From b721d96f7a5494ce90657facec62d22bebb0229d Mon Sep 17 00:00:00 2001 From: orioncohen Date: Thu, 6 Apr 2023 09:11:57 -0700 Subject: [PATCH] update plotting tutorial --- docs/tutorials/plotting_tutorial.ipynb | 75 ++++++++++++----------- solvation_analysis/tests/test_plotting.py | 1 + 2 files changed, 39 insertions(+), 37 deletions(-) diff --git a/docs/tutorials/plotting_tutorial.ipynb b/docs/tutorials/plotting_tutorial.ipynb index e368a47b..37488340 100644 --- a/docs/tutorials/plotting_tutorial.ipynb +++ b/docs/tutorials/plotting_tutorial.ipynb @@ -15,22 +15,7 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/orioncohen/miniconda3/envs/solvation_analysis/lib/python3.8/site-packages/statsmodels-0.12.2-py3.8-macosx-10.9-x86_64.egg/statsmodels/tsa/base/tsa_model.py:7: FutureWarning:\n", - "\n", - "pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n", - "\n", - "/Users/orioncohen/miniconda3/envs/solvation_analysis/lib/python3.8/site-packages/statsmodels-0.12.2-py3.8-macosx-10.9-x86_64.egg/statsmodels/tsa/base/tsa_model.py:7: FutureWarning:\n", - "\n", - "pandas.Float64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "# ignore this block\n", "\n", @@ -57,7 +42,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solute dict: {'ea': , 'eaf': , 'fea': , 'feaf': }\n", + "Solute dict: {'ea': , 'eaf': , 'fea': , 'feaf': }\n", "\n", "Solute names: ea eaf fea feaf\n" ] @@ -96,9 +81,9 @@ "outputs": [ { "data": { - "image/png": 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uLs3rztGjR6muHAC4ubnduXMnKirKysoqNTV17NixAQEBmnnp7OXLlwEBARMnTszIyOjbt29UVNTdu3fd/5qC2tnZ+caNG3Fxcba2tr///vuECRNmzJiRn59Pb2aJampqCPUmQUQ7urvDXYL0J/UrVqzgcDiRkZF8Pl/NIdvy8uVLf39/6rSdqjvtnLbX1NRs3bqVutxB3dpdX1+vzrTtqK2tFWczNDTcunVrXV1dW43r6up27dpFzdRlYGCwYcOGqqoqdaZth0gkio2Ntba2PnbsGJ7UawIso+ogZRnNy8sTP9Q8YsSIq1evqjlnCx3WnYKCgjNnzsTHx/N4vObLc3Nz/fz8qP8ROzu72NhY9QZviao7/fr1AwAGg+Hn5/f8+fMWbYqLi3///fcWC1+9eiX+E9KnTx9NGPm9c+eOm5sb9W/r5+eHZVQTYBlVB5kuMcXFxQ3866VG06dPf/r0qXrDEiJd3YmNje3fv/+CBQt8fHyGDBnC5XJbNIiPjx82bBj1P7J72TKSlaWu+P909+7nf81G7O7ufu/evRbr8/Lyli9fbmRkZGdnJ3EHKSkpb731FrWH0aNH3717V/WhJWhe03v37r1//36hUIhlVBNgGVUHWa/UNzY2RkZGmpiYAICurm5wcHBlZaXa0lKDm1QkFxeX27dvS2x28ODBly9fUl87ODhER0e3bsPn8/fv329rY/O6Z0/CYpGgIFJcrMLoLbx+TYKCCJPJHTlSXHdat8rKyoqLi4uPj2+rjBJCRCIRNfJL/V3x9/cvLCxUZfR/aGeEAcuoJsAyqg7JyckXL1589uyZxLX19fUXL168ePFii2HEgoKCoKAg6t