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-rw-r--r--Metrics/Metrics-Calculation/metrics_plot/type_analysis/src/Node Type Analysis.ipynb137
1 files changed, 83 insertions, 54 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 ba62c3b1..8f01040d 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": 9, 5 "execution_count": 5,
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": 10, 21 "execution_count": 6,
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": 11, 33 "execution_count": 7,
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": 12, 55 "execution_count": 5,
56 "metadata": { 56 "metadata": {
57 "scrolled": true 57 "scrolled": true
58 }, 58 },
@@ -61,24 +61,12 @@
61 "name": "stdout", 61 "name": "stdout",
62 "output_type": "stream", 62 "output_type": "stream",
63 "text": [ 63 "text": [
64 "['EAttribute', 'EGenericType', 'ETypeParameter', 'EPackage', 'EOperation', 'EStringToStringMapEntry', 'EEnum', 'EDataType', 'EClass', 'EReference', 'EObject', 'EEnumLiteral', 'EAnnotation', 'EParameter']\n" 64 "['EParameter', 'EStringToStringMapEntry', 'EOperation', 'EAttribute', 'ETypeParameter', 'EClass', 'EReference', 'EDataType', 'EGenericType', 'EEnum', 'EAnnotation', 'EEnumLiteral', 'EPackage']\n"
65 ] 65 ]
66 }, 66 },
67 { 67 {
68 "data": { 68 "data": {
69 "image/png": 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yqn7WzV5H75j7lg16GYb3AH8H/HyaxU3AIP19I3BuVf0QoKrumnKN4zZInwv47W76d3gEnEdSVVcD9+xilZOBf6ye64ADkhw07PZWWoAvdnr+wUutU1UPAD8CnjCV6iZjkD7Pdxq9/8Fb1rfPSY4EDq2qL0yzsAkZ5DN+JvDMJNckuS7JCVOrbjIG6fNZwGuT3AFcDvzldEpbVrv7732XVtot1QY5PX+gU/gbMnB/krwWmAP+YKIVTd4u+5zkUcA5wBumVdCEDfIZ701vN8qx9P7C+o8kz6mqeydc26QM0uc1wIVV9YEkzwf+qevzQ5Mvb9mMNb9W2gh8kNPzf7VOkr3p/em1qz9ZVrqBLkmQ5MXAO4FXVNX9U6ptUvr1eX/gOcBVSbbS21e4seEvMgf9vb60qn5ZVf8LfIteoLdqkD6fBnwCoKquBR5D74JPj2RjvQTJSgvwQU7P3wis7aZPBb5c3bcDjerb5253wkfphXfr+0ahT5+r6kdVtaqqZqtqlt5+/1dU1ablKXdkg/xef47el9UkWUVvl8rtU61yvAbp83eB4wGSPJtegO+YapXTtxF4fXc0yjHAj6pq29Dvttzf2i7xLe3/0PsG+51d29/S+wcMvQ/5k8BtwFeBpy13zVPo878B24HN3WPjctc86T4vWPcqGj4KZcDPOMAHgW8CNwGvWe6ap9Dnw4Fr6B2hshl46XLXPIY+XwxsA35Jb7R9GnA6cPq8z/nc7mdy06i/155KL0mNWmm7UCRJAzLAJalRBrgkNcoAl6RGGeCS1CgDXJIaZYBLUqP+HxLiix4EtoRXAAAAAElFTkSuQmCC\n", 69 "image/png": 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\n",
70 "text/plain": [
71 "<Figure size 432x288 with 1 Axes>"
72 ]
73 },
74 "metadata": {
75 "needs_background": "light"
76 },
77 "output_type": "display_data"
78 },
79 {
80 "data": {
81 "image/png": 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\n",
82 "text/plain": [ 70 "text/plain": [
83 "<Figure size 432x288 with 1 Axes>" 71 "<Figure size 432x288 with 1 Axes>"
84 ] 72 ]
@@ -90,7 +78,7 @@
90 }, 78 },
91 { 79 {
92 "data": { 80 "data": {
93 "image/png": 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81 "image/png": 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\n",
94 "text/plain": [ 82 "text/plain": [
95 "<Figure size 432x288 with 1 Axes>" 83 "<Figure size 432x288 with 1 Axes>"
96 ] 84 ]
@@ -102,7 +90,7 @@
102 }, 90 },
103 { 91 {
104 "data": { 92 "data": {
105 "image/png": 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\n", 93 "image/png": 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\n",
106 "text/plain": [ 94 "text/plain": [
107 "<Figure size 432x288 with 1 Axes>" 95 "<Figure size 432x288 with 1 Axes>"
108 ] 96 ]
@@ -114,7 +102,7 @@
114 }, 102 },
115 { 103 {
116 "data": { 104 "data": {
117 "image/png": 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\n", 105 "image/png": 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\n",
118 "text/plain": [ 106 "text/plain": [
119 "<Figure size 432x288 with 1 Axes>" 107 "<Figure size 432x288 with 1 Axes>"
120 ] 108 ]
@@ -126,7 +114,7 @@
126 }, 114 },
127 { 115 {
128 "data": { 116 "data": {
129 "image/png": 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\n", 117 "image/png": 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\n",
130 "text/plain": [ 118 "text/plain": [
