Results & Graphs.ipynb 209 KB
Newer Older
Kruyff,D.L.W. (Dylan)'s avatar
Kruyff,D.L.W. (Dylan) committed
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "\n",
    "with open(\"results.json\", \"r\") as jsonFile:\n",
    "    data = json.load(jsonFile)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Track Size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "\n",
    "labels = ['PSEUDo (DTW)', 'PSEUDo (ED)', 'DTW', 'L2']\n",
    "\n",
    "x = [20, 40, 60]\n",
    "width = 0.2\n",
    "colors = ['#004c6d', '#004c6d', '#6996b3', '#6996b3', '#6996b3']\n",
    "styles = ['solid', (0, (5, 1)), 'dashdot', (0, (1, 10)), (0, (3, 10, 1, 10))]\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "fig.set_size_inches(10, 7)\n",
    "\n",
    "for i in range(len(labels)):\n",
    "    result = []\n",
    "    for j in ['track1', 'track2', 'track3']:\n",
    "        result.append(data[j]['query_values'][i] + data[j]['preprocess_values'][i])\n",
    "    ax.plot(x, result, linestyle=styles[i], color=colors[i], label=labels[i])\n",
    "\n",
    "ax.set_ylabel('Time (s)', fontsize=20)\n",
    "ax.set_title('Computing time by increasing track size', fontsize=20)\n",
    "ax.set_xticks(x)\n",
    "ax.set_xticklabels(x, fontsize=18)\n",
    "\n",
    "fig.legend()\n",
    "fig.tight_layout()\n",
69
    "plt.savefig('images/track_computing_time')\n",
Kruyff,D.L.W. (Dylan)'s avatar
Kruyff,D.L.W. (Dylan) committed
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import matplotlib.ticker as ticker\n",
    "\n",
    "labels = ['20', '40', '60', '20', '40', '60', '20', '40', '60']\n",
    "\n",
    "performance_data = []\n",
    "\n",
    "colors = ['#004c6d', '#004c6d', '#c1e7ff', '#c1e7ff']\n",
    "\n",
    "\n",
    "x = 1.7 * np.arange(len(labels))  # the label locations\n",
    "width = 0.35  # the width of the bars\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "fig.set_size_inches(10, 7)\n",
    "\n",
    "for index, i in enumerate(['pseudo_values', 'pseudo_ed_values', 'ed_values']):\n",
    "    result = [None]*(9)\n",
    "    result[::3] = data['track1'][i]\n",
    "    result[1::3] = data['track2'][i]\n",
    "    result[2::3] = data['track3'][i]\n",
    "    ax.bar(x + (index-1) * width, result, width, edgecolor='black', color='#c1e7ff' if i == 'ed_values' else '#004c6d')\n",
    "\n",
    "\n",
    "ax.set_ylabel('% Relative to DTW', fontsize=20)\n",
    "ax.set_title('Performance by increasing track size', fontsize=20)\n",
    "ax.set_xticks(x)\n",
    "ax.set_xticklabels(labels, fontsize=18)\n",
    "\n",
    "fig.tight_layout()\n",
125
126
    "plt.savefig('images/track_performance')\n",
    "\n",
Kruyff,D.L.W. (Dylan)'s avatar
Kruyff,D.L.W. (Dylan) committed
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sample Size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "\n",
    "labels = ['PSEUDo (DTW)', 'PSEUDo (ED)', 'DTW', 'L2', 'SAX']\n",
    "\n",
    "x = [25000, 50000, 75000, 100000]\n",
    "width = 0.2\n",
    "colors = ['#004c6d', '#004c6d', '#6996b3', '#6996b3', '#6996b3']\n",
    "styles = ['solid', (0, (5, 1)), 'dashdot', (0, (1, 10)), (0, (3, 10, 1, 10))]\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "fig.set_size_inches(10, 7)\n",
    "\n",
    "for i in range(len(labels)):\n",
    "    result = []\n",
    "    for j in ['sample1', 'sample2', 'sample3', 'sample4']:\n",
    "        result.append(data[j]['query_values'][i] + data[j]['preprocess_values'][i])\n",
    "    if i == 4:\n",
