2927601131b394d32d49246625ce7f362d955093
[cipher-tools.git] / hillclimbing-results / hillclimbing-results.ipynb
1 {
2 "cells": [
3 {
4 "cell_type": "code",
5 "execution_count": 9,
6 "metadata": {},
7 "outputs": [],
8 "source": [
9 "from datetime import datetime\n",
10 "import glob\n",
11 "import math\n",
12 "import pandas as pd\n",
13 "import csv\n",
14 "import matplotlib as mpl\n",
15 "import matplotlib.pyplot as plt\n",
16 "%matplotlib inline"
17 ]
18 },
19 {
20 "cell_type": "code",
21 "execution_count": 16,
22 "metadata": {},
23 "outputs": [
24 {
25 "name": "stdout",
26 "output_type": "stream",
27 "text": [
28 "-3935.561885011543 -2494.549133086381 sa-random-unigram-uniform.csv\n",
29 "-3862.1721721032586 -2494.549133086381 hillclimbing-random-unigram-uniform.csv\n"
30 ]
31 },
32 {
33 "data": {
34 "text/plain": [
35 "(-4000, -2400)"
36 ]
37 },
38 "execution_count": 16,
39 "metadata": {},
40 "output_type": "execute_result"
41 }
42 ],
43 "source": [
44 "unigram_ylim = None\n",
45 "for f in glob.glob(\"*unigram*.csv\"):\n",
46 " df = pd.read_csv(f)\n",
47 " y1 = df.fitness.max()\n",
48 " y0 = df.fitness.min()\n",
49 " print(y0, y1, f)\n",
50 " if unigram_ylim:\n",
51 " unigram_ylim = (min(unigram_ylim[0], y0), max(unigram_ylim[1], y1))\n",
52 " else:\n",
53 " unigram_ylim = (y0, y1)\n",
54 "unigram_ylim = (math.floor(unigram_ylim[0] / 200) * 200, math.ceil(unigram_ylim[1] / 200) * 200)\n",
55 "unigram_ylim "
56 ]
57 },
58 {
59 "cell_type": "code",
60 "execution_count": 14,
61 "metadata": {},
62 "outputs": [
63 {
64 "data": {
65 "text/plain": [
66 "-3800"
67 ]
68 },
69 "execution_count": 14,
70 "metadata": {},
71 "output_type": "execute_result"
72 }
73 ],
74 "source": [
75 "math.ceil(-3935.561885011543 / 200) * 200"
76 ]
77 },
78 {
79 "cell_type": "code",
80 "execution_count": 17,
81 "metadata": {},
82 "outputs": [
83 {
84 "name": "stdout",
85 "output_type": "stream",
86 "text": [
87 "-12382.205332762649 -6762.002908994095 hillclimbing-random-trigram-uniform.csv\n",
88 "-8523.074815108963 -6762.002908994095 sa-given-trigram-uniform-50.csv\n",
89 "-12897.908909587839 -6762.002908994095 sa-random-trigram-uniform-50.csv\n",
90 "-8347.978847763903 -6762.002908994095 hillclimbing-given-trigram-uniform.csv\n",
91 "-11531.53274337052 -6762.002908994095 sa-given-trigram-gaussian.csv\n",
92 "-8347.978847763903 -6762.002908994095 hillclimbing-given-trigram-gaussian.csv\n",
93 "-12999.784533122312 -6762.002908994095 sa-random-trigram-uniform.csv\n",
94 "-8612.777635758275 -6762.002908994095 sa-given-trigram-gaussian-50.csv\n",
95 "-10935.574066404368 -6762.002908994095 sa-given-trigram-uniform.csv\n"
96 ]
97 },
98 {
99 "data": {
100 "text/plain": [
101 "(-13000, -6600)"
102 ]
103 },
104 "execution_count": 17,
105 "metadata": {},
106 "output_type": "execute_result"
107 }
108 ],
109 "source": [
110 "trigram_ylim = None\n",
111 "for f in glob.glob(\"*trigram*.csv\"):\n",
112 " df = pd.read_csv(f)\n",
113 " y1 = df.fitness.max()\n",
114 " y0 = df.fitness.min()\n",
115 " print(y0, y1, f)\n",
116 " if trigram_ylim:\n",
117 " trigram_ylim = (min(trigram_ylim[0], y0), max(trigram_ylim[1], y1))\n",
118 " else:\n",
119 " trigram_ylim = (y0, y1)\n",
120 "trigram_ylim = (math.floor(trigram_ylim[0] / 200) * 200, math.ceil(trigram_ylim[1] / 200) * 200)\n",
121 "trigram_ylim "
122 ]
123 },
124 {
125 "cell_type": "code",
126 "execution_count": null,
127 "metadata": {},
128 "outputs": [],
129 "source": []
130 },
131 {
132 "cell_type": "code",
133 "execution_count": 18,
134 "metadata": {
135 "scrolled": true
136 },
137 "outputs": [],
138 "source": [
139 "# trace = pd.read_csv('hillclimbing-random-trigram-uniform.csv').set_index(['worker', 'iteration']).sort_index()\n",
140 "# workers = list(sorted(set(trace.index.get_level_values(0))))\n",
141 "# trace"
142 ]
143 },
144 {
145 "cell_type": "code",
146 "execution_count": 19,
147 "metadata": {},
148 "outputs": [],
149 "source": [
150 "# trace.fitness.plot()"
151 ]
152 },
153 {
154 "cell_type": "code",
155 "execution_count": 20,
156 "metadata": {},
157 "outputs": [],
158 "source": [
159 "# fig, ax = plt.subplots()\n",
160 "# for w in workers:\n",
161 "# trace.loc[w].fitness.plot(ax=ax, color='#00000020', ylim=(-6500, -3300), figsize=(8,8))\n",
162 "# fig.savefig('test.png')"
163 ]
164 },
165 {
166 "cell_type": "code",
167 "execution_count": 21,
168 "metadata": {},
169 "outputs": [
170 {
171 "data": {
