+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def calc_tau(row):\n",
+ " return kendalltau([ord(c) for c in row['mapped_cipher_alphabet']], [ord(c) for c in row['target_cipher_alphabet']])[0]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "-11168.92114676162 -6794.348261349826 test.csv\n",
+ "(-11168.92114676162, -6794.348261349826)\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "(-11400, -6600)"
+ ]
+ },
+ "execution_count": 32,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "test_ylim = None\n",
+ "for f in glob.glob(\"*test*.csv\"):\n",
+ " df = pd.read_csv(f)\n",
+ " y1 = df.fitness.max()\n",
+ " y0 = df.fitness.min()\n",
+ " print(y0, y1, f)\n",
+ " if test_ylim:\n",
+ " test_ylim = (min(test_ylim[0], y0), max(test_ylim[1], y1))\n",
+ " else:\n",
+ " test_ylim = (y0, y1)\n",
+ "print(test_ylim)\n",
+ "test_ylim = (math.floor((test_ylim[0] - 100) / 200) * 200, math.ceil((test_ylim[1] + 100) / 200) * 200)\n",
+ "test_ylim "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 576x432 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "for f in glob.glob(\"*test*.csv\"):\n",
+ " df = pd.read_csv(f).set_index(['worker', 'iteration']).sort_index()\n",
+ " workers = list(sorted(set(df.index.get_level_values(0))))\n",
+ " fig, ax = plt.subplots()\n",
+ " for w in workers:\n",
+ " df.loc[w].fitness.plot(ax=ax, color='#00000020', ylim=test_ylim, figsize=(8,6))\n",
+ " fig.savefig(f + '.png')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 576x432 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "for f in glob.glob(\"*test*.csv\"):\n",
+ " df = pd.read_csv(f).set_index(['worker', 'iteration']).sort_index()\n",
+ " workers = list(sorted(set(df.index.get_level_values(0))))\n",
+ " df['tau'] = df.apply(calc_tau, axis=1)\n",
+ " fig, ax = plt.subplots()\n",
+ " for w in workers:\n",
+ " df.loc[w].tau.plot(ax=ax, color='#00000020', \n",
+ "# ylim=test_ylim, \n",
+ " figsize=(8,6))\n",
+ " fig.savefig(f + 'tau.png')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th>fitness</th>\n",
+ " <th>plain_alphabet</th>\n",
+ " <th>cipher_alphabet</th>\n",
+ " <th>mapped_cipher_alphabet</th>\n",
+ " <th>target_cipher_alphabet</th>\n",
+ " <th>tau</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>worker</th>\n",
+ " <th>iteration</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th rowspan=\"30\" valign=\"top\">0</th>\n",
+ " <th>0</th>\n",
+ " <td>-8628.102747</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vscudrzetnmixkyjwoahflqpgb</td>\n",
+ " <td>uhjnvwozdplmxrcagtesifkqyb</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.021538</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>500</th>\n",
+ " <td>-10015.192455</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>komvijzretnyuhbdplsqacxfwg</td>\n",
+ " <td>vqdtkplzifcnujmsweroyahxbg</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.070769</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1000</th>\n",
+ " <td>-9840.232586</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>arvymkwecdistfnhzxqplujobg</td>\n",
+ " <td>yphdazxwmouitkvqbcerslfjng</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.206154</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1500</th>\n",
+ " <td>-9646.643722</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>urvsqtbodclfjimazephywxkgn</td>\n",
+ " <td>shacuzebqkwljtvpgdorfyixmn</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.163077</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2000</th>\n",
+ " <td>-9708.403249</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vseardmctuixkyhlbfpzjqwngo</td>\n",
+ " <td>azluvbfmrnqikdepgtcsxjywho</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.046154</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2500</th>\n",
+ " <td>-9591.345828</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>zctsvkhuefgjldnximrwqoyapb</td>\n",
