{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 1.Data Exploration" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1.1.Establishing a Connection" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We start by importing all necessary libraries" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from py2neo import Graph # to connect to our neo4j Graph database\n", "from pandas import DataFrame\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from sklearn.preprocessing import normalize\n", "import itertools\n", "#https://gist.github.com/DaniSancas/1d5265fc159a95ff457b940fc5046887 Cypher cheatsheet" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "Connect to running instance of Neo4J" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "graph_url = \"http://localhost:7474/db/data\"\n", "graph = Graph(graph_url)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Test the connection by returning, for example, some of the countries in the database. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Country\n", "0 Australia\n", "1 Belgium\n", "2 United States of America\n", "3 Brazil\n", "4 Canada\n", "5 Poland\n", "6 Germany\n", "7 Finland\n", "8 People's Republic of China\n", "9 Czech Republic" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test_query = \"\"\" MATCH (n:Country) \n", " WITH n.name AS Country \n", " RETURN Country\n", " LIMIT 10; \"\"\"\n", "\n", "DataFrame(graph.data(test_query))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For another test, let us see the number of publications over the years in the database." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# query \n", "date_query = \"\"\" MATCH (n:PUBLICATION)\n", " RETURN labels(n), n.year, count(*)\n", " ORDER BY n.year\n", " \"\"\"\n", "# Extract number of publications and years, remove last entry because its \"Null\"\n", "matrix = DataFrame(graph.data(date_query)).as_matrix()\n", "dates = matrix[:, 2][0:-1]\n", "numbers = matrix[:, 0][0:-1]\n", "\n", "# plot \n", "plt.title(\"Number of publications over time\")\n", "plt.xlabel(\"Year\")\n", "plt.ylabel(\"Number of Patents\")\n", "plt.plot(dates, numbers)\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1.2.Creating the global matrix" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The goal of this part is to create a frequency matrix. As mentioned in the first meeting. \n", "\n", "This frequency matrix has the following items: \n", "* Feedstock\n", "* Processing Tech\n", "* Output\n", "\n", "Furthermore, the matrix should be standardized. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Make query" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "query = \"\"\" MATCH p1=(feed:Feedstock)<-[:CONTAINS]-(a1:Asset)-[:CONTAINS]->(proc:ProcessingTech)\n", " MATCH p2=(proc:ProcessingTech)<-[:CONTAINS]-(a1:Asset)-[:CONTAINS]->(out:Output) \n", " WITH feed.term AS Feedstock, proc.term AS Processing_Technology, out.term AS Output, count(p1) AS count \n", " RETURN Feedstock, Processing_Technology, Output, count \n", " ORDER BY count\n", " DESC LIMIT 50\"\"\" # DESC LIMIT 300\n", "data = DataFrame(graph.data(query)).as_matrix()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create the axis of the matrix" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "feedstock = set(list(data[:, 0]))\n", "processing_technology = set(list(data[:, 1]))\n", "output = set(list(data[:, 2]))\n", "\n", "matrix_axis = list(feedstock) + list(processing_technology) + list(output)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Build Matrix " ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# initialize matrix\n", "matrix = np.zeros([len(matrix_axis), len(matrix_axis)])\n", "\n", "# find index of element in a given list\n", "def find_index(element, in_list):\n", " return in_list.index(element)\n", "\n", "# for every row in original response\n", "for row in data:\n", " # the last column is the frequency\n", " frequency = row[-1]\n", " indexes = [find_index(element, matrix_axis) for element in row[0:-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": [ "Let us normalize and visualize the matrix as a heatmap" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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HvB34eJKn9tu6Yn0F99t5PPDmJFvR/fzfCJy1jOOXJGnqTGwwqaqjWXyQzLss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\nPKKqLhi6iAFcXVW/SLJRko2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# normalize matrix using scipy normalization available here: http://scikit-learn.org/stable/modules/preprocessing.html#preprocessing-normalization\n", "normalized_matrix = (matrix - np.mean(matrix)) / np.std(matrix)\n", "\n", "# plot a heatmap of the matrix\n", "fig, ax = plt.subplots(figsize=(8,8))\n", "ax.imshow(normalized_matrix, cmap='hot', interpolation='none') # plt.cm.Reds # normalization affects simmetry. \n", "ax.set_xticklabels(matrix_axis)\n", "ax.set_yticklabels(matrix_axis)\n", "plt.title(\"Correlation Matrix: Maplotlib Version\")\n", "plt.xticks(rotation=90) \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us see if seaborn can make this prettier. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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Azcjy0gi4U9JnI2LCarbBzMyKznNG2qWP5ZAB9gEukzQNuBPokwKF1bEbWT4a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\np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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "\n", "# plot a heatmap of the matrix\n", "fig, ax = plt.subplots(figsize=(8,8))\n", "r = sns.heatmap(normalized_matrix, cmap='BuPu')\n", "ax.set_xticklabels(matrix_axis)\n", "ax.set_yticklabels(matrix_axis)\n", "plt.title(\"Correlation Matrix: Seaborn Version\")\n", "plt.xticks(rotation=90) \n", "plt.yticks(rotation=0) \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The matrix is symmetrical as expected. With empty squares in the middle as expected. " ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## 1.3. How does the matrix change from country to country? " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this part of the exploration we will try to compare the \"frequency matrix\" of two countries. \n", "\n", "We start by creating a function that given a country, returns its correlation matrix. Here we don't limit the query because the axis have already been determined in the first plot. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def get_the_matrix_from(country):\n", " query = \"\"\" MATCH p1=(feed:Feedstock)<-[:CONTAINS]-(a1:Asset)-[:CONTAINS]->(proc:ProcessingTech)\n", " MATCH p2=(proc:ProcessingTech)<-[:CONTAINS]-(a1:Asset)-[:CONTAINS]->(out:Output) \n", " MATCH (a1:Asset)-[:LOCATED_IN]->(country:Country) \n", " WHERE country.name = \"{}\" \n", " WITH feed.term AS Feedstock, proc.term AS Processing_Technology, out.term AS Output, count(p1) AS count \n", " RETURN Feedstock, Processing_Technology, Output, count \n", " ORDER BY count \"\"\".format(country)\n", " \n", " data = DataFrame(graph.data(query)).as_matrix()\n", "\n", " \n", " # initialize matrix\n", " matrix = np.zeros([len(matrix_axis), len(matrix_axis)])\n", "\n", " # for every row in original response\n", " for row in data:\n", " # the last column is the frequency\n", " frequency = row[-1]\n", " indexes = [find_index(element, matrix_axis) for element in row[0:-1] if element in matrix_axis]\n", " for pair in itertools.combinations(indexes, 2):\n", " matrix[pair[0], pair[1]] += frequency\n", " matrix[pair[1], pair[0]] += frequency\n", " \n", " \n", " # normalize matrix using scipy normalization available here: http://scikit-learn.org/stable/modules/preprocessing.html#preprocessing-normalization\n", " normalized_matrix = normalized_matrix = (matrix - np.mean(matrix)) / np.std(matrix)\n", " \n", " return normalized_matrix" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After definning the function, we apply it to two countries. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "country1 = 'United States of America'\n", "country2 = 'Brazil'\n", "country3 = 'Denmark'\n", "country4 = 'Norway'\n", "\n", "country1_matrix = get_the_matrix_from(country1)\n", "country2_matrix = get_the_matrix_from(country2)\n", "country3_matrix = get_the_matrix_from(country3)\n", "country4_matrix = get_the_matrix_from(country4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After applying the function to the countries, the results are plotted. " ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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hdTcDHL+IaAfawY+qMDMzMzMzy+Ge46F1PXC0pM0B0rDqm4F3pfnHAnOGqW5m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\nSZIkaeY5HEuSJEmSZt7fkeOztaGNztkAAAAASUVORK5CYII=\n", 