aboutsummaryrefslogtreecommitdiffstats
path: root/Metrics/Metrics-Calculation/metrics_plot/type_analysis/src/Node Type Analysis.ipynb
diff options
context:
space:
mode:
Diffstat (limited to 'Metrics/Metrics-Calculation/metrics_plot/type_analysis/src/Node Type Analysis.ipynb')
-rw-r--r--Metrics/Metrics-Calculation/metrics_plot/type_analysis/src/Node Type Analysis.ipynb286
1 files changed, 41 insertions, 245 deletions
diff --git a/Metrics/Metrics-Calculation/metrics_plot/type_analysis/src/Node Type Analysis.ipynb b/Metrics/Metrics-Calculation/metrics_plot/type_analysis/src/Node Type Analysis.ipynb
index 8f01040d..80365bb8 100644
--- a/Metrics/Metrics-Calculation/metrics_plot/type_analysis/src/Node Type Analysis.ipynb
+++ b/Metrics/Metrics-Calculation/metrics_plot/type_analysis/src/Node Type Analysis.ipynb
@@ -2,7 +2,7 @@
2 "cells": [ 2 "cells": [
3 { 3 {
4 "cell_type": "code", 4 "cell_type": "code",
5 "execution_count": 5, 5 "execution_count": 1,
6 "metadata": {}, 6 "metadata": {},
7 "outputs": [], 7 "outputs": [],
8 "source": [ 8 "source": [
@@ -18,7 +18,7 @@
18 }, 18 },
19 { 19 {
20 "cell_type": "code", 20 "cell_type": "code",
21 "execution_count": 6, 21 "execution_count": 2,
22 "metadata": {}, 22 "metadata": {},
23 "outputs": [], 23 "outputs": [],
24 "source": [ 24 "source": [
@@ -30,7 +30,7 @@
30 }, 30 },
31 { 31 {
32 "cell_type": "code", 32 "cell_type": "code",
33 "execution_count": 7, 33 "execution_count": 3,
34 "metadata": {}, 34 "metadata": {},
35 "outputs": [], 35 "outputs": [],
36 "source": [ 36 "source": [
@@ -52,7 +52,7 @@
52 }, 52 },
53 { 53 {
54 "cell_type": "code", 54 "cell_type": "code",
55 "execution_count": 5, 55 "execution_count": 4,
56 "metadata": { 56 "metadata": {
57 "scrolled": true 57 "scrolled": true
58 }, 58 },
@@ -61,12 +61,12 @@
61 "name": "stdout", 61 "name": "stdout",
62 "output_type": "stream", 62 "output_type": "stream",
63 "text": [ 63 "text": [
64 "['EParameter', 'EStringToStringMapEntry', 'EOperation', 'EAttribute', 'ETypeParameter', 'EClass', 'EReference', 'EDataType', 'EGenericType', 'EEnum', 'EAnnotation', 'EEnumLiteral', 'EPackage']\n" 64 "['EPackage', 'EAttribute', 'EEnumLiteral', 'EGenericType', 'EAnnotation', 'EOperation', 'EEnum', 'ETypeParameter', 'EParameter', 'EReference', 'EClass', 'EStringToStringMapEntry', 'EDataType']\n"
65 ] 65 ]
66 }, 66 },
67 { 67 {
68 "data": { 68 "data": {
69 "image/png": "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\n", 69 "image/png": "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\n",
70 "text/plain": [ 70 "text/plain": [
71 "<Figure size 432x288 with 1 Axes>" 71 "<Figure size 432x288 with 1 Axes>"
72 ] 72 ]
@@ -78,7 +78,7 @@
78 }, 78 },
79 { 79 {
80 "data": { 80 "data": {
81 "image/png": "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\n", 81 "image/png": "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\n",
82 "text/plain": [ 82 "text/plain": [
83 "<Figure size 432x288 with 1 Axes>" 83 "<Figure size 432x288 with 1 Axes>"
84 ] 84 ]
@@ -90,7 +90,7 @@
90 }, 90 },
91 { 91 {
92 "data": { 92 "data": {
93 "image/png": "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\n", 93 "image/png": "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\n",
94 "text/plain": [ 94 "text/plain": [
95 "<Figure size 432x288 with 1 Axes>" 95 "<Figure size 432x288 with 1 Axes>"
96 ] 96 ]
@@ -102,7 +102,7 @@
102 }, 102 },
103 { 103 {
104 "data": { 104 "data": {
105 "image/png": "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\n", 105 "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAEICAYAAACktLTqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAATzklEQVR4nO3df5TldX3f8edLVrQ14PJjoHR3cTVuGq2nKt1jNvXUomtSwcrSU2lJRbZ0cU8sybGxaUuTP5rE5BzMSSUhtSRUlIWoEbHIVomVrFAaLcQlIApoWCmy0wV2DLDRrCZS3v3jflYvs7M7d3dm7ux89vk45577/X6+n+/9vj87s6/7vZ/7vXdSVUiS+vKcxS5AkjT/DHdJ6pDhLkkdMtwlqUOGuyR1yHCXpA4Z7tKIkvxBko2LXYc0CsNdiyrJw0m+k+TbQ7f/3LadluS/JtnV2h9Kck2SH12MWqvqrKracrA+08bxzLSxvW1ctUrLFrsACXhLVf3hcEOSk4AvtNvfBx4CXgj8Y+AngK+Oq7gkAVJVz8zWt6p+aGi/h4GLp49NGgfP3HWk+jngz4G3V9XXa+CpqvpQVf32vk5J1iX5QpKnknwpyZlD225L8p4kn0/yrSSfTXLyIez7a0k+D+wFXtLaLh7q844kD7THvj/JGQcbUJIVSfYmWT7U9mNJHkuyLMnFSW5P8l+S7GmP/fqhvsuTfCjJo0kmk/xKEv8Pa0b+YuhI9UbgxoOdLSdZAXwa+FXgRODngU8kmRjq9s+Bi4BTgGNbn1H3fTuwGTgO+Ma0Y58H/BJwIXA8cA7wZwcbUFX9X+CPgPOGmi8APlpVT7f1v8fgVcnJwHuAG4eeDH4P+A7ww8Ba4M1tbNJ+DHcdCT7Zzp733d7BINwe29chyTlt27eSfLY1XwDcXFU3V9UzVXULsB04e+ixP1RVf1pV3wGuB151CPteU1X3VdXTVfW9aTVfDPx6VX2xvarYUVXfYHZb2rFJsgz4Z8B1Q9sfBX67qr5XVR9hMB11VnsyWg/8XFXtrarHgN8Ezh/hmDoKOeeuI8G5M8y5Xwyctm+9qrYCy1v7Ba35RcB5Sd4ytOtzgVuH1h8bWt4L7JsTH2XfnQepeRXw9YNsP5AbgfcnOR34O8BUVf3J0PbJeva3+X0D+Jut3ucBjw/eAgAGJ2cPH0YNOgoY7jpSbQPOTfLLB5ma2QlcV1XvOIzHH2Xfg31l6k4G0yOHpKr2JvkE8DYGryKum9Zl5bT104Fd7Xh7gRNHeWNXclpGR6r3AScA1yX54Qwcxw+mVWAwB/2WJP8wyTFJnp/kzCTTA3Imc9kX4APAzyf5u622lyZ50Yj7Xgv8SwZz5r83bdtpSX6mvcF6PoMnkM9U1U7gfwK/keT4JM9px3zdiMfUUcZw15Hgv0+7PvzGqvomsA74LoM3Ib8F3MPgzc13ArTA2wD8AjDF4Oz23zLC7/Vc9m37fxz4NeAjrbZPMnhjdhS3A8cAd1bV5LRtXwD+NvAEgzds/0lVPdm2XQC8ALgfeBL4OPA3RjymjjLxj3VI45fkduCDVXXNUNvFwAVVdeZi1aV+eOYujVmSdcArGJx5SwvCcJfGKMmHgc8A76qqv1jsetQvp2UkqUOeuUtSh46I69xPPvnkWr169WKXIUlLyl133fXNqpqYadsREe6rV69m+/bti12GJC0pSQ74lRdOy0hShwx3SeqQ4S5JHTLcJalDhrskdchwl6QOGe6S1CHDXZI6ZLhLUoeOiE+ozsXqSz89Y/vDl715zJVI0pHDM3dJ6pDhLkkdMtwlqUOGuyR1yHCXpA4Z7pLUIcNdkjpkuEtShwx3SerQSOGeZHmSG5J8NckDSX48yYlJbknyYLs/ofVNkiuS7Ehyb5IzFnYIkqTpRj1z/y3gM1X1o8ArgQeAS4FtVbUG2NbWAc4C1rTbZuDKea1YkjSrWcM9yfHA64CrAarqr6rqKWADsKV12wKc25Y3ANfWwB3A8iSnzXvlkqQDGuXM/SXAFPChJHcn+UCSFwCnVtWjAO3+lNZ/BbBzaP/J1vYsSTYn2Z5k+9TU1JwGIUl6tlHCfRlwBnBlVb0a+At+MAUzk8zQVvs1VF1VVWurau3ExMRIxUqSRjNKuE8Ck1V1Z1u/gUHYP75vuqXd7x7qv2po/5XArvkpV5I0ilnDvaoeA3Ym+VutaT1wP7AV2NjaNgI3teWtwIXtqpl1wJ590zeSpPEY9Y91/Czw4STHAg8BFzF4Yrg+ySbgEeC81vdm4GxgB7C39ZUkjdFI4V5V9wBrZ9i0foa+BVwyx7okSXPgJ1QlqUOGuyR1yHCXpA4Z7pLUIcNdkjpkuEtShwx3SeqQ4S5JHTLcJalDhrskdchwl6QOGe6S1CHDXZI6ZLhLUocMd0nqkOEuSR0y3CWpQ4a7JHXIcJekDhnuktQhw12SOmS4S1KHDHdJ6tBI4Z7k4SRfTnJPku2t7cQktyR5sN2f0NqT5IokO5Lcm+SMhRyAJGl/h3Lm/vqqelVVrW3rlwLbqmoNsK2tA5wFrGm3zcCV81WsJGk0c5mW2QBsactbgHOH2q+tgTuA5UlOm8NxJEmHaNRwL+CzSe5Ksrm1nVpVjwK0+1Na+wpg59C+k61NkjQmy0bs99qq2pXkFOCWJF89SN/M0Fb7dRo8SWwGOP3000csQ5I0ipHO3KtqV7vfDdwIvAZ4fN90S7vf3bpPAquGdl8J7JrhMa+qqrVVtXZiYuLwRyBJ2s+s4Z7kBUmO27cM/CTwFWArsLF12wjc1Ja3Ahe2q2bWAXv2Td9IksZjlGmZU4Ebk+zr/5Gq+kySLwLXJ9kEPAKc1/rfDJwN7AD2AhfNe9WSpIOaNdyr6iHglTO0/xmwfob2Ai6Zl+okSYfFT6hKUocMd0nqkOEuSR0y3CWpQ4a7JHXIcJekDhnuktQhw12SOmS4S1KHDHdJ6pDhLkkdMtwlqUOGuyR1yHCXpA4Z7pLUIcNdkjpkuEtShwx3SeqQ4S5JHTLcJalDhrskdchwl6QOGe6S1CHDXZI6NHK4Jzkmyd1JPtXWX5zkziQPJvlYkmNb+/Pa+o62ffXClC5JOpBDOXN/F/DA0Pp7gcurag3wJLCptW8CnqyqlwKXt36SpDEaKdyTrATeDHygrQd4A3BD67IFOLctb2jrtO3rW39J0piMeub+m8C/A55p6ycBT1XV0219EljRllcAOwHa9j2t/7Mk2Zxke5LtU1NTh1m+JGkms4Z7kn8E7K6qu4abZ+haI2z7QUPVVVW1tqrWTkxMjFSsJGk0y0bo81rgnCRnA88HjmdwJr88ybJ2dr4S2NX6TwKrgMkky4AXAk/Me+WSpAOa9cy9qv5DVa2sqtXA+cDnquptwK3AW1u3jcBNbXlrW6dt/1xV7XfmLklaOHO5zv3fA+9OsoPBnPrVrf1q4KTW/m7g0rmVKEk6VKNMy3xfVd0G3NaWHwJeM0Of7wLnzUNtkqTD5CdUJalDhrskdchwl6QOGe6S1CHDXZI6ZLhLUocMd0nqkOEuSR0y3CWpQ4a7JHXIcJekDhnuktQhw12SOmS4S1KHDHdJ6pDhLkkdMtwlqUOGuyR1yHCXpA4Z7pLUIcNdkjpkuEtShwx3SerQrOGe5PlJ/jjJl5Lcl+SXW/uLk9yZ5MEkH0tybGt/Xlvf0bavXtghSJKmG+XM/S+BN1TVK4FXAW9Ksg54L3B5Va0BngQ2tf6bgCer6qXA5a2fJGmMZg33Gvh2W31uuxXwBuCG1r4FOLctb2jrtO3rk2TeKpYkzWqkOfckxyS5B9gN3AJ8HXiqqp5uXSaBFW15BbAToG3fA5w0w2NuTrI9yfapqam5jUKS9CwjhXtV/b+qehWwEngN8LKZurX7mc7Sa7+Gqquqam1VrZ2YmBi1XknSCA7papmqegq4DVgHLE+yrG1aCexqy5PAKoC2/YXAE/NRrCRpNKNcLTORZHlb/mvAG4EHgFuBt7ZuG4Gb2vLWtk7b/rmq2u/MXZK0cJbN3oXTgC1JjmHwZHB9VX0qyf3A7yf5VeBu4OrW/2rguiQ7GJyxn78AdUuSDmLWcK+qe4FXz9D+EIP59+nt3wXOm5fqJEmHxU+oSlKHDHdJ6pDhLkkdMtwlqUOGuyR1yHCXpA4Z7pLUIcNdkjpkuEtShwx3SeqQ4S5JHTLcJalDhrskdchwl6QOGe6S1CHDXZI6ZLhLUocMd0nqkOEuSR0y3CWpQ4a7JHXIcJekDhnuktShWcM9yaoktyZ5IMl9Sd7V2k9MckuSB9v9Ca09Sa5IsiPJvUnOWOhBSJKebZQz96eBf1NVLwPWAZckeTlwKbCtqtYA29o6wFnAmnbbDFw571VLkg5q1nCvqker6k/a8reAB4AVwAZgS+u2BTi3LW8Arq2BO4DlSU6b98olSQd0SHPuSVYDrwbuBE6tqkdh8AQAnNK6rQB2Du022dqmP9bmJNuTbJ+amjr0yiVJBzRyuCf5IeATwL+uqj8/WNcZ2mq/hqqrqmptVa2dmJgYtQxJ0ghGCvckz2UQ7B+uqv/Wmh/fN93S7ne39klg1dDuK4Fd81OuJGkUo1wtE+Bq4IGqet/Qpq3Axra8EbhpqP3CdtXMOmDPvukbSdJ4LBuhz2uBtwNfTnJPa/sF4DLg+iSbgEeA89q2m4GzgR3AXuCiea1YkjSrWcO9qv6ImefRAdbP0L+AS+ZYlyRpDvyEqiR1yHCXpA4Z7pLUIcNdkjpkuEtShwx3SeqQ4S5JHTLcJalDhrskdchwl6QOGe6S1CHDXZI6ZLhLUocMd0nqkOEuSR0y3CWpQ4a7JHXIcJekDhnuktQhw12SOmS4S1KHDHdJ6pDhLkkdmjXck3wwye4kXxlqOzHJLUkebPcntPYkuSLJjiT3JjljIYuXJM1slDP3a4A3TWu7FNhWVWuAbW0d4CxgTbttBq6cnzIlSYdi1nCvqtuBJ6Y1bwC2tOUtwLlD7dfWwB3A8iSnzVexkqTRHO6c+6lV9ShAuz+lta8Adg71m2xtkqQxmu83VDNDW83YMdmcZHuS7VNTU/NchiQd3Q433B/fN93S7ne39klg1VC/lcCumR6gqq6qqrVVtXZiYuIwy5AkzeRww30rsLEtbwRuGmq/sF01sw7Ys2/6RpI0Pstm65Dko8CZwMlJJoH/CFwGXJ9kE/AIcF7rfjNwNrAD2AtctAA1S5JmMWu4V9VPHWDT+hn6FnDJXIuSJM2Nn1CVpA4Z7pLUIcNdkjpkuEtShwx3SeqQ4S5JHTLcJalDhrskdchwl6QOGe6S1CHDXZI6ZLhLUocMd0nqkOEuSR0y3CWpQ4a7JHXIcJekDhnuktQhw12SOmS4S1KHDHdJ6pDhLkkdWrbYBSyU1Zd+esb2hy9785grkaTx88xdkjq0IGfuSd4E/BZwDPCBqrpsIY4zLr4KkLTUzHu4JzkGeD/wE8Ak8MUkW6vq/vk+1nw7UIhL0lKzEGfurwF2VNVDAEl+H9gAHBHhPp8BvlhPBov5imG+xuyrHmlhLUS4rwB2Dq1PAj82vVOSzcDmtvrtJF87zOOdDHzzMPddkvLepT/mvPeQd1nyYz4MjvnoMJcxv+hAGxYi3DNDW+3XUHUVcNWcD5Zsr6q1c32cpcQxHx0c89Fhoca8EFfLTAKrhtZXArsW4DiSpANYiHD/IrAmyYuTHAucD2xdgONIkg5g3qdlqurpJD8D/A8Gl0J+sKrum+/jDJnz1M4S5JiPDo756LAgY07VftPhkqQlzk+oSlKHDHdJ6tCSCfckb0rytSQ7klw6w/bnJflY235nktXjr3J+jTDmdye5P8m9SbYlOeA1r0vFbGMe6vfWJJVkyV82N8qYk/zT9rO+L8lHxl3jfBvhd/v0JLcmubv9fp+9GHXOlyQfTLI7yVcOsD1Jrmj/HvcmOWPOB62qI/7G4I3ZrwMvAY4FvgS8fFqffwX8Tls+H/jYYtc9hjG/HvjrbfmdR8OYW7/jgNuBO4C1i133GH7Oa4C7gRPa+imLXfcYxnwV8M62/HLg4cWue45jfh1wBvCVA2w/G/gDBp8TWgfcOddjLpUz9+9/pUFV/RWw7ysNhm0AtrTlG4D1SWb6QNVSMeuYq+rWqtrbVu9g8JmCpWyUnzPAe4BfB747zuIWyChjfgfw/qp6EqCqdo+5xvk2ypgLOL4tv5Al/lmZqrodeOIgXTYA19bAHcDyJKfN5ZhLJdxn+kqDFQfqU1VPA3uAk8ZS3cIYZczDNjF45l/KZh1zklcDq6rqU+MsbAGN8nP+EeBHknw+yR3tW1eXslHG/EvABUkmgZuBnx1PaYvmUP+/z2qp/LGOUb7SYKSvPVhCRh5PkguAtcA/WNCKFt5Bx5zkOcDlwL8YV0FjMMrPeRmDqZkzGbw6+19JXlFVTy1wbQtllDH/FHBNVf2nJD8OXNfG/MzCl7co5j2/lsqZ+yhfafD9PkmWMXgpd7CXQUe6kb7GIckbgV8EzqmqvxxTbQtltjEfB7wCuC3JwwzmJrcu8TdVR/3dvqmqvldV/wf4GoOwX6pGGfMm4HqAqvrfwPMZfMFWr+b9a1uWSriP8pUGW4GNbfmtwOeqvVOxRM065jZF8bsMgn2pz8PCLGOuqj1VdXJVra6q1QzeZzinqrYvTrnzYpTf7U8yePOcJCczmKZ5aKxVzq9RxvwIsB4gycsYhPvUWKscr63Ahe2qmXXAnqp6dE6PuNjvIh/Cu81nA3/K4F32X2xtv8LgPzcMfvgfB3YAfwy8ZLFrHsOY/xB4HLin3bYuds0LPeZpfW9jiV8tM+LPOcD7GPxNhC8D5y92zWMY88uBzzO4kuYe4CcXu+Y5jvejwKPA9xicpW8Cfhr46aGf8fvbv8eX5+P32q8fkKQOLZVpGUnSITDcJalDhrskdchwl6QOGe6S1CHDXZI6ZLhLUof+P3GP/9+EMtE5AAAAAElFTkSuQmCC\n",
106 "text/plain": [ 106 "text/plain": [
107 "<Figure size 432x288 with 1 Axes>" 107 "<Figure size 432x288 with 1 Axes>"
108 ] 108 ]
@@ -114,7 +114,7 @@
114 }, 114 },
115 { 115 {
116 "data": { 116 "data": {
117 "image/png": "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\n", 117 "image/png": "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\n",
118 "text/plain": [ 118 "text/plain": [
119 "<Figure size 432x288 with 1 Axes>" 119 "<Figure size 432x288 with 1 Axes>"
120 ] 120 ]
@@ -126,7 +126,7 @@
126 }, 126 },
127 { 127 {
128 "data": { 128 "data": {
129 "image/png": "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\n", 129 "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAEICAYAAACktLTqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAATl0lEQVR4nO3df7Ddd13n8eeLxlIVaFqSdmsSCB2DQ3WG0rkDddgfQNRpi0uqtm4ZtbFGo25lWXFciuy4uj9bd6DSkUGzlDVFKC1VbBaKbC3tgK4tpPYHhYqNtTR3UprbX2FrQe3y3j/O55aT5Cb33Nxz78395PmYOXO+38/3c+73/cm5eZ3v+Zzv+d5UFZKkvjxvqQuQJI2f4S5JHTLcJalDhrskdchwl6QOGe6S1CHDXVpAST6ZZPNS16Fjj+Guo1qSh5J8PcnTQ7ffadvWJvlQkseT/F2SzyX54SWs9TeS/MFwW1WdW1Xbl6omHbsMdy0H/7KqXjB0+6UkJwN/BvwD8L3AKuBK4MNJLhh3AUlWjPtnSgvJcNdy9cvA08CWqvpqVX29qq4F/gvwriQBSFJJ/k2SB5M8luS/J3nu9z7JzyS5P8mTST6V5KVD2yrJpUkeAB5obe9JsjvJ15LcmeSftfZzgF8D/lV7d3FPa78tyc+25ecl+fdJvpJkb5JrkpzYtq1v+9uc5OFW6zsX4d9RnTLctVz9IPCHVfXNA9qvB14CvHyo7UeACeAsYBPwMwBJzmcQyD8KrAY+C1x7wM87H3gNcEZb/zxwJnAy8GHgo0lOqKo/Af4rcF17d/HKGWr+6XZ7PXA68ALgdw7o80+B7wE2Ar+e5BWH+0eQDsVw13Lwx0meGrr9HINpmEdm6Dvdtmqo7YqqeqKqHgZ+G3hza/954L9V1f1V9SyDcD5z+Oi9bX+iqr4OUFV/UFWPV9WzVfUu4PkMwngUPwG8u6oerKqngXcAFx0w5fOb7V3IPcA9wEwvEtKsDHctB+dX1cqh2/8AHgNOm6HvdNtjQ227h5a/AnxXW34p8J7pFw3gCSDAmkM8liS/0qZx9rXHnMj+LySH811t/8O1rABOHWr76tDyMwyO7qU5M9y1XP0p8GPD8+fNjzMI5L8eals3tPwSYE9b3g38/AEvHN9eVf9nqP9zl01t8+tvb/s4qapWAvsYvCDs1/cQ9jB4QRmu5Vng0VkeJ82Z4a7l6krgRcDVSf5JkhOSvBl4J/Crtf+1rH81yUlJ1gFvBa5r7b8LvCPJ9wIkOTHJhYfZ5wsZhPEUsCLJr7capj0KrJ/hBWfatcAvJ3lZkhfwrTn6Z+cycGkUhruWg/91wHnuH6uqxxl8+HgC8CXgceBtwE9V1XUHPP5G4E7gbuATwNUAVfUx4ArgI0m+BtwHnHuYOj4FfJLBu4KvAN9g/2mbj7b7x5P85QyP/wDwQeAzwN+2x79lhPFLcxb/WId6lqSADVW1a6lrkRaTR+6S1CHDXZI65LSMJHVopCP3JCuT3JDkr9o5vt+f5OQkNyd5oN2f1PomyVVJdiW5N8lZCzsESdKBRjpyT7Id+GxVvT/J8cB3MPja9hNVdXmSyxic9/v2JOcxOAPgPAZf235PVb3mcD9/1apVtX79+nkORZKOLXfeeedjVbV6pm2zhnuSFzH4GvTpw+cOJ/ky8LqqeiTJacBtVfU9SX6vLV97YL9D7WNiYqJ27tw554FJ0rEsyZ1VNTHTtlGmZU5n8KWN/5nkriTvT/KdwKnTgd3uT2n917D/ub+T7P917umitibZmWTn1NTUHIYjSZrNKOG+gsHV9N5XVa8C/g647DD9M0PbQW8PqmpbVU1U1cTq1TO+q5AkHaFRwn0SmKyqO9r6DQzC/tE2HUO73zvUf/haHmv51rU8JEmLYNZwr6qvAruTTF/WdCODr3vvAKb/NuRmBl/xprVf3M6aORvYd7j5dknS+I36p8PeAnyonSnzIHAJgxeG65NsAR4Gpi+4dBODM2V2Mbhk6SVjrViSNKuRwr2q7mbwl2wOtHGGvgVcOs+6JEnz4OUHJKlDhrskdchwl6QOjfqB6lFr/WWfmLH9ocvfuMiVSNLRwyN3SeqQ4S5JHTLcJalDhrskdchwl6QOGe6S1CHDXZI6ZLhLUocMd0nqkOEuSR0y3CWpQ4a7JHXIcJekDhnuktQhw12SOmS4S1KHDHdJ6pDhLkkdMtwlqUOGuyR1yHCXpA4Z7pLUIcNdkjo0UrgneSjJF5LcnWRnazs5yc1JHmj3J7X2JLkqya4k9yY5ayEHIEk62FyO3F9fVWdW1URbvwy4pao2ALe0dYBzgQ3tthV437iKlSSNZj7TMpuA7W15O3D+UPs1NXA7sDLJafPYjyRpjkYN9wL+d5I7k2xtbadW1SMA7f6U1r4G2D302MnWtp8kW5PsTLJzamrqyKqXJM1oxYj9XltVe5KcAtyc5K8O0zcztNVBDVXbgG0AExMTB22XJB25kY7cq2pPu98LfAx4NfDo9HRLu9/buk8C64YevhbYM66CJUmzmzXck3xnkhdOLwM/BNwH7AA2t26bgRvb8g7g4nbWzNnAvunpG0nS4hhlWuZU4GNJpvt/uKr+JMnngeuTbAEeBi5s/W8CzgN2Ac8Al4y9aknSYc0a7lX1IPDKGdofBzbO0F7ApWOpTpJ0RPyGqiR1yHCXpA4Z7pLUIcNdkjpkuEtShwx3SeqQ4S5JHTLcJalDhrskdchwl6QOGe6S1CHDXZI6ZLhLUocMd0nqkOEuSR0y3CWpQ4a7JHXIcJekDhnuktQhw12SOmS4S1KHDHdJ6pDhLkkdMtwlqUOGuyR1yHCXpA4Z7pLUoZHDPclxSe5K8vG2/rIkdyR5IMl1SY5v7c9v67va9vULU7ok6VDmcuT+VuD+ofUrgCuragPwJLCltW8Bnqyq7waubP0kSYtopHBPshZ4I/D+th7gDcANrct24Py2vKmt07ZvbP0lSYtk1CP33wb+HfDNtv5i4KmqeratTwJr2vIaYDdA276v9d9Pkq1JdibZOTU1dYTlS5JmMmu4J/lhYG9V3TncPEPXGmHbtxqqtlXVRFVNrF69eqRiJUmjWTFCn9cCb0pyHnAC8CIGR/Irk6xoR+drgT2t/ySwDphMsgI4EXhi7JVLkg5p1iP3qnpHVa2tqvXARcCnq+ongFuBC1q3zcCNbXlHW6dt/3RVHXTkLklaOPM5z/3twNuS7GIwp351a78aeHFrfxtw2fxKlCTN1SjTMs+pqtuA29ryg8CrZ+jzDeDCMdQmSTpCfkNVkjpkuEtShwx3SeqQ4S5JHTLcJalDhrskdchwl6QOGe6S1CHDXZI6ZLhLUocMd0nqkOEuSR0y3CWpQ4a7JHXIcJekDhnuktQhw12SOmS4S1KHDHdJ6pDhLkkdMtwlqUOGuyR1yHCXpA4Z7pLUIcNdkjpkuEtShwx3SerQrOGe5IQkn0tyT5IvJvnN1v6yJHckeSDJdUmOb+3Pb+u72vb1CzsESdKBRjly/3vgDVX1SuBM4JwkZwNXAFdW1QbgSWBL678FeLKqvhu4svWTJC2iWcO9Bp5uq9/WbgW8AbihtW8Hzm/Lm9o6bfvGJBlbxZKkWY00557kuCR3A3uBm4G/AZ6qqmdbl0lgTVteA+wGaNv3AS+e4WduTbIzyc6pqan5jUKStJ+Rwr2q/l9VnQmsBV4NvGKmbu1+pqP0OqihaltVTVTVxOrVq0etV5I0gjmdLVNVTwG3AWcDK5OsaJvWAnva8iSwDqBtPxF4YhzFSpJGM8rZMquTrGzL3w78AHA/cCtwQeu2GbixLe9o67Ttn66qg47cJUkLZ8XsXTgN2J7kOAYvBtdX1ceTfAn4SJL/DNwFXN36Xw18MMkuBkfsFy1A3ZKkw5g13KvqXuBVM7Q/yGD+/cD2bwAXjqU6SdIR8RuqktQhw12SOmS4S1KHDHdJ6pDhLkkdMtwlqUOGuyR1yHCXpA4Z7pLUIcNdkjpkuEtShwx3SeqQ4S5JHTLcJalDhrskdchwl6QOGe6S1CHDXZI6ZLhLUocMd0nqkOEuSR0y3CWpQ4a7JHXIcJekDhnuktQhw12SOmS4S1KHZg33JOuS3Jrk/iRfTPLW1n5ykpuTPNDuT2rtSXJVkl1J7k1y1kIPQpK0v1GO3J8FfqWqXgGcDVya5AzgMuCWqtoA3NLWAc4FNrTbVuB9Y69aknRYs4Z7VT1SVX/Zlv8vcD+wBtgEbG/dtgPnt+VNwDU1cDuwMslpY69cknRIc5pzT7IeeBVwB3BqVT0CgxcA4JTWbQ2we+hhk63twJ+1NcnOJDunpqbmXrkk6ZBGDvckLwD+EPi3VfW1w3Wdoa0OaqjaVlUTVTWxevXqUcuQJI1gpHBP8m0Mgv1DVfVHrfnR6emWdr+3tU8C64YevhbYM55yJUmjGOVsmQBXA/dX1buHNu0ANrflzcCNQ+0Xt7Nmzgb2TU/fSJIWx4oR+rwW+CngC0nubm2/BlwOXJ9kC/AwcGHbdhNwHrALeAa4ZKwVS5JmNWu4V9WfMfM8OsDGGfoXcOk865IkzYPfUJWkDhnuktQhw12SOmS4S1KHDHdJ6pDhLkkdMtwlqUOGuyR1yHCXpA4Z7pLUIcNdkjpkuEtShwx3SeqQ4S5JHTLcJalDhrskdchwl6QOGe6S1CHDXZI6ZLhLUocMd0nqkOEuSR0y3CWpQ4a7JHXIcJekDhnuktQhw12SOjRruCf5QJK9Se4bajs5yc1JHmj3J7X2JLkqya4k9yY5ayGLlyTNbJQj998Hzjmg7TLglqraANzS1gHOBTa021bgfeMpU5I0F7OGe1V9BnjigOZNwPa2vB04f6j9mhq4HViZ5LRxFStJGs2RzrmfWlWPALT7U1r7GmD3UL/J1naQJFuT7Eyyc2pq6gjLkCTNZNwfqGaGtpqpY1Vtq6qJqppYvXr1mMuQpGPbkYb7o9PTLe1+b2ufBNYN9VsL7Dny8iRJR+JIw30HsLktbwZuHGq/uJ01czawb3r6RpK0eFbM1iHJtcDrgFVJJoH/AFwOXJ9kC/AwcGHrfhNwHrALeAa4ZAFqliTNYtZwr6o3H2LTxhn6FnDpfIuSJM2P31CVpA4Z7pLUIcNdkjpkuEtShwx3SeqQ4S5JHTLcJalDhrskdchwl6QOGe6S1CHDXZI6ZLhLUocMd0nqkOEuSR0y3CWpQ4a7JHXIcJekDhnuktQhw12SOmS4S1KHDHdJ6pDhLkkdWrHUBSy29Zd94pDbHrr8jYtYiSQtHI/cJalD3R65H+4Ifa6P8Yhe0nLTbbiPk6EvablxWkaSOrQgR+5JzgHeAxwHvL+qLl+I/RytjmRKaCa+M5B0pMYe7kmOA94L/CAwCXw+yY6q+tK497XUxhXiC71fXySkY89CHLm/GthVVQ8CJPkIsAnoLtwX2rhePBbjRWiuLyBz/RzDzz2kuVmIcF8D7B5anwRec2CnJFuBrW316SRfPsL9rQIeO8LHLldH3ZhzxYL/nBnHPK79HqWOuud5ETjmuXnpoTYsRLhnhrY6qKFqG7Bt3jtLdlbVxHx/znLimI8NjvnYsFBjXoizZSaBdUPra4E9C7AfSdIhLES4fx7YkORlSY4HLgJ2LMB+JEmHMPZpmap6NskvAZ9icCrkB6rqi+Pez5B5T+0sQ4752OCYjw0LMuZUHTQdLkla5vyGqiR1yHCXpA4tm3BPck6SLyfZleSyGbY/P8l1bfsdSdYvfpXjNcKY35bkS0nuTXJLkkOe87pczDbmoX4XJKkky/60uVHGnOTH23P9xSQfXuwax22E3+2XJLk1yV3t9/u8pahzXJJ8IMneJPcdYnuSXNX+Pe5Ncta8d1pVR/2NwQezfwOcDhwP3AOccUCffw38blu+CLhuqetehDG/HviOtvyLx8KYW78XAp8BbgcmlrruRXieNwB3ASe19VOWuu5FGPM24Bfb8hnAQ0td9zzH/M+Bs4D7DrH9POCTDL4ndDZwx3z3uVyO3J+7pEFV/QMwfUmDYZuA7W35BmBjkpm+ULVczDrmqrq1qp5pq7cz+E7BcjbK8wzwn4DfAr6xmMUtkFHG/HPAe6vqSYCq2rvINY7bKGMu4EVt+USW+XdlquozwBOH6bIJuKYGbgdWJjltPvtcLuE+0yUN1hyqT1U9C+wDXrwo1S2MUcY8bAuDV/7lbNYxJ3kVsK6qPr6YhS2gUZ7nlwMvT/LnSW5vV11dzkYZ828AP5lkErgJeMvilLZk5vr/fVbL5Y91jHJJg5Eue7CMjDyeJD8JTAD/YkErWniHHXOS5wFXAj+9WAUtglGe5xUMpmZex+Dd2WeTfF9VPbXAtS2UUcb8ZuD3q+pdSb4f+GAb8zcXvrwlMfb8Wi5H7qNc0uC5PklWMHgrd7i3QUe7kS7jkOQHgHcCb6qqv1+k2hbKbGN+IfB9wG1JHmIwN7ljmX+oOurv9o1V9Y9V9bfAlxmE/XI1ypi3ANcDVNVfACcwuMBWr8Z+2ZblEu6jXNJgB7C5LV8AfLraJxXL1KxjblMUv8cg2Jf7PCzMMuaq2ldVq6pqfVWtZ/A5w5uqaufSlDsWo/xu/zGDD89JsorBNM2Di1rleI0y5oeBjQBJXsEg3KcWtcrFtQO4uJ01czawr6oemddPXOpPkefwafN5wF8z+JT9na3tPzL4zw2DJ/+jwC7gc8DpS13zIoz5T4FHgbvbbcdS17zQYz6g720s87NlRnyeA7ybwd9E+AJw0VLXvAhjPgP4cwZn0twN/NBS1zzP8V4LPAL8I4Oj9C3ALwC/MPQcv7f9e3xhHL/XXn5Akjq0XKZlJElzYLhLUocMd0nqkOEuSR0y3CWpQ4a7JHXIcJekDv1/r5fejWS3rgkAAAAASUVORK5CYII=\n",
130 "text/plain": [ 130 "text/plain": [
131 "<Figure size 432x288 with 1 Axes>" 131 "<Figure size 432x288 with 1 Axes>"
132 ] 132 ]
@@ -138,7 +138,7 @@
138 }, 138 },
139 { 139 {
140 "data": { 140 "data": {
141 "image/png": "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\n", 141 "image/png": "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\n",
142 "text/plain": [ 142 "text/plain": [
143 "<Figure size 432x288 with 1 Axes>" 143 "<Figure size 432x288 with 1 Axes>"
144 ] 144 ]
@@ -150,7 +150,7 @@
150 }, 150 },
151 { 151 {
152 "data": { 152 "data": {
153 "image/png": "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\n", 153 "image/png": "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\n",
154 "text/plain": [ 154 "text/plain": [
155 "<Figure size 432x288 with 1 Axes>" 155 "<Figure size 432x288 with 1 Axes>"
156 ] 156 ]
@@ -162,7 +162,7 @@
162 }, 162 },
163 { 163 {
164 "data": { 164 "data": {
165 "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAEICAYAAACktLTqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAATz0lEQVR4nO3df7RlZX3f8fdHRrQ14PBjoHRmdDROGq2rKr3LTOqqRcekgpWhq9KSikzp4KxYkmVj05YmfzSJyVqalUpCakmmogxEjYhFpkqsZITSaCEOAVFAw0iRuR1grgEmmtFEyrd/nGf0cOfO3DNz7z137jPv11pnnb2f/eyzvw/3zufs+5x9NqkqJEl9edZiFyBJmn+GuyR1yHCXpA4Z7pLUIcNdkjpkuEtShwx3aURJ/iDJxsWuQxqF4a5FleShJN9J8u2hx39u285I8l+T7G7tDya5OsmPLkatVXV2VW09VJ9p43h62tjeOq5apWWLXYAEvLmq/nC4IckpwBfa4+8DDwLPB/4x8BPAV8dVXJIAqaqnZ+tbVT80tN9DwCXTxyaNg2fuOlr9HPDnwNuq6us18GRVfaiqfnt/pyTrknwhyZNJvpTkrKFttyZ5d5LPJ/lWks8mOfUw9v21JJ8H9gEvbm2XDPV5e5L722vfl+TMQw0oycok+5IsH2r7sSSPJlmW5JIktyX5L0n2ttd+3VDf5Uk+lOSRJJNJfiWJ/4Y1I38xdLR6A3DDoc6Wk6wEPg38KnAy8PPAJ5KsGOr2z4GLgdOA41ufUfd9G7AZOAH4xrRjnw/8EnARcCJwLvBnhxpQVf1f4I+A84eaLwQ+WlVPtfW/x+CvklOBdwM3DL0Z/B7wHeCHgQngTW1s0gEMdx0NPtnOnvc/3s4g3B7d3yHJuW3bt5J8tjVfCNxUVTdV1dNVdTOwAzhn6LU/VFV/WlXfAa4DXnkY+15dVfdW1VNV9b1pNV8C/HpVfbH9VbGzqr7B7La2Y5NkGfDPgGuHtj8C/HZVfa+qPsJgOurs9ma0Hvi5qtpXVY8CvwlcMMIxdQxyzl1Hg/NmmHO/BDhj/3pVbQOWt/YLW/MLgfOTvHlo12cDtwytPzq0vA/YPyc+yr67DlHzauDrh9h+MDcA70/yAuDvAFNV9SdD2yfrmXfz+wbwN1u9zwEeG3wEAAxOzh46ghp0DDDcdbTaDpyX5JcPMTWzC7i2qt5+BK8/yr6HumXqLgbTI4elqvYl+QTwVgZ/RVw7rcuqaesvAHa34+0DTh7lg13JaRkdrd4HnARcm+SHM3ACP5hWgcEc9JuT/MMkxyV5bpKzkkwPyJnMZV+ADwA/n+TvttpekuSFI+57DfAvGcyZ/960bWck+Zn2AesFDN5APlNVu4D/CfxGkhOTPKsd87UjHlPHGMNdR4P/Pu368Buq6pvAOuC7DD6E/BZwN4MPN98B0AJvA/ALwBSDs9t/ywi/13PZt+3/ceDXgI+02j7J4IPZUdwGHAfcUVWT07Z9AfjbwOMMPrD9J1X1RNt2IfA84D7gCeDjwN8Y8Zg6xsT/WYc0fkluAz5YVVcPtV0CXFhVZy1WXeqHZ+7SmCVZB7ycwZm3tCAMd2mMknwY+Azwzqr6i8WuR/1yWkaSOuSZuyR16Ki4zv3UU0+tNWvWLHYZkrSk3Hnnnd+sqhUzbTsqwn3NmjXs2LFjscuQpCUlyUFveeG0jCR1yHCXpA4Z7pLUIcNdkjpkuEtShwx3SeqQ4S5JHTLcJalDhrskdeio+IbqXKy57NMztj/0njeNuRJJOnp45i5JHTLcJalDhrskdchwl6QOGe6S1CHDXZI6ZLhLUocMd0nqkOEuSR0aKdyTLE9yfZKvJrk/yY8nOTnJzUkeaM8ntb5JckWSnUnuSXLmwg5BkjTdqGfuvwV8pqp+FHgFcD9wGbC9qtYC29s6wNnA2vbYDFw5rxVLkmY1a7gnORF4LXAVQFX9VVU9CWwAtrZuW4Hz2vIG4JoauB1YnuSMea9cknRQo5y5vxiYAj6U5K4kH0jyPOD0qnoEoD2f1vqvBHYN7T/Z2iRJYzJKuC8DzgSurKpXAX/BD6ZgZpIZ2uqATsnmJDuS7JiamhqpWEnSaEYJ90lgsqruaOvXMwj7x/ZPt7TnPUP9Vw/tvwrYPf1Fq2pLVU1U1cSKFSuOtH5J0gxmDfeqehTYleRvtab1wH3ANmBja9sI3NiWtwEXtatm1gF790/fSJLGY9T/WcfPAh9OcjzwIHAxgzeG65JsAh4Gzm99bwLOAXYC+1pfSdIYjRTuVXU3MDHDpvUz9C3g0jnWJUmaA7+hKkkdMtwlqUOGuyR1yHCXpA4Z7pLUIcNdkjpkuEtShwx3SeqQ4S5JHTLcJalDhrskdchwl6QOGe6S1CHDXZI6ZLhLUocMd0nqkOEuSR0y3CWpQ4a7JHXIcJekDhnuktQhw12SOmS4S1KHDHdJ6tBI4Z7koSRfTnJ3kh2t7eQkNyd5oD2f1NqT5IokO5Pck+TMhRyAJOlAh3Pm/rqqemVVTbT1y4DtVbUW2N7WAc4G1rbHZuDK+SpWkjSauUzLbAC2tuWtwHlD7dfUwO3A8iRnzOE4kqTDNGq4F/DZJHcm2dzaTq+qRwDa82mtfSWwa2jfydb2DEk2J9mRZMfU1NSRVS9JmtGyEfu9pqp2JzkNuDnJVw/RNzO01QENVVuALQATExMHbJckHbmRztyrand73gPcALwaeGz/dEt73tO6TwKrh3ZfBeyer4IlSbObNdyTPC/JCfuXgZ8EvgJsAza2bhuBG9vyNuCidtXMOmDv/ukbSdJ4jDItczpwQ5L9/T9SVZ9J8kXguiSbgIeB81v/m4BzgJ3APuDiea9aknRIs4Z7VT0IvGKG9j8D1s/QXsCl81KdJOmI+A1VSeqQ4S5JHTLcJalDhrskdchwl6QOGe6S1CHDXZI6ZLhLUocMd0nqkOEuSR0y3CWpQ4a7JHXIcJekDhnuktQhw12SOmS4S1KHDHdJ6pDhLkkdMtwlqUOGuyR1yHCXpA4Z7pLUIcNdkjo0crgnOS7JXUk+1dZflOSOJA8k+ViS41v7c9r6zrZ9zcKULkk6mMM5c38ncP/Q+nuBy6tqLfAEsKm1bwKeqKqXAJe3fpKkMRop3JOsAt4EfKCtB3g9cH3rshU4ry1vaOu07etbf0nSmIx65v6bwL8Dnm7rpwBPVtVTbX0SWNmWVwK7ANr2va3/MyTZnGRHkh1TU1NHWL4kaSazhnuSfwTsqao7h5tn6FojbPtBQ9WWqpqoqokVK1aMVKwkaTTLRujzGuDcJOcAzwVOZHAmvzzJsnZ2vgrY3fpPAquBySTLgOcDj8975ZKkg5r1zL2q/kNVraqqNcAFwOeq6q3ALcBbWreNwI1teVtbp23/XFUdcOYuSVo4c7nO/d8D70qyk8Gc+lWt/SrglNb+LuCyuZUoSTpco0zLfF9V3Qrc2pYfBF49Q5/vAufPQ22SpCPkN1QlqUOGuyR1yHCXpA4Z7pLUIcNdkjpkuEtShwx3SeqQ4S5JHTLcJalDhrskdchwl6QOGe6S1CHDXZI6ZLhLUocMd0nqkOEuSR0y3CWpQ4a7JHXIcJekDhnuktQhw12SOmS4S1KHDHdJ6tCs4Z7kuUn+OMmXktyb5Jdb+4uS3JHkgSQfS3J8a39OW9/Ztq9Z2CFIkqYb5cz9L4HXV9UrgFcCb0yyDngvcHlVrQWeADa1/puAJ6rqJcDlrZ8kaYxmDfca+HZbfXZ7FPB64PrWvhU4ry1vaOu07euTZN4qliTNaqQ59yTHJbkb2APcDHwdeLKqnmpdJoGVbXklsAugbd8LnDLDa25OsiPJjqmpqbmNQpL0DCOFe1X9v6p6JbAKeDXw0pm6teeZztLrgIaqLVU1UVUTK1asGLVeSdIIDutqmap6ErgVWAcsT7KsbVoF7G7Lk8BqgLb9+cDj81GsJGk0o1wtsyLJ8rb814A3APcDtwBvad02Aje25W1tnbb9c1V1wJm7JGnhLJu9C2cAW5Mcx+DN4Lqq+lSS+4DfT/KrwF3AVa3/VcC1SXYyOGO/YAHqliQdwqzhXlX3AK+aof1BBvPv09u/C5w/L9VJko6I31CVpA4Z7pLUIcNdkjpkuEtShwx3SeqQ4S5JHTLcJalDhrskdchwl6QOGe6S1CHDXZI6ZLhLUocMd0nqkOEuSR0y3CWpQ4a7JHXIcJekDhnuktQhw12SOmS4S1KHDHdJ6pDhLkkdMtwlqUOzhnuS1UluSXJ/knuTvLO1n5zk5iQPtOeTWnuSXJFkZ5J7kpy50IOQJD3TKGfuTwH/pqpeCqwDLk3yMuAyYHtVrQW2t3WAs4G17bEZuHLeq5YkHdKs4V5Vj1TVn7TlbwH3AyuBDcDW1m0rcF5b3gBcUwO3A8uTnDHvlUuSDuqw5tyTrAFeBdwBnF5Vj8DgDQA4rXVbCewa2m2ytU1/rc1JdiTZMTU1dfiVS5IOauRwT/JDwCeAf11Vf36orjO01QENVVuqaqKqJlasWDFqGZKkEYwU7kmezSDYP1xV/601P7Z/uqU972ntk8Dqod1XAbvnp1xJ0ihGuVomwFXA/VX1vqFN24CNbXkjcONQ+0Xtqpl1wN790zeSpPFYNkKf1wBvA76c5O7W9gvAe4DrkmwCHgbOb9tuAs4BdgL7gIvntWJJ0qxmDfeq+iNmnkcHWD9D/wIunWNdkqQ58BuqktQhw12SOmS4S1KHDHdJ6pDhLkkdMtwlqUOGuyR1yHCXpA4Z7pLUIcNdkjpkuEtShwx3SeqQ4S5JHTLcJalDhrskdchwl6QOGe6S1CHDXZI6ZLhLUocMd0nqkOEuSR0y3CWpQ4a7JHVo1nBP8sEke5J8Zajt5CQ3J3mgPZ/U2pPkiiQ7k9yT5MyFLF6SNLNRztyvBt44re0yYHtVrQW2t3WAs4G17bEZuHJ+ypQkHY5Zw72qbgMen9a8AdjalrcC5w21X1MDtwPLk5wxX8VKkkZzpHPup1fVIwDt+bTWvhLYNdRvsrVJksZovj9QzQxtNWPHZHOSHUl2TE1NzXMZknRsO9Jwf2z/dEt73tPaJ4HVQ/1WAbtneoGq2lJVE1U1sWLFiiMsQ5I0kyMN923Axra8EbhxqP2idtXMOmDv/ukbSdL4LJutQ5KPAmcBpyaZBP4j8B7guiSbgIeB81v3m4BzgJ3APuDiBahZkjSLWcO9qn7qIJvWz9C3gEvnWpQkaW78hqokdchwl6QOGe6S1CHDXZI6ZLhLUocMd0nqkOEuSR0y3CWpQ4a7JHXIcJekDhnuktQhw12SOmS4S1KHDHdJ6pDhLkkdMtwlqUOGuyR1yHCXpA4Z7pLUIcNdkjpkuEtShwx3SeqQ4S5JHVq22AUslDWXfXrG9ofe86YxVyJJ47cg4Z7kjcBvAccBH6iq9yzEccbFNwpJS828h3uS44D3Az8BTAJfTLKtqu6b72MdiYMF9Xy+lqEvabEtxJn7q4GdVfUgQJLfBzYAR0W4j8N8voHMZDHfPOZrbL4BSgtrIcJ9JbBraH0S+LHpnZJsBja31W8n+doRHu9U4JtHuO+SlPcu/THnvYe9y5If8xFwzMeGuYz5hQfbsBDhnhna6oCGqi3AljkfLNlRVRNzfZ2lxDEfGxzzsWGhxrwQl0JOAquH1lcBuxfgOJKkg1iIcP8isDbJi5IcD1wAbFuA40iSDmLep2Wq6qkkPwP8DwaXQn6wqu6d7+MMmfPUzhLkmI8NjvnYsCBjTtUB0+GSpCXO2w9IUocMd0nq0JIJ9yRvTPK1JDuTXDbD9uck+VjbfkeSNeOvcn6NMOZ3JbkvyT1Jtic56DWvS8VsYx7q95YklWTJXzY3ypiT/NP2s743yUfGXeN8G+F3+wVJbklyV/v9Pmcx6pwvST6YZE+Srxxke5Jc0f573JPkzDkftKqO+geDD2a/DrwYOB74EvCyaX3+FfA7bfkC4GOLXfcYxvw64K+35XccC2Nu/U4AbgNuByYWu+4x/JzXAncBJ7X10xa77jGMeQvwjrb8MuChxa57jmN+LXAm8JWDbD8H+AMG3xNaB9wx12MulTP379/SoKr+Cth/S4NhG4Ctbfl6YH2Smb5QtVTMOuaquqWq9rXV2xl8p2ApG+XnDPBu4NeB746zuAUyypjfDry/qp4AqKo9Y65xvo0y5gJObMvPZ4l/V6aqbgMeP0SXDcA1NXA7sDzJGXM55lIJ95luabDyYH2q6ilgL3DKWKpbGKOMedgmBu/8S9msY07yKmB1VX1qnIUtoFF+zj8C/EiSzye5vd11dSkbZcy/BFyYZBK4CfjZ8ZS2aA733/uslsr93Ee5pcFItz1YQkYeT5ILgQngHyxoRQvvkGNO8izgcuBfjKugMRjl57yMwdTMWQz+OvtfSV5eVU8ucG0LZZQx/xRwdVX9pyQ/Dlzbxvz0wpe3KOY9v5bKmfsotzT4fp8kyxj8KXeoP4OOdiPdxiHJG4BfBM6tqr8cU20LZbYxnwC8HLg1yUMM5ia3LfEPVUf93b6xqr5XVf8H+BqDsF+qRhnzJuA6gKr638BzGdxgq1fzftuWpRLuo9zSYBuwsS2/BfhctU8qlqhZx9ymKH6XQbAv9XlYmGXMVbW3qk6tqjVVtYbB5wznVtWOxSl3Xozyu/1JBh+ek+RUBtM0D461yvk1ypgfBtYDJHkpg3CfGmuV47UNuKhdNbMO2FtVj8zpFRf7U+TD+LT5HOBPGXzK/out7VcY/OOGwQ//48BO4I+BFy92zWMY8x8CjwF3t8e2xa55occ8re+tLPGrZUb8OQd4H4P/J8KXgQsWu+YxjPllwOcZXElzN/CTi13zHMf7UeAR4HsMztI3AT8N/PTQz/j97b/Hl+fj99rbD0hSh5bKtIwk6TAY7pLUIcNdkjpkuEtShwx3SeqQ4S5JHTLcJalD/x9RLwDUpaI5hgAAAABJRU5ErkJggg==\n", 165 "image/png": "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\n",
166 "text/plain": [ 166 "text/plain": [
