diff --git a/Benchmarking chargerPlacer.ipynb b/Benchmarking chargerPlacer.ipynb index 03c3ada..cf4201d 100644 --- a/Benchmarking chargerPlacer.ipynb +++ b/Benchmarking chargerPlacer.ipynb @@ -5,6 +5,8 @@ "metadata": {}, "source": [ "# Benchmarking ChargePlacer\n", + "_Updated 14 April 2021: Adjustment made to colour-mapping for charge distribution figures._\n", + "\n", "A set of protein structures were used to benchmark the performance of ChargePlacer: PksJ ACP4 (homology model), Lysozyme (PDB:1AKI) and Transthyretin (PDB:3GRG). These input PDB files are included in the `example` folder.\n", "\n", "*Note: While the minimisation function is deterministic (i.e. it will perform identical shuttles/shunts from a given seed sequence to the output sequence), as chargePlacer randomises the seed sequence, the exact output from this notebook will vary with each execution*" @@ -184,12 +186,12 @@ "100 repeats of ACP4 8+ performed successfully\n", "There were 2 unique proton patterns:\n", "\n", - "Pattern 1 occurred 34 times\n", + "Pattern 1 occurred 32 times\n", "Coulomb = -1029.51 kJ/mol, PA = 34496.0 kJ/mol\n", "[0 1 1 1 0 1 0 1 1 1 1 1 1 0 0 0 0 0 1 1 1 0 1 1 1 1 1 1 1 1 0 1 1 1 0 1 1\n", " 1 1 1]\n", "\n", - "Pattern 2 occurred 66 times\n", + "Pattern 2 occurred 68 times\n", "Coulomb = -1035.06 kJ/mol, PA = 34424.6 kJ/mol\n", "[1 0 1 1 0 0 1 1 1 1 1 1 1 0 0 0 0 0 1 1 1 0 1 1 1 1 1 1 1 1 0 1 1 1 0 1 1\n", " 1 1 1]\n" @@ -217,7 +219,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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Zduwn6WBJ6yuwC6Gp8odYmzgbmCrpxfH+jSW19gu+CDhc0vaS1iA0wZPMAt4Z7dgKOCIRlvkMBV7f5cBGko6VtKqktSXtmnhvpyhspI2kcZL2i8d7SvrXOAfucULTeETuB2th7+TPA9+QtE98P5sT3vk8lt/Dd5Kkd8ba4rGEf7JWOWrfL7cnxOkph0pa18KudY/zwrs8G/iwpF1jmVpT0lvj1KobCD/QH4vP9E5Cn1lWPsdK2kNhb98xkqYQ+nxvJX9/4osI/0Prx/+zj7Yl32lv6U7PkMf3gPdL2lvSSvF/ZjszWwBcDZwuaZ0YtqXCTAwkvbvlDwhO3sgpn0PrAAkjYLsCN0p6klBgZxM69jGzSwhTIC6Q9HgMe0sMWwq8CTiY8Eu/MN67akz7aEJ1fCGhVvn9DnY8BnwIuJdQiH8IfMXMzovhxxM6yf8Q7fglsG2040pCk/1X8Z5ftaU9FXia8E84jTCQQcFnyCTGfSOhf2phtH3PGPx1Ql/q1ZKWEt5ryzn+C2HE9HFC0/g6im8G3nfM7MuEJt1pBJtvJNQi9jaz5HSpSwl9qo8BhwHvtBe20vwi8JnY5Ppkj008DJgby8WHCV0YmNkMQpn6ZrTpPkK3ChZ2u3tnPH802v3TDnn8ndAvuZDQIvkI8C4zeyD+2L+NsKn8n2L4dwmDORB+QB6MYVez4nd9DKEMtbpfftYK6PQMeZjZTYTBvamEwZDrCM1fCC2OFxEGmx4jlMeNYtgrCf7gCUIZPsZy5lz6pkgjDEkGbG1m9w3aliYg6SRCR/57B23LSEfSHsAPY5/7qGCYa4CO4zhd4Q7QcZzG4k1gx3Eay0BqgHFU7m5J90k6YRA2OI7j9L0GGKdQ3EMYhZxHWCt5iJnd2VdDHMdpPGmz5OtmF+C+1vC0pAsIqycyHeCGG25om2++OQAzZ84EYNKkScvCW9eySN6bJC9eGcrYkxcnzd5e2lrEhirx2q49YmbjVog4Atlwww1ts82z5xLfcs/sZcc7b/PyzPva761CVvpV0k2m1a1dyfSy3kcv8ijM0md6Ur4GUQM8kLC+8IPx/DDCQvyj2+47krD2kE033XTSgw8+2LoOQNLu5SfFr0jWM+bFK0MZe/LipNnbS1uL2FAlXtu1mWY2uQcm1kKyfE3YdMKkex64K/Pe1ffZZtnxU1fd0zHd5L1VyEq/SrrJtLq1K5le1vvoRR6F+eX8npSvETsKbGZnmdlkM5s8btxQVCScIWL58rXhoM1xBsQgmsDzWX594SbxWiYzZ85coZZRpLaSd2+BWkxuHmn3Fq3BZaVfpkZbpWZYpNaf9+7SnreuWqrj1MUgaoA3A1tL2kJBlfdgwrIVx3GcvtL3GqCZPSvpaIKs0srAOWZ2R9H4eTW1MrWjbmtPZWpwVWubdfQH9qKm5vNHndHAIJrAmNkVwBWDyNtxHKfFiB0EcRzHqZuB1AB7TV5TshfN4m47+ssMgnTb7C3zPrLyyGumd/ueHWck4DVAx3EaiztAx3Eay0CawJLmEhSdnwOeLTOju8zcvkR+FaxMT6MXo89p9HNlS5bdaTZUnQvpOMPAIPsA9zSzR/JvcxzHqQdvAjuO01gGVQM0wqY7BpxpZmfVkUkdTbK6RmPrXnZXJK00qk549uawMwwMygHubmbzFbaKvEbSXWb2m+QNSbUOx+k1bWowA7bGGRQDaQKb2fz4dzFwCSn7mibVOiZNmoSZZdZGWmFmhqRln7Q4yXt78Byp+bZIu5YkzdaiQgWd8q36DGk2JNPPyisvfCTiajAODMABKmyQvHbrmLC3bR+VFB3HcQKDaAKPBy6JtYQxwI/M7KoB2OE4TsMZhBrMA8COZeIk9QDTKKPKUmapW94gRV3L5qqmVXRApBcK2b4UzhkN+DQYx3EaiztAx3Eay9CqwZQREy0jiZ+kW9n3XqjQdCvVn2ZPrwVRqyybc5yRgNcAHcdpLENbAywyWNFtR32ZuYJ1rfook1cv860yKOQ4w0ZtNUBJ50haLGl24tpYSddIujf+Xb+u/B3HcfKoswl8LrBP27UTgOlmtjUwPZ47juMMhNocYFzb+2jb5f2AafF4GrB/F+nXsnQs6968JV5lloFlLT/r9DxVl5lVtStvyVsvlxQ6zqDo9yDIeDNbEI8XElaFOI7jDISBjQJbqDpkVh8kHSlphqQZfTTLaQjJ8vXww67L21T67QAXSdoIIP5dnHVjUq0jL9EyqittedTajMtrThdRWkmzr8y9ZZrbVZvZw9gUdjUYB/rvAC8DpsTjKcClfc7fcRxnGXVOgzkfuAHYVtI8SUcApwJvlHQv8IZ47jiOMxBqmwhtZodkBO3di/S7XQ5WNV4vJwAXmVhcZrJ22rK5MmmVIW2CtE+UdoYNXwrnOE5jGdqlcEVIq7UVEUZIo9tlZL1Ksz1enmBD2nP1YjlgGX1ExxmpeA3QcZzG4g7QcZzGMqqbwFWaZL1oIhdtVuY1VZP3lFG/yQqvIq9f5F5v+jrDSr/VYE6SNF/SrPjZt678Hcdx8ui3GgzAVDObGD9X1Ji/4zhOR+qcB/gbSZvXlX5bXsuOqzbHqozYZjVbq4zGVs2rLrxZ6zSBQQyCHC3ptthEzhREdTEEp05cDMGB/jvAM4AtgYnAAuD0rBvLiCE4TllcDMGBPo8Cm9mi1rGks4HL+5l/WfI2Gq+6fK2u5mW3k57z0iwyEu04w0Rfa4AtKazIAcDsrHsdx3HqprYaYFSD2QPYUNI84HPAHpImEoRQ5wJHlU03r1Y2qJpJXflWmTNYJf2s+CPh3TpOXfRbDeZ7deXnOI5TFl8K5zhOYxkKBzhp0qSO0vJVd33LCy8jEV9Flr+qJH/Ws+dJ4lex23FGM0PhAB3HcerAHaDjOI2lTjGECZJ+LelOSXdIOiZeHyvpGkn3xr+Zq0FazJw5s2PzsUyzN29HtazmZVpaVSnTxC4aXqRLoIrdZd6d4wwbddYAnwU+YWbbA7sBH5G0PXACMN3Mtgamx3PHcZy+U+c0mAWE5W6Y2VJJc4CNgf0I8wMBpgHXAsf3MN9lx2laelkUlXgvU9Pp53y9btPPyqPMPECfJ+gMG33pA4yqMDsBNwLjo3MEWAiM74cNjuM47dTuACWtBfwEONbMHk+GWagypFaTXA3GqRNXg3GgZgcoaRWC8zvPzH4aLy9qrQmOfxenxU2qdSTnASbSTu2QrzqvLa8jv+ggSZYtddlVN3kDKsnrw4SrwThQ7yiwCEvf5pjZVxNBlwFT4vEU4NK6bHAcx+lEnXJYrwEOA26XNCte+zRwKnCRpCOAB4GDarTBcRwnkzpHga8HstpFe5dJqzUPMKYLVN9UPEkyjaLplRnp7MW93Y4YJ6mSVqelfe35DVsz2HF8JYjjOI3FHaDjOI1lKBxgmhpMGbJGY8ssdSsaP5lGL5VW0lRfyo4+540ol1lSmBavF8sEHaefDIUDdBzHqYO+borUb/I654sufyuSVl4aZaTnq6SfRdWBmDJ5+SCIM6wMQg3mJEnzJc2Kn33rssFxHKcTddYAW2owt0haG5gp6ZoYNtXMTqsxb8dxnFwGoQZTK3kd8FlNwrRmXJlmay+buGnkNc2z7i2jaFNVZcabvs6wMgg1GICjJd0m6RxlCKIuv1j94X6Y6TQIF0NwYDBqMGcAWwITCTXE09PiLb9YfVzdZjoNw8UQHKh5FDhNDcbMFiXCzwYuz0snuRQujbxmbUFbO17LS6uuZmAvR1jLpOUju04T6LsaTEsKK3IAMLsuGxzHcToxCDWYQyRNJAihzgWOykto0qRJzJgRdFH7OYcuL14vVzyUEUOoKk3f7TO4JL4z2hiEGswVdeXpOI5TBl8K5zhOYxmKpXBV9QDb4xSJ14tmXt6cwrT4/WjGV13qlnevD5g4w4rXAB3HaSzuAB3HaSy1NYElrQb8Blg15nOxmX1O0hbABcAGwEzgMDN7ukS6QPWNwrsduS2SVrdzCrslb8lau/5hXrw0fMTXGQ3UWQP8J7CXme1IWPWxj6TdgC8RxBC2Ah4DjqjRBsdxnExqc4AWeCKerhI/BuwFXByvTwP2r8sGx3GcTtS9MfrKcRL0YuAa4H5giZk9G2+ZRwGFmDIbo5e0r+MnSZ5Mfh5pG4nnSepnNZXLSM+n3Vvkeavk5TjDRq0O0MyeM7OJwCbALsB2ReO6GoxTJ64G40CfRoHNbAnwa+BVwHqSWoMvmwDzM+KkqsF0WxupWmvrZbpl4uTVPMtskNSeZpGaZy9q2iMRV4NxoF4xhHGS1ovHqwNvBOYQHOGB8bYpwKV12eA4jtOJOleCbARMk7QywdFeZGaXS7oTuEDSycCtBMUYx3GcvlOnGMJtBBXo9usPEPoDK1FmKVvROMl4VZen1UUvbeh2yZoPhDijDV8J4jhOY3EH6DhOYxk6NZgWZUQ/s0hLo66lYd02O/OWtxW5t1P6WfGqqt84zjDgNUDHcRrLUDjA5EqQ9tUUvVoJ0i158+3S5thlzcdLW6VRZE5ipxUsZeYJZoXn2eurRpxho855gKtJuknSHyXdIenz8fq5kv4kaVb8TKzLBsdxnE7U2QfYUoN5QmF7zOslXRnDjjOzizvEdRzHqZ065wEakKYGU5q8fYHb8l123G3TNm9OYZmBj7rk6MvEa9mQZXfeoFBdNjrOoOirGoyZ3RiDTpF0m6SpklbNiLtssXqdNjrNxMUQHOizGoyklwMnElRhXgmMBY7PiLtssXqdNjrNxMUQHOi/Gsw+ZrYgiqX+E/g+JZfFdTvKWGZUtIySSh7dqrL0YoS1qAZgXpxO8wF9FNgZJvqtBnOXpI3iNRHUoGfXZYPjOE4nBqEG8ytJ4wABs4AP12iD4zhOJoNQg9mrm3Tzmm1lwquMeuYtByuSViu8yPK2PKqMevdypDyJjwI7w8ZQrARxHMepg6EQQ8ijFwv6i4aXEWHImwdYJo+RkJbjjDa8Bug4TmNxB+g4TmOp3QHG1SC3Sro8nm8h6UZJ90m6UNKLepBHYUWTXlJG7aXq3LuiajFV5yr2Ym6fz/1zhpV+1ACPIewG1+JLwFQz2wp4DDiiDzY4juOsQN1rgTcB3gp8N54L2AtoKcFMI0yGdhzH6Tt1jwJ/DfgUsHY83wBYYmbPxvN5wMa9zLBbRZM8ijRhi0rE19Vs7OUob9Emu+MMI3UuhXsbsNjMZlaM72owTm24GowD9dYAXwO8Q9K+wGrAOsDXgfUkjYm1wE2A+WmRzews4CwASd7D7vSUZPmaNHlnL18NpbYaoJmdaGabmNnmwMHAr8zsUIIqzIHxtinApb3MN21UM2uks8zIbNGR0KxR4E6jxe22VFFtySJtRLmIDVVwNRhn2BjEPMDjgY9Luo/QJ/i9AdjgOI7Tn6VwZnYtcG08foCSGoAZaS47zhM4qJpukm6X0KXlUcbuXjxvXYMVXuNzhpVCNUAF3ivps/F8U0ldOzHHcZxBUrQJ/G3gVcAh8Xwp8K1aLHIcx+kTRZvAu5rZzpJuBTCzx3qxhK1XVG0G1tV0KzoPMMlomEs3Gp7BaRZFa4DPRGVngyB3Dzxfm1WO4zh9oKgD/B/gEuDFkk4Brge+WJtVjuM4faBQE9jMzpM0E9ibsJfH/mY2JycaENRggBnAfDN7m6RzgdcDf4u3HG5ms4oanDeCmtasLdLs7ac0fFHJ/JFAke6FkWSv45ShkAOU9AMzOwy4K+VaHi01mHUS144zs4sz7nccx+kLRZvAOyRPYq1uUl6kdjWYXpC3oqPMKoo83b2qKxuq6OdlrdhIC6+ab934ShBn2OjoACWdKGkp8ApJj0taGs8XU2wJW0sNpn3A5BRJt0maKmnVSpY7juN0SUcHaGZfNLO1ga+Y2Tpmtnb8bGBmJ3aK20EN5kRgO+CVwFjC0ri0+K4G49SGq8E4ULAJbGYnSlpf0i6SXtf65ERrqcHMBS4A9pL0QzNbYIF/At8nY1mcmZ1lZpPNbPKkSZNqb1p1an7WlVcvRBrSyHuGqpL5eaIOvRBv6BfJ8jVu3IaDNscZEEWXwn0Q+A3wC+Dz8e9JneJkqMG8V9JGMU0R1KBnV7becRynC4oOghxDaLI+aGZ7AjsBSyrmeZ6k24HbgVFjO+UAABepSURBVA2Bkyum4ziO0xVFl8L9w8z+EZs3q5rZXZK2LZpJmxrMXmWNnDlzZu7oZ4tuFVHywsvM3auq8FKGtDmOvWiC9jItxxmpFHWA8yStB/wMuEbSY8CD9ZnlOI5TP0VXghwQD0+S9GtgXeCq2qxyHMfpA0UHQXaTtDaAmV1HaM7uVKNdy5EcBa5Dyj1J3ghpmQnWWem2Pr2e3JyXbxnKTDj3yc/OsFJ0EOQM4InE+RPxmuM4ztBStA9QlviJN7PnJfVFTh/SB0F6MYCQR14evdT7qyqMkGZjmXfTy4GYfnwnjtNLitYAH5D0MUmrxM8xwAN5kSTNlXS7pFmtFR2Sxkq6RtK98e/63TyA4zhOVYo6wA8Drybs4TsP2BU4smDcPc1soplNjucnANPNbGtgejx3HMfpO0VHgRcTVnP0gv2APeLxNMKASup64E6UaWIVaZrl6QiWIU+zsNumap6NVec6dmuj4wwbHR2gpE+Z2ZclfYMoh5/EzD6Wk74BV0sy4EwzOwsYb2YLYvhCYHxG3kdSvJbpOKVIlq8Jm04YsDXOoMirAbZUn6sqsuxuZvMlvZgwgfquZKCZWXSOKxCd5VkAWfc4TlWS5WvS5J29fDWUjg7QzH4e/06rkriZzY9/F0u6hKD8skjSRma2IAojLM5LZ9KkScyYEXxwlWZYmSZfVnheWmXvKXNf0Xvz7M1rmufl28tRcccZCeQ1gX9OStO3hZm9o0PcNYGVzGxpPH4T8AXgMmAKcGr8W0RY1XEcp+fkNYFP6yLt8cAlsVYwBviRmV0l6WbgIklHENYTH5SXUBkxhCR5HfllBguqrHTo5eqIIoMgVQY/elEbLJq/44w08prA17WOFTZC345QI7zbzJ7OifsAsGPK9b8SdpdzHMcZKEV3hXsr8B3gfsK2mFtIOsrMrqzTOMdxnDopupztdMKE5vsAJG0J/B8wFA6wF02zqvMOi97Xz7l7RZrTeXqA3tx1RgNFV4IsbTm/yAPA0hrscRzH6RtFa4AzJF0BXEToA3w3cLOkdwKY2U9rss9xHKc2ijrA1YBFwOvj+cPA6sDbCQ4x1QEq7Ai3FHgOeNbMJks6CfhQTAPg02Z2RRXjE/l0E70QZSTi85qd3c7Hy7reSxn7vGeoEu44I42ia4Hf30Uee5pZ+8arU82smyk2juM4XVNUEXobSdMlzY7nr5D0mXpNcxzHqZeigyBnAycCzwCY2W0UU4dpiSHMjIvPWxwt6TZJ5/RCDzBL9r2KVHuadH2v5d7LyM2n3Zu3NUCZ95HMo9vtAPLCHWekUdQBrmFmN7Vde7ZAvN3NbGfgLcBHJL2OIKW/JTARWECYYrMCko6UNKMlpOo4vSRZvh5+uL2HxmkKRR3gI3HunwFIOpDgvDqSFEMALgF2MbNFZvacmT1PqFnukhH3LDObbGaTq26KVLRGVKSG123NpkztqK6aWF7NsgxZNeU6asx1kCxf48ZtOGhznAFR1AF+BDgT2E7SfOBYgkp0JpLWVNxJLiGGMDsqwLQ4AJhd2mrHcZweUHQU+AHgDS2FF+DvhD7ATpujZ4kh/EDSREJtci5wVHXzHcdxqpMnh7UOofa3MUG26pfx/BPAbcB5WXE7iCEc1oW9Pd3lrG5Nu6rz5src28+5d1XnKjrOSCWvBvgD4DHgBsLk5f8kiCEcYGazarbNcRynVvIc4EvN7F8BJH2XMPCxqZn9o3bLHMdxaibPAT7TOjCz5yTNG4TzKyOImrc0rBdKKXkUXZJWdES4071lugTK5Fsmr2EY9XWcNPIc4I6SHo/HAlaP5yLsabROrdY5juPUSJ4i9Mr9MqQTVTdFytPHK7qJUJIigw5FbexlWll0G7+MjS6G4AwbRecBVkLSepIulnSXpDmSXiVprKRrJN0b/3a9FM5xHKcKtTpA4OvAVWa2HWFKzBzgBGC6mW0NTI/njuM4faeoHmBpJK0LvA44HCBuovS0pP2APeJt04BrgeM7pZUcBCmjedethl/egEpaXnnxs9Koq/nYz3mR3ux1ho06a4BbEERPvy/pVknfjStJxptZax3xQsKKkRVwMQSnTlwMwYF6HeAYYGfgDDPbCXiStuauhepJ6hyK5GL1Gm10GoqLIThQrwOcB8wzsxvj+cUEh7ioJYgQ/y4uk2gZFZO8e8uooqTdl6d+UkVtptfNyGS6ZVRbulXPcZxhoDYHaGYLgYckbRsv7Q3cCVwGTInXphDWGDuO4/Sd2gZBIh8FzpP0IsJWmu8nON2LJB1BUJM5qGYbHMdxUqnVAUbBhLQ+vL17mU/e5OWse5MUHTHu5Whtr5u7RZf+FW2SZ8XPyjctvuOMZOqeB+g4jjNiqbsJ3HfqrnlU1eLrtpZUVaSh6vvodt6j4wwDXgN0HKexuAN0HKex1NoElrQe8F3g5YQJzx8A3kxQl3443vZpM7uim3yqNkXrGsRIaz5WXf5WpqnZyyV2VdJyNRhn2Ki7D7AlhnBgnAqzBsEBTjWz02rO23EcpyODEEOoK0vHcZxSDEIMAeBoSbdJOqesHmCZjdHTln5l3Vt0GVovNlmvQtWlcmnx8pbHFdmQPe3eupbzOU5dDEIM4QxgS2AiYZOl09MiuxqMUyeuBuPAAMQQzGyRmT1nZs8DZwO7pEV2NRinTlwNxoEBiCG0lGAiBwCz89KaNGnSCk3YMk3RIk2zbpu1yTyqKMfkpVsXvWxau1qMM2wMQgzhfyRNJEyLmQscVbMNjuM4qQxCDOGwsumk7QtcZEla63ov5sJVqdXk5duPwYJeLlkbCc/jOL3EV4I4jtNY3AE6jtNYRoUaTJmlYUnytPLylrLlpdttE7pIvr1slqbZ681aZzTjNUDHcRqLO0DHcRpLbQ5Q0raSZiU+j0s6VtJYSddIujf+LbUULo28OYEdbOw4B67MvLa05XZF8u20LC8537HqM2TZWDTdMnn5PEBn2KhzIvTdZjbRzCYCk4C/A5cQlsNNN7Otgem07RXsOI7TL/rVBN4buN/MHgT2A6bF69OA/askmCVwUKYmlkddNbEqlBEtyCNP1KAqLobgDBv9coAHA+fH4/FmtiAeLwTG98kGx3Gc5ajdAcZlcO8AftweZqHakVr1cDUYp05cDcaB/tQA3wLcYmaL4vmiliBC/Ls4LVJSrSMphlBU1y9rkX4Zzbu0692KGnSas5j3PL1q0hch7xmz3umwDIK4GowD/XGAh/BC8xfgMmBKPJ4CXNoHGxzHcVagVgeooAD9RuCnicunAm+UdC/whnjuOI7Td+pWg3kS2KDt2l8Jo8KFSVODKUPWkrQqKjG9GOHMW2bWrYJLnjpOL9LykV5nNOArQRzHaSzuAB3HaSyjQg2mLso0Rcs0p/OUZ/LyK5p+N6Sl0Wnk3HGGEa8BOo7TWEZFDTCvJlW15pKn51d1sCEvvBeS9UXT7VZv0HGGmdocoMJucBcmLr0U+CywHvAhwqbpAJ82syvqssNxHCeL2hygmd1N2PwcSSsD8wlqMO8HpprZaXXl7TiOU4R+NYGXqcHU0Ywa1KBAGco0JctI9Scpk25enLwmf5l8HWekMgg1GICjJd0m6ZwsQVQXQ3DqxMUQHBiMGswZwJaE5vEC4PS0eMnF6nXb6DQPF0NwoD9N4OXUYBKqMEg6G7i8TGLdLudKUiWNrOVgVUZg+00ZG9Ka3nlp+YixM2z0XQ2mJYUVOQCY3QcbHMdxVqDWGmBCDeaoxOUvS5pIEEKd2xZWmDI1k16u3qgav0z+VebrJdOrOv+w25UvXutzho1BqMEcVmeejuM4RfGlcI7jNJahcIBJSfw0ifisXc4GvZNbVbqV3a+aV952Aml5Jd+54wwbQ+EAHcdx6sAdoOM4jaXuPUH+n6Q7JM2WdL6k1SRtIelGSfdJujBOlO5ISxI/q7mV10wrQpWdzbKa3lUosuNdlbTS7C1DEVtGYjeC4xShNgcoaWPgY8BkM3s5sDJhSdyXCGIIWwGPAUfUZYPjOE4n6m4CjwFWlzQGWIOw9G0v4OIYPg3Yv2YbHMdxUqlTDmu+pNOAPwNPAVcDM4ElZvZsvG0esHEv862iiJKMl9eE7eVyr15M0E6Ll7VEr8wEaxdKdZpAnU3g9YH9gC2AlwBrAvuUiO9qME5tuBqMA/U2gd8A/MnMHjazZwibo78GWC82iQE2IQilrkCWGkxah3uZQYO8+YNVyZtD1+3gShkbygyoZNmVN9g07PMAXQ3GgXod4J+B3SStofDftzdwJ/Br4MB4zxTg0hptcBzHyaQ2B2hmNxIGO24Bbo95nQUcD3xc0n2EdcLfq8sGx3GcTtQthvA54HNtlx8AdukizRWu9UMbsMwAQ7eahXnKMHlU0f0re++wNXkdJw1fCeI4TmNxB+g4TmMZCgeYpwaTRdoIbNVlZmXiVFkel2VXmaV/eeSllfaeitjrS+GcYWUoHKDjOE4d9Gtf4IFSZrVDmYGNvFpPmRUZRdJIo1tZ/6qk5eurQ5xhYxBqMOdK+pOkWfEzsU4bHMdxsqitBphQg9nezJ6SdBFBDQbgODO7ODu24zhO/dTdBG6pwTxDUIP5S5VEWnqAZellM6xKM68X8wSr7NSW1/TuxTN0O+/RcUYCda4EmQ+01GAWAH8zs6tj8CmSbpM0VdKqafFdDMGpExdDcKDPajCS3gucCGwHvBIYS1gatwJZYgiO0wtcDMGB/qvBvNrMFljgn8D36WJZXBrdzpGrOq8tT/Ulb45dnt1F7MpTyqnyjHnzE4vMGXSckUq/1WDmSNoIIF7bH5hdow2O4ziZ1KkIfaOklhrMs8CtBDWYKyWNAwTMAj5clw2O4zidGIQazF515pk3uTnr3qKToosoogx69LlqWnl59FL9xnFGAr4UznGcxjIUDjAphlCFtIX7nebSFZWIz8qjVzL4dWnudSsI4TU9Z7QwFA7QcRynDtwBOo7TWOoWQzgmCiHcIenYeG2spGsk3Rv/rl8l7TLNxCJz8zLs79hsLnK97qZmleZ2ngZgVXvrbro7Tq+pcyXIy4EPESY67wi8TdJWwAnAdDPbGpgezx3HcfpOnTXAlwE3mtnfzexZ4DrgnYTlcdPiPdMIk6Edx3H6Tp0OcDbwWkkbSFoD2BeYAIw3swXxnoXA+LyEWmow7fP28ppraU27XjT52tMvMmKcdm/VUeIi16uklYY3a53RTJ0rQeZI+hJwNfAkYdXHc233mKTU/yxJRwJH1mWf02yS5WvCphMGbI0zKGodBDGz75nZJDN7HfAYcA+wKLEeeCNgcUZcV4NxasPVYByoeSmcpBeb2WJJmxL6/3YjyGNNAU6Nfy+t0wbozb4ZaU3Ass3OTtd6sdQtL620JWtl8sqz0SdIO8NG3YrQP5G0AfAM8BEzWyLpVOAiSUcADwIH1WyD4zhOKnWLIbw25dpfCdJYdeW57LhK7aaqOECSQdeEsvLPsytvoKNM/EG/A8cpgq8EcRynsbgDdBynsQyFAyyjBtNLxZIyaXWbb54aTJH5eGn558XLmheZl5bPD3RGA0PhAB3HcerAHaDjOI1lEGowJ0maL2lW/OxbJe1eqMG02doz1Za8ZmIVcdWRIGKa97y9zMtx+kFt02Da1GCeBq6SdHkMnmpmp9WVt+M4ThHqnAe4TA0GQFJLDaY0LTGEIqTNRas6ty9vFUWReGnUNZ8uz8Y8W/LeXV4aPg/QGTYGoQYDcLSk2ySdo4qCqI7jON1SmwM0szlASw3mKl5QgzkD2BKYCCwATk+LL+lISTMkzajLRqe5JMvXww8/MmhznAHRdzUYM1tkZs+Z2fPA2YQ+wrS4qWoweR3uadfLaABmzcfL69zPyzePPBurzrsrM2+vTL69HKgZBK4G40D9o8Avjn9bajA/UpTCihxAaCo7juP0nUGowXxD0kTAgLnAUTXb4DiOk8og1GAO6ybNfiqSdJtX1ghrWniZ0disfOtoehYZ9XacYcVXgjiO01jcATqO01iGwgEm1WCqjGQWWbJWhapqMVVGSsuMZFclS+2ljmWEjjMSGAoH6DiOUwd1jwL3nG6Xhg1quVbeIEjW9bR4ZaT4qz5jleV8vhTOGTa8Bug4TmNxB+g4TmPRMMznkvQw8CQwWhdtbsjoe7bNzGzcoI0ogpevoaQn5WsoHCCApBnt64JHC6P52YaF0fwdjOZn6xZvAjuO01jcATqO01iGyQGeNWgDamQ0P9uwMJq/g9H8bF0xNH2AjuM4vWaYaoCO4zg9ZSgcoKR9JN0t6T5JJwzanqpImiDp15LuVNgq9Jh4faykayTdG//6Pil9xMtXcxnxTWBJKwP3AG8E5gE3A4eY2Z0DNawCUQ17IzO7RdLawExgf+Bw4FEzOzX+A65vZscP0NTG4OWr2QxDDXAX4D4ze8DMngYuAPYbsE2VMLMFZnZLPF4KzAE2JjzPtHjbNEKhdfqDl68GMwwOcGPgocT5vHhtqJG0ObATcCMw3swWxKCFwPgBmdVEvHw1mGFwgKMOSWsBPwGONbPHk2EW+iRGdr+EM6Lx8lWcYXCA83lhQ3WATeK1oUTSKoTCeZ6Z/TReXtTaLS/+XTwo+xqIl68GMwwO8GZga0lbSHoRcDBw2YBtqoSCSN73gDlm9tVE0GXAlHg8Bbi037Y1GC9fDWbEjwIDSNoX+BqwMnCOmZ0yYJMqIWl34LfA7cDz8fKnCf00FwGbAg8CB5nZowMxsoF4+WouQ+EAHcdx6mAYmsCO4zi14A7QcZzG4g7QcZzG4g7QcZzG4g7QcZzG0ggHKOlfJF0g6X5JMyVdIWkbSXtIunzQ9kFYuiRpdkbYtZIK7+kgaTdJN0qaJWmOpJPi9Xe01E4k7S9p+54Y33C8fA1v+Rq6jdHLEieHXgJMM7OD47Ud6cF6SEljzOzZbtOpgWmEuV5/jGon2wKY2WW8MMl3f+ByYOhUT0YSXr6Gu3w1oQa4J/CMmX2ndcHM/mhmv42na0m6WNJdks6LBRpJn5V0s6TZks5KXL9W0tckzQCOkfRKSbfFX8OvtH5lJa0cz2+O4UfF62tJmi7pFkm3S0oqj4yJNsyJNq3R/jCS3iTphhj/x3HdZzsvBhbEZ32uJe0k6XBJ35T0auAdwFei3VvGz1WxBvNbSdt199obg5evYS5fZjaqP8DHgKkZYXsAfyOs/1wJuAHYPYaNTdz3A+Dt8fha4NuJsNnAq+LxqcDseHwk8Jl4vCowA9iCUOteJ17fELgPELA5YZH6a2LYOcAnE3lOjvf/BlgzXj8e+GzKc30WeIxQMzkKWC1ePxz4Zjw+FzgwEWc6sHU83hX41aC/u2H4ePka7vLVhBpgHjeZ2Twzex6YRSgoAHvGfo7bgb2AHRJxLgSQtB6wtpndEK//KHHPm4D3SZpFWIq0AbA