+ " <td>swxfzimhvaoglktrpeucjqdynb</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.255385</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3000</th>\n",
+ " <td>-9274.661200</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>cydfztnursvmikxojlehawqpgb</td>\n",
+ " <td>fhoscjlnzpwvitdegruymakqxb</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.052308</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3500</th>\n",
+ " <td>-9762.290517</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>syjtdwiruevbcmzxgqkhanflop</td>\n",
+ " <td>thxesgqidlnvcwjkourybamfzp</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.113846</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4000</th>\n",
+ " <td>-9566.802526</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>rxsezjclvidofnuahmykwtgqpb</td>\n",
+ " <td>ekairhmczqtdfjsypvlxowngub</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.064615</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4500</th>\n",
+ " <td>-9709.704262</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>tjrzvlndeackbfxiwmsupgyhqo</td>\n",
+ " <td>zuiatwmnvhgcblrsqedjkpfyxo</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.040000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5000</th>\n",
+ " <td>-9645.595659</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>dksvuhtxqzegnwmcaryfpjilbo</td>\n",
+ " <td>vfczdartuljenhsybqxkgpwimo</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.021538</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5500</th>\n",
+ " <td>-9595.573049</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>drtnskeciuoybpmvzfgjawhlqx</td>\n",
+ " <td>njvudzfeslwobktgqicryaphmx</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.070769</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>6000</th>\n",
+ " <td>-10134.537884</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>cpuexkdronsytfvzlmwbjiqahg</td>\n",
+ " <td>ebznclmdxaistkuwhorpyjfqvg</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.070769</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>6500</th>\n",
+ " <td>-9741.092822</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>cvuixydrkbmwtfzeqsgnphljoa</td>\n",
+ " <td>inebcqsdxjhmtyugokrvwpflza</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.021538</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>7000</th>\n",
+ " <td>-9511.269200</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>zorytuqsvdhcewjnixgamkfpbl</td>\n",
+ " <td>yandzixqtpkheurgbvsocmwfjl</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.236923</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>7500</th>\n",
+ " <td>-9832.513040</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>cuftdrzwnybishempjvkgaloqx</td>\n",
+ " <td>tkmycpjzdoabsrfvqnwuighlex</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.193846</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8000</th>\n",
+ " <td>-9107.286677</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vydsctgnzkxirwmehjlofuaqbp</td>\n",
+ " <td>soekvhjgcquxrtdlbznyifwamp</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.009231</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8500</th>\n",
+ " <td>-9257.228364</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>secovzfrdltmubkyhnxwgajiqp</td>\n",
+ " <td>owylshnfviatuzcxqdremgbjkp</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.046154</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>9000</th>\n",
+ " <td>-9566.660006</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>tcznvajidyxsoklumhrpebgqwf</td>\n",
+ " <td>npuytmhjvqbxoazrwdicsekglf</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.175385</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>9500</th>\n",