167 "<Figure size 432x288 with 1 Axes>" 167 "<Figure size 432x288 with 1 Axes>"
168 ] 168 ]
@@ -174,7 +174,7 @@
174 }, 174 },
175 { 175 {
176 "data": { 176 "data": {
177 "image/png": "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\n", 177 "image/png": "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\n",
178 "text/plain": [ 178 "text/plain": [
179 "<Figure size 432x288 with 1 Axes>" 179 "<Figure size 432x288 with 1 Axes>"
180 ] 180 ]
@@ -186,7 +186,7 @@
186 }, 186 },
187 { 187 {
188 "data": { 188 "data": {
189 "image/png": "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\n", 189 "image/png": "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\n",
190 "text/plain": [ 190 "text/plain": [
191 "<Figure size 432x288 with 1 Axes>" 191 "<Figure size 432x288 with 1 Axes>"
192 ] 192 ]
@@ -198,7 +198,7 @@
198 }, 198 },
199 { 199 {
200 "data": { 200 "data": {
201 "image/png": "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\n", 201 "image/png": "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\n",
202 "text/plain": [ 202 "text/plain": [
203 "<Figure size 432x288 with 1 Axes>" 203 "<Figure size 432x288 with 1 Axes>"
204 ] 204 ]
@@ -210,7 +210,7 @@
210 }, 210 },
211 { 211 {
212 "data": { 212 "data": {
213 "image/png": "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\n", 213 "image/png": "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\n",
214 "text/plain": [ 214 "text/plain": [
215 "<Figure size 432x288 with 1 Axes>" 215 "<Figure size 432x288 with 1 Axes>"
216 ] 216 ]
@@ -227,7 +227,7 @@
227 }, 227 },
228 { 228 {
229 "cell_type": "code", 229 "cell_type": "code",
230 "execution_count": 13, 230 "execution_count": 5,
231 "metadata": { 231 "metadata": {
232 "scrolled": true 232 "scrolled": true
233 }, 233 },
@@ -236,176 +236,8 @@
236 "name": "stdout", 236 "name": "stdout",
237 "output_type": "stream", 237 "output_type": "stream",
238 "text": [ 238 "text": [
239 "['EAttribute', 'EGenericType', 'ETypeParameter', 'EPackage', 'EOperation', 'EStringToStringMapEntry', 'EEnum', 'EDataType', 'EClass', 'EReference', 'EObject', 'EEnumLiteral', 'EAnnotation', 'EParameter']\n" 239 "[]\n"
240 ] 240 ]
241 },
242 {
243 "data": {
244 "image/png": "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\n",
245 "text/plain": [
246 "<Figure size 432x288 with 1 Axes>"
247 ]
248 },
249 "metadata": {
250 "needs_background": "light"
251 },
252 "output_type": "display_data"
253 },
254 {
255 "data": {
256 "image/png": "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\n",
257 "text/plain": [
258 "<Figure size 432x288 with 1 Axes>"
259 ]
260 },
261 "metadata": {
262 "needs_background": "light"
263 },
264 "output_type": "display_data"
265 },
266 {
267 "data": {
268 "image/png": "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\n",
269 "text/plain": [
270 "<Figure size 432x288 with 1 Axes>"
271 ]
272 },
273 "metadata": {
274 "needs_background": "light"
275 },
276 "output_type": "display_data"
277 },
278 {
279 "data": {
280 "image/png": "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\n",
281 "text/plain": [
282 "<Figure size 432x288 with 1 Axes>"
283 ]
284 },
285 "metadata": {
286 "needs_background": "light"
287 },
288 "output_type": "display_data"
289 },
290 {
291 "data": {
292 "image/png": "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\n",
293 "text/plain": [
294 "<Figure size 432x288 with 1 Axes>"
295 ]
296 },
297 "metadata": {
298 "needs_background": "light"
299 },
300 "output_type": "display_data"
301 },
302 {
303 "data": {
304 "image/png": "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\n",
305 "text/plain": [
306 "<Figure size 432x288 with 1 Axes>"
307 ]
308 },
309 "metadata": {
310 "needs_background": "light"
311 },
312 "output_type": "display_data"
313 },
314 {
315 "data": {
316 "image/png": "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\n",
317 "text/plain": [
318 "<Figure size 432x288 with 1 Axes>"
319 ]
320 },
321 "metadata": {
322 "needs_background": "light"
323 },
324 "output_type": "display_data"
325 },
326 {
327 "data": {
328 "image/png": "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\n",
329 "text/plain": [
330 "<Figure size 432x288 with 1 Axes>"
331 ]
332 },
333 "metadata": {
334 "needs_background": "light"
335 },
336 "output_type": "display_data"
337 },
338 {
339 "data": {
340 "image/png": "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\n",
341 "text/plain": [
342 "<Figure size 432x288 with 1 Axes>"
343 ]
344 },
345 "metadata": {
346 "needs_background": "light"
347 },
348 "output_type": "display_data"
349 },
350 {
351 "data": {
352 "image/png": "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\n",
353 "text/plain": [
354 "<Figure size 432x288 with 1 Axes>"
355 ]
356 },
357 "metadata": {
358 "needs_background": "light"
359 },
360 "output_type": "display_data"
361 },
362 {
363 "data": {
364 "image/png": "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\n",
365 "text/plain": [
366 "<Figure size 432x288 with 1 Axes>"
367 ]
368 },
369 "metadata": {
370 "needs_background": "light"
371 },
372 "output_type": "display_data"
373 },
374 {
375 "data": {
376 "image/png": "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\n",