172 "image/png": 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\n",
173 "text/plain": [
174 "<Figure size 576x432 with 1 Axes>"
175 ]
176 },
177 "metadata": {
178 "needs_background": "light"
179 },
180 "output_type": "display_data"
181 },
182 {
183 "data": {
184 "image/png": 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Y18zNzXHUUUcBz4zEr7rwO50OnU6Hbre7zrWUJOnQGPY1mzZtYtOmTcAzi+BUM+oNBgPa7bbd+JKkxjHsl6kP0hsOhywuLgKj0fmdTsewlyQ1jmG/TLWWfTVVbhX2MAp8u/ElSU1j2C9TddcPh0OKomDv3r1ExDjoO52JlhOQJOmIM+yXGQwGdDqdcdhXt95V3fi27CVJTWPYL1MP++FwOF7xDkZL3Lbb7XWsnSRJh86wr8nM8dS4RVGwtLREURTAaF78brdr2EuSGsewr1m+CE7VlV+tgucAPUlSExn2NcvDvtfr7TOrngP0JElNZHLVrBT21VS5EcHMzMy4lS9JUlOYXDVV2MMzXfjVNfzMpNPpGPaSpMYxuWqqkfhFUdDv9ymKYnzffavVotPpjFv9kiQ1hd34Ndu2bWM4HPL000+Pg75q2ff7fWZmZgx7SVLj2LKv6Xa7zM3NMRwOAdi7dy+tVmsc8N1u17CXJDWOYb+C6np9dZ99u90eD9CTJKlpDPsVVGG/uLi4zz32hr0kqYkM+xUMh0Myk71795KZwOh2vNnZ2XWumSRJh86wX6YoCjJzvAhORIxb97bsJUlNZNgvUw3Oq0biZ+Z4kN7c3Nw6106SpENn2C9ThX2/36ff7wOMw9558SVJTWTYL1OF/dLSEsPhkIig3W67CI4kqbEM+2WqKXOrEfnA+Lq9i+BIkprIsF+matn3ej2Gw+F4cJ7X7CVJTWXYL1O/Zl/NlV+17O3GlyQ10cRhHxEfiYjbI+K2iLg+Io4vyyMiPhkRu8vtL68dc2FEfL98XFgrf0VE3FEe88lYh7lph8Ph+FFfy77T6XjrnSSpkdaiZX95Zp6RmS8DvgZ8uCx/E3Bq+bgI+AxARBwNXAa8CjgTuCwitpfHfAZ4X+24c9egfoekut2uCvz6krZes5ckNdHEYZ+ZT9ZebgKyfH4e8MUcuQnYFhHHAW8EbsjMRzPzMeAG4Nxy25bMvClH09Z9ETh/0vodqmpgXq/XG8+LPxwO6Xa7hr0kqZHWJL0i4qPABcATwOvK4hOAH9Z2u78sO1D5/SuUr/T1LmLUW8BJJ500+QmUqpnz6rPn1cPea/aSpCZaVcs+Im6MiDtXeJwHkJmXZuaJwFXAxc9mhcuvd0Vm7srMXcccc8yavW81OK8KexgtgFO18Otd+pIkNcWqWvaZefYq3+8q4FpG1+QfAE6sbdtZlj0AvHZZ+TfL8p0r7H/E1MN+aWmJiBivX9/pdOzGlyQ10lqMxj+19vI84O7y+TXABeWo/LOAJzLzQeA64JyI2F4OzDsHuK7c9mREnFWOwr8AuHrS+h2KKuwzc9yyh9E99p1Oh3a7fSSrI0nSmliLpurHIuI0oADuA95fll8LvBnYDewB3g2QmY9GxEeAm8v9ficzHy2ffwD4PDAPfL18HDFV2Fcj8YuiGN96V02ZK0lS00wc9pn5tv2UJ/Ab+9l2JXDlCuW3AC+dtE6Hq77i3WAwGId8dZ+9A/QkSU3kiLOa4XBIu91maWmJwWAw7r5vtVrOjS9JaizDvqbdbjM3N8fevXspiuJnBug5Gl+S1EQ2VWu2bds2HolfLW9bBbxhL0lqKtNrmcFgMB6c1263iYjxNXvDXpLURKbXMr1ej8FgQL/fJyLGI/JnZ2cdjS9JaiTDfpnBYEBRFOPWfDVCv1rqVpKkpjHsl+n1evT7/fGKd9V1+5mZGcNektRIhv0y1T32wPge+8x0LXtJUmMZ9sv0+/1xV37Vsq/ut5ckqYkM+2WqwXmjCQAZz6Jn2EuSmsoEW6bX61EUBcB49L3d+JKkJrNlv8xgMNhnLfvqX+fFlyQ1lWG/zN69e8e321UT6rRaLe+xlyQ1lmG/TK/XYzgcjq/Vw6gbf3Z2dp1rJknS4THsl6nmxQfGg/Kq++wlSWoiw75mOBz+zAC96hY8R+NLkprKsK+p7rGvZs+rFsKJCK/ZS5Iay7CvqabJrRbBabVaDIdDut2uYS9JaizDvqYKe3hmqtwq9O3GlyQ1lWFfU+/G73Q641n0nEFPktRkhn1NfV78aoW7VqvlffaSpEYz7Gv6/T5FUezTsq/WtW+1/FZJkprJBKupWvUwatFXYe90uZKkJjPsa+bm5piZmaEoin3Wsu90OnbjS5Iay7CvOfbYYzn66KPH8+HX77F3gJ4kqakM+5r6XPhVN/5wOKTdbtuylyQ1ls3VmuFwyOLi4rjrvrrP3m58SVKT2bKvKYqCpaWl8e12RVGQmc6gJ0lqNMO+ZjgcsrS0BOw7Gr8Kf0mSmsgEq+n3+/R6PYDxIjitVsuWvSSp0Qz7mn6/P+7Gr1SBb8tektRUEyVYRHwkIm6PiNsi4vqIOL4s//Wy/I6I+POI+IXaMedGxD0RsTsiLqmVnxIR3yrLvxwRM5PU7XBU0+VWrfpqLfvqNjxJkppo0ubq5Zl5Rma+DPga8OGy/G+AX8nMnwc+AlwBEBFt4NPAm4DTgXdGxOnlMR8HPpGZLwAeA947Yd0O2WAwGC9vW1/1rtvtGvaSpMaaKOwz88nay01AluV/npmPleU3ATvL52cCuzPz3szsAV8CzotRkr4e+Eq53xeA8yep2+HYtGkTMzMz48F58MyKd4a9JKmpJr7PPiI+ClwAPAG8boVd3gt8vXx+AvDD2rb7gVcBO4DHM3NQKz9h0rodqk6nQ1EU43Cvbr2bmTniVxQkSVozB23ZR8SNEXHnCo/zADLz0sw8EbgKuHjZsa9jFPYfWstKR8RFEXFLRNzy8MMPr9n7FkVBr9cbD8arpst1qlxJUpMdNMUy8+xVvtdVwLXAZQARcQbwH4A3ZeYj5T4PACfWjtlZlj0CbIuITtm6r8r3V6crKMcB7Nq1K1dZv4Pq9/sMh8PxgLyqK98V7yRJTTbpaPxTay/PA+4uy08C/gD4bzPze7V9bgZOLUfezwDvAK7JUap+A3h7ud+FwNWT1O1wVbfaVWHfarVs2UuSGm3SFPtYRJwGFMB9wPvL8g8zug7/78uBbYPM3JWZg4i4GLgOaANXZuZd5TEfAr4UEf8G+EvgcxPW7ZDNz88zPz8/nh+/GpRny16S1GQThX1mvm0/5f8U+Kf72XYto+7+5eX3Mhqtv27q99nXp8m1ZS9JajKnhavp9Xr0+/1xuGemy9tKkhrPsK9ZWlqiKAra7TZFUYy78Q17SVKTGfY1i4uLDIfD8f321WA9w16S1GSGfU21vG2n0xkP0DPsJUlNZ9jXLC0t7RPy8Mx0uZIkNZVhXzM3N8fCwgIwGpxXjcy3ZS9JajLDvmbHjh0873nPAxhPrOOtd5KkpjPsawaDAcPhcPx6OBzS7XbHXfqSJDWRKVYzGAwoimI8mU713Bn0JElNZtjXzMzMcNRRR5GZDIdDIsJr9pKkxjPsa7rdLrOzs/ssguM1e0lS0xn2NVWwF0VBURTjwLdlL0lqMsO+ZvPmzWzevHm8jn0V9A7QkyQ1mSlWUxQFg8GAiBg/bNlLkprOsK8pioJerzd+Xg3Qs2UvSWoyU6ym3rJvtVoucStJmgqGfU01qU5EMBwOvWYvSZoKplhNFfDAeEGcTqczXtdekqQmMuxrMnMc8hVb9pKkpjPFarZt28b27dv3CfxqQRxJkprKsK+pBugVRQFARDgvviSp8Qz7mmrmvOq2u2o0viRJTWbY11Qt+0o1QE+SpCYz7GuKoqDf7+8zg57d+JKkpjPsa4bDIcPhcPy6mkFPkqQmM+xrqtnzYNTKd/Y8SdI0MOxrqpH4y1e9kySpyQz7mu3bt7N169Zx676aI1+SpCYzyVZQte7b7baj8SVJjWfY19RH44MD9CRJ08Gwr8nM8X32VRe+LXtJUtMZ9jXD4XDchV+16m3ZS5KabuKwj4iPRMTtEXFbRFwfEccv2/7KiBhExNtrZRdGxPfLx4W18ldExB0RsTsiPhlHeAWaaj37si4Ahr0kqfHWomV/eWaekZkvA74GfLjaEBFt4OPA9bWyo4HLgFcBZwKXRcT2cvNngPcBp5aPc9egfqtWb9nX17OXJKnJJg77zHyy9nITkLXX/wL4feDHtbI3Ajdk5qOZ+RhwA3BuRBwHbMnMm3J0o/sXgfMnrd+hWD4vvtfsJUnTYE2SLCI+ClwAPAG8riw7AfiH5etX1nY/Afhh7fX9ZdkJ5fPl5St9vYuAiwBOOumktTgFALrdLt1ud7zELdiNL0lqvlW17CPixoi4c4XHeQCZeWlmnghcBVxcHva/Ah/KzGJ/73u4MvOKzNyVmbuOOeaYNXvfTZs2sbCwMF7ittPpGPaSpMZbVcs+M89e5ftdBVzL6Jr8LuBL5UC35wFvjogB8ADw2toxO4FvluU7l5U/sMqvuyYyk+FwuM/gPGfQkyQ13VqMxj+19vI84G6AzDwlM0/OzJOBrwAfyMz/AlwHnBMR28uBeecA12Xmg8CTEXFWOQr/AuDqSet3KIqiGA/SA7xmL0maCmuRZB+LiNOAArgPeP+Bds7MRyPiI8DNZdHvZOaj5fMPAJ8H5oGvl48jpiiKfVa+63Q6tuwlSY03cdhn5ttWsc+7lr2+Erhyhf1uAV46aZ0OV9Wyr7gQjiRpGphkNfV77MFr9pKk6WCS1VQz6EXEeLpcw16S1HQmWc38/Dyzs7Pjlr2r3kmSpoFhXzM3N8fc3BzwTNAf4en5JUlac4Z9TTUav+q673Q6hr0kqfEM+5pqPfuqG7/Vahn2kqTGM+xrhsPheLU7b7uTJE0L06xm+Xr23W53nWskSdLkDPuaoijG99q7CI4kaVoY9jXL77O3G1+SNA1Ms5rlg/Ns2UuSpoFhX1Pvxgdc8U6SNBUM+2Wq7ntnz5MkTQvDvmbr1q1s2bJlfK3esJckTQPDvqaaVKdi2EuSpoFhX7N8ulzDXpI0DQz7msykKApgdO3eAXqSpGlg2NfUR+Mb9pKkaWHY19S78R2NL0maFoZ9zbZt21hYWCAzabfbhr0kaSoY9jXtdpuIGHfjG/aSpGlg2NdU1+zB6XIlSdPDsK8ZDofjNe3txpckTQvDvmY4HFIUxbg731XvJEnTwDSrqVr1MOrGN+wlSdPANKupbr2rBufZjS9JmgaGfU19Xnxb9pKkaWGa1VSj8SMCcG58SdJ0MOxrBoMBw+FwPDjPlr0kaRqYZjX1ln2n0xm38CVJajLDvmb5NXvDXpI0DQz7mmqJ24gYPyRJarqJwj4iPhIRt0fEbRFxfUQcX9v22rL8roj441r5uRFxT0TsjohLauWnRMS3yvIvR8TMJHU7HEVRjK/TVxPrSJLUdJO27C/PzDMy82XA14APA0TENuDfA2/NzJcA/7gsbwOfBt4EnA68MyJOL9/r48AnMvMFwGPAeyes2yHbsmUL27dvBxyJL0maHhOFfWY+WXu5Ccjy+a8Bf5CZPyj3+3FZfiawOzPvzcwe8CXgvBg1oV8PfKXc7wvA+ZPU7XBUM+i54p0kaZpMfM0+Ij4aET8Efp2yZQ+8ENgeEd+MiG9HxAVl+QnAD2uH31+W7QAez8zBsvL9fc2LIuKWiLjl4YcfnvQUxurT5Rr2kqRpcdCwj4gbI+LOFR7nAWTmpZl5InAVcHF5WAd4BfAPgDcC/1NEvHCtKp2ZV2Tmrszcdcwxx6zV27JlyxY2b95MZtLpdNbsfSVJWk8HTbTMPHuV73UVcC1wGaOW+SOZ+TTwdET8CfALZfmJtWN2Ag8AjwDbIqJTtu6r8iOq0+nQ7XbtxpckTZVJR+OfWnt5HnB3+fxq4DUR0YmIo4BXAd8FbgZOLUfezwDvAK7JUd/5N4C3l8dfWL7HEVWfVMfZ8yRJ02LSvuqPRcRpQAHcB7wfIDO/GxF/CNxebvsPmXknQERcDFwHtIErM/Ou8r0+BHwpIv4N8JfA5yas2yHLzPF1e1v2kqRpMVHYZ+bbDrDtcuDyFcqvZdTdv7z8Xkaj9ddNURTj0fhes5ckTQv7qmuqsAcMe0nS1DDsawaDwfiavd34kqRpYdjX1AfoGfaSpGlh2NfUJ9WxG1+SNC0M+xqny5UkTSPDvmZ+fp75+XnA6XIlSdPDsK+Zn59nbm6OdrvtpDqSpKlhotUURcFgMKDVahn2kqSpYaLVZKaj8SVJU8ewryliiplQAAANQklEQVSKguFwaMtekjRVTLSaam78drtty16SNDUM+5p6N74te0nStDDRaqpufMNekjRNTLQaB+hJkqaRYV+TmeO17CNivasjSdKaMOxrNm/ezMLCgt34kqSpYqLVzM7O0u12iQhb9pKkqWHY11S33nU6HcNekjQ1DPuaaoCeXfiSpGliqtVUYe9IfEnSNDHsa4qiGI/GlyRpWhj2NfXpciVJmhaGfU3Vjd/pdNa7KpIkrRnDvqaaVMcBepKkaWKq1VRz49uNL0maJoZ9TdWytxtfkjRNDPsab72TJE0jw76muvXOlr0kaZoY9jXD4dCwlyRNHcO+pmrZOxpfkjRNTLUaZ9CTJE0jw76m3+8TEYa9JGmqTBz2EfGRiLg9Im6LiOsj4viyfGtE/N8R8Z2IuCsi3l075sKI+H75uLBW/oqIuCMidkfEJ+MIrzM7HA5ptVp240uSpspapNrlmXlGZr4M+Brw4bL8N4C/ysxfAF4L/LuImImIo4HLgFcBZwKXRcT28pjPAO8DTi0f565B/Vat3W7T7XYNe0nSVJk41TLzydrLTUBWm4DNZet8AXgUGABvBG7IzEcz8zHgBuDciDgO2JKZN2VmAl8Ezp+0fodiYWGB7du3G/aSpKmyJveYRcRHgQuAJ4DXlcWfAq4B/g7YDPxqZhYRcQLww9rh9wMnlI/7Vyhf6etdBFwEcNJJJ63FKQCjbnzAa/aSpKmyqiZsRNwYEXeu8DgPIDMvzcwTgauAi8vD3gjcBhwPvAz4VERsWYtKZ+YVmbkrM3cdc8wxa/GWwGg0Phj2kqTpsqqWfWaevcr3uwq4ltE1+XcDHyu75HdHxN8ALwIeYHQNv7IT+GZZvnNZ+QOr/Lprogp7u/ElSdNkLUbjn1p7eR5wd/n8B8Abyn2OBU4D7gWuA86JiO3lwLxzgOsy80HgyYg4q7zOfwFw9aT1OxSGvSRpGq3FNfuPRcRpQAHcB7y/LP8I8PmIuAMI4EOZ+RMY3a4H3Fzu9zuZ+Wj5/APA54F54Ovl44iprtkb9pKkaTJx2Gfm2/ZT/neMWu0rbbsSuHKF8luAl05ap8PlAD1J0jSyCVtTFAURwRGey0eSpGeVYV+TmYa9JGnqGPY1tuwlSdPIsK+Zn59n69athr0kaaoY9jWzs7MsLCysdzUkSVpThn1Ndc1ekqRpYtjXGPaSpGm0JgvhTItNmzYxOzu73tWQJGlNGfY18/Pz610FSZLWnN34kiRNOcNekqQpZ9hLkjTlDHtJkqacYS9J0pQz7CVJmnKGvSRJU86wlyRpyhn2kiRNOcNekqQpZ9hLkjTlDHtJkqacYS9J0pQz7CVJmnKGvSRJU86wlyRpyhn2kiRNOcNekqQpZ9hLkjTlDHtJkqacYS9J0pQz7CVJmnJrFvYR8T9GREbE88rXERGfjIjdEXF7RLy8tu+FEfH98nFhrfwVEXFHecwnIyLWqn6SJD1XrUnYR8SJwDnAD2rFbwJOLR8XAZ8p9z0auAx4FXAmcFlEbC+P+Qzwvtpx565F/SRJei5bq5b9J4APAlkrOw/4Yo7cBGyLiOOANwI3ZOajmfkYcANwbrltS2belJkJfBE4f43qJ0nSc9bEYR8R5wEPZOZ3lm06Afhh7fX9ZdmByu9foVySJE2gs5qdIuJG4PkrbLoU+NeMuvCPmIi4iNGlAYCfRsQ9a/j2zwN+sobvt948n43N89nYPJ+N7bl6Pj93qG+8qrDPzLNXKo+InwdOAb5TjqXbCdwaEWcCDwAn1nbfWZY9ALx2Wfk3y/KdK+y/Un2uAK5YTd0PVUTckpm7no33Xg+ez8bm+Wxsns/G5vms3kTd+Jl5R2b+V5l5cmaezKjr/eWZ+RBwDXBBOSr/LOCJzHwQuA44JyK2lwPzzgGuK7c9GRFnlaPwLwCunqR+kiRplS37w3Qt8GZgN7AHeDdAZj4aER8Bbi73+53MfLR8/gHg88A88PXyIUmSJrCmYV+27qvnCfzGfva7ErhyhfJbgJeuZZ0Ow7NyeWAdeT4bm+ezsXk+G5vns0oxymRJkjStnC5XkqQpZ9jXRMS5EXFPOV3vJetdn5VExIkR8Y2I+KuIuCsi/vuy/Lcj4oGIuK18vLl2zG+V53RPRLyxVr4hzjci/racJvm2iLilLDs6Im4op1S+oZpl8XCmYT7C53Ja7TO4LSKejIh/2bTPJyKujIgfR8SdtbI1+0yO9NTY+zmfyyPi7rLOX42IbWX5yRGxWPusPnuweu/ve3OEz2fNfsYi4pSI+FZZ/uWImFmH8/ly7Vz+NiJuK8s39OcT+/8dvb7/fzLTx+hSRhv4a+DvATPAd4DT17teK9TzOEZ3PABsBr4HnA78NvCvVtj/9PJcZhndJvnX5blumPMF/hZ43rKyfwtcUj6/BPh4+fzNjAZuBnAW8K2y/Gjg3vLf7eXz7RvgZ+ohRvfENurzAX4ZeDlw57PxmQB/Ue4b5bFvWofzOQfolM8/Xjufk+v7LXufFeu9v+/NET6fNfsZA34PeEf5/LPAPz/S57Ns+78DPtyEz4f9/45e1/8/tuyfcSawOzPvzcwe8CVGU/5uKJn5YGbeWj5/CvguB55p8DzgS5m5lJl/w+juiDPZ+Od7HvCF8vkXeGbq5EOahvlIV3qZNwB/nZn3HWCfDfn5ZOafAI8uK16TzyTWYWrslc4nM6/PzEH58ib2nefjZxyk3vv73jwr9vP57M8h/YyVrcTXA18pj1/X8ynr80+A/3Sg99gon88Bfkev6/8fw/4Z+5vGd8OKiJOBXwS+VRZdXHYDXVnrpjrUaYvXQwLXR8S3YzQ7IsCxOZp7AUat42PL5004n8o72PcXVFM/n8pafSYbcWrs97Dvrb6nRMRfRsQfR8QvlWUHqvf+vjdH2lr8jO0AHq/9IbTen88vAT/KzO/Xyhrx+Sz7Hb2u/38M+4aKiAXg94F/mZlPMlox8O8DLwMeZNTt1RSvycyXM1op8Tci4pfrG8u/Xht120h5jfOtwH8ui5r8+fyMJn4m+xMRlwID4Kqy6EHgpMz8ReA3gf8rIras9v3W8XszVT9jNe9k3z+aG/H5rPA7+ojXoc6wf8b+pvfdcCKiy+iH6KrM/AOAzPxRZg4zswD+d0ZddHDgaYs3xPlm5gPlvz8Gvsqo7j8qu6uq7rkfl7tv+PMpvQm4NTN/BM3+fGrW6jNZ9dTYz7aIeBfwFuDXy1/AlN3dj5TPv83ouvYLOXC99/e9OWLW8GfsEUZdyZ1l5UdcWYd/BHy5KmvC57PS7+gD1OGI/P8x7J9xM3BqOQp1hlEX7DXrXKefUV6/+hzw3cz83Vr5cbXd/iFQjWq9BnhHRMxGxCnAqYwGd2yI842ITRGxuXrOaNDUnWVdqtGnF/LM1MmHNA3zETyV5fZpjTT181lmTT6T3CBTY0fEuYyW5n5rZu6plR8TEe3y+d9j9Jnce5B67+97c8Ss1c9Y+UfPN4C3l8evy/mUzgbuzsxxt/VG/3z29zv6AHU4Mv9/DjaC77n0YDQq8nuM/lK8dL3rs586voZR98/twG3l483A/wncUZZfAxxXO+bS8pzuoTZqcyOcL6ORwN8pH3dV9WB03fCPgO8DNwJHl+UBfLqs8x3Artp7vYfR4KPdwLvX8TPaxKh1tLVW1qjPh9EfKg8CfUbXBN+7lp8JsItRGP018CnKCb6O8PnsZnRNtPp/9Nly37eVP4u3AbcC/83B6r2/780RPp81+xkr/1/+Rfk9+s/A7JE+n7L888D7l+27oT8f9v87el3//ziDniRJU85ufEmSppxhL0nSlDPsJUmacoa9JElTzrCXJGnKGfbSc0RE/Hn578kR8Wtr/N7/eqWvJWlj8NY76TkmIl7LaHW0txzCMZ18Zq70lbb/NDMX1qJ+ktaeLXvpOSIiflo+/RjwSzFaC/x/iIh2jNZ2v7lcROWflfu/NiL+NCKuAf6qLPsvMVqw6K4oFy2KiI8B8+X7XVX/WuWsYJdHxJ0xWn/7V2vv/c2I+EqM1pS/qpwNTNKzoHPwXSRNmUuotezL0H4iM18ZEbPAn0XE9eW+LwdemqOlUQHek5mPRsQ8cHNE/H5mXhIRF2fmy1b4Wv+I0cIsvwA8rzzmT8ptvwi8BPg74M+A/xr4f9f+dCXZspd0DqO5uW9jtBTnDkbzjQP8RS3oAf67iPgOo/XfT6zttz+vAf5TjhZo+RHwx8Ara+99f44WbrkNOHlNzkbSz7BlLymAf5GZ+ywcVF7bf3rZ67OBV2fmnoj4JjA3wdddqj0f4u8j6Vljy1567nkK2Fx7fR3wz8tlOYmIF5YrEC63FXisDPoXAWfVtvWr45f5U+BXy3EBxwC/zGiBFUlHkH9JS889twPDsjv+88D/xqgL/dZykNzDwPkrHPeHwPsj4ruMVk+7qbbtCuD2iLg1M3+9Vv5V4NWMVjVM4IOZ+VD5x4KkI8Rb7yRJmnJ240uSNOUMe0mSppxhL0nSlDPsJUmacoa9JElTzrCXJGnKGfaSJE05w16SpCn3/wMahBSjIp8/ggAAAABJRU5ErkJggg==\n",
185 "text/plain": [
186 "<Figure size 576x432 with 1 Axes>"
187 ]
188 },
189 "metadata": {
190 "needs_background": "light"
191 },
192 "output_type": "display_data"
193 }
194 ],
195 "source": [
196 "for f in glob.glob(\"*unigram*.csv\"):\n",
197 " df = pd.read_csv(f).set_index(['worker', 'iteration']).sort_index()\n",
198 " workers = list(sorted(set(df.index.get_level_values(0))))\n",
199 " fig, ax = plt.subplots()\n",
200 " for w in workers:\n",
201 " df.loc[w].fitness.plot(ax=ax, color='#00000020', ylim=unigram_ylim, figsize=(8,6))\n",
202 " fig.savefig(f + '.png')"
203 ]
204 },
205 {
206 "cell_type": "code",
207 "execution_count": 22,
208 "metadata": {},
209 "outputs": [
210 {
211 "data": {
212 "image/png": 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A9/0VJ/NduHCBixcvEgQBrVYL3/c5fvw4t912myb/iYjIumgWWR+1223iOGZubo5CocDs7GyW6a9QKGTJgZar1+srfqKP45hz585RrVaJoijbKfAVr3iFAgAREVk3BQF91G63mZ+fzxIBmRl79uwhCILsk/zyxr7dbtNut1cMDs6fP8+ZM2ey7X5vvfVW7rzzzlVXEIiIiKyFgoA+arVazMzMUK/Xcc4xOTmZNdhpLoDrJQ1aXn7y5EkuX76M53kcP36cV77ylVoCKCIifaMWpY+iKGJ6ehrnHENDQ0xOTmY9At3LB7vV63XM7Jru/VOnTvHiiy9SLpc5cuQIP/iDP6geABER6StNDOyjVqtFpVIhn8+zb98+wjCk2Wwu+br8k3yj0aBQKCxJJHH27Fm+853vMDY2xvj4OPv3798W2aZERGRnUU9AH9XrdeI4xvd9hoaGALLGf6VJgencge7yubk5vv3tb+OcY+/evRSLRQ4dOrSp1yEiIruDgoA+qtVqRFGE7/sUi0WiKCKOY5xzxHF8w/kAlUqFp556ikajwdGjRwEYGxvLAgoREZF+UhDQR81mkziOyeVyFAoFms0msPqkwO5NgqrVKs8//zxXr17l0KFDWcKhW265ZXMvQkREdg0FAX1Uq9WI4zjLGtgdBKy0GVA6RFCv17lw4QIvvfQSBw4cYHR0lFqtxtjYGCMjI1txKSIisgsoCOijNHdA2r3fbDaz/QGW9wI457LhgIsXL3Lu3DmGhoY4cuQIc3Nz+L7Pvn37srTBIiIi/aYWpk+cc9lyv7TBT4OAer1OuVxecnyz2aTRaFCv17MJhYcPH85WGOzdu5fh4eGtuBQREdkl1BPQJ1EUZXv753I5nHO0Wq1V5wMsLCxw+fJloiii0WgwNjbGoUOHuHDhAkEQMDw8rOyAIiKyoRQE9Em63M/3ffL5/DWTArvX+cdxzMsvv4xzDuccZsbhw4eZnp6m2WwyMjKSZSAUERHZKGpl+iSOY1qtFp7nZZsDpeXLNwmanp5mfn6eMAyp1Wrs37+fsbExzp07h+d5jI6OXjN8ICIi0m8KAvokHQ7wPI8gCLK0wcv3B1hcXOTKlSvZpMCRkRH27dvHzMwMtVqN0dFRgiBYMaugiIhIP2liYJ+k2QBzuRy+7y/pCUiDgFarxcWLF7l8+TJhGFIulxkdHSWfz/O9730vyy/gnGN2dpYoipZsOCQiIjuH53kcOHBgS+ugIKBP0iAgDEPMjFarRRzHQGfJoHOOs2fPcunSJXzfp1arsbCwQD6f58KFCzz77LMMDw8zOztLoVAgiiI8z8P3fXzf1/wAEZEdpjtnzFZRENAnaRBQKpWI4zgLAHzfJwgCXnrpJU6fPk2pVKLdbrO4uMj4+Di+7zM3N0e5XM42B9q/fz+e522LXxAREdm5FAT0SRRFOOeyzYGgMxQQBAHf/e53OXnyJCMjI0xMTPDss8+Sy+UYGRlhdnaW2dlZSqUSjUYjS0csIiI7m+d5W54bRkFAn7TbbaIoIpfL0Ww2mZ+fp1qt0mw2uXjxIsVikWPHjtFoNGg2m7zyla/k0KFDnDlzhsnJSYaHh8nlctx6663q+hcR2QW2Q2+vgoA+SYOARqPBiy++yMLCAouLi1SrVQqFAnfccQfDw8M0Gg0OHDjA8ePHmZ+fp9VqMT4+jpkxNjZ2zaZCIiIiG0VBQJ+02+1sw6Bqtcr09DRzc3Ps27ePV7/61Rw8eJBcLseZM2cYGxvDzFhcXMTMsoyB2htAREQ2k4KAPkmX8y0sLHDmzBniOGZiYoIf+ZEfYf/+/QDMzs7SbDY5evQo09PTtNttisViNpdAewOIiMhmUhDQJ+nqgFqtln2qP3LkCHv37gU6a/8vX75MPp8nCALm5+cJgoA4jjEz9QKIiMim27AZaGb2GjN73MyeNLMnzOzupNzM7ONmNmVm3zaz13Wd84CZnU5uD3SVv97MnkrO+bhth9kUXZxzNJvNbF5AHMcMDQ1x6NChbJJfpVKhWq1SLpdZXFwkl8thZjjntsUMURER2X02chr6vwH+J+fca4BfSR4DvB24Pbk9CPwWgJlNAP8K+DvA3cC/MrPx5JzfAn6+67x7N7DeaxbHcbZEsNls0mw2mZiYWJIKeG5uLts7II5jSqVSlkCoUCiQy+W2qvoiIrJLbWQQ4ICR5P4ocC65fx/wKdfxODBmZgeBtwFfdM5NO+dmgC8C9ybPjTjnHnedvXM/BbxzA+u9ZumEwDiOqdfrDA0NMTY2RhB0RlvSpYKe59FsNhkaGqJWqxFFkSYEiojIltnIOQG/CDxmZv+WTrDxXyTlh4CXuo47m5Rdr/zsCuXbRhzH2UY/AMVicclSv9nZ2SxQGBkZIQgCKpUKuVwO5xylUmmrqi4iIrvYuoIAM/sSMLnCUx8G3gL8M+fcH5vZTwOfAO5Zz/froT4P0hli4MiRIxv5rZZI0wi3220AwjDMgoBarUaz2aTVatFoNNi3bx8LCwsUCgWazSalUkmbA4mIyJZYVxDgnFu1UTezTwH/NHn4R8DvJPdfBm7tOvRwUvYy8BPLyv8qKT+8wvEr1edh4GGAEydObFravXR5YBoElEqlLAiYm5vDzKhUKgwNDWUZAQuFAvV6XUMBIiKyZTbyI+g54MeT+28GTif3HwHel6wSeAMw55w7DzwGvNXMxpMJgW8FHkuemzezNySrAt4HfGED671maVf/8uGARqNBvV7P5gqMj4+zuLhIoVBgfn6eXC5HsVjc4tqLiMhutZFzAn4e+HUzC4A6STc98CjwDmAKqAI/C+Ccmzaz/wX4enLc/+ycSzPp/ALwe0AR+LPktm2kwwFp+t9yuYyZMTc3l6UUTrMHep5HvV6nVqtRLpe5cOFCtkoAWPJ1eZmIiOwcnudx+PDhGx+4gTYsCHDO/TXw+hXKHfCBVc75XeB3Vyh/Anh1v+vYL3EcZ5sFFQoFhoeHabVaVKvVbN+AdGVAuoxweHg4mwuQfk23EE7vLy8TEZGdYzv8b9eOgX2QBgDNZpPR0VHCMGRubo5KpUKhUMDMmJ6exszI5XLs2bOH/fv3L9lHQEREZLNpWnoftNttnHNEUUQYhpgZ8/PzRFHE0NAQV69e5ezZs8RxzOTkJEeOHFEAICIiW05BQB+kPQFpEFCpVJibm2NoaIhms8m3vvUt8vk8d955J7feeqt2BxQRkW1BwwF9kI77x3FMoVBgZmYm6xn4xje+ged5vPGNb8ySCYmIiGwHCgL6IB0OSHsEpqenCYKAK1eu0G63ufvuuxUAiIjItqMgoA/a7Tb1eh3nHAsLC1y+fDnLHXD77bczObnSpoq9S5MTdS8VXGn5oJYSiogMDjNbssX8VlAQsE7pMECz2QS+v0Pg2NhYtgzwZt7kdIlhpVLJXltERHYOz/M2dYv7lSgIWKd0G+A0gVAURRSLRUZHRykWi9neAb1YqeHP5/OMj4/j+z7ANfsIrFYmIiJyIwoC1qm7JyCOY4IgwPM8isUixWKRxcVFwjBc9fxWq0WlUsnSDUOn4Z+YmKBUKmXpiDeizms5Np38uNrX672mhilERK7leR633XbbltZBQcA6peP1jUYD6DR4ZsbExASzs7Pk8/kVP6FXKhVmZ2ez4CEMQ8rlMoVCAc/ziOOYWq3Wc4OdBiLtdntJo9zdSC+fW5D2Yqz0tdcgIZXubLhab4R6KURElvJ9X0HAoEvzBqS5AwBGRkayVMFjY2NLjnfOceHCBV5++WXiOKZYLFIqlYiiiMXFRRYXF1f8Pt2NaBRFtFqtLEVxelvO9308z8tu6ePucjNbcj993F2+2vnp1xsFACIisj0pCFin9BN2ukwwl8sxMjKS9Qx0Twqs1+tMTU0xOzvL6Ogot9xySzZ8sLzRTRvU9PWbzWZ2c86Rz+fJ5/MEQUAYhuTzecIwJAiCrHEWERG5HgUB65T2BKTj+blcjqGhoSVBgHOOc+fO8eKLLwJw+PBhJiYmssY9/SSf3k/zECzvvk8b/DAMyeVy2VyDNDhYi3Qzo+6hg9VuGtMXEem/IAj44R/+4a2tw5Z+9x0gzSDYarVwzhEEAUNDQ9TrdcIwZH5+nlOnTjE9PU2xWOSWW26hXq9z6tSpLFDo7oYPgoBcLkepVMo+2acN/nq726Mo6mnZYXdd1M0vIrIxtkOPrYKAdUo/TTebTcwsmyT40ksvMT8/T6VSwcw4dOgQo6Oj2XETExOMjY1ln+rTbvzlDW7aS3Czn8bThr9arVKv1wEoFArZssPu+QHdY/wiIrLzKQhYp7TLvN1uY2bUajXOnDnDCy+8QKlU4pZbbuHAgQN4nodzjpGREUZGRiiVSksaW+dcNiTQfVvrLP20TtVqlVqtlvU2BEFAqVSiWCwSBMGqkwlFRGRzeJ7H0NDQltZBQcA6pb0Aafd6q9XKuv6PHj3KyMhI9kYPDw8ThiFRFFGpVGg0GtktbfDTT/y5XG7JrddP541Gg3q9Tj6fp1wuMzQ0lA0tiIiIdFMQsE5pL0C6PHB2dpYzZ86wf//+rCs+l8uxuLjImTNnsrX8KTNbMtEvbfRTa/3EHgQBe/bsYWhoSA2/iIhcl4KAdUpn8qcN9eLiItVqlaGhIZxzWZe853mEYcjIyEi2vK9QKGSf8m90ExER6TcFAeuUbtyTLudrtVqUy2WOHz/O+Ph4tqQvDMNtMRNUREQkpSBgHbrX2qfr+X3fZ2JigmPHjm3Ivv8iIiL9oo+m65CuDKhWq1kGQTPbsMQ/IiIi/aQgYB3SHoB0ZUA6fr88X4CIiMh2pCBgHdJ5ALVaLXvseR6jo6NbXDMREZEbUxCwDulwQLrGP45jgiCgXC5vddVERERuSEHAOqTDAbVaLZsPkO7MJyIist0pCFiH9NN/o9HIdvoLw5BisbjFNRMREbkxBQHrkM4JSBPzOOfI5XIKAkREZCAoCFiHtCcgnRhoZuTz+SXb/oqIiGxXCgLWIQ0C0h4BYMszQomIiPRKQcA6pCsDGo0Gvu8TRZFWBoiIyMBQELAOaRDQarUwM+I4Vk+AiIgMDAUB6xBFEe12O8sg6Hkew8PDW1wrERGR3igIWIc4jpcEAWneABERkUGgIGAduoMAM8PzPA0HiIjIwFAQcJPiOAag0Whk9wH1BIiIyMBQvtubFEURQLZlMIDv++oJEBGRgaGegJvUnTcgva+JgSIiMkgUBNyklfIGKHmQiIgMEgUBNyndKTDdMtg5pyBAREQGiuYE3KR0ZUC1Wl3SE6C8ASIiMijUE3CToigiiqIlewTk83kKhcIW10xERKQ3GxYEmNkPm9n/Z2ZPmdn/Y2YjXc/9splNmdkpM3tbV/m9SdmUmT3UVX7MzL6alH/GzMKNqnev0uGAarUKdIYDwjAkDLe8aiIiIj3ZyJ6A3wEecs79EPB54L8HMLO7gPuBVwH3Ar9pZr6Z+cBvAG8H7gLemxwL8FHgY86548AM8P4NrHdPuicGmhkAxWJRwwEiIjIwNjIIuAP4SnL/i8BPJvfvAz7tnGs4554HpoC7k9uUc+4551wT+DRwn3Va2DcDn0vO/yTwzg2sd0+6lwh6nodzjkKhoJ4AEREZGBsZBDxNp8EHeA9wa3L/EPBS13Fnk7LVyvcAs8659rLyLdW9OsDzOj/GYrGY3RcREdnu1rU6wMy+BEyu8NSHgZ8DPm5m/xJ4BGiu53v1WJ8HgQcBjhw5sqHfK4oi4jim1WplQwOlUikbGhAREdnu1hUEOOfuucEhbwUwszuA/yope5nv9woAHE7KWKX8KjBmZkHSG9B9/PL6PAw8DHDixAnX+5WsXdrwp6sDAMrlsnoCRERkYGzk6oD9yVcP+B+B306eegS438zyZnYMuB34GvB14PZkJUBIZ/LgI66zCP/LwE8l5z8AfGGj6t2rdDig3W5jZjjnKJfLW10tERGRnm3kx9b3mtn3gO8C54D/E8A59zTwWeA7wJ8DH3DORcmn/A8CjwHPAJ9NjgX4JeBDZjZFZ47AJzaw3jfknMsmBUZRlOUN0B4BIiIySDZsx0Dn3K8Dv77Kcx8BPrJC+aPAoyuUP0dn9cC2kGYNrFQqWQBgZtoyWEREBooGsG9C98qAOI4BpREWEZHBoyCbuISJAAAcG0lEQVTgJnQHAc454jhWT4CIiAwcBQE3IV0ZUKvVskmBuVyOfD6/1VUTERHpmYKAm5AGAWnegDiOyefzCgJERGSgKAi4CWkGwXq9nq0U8H1fQYCIiAwUBQE3IZ0T0Gg0gE4aYQ0HiIjIoFEQcBPSIKDZbGaTAovFopIHiYjIQFEQcBPiOKbdbtNsdtIhOOfI5/NKIywiIgNFQcBNSLcLbrVaWcKgfD6vngARERkoCgJuQtoTkOYNiKKIMAzVEyAiIgNFQcBNSLMH1uv1rKxQKBAEG7YLs4iISN8pCLgJaS9AHMc45zAzCoUCvu9vddVERER6piBgjZxztFotnHO02+2srFwu43n6cYqIyOBQq7VG6W6BrVZrSRrhfD6fTRIUEREZBAoC1qg7b0C6W2C6T4B6AkREZJCo1Vqj7o2CoDMUEAQBhUJBQYCIiAwUtVprtDyNcBRF2XCAiIjIIFEQsEZpL0DaE2Bm+L5PqVTa4pqJiIisjYKANUonBaZ5A9IMgsVicaurJiIisiYKAtYoDQLa7XY2KTAIAg0HiIjIwFEQsEbpnIB0rwClERYRkUGlIGCNujMIpksEwzBU8iARERk4CgLWKN0uOO0JSJcIKm+AiIgMGgUBa9RqtbIhgTQIUBphEREZRAoC1ijtCWg0GlmZ0giLiMggUhCwRu12myiKiKIoWyJYKBQUBIiIyMBRELBGtVoN6AQDacKgYrGo4QARERk4CgLWIJ0QaGbZPgFxHFMsFjUxUEREBo6CgDWI45hms5mlEQaUQVBERAaWWq41SHsC0hUCAJ7nKYOgiIgMJLVca5AuDUyXB6bUEyAiIoNILdcapBkEnXPZnADf9ykUCtkkQRERkUGhIGAN0uGAOI6J4xgzy3IHqCdAREQGjVquNegOAtJNgzzPI5/PKwgQEZGBo5ZrDboDgJTneeRyOQ0HiIjIwFEQsAbNZhMg2yvAOZelEVYQICIig0ZBwBrUajU8z6PRaOD7Pu12O5sYKCIiMmgUBKxBo9HA87wl+wQoeZCIiAwqBQFr0Gg0MDPq9Tqe5xFFEfl8nnw+v9VVExERWTMFAWuQNv71eh0A55x6AkREZGApCFiDZrNJGIY0Gg2AbGKgggARERlECgJ65Jyj0WiQy+VoNpt4nkccxxQKBQUBIiIykNYVBJjZe8zsaTOLzezEsud+2cymzOyUmb2tq/zepGzKzB7qKj9mZl9Nyj9jZmFSnk8eTyXPH11PnW9Wuj+AmdFsNonjGOecggARERlY6+0JOAm8G/hKd6GZ3QXcD7wKuBf4TTPzzcwHfgN4O3AX8N7kWICPAh9zzh0HZoD3J+XvB2aS8o8lx2267t0CoyjK9gkoFosEQbAVVRIREVmXdQUBzrlnnHOnVnjqPuDTzrmGc+55YAq4O7lNOeeec841gU8D91lnp503A59Lzv8k8M6u1/pkcv9zwFtsC3bmiaKIVquVbRccRREAhUJBQYCIiAykjZoTcAh4qevx2aRstfI9wKxzrr2sfMlrJc/PJcdvqkajgXOOVquFcw7nHJ7nKQgQEZGBdcPWy8y+BEyu8NSHnXNf6H+Vbp6ZPQg8CHDkyJG+vna6LDDNG5B2RhSLRW0ZLCIiA+mGQYBz7p6beN2XgVu7Hh9Oylil/CowZmZB8mm/+/j0tc6aWQCMJsevVNeHgYcBTpw44W6i3qtKg4AoipakEi4Wi8ogKCIiA2mjWq9HgPuTmf3HgNuBrwFfB25PVgKEdCYPPuKcc8CXgZ9Kzn8A+ELXaz2Q3P8p4D8mx2+qdG+AdDgAUBphEREZaOtdIvguMzsL/Cjwp2b2GIBz7mngs8B3gD8HPuCci5JP+R8EHgOeAT6bHAvwS8CHzGyKzpj/J5LyTwB7kvIPAdmyws2UJg9qNpv4vk8URfi+rzTCIiIysNY1o80593ng86s89xHgIyuUPwo8ukL5c3RWDywvrwPvWU89+6HRaBAEQZY/IJ0YmMvl1BMgIiIDSa1Xj7q3DPZ9n3q9ThAECgJERGRgqfXqUaPRIJ/PU6vVgM42wr7vE4ahhgNERGQgKQjoURoE1Ot1crkccRyTy+UIw1A9ASIiMpDUevUgjmOazWY2JyDdNCjNIKieABERGUQKAnoQRVGWL6DdbmcZBHO5nHYLFBGRgaUgoAeNRiPLGtidRjgMQ/L5/FZXT0RE5KYoCOhBulGQ53m02+0sd0ChUCAMwy2unYiIyM1RENCjcrmcDQtAZ56A0giLiMggUxDQAzNjeHiYZrOZDQs458jn8+Ryua2unoiIyE1RENCDVqsFfH9YIO0NUBAgIiKDTEFAD8IwZGxsjGaziZllGQTDMMT3/a2unoiIyE1RENCD8fFxXv3qV2dbBqfJg/L5vIIAEREZWAoC1iDNJJgmEVJPgIiIDDIFAT2K4zhr/NvtNmZGoVDQboEiIjKwFAT0KIoiarUaQRAQxzG+71MoFJQ3QEREBpZasB61220ajQae59FqtbLhAAUBIiIyqNSC9SiKoiyJULvdziYGajhAREQGlYKAHrVaLVqtFr7vE8cxQRCoJ0BERAaaWrAe1ev1bH+ANBjI5XIKAkREZGCpBetRdyZB5xy5XI4wDDUcICIiA0tBQI9qtVoWALTbbYIgIAgC9QSIiMjAUgq8HqU9AdDZMyCfz2tOgIiIDDS1YD2qVCqYGVEUZRMDc7mchgNERGRgKQjoQRzH1Ov1rMGPoogwDAnDcItrJiIicvMUBPQgiiLq9TrOOaIowsyy4QAREZFBpSCgB1EU0Wq18DyPdruNc04ZBEVEZOApCOhBFEU0Gg0Ams0mnueRy+UIAs2rFBGRwaUgoAee5+Gcw/f9bDhAQYCIiAw6BQE9KBaLlEolfN/PkgdpOEBERAadgoAe1Wq1bE5A2hOgIEBERAaZgoAexHGcTQxMvxaLRe0RICIiA01BQA/iOKbZbGbJgzzP026BIiIy8NSK9SBNI9ydQTCfzysIEBGRgaZWrAetVot2u53NCUiDAA0HiIjIIFMQ0INWq5XlDADwfZ9cLqeeABERGWhqxXqQNvrOOeI4JpfLaU6AiIgMPLViPfB9n2KxSBzHRFFEEASEYajhABERGWgKAnoQRRG5XC7LG+B5HkEQqCdAREQGmlqxHuRyOcbGxrIsghoOEBGRnUCtWA/a7Xa2YVAURYRhqOEAEREZeAoCetBqtbIgADo9A9onQEREBp1asR60222gk0Y4zSaoJYIiIjLo1tWKmdl7zOxpM4vN7ERX+R4z+7KZLZrZv1t2zuvN7CkzmzKzj1vSp25mE2b2RTM7nXwdT8otOW7KzL5tZq9bT51vRrlc5sCBA0RRBHx/yaCIiMggW+9H2ZPAu4GvLCuvA/8S+OcrnPNbwM8Dtye3e5Pyh4C/dM7dDvxl8hjg7V3HPpicv6nK5TKTk5PZroG5XI4gCDa7GiIiIn21riDAOfeMc+7UCuUV59xf0wkGMmZ2EBhxzj3unHPAp4B3Jk/fB3wyuf/JZeWfch2PA2PJ62yqer2uNMIiIrKjbPag9iHgbNfjs0kZwAHn3Pnk/gXgQNc5L61yzqZptVo0m00ACoWCggARERl4N+zTNrMvAZMrPPVh59wX+l8lcM45M3NrPc/MHqQzZMCRI0f6WR+azWaWPEjDASIishPcsCVzzt3Tx+/3MnC46/HhpAzgopkddM6dT7r7L3Wdc+sq5yyv68PAwwAnTpxYcxCxmnR5YKvVwvM8bRQkIiI7wqa2ZEl3/7yZvSFZFfA+IO1NeAR4ILn/wLLy9yWrBN4AzHUNG2yKOI5pNptEUZRNDNRGQSIiMujW1adtZu8C/ndgH/CnZvakc+5tyXMvACNAaGbvBN7qnPsO8AvA7wFF4M+SG8CvAp81s/cDLwI/nZQ/CrwDmAKqwM+up843wzlHvV4njmPtESAiIjvGuoIA59zngc+v8tzRVcqfAF69QvlV4C0rlDvgA+up53rFcUytVlPeABER2VHUkvUgjmMajQZxHAMob4CIiOwICgJ64JyjWq0SxzFBEChvgIiI7AhqyXpgZkRRhHMOz/MUBIiIyI6glqwHpVKJUqmEc44gCDQcICIiO4KCgB5VKhUNB4iIyI6ilqxH3