+ " <td>-9567.994771</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vrmyexncfkzudbsoawhtliqjpg</td>\n",
+ " <td>ytokvawnejizdxmhpfcrulbqsg</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.003077</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>10000</th>\n",
+ " <td>-9100.590756</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>sancvzmtrdkjhexulioywpqgfb</td>\n",
+ " <td>cyudslimvgpkhznofrtajweqxb</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.033846</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>10500</th>\n",
+ " <td>-9476.196668</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>easutfcvrdzwxjnkbmyqhlgpoi</td>\n",
+ " <td>uqkdebmctplzxfsyorvawhjgni</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.144615</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>11000</th>\n",
+ " <td>-9393.930253</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vtsuazrnmjipexdwcblqfohkgy</td>\n",
+ " <td>uqwjvcbrakoiezslgmntpfxhdy</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.052308</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>11500</th>\n",
+ " <td>-8412.054539</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vjsrumothzeidfycknaxwpblqg</td>\n",
+ " <td>rxczvknoulpedmsaqhtjiwfbyg</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.058462</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>12000</th>\n",
+ " <td>-9373.262246</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>siruvejwndzthpgcokabfmlxyq</td>\n",
+ " <td>ubcdsokjvxmzheraynwitfplgq</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.169231</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>12500</th>\n",
+ " <td>-8940.366387</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vdsupzxmchetrikjwynboflgaq</td>\n",
+ " <td>ubjhvwyxpgferzsnacmdtoilkq</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.021538</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>13000</th>\n",
+ " <td>-8557.340778</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>scvuxdeotinrmzalkjwfyqhpbg</td>\n",
+ " <td>ufliskjexpqnmdvwbtocryzhag</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.224615</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>13500</th>\n",
+ " <td>-8171.637333</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vcsukdejznfrtbyxiwhmolapgq</td>\n",
+ " <td>umxnviwekplftdshgzjcrobayq</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.316923</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>14000</th>\n",
+ " <td>-8450.637319</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vcnsumejdazripkyoltghwqfbx</td>\n",
+ " <td>sgyavoleufwzimntbdjcrhpqkx</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.064615</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>14500</th>\n",
+ " <td>-7445.172069</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vcsurdejzmnioyxtqwakhgbpfl</td>\n",
+ " <td>uktmvqwerpgnodsafzjcihybxl</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.600000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th rowspan=\"30\" valign=\"top\">23</th>\n",
+ " <th>5000</th>\n",
+ " <td>-9476.690080</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>ecsudbrvlomwnytkjxahgzqfip</td>\n",
+ " <td>uhkoejxrdfzmnbsailvcwgyqtp</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.255385</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5500</th>\n",
+ " <td>-9314.062738</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vsuyczidroxmwapnegfhtbqlkj</td>\n",
+ " <td>yhnovegiclbxwzufkrdsmtaqpj</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.040000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>6000</th>\n",
+ " <td>-9495.030032</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>rnvdueyctlzpghsxkijbqfmoaw</td>\n",
+ " <td>dbxlrkiyuofzgevjatcnpqhmsw</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.003077</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>6500</th>\n",