377 "text/plain": [
378 "<Figure size 432x288 with 1 Axes>"
379 ]
380 },
381 "metadata": {
382 "needs_background": "light"
383 },
384 "output_type": "display_data"
385 },
386 {
387 "data": {
388 "image/png": "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\n",
389 "text/plain": [
390 "<Figure size 432x288 with 1 Axes>"
391 ]
392 },
393 "metadata": {
394 "needs_background": "light"
395 },
396 "output_type": "display_data"
397 },
398 {
399 "data": {
400 "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAEICAYAAABGaK+TAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAPaElEQVR4nO3df4xldXnH8fcHVkQDuuiOlLLKSoKGrUnVbmSNrVpRA2pl02CDrRbttqtWWxtNLWqjba0JNFW0kcRuhbptWoFilS1qrSIESwG7FBSQKIigVMKOygpEal14+sc96HSY3bm7M3dmH/b9Sm7u+fE99zzfuXc+e+73nDObqkKS1M8By12AJGnvGOCS1JQBLklNGeCS1JQBLklNGeCS1JQBLklNGeBaVkluTXJfkntnPD6U5DVJ7h/m705ybZKXLXe980myJkklWbHctejhzwDXvuBXquqQGY83DcuvqKpDgJXA2cD5SR63Jy+ckTafc4Nfe6LNB1v7r6p6ADgHeBRwdJLDklyUZDrJXcP06gfbJ7k0yXuTXA78cNjmtUluTHJPkluSvG5G++cnuT3J25JsT3JHkg1JXpLk60m+n+QdM9ofkOS0JN9I8r0kM/9huWx43jF8e3j2sM1vDfu/K8lnkxw14/UqyRuT3ATcNKmfox5+DHDt84aj0t8G7mUUcAcAfwscBTwJuA/40KzNXg1sAg4FbgO2Ay8DHgO8FjgzyTNntP8Z4GDgSOBdwN8ArwJ+Afgl4F1Jjh7a/j6wAXge8LPAXcBZw7rnDs8rh28TVyTZALwD+FVgCvgi8LFZ9W4AjgPW7sGPRvu5+LdQtJyS3AqsAnbOWPyHwI+BjzAK7Z3AzcAfV9Xn53iNpwOXVNVhw/ylwGVV9a7d7PeTwzYfTPJ84DPAIVV1f5JDgbuB9VV11dD+auA9VfXJJDcCb6qqi4d1RwDfYvQNYTXwTeARVbVzWP8Z4IKqOnuYP2Do17FVdVuSAo6vqi/s2U9P+zvH27Qv2DA7mJO8Briyqn5xduMkjwbOBE4ADhsWH5rkwKq6f5j/9qxtTgTeDTyF0RH8o4HrZjT53oxt7xue75yx/j7gkGH6KOATSR6Ysf5+4PBd9O8o4INJ3jezJEZH+7fNVa80DodQ1NFbgacCx1XVY/jpsEVmtPnJV8skjwQ+DvwlcHhVrQQ+Pav9nvg2cGJVrZzxOLiq/nvmfme1f92s9o+qqv+Yq15pXAa4OjqU0RHxjuHk4bvnaX8Q8EhgGtg5HI2/eAH7/zDw3gdPRCaZSnLSsG4aeAA4elb7tyf5uaH9Y5O8YgH7lwADXPuGf5l1Hfgn5mn/AUbjzd8FrgT+dXeNq+oeRicez2d0wvHXga0LqPeDw/b/luSeoYbjhn39EHgvcHmSHUnWV9UngDOAc5PcDVwPnLiA/UuAJzElqS2PwCWpKQNckpoywCWpKQNckppa0ht5Vq1aVWvWrFnKXUpSe1dfffV3q2pq9vIlDfA1a9awbdu2pdylJLWX5La5ljuEIklNGeCS1JQBLklNGeCS1JQBLklNGeCS1JQBLklNGeCS1JQBLklNtfk/Mdec9qk5l996+kuXuBJJ2jd4BC5JTRngktSUAS5JTRngktSUAS5JTRngktSUAS5JTRngktSUAS5JTRngktSUAS5JTRngktSUAS5JTRngktSUAS5JTRngktSUAS5JTRngktSUAS5JTRngktSUAS5JTRngktSUAS5JTRngktSUAS5JTRngktTU2AGe5MAk1yS5aJh/cpKrktyU5LwkB02uTEnSbHtyBP5m4MYZ82cAZ1bVMcBdwMbFLEyStHtjBXiS1cBLgY8M8wFeAFwwNNkCbJhEgZKkuY17BP4B4G3AA8P844EdVbVzmL8dOHKRa5Mk7ca8AZ7kZcD2qrp65uI5mtYutt+UZFuSbdPT03tZpiRptnGOwJ8DvDzJrcC5jIZOPgCsTLJiaLMa+M5cG1fV5qpaV1XrpqamFqFkSRKMEeBV9faqWl1Va4BTgC9U1W8AlwAnD81OBS6cWJWSpIdYyHXgfwS8JcnNjMbEz16ckiRJ41gxf5OfqqpLgUuH6VuAZy1+SZKkcXgnpiQ1ZYBLUlMGuCQ1ZYBLUlMGuCQ1ZYBLUlMGuCQ1ZYBLUlMGuCQ1ZYBLUlMGuCQ1ZYBLUlMGuCQ1ZYBLUlMGuCQ1ZYBLUlMGuCQ1ZYBLUlMGuCQ1ZYBLUlMGuCQ1ZYBLUlMGuCQ1ZYBLUlMGuCQ1ZYBLUlMGuCQ1ZYBLUlMGuCQ1ZYBLUlMGuCQ1ZYBLUlMGuCQ1ZYBLUlMGuCQ1NW+AJzk4yZeSfDnJDUn+dFj+5CRXJbkpyXlJDpp8uZKkB41zBP4j4AVV9fPA04ETkqwHzgDOrKpjgLuAjZMrU5I027wBXiP3DrOPGB4FvAC4YFi+BdgwkQolSXMaaww8yYFJrgW2A58DvgHsqKqdQ5PbgSMnU6IkaS5jBXhV3V9VTwdWA88Cjp2r2VzbJtmUZFuSbdPT03tfqSTp/9mjq1CqagdwKbAeWJlkxbBqNfCdXWyzuarWVdW6qamphdQqSZphnKtQppKsHKYfBbwQuBG4BDh5aHYqcOGkipQkPdSK+ZtwBLAlyYGMAv/8qrooyVeBc5P8OXANcPYE65QkzTJvgFfVV4BnzLH8Fkbj4ZKkZeCdmJLUlAEuSU0Z4JLUlAEuSU0Z4JLUlAEuSU0Z4JLUlAEuSU0Z4JLUlAEuSU0Z4JLUlAEuSU0Z4JLUlAEuSU0Z4JLUlAEuSU0Z4JLUlAEuSU0Z4JLUlAEuSU0Z4JLUlAEuSU0Z4JLUlAEuSU0Z4JLUlAEuSU0Z4JLUlAEuSU0Z4JLUlAEuSU0Z4JLUlAEuSU0Z4JLUlAEuSU0Z4JLUlAEuSU3NG+BJnpjkkiQ3JrkhyZuH5Y9L8rkkNw3Ph02+XEnSg8Y5At8JvLWqjgXWA29MshY4Dbi4qo4BLh7mJUlLZN4Ar6o7quq/hul7gBuBI4GTgC1Dsy3AhkkVKUl6qD0aA0+yBngGcBVweFXdAaOQB56wi202JdmWZNv09PTCqpUk/cTYAZ7kEODjwB9U1d3jbldVm6tqXVWtm5qa2psaJUlzGCvAkzyCUXj/Q1X987D4ziRHDOuPALZPpkRJ0lzGuQolwNnAjVX1/hmrtgKnDtOnAhcufnmSpF1ZMUab5wCvBq5Lcu2w7B3A6cD5STYC3wJeMZkSJUlzmTfAq+rfgexi9fGLW44kaVzeiSlJTRngktSUAS5JTRngktSUAS5JTRngktSUAS5JTRngktSUAS5JTRngktSUAS5JTRngktSUAS5JTRngktSUAS5JTRngktSUAS5JTRngktSUAS5JTRngktSUAS5JTRngktSUAS5JTRngktSUAS5JTRngktSUAS5JTRngktSUAS5JTRngktSUAS5JTRngktSUAS5JTRngktSUAS5JTc0b4EnOSbI9yfUzlj0uyeeS3DQ8HzbZMiVJs41zBP5R4IRZy04DLq6qY4CLh3lJ0hKaN8Cr6jLg+7MWnwRsGaa3ABsWuS5J0jz2dgz88Kq6A2B4fsKuGibZlGRbkm3T09N7uTtJ0mwTP4lZVZural1VrZuampr07iRpv7G3AX5nkiMAhufti1eSJGkcexvgW4FTh+lTgQsXpxxJ0rjGuYzwY8AVwFOT3J5kI3A68KIkNwEvGuYlSUtoxXwNquqVu1h1/CLXIknaA96JKUlNGeCS1JQBLklNGeCS1JQBLklNGeCS1JQBLklNGeCS1JQBLklNGeCS1JQBLklNGeCS1JQBLklNGeCS1JQBLklNGeCS1JQBLklNGeCS1JQBLklNGeCS1JQBLklNGeCS1JQBLklNGeCS1JQBLklNGeCS1JQBLklNGeCS1JQBLklNrVjuAhZqzWmfmnP5rae/dIkrkaSl5RG4JDVlgEtSUwa4JDXVfgx8Vxwbl/Rw5xG4JDW1oABPckKSryW5Oclpi1WUJGl+ex3gSQ4EzgJOBNYCr0yydrEKkyTt3kKOwJ8F3FxVt1TV/wLnAictTlmSpPks5CTmkcC3Z8zfDhw3u1GSTcCmYfbeJF/by/2tAr67l9v+tJ4zFvoKS2pR+tyMfd4/7G99Xmh/j5pr4UICPHMsq4csqNoMbF7AfkY7S7ZV1bqFvk4n9nn/YJ8f/ibV34UModwOPHHG/GrgOwsrR5I0roUE+H8CxyR5cpKDgFOArYtTliRpPns9hFJVO5O8CfgscCBwTlXdsGiVPdSCh2Eass/7B/v88DeR/qbqIcPWkqQGvBNTkpoywCWpqX0uwOe7PT/JI5OcN6y/Ksmapa9ycY3R57ck+WqSryS5OMmc14R2Mu6fYUhycpJK0vqSs3H6m+TXhvf5hiT/uNQ1LrYxPtdPSnJJkmuGz/ZLlqPOxZTknCTbk1y/i/VJ8lfDz+QrSZ65oB1W1T7zYHQy9BvA0cBBwJeBtbPa/C7w4WH6FOC85a57Cfr8y8Cjh+k37A99HtodClwGXAmsW+66J/weHwNcAxw2zD9huetegj5vBt4wTK8Fbl3uuheh388Fnglcv4v1LwE+w+g+mvXAVQvZ3752BD7O7fknAVuG6QuA45PMdVNRF/P2uaouqaofDrNXMrrmvrNx/wzDe4C/AP5nKYubgHH6+zvAWVV1F0BVbV/iGhfbOH0u4DHD9GN5GNxHUlWXAd/fTZOTgL+rkSuBlUmO2Nv97WsBPtft+Ufuqk1V7QR+ADx+SaqbjHH6PNNGRv+CdzZvn5M8A3hiVV20lIVNyDjv8VOApyS5PMmVSU5YsuomY5w+/wnwqiS3A58Gfm9pSltWe/r7vlv72n/oMM7t+WPdwt/I2P1J8ipgHfC8iVY0ebvtc5IDgDOB1yxVQRM2znu8gtEwyvMZfcP6YpKnVdWOCdc2KeP0+ZXAR6vqfUmeDfz90OcHJl/eslnU/NrXjsDHuT3/J22SrGD01Wt3X1n2dWP9SYIkLwTeCby8qn60RLVNynx9PhR4GnBpklsZjRVubXwic9zP9YVV9eOq+ibwNUaB3tU4fd4InA9QVVcABzP6o08PZ4v6J0j2tQAf5/b8rcCpw/TJwBdqODvQ1Lx9HoYT/ppReHcfG4V5+lxVP6iqVVW1pqrWMBr3f3lVbVuechdsnM/1JxmdrCbJKkZDKrcsaZWLa5w+fws4HiDJsYwCfHpJq1x6W4HfHK5GWQ/8oKru2OtXW+6ztrs4S/t1Rmew3zks+zNGv8AwepP/CbgZ+BJw9HLXvAR9/jxwJ3Dt8Ni63DVPus+z2l5K46tQxnyPA7wf+CpwHXDKcte8BH1eC1zO6AqVa4EXL3fNi9DnjwF3AD9mdLS9EXg98PoZ7/NZw8/kuoV+rr2VXpKa2teGUCRJYzLAJakpA1ySmjLAJakpA1ySmjLAJakpA1ySmvo/K7MMloL9gokAAAAASUVORK5CYII=\n",