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P5LhPkhyX5I3DrN8lyQ0jUSdJkiRJ0vB8IFdL6dz8lqpqNXC/qj7T5ypJkiRJ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\n6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b+b2SXD0E7Qn2fl7ouZS8/GDJDpcgD2Bz4DLIMn0Mh4Gvhh2RvSLOsG+AAP4GBJm5jZ\nl3Nmf8FFe3v6MniClwP5bKG9Ji5uRwNHy10d5wFTzexIScvjNVCHykz6YqpexmPh9q6w3R9/ivSy\npMp4SDN7lv4zwpWY2eXph8XGadNnzOwfFeYPADdLuoT+s9393EPNbMU6+4ZW19P0I+Ap3PUxK23R\nOHOpPL7w6xRqeeIuqsHQCI2swSD1EUZGI0MfR46e1cjQxxZ6UiPDrboHyFwzlALT5YXFbzSzjXM2\nXzCzYySdSHmygCrRa9qHo/FkG+fWdRkZoN0ssH8OsJGZvSDpHjN7+yDb26Pd62Z2Rtn2NBv4VJpp\nWwRYrMoFqEFf3oO77F2DJ7DI+vDzgl2TtPg9TxKGE/HyF3cDS+HJJKpKH9Rt9yAzO7Gm7VxgbUsl\nW9Js5+wyl8B0vc4HLG+pnEKJzWBc3E7GS6e828zelmb0rzSzDVoaaIBqJAVr0NYPzOwzki6l/L60\nfc62WKqjaNtSzkoVbqLWF8u2Q9nrObuW2raSzsWfBmRPObbFs52+GX9qdkzOdoUGHgq/x+9xA9by\nDJoRGlm7rUHpY3rvsGpk6OPIERoZ+ph7X09qZDw57g2yLJdPSlodeBQoBuBns+QzGBlq13tsSO3a\nfXUoirukhc2ThFQiz7B5IJ59cj98dnQVvCzFUNgTWBWf6czPghVvNqfi7mU/BjCzuenmE+Jfzkp4\naY/l8GQYGzE898LTJR2OC/R+8nqaq5hZ1XmwBJDFw1S5VYEncjkWn0ldUdLawFF54Wvi4pZjQzNb\nV9Ls1MYTkhYYRDtFyhKenIVnAO6HBq7temb6e2yN/R6CX3/HlbxmlLiR2sBuolnCpjfgLl5ZFtgt\ncHfaFuHH3VfXNbN/wWuDi1/iCWVmAsfkbP8t6Xu0uvOWubwOWMszGDShkTUYjD5mdgy/RoY+jhyh\nkaGP/kKvaqQNQx2sWMb2AuyDB6u/C3eReIxUf7DNeybhM7vD1Yfa9R6HsI+2tfsatrUJXufuobS+\nFvCjCtvzgC+Q6rSlzzpnGPpwf027O9PffM24Ie+/WxdSjT585vZaPA7u9mFot/Z5gD/x+BPwv7hY\nPgjsXGE7Ex8Y5L/fecPQ39vx2J1ZaX2p/D6G0G6Tupdta7sC16S/A9YqxMtTgFweOzQAAB0PSURB\nVLvBDWR7KXBJ1VJifyWwdG59aeCKirbvA+bPrb8OuC/9P7uk3b3xH16bAadXfVZq1PKMZdDnbGhk\ns3Zq62N6fdg1ktDHEVsIjYQe1sdk19MaGU+Oe4NrzOwJ4AZScLyk0vgAeQbI6biPvyQ9CexlZjPL\n7OtizUo01Eb9kxvMy5ofarvAD/D4s0sAzOwuSe+qsF3JzHaWtEuy/bc0LBm5bpG0mpndO4Bdk7T4\ngbtKgQv+qWb2S0nD8RSh9nlgZj+VdB0eUwVwmFW7GL5krQlshuMcPwG4CHiDpG/hcTyHD0O7AyYF\nyzCzq4Gr1Vfb9WpJr9V2BZaW9A5ge0n/R18il+z9eVewLwEX4HVPS13HcmQz7TvgcWRZSZld8Hil\nIstZLntwslm+ou1zgNslXZzWtwPOTa6kxWv59WZ2mqRpZnY9cL2kOyvafSgtC6QlGD5CI5vRRB9h\nZDQy9HHkCI3sbX2EHtfI+HHcG/yM1ovhQrxwfJHTgQPN7EYAeXKQ6YzdpC+zcNefJ/AbwxLAo5L+\nBuw7lAGLmT1cuNm2ZDROvJjiSDLxXYlcDNQQ2BiYI+nB1F6WjKH4XXwKz6K4qqRH8BnWAVPv9zAj\n5b444HlQEvfz5/R3GUnLWHnczz2SdgUmJje0g3F3pSFhZufIyzq8Bz+3PmRmpUmI6qAGScEK73s9\nXjtyd1pru34Nz8K5LF7Ps99HoL8r2OOSrsTd6loS9Vh/F7vr076Ps/6ZgC+VVDZQuUbSFfSV79kZ\nuLrs85jZN+SlULJajJ80s6zN4nWZufP+VdI2eIKZKZRgfTFetVxZg0aERjakgT7CyGhk6OPI0fMa\n2cv6mNZ7WiPjx3EXI89K+XZgcfUPmp9Ezne/wCuZ6AOY2U2ShrO4/HBzFXChmV0BIOm9eIzMdLxQ\n+WAzfT6cZuRMnuxhGiXZS9Os58nA5cByks7BL/hPDHK/ed5f087MrF9a/KqnHgEAO5FilMzsSUlL\n4zFpQ+UIBj4P8nE/+ZltUR33cxBefuEF4FzgCuAbw9BfzOw+2ghzQ7Zt+gb1r+26be7JwHny2q4X\nAhdK+qqZDfSZt8F/4JxFeVxVGYtImmpeWiJ7WrhI0cjMPi2v0Zo9HTvFzC4qfJZJ5mV4puCuuQ/k\nXpti5fUWv5meCnwOT4AzCc/q2oK8tMVpeAbP5SWthbv+HljzswYFQiMHrZG19DHtb6Q0MvRx5AiN\nJPQx0ZMaGdmquxhJHwQ+hMcY5WeKngH+z8xuydlms3QfBxbCZ38Mn/153sz6pV4fK0iaZ7nC9Glb\nlnF0jpmtPch2lwSOx2M+hMc9HFx28aYZwc3xmWzhJTPapcYfVlReJH2mmZU99QhGkDTLO+B5oAYZ\nK+VunF/BMzlmE5plT0jGHfI6lW/HB0mv4vFCrx2HkqcI/Sh7iiBpKTP7e839vx9/qvQA/p2tAOxn\nZlcW7A4Czk6ut1VtXWZm26YnWS2DOjNrqfco6Qxgmpk9mdan4APSlvq6km7HXfsusZTBWNLdZrZ6\nnc8atBIaOTiNbKKPWR/okEaGPo4tQiPr02l9TPY9qZHx5LiLMbOLgYvlteFuHcC8OJN0RL6p4e3Z\nsPJXSYcB/5fWdwb+Jk/7X5bdry7HAZ/OLnR5Gv/jgJYLEndbm2pmvxzC/hozyKcewcjyn/TNnEJ1\nNtayjJVn4jP2Rc4BDsVLagzlnB6L7En7zJ21M2wqlbXAM6K23LOKbmNp2+XJDW/VtOk+Mytz93wj\ncKekWbhb7RVWmFk2s23T3yZPpdbMRD+995+SKkv3NHRlDQYgNHLQ95Mm+ggd0MjQxzFLaGR9OqqP\naXtPamT8OO4NHpd0DW3q/JnZFp3r3pDYFR+k/CKt35y2TaT8JlqXNfMzYOZp/KsuyI2A3ST9CS+S\nXhX7NNysgrvqLEFfOn3wpx77jvC+gwKSvoMnDzknbZom6R1m9uUS89XNbLXc+rWSqhLL/N3MLq14\nbbzT9jiYl/uYABxuZjcP0NZZ6W+dshaAP0HC3bB+2m7G28wOl/RV4L34gOWHks4HTjOzP6S22iY5\nKZvFByZImpz7kTGFal2u7coaNCY0shlN9BE6o5Ghj2OM0MjGdFQfoXc1MtyqewBJ15Pq/IU7Xj0k\n3QVsXrggry+6p6XXVihrwwZXe7YxNZ96BCOMpLnA2pbqEaYnM7PLBoCSzgZ+aP0zVn7KzD5eYvse\nPEPkNeSSl5hZWf3AcUXd4yBpdnbvatj+ZDyL5tyK19+CC/nOeMbQ6cCVxRnvnP1ayf79eImTjYGr\nzOwLkq5NZgsC6wN34T8C1gRmmNkmJe19HPgynkUU/InAt8zsrBLbMlfWaWb2+EDHIWhPaGQzmuhj\ner1jGhn6OHYIjWxGp/Ux2fSkRsaT495gYTO7o+BqMJYTiNQmXWxlLiKlBc0bcBxwq6R+F2SZ4Wj9\nCG7DhyXdAzyHJ7tYE/ismZ3d/m3BCLAEkMXdLV58UYPLWLkn7tI0P30uY0au7Ms4Zj36jgN46Yf7\ns+OUGzRdI+kjwM+rRDlDXv5je1zfZgKPSbrZSmJCzez3wFfSjPe2uDvYK5KmA8dbiqGUNA2PNf0H\n8BPg82b2Upq1/x3whezJoqSfA+ua2by0vjrw9bK+mtmZ8syf2f1qB6soTWMemxdZdkeG0Mhm1NbH\ntK9OamTo49giNLI+HdVH6F2NjB/HvUE31/k7NPf/gngWziEPappckGOA96ZZuQ8Df8Tr0t1AX126\nYHQ4GpidBqPC46q+WLBpnLES2MDMVhlq58YodTPO7o/HV70i6Tn63DInldgubp4Rcx/gTDM7Ij2x\nKCW50O4FfAAv6ZOVyvgNkCUrmoLfA/oN8s3sVUnF73SVTPSTzd2S3la1/3RfGfDeIs8SehD9k85U\nxooFjQiNbEDoYzBIQiOb0XF9hN7UyPhx3BuU1fnbvcxQ0qeAc6wvM9xkYBcz+9FodbYJ1lqj8WZJ\ndwxT27UuyDHA/OnvNsAFZvZU4QlIMAqY2U/TrOwGadNh1ld6IbMZzBOUWyStNoYHn4Om7vEws8Ua\nNDufvPTITngG00pSPNWT+Ez3YdaXaOR2SVkNRtIAYqKkZegvug9Za+3LuZJ+Qt/gezeg7eCjJr/A\nY78upbuSzowFQiObtxv6GDQiNLIZndZH6F2NjJjjHkK5On9tbFpKOww2nmE0SLFOGRPwOIbju3QW\nsRR5kosP4W5jG+JuS5eZ2WBrPAcN0CDKKTRs/7fASviA/QVGL+HbmEE+mt0NWNHMviFpOWBpM2sZ\n5EvaEfgqcJOZHShpKvA9M/tIie1qwDq4y15e0I8q2H0ad/v6Gzm3vYpYuQWBA+jLyHoDFSVImiDp\n9rimR5bQyO4j9LHzhEaOLCOlj8m+JzUyfhz3AJLKYgmeAmaa2ZyC7Tw8E2XmXjYRmGtmbx/5njZH\nffXSBLyEu00dZWY3dbJfo00aAD1lZq9IWhiYVJyRDUYGSaeYZ40sxvZlAj2k+Hd1OOHbWEDSSbjg\nvtvM3pae1l1pZhsM8NaB2r0cnxWfRa7kg5kdV7D7PbCRdTD5laRdgZXxJCP5pDNDGlgGoZHdTuhj\nZwmNHFlGSh9T2z2pkeFW3Rusn5Ys1f22uAvDJyVdYGbH5GwvB86T9OO0vn/aNlY5DLg8xVB8FVgX\n+HeH+9QJlgG2TDNyG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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# first row\n", "plt.subplots(2,1,figsize=(15,15))\n", "\n", "plt.subplot(121)\n", "sns.heatmap(country1_matrix, cmap='BuPu', cbar=None, square=True, xticklabels=matrix_axis, yticklabels=matrix_axis)\n", "plt.title('{}'.format(country1))\n", "\n", "plt.subplot(122)\n", "sns.heatmap(country2_matrix, cmap='BuPu', cbar=None, square=True, xticklabels=matrix_axis, yticklabels=False)\n", "plt.title('{}'.format(country2))\n", "plt.show()\n", "\n", "#second row\n", "plt.subplots(2,1,figsize=(15,15))\n", "\n", "plt.subplot(121)\n", "sns.heatmap(country3_matrix, cmap='BuPu', cbar=None, square=True, xticklabels=matrix_axis, yticklabels=matrix_axis)\n", "plt.title('{}'.format(country3))\n", "\n", "plt.subplot(122)\n", "sns.heatmap(country4_matrix, cmap='BuPu', cbar=None, square=True, xticklabels=matrix_axis, yticklabels=False)\n", "plt.title('{}'.format(country4))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> Severall differences can be noted in this plot: \n", "> * When comparing the USA and Brazil, the USA has a bigger focus on using hydrolisis for attaining hydrolysis. \n", "> * Brazil and norway appear to have a rather well distributed capability. \n", "> * Norway and Denmark are less well distributed with a big focus on certain outputs. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1.4. How does the matrix change over time? " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After seeying how to matrix changes from country to country, it's also interesting to see how it changes from year to year. For example, is the country so focused on certain flows every year? " ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "We start by creating a function that takes two dates and returns the frequency above, reutilizing much of the code. Here we don't limit the query because the axis have already been determined in the first plot. " ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def get_the_matrix_from_dates(begin_date, end_date):\n", " query = \"\"\" MATCH p1=(feed:Feedstock)<-[:CONTAINS]-(a1:Asset)-[:CONTAINS]->(proc:ProcessingTech)\n", " MATCH p2=(proc:ProcessingTech)<-[:CONTAINS]-(a1:Asset)-[:CONTAINS]->(out:Output) \n", " WHERE (toInteger(a1.year)<={} AND toInteger(a1.year)>={}) \n", " WITH feed.term AS Feedstock, proc.term AS Processing_Technology, out.term AS Output, count(p1) AS count \n", " RETURN Feedstock, Processing_Technology, Output, count \n", " ORDER BY count \"\"\".format(end_date, begin_date)\n", " \n", " data = DataFrame(graph.data(query)).as_matrix()\n", "\n", " \n", " # initialize matrix\n", " matrix = np.zeros([len(matrix_axis), len(matrix_axis)])\n", "\n", " # for every row in original response\n", " for row in data:\n", " # the last column is the frequency\n", " frequency = row[-1]\n", " indexes = [find_index(element, matrix_axis) for element in row[0:-1] if element in matrix_axis]\n", " for pair in itertools.combinations(indexes, 2):\n", " matrix[pair[0], pair[1]] += frequency\n", " matrix[pair[1], pair[0]] += frequency\n", " \n", " \n", " # normalize matrix using scipy normalization available here: http://scikit-learn.org/stable/modules/preprocessing.html#preprocessing-normalization\n", " normalized_matrix = normalized_matrix = (matrix - np.mean(matrix)) / np.std(matrix)\n", " \n", " return normalized_matrix" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we apply to two different time intervals, here choosen \"randomly\"" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [], "source": [ "first_interval = [1990, 2005]\n", "second_interval = [2006, 2019]\n", "\n", "first_interval_matrix = get_the_matrix_from_dates(first_interval[0], first_interval[1])\n", "second_interval_matrix = get_the_matrix_from_dates(second_interval[0], second_interval[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We plot the two frquency matrixes corresponding to each time interval. " ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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rSk6OuyFpT+Ac4IiImAB8ArgI+GZE7A8cD3y/H251HjA3IvYB/hv4YTp+JvCx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FiaX5F64W8TTOaSHtPPO2yXSufVeml+VSJPYlW5G6Vz5W3F1OM43EbpJkw0Km7rPCcYRyqHdD0c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\n1vaZHb9ltiMNz4qEa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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# first row\n", "plt.subplots(2,1,figsize=(15,15))\n", "\n", "plt.subplot(121)\n", "sns.heatmap(first_interval_matrix, cmap='YlGnBu', cbar=None, square=True, xticklabels=matrix_axis, yticklabels=matrix_axis)\n", "plt.title('{} - {}'.format(first_interval[0], first_interval[1]))\n", "\n", "plt.subplot(122)\n", "sns.heatmap(second_interval_matrix, cmap='YlGnBu', cbar=None, square=True, xticklabels=matrix_axis, yticklabels=False)\n", "plt.title('{} - {}'.format(second_interval[0], second_interval[1]))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> Here, there seem to be some divergences when comparing: \n", "> * For example, in the first older interval, the output enzymatic hydrolisis seems to be more importnat than in the more recent interval. \n", "> * At the same time, in the more recent interval, there seem to be more concentration. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.4.1. Comparing years" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another interesting measure is to understand if a particular year has divergences when compared to other years. For this, let's take a look at the year of 2016. Since most of the code is reused, there's not much to explain here. " ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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fHA+rNjMzMzMzs7rn4tjMzMzMzMzqnovjGpF0hqT3dbN9nKTF/ZGTmZmZmZmZ\ndc8v5Mqk4i1YiohyTnxEfKfGKZmZmZmZmVkfcc/xBqRe3ocl/QBYDLxX0p2S7pN0TcW0Sl+W9ICk\nhZK+mradJ+nstDxJ0gJJC4APV7R/mqSLK9avT1M6IenY3HOZmZmZmZnZpnFx3Ls9gEuAw4EPAkdH\nxAFAK/CJNBfyO4C9I2I/4IJu2vgecGZETMg5oaTtgHM38lxImi6pVVJrS8usaq7VzMzMzMysLnlY\nde8ejYi7JB0P7AXMTfMMDwHuBFYAa4ErJF0PXF95sKStga0j4ra06YfAcb2c86CNOVeniGgBWoo1\nT1VhZmZmZmbWGxfHveucREvAbyPin7sGSDoQeCNwEvAR4KjMttt5ee99cw3PZWZmZmZmZj3wsOp8\ndwGHSHotgKThksanZ4FHR8T/AB8HXjZ0OiKeA56TdGjadGrF7mXAREklSa8GDtyUc5mZmZmZmdnG\ncc9xpoh4WtJpwNWShqbN5wKrgF9Iaqbo8f1EN4d/AJghKYDfVGyfCzwCPAA8CNzXB+cyMzMzMzOz\nKinCj6QObn7m2GygKUdbdmxJTdmxq9ufyI4d3rhjdmyt8q2FtvKa7Nim0rAaZpJnZdufs2NHNR2t\nGqYyCPn+aFat9eVV2bHPtz2eHTuyaZfs2JIasmPXdzyfHXv50vzYj+y1W1bcuo7l2W02aKvs2Gru\nT9XcoxcsfyQ7drcR+b9CRzXtmh2b64bH8n++AN6+23FZ90gPqzYzMzMzM7O65+LYzMzMzMzM6p6L\n4wFOqmJsiZmZmZmZmXXLxXENpLdL3yBpgaTFkk6RtEzSdmn/ZEm3pOWxkn4raYmkyyU9WhH3c0n3\npn3TK9p/XtLXJC0ApvbHNZqZmZmZmQ0mLo5r483A4xExISL2AW7cQOzngNkRsTdwLVD5xPrpETEJ\nmAycJWlM2j4cuDu1f3sN8jczMzMzM6srLo5rYxFwjKQLJU2LiBUbiD0U+DFARNwIPFux76zUO3wX\n8Gpgj7S9A7iupwYlTZfUKqm1pWXWplyHmZmZmZlZXfA8xzUQEUslHQC8BbhA0s1AOy/9MaK5tzYk\nHQEcDUyNiDVpGHbncWsjomMD528BWoo1T1VhZmZmZmbWG/cc14CknYA1EXElcBFwALAMmJRCTqwI\nnwu8Mx13LLBN2j4aeDYVxnsCB22G1M3MzMzMzOqSe45rY1/gIklloA34ELAVcIWkzwO3VMSeD1wt\n6b3AncDaT1/HAAAgAElEQVSTwCqK55TPkPQg8DDF0GozMzMzMzOrARfHNRARNwE3dbNrfDfbVgBv\nioh2SVOBKRGxLu07rof2R/RNpmZmZmZmZgagCD+S2p8k7QH8hGKI+3rg3yNiXt+dwc8cmw005WjL\nji2pKTt2fXllduyQ0qjs2FrlWwsDKVeA1e1PZMcObzxcNUxlEPL90axaQY+vvNlEtXnSc1Xbn7Nj\nRzTunB1bUt/3L5ajPTtWasiPJf/W0BHrs2MbNCQ7dnX7k1lxwxrHZrdZ7vn1S91q0D5ZH4R7jvtZ\nRPwB2L+/8zAzMzMzM6tnfiGXmZmZmZmZ1T0XxwOEVIPxG2ZmZmZmZga4OK6KpHGSHpI0U9JSSVdJ\nOlrSXEl/kHRg+rpT0nxJd0h6XTr2NEk/lXRjiv1KRbvPVyyfJGlmWp4p6TuS7ga+Imm4pBmS7knt\nv31zfwZmZmZmZmaDkXsjq/da4GTgdGAe8G7gUOBtwP8F3gdMS2+fPhr4Ii/NazyR4vnidcDDkr4d\nEY/1cr5dgIMjokPSF4HZEXG6pK2BeyT9LiJW9/E1mpmZmZmZ1RX3HFfvkYhYFBFlYAlwcxSv/F4E\njANGA9dIWgx8Hdi74tibI2JFRKwFHgB2yzjfNREvvo7tWOBTku6nmCu5Gdi16wGSpktqldTa0jJr\noy7SzMzMzMysnrjnuHrrKpbLFetlis/z88DvI+IdksZRFLHdHdvBS59/5XQSzV3OV9krLODEiHh4\nQwlGRAvQUqx5qgozMzMzM7PeuOe4740G/pqWT8s85m+SXi+pBLxjA3E3AWdKEoAkTwFlZmZmZmbW\nB1wc972vAF+SNJ/8nvlPAdcDdwBPbCDu80ATsFDSkrRuZmZmZmZmm0jF47I2eHlYtdlAU4627NiS\nmrJj15dXZscOKY3Kjq1VvrUwkHIFWN2+ob+XvtzwxsNVw1QGId8fzaoVdPQetFFq01+3qu3P2bEj\nGnfOji3VYIbVcrRnx0oN+bHk3xo6Yn12bIOGZMeubn8yK25Y49jsNstR3c9ig/bJ+iD8zLGZ2Ram\nVkVZNQVvNbaEIjLXQMoVYHjjjv2dgpnZi4r30ebKL8raY1V2bFNpZHbskNKI7NhqCsPc4riaP8gW\nT1fmiaoK6fz7Xq3+gNxUGpYdm6u9vKaq+IbMvyd4WLWZmZmZmZnVPRfHvZB0gqS9NtO5xkl69+Y4\nl5mZmZmZmb3ExXHvTgA2S3FMMU9yVcWxVIOHHszMzMzMzOrMoCuOJZ0j6ay0/HVJs9PyUZKuSsuX\nSmqVtETS+RXHflnSA5IWSvqqpIOBtwEXSbpf0u7p60ZJ90qaI2nPbnJYJGlrFf4u6X1p+w8kHZN6\niOdIui99HZwO/TIwLZ3r45IaJF0kaV7K6d9SO0ek438JPFDDj9PMzMzMzKwuDMZexznAfwDfAiYD\nQ1U8iT4NuC3FfDoilqt41dvNkvajmJv4HcCeERGSto6I51IBen1EXAsg6WbgjIj4g6Q3AJcAR3XJ\nYS5wCPAo8Kd07h8AU4EPAQEcExFrJe0BXJ1y/RRwdkQcn841HVgREVMkDQXmSvpNOscBwD4R8Uif\nfXJmZmZmZmZ1atD1HAP3ApMkjQLWAXdSFJ7TKApngHdKug+YD+xNMWx6BbAWuELSPwGveAWapBHA\nwcA1ku4HLgO6e5XoHOCw9HUpsK+knYFnI2I1xVzF35W0CLiGnodtHwu8L53rbmAMsEfad09PhbGk\n6alnvLWlZVYPTZuZmZmZmVmnQddzHBFtkh4BTgPuABYCRwKvBR6U9A/A2cCUiHhW0kygOSLaJR0I\nvBE4CfgIr+wRLgHPRcTEXtK4DfgwsCvwaYoe6ZN4qTj/OPA3YEJqc20P7Qg4MyJuetlG6QhgdU8n\nj4gWoKVY8zyOZmZmZmZmvRmMPcdQFKFnUxSpc4AzgPkREcAoisJyhaTtgePgxV7h0RHxPxTF64TU\n1ipgJEBErAQekXRyOkaSJtBFRDwGbAfsERF/Am6vyAdgNPBEFJPFvRfonHnrxXMlNwEfSsPCkTRe\n0vBN+WDMzMzMzMzslQZzcbwjcGdE/I2iZ3YOQEQsoBhO/RDwI4rng6EoSq+XtJCimP1E2v5j4BxJ\n8yXtDpwKfFDSAmAJ8PYecrgbWFqRz86pXSieU35/amNPXuoFXgh0SFog6ePA5RQv3LpP0mKKYdyD\nrrffzMzMzMysv6noTLXBy8Oqzczqw3j1dwYDi++PZtUqR1sV0fm/ktrjFa/66VFTaWTvQcm6juXZ\nsQ3aqoochmXFVfN5Sfl9lsXg0zylYgBqlrZyj09tvkJj5mdQtLsqK66plD9Adn1HXpudhjYcmPUD\n6V5IM7MtTDU302pueuvLK7Njh5RGZcfWKt9aGEi5AqxufyI7dnjj+BpmYmYGz7c/nh07onGn7Nhq\nCt6Ijpq0215+ITs2915STcG7ruO57NjmhjHZsdX9QSNfRHt2bO73oZrvbTV/fKnGYB1WbWZmZmZm\nZpbNxfEAJek0SRf3dx5mZmZmZmaDgYtjMzMzMzMzq3sujmtI0jmSzkrLX5c0Oy0fJekqSf8saZGk\nxZIurDiup+0fkLRU0j3AIZv9gszMzMzMzAYpF8e1NQeYlpYnAyPSnMXTKKZ5uhA4CpgITJF0gqSd\neti+I3A+RVF8KLDXZr0SMzMzMzOzQczFcW3dC0ySNApYB9xJUSRPA54DbomIp6N43dtVwGHAlB62\nv6Fi+3pgVk8nlTRdUquk1paWHsPMzMzMzMws8VRONRQRbZIeAU4D7gAWAkcCrwWWAZNqdN4WoKVY\n8zyOZmZmZmZmvXHPce3NAc4GbkvLZwDzgXuAwyVtJ6kB+Gfg1g1svzttH5OGZp+8+S/FzMzMzMxs\ncHLPce3NAT4N3BkRqyWtBeZExBOSPgX8nmIW6xsi4hcAG9h+HsXQ7OeA+zf7lZiZmZmZmQ1SivCo\n28HNw6rNBppytGXHltSUHbu+vDI7dkhpVHZsrfKthYGUK8Dq9ieyY4c3Hq4apjII+f5oVq2VbY9m\nx45o3Ck7Vsrvr4voyI+lnB3bXn4hO7apNCwrTsofpLuu47ns2OaGMdmx1dz3OmJ9dmyDhmTH5n5/\nq/netpVXZ8cCDG2YknWPdM+xmdkWplZFWTUFbzW2hCIy10DKFWB44479nYKZ2YuGlkZnx1ZXGC7P\njm1UXmEK1f3OD/ILs9x2q2mzqTQ8O7aawrCadjuqKKSr+YMGmX+kaI812S3W6n7uZ47NzMzMzMys\n7rk43gJJminppP7Ow8zMzMzMrF64ODYzMzMzM7O65+J4M5A0TtJDkq6S9KCkayUNk/RZSfMkLZbU\nIukVD4pLWibpS5Lul9Qq6QBJN0n6o6Qz+uN6zMzMzMzMBhsXx5vP64BLIuL1wErg34GLI2JKROwD\nbAUc38Oxf46IiRTTQs0ETgIOAs6vedZmZmZmZmZ1wMXx5vNYRMxNy1cChwJHSrpb0iLgKGDvHo79\nZfp3EXB3RKyKiKeBdZK27hosaXrqZW5taZnVx5dhZmZmZmY2+Hgqp82n63yKAVwCTI6IxySdBzT3\ncOy69G+5Yrlz/RXfw4hoAVqKNc/jaGZmZmZm1hv3HG8+u0qampbfDdyelp+RNIJiqLSZmZmZmZn1\nA/ccbz4PAx+WNAN4ALgU2AZYDDwJzOvH3MzMzMzMzOqaIjzqttYkjQOuTy/e2sw8rNrMrD6Mf8WM\nB7Yhvj+aVWtdx3PZsUMaRtak3UYNy44tqSk7dn15ZXZsc8O2WXFBR3ab5WirIja/3abS8OzYtvKa\n7NjG0lbZscWToDnnX53doqrs420qTcy6R7rn2MxsC1PNDbJWN/4hpVHZsbXKtxYGUq4Aq9ufyI4d\n3ji+hpmYmcHajuXZsdX8Dq2m4JUasmNf6Hg6O7a9/EJ27JBSXuEv5T/BuraKPxAMa9w+O7aa+157\nVcXx0OzY3KK3mp+DtR1/z44FaMr8Vrg43gwiYhnQD73GZmZmZmZmlsMv5DIzMzMzM7O65+J4gJPk\n3n8zMzMzM7NN5OK4BiSNk/SQpKskPSjpWknDJH1W0jxJiyW1SFKKv0XSNyXdn/YdmLYPlzRD0j2S\n5kt6e9p+mqRfSpoN3NyPl2pmZmZmZjYouDiundcBl0TE64GVwL8DF0fElPTW6q2A4yvih0XExBQ3\nI237NDA7Ig4EjgQuktT5yrkDgJMi4vCuJ5Y0XVKrpNaWllk1uTgzMzMzM7PBxENya+exiJiblq8E\nzgIekfRJYBiwLbAE+FWKuRogIm6TNErS1sCxwNsknZ1imoFd0/JvI6LbVwZGRAvQUqx5qgozMzMz\nM7PeuDiuna5FaQCXAJMj4jFJ51EUuxuKF3BiRDxcuUPSG4D8icDMzMzMzMxsgzysunZ2lTQ1Lb8b\nuD0tPyNpBHBSl/hTACQdCqyIiBXATcCZFc8m71/7tM3MzMzMzOqPe45r52Hgw5JmAA8AlwLbAIuB\nJ4F5XeLXSpoPNAGnp22fB74BLFQxi/gjvPw5ZTMzMzMzM+sDivAjqX1N0jjg+vTirZz4W4CzI6K1\n77PxM8dmA0052rJjS2rKjl1fXpkdO6Q0Kju2VvnWwkDKFWB1+xPZscMbD1cNUxmEfH8021K0l1/I\njm0oDcmOFQ3ZsR2xNj8HNfceBMQrnprsmcj/FV7d55WXa7U51EItvgcvGZ91cR5WbWZmZmZmZnXP\nw6prICKWAVm9xin+iJolY2ZmZmZmZr1yz7GZmZmZmZnVPRfHZmZmZmZmVvdcHPczScMl3SBpgaTF\nkk6R9EZJ8yUtkjRD0lBJR0n6ecVxx0j6WX/mbmZmZmZmNli4OO5/bwYej4gJ6e3WNwIzgVMiYl+K\n58I/BPwe2FPS2HTcB4AZ3TUoabqkVkmtLS2zan4BZmZmZmZmA52L4/63CDhG0oWSpgHjgEciYmna\n/33gsCjm3Poh8B5JWwNTgV9312BEtETE5IiYPH36KbW/AjMzMzMzswHOb6vuZxGxVNIBwFuAC4DZ\nGwj/HvArYC1wTUS0b4YUzczMzMzMBj0Xx/1M0k7A8oi4UtJzwEeAcZJeGxH/C7wXuBUgIh6X9Dhw\nLnB0vyVtZmZmZmY2yLg47n/7AhdJKgNtFM8XjwaukdQIzAO+UxF/FTA2Ih7c7JmamZmZmZkNUi6O\n+1lE3ATc1M2u/Xs45FDgu7XLyMzMzMzslf6+9qHs2KaGrbJjl69dmx27w7CxvQclX1rwfHbs0Tut\ny46dMnZMVlyDmrPbfKHj6ezYBg3Jjm2MYdmxf1z1t+zY147aITt24fK8dsePHprd5q1PtGXHArx1\n1/FZcS6OBxBJ9wKrgf/o71zMzMzMzMwGExfHA0hETOrvHMzMzMzMzAYjT+W0BZN0gqS9+jsPMzMz\nMzOzwc7F8ZbtBMDFsZmZmZmZWY25OO5jks6RdFZa/rqk2Wn5KElXSbpUUqukJZLOrzjuy5IekLRQ\n0lclHQy8jeJN1vdL2j193SjpXklzJO3ZP1dpZmZmZmY2uLg47ntzgGlpeTIwQlJT2nYb8OmImAzs\nBxwuaT9JY4B3AHtHxH7ABRFxB/BL4JyImBgRfwRagDPTs8dnA5d0l4Ck6akAb21pmVXDSzUzMzMz\nMxsc/EKuvncvMEnSKGAdcB9FkTwNOAt4p6TpFJ/9jhTDph8A1gJXSLoeuL5ro5JGAAdTzH/cubnb\n951HRAtFIQ0sjT66LjMzMzMzs0HLxXEfi4g2SY8ApwF3AAuBI4HXAi9Q9PhOiYhnJc0EmiOiXdKB\nwBuBk4CPAEd1aboEPBcREzfLhZiZmZmZmdURD6uujTkURfBtafkMYD4wimKe4hWStgeOgxd7hUdH\nxP8AHwcmpHZWASMBImIl8Iikk9MxkjQBMzMzMzMz22QujmtjDsWQ6Tsj4m8UQ6bnRMQCiiL5IeBH\nwNwUPxK4XtJC4HbgE2n7j4FzJM2XtDtwKvBBSQuAJcDbN9cFmZmZmZmZDWaK8COpg5ufOTYzqw/j\n1XuMvcT3R7NqrVj/p+zYoQ1bZ8c+s/bp7NixzTtkx7bHmuzYFetXZsfuNOx1WXHlaMtuc23Hc9mx\n7fFCduyIxh2ryGF5duzQhtHZsW3lvO9DRDm7zaC6X+HDGg/Juke659jMzMzMzMzqnovjzUzSMknb\n9XceZmZmZmZm9hIXx2ZmZmZmZlb3XBzXkKSfS7pX0pI0t3HX/Z+R9LCk2yVdLenstP1fJc2TtEDS\ndZKGpe1j0/q89HXI5r4mMzMzMzOzwcjFcW2dHhGTgMnAWZLGdO6QNAU4kWLapuNSTKefRsSUiJgA\nPAh8MG3/JvD1iOg89vLNcA1mZmZmZmaDnovj2jorTbt0F/BqYI+KfYcAv4iItRGxCvhVxb59JM2R\ntIhi+qa90/ajgYsl3Q/8EhiV5kh+GUnTJbVKam1pmVWDyzIzMzMzMxtcGvs7gcFK0hEUxezUiFgj\n6RagOfPwmcAJEbFA0mnAEWl7CTgoItZu6OCIaAFaijVPVWFmZmZmZtYb9xzXzmjg2VQY7wkc1GX/\nXOCtkppT7+/xFftGAk9IaqLoOe70G+DMzhVJE2uTupmZmZmZWX1xcVw7NwKNkh4EvkwxtPpFETGP\nYmj0QuDXwCJgRdr9GeBuigL6oYrDzgImS1oo6QHgjJpegZmZmZmZWZ3wsOoaiYh1FC/a6mpcxfJX\nI+K89Dbq24B707GXApd20+YzwCl9n62ZmZmZmVl9c3Hcv1ok7UXxLPL3I+K+/k7IzMzMzKw7o4b8\nQ3ZsRHt27Njm/MGsQxpGZcc+tfrJ7Nidhu2WHZurpKbs2K0at82OLUdbdqyUX+41lrbKji1paHZs\ne3l5Vtzwpu2z22wrr8mOrYaL434UEe/u7xzMzMzMzMzMzxybmZmZmZmZuTg2MzMzMzMzc3FcBUnD\nJd0gaYGkxZJOkTRJ0q2S7pV0k6QdJb1K0r3pmAmSQtKuaf2PkoZJequkuyXNl/Q7Sdun/WMl/VbS\nEkmXS3pU0nZp33sk3SPpfkmXSWrov0/DzMzMzMxs8HBxXJ03A49HxISI2IdiuqZvAydFxCRgBvCF\niHgKaJY0CpgGtALTJO0GPBURa4DbgYMiYn/gx8An0zk+B8yOiL2Ba4HOovr1FG+qPiQiJgIdvHwO\nZDMzMzMzM9tIfiFXdRYBX5N0IXA98CywD/BbSQANwBMp9g7gEOAw4IsUhbWAOWn/LsAsSTsCQ4BH\n0vZDgXcARMSNkp5N298ITALmpXNtBTzVXZKSpgPTAS677L+YPt2zP5mZmZmZmW2Ii+MqRMRSSQcA\nbwEuAGYDSyJiajfht1H0Gu8G/AL4TyCAG9L+bwP/HRG/lHQEcF4vpxfFdE//JyPPFqClWFsavcWb\nmZmZmZnVOw+rroKknYA1EXElcBHwBmCspKlpf5OkvVP4