    "        ax.plot(x[:3], result[:3], linestyle=styles[i], color=colors[i], label=labels[i])\n",
    "    else:\n",
    "        ax.plot(x, result, linestyle=styles[i], color=colors[i], label=labels[i])\n",
    "\n",
    "ax.set_ylabel('Time (s)', fontsize=20)\n",
    "ax.set_title('Computing time by increasing sample size', fontsize=20)\n",
    "ax.set_xticks(x)\n",
    "ax.set_xticklabels(x, fontsize=18)\n",
    "\n",
    "fig.legend()\n",
    "fig.tight_layout()\n",
187
    "plt.savefig('images/sample_computing_time')\n",
Kruyff,D.L.W. (Dylan)'s avatar
Kruyff,D.L.W. (Dylan) committed
188
189
190
191
192
193
194
195
196
197
198
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
199
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsgAAAHwCAYAAAC7apkrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3dd7gkZZn38e/NEBRQgoSBGWAMKGBAdFREFBBWRVHU14ARFcVdCeYV3VUx7bprXowYAMOqBAVEDDhERUHSqggIwpAGYQQBBcn3+8dTx3lo+pzuntPpnPl+rquvPqequuquqq4+v1P91FORmUiSJEkqVhp1AZIkSdI4MSBLkiRJFQOyJEmSVDEgS5IkSRUDsiRJklQxIEuSJEkVA7I0RBGxf0T8PiL+HhEZEW8ZdU0rsojYsdkPB65Iy54pmu1z8qjrWFFExIHNNt9xDGpZHBGLR12HVlwrj7oAaVgiorXT73uAvwC/Ab6amd8a8PL3AD4DnAt8Grgd+NUglylJknpnQNaK6APN8yrAI4DnAztFxOMz820DXO5uE8+ZuWSAy9HMcCawJfDnURcyxrYEbh11ERqJnUddgFZsBmStcDLzwPr3iNgZOAF4S0T8T2YuHtCiN26WbzgWmXkrcOGo6xhnmen2WUFl5h9HXYNWbLZB1govMxdRgkoAT5gYHhHzI+KzEXFpRNweEddHxLER8YTWedRt9yLi5RFxRkT8rWlHd2DTvGOnZtqceLTMY+eI+HFE3BARt0XEHyLioxGxVpvlndzMY9WIeF9EXNTUeGjL+FWa8X9s5nlhRLyhms8/R8RvmzbRV0XEByLiPp8LEfGaiDiq2RZ/j4ibI+IXEfHKdtu0Wv7KEfGeiLi4qe/KiPiviFh1ktdtERFfa7bb7RFxXUScFhH/Msm0hzbzvD0iro2I/42IR7SbdycR8eSI+FlE3BQRf42In0TEwpZpPtqs16snmcfjm/E/6GJ5bdsgD3rbTbTrjYi5EfGViLg6Iu6OiNdU0zwpIo6MiD9FxB3Nsr8UERtPss6fiYj/q967F0fEJyJinTbTrxqlLf45EfGXiLi1qfmYiNilXa0tw+pj7UURcWYzjxsi4jsRMW+S7fOEiPhps29vbvb1k6PHdrcRsWFEfDzKMXdLRNzY/HxoRDykZT33jYjjI+LyZp/c0Cx310nmvbh5rBkRn2q2+98j4ryIeH4zTf2+uC3Ksb1vm3n94/3VzXu7i/We9vEWxZ4RcXpELG3qv7Kp56XttkX1+4KoPjsnebymZR5df4ZLrTyDLBXRPCdARDwO+CmwLvAT4HvAepTmGD+PiBdk5vFt5vN24J+AHwAnAWsBJzfjXgNsxrImHssWHvFG4AvALcARwHXAjsC7gOdGxFMy88Y2yzuKEup/BBzdvK72HeBJwPHAncCLgIMj4k7gMcCewHHAIuB5wPsoX2n/V8t8vgD8HjgVuAZ4EPBs4BsR8YjMfG+b2gD+F3hqU9/NzWv+FdgAeG3LNnhOs+6rAT8Gvg2sDWzdvOYL1bTPouyTVSjb+hJgPvBC4DkRsVNmnjNJTe08CXg38DPgc8DDmnk9LSKekZmnNdN9EXgn8Ebg623m88bm+Us9LHsyA9l2jXUp7d//RtmO9wDXNvN6LfBlShv5Y4Ergc2B11Pei9tm5hXVvN4AvAA4hbL95gCPA94G7BoRT8rMv1bTHwq8DPgdZRv+nfLtyvbAs5p5dONNlPfssc2ynwS8FNg6Ih6bmbdX2+eplON5Fcox80fg0ZRj9MQul0dErA78Ango5VunH1A+OzYDdgeOBC5tJl+Xcs3B6c20S4GNgOcCx0fEGzLzK20Ws0oz/brAMcCqlO11VEQ8o1nvJ1HeF7cDLwYOioilmfndNvPr9r091Xr363j7SFPLZcDhwE2UbfKEZj3a1T/hRtp8djb2pXwm/aM5zjQ+w6UiM334WCEelPCbbYbvQgkI91D+0K1M+QNwG7BDy7QbA1dTQuJq1fADm/nfAmwzyfJPnmT5m1H+0N0MbNEy7vPNfA9uNy/KBYbrTbYs4NfA2tXwhwB3UC5OvAyYV41bm9Iedimwcsv8HtpmGatSgvWd9Xxaln82sG41fI1m294NzK2Gr0f5Y3lH6zZvxs+vfl6nqf/PwFYt0z2SEvrO6fI9sePE+wLYt2Xc7s3wi4GVquHHNcMf3TL9msBfgSuAOT0s+8Bhbbv6OKCE09b9/PBmPpe02adPb5b9/Tbv3/usL7BXs5x3VcPWohxnZ03ymge1qfXklmEHNsNvbrMP/rcZ95Jq2ErNPkxg15bp/7naHjt2sc+e20z7qUmOhwdUv6/Wuu2rbfA74Abg/i3jFjfz/wH3/nx5ajP8BiY/ps/tw3t7YtvuWA3r5/F2PXAVsHqbceu1/L4YWNzFPD/Q1HzUxLqwHJ/hPny0PmxioRVO85XjgRHxkYg4knLGLYBPZ+blwHMoZ4gOysxT6tdmaT/838Bc2l9EcnBmnttjSa+k/HH9bN63zeW/UULXqyJitTavfW9mTnWR1wFZnXnOzEuBn1PC8Icy8+pq3I2UP8zrAff6mjrbtAfMzDsoZ6RWZvILat6VmTdUr7kF+BYltNRf8e4JPBD4Qus2b153VfXrq5v635+Zv2+Z7nzK2c9tImKrSWpq5xLKPyP1vI6hnJl8GCWgTJg4G7t3yzxeQQnJX8nMu3tY9mQGse0m3AG8IzPvahn+L5SzhG+u3xvNfE6knK19bkQ8oBp++STr+zVKiH1mPRvKsXY7JSi31np9m/lM5n8y87ctw77cPD+xGrYdZR+elJk/apn+YOAPPSxzwt9bB2TmHVmdKc/M29tt+8y8ibJt1qFq0tXiLVmdAc9ylvey5jXvanNM/wJ4dETMaTOvXt7b7fT7eLuT8o/WvXT4HGsrSlOn91EueH1lZk68p6bzGS4BNrHQiun9zXNSvrY7jdLN2zeb4U9unjeL9n3Ubt48b0lpulA7cznqeVzzfJ+vejPzLxFxLvA0YAvg/3pc3llthk1cJHh2m3EToWg+cPnEwIjYlNLcY2dgU+D+La9r2+5zkuVf2TzX7VO3bZ5bA0w7E/tn60n2z8Ob5y0pzUK6cVr1x7V2MrADsA0lUEzUeBnln5Z3ZbnYDkpgvhto97X58hjEtpuwODNbm+PAsm27wyTtNDegNKF4OM37JyJWoTQt2QPYinKGtD758o/3RmbeHKV99nOB8yLiKMrxd0a1HbvV7fbZpnn+eevEmXlPRJzOsvdMJ6dQjpEDmq/wj6eE0/Pa/ZMQEY+kNMl5GqUpwf1aJml33NzY7h9SynH7YCY/budQQt/VLeN6eW+308/j7VvAfsD5EXFEs9xfNv809CQidqIca5cBz83M+p+W6XyGS4ABWSugzIwOkzyoeX5xh+nWbDPsT71XxMRFeNdMMn5i+Nq9Lm+SPzwTZw2nGrfKxIDmwqMzKaHjNEq7vpsoYXAB5Qxmu7PbZPt20xPLqM92Taxb6x/3dib2zxumnKr9/pnMtZMMn9i+/7hQsglVXwI+SmnzekhEPJ7yj87R2adeSga07SZM9r6Z2Lbv7PD6ett+l9IG+VJKm9k/Uc4QA7yF+743Xkr5Z+vlLGtTelvzbc47MnOyfdGq2+0zse8mm2+3y5sI+NtS6n4ey86O/zkiPg98ODPvBGimO5Hyd3YR5ez7zZQz54+lNHNod9xMFhbvamro6ritdP3enkQ/j7e3Utp/vw44oHncFRHHA2/PzEu6mAcRsSWlTfEtwHPa/LM3nc9wCTAgS+1M/AHaPTOP7fG1rTcj6WV5c4Hz24zfqGW6ZQvLXJ7l9eptlD84r83MQ+sREfEySkCeromwMw9o/dq81cR22Dozf9OHZQNsOMnwuS3LnPA1Skh6I3AI/b04r1e9bLsJk71vJtZzrcy8udNMmp4QXkC5AOzZE+GwGbcS5QLBey+4nOk7EDgwIjahnF19DaWp0QI6f+Xfq4n1mGwfTza8rabZxF4REZQz5k8H9qF81b8SMHHB6r9TvmnZKTNPrucREe+mBORh6PW93apvx1tzlv0zwGciYgPKhZl7UILsIyPikXXTknaa1/2Q0ib/mZl5wRQ1L89nuATYzZvUzsTd7fr9h3oyE22Wd2wdERFrU8423Qa0+0MwDA9rno9qM26HPi1jYpu37f5qkmn7uX+2jzbd27Fsn9yrXXlmLqX0WPCkiHgKpZeBxZSz68PWy7brdl7dbtuJ98axdThuPJH7NsW5l8y8MssdLJ9JuWBs+4h40FSvWQ4T+2771hHNPt9ueWaaxfmZeRCl5xooPSRMeBhwQ2s4bvTruOlGT+/tNgbyeZiZ12Xm9zLzJZQz7Q8FHjXVayLi/pTrJB4MvD4zT5pk0mF/hmsWMiBL93UM5WvAfSLi2e0maPoVXb1Py/sm5cKV/SLiYS3jPkS5AOubnc6sDNDi5nnHemBEPJPS9Vc/HEY50/cvEfG01pERMb/69RDKWdP3R8QT20y7UnTZp21lc0r3WfV8dqcEmUsoTUtaTVys913KV7UHT9LWc9B62XadfJbyXvxURNynXW6Uvn3r0LG4ed6xZboNKBdwtr5+/Yh4UpvlrgE8gNJU4I4e6u3GLyjH805x3/6H96b79sdExKMiYkGbURNnaet21IuBdSPiMS3z2It7X7g4aMvz3q715XiLiNWi9PUeLcNXoXTFBlPcNbEJ+d+k/OP1gcxs183ihGF/hmsWsomF1CIz74yIF1L6zvxhcxHPeZQP700oV54/hNL0Ydq3wc3MxRHxFkqgOCciDqd0tbYD5WKTCyltNkfl85R+d49oLqq6mnKm51mUvkxfOsVru5KZf46Il1POyp4UET+idGH3QEp/zZtQzhqRmddHxIuA7wO/iohFlKYp91AuIHwypUlI6wVRU/kx8IkmQP0fy/qKvQ3Yq13wzcxfRMT/UfoavpPS7GLoetl2Xczrwoh4HWVdzo+IH1N6eViFsm2fSnlvbtG85NeUAPrC5jj5OSUs7gpcxLILQifMo+yzC4BzKBfVPZByG/a5lJ4p/kofNW3GX0/Zx8c27+E/UrbNP1EubtyVNr1qtLEL8MlmXS+k9Ds+n9Jc4h7gY9W0n6YE4Z83x/RNlN5HtqfsqxdNf+260vN7u9bH4+3+lKY4iyPiDMpFwPej7IMtKd9CTPUt2Yuauq+H0htRm2mOzszzhv0ZrtnJgCy1kZm/iYitKe1vd6MExHsoF8ydS+kJo+duiaZY3ucj4hLgHcD/A1anhIePAf8xyQVbQ9Fsi52AD1NuVrEy5Q/tCylnlqYdkJvl/LBp0zrRW8YzKP2vXgj8Z8u0i5ozc++ghJCnUs48LqF8XduuOchUzgA+SDljvy+lK7ITgX/LzF9P8bpDKEHomB4uLuu7XrZdF/P6ZhP83065++MzKBdDLaEEu+9W094dEc9j2Xtjf8o/UF9phrX2arCYcuzs2Mx7PUrfvhdRLtj6Ti+19rBOJ0fEDk1Nz2kGn9HU8Irm945trimB69OUdtO7U8L9NZQbe3wyM0+vlvnjiHgupS3ySykXtZ7ZLPMhDC8gL+97+x/6dLzdQnl/7kRp1vJ8SheWf6R0L9jpH8yJs70PYllPRK0WU4Lw0D/DNfvEcK7xkaTZJ8qtvfcEdslyy3LNMBHxC8rd5tZq+pqeFZpmDydRmiMcONpqpJnHNsiStByaHhj2oFw82fXtijV8EbF6c8Fr6/DXUM5m/nQ2hWNJ02cTC0nqQdPe9+GUcLwa5W6GfhU33jYFzo2IEygXpq1MuUHG9pRmQm8fYW2SxpABWZJ6szelDeqVwFszs9f2zhq+ayl3cduB0gZ2NcqNMg4BPjLJneskrcBsgyxJkiRVZv0Z5PXWWy8XLFgw6jIkSZI0Zs4+++w/Z+b6rcNnfUBesGABZ5111qjLkCRJ0piJiMvbDbcXC0mSJKliQJYkSZIqBmRJkiSpYkCWJEmSKgZkSZIkqWJAliRJkioGZEmSJKliQJYkSZIqBmRJkiSpYkCWJEmSKgZkSZIkqWJAliRJkioGZEmSJKliQJYkSZIqBmRJkiSpYkCWJEmSKiMNyBHxtYi4LiJ+Vw1bNyJOiIiLm+d1qnHvjohLIuKiiHjmaKqWJEnSbDbqM8iHAs9qGXYAsCgzNwcWNb8TEVsBewCPbF7z+YiYM7xSJUmStCIYaUDOzFOBG1oG7w4c1vx8GPD8avh3MvP2zLwMuAR44lAKlSRJ0gpj1GeQ29kwM68BaJ43aIbPA66spruqGXYfEbF3RJwVEWctXbp0oMUOy6abLSAiunrcf/U1uppu080WuB6ux9jWJqk/uj3Ox/mzyvWYuesxU/9+rDzqAnoQbYZluwkz82DgYICFCxe2nWamufKKyznlmu5WZYeNoqtpd9io3SYdLNdj6umGrdv1GEVtkvqjl+N8nD8PXI/JpxuF2f73YxzPIF8bERsBNM/XNcOvAjapppsPLBlybZIkSZrlxjEgHwvs2fy8J3BMNXyPiFgtIh4MbA6cOYL6JEmSNIuNtIlFRHwb2BFYLyKuAt4PfBQ4PCL2Aq4AXgyQmedHxOHA74G7gH0y8+6RFC5JkqRZa6QBOTNfNsmonSeZ/iPARwZXkSRJklZ049jEQpIkSRoZA7IkSZJUMSCrL+bOm99Vf4jjbrashyRJWn4zqR9kjbFrl1wNu+3XecLjDhp8MdMwW9ZDkiQtP88gS5IkSRUDsiRJklQxIEuSJEkVA7IkSZJUMSBLM0i3vWzMnTd/1KVKkjRj2YuFNIN028vGtfayIUnScvMMsiRJUhuz5Vu72bIew+QZZEmSpDa6/tbu+M+P9U2k/PaxdwZkSZKk6bjn7u5uMgXeaGqGsImFJEmSVDEgS5IkSRUDsqbUbcN+SZJ61e3fGP/OaNhsg6wpdduwf9zbVM2dN7+siyRpbHT9NwbG/u+MZhcDslYIsyXoS5KkwbOJhSRJklQxIEuSJEkVA7IkSZJUMSBLkiRJFQOyJEmSVDEgS5IkSRUDsiRJ6itvMqWZzn6QJUlSX9n3vGY6zyBLkiRJFQOyJEmSVDEgD0i37a/mzps/6lI1G600x/Z/kqTedPm3Y0X4+2Eb5AHptv3Vtba/0iDcc7ft/yRJven2bwfM+r8fnkGWJEmSKgZkSZLGhM3zpPFgEwtJksaEzfOk8eAZZEmSJKliQJYkSZIqBmRJkiSpYkCWJEmSKgZkSZIkqWJAliRJkioGZEmSJKliQJYkSZIqBmRJkiSpYkCWJEmSKgZkSZIkqbLyqAtY4a00h4gYdRWSJElqGJBH7Z67Ybf9Ok933EGDr0WSJEk2sZAkSZJqBmRJkiSpYkCWJEmSKgZkSZIkqWJAliRJkioGZEmSJKliN2+SJM009qEvDZQBWZKkmabbPvTBfvSl5WATC0mSJKliQJYkSZIqBmRJkiSpYkCWJEmSKgZkSZIkqWJAliRJkioGZEmSJKliQJYkSZIqBmRJkiSpYkCWJEmSKgZkSZIkqWJAliRJkioGZEmSJKliQJYkSZIqBmRJkiSpYkCWJEmSKgZkSZIkqWJAliRJkioGZEmSJKliQJYkSZIqYxuQI+KtEXF+RPwuIr4dEfeLiHUj4oSIuLh5XmfUdUqSJGl2GcuAHBHzgP2BhZn5KGAOsAdwALAoMzcHFjW/S5IkSX0zlgG5sTJw/4hYGVgdWALsDhzWjD8MeP6IapMkSdIsNZYBOTOvBj4OXAFcA9yUmT8FNszMa5pprgE2aPf6iNg7Is6KiLOWLl06rLIlSZI0C4xlQG7aFu8OPBjYGFgjIl7Z7esz8+DMXJiZC9dff/1BlSlJkqRZaCwDMrALcFlmLs3MO4HvAdsB10bERgDN83UjrFGSJEmz0LgG5CuAbSNi9YgIYGfgAuBYYM9mmj2BY0ZUnyRJkmaplUddQDuZeUZEHAmcA9wFnAscDKwJHB4Re1FC9ItHV6UkSZJmo7EMyACZ+X7g/S2Db6ecTZYkSZIGYlybWEiSJEkjYUCWJEmSKgZkSZIkqWJAliRJkioGZEmSJKliQJYkSZIqBmRJkiSpYkCWJEmSKgZkSZIkqWJAliRJkioGZEmSJKliQJYkSZIqBmRJkiSpYkCWJEmSKgZkSZIkqWJAliRJkioGZEmSJKkyZUCOiFWGVYgkSZI0DjqdQf5LRPwoIt4ZEY8bSkWSJEnSCK3cxfhnAs8AiIgbgZOARcDPMvPiwZYnSZIkDVengLw28BTg6c1jIfBC4AUAEXE1JSwvAhZl5jWDK1WSJEkavCkDcmbexrIATEQ8ANiBZYH50cCewKub8RdRzizvP8CaJUmSpIHpdAb5XjLzr8BxzYOIeBDLwvIzgC2ARwAGZEmSJM1I0+3mbdPqscH0y5EkSZJGq6czyBGxBcvOGO8IrAMEcA1wLOUCvpP6W6IkSZI0PFMG5IjYjGWBeCdgI0ogvg74GXAycFJmXjTYMiVJkqTh6HQG+dLm+XrgVJozxJn5+4FWJUk92HSzBVx5xeUdp9tk08244vLFgy9IkjSjdQrIASTwG+Bs4CzgwkEXJUm9uPKKyznlmuw43Q4bxRCqkSTNdJ0C8itY1sTiI5Sw/LeIOI1yNvnEzDx3sCVKkiRJw9OpH+RvA9+Gf7RH3oVlF+g9G8jm7nqnsCwwnz/IgiVJkqRB6roXi8y8HPhq8yAitgR2pgTmpwG7N8OXZubc/pcqSZIkDV5P3bzVMvMC4IKI+D7wT8BbKXfWW79PtUmSJElD13NAbu6etxPlzPHOwMMmRrHsgj5JkiRpRuoYkCNiTWAHlgXiR1HC8MTl4H8EFgEnUtog/3kwpUrS9Kyy2mpEdNeThV3CSdKKq9ONQk4HFgJzWBaIl1AuyFsELMrMKwdaoST1yZ23395Vd3Bgl3CStCLrdAZ5W+AvlDvmLaKcIbYfZEmSJM1anQLyQuDczOzulIskSZI0w63UYfyvgX8fRiGSJEnSOOgUkOuL8SRJkqRZr1NAliRJklYoBmRJkiSpYkCWJEmSKt3cSe81EbFjD/PMzNx5OeuRJEmSRqqbgLygeXTLLuEkSZI0Y3UTkA8FDhtwHZIkSdJY6CYgL87MUwZeiSRJkjQGvEhPkiRJqhiQJUmSpIoBWZIkSap0aoP8WuC8YRQiSZIkjYMpA3Jm3qv3iojYEngisD6lO7elwBmZedHAKpQkSZKGqJteLIiI7YHPAI+dZPw5wP6Z+cs+1iZJkiQNXceAHBG7At8DVgP+DpwNXA0EsDHw+OZxYkQ8LzNPGFy5kiRJ0mBNGZAjYg3gq8AqwAeBj2fm31qmWRP4V+A9wNci4uGZ+fcB1StJkiQNVKdeLF4MzAXem5kHtoZjgMz8W2a+D3gf5Yzyi/pfpiRJkjQcnQLyrsANwCe6mNcngL8Az55uUZIkSdKodArIjwFOzcw7Os0oM28HTgW27kdhkiRJ0ih0CsgbApf1ML8/UppkSJJ6tOlmC4iIjo9NN1sw6lIlaVbr1IvFA4Cbe5jf34A1l78cSVpxXXnF5ZxyTXacboeNYgjVSNKKq9MZ5DmUG4L0Ys5y1iJJkiSNXDc3ClkQEU/rcn4LplGLJEmSNHLdBOQ9m0c3gt7POEuSerDKaqsR0V0zi0023YwrLl882IIkaZbpFJBPxcArSWPlzttv76qtMtheWZKWx5QBOTN3HFIdkiRJ0ljodJGeJEk9sbs6STNdN22QJUnqmt3VSZrpPIMsSZIkVQzIkiRJUsWALEmSJFUMyJIkSVLFgCxJkiRVDMiSJLVhd3XSiqvnbt4iYlPg1cA2wNrATcDZwDcz8/L+lidJmq26vWX2qG6XbXd10oqrp4AcEW8A/gdYFag/EZ4PvDci3pyZX+pjfZKkWarbW2YbQCUNW9dNLCJiZ+CLwO3AR4CnA1s2zx8GbgM+10w3bRGxdkQcGREXRsQFEfHkiFg3Ik6IiIub53X6sSxJkiRpQi9tkN8J/BV4fGa+LzNPzsyLmuf3AY8H/tZM1w+fAX6cmVsAWwMXAAcAizJzc2BR87skSZLUN70E5CcCh2fmH9uNbIYf0Uw3LRHxQOBpwFebed+RmTcCuwOHNZMdRmnaIUmSJPVNLwH5/sCfO0yztJluuh7SzOuQiDg3Ir4SEWsAG2bmNQDN8wbtXhwRe0fEWRFx1tKlS/tQjiRJklYUvQTkyyntjaeyE3DF8pfzDysDjwO+kJnbALfQQ3OKzDw4Mxdm5sL111+/D+VIkiRpRdFLQP4+8ISI+HxErF2PiIi1IuIzlOYV3+tDXVcBV2XmGc3vR1IC87URsVGzzI2A6/qwLEmSJOkfegnI/wlcCPwzcHlEnBoR342IUyhnjfcDLmqmm5bM/BNwZUQ8ohm0M/B74Fhgz2bYnsAx012WJEmSVOu6H+TMvDkitgP+G3gFsH01+lbgy8ABmXlzn2rbD/hWRKwKXAq8lhLoD4+IvSih/MV9WpYkSZIE9HijkMy8CXhjROwDbAGsRbmT3kWZeWc/C8vM84CFbUb1pZ9lSZIkqZ2uA3Jzi+kbM/PmzLwL+F2baR4ArJOZ/bhQT5IkSRq6XtogXwa8ucM0+zfTSZIkSTNSLwE5mockSZI0a/USkLuxIaXPYkmSJGlGmrINckS8umXQY9sMA5gDbAq8Cvhtn2qTJEmShq7TRXqHAtn8nMDuzaPVRNOLW4EP9KUySZIkaQQ6BeTXNs8BfA04mvY357gbuB74ZWbe2L/yJEmSpOGaMiBn5mETP0fEnsDRmfn1gVclSZIkjUgvd9LbaZCFSJIkSeOg371YSJIkSTOaAVmSJEmqGJAlSZKkigFZkiRJqhiQJUmSpIoBWZIkSap03c1bLSLWAB4OrJmZp/W3JEmSJGl0ejqDHBHzI+Io4C/AWcBJ1bjtI+L3EbFjf0uUJEmShqfrgBwRGwFnALsDxwG/pNyCesIZwAbAS/tZoCRJkjRMvZxBfj8lAO+SmS8ETqhHZuadwGnAU/pXniRJkjRcvQTkZwPHZubJU0xzBbDxtCqSJEmSRqiXgLwhcHGHae4E1lj+ciRJkqTR6iUg3wBs0mGahwN/Wv5yJEmSpNHqJSD/AnheRMxtNzIiNgeeRYiRREEAABY8SURBVNWzhSRJkjTT9BKQPwbcDzglInYFVofSJ3Lz+w+Ae4BP9L1KSZIkaUi6vlFIZp4REXsDX6R08zbh5ub5LuB1mXl+H+uTJEmShqqnO+ll5iER8XPgTcC2wIOAm4BfAZ/NzIv6X6IkSZI0PD3fajozLwbeOoBaJEmSpJHr5U56Ww2yEEmSJGkc9HKR3u8i4oyIeFNErDuwiiRJkqQR6iUg/xR4HHAQsCQijoiI3SJizmBKkyRJkoav64Ccmc+i3CjkAOAS4P8Bx1DC8icjYuvBlChJkiQNTy9nkMnMP2XmxzLzUcBC4HNAAG8BzomI8yLiLQOoU5IkSRqKngJyLTPPycz9gY2BFwBHA1sBH+9TbZIkSdLQLXdArqwObNA8VqacUZYkSZJmpJ77QQaIiACeCewJ7A6sBiSwCDi0X8VJkiRJw9ZTQI6IR1JC8SuAuZSzxRcDhwFfz8yr+l6hJEmSNERdB+SIOAvYhhKKbwK+Ahyamb8cUG2SJEnS0PVyBnkb4ARKE4qjM/O2gVQkSZIkjVAvAXmTzFwysEokSZKkMdDLjUIMx5IkSZr1Jj2DHBFPa348MzNvq37vKDNPnXZlkiRJ0ghM1cTiZErXbVsCf6h+78acaVUlSZIkjchUAfmDlED855bfJUmSpFlr0oCcmQdO9bskSZI0G3V9kV5EbBoRD+wwzQMiYtPplyVJkiSNRtcBGbgMeHOHafZvppMkSZJmpF4CcjQPSZIkadbqJSB3Y0Pglj7PU5IkSRqaKe+kFxGvbhn02DbDoHTrtinwKuC3fapNkiRJGrpOt5o+lGVduyWwe/NoNdH04lbgA32pTJIkSRqBTgH5tc1zAF8DjgaOaTPd3cD1wC8z88b+lSdJkiQN15QBOTMPm/g5IvYEjs7Mrw+8KkmSJGlEOp1B/ofM3GmQhUiSJEnjoN+9WEiSJEkzWtdnkAEiYg3gTcAzgXnAam0my8x8aB9qkyRJkoau64AcEWsDPwe2Am4GHgjcBKwK3L+ZbAlwZ59rlCRJkoamlyYW/04Jx3sB6zTDPgWsCWwHnAP8EdiynwVKkiRJw9RLQH4ecGpmHpKZE30jk8WvgGcDWwD/1ucaJUmSpKHpJSBvQjlLPOEeqjbImXkd8CNgj/6UJmm2mjtvPhHR8TF33vxRlypJWgH1cpHerZQbgky4CZjbMs21lIv3JGlS1y65Gnbbr/N0xx00hGokSbq3Xs4gX0k5izzh98DTImJONWx74E/9KEySJEkahV4C8inADhERze/fBR4K/DAi9omII4BtgeP7XKMkSZI0NL00sTiM0qXbfMrZ5C8CTweeDzyjmeYXlN4uJEmSpBmpl1tNnwP8S/X7XcALI+LxwMOAxcCvM/OefhcpSZIkDUtPd9JrJzPPBs7uQy2SJEnSyPXSBlmSJEma9SY9gxwR71vOeWZmfmg5XytJkiSN1FRNLA5cznkmYECWJEnSjDRVQN5paFVIkiRJY2LSgJyZpwyzEEmSJGkceJGeJEmSVOm5m7eIeAzwcmBLYI3M3KUZvgB4InBCZv6ljzVKkiRJQ9NTQI6IDwLvYdmZ56xGrwR8G3gLcFBfqpMkSZKGrOsmFhGxB+U20icAjwX+sx6fmZcCZwHP62eBkiRJ0jD10gZ5f+ASYPfM/A1wR5tpLgA270dhABExJyLOjYjjmt/XjYgTIuLi5nmdfi1LkiRJgt4C8qOBn2Rmu2A8YQmw4fRKupc3U0L3hAOARZm5ObCo+V2StJzmzptPRHT1mDtv/qjLlaSh6KUNcgD3dJhmQ+C25S+nWljEfOA5wEeAtzWDdwd2bH4+DDgZeFc/lidJgzJ33nyuXXL1qMto69olV8Nu+3U37XFeXiJpxdBLQL4Y2G6ykRExB9geOH+6RTU+Dfwr8IBq2IaZeQ1AZl4TERv0aVmS1JOeQ283IdQAKkljoZeAfDjw4Yh4e2Z+os34dwMPAz4z3aIiYjfgusw8OyJ2XI7X7w3sDbDppptOtxxJo7LSHCJi1FW01cuZV4OvJM0svQTkTwMvBv47Il5C08VbRHwceCqwEPgVcHAf6noK8LyIeDZwP+CBEfFN4NqI2Kg5e7wRcF27F2fmwRN1LFy4MNtNI2kGuOduz7xKkoau64v0MvPvwE7AN4DHUW4KEpT2wY8Hvgk8KzPvmm5RmfnuzJyfmQuAPYATM/OVwLHAns1kewLHTHdZkiRJUq2nG4Vk5k3AayLibcATgAcBNwFnZubSAdTX6qPA4RGxF3AF5Yy2JEmS1Dc932oaIDNvAH7SOjwi1gXenZnvnG5h1bJOpvRWQWZeD+zcr3lLkiRJrXrpB3lSEbFmRLwfuJRlXbJJkiRJM07HgBwRD42Ir0bEbyLi7Ij4dESsV43flxKM3wesAnxqcOVKkiRJgzVlE4uI2Aw4A1iHckEewGOBp0fEUyhdvz2DctvpzwH/kZl/Gly5kiRJ0mB1aoP8HmBd4HjgUEpI3osSik8GtgGOBN6emVcOrEpJkiRpSDoF5KcD52fmbhMDIuIo4HeUM8mfycy3DrA+SZIkaag6tUGeD5xYD8jMe4ATml8/PoiiJEmSpFHpFJBXA65vM/wGgMy8uu8VSZIkSSPUl27eJEmSpNmimxuF7BgR9xkGEBHvZVnvFhMyMz80/dIkSZKk4esqIDePdj5Q/ZyUsJyAAVmSNDRz583n2iXdtfrbcON5/OnqqwZckaSZrFNA/kCH8ZIkjdy1S66G3fbrbtrjDhpwNZJmuikDcmYakCVJkrRC8SI9SZIkqWJAliRJkioGZEmSJKliQJYkSZIqBmRJkiSpYkCWJEmSKgZkSZIkqWJAliRJkirLHZAjYteIODkiljaPkyLimf0sTpIkSRq25QrIEfEG4IfAxsCJwOnA1sDxEfHa/pUnSZIkDdeUt5qewnuAz2XmP258HxFrAT9vxh3Sh9okSZKkoZvyDHJE/FdErNZm1CbA9+oBmXkT8NNmnCRptllpDhHR8SFJM12nM8h7Ac+LiL0y8/Rq+MXAGyPiV5n5d4CIWAC8EPjDIAqVJI3YPXfDbvt1nu64gwZfiyQNUKc2yFsB5wOnRsSnI2L1Zvi/Ay8GlkTEryLiXEow3qQZJ0mSJM1IUwbkzLwuM18E7NE8fhsRO2XmUcATgOOBVYAEvgs8PjOPHXDNkiRJ0sB0dZFeZh4ZEScCBwE/i4gvA+/MzFcMtDpJkiRpyLru5i0zb2gC8e7Ac4DzI+JZA6tMkiRJGoGe+0HOzOOARwInUPo9PjQi1u57ZZIkDYK9cUjqoGMTi4jYFdgH2Ay4HPh8Zh4P7BUR3wEOBn4fEW/KzKMHWq0kSdNlbxySOujUD/JLKXfM2w64pXn+QUS8DCAzTwAeBXwfOCoivhMR6w22ZEmSJGlwOjWxeA+lm7cFmbktsAC4ADhgYoLMvCUz9wF2Ah7XjJckSZJmpE4B+SHAjzLzZoDm+fhm+L1k5qnAY4BD+1yjJEmSNDSdAvJlwFMiop5uO2Bxu4kz87bMfGefapMkSZKGrtNFev8FfINyEd45wGOBLYA9B12YJEmSNAqd7qT3LUq/x5cCW1N6sXhBZn5jCLVJkiRJQ9exm7fM/AHwgyHUIkmSJI1czzcKkSRJkmYzA7IkSZJUMSBLkiRJFQOyJEmSVDEgS5IkSRUDsiRJklQxIEuSJEkVA7IkSZJUMSBLkiRJFQOyJEmSVDEgS5IkSRUDsiRJklQxIEuSJEkVA7IkSZJUMSBLkiRJFQOyJEmSVDEgS5IkSRUDsiRJklQxIEuSJEkVA7IkSZJUMSBLkiRJFQOyJEmSVDEgS5IkSRUDsiRJklQxIEuSJEkVA7IkSZJUMSBLkiRJFQOyJEmSVDEgS5IkSRUDsiRJklQxIEuSJEkVA7IkSZJUMSBLkiRJFQOyJEmSVDEgS5IkSRUDsiRJklQZy4AcEZtExEkRcUFEnB8Rb26GrxsRJ0TExc3zOqOuVZIkSbPLWAZk4C7g7Zm5JbAtsE9EbAUcACzKzM2BRc3vkiRJUt+MZUDOzGsy85zm578CFwDzgN2Bw5rJDgOeP5oKJUmSNFuNZUCuRcQCYBvgDGDDzLwGSogGNhhdZZIkSZqNxjogR8SawFHAWzLz5h5et3dEnBURZy1dunRwBUqSJGnWGduAHBGrUMLxtzLze83gayNio2b8RsB17V6bmQdn5sLMXLj++usPp2BJkiTNCmMZkCMigK8CF2TmJ6tRxwJ7Nj/vCRwz7NokSZI0u6086gIm8RTgVcBvI+K8Zth7gI8Ch0fEXsAVwItHVJ8kSZJmqbEMyJn5cyAmGb3zMGuRJEnSimUsm1hIkiRJo2JAliRJkioGZEmSJKliQJYkSZIqBmRJkiSpYkCWJEmSKgZkSZIkqWJAliRJkioGZEmSJKliQJYkSZIqBmRJkiSpYkCWJEmSKgZkSZIkqWJAliRJkioGZEmSJKliQJYkSZIqBmRJkiSpYkCWJEmSKgZkSZIkqWJAliRJkioGZEmSJKliQJYkSZIqBmRJkiSpYkCWJEmSKgZkSZIkqWJAliRJkioGZEmSJKliQJYkSZIqBmRJkiSpYkCWJEmSKgZkSZIkqWJAliRJkioGZEmSJKliQJYkSZIqBmRJkiSpYkCWJEmSKgZkSZIkqWJAliRJkioGZEmSJKliQJYkSZIqBmRJkiSpYkCWJEmSKgZkSZIkqWJAliRJkioGZEmSJKliQJYkSZIqBmRJkiSpYkCWJEmSKgZkSZIkqWJAliRJkioGZEmSJKliQJYkSZIqBmRJkiSpYkCWJEmSKgZkSZIkqWJAliRJkioGZEmSJKliQJYkSZIqBmRJkiSpYkCWJEmSKgZkSZIkqWJAliRJkioGZEmSJKliQJYkSZIqBmRJkiSpYkCWJEmSKgZkSZIkqWJAliRJkioGZEmSJKliQJYkSZIqBmRJkiSpYkCWJEmSKgZkSZIkqWJAliRJkioGZEmSJKkyIwNyRDwrIi6KiEsi4oBR1yNJkqTZY8YF5IiYA3wO2BXYCnhZRGw12qokSZI0W8y4gAw8EbgkMy/NzDuA7wC7j7gmSZIkzRKRmaOuoScR8SLgWZn5+ub3VwFPysx9q2n2BvZufn0EcNHQC+2/9YA/j7qIPnA9xovrMV5cj/HieowX12O8zJb12Cwz128duPIoKpmmaDPsXik/Mw8GDh5OOcMREWdl5sJR1zFdrsd4cT3Gi+sxXlyP8eJ6jJfZsh6TmYlNLK4CNql+nw8sGVEtkiRJmmVmYkD+NbB5RDw4IlYF9gCOHXFNkiRJmiVmXBOLzLwrIvYFfgLMAb6WmeePuKxhmC1NRlyP8eJ6jBfXY7y4HuPF9Rgvs2U92ppxF+lJkiRJgzQTm1hIkiRJA2NAliRJkioGZEmSJKliQB6xiHh4RHwwIn4VEUsj4q8RcV5E/FtErNEy7YERkZM83jGqdajqm6y2v7WZ9hERcXRE/CUibomI0yLi6aOou6WuqbZxRsSdXU47tP0REe+OiCMi4tJm2Ys7TN/1to+IlSLirRFxYUTcFhFXRsQnWt+bg+Lx4fHRh5o9Phif/TEZj4/h74/ZfGz0w4zrxWIWeh2wD6Wrum8BdwI7AR8GXhIR22bm31te81bue/easwddaJdO475Xtt5Z/xIRDwVOB+4C/hu4CXgD8JOI2DUzfzaMQifxPeCSNsMfA7wT+EGbcaPeH/8B3ACcA6w91YTLse0/BewPfB/4BLBl8/s2EbFLZt7TzxVpw+PD42O6PD7ubdT7YyoeH8Ww9sdsPjamLzN9jPABLATWajP8w5Q7BO5bDTuwGbZg1HVPsi4JHNrFdIcDdwOPrYatCVxOuS14jHpd2tT8pWb9njNu+wN4SPXz74DF/dj2wCOBe4CjWuaxX7PeLx/Cunl8TLGPxuXh8XGveXh8LN+6eHwMv65Ze2z042ETixHLzLMy86Y2o77bPD+q3esi4oERMZbfAETEqhGx5iTj1gCeB5ycmedNDM/MvwFfAR4OPGEohXYpIlan3JDmauDHk0wzsv2RmZd2M91ybPuXUW7t/umWWX0ZuBV45TTK7orHR+Hxsfw8Pu7L42N4xvn4mM3HRj8YkMfX/Ob52jbjfkP5euO2iDg9InYdXlkdvYhyAPw1Iq6LiIMiYq1q/GOA1YBftnntr5rnsfqAA14CPBA4JDPvbjN+nPdHrddt/wTKWYAz6wkz8zbgPEa7nzw+xofHR8XjY1o8PsZrf0yYTcdG18byP8gVXUTMAd5Haevzv9WoGynts04H/gI8AngL8MOIeF1mHjrkUludCRxBaYP1QODZwL7ADhGxXfPf5sbNtFe3ef3EsHmDLrRHe1G+Fvpay/Bx3x+tet32GwN/zszbJ5l+u4hYNTPv6GONHXl8eHwMiMfHaHl8jNf+qM2KY6NXBuTx9GlgW+A9mXnRxMDMbP26goj4GqXt0Kci4sjmQ2QkMvNJLYO+HhG/AT4CvLl5Xr0Z1+7Aua15Xr3NuJGIiEcA2wOLMvOyety47482et32q08ybev0w/6Q8/gYEx4fHh/94vExXvujxWw5NnpiE4sxExEfovzXfHBm/men6TPzeuCLlCtQtxtwecvjY5SD4DnN77c2z6u1mfZ+LdOMg72a5690M/GY749et/2tk0w72fQD5/Fxr2nGgcdHex4f/eHxMR5m/LGxPAzIYyQiDgT+HTgE+OceXrq4eV6vzyVNW2beCSxhWW1Lmud2X4NNDGv3Nc7QNRdNvJrSDc73e3jp4uZ53PZHr9t+CbBeRLT7oJtH+QptaGcAPD48PgbM42PMeHyMjRl9bCwvA/KYiIj3A+8Hvg68Pps+Ubq0efPc7oKMkYqI+1EuGJmo7beUr16e3GbybZvns4ZQWjeeC2wIfGOStlSTGdf90eu2/zXlM+KJ9YTNPn0sQ9xPHh+Ax8egeXyMGY+PsTFjj41pGXU/cz4SygUVSflwW2mSaVamfX+XmwDXUzoav/8I1+FBkwz/WLNu/1oNO4LSn+LW1bCJ/hT/wJj0Ywkc19T+6JmyP+jcl2XX2x54NFP3ZfnKIa2Tx4fHR79q9vgYo/1R1eHxMeL9MRuPjek+oilaIxIR+wCfBa4A3kt5U9WuzcwTImJt4DLgaOACll31+nrKm/RlmXnE0ApvERGfovwneRJlXdakXIW8E3AGsFM2d3SKiIdRrli+k3K3nZspd+R5NKUj9Z8MfQVaRMTGlPU4O+978QjjtD8i4lXAZs2v+wGrUu5cBHB5Zn6jmranbR8RB1HaNH4fOJ5ld0P6BfD0HPDdkDw+PD76UKvHxxjtj3Y8PkazP2bzsdEXo07oK/oDOJTyH9Vkj5Ob6VajNPT/LeVguhO4BjgSeOIYrMfuwE8o7ZBuA26h9Hf4HuB+babfEjiG0tXNrcDPgV1GvR5Vfe9ptv8bJhk/NvsDOLnT+2d5tz0wB3g75U5Jtzf795PAmkNaN48Pj4/p1urxMUb7Y5L18PgYwf6YzcdGPx6eQZYkSZIqXqQnSZIkVQzIkiRJUsWALEmSJFUMyJIkSVLFgCxJkiRVDMiSJElSxYAsSZIkVQzIkiRJUsWALEmSJFX+P7mj/n0QOuw2AAAAAElFTkSuQmCC\n",
Kruyff,D.L.W. (Dylan)'s avatar
Kruyff,D.L.W. (Dylan) committed
200
      "text/plain": [
201
       "<Figure size 720x504 with 1 Axes>"
Kruyff,D.L.W. (Dylan)'s avatar
Kruyff,D.L.W. (Dylan) committed
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "labels = ['25', '50', '75', '100', '25', '50', '75', '100', '25', '50', '75', '100']\n",
    "\n",
    "colors = ['#004c6d', '#004c6d', '#c1e7ff', '#c1e7ff', '#c1e7ff']\n",
    "\n",
    "\n",
    "x = 1.7 * np.arange(len(labels))  # the label locations\n",
    "width = 0.35  # the width of the bars\n",
    "\n",
    "fig, ax = plt.subplots()\n",
224
    "fig.set_size_inches(10, 7)\n",
Kruyff,D.L.W. (Dylan)'s avatar
Kruyff,D.L.W. (Dylan) committed
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
    "\n",
    "for index, i in enumerate(['pseudo_values', 'pseudo_ed_values', 'ed_values', 'sax_values']):\n",
    "    result = [None]*(12)\n",
    "    result[::4] = data['sample1'][i]\n",
    "    result[1::4] = data['sample2'][i]\n",
    "    result[2::4] = data['sample3'][i]\n",
    "    result[3::4] = data['sample4'][i]\n",
    "    \n",
    "    ax.bar(x + (index-1.5 ) * width, result, width, edgecolor='black', color='#c1e7ff' if i in ['ed_values', 'sax_values'] else '#004c6d')\n",
    "\n",
    "\n",
    "ax.set_ylabel('% Relative to DTW', fontsize=20)\n",
    "ax.set_title('Performance by increasing sample size', fontsize=20)\n",
    "ax.set_xticks(x)\n",
    "ax.set_xticklabels(labels, fontsize=18)\n",
    "\n",
    "fig.tight_layout()\n",
242
243
    "plt.savefig('images/sample_performance')\n",
    "\n",
Kruyff,D.L.W. (Dylan)'s avatar
Kruyff,D.L.W. (Dylan) committed
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Query Size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "\n",