+ " <td>-9937.475777</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vibscmgltredzhxkojqayfuwpn</td>\n",
+ " <td>sakrvojgcwfezmbqptlidyhuxn</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.021538</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>7000</th>\n",
+ " <td>-9005.034593</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>virusntmbdcjzoxkwafyhepqgl</td>\n",
+ " <td>uykdvwatsqecznrfgbmijhopxl</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.021538</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>7500</th>\n",
+ " <td>-9224.941732</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vdurkntsexhpogbciyzjqalmfw</td>\n",
+ " <td>rjcxviytkmahonuzfesdpqglbw</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.070769</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8000</th>\n",
+ " <td>-9285.943028</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>rvnuzdakshtqcxiewjymobfpgl</td>\n",
+ " <td>umehrwjazpbtcdnygskvqoxfil</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.070769</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8500</th>\n",
+ " <td>-9349.181897</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>tdvreuwchozkxmisgpfqaylnbj</td>\n",
+ " <td>rqsotgpwenyzxuvfbhcdkamlij</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.052308</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>9000</th>\n",
+ " <td>-8709.705712</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>snrvuzlcdwmhkafyjetxigobqp</td>\n",
+ " <td>vxywsjelubgmkzrtqdcnhiaofp</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.052308</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>9500</th>\n",
+ " <td>-9526.938751</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>sduvzrwglmaxtofeypcnkijhqb</td>\n",
+ " <td>vnemsypwzhiatrucqlgdxkojfb</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.163077</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>10000</th>\n",
+ " <td>-9799.421945</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>mzsjudxvelhqtocrapykbngwfi</td>\n",
+ " <td>jkrlmapxuwnhtdsyfevzqbogci</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.064615</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>10500</th>\n",
+ " <td>-9138.124734</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>sdrvciwuknyzomgpxtejbqalfh</td>\n",
+ " <td>vjpnsxtwclqyoirefkudzbmagh</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.144615</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>11000</th>\n",
+ " <td>-9208.530069</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vescmrpuzbqinxltjfywgdhkoa</td>\n",
+ " <td>cwtbvjfpmkdqnrsyozueigxhla</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.292308</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>11500</th>\n",
+ " <td>-9207.441206</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>bjrsvdftcozinwxkemulaphyqg</td>\n",
+ " <td>slkobemfvypzndruqctjiawhxg</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.095385</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>12000</th>\n",
+ " <td>-9081.219187</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>sncvwdqtemourkhxigzlybjapf</td>\n",
+ " <td>vlxmsigqwabordczpetnuykjhf</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.089231</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>12500</th>\n",
+ " <td>-9155.632933</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>smevroancztylxbihgudwkjpfq</td>\n",
+ " <td>vdizshgarpktloeufcnmywxjbq</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.070769</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>13000</th>\n",
+ " <td>-8696.404168</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>skvrucnedzypfjwimhxtqlboga</td>\n",
