clean up

results/4_generate-figures.ipynb

@@ -659,7 +659,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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ciT179mDixIlITk6Gl5cXKisrkZOTgz179uDo0aNwd3evdR/R0dFITk6Gh4cHxo8fDwcHBzx+/Bj/+c9/cOLEiWr/p10bJSUlxMXFwd/fH+3atcOYMWNgZGSEnJwcXL9+HUePHgUArF+/Hl27doWzszPGjx8PS0tLPHz4EBcuXMDdu3dx9erVGo9x/PhxREREoF+/fujcuTP3nP/mzZtRXl6O+fPn8+qrqanhyJEjCAoKgoeHBw4fPoykpCT88MMP3KX97t2749tvv0VUVBQyMzPRq1cvqKioIC8vD4mJiYiJicHAgQOhpaWFuLg4jBw5Eh06dMCQIUOgr6+PwsJCJCUlwcvLi0s2oqKi0KdPH3Tt2hXBwcF4/Pgx1q5dC0dHx2pPqu8KCAjAwoULkZKSgl69enHlVb8COWfOHAwZMgQqKirw9/eHq6srgoKCsHHjRjx9+hTdu3fH5cuXsW3bNvTv3x/e3t7VHsfa2hrHjh3Dl19+CT8/P5w6dQpaWlr46aef0Lt3bzg6OmLMmDEwMTHBvXv3kJycDC0tLRw6dKjOPrxtwYIFOHPmDPr06QMzMzM8evQIsbGxaN26NTfh75dffsGYMWN47X777Tf4+Phg0KBBcHBwgLKyMvbv34+HDx9iyJAhvLrHjx9HmzZtZG4LkE9Ebs8fENKE1fQYoIaGhkzdqseq3lbdY4CMMVZRUcGWLl3KHB0dmVAoZK1atWJubm4sMjKSlZSUcPUAsNDQ0Gpje/jwIQsNDWWmpqZMRUWFSSQS5uPjwzZu3MjVqXoMMDExkdf21q1bDADbsmULr/zcuXPM19eXaWpqMg0NDebi4iLzbHZ+fj4bNWoUk0gkTEVFhZmYmLC+ffuyvXv3VhtnlYKCAvb3v/+dde7cmRkYGDBlZWWmr6/P+vTpw3vUjbH/fcb5+fncbyYYGhqyiIgIVllZKbPvjRs3Mjc3N6aurs40NTWZs7MzmzlzJrt//z6vXnJyMvPz82NisZipqakxKysrNnr0aJaWlsar9+9//5vZ29szoVDIHBwc2L59+1hQUFC9HgNkjDEXFxc2duxYmfKFCxcyExMTpqSkxHsk8NWrVywyMpJZWFgwFRUVZmpqysLDw3mPWzJW/d/TpUuXmKamJuvWrRv3+GdGRgb75ptvmK6uLhMKhczMzIwNGjSInTx5kmtX9ff67uN9VX/zVbGdPHmSBQQEMGNjY6aqqsqMjY3Z0KFD2W+//cYYe/M7AQDY5cuXefv5888/WWhoKGvbti3T0NBgYrGYeXh4sD179vDqVVZWMiMjIzZ37tx6fbak8QkYa8BsIEII+YhGjx6NvXv31usbd1O0fft2hIaGorCwUOaxyuZm2bJlWLVqFR48ePBec1oOHDiAYcOGIT8/H0ZGRh8hQlIXmgNACCGNZPjw4WjTpg3Wr18v71A+OnNzc6xevfq9H+FbunQpwsLC6OQvRzQHgBBCGomSklK1EzSbo0GDBn1Q+wsXLjRSJOR90RUAQgghRAHRHABCCCFEAdEVAEIIIUQBUQJACCGEKCCaBNhMSKVS3L9/H5qamvRiDUIIUVCMMTx79gzGxsa8lzZVhxKAZuL+/fsyL5MhhBCimO7cuYPWrVvXWocSgGZCU1MTwJtBr3rFKSGEEMVSWloKU1NT7pxQG0oAmomqy/5aWlqUABBCiIKrz61gmgRICCGEKCBKAAghhBAFRAkAIYQQooAoASCEEEIUEE0CbGacIo5CSdhS3mEQQkiz83t0H3mH0KjoCkATYG5ujjVr1sg7DEIIIQqkSScAd+7cQXBwMIyNjaGqqgozMzNMnjwZxcXFnzyWq1evYujQoTA1NYW6ujrs7e0RExNTZ7svv/wSAoFAZunTp3llkoQQQj4vTfYWQEFBATw9PWFra4tdu3bBwsIC169fx4wZM3D48GFcvHgROjo6Mu0qKiqgqqra6PGkp6fDwMAAO3bsgKmpKVJTUzFhwgS0aNECYWFhNbbbt28fKioquPXi4mK4urrib3/7W6PHSAghhNRXk70CEBoaClVVVRw7dgzdu3dHmzZt0Lt3b5w4cQL37t3DnDlzALy5fL5w4UKMGjUKWlpamDBhAgDg/Pnz+PLLL9GyZUu0atUKfn5+ePLkCQDgyJEj6Nq1K7S1taGrq4u+ffsiPz+/1niCg4MRExOD7t27w9LSEiNGjMCYMWOwb9++Wtvp6OhAIpFwy/Hjx9GyZUuZBODZs2cYOnQoNDQ0YGJigvXr17/vR0cIIYTUqUkmAI8fP8bRo0cREhICdXV13jaJRILhw4dj9+7dYIwBAFasWAFXV1dkZGRg3rx5yMzMhI+PDxwcHHDhwgWcO3cO/v7+qKysBAC8ePECU6dORVpaGk6ePAklJSUMGDAAUqm0QXGWlJRUexWiNps2bcKQIUOgoaHBK1++fDnXh9mzZ2Py5Mk4fvx4jfspLy9HaWkpbyGEEELqq0neAsjLywNjDPb29tVut7e3x5MnT/DHH38AAHr06IFp06Zx24cNGwZ3d3fExsZyZY6Ojty/AwMDefvbvHkz9PX1cePGDTg5OdUrxtTUVOzevRtJSUn17tfly5eRlZWFTZs2yWzz8vLC7NmzAQC2trY4f/48Vq9eDV9f32r3FRUVhcjIyHofmxBCCHlbk7wCUKXqG35d3N3deetVVwBqkpeXh6FDh8LS0hJaWlowNzcHABQWFgIAevfuDZFIBJFIxEscqmRlZSEgIAARERHo1asX17aqjUgkwpIlS2Tabdq0Cc7OzujUqZPMNk9PT5n17OzsGvsQHh6OkpISbrlz506NdQkhhJB3NckrANbW1hAIBMjOzsaAAQNktmdnZ6NVq1bQ19cHAJnL6e/eNniXv78/zMzM8M9//hPGxsaQSqVwcnLiJuv99NNP+OuvvwAAKioqvLY3btyAj48PJkyYgLlz53LlxsbGyMzM5NbfvTXw4sULJCQkYMGCBXX0vn6EQiGEQmGj7IsQQojiaZJXAHR1deHr64vY2FjuRFylqKgI8fHxGDx4cI1vO3JxccHJkyer3VZcXIzc3FzMnTsXPj4+3O2Et5mYmMDa2hrW1tYwMzPjyq9fvw5vb28EBQVh8eLFvDbKyspcG2tra5kEIDExEeXl5RgxYkS1cV28eFFmvaZbIIQQQsiHapIJAACsW7cO5eXl8PPzw5kzZ3Dnzh0cOXIEvr6+MDExkTkBvy08PBxXrlxBSEgIfv31V+Tk5CAuLg5//vknWrVqBV1dXWzcuBE3b97EqVOnMHXq1DrjycrKgre3N3r16oWpU6eiqKgIRUVF3DyEumzatAn9+/eHrq5utdvPnz+PZcuW4bfffsP69euRmJiIyZMn12vfhBBCSEM12QTAxsYGaWlpsLS0xKBBg2BlZYUJEybA29sbFy5cqHX2va2tLY4dO4arV6+iU6dO8PT0xMGDB6GsrAwlJSUkJCQgPT0dTk5O+P7777F8+fI649m7dy/++OMP7NixA0ZGRtzSsWPHOtvm5ubi3LlzGDt2bI11pk2bhrS0NLRv3x6LFi3CqlWr4OfnV+e+CSGEkPchYPWdaUeatNLSUojFYphO2UPvAiCEkI/gc3gXQNW5oKSkBFpaWrXWbZKTAMn7y4r0q3PQCSGEkCZ7C4AQQgghHw8lAIQQQogCogSAEEIIUUCUABBCCCEKiBIAQgghRAFRAkAIIYQoIEoACCGEEAVECQAhhBCigCgBIIQQQhQQJQCEEEKIAqIEgBBCCFFA9C6AZsYp4ii9DIgQQj5Dn/plQ03qCoBAIMCBAwfkHcYn9fvvv0MgECAzM1PeoRBCCFEgnzwBGD16NPr37/+pD/vB9u3bB19fX+jr60NLSwuenp44evRone0EAkG1y/Llyz9B1IQQQkj1mtQVgKbszJkz8PX1xS+//IL09HR4e3vD398fGRkZtbZ78OABb9m8eTMEAgECAwM/UeSEEEKIrCadAMyaNQu2trZo2bIlLC0tMW/ePLx69YrbPn/+fLRr1w6bN29GmzZtIBKJEBISgsrKSixbtgwSiQQGBgZYvHgxb7+rVq2Cs7MzNDQ0YGpqipCQEDx//rzWWNasWYOZM2eiY8eOsLGxwZIlS2BjY4NDhw7V2k4ikfCWgwcPwtvbG5aWlrx6OTk56NKlC9TU1ODk5ISUlJQGflqEEEJI/TXpSYCamprYunUrjI2Nce3aNYwfPx6ampqYOXMmVyc/Px+HDx/GkSNHkJ+fj4EDB6KgoAC2trZISUlBamoqgoOD0bNnT3h4eAAAlJSU8I9//AMWFhYoKChASEgIZs6cidjY2HrHJpVK8ezZM+jo6NS7zcOHD5GUlIRt27bJbJsxYwbWrFkDBwcHrFq1Cv7+/rh16xZ0dXXrvX9CCCGkvpr0FYC5c+eiS5cuMDc3h7+/P6ZPn449e/bw6kilUmzevBkODg7w9/eHt7c3cnNzsWbNGtjZ2WHMmDGws7NDcnIy12bKlCnw9vaGubk5