131 "<Figure size 432x288 with 1 Axes>" 119 "<Figure size 432x288 with 1 Axes>"
132 ] 120 ]
@@ -138,7 +126,7 @@
138 }, 126 },
139 { 127 {
140 "data": { 128 "data": {
141 "image/png": 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\n", 129 "image/png": 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\n",
142 "text/plain": [ 130 "text/plain": [
143 "<Figure size 432x288 with 1 Axes>" 131 "<Figure size 432x288 with 1 Axes>"
144 ] 132 ]
@@ -150,7 +138,7 @@
150 }, 138 },
151 { 139 {
152 "data": { 140 "data": {
153 "image/png": 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\n", 141 "image/png": 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\n",
154 "text/plain": [ 142 "text/plain": [
155 "<Figure size 432x288 with 1 Axes>" 143 "<Figure size 432x288 with 1 Axes>"
156 ] 144 ]
@@ -162,7 +150,7 @@
162 }, 150 },
163 { 151 {
164 "data": { 152 "data": {
165 "image/png": 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153 "image/png": 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\n",
166 "text/plain": [ 154 "text/plain": [
167 "<Figure size 432x288 with 1 Axes>" 155 "<Figure size 432x288 with 1 Axes>"
168 ] 156 ]
@@ -174,7 +162,7 @@
174 }, 162 },
175 { 163 {
176 "data": { 164 "data": {
177 "image/png": 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\n", 165 "image/png": 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\n",
178 "text/plain": [ 166 "text/plain": [
179 "<Figure size 432x288 with 1 Axes>" 167 "<Figure size 432x288 with 1 Axes>"
180 ] 168 ]
@@ -186,7 +174,7 @@
186 }, 174 },
187 { 175 {
188 "data": { 176 "data": {
189 "image/png": 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\n", 177 "image/png": 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\n",
190 "text/plain": [ 178 "text/plain": [
191 "<Figure size 432x288 with 1 Axes>" 179 "<Figure size 432x288 with 1 Axes>"
192 ] 180 ]
@@ -198,7 +186,7 @@
198 }, 186 },
199 { 187 {
200 "data": { 188 "data": {
201 "image/png": 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\n", 189 "image/png": 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\n",
202 "text/plain": [ 190 "text/plain": [
203 "<Figure size 432x288 with 1 Axes>" 191 "<Figure size 432x288 with 1 Axes>"
204 ] 192 ]
@@ -210,7 +198,7 @@
210 }, 198 },
211 { 199 {
212 "data": { 200 "data": {
213 "image/png": 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\n", 201 "image/png": 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\n",
214 "text/plain": [ 202 "text/plain": [
215 "<Figure size 432x288 with 1 Axes>" 203 "<Figure size 432x288 with 1 Axes>"
216 ] 204 ]
@@ -222,7 +210,7 @@
222 }, 210 },
223 { 211 {
224 "data": { 212 "data": {
225 "image/png": 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\n", 213 "image/png": 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\n",
226 "text/plain": [ 214 "text/plain": [
227 "<Figure size 432x288 with 1 Axes>" 215 "<Figure size 432x288 with 1 Axes>"
228 ] 216 ]
@@ -234,7 +222,7 @@
234 } 222 }
235 ], 223 ],
236 "source": [ 224 "source": [
237 "drawTypeDistributions('../input/human_models_75/', 1500)" 225 "drawTypeDistributions('../input/human/', 1500)"
238 ] 226 ]
239 }, 227 },
240 { 228 {
@@ -433,7 +421,7 @@
433 }, 421 },
434 { 422 {
435 "cell_type": "code", 423 "cell_type": "code",
436 "execution_count": 8, 424 "execution_count": 4,
437 "metadata": {}, 425 "metadata": {},
438 "outputs": [], 426 "outputs": [],
439 "source": [ 427 "source": [
@@ -467,25 +455,28 @@
467 "name": "stdout", 455 "name": "stdout",
468 "output_type": "stream", 456 "output_type": "stream",
469 "text": [ 457 "text": [
470 "{'EAnnotation': 0.04240463215258856, 'EClass': 0.1558242506811989, 'EAttribute': 0.12880336058128974, 'EStringToStringMapEntry': 0.07317211625794733, 'EGenericType': 0.3791439600363306, 'EReference': 0.14208673932788374, 'EPackage': 0.01759763851044505, 'EDataType': 0.005619891008174387, 'EEnumLiteral': 0.03139191643960036, 'EEnum': 0.008174386920980926, 'EOperation': 0.009366485013623978, 'EParameter': 0.00607402361489555, 'ETypeParameter': 0.00022706630336058128, 'EObject': 0.00011353315168029064}\n" 458 "0.9999999999999998\n",