3ovXr1aqsKKNHr16/lOGJJSYmlpWVb1ZYQwi8tJatXExaLABALC7J3L1H1vUR1deSrr4iREQEg+vpk06aGmpr2t7h161Y7ZZRCjfzq6emJR34bGhqUF1qyuLi4/v37i89O8vLymq99/vx5eHj4f/7zn7Y2v3LlSnh4OL6rTqWwjGq6tLQ0afqGCuLxeJGRkVR/h81mS9n/LS4u9vT0NDMz27ZtW8fHePSIvPMOASAAxN6eXLqkhNwSxcURW9umA02fTtr469WCNGWUoraR3/v3748fP546EHULgYoOhBSEZVQLUCOVNjY27YxUKoK6v0fc32mr19wan89/9uzZhQsXevXqdfPmTSkPRgYMkLXGSevBA+Lp2bTzkSPJ9evSbyp9GaVcvXp1xIgR1D/apEmT/vjjD9njtqm0tDQ4OFjrngXosrCMao3W180Vv5fowYMHnp6eVC0YOnTo5cuX5dvPkiVLQkJCpG3N45HISGJiQgAIm02Cg4nEnm9DAzl2jCxZQry9iYsLmTKFrF1LLl8mEq+Vl5aS4GCio9M0bhAZKeu4gaxllPw18kvN7sxisYKCgkpKSmTaQ2vUsDj1KCo1LF5RUaHgPpGqYRnVMtRdnFThs7a2joqKkm8/zfs75ubmcvR3Nm7cSI0wVFRUDB8+/LvvvpMtQUEBdf2HAJBevcj+/aT5OOy1a8TGpqlf2eI/NzeSm/t3y8ZGEhlJTE0JANHVJcHBRK66I0cZpZSVlSn4LymWkJAwdOhQ6pvr4+OTRde9DUhGWEa1UlJSkpOTE/X75uXllZ6eLv22rfs75eXlcmSIj48fNGhQjx49OBzOkiVLWtw6Kq1794i7e1N99PZu6mnGxxM9PQJAHB1JdDTJyyNcLsnKIuHhpGdPAkAsLZtGA0pLyaBBfw8RPHkiR4T6+noOh2NsbMxkMjkcTnh4uBw7yc7OFs9SKke//tGjR9Sr5QBgyJAhFy9elCMDoguWUW1FzazRo0cPAGAymf7+/kVFRR1ulZCQMHz4cHF/5+HDhwrGqKqqamxsVGgXIhGJjSX9+pGtWwkhpKKC9OpFAMiMGaR1aX79mtjZEQAyfnzTkqlTyZAh5MIFhTIoSVxc3IABA2QaZeZyucHBwSwWCwA4HM6uXbvk/IOE6INlVLuVl5dv2LCBzWYDgJmZWTu/hI8fP542bRr1Gz548ODz58+rOWoHqqtJbS0hhISHEwDC4ZCyMsktb91q6n5SF7VKSoiCdVypWt/z0NZTpNTQqqWlpXhotVidN9Ui5cEy2hk8efKkeYm88M+uGZfLlbLUagQPDwJAVq1qr42zMwEga9eqK5PMmt+BK/HO/6tXrzo4OFDfsokTJ2ZmZtIVFSkOy2jnkZCQIH74krpAId+JP50aG5tGRY8da6/ZunUEgIwera5YckpNTR0zZgz1HXF1db1z5w4hJCcnR6MmHECKwzLaqfB4vD179lBPkbLZ7N69e2tZf6ewsOmEPTm5vWbffUcASJ8+6oolP6FQePjw4V69elF/yZydnanTAhMTkz179mj0aQGSGpbRTqi0tHTVqlUMBsPIyIjD4ch9UxQNcnKaymhGRnvNDh8mAMTYWF2xFEU9RcpisTgcjvofyUeqhtM2d0IWFhbm5uaEkNraWgaDIR42ld6OHTtWrFhRXFysinjtMTJq+qK+vr1mtbUAAMbGKs8jSXx8fEhIyLZt26SfztnIyOiDDz5gMBjUvWWBgYHULCeoc8Ay2gnl5+eHhYUxGAw3Nzcul/vVV1/JtPnp06fPnj0bExNDw6vQzM1BRwcA4PXr9pq9egUA8Nfc++p09OjRBQsW2NjYcLlcV1fX1+3nbCYkJITP51NTha5du1YgEKgyJlIvurvDSPnmzp0LAP7+/g8fPmSxWCwWS/onvisqKqytre/du2dsbJyTk6PSnJI5OREA8tln7bXx9iYAZPlydWX625AhQ2JiYqivZ82a9cUXX0izVXx8PACYmJi8ePHCzs4OAH744QdVxkRqhWW0s0lMTAQAQ0NDavbSlStXAoCPj4+Umy9duvTDDz8khNBWRj//nACQ/v3bvBs0P7/p2flz59SbjJSXlwOA+O7OvXv3Tp48ucOt+Hw+9chDWFgYIeR///sfAJibm5eWlqo2LlIXLKOdikAgcHR0BICdO3dSS8rKyiwsLADgghTP+Vy/fr13797UXBi0ldE//yT6+gSASOzo8fnE15cAkEGDVD5paStPnjxhMBjiO0BPnDjh6OjY4VZhYWEAYGdnJ56cdPLkyQBA/blCnQCW0U5l7969AGBra9t88qeIiIgWv8YS1dXV2dnZbdmyJS0tLS0tzdDQ8MyZM2qYlliCiIim6/WrV5PmV7Szs8mUKQSAsFjk1i315yoqKgIA8UysBw4c8PLyan+T4uJiMzMzAGj+mLwcgy1Ik2EZ7Ty4XC41adupU6eaL29xUtmWx48f+zSjo6MzZsyYgoICFaduw44dTZM/MZnE3p6MHk3692+qrd26kbg4WkIJhUJLS0vxqwZXrFixevXq9jcJCgoCgNbn/rIOtiBNhmW08wgODgYAb2/v1qsSEhKoSxzS365I20m9WGYmWbyY9O799xR59vbk008JrXdcbtmyZdSoUffv3z958qSxsXFGu/e3/v777zo6OiwWq/UUMGVlZebm5lIOtiANh2W0k8jOztbV1dXR0WnrF5uahy0oKEjKHQYHB2vKk6MNDaSsTP0joRI1NjZu3rzZ1dXV29s7rqNO8YQJEwDgo48+krg2PDxcmsEWpPmwjHYS77zzDgC0c46Zm5urp6fHZDLT0tLUGazLOnHiBABYWlq2NZ2rlIMtSPNhGe0Mzp07BwAcDqf9l1iEhIQAwNixY0US38OBlKeuro56nef+/fvbaSa+nxSfDdVqWEa1Ho/HGzx4MAD8+9//br9lZWUl9QziyZMn1ZOty9q+fTsAjBw5ssMXisg62II0EJZRrbd7924AGDp0qDSz0O/btw8ArK2ta6k5kpEKvHr1ysjICACuS/Fq0tzcXDabjYMtWg3LqHYrKiqi3qp0SbrXvguFQhcXFwDYsWOHqrN1WR988AEAzJ8/X8r2ONii7bCMarclS5YAwMyZM6XfJCkpqfnTopovPz8/OTmZy+XSHUQqycnJDAbDwMAgPz9fyk0qKyt79uyJgy3aC8uoFnvw4AGTyWSz2U9kfCOmeO4SFQVTFj6f/69//WvQoEFTp041NzfX/CojFApHjx4NAFu2bJFpwx9//BEHW7QXllFtJRKJxo8fDwDr16+Xddu8vDx9fX0Gg3GLjkcqpZefn7927Vo+n08IiYmJ6devH92JOnDo0CEA6NOnT01NjUwbCgQC6o3ZONiijbCMaquYmBgA6NGjBzWTiKw2btwIAC4uLi1etaaxMjIyDAwMNHn0sKqqinpZiHgmPZm0mJoLaREso1qprq7OxsYGAA4dOiTfHqqrq6k3NR09elS52VQkIiJi0qRJdKdoz/r16wHAw8ND7lqvLYMtqAUso1pp8+bNAODs7KxIX/LIkSPUGWh1dbUSs6lCdna2paVlamoq3UHa9PTpU+ohsZSUFLl3oi2DLagFLKPa58WLF4aGhgwG4+bNm4rsRyQSUddDpJzCnS4pKSnW1tanT5+mO0h7Zs6cCQBLlixRcD9aN9iCCJZRbUS95XzBggWK7+ru3bsMBkNfXz8vL0/xvalCVFSUtbV1YmIi3UHac/XqVQAwNjZWfF5BrRtsQQTLqNa5ffs2dVuisi5ELFy4EADmzZunlL0pV2xsLABYWFgM+MvTp0/pDtUSn893cHAAgN27dytlh1o02IIoLPlehIfoMnDgwMWLF9va2vbr108pO/z666/T09Pfe+89pexNuWbOnMnlcpsvMTExoStMWwQCwbRp00Qi0YcffqiUHQYEBOzbt8/e3r6xsVEpO0SqxiCE0J0B/e358+clJSWWlpbU/ECt3b9/XyQSDRkyRIkFJScnh8fj9e3bl8PhtF7b0NCQm5sLAMOHD2cyu9wbuXk8HpfLZTKZPdt4n3NlZWVdXR2bzabeeaUUlZWVIpFIV1e3W7duEhtUVVUJhUIjIyM2m62sgyL50d0dRv8QGBgI7V6p0NfXB4D4+HglHtTe3h4ADhw4IHFteno69aNSVVWlxINqi4sXLwKAsbFxWw38/f0BYLlS3/b8xRdfAMCUKVPaakC9pfm///2vEg+K5NblOhcIIaRcWEYRQkghWEYRQkghWEYRQkghWEYRQkgheN+oJiotLU1LS5O4iqjsBrWCgoKHDx+2Xv7s2TMVHVGLEELevHkjcVVDQ4OKDioQCCoqKiSuEolEKjookgOWUU0UFxcXFxen5oNu27Zt27Ztaj6otqipqaEmwVOnxMREiXfyIk2DZVQT2draurm5SVx16tQpoVCoioM6OTlRk++1UFVVdf36dVUcUYvo6Oi89dZbElfl5uYWFxer4qAmJiaDBg2SuOrhw4c8Hk8VB0VywDKqiby9val51FszMDBQURlds2bN8uXLWy/PyMgYOXKkKo6oRQwNDW/fvi1xVUBAQHR0tCoO+tZbb125ckXiqkGDBj19+lQVB0VywEtMCCGkECyjCCGkECyjCCGkECyjCCGkECyjCCGkECyjCCGkELzhSbN8+umnCxYs6NOnT1sNfv31V6FQOGrUKCUedN++fdXV1U5OThLXDhgw4Pz58wBgaGioxINqCycnp8OHD7czO3JQUNDEiROHDBmixIPOnDmzT58+1tbWbTX46quvKioqxowZo8SDIrnh7PcIIaQQPKlHCCGFYBlFCCGF4NgobZ49e9bY2Dh06FDqY0NDw40bN0Qikbu7u7m5Ob3ZWhMIBGlpaaNGjRKPEjY2Nj548MDV1ZXF6mw/RSKRKDs7m/ruGBgY0B2nTQKB4MWLF82X9OjRo6234CEVovldUF1Samrqu+++y2azp0+fTi3JysqysbGZM2fOnDlzunfvnpGRQW/C5hoaGr755hsbGxsGg5GZmUkIqa2tDQ0N7du3L4PByMvLozugkmVmZtrZ2Tk4OPj4+MyYMYPuOO0pLCx0aUZPT+/kyZN0h+qKOls/Qivw+fyPP/546tSp1BVwACgsLNyzZ8/8+fMBYNWqVREREYcPH6Y148F1q+QAAAIgSURBVN90dHRMTU2Tk5PFE5QwmUxLS8u0tDRbW1t6symdSCTy8/MLDAzctGkT3Vk6ZmVlJZ6XNj8/f/To0e+88w69kbomLKM08PDwAIAnT56Il0yaNEn8ta2tbUpKCg2x2sBisVrM/KSvr79s2TK68qhUenp6QUHBp59+yufzdXV16Y4jg7CwsGXLluEZPS3wEpPGuXDhgre3N90puqj8/HwOh+Pn59evXz8LC4t9+/bRnUgq5eXlx44dW7NmDd1Buigso5rlm2++qa6uDgoKojtIF1VTU8Pn87dv315YWHjlypXg4ODnz5/THapjP/zww4wZM/r27Ut3kC4KT+o1BSHkyy+/jI2NTUxMbOeZGaRSvXr10tPTo0aBXV1dzc3Nc3Jy+vfvT3eu9vB4vL179/766690B+m6sDeqEaqqqubOnZuSknLnzp2ePXvSHafrGjNmTEVFRVJSEgDcvHmTy+U6ODjQHaoDMTExw4cPxzcU0InuWwW6ooyMDA6HY2hoqKury+Fwzp8/v3DhQgAwNTXlcDgcDsfBwYHujP8wb948DofDYDBMTEwmTpxICPH19aWWmJqaavhdQbKKjo42NzcfNmyYiYnJoUOH6I7TMUdHx0uXLtGdokvDZ+oRakkgEDx//tzKykrzL3wTQioqKszMzBgMBt1Zui4sowghpBAcG0UIIYVgGUUIIYVgGUUIIYVgGUUIIYVgGUUIIYX8P454POWdjSHWAAABUXpUWHRyZGtpdFBLTCByZGtpdCAyMDIyLjA5LjEAAHice79v7T0GIOBlgABGIOaD8hsY2ZQUgDSLLguQVHA2VADJGjADiVA/H3MQxxBEOBpD9H6wt0TVYERYA4eSBpDBzATR4U+UFWAdMDuMSXWUCcmOIsIbjGAdjIwQHR5EeANNB+l2EOFxNB1E+BxNhynJOsxI1mFOsg4Lwjq4QQmZjYGBnYGBg4GRiYGRk4GRi4GJWYGZhYGZVYOJhZuBhYeBhZdBhEF8EwMk2YMB31GFD/aTRK/tA3FOhjTaez1ZYQti7ykRthOKuwoWP77LYr/XodVg8anOp/dPWnYFLB7ZZrFfZU+XPYgtw7vBPiFwyX4Qu49NwmF6NoRd3azvoJa/DKyXIf+g/eyDRWD1jPeY7Dm/Qdj24d37r/ND1C9YzXpgwdfFYPYJdtkDXgvWgfWKAQArf3vd7RzL4AAAAVZ6VFh0TU9MIHJka2l0IDIwMjIuMDkuMQAAeJx9k9tuwyAMhu/zFH6BRrYxp8umqbZpaiJt3d6h93t/zaZLIRId5AKbjx98yAA2Pub32w88Bs/DAID/fDln+HaIOFzAFjCdX94WOF2P0+Y5rV/L9RNIgJye0blnj9f1snkITkBjikEV4YCjUCKnp0Ysox7lAiKhmHfExBJih3OwqpdEHoIhdgVFBXU/MoU/RZe6it5AGn1KD0nvupJB7y6SqKi99plkhFfddtFbMKrNyfUfmRTkHSi+C+YCRuEtPcTdmwnL1Z6IC5glPQFJQWzBjH2QFTxYsClsj6R+NNoOivIOxdxH5Y5quFt5fP+h52XeddS9x6Z1mWuP2eTaSWbG2jBmptoWZuZafD0JrlbYTGoKWWyq9SIVlFoVUkHfJJ/VDk2OyW7gJpfF4ZqMFYe00baxmb39e7oefgEKkrZf+4CNdwAAAPd6VFh0U01JTEVTIHJka2l0IDIwMjIuMDkuMQAAeJxVj7tuAyEQRX8l5a6E0byA2YlSuXFlp7dcpEgZbRS59MdnAMngAph75nW5nm7H5Xq6re06Lh+X9fICnqGft8dywAiqOfhLioXDu0dJNRwgCibmSmiqga0TSZwDeCJRzsURxELYEetAoAEbcgARRfrkXOpkzyBI6yFpPb4ckZxsopRbzxNs0Cu05D5EsQ/hkqS74/oDmoDbrKAI9TXY3K7h677/fP7tvwaxhuf9/h0RDYcSoylFxpNik6HY0hDJ8hBkZWoyHWKzbcqA4WTD1WQjG04+iuHkQx//3Pp+nMPGgpsAAAAASUVORK5CYII=\n", + "image/png": 