5KH8gnPP/Dd7lfZCskVQWgwz4eSRjbG0hrNh7\nQzlhMINLTnRBLLzNVh9iS9+trN9IDqwYU+N14nEUcdSGEp4Q6JAQ7h1+7wo0x89GjYywEBehEOht\nzWwhxPvQN8InGImeRNdpkeAwSoXTZs9D0CXXVXjVzBZ399/1/SeJQc6UG+V1WY4m1ENE4WFbAq9t\naLtfwTgeBBbLbJsqnFxcC4+Wulzh+1mRJWQF+hQsp6CQb2h/NRK6qjo+yyNBbxTXdFkUQvGf1dbS\ndj/kpfg3Rl9U9tLQ/6Jh+zwS0mehvTjz+sgL0bdIfOLY3aP3F4bXhxJbU3HgrjZ0igk3HhOOuxKx\ntOaO8zXIO7cJiTp44dk6nKgwbThvhwMnjuL6RPddta2IFui7+xzzLlSGABRBsEz03dkovPpsZMC5\nmg5Jx1kN/X0E1Zx7DDEtVvvXBS5uOGYNZBR4DAlzbwz75wMeqbW9Cy1+VS2v1wE/7fMfi+qKIeHp\nY2hR/CMKQWxqm13HD7gGmDP6PCcq/9HU/mIS9Qkzf2t2GgqVh++PB9Yb4l4zFGJccsyjI7rPs2uE\nhfbZtSpDmztrz+qsJOpykll7suV3ZgXuH8U5Cf1l16sL7bdEiu5a4Zw+DWzT0PaAaNs/PB89zxHK\nVa8Kccfvl6dP7UVEbPbBsPXUTozaHRqe43uQ8ed/ERlI3GYeNI8/jPLFz0Xz/lU01577OlrTnkAk\nS08Ap2Wc941RKN1hiOG8/v1piMEXtDY/hpSAJ4GdE+0nhXNwLjK4P4eiOUZyn4TfmA2tESsCs424\n739Dtaaz5lxkrPo6Ya0K165RpqgdOwcNNROjNq8mtldqbW5JvU99zui75zeAFQc4jz0yKPD6UV6r\ngrEciQwZNwFbZbTfCHFu/B2Rj71CQw1aOvPQ2nTmoa1b+n449PdM2F5ByvdDyOiZ/b8sdDjTwcyu\nd/d1zGwamsyfRAt6a/2RYD3fBIVJvN7dU7TiyyDB7a8h/GM1tDD2eOjM7Ep3f0d9/6hg3TmLk9BN\ntoSn2TZj9q8qj29WoJH9y0SesgYS1mJLVFPO4geQy/xNyArzPrToXppqn4tg/d8FKWc3Io/KL70h\nf8G6a5ONhVzVr6dlUsTXjlkMWa0qS+rlyOP8B2Bpd7+z1n4Z4C3ufn7wTM3m7s+0/e6MAjM7HoUH\nnkN3+EfqvGyMhIGqzufK6NpfErWZHylcy9DxaK2BvEFbeDONd+54zd09WHErvBz6P9gbCHSiUKFF\n3X3pMA/8yAPxk6ncSyO8gUXQFOa7CFLoPOxbDBkMHonazYKsjtehXNLT3P0vwdL8NxcJzy7eyZ3A\nzG5097VMpTzWcPeXzewOd28k6wnX82TvU1fMzFZD+RIfRddzFTQfJkPR617ofgiheGsjCzdIsb4R\nKR0991fwaK2NPGY55Qd+hOaLv4c+F0SMu99oaD8r3WFCjUyrCc/SGsCf3L2tfEK9j0fcvV+uS04/\nV7n72zPbbo/Wtdnd/U2mWrRHu3sbIdph6NqfHHZthwqMf6bWrqLUv9PdVwr7bmm6H2ohdJPCb1zl\nndz2oWDKO9saCehjHtemdbGg30VQiYjbw/O2EFIAtnf3BWptH6Y5VcKbZBHrEIXcjNatVVHef493\nyRRK+lk6IZwXAF/3dIj2u+h4em/xKFcv0fZOJNfc7O6rmNniKKe4sV6zKdVlO5QzCQrtPyV+5szs\nHleEACbCn008yuN291Xr/UbHLoSMxNsjw9ESTW1z0RCd86wP4plJ9/80Sj84pd+cG9rf6u6rVa9h\n3+3uvkrGsbMiI8Qy/dr26ece5KU0tO5X7wHOqa7fEP0vjNKVXu/u7zCRy73N3b/XcswliPk3Dv+8\n1N1XqLVbz92vsYa64t5O/tc25vg/z4IMur8Mr3hLWpmJIGhLanmI7p4T4t5vXN8CrqjmBjPbDCmn\nPwEOcfd12o6PMTOHoZbWZakKir8bKSQX0xzSdRawlolK+FgU+nQKaUKcA0KIzc/on/RdLHTRnbP4\nMvI2HN/SvpT9q28h3xju/jMz+xWyMBqycvbk4AwwSX8SCYvXuPvGphqBjcybnh9yVUwR7+2lM+qK\n4vYEAQ3V5lqM9mLiRbBuxr9qfI0T1wCYFVl+41DkJgHoq4gm+t4wtregWpdjymJQBt9jZm9HyqQB\nRzQpcQPgBGAn781ZXBSF3zaFVG+JwsluCON8zCImzyZlsB9cNbCeqO1Lhcd9HSkpK9X2b4mUmM/G\nimLACyHEZxpid3ucPnnFnlFXzMxuQblMp6AQxMfM7KEmRTH0+4qZvWBmk72dwKHCbMCtdOrB3Y6e\nkbVI31+lYUjLuijit0DXfS+kiPcoi1ZOnx+HUL2MyErOTfTbJlSNam3OrhGGQu6ya1WG9fMs5FGu\nFOGf0M2+XSGr9qSZfd/dd6I7hO5l4Ns5wnQBsurVNQmVFeLzaGY7IXniGZQa8kWkRF9Mgn3d3d9Y\nPGqhL1FIzcj5J0T+Anp2diFBcBfW/Nww9b8GZdhN+VO/CwpdG7YF3uqBAMTMjkIRBPEzV5zHHY3/\naRSBcriZDVJjNoWfoYiMisV5Cspt+yuwpbtfN2T/r+93D9aQE1ZcfZcyuFzR7wdM3ABxeYu64Xou\nusPY4/et18jySmccj0Kjq3v4V8jI3Kgskh/+uT2651J1xZPh+ZlI8UpsHrZkWlnXD2fmIVo58duG\n7r5n9Dvnm9mX3H2PIBtkY6ZVFr088fNG4FoUYtqUlF/hVXd/ycw2AY5x90PN7LaGtpuGbRn65JSE\ncRcJXR5y+YIwvAPKX/kEShhPoYj9ywsS3YOie767fxCxtLWhdJL+q6vkw6TgPbrL5LFrGkeWwu0D\nUsQHK22dITbFzFokoBWOocqH/RN9iiAP0Pfh7r63u+9gKhlRZ1ZMYbZKUQRwFQav5zxU311FOCcj\nxuLV2Ksd4XxPRYprE/4vPNNdwxyH8TVhI5QjW8dJKNduzIMWCdxboxCfvdHiOD/ttQpzFaOXUEjT\nHHTu75xzcR8y0vX1Quc+d6acnWWreShYUisl/qiWQ6v7bgPgZy4vbVNtwSIDWsGcmBIwKuQo1Dno\nWyMsQnatSlMO4knA8+g+2LzNE0V+7cnVoDdncRyQW68uJVRWqJ/HvZDx5G4T/f0VaK0adS5dK1FI\nwHeQEfxOevPIRjFvPR8Mkdei+p+P06nf2QTziCnSxSTek+Nmg+dxj8Hzy/n0w3k0e2aOpMMEWoRY\nmU+cgiZZATR/7ocYdDdE99z5tb4HNrhYb/TPiWbWFf0zqJHD8ktnLO7u3zOzXcLv/b1lbq7GdLiZ\nHRnm//WR97zHQAccEYx09XIYFZnXQKgbnwtRkod4NGI/zSV+m2Rmb/MOAdRb6RgXSupvz7zKYsKq\n2y/xc100SXwxuMmvQW7u1A052UT7vCnKWYDmxN8sC2cNWUJXsEJshvKx1kXXe+M+1rAs9i8z+4i7\nn20NYZoNAmBJofjSSfovQfG4HTjEzB6lgcVvAC9HUWK5mZ2MFMCYabVpIioqJl6IYsa/AsRkBYfQ\nS8OfwtNmtr27nwxjXtWeWpvjjA8DvzCz/+fuBwUjyuUoDKgtif5RUw1IN5E/7EeZJ2tYzJJ6Zlxk\nGPX9lcBdXfe/0V6LL0ZfxcgVvr88mlemmdl9iJG3qXhzhWwvdMHzdhAdRjsQ2dRRyPO5Lx0W2zru\nMTH3LQfs28fKWmRAC+vD7vQai7pqOA4pYGTByxiRS2pV7o+8W7eZiEgOoN0r9XtXjc2x2pPWXHt4\nIpBVr67w/L3kYhPGFer2m1EqitYhuEsShdSa74hCPldEguXpnl9WIAdborVtH6Sw9DVEATea6n1W\nkU070csSfDBSVP6OcpTvATCzdVHJqInGyDwzNRRHLAXsjwyDz6N81AvoJX8ZxuDSN/pnCOSWzqhH\nssxPg/xck+NPQGGfV6AawKm6qXE5DIvez4tyAUeiE4U1ICZ+art3jzSzBZBB7QxkSGsiN9uATOK3\ngF1Rfe5qXZ4L2MpUC/OInP8yBp8OCaAzwsaAiZ8oH2GX0C5JKoPcxH9GNXNAnpwrG9peRiGhCRKO\n6tuJtTZHoPC2XwBbIYKIhzL6XgvVm7s/bA+jfKd6uwNzx5IY13ko16mRWAC4rWkfyomp9s0SHoAV\nkYC4MJo0zk6NOzrueBRS+Flk4f5v4L9b2mcnlofzlpUIjyzTy9Ah/NmGQFAzgns8ec+NqO9bU+/7\nHPNmFOr3V2SFnoaUgXEZY8s45keK/IGIpXDfjGMWCc/S38P4L6GB4GqcxnwfCQKmcB/eV9vXSDKQ\n8TuNz11D+1mBD6FF/8/AGSP6v1nPW31f7b7suf8JpAdhPvwQsGT4vDiwf8NYrkVCY/V5A1Q6qWns\nVyELeiWwbwdsN1H3Sm0sH0htDW2XQcL7i2jevwd4c8590m8OSN2TDfteQqRP9e1pGkgfBjwvRetW\nOGYKSnV4R7XVvu8hqYk/j2DMKYK7JAlJdMySdOa5s1ApjXqbvcPrwCROmeOfGxkWbwrb15Ehpt5u\nEZSHadG+xZgOhCUoauNt0ee3EuSP+jMwQeNZrt++1HNV0P/tOfsG7Ds1f6fmgM+i9K0HUNjoDcAe\nDX0+1LI1EvPV7skvIln5sBH8x2yymgH7LyJ+C21mRyXlVkL56AP99kzrWaTQc2UqyL0RujhTkRVg\naqpjdz+O7ryNh2nOQcuycNb6zwnR2gUJ4we7++XhP/R1s7v7jabCzzGZQypcpyryXBKGCPmF4nPd\n51UuV1XA/EVgZ1P+yMdorj9VkmsHefWqKjTS6idQWky8BEX5sIWYwzq1ROP31W+MWfRq1r8d6VxH\npyG0yMzmc/fn+u0rRTSWvZHw9FPggmq/N+RzunIL3xus+5NchYfbfmd2ur1Kw9bmOhOFe+1UnQNT\n3bpj6c21Xsm6a6WODUtD8YVbfqeorpgrV+I8RIG+CC204yHkLLeAe+7zVl/D4hpiC9CL81Co4P+Z\n2X4eaoS5cq42p1NrMEYpff4CPiIilhEgDqOcjObfW0iXzrjfzPrWqgyYvfbMd80B3vEIldYevp9O\nuYRxQ+YaOgbLK/1Rz+Ui+uwMGf7vA5Q2cZVQqgzHB6Fnrl4iZmuU6/dtmmvkdcFEfvQFer3njbmC\n7v4i6VD6ervcPO76mEY958IoPTMNCOeyXu/71Ibmp9N7jer7hpn/69E/2zG66J/W0hnV9XKlbW2N\njLofAI5y99NSHfqA0Rkh6u5T6H78GXIsjIK06DDEbdJFVtMwhpJ86CqC724UzVMnfqv3XSdH+zPw\ntLfUb+yHmZkN9TavMWtV+yzBGGhmn0RewGeQZfkh7637U7XNDs0MYRmJpr5jy9j7hmgF1/1WSDj/\nN5TgvqP3Ydgzs3ejfL5no35Wd/eptXZjTHbWwmoXtW9lyKoL6SaCk9PpCKpzhf9zK8qPOSW0uxlY\ny2shekGwvMPdV2z73VyY2XXuvq512Mgmo/NUJxzBzL6Lyo5kGQBMOZQ5AlrpmMeF8S/0/TCZTH7W\nzTxKdNy8iJo/xSjcc0/l3Gf9kBhL17i8mYHwZuBL7n5BtO8Md9+y1u4/kNC1aLUr9NtW2Dxn3LOi\nBP7NkIEJlHd8AfJavRy1vZsWgdvdf9vyO2shhrsuxcjd24rQZ8HEnFkv4H6bJxhLc583E1nWWh7l\nQoX984X2y9b2xyyCY+9Tn2vHzUZ/A1rV9kfAXjkC7kQjzMOfSSlLDXN0klQs9/k3MVpWtYfj8/Es\nyqGq11Mc+hnPQaHhAhOj8HtQSZvVTAXEt/CG4unjDetm0J4HeQyeib43RCK3A4q6OQs41d175j8z\nuwbJNevRnecG9IZPh2NuRUaq6+isLXit9mpoW8woXoLxmnOj/mcns2D6AH1nsbhHRpc6++gUxF69\nbNR2mPn/zcAPkVHJUUjwNu7eWIM8F9aedzjQ9UooRY6Uosb0IjP7TxQ2fxPwRY/yf4eFdVif76pk\nTzO7yd17CK7M7PKWrrrktAY9IW7bpS+YWHad7vDd+dDzuq23h8UmMTN7FrM8V2Z2GnJPH2dif7sD\n1fJZ0Mz2945HK0Ycjz4Z5XddR5qBLLVo96NM/y4Kma2U3cdQrPOYsuhilTwGOMZEPbwjsu5eCfzQ\ne5kTKxxGt5XqOWRRrS/g1vC+CXGseL2fHquru18VJq7UJB0zT5bkcnV+tKy4LfQmlu9NLbE8wmTg\nN8jtPzak2u9/DfiGuz8TlMN7o++6CFiGwCD5sFnwgiT3uvXPzOZGeS67Iors+LtZkYIyyTrFekGL\n4lwMiUEtkai0wkFm9kZ3r4hTlk20OwyFWF+Xui8HRVAGtzF5/SuF5lZPMAmjUhqNAkGf38mNLBgE\nWQXcA/oSOQT8CDjJzHb0jsd1PhRmfmaivTe87/lsnRyxCg+G19lMzHV/qbU/O/QxBbgzCOGxsahH\n6J5ouPs9ZtakjGWTiuU+/+5+JMrJ2c/dv5ZxyMgE8T44lF7DxdKk70WAl939qTA/4e6XmNkh4z/M\nXlgvg/bi9DJoP4aU85ORR9GBOS0dQbEpUoRXpp10KcakzOsJg+fn5WJc5twIb0eK+XfMbGEzm3+E\nCkYui/vWdIwusff6WXQvxxhm/v8NsG4wQOB9ImgK+271jJvZHu5+ZDAq9twXKaMiWj/qStEUU0m8\nHqXIzO5AKQ0HImVx1thIVndaDIBsshovyIdO6Ql92i9U3xecErsgw8pmJf3BzK0s5oYXrO4dD+K2\nqBbjWN0flB/XhfqFNZFoHN02mGC92hy5rdcgHUJVoSQkEne/A9jTVOfoQ8ja2KQsWmxdDUpXyuKT\nHYYYPg8ipM+KPByzAkuZWephntMSxBrhOs7R0ndfhbuGOLH8EOTRSQoLmQ/2XsDHTUyTt9a+KyFV\naEMu49+EwPJCP/ZHVj+nuwTBcyhUanrhj4id71wzW9LdP03aSPJMZYAaDwTlMKUgxigWuEsVowFR\nZ5yrL/IxUkQOX0+0+woSiH9nZrHH9XwkJNcRh0PWQyPrIdEvJMZYfXZ6CbQujN6f3vC/JhTWHepU\n1dltmhPGhfkx4BwLhGLWUnvY3ddNHz5ylBguILP0xwQhh0H7JWTg2gcZNuv38JhxNngkzzSzJz2E\nn2dgmpmtHGSLVpQKugNg3OZci+rrIobZ2RGJyvoj+oksFvdCo8sg83/SE2mBeM9Hk7rSDxWLdbaC\nOoBSNB+6/79Eem4flik+RVazZ9sBDef+WeAuDxF+tfYboTD4fkz7XQhOiWPMbOd+bZPjbIi6mCmQ\nE15g3eF3NzqsAAAgAElEQVSWZwNT3f274XNj2FKinzG3dG3/GnSKW88Z3p/f5g2ygpDIUpjZVcA+\n7n59+LwOqnP3tlq7h8kMQxxwHLsi4fAZOp7enn7N7CCUd5jK5XrAGwqbWmZx2zDxfBgV1b7UFFb1\nHhTaeVD8MFtBwVdTGM/ByIiwj0d1+kruqzaY2fcQuUJ2Pux4oTT0w8y+4+67TcjgMlDNA6ZwxOPR\nIrCcu78lfF8pW3ug/IAz6T7no1C2xg3BC9+oGPkIQross4B7y/FzeEMtx0yP61DzVhACNkTECckU\nhNBuI+8N2+/ZNxGw7lCnl1EI82GeDkcsSs0oHMdtyMO0BGIf/gWwiLunag+PO0xF5Vf1ThHvWdF9\nk1xDg4B2MwoFrEp/7Ovt5ULGBWZ2vYuROF67eq7dAP32Dc01s6okxWxobbmP7nmuMWcxp//C8Y77\nnGsKP14TuCE610M9C7X+r0Q5bici4/WjwCf7yXJWxraZM45qnpiMntOqHvRK6L+/LXlgXt+Xufu7\nrBMaOfYVUQ6lmf0GhTSfhNjJhwrjtwkKaR8WwQu6Fp1c4pXC+8WBnd39wqjtaeH72+lOLWpMW0v8\nXo+cm4OZ2bMIeZ4rrLDuj3XH6FfW3KdqbfZAHr45kfC0GmLv+1HGuHNDtAbBZ1HS8d3oYX4LnYLL\nY/DBCwrnYm9gxYxwioNIexYuoL1cQG5x22NQzsdkM3sQXfMLUd7qsXRT829PfsFXd/ezwnk+Nyjl\nuwfhZVQWnDnoEw47EbABQj8qRdHGh7RgEDwafv8lYHszO5Buq2XdC3V09DnlhZqh4LUQoTbFyMwO\ncffPWSfsst5XKscpu4B7iJJYwEPB5nAPfAo9V8nC35ke16J5yzopCLeH8d9O/xQESIftp/aNG8zs\nHeHtAYmvX4fYAusYWU2uBEpqD08ELgZ+bipzBDJcXFxvVFvLq1IfPwmvy5JfxH6UKClxUoJD0D3a\nFpq7IJJbBkFp6G8/TMScO971df8beSv3Br6GPFvbNjU2lak5FXgtUhZmR3NqG2lNX3gIiTSzM4A9\nI2fB2kgZHwbbhNeevL3aGN4c/t/2qLTRNYgM5wJvLjrfhglbc81sFaTwL4N4NbZ39wfbjxrDA8Bu\nHngBTGkCe6HzdgbdEStrAit4H14L640UAngN8ri21ZNvxEyrLDZ5ruh1Qw9S9yeO0X8ZXZzja22O\nQAvNLtVNZRlspQG5IVrFcPdpQZB/Pzofv/LeMMmJwBMZimJpLleM3BzEtyOymrmQ5W9BV5HY4+hl\nlauKyPaEkVpvmFA1/rvDhHwqcJWZbdFn3NmYgPCfXBSHfliHtGAxZgylq4vFz90PtA4j2UBMhTMS\nChWjq8PrhfV+GvrOLuBuyvP4ITC3mVWs02cidsQtU8eMI9bwghSEMActA8xXiy4YSb5tIeKQ7beg\nMg5xXbGUB2g8mR9Lag9PBD6L5uvKcHEuWkfrGO/i9oMgxaDdqGAU4H30D8191hMkNpkoDf1txQTN\nueNaX9fdK8H9RSAnPPAbZLJtDogVK0UxjO8GMxsqYs3dHw+vOfLc5cDlZjYvYrPfC/iumf3Q3feq\ntx8PpWhAHIO4NC5BUYKH0c6YHWMVjwjk3P0WM1vJ3e+1mpUCGf/nQmtpG+qGFEestpcwqPLvI6r/\n8Y+2oZycN2S2HajuD4pz3w/Rgf+69t1ySNH7PSoiuj3w8HQ8H6ehmxaUkPsYmhSfRK7wiR7Pl8L5\nWZ1O3aqha1VF/c+GhJbrw7Y/Isupt2usJ0itRhDw/Zb7596mfqN9Xwz3wxND/rfdovfvq3134PS6\nxwr/wwPA2xCRwowwntw6cd/K2TejbfH9iRaTX4T3SzBkPTFkVFk1vH8nyotransbElonI/bjFwl1\n4KbnNUfMj5+KPqee3+1QiOXz4bXazgc2mY7XNrcO6hRGVJMr0Xd27eEJOB+LIF6AWcPnhZEy/KdE\n2+3DNbwBKdMLTK/rWBvXLHRqOM4KPDKCPu+M18DQ7521NsPU8Ovb/4D9jtucyzjV10URSW+OPh8T\nno9bkeeo6bibw+td0b6bRnhfXYfYT6vPWyPioGH6vDE8P8mt5TgDNgnHv9jQpl579BVkWPwBMuyP\n5Lxk/Mfba5+z18xwzreMPm9ZnfN6P+GZvwU4CsnHhwKHTsR/nGk9i2R6rgC8oO5PyH3YDLGProsm\nxI09YpILx/8K+KyZfR49EDsCrzWzUxFbaU9ITPQbk9FDXK9xNGg4B/QS+dzjfYh8xhlVvbaPRPuG\nTkA2sZ4u6+7nA181s4WQkPRmJCDVQ6PaiHzqYciLW43J1ERudDnyHMa4qT42d/+ymd3I8Fb8HZFF\nHBTaclH03b/THp47o2BciWJyYeV14t6R2LfBOA1vlIhzpNcnhNq5+2P1iIem8NMK3huG+qq73xa+\nu9xU0qUR7l7dr6eb2VfcfboRG5WkILjyjk+xqE7ZDIK+HrBgwZ7m7svTyVca3QDKag+PG0z1d49B\n1/RpM/siSmO4mESYXLiOJ5vZksgYcK0p3/ErnkHuMl7wXgbtUXhpU6G5F9XaDFPDLyv0dwCM25zr\nhfV1C7Afkg8rIqlNgPciI8YR4X0K2WybA2IH4Aem+syO5oLthuxzn5LGprqTO6IwzN+jqJQkYZjP\nOBE99bDQkrD96pyfhM753cB2Jtb4ekrTUajO658TvzmumJmVxUvM7FBEvR4nRQ9MnWsqfrslsqSf\nDGyBlK7rmo4Jk/4FqDD4wujBPJz2SfRsZAG+nlru3RCI69K0CosTAR+8xEE/HEQnZwLkxTgK5dTt\nS3cOIvQWWu7KO6y1/TDwCzP7f+5+UKQonuLuB8cN3f0TqcEFQbm+QJeirazJ9Az9KsFPzOxTTH+i\nmCzKcjP7CAo/eWMIr6owhZai9jMSChSjKvx07bBVBZO3QtbiOrIKuEfjiEumPBd/nuDrX5SCYGLJ\nfQi4wRI1C4dZW8Yb7u5m9qiZLeA1htJRICgzMbnJJfSmZkwE9kKG0bvNbD0U1bOlu5/TdpDnFbef\nnhjFGv1ZdI3acorvp6WGXwomkrg5Ev1fkOi/pN9xn3Mts77uAPBoLnsfcKK734DmjrbanRXb5heR\nAjUF+PSQY4kHdS+wZggDxWv1awfsMyts2VTLfAdkuP8h8P7paZApRN2IskD43NeI0uecX1JrvoQH\nUr2JxkzLhmrp4tzuQ7B4hlyPacjqeHnY9+AwfTb8zr2jvmHM7Bbgg0hYfATYIBKORv57mWNank4Z\nicuCN3bYPhsLcZvZle6eslKW9D8/MBUthB9DiuJI8kkLxhAz+HYxgtU/z6iw7hqZYzmLPqJCywOM\np5Wy3JTgvhoKn47rZD2H7t3nxnmIQyEIXkcjxehGd/+PsH9dJCxtnDjmGuDdHpibg1J3qbuvV2v3\nMJkMpDYBrKwlCLnGi6Awo4pQZDEUwliv4XWhu3+wYW2Z393byiGNFDVltV7IO6m4BoF7bWQUeSFq\nO0zEStX3YfSSm9w2ir4Lx9HFGmpmv3L35VraZxe3H2+kDBARLnX3xSZgDMXrR7j293mNECp4eZcd\n9B6YiDnXzH6LZKITPdTXHcUaat1F229HofaXhs93+giY7YcY25vpjVobuHSGZRKimdnPEEnM+T66\n2r4TAjN7Q9v3/aIYc8+5iSdhTw95oBOJmdazOE6eq8WQdf0wE0nEqYzPOX7QzOYdhdUnwiBEPuMG\nM9sWkfZUD8znzexz7v7DIbuuX4+tovdDCXPRYr43Eip+ijzGqULI44nFg9e8/t7QPTrDY0YJL7FO\nuYZvWSKZvrIOhxDu283sAlfdsn8ouPvZprI5iyBymwqPAEkvOLAQ3ZENfw/76n2/sWAcM8R1r+AF\nKQju/sHw2rO2mNmj4zLAZtSLq9cjIlIGzLvpJe8YyngWYaTkJkOg7uV+tc3LTVlx+/FG/ZrG+GvL\nd6NEcQ0/VKvzc4n9JyHv7KAENxMx5+bW1y3FL03Mo08ghtkrAUxpMY2KknWz847BR1QOy8wORkQ7\n9xKVZqB7/ihFFiGauxd5rGck9FMG21B4zucH7gqG2jjiqoeBfNSY6TyLlfCXEvxgdGFOZrYyirve\nCvgVykM8dsg+K6F/CRTbfjHdN8xQC2+JFX28EaxtGwdhrRrbxT5AfZhav78C1qor2mY2H/KoLJs+\nMqvvNmvzUF7rwnEc0Pa9u39pIsYxLEz08G9x9/NNjIyzT7QiZp36ikmPV93T1c96+s8EMzsWeANi\ngQPlOj/q7m1hVDMlzOwRd3/99B5HDkL4/A6I3MXcfekR9FlU13C8UOLlTrRPPf8TMqf/I6Puza19\nN3TNwvGcc61TjzlZX3eIfmdDRGJLoFqTd4X96wNvdPfTGo6LU2gmo8ir69z9Q8OMJ+r/AWTUmaEj\nYf6ZUHLOzSyZP+pRne7xwszoWZyGGDZjatn4dSRhTq5Y6z3N7DPAh9DiO6Ysmtne7n64hULumd2+\nGF7vC9tIUWJFnwhUimL13kaSw8+PgJPMbMfq4QyK4vEoP25gDOKtNrOvoBIq17j7IFbb1Dj+IZTB\nNpjZ9iiHdHbEJrk4CpOcUFKMKtyowOMVW08nE/KWRz2uGQS7Af+F/iPI8zFwDtK/MP1gmcRsQyCH\nPGXcUeLlHqT9v5DEnGY2V90QHwyAc4yg//Gccx8B8Ob6ugMh9PeNxP6r6XjiUsd1lcMKhp2jhx1P\nhMfHS1E0cXLsTm+45T+dIbUQ2ed8IpTCJsx0nsU6rKX49Dj/buWxGCQHYDmv5e+l9v0jw8zORUxc\nlYL9CWSZ/o8h+50VhRRtBvw67F4aKSTb+2DFX4cZz2dQ3aS1EG32ZcBUj2odzYwws1tRjcurvJNT\nOpbnMR3GszPKC3q48LjZURmKDcdjXP/CjIMZIadsEFgvMdtPEDHbyFI1TDXqYoKbS4Hj3L2ENfBf\nGEeY2btRdM2z4fP8yOMxdch+D0KU/ztFBtopaG1/wN2/MNzIe35vJHOuiZhnJxeT7wyLUa6LIXrt\ndYhEMY5aGyYMter7KhRqeR0Rk+f0VIBGBTPb0t3PsA7JWcmxfc+5me3h7kdG0YVdGDaqMGucM5uy\naC3Fp4F68enxHMc1wDPAemjh7EKbtSWlYI4i6XpGQrBCHYWEC0fnaA93T9F2D9L/Uig5HhQO9cAo\n+h1iPLMjJtYvofqd06v4/AwBM7ve3dexbgKixnCmCRjP0Uipnx0RGFVK/ZN9jpsNCd5Dh/LNaJiZ\nQm5zMKOEoZfCxpGYLQjccyS8SnMBf6vCUv+F6Y9goFs9SkGZhGr4DUvm0mSgvQDYbtQG2lHOuWZ2\nk7v3lFSZXqjlLE5ChFRLuPtGI+r/8sRuH0X/09PYO94ws5vdfY0BnT99z7mZfdLdj2tIMZrH3esl\nNkaOmTEMdQ3vrid4r0+feoKbAu8BVqY9cX0MVl7z7R8WQSmsl7EYZf8PoMLv0xVmtjlSQtYDnkLW\n1sum66BmDPwx5CxWgss2iGxiusDddw3jWALVxPoa8HpqYes1BWoSer7r9Nf/LBjXkFszexe9IUsj\nIXIYD4zSEzfBGE9itq+jlIn6urolsCwTT3DzLzTDKkURwN1fDcr+UAjK4DbjZaAd5zn3cjPbwvuU\nVplArBW9fwm4C5V2GgpRVMSuw/bVgrvMbLHpmdo0jjAz+zawWMr71+b5c/d3Nn0X4UAz+2MqxchU\nyWDcMTMqi9nFp8cTLqKOM83sSXe/IvOwrJpv/8gws1b2PXe/cqLGMkE4C1n1P4M8VeNhZa1Ie341\n0WG2Q+DTqI7UsoFk4i/IwDJdYGZrIKX+3cCiKAcrpdTHCtTLKIrhnzKkuB4+FMgXfjGKvkNu25rA\nLXQzxP0LI4a7/xkVqj/GOsRsk83sSoYnZmtiwjwZRfX8S1mccfC8ma1TzVdmtg4dnoShMY4G2vGc\nc7cH9jaz/0Pnom/dvBxYA8FihYQnfjlUZmSH8PlbBLIdZLQclvitcljU59iKy2OYknKVMj8FuNOm\nA5PnBOCjqH6oM8AzE8KylyWqaZyQdb9hZmsD+8ZGHZiY2tkzYxjqDFVP0KynWPEvEDtW44WxPjXf\n/pFhZjdGH9+CYtwruLuvPcFDykZTPHmFlHUphNtuhK7/OsCjKL/pmyMYz/rAGUjRMjQRfdzdrx22\n74lAsGovg8Z+3/QMWTOxoV4L7JdjsDCzuQHcfWTC1oyOEYd/3Q+s4P9g9bb+WRCu5YeAHXwISvu2\n0HEbARPmvzA6mNlbgXPplE9ZHviwj47kaFwxHnOuNdTP8yFKJYR+i+rJmkrNnOTuPw+ff4XSdOZB\nocPjFoU1LEwMnq9B/+1l4M/x9/8MOYsVzGwrdz+98JiPIbKjBYDfAUuhigRd9bFRJOJZ/7+9e4+S\nrCzvPf79DQIjyEAUECUQhpsiiDDBo6JyMx7OIqjxkkQyKCDJMRoVNVHxgkjEaJSDOUBQAVEUggYP\n5mJkLVAIF0GRuwqIyaAYFR2RwIDACPM7f7y7Zqprqmd6pqvr3VX1+6zVq2rvXV39wHTv2u9+n/d5\nKL8nf2z7ns6xYSxBm8SZxVb1EwT+llKdtbtZ8S6s4Y6r7b9pUrR2s31aM+DYwvYdcx7tHLO9Ms2i\nWa/27DW9vmU6H1I7AftTPngBXg5c3u8bbP+iufP2Y8rv31GUGe9ZDxYpVdIOt305gKQXAp8AZtV+\nZBgk/WNzx/G2PvtqeC5lUH9c8/f2Dcqg/sLuF0nakTIj+qxm+0bKv8GSIcc75+Y4/WvYfQmjSzNI\nv6D5mo25roQZA2L7miYd8XnNrmts31szppmYy3Ou7R+pVEvf2fbA0v287v1kd+kMFBsPdVLymwyA\nNnsYOBFYRvmbf6XtsVxqY/sfJB1M1+SP7bV9Jr6HphWeS5uWF7Oqwnj3e9/THPsIcL2kV9q+nsws\nzh21q5/gLUxtVrwhcP2a7rhKOhY4BHiK7V2adVRfsP2CoQQ9JKNatEfSpcAfdt35eRJwQb9F4pK+\nQplR/C6lcMqlwLcGkS4q6Wb39KXst6+N+v3bt2EmQtK2lMyEY+lTiEjSJZTZ3M7NnyOBP7H94mHG\nOQya2vPpUUplw1mlf3UVcHgmsDvwT0xNWWrtmsVYnYZcCTMmz1yecyUdQvldfcz2DpL2AY63Pasl\nEZK2n+5aU9Ki3oGppO+4qyeppN1s39bvWNs017ivtX2TpAMp//8OqBzWnFCpbn8E5fcRSt2Nc2yv\n1ial63s6xXFW/jv2Xv/02X4VZenAe4A3ZmZxjrhd/QQ7OeErQ2HtdwoOo6znuRZWrrdcMDfhxXrY\npjNQhJV3hLaZ5rWnUNpDPDTN8dm4RNJi2+dBSZGgrLVrLUl/RknL3lXStV2HNmcOeovOlKTTKDOL\nj6cM6N/XPPbayvbZXdufkXTMEEIcujlKH+rOJPhPyqBx5Y+cg58Xc+uvKesTfyKptxLmByrFFF0k\nfd32iyQtZerf2EDW5w3BXJ5zT6Ccky4CsH2dpJ0G8L7/RMkoQ9K1Pctrzuoc67KhpM1sL2vi6AwU\nF1AqdLfZCts3Adi+TNIgsqba6jXA8zr/TpJOoWQhTTtYBB5plqP9QNKbgR9S0ou7TRkT2P6SpO9R\nstcG8fu4VhM5WGyZ9WlW/JDt32hqk/qxuJDS1F5lvVVf6aQNt9z3JJ0FfLrZPoppqkTavljSi5o7\nhadJejKw+WxSirs+9AW8vYkFSgrIL2l3UYmLKeXVT6MU/em4n9IHrpZbgI9TCgnsD9xp+2d9XrdC\n0tNsfx9ApaLrWLYHaGaI3gXsxdSF+etdZt09TadjtHmOK2HGQBzePLamRcQ6mtNzru27e661HhnA\n23a/4YZrONbxBcog+HVdM/QLgDOBLw4gnrm0Uc913Mbd2yNyTTdT6gwUAWwvU88vTx/vAxZQPks/\nQbkx/sae17y/95ts3ybp2cxtBduVMlis752UmZRXNNtfBtbWBPbHTfESN0VA3s2qRemjrreNSHfV\n11lV5Rqio4HjKQMeKDNQf9Xvhd0pxc3rNwTOpqxbXF+j+qHfKRzwI6AV/Zi0qi/rGSptBW6h6csq\nqV9f1vcAV0q6ifJhuCflbuM4OptyE2RX4DhKFc3rB/HGkt4FnOlSNbqTyv062x8bxPvHcLklrYpi\ndZ2bXrMt2lLRXJ5zlzU3cDvLlQ6gp0DLeurNJpvuWMeJ9J+h/2fK7H2bbcLU6zi6tkflmm6mvq1S\nFfzMZvto4Lp+L2yu3V8B3Gv7vmZZx8OUKtHdhR6x/a/93sP2A5S6J3NuItcsjrompfFzwAHACuBK\nYLEH1LA+hkfSzTQpxV7VfL762rza5mLWaj3juNX2M5rnxwC/766+rO5T6VHSVpR1qADftP3L4UU8\nPJ31r53fV0kbA5fZ3ncA771aFU2Vgld7T/c9EbHuVCqQT3sh6BZXIO+Yq3OuSquCTwILKRfxuwAv\nbQqLzOZ9bwVeSRncfqnrOcCXOp85fb4vM/QtplKR9zhWFbj5GvBB96nQK+lTlJvi84EllCUuX6Fk\nLsktq3CbmcUR0pOi+VbKv9+K5mtLSlP3qEylWubJlAIo+6n0LtvX9if7vHzOUoolbUfpv/kspg64\nRuFO3pzNWq2jh7uez6gvq+2lkq6i3Mx5KiX1dxx10rGWN7Ou9wJbDei9+6Xu5PMqYvD6Zr2Mkrk6\n59q+tinKsi/lnHS1S1/S2eqdbevNoJounszQt1gzKDx2hi9/IaWI2ybATylrb5dLOoO6S276yofv\naOlN0YRyYtkMeCKwQZ/jMXxnUhbEd/LObwfOpdyh7NWdUjyPklIzqJTisylrHfYCFgNvoBQNGQU7\n236lpJfZPl/ShcBlNQJRqZR8L+VC5PiuQ/O7XtNJV725GTjdzJrTVcfBHc1/6z8A36SkZw1qQP8D\nSW+nrBMV8DZykRQxcG5aK3WotDXppLi11rDOubbvoylwMyi2dxjk+8VIesQltfNBSUtsLwewvULS\n8sqxrWZde71ERbYXdn9RprA/Q1nMPc4VpkbNts0s4mMAzUlgxTSvfTNl8fIewK8pKQhvHVAcW9r+\nNPCo7WsoJcXXu8H2kPXOWi1ncLNW66LTl/UHrLkv6yLbNzfPXwPcZnt3Sv+kNw0x3qGxfbjtX9k+\nmTLz+9esKpYxW2+htCh5iNK/9BCGtJA/YhJJenqTkvpLYKmkayU9vXZcazBn51xJd0pa0ufrTklj\n1zM3qthY0m5NxuDK5832/LV987BlZrGypnLXXbYfVmnmuTfwKa+hGa6kx1Fmid5FSV/4Xds/GUrA\nMRNTeiRK2oJp2qE0bVz+p6RNgHkDvpvbuTv1gKTtgZ9TZ8C1PuZy1mrGbF8g6Uqavqxdh+4C/qxr\ne53TVcdF8/u9JaVC7Kz7g8LKVkYHNWtAOuk9ETF3PgucCny+2V7c7HtupXjWZi7PuYc2jwIuoE+T\n9IhZWq9U5FoyWKzvH4FnS1pIaf56MXAO8NJ+L5b0Wkoq3HXAQbNpsRBz5sJm8fJmko6kpKN294Hq\nXX/avR8YWDnpK5oB1+mUgdYjlA++1rPdmaE6WaXf4hasvaXMXMUyo76sM0lXHQfDSP9qyo2/DtjF\n9rGSdgCeavvq2b53RPT1BNuf69o+t6lK3Fpzdc61vXIpiKSHurcj1kbSRnSNr2z/uvc1o5aKnMFi\nfSuaAie/D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I9QCsOs7PkzCik0fU66rwbG4qQbEdE2kk4HDqDcWNwd2BT4mu19asZVg6SN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\nyWAxIiIiIiIiVpPBYkRERERERKzm/wO2q6+8HLHX4AAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "country = 'Denmark'\n", "\n", "# find the matrix slice\n", "country_index = find_index(country, countries_available)\n", "raw_histogram_data_gdps = gdps[:, country_index]\n", "raw_histogram_data_corr = adapted_country_correlation[:, country_index] \n", "\n", "# remove the country itself from data and labels\n", "clean_histogram_data_gpds = np.delete(raw_histogram_data_gdps, country_index)\n", "clean_histogram_data_corr = np.delete(raw_histogram_data_corr, country_index)\n", "clean_country_names = np.delete(countries_available, country_index)\n", " \n", "# sort labels and data\n", "bar_names = [x for _,x in sorted(zip(clean_histogram_data_gpds, clean_country_names))]\n", "bars = sorted(clean_histogram_data_gpds)\n", "\n", "#plot\n", "plt.subplots(1,1,figsize=(15,7))\n", "sns.barplot(np.arange(len(bars)), bars)\n", "plt.xticks(np.arange(len(bars)), bar_names, rotation=90, fontsize=11)\n", "plt.title('Country Profile: {}'.format(country))\n", "plt.ylabel('GDP per capita difference in $US')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As expected, the countries that have a closer GDP per capita are countries that are close geographically, but also countries that are close from an economic prespective. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**GDP per capita and capability correlation**\n", "\n", "After visualizing the difference in GDP per capita, we wish to understand if this difference is related to capability correlations in any way.\n", "\n", "To do this, we produce a scatter plot where each data point corresponds to a particular country, and we print the correlation index. " ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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he156JwDOOZ49d8kPHrv7SSb76U72MzR0hXQ6Q3e3H1DmhMNh2vfspLOzlc7O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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 -0.417800766914 with a p-value of 0.000260573700838.\n" ] } ], "source": [ "# scatter plot\n", "fig, ax1 = plt.subplots(figsize=(15,7))\n", "sns.regplot(clean_histogram_data_corr, clean_histogram_data_gpds, marker=\".\", color = '#0e103d')\n", "plt.xlabel('Capability Correlation with {}'.format(country))\n", "plt.ylabel('GDP per capita difference from {}'.format(country))\n", "plt.title('Capability Correlation Vs. GDP per capita difference: Compared to {}.'