459 "{'EAttribute': 0.23539778449144008, 'EClass': 0.30996978851963747, 'EReference': 0.33081570996978854, 'EPackage': 0.012789526686807653, 'EAnnotation': 0.002517623363544813, 'EEnumLiteral': 0.07275931520644502, 'EEnum': 0.013645518630412891, 'EDataType': 0.004028197381671702, 'EParameter': 0.005941591137965764, 'EGenericType': 0.002014098690835851, 'EOperation': 0.009415911379657605, 'ETypeParameter': 0.0007049345417925478}\n"
471 ] 460 ]
472 } 461 }
473 ], 462 ],
474 "source": [ 463 "source": [
475 "import numpy as np\n", 464 "import numpy as np\n",
476 "import scipy.stats as stats\n", 465 "import scipy.stats as stats\n",
477 "graphStats = getModels('../input/human_models_75/', 1500)\n", 466 "graphStats = getModels('../input/human_30_500_no_xml/', 1500)\n",
478 "totalNodes = sum(list(map(lambda g: g.numNodes, graphStats)))[0]\n", 467 "totalNodes = 0\n",
479 "typeMap = {}\n", 468 "typeMap = {}\n",
480 "for g in graphStats:\n", 469 "for g in graphStats:\n",
481 " gKeys = g.nodeTypeStat.keys()\n", 470 " gKeys = g.nodeTypeStat.keys()\n",
482 " size = g.numNodes[0]\n", 471 " size = g.numNodes[0]\n",
472 " totalNodes += size\n",
483 " for key in gKeys:\n", 473 " for key in gKeys:\n",
484 " curNum = typeMap.get(key, 0)\n", 474 " curNum = typeMap.get(key, 0)\n",
485 " typeMap[key] = curNum + float(g.nodeTypeStat[key]) * size\n", 475 " typeMap[key] = curNum + float(g.nodeTypeStat[key]) * size\n",
486 "\n", 476 " \n",
487 "for key in typeMap.keys():\n", 477 "for key in typeMap.keys():\n",
488 " typeMap[key] /= totalNodes\n", 478 " typeMap[key] /= totalNodes\n",
479 "print(sum(typeMap.values()))\n",
489 "print(typeMap)" 480 "print(typeMap)"
490 ] 481 ]
491 }, 482 },
@@ -550,32 +541,70 @@
550 }, 541 },
551 { 542 {
552 "cell_type": "code", 543 "cell_type": "code",
553 "execution_count": 32, 544 "execution_count": 20,
554 "metadata": {}, 545 "metadata": {},
555 "outputs": [], 546 "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 ],
556 "source": [ 583 "source": [
557 "import matplotlib.pyplot as plt\n", 584 "import matplotlib.pyplot as plt\n",
558 "from shutil import copyfile\n", 585 "from shutil import copyfile\n",
586 "import statistics \n",
559 "\n", 587 "\n",
560 "# graphStats = getModels('../input/human_models/', 1500)\n", 588 "graphStats = getModels('../input/human_30_500_no_xml/', 1500)\n",
561 "# sizes = []\n", 589 "sizes = []\n",
562 "filenames = reader.readmultiplefiles('../input/human_models/', 1500, False)\n", 590 "filenames = reader.readmultiplefiles('../input/human/', 1500, False)\n",
563 "count = 1\n", 591 "count = 1\n",
564 "for filename in filenames:\n", 592 "# for filename in filenames:\n",
565 " graphStat = GraphStat(filename)\n", 593 "# graphStat = GraphStat(filename)\n",
566 " size = graphStat.numNodes[0]\n", 594 "# size = graphStat.numNodes[0]\n",
567 " if(size <= 87 and size >= 67):\n", 595 "# if size >= 30 and size <= 500 and not ('EAnnotation' in graphStat.nodeTypeStat.keys() and 'EStringToStringMapEntry' in graphStat.nodeTypeStat.keys()):\n",
568 " copyfile(filename, '../input/human_models_75/{}.csv'.format(count))\n", 596 "# copyfile(filename, filename.replace('human', 'human_30_500_no_xml'))\n",
569 " count+=1\n",
570 " \n",
571 " \n", 597 " \n",
572 " \n", 598 " \n",
573 "# for g in graphStats:\n", 599 "for g in graphStats:\n",
574 "# size = g.numNodes[0]\n", 600 " size = g.numNodes[0]\n",
575 " \n", 601 " if size >= 30 and size <= 500 and not ('EAnnotation' in g.nodeTypeStat.keys() and 'EStringToStringMapEntry' in g.nodeTypeStat.keys()):\n",
576 "# print(min(sizes))\n", 602 " sizes.append(g.numNodes[0])\n",
577 "# print(len(sizes))\n", 603 "print(max(sizes))\n",
578 "# plt.hist(sizes, bins=10)\n" 604 "print(min(sizes))\n",
605 "print(statistics.mean(sizes))\n",
606 "print(len(sizes))\n",
607 "plt.hist(sizes, bins=10)\n"
579 ] 608 ]
580 }, 609 },
581 { 610 {