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", "text/plain": [ - "" + "" ] }, "execution_count": 3, @@ -117,9 +102,9 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [ - "" + "" ] }, "execution_count": 4, @@ -138,9 +123,9 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [ - "" + "" ] }, "execution_count": 5, @@ -159,9 +144,9 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [ - "" + "" ] }, "execution_count": 6, @@ -194,7 +179,7 @@ { "data": { "image/svg+xml": [ - "eafecpf6eaffeafeaf00.511.522.533.5SoluteeaeaffeafeafCoordination Numbers Of SolventsSolventCn Dict" + "eafecpf6eaffeafeaf00.511.522.533.5SoluteeaeaffeafeafCoordination Numbers Of SolventsSolventCoordination Numbers" ] }, "metadata": {}, @@ -231,7 +216,7 @@ { "data": { "image/svg+xml": [ - "eaeaffeafeaf00.511.522.533.5Solventeafecpf6eaffeafeafCoordination Numbers Of SolventsSoluteCn Dict" + "eaeaffeafeaf00.511.522.533.5Solventeafecpf6eaffeafeafCoordination Numbers Of SolventsSoluteCoordination Numbers" ] }, "metadata": {}, @@ -263,7 +248,7 @@ { "data": { "image/svg+xml": [ - "eaeaffeafeaf00.511.522.533.5Solventfecpf6EAxCoordination Numbers Of SolventsSoluteCn Dict" + "eaeaffeafeaf00.511.522.533.5Solventfecpf6EAxCoordination Numbers Of SolventsSoluteCoordination Numbers" ] }, "metadata": {}, @@ -300,7 +285,7 @@ { "data": { "image/svg+xml": [ - "eaeaffeafeaf00.511.522.533.5Solventfecpf6EAxCoordination Numbers Of SolventsDegree Of FluorinationCn Dict" + "eaeaffeafeaf00.511.522.533.5Solventfecpf6EAxCoordination Numbers Of SolventsDegree Of FluorinationCoordination Numbers" ] }, "metadata": {}, @@ -336,7 +321,7 @@ { "data": { "image/svg+xml": [ - "eaeaffeafeaf00.511.522.533.5Solventpf6EAxCoordination Numbers Of SolventsDegree Of FluorinationCn Dict" + "eaeaffeafeaf00.511.522.533.5Solventpf6EAxCoordination Numbers Of SolventsDegree Of FluorinationCoordination Numbers" ] }, "metadata": {}, @@ -373,7 +358,7 @@ { "data": { "image/svg+xml": [ - "fecpf6EAx00.20.40.60.81SoluteeaeaffeafeafDiluent Composition Of SolutesSolventDiluent Dict" + "fecpf6EAx00.20.40.60.81SoluteeaeaffeafeafDiluent Composition Of SolutesSolventDiluent Composition" ] }, "metadata": {}, @@ -382,7 +367,7 @@ { "data": { "image/svg+xml": [ - "eaeaffeafeaf0.20.40.60.81Solventfecpf6EAxFractional Pairing Of SolventsSolutePairing Dict" + "eaeaffeafeaf0.20.40.60.81Solventfecpf6EAxFractional Pairing Of SolventsSoluteSolvent Pairing" ] }, "metadata": {}, @@ -391,7 +376,7 @@ { "data": { "image/svg+xml": [ - "fecpf6EAx00.10.20.30.40.50.60.70.80.9SoluteeaeaffeafeafFree Solvents In SolutesSolventFraction Free Solvents" + "fecpf6EAx00.10.20.30.40.50.60.70.80.9SoluteeaeaffeafeafFree Solvents In SolutesSolventFraction Free Solvents" ] }, "metadata": {}, @@ -427,7 +412,7 @@ { "data": { "image/svg+xml": [ - "345691000.10.20.30.40.50.60.7Histogram of Network SizesNetwork SizeFraction of All Networks" + "345691000.10.20.30.40.50.60.7Histogram of Network SizesNetwork SizeFraction of All Networks" ] }, "metadata": {}, @@ -436,7 +421,16 @@ { "data": { "image/svg+xml": [ - "34500.20.40.60.81eafecpf6Fraction of Solvents in Shells of Different SizesShell SizeFraction of Total Molecules" + "eafecpf6eafecpf600.20.40.60.811.2Solvent Co-Occurrence Matrix0.961.321.321.050.620.391.090.330.0" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/svg+xml": [ + "34500.20.40.60.81eafecpf6Fraction of Solvents in Shells of Different SizesShell SizeFraction of Total Molecules" ] }, "metadata": {}, @@ -445,13 +439,20 @@ ], "source": [ "from solvation_analysis.networking import Networking\n", - "from solvation_analysis.plotting import plot_network_size_histogram, plot_shell_composition_by_size\n", + "from solvation_analysis.plotting import (\n", + " plot_network_size_histogram,\n", + " plot_shell_composition_by_size,\n", + " plot_co_occurrence,\n", + ")\n", "\n", "ea = solutes['ea']\n", + "\n", "networking = Networking.from_solute(ea, ['pf6', 'ea'])\n", "plot_network_size_histogram(networking).show()\n", "\n", - "plot_shell_composition_by_size(ea).show()" + "plot_co_occurrence(ea).show()\n", + "\n", + "plot_shell_composition_by_size(ea).show()\n" ] }, { diff --git a/solvation_analysis/tests/test_plotting.py b/solvation_analysis/tests/test_plotting.py index 98c722f2..21a5183a 100644 --- a/solvation_analysis/tests/test_plotting.py +++ b/solvation_analysis/tests/test_plotting.py @@ -313,6 +313,7 @@ def test_compare_generic(eax_solutes): assert len(fig.data) == 4 for bar in fig.data: assert set(bar.x) == {"pf6", "fec", "EAx"} + # fig.show() def test_plot_co_occurrence(solvation_data):