.format(country))\n", "plt.show()\n", "\n", "\n", "correlation_score = stats.pearsonr(clean_histogram_data_corr, clean_histogram_data_gpds)\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": "markdown", "metadata": {}, "source": [ "There seems to be a significant negative correlation between these, which is expressed in the following way: \n", "- Countries with high GDP per capita difference have low capability correlations\n", "- Countries with low GDP per capita difference have high capability correlations\n", "\n", "Let us visualize these two clusters. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Density Plot**\n", "\n", "We produce a seaborn density plot." ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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vEbED8BFgE/DozPzv2kemQejsEVyXdOTW9WpjSBqQUjXjz5U6wnKZUekspbOU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\nTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# density plot\n", "fig, ax1 = plt.subplots(figsize=(15,7))\n", "sns.kdeplot(clean_histogram_data_corr, clean_histogram_data_gpds, cmap=\"Reds\", shade=True)\n", "plt.xlabel('Capability Correlation with {}'.format(country))\n", "plt.ylabel('GDP per capita difference from {}'.format(country))\n", "plt.title('Capability Correlation Vs. GDP per capita difference density: Compared to {}.'.format(country))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above mentioned clusters are clear in this density plot." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 3.1.3. Country Profiles and Correlation: Other Countries " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Global Correlations- Scatter Plot**" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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WFs3se8ALw3UHgJ+b2R53f3vMbZMKctW+qYlJJs6MAdDT11v1bRCizIqpWy2I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\nIMDFRYQoj3Ezb2swFDjbn2fmtanIeRX1uQ7fz6znkc0m9MjWz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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 0.0391584053214 with a p-value of 0.0447249475938.\n" ] } ], "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", "# scatter plot\n", "fig, ax1 = plt.subplots(figsize=(15,7))\n", "sns.regplot(globalCapabilityCorrelation, globalGDP,fit_reg=False, marker=\".\", color = '#a5668b')\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')\n", "plt.show()\n", "\n", "# get correlation score\n", "correlation_score = stats.pearsonr(globalCapabilityCorrelation, globalGDP)\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": "markdown", "metadata": {}, "source": [ "**Global Correlations - Scatter Plot Version 2**\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": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "A total of 634 entries were eliminated from 2628.\n" ] }, { "data": { "image/png": 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Vc31UltPZ25UsFMR9vbu/192fR2hd+TdLNlLnT4Bz6xz4588JV8R/V23GMsodb/3A54sC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SD5qV/8ybq6marHNXspg5RJCYLb/eX33rNuC/WhxE7rOYO2L2qa9TwJcm9ookf3u0aj0cQfIcTX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\nCt1CIZDG+07uP+WY7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l6bXk/EyLK+VyKRUiLl5XmzjtnNyPTivXC7BvtzHYvmF50DN9Fh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\nYpdiAPgDegsRN8+r9bFyDL2erh6iY9GcuXMSzE4hmwaV3t2zF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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 -0.0346418268588 with a p-value of 0.122008447046.\n" ] } ], "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", "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", "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()\n", "\n", "# get correlation score\n", "correlation_score = stats.pearsonr(globalCapabilityCorrelation_notNull, globalGDP_notNull)\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": "markdown", "metadata": {}, "source": [ "Let us plot some guiding lines that will help us visualize the logic of this plot:" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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Zw+7du6mqqlIxHBERERGRNojZNYvOuSNm9j+BQ0A5sArYCpxxztX4sx0Ghvr/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\n7777LkVFRSxdunRa14k6BhpVWyuInx3vtZDQTHCAbWWo/f3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0Gg1lZWWkpqZy4MABVq1a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EqXnWSCbWyDzWILs0lGgEAgyWA2IQFC+xKLYr3zR3DDodCNiBuh0ALc5xwvkuJ+99tu3Pf53vd9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\n8RZ7EEKwrLKUE2+dxmQ3oZmnoqnjNM6Pnahuq8gtzB31eRjp/TbRpPhlM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B56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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 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": 43, "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": 44, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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48UZ9qWtlX2oZTU16mi4GjoiIMyLiLaUHqYn5wJOAz2fmE4HbuHcoHgClhygn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\n0hD/HzAFLeD/g498AAAAAElFTkSuQmCC\n", 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C3/D7mcJ3n/lIQZsc5u6fIfrP80Gi/3T7ibruP0SawMfd/5coz/xHRHeEjuXI3OybiCbI\neJgo9/2asP1TRINbu8L2H0+iqn8PPAY8QJR6ciUQc/enie6gfpnobs4bgDe4+1C2BYcPlNcT5aZv\nC+V8g6gnbazvEHXr7waeAMbmkF8DrA1pEP+d5vh/Jgq2Hg2v56GwbSreQjR4t4No8PJ3MuwXI3qP\n94R9/5DnGs7biWYz22dmbZM49z6iNKI9ROPK3pkcH0GUrz9E9Ld0bXg+1SeBa8M1et64iPC+vYFo\nQHsb8DXgz1PKFpEiVSztjbv/FjibaEKH36Wk1t1J1NYknWnRLIbd4bl64EVhPNpU3UU0wdKvgM+6\ne3Lx4y8CNwO/NLMeorbnjEm8pvsJk4wQXZO7gJVhrNd7ib5UdxK1KzePOXy8z/vUczxFFGhvDZ/v\nS4na7rcAPURB0fVjj0s5fjPwbqJJtvaGc05n3bcPEV3L+yxKzfxf0owRTzn/RuD/Al8J595CmGhk\nIpmub3j6z4mC4ydCuTeSkn47xqeIvmNsIwr2vjvOac8FNoe/wS8CF7v7QEgvvAK4O7wPLx6njLHS\n/n9y99uI3rtHw/O3jDnui0RjLDvNLF0K8N8Q9dZtJZrc7AdEN+NlAuaeTQ+piIiIiMw0iyZX2QaU\njRnXnFch2+F77n7ELI4iMvPU0yYiIiIiIlLAFLSJiIiIiIgUMKVHioiIiIiIFDD1tImIiIiIiBSw\niRaGnDELFizwVatW5ev0IiIyix588ME2d2+deE8BtZEiIvNFtu1j3oK2VatWsXHjxnydXkREZpGZ\n7ch3HYqJ2kgRkfkh2/ZR6ZEiIiIiIiIFTEGbiIiIiIhIAVPQJiIiIiIiUsAUtImIiIiIiBQwBW0i\nIiIiIiIFTEGbiIiIiIhIAVPQJiIiIiIiUsAUtImIiIiIiBQwBW0iIiIiIiIFTEGbiIiIiIhIAVPQ\nJiIiIiIiUsAUtImIiIiIiBQwBW0iIiIiIiIFTEGbiIiIiIhIAVPQJiIiIiIiUsAUtOWYu7Nhazvx\nxEi+qyIiMi+Y2blm9rSZbTGzD6d5vsLMrg/PbzCzVSnPXRa2P21mr5moTDM7OpSxJZRZHra/08we\nM7OHzey3ZrZ2onPI9BzsifPIrkP5roaIyKxQ0JZj1z+wizddfR/XP7Ar31UREZnzzKwE+CpwHrAW\neHNqwBRcAnS6+2rgKuDKcOxa4GJgHXAu8DUzK5mgzCuBq0JZnaFsgB+4+wvc/VTgM8DnxztHji/D\nvDI66vxgw07O/tydXPjVu/n54/vyXSURkRmnoC2Hnt7Xwydu3gzA7U8eyHNtRETmhdOBLe6+1d2H\ngOuAC8bscwFwbXh8I3COmVnYfp27x919G7AllJe2zHDM2aEMQpkXArh7d8r5agBPOXe6c8gUdA8O\n86ar7+UjP3mMo5qrOba1hr+9bpN63ERkzlPQliMDQyO8+wcPUVlWwpnHtnDv1nYGh5UiKSIyw5YB\nqakNz4Ztafdx9wTQBbSMc2ym7S3AoVDGEecys3eb2TNEPW3vnUT9ksdfamYbzWzjwYMHx3nJ89eN\nG5/lge2d/NVLj+ajrz2Rv3/NCdRXlXHJtQ+wq6M/39UTEZkxCtpy5Ipbn+CZA7286+XH8rI1rcQT\no9y3tT3f1RIRkVni7l9192OBDwH/OIXjr3b39e6+vrW1NfcVnAN+smk3Ry+o4ZwTFmFmNFSV8cHX\nnMDA8AiX/fixfFdPRGTGKGjLkZ8+spezVi/g5OWNrF1ST0VpjDuf1p1SEZEZthtYkfL78rAt7T5m\nVgo0AO3jHJtpezvQGMrIdC6I0ikvnET9JAtbDvTy2O4uXrJ6wfO2L2uq4rUnLeG3W9rY0d6Xp9qJ\niMwsBW050Nk3RNfAMKtaagAoL42xdkk9dzytcW0iIjPsAWBNmNWxnGjSj5vH7HMz8Pbw+CLgdnf3\nsP3iMLvk0cAa4P5MZYZj7ghlEMq8CcDM1qSc73XA71POne4cMkn/vWk3MYMzj2054rk/PK6VmMEN\nGzUJmIjMTQracmBbuLO3pKHy8LZTVjSyo72f7W266yciMlPC+LL3AL8AngRucPfNZna5mZ0fdrsG\naDGzLcD7gQ+HYzcDNwBPAD8H3u3uI5nKDGV9CHh/KKsllA3wHjPbbGYPh3O8fbxzzNDlmLNGR52f\nbNrNC5Y10FRdfsTzLbUVnLKikRs2PktiZDQPNRQRmVmlE+8iE9l28Mig7dQVjQDc+fQB3rHg6LzU\nS0RkPnD3W4Fbx2z7eMrjQeCNGY69ArgimzLD9q2kmf3R3d83Tv3SnkOyt3FHJ7sPDXDhaWnncAHg\n7OMX8rnbfscdTx/kVWsXzWLtRERmnnracmBbWx8xg9b6isPbFtVXsqShUuPaREREpuknm56lsizG\n+pVNGfc59ahGGqvLuO6BnbNYMxGR2aGgLQe2tfWxsL6S0tjzL+cpyxs19b+IiMg0jI46tz62j/Ur\nm6ksy7wueWksxsvWtHLHUwfY1zU4izUUEZl5CtpyYOvBXhbXVx6x/bhFtcQTo2zXbFYiIiJTsr29\nj66BYdYtrZ9w31ccv5BRh5sf0QSdIjK3KGibJndne3v/88azJS0Kgdz2Ni34KSIiMhWP7+kG4OgF\nNRPuu7ihkhXNVRqaICJzjoK2adrfHWdgeGTcoE3rxoiIiEzN5t1dlMaMZU1VWe1/yvJG7t/WQV88\nMcM1ExGZPQrapmlrWy8ASxqObExqKkqpryxlR4d62kRERKbi8d1drGypPmLceCanLG8kMerc80z7\nDNdMRGT2KGibpm1tR073n2pRfSU7tFabiIjIpLk7j+3pYlXLxKmRSScsrqOyLMZdvzswgzUTEZld\nCtqmadvBPspLYzTVHLnYJ8DC+srDi2+LiIhI9p7tHKB7IMGqLMazJZWWxFi3tIE7nzqIu89g7URE\nZo+Ctmna1tbHkoZKYmZpn19cX8HeQ4PEE5r2X0REZDI27+kCspuEJNUpyxt49tAAW5XpIiJzhIK2\nadra1pd2uv+kRfWVOLCrY2D2KiUiIjIHPL67m5jBiqbqSR13yvJGAO7SLJIiMkdkHbSZWYmZbTKz\nW9I8V2Fm15vZFjPbYGarclnJQpUYGWVXRz+LM4xnAw4HdDs7dLdPRERkMh7f08WK5mrKSyd3j3lh\nfSVLGyu563cK2kRkbpjMp+D7gCczPHcJ0Onuq4GrgCunW7Fi8GznAIlRzzgJCcCiBq3VJiIiMlnu\nzmPPTm4SklSnLG/kvq3tDA5reIKIFL+sgjYzWw68DvhGhl0uAK4Nj28EzjHLMMhrDnlu5sjMa8fU\nVZRSXV6itdpEREQm4UBPnPa+IVa1TC41Munk5Q3EE6M8tKMzxzUTEZl92fa0fQH4IDCa4fllwC4A\nd08AXUDL2J3M7FIz22hmGw8eLP6UheQA5/HSI82MRfWVbG9XT5uIiEi2Ht8dTUIymZkjUx23qI6Y\nwYZtHbmslohIXkwYtJnZ64ED7v7gdE/m7le7+3p3X9/a2jrd4vJuZ3sfNeUl1FWUjrvfovoKtqun\nTUREJGuP7+7GgJXNUwvaqstLWdlSwwPbFbSJSPHLpqftLOB8M9sOXAecbWbfG7PPbmAFgJmVAg1A\new7rWZDaeodorC5nokzQxfWV7O4cIDGSqaNSREREUj25t5slDZVUlZdMuYzjF9fx0M5OhhJqf0Wk\nuE0YtLn7Ze6+3N1XARcDt7v7n43Z7Wbg7eHxRWGfOb+iZVtvnPqq8XvZIJrFKjHq7Dk0OAu1EhER\nKX7b2/tYPM6Y8WycsLiOweFRHg/rvYmIFKspr9NmZpeb2fnh12uAFjPbArwf+HAuKlfo2vuGqKss\nm3C/5LT/SpEUERGZmLuzs6OfhfUV0yrnhMX1ANyvcW0iUuQmFbS5+53u/vrw+OPufnN4POjub3T3\n1e5+urtvnYnKFpr23jj1WQRti0LQphkkRUREJtbeN0T/0AiL6qYXtDVUlbG0sVJBm4gUvSn3tM13\nI6POof7hrNIjm6rLKC+NaQZJERGRLOzsiNrLhXWZZ2fO1vGL6nlgewcjo3N+1IaIzGEK2qaos38I\nBxqy6GkzMxbXV7JDQZuIiMiEdiWDtmmmRwKcuKSOnsEET+/rmXZZIiL5oqBtitp7hwCyGtMGsLCu\nQumRIiIiWdgZbnK2TjM9EqLJSABN/S8iRU1B2xS198UBaMgiPRKguaacfd2aPVJERGQiOzv6aaou\no6J06tP9Jy2orWBBbbnGtYlIUVPQNkXJnrb6qux62lpqyukZTNAXT8xktURERIrezo7+nIxng2iI\nwvGL6rh/WwfzYDUiEZmjFLRNUXtv1NOWzeyRAE015QDqbRMREZlAFLRNPzUy6bhFdRzsjfNs50DO\nyhQRmU0K2qaoo2+ImEFtRXbpkS0haNvfpaBNREQkk3hihH1dgyysz01PG8DqhbUAbNp1KGdliojM\nJgVtU9QWFtaOxSyr/ZM9bXsVtImIiGS0u3MABxblYObIpKNaqikvjfHQjs6clSkiMpsUtE1RR+8Q\n9ZXZ9bJBNBEJKD1SRERkPLlcoy2pNBbj2NYaHtqpoE1EipOCtilq64tnPd0/QEVpCbUVpexTT5uI\niEhGO3O4RluqNQvreGJPN4PDIzktV0RkNihom6L23iHqs5zuP0nT/ouIiIxvZ3s/5SUxGrOcnTlb\naxbWkhh1HtvdldNyRURmg4K2KWrvi2c9c2RSU3UZe7s0c5WIiEgmOzv6WVhfgVl2Y8aztWZRtMi2\nxrWJSDFS0DYFQ4lRugcSWa/RltRcU8G+rvgM1UpERKT45Xq6/6SGqjIW1VdoXJuIFCUFbVPQ2R8W\n1p5kT1tzTRntvXGGEqMzUS0REZGi5u45XVh7rNUL63hoxyEtsi0iRUdB2xS090ZBW8MUetocONCj\ncW0iIiJjdfQN0T80kvNJSJLWLKzlYG+c3Yc0VEFEiouCtilo74tSHCcz5T9EPW0A+zUZiYiIyBFm\nYrr/VGvCItsP7dQi2yJSXBS0TUFHX0iPnEJPG2iBbRERkXSeC9pmpqdNi2yLSLFS0DYFbb1THdMW\nFthW0CYiInKEPYei9rF1hoI2LbItIsVKQdsUtPfGKYkZ1RUlkzqupryE8tKYgjYREZE09ncPUl1e\nQmXZ5NrXydAi2yJSjBS0TUFH3xD1laXEJrmGjJnRogW2RURE0trfPUhTdfmMniO5yPbjWmRbRIqI\ngrYpaOsdmvR4tqSm6nL1tImIiKQRBW1Ta1+zdXiRbaVIikgRUdA2BR19ceomOZ4tqbmmXBORiIiI\npLGva+Z72g4vsr1DM0iKSPFQ0DYFbb1Dk57uP6m5ppz93YOMjmphTxERkaTRUedAT5ymmpkN2gBW\nt9by4M5OLbItIkVDQdsUtPfFp5we2VxTTmLU6egfynGtREREildn/xCJUZ/xnjaIUiQP9miRbREp\nHgraJmlweIS++Mikp/tPaq7WtP8iIiJjJSfpaqqZ2TFtoEW2RaT4KGibpOcW1p5iemRtFLRpXJuI\niMhzDnTHAWalp+2olmoqtMi2iBQRBW2TlAzaGqbY05ZsjDTtv4iIyHP2h3axeRbGtJXGYhzTWsMm\nzSApIkVCQdsktfVGdwKnOqatsaqMmMG+LuXRi4iIJCVvZjZOsX2drDUL69i8V4tsi0hxUNA2SV0D\nwwDUVEwtPTIWM5qqy9kf0kBEREQE9nfHaagqo7Rkdr6arFlYS2JEi2yLSHFQ0DZJ3cmgrbxkymU0\nVpdxoEdBm4iISNKBWVhYO9Xqw5ORKEVSRAqfgrZJ6h5MAFBdPrWeNojGte3XRCQiIiKH7esepHEW\nJiFJaqwu1yLbIlI0FLRNUvfAMOUlMcpLp37pGqvL2N+joE1ERCRpf/fgrMwcmWp1ay0PaZFtESkC\nCtomqXtwmJqKqadGQtTTdqh/mHhCg59FRKbLzM41s6fNbIuZfTjN8xVmdn14foOZrUp57rKw/Wkz\ne81EZZrZ0aGMLaHM8rD9/Wb2hJk9ama/MrOVKceMmNnD4efmmboOxWx4ZJT23iGaZ2GNtlRrFtVx\nQItsi0gRUNA2SV0Dw1OehCQpeSfxoMa1iYhMi5mVAF8FzgPWAm82s7VjdrsE6HT31cBVwJXh2LXA\nxcA64Fzga2ZWMkGZVwJXhbI6Q9kAm4D17n4ycCPwmZTzD7j7qeHn/By+/DnjYE8cZ3bWaEuVXGR7\nkxbZFpECN2HQZmaVZna/mT1mEKZxAAAgAElEQVRiZpvN7FNp9nmHmR1MuZP4VzNT3fzrHkhQNY1J\nSACawp1EzSApIjJtpwNb3H2ruw8B1wEXjNnnAuDa8PhG4Bwzs7D9OnePu/s2YEsoL22Z4ZizQxmE\nMi8EcPc73L0/bL8PWD4Dr3XOSq7RNttB2+FFtjUZiYgUuGx62uLA2e5+CnAqcK6ZvTjNften3En8\nRk5rWUC6BoapmcYkJMDhgdYHtMC2iMh0LQN2pfz+bNiWdh93TwBdQMs4x2ba3gIcCmVkOhdEvW8/\nS/m90sw2mtl9ZnZhphdiZpeG/TYePHgw025zUvImZtMsLKydKrnI9kM7FLSJSGGbMGjzSG/4tSz8\nzNsRu10Dw1RPt6ctGbQpPVJEZE4xsz8D1gP/lrJ5pbuvB94CfMHMjk13rLtf7e7r3X19a2vrLNS2\ncBzoSfa0ze6YNtAi2yJSHLIa0xZy/B8GDgC3ufuGNLv9SRiAfaOZrchQTtHfRYwmIpleT1tdZSkl\nMTucDiIiIlO2G0htc5aHbWn3MbNSoAFoH+fYTNvbgcZQxhHnMrNXAh8Fznf3w3fl3H13+HcrcCdw\n2uRf5ty2r2uQkphRX5WPoE2LbItI4csqaHP3EXc/laiBOt3MThqzy0+BVWEA9m08N3ZgbDlFfRfR\n3ekZSExrYW2AmBlN1WUa0yYiMn0PAGvCrI7lRBOLjJ2h8Wbg7eHxRcDtHs3xfjNwcZhd8mhgDXB/\npjLDMXeEMghl3gRgZqcBXycK2A4kT2xmTWZWER4vAM4CnsjpFZgD9nfHaaouI2Y26+fWItsiUgwm\nNXukux8iarDOHbO9PeWu4jeAF+ameoWlf2iEEfdpLayd1FhVdjgdREREpiaML3sP8AvgSeAGd99s\nZpebWXKmxmuAFjPbArwf+HA4djNwA1EQ9XPg3eEmZdoyQ1kfAt4fymoJZUOUDlkL/NeYqf1PBDaa\n2SNE7ee/uruCtjEO9MzuwtqptMi2iBSDCaMPM2sFht39kJlVAa8iTJecss8Sd98bfj2fqJGbc7oG\nhgGonuY6bRA1EkqPFBGZPne/Fbh1zLaPpzweBN6Y4dgrgCuyKTNs30o0u+TY7a/MUP49wAvGfwWy\nt2uQ5jwFbfD8RbYtD719IiITyaanbQlwh5k9SpQycpu73zLmLuZ7w3IAjwDvBd4xM9XNr+7BKGir\nzUFPW1NNudIjRUREiGZTbszDJCRJyUW293TpZqqIFKYJow93f5Q0g6bH3MW8DLgst1UrPN0D0SzP\n1dOciASiGSS7BoYZHB6hsmz6PXciIiLFaGBohO7BxKxP958qucj2Qzs6WdZYlbd6iIhkMqkxbfNd\ndzI9cpoTkQCH7yge1LT/IiIyjz033X/+gjYtsi0ihU5B2yQkx7RNd3FtSF2rTakYIiIyf7X1Rjcv\nG/Iw3X+SFtkWkUKnoG0SkmPaanIwEUlyAVGNaxMRkfmsrXcIyG/QBlpkW0QKm4K2STg8pi2HPW2a\nQVJEROaz9gIJ2lZrkW0RKWAK2iahe3CYqrIYJbHpTwdcW1lKacw4oDFtIiIyjyXTI+srp39DdDqS\nk5Fs2qn12kSk8Chom4SugeGc9LIBxMxorC5TT5uIiMxr7b1xaipKKC3J71eSw4tsazISESlACtom\noXtgmJocTPef1FRdzgGNaRMRkXmsrW8o76mRSatba3lwR7TItohIIVHQNgndg8M5me4/qbG6jH3q\naRMRkXmsvTdOfWVhBG1aZFtECpWCtknIZXokhJ42TfkvIiLz2MGeOPUF0tOWusi2iEghUdA2CV0D\nw9TksKetqbqc7oGEphcWEZF5q71vqGB62rTItogUKgVtk9AzmMjtmLaaqJHSuDYREZmPEiOjHOof\npqEqvzNHJiUX2X5QPW0iUmAUtGVpdNTpHUxQnYOFtZMaq8JabUqRFBGReaijvzDWaEt1/KI6Nu/u\npi+eyHdVREQOU9CWpZ7BBA7U5HJMW00UtO3TgGcREZmH2nqioK1QxrQBnLC4nhF3rdcmIgVFQVuW\nugeHAXI6e2Rzdehp0wySIiIyD7X3RcMDGgpkTBvAmkW1xAzu39ae76qIiBymoC1LXQNR0JbLMW01\nFSWUl8TU0yYiIvNSe2/h9bRVl5eyqqWG+7d35LsqIiKHKWjLUrKnLZezR5oZzTXlWqtNRETmpbbe\n0NNWQEEbwPGL69i08xDxhGZ3FpHCoKAtS92hp606hz1tEM0gqaBNRETmo7beIUpjltOhB7lw4uJ6\n4olRHt/dle+qiIgACtqy1j0QzSKVy542iNZq26/0SBERmYfae+M0VJVhZvmuyvMcv7gOgA3blCIp\nIoVBQVuWDqdH5rinrbmmnP3dcdw9p+WKiIgUuva+oYIaz5ZUX1XG8qYqHlDQJiIFQkFblroHhjGg\nsiz3PW1DYXFRERGR+aStN059ZWEsrD3W8YvqeGB7JyOjuqkqIvmnoC1LXQPDVFeUEMtxCkdzcq02\njWsTEZF5pq0nXpA9bQAnLKmnN57gqX3d+a6KiIiCtmx1DyZyurB2koI2ERGZj9yd9r6hgps5MumE\n5Li2rUqRFJH8U9CWpe6B4ZyPZ4MoPRLQZCQiIjKv9A2NEE+MUl9AC2unWlBbwcK6Cu7bqkW2RST/\nFLRlqWtwmKocj2cDaKqOGiv1tImIyHzSXqBrtKVau6SeDds6GNW4NhHJMwVtWerqH6amIvdBW2lJ\njIaqMvYraBMRkXkkubB2oY5pA1i7tJ6ugWGe2KtxbSKSXwrastQ9OEz1DIxpg2hc2z6lR4qIyDzS\n1jsEFHZP27qlDQDc+4xSJEUkvxS0Zal7MDEjY9ogSpFU0CYiIvNJewjaCnXKf4huqi5tqORejWsT\nkTxT0JaF4ZFRBoZGqC7PfXokRJORaEybiIjMJ+1FkB4JcOKSejZsaycxMprvqojIPKagLQu9gwkA\namYoaGuuKaezf5h4YmRGyhcRESk0bb1xaipKKCsp7K8i65bW0xcf4fE9GtcmIvlT2J+UBaI3HgVt\nVTPV0xbWajvQHZ+R8kVERApNW98QDQU63X+qE5fUA3DPM215romIzGcK2rLQE3raqspmaCKSai2w\nLSIi80t7b5y6Ak+NBGisLmdFU5UmIxGRvFLQloWewWFg5nramkNPmyYjERGR+aKttzh62gDWLm1g\n4/ZOhhIa1yYi+aGgLQuH0yNnYHFteC49Umu1iYjIfNHRN0RdAc8cmWrdknoGhkd4eNehfFdFROYp\nBW1ZSAZtMzV7ZE15CeWlMfW0iYjIvDA66hzqH6KuaHra6okZ/Pb3B/NdFRGZpyYM2sys0szuN7NH\nzGyzmX0qzT4VZna9mW0xsw1mtmomKpsvh8e0zVDQZmbRAtvqaRMRkXmgZzDBqFM0PW01FaWsXljL\nr3+vyUhEJD+y6WmLA2e7+ynAqcC5ZvbiMftcAnS6+2rgKuDK3FYzv56biGRmgjYIC2wraBMRkXmg\noz9aWLtYgjaAFyxr4NFnD3Eo1F1EZDZNGLR5pDf8WhZ+fMxuFwDXhsc3AueYmeWslnnWGx8mZlBR\nOnPZpM3V5UqPFBGReaGjrxiDtkZGHe7RLJIikgdZRSFmVmJmDwMHgNvcfcOYXZYBuwDcPQF0AS1p\nyrnUzDaa2caDB4snL7x3MEF1eSkzGYc21ZSzv3uQ0dGx8bCIiMjc0nk4aCuOMW0Axy6sobq8hN9o\nXJuI5EFWQZu7j7j7qcBy4HQzO2kqJ3P3q919vbuvb21tnUoRedETT8zYeLaklpoKhkec9j6lXYiI\nyNzWmUyPrCienrbSWIy1S+r59e/acNcNVhGZXZPK93P3Q8AdwLljntoNrAAws1KgAZgz+QM9g4kZ\nHc8GsKAumvZ/96GBGT2PiIhIviWDttoiSo8EOHl5A7sPDbC9vT/fVRGReSab2SNbzawxPK4CXgU8\nNWa3m4G3h8cXAbf7HLoN1TsLQVtrbQUAuzsVtImIyNzW0TdMacxmvG3NtZOXNwIoRVJEZl02PW1L\ngDvM7FHgAaIxbbeY2eVmdn7Y5xqgxcy2AO8HPjwz1c2PnvjwjKdHLkgGbYd0905EROa2zrCwdrHN\nWbaovpKFdRX8+nea+l9EZteEeQnu/ihwWprtH095PAi8MbdVKxy9gwmWNFbN6DlqKkqpLi9RT5uI\niMx5nUW0sPZYL1jWwD3PtDGUGKV8BmeVFhFJpU+bLPQMJqiehRSOBbUV7D6kaf9FRGRu6+gboraI\nJiFJdepRjfQPjfDA9o58V0VE5hEFbVnonYXZIwEW1Jazu1PpkSIiMrd19A8V1RptqU5a2kBpzLj9\nqQP5roqIzCMK2iYwlBglnhidlcHSLbUVmj1SRETmvEP9w0UbtFWWlbB2ab2CNhGZVQraJtAXTwBQ\nPSs9bRV0DyboGRye8XOJiIjkw+ioc6iIx7QBnLaikW1tfWxv68t3VURknlDQNoHeELTNRnpka63W\nahMRkbmte3CYUadox7QBnHZUEwB3PK3eNhGZHQraJtAder2qyma+cVmgtdpERGSO6+iLFtYu1vRI\niKb+X9pYqRRJEZk1Ctom0Ds4i+mRdVHQtkc9bSIiWTOzc83saTPbYmZHrBNqZhVmdn14foOZrUp5\n7rKw/Wkze81EZZrZ0aGMLaHM8rD9/Wb2hJk9ama/MrOVKce83cx+H37ePlPXoVh09kc3Q4s5PRLg\n1BVN3Le1/fAwChGRmaSgbQKzmR7ZUFVGacx4VkGbiEhWzKwE+CpwHrAWeLOZrR2z2yVAp7uvBq4C\nrgzHrgUuBtYB5wJfM7OSCcq8ErgqlNUZygbYBKx395OBG4HPhHM0A58AzgBOBz5hZk25vQrFpXMO\n9LRBNK5teMS5e4sW2haRmaegbQKHg7ZZmD0yZsaCugqlR4qIZO90YIu7b3X3IeA64IIx+1wAXBse\n3wicY2YWtl/n7nF33wZsCeWlLTMcc3Yog1DmhQDufoe7J9dsuQ9YHh6/BrjN3TvcvRO4jShAnLc6\n+kPQVsRj2gBOWFxHVVmJxrWJyKxQ0DaB7sHZ62kDWFBTrqBNRCR7y4BdKb8/G7al3cfdE0AX0DLO\nsZm2twCHQhmZzgVR79vPJlE/AMzsUjPbaGYbDx48mG6XOeG5nrbiTo8sLYlx8vIGbntiP6Ojnu/q\niMgcp6BtArM5pg2itdqUHikiUpzM7M+A9cC/TfZYd7/a3de7+/rW1tbcV65AdPYPUxozKsuK/yvI\ni1Y109Y7xKZdh/JdFRGZ44r/E3OG9caHiRmUl8zOpVpQW8HBnjjxxMisnE9EpMjtBlak/L48bEu7\nj5mVAg1A+zjHZtreDjSGMo44l5m9EvgocL67xydRv3mls2+IuspSomzT4nbaUY2Uxoxfbt6X76qI\nyBynoG0CvYMJqstnr3FprYvWatvXNTgr5xMRKXIPAGvCrI7lRBOL3Dxmn5uB5KyNFwG3u7uH7ReH\n2SWPBtYA92cqMxxzRyiDUOZNAGZ2GvB1ooAtdZDTL4BXm1lTmIDk1WHbvNVR5Atrp6ouL2Xt0np+\nvnkf0Z+HiMjMUNA2gZ7BxKyNZwOt1SYiMhlhfNl7iAKhJ4Eb3H2zmV1uZueH3a4BWsxsC/B+4MPh\n2M3ADcATwM+Bd7v7SKYyQ1kfAt4fymoJZUOUDlkL/JeZPWxmN4dzdAD/RBQIPgBcHrbNWx19Q0W9\nsPZY61c2s6O9ny0HevNdFRGZw+bOp+YM6YknZm08GzwXtGlcm4hIdtz9VuDWMds+nvJ4EHhjhmOv\nAK7IpsywfSvR7JJjt79ynPp9E/hm5lcwv3T2DdEa1iWdC164solv3r2NX2zex5pFdfmujojMUepp\nm0DvYILKWZjuP6mlphxDPW0iIjI3dfYPFf0abamaa8pZvbCWX2zen++qiMgcpqBtAj2Dw7OyRltS\naUmM5ppydqunTURE5piRUadrYHjOjGlLetHKJh7b3cUetd0iMkMUtE2gJz67Y9ogSpHc1dE/8Y4i\nIiJFpHtgmFFnTvW0Aaxf1QzALzSLpIjMEAVtE+gdTFA9iz1tAIsbKtnW1jer5xQREZlpnf1zY2Ht\nsZY2VnFUczW3PLo331URkTlKQdsEevPQ07a4oZIDPXH64olZPa+IiMhMSgZtc2n2yKQzjm7mwR2d\n7O1SiqSI5J6CtnEMJUaJJ0ZndUwbwJKGSgD1tomIyJzS0TcMzL30SIAzj2kB4NbHlCIpIrmnoG0c\nyZ6u2ZzyH2BxfRS0bW9X0CYiInNHsqetfg4GbUsaq1jVUs0tj+zJd1VEZA5S0DaOnsEoaKsqn93G\nZXGyp+2ggjYREZk7Ovvm5pi2pDOOaWHTrkM826nJxEQktxS0jaMnHqVxzPZEJBWlJSyoLVd6pIiI\nzCkd/UOUxoyK0rn59SOZIvkzpUiKSI7NzU/NHOk93NM2u0EbwKL6SrYqaBMRkTmks2+I+qpSzCzf\nVZkRi+orOWZBDT99VCmSIpJbCtrG0RvPX9C2RNP+i4jIHNPZP0xtxdxMjUw645gWHn22ix0aly4i\nOaSgbRzJMW2znR4JsKShiq6B4cP5/yIiIsWuo29oTs4cmeqsY1sw4Cebdue7KiIyhyhoG0dPHnva\nkpORKEVSRETmio6+oTm5RluqltoK1i6t58cP7cbd810dEZkjFLSNI59j2pbUa602ERGZWzr7hubs\nzJGpXrJ6ATs7+nlo56F8V0VE5ggFbePojQ8TMygvmf3L1FpfQcxgu4I2ERGZA0ZGne7B4Tm5RttY\npx/dTHlJjJ9sejbfVRGROUJB2zh6BhPUlOdnlqvSWIxF9ZqMRERE5obugWFGHWrnQdBWXV7K+lVN\n/PSRvQwlRvNdHRGZAxS0jaN3MJGX1MikaNr/3rydX0REJFc6+uf2wtpjvXTNAroGhrnj6QP5roqI\nzAEK2sbRE09QlYeZI5OWNFSyva1fA5lFRKToJWdDrpvjE5EkvWBZI41VZfz4IaVIisj0TRi0mdkK\nM7vDzJ4ws81m9r40+7zczLrM7OHw8/GZqe7s6h1MUJnnoG1geIT93fG81UFERCQXOvuHAeb8lP9J\nJTHjD1Yv4FdPHuBgj9pxEZmebHraEsAH3H0t8GLg3Wa2Ns1+v3H3U8PP5TmtZZ50Dw5Tncf0yCUN\nVQBKkRQRkaJ3uKdtngRtAGcfv5DEqPMj9baJyDRNGLS5+153fyg87gGeBJbNdMUKQW88v2PaDq/V\ndlCTkYiISHGbb2PaAJY1VXHC4jquu3+nhjqIyLRMakybma0CTgM2pHn6TDN7xMx+ZmbrMhx/qZlt\nNLONBw8enHRlZ1vvYH7HtDXXlFNdXsJT+7rzVgcREZFc6OwboqzEqCidX8PpX3H8Qra393Pf1o58\nV0VEiljWn5xmVgv8CPhbdx8bRTwErHT3U4AvA/+drgx3v9rd17v7+tbW1qnWedbku6ctZsbKlmo2\n71bQJiIixa2zP1pYOx/L6OTTGcc0U11ewnUP7Mx3VUSkiGUVtJlZGVHA9n13//HY59292917w+Nb\ngTIzW5DTms6yocQo8cQo1eX5zb1f2VLDU/t6GBlVWoWIiBSvjr5haufJzJGpKkpLeMnqBdz62N7D\n4/pERCYrm9kjDbgGeNLdP59hn8VhP8zs9FBuey4rOtt64wmAvKZHAqxqqWZgeESLbIuISFHr6Bua\nV5OQpDr7hIUMj2hCEhGZumx62s4C3gacnTKl/2vN7J1m9s6wz0XA42b2CPAl4GIv8hG3vYMhaMtj\neiTAqpYaADbv6cprPURERKYjSo+cn0HbypYajltUy3fu3aHMGRGZkgk/Pd39t8C4Ceju/hXgK7mq\nVCHoiUfryVTnuadtWWMVpTHjib3dXHDqvJi0U0RE5qDO/iFWL6zNdzXy5tx1i/nS7Vu446kDvHLt\nonxXR0SKzPyawmkSCqWnrbQkxopmTUYiIiLFa2TU6eofpm4ejmlLetHRzTTXlPOtu7fluyoiUoQU\ntGXQUyBBG8DK5mqe2NutNV5ERKQodQ0M48yvhbXHKo3FeNXaRdz9TDtP7+vJd3VEpMgoaMsgORFJ\nvtMjAVYtqKGjb4j93fF8V0VERGTSOufhwtrpnHPCQspLYnz7HvW2icjkKGjLoCdeQD1tLdWAJiMR\nEZHilJzqfj73tEEUtJ61egE/fmi3pv8XkUlR0JZBckxbvtdpA1jZHM0g+cQejWsTEZHi0xEClPm4\nTttY5520mHhilG/fsz3fVRGRIqKgLYOewWFKYkZZybgTZ86KqvISFjdUsllBm4iIFCGlRz5nRXM1\n61c28a27t9EzOJzv6ohIkVDQlkFvPEF1WQlhzfC8W9lczeNKjxQRkSLU2R8FJ/M9PTLpwtOW0T2Y\n4Lv37ch3VUSkSChoy6B3MFEQ49mSVi2o4dnOAboGdFdORESKS2ffEGUlRkWpvnYAHNtayynLG/jG\nb7YxMDSS7+qISBHQp2cGPfEEVQUwc2TSsa3RgqSbdnbmuSYiIiKT09E3RF1lWcFkrxSCC09bRkff\nED+8f2e+qyIiRUBBWwY9g8MF1dN23KJaSmPGvVvb810VERGRSensH1Jq5BgnLK5n7ZI6/uOuZxgc\nVm+biIxPQVsGPYOF1dNWUVrC6oW13LNFQZuIiBSXzr5h6jRz5BH+5IUrONAT55rfat02ERmfgrYM\neuOFNaYNYO3Sejbv6aJbs02JiEgRae+PU6uetiOsXVLPC49q4mt3bqG9N57v6ohIAVPQlkFvgfW0\nAaxbUs+ow/1bO/JdFRERkax19g1ruv8M3nz6UQwMjfDl27fkuyoiUsAUtGXQG09QXWA9basX1lFe\nEuOeZ5QiKSIixWFk1OkeGNaYtgyWNVXxiuMX8r37drCtrS/f1RGRAqWgLY2hxCjxxChV5YXVwJSX\nxlizqJZ7t7bluyoiIiJZ6RoYxoG6CvW0ZXLRC5dTWmJ8+tYn810VESlQCtrS6I0nAAouPRKi/Pcn\n9/bQ2TeU76qIiIhMqCO0V+ppy6yxupw/Om05tz2xn58/vjff1RGRAqSgLY3ewRC0FVh6JMBJyxoA\nuE9T/4uISBHo7FfQlo3XvWAJq1qq+dhNm+ka0IRjIvJ8CtrS6IlHH5aFNqYN4JjWGirLYlqvTURE\nikLn4Z42pUeOpyRm/N+XHkN7b5wrf/5UvquTNXenq3+YweER3D3f1RGZs3TbK42ewcJNjyyNxTh+\nUR2/+X0b7o6Z5btKIiIiGamnLXvHtNZy3klL+MGGnbzh5KWceWxLvquUlrvzwPZOfvb4Xn65eT+7\nDw0AYETLE737Fas5d91iYjF9RxHJFfW0pVHI6ZEAL1zZxLa2Pp7a15PvqoiIiIyroy/KXqnV4tpZ\nueiFy1nSUMn7rttEWwGu3bZ5Txdv+c8N/OnX7+V79+1gUX0Fbzn9KC5+0QouOHUZnX1DvOv7D/Gq\nq+7iwR1aokgkV/QJmkZyIpLqAuxpAzjjmBauvXcH//3wbk5cUp/v6oiIiGTU2T9EeUmMilLdJ85G\nZVkJ7ztnDR+/aTPv++EmvnPJGZQUQI9VXzzBP//Pk1x3/05qK0v5iz9YxcuOa6VyzHelN75wORu2\ntXPdA7t42zX3852/PJ31q5rzVGuRuUOfoGn0xAu7p62+soyTlzVw88N7GB1V/riIiBSuzr4h6ipL\nlc4/CStbanjHWau4+5l2vvir3+e7Omze08Xrv/xbrn9gJ+e9YAlX/empvHrd4iMCNoBYzDjz2AV8\n4g3raKwq48+/eT8bt6vHTWS6FLSl0TOYnIikcDsiz1q9gL1dg2zc0ZnvqoiIiGTU2T+k8WxT8Irj\nF/KHx7Xy5V/9np8+sicvdXB3rr1nOxd+9W66Bob46GtP5G0vXklNFqmuzTXlfPR1aw8HblsO9M5C\njUXmLgVtafQOJiiJGWUlhXtX8IUrm6gojXHTw7vzXRUREZGMOvqGNJ5tiv7yrKM5fnEdf3f9w9zx\n9IFZPfeh/iH++rsP8ombN3PS0gb+5Y9PZu3ShkmV0VxTzkdeeyJmcNmPH1V2kMg0KGhLozeeoLqs\npKBTOSrLSnjhyiZueXQvQ4nRfFdHRCRvzOxcM3vazLaY2YfTPF9hZteH5zeY2aqU5y4L2582s9dM\nVKaZHR3K2BLKLA/bX2ZmD5lZwswuGnP+ETN7OPzcPBPXoJB19A1puv8pKi+N8Q+vOZ4VzdX8v+8+\nyP3bZifNcOP2Ds774m+4/akDvO3FK/mH1xxP/RTfw5baCt56xkoe2N7JDx/YmeOaiswfCtrS6B1M\nFOx4tlRnrV5A18Awv/n9wXxXRUQkL8ysBPgqcB6wFnizma0ds9slQKe7rwauAq4Mx64FLgbWAecC\nXzOzkgnKvBK4KpTVGcoG2Am8A/hBmmoOuPup4ef8HLzsotLZP6z0yGmoLi/lQ+eeQFNNOW//1v38\ncvO+GTvXyKjzldt/z5u+fh/uzifPX8drX7Bk2jexX35cK+uW1vMvtz7Fvq7BHNVWZH5R0JZGd5EE\nbScvb6C+spQf3q87VyIyb50ObHH3re4+BFwHXDBmnwuAa8PjG4FzLPoWegFwnbvH3X0bsCWUl7bM\ncMzZoQxCmRcCuPt2d38UUOpDisTIKN0Dw9QqaJuWhqoyPvb6tSxtqOSvv/sg/3HXMzlfyHpXRz9v\nu2YDn/3l7zj9mGau+KMXcGxrbU7KNosWDh9KjPKJmx/PSZki842CtjR648MFubD2WKWxGK9au5j/\nffIAT+7tznd1RETyYRmwK+X3Z8O2tPu4ewLoAlrGOTbT9hbgUCgj07nSqTSzjWZ2n5ldmM2Lmiu6\nBoZxoK5C6ZHT1VRdzsdfv44zjmnmX3/2FO/+wUMc6J5+r1ViZJSrf/0Mr77q12za2cmlLz2Gv3nF\n6pxPxraovpILTl3KLzbv5/HdXTktW2Q+UNCWRs9goiiCNoBzT1pMVVkJX7ljS76rIiIi6a109/XA\nW4AvmNmx6XYys0tDcNCMY0MAACAASURBVLfx4MG5kfbe2T8EoPTIHCkvjfHes9fw5het4LYn9nP2\n5+7iu/duJzEy+Q7ekVHnlkf3cN4Xf8Onb32KtUvq+beLTuEVJyycsTH95560mOryEv79rmdmpHyR\nuUxBWxq98QTVRZAeCVBbUcqr1y3i1kf3suVAT76rIyIy23YDK1J+Xx62pd3HzEqBBqB9nGMzbW8H\nGkMZmc51BHffHf7dCtwJnJZhv6vdfb27r29tbZ2o2KLQ2R8toaOgLXfMjPNPXcaVf3IyqxZU87Gb\nNvOSK+/gK7f/noM98QmP39c1yLfv3sarr7qL9/xgE/1DI/zdK4/jA68+jpbaihmte3V5Ka88cRE/\ne2wv29r6ZvRcInONPkXTKJaJSJJee9ISfv74Pr56xzNc9aZT810dEZHZ9ACwxsyOJgqgLibq0Up1\nM/B24F7gIuB2d/cwk+MPzOzzwFJgDXA/YOnKDMfcEcq4LpR503iVM7MmoN/d42a2ADgL+EwOXndR\n6OhL9rQpPTLXljRU8ZHzTuShnYf4xeZ9fPaXv+Nzv/wdaxbVsn5VM2sW1lJdXkJFaQkHegbZ1tbP\nE3u6eOTZKDVxZUs17z17DWcc3UwsNnuzZZ930mJ+9vherv71M/zLH588a+cVKXYK2tIopvRIgPqq\nMs45cRE3Pbyb956zhqMX1OS7SiIis8LdE2b2HuAXQAnwTXffbGaXAxvd/WbgGuC7ZrYF6CAKwgj7\n3QA8Afx/9u48Tq6yzPv/56qu3vc9SXcn3dnTWQkJ+54QgrIpKDCoMDLjMMIoLr9RfGbUcXmUZ9w3\nUBBFFAEBJSCIIFuAELKH7PvSWTu97+v9+6NOYxO7k07S3aeW7/v1qleqTp06dZ1KdZ1znfu+r7sT\nuN051wXQ1za9t/wC8IiZfQNY5W0bM5sL/BHIBq40s/9xzk0FpgA/N7NuQr1bvu2c2zDEH0vYqGlS\n98ihZGacPiab08dks6+2hbd2VLHlUAN/WrWP5vau96ybnhRkZGYSH55TwhllORRlJfsSc1ZKAhdO\nLODxFRXcOX8ihRlJvsQhEmn0K3qUts4u2ru6SR7kAbhD7YoZI3l50yH+60/v8NtbzwzrOeZERAaT\nc+5Z4Nmjln251/1W4EP9vPabwDcHsk1v+Q5C1SWPXr6MUHfJo5e/CUw/7k5EqWqNaRs2RVnJXDs7\n9BXs7nY0tXfS3tlNW2c3GcnxYTXB+RUzRvLSpkM88MZO7rp8it/hiEQEjWk7SlNb6MpUpIxp65Gd\nksANc0fzxrYqnlh53CEWIiIiQ662uYOEYIDEYGQdUyNdIGCkJ8WTm5bIqKzksErYIFRJcvbobB5f\nXkHHSRRREYlFx03azKzEzF42sw1mtt7MPt3HOmZmPzKzbWa21sxmD024Q6+xNVTJOZK6R/aYX17I\npMJ0vv7MhgENRhYRERlK1U3tpIdZwiDh4cJJ+VQ1tfPq5uiolCoy1AbS0tYJfM45Vw6cBdxuZuVH\nrXM5oQHcE4BPAPcMapTDqL41VOkqkgqR9AiY8a8XjKWprZOvPr3++C8QEREZQjVN7eoaKX2aVZJF\nZnI8f1ix9/gri8jxkzbn3AHn3ErvfgOwkX+cTPRq4Dcu5C1CJZFHDnq0w6CxLXJb2iDUp/2Ds4v5\n89oDPLZMP4QiIuKfmuZ20lQ5UvoQDAQ4d3wef9t4mKpG9Q4SOZ4TGtNmZqWE5pdZetRTRUDvDKGC\nf0zsImLi0J7ukZE2pq23q2eOYnpRJv/1p3Ws21fndzgiIhKjqtXSJsdw4cR8OrsdT63e73coImFv\nwEmbmaUBTwB3OufqT+bNImHi0Hdb2iI4aQsEjDsuHk9GcpDbHlpBrVe9S0REZDhVN2tMm/RvdE4K\nY/NSeXxFhd+hiIS9ASVtZhZPKGH7nXPuyT5W2QeU9Hpc7C2LOA09Y9oitHtkj4zkeD49bwIH61v5\n9COr6ep2fockIiIxpLOrm/qWTrW0yTFdODGfDQfqWb9fPYNEjmUg1SON0OShG51z3+tntUXAx7wq\nkmcBdc65A4MY57BpaOvpHhn5B5nxBencck4pr26p5NvPbfQ7HBERiSF1LaGLoOka0ybHcPa4XAIG\nz6yNyNNGkWEzkJa2c4GPApeY2Wrv9j4zu83MbvPWeRbYAWwD7gM+OTThDr2G1k6CASM+Ljomp543\npZAF5YXct3inuh+IiMiwqdHE2jIA6UnxTB2VyXPvHMA59QoS6c9xf0mdc68Dx8xgXOiv7PbBCspP\n9S0dpCYGCTUwRoePnj2GfbUt3PXkWsryUjl9TLbfIYmISJSrbgq1tIXbxM4SfuaWZvPAG7vYeriR\niYXpfocjEpZOqHpkLGho7YzoIiR9CQYC3DlvIjmpCfzbQ8vZX9vid0giIhLlqpt6WtrUPVKObU5p\nDgb8Zd1Bv0MRCVtK2o5S39pBapQlbQBpSUE+v2ASTW1d/OtvltPS3uV3SCIiEsV6KhdnqHukHEd2\nSgITC9N5bp3GtYn0R0nbURpaOyO+cmR/irNT+I9LxrNhfz2ff3yN+o6LiMiQqfaStjQlbTIAc0tz\n2Higgd1VTX6HIhKWlLQdpa6lg5Qo7n9/2uhsbjxjNH9ee4D7Fu/wOxwREYlSNU3tJAQDJAaj80Ko\nDK65paHx9s+vVxdJkb4oaTtKQ2sHKVHa0tbjihkjOaMsh7uf28zbO6v9DkdERKJQdVOHukbKgBVk\nJFGWl6pxbSL9UNJ2lPrWzqhuaQMwM/7tgrEUZCRy+8MrqWxo8zskERGJMrXN7SpCIidkbmkOK/fU\ncri+1e9QRMKOkrZeOru6aWnvIiUKC5EcLSUhyKfnTaCuuYM7H1lFd7fGt4mIyOCpbmonNcovgsrg\nmj06C4BXtlT6HIlI+FHS1ktjWydATCRtAGNyU7nlnFLe2F6l8W0iIjKoqpvbNbG2nJDROSnkpCbw\nyubDfociEnaUtPVS39KTtMXOQeaiSfmcUZrD/z6/mfX76/wOR0REokRNczvpammTE2BmzCrJ4rUt\nR+jo6vY7HJGwoqStl/rWDiB2Wtog9AP5L+eXkZ4U5FO/X0Vrh+ZvExGRU9PZ1U19S6da2uSEzSrJ\norGtk+W7avwORSSsKGnrpSdpi8bJtY8lPSme2y4cx/bKJr793Ca/wxERkQhX0xw6nmaoEImcoGmj\nMgkGTF0kRY6ipK2XhtZQ98jkGOoe2WNGcRYLp43g12/u0g+liIickuqm0MTaqh4pJyo5IY7JI9N5\naZPORUR6U9LWS31LbLa09bhx7mhKspP5/B/WUNWoaQBEROTk9BxDMpJj7yKonLpZxdlsPdxIRU2z\n36GIhA0lbb30tLTFUiGS3hKCAW6/eDy1zR188cl3cE7TAIiIyImr8lra1D1STsasntL/m1X6X6SH\nkrZeesa0JcdoSxuEpgG4Ye5oXthwiN+/vdfvcEREJAL1dI/MSFbSJiduVGYSBemJvKwukiLvUtLW\nS0NrJ8nxccQFzO9QfHX59BFMK8rg689sYHtlo9/hiIhIhKlqasdAJf/lpJgZM0uyeHNHFe2dKv0v\nAkra3qOhtSOmyv33J2DGv184nmDA+PQjq/SDKSIiJ6S6qY20pCCBGL8IKidvRlEmLe1drNyj0v8i\noKTtPepbOpW0eXJSE/jX88eybl89339xi9/hiIhIBKluatd4Njkl5aMyCBgs3qpxbSKgpO09Gto6\nYno829HmluVw8aQC7n1lO2/tqPI7HBERiRBVje2aWFtOSUpCkAkF6SzeesTvUETCgpK2XupaOmK2\ncmR/Pnb2GAozk/jMo6up8yZLFREROZYjjW1qaZNTNr04k3cq6qjxCtuIxDIlbb00tKp75NGS4uO4\n4+LxHG5o40t/0jQAIiJyfNVN7ZqjTU7ZjKJMHPDGdrW2iShp66VeLW19GpefxnWzi/nz2gM8sXKf\n3+GIiEgY6+p21DZ3qKVNTtnY/DRSE+JYvEVJm4iSNo9zTi1tx3DVzFFMGZnOfz+1jq2HGvwOR0RE\nwlRtczsOSFfSJqcoLmBMHZXJ4q2V6ukjMU9Jm6e1o5vObkeqkrY+BQLGHRdPICEuwG2/XUFjW6ff\nIYmISBj6+8Ta6rkip256cSb761rZcaTJ71BEfKWkzdPQGiqykazukf3KSU3gPy4Zz84jTXzh8bW6\n6iUiIv+gqidpU0ubDILpRZkALN6i0v8S25S0eepbQy1H6h55bFNHZXL93NH8+Z0D3Ld4h9/hiIhI\nmOlpaVPJfxkMhRlJjMhI5PVtGtcmsU1Jm6fea2lLTVTSdjxXzhjJmWU5fOvZTby44ZDf4YiISBip\namwDIDNZLW0yOKYVZfHm9iraO7v9DkXEN0raPA3vtrTpyuDxmBn/ftE4yvJS+Y9HVrFhf73fIYmI\nSJjo6R6ZppY2GSQzijNpbu9i1Z4av0MR8Y2SNk99S6ilTd0jByYxGMfnFkwiOT6OWx9cxuH6Vr9D\nEhGRMFDd1E5aYpBgQKcYMjimjsogYLB4q7pISuzSL6pHLW0nLic1gc8vmERNczsfe+Bt6rzEV0RE\nYldVUzsZamWTQZSSEGR8QRqLt6oYicQuJW2enjFtamk7MWV5qXz20klsO9zIrb9eRkt7l98hiYiI\nj6ob2zVHmwy66UVZrK2oo7a53e9QRHyhpM3T0NpBwCAxqI/kRE0vyuT2i8ezYncNt/9uhQYKi4jE\nsKqmNlWOlEE3ozgTB7yxrcrvUER8oQzFU9/SSWpiEDPzO5SIdNbYXD5+Xhkvba7kjodX0tGlxE1E\nJBZVN7WrcqQMunH5aaQmxPH6NnWRlNikpM3T0NqhrpGnaP6UQm45p5S/bjikxE1EJAZ1dztqmjrU\nPVIGXVzAKB+VwWtbjuCc8zsckWF33KTNzB4ws8Nmtq6f5y8yszozW+3dvjz4YQ69htZOFSEZBJdN\nHcHNZ5fy/PpD3P67lbR1aoybiEisqGvpoMs5MpJ1PJXBN70oi321Lew80uR3KCLDbiAtbb8GFh5n\nncXOuVne7WunHtbwq2vtIDleLW2DYeG0Ee+2uH3818toauv0OyQRERkGPXO0ZailTYbAjOJMQKX/\nJTYdN2lzzr0GVA9DLL5qaOlU98hBdNnUEfz7heNYsr2Km+5fqmpPIiIxoNpL2lSIRIZCYUYShRmJ\nStokJg3WmLazzWyNmT1nZlP7W8nMPmFmy81seWVleA0krW/tIDVRB5nBdMHEfO6cP5F1++r44M/e\nZE9Vs98hiYjIEKpuagMgQ4VIZIhML8rkze1HNG5eYs5gJG0rgTHOuZnAj4E/9beic+4Xzrk5zrk5\n+fn5g/DWg6ehtZNktbQNurmlOXzpfVM43NDGNT97g1V7avwOSUREhoi6R8pQm1GURXN7F6v21Pod\nisiwOuWkzTlX75xr9O4/C8SbWd4pRzaMurodjW2dpCppGxJTRmbwP1dNJT7OuOEXb/GnVfv8DklE\nRIZAdWNP0qaeKzI0ykdlEDB4fWt49dgSGWqnnLSZ2QjzJjczszO8bUbUzIeNXqEMVY8cOqOykvmf\nq6YxNj+VOx9dzdee3kCnujaIiESVqqZ2UhPiCMZpRiEZGqmJQcYXpPGaxrVJjBlIyf/fA0uASWZW\nYWa3mtltZnabt8p1wDozWwP8CLjBRdgEGvUtHQDqHjnEMpPj+dL7prBw6ggeeGMnN92/lIN1rX6H\nJSIig6SqqZ10jWeTITa9KJO1FbUqciYxZSDVI290zo10zsU754qdc790zt3rnLvXe/4nzrmpzrmZ\nzrmznHNvDn3Yg6uhtaelTUnbUAsGAtx8TimfvGgcaypquewHr/H8+oN+hyUiEczMFprZZjPbZmZf\n7OP5RDN71Ht+qZmV9nruLm/5ZjO77HjbNLMybxvbvG0meMsvMLOVZtZpZtcd9f43m9lW73bzUHwG\n4aK6qU1dI2XIzSjOotvBm9sjqmOXyClR/wWgtsUrUazqkcPm/An5/N9rppOTmsC/PbSC/3x8ja6Y\nicgJM7M44KfA5UA5cKOZlR+12q1AjXNuPPB94G7vteXADcBUQvOR/szM4o6zzbuB73vbqvG2DbAH\nuAV4+Kj4coCvAGcCZwBfMbPswdn78FPZ0KYiJDLkxuWnkZIQp9L/ElOUtAF1zaHukSr5P7xGZiXz\ntaumctXMUTy+ooJ5332Vp9fsJ8J614qIv84Atjnndjjn2oFHgKuPWudq4EHv/uPAPG8s9tXAI865\nNufcTmCbt70+t+m95hJvG3jbvAbAObfLObcWOHqw7mXAC865audcDfACoQQxKh1pbCcrRUmbDK24\ngFE+MoPXtlTqnEFihpI2oNYb05ampG3YBeMC3HjGaL75gelkpcTzH79fxcd/vYyKGs3pJiIDUgTs\n7fW4wlvW5zrOuU6gDsg9xmv7W54L1Hrb6O+9TiY+ILznMh2Ijq5uaprayUxO8DsUiQEzirPYV9vC\n9spGv0MRGRZK2oAar1teurp0+KY0N5WvXTWNj509hiU7qrj0e69x/+IdqjApIjEjnOcyHYjqpnYc\nqKVNhsVpo7MAeGnTYZ8jERkeStoIdY9MiAuQENTH4adAwLh82kj+97qZTBmZzjf+vJErf/I6a/Zq\nAk0R6dc+oKTX42JvWZ/rmFkQyCQ0NU1/r+1veRWQ5W2jv/c6mfiiQmVDGwBZqh4pwyAvLZHROSlK\n2iRmKEsh1NKWpmpXYSMvLZHPL5jEnfMncKi+lWt++gZffmod9a0dfocmIuFnGTDBq+qYQKiwyKKj\n1lkE9FRtvA54yZuaZhFwg1ddsgyYALzd3za917zsbQNvm08dJ77ngQVmlu0VIFngLYs6PUlbppI2\nGSazSrJYvqtG5wcSE5S0AbXNHRrPFmbMjDPLcvnf62ayYOoIHlqym3nffZU/rz2gQcci8i5vfNkd\nhBKhjcBjzrn1ZvY1M7vKW+2XQK6ZbQM+C3zRe+164DFgA/AX4HbnXFd/2/S29QXgs962cr1tY2Zz\nzawC+BDwczNb771HNfB1QongMuBr3rKo825Lm7pHyjA5bXQWnd2OxVtURVKinzIVQoVIUhM1R1s4\nSkkIcss5pZw/IY9fvr6T2x9eycJpI7j7gzPI1ImBiADOuWeBZ49a9uVe91sJJVN9vfabwDcHsk1v\n+Q5C1SWPXr6MUNfHvt7jAeCBY+5EFKhs7GlpUyESGR4TCtJJSwzy0qbDvH/GSL/DERlSamkDapra\n1dIW5sblp/H1q6dx49wSXthwiPf9aDErdtf4HZaIiHgqG9pITYjT+HAZNnEBY0ZxJq9sPkx3t3rh\nSHTTLyuhlra0RLXahLu4gHHVrCK+emU5HV3dfPjeJTy8dI/fYYmICKGWNvWAkOF22uhsqpraWbuv\nzu9QRIZUzCdtzjnqmjtIU/fIiDG+IJ1vfXA604sz+dIf3+Huv2zSFTYREZ9VNrSpCIkMu5nFmQRM\npf8l+sV80tbS0UV7VzdpmqMtoqQkBPn8gknMm1zAPa9s585HV2tONxERHylpEz+kJ8UzoSCdFzcc\n8jsUkSEV80lbbXOoTKzGtEWeuIBx63ll3DC3hEVr9vOZx9bQpRY3ERFfVDa0kaUiJOKDOaXZbDhQ\nz56qZr9DERkyMZ+01TS3A0raIpWZcfWsIm48YzRPr9nPfz6+Vl0lRUSGWWtHF41tnRrTJr44ozQH\ngOfXH/Q5EpGhE/NJW11PS5sm145oV80cxXWnF/PEygq++vT6479AREQGzbtztKl7pPigICOJsrxU\nnlt3wO9QRIZMzCdttS3qHhktPnhaEe+fPpLfLNnNb5bs8jscEZGY0TNHmybWFr/MLc1h5Z5aDtW3\n+h2KyJCI+aRN3SOjh5nxT2eMZvboLP5n0QZe33rE75BERGJCT0ubJtYWv/R0kfyrukhKlIr5pE2F\nSKJLIGDccfEERmUn8cnfrWDnkSa/QxIRiXp/T9rU0ib+KMpOpigrmefWKWmT6BTzSVtdSwcJwQAJ\nwZj/KKJGckIc/9+CSTgHdzy8krbOLr9DEhGJapUNbRiQkawLoOKfuaU5LN1RTXVTu9+hiAy6mM9U\napraSVcrW9TJT0/iExeMZf3+er7z/Ga/wxERiWpHGtvISI4nGIj50wrx0RllOXQ5xwsb1Nom0Sfm\nf11rWzpUOTJKzSnNYf6UQu5bvJNXt1T6HY6ISNTSxNoSDkpzUxiZmcQfV+3zOxSRQRfzSVtNczup\nCUraotVHzxpDSXYyn3tstbpLiIgMkcqGUEubiJ/MjPPG5/HWjmr21bb4HY7IoIr5pK22uUNFSKJY\nQjDA7RePp6a5g68/s8HvcEREotLhhjbN0SZh4bzxeQD8Sa1tEmWUtDWre2S0G5ObytUzR/HHVft4\nZfNhv8MREYkqzjmONLZpjjYJCwUZSUwekc6TKytwzvkdjsigiemkzTlHbXO7WtpiwDWnFVGUlcyX\nnnyHprZOv8MREYkaDW2dtHV2a0ybhI3zxuexvbKJdfvq/Q5FZNDEdNLW3N5FZ7dT0hYD4uMC/Ov5\nY9lf18p3/qpqkiIig+WIN0dbVoom1pbwcObYXIIB48lVFX6HIjJoYjppq23RxNqxZNKIdOZPKeTB\nN3ex6aCuvomIDAZNrC3hJi0xyOwx2SxavZ+Orm6/wxEZFDGdtNV41QSVtMWO6+eUkJoQ5H8WbVBf\ndxGRQVDZ6LW0KWmTMHL+hDyqmtr528ZDfociMihiOmmr62lpUyGSmJGWFOS604tZsqOKv6zT5Jsi\nIqfq3ZY2FSKRMHJaSTZ5aQk8tGS336GIDIqYTtpqm9U9MhbNm1LI6JwUvvnnjbR2dPkdjohIRDtU\n30YwYDqWSliJCxjzJhfyxvYqth1u9DsckVMW00lbTXOoe2SqDjQxJS5gfPSsMVTUtnD/4h1+hyMi\nEtEO1rWQk5pAwMzvUETe4+LJBQQDxm/fUmubRL6YTtrqVIgkZk0rymTOmGzueXU71d7YRhEROXEH\n6lrJSVXlSAk/mcnxnDk2l8dXVGi6H4l4MZ201TS1kxgMkBCM6Y8hZn14Tgkt7V387OVtfociIhKx\nlLRJOFtQXkhjWyd/Wr3P71BETslxsxUze8DMDpvZun6eNzP7kZltM7O1ZjZ78MMcGrUtHWpli2El\nOSmcPyGfB5fsYl9ti9/hiIhEHOccB5W0SRibUJBGWV4qv35jF93dqhotkWsgTUy/BhYe4/nLgQne\n7RPAPace1vCobe5Q5cgYd93pxQB8/4UtPkciIhJ5qpvaae/qJldJm4QpM+PyaSPYeriRv2067Hc4\nIiftuEmbc+41oPoYq1wN/MaFvAVkmdnIwQpwKNU2t5OaoKQtluWlJXJp+QieXFnBlkMNfocjIhJR\nDtS1ApCbmuhzJCL9O2dcHgXpifzkpa2ao1Ui1mAM5ioC9vZ6XOEt+wdm9gkzW25myysrKwfhrU9N\nTXM76Wppi3lXzxpFYjDAj1/S2DYRkRNx0EvactLU0ibhKy5gXDVzFGsq6nh92xG/wxE5KcNagcM5\n9wvn3Bzn3Jz8/PzhfOs+1TZrTJtARlI8l5aP4Jk1+9l2WK1tIiIDdaDeS9rUPVLC3AUT88lJTeAn\nukArEWowkrZ9QEmvx8XesrDW1e2oaW4nIzne71AkDLx/+kgSggH9mIuInIADtS3EBYzMJB1LJbzF\nxwV4//SRLN1ZzfJdxxr1IxKeBiNpWwR8zKsieRZQ55w7MAjbHVLVTe10O8hS0iZARnI8l5YXsmjN\nfnZUNvodjohIRDhY10p2SjyBgCbWlvB3yeQCMpKDfPevWzS2TSLOQEr+/x5YAkwyswozu9XMbjOz\n27xVngV2ANuA+4BPDlm0g6iyoQ2AzBQlbRLy/ukjCcYF+InmbRMRGZADda0qQiIRIyk+jg/MKmbJ\njipe2eJ/bQWRE3HcAV3OuRuP87wDbh+0iIZJZaOXtKmlTTxZKQnMn1LIU6v286lLJlCal+p3SCIi\nYe1AXQsjM5P9DkNkwOZPKeD59Qf41rMbuWBCPnFqJZYIMayFSMLJEa+lLStZg6fl766cMZK4gPFT\ntbaJiByTc46D9ZpYWyJLMC7A9XNHs+VQI0+sqPA7HJEBi9mkraelLUvdI6WXrJQELplSwJMr97Gn\nqtnvcEREwlZtcwetHd1K2iTinFmWw/iCNL7z1820tHf5HY7IgMRu0tbQRmIwQFJ8nN+hSJi5csYo\nAgH42StqbRMR6c/fJ9ZW0iaRxcy46czRHG5o4x4d6yVCxGzSdqSxTa1s0qec1AQunlTA4ysq2Fut\n1jYRkb4crG8BIFcTa0sEmjwig3PH5XLPq9vZeaTJ73BEjitmk7bKhjYVIZF+XTVzFAA/e2W7z5GI\niISnnpa2HFWPlAh101ljiI8L8JWn1mkKAAl7MZu0HVbSJseQm5bIRZMK+MPyveyvbfE7HBGRsHOw\nrpWAab5TiVzZKQlcd3oxr209wl/WHfQ7HJFjitmk7UhjG5mqHCnHcNXMUTjg3lfV2iYicrT9ta1k\npyRoYm2JaAvKRzAmN4X/eXoDjW2dfocj0q+YTNraO7upbe7QmDY5pvz0RC6YkM8jb+/lcH2r3+GI\niISVg/UtqhwpES8uYNx6bhmH6lu5+7lNfocj0q+YTNqqmjSxtgzM1bNG0dndzc9f2+F3KCIiYWV/\nreZok+gwoTCdhdNG8NBbu1m6o8rvcET6FJNJ25GGdkD98OX4CjOSOHd8Hr9bupsj3tx+IiKxrmdi\nbZX7l2jx4TklFGYk8oUn1tLaobnbJPzEZNJW2Rjq6qbukTIQ18wqor2zm/sWq7VNRASgvrWTlvYu\nVY6UqJEUH8e/nDeWXVXNfP+FLX6HI/IPYjNpa1D3SBm4UVnJnDU2l98s2U11U7vf4YiI+O5AXaiq\nbk6qjqMSPaYVZXLJ5ALuW7yDNXtr/Q5H5D1iMmk70hg68Vb1SBmoa2YV0dLexQOv7/Q7FBER3+2t\nDiVt+elJPkciGDkaygAAIABJREFUMrhuOnM0WSkJ/H+Pr6G9s9vvcETeFZNJW2VDG6kJcSQEY3L3\n5SSU5KRwZlkOv35zF3XNHX6HIyLiq91VTQAUZqh7pESXlIQgt55XxpZDjfz05W1+hyPyrpjMWio1\nsbachA+cVkRjWye/elOtbSIS2/ZUN5OaEEdaYtDvUEQG3ezR2Zw7Po+fvryNTQfr/Q5HBIjVpK2x\njUwVIZETNCY3lTljsnng9Z3Ut6q1TURi1+6qZgoykjDTxNoSnW4+ewypiUE+99gaOrrUTVL8F5tJ\nm1ra5CR9cHYx9a2d3L9YrW0iErt2VzVRkK6ukRK90pPi+fi5ZazfX8+9r2z3OxyRWE7aVIRETlxZ\nXipnluVw/+IdmrdNJEyY2UIz22xm28zsi308n2hmj3rPLzWz0l7P3eUt32xmlx1vm2ZW5m1jm7fN\nhGO9h5mVmlmLma32bvcO3ScxPLq6HRU1LRRmqAiJRLczynI4e1wuP/zbVjYeUDdJ8VfMJW2tHV00\ntnVqYm05aR+aU0JrR5cGKIuEATOLA34KXA6UAzeaWflRq90K1DjnxgPfB+72XlsO3ABMBRYCPzOz\nuONs827g+962arxt9/senu3OuVne7bZB3H1f7K9tobPbKWmTmHDLOaWkJgb5/B/UTVL8FXNJ27tz\ntGlMm5ykoqxkLpyYz2/f2k1FTbPf4YjEujOAbc65Hc65duAR4Oqj1rkaeNC7/zgwz0KDsa4GHnHO\ntTnndgLbvO31uU3vNZd428Db5jXHeY+os6c69LunypESCzKS4rnV6yZ5j7pJio9iL2nzurSppU1O\nxbWziwH4wYtbfY5EJOYVAXt7Pa7wlvW5jnOuE6gDco/x2v6W5wK13jaOfq/+3gOgzMxWmdmrZnZ+\nfztiZp8ws+VmtryysvJ4++2b3VU9SZta2iQ2zC3L4Zxxufzob1vZsF/dJMUfMZe0HelpaVPSJqcg\nNy2RBeUjeGJFBev21fkdjoiErwPAaOfcacBngYfNLKOvFZ1zv3DOzXHOzcnPzx/WIE/E7uomggEj\nJ0VjwyV23HJOKWnqJik+irmk7d2WNh1s5BR94LQi0pODfGXRepxzfocjEqv2ASW9Hhd7y/pcx8yC\nQCZQdYzX9re8CsjytnH0e/X5Hl7XyyoA59wKYDsw8ST3NSzsqWqmICORQCAqe3+K9Ck9KZ6Pn1fG\nhgP1GtMuvoi9pM1ractI1oSgcmpSE4NcP2c0K3bXsGjNfr/DEYlVy4AJXlXHBEKFRRYdtc4i4Gbv\n/nXASy50pWURcINX+bEMmAC83d82vde87G0Db5tPHes9zCzfK2yCmY313mPHIO7/sNtd1UxBurpG\nSuyZW5rDueNy+clL21i/X71sZHjFXNJ2pLGN9KQgwUDM7boMgYsm5jM2L5X/++xGmto6j/8CERlU\n3vixO4DngY3AY8659Wb2NTO7ylvtl0CumW0j1EXxi95r1wOPARuAvwC3O+e6+tumt60vAJ/1tpXr\nbbvf9wAuANaa2WpCBUpuc85VD8VnMRycc+yu1hxtErtu7tVNsr1T3SRl+MRcc9PBulay1TVSBkkg\nYNx8TilfWbSeH7+0jS9ePtnvkERijnPuWeDZo5Z9udf9VuBD/bz2m8A3B7JNb/kOQtUlj17e53s4\n554AnjjuTkSImuYOmtq6VIREYlZ6Ujy3nlfGd1/Ywk9f3sZnLo3o3s4SQWKuuWlPdTP5ukIog2hi\nYToXTsznvtd2sLai1u9wRESGzO6qJkCVIyW2zSnN4dzxefz0ZXWTlOETU0mbc469NS1K2mTQffSs\nMWSmxPO5x9bQ1tnldzgiIkNCc7SJhNxydilpSUE+8+hqWjt03JehF1NJW3VTOy3tXeqLL4MuNTHI\nv55fxtbDjfxQc7eJSJTqmaNNhUgk1qUlBfnE+WPZcqiR7/51s9/hSAyIqaRtb00LgFraZEjMKsnm\nwon53PvqdlbuqfE7HBGRQbe7qpmc1AQSgjF1+iDSp9NGZzN/SiH3L97Jm9uP+B2ORLmY+tXdW60r\nhDK0PnrWGPLSEvnkb1dyxJsTUEQkWuyublLXSJFebjpzNCMyk/jcY2uoa+nwOxyJYrGVtNWEkrb8\nNB1wZGikJga5c/5Eqpva+Y+HV9HZpXLAIhI9dh/RHG0ivSXFx/HJi8ZzqL6Vu55cS2g6R5HBF1tJ\nW3UL6UlBkhPi/A5FolhZXiofP6+MJTuq+N/n1c9dRKJDbXM7lY1tFGcn+x2KSFgZX5DG9XNKePad\ng/xu6R6/w5EoFVNJW0WNyv3L8LhwYj6Xlhfy89d28NBbu/0OR0TklG062ABASXaKz5GIhJ8rZo5i\nZnEmX3t6Axv21/sdjkShASVtZrbQzDab2TYz+2Ifz99iZpVmttq7/cvgh3rq9lQ3q2ukDJuPnT2G\n00dn8+U/reOPqyr8DkdE5JRsOhA6ER2dq6RN5GgBM/79ovGkJsZx+8MraWjV+DYZXMdN2swsDvgp\ncDlQDtxoZuV9rPqoc26Wd7t/kOM8Zd3djn01LSr3L8MmGAjwqXkTKB+VwecfW8tf1h30OyQRkZO2\n+VAD6UlBspLj/Q5FJCxlJsdzx8Xj2V3VxJ2Prqa7W+PbZPAMpKXtDGCbc26Hc64deAS4emjDGnyH\nGlrp7HbkawC1DKOEYIDPXTqJsvxUbv/dSh5dpr7uIhKZNh5ooCQ7BTPzOxSRsFU+KpOPnlXK3zYe\n5vsvbvE7HIkiA0naioC9vR5XeMuOdq2ZrTWzx82spK8NmdknzGy5mS2vrKw8iXBP3t7q0BxtammT\n4ZacEMeXLp/CtKIMvvDEO3zvr5tVXUpEIkp3t2PzoQZG56hrpMjxXDa1kIsm5vPjl7bx57UH/A5H\nosRgFSJ5Gih1zs0AXgAe7Gsl59wvnHNznHNz8vPzB+mtB+bvc7QpaZPhl5wQx+cvm8RFE/P50Uvb\nuOPhVdSrv7uIRIiKmhZa2rsoUdImclxmxsfPK2NiYRqffWw1S3dU+R2SRIGBJG37gN4tZ8Xesnc5\n56qccz0zCd8PnD444Q2enjna8pS0iU+CgQCfuGAsN54xmufWHeD9P1rM2opav8MSETmujQe9IiRK\n2kQGJD4uwOcWTCIvLZFbH1zO+v11fockEW4gSdsyYIKZlZlZAnADsKj3CmY2stfDq4CNgxfi4Nhb\n3UJOagLxcTE1y4GEGTPjqpmj+MqVU2lp7+KDP3uT772whdaOLr9DExHp1+aDDRhojjaRE5CRFM9d\nl08mKT7Ax375NjuPNPkdkkSw42YwzrlO4A7geULJ2GPOufVm9jUzu8pb7VNmtt7M1gCfAm4ZqoBP\n1t4alfuX8DGxMJ1vfWAGZ47N5Ud/28rlP1zMm9uP+B2WiEifNh2spzAjkaT4OL9DEYkouWmJfPHy\nKXR0dfPhe5ew6aDmcJOTM6BmJ+fcs865ic65cc65b3rLvuycW+Tdv8s5N9U5N9M5d7FzbtNQBn0y\n9lZrYm0JL2lJQe64eDx3XT6ZlvYu/um+pXzusTVUN7X7HZqIyHtsOtCg8WwiJ6koK5n/vqKcLue4\n/udvsXJPjd8hSQSKib6C7Z3dHKxrVRESCUszirO4+9oZXDNrFH9avY9LvvsKjy3fq/ldRCQstHZ0\nsauqSUmbyCkozk7hq1eWkxwfx033LeUv61RVUk5MTCRt+2tbcKCWNglbCcEA188dzbc+MJ3C9CT+\n8/G1fOjeJRq4LCK+23qokW6nIiQipyo/PYmvXFlOUXYyt/12Jd9+bhOdXd1+hyURIiaStooazdEm\nkaEkJ4UvX1nObReOZWtlA1f++HW+umi9pgcQEd+8WzkyW0mbyKnKSkngy1eUM29yAfe+up2P/vJt\nKrwK5yLHEhNJ284jjQAUZiT5HInI8QXMuHBiAd/90CwumVzIg2/u4pLvvMIfV1VoUm4RGXabDzaQ\nEAzoGCoySOLjAvzL+WO57cKxrNpbw4Lvv8ZDS3ZpWIQcU0wkbev315OeGCQnNcHvUEQGLC0xyK3n\nlfH1a6aRmRzPZx5dwy2/WsaBuha/QxORGLJ6by1jclIIBMzvUESiyoUTC/h/185gXH4a//3Ueq69\n502W76r2OywJUzGRtK3bX8eYvBTMdMCRyDMuP42vXT2Nm88ew1s7qrj0e6/x6LI9anUTkSHX2tHF\nmr21TB6R7ncoIlEpPz2Juy6fzG0XjmVXVRPX3buEf3toOZsPNvgdmoSZqE/aOrq62XywgdLcVL9D\nETlpATMWThvJ3dfOoCQnmS888Q4fe+Bt9tWq1U1Ehs6qPbV0djsmj8jwOxSRqGXesIjvfXgWHzq9\nmNe2VHLZD17j1geXsWJ3tS7SChADSdvWQ410dDklbRIVCjOS+K/3l/PP55aybFc1C77/qlrdRGTI\nLNtVjQET1dImMuSS4uP44OxifnjDaVw7u5ilO6q59p4lvO9Hi/nNkl3UtagoWSyL+qStp2R6aZ6S\nNokOATMWlI/g7g/OoDQ3lS888Q7/9tAKqhrb/A5NRKLM0p1VjM5NIS0x6HcoIjEjPSme604v5sc3\nnsbHzy2ltaObLz+1njP/74t8/g9r1PoWo6L+V3j9/noSgwFGquqVRJmCjCS+9L4pPPfOQR5ZtofL\nfvAa/3vdTC6eXOB3aCISBTq6ulm5u5bzJ+T5HYpITEqKj+PS8hFcWj6CHZWNvLTpMH9ee4DHV1RQ\nmpvClTNHceXMUUwsVEt4LIiBpK2OMbmqeiXRKWDG+2eMZHpxJj99eRv//Otl3HTmaP7P+6eQkhD1\nf94iMoTW76+npaOLKSM1nk3Eb2Pz0xibn8ZHzhrDkh1VvLn9CD99eRs/fmkbEwrSuHLmKK6YMZKx\n+Wl+hypDJKrP6rq7Hev313PeeF0llOg2OieFb1wzjceW7+XhpXt4c3sVP7h+FjNLsvwOTUQi1Ns7\nqwBUOVIkjCTFx3HxpAIunlRAbXM7b++sZsmOKr7/wha+98IWxualcml5IfOmFDJ7dBbBuKgfCRUz\nojpp213dTHN7l4qQSEyIjwtw05ljmFWSxb2vbueDP3uTT8+fwCcvGqcfbRE5YW/vrGZUZhJZKZrj\nVCQcZaUksGDqCBZMHUF1UyiBW7mnhl++vpOfv7aDzOR45k0uYN6UQi6YmEd6UrzfIcspiOqkTUVI\nJBZNHZXJtz84g1+9uZPvvbCFlzcd5gc3zGKMLl6IyAB1dzve3lXN6aOz/Q5FRAYgJzWBhdNGsHDa\nCJrbO3mnoo4Vu2t4YeMhnly1j2DAOGtsLvOnhJK4kpwUv0OWExTlSVs9cQGjODvZ71BEhlVqYpA7\nLp7A7NHZPPDGThb+cDFfuaKc6+eWaJJ5ETmuLYcbqG/p1PxsIhEoJSHImWNzOXNsLt3dji2HG1ix\nu4ZVe2r56tMb+OrTGxhfkMb8KYXMm1LA7NHZxKn2Q9iL+qStJDuZeHUNkxh1zrg8JhWmc++r2/ni\nk+/w3LqDfOOaabrCJiLH9NqWSgAVIRGJcIGAMXlEBpNHZHDTmWM4WNfKyj01rNpbw32Ld3Dvq9vJ\nSonn4kkFzJtSwIUT89WNMkxFbdLmnGPdvjqmF2X6HYqIr3LTErnrfVP46/pDPLZ8D5d+/1U+M38i\nHz+vTBc0RKRPT685wLj8VPLTE/0ORUQG0YjMJN43fSTvmz6S5vZO1uytY9WeGl7ceIg/rtpHfJxx\n/oR8Fk4dwfzyQnJSNaY1XERt0ra3uoXqpnbKNJ5NhIAZC6eNYG5pNr96cxffem4Tjy3fy39dUc7F\nkzSvm4j83a4jTbyzr46bzhztdygiMoRSEoKcPS6Xs8d53SgPNbBsVzXLdtfw0qbDBJ6EM8tyWTht\nBJdNHcGITM157KeoTdpe3HgIgJnFKnku0iM3LZHPXTqRVXtq+e3S3fzzr5Zx4cR8Pr9gEtOL1Sot\nIvDM2v0AnD021+dIRGS4BALG5JEZTB6ZwUfOGsOuqmbe3lnN8t3VfGXRer6yaD2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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": [ "**GDP p. capita - Capability Correlation for every country**\n", "\n", "To better understand this, we now study this correlation for every country. " ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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w0Mw8aQpeT5IkSZLUZZFPnhIRywGfBt49QuzOETE3IubefPPNi7pokiRJkrRUmIrE7s/A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\nE1gbmFTvb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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pearson_dict = {}\n", "# for each country selected\n", "for ind_country in countries_available:\n", "\n", " # find the matrix slice\n", " country_index = find_index(ind_country, countries_available)\n", " histogram_data_gdps = gdps[:, country_index]\n", " histogram_data_corr = adapted_country_correlation[:, country_index] \n", " \n", " # remove the country itself from data and labels\n", " histogram_data_gpds = np.delete(histogram_data_gdps, country_index)\n", " histogram_data_corr = np.delete(histogram_data_corr, country_index)\n", " clean_country_names = np.delete(countries_available, country_index)\n", " \n", " # add entry to a dictionnary that dictionnary[country] = pearson correlation value\n", " pearson_dict[ind_country] = stats.pearsonr(histogram_data_corr, histogram_data_gpds)[0]\n", " \n", "\n", "\n", "sorted_dict = sorted(pearson_dict.items(), key=operator.itemgetter(1))\n", "b_countries = [e[0] for e in sorted_dict]\n", "correlations = [e[1] for e in sorted_dict]\n", "\n", "\n", "plt.subplots(1,1,figsize=(15,7))\n", "sns.barplot(np.arange(len(correlations)), correlations)\n", "plt.xticks(np.arange(len(correlations)), b_countries, rotation=90, fontsize=11)\n", "plt.title('GDP-Capability Correlation index by Country')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 3.1.4. Utilizing 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": 46, "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[find_index(country_1, data[:, 0].tolist()), 1])\n", " for column in range(len(countries_available)):\n", " country_2 = countries_available[column]\n", " country_2_gdp = float(data[find_index(country_2, data[:, 0].tolist()), 1])\n", " \n", " gdps_average[row, column] = (country_1_gdp + country_2_gdp) / 2.0" ] }, { "cell_type": "code", "execution_count": 47, "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": 48, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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5sE8qC+88gbnr8+uamT9+dC/iXW2T3lh64JN1vDh/a726i1+syeOnbbv5/Nbw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P5JrR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2ouHe1tQHT8kgymbm9eX7vX+Xc0Z04y9nDfLuuveID+fbO6dQWN2Ew63Rp2tku3M+o3rGsTqn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\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eYzk60WRSi7N3M0pptzpRgEOVrRysbO3hxOmQZO75LJv1uTU4ZMWDJHcW9dWtVm77KJO8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\nLMwuZnK96pqv/rQ9aIDnMRR7y2pYuesAszbto6LGhQJe/2k7D03pxaK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"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": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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lY9RjqNtNMjMzMzMzW5YcGDFbhORKimZmZmZm1kpRLMztOCSdLemrTbeDkn5N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\nk0duMEpToj0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ZM7C5oiVdTSfNKHQqpVHfg9pNECtoT2EXMw4V5/c6rbNqCS0/\n/XzQBtGyiV/xCaInnYsYUYj3bIIriTysyQMztx1uJJoP0QGINYWlULcjeJ7VR0on9Ot0v7mBzP2/\nRVsaiZx5OcaEkyBWAU4DJKcgkZ5LMuyTzw8EqqXPY1RMIHb1wE1990SMSJA9tJv4OCiYFXjJGBGo\n2FuY9Xxla0saBSqTUax+tiUeDry1K3CWv4RZNRnryFNy/hzyNy/HfeZ3ICbWgg9hVISdVIYa89jL\ncbe8Ebx3TAvzqIv6PikHNLMDGhcFn/EFx42YFuYhISEhISEhw8p7gcuBJ0XkYeBuOhz6c6I3YeRz\nwD0i8gdgt9HqUcA1BC1wQvYVdikdu7UCds+LJfUz0PJGMD4xEzFjOV/GeeKvkMmm5vs+3rIXME7o\nf3mJ+i5suBOcxuBA/nSoeHe/5xlqpHgqHPEhdOuLkFeJTDqjz3PUd6B5Je3Pv1MPqWqIV6GpTdCw\nMBAynF2gaSg9Z5BBdipzUYIMoYFOZSdh5rXohn+DYSMTz+8QdDwH9x9fgbotoD7GSddhzswt0yzz\n0uOQyZo8Z9Jknv0X0ZO6f51o1mtk0ILRCERb12HNnYC3woGUgzFzDkbpuJzOdVe+Qvq+3+BXbwwE\nJt/DXfEyya/dgVF8SE5ziGmRuO5Lg3kIOSMiMPp0dNRpgOwlMKgqz29roCkTZM+sa2jjpKoijP0o\niLprltP2k8+Ak8aJxIjs2kb0rCv6PE9Tzbj//B64wWvcfeB/sD94+7B4k7yTMcrGY3/gF2jjDqRw\nDGLn/reqJ9RrhV0PBNl9CGS2o+VXjwxhPiQkJCQkZCgJM0a6oKr3AfeJSBK4ELgZGC0ivwT+oar/\n6WuO3tr1viwixwIfAz6QPbwCmK+q2wcbfEjuSHQ0WnYmNCwCMw/KTu92nKoPO/8ObiOg0LICLb+i\nfTHc53Xyi9CWrJghguQP0EAwtRXcpuyXU6BxBVp+5ogwbpVRhyGj+tE1Q8zgX+dWnLvFJmdX1lMD\nwA9a1Q6WcRfA+nsCf4lEFRQNrtOI5E9EZv33Xsd1/atQv7V98ec/f2fOwohZOQEnEg3EEcvGqOre\ndFNrXoZdzwQ/lx6HlB1YnhR9ktmFREysuVkhI8eSJ79+J23/e2uHuLQbw8TfvAajOEdfl/1Ad/40\nikeru4rGzCh8De5vcTxaHI/8yP57z7uvLwzKjAAyKdyXH8tNGGmuDVqT78b3IdUUlC2FDCkSSSBl\nE4duQreBjs0hBa818MWR8HcXEhISEhLyTkBVW4A/AX8SkWICA9bPAQMXRrIT7yDoQBOyn5G86ZDX\nRzq315IVRbKLdT8VmDfauZmnxq77KqlffRltqMWafzbm7OMGFqyZCBb27cFbg8p8GA607m10x1Ik\nfyxUHNPjjqKIgZafDzseCsSR4uM72tdGqzqJJhbEJ3Y7R/qp+3Cefxhz7BRil34MifXski/5k9HD\nPgNeGqzE8O107mnq2psh6x5ET7sIf/sWnNefx5o8g8Rle3e/UrcVap6l3cS19kW08HDEPojS2uMT\nQZ4PXutiQXJaTqf5O7bu/fwD+B7G2O470OSCt30Tmcf+hsQSRM++AkkOsnVzzmwhYtYBHYKOApGB\ndnnKEfXqoG1p8NqNzUHMrq8ts3ISTiQWZMFZds7PrRRXQqIQmtxAICkaA8mwW8oBQZdsSgPM/NAP\nJyQkJCTk4ENDj5FcUNU64NfZf32y/7fwQ/bCee1ZMn/5KYhB9MpbsA47NrcTzXiwSGjPYlAwkzlf\n16yYSPJrd+U8XtWDupWBZ0dxR9mORMvQ0hOgZmFQ511x/ohKZda6NeiS/wXfQY0ItNUgU3ou9ZHk\nZJj0sb2PR0bjR09At78CdhFGxd4ZEc7rC0nf+yvIpPC3rEUzaRIf+nKv8YlhBV4ow4hMOBKpmIlu\nWQYIxql7Z5X0eK5pkbj6Zrj65l5G7WmkKF3bAB8ESHQUWnU5NL8VLMjyc8tEMsdNAcsGwwgEklgC\n65DDA4+RAWaLaEsjLd/5KLQ1g2nhLn+J5Fd+2z8jWfUAYwDv1QyW4TGvfCNLd1YCBrPLiokOsTDi\nvL6Q1D23IZZN9P2fxBq1hqCtuIC7Cy24sEtGi3XsGUR2bMZZ/BTm+EOIXX5TTtcR08J+33fwVz4F\nIhiHnoYYwyvyhAwNYsTQUe+FpteCz9D8eSPqb09PqCqOtgCCLcMoiIeEhISEhIT0SCiMjDC0uYH0\nHd8GJ/BmSP3mayS/cy8S67tDjIiFlp0P9c8ESmLRCYjRe922uml05f9B4wYomYFMv7TPFrHtrLkb\nmtYFP1c/gx76UcSwg1hKj4XSHAWdfYzuWpHt1gL4Gdi+BHoRRnrCr99J6/e+EPyuxMA+ZTvRC7u2\nm/Q2vt3h2+I6eOtXDjb8IUEMA/Pdn4O2BrDjQ+6fIFY+ft5MdP0LkEoj4+Ygdt/to/dEm2vQrW9A\nUSXG6IFnUwwXEi2HaP+6wUg8j+QXfkXm2QeRaJzIgot6zSLKBW/zWtp9cDw38C5JpyCHeVU9lGVA\nE2CDziYoz8yVCqCa0YkUp09YA8xEGNrXk99QQ9vt3wQnMHdt+9mXyPvKfxF0LdegbE9TIB2fkyJC\n9IIPEr3gg/2+nsTyMOeeN2Txh+w7xC6Gkpw78+13VJVmdytethW2KVHyrIpQHAkJCQkJ6R1f+x4T\n0i9yFkZEJKGqrcMZTAhoc/1eZQ3a2pSTMKKqYJUho9+X+/XWPAC73gh287e/isZHIRO79zDpcp6X\nhobVtJdKOM3QuhXy+teVY//QFKTI7+7Yksyt1GhPvBUvB8aZWRHLWfivvYQR69B5ZB65O/A6iESx\n55yY09zq+8O+Sy0ikOi/WJEr/pZmdOWG4HneWoc1+jQoHJPz+dpQjXvvF7JlWYqe8EHMGQuGLd59\niVEymtiF1w34fG3bCtWPB6VcY07HGDMOvGyWjhhIYQlEczOzdLxtvLqzgIb0KKryGplZshpTjsg5\nFiGJMg9oBJII/RFVckPrdwUZNrvxXDTtIJYFSOAhIYM37wwJ2df46mRFkeDvkadpFA8ZAftWqj66\n/jXUzWBMOhKxwrKkkJCQkJCDlz7/8orI8cBvgDxgvIgcAdygqh8d7uDeicjosRjl4/C3bwLAqJqM\nFI/ea5y34U3afv5FtKUR+4RzsE48l/SvvwStjZhzFxC96vO5LaxbqjtKHHwHWqtzC9Sws61vA1EA\n9aE//hG7y32G0XvE374Wb/XLGCUVGDNODg6mdoE0QmEBtLRCxIYxA2vFGfxesrt6IhhFZXuNsabM\nIvHx7+K88iRG1WQiJ3fsQvs7t+AsegIpKMY+7hzENPHrdpC67bPozi0YU2YR+8i3kejgsgn2F7ry\ncYjbmMccBqaJ1t4P+dfm3KHGX70wMIfN+tX4r91/0Agjg0G9FKz/U8d7b92dSNlxJD50I+knnkRi\nCWLvuzHnHefXdppUtyRRDNY2lJBn1zGxsH8xCTFg+IQJo3ISUlCM1nvBe23cVKT8QkivDD5DYod1\naww7UvE3vI775O/AMLFOvwGjMmwH/E6lu9etMDJey+4/f4i/LmhKKEVjsK/6f4i5/wWbkJCQkJCQ\n4SCXv3A/As4CHgBQ1ddF5ORhjeodjBgm8U/+BHfJ02AYWHNO7naB03b719GmOgCclx7De/MlaGkA\nwFv+At7S57Dm5PBrqjwOGjcFQoUYyJhjcotTDHTq1bD+74GgUnUGEs3RoDD1BqSXBz/HjoDo0C8K\n/J3rce7+ErhpfCuKsXMDVrlC8wbEdyEeD8QRsSBROaBrmDPnYZ92Cc6zD2AUlRG77qvdjrOmz8Ga\nPqdrfPU7afn2RyDdBpaNt2oJ8Q/dSuavP0N3bQUUf8MqnCfvJXL21QOKb38j+aORyTGwLUQEVQea\nlkLhvNzOTxSBaYGbCbokZQ0w/R2b8d58FaNyEuaU2cP5EPYLbS88SfO9d2KWjabwhs9gFu8huDmN\nKJApnIabV4nZtoPojucwbYPE5ecgFX1nfHWmMRNBs5lfnho0OQPLoBpKnl9WzYZtjRx9aDlTxxYi\ndoS8L/0K58VHwbKx558Z7F5bvZfracOiwG/CTEDZOYi9/01UtbUR577vtneEcu79BpH//n24Gz+C\n0XQ1eM0QG4cYQ1smZohF3Cwj5dUAEDfLRoTIp+lW/NUvgR9sYmh9Nbp9DRKKeCEhISH7HyU0Xx0G\ncpL+VXXTHovzPZ0VQ4YQiUSxjz2z1zHa2tT1QLqt052KpppzupYxZh4aLQzEkeIpSEHXUhhVHxpe\ngvRWiE+C/LntQo3kT4DZn8zpOu34bZBeQbsfQmop2BOhhy+b6lSDWwNWOWJ3XSCq1wrqIdbemSr+\nulfBy2bCuGl080uQHNPhLdKWgvxKKJgFebl1E9kTESF63rVEz7u23+d6by0NMiHUBycdtBYl8Jhp\n7+jjOkFp1TCjvg+tTZDIy91fJgfM029CN9/Z8XoR6WQM3On6zTVdhI/dyPQFyJYV6PpXoKAcc8FH\n8LasIfWjm7LPkRC55Ebs4/rvDzNScda9Rf2PvoqmUzhrV+Ht2MaoH97ZdVCkmEzBZNKlh4Jh4cVK\nACFWuwIalkE/hZEJBXFW1rbgKZgCVXnDV16VC395/G3ueOhNHNfnjw+/xY9uPoHp44uReB6RUy/K\neR5NbYHGV4KMOD8FO/8Fle8fxshzjCv7em/H96CtEfL3zjgL2f9ow6LgdYSAEUErruzTu6u/RM18\nouYI69hl2YE5dFYYQX0kvq86XYWEhISEhOx7chFGNmXLaVREbOAmYGQ4SL4D8Fuaafrjz/F2bCN5\n/uVE584HIHLWlWQeujPI8ojnYZ9+Mc4jd4JhIrEE1uzcvCwApPgQKD6k+zsbXoLG1wAXMjuCWv4c\nu290i3q0l5+0073Opqm10PIigY+JgRacitgVwX2Ni6H+peDnxFQoPQMRwavZAaaJlIwFywLHC56T\ngq4GmW59iprfP4y3/XfETzmT4o99cZ92njDKx3UIIGJgjAoel3321aR/+/XgKVIPc2wE9dKIObS7\nlLvR5gZaf3gTWlONJPKI3/ITjFFVQzK35JfBpEth54OAEZRf5c/qMsZ97rfo208DYMx6N+bRl3ec\nb5hYp3+i6/gn7uswswWch+88uISRDWs6Fs2eh7d9A95r/0bySpApQVtpMWy8UUcDQcYBhoUXHwUI\nRIp7mrpHphbFSdomjRmX8kSE4pg9ZI9nIPz7xY2kMsFngud7PPvaNqaP7//jwmuiy2eNl5tYPNxI\nyViIF7QvOKW4AvL2fyZLSA80Lu5UbqrQth6SM/ZrSPsCMW2sCz6L+9CPwXMxT7wyeK2GhISEhIwA\nwna9w0EuwshHgJ8AVcAW4D9A6C+yj6j73ufIrHwdXIf0G0so+87t2JOmET3rCqzpc/EbarCmzUHi\nSayZR+PX78CcPAuJDZEBYnorkP1SqC6ktwxOGDGSYFWAuy24bY8Fowdj2fTbdIgmHqTWgl2B+i7U\n7xZMgLY14Myl4Xe/o/WJfwJK3nuvIT7/UvzljyMlVVin3QhbH4L6NwGl7p8bcDeuA9+n7alHiM46\nkuRp+26BbU6YRvSyT5B55M9IYSnxaz4HgHXoMciHb8F/7a8YRTaSXo2+dS8y88oe59LaxbDjqcDz\npfJ8JG9yznFkHr0brdkWmFk215O+95fEP/KtAT0md/mL+Jvewpw2t73ERWJj0coPgNsIdkl71yIA\nbdweiCJekMXjL/sXxqx397orKcm8rGiUPZBuQFPNSCxvQDGPNCIzO0xPJRGj+KjReM/cCYZgzDod\na0HQYcU2C3G9nQQdWRQrVQuJcTD2gn5fU0SozItSOcSdZDxfMY3+d9aYUJ7P1p0tuJ4Si5iMKx/g\n7zY2PuthFGQXkTy0x6GqivPY3bhLnsQcO5XIxR/vl7ePqrKmoY36tMvYvChjkj0/l2LZRK7+Pt6K\nJ8AwMWe9a0SUToT0gBFr/4wKskYOTM+ngWBOOhLzxjv7HhgSEhISEnIQkIswMl1Vr+p8QEROABYO\nT0ghnXFWvxF0PgEEwVmzCntSUPphTpxB58IHo3ISRuWkoQ0gPinIFFE38OOITxzcfCKQOB68umCB\na/SyE2wWgbuLYGFjgrnbEXLv9lTejm20Pvmv9g4xzff+geTv/411TKfU+6mXo5lGMGy8n1/arrSq\n4+DX7Bzc4xoAkePPIXL8OXsdl0gKc0xWLFIXmjb2OIdm6mDHk8E4z4HNf0enfxLJ0dRWnXSnVGkF\nJ9X7CT2QWfgQmXt/HmRz/OduYtd/A2tm4CUiZhzMoVlMWEecgPvkXWhLBrENzNH5nRYte+NsWEP6\nlecwK8cTm78AbW4MMnTyhidtXdN1sO7PkKmHokNh3AX9WvRa5ZWUfe83tPznfuxoG9K4MvCi8MBf\n8QRkhZGIGYhHrt+KacaJlE8dMe09U67P05vraHY88myTU8YWE7N6fw7clS+T+etPAOET538cxx3N\n2q2NLJhbyRlHjxtQHGIm0IoroXVd4DES7/mz0VvyJM5jf4JMCnfnZlAletXncr7W8ppm1tS34Sls\nbkpxfGURoxM9e4ZIPB9r3oX9ejwh+4myc2DXP8FLBZkisfH7O6KQkJCQkJAwY2QYyEUY+RlwZA7H\nQoYBe+YRZJYtBieDqmJPm9X3SUNJ/lyQSNZjZCKSHJgfRxdEwMohdTx5ZOAN4O6CSCXEgx1fMWy0\ncH5Q5gMQnwypPbMMOrXj7Xw0EozLu+gqGn9/WxCLYRA/8V2DeURDipRMRzc/E/ihGDaU9WIw6rbS\npVxAffBdMHMTRiKnXYK7+MnAj8V3sI8ahza+jRT0UFrVUxgvPdxR4uKkcRc/2S6M9IQUlCPTT0Xf\nfBJUMQ4/v88adikbh33syejG10HBOOQ4JNm9uOZsWE3N565DHQexbZrvm0bmrcDfpuCK68m/tP/e\nMH2y8R+QrgEU6ldC3iQoyb31LYA98RCKrv80/qZluPfvrloUyOtqihoxC9oFkv7ge2lW1rayvtEj\nP2JyTEVhn8JFf3ijppkWJxDbWhyP5TXNzCvvOU5tbSL9+28ELa2B6J+/ybe+fg8SH3zWm5jJvcq3\nusPbsqbj9es6eJvf7td1tjVn8LIfN57C9tZMr8JIyIGDRMuhauCttUNCQkJCQkIODHoURkTkOOB4\nYJSI3NLprgJg+HqshnSh+DPfofkvv8PbsZXEOZdgj8+9TGIoEJFgYbHH4kL9DLQ8H2R+RMaj5mGI\nHRlSnw4RG7Xn4j31fah9AMY8hfmuTyJ2DCk8Cs2bEXiWmPmYQPzks2h7+mEAkhdehZHfc8/R/Asu\nJzJlBu6WjUTnHoM1asyQxT1YpGgqzL4O3bkU8qqQil46b8THQKQInPogkSZvSr/8SIyySpJfuwtv\nyW8x7Dok1gQb70Unvx9J5O41YlRNwd/4dtBBxo5iVOWWuWQdfy16xAWBV06ibx8JEcE6/zNo9erg\nnPIpPY5NL3oOdTLg+/gpF++N19rva/zz7STOvgizoMNoVJvqcF5+BLEjWMeeM7A2yU4z7RlN6oE7\ncF8LY9xsjGMuxl/yL0iWYJ97S98n9YE2vcHWHSt5052Ph02b6/PStgZOGdc/Dw9v1WLSf/kJiBC9\n9CbM6R06ecbX9pwuBRyv9x0NbW7Y+1hLw5AII7vx1aPVbUJREmY+ptH1T5916HzcZ+8PxBk7ijVn\nQb/mL43btLgeftbAtmQ/+7SEjAxUfVxtRjAxJTFisrpCQkJCQg5wFNTbewM4ZHD0ljESAfKyYzrn\nnTcClwxnUCEdGLE4Bf914/4OY29aXwJnG+p71N32Y1KL3kKiMUpv/SHR2UcN2WX8l++CmvXBIrN6\nFf6yBzGPfB+Q3Q3uRNGNXyLvfdciholZVt7NbF2JHjaH6GFz0OaV6Kb7AYGyM5BeUu73FVI8DSnu\nOztHxEQn/hc0rwmyS5K5CWfOhtV4O7YSmXEERn4hZpELXie9s3Ur9EMYib7neki14q17A2vWfOxT\ncu8eIsn+tYcVMWDMIbBjIax+Fj85gczTr+EtehTJLyZ2w7cwKidjVoxD7AiaTmW7K/gdhrcQCCbb\nVuG9ch9EE7gvvYA2NYAYuIsfJ3bzbYgIzjN/x336XqSglMjVX8Ao7cWAcPTxsPXRrIGqQFH3fjzq\nurQ+ej9eXQ2JBedgVXZfLmIdczEcc3G/np+eUFWoeYxmnYZPIGAq0JTpX5MxbW0mdftX2jM8Urff\nSuKbf2kXMmYUJ9jekmkfP6Okd4FDyiqQ0ePQnZuCLKDy8UjJ0AiV6jp4r95PunY9zoxj8cZMJuOl\nKImWdylxMqfMJnbDt3FXvIBZOQXzqP5lkM0ZlY8pQn3aYVx+jKq84TFLDjlwUPVpcdeiWY8uW4qI\nWSNHgA8JCQkJCQnpSo/CiKo+DTwtIn9Q1Q37MKaQfYSqHyppZkUAACAASURBVHghWMn+dz3xGgGf\n9NJ1pF9bA76PtrVS+/0vU3Hnv4cuxpaajhavvgMttb2Ot0ZX9m9+txlqH++4xs6H0LHXdzEJ7YmU\n4/HC2hoc32f+pFIK9tMusRg2FOTeJaH1iQdp/M3/h5gW2DZlP7gLIzkemlZ3dF9Iju11Dm3eCG1b\nITkBSVQg0Tixa74wmIfRP3Ytgu3Pgjp4K5fhvbIyaG9ct4PU779F4ku/I3b8aTgbVpN66iGMqglI\nLEn65WdRIHnWRRiGh/OPbwYeHmJgJDy8+uDx67b10NKAt2MzzkO/ByeNNuwi/duvEP/s7T2GJWXz\n0PgYyNRB3kTE7t7LpPb7XyK9eCGacWi+/0+U/+KvmKWjhv552hNVKowtvOHNxkcwRJhQ0L/Wo9pU\n17XdLEHWx25hpChmc9bEUhoyLoURk5jVe4KhGCbxT/wId8lTAFhzTx2yzDP30Z+haxdhew7W2sW0\nvOcWtKQKT10s6VrqYk45HHPK4QO6jmkIc0aPsHarIfsVT1tRPHZnkDlaR1TLw6yRkJCQkJChwQ8z\nRoaaXDxG/iAiez3zqnraMMQTso9QLw3r7oBMkMauE96HJCfmPkFkCrS9hqbcrvOm24YwSjBmn4+/\naw2IEfhQzDxjSOfHbwMM2rvfqIJmgN5FDlXll8+sYXtTGlXlxXW1fP7MGUSG0KthuGj+628hk0ZJ\ng2OTeu5REudeAjueg3QtlM5F4t1nRaj6UPsMNC6HtlbY5qKTr0TyJu7bB9GyATRrutrW1iUTZHdp\nhohQcOUNFFx5QzZ2xd28ATENrMrx+GtfCTJJIDi/86dhJArxPLRma4cIoIrWbe8zNEmO7VNYSi16\nFhynfd70iiUkTj6z78c9CEQEv/hE4s//mZPqVrNj2skUTF/A2Pz+CSNSVomUjkF3bcverkJKu2Zo\nxSyDmJW7x4ZEYtjHnt2vOHJBNy7tMOdVMKvX4pZUYUguf/pCBoJ6LZBeG7R2j009qDvuqCpt2VKx\nuGl0ET0Ek65G4UYoioQcMDTfdxfND96NWVZO8S3fxCrv36ZTSEhIyIFILt8OP93p5xhwMe39W0MO\nWOqXQaYe9TLgebDxQWTmx3M+XeIzUDOf6HGHYNy/FL+uFjyPgqs+MqRhGuPmIOd/C63dgIyaihT0\nXSLTL+xSsLMeHQDRip7bB3eiJeOxvSmNl1VrM65PdWOK8SV9n7u/MfIK8XdWBzdMEyO/IMg6GXNq\n3yc3vwTeekgmIZGAXdVQ+xrsa2GkYDo0rgZ1MCeOgSVbwQxKZezTL+v2FBHBHtcRp4ya2JEpZJhI\nsgwZU4pYESLvuwkxLYxpRwXiiWmBaWEemZserM0NpH77FfytazGnziF6zZeRSEdWljVmLO6WDUF5\nj+9jVU0Y6DPRL9ylG3GeWkXCSTPx9WVErogjcxd0O9bxUzQ5gZFs3CwkbgUZEWKaxG/5Ge7LQcmQ\ndfTpiDEybaekfDK6+Y3AkFgEGTWZwsgojIN4sb4/UT8FdQ9kRUuBzCYoHDnG1kOJqrKpOU1z1mg4\n3zYZmxdtFz9MI05ES8n4NQgGMbN3sTQkZKSQXraYpj/9Gk2n8Gt3UfudzzL6x3ft77BCQkI6owqh\nx8iQ06cwoqqL9zi0UEReHqZ4QvYh6rnQ0hLcSG1Da1cgJd17InSHRKowI1WU/+xuMm8uxygq7bLw\nHCqkeCxSPDxfKkUMtPxSaFsLCCSm5LSrF7dNoqZBa7bVra9KcWLkGy76qtg3f4vML76J8dZyonOP\nI3bSWfjbVqF1WzHGzkYKeinpSG/INsERQCGahGj3HiGerzRmXBKWSXSIM2mk5HBUBJrWIMmJxL98\nM/5bS5Di0ZiTDs1tjvwyrIu/gbf4ASRegDn/UiKxruUQRmEpsU/9L97SZ5GCUsw5p+Q0d/q+X+Jv\nfAt8F++tV3Ge/CuRs65uv7/0qz+m7qffxK/bRd4l1xKZMj33Bz8IvKXPtXuD4KTxlj2P3Y0woqo0\nOrvYvePd6jUQMWKY2RIzicaxT7pgn8Q8GKxzPoX37B1o/TbMI95NdNzR/Trf85W6lEPMMsiLhFkm\nfeLsIGivns3gymxCVfdppoT6LjQtBS8DBbMQK29YruP4SrPjteeENDkejq9EzI7HGjVHETX3QYlc\nSMgQ4lZv7rjh+3jbt+y/YEJCQkL2IX1+0xORzn1VDeAooOd2HyEHBkWzYeN/Oh1QdOvT/RJGdiOR\n6JAarg4Xzto3qft/n8dvbCB5wRXkX/5hAMSwoJ9tiA3x+cR8k6dXN7GxtZjzZleRv4fHiDauC0qV\nCg9B7KHrsNETqgrVT0DtYrDyYcL7kFhZ+/2eKmsb2nDjJeinfkR53KY4HsFb9h+8hX8MxoiBfdl3\nkaIeDEatInC2E9hhC0QrYdTxew1Luz4Pr9tFxlNU4ZTxRZQnh9aQUopnQ3HQylgA48gF/Z7DGD0F\nPeoymv74M3j+KyQvux57ysyuY0rKMRb0z29a63YEWQoAbmavEhyrvJJR//PLfsc7WMxJs/A2rCJT\n04Sb9onsaiTq+914eihdywDAxz/g2pFJNIl1+kcHdK7j+TyyroY210dVmVdRwOSikZ8Rtl8x87sa\nHBvJfV8+su3vkN4WxNHwKjr+g4jZv3KxXDC6eVzdHQsJOdCIzZlPo2mCZSGmTXzBu/d3SCEhIXug\ngIYeI0NOLltgiwmefyEooVkHXDecQYUMP2JG0VHzYcsT2XICI2j7ehBT+53P4O8KFqgt991F9PCj\niRw6p9/zqPqw5W5KMjVcVA4kD0FGd93x9zc9DlueBCToFjP3FsQenp3LdprWQM0rQRp7pgY2/g2m\ndZQ2NWWCHc3dH6M7Uw6l8Qjea/8MDEgBxMBf/QLmvPd2f42CBdD0fGC+mzcDiXdv+rq6rpU2x2+/\n1qvVTZwzZeR16lDfo+7WG/Dra0AVZ9VSSm+7F6NgcO8F+9RLSG96q92fxDr+vKEId9DYZ7+f1mWv\nk177Evg+bS+/gPXAn8l7z1VdxokYRIw4GT8FgIG5l1npwc6mphStjteeqfra9qZQGOkDsYrRvOOh\n9TUwopB/4j69vvoupDbTpWV2ejskhr5UzTKE0XGb7W2Bh015wsYyQmEk5MDHHFXOqB/fReqFpzBL\nRxM74eAshwsJCQnZk1xKaQbUu1RExgF3AuUE31J+rao/yWag3ANMBNYDl6pqnQTbSj8B3g20Ah9Q\n1Vezc10DfDk79bdU9Y7s8aOAPwBx4CHgJlUN5bMckcqT0OZN0LgG4uXIpJGfGj8Y/Ia6jhti4NXt\nGthE6epAeNht/tm8Ch31LsTotHDc9mzQRQcAhdo3oPyYgV0vV9wmuuzyu81d7t7zO7sENTFIXina\nkM0CMW1IltATYsSgsG+fDUMEkaAEsrtrDxWtrkeL4xO3DPLs/uczaEszflNDR6AieNWbBi2MWLOO\nR276Mf6WtZiTDsUYtX/9BdStgaaFoA6+mwm8TQDSKTLLFsEewghAnlWK46dQfCJG/B1nHGnK7ndI\nx+2QvpH4FIhP2U8XN8GMg9eaPeAHHlLDRFk8Qmk2U/Cd9v4IObixyqv2EsxDQkJGEEroMTIM9CiM\niEgPW8YBqvr3PuZ2gU+p6qsikg8sFpFHgQ8Aj6vqd0Xk88Dngc8B5wCHZP8dC/wSODYrpHwVmEfw\nMlgsIg+oal12zIeBlwiEkbOBoesVewCivguei9h9pw6LYSMzrtkHUY0MEme9l7bH7kcVJJ4gesQA\nhQojRhcBQiT4Qt4ZKwnu7g49Aj20bR1S8g8B44mgxEWB0q5+Cvm2SZ5t0uR4GMDYvCCDwzr9RpyH\nvg/11RhT52NMP3nQoUwtjrOuoY3mjIshwryKoau+011LYNertCSnsy4xtz2drSoZoaSfLZMlmY9R\nVh6Y0foeGAZm1cQhidOsmopZNXXQ86gqNFWDGUGS3fu59Hl+w2OgQVZQ5NACMstjaDqFRGNEjzyh\n2/NEhIgZ33u+tkZoa4CiyhFrujoUjCuIsa6+jeqWDKYhHFd1cGfUHQyICFr5PtjxH/DTUHoSYg9v\n5W8oiISEhISEhBwc9JYxcn4v9ynQqzCiqtuAbdmfm0RkJVAFXAgsyA67A3iKQBi5ELgzm/HxoogU\niUhFduyjqloLkBVXzhaRp4ACVX0xe/xO4D28g4URf/MSdOFtwQJvwnEYx13f5UubqqKtTUgsgZjv\nPCPBgg/eTOzI4/AaaokddQJGXsGA5pFICZqYAS0rAkFk9LnIHsKITL8aXXUHOE0weh4Ud19yMpSI\nnYcecgM0rwG7AMnrmuwlIozPj+GrInR8oZf8MiKXfW9IY7FNg3Mml9Lm+kRNA3OAKSPqujTe9jUy\nrzyLObqSwptuwtj1H/Ad6qKHtstTCtSm3f4LI4ZBybd+Tcu9f0AzKeIXXEUm6uK7O4kYBVjGvin/\nCd6bLUgsjphmp+M+/rM/hW3LQRWZfRHGYT2X5ajr0vyHH5F5/UXsGUeQ/+HPgW1lW1AHJE46HEkc\nSmbZKiKHH03izPfkHKe3bhH+4z8LxMD80VgXfTMnEfZAxBBhwYQSMp6PZUjoH3GAIJEyGHvl/g4j\nJCQkJCQk5ACjx9Wxql47VBcRkYnAXILMjvKsaAJQTVBqA4FosqnTaZuzx3o7vrmb491d/3rgeoDx\n48cP/IGMcPSF/wUvW76x+RXYfiKMCcxUNZOm4ds34a5diUTjFHzhR9iTZ/Yy28GHiBCdO3/Q8+jO\nRbBtUVB+IQJj9jZWlWQFctTnB32t/iJ2HhQf0euYfbXAExESAyhv6Uzq6X+ReXUhuA7eto1knvsr\nsWnB8x11diK+gxo2AkTNrgai6jtBlkQfBpBGQTH5134SgBanGsevB5SM30y+PRZThrfbkKZT1H7j\n4zir30DiSUq+ehv2pKwZcM06qF4RdNgAdOnf0Bln9yhstv7zT6SeeQgyadL1NUheIfnX3ITalVnT\nXB8xbRJnvo/k2f1/XP7C37fHQtMOdM3zyIzcWhgPBeq2wI4nwG2B0mOR5IAqPftFxOy5o5K6ddCU\nbdyWPw+xwqySkJCQkJCQkGFGAc/vc1hI/+izh6aIFIrID0Xkley/H4hIzrmpIpIH3AvcrKqNne/L\nZocMe4GUqv5aVeep6rxRow7i1nmek23PAaiLZtra70o9/S/cDW+B56KtTTTf/t0ep1E/g9a8hO5a\niLpNwx/3gcaOlwP/EHWD/2uX9zpcMxm2f+3TbDj/RLbd8iG8xoZ9FOiBj99QB25W7FPF2VADRiAK\nlDUtpcjdgSVCvm1SmezweNH0Ztj+R9hxD9Tcj6qb0/UcbaPzR5Lrt/U8eIhofeJBnHVvgeehzY00\n/PLbHXeK7PEJKdCLruVtXA2Z3e14M8FtgIJTIe8YSB4FRecjxgDFHtnjT8aeJWTDzea/QdOb0LYR\ntvwDTdfs2+t3QtWFmn9Cen3wr+bBnF9nISEhISEhISEhI4s+hRHgd0ATcGn2XyPw+1wmFxGbQBT5\nv06eJNuzJTJk/9+RPb4FGNfp9LHZY70dH9vN8XcuY48KXC5FaFlTy7av3MqOb30xWIg7nQwXCTJI\nukNVYdPdsOs5qHkB1t+B+sFY9V10yxPo6rvR+jd7DMNb/hyZB27DXfbs0D6+kUK0hPa3jtgQLe51\neMNf7qDthWfwm5tILXuN2p9/f/hj7CeqiuNtJ+2uwfF2MVI8jGMnnIHEEhBLQCSGfcKlMPUKKD0c\nqTyFsWOmcGhJgokFsa7mmPXPENgceeDWQtvanK5n7tF5xZTBldK0uR7VzWlSrtfjGE2nur43U53E\nmJJJMH5eIAYZFnLUVUF76R6InnQORKKBoBKNET3lXCDoMiOxqUh8ZmCgO0DMU64HKwqmjZSMR6Yc\nN+C5BkR6J7D7uTKyt/cTXjPQ+ffqgdeyv6IJCQkJCQkJecegqL9v/r2TyMVoYoqqXtzp9v/P3nmH\n21GVffte03Y5Z5/e0k86SSAhoRMg9CqCqAi+IgpSXkDBgoBd8UXgUwQVlC6CiBRRkN4htJBCGgnp\nvZ3edp2Z5/tjdk7J6f0kzH1duXJmZs3aa3ad9VvP83t+qZT6uLOT0lVm7gdWiMhtzQ49A1wI3Jz+\n/z/N9l+llHoMz3y1RkS2K6VeAm5SSu2efZ4M3CAilUqpWqXU4XgpOl8H/tiF69l3CXopBoldUSpe\n3YDYQmLTTuyd2ym56ffEXvgnbqweHIeM/7mq7T7cJMR30Tj5EBviZRAeCRufhYol3r6aVcikr6Mi\npS1Otxe9RurZOyGVwPn4dUjFMGad3OnQxXWI/fshkks+xJp2EKFzLhq6PihjPg/rHveep5wpUDCr\nw+ap7duahCg7RWrblg7bDwa2uxNbdgGCKw3gKky9+0affY1ePILc3z1KasXH6MNGYZROIrV8AZIc\ngTX6kFbeLk3IHn92LdwwwyghZpfjYhPQsnvlMVIRTfLSuorGAI9TxxeQG2odqRE67gyiz/0TiccQ\nxybzS9/A3rQWfcQYiG1HC9UjY0thxBy0kXM6fMzAzCPIvuE2Up98jDlhKtaMw3o8/rbQRk5Hff1u\nSNRDRv7AG0+GR0Jsa7rEuEBo2MA+fnP0TFCG932I8kRSvZ9LcneAiEDtci/NKDIZ1dPy6+KCW+ld\nm+anBvn4+Pj4+Ph8NujKzDOmlDpKROYCKKVmA12JL58NXAAsbSak/AhPEHlcKXUxsBEvCgW8qjKn\nA2vwyvV+EyAtgNwIfJRu96vdRqzAFTSV632BfdB4VRwHqdmFiuShzI4nadqwGbgb3iVZXo4Xby9g\n2yRWr0SL5JD7239gb1qDll+MntdOSpFmgR4AJ/0Siwu7Xf1r16YnAYBrQ91G2EMYcT55F1K7Q/kT\nOMvf65IwEn/xcWLPPQrJOLHNa8G0CJ/9jU7PGwyUmQGTu27BEznjCzS89nzjdtaX+q8EnhfKr6H2\nTHnoBFfqoZmVqVAPDL4wAqDnFqAfeSIANX/4Bcn5bwMKfWQpuTfe3baAlj0bql7zIif0LAh2rXyo\npnQyzOLOG3aBJbvqsHcr7SJsePUFAkaCwKFz0POLGtvp2XkU/OFx7A2rsLesp+6eW0Bp6MNGknvO\neJRKeuLK9jeQvP1Q4Y7HZ02ZiTVlZqv9IsJzS7bz4boKCiMBLjxyLNnhlkKN2DHY+jrYUSg5CpXR\nWnhQZhAGy3B1xDlQ8YEXmZEzs98rjnSEUgaSdxY0LAIUZM5EKR1xXZzlc6GhGn3qbFTWAH2Otr8I\ntZ94olH5e8i4i1FmNw2mxYXkeyDpFEp9NJjT+n6sPj4+PUZi9SQe