401 "text/plain": [
402 "<Figure size 432x288 with 1 Axes>"
403 ]
404 },
405 "metadata": {
406 "needs_background": "light"
407 },
408 "output_type": "display_data"
409 } 241 }
410 ], 242 ],
411 "source": [ 243 "source": [
@@ -421,7 +253,7 @@
421 }, 253 },
422 { 254 {
423 "cell_type": "code", 255 "cell_type": "code",
424 "execution_count": 4, 256 "execution_count": 6,
425 "metadata": {}, 257 "metadata": {},
426 "outputs": [], 258 "outputs": [],
427 "source": [ 259 "source": [
@@ -448,7 +280,7 @@
448 }, 280 },
449 { 281 {
450 "cell_type": "code", 282 "cell_type": "code",
451 "execution_count": 29, 283 "execution_count": 7,
452 "metadata": {}, 284 "metadata": {},
453 "outputs": [ 285 "outputs": [
454 { 286 {
@@ -482,7 +314,7 @@
482 }, 314 },
483 { 315 {
484 "cell_type": "code", 316 "cell_type": "code",
485 "execution_count": 30, 317 "execution_count": 8,
486 "metadata": {}, 318 "metadata": {},
487 "outputs": [], 319 "outputs": [],
488 "source": [ 320 "source": [
@@ -496,7 +328,7 @@
496 }, 328 },
497 { 329 {
498 "cell_type": "code", 330 "cell_type": "code",
499 "execution_count": 31, 331 "execution_count": 9,
500 "metadata": {}, 332 "metadata": {},
501 "outputs": [], 333 "outputs": [],
502 "source": [ 334 "source": [
@@ -541,70 +373,34 @@
541 }, 373 },
542 { 374 {
543 "cell_type": "code", 375 "cell_type": "code",
544 "execution_count": 20, 376 "execution_count": 21,
545 "metadata": {}, 377 "metadata": {},
546 "outputs": [ 378 "outputs": [],
547 {
548 "name": "stdout",
549 "output_type": "stream",
550 "text": [
551 "466\n",
552 "30\n",
553 "100\n",
554 "198\n"
555 ]
556 },
557 {
558 "data": {
559 "text/plain": [
560 "(array([107., 37., 18., 16., 8., 2., 3., 2., 3., 2.]),\n",
561 " array([ 30. , 73.6, 117.2, 160.8, 204.4, 248. , 291.6, 335.2, 378.8,\n",
562 " 422.4, 466. ]),\n",
563 " <a list of 10 Patch objects>)"
564 ]
565 },
566 "execution_count": 20,
567 "metadata": {},
568 "output_type": "execute_result"
569 },
570 {
571 "data": {
572 "image/png": "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\n",
573 "text/plain": [
574 "<Figure size 432x288 with 1 Axes>"
575 ]
576 },
577 "metadata": {
578 "needs_background": "light"
579 },
580 "output_type": "display_data"
581 }
582 ],
583 "source": [ 379 "source": [
584 "import matplotlib.pyplot as plt\n", 380 "import matplotlib.pyplot as plt\n",
585 "from shutil import copyfile\n", 381 "from shutil import copyfile\n",
586 "import statistics \n", 382 "import statistics \n",
587 "\n", 383 "\n",
588 "graphStats = getModels('../input/human_30_500_no_xml/', 1500)\n", 384 "graphStats = getModels('../input/human/', 1500)\n",
589 "sizes = []\n", 385 "sizes = []\n",
590 "filenames = reader.readmultiplefiles('../input/human/', 1500, False)\n", 386 "filenames = reader.readmultiplefiles('../input/human/', 1500, False)\n",
591 "count = 1\n", 387 "count = 1\n",
592 "# for filename in filenames:\n", 388 "for filename in filenames:\n",
593 "# graphStat = GraphStat(filename)\n", 389 " graphStat = GraphStat(filename)\n",
594 "# size = graphStat.numNodes[0]\n", 390 " size = graphStat.numNodes[0]\n",
595 "# if size >= 30 and size <= 500 and not ('EAnnotation' in graphStat.nodeTypeStat.keys() and 'EStringToStringMapEntry' in graphStat.nodeTypeStat.keys()):\n", 391 " if size >= 30 and size <= 500 and not ('EAnnotation' in graphStat.nodeTypeStat.keys() and 'EStringToStringMapEntry' in graphStat.nodeTypeStat.keys()):\n",
596 "# copyfile(filename, filename.replace('human', 'human_30_500_no_xml'))\n", 392 " copyfile(filename, filename.replace('human', 'human_30_500_no_xml'))\n",
597 " \n", 393 " \n",
598 " \n", 394 " \n",
599 "for g in graphStats:\n", 395 "# for g in graphStats:\n",
600 " size = g.numNodes[0]\n", 396 "# size = g.numNodes[0]\n",
601 " if size >= 30 and size <= 500 and not ('EAnnotation' in g.nodeTypeStat.keys() and 'EStringToStringMapEntry' in g.nodeTypeStat.keys()):\n", 397 "# if size >= 30 and size <= 500 and not ('EAnnotation' in g.nodeTypeStat.keys() and 'EStringToStringMapEntry' in g.nodeTypeStat.keys()):\n",
602 " sizes.append(g.numNodes[0])\n", 398 "# sizes.append(g.numNodes[0])\n",
603 "print(max(sizes))\n", 399 "# print(max(sizes))\n",
604 "print(min(sizes))\n", 400 "# print(min(sizes))\n",
605 "print(statistics.mean(sizes))\n", 401 "# print(statistics.mean(sizes))\n",
606 "print(len(sizes))\n", 402 "# print(len(sizes))\n",
607 "plt.hist(sizes, bins=10)\n" 403 "# plt.hist(sizes, bins=10)\n"
608 ] 404 ]
609 }, 405 },
610 { 406 {