evTogUWLFsnsty4rVqzA8+fPMWjQoHq32bZtGzQ1NfHNN9/IbAsLC0NgYCDs7e0RFxcHsViMTZs21biv8vJylJaW8hZCCCGkvpp0ArB79254eXlBIpFAJBJh7ty5KCws5NUxNzeHpqYmt25oaAgHBwcoKSnxyh49esStnzhxAj4+PjAxMYGmpiZGjhyJ4uJilJWVAQBEIhG3TJw4USaunTt3IjIyEnv27IGBgQEAID4+ntfu7NmzMu02b96M4cOHQ01NTWabp6cn929lZWW4u7sjOzu7xs8mKioKYrGYW0xNTWusSwghhLyryd4CuHDhAoYPH47IyEj4+flBLBYjISEBK1eu5NVTUVHhrQsEgmrLpFIpgDeP3fXt2xeTJk3C4sWLoaOjg3PnzmHs2LGoqKhAy5YteY/kaWlp8faVkJCAcePGITExET179uTK+/Xrx91iAAATExNeu7NnzyI3Nxe7d+9u+IdRjfDwcEydOpVbLy0tpSSAEEJIvTXZBCA1NRVmZmaYM2cOV3b79u0P3m96ejqkUilWrlzJXSV49/K/tbV1tW137dqF4OBgJCQkoE8f/g82aGpq8q5EvGvTpk1wc3ODq6trtdsvXryIbt26AQBev36N9PR0hIWF1bg/oVAIoVBY43ZCCCGkNnJJAEpKSmR++ObdyW42NjYoLCxEQkICOnbsiKSkJOzfv/+Dj21tbY1Xr15h7dq18Pf3x/nz57Fhw4Y62+3cuRNBQUGIiYmBh4cHioqKAADq6uoQi8W1ti0tLUViYqLM1Yu3rV+/HjY2NrC3t8fq1avx5MkTBAcHN6xzhBBCSD3JZQ7A6dOn0b59e94SGRnJq9OvXz98//33CAsLQ7t27ZCamop58+Z98LFdXV2xatUqLF26FE5OToiPj0dUVFSd7TZu3IjXr18jNDQURkZG3DJ58uQ62yYkJIAxhqFDh9ZYJzo6GtHR0XB1dcW5c+fw888/Q09Pr0F9I4QQQupLwBhj8g6CfLjS0tI3kwGn7KF3ARBCyGeoMd4FUHUuKCkpkZnD9q4mOweAvJ+sSL86B50QQghp0o8BEkIIIeTjoASAEEIIUUCUABBCCCEKiBIAQgghRAFRAkAIIYQoIEoACCGEEAVECQAhhBCigCgBIIQQQhQQJQCEEEKIAqIEgBBCCFFAlAAQQgghCogSAEIIIUQB0cuAmhmniKPv/TbAxngTFSGEkM8DXQFoAgQCAQ4cOCDvMAghhCgQuSUAd+7cQXBwMIyNjaGqqgozMzNMnjwZxcXFnzyWq1evYujQoTA1NYW6ujrs7e0RExNTZ7vr168jMDAQ5ubmEAgEWLNmjUyduLg4uLi4QEtLC1paWvD09MThw4c/Qi8IIYSQ+pNLAlBQUAB3d3fk5eVh165duHnzJjZs2ICTJ0/C09MTjx8/rrZdRUXFR4knPT0dBgYG2LFjB65fv445c+YgPDwc69atq7VdWVkZLC0tER0dDYlEUm2d1q1bIzo6Gunp6UhLS0OPHj0QEBCA69evf4yuEEIIIfUilwQgNDQUqqqqOHbsGLp37442bdqgd+/eOHHiBO7du4c5c+YAAMzNzbFw4UKMGjUKWlpamDBhAgDg/Pnz+PLLL9GyZUu0atUKfn5+ePLkCQDgyJEj6Nq1K7S1taGrq4u+ffsiPz+/1niCg4MRExOD7t27w9LSEiNGjMCYMWOwb9++Wtt17NgRy5cvx5AhQyAUCqut4+/vj6+//ho2NjawtbXF4sWLIRKJcPHiRV69Bw8eoHfv3lBXV4elpSX27t1br8+SEEIIeR+fPAF4/Pgxjh49ipCQEKirq/O2SSQSDB8+HLt37wZjDACwYsUKuLq6IiMjA/PmzUNmZiZ8fHzg4OCACxcu4Ny5c/D390dlZSUA4MWLF5g6dSrS0tJw8uRJKCkpYcCAAZBKpQ2Ks6SkBDo6Oo3T6f+qrKxEQkICXrx4AU9PT962efPmITAwEFevXsXw4cMxZMgQZGdn17iv8vJylJaW8hZCCCGkvj75UwB5eXlgjMHe3r7a7fb29njy5An++OMPAECPHj0wbdo0bvuwYcPg7u6O2NhYrszR0ZH7d2BgIG9/mzdvhr6+Pm7cuAEnJ6d6xZiamordu3cjKSmp3v2qzbVr1+Dp6YmXL19CJBJh//79cHBw4NX529/+hnHjxgEAFi5ciOPHj2Pt2rW8fr4tKioKkZGRjRIfIYQQxSO3SYBV3/Dr4u7uzluvugJQk7y8PAwdOhSWlpbQ0tKCubk5AKCwsBAA0Lt3b4hEIohEIl7iUCUrKwsBAQGIiIhAr169uLZVbUQiEZYsWVKv2KvY2dkhMzMTly5dwqRJkxAUFIQbN27w6rx7RcDT07PWKwDh4eEoKSnhljt37jQoJkIIIYrtk18BsLa2hkAgQHZ2NgYMGCCzPTs7G61atYK+vj4AQENDg7f93dsG7/L394eZmRn++c9/wtjYGFKpFE5OTtwEwp9++gl//fUXAEBFRYXX9saNG/Dx8cGECRMwd+5crtzY2BiZmZncekNvDaiqqsLa2hoA4ObmhitXriAmJgY//vhjg/bzNqFQWOO8A0IIIaQun/wKgK6uLnx9fREbG8udiKsUFRUhPj4egwcPhkAgqLa9i4sLTp48We224uJi5ObmYu7cufDx8eFuJ7zNxMQE1tbWsLa2hpmZGVd+/fp1eHt7IygoCIsXL+a1UVZW5tpYW1t/8NwAqVSK8vJyXtm7kwIvXrxY420SQggh5EPJ5ZcA161bhy5dusDPzw+LFi2ChYUFrl+/jhkzZsDExETmBPy28PBwODs7IyQkBBMnToSqqiqSk5Pxt7/9DTo6OtDV1cXGjRthZGSEwsJCzJ49u854srKy0KNHD/j5+WHq1KkoKioCALRo0YK7ElGdiooK7lJ+RUUF7t27h8zMTIhEIu4bf3h4OHr37o02bdrg2bNn2LlzJ06fPo2jR4/y9pWYmAh3d3d07doV8fHxuHz5MjZt2lRn7IQQQsj7kMscABsbG6SlpcHS0hKDBg2ClZUVJkyYAG9vb1y4cKHWb9i2trY4duwYrl69ik6dOsHT0xMHDx6EsrIylJSUkJCQgPT0dDg5OeH777/H8uXL64xn7969+OOPP7Bjxw4YGRlxS8eOHWttd//+fbRv3x7t27fHgwcPsGLFCrRv356bzAcAjx49wqhRo2BnZwcfHx9cuXIFR48eha+vL29fkZGRSEhIgIuLC/71r39h165dMhMFCSGEkMYiYPWdjUeatNLSUojFYphO2UPvAiCEEAVVdS4oKSmBlpZWrXXpZUDNTFakX52DTgghhNDLgAghhBAFRAkAIYQQooAoASCEEEIUECUAhBBCiAKiBIAQQghRQJQAEEIIIQqIEgBCCCFEAVECQAghhCggSgAIIYQQBUQJACGEEKKAKAEghBBCFBAlAIQQQogCopcBNTNOEUff+22AVeitgIQQ0vx9sisAAoEABw4c+FSH+2ycPn0aAoEAT58+lXcohBBCFEijJgCjR49G//79G3OXn8S+ffvg6+sLfX19aGlpwdPTE0ePHq1Xu169ekFXVxcCgQCZmZkydb799ltYWVlBXV0d+vr6CAgIQE5OzkfoBSGEEFJ/NAcAwJkzZ+Dr64tffvkF6enp8Pb2hr+/PzIyMmpt9+LFC3Tt2hVLly6tsY6bmxu2bNmC7OxsHD16FIwx9OrVC5WVlY3dDUIIIaTe5JYAzJo1C7a2tmjZsiUsLS0xb948vHr1its+f/58tGvXDps3b0abNm0gEokQEhKCyspKLFu2DBKJBAYGBli8eDFvv6tWrYKzszM0NDRgamqKkJAQPH/+vNZY1qxZg5kzZ6Jjx46wsbHBkiVLYGNjg0OHDtXabuTIkfj73/+Onj171lhnwoQJ6NatG8zNzdGhQwcsWrQId+7cwe+//86rd/78ebi4uEBNTQ2dO3dGVlZWrccmhBBCPoTcJgFqampi69atMDY2xrVr1zB+/Hhoampi5syZXJ38/HwcPnwYR44cQX5+PgYOHIiCggLY2toiJSUFqampCA4ORs+ePeHh4QEAUFJSwj/+8Q9YWFigoKAAISEhmDlzJmJjY+sdm1QqxbNnz6Cjo9OofX7x4gW2bNkCCwsLmJqa8rbNmDEDMTExkEgk+OGHH+Dv74/ffvsNKioq1e6rvLwc5eXl3HppaWmjxkoIIaR5k9sVgLlz56JLly4wNzeHv78/pk+fjj179vDqSKVSbN68GQ4ODvD394e3tzdyc3OxZs0a2NnZYcyYMbCzs0NycjLXZsqUKfD29oa5uTl69OiBRYsWyey3LitWrMDz588xaNCgRulrbGwsRCIRRCIRDh8+jOPHj0NVVZVXJyIiAr6+vnB2dsa2bdvw8OFD7N+/v8Z9RkVFQSwWc8u7CQUhhBBSG7klALt374aXlxckEglEIhHmzp2LwsJCXh1zc3Noampy64aGhnBwcICSkhKv7NGjR9z6iRMn4OPjAxMTE2hqamLkyJEoLi5GWVkZAHAnYpFIhIkTJ8rEtXPnTkRGRmLPnj0wMDAAAMTHx/PanT17tkF9HT58ODIyMpCSkgJbW1sMGjQIL1++5NXx9PTk/q2jowM7OztkZ2fXuM/w8HCUlJRwy507dxoUEyGEEMUml1sAFy5cwPDhwxEZGQk/Pz+IxWIkJCRg5cqVvHrvXv4WCATVlkmlUgDA77//jr59+2LSpElYvHgxdHR0cO7cOYwdOxYVFRVo2bIlb6a+lpYWb18JCQkYN24cEhMTeff1+/Xrx91iAAATE5MG9bfqW7qNjQ06d+6MVq1aYf/+/Rg6dGiD9vM2oVAIoVD43u0JIYQoNrkkAKmpqTAzM8OcOXO4stu3b3/wftPT0yGVSrFy5UruKsG7l/+tra2rbbtr1y4EBwcjISEBffrwfwhHU1OTdyXiQzDGwBjj3b8HgIsXL6JNmzYAgCdPnuC3336Dvb19oxyTEEIIeVejJwAlJSUyz8Pr6ury1m1sbFBYWIiEhAR07NgRSUlJtd7vri9ra2u8evUKa9euhb+/P86fP48NGzbU2W7nzp0ICgpCTEwMPDw8UFRUBABQV1eHWCyusd3jx49RWFiI+/fvAwByc3MBABKJBBKJBAUFBdi9ezd69eoFfX193L17F9HR0VBXV8fXX3/N29eCBQugq6sLQ0NDzJkzB3p6ep/lbyoQQgj5PDT6HIDTp0+jffv2vCUyMpJXp1+/fvj+++8RFhaGdu3aITU1FfPmzfvgY7u6umLVqlVYunQpnJycEB8fj6ioqDrbbdy4Ea9fv0ZoaCiMjIy4ZfLkybW2+/nnn9G+fXvuisGQIUPQvn17LulQU1PD2bNn8fXXX8Pa2hqDBw+GpqYmUlNTufkFVaKjozF58mS4ubmhqKgIhw4dkpkoSAghhDQWAWOMyTsI8uFKS0vfPA0wZQ+9C4AQQhRU1bmgpKREZp7bu+hlQM1MVqRfnYNOCCGE0E8BE0IIIQqIEgBCCCFEAVECQAghhCggSgAIIYQQBUQJACGEEKKAKAEghBBCFBAlAIQQQogCogSAEEIIUUCUABBCCCEKiBIAQgghRAFRAkAIIYQoIHoXQDPjFHH0g18GRAghikDRX3xGVwA+st9//x0CgQCZmZnyDoUQQgjhvFcCUFRUhMmTJ8Pa2hpqamowNDSEl5cX4uLiUFZWBgAwNzeHQCCAQCCAhoYGOnTogMTERJlt1S2jR4+WOea5c+fg5eUFXV1dqKuro23btli9enWtcVadfN9dLl68KFP39OnTtcYkEAhw+vTp9/m4CCGEkCanwbcACgoK4OXlBW1tbSxZsgTOzs4QCoW4du0aNm7cCBMTE/Tr1w8AsGDBAowfPx6lpaVYuXIlBg8eDBMTE1y5cgWVlZUAgNTUVAQGBiI3N5d7ja26urrMcTU0NBAWFgYXFxdoaGjg3Llz+Pbbb6GhoYEJEybUGvOJEyfg6OjIrevq6srU6dKlCx48eMCtT548GaWlpdiyZQtXpqOj04BPCqioqGhQfUIIIeRTafAVgJCQECgrKyMtLQ2DBg2Cvb09LC0tERAQgKSkJPj7+3N1NTU1IZFIYGtri/Xr10NdXR2HDh2Cvr4+JBIJJBIJd1I1MDDgysRiscxx27dvj6FDh8LR0RHm5uYYMWIE/Pz8cPbs2Tpj1tXV5fYtkUigoqIiU0dVVZVXR11dHUKhkFsfMmQIZs6cyWvTv39/3tUKc3NzLFy4EKNGjYKWlhYvMcnJyUGXLl2gpqYGJycnpKSk8PaVkpKCTp06QSgUwsjICLNnz8br16/r7BshhBDyPhqUABQXF+PYsWMIDQ2FhoZGtXUEAkG15crKylBRUWm0b8UZGRlITU1F9+7d66zbr18/GBgYoGvXrvj5558b5fg1WbFiBVxdXZGRkYF58+Zx5TNmzMC0adOQkZEBT09P+Pv7o7i4GABw7949fP311+jYsSOuXr2KuLg4bNq0CYsWLfqosRJCCFFcDUoAbt68CcYY7OzseOV6enoQiUQQiUSYNWuWTLuKigpERUWhpKQEPXr0+KCAW7duDaFQCHd3d4SGhmLcuHE11hWJRFi5ciUSExORlJSErl27on///h81CejRowemTZsGKysrWFlZceVhYWEIDAyEvb094uLiIBaLsWnTJgBAbGwsTE1NsW7dOrRt2xb9+/dHZGQkVq5cCalUWu1xysvLUVpaylsIIYSQ+mqUpwAuX76MzMxMODo6ory8nCufNWsWRCIRWrZsiaVLlyI6Ohp9+tT92EVVMiESiTBx4kTetrNnzyItLQ0bNmzAmjVrsGvXrhr3o6enh6lTp8LDwwMdO3ZEdHQ0RowYgeXLl3P7evtY8fHx7/kJ/I+7u3u15Z6enty/lZWV4e7ujuzsbABAdnY2PD09eVdPvLy88Pz5c9y9e7fa/UVFRUEsFnOLqanpB8dOCCFEcTRoEqC1tTUEAgFyc3N55ZaWlgBkJ+/NmDEDo0ePhkgkgqGhYY23B9719iNzVRMDq1hYWAAAnJ2d8fDhQ8yfPx9Dhw6tdx88PDxw/PhxAG9O1m8fy9DQsMZ2SkpKYIzxyl69eiVTr6ZbI40tPDwcU6dO5dZLS0spCSCEEFJvDboCoKurC19fX6xbtw4vXryos76enh6sra0hkUjqffIH3iQaVYuBgUGN9aRSKe+KQ31kZmbCyMgIwJuE5e1jaWpq1thOX1+f95RAZWUlsrKy6n3ctx89fP36NdLT02Fvbw8AsLe3x4ULF3gJxvnz56GpqYnWrVtXuz+hUAgtLS3eQgghhNRXg28BxMbG4vXr13B3d8fu3buRnZ2N3Nxc7NixAzk5OWjRosXHiBPr16/HoUOHkJeXh7y8PGzatAkrVqzAiBEjuDrr1q2Dj48Pt75t2zbs2rULOTk5yMnJwZIlS7B582Z89913DT5+jx49kJSUhKSkJOTk5GDSpEl4+vRpg+Lfv38/cnJyEBoaiidPniA4OBjAmycr7ty5g++++w45OTk4ePAgIiIiMHXqVCgp0W81EUIIaXwN/h0AKysrZGRkYMmSJQgPD8fdu3chFArh4OCA6dOnIyQk5GPECalUivDwcNy6dQvKysqwsrLC0qVL8e2333J1/vzzT+Tn5/PaLVy4ELdv34aysjLatm2L3bt3Y+DAgQ0+fnBwMK5evYpRo0ZBWVkZ33//Pby9vevdPjo6GtHR0cjMzIS1tTV+/vln6OnpAQBMTEzwyy+/YMaMGXB1dYWOjg7Gjh2LuXPnNjhOQgghpD4E7N0b2+SzVFpa+mYy4JQ99C4AQgiph+b4LoCqc0FJSUmdt4bpZUDNTFakH80HIIQQUie6wUwIIYQoIEoACCGEEAVECQAhhBCigCgBIIQQQhQQJQCEEEKIAqIEgBBCCFFAlAAQQgghCogSAEIIIUQBUQJACCGEKCBKAAghhBAFRAkAIYQQooAoASCEEEIUEL0MqJlxijhKbwMkTUJzfNMaIc0JXQEghBBCFBAlAO8oKirC5MmTYW1tDTU1NRgaGsLLywtxcXEoKysDAJibm0MgEEAgEEBDQwMdOnRAYmKizLbqltGjR9d6/PPnz0NZWRnt2rX7yD0lhBCiyOgWwFsKCgrg5eUFbW1tLFmyBM7OzhAKhbh27Ro2btwIExMT9OvXDwCwYMECjB8/HqWlpVi5ciUGDx4MExMTXLlyBZWVlQCA1NRUBAYGIjc3F1paWgAAdXX1Go//9OlTjBo1Cj4+Pnj48OHH7zAhhBCFRQnAW0JCQqCsrIy0tDRoaGhw5ZaWlggICABjjCvT1NSERCKBRCLB+vXrsWPHDhw6dAhRUVFcHR0dHQCAgYEBtLW16zz+xIkTMWzYMLRo0QIHDhxotH4RQggh76JbAP9VXFyMY8eOITQ0lHfyf5tAIKi2XFlZGSoqKqioqHjv42/ZsgUFBQWIiIioV/3y8nKUlpbyFkIIIaS+KAH4r5s3b4IxBjs7O165np4eRCIRRCIRZs2aJdOuoqICUVFRKCkpQY8ePd7r2Hl5eZg9ezZ27NgBZeX6XZSJioqCWCzmFlNT0/c6NiGEEMVECUAdLl++jMzMTDg6OqK8vJwrnzVrFkQiEVq2bImlS5ciOjoaffrU/dhTVTIhEokwceJEVFZWYtiwYYiMjIStrW294woPD0dJSQm33Llz5736RwghRDHRHID/sra2hkAgQG5uLq/c0tISgOzkvRkzZmD06NEQiUQwNDSs8fbAuzIzM7l/a2lp4dmzZ0hLS0NGRgbCwsIAAFKpFIwxKCsr49ixY9VeWRAKhRAKhQ3pIiGEEMKhBOC/dHV14evri3Xr1uG7776rcR5AFT09PVhbWzf4OO+2kUqluHbtGq8sNjYWp06dwt69e2FhYdHgYxBCCCF1oQTgLbGxsfDy8oK7uzvmz58PFxcXKCkp4cqVK8jJyYGbm1ujH1NJSQlOTk68MgMDA6ipqcmUE0IIIY2FEoC3WFlZISMjA0uWLEF4eDju3r0LoVAIBwcHTJ8+HSEhIfIOkRBCCGkUAvb2w+3ks1VaWvrmaYApe+hdAKRJoHcBEPLpVZ0LSkpKuB+gqwldAWhmsiL96hx0QgghhB4DJIQQQhQQJQCEEEKIAqIEgBBCCFFAlAAQQgghCogmATYTVQ9z0EuBCCFEcVWdA+rzgB8lAM1EcXExANBLgQghhODZs2cQi8W11qEEoJnQ0dEBABQWFtY56J+D0tJSmJqa4s6dO83isUbqT9PVnPoCUH+auo/dH8YYnj17BmNj4zrrUgLQTCgpvZnOIRaLm8V/JFW0tLSoP01Yc+