/jmyZRVq2HgCF/4KFe6ZmbyP\nj89eil+ut1/oijDyv8BDaV8RBVTildztkLSQ0t5y4glttBfgynb6egAvpWfP/fOB/Tsby96K1FeT\nuPt7SEM16AaBi25GGzau3fZqxEy0I/6XYPBVePdxIAlWgNDBnuGoCgTRMrNwNq4CTUOL5LSogAHp\ncoejzocdL4GkoHAOanep2cgYqPzEE0c0AzJHsSfaqCm4az/2xBEzgDaqawavqVVLIBn3NpJx7NVL\nu3Te3kBw6nSG/+VR4ksWEpi4H4EpB/T5Y3glXd+H+KeAhmTNQQVLu3y+piK4EoV08VuNASgvvAci\nAomN4FSBNQplFrQ47kbrSbz/GjieOGdvWY+9fhXmhKmt+lLBUqT4f8CJgpHTbaGoLzB1bbc8yZQX\n72PY0jepF5eGx+8l77ZH0XObrs+pqaLstptIrluFYelYmSbO9s0kVpgEp5akW2mQrIVOhJH2WLKl\nhrc+LSPpuNQnbP72/ga+fcLElo1W3A+xXd7kuvITZMZ3UdbQueFWmgWFvS8n3VcoIwLZLceT+s8f\ncJa+A+KQev1RglffjcoYAAGn9hPvOxs8gaNhA+RM714fUpUWRdIpQs4GMKa09pb5jNGQcqhPOWSk\nS577+AwmqdcfQbatAXGRHetJvfwQ1tnfHuxh+fj4+Oz1dCqMiMjHwAylVFZ6u7aTU3z6iNR7/0Zq\ny73yu6kEqRfuIXBR+6apAGrELIIjZjFs3KnU/fdfGCXDyf7KhQAk5r1B/d2/BtdFkkmiVUlyv/1j\nIqe1LNepAgUwpo2ohtKzwYhAbCcUzEJltRZpjKPOgUQUZ+0itHEHYhz9pS5dq3XQMaSWfuSJI1YQ\n86CjO2zvhY1/ANEVoGdA3ilDuiKEVToeq7RrUQvtIa5Lw+sv4OzcRvioEzDHNHv+7TKIryEtIUPt\nW0hgTJdTHQytCFwNlwZ0sjD0vF6NtUdEl0DDYsCGhiVI7ukos1lkU9USUM1SYlwXldm+gKO0IPTC\nT6O3zCrJYldDkoakw8ilb6KlhT/RdJKLPyR07BmNbctuvJ7k2tUggh230S0NI6ggMsrzDRIBIwiR\nnlfVqqhPYKe9TFyB8rqWPkMiDkS3N9ujvO0hJIzsDTiL32yqDqYZOOsWYxwwAGKOlQOJcu/vcCZY\nmieQdEvU2POWQNGh2+9ngNqkzdoa77OrgNKsIDmBIZrm6dMukoiCEWi1GLRXUl/duECAayP1lR23\n9/Hx2Tf5jPl/DASd/rorpa7GM1utA+5VSs0CrheRl/t7cJ957Lh3Y7ubbhhiBqdOJzi15Wph7F/3\nN1WsUGCYUHnH/5FxzIloGZ3nxivNhNGntnlMknFk50ZUdiHmSRdinnRhu/1IKonEoqhIduPEPXj0\naWCY2Ms+wph6EIEjT+p4MIlNEF3uRa/YSah8GYrObbe5xBpo+MefcLdtIHD82QSOPAUAt76W8t/8\nhOTaTwkffTy5/3stShv41VFxXRJLFiCOQ/DAg9tMD6n682+pf/5fSDJJzaMPMOzuxzBHjkl3kGrM\nnvLw3jciLtgNiLJQjosKhNp8fKUUpl4IDGLVpvgaPMNUAMeLHkkLI+LaqJ2vEDnzAOqfW4Y4QsY5\n52OUtI5aGiqETZ0vTC7CdoXawhKcbRvTn2FBLxreoq29a0eLz7qgYY6dROCsG6B2FThxyJuG0nvu\nebL/iGxeXLYD2xV0pThifMsUD6V0JFgI8Qq8948LoZ6nFbm7NpF64xGUpmGccCFaXv/4gUgihj3v\nOUjEMQ45FZVd0PlJ/YjKykeqdgIC4qLlFHV6Tp8w8ouw7VnIDYEVQqnNkKwD63AvpawraNmgl4Kz\nDu9HYmbXz91HKY+lmiUZetu+MLL3II5D8u834q5eAIaF9fVfoI/t+6jNgcQ48mycTz8CTQPXwTjq\ni52f5OPj4+PTKV35db9IRO5QSp2CZzpwAfAw4Asj/YEkwF6GuA3oOeU4hmqMajY6EBu6gsrMTpf/\nFO8Ob7e/aiIBXRBG2h1yQw3xO78D8XpwXazzbkDf79A22yY/WUTNLT8AJ4U5aTrZP/o9yjARO4E1\nqpDApPNR+aWdP6hT31IocqIdNq+/+0ZSy+aBnfJ8VnKLMKfMpOL2m4jNfx/sFPXPPY1ZOoHIGQN/\nk1H+6+uIfTgXlMLab3+Kb/1LK4Gm4fUXkHg66sBxiH30XpMwYpaAngNOtfe8hA8ANwEr7sPZso7U\nR2vABW3yoVjn3oDShuCqmZELTh3eG9OAFhFA3ns2OKmY4KRizwtn0hntdDR08AQnRfYPb6X29p/i\nVpUT+tx5WFNbeoAEp82g4e1XvXOCQQp+czfWlOmecJjfNzfxRVlBfnDKZJZvq6UwEmDa8DYiQaZc\nDJte9Aw8RxyHCvQsCksSURIPXAvxKCiFs2EZwe8+iDJ6WCa4vccRIfHADcj29SAO9rznCH7vfq+S\nUTMcV9IFu/p/km997eckn/h/SEM1xtFfQhu1X5/1LSLEbBddUwT0lt8PysqB0V+A5Dt4PxpOOjUm\nBircZn9tYk4BYzKeoey+I4pI9VZk+ydeNaXiyV0+L2hoqKSTTjKk1fPuM7RxPnkXd/0SL/I2GSP1\nxG/Rf/jQYA+rV2ij9iPw7buQbWtQw8b1m+js4+MzhBGQIeIxopQaBfwNKMabYd6T1g7ygH8CpcAG\n4FwRqUoXaLkDz1s0CnxDRBam+7oQ+Em661+LyEPp/QfR5Cv6PHC19EMJza4II7vvjE4H/iYiy9WA\nlyL4DJFaCFKNQtBmTMdsqIQduyAUQsvuXZ565reup/bma3AqduI4YLsGGccch57XO3NAe9Fr6dBO\nL3w89cJ97QojdX/5P0h4xq6ptZ+QeO9VAkcch/OfH0Gs2kuPmHE2+oFnt3l+I8ExUDuPxrdnRscG\ngfb6FWCnw9sdB3vjp5hTZpLauK5xvyTipDZt6NI19yVOZTnR996ElDeO5IolpDauwxo7oUU7c2Qp\nibpacByUrmOOGtN4TCkdyf0cpHaBFkAZuci2tyFeTurj9eCkUyjWfoy78kP0qUf2etwigkTrUcFQ\n31QQisz2RB27EoLjINCUeqQ0Exk2B3a8403WImMhPLyDzoYWxrBR5N3y1zaPJdesJDH/XS9jRoGZ\nm0dg6ox+GUdRVpCirPbTi5QVgQlfbn1ABC+ax+jSZFmqdqZLEIt3biKG1Feh+jp6IhlDtq31Jj0A\ndgp3+9rGFeGk4/LimjLKoykyLZ3TJhQS6efVfq1oNMEr+75AmivCquoYUdtBBEZkWJRk7BFBpExa\nVGRq3NdN9jFPESlfh/P8jd57UYE68iL0CV1LbyoJWyQcl7qkS6apMTzT6vykzzCxhR9S98zjmMNH\nkX3BZWihtqMUB4xUssUiitjJQRxM36HlFkNu3xiF+/j4+PQSG/i+iCxUSkWABUqpV/A8SV8TkZuV\nUtcD1wPXAacBE9P/DgP+DByWFlJ+DhyMdzOzQCn1jIhUpdtcgleJ9nngVPqh6EpX7hAXKKVeBsYC\nN6QvuGu1L326j9TR/MZWy85FqitBNyDcO98HvWQUubc/hZtKkfxkMRhGn0zAlGG2mCzJHjfVIi4k\nd3ir/KlmNyUCYqeQLYshWu2lDgGy+N/QiTCi9EykBGV6iwAAIABJREFU6FyIbwI9ExXsOKXCnH44\nyQ9f81KJdA1zP2/FPvOMc6i+93YklUIZJhnHdl5Bp6ckly8g9vxjSF4RSw79Cg2uwSHj8skLBGmR\nx++6baY2FfzsVipu+Sn2ti1knnUuoYNbihtKaWCVNO0Q27shdFp+XCUV7/W1SDJB3a3XYK9fiQoE\nifzwdozSrq/CtoXSApDType56fjwY5H8GeCmIFjYavVfknGkrhKVU9QtoUbsFKkX78XdsBx98qEY\nJ1wwoOlU9tbNoGkoTaEAp7JswB67S0gC4u+ANIAKQeBo0Dqe7Ki8YV6uXjLufTeEMlGRfvCtMYMQ\nyoSGWkDAdVqsni7dXEZlNAkoGpIOH2yp5qTxg5tq01PqUg7RlNP447u1IUlx2Gr5OVABMKaDvQwv\nFeaAngkj+xjumnfAbvLUkeUvQReFEU0pxmYN8uR+LyG59lPKfnI1kogTMy1Sm9ZT9Os7BnVM+rQj\nsd98DKmvAsfBPKXrFeV8fHx8hi6SXoAafERkO7A9/XedUmoFMAI4Czg23ewh4E08YeQsvGALAT5Q\nSuUopYal276yu/psWlw5VSn1JpAlIh+k9/8NOJtBEkYuBg4E1olIVCmVT7qUrk8/oBWDux1wQbcQ\nlQPF09Cmn4sy++bmTDNNgjMObtwW1yH1/F24n36AKhyFdc71qMyOQ+idtQuxX7kfDBPjpEsgpwTZ\ntRFxhYrXllB02icEJ0/1RJGKZ8CuAhHCXz6d+gf/idJ1tNwCAkecAJXraLHK2cVSoErPgIyuVb3J\nuPBa9GFjcHZsJjD7lMZJfNbZ52EOG0ly/WpCBx2BNbHnYe9eZZjVkKiAyARUsMmvw962kdrf/hCS\ncf4582LWLNyKrZm8vmInP/n8NPK//zMqb7sRcV1yLrkGo6ikVf9GfiHFt/6l6wMqOhTK5mNMGY29\nbAPoFiorH32/I3p8jbtJvP0c9sbV4NhItJ6GB24h+1etCkf1OSqQ2+Z+d+tqEg/+CFwHlZlL4LLb\nulwJJPXqQzgLXgE7iV25HTJzMY/4fF8Ou0MC02d5wqduoAyD0GEdGw93FUnEETuFltHLCkOplZ4o\ngoBEIbUcAgd3eIqyggS+9Tvstx4D3cCcc37fRBWlkWQU5/XboHwtxuSxOOUJSCUwT/lmo8dIYsHb\n1C1bg3vAiaAUghdBsreyp1TXbtyOMdL71wUkVQl2LQSGecLkvkpmIegWOEnQdFTW3r/S7sailP/f\n9SSWLSIwdQYFP70VLdSNlKl+IPHJkqaNVJL40oWDN5g0KhAm8O27cLeuRmXl+WknPj4+Pt2nQCk1\nv9n2PSJyT1sNlVKlwEy8yI7itGgCsAMv1QY80WRzs9O2pPd1tH9LG/v7nK5UpXHTF/k1pZQAc0Xk\n6f4YjA/eCp+bA24MpQ9HP6Rts9O+xPn4Fdzl3oqabF1F6vk7sc79cbvtpaGa1FM3eyV5gdQTv6a6\nqpjYu1txbRcEqh66l2E3/R5SO9OiiJcmEpyiY/7+UaSmCmP0BJRpIcP3R40/Cln1BhgB9OOu7vNr\nVIZB6PSvtnksdNhRhA47qvcPUvYe7JrrlTrd+TYy4ZuooJc6YK//FKVpCPBp4VRczfvouSKsLatn\n1kmfI+NEzzOjrzLVlJmJHHANxsQytNlxiMfRhk/ENVzi9moEG1PlE9C7n94gqURLs9Bkoo1Gcby4\n9f6fcCWfvwcSns+M1JRhf/hfzOPbqKzUBrJllWfgC5DyPgMdkVj2MfGlCwjsdwDBmW2njHUHPTef\nYX/5B9E3XkLLySXjpM/1us/4Oy9Qf98tIELgmNPJvPiHPX9fiU0L4XJ3SdhO0PKGYX3hu91/uHg9\nUr4FlTccFW67Io676EkoWwOujYpuwzzwOPTDWnowxf5+B+Mw2DR5NqAQK8jMYXtvhZ1MUycnYFCV\n8AyKx0QCvfqukPoVUP023mfUQErOQ+kDM7EWO4m7cRkqmIk2YlK/P5429WTcig3I5kWQNxrtiG/0\n+2P2NzV/+wvxhR96AsTH86h+8E7yrrh2UMdkTd6/acM0+y0lsLso00Iv7Tjd1sfHx2evQoCB8xgp\nF5GOV8QApVQm8BRwjYjUNr9HERFJ6whDmq5UpbkLmAD8I73rMqXUiSJyZb+O7LOK0kAfAwPojSnV\nO5vCjF0Hqd7Rcfva8pY56HYKIyOM6yrvg6rr6JH0BESZe1TT0dDzi1EFTas2Sin02RcjR3wTlBoQ\ng8R+oXJR06RRxKsmkhZGzPFTvOgZIDdWSWW4AFEargj5dh0iuf1y3Uq3IGMEekbTvri9CiHtByPl\nGJKBrjLa6aFtArNPJf7yE0isAVyH8FeuaNkguQycDd7fxgQw+86Ask1kj0iAbvgxaQfMwd22xhP6\nzAD6tPZFsthH71H+y+97qVemSd73fkbG8af1dNSNGMXDyTqvbwLxxHU8USTtnZN472WCx52JOX5q\nzzo0J4KzW/CXfn0t3fLNJB+4Nm0QLVjfuBmtpHVZcKKV4DaVq6ShjXKVmkakcgcn/+37VA+fRNHx\nZ5DXi3LHg41SinHZIWxXUAr03n5f1M5Li154n5/oaoj0/0RWUgmS930PqSkDcdEPPRPzhN4Zi3eG\n0gz0OVd03nAvwt6+pSk1NZXytgeZwKQpFP7id9T++x+Yw0eRc9FVgz0kHx8fH58BQCll4okifxeR\nf6V371RKDROR7elUmV3p/VuB5h4II9P7ttKUerN7/5vp/SPbaN/ndCW2+Xhgym7nV6XUQ8An/TEY\nn+4hIt5kvGYFZIyGotmez0Q30afNwZn/XNqYTqEfcibJTRsp++2vcaMN5F9+NeGDD2tsrwpHe3n9\nTsoTMgpGk3P2d4kuWUpq80bMkaPJu+zbXluzAMmYCg1LAQ1yjms1Rtm1DFn+FBgh1IEXQGQvDXUN\n5EGqFnBBGWA1pX3oJaPIvv52Yi8+zsUZm/lXQSm1NbUcvfQpst5aTP2k6WR+95YBqRYjjSVxPVxJ\noXdzjqVl5ZJz89+xN61BLyhBy21W5tdtSIsiabHCXgPG2H6NHLFOv5TEX3+crsiThXH4mV0+1zj0\ndLSMLJxNK9AnzkKf2L4o3vDKs0gi7YWTcKh/8d99Ioz0Ka60FIqUaunt0120LAidBG4taBFQXUt1\n25NtVVH+9u56YkmHM2eO4OCxrU2f7blPepVs0hEqyRcfQEbMRMvKxTrk2EbvF23KqThbl3gCrbho\nU1tH1mV844fU/+nHBJwEw1WcyCF9k6I02BhaHwmoWsCr7gXee2SAUmncDUs9USTpmXA77z+NcfzX\n915BfJCIfP4rxOe/37R91nmDOJomQofOJnTo7MEeRr8Ssx1qkg5hQyPL8ks3+/j4DA7iDo0AjHRR\nlvuBFSJyW7NDzwAXAjen//9Ps/1XKaUewzNfrUmLJy8BNymldk+gTgZuEJFKpVStUupwvBSdrwN9\n73JP14SRNcBoYGN6exSwuj8G49Oa5Lo1xD9ZQmDyNAIT9zC3rFoKW1/yohTqN3krp8OO6/ZjaMWl\nWBf/HnfDErTC0TByPyouOZVgwCVWUc+2719J6ZPPYxR60Q/KsAhcdBvOktdAN9BnnISygox57Fnc\nRAIt0PIGW2UdjkQOAVRrUSRaiXx4p5f7DcjcW+HU2/bOm+RRZ8Gmpz2PkZwDILvlCr056QDMSQeQ\nBVwDVP3vqY0Veuw1y7CXfYQ5/fB+H6apcklJVXpLw1A9K9WsAiHMiX1TSra3aCMnE7z2b0htBSq3\npFtlYZVS6Psfjb5/5xNnc8x4lBXwUodMC7N0fKfnDCTJxe+TWvoRgUOOJTH/HdB1zPFTMSb18nVS\nAdAL2zwkdVU4axeisgvRx05vu40Id7z8KXVxT5R7+N31jM7PaFUhR5kWaJoXueZA9O13Qd4DXSew\nfAGZF3mpAqpkP/Qzf41UrEflj0Vlt65QZO5/CDm3/9urnJTb2qy3p7gV25CyzWgjJqEibXveDGVE\nHKhaAqoQtAZw4xAYDeH+T2kBUMGMlsKduQ97m/QjwVmHUXzHX0muXIY1eX+sCb0zv/bpGvUph08q\nGhrLN5dmBSkK+5WKfHx8PtPMBi4AliqlPk7v+xGeIPK4UupiPB3h3PSx5/Gq3a7BK9f7TYC0AHIj\n8FG63a92G7ECV9BUrvcF+sF4FToQRpRSz+It20WAFUqpeentw4B5/TEYn5bEFn3E9muvABSIUHLT\n7YQPa7YS07CxWepGCurXAd0XRgC0/BFo+Z6PTer1h8kqDaEZGuFhGVQuqya5eWOjMAKgwlkYh3+h\ndT+Btm9ylWonEqJhV8u0nGS9J5IYQ/tm2Y02sPNXN5D4ZAmhQ4+k6LpfoswMGPe1bvQyOEqvpZWg\nSyaCja4iKNXHK15aBuijwEn7J+n9Gy2yGxUIowr71yMh69wLsXduIz7/fQL7H0jORd9us504Uaj9\nENwERGahrD4uU9sGyflvU/fnX3qVl6wg4bMuwJo5G33MxMZIC3EdUFqfiQRSV0n8rivTaTuCcdSX\nMee0Xrl2RaiPN0Uq6ZqivC7RShgx5nwVd93HSG05TkoDTYdEHGxIvPtiozACoLKHtymINEcFw6hg\nGBEX2TkXolsgeyoqr2cpI86aBST/eZM3LhECl9yGVthxRawhx8anoH6954WkB2DiZSizZ+JoT1Aj\n90OfdSrOvGfBDGB+6fq9UwgfAljjJ2ON9wWRgaQ8lmysDCXAzmjSF0Z8fHw+04jIXNr3hG9VbjKd\nhdKmJYeIPAC0quYgIvOB/Vuf0bd0NCP6bQfHhkbszj5Ozb8eQ+JNpVWrn3ikpTCSORaqlnmiiDIh\nMqFPHlc2LkYz0iHrhkawMNQ6WqUPcNe8hSx/BiSJQnmTjexRqHZEEYmXeb4dgXzImtzjm+naF5+l\n/LbfgKZRdP0vyDz2xG73UXHXbUQ/fBdSSRreeJnqUaXkXnhpt/oIf+0aog/9DpSGMW4qxrROfY2a\nEDv9ugeRVBJn11b0/BJUF6oSKKUwVC8rlXSGNQPcid7f2uBWSuhLlGmS/72fNW5LYhtSvQSsIlR4\nbFPDimfArgEEkluQovO9Kkr9SPSFf3qiCEAyTmrFQowDj4ayXehFRaT+fRvuirkQyMA672doI3r/\nmXZWfuB5s6TNa+0Pn2lTGNE1jSnDs1izsx5HBFPXKC1s/XyozFysq+6GWB3a5g0kbv3+7iNoeb0Q\nl7a/DuUfeZ+Zug2IZqFyulbRqjmpt/7RaDoNYH/0PNbpl/V8XAOMVzmrmbmwOBDbBubARIuA9/1j\nnvItjJO+2VqkEwFSQMsS8D4+Q4WArqHhJYqq9LaPj4/PgDOw5qufGdoVRkTkrbb2K6WOAs4H3u6v\nQfl4GMNGgGl5/gCmiTm8ZQlGlbu/FxZdsxIyRkFh36RhqNHTkPJNYCcRNDK/cnmTmWofIZXrkQUP\ne9EhSiGhCGq/M1Djjm+7fbwMVt8HruMJKIVHQsmcbj+uXVlO2W9+0VhFZefPryP8/FtoGa1XTMVO\nUfngvcSXfUzmiaeSfeY5jceSG9c3+jZIIkFy0/pujyUw+zTM6UcgsQa0wuFdF3pSWyH+ESCIE6H6\n539AEgmU0oj86E8YowY+vUNcF+LVEIig9HQaSweCiFO+g8Tc59EysgjMORNlDe0IobaQ+BYoe9YT\nqZSBOLNRkeneZ9KubtZSg1Ql9KMw4lRXElu8CDOgUJpCRIiv20Dl5V8D16Hga+di7lrgTTzj9ST/\n/TuCV7ZZaa1bqEh+s4gvhcpsP7Xk8uMn8sHaCmJJm0PH5RNuJzdfKQ3C2ViTZxD+0reIPfcPtJx8\nIlf+oucDrVu3R3TdemgmjKRcl5qEjVKQbRkYWtuTHRXOQdK+Juhmu1VzhipKKcSIgF3n7RC3hRfS\ngI5lTz8lpxqi7wAp0HIgfIzn1eTjM4QoDls0pByqEjZhQ2dsds88l3x8fHx8hh5duutQSs0Evgp8\nGViP5zrr08/kffNyUuvWEFuykODUA8i/rHUZW5U3A7oRFl750L3UPP4IemERJTf+FmvUmFZtjGMv\nwNYNZOun6JOPQD/o9BbHUzu2E1+2mMCEiVg99FiQ2h1NEyoRiEfRJnVgYlm7yhNFcMF1ofLjHgkj\nbk2N52HQDKe+rk1hpPzO26l56jEkESf28QK0jEwix58MQNYXvkJixVLEcVCaTtYZrdOKuoIWyYFI\nTvdOii8EHO9vtwqjNJ/U4jUIitiTdxP57q09GktPkWQD7ss3QkMZaCbaCdej8krbbe/WVVP784u8\nija6QfLj98i61vNqklg9aBoqsBdEmURXN6vqYUPDSohMRykdMXLTESMuXiWXvH4dilNRhuNoEEti\nBAwcW4iVlSFxz8Om/tVnyZ3ezNQ47W3TW7TJh6IfdArOwpdRWflYX76+3baGrnHUpLZ9StojdNp5\nhE7rA1PJyDjP+2d3dF1mU3SPK8LOaKIxPD7mOIwIB9sUKs3TLyNZvhmp2IY2YhLGkT373A8qY/8H\ntjwDTgyKjkEFu/ea9BvxRUDaJNitgdR6sCYO6pB8fPZEU4oJOXvB75OPj88+jvgRI/1ARx4jk/Ai\nQ84HyoF/AkpEemZi4dNttFCYYb+9q93jqe1bcBsaMEqGU/33v2KX7yT7i+cT3G9am+2jC+ZR9dd7\nkHgMp6qSbT/8NqPufhgtktViEqB0A/PYC9rsI7HmU7ZceoEX5uw4lNx0GxlHHtPta1PFU7yVV6WB\nZsDIWR2fYOWB0tOmfZpXAaYHmKNLscZPJLluDQDBaQdgFJW02TY2/8OmCiTxOLFFHzUKI5HjT8HI\nLyCxcjnBGQe1+5z3BW4iTmL5YvS8grQQ1eyLUAG63vT3AFS12RNZ9RrU7/SEKyeFO/9h9JN/2m57\ne+1yL8LEdcFNYn8yH3Ed7DcewZn3DCjQ53wN4/Cz2VKfYFcsSdjQmZATwmxnJX8gcSrLUVYAZeZ7\nK9piAzqYBU2N8j8PdR+Bm0CsqcTeeB2UInzUiahAL1YYxQG3zqsMozX1Y44eh55fiF22AycKeuEw\ndMoxxuaQ3FJFoiIJoYj3eXMdjGP6poKFUgrr1Evg1Ev6pL9+Y9jxnp/Gbo+RZtEitistckNFwBHB\naEMY0bILCX77bsR1G31b9jZUsAAmXDTYw2iD5tWypEl09GkbcUCioMLeb6OPj4+Pj49Pr+goYmQl\n8A7wORFZA6CU+u6AjMqnU6of+yvVD97lRT9oBnZdA6RS1L/6EqP//nSrtBsAe3uzks8i2BvWsf6M\nOVil4xjx54fQMzv3nah5+nEkFm3crnro3p4JI6EctNNuRDZ+AMEs1NijOj4hez8vVahqsecxMrpn\nK7VK1xl5119pmPsmaBoZRx3bbgpL+LAjSW5aj8TjqGCQ8MFHtDgemnEQoRkH9WgcXcWNNrD10vNw\nqirAcci95Gqyz5wNiYV4CkIm9qZqsIIoK0D43P/t1/G0PUinpeuQ2/GERi8ZBU66jfK8I6SmDGf+\nfxvPdd58hNr9jmNrQuEKJB2bNdUxpuR1nI4iIjjvPYGz5HW0gpEYZ3ynz9IdRISq3/+S6FsvgUDO\npd8lY/b+EFsPVjHkNr2HlR6CnGMQx6H8exdib90IStHw38cp/N1fezapliQ0vA6SAARCh4HhRYEo\n06T4joeJvvEC6AbhI2ciZU9DygYF8Z3jCRxxGu7mFahIPlpR60ixgcapqcbeuhFzVClaJLtP+hTH\nofK2XxB7+2X0vAIKfnkHZukELz2nuO2qQ3uWv1UK9E7S2pq/fuI4VD18H/ElC8k4+niyzj7XNxPt\nCYEDIPYBoDzB0Rzb6SmfWZxaiL5JY2n48HGe6bWPj4+Pz2cDGTrlevclOhJGzgHOA95QSr0IPEb7\njrM+A4i4LlX3/xFsbxIpAjheaoWWGcStWQD5lWCOb3GzFD78KJRpeqUwU7YXfWHbJDeup+afj5B3\nceeTaiO/ACwLkknQdfSCnodhq8xC1LQzu9ZWKa8UcQ/KEbfqy7LITEd+dET+/16NlpVFfPlSMo8/\nmcw5bfuf9CfRd9/EqWhKiah+8C6yv/hVMIo801oti5ybT8Ct2oWWU+CVOx1g1KQTkHVvQjIGCNqs\nr3bYXi8ZTcalPyX+9AOozAgZ37yuSShp7BTiqSSueN4jAkRtp9OxuKs+xHn/KUglcGvLsJ+9HfMr\nP+v0vI4QEd78cDOblq1lyjsLGJ7yvCqq77mNjFPeQeW2X+bX3rEFe+vGxsgje/N6nJ3bMIa1Fi7b\nfOxUFVS8DE4UIuNQKga7kz7iiyGzKT1Gy8gk83Nf9s7b9QzK1MC0ECA8LYyyQujjO4nMGiCSaz+l\n/IZLGw02C2+9H3NM99LybNelLB7HFiGo6xQEAsTmvkr8/TfBcXDKdlJx608oueuxDvvRlKIkHKA6\nYaOAnIDRLWGj8sE/U/PYQ0g8TnzJQlQwSNZpZ3XrWnwAowQyTvGiILTsfvcXsXfuIPrhXIzhIwkf\n3P9l0vuU5HI8k1q8yJHkSgj2r0jv4+Pj4+Ozr9OR+eq/gX8rpTKAs4BrgCKl1J+Bp0Xk5QEao8+e\nKIXSdCQdeqy0dEUX12H4r8/HGulCag2kNkHGyaC8ybJRUMjoR/5F/VuvU/PE30lt3uj15zi4zaJA\nOiLn/AuJLVpAbNFHWOMmUPjdG/rlEocCStfJ+/q3BncM4ZargCoU8v7QQnilvEEZBnphx2VL+xMV\nzEL73P+Duu0QzkcFOi/9GTh4DoGDmzxiko5DYvwhWGu90uXGzFPIyc1nc3k9LqApKAx2LvpIxZZ0\n6VjAdXDLN/fomppzzz8W8/jzK0mlHAz9i9ys/s5wqUorkh2r9Xp2rlcJZPf4RNCyuuEpU/5c2qsE\niG9AQlnN1OkOok60AJ6OLSi0ASmX3B3qHru3KfJMKeqefIi87/+qW31UJZPY6ec27jjUpVJotdVe\nmlYat7a6vdNbYGoahaGeiYqxBfMaq4dJPE584TxfGOkpzb7X+pPUjm1sufCLiG2DUuReeCm5Fwzu\nd3338NeofHx8fD7zOG7nbXy6RadLMiLSADwKPKqUysUzYL0O8IWRQcCLFrkTlZ2HW7YDdJ2M2cfi\nYiB1VVjjSlBq90TMBbcW9CbvA6OohJwvfxVr/AS2f/9K0HWUYZD9pY5X+XejhcIMu+w0ZKULmolK\nbAG8qBFJ1MKupRDMgYKp+3Q4uTgO9S89S2rndjKPO7nHJrSdET7iGMKzj6XhjZdQwRCFP7m5Xx6n\ntyjDgtyep2fsjCeQU65Ar9wKmkHh8LFk6BoHFGRSGU8RMjTyg2an/WgTDsZ574l0JScLff9jezym\n3Tz/5jriCS9aRSmdhYFJDHcXkXX+tzqN0NEys8i77jdU33WzNwG7/Dto+iZIRcAY2XlJUqeh6e9k\nAkIBIAFoEOwg+iNnNiS2g10LZg7kHNa1ix0gVDDcKOaiaahg+5Nh+/1/4Xz4NCqchXH2tWhFpYDn\nA9IcV4SM2SdQ++h9iK6D65J13sX9eRkAhA+bTXLVCiThpdyFDp3d+Uk+g0rD26/jJhOQjv6qefLR\nvUsYCUwDuwxwvMgaa7/BHpGPj4+Pj89ejxL5bOUnHXzwwTJ//vzBHkaPqX78Earu/YN3E24FiHz+\nSxR85zrvoAhEXwCJp1vrED45vQrXGruinNSWTQQmTGqzKsueiAjJpe/izrsbKztt9qZbaF/4CyTr\nkbd/BW66qsCY49D2G1oVG+ztW6i85Xrcil2ET/0ika9e2mPxpuy3N1L/0rNIMoEKBBn5wBOYI0f3\n8YibkKRXsnkoiE1OdRXJjeuxxo5Hz+q9N4QjwtaGaKNGIAK5gQARs2eh9O7O9bir56HyRqBNmd3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rjwZpSS8UgpWXf2d0itXY10HJqe+jfj//syaqQ9iKGOm4Y6rl0/RUpJ3U3Xkvhg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\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oTKotpZ4dFAqpZMJQE0DgQRFhS4STJhRCKKQsBhq/wxtv+xdVn3yMikSofOdterzxJqqy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\n/BZWPfAoTlU1TkUlbnWU7+6+v34jjMGt3BK8EtsmVbyl7UG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"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": 50, "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: 0.8857350081010444\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]\n" ] }, { "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": 51, "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": 52, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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W1/R042d4+iD/GHAO2SR9yHLQTAB2APYFTpO0IfAR4LrUW7QDK0IpjwTujIgd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ET8wYI1FJa0p6ZjWxrm1/Ji3zyoqeTfXECvpG7siKl/FUEtxVtlZEj9phtfPf6x5+L2qXeZ9H\nlAlV95BG82ZJWxIluU9Sq68R4u/+YO3xPsTCwxqSziH6kbarnWcgwQ0ii/ac2n5gcQZqTHBEfJbP\nArayfXW51t61406RdB/x2r+G+BtvSMik3y5pvqSlHOWDL6PV8wPt87J3Ea/1cyTdTGSWdqrt7xog\nKDKz+wBPIt6XGxB2Cy8p4+3nzTZQZqfGI2gXwoCwM5gP/CexMLUa7b2ku5cxPqhQ/ly86OP+Yha9\nKj2qxZLKN2wp4n28HvF91M+aYxB63TNmHA1rJXOaDH6SoeGGRkpFmcxraJ747lY7tldpRLWtZ41t\nmTR9n9ZqfH1sn1UYeVb1y7varvos6quVnROHxXeMbquIg+Bw316Gliv8VbarG3TVH9TPh+QOSd8n\nRBT2IspY9i2Tgye65dsAMVncvmMMvSbw7yAmnFsTGbqPU/qBaK8Z71xVXvy4BEzbEwHRhZSeI9v/\nSxcvpzLJGUP5Uqk39Xad/Jfyj4clPcrt7vN1zpX0PHfImw96vKTliC/p1W2/vbwXn+1Wv0M/ekpZ\nD8C1RBbzx7RnDj/b/ZBx0bM+3nZdhbBaOT+68yS1/V2DunKdNYk+njXLtvrCSCXYsbjnzw19JZL2\nqu2/W9FHsSExgTmtV5bMIWO9UW1TLx+odxM9JfcRmeDTynN+R0NPBbSJRfQt+3OUfK1Vgjs63oPf\nVbNR5heJifV/015qux/tQSG0ev9279i+Qxnn3TRkxW1/vARCh9cmxE18oQSqp9P+3qzKk/6n9twH\ngetdfJJcU/Arwd62xCLN/sQ95NW13w/ie2NvRXbsxvJ33Lz8bq8rY7ip9vyembeSjdiWUML8DvAR\nRw9KJ53B0b7E63eGQqjheDrujSUrsCtRLnkuYVBcvaePI0o3byW+c84q43kG7Zmra4F/La/NvLLQ\nVb9GrwBhL+I98WuHdPTzaQ+SvkWItjR6s3XL7FRBW1koqQthPJF2j6T63/ce+mR8a9fZufzfryep\nV6XHPyR9hMjkXFMbp4kqgFuIzH29V7ay5hiUnt5xycwmg59kaChKATqVadZymNf1NTHt4G7GNs43\n1th2WWWG2ipSWbn7U/lXjXfpEoCsU1Y2xdhVzgW15w+6ijh2INJLiIzE47roywAAIABJREFUn8p5\nV1P4xFReID3N9sq1dyW+hI8GNrT9tzIp/y3wA0k7ENkXiNXP0xrGsSlja/OPdshbv4eYPNxL9CFU\nDeX117bzda4my38imva/C+zrdvncim0Vss51L6cLJX2dkCGvVp6XJ/7Gp9SO7Tf5v4volfgp7eUf\nVVnhxkTpRVPJ4iDHH0lMwjYtj28mvnQHDX76SVn344byb5nyb9g01scP8tka74Uctf+XKkQ2KuoL\nI5VgRy8VLYhg9POwePHgAFr1/4cosrjfKPvrE6l5RIC/WFXOrZ6Tu4jPWX28i4jgp56JhFg5FrHa\n3E14oirHHJORUhcfHrVULqv39pGMNcrchVhU2pcIziDeY69zR09iv6xluX5jVtxRRrdB14ODtYgV\n/i1oLyndopyjTUhAkQXbySEmsAyRUXgjMQk/gRANuZR4jxxL/D3bFo0U/XlVVntT4m/T1DPTL/N2\nDV28z8pYewVHPyz3qm2Iv+/jJH2V+BydQCsQfgSR3flbeb9U30k/JwKG02uLIvNo/T2r8rnzaHn0\ntGVe1Fvt7l7b9yiEOJaxfaXahTieYfv1krYpi3PHMtaou06V2bmA+PxsV9v3IPAXd3jmqLeS4X8T\nRuV1L7rq9z+GPj1J9Kj0AF6q8PFZwzWZ7xrXA5so/MGeaftnij7TZYkgqC/VPaOM+T2dgWkys8ng\nJxkmX6dBmYa4yTVNfPe2fQyMKY2YT0hjdpZ7NNbY9lplrnERkXK/nfhCWgn4i6S/EoHEwl4HFwap\n3+/GZwgvo6tgcaB4HK3a+UbFqLIS+ATiJv+5KliStJmkR9q+RlHe8EPiC/gY4nWcT9TD707ry7ap\n9OpVijryiuWIL6cjJFVNy4MEh2u7XcigiW5eTlcC1yvq/iEUmY4iVn8r+k3+f8DYHps6/Rqf68dX\n78P6Su4atrdXNBhje5E0preiFz2lrPvhUp+vyCJg+65xXHuQ83dTtZqUj1Cfa35N0moOVaymrPFW\n9A4u66//vsC6VbZH0QdyLqGWBu0TqQeJHqATOu47nWxIy22+afyvtu0SkK/V5Tl31yZYR5XFiiqj\nOZAPD7CK7bo3yzcl7WX7CgZYaVaUN+1Bqx/wLCLAuLeMsVdWHLqIEtR4PfD0zkmmokz3XUTZ1UlE\nSem7gPcBf5b0r0SJ9BnExHWDhvfBpmXfn6gtGgHzPVjPTE8hlPIefLVCdADgV273tukZHJUFm2OB\nYxXlvq8HPjDId5JLeXXHtj90bHoe0cPyIuDTJXi5zK0+s2/SXe3uFkUFxY+A0xTiNvWsWFV50ObN\npv6ZnTeXsV7T73ekt5LhN4mepv0cWcZHEN/5Pynn79mTVIKcxkqPwhXE9/zfmnYqhG3eTvQOrkEE\ndocS98C+KLzjjqR8fhVKc28ZcC4x7Tw8uJDdnCCDn2SYdFWmobeJKYwtjZhPfKnV6Vtjq5Aafabt\nIxVy1Y90NPL/lHCHPq0879+IgOJIotm7XgLTjUHq97uxdBX4QHzJSao3jHdTjPo8oYzTOcm5o+zb\n2tE3MUgAOKb0SlFG1xPbXT0lJB2iUpPfFAu4XdCh0cvJ9vsk/T9a6lXXlNX2+nkavwhV5J7dw3tB\nUWZ1motrfMe+bQgJ8y+XxxcQfQMGPlB76v1lZbDKdK1BCWLUw1zXIbkK7X5U46ZMTr5FafJXlMvs\nYrtXDf6g554PXFlen9/3e/6Q6aeK1Sv4qX+b30b7iu2d1Mwke7x//qdpe+F/iQnRccD5jC35rOga\nHDRMsJ5EmWB5wMZz+htl9uNo4vWoMm1vJEyX30SUuz6D6An5imsS1jX6iRJ0m2R+i1hs+jXR87J/\nOfY1xGLUA8ALy/0ZSU2N5p+ledFo0J6ZqhesUQhF4WOzIVGCCfAeRZXC/jBQcLQYh9T/YbT3Q02W\nh4jX6SEiq/Y32l/nJrW7NcrP1cLK/5P0MuJ3/3Ht2MM01pvtAPpkdiS9Tz1MVt1eittPyfDVRFC6\nH1HNcYrtKpvbU0VQvX0FIUq3L5Z0Bc0LTu8i/vbnl+1/VJS0D8o3gD1sVyWLLyTmE0NR4Eymlgx+\nkmHSS5mmq4kpRGmExkqGntBx/p41toq6838hGhqPJDIExxBp8Y1t13uMTpf0P7Z3LytOg9BPTrkX\nF2qsTHc/s72fAOd6rLQ2ti+X9NTqcclC1KWKVyP6gOor12NKr9zfgbvv7zWO53b1crJ9D61m8cVI\n+rztvXqs0D+ZoiIo6QTbncasVU/PVWr2xXk/sRpZsQyRjVuBeA9VmY+DiIzlapK+TbynqlXqrua6\nitKrbw3hdT4M2MchqlGVUX6dVhnehOnz+kw1+9BDFUu9y+6WrU3CriZKt/63PH8bavX7ZdL8PsZO\npOoKau0XiOzRy4lg443ExPG4hoCzV3DQdYKlEGHpht3q4WsyyhyTKevBmrafV3t8hqTfEtnVB4hM\n0JZEtr2zXwi6iBLUWAn4vUJ6vF729DQXoYly77uF6Jm7V9F4vgPwM0nXEj0zTYss3RaNBu2Zqd+f\nmxZIXgW8wMVCQNJRRPnu/uVxz+BoGriDuC9+Fvi6x/axNandPdTxHNwsLHJ4+fFX1ErMVaSwe2R2\n5hP3x0Ey351KhhuWbesRc4J1CXGcrxHKo2dKWs/RL9ZPRbCXryDE3/uTdDe2vs/2/dU8RKFiOJ70\nyENV4APgUDZtWjyYETgFD9rI4CcZJk3KNFVZWOPEV30kQ+u4R11+YVviZnpRef6fJVUZkVskfYCW\niML2wF/LqndPedbyhfp4xsopP4VafXYf3km8PlUm5CxaDtyo5ptRTZQVZWor9TjnsrWfO6WK7yJk\nlOv1+l1Lr9TfibuRXhmXhud2ejkton9fRyXR222Fvp5562Uu92hCtesC2gPWZWzfWHt8tqOc5u+q\nGZ2WYHkhUfYoola9KoXpKblKrLL387Hpx/JV4FPG80uNNWKdDI2vjwcsy5so7qOKRZ+MZlnwgChP\nqk/W/rfjqd8jMi6H0zA5VG8xlVPLAsmORN/Zh21/qXZ4r+Cg1wSraeFkeSKYfgzxOa6axjuNMj8J\nfEANPjgNXCRpY5cyK4XQw4VEmWAVnBxBlxI/29er3QfoLEdPTsWBDYdBTZWzfN5vcqvU7hKi/Pa/\nFH2IOwJLKww6T7RdZU8aF41sf1SD9cw0Bc9Vz8l7y+OVaKl8ParjuT2Do2lgR6IccQ9CAfBcQsa5\nCmbey1i1u0WDZGbKe/p1dCwIAKv0Oh64xfbBPfbXeSvh7VNVaNxJfMY/R2STqvv67cRn7zO0+sV6\nqgjS21cQYFGf43+lkPNeVmFzsAcRaPWkBG7V8V8jAvFKRfGX/Y5PZgbKaDAZNuqiTKMQHagmvssR\nsqV/JgKBt7olGXqtay7JPVb9gbY0+AW2N1Qrrb48oXSztqIEru6Dcw5R/vBPYjXy6h6/z8lE6dnl\nHdvXAj5me+vmIwenGnPt8XxixepSwjT06x3Pfxvwctvb14+XdLHtdcu2S22vUztm86Zrl6zbhTQ4\ncdver+mYhvGvQpSJdU4et1DNJ6hzsqaWT1C38/bMRtRft87XsON5jb87cITtJrNIJF1je43y889t\nv6xj/89tv0zSb+sr64qZ7pW2n1f/e3Ts34bIRtbNKLuiaEa/iFYwuDOwfi1jOCl6vTeGcf4Brv8i\nolH8XOANbqlijfc8y7mjZLJsX2h7/aZjyv6zaYmpbE3LsPCjxAR4R2KSeBLhs3Vzx/H1cttVgBVs\nX1eC/X8Qn6d3ExOs39r+YMfxjyQy228l+h4+Q5SkdWMPYuK/sNt7vnbu3xHZ8OpztDrhcfRU4I8l\nQ9X