+ " <td>rtizsmhnuolyfcvxgdekpqjbwa</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.021538</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>13500</th>\n",
+ " <td>-8430.207825</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vdsrumjtgxeiwkacnlzohybfpq</td>\n",
+ " <td>rocxvnljufyewmszpgtdihkbaq</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.040000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>14000</th>\n",
+ " <td>-8881.481965</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vexrutfdzmnqywskilcjpbaogh</td>\n",
+ " <td>rjkmvilfuobnytxcgzdeqpwash</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.329231</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>14500</th>\n",
+ " <td>-8391.704203</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>rtsvuxekdnzymjqcboifwhlpga</td>\n",
+ " <td>vfcnrboeuphzmxsigdktywjlqa</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>-0.040000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>15000</th>\n",
+ " <td>-7948.660076</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>veusrtoczyxinwkdalmjhfqgpb</td>\n",
+ " <td>sjdyvalorgfxntumpzceihwqkb</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.353846</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>15500</th>\n",
+ " <td>-7583.543584</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vcsurdetnxziafkgomjyhlwqpb</td>\n",
+ " <td>uygxvomerqlzadsjpntcihfwkb</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.273846</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>16000</th>\n",
+ " <td>-7177.945210</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vcsurdetzmniofkajbxyhwplqg</td>\n",
+ " <td>uyamvjberlwnodsxqztcihfpkg</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.286154</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>16500</th>\n",
+ " <td>-6943.209465</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vcsurdetzmnioykxjlwahfpqbg</td>\n",
+ " <td>uaxmvjlerqfnodswbztcihypkg</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.581538</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>17000</th>\n",
+ " <td>-6814.331110</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vcsurdetzmnioykxjwalhfgpqb</td>\n",
+ " <td>ulxmvjwerpfnodsaqztcihygkb</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.895385</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>17500</th>\n",
+ " <td>-6819.395258</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vcsurdetzmnioykxjwalhfpqgb</td>\n",
+ " <td>ulxmvjwerqfnodsagztcihypkb</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.883077</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>18000</th>\n",
+ " <td>-6812.903920</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vcsurdetzmnioykxjwalhfbgqp</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihybkp</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>0.833846</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>18500</th>\n",
+ " <td>-6807.957615</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vcsurdetzmnioykxjwalhfpgqb</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>19000</th>\n",
+ " <td>-6807.957615</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vcsurdetzmnioykxjwalhfpgqb</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>19500</th>\n",
+ " <td>-6807.957615</td>\n",
+ " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
+ " <td>vcsurdetzmnioykxjwalhfpgqb</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>960 rows × 6 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " fitness plain_alphabet \\\n",
+ "worker iteration \n",