UGAVgeIiMhOoJasR41GAwDP8wiCQMMBIiIy8BQE9CBdHeD7PkEQaLMgERHZEdSS9SDdJ8A5h+/7Gg4QEZEdQS1ZD6IoyoYDgiDA930NB4iIyMBTENCDNIGQmWW5AxQEiIjIoFMQ0INms0m73c7SCOdyua2ukoiIyLopCOhBo9Gg3W5ncwIUBIiIyE6gIKAHaQ9AujLA9/2trpKIiMi6KQjoQbvdBsh6AbQyQEREdgK1Zj2o1WpEUaSNgkREZEdRENCDWq2WTQxUT4CIiOwUas16kAYB2i1QRER2ErVmPSiXy4yPj2e7BWo4QEREdgIFAT0YHx/n4MGDyiAoIiI7ilqzHoRhSKlUypYKKggQEZGdQK3ZGpgZhUJBwwEiIrIjKAjoQS6XY2hoCM/zyOfz6gkQEZEdQa1ZD9rtNq1WCzNTECAiIjuGWrMetNvtLItgPp/XcICIiOwICgJ6kKYS9jwP3/fVEyAiIjuCWrMeFItFhoeHszTCCgJERGQnUGvWA+dc1hOg3AEiIrJTKAjoQblcZmRkhCAICIJAPQEiIrIjqDXrUavVwvd99QSIiMiOoSCgR/V6XZMCRURkR1GL1qNms5kNB4iIiOwECgJ64Jyj0WgQBAG+7291dURERPpCQUAPoiii3W7j+76CABER2TEUBPQgiiKiKFJPgIiI7CgKAnrQarVot9vkcjkFASIismMoCOhBq9XCOac9AkREZEdRi9aDVqtFFEXaMlhERHYUtWg9aDQaxHGsIEBERHYUtWg9yOVylMtlSqWSdgsUEZEdQ0FADxqNRpY8SD0BIiKyU6hF60Ecx/i+Tz6fVxAgIiI7xrpaNDN7j5k9bWaxmZ3oKv+7ZvYNM3sq+frmruden5RPmdnHLelfN7MJM/uimZ1Ovo4n5ZYcN2Vm3zaz162nzjcjDEPK5TKFQkHDASIismOs92PtSeDdwFeWlV8B/r5z7oeAB4Df73rut4CfB25Pbvcm5Q8Bf+mcux34y+QxwNu7jn0wOX9TtdttzIwwDNUTICIiO8a6WjTn3DPOuVMrlH/LOXcuefg0UDSzvJkdBEacc4875xzwKeCdyXH3AZ9M7n9yWfmnXMfjwFjyOpsmn88zPj6u1QEiIrKjbEaL9pPAN51zDeAQcLbrubNJGcAB59z55P4F4EBy/xDw0irnbIpSqcT4+DhhGGo4QEREdowb5sU1sy8Bkys89WHn3BducO6rgI8Cb11LpZxzzszcWs5Jvt+DdIYMOHLkyFpPX9XIyAi33norURSpJ0BERHaMGwYBzrl7buaFzeww8Hngfc65Z5Pil4HDXYcdTsoALprZQefc+aS7/1LXObeucs7yuj4MPAxw4sSJNQcRq3HOEccxZqYgQEREdowNadHMbAz4U+Ah59zfpOVJd/+8mb0hWRXwPiDtTXiEziRCkq/d5e9LVgm8AZjrGjbYFM45nHOYmYYDRERkx1jvEsF3mdlZ4EeBPzWzx5KnPggcB37FzJ5MbvuT534B+B1gCngW+LOk/FeBv2tmp4F7kscAjwLPJcf/++T8TRXHcZZASEREZKewziT9nefEiRPuiSee6MtrtVotnnrqKcrlMnfccUdfXlNERKSfzOwbzrkTNz7y+zTA3YO0J0DzAUREZCdRq9aDdGKg7/tbXRUREZG+URDQg7QnQEGAiIjsJAoCepCuDlAQICIiO4mCgB5oOEBERHYiBQE9KBQK7Nmzh1wut9VVERER6RsFAT0IgoB8Pq/VASIisqOoVetBOidAQYCIiOwkatV6EMcxgIIAERHZUdSq9SDdVVF5A0REZCdRENAD9QSIiMhOpFatBwoCRERkJ1Kr1gMNB4iIyE6kIKAH6gkQEZGdSK1aDxQEiIjIThRsdQUGQblcZmhoSEGAiIjsKAoCemBmmg8gIiI7jj7aioiI7FIKAkRERHYpBQEiIiK7lIIAERGRXUpBgIiIyC6lIEBERGSXUhAgIiKySykIEBER2aUUBIiIiOxSCgJERER2KQUBIiIiu5SCABERkV1KQYCIiMgupSBARERkl1IQICIiskspCBAREdmlFASIiIjsUgoCREREdikFASIiIruUggAREZFdSkGAiIjILqUgQEREZJdSECAiIrJLKQgQERHZpRQEiIiI7FLrCgLM7D1m9rSZxWZ2oqv8bjN7Mrn9rZm9q+u5e83slJlNmdlDXeXHzOyrSflnzCxMyvPJ46nk+aPrqbOIiIh0rLcn4CTwbuArK5SfcM69BrgX+D/MLDAzH/gN4O3AXcB7zeyu5JyPAh9zzh0HZoD3J+XvB2aS8o8lx4mIiMg6rSsIcM4945w7tUJ51TnXTh4WAJfcvxuYcs4955xrAp8G7jMzA94MfC457pPAO5P79yWPSZ5/S3K8iIiIrMOGzQkws79jZk8DTwH/OAkKDgEvdR12NinbA8x2BQ5pOd3nJM/PJceLiIjIOgQ3OsDMvgRMrvDUh51zX1jtPOfcV4FXmdkrgU+a2Z/dfDV7Y2YPAg8mDxfN7JpeinXYC1zp4+ttNV3P9qbr2f522jXpera3Xq7ntrW+6A2DAOfcPWt90WXnP2Nmi8CrgZeBW7uePpyUXQXGzCxIPu2n5XSdc9bMAmA0OX6l7/Uw8PB66rsaM3vCOXfixkcOBl3P9qbr2f522jXpera3jbqeDRkOSGb6B8n924AfBF4Avg7cnjwfAvcDjzjnHPBl4KeSl3gASHsZHkkekzz/H5PjRUREZB3Wu0TwXWZ2FvhR4E/N7LHkqR8D/tbMngQ+D/yCc+5K8in/g8BjwDPAZ51zTyfn/BLwITObojPm/4mk/BPAnqT8Q0C2rFBERERu3g2HA67HOfd5Oo388vLfB35/lXMeBR5dofw5OqsHlpfXgfesp559siHDDFtI17O96Xq2v512Tbqe7W1jhrrVsy4iIrI7adtgERGRXUpBQA9W2+p4uzGzW83sy2b2nWQ753+alP9rM3u5ayvnd3Sd88vJdZ0ys7d1lW+LazazF8zsqaTeTyRlE2b2RTM7nXwdT8rNzD6e1PnbZva6rtd5IDn+tJk9sNr32+BrubPrPXjSzObN7BcH6f0xs981s0tmdrKrrG/vh5m9Pnm/p5JzN3RjsFWu59fM7LtJnT9vZmNJ+VEzq3W9T799o3qv9rPZ5Ovp2++XrbK9+yZfz2e6ruUF68w9G5T3Z7X/0Vv3N+Sc0+06N8AHngVeAYTA3wJ3bXW9VqnrQeB1yf1h4Ht0tmf+18A/X+H4u5LryQPHkuv0t9M101lVsndZ2b8BHkruPwR8NLn/DuDPAAPeAHw1KZ8Anku+jif3x7fB79UFOut6B+b9Ad4EvA44uRHvB/C15FhLzn37FlzPW4Eguf/Rrus52n3cstdZsd6r/Ww2+Xr69vsFfBa4P7n/28A/2ezrWfb8/wr8ygC9P6v9j96yvyH1BNzYilsdb3GdVuScO++c+2Zyf4HOCoxD1znlPuDTzrmGc+55YIrO9W73a+7eSnr5FtOfch2P09l74iDwNuCLzrlp59wM8EU6OS220luAZ51zL17nmG33/jjnvgJMr1DPdb8fyXMjzrnHXee/2ae6XmvTrsc59xfu+7uXPk5n35JV3aDeq/1sNsQq789q1vT7lXyiXG179w1xvetJ6vPTwB9e7zW22fuz2v/oLfsbUhBwY6ttdbytWSfb4muBryZFH0y6k363q8trtWvbTtfsgL8ws29YZ0dIgAPOufPJ/QvAgeT+IFxP6n6W/vMa1PcH+vd+HEruLy/fSj9H59NU6piZfcvM/pOZvTEpu169V/vZbLZ+/H5db3v3rfBG4KJz7nRX2cC8P8v+R2/Z35CCgB3IzMrAHwO/6JybB34L+AHgNcB5Ol1og+LHnHOvo5N58gNm9qbuJ5Nod6CWuCTjqP8A+KOkaJDfnyUG8f1YjZl9GGgDf5AUnQeOOOdeS2fPkv/LzEZ6fb0t/NnsmN+vZd7L0kB6YN6fFf5Hb0k9QEFAL1bb6nhbMrMcnV+uP3DO/QcA59xF51zknIuBf8/392NY7dq2zTU7515Ovl6isyfF3cDFpNsr7eq7lBy+7a8n8Xbgm865izDY70+iX+/Hyyztet+y6zKzfwT8PeAfJv+USbrNryb3v0Fn3PwOrl/v1X42m6aPv1/Z9u7LyjddUod3A59Jywbl/Vnpf/R16rHhf0MKAm5sxa2Ot7hOK0rGyD4BPOOc+9+6yg92HfYuIJ1p+whwv5nlzewYcDudSSXb4prNbMjMhtP7dCZsnWTpVtLLt5h+XzKj9g3AXNLF9hjwVjMbT7pC35qUbZUln2AG9f3p0pf3I3lu3szekPwuv6/rtTaNmd0L/AvgHzjnql3l+8zMT+6/gs778dwN6r3az2bT9Ov3KwmGVtvefbPdA3zXOZd1