186OxPkDbEj02h9Se83haCy0XOMRYHqIV4IlYrFnE2PKk6hzzCBGDHVzU5coE/V20+pHOIsrz\n2hrre/zuHyH6XCrhhB2I8sOLiAWprxEG12eU/S8G/sv2d8rxlwEvKQsi1XfYL90q+ZsWFAI4W1KE\nFWwvW9u3FPH3FfF3vYEQHmrMzLjVP3gq8f23kPYFgff1Op7oB1y3y75qTPXgqVI/vJUInK+T9N6O\nQwz8H7H4VJVBvpGwfmhUEVSUST6BZl9BJH22bD+py/HziM/bv5UxnkYoG/acFCsqM7ph98gmj5IV\nl3/6jJns33H3tePpl50SMvhJhkaX1aLq5trty+IO4gtpM6Ks6HjiBrRYoajHxBVoy5S8j7hZvpxY\nxX0LcGzHl/TyblYi64qk39huVDySdLk7PEQ699M7lX4cxUuDmBgAbV4anycmhffTLmm7DLCtQ4IY\nSecTJVC/KUHQKsSKaOfEu65usxzROHynpAtt/4uky2qToTET9x6/5+lE1u59xKTtzcD/2f5ArwCl\nFrQ1BhfAo2vHjilrq02w6pOr6jVsm2A1/e5ENuCXDcHl7kT52q5EqeUZ5XF1014RONX2cyR9hZhQ\n1iVXbyKa8Cv/oabXbDyv76MJqdj6JPCgkh2ZtdRW5itVrKq/YVxqcpI2IUpkVrC9eslU7E7L0f09\nRK/EibRPhKpJ7ULb69c/z5JuI/ruTiHMLa/ocu3F5ba2nyVpVaK0d7N+E6wymd6HyGgcBXyh+ps2\nTBChlRl6IvFeX4FaQNH0upX3fRPXlmOr4xqDkxIAbOJ2NcZf1+4TbyA8n35Zjn0RofjYt5+wH+Va\n9zoUAqtFoUc0Bbhdjm9bACrbLrH9gmqfpCfSHrj9pfbcHekdHPXsO+m3f4DxnwCsQ2Q1zyQ+9xdU\niwMKNbhP2z60dsw/bXdmsJrOfYXtNRu2d11EKvtXdktsottzmrKBKxNZ0oOIYK3rftvHK0oO30T8\n7otVBKvgQtKRDedwLXBuClJmbHAy1ayw3NNmzGT/rkXXZfCTLDkolN3+hVbqeCui7v6pxOS98n1Y\nbGJqe7tybCUZuiOR8j6aKH84fZxjeDm1iYbtn5btmxIlL22TI9t7dD/b4nP+0S3H7859V3fLHJT9\n3SYewOKSFiR93D2yLAplueqL6krbv+jYvxORdl+PmERtB3zI7VmWxc3XttdQlPocWrIXZxKrrocT\nSjy3AP/ROXHoMb5q8lgPnn5jewO1Z6PaJvwKZaYt6BJcAPd0O3Y8dPvdifdbtXJYvT/XJybiryEC\n870IefOba+O7g6jB/1LJ5NQlV8+hJblaXb/Jx2Zz25tM5PcZFpoCKetRUIL/7YCTau+XK4hgodOL\np8IuGWZFOdELCeWoXxB/6x8Q5aPQ/hp1TnAvoZTb1q59lbub6m5m+xxJnyaEXw4DvuweCn5NmSFH\nduV/bTeWjkpa0eEN1mTGujjw60dZwNmgNuFeQCyyVEHipUQW+m/l8SqEIuZA944+1z6PaJq/qzxe\ngVjUGajXTdKviWxeFYhtRwSbexALTzs2HeeWRxF9gqOr6dF30m9/j3FvQHibPZkos9uZuMf8iQgO\nqqD990R1wCLi++x+SYtsLzfANQ4DDvHYioYJ32cHuObKxHujW4Z+8f7y2j3PzVLVE73+44nf+Q3d\nFiY9YFZPIVC0C2P7CN/T7ZhRksFPO9nzkwyTJwPr1b6oDiSahF9MlGfUa7HbTEzdRTKUSHlXx/T0\nDLB9Wwl2fqooc6s3h36OWFU6qVzvUrUUfPpxoaTdGrIDb6PdgG8MbjfxG1MaUnvqyVVWSqGCsx6x\nCnx9Oc8ZtBrqm67TTaq4Ti91mzcRk/JuTtz9qGRTb5H0KqKcsZp09fIJegzxGq5a/q8HF18isnfd\njh0Pjb97+RtsKmkLWn5NP64Fl18gTBzf7VoGsU4JcnpJrsLEfGzQgCWfE8WDycTPCmzfqHbFwYdc\nMsiSFrijlK5M4iuaxFQ2cYMccQP327akKpuzPPAsRX/IuxqCmkOIz/d7iaD7Q8AHa2Ove8F0ZobW\ncy3bZ3ubjvvK+W75cx1LLEAtZGwAaHr3yNU5ki4+QIV5Hfey24h7yTBYUH/9bN9VsraDshPxGf4K\n8TufRwQSRxCBbWVy2fYZU1QR1KkkoleVtGotOOrXd9Jvfze+RgR9F5bvqY/T7GO0yCHB/37gLEmv\nB/7Y68RlUeBhYv63q0JwYrH3GbEINSXY/rvU3SKgY3+jiqBKGbXCJ6wpeHlPx/NXIr7L3kj0tJ6q\nKFPduun4cXAK8X7qJqiQzGAy+EmGyeNoV/t5gDA8vUfR1FynycQU6CkZ2s0zYGngqpK9+AjRF/FY\nwgB1F9unlvOOmRwN+HvtBZxYsitjSs8GOYHGloYcIqleGvJVwk9nHWJSdDiR/epZ8lfH9u8pUsWS\nVpL0QdsfrT2lsfla0gsIudsryxd1P+ndJv5b4VD/XmJytyIRREEfnyDbS3cLLiR9ocex48lM9FT2\nKcHOL7oci+1DFHLTnT1NR2uA0hY3+NgMSNUQ/Fqivr1q/N4R+OsEz7kkcmPJ7lqhBrYnNbd6opeo\nc7V58Tb3F1PpxXcVjc8rlQzjW4jM6U2E2MAuHUGUyjV7BggdmaG1mjJDZbL7PzTcV2xvVa7ztM7j\nxoP7+wCdKuk0WlLc21O8WroxjqzU3Wqpf6HwVrlnHGO/lvaFh+r6+wI32r6lPH4ztcwK7SalMDY4\nqgQvLpT0HTr6Tmo07nfpS+nBoD5G1XvpU5IuIhYLG1/TGk8igqhGBs0ITgRFBUPXUt2O/d1UBKtF\nyK5Kowpbgm2IgGddQjjlNUTp4LuJ7+InElnU4zrez4OywHYvYYgZhdPnp40se0uGhsKrZVtaSktb\nE5mWzxCNmNVq2WITUw/Y8F3OP6YWudzwHyYyCO8nJgpb2j5P0SR6nMOQ9PuEXOiXCBWuPYF/sb0D\nA6I+pWd9ju1ZGqJW78sBwM22j2j6fRvOuxrh07Aq8QV7HCHk8Kbyu+9Ze25T8/XKlMZp4nX5eGeG\na7ook9en0l5CcPSQzj1Q43mP4w8kVkSfR6z4bUk0527Xq7Sl2+pkxaAlEio9Wf22zVVKpvcLROmm\niEnge4gFiicRQeMbaS+rPJQwhezKoJk1dZTbAp8sn+cXE5mTo4js9MODfK7LOR8mJn0P0qXsrtd9\nRS1Vqm6/20W99pfMWN0H6Ag3+wBVZZ2L+9Fsn9j0vNrzT7a9laTraMhKuVWOuAFRIfDnsu+JwPYe\n0EiyvB67MVbR7AVEZuXv5W90PK3MynMJGeVewdFn6E63Msv67/eWHvur7MwLHL49vwfe7pbB9eJe\nHUlbu+Y7pCizfrN7qLEN+v6bDGqu0liZ+DvuQvRHdt3vMPnutvD3D7erDdav+06i5+xFxD3geGJR\n6+rORYDyWu1Q/i1LfHce57FGs91+x72JxZKTaegjnGksv9xTZ8xk/+5Ffxp52VsGP8lQKStzi3sf\nbF9YttdvZItNTG2/axznvhTYzS3PgA2IDImJL5R1Jf3O9nNrx1xctjdNjvb0WN+EKUEdwgiKRuhL\n3aqb/xXR4/IW4sb9t/r+Huc9g/Bp+DXwyvLvEmBv12rTa9fsbL7ei6jnX6TwizjVXcQdulx/N0Iw\n4I+lXOEbxGr19cSX8EAragpZ7zXK2KuMnAcNDgY4f/13h+gHO7zHIZ3HX040Hl9cJpaPB46x/XJJ\n59jerMtxdXPaD9MhC+wBpcIVil2vKivZKAwAT6m/15N2JO1FrCL/B5Gpra8U30k4zH+N6K1oNDL1\nBNXu1C7ysRKR2V2dKMP6wbAmn73uK5qkKlXJWNR9gP5ku8kHqPO4ecCOtr/d77k9zrEBEXz8pWTy\ndifuK78FDhh0gqno5TqLsYpmB9QWnr5MiLMcVB5fQiyodQ2O3OpV3cz2OR3XXLyt3/4e4/4g8O+E\nQtrqRLmjFbYLR1X3G/VQoexx7puIhcBG3G5SOiE0ttfVwG1uiWZ03S/pOY4qBiQ9wjVlP4Ulw7HA\n6zsDYEkfJhZc55V/RxNCJTepQ0G2YbzrEt9da7uHqXfHMe8i1CD/QSuQc6/rjJIMftrJ4CcZCmp3\nie/2nDEmpm73y+h3jQ2IG1RlsHYH4RlwGCE5/d3OVa1aRmU1t/u5IOkJnQHCVKEoYVmb9tKQy2x/\noBoL8dr8xvZZklYnJFZ7Zj40Vs76JkK6u7EGuayE4tIX0PB69ZQEbjjfFYRfyAMKadL3EgHGusCB\ntl/U8wSt8/yOaG4d6g1J0jbAk21/uTy+gPDCMPB+D6hIpZaM+kLCifxO4HcOtbeekqu1c0xGsOGV\nxPv8WuK9/xSiwfm0iZxvLiDpBturl59f5ygb6nzOfFpGpmvT3ci013Wayh6X65xElUD4o8Cyth8z\nsd9qzLV73lcmee668t1SRJ9i/V6xItFL9yQiw//T8vh9RADWtaetX1aKWNTqG3wM8DtcYntMiVe/\nzArRL9Y1OKrO2ZRFUR/5/XFk/jam5WNUBQ3PIr7/fksfFcoe572FAaSwR0Wv109R6bEbkTnayfav\ny6LbVwkFuW0c5ZTPIT7T2xMB5LMJs9+/1s61FBHU70D0yv6S+Ox3eoR1G+e1wIZu+b3NaJZd9ikz\nZrJ/zz3Xjzz4yZ6fZCi4i0u8xmFiOsA1fgOspegtwfY/yzXWAg5XGPWN6SkpP18n6XvAW2xXNeOn\nMLYPYKiUlbrH295X7aUhv6blGk5Z4fw2sIGkrYiJxkAlXwqBiOpmchvwqPKFUG8gPZAQM5hXjnmI\n6M15uqSTqlMRZnnV40HKfh60XYkdbAUcXbJpP1OUmg3KFUQAccs4jhmE9xNfbhXLEGpuKxDlSIPK\n8V5YVvC/Tqwi30X8DSEmHItoZZUggqvOuv4Jf/nYPlWhUFdNan7vAb1O5jCStLPtY4CnqkGKv6xy\nn0p/I9NejHGalzRGRdL2UZLOIt6TQ6HhvnKYS8mZpC1s/0LtSoP1Y/v1nVSfa0qQ0Ln/W0Rm7dfE\nItT+sFhs5ZLOJ3dQlY0tILJyl5Zj1yYydIP2vPTjZEn/bvuUju3HESaVtxI9RGfB4vv1P4l76FKO\nMr+XEUqRFUsppNU3Zawh6IrA/H77Bxm4G8Q2XEqyFN5LlQplvXyxEorpxXhMSkeBuvwMMXdYqDBE\nPrFkX3Yr+15Z3RNL5uhA4EBJ6xOf69+UxcEDy+N/J4x9jyeC33FZYABX07JWSGYZGfwkw6TJJX5r\noslwK7dMTPfucnxP1OFIXX0ZD5imvpz4gjtHYbR5DV1WvobM54H9YPFkozJgW6vs27o87ieI0I1H\n0a6SBq0vw0rRaW+iFHEDtwzknk6slh1Dy58GWg32g/KwQgr2dmKSUBdYWLb5kEYeC/y2vHfq2ZNJ\nqZkBy3Rk/M4uk6q/K1S5BsItSfRDFeaAK9q+rOybqJjBeFmfVu/COpKG1hO1hGJC6hoi2G3aX91X\n6kamXyT8gAZljKKX7a80DijKFnuZl46b+n2lg82JfocmE+am4LyTSqgEaBMcqVTBrq9lhg4nFi5W\n9wAGtdXil6QfECVdl5fHaxI9Nc/pFXz0O3+NPYH9FYI7D1Rjd/RL/ZxWZqVamJhHZJi2pHdwtAzx\nnlqKaKavuINQYlu1z/5JYbuvCmUPRr7q3ode6qBWiGTcRHjJ/RD4GbGwt7xCMbWtJNJRHrdQIXLx\nIuL9dSzwXk/OJ+1u4BJFeWn9O2tGSl1nlVc7WfaWDA219/VUZne7EapKXU1Mx3H+Rkdq272aT6tj\nq/K3zYjV+w8AHx6k/GAyaECDVE2tV8bF5dy3dmxvNEId57m3Ivom5gM/sr1b2b45UVb2qgHP09jc\n6gn2XNTO29WHSdI1ttcY8DyNsui2z5T0ZCKLVvX9nEX0k92kdh+d5ehhwtrn+lPaEzVbUW+fomVt\nd50oK3qC1iNETHoamXY5vsqobM4AZY9LGk0lSeO9n0q60vbzO7cRk9O+PS9TSa+yM7fU557imp1B\nwzl67p/E2Cac1dMAJqWjRNLfiHmCiKxfZYkh4A20jHmrbdASmbCnqedG7f2ci/GAfZzTzYIFq8+Y\nyf69994w8gA8g59kqGhsX88PHDLBkzYxVRdH6gGPrRttVhKX63sAM7jJoAENUtVHEGGSY+j6uk3m\nNa2dYyngkfVVtPL3lnsYNzac5ynAM23/TOHlMd/2nZMc27cJQYZOj6bdiZ6qRpPDhvP8qPZwAeEZ\ntND2FpJ+SkzWvlX270zUo798MmPvuP6U9ETNZSTdQHiTVVnqrkamXY5vcpivsPsoek0XnRnzavtk\nS59K6Wz12onI9C5iHIG9pOPKOSoJ952I4GLHQYKPHud9jkMxrDEY63f8oJRV/yavmS0G2T+J637Y\n9oFd3oMz5r03EboFFRUzNbiY6WTw004GP8mkUXNfz/tsdyq6VM+vTEy3dw9VmobjGh2pBzhuHvAG\n28fXti0FbOrS5DpVlC/3XzRMvt9GZGO2L4+bGpcvtz3p/oBeK7ITWa2dChSqcW8HVra9hqK/5dDx\nvD+6nPdxtFbkqwnP+sAjiN6ECXnlKCTGP2/7dWpoqm7aNhkU/WrvcZHeTSaPpBttrzaE83RV9JL0\nMuBct/oMh0pZZLjHReCk3OsW2F5Ue86EM+ZTjUJO+52EETZEifRXBymd63Pew2y/Xe2Kd3Vfr0kF\nH7Xr1MVhFhBB5oPVfbvf/mT4SNrT9heaPpdDOv93bb9BzXLe2F572NccBo9YsNqMmezfd++NGfwk\nsx+FH8VZwFvd6uvpKS05wev8lvCcuI6aI/UgNxuNyBNFIYl8InA/DQaprqnNaZxeGeMYQ32Ftm0X\nsLztedUXxjCuNxEUTcwbEg71VYauLRs2yfNvAVTlNePyaOpyPpXzPK/0DhxJK3DdkTCCnFTg1nG9\nMwilq2H3RM1ZVFODm+R5uip6SToK2AT4O3GPPJPoO5tMr0H9OucRqmh3lccrEJmSTWvPmXR2d7Yh\naUPghur+qg6fnqks+1JRhpzo/nFe6xrgPOK9dZbHoVK4pFItPE3Vwp6kHW0fp7Fy3RALuuMR+pk2\nMvhpJwUPkmHwWkJR64yyyljV6w6bLSdx7M8kvY/ISi0OBKa69rnbsHDxAAAgAElEQVRkFjZVu0Hq\nj6vJt1pqcOe4XRDhhZLWcAgzDIRCtvfxtJe23OAeghCSfitpVeAtko6m4+82jbXh99m+X0XEomTm\nhnazLq/3hAMetZuVziOkvKtM0luInp/PleecCwxbBOGgIZ9vTtCvJ2iS5+6r6GX7zeW5qxKN7l8m\nmuGH9d27oF5aavuuUjJa51xJa403Yz4dqGVy2sYQFs4OJTzdqn69j9OSyj6MIYgOlHOvXHs4j8gq\nP2rQ/UPgeYQ59YuAT0t6NiF1vu0QrzHb+J2kPwKrSrqstn3gxdI+HCPp7cDOtm+u75C0A6H+mMxw\nMvhJJo3tHwI/rPX17AU8TtJXGWdfT5/rXA+LS5kW9Hl6J9uX/+umqpUa2pRj+wzCk6GTxWpwHfyT\nmhpcPyS9m5Dw/Cth0Afx+/W70R8K/Jx4HTpV4/q+Pt1q6hefYPDa+l9J2p9QlHo5sAfwoz7HTCeV\nQaYJk95jbZ8Li9+XU5qB8SSFH+Yqth/Z/1kTpp/iF5J2JiamaxElwV+iKIcNibslredWA/76hDoZ\ntbKcpYBdFb4k48qYTwP1bPwCohx65S7PHQ/Dksrux0JazfYPElUJbx3H/snyEKFi9xBx3/9b+bfE\n0hFQjqH0iz2BMPGeivvyZUSP53mS9na7IuvIMxrdyCqvdrLsLZkSJtrX0+ecryb8IVYlbvBPIYwm\nn9/zwBmMBlSDG+A8VwMbOTx2JjKOr9p+5wSOm5SLfO0884hJwb8RXyCndfZJjQL1Nkn9PeH10IiH\noMTWJ3MxUFN5MrWoKHpJWq7ea1P23QpcQywynGH7T0O+9gZEpv3PxHviCcQ9d2GXspzFeApUyIaB\nxmm03OUcPU1Ml5QyQEmLCBuHzxLqoBO6/89EFHYMXyDKRh8m/KT2JhbrqoBydcJmQcBKRKnj02rn\nWAZ4Vnl4lVuedJMZV1XS+izCq+8K4F22F82UHtomlnnEk2fMZP/++24aeZCYmZ9kSig17YeVf8Pi\nI8DGxE1+3VJKtvMgB5ZSkH0IH4q3l4b6Z9s+eYjjmwgr9dg3nrKcG4ls0YSw/U5J6xCr1ABnuvjY\n9Dlu3Ga1XXh36TlaHPCMug+p0Msk9SdEGSXAh4nM21CZ4sxFMhxWlfQT4j2xevkc7W57D9uPlfR8\noqH/o+W+c5XtNw3jwrZ/o3Czf3bZVJ/g/ZXwFHoGMUE+wuGbM2PoyBzPIzJBw5iX9DMxHQqSlqZd\nsOGXwNeqv0G//UNgR6JPdA/gbZLOJe7dPx/S+UfJsUSZaFXCtwNwXBXcSPo6UVlySnm8JfCa6mCF\nfcLRRJ+XgNUkvdlDEjmy/YdS+vrfwMWSdhnGeZPpITM/yayhEi1QeOKsa/thSZd6AC8cSd8hShB2\nsb1mCYbO9RAVuSaCBlSD63F81WvwfGIC9GPaG+I/O+A43kOorVX+ENsSpSI9DfQkvb9q8FSYx36v\ntu9jtvcf8PpNTeOL5clHRWdmTtKXbP9n+fk82xuXn0c+1mQ0SDqfKHM7yS2xjivKfWZFwv9pc2Jh\n4bHAeVUv0CSu2dfnpdzzHiAm/lsSpqR7Tua6w6Yjc/wgMVH9H9tXDeHcE5bKHsc1DgeWBir55TcB\nD9l+2yD7h0UJgLeklJzbnlQ/20xA0mWdpZn17/umygi1e+ctBN5YvZfK3/64IWQVx9zrJb0E+Aaw\nykxdsFp6mSfNmMn+A/ffnJmfJBkH/1CoGZ0JfFthhtakYtbEGra3l7QjQElRj/wDSHxZnShpJxrU\n4AY4vrrR3lD+LVP+jZe3EWVz1SThk0SZQT/38HqD537A92r7Xgn0DH7K3+ONwNMknVTb9UhCIWvU\nPLr+oAp8CqvUd03PcJKZiO0bO24nlaT02bV/X7J905AuuTkh4NHUE2hiEeN5tYngEYRS4IxiiJnj\npnOf17DtD0O+zAYdi2+/KItzg+6fFJJOANYhSivPJIKrGfd3Hg+1np6fSPovoqzTRO/WKbWn/lnS\nh2j3iPpzbf/S9SC6ZGqWHsIQP9y5wfYvS7/d7kM4fwJIeiVR9jgfONz2J4Z5/gx+ktnENkQJw97E\nje5RwKBGffdLWpYySZW0BrUMyahwHzW4AY4fcyOeIKLmAVJ+HiQ4VJefmx43cS5wC7EiXvcduZNo\nLB0150varSEztzuzfJKRDI0bJW0KuEyu9gR+By3Pj6Z+oMlg+8Dyfy9VwcWlVaX3ZViXHyqSXkVk\nrheL2HiSBqzTyEOqqXKWPpWHxrF/QpRerxsJFbuLifLv1xFqn1cAk/JJGjF1kQhoDyhMSyBoR6LU\n+MSy/cyyreLCknmrB0cXMkkcAk9N228HhjpBHyazaXVOoVz7ZeDlwE3AbySdZPu3Q7tGlr0lsxFJ\njwVu84BvYIWC2IcIadDTiVKU/7D9yykb5DQi6afA623/ozx+NHC87VcMePw+wJuJLxKI2ulv2v58\nn+MWl6t1lq7N5ObPQVFvk9S1aCn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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, yticklabels=countries_available, xticklabels=countries_available)\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": 53, "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": 54, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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GDhzIkiVLeOqpp9rMb+lr+MADD7D33nsDsM8++/CHP/wBCAqo++23X9ptJ+/v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D+eWO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\nk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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 0.341840469495 with a p-value of 6.27022480157e-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": 55, "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": 56, "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": 57, "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": 58, "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": 59, "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": 60, "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": 61, "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": 62, "metadata": {}, "outputs": [ { "data": { "image/png": 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ExEQ++uijXNNznh2cMWMG7dq1A6B9+/a89dZbgHcDfu655+a77sDjHVgzdCjH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\nCVoiuZeSRTzviUDb7/v0Kz7afYDJA3rz9ITz49YnF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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 0.129891665396 with a p-value of 2.32610303067e-11.\n", "Capability Correlation Mean: 0.15265990327971085\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": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/vnd.plotly.v1+html": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "data": [ { "marker": { "color": "blue", "opacity": 0.8, "size": 5 }, "mode": "markers", "name": "Different and not collaborating", "text": [ "Argentina/Australia", "Argentina/Austria", "Argentina/Bangladesh", "Argentina/Belgium", "Argentina/Bosnia and Herzegovina", "Argentina/Brazil", "Argentina/Canada", "Argentina/Chile", "Argentina/Colombia", "Argentina/Cyprus", "Argentina/Czech Republic", "Argentina/Denmark", "Argentina/Dominion of Pakistan", "Argentina/Egypt", "Argentina/El Salvador", "Argentina/Estonia", "Argentina/European Patent Office", "Argentina/Finland", "Argentina/France", "Argentina/Germany", "Argentina/Greece", "Argentina/Guatemala", "Argentina/Hong Kong", "Argentina/Hungary", "Argentina/India", "Argentina/Indonesia", "Argentina/Iraq", "Argentina/Ireland", "Argentina/Italy", "Argentina/Japan", "Argentina/Kuwait", "Argentina/Latvia", "Argentina/Lebanon", "Argentina/Lithuania", "Argentina/Malaysia", "Argentina/Mexico", "Argentina/Netherlands", "Argentina/New Zealand", "Argentina/Norway", "Argentina/People's Republic of China", "Argentina/Philippines", "Argentina/Poland", "Argentina/Portugal", "Argentina/Romania", "Argentina/Russia", "Argentina/Scotland", "Argentina/Serbia", "Argentina/Singapore", "Argentina/Slovakia", "Argentina/Slovenia", "Argentina/South Africa", "Argentina/South Korea", "Argentina/Spain", "Argentina/Sweden", "Argentina/Switzerland", "Argentina/Taiwan", "Argentina/Thailand", "Argentina/Tunisia", "Argentina/Turkey", "Argentina/Uganda", "Argentina/Ukraine", "Argentina/United Arab Emirates", "Argentina/United Kingdom", "Argentina/United States of America", "Argentina/Vietnam", "Argentina/WO", "Argentina/Zimbabwe", "Australia/Austria", "Australia/Belgium", "Australia/Bosnia and Herzegovina", "Australia/Brazil", "Australia/Canada", "Australia/Chile", "Australia/Colombia", "Australia/Costa Rica", "Australia/Cyprus", "Australia/Czech Republic", "Australia/Denmark", "Australia/Dominion of Pakistan", "Australia/Egypt", "Australia/El Salvador", "Australia/Estonia", "Australia/European Patent Office", "Australia/Finland", "Australia/France", "Australia/Germany", "Australia/Greece", "Australia/Guatemala", "Australia/Hong Kong", "Australia/Hungary", "Australia/India", "Australia/Indonesia", "Australia/Iran", "Australia/Iraq", "Australia/Ireland", "Australia/Israel", "Australia/Italy", "Australia/Japan", "Australia/Kuwait", "Australia/Latvia", "Australia/Lebanon", "Australia/Lithuania", "Australia/Malaysia", "Australia/Mexico", "Australia/Netherlands", "Australia/New Zealand", "Australia/Nigeria", "Australia/Norway", "Australia/People's Republic of China", "Australia/Philippines", "Australia/Poland", "Australia/Portugal", "Australia/Romania", "Australia/Russia", "Australia/Saudi Arabia", "Australia/Scotland", "Australia/Serbia", "Australia/Singapore", "Australia/Slovakia", "Australia/Slovenia", "Australia/South Africa", "Australia/South Korea", "Australia/Spain", "Australia/Sweden", "Australia/Switzerland", "Australia/Taiwan", "Australia/Thailand", "Australia/Tunisia", "Australia/Turkey", "Australia/Uganda", "Australia/Ukraine", "Australia/United Arab Emirates", "Australia/United Kingdom", "Australia/United States of America", "Australia/Vietnam", "Australia/WO", "Australia/Zimbabwe", "Austria/Bangladesh", "Austria/Bosnia and Herzegovina", "Austria/Brazil", "Austria/Canada", "Austria/Chile", "Austria/Colombia", "Austria/Costa Rica", "Austria/Denmark", "Austria/Dominion of Pakistan", "Austria/Egypt", "Austria/Estonia", "Austria/European Patent Office", "Austria/Greece", "Austria/Guatemala", "Austria/Hong Kong", "Austria/Hungary", "Austria/India", "Austria/Indonesia", "Austria/Iran", "Austria/Iraq", "Austria/Ireland", "Austria/Israel", "Austria/Japan", "Austria/Kuwait", "Austria/Lebanon", "Austria/Malaysia", "Austria/Mexico", "Austria/New Zealand", "Austria/Nigeria", "Austria/Norway", "Austria/People's Republic of China", "Austria/Philippines", "Austria/Portugal", "Austria/Russia", "Austria/Saudi Arabia", "Austria/Scotland", "Austria/Serbia", "Austria/Singapore", "Austria/South Africa", "Austria/South Korea", "Austria/Switzerland", "Austria/Taiwan", "Austria/Thailand", "Austria/Tunisia", "Austria/Turkey", "Austria/Uganda", "Austria/United Arab Emirates", "Austria/United States of America", "Austria/Vietnam", "Austria/WO", "Austria/Zimbabwe", "Bangladesh/Belgium", "Bangladesh/Bosnia and Herzegovina", "Bangladesh/Brazil", "Bangladesh/Canada", "Bangladesh/Chile", "Bangladesh/Colombia", "Bangladesh/Costa Rica", "Bangladesh/Cyprus", "Bangladesh/Czech Republic", "Bangladesh/Denmark", "Bangladesh/Dominion of Pakistan", "Bangladesh/Egypt", "Bangladesh/El Salvador", "Bangladesh/Estonia", "Bangladesh/European Patent Office", "Bangladesh/Finland", "Bangladesh/France", "Bangladesh/Greece", "Bangladesh/Guatemala", "Bangladesh/Hong Kong", "Bangladesh/Hungary", "Bangladesh/Indonesia", "Bangladesh/Iran", "Bangladesh/Iraq", "Bangladesh/Ireland", "Bangladesh/Israel", "Bangladesh/Italy", "Bangladesh/Kuwait", "Bangladesh/Latvia", "Bangladesh/Lebanon", "Bangladesh/Lithuania", "Bangladesh/Malaysia", "Bangladesh/Mexico", "Bangladesh/New Zealand", "Bangladesh/Nigeria", "Bangladesh/Norway", "Bangladesh/People's Republic of China", "Bangladesh/Philippines", "Bangladesh/Poland", "Bangladesh/Portugal", "Bangladesh/Romania", "Bangladesh/Russia", "Bangladesh/Saudi Arabia", "Bangladesh/Scotland", "Bangladesh/Serbia", "Bangladesh/Singapore", "Bangladesh/Slovakia", "Bangladesh/Slovenia", "Bangladesh/South Africa", "Bangladesh/South Korea", "Bangladesh/Sweden", "Bangladesh/Switzerland", "Bangladesh/Taiwan", "Bangladesh/Thailand", "Bangladesh/Tunisia", "Bangladesh/Turkey", "Bangladesh/Uganda", "Bangladesh/Ukraine", "Bangladesh/United Kingdom", "Bangladesh/United States of America", "Bangladesh/Vietnam", "Bangladesh/WO", "Bangladesh/Zimbabwe", "Belgium/Bosnia and Herzegovina", "Belgium/Brazil", "Belgium/Canada", "Belgium/Chile", "Belgium/Colombia", "Belgium/Costa Rica", "Belgium/Denmark", "Belgium/Dominion of Pakistan", "Belgium/Egypt", "Belgium/European Patent Office", "Belgium/Finland", "Belgium/Greece", "Belgium/Guatemala", "Belgium/Hong Kong", "Belgium/India", "Belgium/Indonesia", "Belgium/Iran", "Belgium/Iraq", "Belgium/Ireland", "Belgium/Japan", "Belgium/Kuwait", "Belgium/Lebanon", "Belgium/Malaysia", "Belgium/Mexico", "Belgium/New Zealand", "Belgium/Nigeria", "Belgium/Norway", "Belgium/Philippines", "Belgium/Russia", "Belgium/Saudi Arabia", "Belgium/Scotland", "Belgium/Serbia", "Belgium/Singapore", "Belgium/South Africa", "Belgium/South Korea", "Belgium/Taiwan", "Belgium/Thailand", "Belgium/Tunisia", "Belgium/Turkey", "Belgium/Uganda", "Belgium/United Arab Emirates", "Belgium/United States of America", "Belgium/Vietnam", "Belgium/WO", "Belgium/Zimbabwe", "Bosnia and Herzegovina/Brazil", "Bosnia and Herzegovina/Canada", "Bosnia and Herzegovina/Chile", "Bosnia and Herzegovina/Colombia", "Bosnia and Herzegovina/Costa Rica", "Bosnia and Herzegovina/Cyprus", "Bosnia and Herzegovina/Czech Republic", "Bosnia and Herzegovina/Denmark", "Bosnia and Herzegovina/Dominion of Pakistan", "Bosnia and Herzegovina/Egypt", "Bosnia and Herzegovina/El Salvador", "Bosnia and Herzegovina/Estonia", "Bosnia and Herzegovina/European Patent Office", "Bosnia and Herzegovina/Finland", "Bosnia and Herzegovina/France", "Bosnia and Herzegovina/Germany", "Bosnia and Herzegovina/Greece", "Bosnia and Herzegovina/Guatemala", "Bosnia and Herzegovina/Hong Kong", "Bosnia and Herzegovina/Hungary", "Bosnia and Herzegovina/India", "Bosnia and Herzegovina/Indonesia", "Bosnia and Herzegovina/Iran", "Bosnia and Herzegovina/Iraq", "Bosnia and Herzegovina/Ireland", "Bosnia and Herzegovina/Israel", "Bosnia and Herzegovina/Italy", "Bosnia and Herzegovina/Japan", "Bosnia and Herzegovina/Kuwait", "Bosnia and Herzegovina/Latvia", "Bosnia and Herzegovina/Lebanon", "Bosnia and Herzegovina/Lithuania", "Bosnia and Herzegovina/Malaysia", "Bosnia and Herzegovina/Mexico", "Bosnia and Herzegovina/Netherlands", "Bosnia and Herzegovina/New Zealand", "Bosnia and Herzegovina/Nigeria", "Bosnia and Herzegovina/Norway", "Bosnia and Herzegovina/People's Republic of China", "Bosnia and Herzegovina/Philippines", "Bosnia and Herzegovina/Poland", "Bosnia and