+ "0 0 -8628.102747 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 500 -10015.192455 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 1000 -9840.232586 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 1500 -9646.643722 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 2000 -9708.403249 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 2500 -9591.345828 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 3000 -9274.661200 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 3500 -9762.290517 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 4000 -9566.802526 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 4500 -9709.704262 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 5000 -9645.595659 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 5500 -9595.573049 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 6000 -10134.537884 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 6500 -9741.092822 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 7000 -9511.269200 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 7500 -9832.513040 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 8000 -9107.286677 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 8500 -9257.228364 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 9000 -9566.660006 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 9500 -9567.994771 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 10000 -9100.590756 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 10500 -9476.196668 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 11000 -9393.930253 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 11500 -8412.054539 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 12000 -9373.262246 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 12500 -8940.366387 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 13000 -8557.340778 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 13500 -8171.637333 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 14000 -8450.637319 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 14500 -7445.172069 etoainhsrdlumwycfgpbvkxjqz \n",
+ "... ... ... \n",
+ "23 5000 -9476.690080 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 5500 -9314.062738 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 6000 -9495.030032 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 6500 -9937.475777 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 7000 -9005.034593 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 7500 -9224.941732 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 8000 -9285.943028 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 8500 -9349.181897 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 9000 -8709.705712 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 9500 -9526.938751 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 10000 -9799.421945 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 10500 -9138.124734 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 11000 -9208.530069 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 11500 -9207.441206 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 12000 -9081.219187 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 12500 -9155.632933 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 13000 -8696.404168 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 13500 -8430.207825 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 14000 -8881.481965 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 14500 -8391.704203 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 15000 -7948.660076 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 15500 -7583.543584 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 16000 -7177.945210 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 16500 -6943.209465 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 17000 -6814.331110 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 17500 -6819.395258 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 18000 -6812.903920 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 18500 -6807.957615 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 19000 -6807.957615 etoainhsrdlumwycfgpbvkxjqz \n",