HOA9wB8iogwspyiqb0/7RwN/TcvvrzjN\nXOCdqb1jgW3S9puBkyS9Ku3bNg3TNjMzMzMzs03knuPq7AtcJKkMtAEfAtqBb0kaTfF5foOiN3mZ\nivHPt6Vjbwd2iYjOYdLnAdekYdOzgc5Z1c8Hrpb0XuBO4ElgVUQ8I+lc4DeSSun8HwYerekVm5mZ\nmZmZ1QFFeNTtlkTSUKAjItpTj/Sl6QVcG8nDqs3M6sN49XcGA4vvj2bVCvL/s4loz45tK6/Ojh3S\nMDo79i+rl2bH7jQsf0Bmg5qzY/8/e3ceZldVp3v8+1ZV5kASIEZQYhQJYUyAhEEGw2ArKggtNAI2\ngkBEuCLa6KUVEae+0HTrbUDRMg2hJW1HEAQHBgkEQpBAhYwQAgooAlfClAlSqVT97h97VXJSnEqt\nU6mTSqrez/PUk332fvfaa59zUuesWnuvlStozs62RFN2tkb9srNNLSuys31qtsnOrmp6qeMQMKjP\niOwym1rezM4C9K3ZP+sz0j3HW56RwC9S7/Aa4Jxuro+ZmVmPU8mXy9wvYX1rt80uc20FX+zqagZm\nZ6ElP1nRc5DfeFEFXy+Lrzsd61PBc1DczZZn5doXs7P9avIbZaubX8vODun7vuzsq6ufzM7W1fTN\nym3b970dhxKR/zc4qU92tl/t0OxsJXYetFtVyq2GQ299NTt7/yfyG6ZB/h8pRP4ssZW8FwbUbZeV\ne73x6ewyB/fZKTtbCTeOtzAR8TSwb3fXw8zMzMzMrDfxgFxdSNIoSYvKrJ8saY8uKH+8pKvS8hmS\nrtnUMs3MzMzMzMw9x5tFRJzdReU0AA1dUZaZmZmZmZmt557jrlcnaaqkxZJuljRQ0gxJ4wEknSJp\noaRFkq4oV4Ck/pKuT7m5ko5I6ydK+s3mPBkzMzMzM7PewI3jrrcb8KOI2B1YDpzXuiHNk3wFcCQw\nDpgg6fgyZZwPRETsDZwC3CBVYVg8MzMzMzMzA9w4robnI2JWWr4ROLRk2wRgRkQsjWJ8+6nA4WXK\nODTtS0Q8STGX8ejcCkiaJKlBUkN9/bTOnIOZmZmZmVmv4nuOu17bCeA6nBBO0gnAN9PDTb4/OSLq\ngfrikedxNDMzMzMz64h7jrveSEkHp+VTgQdLtj0CfFDSDpJqKS6Zvj8ibo2IcemnAZgJnAYgaTTF\n3MdLNt8pmJmZmZmZ9S5uHHe9JcD5khYDw4BrWzdExEvAxcB9wHxgTkTcVqaMHwE1khYC04AzIqKx\n6jU3MzMzMzPrpXxZdReKiOeAMWU2TSzJ/Bz4eQflrAbOLLN+BjAjLU8BpnSupmZmZmZmZlbKjWMz\nMzPrdaT8r0C16puVi2jOLrOuZmB2dvmaZ7Ozg+p2zM7WqE92dunqV7Kz7xywc3Z2RdPzWblh/d6f\nXSYoOzm4bqf8UpV/wWUlz20l+tQOyM72rdkmK1eMEZtHVTovg5nHD8vOVvL+io6HP1rnx4tfyM6e\nOOqv2dl3DHhPVm5o312yy/zUjFezswC/OCIv58uqzczMzMzMrNfrlY1jSaMkLSqzfrKkPTpZ5oWS\nBpY8Xrkpdcw8ZtWPYWZmZmZm1hv0ysZxeyLi7Ih4opO7XwjkXyNlZmZmZmZmW4ze3DiukzRV0mJJ\nN0saKGmGpPEAkk6RtFDSIklXtO4k6e8k/UHSY5JukjRY0gXATsB9ku4ryX5P0nxJD0sakdYdK2m2\npLmS7ilZf5mk61Idnklltpbz5VSPRZIu3FxPkJmZmZmZWW/RmxvHuwE/iojdgeXAea0bJO0EXAEc\nCYwDJkg6XtIOwCXA0RGxH9AAfDkirgJeBI6IiNbbvQcBD0fEWOAB4Jy0/kHgoIjYF/gf4KsldRoD\nfBg4APimpD6S9qcYufpA4CDgHEn7dvFzYWZmZmZm1qv15sbx8xExKy3fCBxasm0CMCMilkYxhN9U\n4HCKxukewCxJ84DPAO0Nv7YG+E1angOMSsvvBu5Kcxh/BdizZJ/fRkRjRLwCvAyMSPW6NSJWRcRK\n4BbgsI2dmKRJkhokNdTXT9vok2BmZmZmZma9eyqntuOa54xzLuD3EXFKRrYpIlrLbGb9c3018P2I\nuF3SROCykn0aS5ZL96lIRNQD9cWjp/LHbzczMzMzM+ulenPP8UhJB6flUykud271CPBBSTtIqgVO\nAe4HHgYOkfR+AEmDJI1O+6wAciaUGwK0TiL2mYz8TOD4dE/0IOCEtM7MzMzMzMy6SG9uHC8Bzpe0\nGBgGXNu6ISJeAi4G7gPmA3Mi4raIWAqcAfxc0gLgDxT3CUPRU3tn6YBc7bgMuEnSHOCVjioZEY8B\nUyga7LOByRExN/MczczMzMzMLIPWX/lrPZMvqzYz6x1Gq7trsDUJlmR/Pja3rM7K1ahP9vGLC9Py\nLF/zbHZ2UN2O2dlK6vvCm3/Kzr5zwM7Z2RVNz2flhvV7f3aZlX23zc9K+X1KazPfMwB9agZlZ5c3\n/Tk727cm54LG/BxU9p6xyrREU3a2ktchKniPX/NE/vvrxFGNHYeSdwxob4imDYn834ufmvFqdhbg\nF0ccnvUZ6cZxj+fGsZlZ7+DGcSWWN/0++/NxcN27snI1qs5QLqubX8vO9qsdlp0txhzNzNKcna3k\nC25zrMnK1dUMzC6zqWVFdrZPBQ3Dxgpehzrl17cSf131l/w6ZLblh/cfkV1mv9qh2VmrzJtr/5ad\nffjl/Pf44e/M+/0F+X+sAhjab9fs7FtrO7xYFoDnVr6eXeY2fSpr4uw86Nisz8jefFm1mZmZmZmZ\nGeDGcVmSRklaVGb9ZEl7VFDOGZKuScvnSjq92nU0MzMzMzOzyvXmqZwqFhFnb8K+P+7KupiZmZmZ\nmVnXcc9x++okTZW0WNLNaSqlGZLGA0g6RdJCSYskXdG6k6QzJT0l6RHgkJL1l0m6KC3vIulOSXMk\nzZQ0Jq0/KZU3X9IDaV2tpCslPSppgaTPbdZnwczMzMzMrBdwz3H7dgPOiohZkq4DzmvdIGkn4Apg\nf+B14G5Jx1NMtfSttH4ZxVRQ5aZdqgfOjYinJR0I/Ag4ErgU+HBEvCCpdcSDs4BlETFBUj9glqS7\nqWR4RTMzMzMzM9so9xy37/mImJWWbwQOLdk2AZgREUujGOpxKnA4cGDJ+jXAtLaFShoMfIBiruN5\nwE+A1nkXZgFTJJ0D64Z6/Dvg9JSdDWwPbHR4OEmTJDVIaqivf1sVzMzMzMzMrA33HLevbc9sV/XU\n1gBvRMS4tx0w4tzUk/wxYI6k/QEBX4iIu0qzkka1d4CIqKfoncZTOZmZmZmZmXXMPcftGynp4LR8\nKvBgybZHgA9K2kFSLXAKcD9Fz+4HJW0vqQ9wUttCI2I58KykkwBUGJuWd4mI2RFxKbAU2Bm4C/h8\nKg9JoyXlzxZvZmZmZmZmHXLjuH1LgPMlLQaGAde2boiIl4CLKe4png/MiYjb0vrLgD9QXCK9uJ2y\nTwPOkjQfeBz4RFp/ZesgX8BDqezJwBPAY2n9T3CPv5mZmZmZWZdShK+67dm6/rLqlmjKztYUHd7d\nqol7r3oAACAASURBVBr1raTMaqnkua3Wa9bdz8OW8P4yq6aj7lianZ1+zCGqYlV6nMbmR7I/H+tq\n+ldQcn6/QyW/wyKaK6hD7vHz/9be1LIqO1urftnZYG12tqaCciuR+9xW8plXXFiYp6aCbGPzsvw6\nkF9u39ptKyjXv2qqZW3LW1m5Vxv/nF3mDv1HZWebWt7MzvarHZadreT31wtv/ik7u32/oR2HkoF1\nh2W9cd1zbD3a1taQ35p0d8PYzGzLs/U0jLc23d0w7sncMN4y5DaMe7JqNYwr4caxmZmZmZmZ9Xpu\nHHcBSeMkfbTk8WWSLqryMat+DDMzMzMzs97CjeOuMQ74aIcpMzMzMzMz2yK5cZxIGiXpSUlTJD0l\naaqkoyXNkvS0pAMkDZJ0naRHJM2V9AlJfYFvAydLmifp5FTkHpJmSHpG0gUlx/mVpDmSHpc0qWT9\nSknfkzRf0sOSRpTU615JCyRNlzRysz4xZmZmZmZmvYAbxxt6P/DvwJj0cypwKHAR8DXg68C9EXEA\ncARwJdAHuBSYFhHjImJaKmsM8GHgAOCbrfMUA5+NiP2B8cAFkrZP6wcBD0fEWOAB4Jy0/mrghojY\nB5gKXNXRSUiaJKlBUkN9/bSO4mZmZmZmZr2e58vd0LMRsRBA0uPA9IgISQuBUcC7geNK7vXtD7TX\nk/vbiGgEGiW9DIwA/krRID4hZXYGdgVeBdYAv0nr5wAfSssHA3+fln8G/GtHJxER9UB98ajrp3Iy\nMzMzMzPradw43lBjyXJLyeMWiueqGfhkRCwp3UnSgR2U1QzUSZoIHA0cHBFvSppB0cAGaIr1k043\n49fGzMzMzMxss/Fl1ZW5C/iCJAFI2jetXwFsk7H/EOD11DAeAxyUsc9DwKfS8mnAzMqqbGZmZmZm\nZh1x47gy36G4x3hBuuz6O2n9fRQDcJUOyFXOnRQ9yIuBy4GHM475BeBMSQuAfwS+2Onam5mZmZmZ\nWVlafyWv9Uy+59jMrHcYre6uwdYl//OxOVZnl9oSLVm5upp+2WWK2gqO31RBdm129tXGP2dnh/Qd\nnp3N/R7aFKuyy+xbMzg726cm58K/giroU3qreWl2dlDdjtnZbz72l+zsV/fp03EIeK1xeXaZOw/a\nLTtrlVnd/Gp2tm/NkOxskP///Jon/l929nNjts3Ojt7vnqzcs/OOyy7z9y+8kJ0F+Mi7j8n6jHTP\nsZmZmVkXyG0Ym5nZlsmNYzMzMzMzM+v13DjuApJGSVpUZv1kSXt0R53MzMzMzMwsn6cLqqKIOLu7\n62BmZmZmZmYdc89x16mTNFXSYkk3SxooaYak8QCSTpG0UNIiSVe07iTpLElPSXpE0k8lXZPWHytp\ntqS5ku6RNCKt/2AaFXte2pY/koSZmZmZmZmV5cZx19kN+FFE7A4sB85r3SBpJ+AK4EhgHDBB0vFp\n/Tco5js+BBhTUt6DwEERsS/wP8BX0/qLgPMjYhxwGPBW24pImiSpQVJDff20Lj5NMzMzMzOznseX\nVXed5yNiVlq+EbigZNsEYEZELAWQNBU4PG27PyJeS+tvAkan9e8GpknaEegLPJvWzwK+n8q4JSL+\n2rYiEVEP1BePPJWTmZmZmZlZR9xz3HXaNkI3tVF6NXBNROwNfA7oDxARlwNnAwOAWZLGtF+EmZmZ\nmZmZ5XDjuOuMlHRwWj6V4rLoVo8AH5S0g6Ra4BTgfuDRtH6YpDrgkyX7DAFaZ7f+TOtKSbtExMKI\nuCLt78axmZmZmZnZJnLjuOssAc6XtBgYBlzbuiEiXgIuBu4D5gNzIuK2iHgB+BeKxvMs4DlgWdrt\nMuAmSXOAV0qOc2Ea1GsB0ATcUc2TMjMzMzMz6w0U4VtSu5OkwRGxMvUc3wpcFxG3dt0Ruv6e4zUt\ny7OzfWu2zc42tbyZne1TMzArV0ldVcEt+MHa7GxTy6rsbJ+aQdnZSp7barxmlZRZLZU8B2YAR92x\nNDs7/ZjhVaxJngEjv5mdfesvP1cVq9LjrFr7QPbn4yurl3UcAt454J3Zx6+rGZCdXfDac9nZ3Ydu\nn51tiZbs7Hfmrc7OXjIu//P0uqcas3Ln7/7u7DKbY012tiWasrNBc3a2sfmN7OzgPjtlZx/62/PZ\n2V22zXt9Rwx4T3aZteqfnbXKrFr7Unb2ldX538He0T//d8Jen81/f/3vrw3Nzp72/rz3zVPLVmSX\n+YF9p2ZnIf8z0j3H3e8ySfOARRSDbv2qm+tjZmZmZmbW63i06m4WERd1dx3MzMzMzMx6O/ccdwFJ\nXytZHiVpUZWPV/VjmJmZmZmZ9SZuHHeNr3UcMTMzMzMzsy2VG8cVkvRpSY9ImifpJ5KuBAakx613\nhtdK+qmkxyXdLWlA2vccSY9Kmi/pl5IGpvVTJF0l6SFJz0g6Ma2XpCvT6NQLJZ3cPWdtZmZmZmbW\ns7lxXAFJuwMnA4dExDigGVgIvBUR4yLitBTdFfhhROwJvMH6+YtviYgJETEWWAycVVL8jsChwMeB\ny9O6vwfGAWOBo4ErJe2YUc9JkhokNdTXT9uEMzYzMzMzM+sdPCBXZY4C9gcelQQwAHi5TO7ZiJiX\nlucAo9LyXpK+CwwFBgN3lezzq4hoAZ6QNCKtOxT4eUQ0A3+TdD8wAViwsUpGRD1QXzzq+qmczMzM\nzMzMeho3jisj4IaI+OcNVkptR5wunbSvmaIRDTAFOD4i5ks6A5jYzj6eq9LMzMzMzGwz8mXVlZkO\nnCjpHQCStpP0HqBJUp+M/bcBXkrZ0zoKAzOBkyXVShoOHA480sm6m5mZmZmZWTvcOK5ARDwBXALc\nLWkB8HuKe4XrgQUlA3K15xvAbGAW8GTGIW+luIR6PnAv8NWI+H+drL6ZmZmZmZm1QxG+JbVn8z3H\nZma9w2jfklORrv98DPKLfL3xqezsdv1260x1OlRJfSPWVqXcmqwL70BVuuOsJZqys7l1rWa5q5tf\ny872r90uO2vd77XGJdnZSn4nVPK7Zkjf92Znpfw+VlGblavkd8faljezswB9avbN+iXinmMzMzMz\nMzPr9dw4NjMzMzMzs17PjWMzMzMzMzPr9dw43gwkDZL0W0nzJS2SdLKkX5Vs/5CkW9PySknfS9mH\nW+c8lrRLerxQ0nclreyu8zEzMzMzM+tp3DjePD4CvBgRYyNiL+BOYEyangngTOC6tDwIeDgixgIP\nAOek9f8B/EdE7A38dfNV3czMzMzMrOdz43jzWAh8SNIVkg6LiGXAz4BPSxoKHAzckbJrgN+k5TnA\nqLR8MHBTWv7vjR1M0iRJDZIa6uundeFpmJmZmZmZ9Ux13V2B3iAinpK0H/BR4LuSpgOTgV8Dq4Gb\nYv0cCU2xfn6tZjrxGkVEPcXcy3gqJzMzMzMzs46553gzkLQT8GZE3AhcCewXES8CLwKXANdnFPMw\n8Mm0/KmqVNTMzMzMzKyXcs/x5rE3cKWkFqAJ+HxaPxUYHhGLM8q4ELhR0tcp7lleVpWampmZmZmZ\n9UJuHG8GEXEXcFeZTYcCP22THVyyfDNwc3r4AnBQRISkTwG7Vam6ZmZmZmZmvY7W395qm5OkOcAq\n4EMR0ZiRPwy4BhDwBvDZiPhjx0fq+nuOW6IpO1ujPl19+IpUq66VlFst1apvbrlb23NgtjU66o6l\n2dnpxxyiKlalB8r/fFzTsjwr17dm2+yjB9X5/iXy3wZrW97KzjZ3/FVlnX61Q7Ozq5tfzcr1r90+\nu8xKPp+kLeEOw/w6VPKa1WZ+RvqzdOvTsm6ooo7VKL8v9I01f8rODqwb3nEoyf3dWMl5Pbcyv64A\n79vm2Kxfju457iYRsX+F+ZnA2CpVx8zMzMzMrFfbEv5ctlWRNErSogryEyV9oEp1WVmNcs3MzMzM\nzHobN46rbyJQlcaxmZmZmZmZdQ03jjunTtJUSYsl3SxpoKTnJO0AIGm8pBmSRgHnAl+SNE/SYZKO\nlTRb0lxJ90gakfa5TNJ1ab9nJF3QejBJX5a0KP1c2B0nbGZmZmZm1pP5nuPO2Q04KyJmSboOOK9c\nKCKek/RjYGVE/BuApGGsH3X6bOCrwD+lXcYARwDbAEskXQvsA5wJHEgxGNdsSfdHxNwqnp+ZmZmZ\nmVmv4p7jznk+Imal5RsppmTK9W7gLkkLga8Ae5Zs+21ENEbEK8DLwIhU9q0RsSoiVgK3AIdt7ACS\nJklqkNRQXz+tgqqZmZmZmZn1Tu457py28y8EsJb1f2zov5F9rwa+HxG3S5oIXFayrXSehGY6+fpE\nRD1QXzzq+qmczMzMzMzMehr3HHfOSEkHp+VTgQeB54DW6Zk+WZJdQXGZdKshwAtp+TMZx5oJHJ/u\nax4EnJDWmZmZmZmZWRdx47hzlgDnS1oMDAOuBb4F/IekBope31a/Bk5oHZCLoqf4JklzgFc6OlBE\nPAZMAR4BZgOTfb+xmZmZmZlZ1/Jl1RWKiOcoBs5qayYwukz+KYpBtUrdViZ3WZvHe5Usfx/4fpl9\nBufU2czMzMzMzDZOEb4ltWfzPcdmZr3DaHV3DbYmLfFE9udjsDYrJ2qzj7+mZXl2tl/tdtnZSkQ0\ndxxKWqIpP0t+Vpn9NLXqm1+m8v8rNDa/kZ3tUzMoO7u6gnIH1b0zO7u86c/Z2ToNzMoNqMt/fx16\n66vZ2ZnHD8vOrm5+LTvbt2bb7OzaeDM72xxrsrONzXn/f7frt1t2mVZteZ+RvqzazMzMzMzMej03\njjcjSTMkje/EfpMl7VGNOpmZmZmZmZnvOe5ykmqjkuuUMkTE2V1ZnpmZmZmZmW3IPcdlSBol6UlJ\nUyUtlnSzpI9K+lVJ5kOSbk3LKyX9u6T5wMGSjpI0V9JCSddJ6tem/M9K+r8lj8+R9ANJgyT9VtJ8\nSYsknZy2z5A0XlKtpClp20JJX9pMT4mZmZmZmVmP5sZx+3YDfhQRuwPLgT2BMZKGp+1nAtel5UHA\n7IgYCzRQTL10ckTsTdE7//k2Zf8COFZSnzZlfQR4MSLGptGq72yz3zjgXRGxVyr7+q45VTMzMzMz\ns97NjeP2PR8Rs9LyjcAhwM+AT0saChwM3JG2NwO/TMu7Ac+mKZwAbgAOLy04IlYC9wIflzQG6BMR\nC4GFwIckXSHpsIhY1qZOzwDvk3S1pI9QNNrfRtIkSQ2SGurrp3Xu7M3MzMzMzHoR33PcvrZTPARF\nT+2vgdXATRHROrfD6k7cZzwZ+BrwZCqXiHhK0n7AR4HvSpoeEd9eV4GI1yWNBT4MnAv8A/DZt1U8\noh6oLx55KiczMzMzM7OOuHHcvpGSDo6IPwCnAg9GxIuSXgQuAY5uZ78lwChJ74+IPwL/CNzfNhQR\nsyXtDOwH7AMgaSfgtYi4UdIbwAYDcUnaAVgTEb+UtISiR9vMzMzMzMw2kRvH7VsCnC/pOuAJ4Nq0\nfiowPCIWl9spIlZLOhO4SVId8Cjw43aO8QtgXES8nh7vDVwpqQVo4u33Kr8LuF5S6+Xw/9yJ8zIz\nMzMzM7M23Dhu39qI+HSZ9YcCPy1dERGD2zyeDuzbdseImFimrB+UbL8LuKuD/fbroN5mZmZmZmZW\nITeOKyBpDrAK+KdNLGco8AgwPzWkzczMbDN6q3lpdnZQ3Y5dfvz+tdtnZ1uiKTtbs24ijI4VF7jl\nllvJV8YBFWTzxNuGgtlIdt2QMB2r5HVoalmVnR1YNyI7u7blrexsrfrmlxt55Vby/rr/E9tkZyt5\nLz788ors7J7DXu84lAzv//7s7POr/pSdfc/g3bJyLRW8Fyv7P2bV4lehjIh4DtirzPr9u6j8N4DR\nXVGWmZmZmZmZbbqqTeUkaaik86pVfmdI+lon95ssaY+0fJKkxZLukzRe0lWdLPNCSQNLHv8u9Sib\nmZmZmZnZZlbNeY6HAm9rHKuSa3i6XsWNY0m1EXF2RDyRVp0FnBMRR0REQ0Rc0Mm6XAisaxxHxEdT\nj7KZmZmZmZltZtVsHF8O7CJpnqRHJc2UdDvFyM9I+pWkOZIelzSpdSdJKyV9T9J8SQ9LGpHWnyRp\nUVr/QFpXK+nKVP4CSZ9L63eU9EA69iJJh0m6HBiQ1k1NuU9LeiSt+4mk2pI6/Luk+cDBkmakXuJL\nKQbR+s903ImSfpP2GSzpekkLU10+mdZfK6khnee30roLgJ2A+yTdl9Y9l6ZqQtKXU70XSbowrRuV\neqx/msq6W1LX39RjZmZmZmbWC1WzcXwx8KeIGAd8hWKU5S9GROu9tp9N9/COBy6Q1DoiwiDg4YgY\nCzwAnJPWXwp8OK0/Lq07C1gWEROACcA5kt5LMS/xXenYY4F5EXEx8FZEjIuI0yTtDpwMHJJyzcBp\nJXWYHRFjI+LB1hOKiG8DDcBpEfGVNuf7jVSXvSNiH+DetP7rETGeYi7jD0raJyKuAl4EjoiII0oL\nkbQ/cCZwIHBQOqfWka93BX4YEXsCbwCf3Mjzb2ZmZmZmZpmq2Thu65GIeLbk8QWpZ/ZhYGeKhh/A\nGuA3aXkOMCotzwKmSDoHqE3r/g44XdI8YDawfSrnUeBMSZcBe0dEuSHwjgL2Bx5N+x8FvC9tawZ+\nWeH5HQ38sPVBydzF/yDpMWAusCewRwflHArcGhGrImIlcAtwWNr2bETMS8ulz80GJE1KvdUN9fXT\nKjwNMzMzMzOz3mdz3v+7bvx7SRMpGpMHR8SbkmYA/dPmpohoHa+/ubWOEXGupAOBjwFzUg+rgC+k\n+YE3IOnwlJ0i6fsR8V9tI8ANEfHPZeq6OiKaO3mepXV4L3ARMCEiXpc0hfXn2RmNJcvNtDNXQkTU\nA/XFo6fy5z4wMzMzMzPrparZc7wCaG8ytCHA66lhPIbi8uGNkrRLRMyOiEuBpRS9zXcBn5eKidQk\njZY0SNJ7gL9FxE+ByRSXdAM0tWaB6cCJkt6R9t0u7ddZvwfOL6nvMGBbij8KLEv3Th9Tkm/v+ZkJ\nHC9poKRBwAlpnZmZmZmZmVVJ1XqOI+JVSbMkLQLeAv5WsvlO4FxJi4ElFJdWd+RKSbtS9PhOB+YD\nCyguLX5MkigazccDE4GvSGoCVgKnpzLqgQWSHkv3HV8C3C2pBmiiaNz+uZOn/F3gh+l8m4FvRcQt\nkuYCTwLPU1wa3qoeuFPSi6X3HUfEY6mH+ZG0anJEzJU0qpP1MjMzMzMzsw5o/RXM1jP5smozs95h\ntLq7BluTVWvvz/58HFS3YzWr0qGWaMrO1qy7QK5nCfK/zkSszc5W8nw1tazqOJTU1QzsOJQ0t6zO\nzja25M/62Zz5vhlU947sMitpN9TV5E+qcu+Lf8zO7jks//Ud3v/92dnnV/0pO/uewbtl5Voqei92\n52y3vUHeZ6Qbxz2eG8dmZr2DG8eVCJZ06+djY/PrHYeS/rXbZWcraURWopIGZzUaBNVq9FfrDw+V\nlKsKGkVrmpdnZ/tkNtArOX4l74NKyq3kDwTFxaJdb03zyuzs6ubXsnLD+o3uOGSbSd5n5OYcrdrM\nzMzMzMxsi+TGcQckjZd0VVruJ+keSfMknSxpsqSOpmYqV+Y4SR8teXycpIu7st5mZmZmZmaWzxe3\ndyAiGoCG9HDftG5cetzZSYTHAeOB36Xybgdu34RqmpmZmZmZ2Sbo8T3Hkr4haYmkByX9XNJFks6R\n9Kik+ZJ+KWlgyp4kaVFa/0BaN1HSb9KUTzcCE1LP8S6SZkgan3IfkfRY2nd6WneApD9ImivpIUm7\nSeoLfBs4uaQH+gxJ16R9Rkm6V9ICSdMljUzrp0i6KpXzjKQTN/+zaWZmZmZm1jP16MaxpAnAJ4Gx\nFHMMj0+bbomICRExFlgMnJXWXwp8OK0/rrSsiHgZOBuYGRHjImLdkHaShgM/BT6Z9j0pbXoSOCwi\n9k1l/0tErEnL01I5bXufrwZuiIh9gKnAVSXbdgQOBT4OXN6pJ8XMzMzMzMzepkc3joFDgNsiYnVE\nrAB+ndbvJWmmpIXAacCeaf0sYIqkc4DaCo5zEPBARDwLEBGtQ9gNAW5Kcx//oOQ4G3Mw8N9p+WcU\njeFWv4qIloh4AhjRXgGSJklqkNRQX9/ZK7/NzMzMzMx6j956z/EU4PiImC/pDGAiQEScK+lA4GPA\nHEn7b+JxvgPcFxEnSBoFzNjE8hpLltsdjjwi6oH64pGncjIzMzMzM+tIT+85ngUcK6m/pMEUlyMD\nbAO8JKkPRc8xAJJ2iYjZEXEpsBTYOfM4DwOHS3pvKqd1QsIhwAtp+YyS/IpUh3IeAj6Vlk8DZmbW\nwczMzMzMzDqpRzeOI+JRilGgFwB3AAuBZcA3gNkUjecnS3a5UtLCdBn0Q8D8zOMsBSYBt0iaz/pR\nrP8V+D+S5rJhL/19wB6tA3K1Ke4LwJmSFgD/CHwx93zNzMzMzMyscxTRs6+6lTQ4IlamEakfACZF\nxGPdXa/Np+svq26Jpuxsjfp0a7mVlFktzRXUobaC58vPbWXPgcFRdyzNzk4/ZngVa2LVMbrd223s\n7YLF2Z+Py9f8JbvcQXXvzMrV1vTNLnPZmue6/PgAzbE6OzvjpTeys0fsuEN29ok3/pad3We7UVm5\n6n0+5f8XW9vyZnZ2QF0lz9dT2dlRg4dk5epqBmSXqQqG5Pnxk/mfOZ/eZU12tpLn6ydPLs/OXnXF\n69nZp2/YKyu3vCn/d8fQvrtkZ60z8j4je8M9x/WS9gD6U4wC3YsaxmZmZra5VNIwtcrkNozNzDZF\nj28cR8Sp3V0HMzMzMzMz27L16HuOOyJpVLq/uDP7TpT0m2rvk/YbL+mqjpNmZmZmZmbWGT2+53hz\nk1QXEWu7ssyIaAAaurJMMzMzMzMzW69X9xwntZJ+KulxSXdL2lPSuvuSJe3a+ljSRyQ9mR7/fUnm\nMkk/kzQL+FmaOur6NPL1XElHlB5QUo2kpyUNL3n8R0nDJZ0kaZGk+ZIeSNvX9ThL+mAa5XpeKru9\nKaHMzMzMzMwskxvHsCvww4jYE3gD2BdYJmlc2n4mcL2k/sBPgWOB/YG2o27sARwdEacA5wMREXsD\npwA3pP2h2NAC3Mj6OZaPBuanKaEuBT4cEWOB48rU9yLg/IgYBxwGvNU2IGmSpAZJDfX1095WgJmZ\nmZmZmW3IjWN4NiLmpeU5wChgMsVcw7XAycB/A2NS9uko5r+6sU05t0dEa0P10NbtEfEk8GdgdJv8\ndcDpafmzwPVpeRYwRdI5UHa8/FnA9yVdAAwtdwl3RNRHxPiIGD9pUttplM3MzMzMzKwtN46hsWS5\nmeI+7F8CxwAfB+ZExKsZ5ayq5KAR8TzwN0lHAgcAd6T15wKXADsDcyRt32a/y4GzgQHALEljKjmu\nmZmZmZmZvZ0bx2VExGrgLuBa1vfoPgmMktQ6Q/cpGyliJumSaUmjgZHAkjK5yRQ9zDdFRHPK7xIR\nsyPiUmApRSN5nbR9YURcATxK0aNtZmZmZmZmm8CN4/ZNBVqAu2Fdg3kS8Ns0INfLG9n3R0CNpIXA\nNOCMiGgsk7sdGMz6BjjAlWkgr0XAQ8D8NvtcmAbsWgA0kXqczczMzMzMrPNU3D5rbUm6CBgSEd+o\n4jHGAz+IiMOqdQx4yi+wmVmvMFrdXYOtS/7nY2PzG9ml9qkZnJWrUf5smo3Nyyo4/sDsbEsFM0+u\nXPtidnbbPiOzs2+seSYrt12/3bLLDPK/+lQy+6YqeM2K/pXMcssOMVPempbl2dla9c3K1ahfdpki\n/9fMS2+Wu2iyvHcObDs0T9dobH49O/tfT+f/PztnTN57vKkl/67LvjXbZmetM/I+Iz3PcRmSbgV2\nAY6s4jEuBj7P+hGrzczMbCuW2zA2M7MtkxvHZUTECZvhGJcDl1f7OGZmZmZmZtaxrfqeY0kXShpY\n8vh3koZm7ntZunS6s8eeIunEau+T9vu2pKMr3c/MzMzMzMzybNWNY+BCYF3jOCI+GhH5NwZVQZob\nuUtFxKURcU9Xl2tmZmZmZmaFDhvHkj4t6RFJ8yT9pLXxJ2mlpO9Jmi/pYUkj0vp5JT9vSfqgpKcl\nDU/bayT9UdLw1JN6bdr/GUkTJV0nabGkKSV1uFZSg6THJX0rrbsA2Am4T9J9ad1zknZIy6dLWpDq\n97N2Tm8PSTPSsS9I+31b0oUlx/6epC+qcI2kJZLuAd5RknlO0hVpFOuTJI1L57RA0q2ShrV5To+U\n9KuSxx9Kudr0nCxKI1Z/KW1f1+Ms6XJJT6Sy/62j18/MzMzMzMw6ttHGsaTdgZOBQyJiHNDM+gGk\nBgEPR8RY4AHgHICIGJey3wAaKKYjurFkv6OB+RGxND0eBhwMfIliaqMfAHsCe0salzJfj4jxwD7A\nByXtExFXAS8CR0TEEW3qvSdwCXBkqt8X2znFMcCHgQOAb0rqA1wHnJ7KqQE+lep/ArAbsEfa/oE2\nZb0aEftFxP8A/wX874jYB1gIfLNN9j5gTOsfDIAz03HHAe+KiL0iYm82nOIJSduneuyZyv5uuZOS\nNCn9MaGhvn5aO6duZmZmZmZmrToakOsoYH/gUUkAA1g/v+8a4DdpeQ7wodadJO0KXEnRcG2SdB1w\nG/B/gc+yYaPv1xERaU7gv0XEwlTG48AoYB7wD5ImpfruSNFAXbCReh8J3BQRrwBExGvt5H6b5h9u\nlPQyMCIinpP0qqR9gRHA3Ih4VdLhwM8johl4UdK9bcqaluo9BBgaEfen9TcAN5UG0/n+DPi0pOsp\n/jhwOrAN8D5JVwO/Jc2xXGIZsBr4T0m/Yf3zv4GIqAfqi0eeysnMzMzMzKwjHTWOBdwQEf9cZltT\nrJ8kubm1LEmDgV8A50TESwAR8bykv0k6kqKXtnT6osb0b0vJcuvjOknvBS4CJkTE6+ly6/65J9iB\n0uOtOwdgMnAG8E6KHt0c+ROZFa4Hfk3R2L0pion2Xpc0lqI3+1zgHyj+mABARKyVdADFHy1OBP4X\nVZxuyszMzMzMrLfo6J7j6cCJkt4BIGk7Se/pYJ/rgOsjYmab9ZMpLk++KfW+5tqWouG5LN3X9U+O\ncQAAIABJREFUfEzJthUUva1t3Utx7+/2rfWu4HgAtwIfASYAd6V1DwAnp/uCdwSOKLdjRCyjaOQe\nllb9I3B/mdyLFJeFX0LqSU/3S9dExC/T+v1K90l/eBgSEb+juAx9bIXnZWZmZmZmZmVstOc4Ip6Q\ndAlwd7r/tgk4H/hzuXxqOJ8IjJbU2uN5dkQ0UNxPfD1t7qPtSETMlzQXeBJ4HphVsrkeuFPSi6X3\nHUfE45K+B9wvqRmYS9ETnHvMNWmQrzdKGvK3UvTSPgH8BfjDRor4DPBjFdNMPUNxT3E5U4HhEbE4\nPX4XcH16rgHa9thvA9wmqT9Fr/6Xc8/JzMzMzMzM2qf1V0ZX+UDSeOAHEXFYh+FulhqnjwEnRcTT\nVTzONRT3NP9ntY7he47NzHqL0eruGmxd8j8fg7wL3iJaso9eoz7Z2Uq0xNoK0vlfEVY3tzd8y9v1\nqRmcnVXmrKKNLcsqOP7AjkPrsuUuQGxP/uvb1JJ/t13fmm2zsw2v5H8t3WvY9lm5tS2rs8scUFfp\nxZh5GptXZGf71w7rOJSMGndLdnbxnPwmyqC6HbOztqXI+4zcLPMcS7oY+CVv7wnd4kjaA/gjML3K\nDeM5FKNv31itY5iZmZmZmVmezdI4jojLI+I9EfFgNcqXNErSona2TU4N3iwR8UREvC8i/inNgTw+\nlfM7SUO7qs7AWcDlabRsJB2X/ohgZmZmZmZmm1lHo1VvMSTVpRGdKxIRZ3fF8SPio11RTolxwHjg\nd6n82ynuyzYzMzMzM7PNbJN6jiVdK6lB0uOSvlWy/jlJ35L0mKSFksak9QdI+oOkuZIekrRbWl8r\n6UpJj0paIOlzaf1ESTMl3U4xEBaSvixpUfq5sKQ6dZKmSlos6eY0GBZten8/kuo0X9L0MuczQNL/\npDJupZjXufScdkjL35C0RNKDkn4u6aK0fhdJd0qak+rdet4npfrOl/SApL7AtylGv54n6WRJZ6R7\nkFt7wu9Nz8V0SSPT+imSrkrP3TOSTtyU18/MzMzMzMwKm9pz/PWIeE1SLTBd0j4RsSBteyUi9pN0\nHsU8xWdTjDh9WJqv92jgX4BPUlxivCwiJkjqB8ySdHcqZz9gr4h4VtL+FCM/H0gxWvNsSfcDrwO7\nAWdFxCxJ1wHnAf/WWlFJw4GfAoenssqNKPB54M2I2F3SPhSDcm1A0oRU57FAn5SZkzbXA+dGxNOS\nDgR+RDHC9aXAhyPiBUlD02jYlwLjI+J/pXLPKDnM1RTzS9+QRv2+Cjg+bdsROBQYQ9HTfHOZ8zAz\nMzMzM7MKbOo9x/8g6TGKqZL2BErv7W0dHm4OMCotDwFuSvcH/yDtA/B3wOmS5gGzge2BXdO2RyLi\n2bR8KHBrRKyKiJXpGK1Dyz0fEa3TPN2YsqUOAh5oLSsiyg27eHjal9TIX1AmcwhwW0SsjogVwK9h\n3RzEH0jnNw/4CUVDForpp6ZIOgeoLVNmWwcD/52Wf9bmXH4VES0R8QQwotzOkialHv2G+vppGYcz\nMzMzMzPr3TrdcyzpvRQ9whMi4nVJU4D+JZHG9G9zyXG+A9wXESdIGgXMaC0O+EJE3NXmGBOB3LHw\n285HsLmnMKqhmBd5XNsNEXFu6kn+GDAn9YB3VmPJctkhySOinqIXG0/lZGZmZmZm1rFN6TnelqLh\nukzSCOCYjH2GAC+k5TNK1t8FfF4qJv2TNFrSoDL7zwSOlzQwbT8hrQMYKengtHwq0HZk7IeBw1Oj\nnnYuq34g7YukvSimWmprFnCspP6pt/jjABGxHHhW0klpf0kam5Z3iYjZEXEpsBTYGVgBtDe53kPA\np9LyaSXnaGZmZmZmZlXQ6cZxRMynuJz6SYpLgGdtfA8A/hX4P5LmsmGv9WSKAbceS5dc/4QyvdoR\n8RgwBXiE4vLryRExN21eApwvaTEwDLi2zb5LgUnALZLmA+WuN74WGJzK+Dbr7yUuLedRint9FwB3\nAAuB1pnpTwPOSuU/Dnwirb8yDUy2iKLhOx+4D9ijdUCuNof5AnCmpAXAPwJfLFNXMzMzMzMz6yKK\n8FW3lZI0OCJWphGxHwAmpYb7FsiXVZuZ9Q6jy95qY+3J/3wMmvNy0ZJ99JriYrku11LRrJf5XxFW\nN5cbqqW8PjWDs7PK7KdpbFnWcWjd8QdWkG3vIr5y8l/fppbcuwKhb8222dmGV57Ozu41bPus3NqW\n1dllDqgrd+HlpmtsXpGd7V87LDs7atwtHYeSxXMO6ziUDKrbseOQbWHyPiO3mnmOtzD1kvaguMf6\nhi23YWxmZmblLG/6S3Z2cPYX4er8faIlmrKzUnW+2lXS4K1V3+xsbmN+YN3w7DIrEZH3hw+AtfFm\ndrZO+Q305shvnI4e0i87m/vHmkF9yo7vWtbrjfmN86F9d8nOPrfy9ezsNn3y/1Dz7LzjsrMLXsv/\nnTBu+3dm5Sp5f9VU6f+uVcavQidExKndXQczMzMzMzPrOps6lVOvJ2mipA9k5M6QdE0nyj9O0sWd\nq52ZmZmZmZnlcM/xppsIrKQYaKvLRcTtFAOAmZmZmZmZWZW457gdkk6XtEDSfEk/k3SspNmS5kq6\nR9KINFfzucCX0qjTh5XLtSl3G0nPlkxbtW3rY0kXSHoiHfd/0vZ1Pc6STpK0KNXpgc37jJiZmZmZ\nmfVc7jkuQ9KewCXAByLilTQncgAHRURIOhv4akT8k6QfAysj4t/SvsPa5oB/ai07IlZImgF8DPgV\nxXzGt0REU7p8+r0R0ShpaJmqXQp8OCJeaGe7mZmZmZmZdYJ7jss7ErgpIl4BiIjXgHcDd0laCHwF\n2LOdfXNyk4Ez0/KZwPVpeQEwVdKngXLDN84Cpkg6B6htr/KSJklqkNRQX19uOmczMzMzMzMr5cZx\nvquBayJib+BzFNM4dSoXEbOAUZImArURsSht+hjwQ2A/4FG1mY8hIs6l6NHeGZgjqewEdhFRHxHj\nI2L8pEknV3iaZmZmZmZmvY8bx+XdC5zU2vhMl1UPAV5I2z9Tkl0BlM4g316urf8C/pvUayypBtg5\nIu4D/ncqZ4NJBSXtEhGzI+JSYClFI9nMzMzMzMw2kRvHZUTE48D3gPslzQe+D1wG3CRpDvBKSfzX\nwAmtA3JtJNfWVGAY8PP0uBa4MV2OPRe4KiLeaLPPlZIWSlpEMTr2/E04TTMzMzMzM0s8IFc7IuIG\n4IY2q28rk3sK2CcjNwWYUrLqUODm1gZwRDSlde3uFxF/n1l9MzMzMzMzq4Abx91A0tXAMcBHu7su\nnbFq7UvZ2UF1O2ZnW6IpO1tTzITVoUrqOqB2h+zsW80buyhgQ80VnFdt5nlBZc9tNV6zSsqslkqe\ng63JUXcszc5OP2Z4dnbAyG9mZ9/6y7eys9Wqr1k1Da7bKTv78uo/ZuV26Pee7DLXtCzPzr74Zv7/\nsXcPyv+92NTyZnZ26h/fys5+Ztdh2dk7//pqVu7jI/PvJFtbwXmBspO53z0AVjfnnRfAwLoRHYeS\n+1/K/05x1E6RlavkfTC4T/7/m0/NyH8O/v2AvLoCbN8vf8KW37/wQseh5IQPTM3OLn/uq1m551f9\nNbvM922zW3bWqseN424QEV/o7jqYmZmZmZnZej3inmNJF0haLCn/Tz7VqcdQSedVmpO0k6Sbq1s7\nMzMzMzMza0+PaBwD5wEfiojTOgq2nR6piw1NdakoFxEvRsSJVauVmZmZmZmZbdRW3ziW9GPgfcAd\nkr4u6TpJj0iaK+kTKXOGpNsl3QtMlzRR0v2SbpP0jKTLJZ2W9lsoaZe033BJv5T0aPo5JK2/LB1n\nRtr/glSdy4Fd0sjVV0oaLGm6pMdSuZ9oJzcqjUCNpP6Srk/5uZKOKDmHWyTdKelpSf+62Z5kMzMz\nMzOzHm6rv+c4Is6V9BHgCODLwL0R8VlJQ4FHJN2TovsB+0TEa5ImAmOB3YHXgGeAyRFxgKQvAl8A\nLgT+A/hBRDwoaSRwV9oHYEw65jbAEknXAhcDe0XEOFjXS31CRCyXtAPwsKTby+RGlZzS+cVpxd6S\nxgB3Sxqdto0D9gUa0zGvjojnu+SJNDMzMzMz68W2+p7jNv4OuFjSPGAG0B8Ymbb9PiJeK8k+GhEv\nRUQj8Cfg7rR+ITAqLR8NXJPKux3YVtLgtO23EdEYEa8ALwPlhhoU8C+SFgD3AO9qJ1fqUOBGgIh4\nEvgz0No4nh4RyyJiNfAEUHZYTEmTJDVIaqivn9bB4czMzMzMzGyr7zluQ8AnI2LJBiulA4FVbbKN\nJcstJY9bWP+81AAHpcZoaXlt92+m/HN5GjAc2D8imiQ9R9Fg76ycYxIR9UB98eip/LHxzczMzMzM\neqme1nN8F/AFpdarpH03sby7KS6xJpU3roP8CorLrFsNAV5ODeMjWN/T2zZXaiZFo5p0OfVIYEk7\nWTMzMzMzM+sCPa1x/B2gD7BA0uPp8aa4ABgvaYGkJ4BzNxaOiFeBWZIWSboSmJr2XwicDjzZTq7U\nj4CatM804Ix06beZmZmZmZlVSY+4rDoiRpU8/FyZ7VOAKSWPZ1Dck9z6eGK5bel+4pPLlHdZm8d7\nlSyf2iZ+cDt1bpvbK61fDZyZcQ4fL1eumZmZmZmZdUJE+KeX/QCTemK2u4/fk7PdffyenO3u429t\n2e4+/taY9U9lP37fbl3Z7j7+1pbt7uP35Gx3H78nZzfn52Ond/TP1vsDNPTEbHcfvydnu/v4PTnb\n3cff2rLdffytMeufyn78vt26st19/K0t293H78nZ7j5+T85uzs/HnnbPsZmZmZmZmVnF3Dg2MzMz\nMzOzXs+N496pvodmu/v4PTnb3cfvydnuPv7Wlu3u42+NWauM37dbV7a7j7+1Zbv7+D05293H78nZ\nzfb5qHRttpmZmZmZmVmv5Z5jMzMzMzMz6/XcODYzMzMzM7Nez41ja5ekYZL26e56mJmZbWn8GWlm\n1vP4nuMeTNKvgXZf4Ig4rsw+M4DjgDpgDvAyMCsivlwm2z8iVndZhdeX2y8iGjtat7WRVAMcFBEP\nVbDPAGBkRCxpZ3st8HhEjOmiam71JA2MiDe7ux7Wc0j6V+C7wFvAncA+wJci4sYuPMYwYOeIWNBV\nZdrGbY2fkf583GAffz5WyJ+PVg097TOyrtoHsG71b53YZ0hELJd0NvBfEfFNSe29ERdJ+hswM/08\nGBHLygUlnQTcGRErJF0C7Ad8NyIeKxP/Q9re0TokjQD+BdgpIo6RtAdwcET8Zzv1qAVGUPLej4i/\ntJM9FNg1Iq6XNBwYHBHPlsll/VKIiBZJPwT2LXe8MuUeS/Ea9gXeK2kc8O3SL2wR0SxpiaSR7Z1H\nKutqNv4l8IKN7LstGz5fr7XZXgvcExFHZJwWkm4B/hO4IyJaNpIbDVwLjIiIvVIPzXER8d128h8A\nJgODgZGSxgKfi4jz2uQEnAa87/+zd57hslRl2r4fksRDEFSQICDCIJIUARUBBRPoKAp+KoqgoKJw\nzJgRDCjCjKijCMIZoiOoDEElimQJ5xzggMKMgqKMiiJJRII83493Fbt2d1Xvqp167+51X1dde1f1\n26tWV1fVs3rVG2wfKmlt4Gm2r+mwG/cx6/GZFtW0qWjSm5ZsuwbbHfv/t4r2lwMeSufas4CNiOP8\n6Hj6MNVImgvMAx4gvrstgI/ZPr/D7knA64FnMPpcPHSC+x/zeCVeZvujkl4H/AbYDbgU6BJ+SbsB\nXwaeQhzT4rjOqbD9GR0/tCRV/tBK9k8H1mH0Mbi01YfOlJmNGtlYH1O7jTVyKvQx2Y6pkf3Ux9Te\njNDIpvqYbBtrZFN9TLZjauRU6GNqt68amfWxqw9DqZH5x/EAY/uScbxtCUmrA3sAnxyj/Wemm+Z2\nwC7Af0i61/bmFeaftn16EtSdgK8QN/WtCwNJTwOeDiwjaQviggGYAyxb043/JG4eRV//B/geIS6j\nkHQAcDDwJ6AQHRNC3Wl7MPA8YMPU/pLERf7Cij40vikAF0l6PfBDj+228Vng+cDPAGxfL2ndCruV\ngZslXQM8WGzseOpxXfr7QmBj4hgB7A78omrnkt4FHAL8gxGxMLBe2S4NQB6XtGLdwK+DbwJ7A1+T\ndDowr2bm/1jgI8C3035ulHQqMciq4t+BlwNnJfsbJL24Zv+PAy8BDiWE5wfAVh1219EASQ8wWkyV\n1qtu+Ls2aTOxQgvbgkuB7dIM6/nAtcAbiYHOePpQ9fkA7iOOz4ds31Zj1+s4FOxj+yhJLyfO47cC\nJ6W+lzkz7XM+0PMJWRvhpdnxghGt3AU43fZ9MX6s5HDg1bZ/2auficY/tCR9OfXtF8A/02anz5AZ\nB7NJI8epj9BQI6dQH6G5RvZLH2HmaGRTfYR2GtlUH4s+jKWRjfQRZp1GttJHaKaRs1QfYUg1Mv84\nHmAknWZ7j4qZsF4zYIcC5xEz3NdKWg/435r21ySEZDtgM+Bm4PKa7hQn6i7AMbZ/JKnzBv5y4O3A\nmsCRjIj/A8Anatpd1fZpkj5OfKjHJP2zxnYusKHtu2teL/M6YpZuQWr3/yTV3Yjb3BTeBXwQeEzS\nP+h9Y3q0oq2qAcOne36S2MEJAJLeA7zI9mNp/WjiiUYVHwY2sf2XsdoH/gYsknQBowcgXbPHti8E\nLpS0IvCm9P/vCKE/uTQjuaztazo+/2O9OmH7dx32VefC1ra3lLQwveceSUtVtHVCr32V7BoLtO3f\nFv9LWod48nKhwj1wiQ7bQ5q2W0K2/y7pHcA3bR8u6foefXgqIwOea2zfVdHmV4HfA6cS5+v/A9Yn\nro3jgR1Su+MZqBRf1quAk2zfrOqLZ03br2jYZhvhHfN4Jc6RdAvx5Os96UlZnbvsnxruG1r80AJe\nS9y/ZrX77ExilmnkePQRmmvkVOkjNNfIvugjzByNbKGP0FIjG+ojNNDIpvqYbGeNRo5DH6GBRs5S\nfYQh1cj843iwmZv+Np4Js306cHpp/TbCXaOKO4hZpC/afvcYTd8p6dvAzsCXFW4goxLCpZvtCZJe\nb/sHDbv8oKQnk0RR0jbEDFoVv+vxWieP2Lakot3letg2vim0vEHeLOnNwOKSNgAOBLrisWxf0iEi\nywKL17S5MvGkoXD7Wj5tq+LXQNPYpB+mpRHpO9uTmAldCJwCvAjYi/RjC/iLpPUZ+W7fAPyhR7O/\nU7iOWdKSxPlfdQN+VOHmVrS7GiNPSsp9/Krt96smLrHiyQMKV7Xt0uqlromNkbQvsB+wCiGiawJH\nAy+tsF0T+DojT2UuA+ba/n1109qWmNV9R9pWeS5I2oN4OvUzQoS/Lukjtr/fYfoa25uV1o+RdL3t\ngyRVDsqbHgdgvqTzgXWBj6cBdpUr4ZWSnmN7UU07ZdoIb6PjZftjCtfQ+9JToAeBf61p8zpJ3wP+\nm9Isvu2q66PxDy3gNuIJXf5xPHnMGo0cpz5Cc42cKn2Ehho5A/QRZoBGNtRHaKeRTfURGmjkePQx\nvW9WaGQLfYSWGjmL9DF1dwg10nZehmAh4oh2TctTetgdTgjDksBFwJ+BPWtsNwPeS7gfXQWcCLyj\nxnZZwpVqg7S+OuFqVWU7N/VBRJzFgh62WwJXEKJ+BeEytmmN7XHErP3HidnpDwIfrLH9MOGqdBuw\nb/p8B/Q4bqsAi6f/lyPic+psVybcwV5cLD2O2ReIwdW1hKvU0hV2+6bXf53WNwAuqmlzb+C3hKvd\nCcDtwF41tlsA16fj8LVi6fG5liFm7cY6F88g3F4+Dqze8dp1pf/XAy4kBh93pu9unR7trkoMIv5E\nJMk5GXhyhd1bCNey36fjeyuwe4Xdc9Pf7auWmvP2JuJmfiiwqO6cScd1KWBhaduiGtsL0ve2RFre\nDlxQY/vi9NkOKh3Dyu8MuIHSvQBYDbihwu4qYtZ2sbTsAfy8+BwTPA6LEdfwSmn9yVRcv+l8eSR9\nVzemNm+safMo4p70JuKesxuwW43t9r2OF/CS9He3qqWmzXkVy/FjXRcNrpsfAL+i4fWYl9bHd1Zo\nJC30Mdk30kimUB/TexppJH3Ux/R6XzWShvqY1htrJA31MdmOqZG01MfSuTsrNJKG+phea6yRLY9B\nX/Wx9P0OnUbmbNVDQMUM2HZA5QxYmu3aXBEbtCshkJd69KxY2X55YkZzO2KmE9vr9OjLU4Cli3VX\nJMmQdIPtzRRxFu8GPkW4lNQlHFmCiH0ScKu7EwUUdgdXbXeNa46knYGXpXbPs31Bjd2yxHFa2/Z+\naRZ7Q9vnVNi+k7g5rknc/LcBrrL9kg67xYEv2/5w1T47bK8nBhNX294ibVtk+zk19k8j4thMuAr9\nscbuGkJsF1GarXSFO5VKyVFsr6uK5Cgl2x1tX9zgc61r+/b0VGIxR6KadV2T9KUNkjYiZqBFDJR6\nzqQml7JnpdXKc0wRB7Ot7QfT+nLEd1sVs3e17a0lLbS9RTqHF9TYXu+OGMWqbW3pPEcU2WJv6Dxv\n0kztUcC2xDnzc+ADxGDsubYv77Af8zhI2sj2LZIqr2l3JCFKT36q7H7buU3SvGpT71PVRi8kHeKI\ncZq0NlO7H3W4p1UmtXFFOIKkvaraqroeM+2YTRrZVh/Te8bUyKnSx2TbSCNngj6m1/umkU31MdnO\nCI1soo/JbtZoZFN9TK811shB0sfU3kBqZHarHg4+CWzlFC+RXGQuBKrcQxrHz0q6DngS4cp0GTHD\n23UxJtvXEHFSaxCzlmsDtwDPrjJPf19FBODXxVkUPJ+RLH1bSsL2iR37XxxYoYmYJvvlgJ/avkDS\nhsCGkpasuenPIxIhvCCt30m43XX9OCaEfytiVnHHJEBf7DRyuKW8qElfgYdtP1IcoiQivWa9ns+I\nS4+Bs2vslnRNRsAKPkt3cpT1amwvl3QgMYMLcAlwdMWx/QGwZSEiie8Dz61qVNLShNvPsxk9uNyn\nw24V4hz8bmlb3XeLpB2IJwi/Ic7NtSTt5e4MiGJ0DNc/GTmXO7lE4W61TBpk7k/993C3pD1L/X0T\nUBkXmK7tj9J9DF5SYX6upPNK7b4R+HGnkcNt9NU1fauKn2xyHD5IuMwdWfF+E4lgyn34rUa7ol1m\n+4aqDtneu6avIx1s6BJo++CmbZbabuLiVww0Gye1sX1C00FopjWzSSPb6iOMoZFTrI/QXCNngj5C\nfzWyqT5CC41sqo/JtrFGttBHmF0a2Ugf03vbaOSM10fIGpl/HA8Hi3l0IoG76Yj3LdEmqP6Vtv/c\nsA+fI2aBL0yzgDuSZtEraBpngaSTiHiU6xmdnW7Uj+MkpnWZNKsoZ+g7l7hAqzL0Aaxv+42S3pT2\n9fceg5V/2P6HJBS1KW9Jg4sqFko6ixhElBN4dMZlNBYRSV8iBh+npE0HStrWdlXs6E8k7ZfaKseF\n/LXCtio5Sl0Zim8RLonfTOtvTdvemfq4ESFcKyoyKxbMoSRmFZxEDCZfTrgrvYXqmKoFwFrAPYQo\nrQT8UVFyZV/b8zvsjyTcFm9N/XsWIZidA5B5wNWSzkjrr6Uia3riY8RAZRGRhObHhItkFfsQQvLv\nxLl9JeFCVsUphMvUrsRTpb0It88ubH9EkRm2uC6OsX1Gp126B+xLd5mIuhnhMY+D7f3S3x1r2ujs\nw9zUh+LcP1nSMba/XmHbRHhPSn8blfLR6JIaxxKubl0lNRLziMQsu6f1PdO2nQsD22env0/MaKcn\nE8vbvr+mDzvQfBCaacds0sjG+gjNNHKK9RGaa2Rf9RFmhEb21MfUx/FoZFN9hHYa2VQfYRZpZFN9\nhNYaORv0EYZdIz1BH++8zPyFcBc7j4jDeDvwE8Ilqc6+HBu0LL3jZ3chZuE+Uyw1dtelvzcQAxGo\nj99oFGeRXvslRHhAg+PwLSJ24q2MHROxIP09APho+r8rvjJtv5KIJSresz7hilVlewYhNJ8lBhhn\nAj+usW0Ul5GO177EIOH7hHjVHYMbi+Of1henPjbl9orlthrb44A3p/Y3IG6+R9fYVsW13lD6/1/T\nZ72747N/DXhBj8+2sPiM6e+SpLifDrtjgZeX1l9GxKhsQ7jedR2zJtvS9ucSiWEOBLZoeF6uUnd+\nt12A+Z39A66dYJtXEqUf9iASD70eeP0Y72l0HAhxXCH9/ylC3Lvs03m1XGl9uR7fQeP4s473rVz3\nPRTnJzGwPIMYmC6osa2Kw667d5xKDGiXI+LGfk+481Z+t5TiFYnZ8fmTcd4M+8Is0kha6GN6vZFG\nMkX6mF5rpJH0WR+TfV81suY7v6FjvbVG0lAf02uNNbLq2NQdr/Ta0Gtk02PADNLH9N6h0cj85HgI\ncMyA7UbEPUGPGbDEGsBOyQ2n4MROI0WJg2WBHYkZvTcA13TaJe5VxF5dCpwi6S5Ks70d/X1c0u3A\nszr6UMVNwNPoncW4YGlCTMouKaY6g6TUMOsvURvyXGKW6hRiRu7tVYa2X5f+/ayki4EV03urbJu6\nqRxg+yhC0IrOz03bqliJkUycK9Y1aruqZmRtHwjXxIeJWePziCchVfxT0vq2f536uh4lNyPbZwJn\nptn6q1r0oXCfuVfSJsAfiVp+nWxje9/S/s6XdITtdykyxHZynaTvMFKT8y3Uu/pcT5yLS6TPtrar\n4+p/Rndh+yttf6DCts2sdHEM/iBpF+D/iIFFF2pe73BZ2wfVfN46Gh0Hqmu7Hk2p/nnRXZq7461m\ne15p/T8lvb/KsOZ7uMLdrpJtXFkbu/gBGztqOL6F+EH2sdSPr1TYLulSvVPb/6PIOpuZILNJI1vq\nIzTXyKnSR2iokTNEH6G/GtlTH9N+x6ORTfUR2mlkG32EWaKRLfQR2mvkrNDH1LefMYwaOZ5f1HkZ\n3IUQsYuJjIbziBvo92tsb+z4uzwR61BluxwhnksQbiwHUp8p8Z2EK809qS8PEfFNVbYXJ7vziFnv\ns4CzJuE4bE/DrL/p9ScTTwh2JepK1tmtUrEsWWM7j6iRN2qpsOuanaOU4bFj+5vozsQIU8L6AAAg\nAElEQVT5xg6byqyDjJHVML13Dmmms4fNS4gSJz9Ly2+AHSvsGmeFLZ03K6fv7jYiZurdFXbnAwcB\n66Tlo8Rs6uI1x/JJRAxQUYrjA8CTKuwOAP5C1DIdK2PkwlKfDylfRxW2jWel0/m3IrBJujbmE2Um\nqmx/BfxLg2vh88CrWlw74zkOhwFvrjt30/G/gXii9FlicPH+mjYvIty0Fk/LntRnb2/0PRDX4vlE\nCYllgRWomZFO59RZ6Xy9iyhXsXaN7c3p/D6dlOGVeo+a44kfWDuk5VgmIcNnXtot9FkjaaGPyX7S\nNZKW+phsxtRI+qyP6bW+aiQN9THZtsmc3kgfk21jjaShPibbWaORNNTHZNtYI8d5DPqij22+BwZM\nI3O26swoJC0iyk8sdGTEfCpReH7nCttrbD9f0s8JUbgbuNn2MyehD0VSjs1TfM0Xbe9WYbt9VRu2\nL6mwbVMLr3jP8qm9v/WweXHVdlfEOUj6DRWxPMRAa1QsT4p3KVgaeB3wf05Z+lL81puJpx2XlWxX\nAB633VUPML1vdUYXtv9jx+vzut9V/liVCTy2Im5MRZ3K+4B93B2/i6TdiYHaM4h4m22BT7o7A2Or\nrLBNkbQqMcAtnhJdARyS+ry27V/1eO+Wnf0svfYrYGvbdTOgZdtFhKvaCcRnv1bSjW6YiXMySLO/\nY8YZSnqAGLg/TMy695pBb3scziGS8+xMuIo+RJyTXd+xInNn8Z1dZnthTZvrENd5kTn0SuBAVz+d\naPQ9pFinzQmXyXsVdUif7vr6lI1QJN45iBjY7EIkYTrZ9nYVtk8iygI9cQyAb9rOdY+nkX5rZBt9\nTPaNNHKq9DHZNdLImaCP6b1908im+phsZ5RG9tLH9Pqs0cim+phsG2vkbNLHZD+UGpndqjOdPORw\n23pM0hxiVmetGtuzJa1EuDcsIC60Y6sM082jcybmPsL95kOObH8FjZNyVP0I7sE8xkgCUOrvcwg3\nuVViVX8G3mb75op2P1L6f2kiI+V8OjIKJi4gnjKcl/bzMmKWcx6RgOMJdxnbP+jo03cZnfnwSsI1\nZ1VGZzV8gJiRrGMrRjJhmo7kJG6RdbDEccD+ti9LfX0R8Zm6hIwRV6E5hLvhEUS8W6erUOEOM2ZW\n2LTPqqyh9xGzl9cXG2z/hZi9raL2h3HiO4RIVfG7tL8mFIXtr/DYhe3PkfQq25WZMstI+lrF5vuI\neMYzO7ZfJ+l7xKxtOZnMKDdK2yvQjjbHYQ/gFcARSVBXp3Q9SZrjcKlahXiC8pvSa6u4IvGNIxtw\nVwmxGorv4fIxvofTiYHt9Wkfd9PhBqZxlJ4A/sP2E9+ZpDuIa6KLJPD/lpZM/+i3RrZJWtVGI6dK\nH6G5Rs4EfYT+amRTfYQWGtlUH2FCGtlLH2F2aWQjfUzb2mjkbNJHGFKNzE+OhwRJyxAzfreOYfdN\n4BPA/wM+BPyNCJTfu8NuMSIu5cq0/iRgaduVF72kzxGB9KcSs2r/j0jKsQB4j+0dSrZnEAkD3k+I\n5z2Ea9WrKtrdhpgF+xeiYPziwIM1M3aNa+FJupKYJbs4re9AzM6/oNO24r1rAV+1/fqK17rqKxaz\ncGPNfqYB0I8m+NShMxPnm4hkFFWZOFHE5HSWPDi0wm6hUw3J0rYFrqi9qZG6hYcBi2yfWvP+LxEz\n5w8Rg6mVgHNsVw0SkHQq8DxGBjK7EoOgZxADh8OTXZtyR2N+ztJrxxG1RH/EaDGd0I265az0McBG\nhFBBDCxvJ1wab7P9/pJt1dOPrqcekn5ADOzOtV2bFbdk3/g4SDqScHuqHFRLOsf2rooYy7JYFcdg\nvZLteOoiPrnhDP5OxD1pG+LYzuu8l0p6te2z1aLWoqTbiCRB81xTR1TSabb3SDP4VZ+ragIq05LZ\nopFt9DHZN9LI6dLHZF+pkf3Wx9ROXzWyqT6W+tpII5vqY7Idl0b20sf0+qzRyKb6mGwba+Rs0sf0\nvuHUSI/DFzsvs2sh6q/dCtye1jenQcwRcdPslQWzNm6nwrYqA+P1da+VbLYnZrmWqnn9OuCZwEJC\n9PcGDquxbROLOGbGyB59FvCLmtfaxPI8ANxf+vs/VMTREDeja4lB2iNEMob7a/bfJhPn0cTTgd8R\nLlaLgONqbL9KZLPcIX1n3yRm77Yk6jCWbc9JtrcRYv6kumNLu6ywlxJp/ov15YkakcuUv4/0HbyD\nyOK6PTHbWZuZtmMfr+3x2sFVS43ts9L5eFNa3xT4VNPrqUcffl4cr7S+BHBV+p4rz8kGbe5EDBR/\nDXyJUjbISTgO7yRc9q4mymqsOIHP/ur0d6+qpeY9/0sI+augUUbfFVM/f8dIuZAlO2x2r3hf17a0\nfQUikcyV6bvbD5jTYbN6+rtO1TLRcyYvs1cjGUMfk00jjWSa9DHZVmokfdbHZN9XjaSFPib7RhpJ\nQ30sfQ+tNZIe+pheH3qNbHkM+qqPyX4oNXJCJ1leZsdCuC+tSEmoiRnJOvtNCcEdq5zDEcSsW5ML\n5irCRWSxtOxBKiNAdVr3FwF7p/9XA9atabcof1FOy1+XjGodupMArFVjewbwaWLw8wwijf4ZNbZf\nJ0oofA34BuHadXKN7arJfmFavpE+31LAM8f5/baZILgRWKW0vgr1wt8mmczFPZafdtgum86rDdL6\n6kSdxKp2N0nnytuKpcdxuIXSTZgYVNzSeU4wjlIO6Xo4Ii2vHs/31NHeJcRMf7lfN/WwXznZv7hY\nauxupSSgxHV/a9V1QTwReC8xSKtNaNPRVk/Rm8Dx2JAYVPyWeHK2Y8frXYP0qm1pexvhFeE2+l3C\nXfCLwLNqbJ8MzE3X21lEXdevAz/rsKtKAFRZ0qLDZnsivuxBIr7rmR2vdw1Oq7blZVzn36zSSBrq\nY3q9kUYyRfqY7BtpJH3Wx+I40UeNpIU+ptcbaSQN9bG4HirOmVqNZJL1MbXZV42kpT6W2pp0jaRP\n+pheG0qNzDHHw0FV8XlXGUo6nhD+mxkpUG+qyzm8i0gA8Zikf9DDlYVI738UcaMxMQO0Z3Jle19H\nHw4m3H82JGJyliTKBFQlR/i7pKWA6yUdTsQYLVb12YjYib1s35P2swpxM69K978PkYCi+NyX1djB\n6LIFjwHftX1FlaFbxvJIejoxaCmXJ+hK9GX7V5IWt/1PYJ6khcDHK/bxRWCBIj2/CBH5WE1/Hkp/\n/y5pDSJ+ZPWaz9WoWH2y/Tul88n2H6goM5LOgx2AjYEfA68kBlVdJVMSpwBXSyrihl4NnCqpqI9X\n0LjcUerHYYToFm52BypKaHyiw66NK9qytq/puCYfq9n/OwnBWZOI59mGGEhXtXs4cS38jJHv94vp\nGFzYYXsSMWB6OXFtvIV4UlDVhycTT5LeSgwyTyEG6HsR31HZtpVLnqTFCTe3jYgsnjcAH5T0LqLc\ny7LAqpJWTp8JIkPr06vaI8770xtsw6GeFwAXSNqRuM/sL+kG4GNOZVKSK+uGxDF7dTpnAb4n6bpk\n80pidv3pGh3XNof673ZxIl5wb+JHxpHEsd2OOOefVTLfmXiqVuaVFdsy7Zk1GtlSH6G5Rk6VPkJD\njZwB+gh91sim+gitNbKpPkK7koCN9DHZziaNbKyPqQ+NNHI26WPq13Bq5ERnNPIy8xcaFp9PtuNy\nK5nk/l5PXOTlWby6mdt1iBvMHMI95d+omWGmera8sdvbJH22i4Gfdi41tl8mEiz8mIgTOpsKVz/C\nXWopQhAPJ0op1LnhnQx8hhiAvJrebsqfJty6diPE+Q/A53rY70Lc9D9TLBM8VouIQVxRXP6pjFGs\nnhg0zk3L82psGpc7Ks49GrjZ0cIVjajXtz5ptpSof/qTHsdhaUZcLDcCftijv6sD/5qWNXrYFSUa\niqceS5KeVHXYnUEMnj5Ocl8qvXbdBI/DvxOD3m8Dz+947db0Pd5OxGbdlv6/nRggvK/D/pXEve1P\njDyl+hpRkuWamv2XZ7p/lM71JdJ5dHvJrrKUSkdbmxEDod8y2mVtN2DlmvfcRtyfX1Dx2tfS3/ek\nc+DBdC4Wy+3UeKjkpd3CLNJIWuhjeq2RRpL1sbAfWI2kgT4muzYlAdu4oc8ajaShPqbXGmtky2PQ\nV31M7xtKjcxPjoeDpsXnAa6StLHtzpnELiRd5I5yCFXb0vY2RdofsW1JTu9drkc3/pLs/wEckmaZ\nOovUFywmaWWPnhkfdQ1IOpuaJwapv68p2VYG/5dsq5IAfLj0/9KEy13ljBmRaGNDj52G/q2EQL6P\nEP61UrtVHEfMuL2GEJ6Fki61fVSF7RHETWc7Yhb2MiJrZheSjiZmMHckMla+AbhmjH6PxT/cICts\n+h4LbkvLE6+5O2Pjhel8uY+arIcVrAQU7axYY/Nk28dJmuvIEHuJpGtrbN8LHANsJOlO4ia+Z41t\nq+y0RDKZoszB48SsfxXF04F7JW1ClEx5SoXdd4lEI/dL+pSiZMTnbS+w/bwK+zbH4UYijuzBitee\n70hedJSkA2x/vaaNgv8jBPw1xGCu4AHiuqjiKmKm+7UeXbLmOklHS3qiPE75/wKXMpfavgG4QdKp\nth9N71mZcE29p2b/m7qmDI5HEqScSgwUD2P0E6wHKs7tzPiYTRrZRh+huUZOqj4m+7Ya2W99hAHT\nyHHoI7TXyCb6CLNLI5vqI7TTyNmkjzCkGpl/HA8BDjedT6ZlLE4kxP+PxEChcAN7QsQkLU17V44z\nCeG4kEiI0YvTJH0bWEnSvoS7VmX5CyJhw05Esg2I5BLnA1VZM49Mn61wH9kd+EKHzRFj9K3Mrunv\ne9Pfk9LfPakZELi77u8VkuoE8jZitnIs8X8mcJft+wlXt1psXyzpUkIcdiTiY55NuPN1cgJx4yzc\nX95MnB97VNi+wJFR9EbbhyiyLP5kjH6PxbWKMijHEjfzvxE36k7mE8e7OA+LY6/0/3od9jdJ+hNx\nPl5GlCjoVVrhMGKAdDG93ewau6I5yrLslAa2i9l+oMf+f5+Ow38Trk33EDOvXag702qtixtwTLp+\nP03EBy1PPM3o5FO2T1OUHtmJKEtTV1oEGhyHNHiAmOHesMN1jjSouK+0/vU0QNmY0a5oJ5b+7xLe\nBmzoNPXcie0va4x6plS70l4g6TWEvs4H7pJ0pe0nBiAqZQzt/Oxp3weW/r+PGKS+Kdk/hTgGy0ta\n3jX1KTPNmWUa2UYfoblGTrY+QkuN7Lc+pj4Mmka21Udop5FN9RFml0Y21Udop5GzSR9hSDUyl3Ia\nYNrO8qb3/IqIkVrESDwVjtpohc1coozEGkRwfHGTfQA4xvZ/VLTbuEi7ouj3H4g4FgHn2b6gxrZx\n+Yn02saMxKH8tMnsf4P+tiljVL4JLka4phxlu2uWU1EeYDNicFNO+X9gh90JREH3vxJCdikhZl0z\ncZIuIkoeFLPcl9u+q+Zz/cL2xmNtS9uvtr21pJ8TLjJ3Azd7YmWnTiaSclwG/IPIUNizPmU6vhsw\nWiC66nxKWpuYOX4hEQNzb6/zU1FfcKu0eo3tP1bY7Jr6uhbhvjQHOMT2WSWbPW2frOqak3iMkhaS\ntidm5s+1/UjF6zcCmzuVk0hPiRZWPKFpjFqUFkn2Vcfhs7bPLtlc3GOXdkf8lWpi62y/oWL/GxAD\nts6BQrmsRet7Y1NKx+udxIz4wWlAXP7xtFevNlxd0uLVhEvsGsQTonWAX9p+9nj7OuzMRo1so491\n7dbtayr0MbXbtIxRX/Ux2Q+sRjbVx2TbWCOb6GOyG3qNnA36mOyGWiPzk+PBpu0sL8CfyzeqKhzu\nRUdJ+gxRq/B+SZ8mShJUPdmDFkXaCdeVA4n6jsfTnUiozIOStrS9AEDScxlJklHV91/QnXyiC3XX\njSveXzXLKkkvdEowIukF1CcFK8/iPkrETL2jxvastPTE9l5pv2sQrlr/Qdwcqq7vG4HnErFE9xEu\nQ1fZrjpmCyRtY/vnqf2tGZ1Ypcw5aeb2cEZcdr4zVt/HoHBv+zpju7fVJeW4Euh0a1yTEPztiMHV\nzUQSk872NnK4ZxUDuMKlaA1JaxTnXIHtc9K/vVzRChfIFWperyQJ+FMJ1zKApwF1s6GNXNwUdVdf\nT7cbZ2eNzjsVT6p2Br6c3ld3fgPcU5rJ3THta1SyILdI4JZ4A/FdLbS9t6SnErGBVcwjYiv/Pe1/\n74r+tro3SloxtfnitOkS4NCapylLpMHiHtQ8iawS9gZ8njinL0wDix2pdzPMNGM2amQbfYQWGjlF\n+pje0kgj+62PMKAa2VQfk+2YGtlWH2F2aWQLfYR2Gjkb9BGGXCPzk+MhQZGtciNCeG6tmlFLdt8k\nbhxnM3o2tss1opjpUbiSfI64mD7j6gL0jYu0J3sBLyMu3OcBpxH1A3/dYfc84HuEa4qIG+Ib3e2e\n1QpF5sGCpQkXs1Vsd7nVpMHG8cRNVsA9wD5V4iBpD0ZiU4rB0ueqbFv0dU9CxJ5DxJddTpSTqBuE\nIWkFItPhh4mEI10xaJJ+SWQfLARmbSIJxGN0uxEuw0jslUmxV464pXGTBK/s3vaQ7Y1qbBcl25/b\n3lzSRsAXbe/WYfc4Uffyi7bPrGiqsDvG9n5pFrd8oyzO3c7Z2zZx9Y2RdAAhOn+ilB23aqZb0puI\nkg+jXNxsf6/C9lxCoOdTcuO0fWSH3bLAK4gZ8f9NovYc2+fX9LfqiVCdJ8WSxHlTCOrPgG+7w+1L\n0jW2ny9pPnEuPEDMCHedC5Lm236upEW2n1PeVtPfpRjJeHlr576TzQ+Amwg3Sog4xs06z61kuzvh\nineF7fdIWg/4iu2uOMd0zhxE9yx+V+ZSSdfZfp4iS+gWjljDG2xvVvW5Mu2YTRrZVB+T7aRrZBt9\nTPaNNHKm6GN630BpZFN9TLZjamRbfUzvmTUa2VQfk21jjZxt+pheHzqNzE+OhwBFXMPRRIFyAetK\nepftqniXZQhxfllpW13cQHHD2AU41vaPJH2+qg+2W80C2rYipuuPhNCsDHxf0gW2P5o+12JEFsqN\nCIGCmgu3Lbbv7tj01XTj6RL/NMjYLM2cFfEPdZRjU15CDJYqY1PU0P0F+Crx3R4NXGz7N3U7l/Q+\nQpyfS8zKH0+IdBWv6PE5OmkTe9UIdbu3beUa97ZE06QcWxAlFt4s6WNEkftLbB9XNrK9X/r3VcD+\n6T1PDGoq2h0zZlCjyxd04Q6XwMRcIu6n85ysev93FSUqChe3g1zj4gasaXvM79jNS29tS8QxrqbR\nLnFziAymVXyLiBv8Zlp/a9r2zg6769Qs/hzg4XRv+N90vt9JxIt1IWkH4tz9DXFvXEvSXu4uB7N+\nh3AfIun6qjZtn06pLIYjdq4uAdApxA+XXYiB7V5Endkq7pW0POEWeoqku4jsnJkJMts0sok+ps81\nJRrZRh+TfVON7Ks+pnYHVSPbJK0aUyPHoY8wuzSykT6mNsfUyNmoj6nfOzCEGpl/HA8HRxJp1n8F\nIGl9IiV7l/Db3rtFu41dSdKs0nHErPDjVTYl27lEMfu/EG5HH7H9aHFBE6UQSLNC/+GI67ipRb/H\nRCOuQjAS+9SZubMyNkYpeYCrY2MaD5Zo6P5ie1VJzyZmF7+QBg232n5rRZtLEzEZ823XZQEt2q1M\naFHDJh4dZ3WxpInGq7Vxb4OGSTls3yDp18SAaTvC7WZ74vys4gTgfsYe1Cxre6x6esXTmhcSg7pi\ntnp36t0Zf0d8/lo0Dhc34EpJz7G9aIw+N2UpQmSXYLRL3P2E21cVW3XM6v40zfqOwvb+6d+j04x+\nr9i6uUQypAOJp3U7EoJaxZHAy2zfCiDpWUTm0c5Z9Ickvcj25cnuhdS4pqY2vgU81fYmkjYlyqBU\nXedtMpf+a9rnB4iamyvSIMFQphGzRiOb6mPq65RoZBN9THZtNbLf+giDq5GNk1a11Mim+gizSyOz\nPgbDqZEeR/2nvMyuBbi2Y12d20qvrUnUbLsrLT8gZtCqbJclEktskNZXJy6iKtudiBmgXxMuLRv2\n6O8hwDo1r/1Lx/oRxIyTJvmYXVxaLiBm5DbssHlX+ntw1VLT7jlEzbrbCNe8J1Ffk3h++ruoc1uH\n3RwiAcOXgCsIt64TpvkcOxnYprS+NXDiJLW9AlFq5bfAww3fsz1RsmCpiteuI5LpfJsQ/cpzrWTf\nVde0ZtvngVc17N/PgSVK6101FImkPx8kBiSXEzUUi20f7LA9pnTelmuEXkxHndD02W8kBhqPpvPl\nxmL7JHxfPY9nh+0CYsa5WF+PVNeyw+51wIql9ZWI0hIT7WtVveqqbZsRmUN/k5aFRImJqjYvIZIl\nlevQ3lR3HqS/5xE/CLYAfl1j21ULs2pbXsZ1HswajaSFPqZtk66RNNDHZNdKIxlQfUz9mDEaSQ99\nTK831kga6mPaPuM1kqyPnW0PpUbmmOMBRiM1x3YmsradRri97A7c4ZHZpvJ7LiBqhpVLLrzF9s6T\n1KcViXTrnyRm+44linSPy81LI3FajxHZGnvGMvcbtYtNuZJwVfo+cRO/E/iSOzJ3KrIvXp6WSz26\nFt20oBaxVy3a7HRvu4yIFfvpBPu6mu06t5wq+5OBb3h00pX32n5bWn+AkSQyTWMGbwW2darBpygZ\n8fPyd6vIQFmHXZEYRBHX1uXi5lJcm6R1en1et3sa0oW6Y9CKdqtihF5KPAG6jThe6wB72764w64q\n425dNtALgN1t35vWVwb+y/bLK2yPJ2LUiuQlbwEWdykGLj2Re4PD3XNO+iz39/j819reqty/qv6n\n7WNmLi3ZVsWq3TieaysTZI2cWQyqPqZ+DKRGjqWPadus0cisj132Q6mR2a16sHl16f8/EbOFEP76\ny9S8ZzXb80rr/ynp/ZPRGUUSjz2JuImFxCz5iwiXjh3G06ZbxjKPRaf7V8X+ulylJR1OzIg+BJwL\nbAp8wHZXtkA3jN9MVLm/vK3TaIYMjtvEXjWlsXtbSxaTdBywhu1XKsqXbOuOmGNFAhMTM9ZXSroj\nra8D3FLYjfMc/BLdtSE/WzawfUjqx+6OGJ1y33avaXdMF7dC3CWd5A7XQkknEdfnRPhw6f+liadW\nXd9fEtSHiNIi5XjIqrqlVa6odfq1aiH8ALbvUdQ9rOI9RA3WIo7tMkbiu4r3Py7po8BpvQS/xF+S\nW248gpTeQP01PmbmUknvIQZz66WBfsEKxJOwzPjJGtmuf631Mb2vkUYOsD7CgGlkU32E2aWRWR+7\nGEqNzE+OM6NQJHiYR8QUQMxg7227K91/y3bPIC7wk4D/TKJXvHad7edNoO2V6a7d15ksoGlbvWYi\nn7gZd7znekf2x9cBuxIuPZd6gllkFVlGP0mIzZIjXZgxYj8rkfQT4hz/pO3NJC1BuPc8p8Ou1Qyy\npIs6r5OqbaXXnka41pnetSHbZLdsU3dzVBvpONxYZTtRlLJpVmyvrZfcYXc8cC9RhgVCrFex/fYK\n2/nA62zfkdbXAc6oOIaLE26Nb2mw/y8RMZ7fo5Tgo3iq0WG7HnAMkXzlHqK0yJ6uSATU5LtNTxJX\nJpIPfaxk+kDV/jNTyzBr5Hj0Mb1v0jUy6+PU0UQjx/OEdTZp5LDrY3ptaDUyPzkeAiQtTdQKfDaj\nxbEqff4+hOvCvxM3pCuJRBcT5buMlGj4lCIpwudtL5ig6FfV7ruKyHTZmjpxH4PiOtoFON32fUoJ\nRybIKcBHiFiXnknMMq1YNbn/fBzA9mOSujJnVol7Fen6Wg5YNQ1Ciy9/DvD0Hm99PuESB3GtjXIT\nkvRKIhPo0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# set intervals\n", "first_interval = [2006, 2006]\n", "second_interval = [2016, 2016]\n", "\n", "first_interval_matrix = get_the_matrix_from_dates(first_interval[0], first_interval[1])\n", "second_interval_matrix = get_the_matrix_from_dates(second_interval[0], second_interval[1])\n", "\n", "# first row\n", "plt.subplots(2,1,figsize=(15,15))\n", "\n", "# if you only want to plot half\n", "#mask = np.zeros_like(first_interval_matrix)\n", "#mask[np.triu_indices_from(mask)] = True\n", "# add to heatmap, property mask=mask\n", "\n", "\n", "plt.subplot(121)\n", "sns.heatmap(first_interval_matrix, cmap='YlGnBu', cbar=None, square=True, xticklabels=matrix_axis, yticklabels=matrix_axis)\n", "plt.title('{} - {}'.format(first_interval[0], first_interval[1]))\n", "\n", "plt.subplot(122)\n", "sns.heatmap(second_interval_matrix, cmap='YlGnBu', cbar=None, square=True, xticklabels=matrix_axis, yticklabels=False)\n", "plt.title('{} - {}'.format(second_interval[0], second_interval[1]))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## 1.5.Network Properties" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this part of the exploration, we will take the first matrix that was extracted, (the non normalized, global, and absolute), and transform it into a network. Let's see what type of properties we get. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We start by importing networkX and transforming the adjency matrix into an undirected graph. " ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import networkx as nx\n", "# convert matrix to graph\n", "G = nx.to_networkx_graph(matrix) # we cant use the normalized because we want an adjency matrix. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then rename the nodes. " ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# create a dictionnary to relabel nodes from numbers to asset name. (system req.)