1oTD+t6TbgF8SpJdazaWHzOx38fiHwO5ttu4GbA/8LqY7Bdis/YHM7AuEAn018B7gqk4vIP7Kvxr4cUz3TGCjTnGcwnj5GsHla9T3AQJ3AAd2CP9n4vg5QjNhNeDbwGQze0ihk3e1xH1PFshXwEfN7BfLXZQOB8YBk8zsGUlzE2m3r0tsPxdwjZkdkpe5md0PnCHpbOBhSRt0uH0lYImZTcxL11kBL19DXL6aUAP8FbCqpCNbFyS9QtJrO8RpFZhH4q9XagE3syXAUkm7xksHJ4J/Afy7gjwRCqOCawLrAotj4dyT5X9hN5X0qnj8HuD6tiz/ALxG0lYxzTUlbdNul6S3tvqUCLWC54AlbbctBdaOz/E48CdJ747xpdCR7+Tj5WuIy9eod4AWOh0OAN6gME3hDuCLBGXcrDhLgLMJ/S+/IEgmZXEEcHas2q9J6PMB+C5hBOyW2HF9JqHGfR4wOTZ93gfclUjrbuAjkuYA6wNntNn1MKGf5fzYxLkBSOtMPgy4O9r0A+BQM3uu7Z4LgOMk3SppS+BQ4AhJfyTUaoZSFr7fePka7vLlajBdImktM3siHp9A2JTmmAGb5YwSvHzVSxP6AOvmrZJOJLzLBwm/oI7TK7x81YjXAB3HaSyjvg/QcRwnC3eAjuM0FneAjuM0FneAjuM0FneAjuM0FneAjuM0lv8POPu9UTdt8BoAAAAASUVORK5CYII=\n", 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -339,12 +341,12 @@ ], "source": [ "fig, ax = plt.subplots(1,2, figsize=(5,5),sharey=True)\n", - "ax[0].imshow(acp4_coul_repeats['opt_seq'] + acp4[1], cmap='bwr', interpolation='nearest')\n", + "ax[0].imshow(acp4_coul_repeats['opt_seq'] + acp4[1], cmap='bwr', interpolation='nearest', vmin=-1, vmax=1)\n", "ax[0].set_yticks(range(0, acp4_coul_repeats['num_repeats'], 5))\n", "ax[0].set_ylabel('Replicate')\n", "ax[0].set_xlabel('Chargeable Site')\n", "ax[0].set_title('Coulomb-only')\n", - "ax[1].imshow(acp4_tot_repeats['opt_seq'] + acp4[1], cmap='bwr', interpolation='nearest')\n", + "ax[1].imshow(acp4_tot_repeats['opt_seq'] + acp4[1], cmap='bwr', interpolation='nearest', vmin=-1, vmax=1)\n", "ax[1].set_xlabel('Chargeable Site')\n", "ax[1].set_title('Coulomb-PA')\n", "fig.suptitle(r'ACP4$^{8+}$ Charge Distribution, 100 replicates', y=0.98)" @@ -362,13 +364,13 @@ "output_type": "stream", "text": [ "319 steps/shunt\n", - "Coulomb-only took 8.81 ± 1.29 shunts to optimise\n", - "Coulomb-PA took 9.78 ± 1.62 shunts to optimise\n" + "Coulomb-only took 8.89 ± 1.33 shunts to optimise\n", + "Coulomb-PA took 9.32 ± 1.61 shunts to optimise\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -402,7 +404,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": { "scrolled": true }, @@ -426,7 +428,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -435,13 +437,13 @@ "Text(0.5, 1, 'Lysozyme$^{8+}$ Coulomb-Only, 100 replicates')" ] }, - "execution_count": 13, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -467,7 +469,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": { "scrolled": true }, @@ -491,7 +493,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": { "scrolled": false }, @@ -502,13 +504,13 @@ "Text(0.5, 1, 'Lysozyme$^{8+}$ Coulomb-PA, 100 replicates')" ] }, - "execution_count": 15, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -534,8 +536,10 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": {}, + "execution_count": 15, + "metadata": { + "scrolled": false + }, "outputs": [ { "data": { @@ -543,13 +547,13 @@ "Text(0.5, 1, 'Lysozyme$^{8+}$ Charge Distribution, 100 replicates')" ] }, - "execution_count": 16, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -562,20 +566,27 @@ ], "source": [ "fig, ax = plt.subplots(1,2, figsize=(5,5),sharey=True)\n", - "ax[0].imshow(lyso_coul_repeats['opt_seq'] + lyso[1], cmap='bwr', interpolation='nearest')\n", + "ax[0].imshow(lyso_coul_repeats['opt_seq'] + lyso[1], cmap='bwr', interpolation='nearest', vmin=-1, vmax=1)\n", "ax[0].set_yticks(range(0, lyso_coul_repeats['num_repeats'], 5))\n", "ax[0].set_ylabel('Replicate')\n", "ax[0].set_xlabel('Chargeable Site')\n", "ax[0].set_title('Coulomb-only')\n", - "ax[1].imshow(lyso_tot_repeats['opt_seq'] + lyso[1], cmap='bwr', interpolation='nearest')\n", + "ax[1].imshow(lyso_tot_repeats['opt_seq'] + lyso[1], cmap='bwr', interpolation='nearest', vmin=-1, vmax=1)\n", "ax[1].set_xlabel('Chargeable Site')\n", "ax[1].set_title('Coulomb-PA')\n", "fig.suptitle(r'Lysozyme$^{8+}$ Charge Distribution, 100 replicates', y=1)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "_Update: This figure has been updated to include `vmin=-1, vmax=1` as the colour map was automatically using the ranges in the data; for this particular example Coulomb-PA has no -1 charges and thus 0 charges were previsouly displayed in blue rather than white. 