+ " 19500 -6807.957615 etoainhsrdlumwycfgpbvkxjqz \n",
+ "\n",
+ " cipher_alphabet mapped_cipher_alphabet \\\n",
+ "worker iteration \n",
+ "0 0 vscudrzetnmixkyjwoahflqpgb uhjnvwozdplmxrcagtesifkqyb \n",
+ " 500 komvijzretnyuhbdplsqacxfwg vqdtkplzifcnujmsweroyahxbg \n",
+ " 1000 arvymkwecdistfnhzxqplujobg yphdazxwmouitkvqbcerslfjng \n",
+ " 1500 urvsqtbodclfjimazephywxkgn shacuzebqkwljtvpgdorfyixmn \n",
+ " 2000 vseardmctuixkyhlbfpzjqwngo azluvbfmrnqikdepgtcsxjywho \n",
+ " 2500 zctsvkhuefgjldnximrwqoyapb swxfzimhvaoglktrpeucjqdynb \n",
+ " 3000 cydfztnursvmikxojlehawqpgb fhoscjlnzpwvitdegruymakqxb \n",
+ " 3500 syjtdwiruevbcmzxgqkhanflop thxesgqidlnvcwjkourybamfzp \n",
+ " 4000 rxsezjclvidofnuahmykwtgqpb ekairhmczqtdfjsypvlxowngub \n",
+ " 4500 tjrzvlndeackbfxiwmsupgyhqo zuiatwmnvhgcblrsqedjkpfyxo \n",
+ " 5000 dksvuhtxqzegnwmcaryfpjilbo vfczdartuljenhsybqxkgpwimo \n",
+ " 5500 drtnskeciuoybpmvzfgjawhlqx njvudzfeslwobktgqicryaphmx \n",
+ " 6000 cpuexkdronsytfvzlmwbjiqahg ebznclmdxaistkuwhorpyjfqvg \n",
+ " 6500 cvuixydrkbmwtfzeqsgnphljoa inebcqsdxjhmtyugokrvwpflza \n",
+ " 7000 zorytuqsvdhcewjnixgamkfpbl yandzixqtpkheurgbvsocmwfjl \n",
+ " 7500 cuftdrzwnybishempjvkgaloqx tkmycpjzdoabsrfvqnwuighlex \n",
+ " 8000 vydsctgnzkxirwmehjlofuaqbp soekvhjgcquxrtdlbznyifwamp \n",
+ " 8500 secovzfrdltmubkyhnxwgajiqp owylshnfviatuzcxqdremgbjkp \n",
+ " 9000 tcznvajidyxsoklumhrpebgqwf npuytmhjvqbxoazrwdicsekglf \n",
+ " 9500 vrmyexncfkzudbsoawhtliqjpg ytokvawnejizdxmhpfcrulbqsg \n",
+ " 10000 sancvzmtrdkjhexulioywpqgfb cyudslimvgpkhznofrtajweqxb \n",
+ " 10500 easutfcvrdzwxjnkbmyqhlgpoi uqkdebmctplzxfsyorvawhjgni \n",
+ " 11000 vtsuazrnmjipexdwcblqfohkgy uqwjvcbrakoiezslgmntpfxhdy \n",
+ " 11500 vjsrumothzeidfycknaxwpblqg rxczvknoulpedmsaqhtjiwfbyg \n",
+ " 12000 siruvejwndzthpgcokabfmlxyq ubcdsokjvxmzheraynwitfplgq \n",
+ " 12500 vdsupzxmchetrikjwynboflgaq ubjhvwyxpgferzsnacmdtoilkq \n",
+ " 13000 scvuxdeotinrmzalkjwfyqhpbg ufliskjexpqnmdvwbtocryzhag \n",
+ " 13500 vcsukdejznfrtbyxiwhmolapgq umxnviwekplftdshgzjcrobayq \n",
+ " 14000 vcnsumejdazripkyoltghwqfbx sgyavoleufwzimntbdjcrhpqkx \n",
+ " 14500 vcsurdejzmnioyxtqwakhgbpfl uktmvqwerpgnodsafzjcihybxl \n",
+ "... ... ... \n",
+ "23 5000 ecsudbrvlomwnytkjxahgzqfip uhkoejxrdfzmnbsailvcwgyqtp \n",
+ " 5500 vsuyczidroxmwapnegfhtbqlkj yhnovegiclbxwzufkrdsmtaqpj \n",
+ " 6000 rnvdueyctlzpghsxkijbqfmoaw dbxlrkiyuofzgevjatcnpqhmsw \n",
+ " 6500 vibscmgltredzhxkojqayfuwpn sakrvojgcwfezmbqptlidyhuxn \n",
+ " 7000 virusntmbdcjzoxkwafyhepqgl uykdvwatsqecznrfgbmijhopxl \n",
+ " 7500 vdurkntsexhpogbciyzjqalmfw rjcxviytkmahonuzfesdpqglbw \n",
+ " 8000 rvnuzdakshtqcxiewjymobfpgl umehrwjazpbtcdnygskvqoxfil \n",
+ " 8500 tdvreuwchozkxmisgpfqaylnbj rqsotgpwenyzxuvfbhcdkamlij \n",
+ " 9000 snrvuzlcdwmhkafyjetxigobqp vxywsjelubgmkzrtqdcnhiaofp \n",
+ " 9500 sduvzrwglmaxtofeypcnkijhqb vnemsypwzhiatrucqlgdxkojfb \n",
+ " 10000 mzsjudxvelhqtocrapykbngwfi jkrlmapxuwnhtdsyfevzqbogci \n",
+ " 10500 sdrvciwuknyzomgpxtejbqalfh vjpnsxtwclqyoirefkudzbmagh \n",
+ " 11000 vescmrpuzbqinxltjfywgdhkoa cwtbvjfpmkdqnrsyozueigxhla \n",
+ " 11500 bjrsvdftcozinwxkemulaphyqg slkobemfvypzndruqctjiawhxg \n",
+ " 12000 sncvwdqtemourkhxigzlybjapf vlxmsigqwabordczpetnuykjhf \n",
+ " 12500 smevroancztylxbihgudwkjpfq vdizshgarpktloeufcnmywxjbq \n",
+ " 13000 skvrucnedzypfjwimhxtqlboga rtizsmhnuolyfcvxgdekpqjbwa \n",
+ " 13500 vdsrumjtgxeiwkacnlzohybfpq rocxvnljufyewmszpgtdihkbaq \n",
+ " 14000 vexrutfdzmnqywskilcjpbaogh rjkmvilfuobnytxcgzdeqpwash \n",
+ " 14500 rtsvuxekdnzymjqcboifwhlpga vfcnrboeuphzmxsigdktywjlqa \n",
+ " 15000 veusrtoczyxinwkdalmjhfqgpb sjdyvalorgfxntumpzceihwqkb \n",
+ " 15500 vcsurdetnxziafkgomjyhlwqpb uygxvomerqlzadsjpntcihfwkb \n",
+ " 16000 vcsurdetzmniofkajbxyhwplqg uyamvjberlwnodsxqztcihfpkg \n",