pPc+oLQP1p6j5mf+r7JZAmARJCCCEKiBIAQgghRAFRAtBMCIVCREREQCgUyjuURkH9adqaU3+aU18A6k9T15T6Qy8DIoQQQhQQXQEghBBCFBAlAIQQQogCogSAEEIIUUCUABBCCCEKiBKAZmD9+vUwNzeHmpoaPDw8cPnyZXmH9F7mz58PgUDAW9q2bSvvsOrtzJkz8Pf3h7GxMQQCAQ4cOMDbzhjD3//+dxgZGUFdXR09e/ZEXl6efIKth7r6M3r0aJnx+uqrr+QTbD1ERUWhY8eO0NTUhIGBAfr374/c3FxenZcvXyI0NBS6uroQiUQIDAzEw4cP5RRx7erTny+//FJmjCZOnCiniGsXFxcHFxcX7gdyPD09cfjwYW775zQ2QN39aQpjQwnAZ2737t2YOnUqIiIi8J///Aeurq7w8/PDo0eP5B3ae3F0dMSDBw+45dy5c/IOqd5evHgBV1dXrF+/vtrty5Ytwz/+8Q9s2LABly5dgoaGBvz8/PDy5ctPHGn91NUfAPjqq69447Vr165PGGHDpKSkIDQ0FBcvXsTx48fx6tUr9OrVCy9evODqfP/99zh06BASExORkpKC+/fv45tvvpFj1DWrT38AYPz48bwxWrZsmZwirl3r1q0RHR2N9PR0pKWloUePHggICMD169cBfF5jA9TdH6AJjA0jn7VOnTqx0NBQbr2yspIZGxuzqKgoOUb1fiIiIpirq6u8w2gUANj+/fu5dalUyiQSCVu+fDlX9vTpUyYUCtmuXbvkEGHDvNsfxhgLCgpiAQEBcomnMTx69IgBYCkpKYyxN+OhoqLCEhMTuTrZ2dkMALtw4YK8wqy3d/vDGGPdu3dnkydPll9QH6hVq1bsp59++uzHpkpVfxhrGmNDVwA+YxUVFUhPT0fPnj25MiUlJfTs2RMXLlyQY2TvLy8vD8bGxrC0tMTw4cNRWFgo75Aaxa1bt1BUVMQbK7FYDA8Pj892rADg9OnTMDAwgJ2dHSZNmsS9lfJzUFJSAuB/L9JKT0/Hq1eveGPUtm1btGnT5rMYo3f7UyU+Ph56enpwcnJCeHg4ysrK5BFeg1RWViIhIQEvXryAp6fnZz827/anirzHhl4G9Bn7888/UVlZCUNDQ165oaEhcnJy5BTV+/Pw8MDWrVthZ2eHBw8eIDIyEl988QWysrKgqakp7/A+SFFREQBUO1ZV2z43X331Fb755htYWFggPz8fP/zwA3r37o0LFy6gRYsW8g6vVlKpFFOmTIGXlxecnJwAvBkjVVVVaGtr8+p+DmNUXX8AYNiwYTAzM4OxsTF+/fVXzJo1C7m5udi3b58co63ZtWvX4OnpiZcvX0IkEmH//v1wcHBAZmbmZzk2NfUHaBpjQwkAaTJ69+7N/dvFxQUeHh4wMzPDnj17MHbsWDlGRqozZMgQ7t/Ozs5wcXGBlZUVTp8+DR8fHzlGVrfQ0FBkZWV9VnNMalNTfyZMmMD929nZGUZGRvDx8UF+fj6srKw+dZh1srOzQ2ZmJkpKSrB3714EBQUhJSVF3mG9t5r64+Dg0CTGhm4BfMb09PTQokULmZmwDx8+hEQikVNUjUdbWxu2tra4efOmvEP5YFXj0VzHCgAsLS2hp6fX5McrLCwM//d//4fk5GS0bt2aK5dIJKioqMDTp0959Zv6GNXUn+p4eHgAQJMdI1VVVVhbW8PNzQ1RUVFwdXVFTEzMZzs2NfWnOvIYG0oAPmOqqqpwc3PDyZMnuTKpVIqTJ0/y7jN9rp4/f478/HwYGRnJO5QPZmFhAYlEwhur0tJSXLp0qVmMFQDcvXsXxcXFTXa8GGMICwvD/v37cerUKVhYWPC2u7m5QUVFhTdGubm5KCwsbJJjVFd/qpOZmQkATXaM3iWVSlFeXv7ZjU1NqvpTHbmMjVynIJIPlpCQwIRCIdu6dSu7ceMGmzBhAtPW1mZFRUXyDq3Bpk2bxk6fPs1u3brFzp8/z3r27Mn09PTYo0eP5B1avTx79oxlZGSwjIwMBoCtWrWKZWRksNu3bzPGGIuOjmba2trs4MGD7Ndff2UBAQHMwsKC/fXXX3KOvHq19efZs2ds+vTp7MKFC+zWrVvsxIkTrEOHDszGxoa9fPlS3qFXa9KkSUwsFrPTp0+zBw8ecEtZWRlXZ+LEiaxNmzbs1KlTLC0tjXl6ejJPT085Rl2zuvpz8+ZNtmDBApaWlsZu3brFDh48yCwtLVm3bt3kHHn1Zs+ezVJSUtitW7fYr7/+ymbPns0EAgE7duwYY+zzGhvGau9PUxkbSgCagbVr17I2bdowVVVV1qlTJ3bx4kV5h/ReBg8ezIyMjJiqqiozMTFhgwcPZjdv3pR3WPWWnJzMAMgsQUFBjLE3jwLOmzePGRoaMqFQyHx8fFhubq58g65Fbf0pKytjvXr1Yvr6+kxFRYWZmZmx8ePHN+nEs7q+AGBbtmzh6vz1118sJCSEtWrVirVs2ZINGDCAPXjwQH5B16Ku/hQWFrJu3boxHR0dJhQKmbW1NZsxYwYrKSmRb+A1CA4OZmZmZkxVVZXp6+szHx8f7uTP2Oc1NozV3p+mMjb0OmBCCCFEAdEcAEIIIUQBUQJACCGEKCBKAAghhBAFRAkAIYQQooAoASCEEEIUECUAhBBCiAKiBIAQQghRQJQAEEIIIQqIEgBCCCFEAVECQAghhCggSgAIIYQQBUQJACGEEKKA/j/WwMQ7/EbLNQAAAABJRU5ErkJggg==",
       "text/plain": [
        "<Figure size 500x200 with 1 Axes>"
       ]
@@ -680,7 +680,7 @@
     "    rot=0,\n",
     "    figsize=(5, 2),\n",
     "    legend=False,\n",
-    "    title=\"Generation speed (tokens/s)\",\n",
+    "    title=\"Inference Speed (tokens/s)\",\n",
     ")\n",
     "plt.savefig(\"./results/figures/inference_speed.eps\", format=\"eps\")"
    ]

results/figures/inference_speed.eps

@@ -2,7 +2,7 @@
 %%LanguageLevel: 3
 %%Title: inference_speed.eps
 %%Creator: Matplotlib v3.8.2, https://matplotlib.org/
-%%CreationDate: Thu Feb  1 15:58:05 2024
+%%CreationDate: Thu Feb  1 17:09:17 2024
 %%Orientation: portrait
 %%BoundingBox: 0 0 360 144
 %%HiResBoundingBox: 0.000000 0.000000 360.000000 144.000000
@@ -26,8 +26,8 @@ mpldict begin
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 /FontBBox [-2090 -948 3673 2524] def
 /FontType 3 def
-/Encoding [/space /parenleft /parenright /hyphen /period /slash /zero /one /two /three /four /five /seven /G /L /O /P /T /a /b /c /d /e /i /k /l /m /n /o /p /r /s /t /u] def
-/CharStrings 35 dict dup begin
+/Encoding [/space /parenleft /parenright /hyphen /period /slash /zero /one /two /three /four /five /seven /G /I /L /O /P /S /T /a /b /c /d /e /f /k /l /m /n /o /p /r /s /t /u] def
+/CharStrings 37 dict dup begin
 /.notdef 0 def
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@@ -260,6 +260,14 @@ ce} _d
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+ce} _d
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@@ -314,6 +322,38 @@ ce} _d
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 ce} _d
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@@ -1288,35 +1336,34 @@ grestore
 /DejaVuSans 12.000 selectfont
 gsave
 
-99.2891 132.72 translate
+103.867 132.72 translate
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-0 0 m /G glyphshow
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 grestore
 
 end