14 April 2021_" + ] + }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 16, "metadata": { "scrolled": true }, @@ -585,13 +596,13 @@ "output_type": "stream", "text": [ "198 steps/shunt\n", - "Coulomb-only took 8.46 ± 1.49 shunts to optimise\n", - "Coulomb-PA took 8.31 ± 1.32 shunts to optimise\n" + "Coulomb-only took 8.54 ± 1.52 shunts to optimise\n", + "Coulomb-PA took 8.14 ± 1.50 shunts to optimise\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -625,7 +636,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": { "scrolled": true }, @@ -652,7 +663,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -661,13 +672,13 @@ "Text(0.5, 1, 'TTR$^{14+}$ Coulomb-Only, 10 replicates')" ] }, - "execution_count": 19, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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pXdTPLwi6BFqu/9LGUKBS/TeA4MWblWjzGoJnC+BUwv+Q5yW9Kun7FcjbLslraG1rZscCnwCY2fsEF6jTZJjZZMIdz2YxaTrB5dsj8VnZzJ6OeU8V5XU1sx8DcwnesX6J5vvnlOFzM3sceCLKMY+gCDdN9LOqmRUu+FkZ/XxIMNQKJI2ocmPIYjrBjZ+WN7yo3c5mNtNCHMpZZrYJ8DVgL+CIHP05zvLGMwTvxwHJREldCR7uxxPJ/RL5KxAey78bk5IGTU0xsxfMbF+CoXAPIRwCwjV+dtE1voqZ3U7QSX0kKdFUXv33sZldAbwPbBL7ebuon25mtkeskqX/PqK8/ksbQxbTKR13O53wnfZMtNndzDaN45ttZj8ws94ET+GVyRgy58vkNbQWx0C48BxRWhP4vG5SOblRCAQ/SVLfeN6P4Hl8Nha5GhgladOYv6qkA2Pe/cAgSYdLWjF+hkra2MJr1XcDZ0paRdImhOf/aXLsK+lgSaspsA3BBf9svHu9DrhI0lqxfB9Ju8fqdwIjJW0iaRXCo8skE4EDohzrA0cl8lLHkGP67gd6STpRIVi/m6RtE/N2tuKLA5LWlLRvPN5J0lfjNbGA8EjRrwen3WFmHxDiMi+TNCxefwMJ1/QMgve3wGBJB0Tv14mEf+YFPTWH9JueqlFYduFQSaua2WLC9Vq4Vq8DfiRp26izukjaU2FJmmcIN5rHxzEdQIhpSuvnREk7KgS2d5R0JCHm80VCfNNCST+P+R0kbaalS/DcSdDRq0U9/tOi5icCh8R6wwh6tUC5MWTxO+B7knZWePmnj6SNzGwW8AhwoaTuMW89hTfLkXRg4f8NwZg0XP+VJa+hdSkhOG4tSWcDfwXOrZtUTiUsJMQAPCfpQ4LieoUQ4I2ZjSO8ej1W0oKYNzzmLQR2Aw4m3FnOjmU7xbaPI7iZZxO8ZDeWkeN94AfAPwnK7Fbgt2Y2Jub/nBDM+myU4zFgwyjHg4RHnU/EMk8UtX0R8ClBGd9ECGgn5xhSiXV3JcR3zI6y7xSzLyHEuj0iaSFhXgtG2FeAu+I4JwFPsew/FMdpN5jZ+YRHYRcQronnCF6Rnc0suczMHwkxle8DhwMHROMHwv+TM+KjqpOpLYcDU6Pe+REhtAAzG0/QWZdHmd4khDtgZp8SvHQjCeEW3yXceKbxESFubDbBg38s8G0zmxJvWvcCtiS8ADAPuJ4Q1A/BUJ0W8x7hy7rkBIKOKoRF3FPIKDeGLMzsecJLRBcRguKfIjw2hOChX4nw0sH7BH3XK+YNJfy/WUTQkSdYK65Z1hbRso+gyxSUNgJ2JjybfdzMJtVTMKd9I8mADczszUbL4jhOy5B0JiGg+7BGy9LsSNoRuDXG3DrLAaUCGL+EpFvM7HBgcok0x3Ecx3EcpwR5Hx1umjyJsSmDay+O4ziO4zjO8kPZR4eSRhGeva9MeAZdeAPjU+BaMxtVtvEQuHcJYY2R683svFoI7TiO4ziO0xbIFaMl6dwso6pEnQ6ElXt3Jbx98gJhH7zXqhHUcRzHcRynrZErRsvMRklaDdiAxH5PZvbnMtW2Ad4svI0gaSxhEctUQ6tnz542cOBAJkyYUFaewYPDU8uscnnqZp1X2l7e9HIUy1KcXmkfeevlrZ+nbFZ6Nd9dqX4rHVu5svWWOa3/Un1WKmNL+67kd5r3+szD1KlTmTdvnrJLNj89e/a0AQP78/c3XgFg60FhKbvCeRaF8gWS9crltbTtUuWKx5BWr9wYqx1/Wh/FMuRtv7h+uTq1Gn+txl5OhmrHX+uxt0S2vDJW2l41Mlb93U94cZ6ZrUkZ8nq0jia8YtqXsKbHdoQNhL9Vps53CNsKHB3PDycsfHpcUbkfErYcoH///oOnTZvGsmvEfZmCzFnl8tTNOq+0vbzp5SiWpTi90j7y1stbP0/ZrPRqvrtS/VY6tnJl6y1zWv+l+qxUxpb2XcnvNO/1mYchQ4Ywfvz4NmtoJfVXv/79Br8xZTIrDxsEwMcPvQHwxXkWhfIFkvXK5bW07VLliseQVq/cGKsdf1ofxTLkbb+4frk6tRp/rcZeToZqx1/rsbdEtrwyVtpeNTJW/d137DLBzIaUkyOXR4tgZA0lLD65U1zq4ZycdctiZtcS9k0q7FKezFumbCGvUiOoVN28/wyy/iGlyZL2TzqvcVOqbKUGVNYY8xoQef7pFspUO195jZxK/okXt51XltamEqOwuE61RnXesVdjsDbKcG0ESf01eMjWdVvd3HGctkvetw4/MbNPACR1srDNy4YZdWay7LYCfWOa4ziO4zhOuyCvR2uGpB6EFWkflfQ+2RtfvgBsIGkdgoF1MHBINULW+tFYJXXS7s5r4WnJkjXLG5bVZ5YHIcsbV66fWj16rZXM5fIr9d6keeeqfexcy8d0xbJV+/vL63ms5PeZJns5z9aQIWU97o7jOG2evMHw+8fDMyX9ibB1wEMZdT6TdBzwMGF5hxvM7NWWCOs4juM4jtOWyLsy/HbAq2a20MyektQd2Iqwp1UqZvYA8EBeYQYPHsz48eOrjsXKE4eV5U3I60mpZ3xJXk9JrcaS1n8eqp2XLG9dXq9RrT1q5eqmeZOyZK5EllrHWGW1kze/VNms9Gq8j47jOMsbeWO0rgIWJc4XxTTHcRzHcRwnhbwxWrLE7aqZfS4ps66kqcBCYAnwWdYrkGnkfeOqRP8V91XtHX9LY5Iqaatar03eenneDKx2+Yq85fO+pVlNjFK9l3VoideoUm9YpWNJkzHreyj1Bm+aDFnpjuM47Ym8htYUScez1Iv1E2BKzro7mdm8iiVzHMdxHMdp4+Q1tH4EXAqcARjwOHGRvloyYcKEZe5+0+7WK00vR63WE6r07r0S2aqVsVZxZZWMLcurUWsvR9ZvoVRfLfUSpZVPa78Sb2hWnF1eb2SlXuBKZM6KicyKlXQPl+M47Ym8bx2+R1ieoVIMeESSAdfExf0cx3Ecx3HaBWUNLUmnmtn5ki4jGE3LYGbHZ7S/g5nNlLQWYf2tyVa0P6ISW1g4juO0JbTsFjwNlsZxnGYky6M1Kf4dX03jZjYz/n1P0jjCRtN/LiqzzBY8yby8CyFmPUJMka3keaWLTaa129KlGSqh0kdXeR/fpc1RJW2lPT6qdL6rHWNWXiUypNHSx3mVtJVGS5aUKNdOKbnyPn5MS1+eguTNt+BxHCeDsoaWmd0X/95UacOSugArmNnCeLwb8KuqpHQcx3Ecx2mDZD06vI8SjwwLmNk+ZaqvDYyLd60dgdvMrOxq8ol2C/0Xy5OrfJ6A6Ky+8lLtq+3lPFiVelAqDXSuVKY8QeG1moe8wdyVeJ2yPKBp5dNkrdQLl+ZlKtVepb/HapeeyOvlLJVe7fhb4rV1HMdpq2Q9Oryg2obNbAqwRbX1HcdxHMdx2jpZjw6fKhxLWgnYiODhet3MPq21MMVb8OSlkjvmWsWHtHSx1DzxY9V4w0rl5/Uy1WMJhmrbrNYzVm45grxt5ZUpK7+a+avUa1utpzCvV7RUet5YrCxZHMdx2gN59zrcE7gaeAsQsI6kY8zswXoK5ziO4ziO05bJu2DphYQV3t8EkLQe8L9AqxhaaXfEtVgQsZLFJCvJzxvvVO7Ns6xxVfrWYLXkkbWauuXSq12os1y71cYlVfvWZkvIGw+WdW3krVdcPy0WrpRslbwBWirfcRxneSbvptILC0ZWZAphD0PHcRzHcRwnBeXxeki6ChgA3EmI0ToQeAd4DMDM7q6JMNJc4EOg2fdG7Elzy9js8oHLWCvauowDzGzN1hSmXrj+qikuY21wGVtOlnyZOiyvoXVjmWwzs+9nNpITSePNbEit2qsHzS5js8sHLmOtcBmbi7YwVpexNriMtaHZZayFfHn3OvxeSzpxHMdxHMdpj+SK0ZI0SNLjkl6J55tLOqO+ojmO4ziO47Rt8gbDXweMAhYDmNlLwMF1kunaOrVbS5pdxmaXD1zGWuEyNhdtYawuY21wGWtDs8vYYvnyxmi9YGZDJb1oZlvFtIlmtmVLBXAcx3Ecx1leyevRmhfXzjIASd8BZtVNKsdxHMdxnOWAvIbWscA1wEaSZgInAj+qpSCShkl6XdKbkk6rZdvVIqmfpD9Jek3Sq5JOiOmrS3pU0j/j39WaQNYOkl6UdH88X0fSc3E+74hbKDVSvh6S7pI0WdIkSds32zxK+q/4Pb8i6XZJnRs9j5JukPReIT4yppWcNwUujbK+JGnrBsr42/hdvyRpnKQeibxRUcbXJe3eGjLWG9dfLZbV9VfLZXT9VTsZa6q/chlaZjbFzHYB1iTsd/hNYIfKhpOOpA7AFcBwYBNghKRNatV+C/gMOMnMNgG2A46Ncp0GPG5mGwCPx/NGcwIwKXH+G+AiM1sfeB84qiFSLeUS4CEz24iw2fgkmmgeJfUBjgeGmNlmQAdCHGKj53E0MKwoLW3ehgMbxM8PgasaKOOjwGZmtjnwBiHGk3j9HAxsGutcGa//Novrr5rg+qsFuP6quYy11V9mlvoBuscOLgd2JexzeBzwNvDHcnUr+QDbAw8nzkcBo2rVfg3l/GOch9eBXjGtF2GT7UbK1Zfwg/0WcH/8nuYBHUvNbwPkWzX+ZlSU3jTzCPQBpgOrE5Y9uR/YvRnmERgIvJI1bwSv84hS5VpbxqK8/YEx8XiZaxt4GNi+Ud97jcbu+qtlcrn+armMrr9qKGNRXov1V5ZH6xZgQ+Bl4AfAnwirwu9vZvtm1K2Ewo+kwIyY1jRIGghsBTwHrG1mhRi12cDaDRKrwMXAqcDn8XwNYL6ZfRbPGz2f6wBzgRvj44HrJXWhiebRzGYCFxB2PJgFfABMoLnmsUDavDXrdfR9lu6L2qwytoSmH5Prrxbh+qu2tDv9lWVorWtmI83sGmAEwS2+u5lNrELYNoukrsAfgBPNbEEyz4JZW5vdm6tA0l7Ae2Y2oVEy5KAjsDVwlYW3Vj+kyM3eBPO4GrAvQan2BrrwZXdy09HoectC0umER1hjGi1Le8X1V4tx/VUnGj1vWdRKf2UZWosLB2a2BJhhZp+0pMMUZgL9Eud9Y1rDkbQiQUmNsaV7Os6R1Cvm9wLea5R8wNeBfSRNBcYS3O+XAD0kFVb+b/R8ziD8dp6L53cRFFczzeMuwNtmNtfMFgN3E+a2meaxQNq8NdV1JGkksBdwaFSo0GQy1oimHZPrr5rg+qu2tDv9lWVobSFpQfwsBDYvHEtakFG3El4ANohvSKxECDa7t4btV4UkAb8DJpnZ/ySy7gWOjMdHEmIfGoKZjTKzvmY2kDBvT5jZoYTHvN+JxRot42xguqQNY9LOwGs00TwSXO7bSVolfu8FGZtmHhOkzdu9wBHx7Z3tgA8SLvpWRdIwwuOgfczso0TWvcDBkjpJWocQ+Pp8I2SsIa6/qsT1V81w/VVDaq6/WiPQLGcw2h6E6P63gNMbLU+UaQeCW/MlYGL87EGIIXgc+CfwGLB6o2WN8u4I3B+P140/gDeB3wOdGizblsD4OJf3AKs12zwCZwGTgVcI8YmdGj2PwO2EmIvFhDvro9LmjRBEfEW8hl4mvIHUKBnfJMQyFK6bqxPlT48yvg4Mb+R3XsM5cP3Vcnldf7VMRtdftZOxpvor18rwjuM4juM4TuXkXbDUcRzHcRzHqRA3tBzHcRzHceqEG1qO4ziO4zh1wg0tx3Ecx3GcOuGGluM4juM4Tp1wQ6sdIekrksZKekvSBEkPSBokaUdJ9zdaPghbhSR3US/Ke1LSkAra2k5h5/qJkiZJOjOm7yPptHi8X5NsAOw4Thlcf7n+aqt0zC7iLA/ERezGATeZ2cExbQtqsD+XpI62dD+tZuIm4CAz+0fcYX1DADO7l6ULSu5H2ID1tcaI6DhOFq6/XH+1Zdyj1X7YCVhsZlcXEszsH2b2l3jaVdJdkiZLGhMVG5J+KekFSa9IujaR/qSkiyWNB06QNFTSS/Hu67eFuzpJHeL5CzH/mJjeVdLjkv4u6WVJyU3KO0YZJkWZVikejKTdJD0T6/9eYT+3YtYiLESHmS0xs9di3ZGSLpf0NWAf4LdR7vXi56F4x/wXSRu1bNodx6kBrr9cf7VZ3NBqP2xG2M09jdf7ANcAAALySURBVK2AEwkbh69L2CcL4HIzG2pmmwErE/Z+KrCSmQ0xswuBG4FjzGxLYEmizFGErRSGAkOBHyhsXfAJsL+ZbU1QohcWlCDhzu1KM9sYWAD8JCmopJ7AGcAusf544GclxnQR8LqkcZKOkdQ5mWlmTxPuDE8xsy3N7C3gWuCnZjYYOBm4ssycOY7TOrj+cv3VZnFDyynwvJnNMLPPCVsODIzpOynECbxM2PB100SdOwAk9QC6mdkzMf22RJndCPtXTQSeI2y/sAFhu4VzJL1E2IahD0sfA0w3s7/F41sJW4kk2Y6gUP8W2z0SGFA8IDP7FTAEeAQ4BHio3ATEu8qvAb+P7V4D9CpXx3GcpsD1l+uvpsVjtNoPr7J0c9FS/CdxvITg/u5MuCMaYmbTFYIxk3dVH+boV4Q7rIeXSQw7o68JDDazxZKmJtou3heq+FzAo2Y2IqvzeJd3laTrgLmS1ihTfAVgfryrdRyneXD95fqrzeIerfbDE0AnST8sJEjaXNI3ytQpKI558W6ppKIzs/nAQknbxqSDE9kPAz+WtGLsc5CkLsCqwHtRSe3Esnd0/SVtH48PAf5a1OWzwNclrR/b7CJpULFckvZMuPM3ICjg+UXFFgLd4jgWAG9LOjDWl0LAreM4jcX1l+uvNosbWu0EC7uH7w/sovB69KvAucDsMnXmA9cRdoN/GHihTBdHAddFl3UX4IOYfj3hjZi/xwDTawie1DHAkOjSP4Kw63yB14FjJU0CVgOuKpJrLjASuD267p8BSgV9Hk6IcZhI2M3+UDNbUlRmLHCKpBclrQccChwl6R+Eu+h9cRynobj+cv3VllH4/TpOy5DU1cwWxePTgF5mdkKDxXIcx8nE9ZdTTzxGy6kVe0oaRfhNTSPcsTmO47QFXH85dcM9Wo7jOI7jOHXCY7Qcx3Ecx3HqhBtajuM4juM4dcINLcdxHMdxnDrhhpbjOI7jOE6dcEPLcRzHcRynTrih5TiO4ziOUyf+PxOTXF8KY3iUAAAAAElFTkSuQmCC\n", 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\n", 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" ] @@ -693,7 +704,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "metadata": { "scrolled": true }, @@ -705,14 +716,14 @@ "10 repeats of TTR 14+ performed successfully\n", "There were 2 unique proton patterns:\n", "\n", - "Pattern 1 occurred 4 times\n", + "Pattern 1 occurred 1 times\n", "Coulomb = 602.19 kJ/mol, PA = 103781.5 kJ/mol\n", "[0 0 0 1 0 1 0 1 1 1 1 1 1 0 1 1 1 1 0 1 1 0 0 0 1 0 1 1 1 1 1 0 0 0 1 0 1\n", " 0 1 1 1 0 1 1 0 1 1 1 1 0 1 1 0 0 0 1 0 1 1 1 1 1 0 0 0 1 0 1 0 1 1 1 1 1\n", " 1 0 1 1 1 1 0 1 1 0 0 0 1 0 1 1 1 1 0 0 0 0 1 0 1 0 1 1 1 0 1 1 0 1 1 1 1\n", " 1 0 1 0 0 0 1 1 1 1 1 1 1]\n", "\n", - "Pattern 2 occurred 6 times\n", + "Pattern 2 occurred 9 times\n", "Coulomb = 1070.16 kJ/mol, PA = 104268.0 kJ/mol\n", "[0 0 0 1 0 1 0 1 1 1 1 1 1 0 1 1 1 1 0 1 1 0 0 0 1 0 1 1 1 1 1 0 0 0 1 0 1\n", " 0 1 1 1 0 1 1 1 1 1 1 1 0 1 1 0 0 0 1 0 1 1 1 0 1 0 0 0 1 1 1 0 1 1 1 0 1\n", @@ -727,7 +738,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "metadata": { "scrolled": false }, @@ -738,13 +749,13 @@ "Text(0.5, 1, 'TTR$^{14+}$ Coulomb-PA, 10 replicates')" ] }, - "execution_count": 21, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -770,7 +781,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -779,13 +790,13 @@ "Text(0.5, 1, 'TTR$^{14+}$ Charge Distribution, 10 replicates')" ] }, - "execution_count": 22, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -798,12 +809,12 @@ ], "source": [ "fig, ax = plt.subplots(1,2, figsize=(10,1.5),sharey=True)\n", - "ax[0].imshow(ttr_coul_repeats['opt_seq'] + ttr[1], cmap='bwr', interpolation='nearest')\n", + "ax[0].imshow(ttr_coul_repeats['opt_seq'] + ttr[1], cmap='bwr', interpolation='nearest', vmin=-1, vmax=1)\n", "ax[0].set_yticks(range(0, ttr_coul_repeats['num_repeats'], 5))\n", "ax[0].set_ylabel('Replicate')\n", "ax[0].set_xlabel('Chargeable Site')\n", "ax[0].set_title('Coulomb-only')\n", - "ax[1].imshow(ttr_tot_repeats['opt_seq'] + ttr[1], cmap='bwr', interpolation='nearest')\n", + "ax[1].imshow(ttr_tot_repeats['opt_seq'] + ttr[1], cmap='bwr', interpolation='nearest', vmin=-1, vmax=1)\n", "ax[1].set_xlabel('Chargeable Site')\n", "ax[1].set_title('Coulomb-PA')\n", "fig.suptitle(r'TTR$^{14+}$ Charge Distribution, 10 replicates', y=1)" @@ -811,7 +822,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 22, "metadata": { "scrolled": true }, @@ -821,13 +832,13 @@ "output_type": "stream", "text": [ "3588 steps/shunt\n", - "Coulomb-only took 30.20 ± 3.09 shunts to optimise\n", - "Coulomb-PA took 31.40 ± 2.58 shunts to optimise\n" + "Coulomb-only took 28.60 ± 3.88 shunts to optimise\n", + "Coulomb-PA took 30.50 ± 1.91 shunts to optimise\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -868,7 +879,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.2" + "version": "3.7.6" }, "varInspector": { "cols": {