Herzegovina/Portugal", "Bosnia and Herzegovina/Romania", "Bosnia and Herzegovina/Russia", "Bosnia and Herzegovina/Saudi Arabia", "Bosnia and Herzegovina/Scotland", "Bosnia and Herzegovina/Serbia", "Bosnia and Herzegovina/Singapore", "Bosnia and Herzegovina/Slovakia", "Bosnia and Herzegovina/Slovenia", "Bosnia and Herzegovina/South Africa", "Bosnia and Herzegovina/South Korea", "Bosnia and Herzegovina/Spain", "Bosnia and Herzegovina/Sweden", "Bosnia and Herzegovina/Switzerland", "Bosnia and Herzegovina/Taiwan", "Bosnia and Herzegovina/Thailand", "Bosnia and Herzegovina/Tunisia", "Bosnia and Herzegovina/Turkey", "Bosnia and Herzegovina/Uganda", "Bosnia and Herzegovina/Ukraine", "Bosnia and Herzegovina/United Arab Emirates", "Bosnia and Herzegovina/United Kingdom", "Bosnia and Herzegovina/United States of America", "Bosnia and Herzegovina/Vietnam", "Bosnia and Herzegovina/WO", "Bosnia and Herzegovina/Zimbabwe", "Brazil/Canada", "Brazil/Cyprus", "Brazil/Czech Republic", "Brazil/Denmark", "Brazil/Dominion of Pakistan", "Brazil/Egypt", "Brazil/El Salvador", "Brazil/Estonia", "Brazil/European Patent Office", "Brazil/Finland", "Brazil/France", "Brazil/Germany", "Brazil/Greece", "Brazil/Hong Kong", "Brazil/Hungary", "Brazil/India", "Brazil/Indonesia", "Brazil/Iran", "Brazil/Iraq", "Brazil/Ireland", "Brazil/Israel", "Brazil/Italy", "Brazil/Japan", "Brazil/Kuwait", "Brazil/Latvia", "Brazil/Lebanon", "Brazil/Lithuania", "Brazil/Malaysia", "Brazil/Mexico", "Brazil/Netherlands", "Brazil/New Zealand", "Brazil/Nigeria", "Brazil/Norway", "Brazil/People's Republic of China", "Brazil/Poland", "Brazil/Portugal", "Brazil/Romania", "Brazil/Russia", "Brazil/Saudi Arabia", "Brazil/Scotland", "Brazil/Singapore", "Brazil/Slovakia", "Brazil/Slovenia", "Brazil/South Africa", "Brazil/South Korea", "Brazil/Spain", "Brazil/Sweden", "Brazil/Switzerland", "Brazil/Taiwan", "Brazil/Tunisia", "Brazil/Turkey", "Brazil/Uganda", "Brazil/Ukraine", "Brazil/United Arab Emirates", "Brazil/United Kingdom", "Brazil/Vietnam", "Brazil/WO", "Canada/Chile", "Canada/Colombia", "Canada/Costa Rica", "Canada/Cyprus", "Canada/Czech Republic", "Canada/Dominion of Pakistan", "Canada/Egypt", "Canada/El Salvador", "Canada/Estonia", "Canada/European Patent Office", "Canada/Germany", "Canada/Greece", "Canada/Guatemala", "Canada/Hong Kong", "Canada/Hungary", "Canada/Indonesia", "Canada/Iran", "Canada/Iraq", "Canada/Ireland", "Canada/Israel", "Canada/Japan", "Canada/Latvia", "Canada/Lebanon", "Canada/Lithuania", "Canada/Malaysia", "Canada/Mexico", "Canada/New Zealand", "Canada/Nigeria", "Canada/Norway", "Canada/Philippines", "Canada/Poland", "Canada/Portugal", "Canada/Romania", "Canada/Russia", "Canada/Saudi Arabia", "Canada/Scotland", "Canada/Serbia", "Canada/Singapore", "Canada/Slovakia", "Canada/Slovenia", "Canada/South Africa", "Canada/Sweden", "Canada/Switzerland", "Canada/Thailand", "Canada/Tunisia", "Canada/Turkey", "Canada/Uganda", "Canada/Ukraine", "Canada/United Arab Emirates", "Canada/Vietnam", "Canada/WO", "Canada/Zimbabwe", "Chile/Colombia", "Chile/Costa Rica", "Chile/Cyprus", "Chile/Czech Republic", "Chile/Denmark", "Chile/Dominion of Pakistan", "Chile/Egypt", "Chile/El Salvador", "Chile/Estonia", "Chile/European Patent Office", "Chile/Finland", "Chile/France", "Chile/Greece", "Chile/Guatemala", "Chile/Hong Kong", "Chile/Hungary", "Chile/India", "Chile/Indonesia", "Chile/Iran", "Chile/Iraq", "Chile/Ireland", "Chile/Israel", "Chile/Italy", "Chile/Japan", "Chile/Kuwait", "Chile/Latvia", "Chile/Lebanon", "Chile/Lithuania", "Chile/Malaysia", "Chile/Mexico", "Chile/Netherlands", "Chile/New Zealand", "Chile/Nigeria", "Chile/Norway", "Chile/People's Republic of China", "Chile/Philippines", "Chile/Poland", "Chile/Portugal", "Chile/Romania", "Chile/Russia", "Chile/Saudi Arabia", "Chile/Scotland", "Chile/Serbia", "Chile/Singapore", "Chile/Slovakia", "Chile/Slovenia", "Chile/South Africa", "Chile/South Korea", "Chile/Sweden", "Chile/Switzerland", "Chile/Taiwan", "Chile/Thailand", "Chile/Tunisia", "Chile/Turkey", "Chile/Uganda", "Chile/Ukraine", "Chile/United Arab Emirates", "Chile/United Kingdom", "Chile/United States of America", "Chile/Vietnam", "Chile/WO", "Chile/Zimbabwe", "Colombia/Costa Rica", "Colombia/Cyprus", "Colombia/Czech Republic", "Colombia/Denmark", "Colombia/Dominion of Pakistan", "Colombia/Egypt", "Colombia/El Salvador", "Colombia/Estonia", "Colombia/European Patent Office", "Colombia/Finland", "Colombia/France", "Colombia/Germany", "Colombia/Greece", "Colombia/Guatemala", "Colombia/Hong Kong", "Colombia/Hungary", "Colombia/India", "Colombia/Indonesia", "Colombia/Iran", "Colombia/Iraq", "Colombia/Israel", "Colombia/Italy", "Colombia/Japan", "Colombia/Kuwait", "Colombia/Latvia", "Colombia/Lebanon", "Colombia/Lithuania", "Colombia/Malaysia", "Colombia/Mexico", "Colombia/Netherlands", "Colombia/New Zealand", "Colombia/Nigeria", "Colombia/Norway", "Colombia/People's Republic of China", "Colombia/Philippines", "Colombia/Poland", "Colombia/Portugal", "Colombia/Romania", "Colombia/Russia", "Colombia/Saudi Arabia", "Colombia/Scotland", "Colombia/Serbia", "Colombia/Singapore", "Colombia/Slovakia", "Colombia/Slovenia", "Colombia/South Africa", "Colombia/South Korea", "Colombia/Switzerland", "Colombia/Taiwan", "Colombia/Thailand", "Colombia/Tunisia", "Colombia/Turkey", "Colombia/Uganda", "Colombia/Ukraine", "Colombia/United Arab Emirates", "Colombia/United Kingdom", "Colombia/Vietnam", "Colombia/WO", "Colombia/Zimbabwe", "Costa Rica/Cyprus", "Costa Rica/Czech Republic", "Costa Rica/Denmark", "Costa Rica/Dominion of Pakistan", "Costa Rica/Egypt", "Costa Rica/El Salvador", "Costa Rica/Estonia", "Costa Rica/European Patent Office", "Costa Rica/Finland", "Costa Rica/France", "Costa Rica/Greece", "Costa Rica/Hong Kong", "Costa Rica/Hungary", "Costa Rica/India", "Costa Rica/Indonesia", "Costa Rica/Iran", "Costa Rica/Iraq", "Costa Rica/Ireland", "Costa Rica/Israel", "Costa Rica/Japan", "Costa Rica/Kuwait", "Costa Rica/Latvia", "Costa Rica/Lebanon", "Costa Rica/Lithuania", "Costa Rica/Malaysia", "Costa Rica/Netherlands", "Costa Rica/New Zealand", "Costa Rica/Nigeria", "Costa Rica/Norway", "Costa Rica/People's Republic of China", "Costa Rica/Philippines", "Costa Rica/Poland", "Costa Rica/Portugal", "Costa Rica/Romania", "Costa Rica/Russia", "Costa Rica/Saudi Arabia", "Costa Rica/Scotland", "Costa Rica/Serbia", "Costa Rica/Singapore", "Costa Rica/Slovakia", "Costa Rica/Slovenia", "Costa Rica/South Africa", "Costa Rica/South Korea", "Costa Rica/Sweden", "Costa Rica/Switzerland", "Costa Rica/Taiwan", "Costa Rica/Thailand", "Costa Rica/Tunisia", "Costa Rica/Turkey", "Costa Rica/Uganda", "Costa Rica/Ukraine", "Costa Rica/United Arab Emirates", "Costa Rica/United Kingdom", "Costa Rica/Vietnam", "Costa Rica/WO", "Costa Rica/Zimbabwe", "Cyprus/Czech Republic", "Cyprus/Denmark", "Cyprus/Dominion of Pakistan", "Cyprus/Egypt", "Cyprus/Estonia", "Cyprus/European Patent Office", "Cyprus/Finland", "Cyprus/Greece", "Cyprus/Guatemala", "Cyprus/Hong Kong", "Cyprus/Hungary", "Cyprus/India", "Cyprus/Indonesia", "Cyprus/Iran", "Cyprus/Iraq", "Cyprus/Ireland", "Cyprus/Israel", "Cyprus/Japan", "Cyprus/Kuwait", "Cyprus/Latvia", "Cyprus/Lebanon", "Cyprus/Lithuania", "Cyprus/Malaysia", "Cyprus/Mexico", "Cyprus/Netherlands", "Cyprus/New Zealand", "Cyprus/Nigeria", "Cyprus/People's Republic of China", "Cyprus/Philippines", "Cyprus/Poland", "Cyprus/Portugal", "Cyprus/Romania", "Cyprus/Russia", "Cyprus/Saudi Arabia", "Cyprus/Scotland", "Cyprus/Serbia", "Cyprus/Singapore", "Cyprus/Slovakia", "Cyprus/Slovenia", "Cyprus/South Africa", "Cyprus/South Korea", "Cyprus/Sweden", "Cyprus/Switzerland", "Cyprus/Taiwan", "Cyprus/Thailand", "Cyprus/Tunisia", "Cyprus/Turkey", "Cyprus/Uganda", "Cyprus/Ukraine", "Cyprus/United Arab Emirates", "Cyprus/United States of America", "Cyprus/Vietnam", "Cyprus/WO", "Cyprus/Zimbabwe", "Czech Republic/Denmark", "Czech Republic/Dominion of Pakistan", "Czech Republic/Egypt", "Czech Republic/El Salvador", "Czech Republic/European Patent Office", "Czech Republic/Greece", "Czech Republic/Guatemala", "Czech Republic/Hong Kong", "Czech Republic/Hungary", "Czech Republic/India", "Czech Republic/Indonesia", "Czech Republic/Iran", "Czech Republic/Iraq", "Czech Republic/Ireland", "Czech Republic/Israel", "Czech Republic/Japan", "Czech Republic/Kuwait", "Czech Republic/Lebanon", "Czech Republic/Malaysia", "Czech Republic/Mexico", "Czech Republic/New Zealand", "Czech Republic/Nigeria", "Czech Republic/Norway", "Czech Republic/People's Republic of China", "Czech Republic/Philippines", "Czech Republic/Poland", "Czech Republic/Portugal", "Czech Republic/Romania", "Czech Republic/Russia", "Czech Republic/Saudi Arabia", "Czech Republic/Scotland", "Czech Republic/Serbia", "Czech Republic/Singapore", "Czech Republic/Slovenia", "Czech Republic/South Africa", "Czech Republic/South Korea", "Czech Republic/Switzerland", "Czech Republic/Taiwan", "Czech Republic/Thailand", "Czech Republic/Turkey", "Czech Republic/Uganda", "Czech Republic/Ukraine", "Czech Republic/United Arab Emirates", "Czech Republic/United States of America", "Czech Republic/Vietnam", "Czech Republic/WO", "Czech Republic/Zimbabwe", "Denmark/Dominion of Pakistan", "Denmark/Egypt", "Denmark/European Patent Office", "Denmark/France", "Denmark/Greece", "Denmark/Guatemala", "Denmark/Hong Kong", "Denmark/Hungary", "Denmark/Indonesia", "Denmark/Iran", "Denmark/Iraq", "Denmark/Israel", "Denmark/Japan", "Denmark/Kuwait", "Denmark/Lebanon", "Denmark/Malaysia", "Denmark/Mexico", "Denmark/Netherlands", "Denmark/New Zealand", "Denmark/Nigeria", "Denmark/Norway", "Denmark/Philippines", "Denmark/Romania", "Denmark/Russia", "Denmark/Saudi Arabia", "Denmark/Scotland", "Denmark/Serbia", "Denmark/Singapore", "Denmark/South Africa", "Denmark/Switzerland", "Denmark/Thailand", "Denmark/Tunisia", "Denmark/Turkey", "Denmark/Uganda", "Denmark/United Arab Emirates", "Denmark/Vietnam", "Denmark/WO", "Denmark/Zimbabwe", "Dominion of Pakistan/Egypt", "Dominion of Pakistan/El Salvador", "Dominion of Pakistan/Estonia", "Dominion of Pakistan/European Patent Office", "Dominion of Pakistan/Finland", "Dominion of Pakistan/France", "Dominion of Pakistan/Germany", "Dominion of Pakistan/Greece", "Dominion of Pakistan/Guatemala", "Dominion of Pakistan/Hong Kong", "Dominion of Pakistan/Hungary", "Dominion of Pakistan/India", "Dominion of Pakistan/Indonesia", "Dominion of Pakistan/Iran", "Dominion of Pakistan/Iraq", "Dominion of Pakistan/Ireland", "Dominion of Pakistan/Israel", "Dominion of Pakistan/Italy", "Dominion of Pakistan/Japan", "Dominion of Pakistan/Kuwait", "Dominion of Pakistan/Latvia", "Dominion of Pakistan/Lebanon", "Dominion of Pakistan/Lithuania", "Dominion of Pakistan/Malaysia", "Dominion of Pakistan/Mexico", "Dominion of Pakistan/Netherlands", "Dominion of Pakistan/New Zealand", "Dominion of Pakistan/Nigeria", "Dominion of Pakistan/Norway", "Dominion of Pakistan/Philippines", "Dominion of Pakistan/Poland", "Dominion of Pakistan/Portugal", "Dominion of Pakistan/Romania", "Dominion of Pakistan/Russia", "Dominion of Pakistan/Saudi Arabia", "Dominion of Pakistan/Scotland", "Dominion of Pakistan/Serbia", "Dominion of Pakistan/Singapore", "Dominion of Pakistan/Slovakia", "Dominion of Pakistan/Slovenia", "Dominion of Pakistan/South Africa", "Dominion of Pakistan/South Korea", "Dominion of Pakistan/Spain", "Dominion of Pakistan/Sweden", "Dominion of Pakistan/Switzerland", "Dominion of Pakistan/Taiwan", "Dominion of Pakistan/Thailand", "Dominion of Pakistan/Tunisia", "Dominion of Pakistan/Turkey", "Dominion of Pakistan/Uganda", "Dominion of Pakistan/Ukraine", "Dominion of Pakistan/United Arab Emirates", "Dominion of Pakistan/United Kingdom", "Dominion of Pakistan/Vietnam", "Dominion of Pakistan/WO", "Dominion of Pakistan/Zimbabwe", "Egypt/El Salvador", "Egypt/Estonia", "Egypt/Finland", "Egypt/France", "Egypt/Germany", "Egypt/Greece", "Egypt/Guatemala", "Egypt/Hong Kong", "Egypt/Hungary", "Egypt/India", "Egypt/Indonesia", "Egypt/Iran", "Egypt/Iraq", "Egypt/Ireland", "Egypt/Israel", "Egypt/Italy", "Egypt/Japan", "Egypt/Kuwait", "Egypt/Latvia", "Egypt/Lebanon", "Egypt/Lithuania", "Egypt/Malaysia", "Egypt/Mexico", "Egypt/Netherlands", "Egypt/New Zealand", "Egypt/Nigeria", "Egypt/Norway", "Egypt/People's Republic of China", "Egypt/Philippines", "Egypt/Poland", "Egypt/Portugal", "Egypt/Romania", "Egypt/Russia", "Egypt/Saudi Arabia", "Egypt/Scotland", "Egypt/Singapore", "Egypt/Slovakia", "Egypt/Slovenia", "Egypt/South Africa", "Egypt/South Korea", "Egypt/Spain", "Egypt/Sweden", "Egypt/Switzerland", "Egypt/Taiwan", "Egypt/Thailand", "Egypt/Tunisia", "Egypt/Turkey", "Egypt/Uganda", "Egypt/Ukraine", "Egypt/United Arab Emirates", "Egypt/United Kingdom", "Egypt/United States of America", "Egypt/Vietnam", "Egypt/WO", "Egypt/Zimbabwe", "El Salvador/European Patent Office", "El Salvador/Greece", "El Salvador/Guatemala", "El Salvador/Hong Kong", "El Salvador/Hungary", "El Salvador/India", "El Salvador/Indonesia", "El Salvador/Iran", "El Salvador/Iraq", "El Salvador/Ireland", "El Salvador/Israel", "El Salvador/Japan", "El Salvador/Kuwait", "El Salvador/Lebanon", "El Salvador/Lithuania", "El Salvador/Malaysia", "El Salvador/Mexico", "El Salvador/New Zealand", "El Salvador/Nigeria", "El Salvador/Norway", "El Salvador/People's Republic of China", "El Salvador/Philippines", "El Salvador/Poland", "El Salvador/Romania", "El Salvador/Russia", "El Salvador/Saudi Arabia", "El Salvador/Scotland", "El Salvador/Serbia", "El Salvador/Singapore", "El Salvador/South Africa", "El Salvador/South Korea", "El Salvador/Switzerland", "El Salvador/Taiwan", "El Salvador/Thailand", "El Salvador/Tunisia", "El Salvador/Turkey", "El Salvador/Uganda", "El Salvador/United Arab Emirates", "El Salvador/United States of America", "El Salvador/Vietnam", "El Salvador/WO", "El Salvador/Zimbabwe", "Estonia/European Patent Office", "Estonia/Greece", "Estonia/Guatemala", "Estonia/Hong Kong", "Estonia/Hungary", "Estonia/Indonesia", "Estonia/Iran", "Estonia/Iraq", "Estonia/Ireland", "Estonia/Israel", "Estonia/Japan", "Estonia/Kuwait", "Estonia/Lebanon", "Estonia/Lithuania", "Estonia/Malaysia", "Estonia/Mexico", "Estonia/New Zealand", "Estonia/Nigeria", "Estonia/People's Republic of China", "Estonia/Philippines", "Estonia/Portugal", "Estonia/Romania", "Estonia/Russia", "Estonia/Saudi Arabia", "Estonia/Scotland", "Estonia/Serbia", "Estonia/Singapore", "Estonia/Slovakia", "Estonia/Slovenia", "Estonia/South Africa", "Estonia/Switzerland", "Estonia/Taiwan", "Estonia/Thailand", "Estonia/Tunisia", "Estonia/Turkey", "Estonia/Uganda", "Estonia/Ukraine", "Estonia/United Arab Emirates", "Estonia/United States of America", "Estonia/Vietnam", "Estonia/WO", "Estonia/Zimbabwe", "European Patent Office/Germany", "European Patent Office/Greece", "European Patent Office/Guatemala", "European Patent Office/Hong Kong", "European Patent Office/Hungary", "European Patent Office/Indonesia", "European Patent Office/Iran", "European Patent Office/Iraq", "European Patent Office/Ireland", "European Patent Office/Israel", "European Patent Office/Kuwait", "European Patent Office/Latvia", "European Patent Office/Lebanon", "European Patent Office/Lithuania", "European Patent Office/Malaysia", "European Patent Office/Mexico", "European Patent Office/Netherlands", "European Patent Office/New Zealand", "European Patent Office/Nigeria", "European Patent Office/Norway", "European Patent Office/Poland", "European Patent Office/Romania", "European Patent Office/Russia", "European Patent Office/Saudi Arabia", "European Patent Office/Scotland", "European Patent Office/Singapore", "European Patent Office/Slovakia", "European Patent Office/Slovenia", "European Patent Office/South Africa", "European Patent Office/Spain", "European Patent Office/Sweden", "European Patent Office/Switzerland", "European Patent Office/Taiwan", "European Patent Office/Thailand", "European Patent Office/Tunisia", "European Patent Office/Turkey", "European Patent Office/Uganda", "European Patent Office/Ukraine", "European Patent Office/United Arab Emirates", "European Patent Office/WO", "Finland/Greece", "Finland/Guatemala", "Finland/Hong Kong", "Finland/Hungary", "Finland/Indonesia", "Finland/Iran", "Finland/Iraq", "Finland/Ireland", "Finland/Israel", "Finland/Kuwait", "Finland/Lebanon", "Finland/Malaysia", "Finland/Mexico", "Finland/New Zealand", "Finland/Nigeria", "Finland/Norway", "Finland/Philippines", "Finland/Poland", "Finland/Romania", "Finland/Russia", "Finland/Saudi Arabia", "Finland/Scotland", "Finland/Singapore", "Finland/Sweden", "Finland/Thailand", "Finland/Tunisia", "Finland/Turkey", "Finland/Uganda", "Finland/United Arab Emirates", "Finland/Vietnam", "Finland/WO", "Finland/Zimbabwe", "France/Greece", "France/Guatemala", "France/Hong Kong", "France/Hungary", "France/Indonesia", "France/Iran", "France/Iraq", "France/Ireland", "France/Kuwait", "France/Lithuania", "France/Malaysia", "France/Mexico", "France/New Zealand", "France/Nigeria", "France/Philippines", "France/Poland", "France/Romania", "France/Russia", "France/Saudi Arabia", "France/Scotland", "France/Serbia", "France/Singapore", "France/South Africa", "France/Sweden", "France/Thailand", "France/Tunisia", "France/Turkey", "France/Uganda", "France/United Arab Emirates", "France/Vietnam", "France/WO", "France/Zimbabwe", "Germany/Greece", "Germany/Hong Kong", "Germany/India", "Germany/Indonesia", "Germany/Iran", "Germany/Iraq", "Germany/Kuwait", "Germany/Lebanon", "Germany/Malaysia", "Germany/Mexico", "Germany/New Zealand", "Germany/Nigeria", "Germany/Philippines", 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Kong/Spain", "Hong Kong/Sweden", "Hong Kong/Switzerland", "Hong Kong/Taiwan", "Hong Kong/Thailand", "Hong Kong/Tunisia", "Hong Kong/Turkey", "Hong Kong/Uganda", "Hong Kong/Ukraine", "Hong Kong/United Arab Emirates", "Hong Kong/United Kingdom", "Hong Kong/United States of America", "Hong Kong/Vietnam", "Hong Kong/WO", "Hong Kong/Zimbabwe", "Hungary/India", "Hungary/Indonesia", "Hungary/Iran", "Hungary/Iraq", "Hungary/Ireland", "Hungary/Israel", "Hungary/Japan", "Hungary/Kuwait", "Hungary/Lebanon", "Hungary/Malaysia", "Hungary/Mexico", "Hungary/New Zealand", "Hungary/Nigeria", "Hungary/Norway", "Hungary/People's Republic of China", "Hungary/Philippines", "Hungary/Poland", "Hungary/Portugal", "Hungary/Romania", "Hungary/Russia", "Hungary/Saudi Arabia", "Hungary/Scotland", "Hungary/Serbia", "Hungary/Singapore", "Hungary/Slovakia", "Hungary/Slovenia", "Hungary/South Africa", "Hungary/South Korea", "Hungary/Sweden", "Hungary/Switzerland", "Hungary/Taiwan", "Hungary/Thailand", 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Zealand", "Indonesia/Nigeria", "Indonesia/Norway", "Indonesia/People's Republic of China", "Indonesia/Poland", "Indonesia/Portugal", "Indonesia/Romania", "Indonesia/Russia", "Indonesia/Saudi Arabia", "Indonesia/Scotland", "Indonesia/Singapore", "Indonesia/Slovakia", "Indonesia/Slovenia", "Indonesia/South Africa", "Indonesia/South Korea", "Indonesia/Spain", "Indonesia/Sweden", "Indonesia/Switzerland", "Indonesia/Taiwan", "Indonesia/Thailand", "Indonesia/Tunisia", "Indonesia/Turkey", "Indonesia/Uganda", "Indonesia/Ukraine", "Indonesia/United Arab Emirates", "Indonesia/Vietnam", "Indonesia/WO", "Iran/Iraq", "Iran/Ireland", "Iran/Israel", "Iran/Italy", "Iran/Japan", "Iran/Kuwait", "Iran/Latvia", "Iran/Lebanon", "Iran/Lithuania", "Iran/Malaysia", "Iran/Mexico", "Iran/Netherlands", "Iran/New Zealand", "Iran/Nigeria", "Iran/Norway", "Iran/People's Republic of China", "Iran/Philippines", "Iran/Poland", "Iran/Portugal", "Iran/Romania", "Iran/Russia", "Iran/Saudi Arabia", "Iran/Scotland", 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"Iraq/United Arab Emirates", "Iraq/United Kingdom", "Iraq/United States of America", "Iraq/Vietnam", "Iraq/WO", "Iraq/Zimbabwe", "Ireland/Israel", "Ireland/Japan", "Ireland/Kuwait", "Ireland/Latvia", "Ireland/Lebanon", "Ireland/Lithuania", "Ireland/Malaysia", "Ireland/Mexico", "Ireland/Netherlands", "Ireland/New