+ " 16500 vcsurdetzmnioykxjlwahfpqbg uaxmvjlerqfnodswbztcihypkg \n",
+ " 17000 vcsurdetzmnioykxjwalhfgpqb ulxmvjwerpfnodsaqztcihygkb \n",
+ " 17500 vcsurdetzmnioykxjwalhfpqgb ulxmvjwerqfnodsagztcihypkb \n",
+ " 18000 vcsurdetzmnioykxjwalhfbgqp ulxmvjwergfnodsaqztcihybkp \n",
+ " 18500 vcsurdetzmnioykxjwalhfpgqb ulxmvjwergfnodsaqztcihypkb \n",
+ " 19000 vcsurdetzmnioykxjwalhfpgqb ulxmvjwergfnodsaqztcihypkb \n",
+ " 19500 vcsurdetzmnioykxjwalhfpgqb ulxmvjwergfnodsaqztcihypkb \n",
+ "\n",
+ " target_cipher_alphabet tau \n",
+ "worker iteration \n",
+ "0 0 ulxmvjwergfnodsaqztcihypkb 0.021538 \n",
+ " 500 ulxmvjwergfnodsaqztcihypkb -0.070769 \n",
+ " 1000 ulxmvjwergfnodsaqztcihypkb -0.206154 \n",
+ " 1500 ulxmvjwergfnodsaqztcihypkb -0.163077 \n",
+ " 2000 ulxmvjwergfnodsaqztcihypkb -0.046154 \n",
+ " 2500 ulxmvjwergfnodsaqztcihypkb 0.255385 \n",
+ " 3000 ulxmvjwergfnodsaqztcihypkb -0.052308 \n",
+ " 3500 ulxmvjwergfnodsaqztcihypkb 0.113846 \n",
+ " 4000 ulxmvjwergfnodsaqztcihypkb -0.064615 \n",
+ " 4500 ulxmvjwergfnodsaqztcihypkb -0.040000 \n",
+ " 5000 ulxmvjwergfnodsaqztcihypkb 0.021538 \n",
+ " 5500 ulxmvjwergfnodsaqztcihypkb -0.070769 \n",
+ " 6000 ulxmvjwergfnodsaqztcihypkb 0.070769 \n",
+ " 6500 ulxmvjwergfnodsaqztcihypkb -0.021538 \n",
+ " 7000 ulxmvjwergfnodsaqztcihypkb 0.236923 \n",
+ " 7500 ulxmvjwergfnodsaqztcihypkb -0.193846 \n",
+ " 8000 ulxmvjwergfnodsaqztcihypkb 0.009231 \n",
+ " 8500 ulxmvjwergfnodsaqztcihypkb 0.046154 \n",
+ " 9000 ulxmvjwergfnodsaqztcihypkb 0.175385 \n",
+ " 9500 ulxmvjwergfnodsaqztcihypkb 0.003077 \n",
+ " 10000 ulxmvjwergfnodsaqztcihypkb 0.033846 \n",
+ " 10500 ulxmvjwergfnodsaqztcihypkb 0.144615 \n",
+ " 11000 ulxmvjwergfnodsaqztcihypkb -0.052308 \n",
+ " 11500 ulxmvjwergfnodsaqztcihypkb 0.058462 \n",
+ " 12000 ulxmvjwergfnodsaqztcihypkb 0.169231 \n",
+ " 12500 ulxmvjwergfnodsaqztcihypkb -0.021538 \n",
+ " 13000 ulxmvjwergfnodsaqztcihypkb 0.224615 \n",
+ " 13500 ulxmvjwergfnodsaqztcihypkb 0.316923 \n",
+ " 14000 ulxmvjwergfnodsaqztcihypkb 0.064615 \n",
+ " 14500 ulxmvjwergfnodsaqztcihypkb 0.600000 \n",
+ "... ... ... \n",
+ "23 5000 ulxmvjwergfnodsaqztcihypkb 0.255385 \n",
+ " 5500 ulxmvjwergfnodsaqztcihypkb 0.040000 \n",
+ " 6000 ulxmvjwergfnodsaqztcihypkb 0.003077 \n",
+ " 6500 ulxmvjwergfnodsaqztcihypkb -0.021538 \n",
+ " 7000 ulxmvjwergfnodsaqztcihypkb 0.021538 \n",
+ " 7500 ulxmvjwergfnodsaqztcihypkb -0.070769 \n",
+ " 8000 ulxmvjwergfnodsaqztcihypkb 0.070769 \n",
+ " 8500 ulxmvjwergfnodsaqztcihypkb 0.052308 \n",
+ " 9000 ulxmvjwergfnodsaqztcihypkb -0.052308 \n",
+ " 9500 ulxmvjwergfnodsaqztcihypkb 0.163077 \n",
+ " 10000 ulxmvjwergfnodsaqztcihypkb -0.064615 \n",
+ " 10500 ulxmvjwergfnodsaqztcihypkb 0.144615 \n",
+ " 11000 ulxmvjwergfnodsaqztcihypkb 0.292308 \n",
+ " 11500 ulxmvjwergfnodsaqztcihypkb 0.095385 \n",
+ " 12000 ulxmvjwergfnodsaqztcihypkb 0.089231 \n",
+ " 12500 ulxmvjwergfnodsaqztcihypkb -0.070769 \n",
+ " 13000 ulxmvjwergfnodsaqztcihypkb -0.021538 \n",
+ " 13500 ulxmvjwergfnodsaqztcihypkb -0.040000 \n",
+ " 14000 ulxmvjwergfnodsaqztcihypkb 0.329231 \n",
+ " 14500 ulxmvjwergfnodsaqztcihypkb -0.040000 \n",
+ " 15000 ulxmvjwergfnodsaqztcihypkb 0.353846 \n",
+ " 15500 ulxmvjwergfnodsaqztcihypkb 0.273846 \n",
+ " 16000 ulxmvjwergfnodsaqztcihypkb 0.286154 \n",
+ " 16500 ulxmvjwergfnodsaqztcihypkb 0.581538 \n",
+ " 17000 ulxmvjwergfnodsaqztcihypkb 0.895385 \n",
+ " 17500 ulxmvjwergfnodsaqztcihypkb 0.883077 \n",
+ " 18000 ulxmvjwergfnodsaqztcihypkb 0.833846 \n",
+ " 18500 ulxmvjwergfnodsaqztcihypkb 1.000000 \n",
+ " 19000 ulxmvjwergfnodsaqztcihypkb 1.000000 \n",
+ " 19500 ulxmvjwergfnodsaqztcihypkb 1.000000 \n",
+ "\n",
+ "[960 rows x 6 columns]"
+ ]
+ },
+ "execution_count": 31,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Find the graph limits"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,