fQ/C+7Pa/+jr1GPj/4auN2tQt2xG5zvozOJ8lk72xC2v0yr1/DE63UjfBp5Mbu+gs3vjU0n5I8DBrnM+nFzXKbpmkW6Ha6YzO/lvk9vTaT3ojE3+JXAa+BIwkZQb8BtJnZ8CTnS91s/Rmfg0BfzsFr5HQ3Q+UY12lQ3M+0MneDkPtOiMN76/n+8HcIJOI/Us8O9INjTb5OuZojPemv4N/XZy7E8mv4dPAt8E/v6N6r3az2aTr6dvv1/J3+TXkp/RHwH5zb6epPz36KSo7z52EN6f1f5Hb9nfkHYMFBER2aU0HCAiIrJLKQgQERHZpRQEiIiI7FIKAkRERHYpBQEiIiK7lIIAkV3OzP7f5OtRM/uv+/za/8NK30tEtgctERQRAMzsJ+hkm/t7azgncN/fS36l5xedc+V+1E9E+k89ASK7nJktJnd/FXijdXKx/zMz883s18zs60nymf8mOf4nzOw/m9kjwHeSsv/bOkmenrYk0ZOZ/SpQTF7vD7q/V7ID2q+Z2Unr5D7/ma7X/isz+5yZfdfM/iDZ+UxENkBw40NEZJd4iK6egKQxn3PO/YiZ5YG/MbO/SI59HfBq10lBC/BzzrlpMysCXzezP3bOPWRmH3TOvWaF7/VuOgltfhjYm5zzleS51wKvAs4BfwP8l8Bf9/9yRUQ9ASKymrfS2bf8STrpTvfQ2Y8d4GtdAQDAf2dmfws8Tiexye1c348Bf+g6iW0uAv8J+JGu1z7rOglvngSO9uVqROQa6gkQkdUY8N8655YkW0rmDlSWPb4H+FHnXNXM/goorOP7NrruR+j/lMiGUU+AiKQWgOGux48B/yRJfYqZ3ZFkc1xuFJhJAoAfBN7Q9VwrPX+Z/wz8TDLvYB/wJjqJaURkEynCFpHUt4Eo6db/PeDX6XTFfzOZnHcZeOcK5/058I/N7Bk62ege73ruYeDbZvZN59w/7Cr/PPCjdDJEOuBfOOcuJEGEiGwSLREUERHZpTQcICIiskspCBAREdmlFASIiIjsUgoCREREdikFASIiIruUggAREZFdSkGAiIjILqUgQEREZJf6/wHTVQzwK8rZygAAAABJRU5ErkJggg==\n",
213 "text/plain": [
214 "<Figure size 576x432 with 1 Axes>"
215 ]
216 },
217 "metadata": {
218 "needs_background": "light"
219 },
220 "output_type": "display_data"
221 },
222 {
223 "data": {
224 "image/png": 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\n",
225 "text/plain": [
226 "<Figure size 576x432 with 1 Axes>"
227 ]
228 },
229 "metadata": {
230 "needs_background": "light"
231 },
232 "output_type": "display_data"
233 },
234 {
235 "data": {
236 "image/png": 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\n",
237 "text/plain": [
238 "<Figure size 576x432 with 1 Axes>"
239 ]
240 },
241 "metadata": {
242 "needs_background": "light"
243 },
244 "output_type": "display_data"
245 },
246 {
247 "data": {
248 "image/png": 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\n",
249 "text/plain": [
250 "<Figure size 576x432 with 1 Axes>"
251 ]
252 },
253 "metadata": {
254 "needs_background": "light"
255 },
256 "output_type": "display_data"
257 },
258 {
259 "data": {
260 "image/png": 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\n",
261 "text/plain": [
262 "<Figure size 576x432 with 1 Axes>"
263 ]
264 },
265 "metadata": {
266 "needs_background": "light"
267 },
268 "output_type": "display_data"
269 },
270 {
271 "data": {
272 "image/png": 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\n",
273 "text/plain": [
274 "<Figure size 576x432 with 1 Axes>"
275 ]
276 },
277 "metadata": {
278 "needs_background": "light"
279 },
280 "output_type": "display_data"
281 },
282 {
283 "data": {
284 "image/png": 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\n",
285 "text/plain": [
286 "<Figure size 576x432 with 1 Axes>"
287 ]
288 },
289 "metadata": {
290 "needs_background": "light"
291 },
292 "output_type": "display_data"
293 },
294 {
295 "data": {
296 "image/png": 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\n",
297 "text/plain": [
298 "<Figure size 576x432 with 1 Axes>"
299 ]
300 },
301 "metadata": {
302 "needs_background": "light"
303 },
304 "output_type": "display_data"
305 },
306 {
307 "data": {
308 "image/png": 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\n",
309 "text/plain": [
310 "<Figure size 576x432 with 1 Axes>"
311 ]
312 },
313 "metadata": {
314 "needs_background": "light"
315 },
316 "output_type": "display_data"
317 }
318 ],
319 "source": [
320 "for f in glob.glob(\"*trigram*.csv\"):\n",
321 " df = pd.read_csv(f).set_index(['worker', 'iteration']).sort_index()\n",
322 " workers = list(sorted(set(df.index.get_level_values(0))))\n",
323 " fig, ax = plt.subplots()\n",
324 " for w in workers:\n",
325 " df.loc[w].fitness.plot(ax=ax, color='#00000020', ylim=trigram_ylim, figsize=(8,6))\n",
326 " fig.savefig(f + '.png')"
327 ]
328 },
329 {
330 "cell_type": "code",
331 "execution_count": null,
332 "metadata": {},
333 "outputs": [],
334 "source": []
335 }
336 ],
337 "metadata": {
338 "kernelspec": {
339 "display_name": "Python 3",
340 "language": "python",
341 "name": "python3"
342 },
343 "language_info": {
344 "codemirror_mode": {
345 "name": "ipython",
346 "version": 3
347 },
348 "file_extension": ".py",
349 "mimetype": "text/x-python",
350 "name": "python",
351 "nbconvert_exporter": "python",
352 "pygments_lexer": "ipython3",
353 "version": "3.6.7"
354 }
355 },
356 "nbformat": 4,
357 "nbformat_minor": 2
358 }