\n", "relabel_map = {}\n", "\n", "# for every number\n", "for number in G.nodes():\n", " # the name is the position in the matrix_axis list. \n", " relabel_map[number] = matrix_axis[number]\n", "\n", "# use the dictionnary to relabel. \n", "nx.relabel_nodes(G, relabel_map, copy=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We color the nodes according to their properties (feedstock, processing technology, output). And we draw the graph" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/duarteocarmo/anaconda/lib/python2.7/site-packages/networkx/drawing/nx_pylab.py:126: MatplotlibDeprecationWarning: pyplot.hold is deprecated.\n", " Future behavior will be consistent with the long-time default:\n", " plot commands add elements without first clearing the\n", " Axes and/or Figure.\n", " b = plt.ishold()\n", "/Users/duarteocarmo/anaconda/lib/python2.7/site-packages/networkx/drawing/nx_pylab.py:138: MatplotlibDeprecationWarning: pyplot.hold is deprecated.\n", " Future behavior will be consistent with the long-time default:\n", " plot commands add elements without first clearing the\n", " Axes and/or Figure.\n", " plt.hold(b)\n", "/Users/duarteocarmo/anaconda/lib/python2.7/site-packages/matplotlib/__init__.py:917: UserWarning: axes.hold is deprecated. Please remove it from your matplotlibrc and/or style files.\n", " warnings.warn(self.msg_depr_set % key)\n", "/Users/duarteocarmo/anaconda/lib/python2.7/site-packages/matplotlib/rcsetup.py:152: UserWarning: axes.hold is deprecated, will be removed in 3.0\n", " warnings.warn(\"axes.hold is deprecated, will be removed in 3.0\")\n" ] }, { "data": { "image/png": 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atQqBgYF5nsvIyMDWrVtFnt6Mi4uDpqZmgcdH8RQnkzdO0NhPzdTUFM7Ozjh1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UGDBiEnJ+dvyRxlZmZCS0sLLi4uEtfcEFgsFq0F6Ovr22DXkRov16ysLLx9+xZeXl6Iior6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\nu9P9Um07efIkYmNj4eXlhRMnTjj/rwohcOTCEawqWIXPf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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# create a list of colors, these are related to each node. \n", "color_map = []\n", "for node in G:\n", " if node in feedstock: # if node is in this category\n", " color_map.append('red') # add to list a color specific to the category\n", " if node in processing_technology:\n", " color_map.append('green')\n", " if node in output:\n", " color_map.append('blue')\n", " \n", "# plot the network using a random style \n", "plt.figure(figsize=(8,6));\n", "nx.draw_random(G, node_color = color_map, style='solid')\n", "plt.title('Network')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then extract some basic properties. " ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "------------------------------------------------------------------------\n", "These are the properties of network General:\n", "The graph has 35 nodes and 86 edges.\n", "The average node degree: 4\n", "Less connected node: straw\n", "Most connecte node: ethanol\n", "Average clustering coefficient: 0.654545818327\n", "Average node connectivity: 2.30588235294\n", "------------------------------------------------------------------------\n" ] } ], "source": [ "# create a function that takes a graph and a name, and outputs properties of that same graph. \n", "def network_prop(network, name):\n", " print '------------------------------------------------------------------------'\n", " average_degree = sum([network.degree()[element] for element in network.degree()]) / len([network.degree()[element] for element in network.degree()])\n", " print 'These are the properties of network {}:'.format(name)\n", " print 'The graph has {} nodes and {} edges.'.format(len(network.nodes()), len(network.edges())) \n", " print 'The average node degree: ', average_degree\n", " print 'Less connected node: ', min(network.degree(), key=network.degree().get)\n", " print 'Most connecte node: ', max(network.degree(), key=network.degree().get)\n", " print 'Average clustering coefficient: ', (nx.average_clustering(network))\n", " print 'Average node connectivity: ', nx.average_node_connectivity(network)\n", " print '------------------------------------------------------------------------'\n", " \n", "network_prop(G, 'General')\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1.6.Patents over time" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another interesting observation is the number of patents over time, by country. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We start by making a call to the Neo4j databse into a dataframe" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# query neo4j\n", "patent_query = \"\"\" MATCH(n:PATENT)\n", " RETURN n.country, n.year, count(n)\n", " ORDER BY n.country\"\"\"\n", "\n", "# convert to dataframe\n", "patent_data = DataFrame(graph.data(patent_query)).as_matrix()\n", "\n", "# a list of the years and a list of countries\n", "years = range(int(np.amin(patent_data[:,2])), int(np.amax(patent_data[:,2])))\n", "countries = list(set(patent_data[:, 1]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create a dictionnary where each key is the name of a country and each value is a list with the number of patents in each year. " ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": true }, "outputs": [], "source": [ "patent_dict = {}\n", "\n", "for country in countries:\n", " per_year = []\n", " for year in years:\n", " found = 0\n", " for i in range(patent_data.shape[0]): \n", " if patent_data[i, :][1] == country and int(patent_data[i, :][2]) == year:\n", " per_year.append(int(patent_data[i, :][0]))\n", " found = 1\n", " if found == 0:\n", " per_year.append(0)\n", " patent_dict[country] = per_year" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can plot the distribution " ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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vYs6+T4n2iuS+kHtMuuOIOajX1ZN18hjJRWkkF6WRfer42ee87Dzo5hdLcVUJ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/RgrQeDCb3a5bq31XJwP3XrP0KmUuH39HP4j4sj639/S/vpU3QXFeL3+FNoI669ZWVHdz+fHy3G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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# variables to handle. \n", "countries_excluded = ['Null']\n", "number_of_countries = 16\n", "years_to_plot = 17\n", "fig_width = 18\n", "fig_height = 7\n", "\n", "# plot\n", "fig=plt.figure(figsize=(fig_width, fig_height))\n", "plt.style.use('seaborn')\n", "plt.title('Patents over time', fontsize=13)\n", "plt.xlabel('Years')\n", "plt.ylabel('Number of Patents in Database')\n", "for country in patent_dict.keys()[-number_of_countries:]:\n", " if country in countries_excluded:\n", " continue\n", " else: \n", " plt.plot(years[-years_to_plot:], patent_dict[country][-years_to_plot:], label=country)\n", "\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## 1.7.Feedstock Rankings" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another interesting question that surfaces in the presence of this database is the following question: \n", "* Given a certain natural resource (feedstock), which countries/regions present the highest amount of records? " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We start by designing a query capable of receiving a feedstock type and returning a ranking." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "feedstocks = ['waste', 'sugarcane', 'wood']\n", "\n", "feedstock_query = \"\"\" MATCH (asset:Asset)-[:CONTAINS]-> (f:Feedstock)\n", " MATCH (asset:Asset)-[:LOCATED_IN]-> (c:Country)\n", " WHERE f.term = \"{}\"\n", " RETURN c.name, count(f)\n", " ORDER BY count(f)\n", " DESC\n", " LIMIT 10\"\"\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After, we iterate over the feedstocks list and make a ranking for the different elements in the list. " ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Ranking for waste: \n", "1. United States of America with 718 assets\n", "2. People's Republic of China with 373 assets\n", "3. Spain with 221 assets\n", "4. United Kingdom with 209 assets\n", "5. Germany with 203 assets\n", "6. Italy with 169 assets\n", "7. India with 163 assets\n", "8. Netherlands with 116 assets\n", "9. France with 113 assets\n", "10. Sweden with 112 assets\n", "\n", "Ranking for sugarcane: \n", "1. Brazil with 459 assets\n", "2. United States of America with 109 assets\n", "3. People's Republic of China with 23 assets\n", "4. India with 21 assets\n", "5. Sweden with 12 assets\n", "6. Australia with 12 assets\n", "7. Netherlands with 12 assets\n", "8. United Kingdom with 11 assets\n", "9. South Africa with 10 assets\n", "10. Thailand with 10 assets\n", "\n", "Ranking for wood: \n", "1. United States of America with 346 assets\n", "2. Germany with 137 assets\n", "3. Sweden with 105 assets\n", "4. Finland with 86 assets\n", "5. United Kingdom with 63 assets\n", "6. Netherlands with 61 assets\n", "7. Italy with 61 assets\n", "8. People's Republic of China with 57 assets\n", "9. Austria with 56 assets\n", "10. Canada with 55 assets\n", "\n" ] } ], "source": [ "for resource in feedstocks:\n", " resource_query = feedstock_query.format(resource)\n", " resource_data = DataFrame(graph.data(resource_query)).as_matrix()\n", " print 'Ranking for {}: '.format(resource)\n", " for i in range(resource_data.shape[0]):\n", " print '{}. {} with {} assets'.format(i+1, resource_data[i,0], resource_data[i,1])\n", " print ''" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# todo, make a map visualization for the rankings. Not limited, but with different shades for every country. " ] } ], "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 }