    "labels = ['PSEUDo (DTW)', 'PSEUDo (ED)', 'DTW', 'L2', 'SAX']\n",
    "\n",
    "x = [50, 100, 150, 200]\n",
    "width = 0.2\n",
    "colors = ['#004c6d', '#004c6d', '#6996b3', '#6996b3', '#6996b3']\n",
    "styles = ['solid', (0, (5, 1)), 'dashdot', (0, (1, 10)), (0, (3, 10, 1, 10))]\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "fig.set_size_inches(10, 7)\n",
    "\n",
    "for i in range(len(labels)):\n",
    "    result = []\n",
    "    for j in ['query1', 'query2', 'query3', 'query4']:\n",
    "        result.append(data[j]['query_values'][i] + data[j]['preprocess_values'][i])\n",
    "    if i == 4:\n",
    "        ax.plot(x[:3], result[:3], linestyle=styles[i], color=colors[i], label=labels[i])\n",
    "    else:\n",
    "        ax.plot(x, result, linestyle=styles[i], color=colors[i], label=labels[i])\n",
    "\n",
    "ax.set_ylabel('Time (s)', fontsize=20)\n",
    "ax.set_title('Computing time by increasing query size', fontsize=20)\n",
    "ax.set_xticks(x)\n",
    "ax.set_xticklabels(x, fontsize=18)\n",
    "\n",
    "fig.legend()\n",
    "fig.tight_layout()\n",
304
    "plt.savefig('images/query_computing_time')\n",
Kruyff,D.L.W. (Dylan)'s avatar
Kruyff,D.L.W. (Dylan) committed
305
306
307
308
309
310
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
311
   "execution_count": 7,
Kruyff,D.L.W. (Dylan)'s avatar
Kruyff,D.L.W. (Dylan) committed
312
313
314
315
   "metadata": {},
   "outputs": [
    {
     "data": {
316
      "image/png": "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\n",
Kruyff,D.L.W. (Dylan)'s avatar
Kruyff,D.L.W. (Dylan) committed
317
      "text/plain": [
318
       "<Figure size 720x504 with 1 Axes>"
Kruyff,D.L.W. (Dylan)'s avatar
Kruyff,D.L.W. (Dylan) committed
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "labels = ['50', '100', '150', '200', '50', '100', '150', '200', '50', '100', '150', '200']\n",
    "\n",
    "colors = ['#004c6d', '#004c6d', '#c1e7ff', '#c1e7ff', '#c1e7ff']\n",
    "\n",
    "\n",
    "x = 1.7 * np.arange(len(labels))  # the label locations\n",
    "width = 0.35  # the width of the bars\n",
    "\n",
    "fig, ax = plt.subplots()\n",
341
    "fig.set_size_inches(10, 7)\n",
Kruyff,D.L.W. (Dylan)'s avatar
Kruyff,D.L.W. (Dylan) committed
342
343
344
345
346
347
348
349
350
351
352
353
    "\n",
    "for index, i in enumerate(['pseudo_values', 'pseudo_ed_values', 'ed_values', 'sax_values']):\n",
    "    result = [None]*(12)\n",
    "    result[::4] = data['query1'][i]\n",
    "    result[1::4] = data['query2'][i]\n",
    "    result[2::4] = data['query3'][i]\n",
    "    result[3::4] = data['query4'][i]\n",
    "    \n",
    "    ax.bar(x + (index-1.5 ) * width, result, width, edgecolor='black', color='#c1e7ff' if i in ['ed_values', 'sax_values'] else '#004c6d')\n",
    "\n",
    "\n",
    "ax.set_ylabel('% Relative to DTW', fontsize=20)\n",
354
    "ax.set_title('Performance by increasing query size', fontsize=20)\n",
Kruyff,D.L.W. (Dylan)'s avatar
Kruyff,D.L.W. (Dylan) committed
355
356
357
358
    "ax.set_xticks(x)\n",
    "ax.set_xticklabels(labels, fontsize=18)\n",
    "\n",
    "fig.tight_layout()\n",
359
360
    "plt.savefig('images/query_performance')\n",
    "\n",
Kruyff,D.L.W. (Dylan)'s avatar
Kruyff,D.L.W. (Dylan) committed
361
362
363
    "plt.show()"
   ]
  },
364
365
366
367
368
369
370
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
Kruyff,D.L.W. (Dylan)'s avatar
Kruyff,D.L.W. (Dylan) committed
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}