Zealand", "Ireland/Nigeria", "Ireland/Norway", "Ireland/Philippines", "Ireland/Romania", "Ireland/Russia", "Ireland/Saudi Arabia", "Ireland/Scotland", "Ireland/Serbia", "Ireland/Singapore", "Ireland/Slovakia", "Ireland/Slovenia", "Ireland/South Africa", "Ireland/South Korea", "Ireland/Switzerland", "Ireland/Taiwan", "Ireland/Thailand", "Ireland/Tunisia", "Ireland/Turkey", "Ireland/Uganda", "Ireland/Ukraine", "Ireland/United Arab Emirates", "Ireland/United States of America", "Ireland/Vietnam", "Ireland/WO", "Ireland/Zimbabwe", "Israel/Japan", "Israel/Kuwait", "Israel/Latvia", "Israel/Lebanon", "Israel/Lithuania", "Israel/Malaysia", "Israel/Mexico", "Israel/New Zealand", 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Korea", "Kuwait/Spain", "Kuwait/Sweden", "Kuwait/Switzerland", "Kuwait/Taiwan", "Kuwait/Thailand", "Kuwait/Tunisia", "Kuwait/Turkey", "Kuwait/Uganda", "Kuwait/Ukraine", "Kuwait/United Arab Emirates", "Kuwait/United Kingdom", "Kuwait/United States of America", "Kuwait/Vietnam", "Kuwait/WO", "Kuwait/Zimbabwe", "Latvia/Lebanon", "Latvia/Malaysia", "Latvia/Mexico", "Latvia/New Zealand", "Latvia/Nigeria", "Latvia/People's Republic of China", "Latvia/Philippines", "Latvia/Poland", "Latvia/Romania", "Latvia/Russia", "Latvia/Saudi Arabia", "Latvia/Scotland", "Latvia/Serbia", "Latvia/Singapore", "Latvia/Slovakia", "Latvia/Slovenia", "Latvia/South Africa", "Latvia/South Korea", "Latvia/Switzerland", "Latvia/Taiwan", "Latvia/Thailand", "Latvia/Tunisia", "Latvia/Turkey", "Latvia/Uganda", "Latvia/Ukraine", "Latvia/United Arab Emirates", "Latvia/United States of America", "Latvia/Vietnam", "Latvia/WO", "Latvia/Zimbabwe", "Lebanon/Lithuania", "Lebanon/Malaysia", "Lebanon/Mexico", "Lebanon/Netherlands", "Lebanon/New Zealand", "Lebanon/Nigeria", "Lebanon/Norway", "Lebanon/People's Republic of China", "Lebanon/Philippines", "Lebanon/Poland", "Lebanon/Portugal", "Lebanon/Romania", "Lebanon/Russia", "Lebanon/Saudi Arabia", "Lebanon/Scotland", "Lebanon/Serbia", "Lebanon/Singapore", "Lebanon/Slovakia", "Lebanon/Slovenia", "Lebanon/South Africa", "Lebanon/South Korea", "Lebanon/Spain", "Lebanon/Sweden", "Lebanon/Switzerland", "Lebanon/Taiwan", "Lebanon/Thailand", "Lebanon/Tunisia", "Lebanon/Turkey", "Lebanon/Uganda", "Lebanon/Ukraine", "Lebanon/United Arab Emirates", "Lebanon/United Kingdom", "Lebanon/United States of America", "Lebanon/Vietnam", "Lebanon/WO", "Lebanon/Zimbabwe", "Lithuania/Malaysia", "Lithuania/Mexico", "Lithuania/New Zealand", "Lithuania/Nigeria", "Lithuania/Norway", "Lithuania/People's Republic of China", "Lithuania/Philippines", "Lithuania/Poland", "Lithuania/Romania", "Lithuania/Russia", "Lithuania/Saudi Arabia", "Lithuania/Scotland", "Lithuania/Serbia", "Lithuania/Singapore", "Lithuania/Slovakia", "Lithuania/Slovenia", "Lithuania/South Africa", "Lithuania/South Korea", "Lithuania/Switzerland", "Lithuania/Taiwan", "Lithuania/Thailand", "Lithuania/Tunisia", "Lithuania/Turkey", "Lithuania/Uganda", "Lithuania/United Arab Emirates", "Lithuania/United States of America", "Lithuania/Vietnam", "Lithuania/WO", "Lithuania/Zimbabwe", "Malaysia/Mexico", "Malaysia/Netherlands", "Malaysia/New Zealand", "Malaysia/Norway", "Malaysia/Philippines", "Malaysia/Poland", "Malaysia/Portugal", "Malaysia/Romania", "Malaysia/Russia", "Malaysia/Saudi Arabia", "Malaysia/Scotland", "Malaysia/Serbia", "Malaysia/Slovakia", "Malaysia/Slovenia", "Malaysia/South Africa", "Malaysia/Spain", "Malaysia/Sweden", "Malaysia/Switzerland", "Malaysia/Taiwan", "Malaysia/Thailand", "Malaysia/Tunisia", "Malaysia/Turkey", "Malaysia/Uganda", "Malaysia/Ukraine", "Malaysia/United Arab Emirates", "Malaysia/United Kingdom", "Malaysia/United States of America", "Malaysia/Vietnam", "Malaysia/WO", "Malaysia/Zimbabwe", "Mexico/Netherlands", "Mexico/New Zealand", "Mexico/Nigeria", "Mexico/Norway", "Mexico/People's Republic of China", "Mexico/Philippines", "Mexico/Poland", "Mexico/Portugal", "Mexico/Romania", "Mexico/Russia", "Mexico/Saudi Arabia", "Mexico/Scotland", "Mexico/Serbia", "Mexico/Singapore", "Mexico/Slovakia", "Mexico/Slovenia", "Mexico/South Africa", "Mexico/Sweden", "Mexico/Switzerland", "Mexico/Taiwan", "Mexico/Thailand", "Mexico/Tunisia", "Mexico/Turkey", "Mexico/Uganda", "Mexico/Ukraine", "Mexico/United Arab Emirates", "Mexico/United Kingdom", "Mexico/United States of America", "Mexico/Vietnam", "Mexico/WO", "Mexico/Zimbabwe", "Netherlands/New Zealand", "Netherlands/Nigeria", "Netherlands/Philippines", "Netherlands/Russia", "Netherlands/Saudi Arabia", "Netherlands/Scotland", "Netherlands/Serbia", "Netherlands/Singapore", "Netherlands/South Africa", "Netherlands/Taiwan", "Netherlands/Thailand", "Netherlands/Tunisia", "Netherlands/Turkey", "Netherlands/Uganda", "Netherlands/United Arab Emirates", "Netherlands/Vietnam", "Netherlands/WO", "Netherlands/Zimbabwe", "New Zealand/Nigeria", "New Zealand/Norway", "New Zealand/People's Republic of China", "New Zealand/Philippines", "New Zealand/Poland", "New Zealand/Portugal", "New Zealand/Romania", "New Zealand/Russia", "New Zealand/Saudi Arabia", "New Zealand/Scotland", "New Zealand/Serbia", "New Zealand/Singapore", "New Zealand/Slovakia", "New Zealand/Slovenia", "New Zealand/South Africa", "New Zealand/South Korea", "New Zealand/Spain", "New Zealand/Sweden", "New Zealand/Switzerland", "New Zealand/Taiwan", "New Zealand/Thailand", "New Zealand/Tunisia", "New Zealand/Turkey", "New Zealand/Uganda", "New Zealand/Ukraine", "New Zealand/United Arab Emirates", "New Zealand/United Kingdom", "New Zealand/Vietnam", "New Zealand/WO", "New Zealand/Zimbabwe", "Nigeria/Norway", "Nigeria/People's Republic of China", "Nigeria/Philippines", "Nigeria/Poland", "Nigeria/Portugal", "Nigeria/Romania", "Nigeria/Russia", "Nigeria/Scotland", "Nigeria/Serbia", "Nigeria/Singapore", "Nigeria/Slovakia", "Nigeria/Slovenia", "Nigeria/South Africa", "Nigeria/South Korea", "Nigeria/Spain", "Nigeria/Sweden", "Nigeria/Switzerland", "Nigeria/Taiwan", "Nigeria/Thailand", "Nigeria/Tunisia", "Nigeria/Turkey", "Nigeria/Uganda", "Nigeria/Ukraine", "Nigeria/United Arab Emirates", "Nigeria/United Kingdom", "Nigeria/United States of America", "Nigeria/Vietnam", "Nigeria/WO", "Nigeria/Zimbabwe", "Norway/People's Republic of China", "Norway/Philippines", "Norway/Poland", "Norway/Portugal", "Norway/Romania", "Norway/Russia", "Norway/Saudi Arabia", "Norway/Scotland", "Norway/Serbia", "Norway/Singapore", "Norway/Slovakia", "Norway/Slovenia", "Norway/South Africa", "Norway/South Korea", "Norway/Sweden", "Norway/Switzerland", "Norway/Taiwan", "Norway/Thailand", "Norway/Tunisia", "Norway/Turkey", "Norway/Uganda", "Norway/Ukraine", "Norway/United Arab Emirates", "Norway/United States of America", "Norway/Vietnam", "Norway/WO", "Norway/Zimbabwe", "People's Republic of China/Philippines", "People's Republic of China/Russia", "People's Republic of China/Saudi Arabia", "People's Republic of China/Scotland", "People's Republic of China/Serbia", "People's Republic of China/Slovakia", "People's Republic of China/Slovenia", "People's Republic of China/South Africa", "People's Republic of China/Switzerland", "People's Republic of China/Thailand", "People's Republic of China/Turkey", "People's Republic of China/Uganda", "People's Republic of China/Ukraine", "People's Republic of China/United Arab Emirates", "People's Republic of China/Vietnam", "People's Republic of China/WO", "People's Republic of China/Zimbabwe", "Philippines/Poland", "Philippines/Portugal", "Philippines/Romania", "Philippines/Russia", "Philippines/Saudi Arabia", "Philippines/Scotland", "Philippines/Singapore", "Philippines/Slovakia", "Philippines/Slovenia", "Philippines/South Africa", "Philippines/South Korea", "Philippines/Spain", "Philippines/Sweden", "Philippines/Switzerland", "Philippines/Taiwan", "Philippines/Tunisia", "Philippines/Turkey", "Philippines/Uganda", "Philippines/Ukraine", "Philippines/United Arab Emirates", "Philippines/United Kingdom", "Philippines/Vietnam", "Philippines/WO", "Poland/Romania", "Poland/Russia", "Poland/Saudi Arabia", "Poland/Scotland", "Poland/Serbia", "Poland/Singapore", "Poland/Slovenia", "Poland/South Africa", "Poland/South Korea", "Poland/Switzerland", "Poland/Taiwan", "Poland/Thailand", "Poland/Turkey", "Poland/Uganda", "Poland/United Arab Emirates", "Poland/United States of America", "Poland/Vietnam", "Poland/WO", "Poland/Zimbabwe", "Portugal/Romania", "Portugal/Russia", "Portugal/Saudi Arabia", "Portugal/Scotland", "Portugal/Serbia", "Portugal/Singapore", "Portugal/Slovakia", "Portugal/South Africa", "Portugal/Switzerland", "Portugal/Thailand", "Portugal/Tunisia", "Portugal/Turkey", "Portugal/Uganda", 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" ], "text/vnd.plotly.v1+html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from plotly.offline import download_plotlyjs, init_notebook_mode, plot, iplot\n", "init_notebook_mode(connected=True)\n", "from plotly.graph_objs import *\n", "\n", "text_names = []\n", "for pair in data_points_names:\n", " text_names.append('{}/{}'.format(pair[0], pair[1]))\n", " \n", " \n", "names = ['Different and not collaborating', 'Similar but not collaborating', 'Similar and collaborating', 'Different and collaborating']\n", "colors = ['blue', 'red', 'green', 'orange']\n", "indexes = [[], [], [], []]\n", "\n", "\n", "for i in range(len(globalNormalizedCollaborations)):\n", " if globalNormalizedCollaborations[i] < 0.2 and globalCapabilityCorrelation[i] < 0.4:\n", " indexes[0].append(i)\n", " if globalNormalizedCollaborations[i] < 0.2 and globalCapabilityCorrelation[i] > 0.4:\n", " indexes[1].append(i)\n", " if globalNormalizedCollaborations[i] > 0.2 and globalCapabilityCorrelation[i] > 0.4:\n", " indexes[2].append(i)\n", " if globalNormalizedCollaborations[i] > 0.2 and globalCapabilityCorrelation[i] < 0.4:\n", " indexes[3].append(i)\n", "\n", "\n", "data = []\n", "for k in range(4):\n", " data.append(Scatter(x=[globalNormalizedCollaborations[e] for e in indexes[k]] , \n", " y=[globalCapabilityCorrelation[e] for e in indexes[k]],\n", " text = [text_names[e] for e in indexes[k]],\n", " mode='markers',\n", " name=names[k],\n", " marker=Marker(color=colors[k], size=5, opacity=0.8)\n", " ))\n", "\n", "\n", "layout = dict(title = 'Capability Correlation and Scientific Collaboration by country pair: Global', \n", " xaxis=dict(title='Number of Normalized Shared Assets of Country Pair'), \n", " yaxis=dict(title='Capability Correlation of Country Pairs'))\n", "\n", "fig = dict(data=data, layout=layout)\n", "\n", "iplot(fig,show_link=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us analyze some of the datapoints:" ] }, { "cell_type": "code", "execution_count": 64, "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": 65, "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. The case of Denmark " ] }, { "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": 66, "metadata": {}, "outputs": [ { "data": { "image/png": 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AQEGiDABQU0Z2HQL0Sp3PhM9PfbP6TD+2S6IMAFBTFVXXIUCv+Ey0a1b/LtLn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\no4uKeVXVrYXb2t05nPm8Yl4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# call functions\n", "denmark = 'Denmark'\n", "compare_with = 'Brazil'\n", "colors = 'magma'\n", "dk_matrix = get_country_matrix(denmark, normalization=False)\n", "scnd_matrix = get_country_matrix(compare_with, normalization=False)\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=None, square=True, xticklabels=False, yticklabels=False)\n", "plt.title('Capability Matrix: {}'.format(denmark))\n", "\n", "# second heatmap\n", "plt.subplot(122)\n", "sns.heatmap(scnd_matrix, cmap=colors, cbar=None, square=True, xticklabels=False, yticklabels=False)\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": 67, "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": 68, "metadata": {}, "outputs": [ { "data": { "image/png": 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ZZpafX1V/dck8PiDT7Pz/meShXbD530+Zx1nu6P7/TnPPPWLFzyZJuuD7GzPdPj9w7qWT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\nhswtAMCAuaBskcwtAACjIbg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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, square=True, yticklabels=False, xticklabels=False)\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": 69, "metadata": { "collapsed": true }, "outputs": [], "source": [ "\n", "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", " total_documents = np.sum(no_duplicates)\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": 70, "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
biogasanaerobic digestion310.038994
ethanolfermentation260.032704
ethanolhydrolysis230.028931
strawethanol140.017610
bioethanolfermentation140.017610
yeastfermentation120.015094
cellulosic ethanolethanol120.015094
ethanolenzymatic hydrolysis120.015094
bioethanolhydrolysis120.015094
cellulosic ethanolfermentation110.013836
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "The total number of documents is 795.\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": 71, "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
sugarsugarcane4160.103251
ethanolfermentation4010.099528
sugarfermentation2100.052122
cellulosic ethanolethanol2080.051626
sugarethanol2070.051378
advanced biofuelcellulosic ethanol2000.049640
advanced biofuelethanol2000.049640
sugarcanefermentation1980.049144
sugarcaneethanol1950.048399
ethanolhydrolysis420.010424
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "The total number of documents is 4029.\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": 72, "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
sugarsugarcane0.0000000.1032510.103251
ethanolfermentation0.0327040.0995280.066824
advanced biofuelethanol0.0000000.0496400.049640
advanced biofuelcellulosic ethanol0.0000000.0496400.049640
sugarcanefermentation0.0000000.0491440.049144
sugarcaneethanol0.0000000.0483990.048399
sugarfermentation0.0062890.0521220.045833
sugarethanol0.0062890.0513780.045088
cellulosic ethanolethanol0.0150940.0516260.036531
biogasanaerobic digestion0.0389940.0029780.036015
ethanolhydrolysis0.0289310.0104240.018506
strawethanol0.0176100.0004960.017114
strawhydrolysis0.0138360.0000000.013836
bioethanolhydrolysis0.0150940.0019860.013109
bioethanolfermentation0.0176100.0054600.012150
cellulosic ethanolfermentation0.0138360.0024820.011354
mixed biomassfermentation0.0113210.0000000.011321
yeastfermentation0.0150940.0039710.011123
ethanolenzymatic hydrolysis0.0150940.0044680.010627
wastebiogas0.0113210.0007450.010576
" ], "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 = dk_matrix / np.sum(np.triu(dk_matrix, 1)) # half only \n", "other_perc = scnd_matrix / np.sum(np.triu(scnd_matrix, 1)) \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": [ "### 4.3. Country Spectrums: Revisited " ] }, { "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": 73, "metadata": {}, "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": [ "#### 4.3.1. Country Spectrums: Zooming In " ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/duarteocarmo/anaconda/lib/python2.7/site-packages/ipykernel/__main__.py:50: RuntimeWarning:\n", "\n", "invalid value encountered in divide\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "The original shape was of 7 countries and 116964 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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MikmSJEmSJGlwDIpJkiRJkiRpcAyKSZIkSZIkaXAMikmSJEmSJGlwDIpJkiRJ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\nQu0N/Bj4BCEAVRPFiq/RpyVtTqQQXizpN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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": [ "#### 4.3.2. 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": 75, "metadata": {}, "outputs": [ { "data": { "image/png": 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AZiDgDgAAAAAAMxBwBwAAAACAGQi4AwAAAADADATcAQAAAABgBgLuAAAAAAAw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\nAIAZCLgDAAAAAMAMBNwBAAA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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": [ "#### 4.3.3. Country Spectrums: Full Representation " ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The original shape was of 76 countries and 116964 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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uwnF2kvQdYAVgNWAWcENZno1IQbRbc3sGAM/lfdNJI/6uB66vUP/2pAAhETFb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S2hH4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\nraprgfOAZcB/AcuBe5vsw4A3JVkK3EB7j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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": [ "#### 4.3.4. Country Spectrums: Pairs with more than X occurency " ] }, { "cell_type": "code", "execution_count": 77, "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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oOkEWTwRDaTSVGdrnp9XyiFhlefFz3ZN/nTjDtX/Mqoy24xZGJk/FLzsNgzk2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h/4IXBxK1/O8PfgrK7tJwIXJVkO/G0b21CGu1eXAx9Jciyw5eDpv0nmtwzG/r6+vmG6liRJkiRJ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\nOSXJMzuOnVxVe1bVrrQDdgevp66/Bn5bVU8G/hFY0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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": 78, "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": [ "#### 4.3.5. Country Spectrums: Diving into pairs " ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/duarteocarmo/anaconda/lib/python2.7/site-packages/ipykernel/__main__.py:50: RuntimeWarning:\n", "\n", "invalid value encountered in divide\n", "\n" ] } ], "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": 80, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "After deleting pairs with no occurencies:\n", "The original shape was of 76 countries and 116964 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": 81, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Pairs that only appear in Denmark:\n", "\n", "various grasses/straw [u'Denmark'] 1\n", "various grasses/waste [u'Denmark'] 1\n", "various grasses/grass [u'Denmark'] 1\n", "various grasses/garden waste [u'Denmark'] 1\n", "various grasses/ethanol [u'Denmark'] 1\n", "various grasses/enzymatic hydrolysis [u'Denmark'] 1\n", "various grasses/hydrolysis [u'Denmark'] 1\n", "industrial waste/gas cleaning [u'Denmark'] 1\n", "sewage/gas cleaning [u'Denmark'] 1\n", "mixed biomass/biogas [u'Denmark'] 1\n", "mixed biomass/cellulosic ethanol [u'Denmark'] 1\n", "mixed biomass/fermentation [u'Denmark'] 1\n", "straw/garden waste [u'Denmark'] 1\n", "waste/garden waste [u'Denmark'] 1\n", "grass/garden waste [u'Denmark'] 1\n", "rapeseed oil/solvents [u'Denmark'] 1\n", "garden waste/ethanol [u'Denmark'] 1\n", "garden waste/enzymatic hydrolysis [u'Denmark'] 1\n", "garden waste/hydrolysis [u'Denmark'] 1\n", "rapeseed/solvents [u'Denmark'] 1\n", "biogas/cellulosic ethanol [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": 82, "metadata": {}, "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": 83, "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": 84, "metadata": {}, "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": 85, "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": 86, "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": 87, "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": 88, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Uganda cloud:\n" ] }, { "data": { "image/png": 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I22Svt6k8TnUtmlII01hPmRbcJ891yiVN7kdtbbuKafnrKa41saTb/1dJ04g8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\nNOsCgNJZ2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GPn3CX41HXg3LsFmssO/h22u2j/198heLqEZHcfIvWAn+TY36RUv4mdKniz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"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 }