From ea9484ce0b99be0b09c8e4485b499b2ad767273d Mon Sep 17 00:00:00 2001 From: aarsh <144159115+Aarshpatel12@users.noreply.github.com> Date: Fri, 23 Jan 2026 21:35:19 +0530 Subject: [PATCH 1/2] Docs: Improve visualization in ToftsModel notebook (Fixes #97) --- notebooks/ToftsModel.ipynb | 350 +++++++++++++++++++++++++++++-------- 1 file changed, 275 insertions(+), 75 deletions(-) diff --git a/notebooks/ToftsModel.ipynb b/notebooks/ToftsModel.ipynb index 65c48963..0b104731 100644 --- a/notebooks/ToftsModel.ipynb +++ b/notebooks/ToftsModel.ipynb @@ -10,7 +10,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "5e675de8", "metadata": { "tags": [ @@ -91,10 +91,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "afd533a3-8883-40ba-8e15-24be59b433ac", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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voxelKtrans_refve_ref
0voxel 10.350.5
1voxel 20.200.2
2voxel 30.200.5
3voxel 40.100.1
4voxel 50.050.1
\n", + "
" + ], + "text/plain": [ + " voxel Ktrans_ref ve_ref\n", + "0 voxel 1 0.35 0.5\n", + "1 voxel 2 0.20 0.2\n", + "2 voxel 3 0.20 0.5\n", + "3 voxel 4 0.10 0.1\n", + "4 voxel 5 0.05 0.1" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df.head(n=5)[['voxel','Ktrans_ref','ve_ref']]" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "94aad4b1-5af5-4456-aed4-7438d01bda41", "metadata": { "tags": [ "hide-input" ] }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--- Ktrans Results (Non-Delayed) ---\n" + ] + }, + { + "data": { + "image/png": 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dNBJuwecbbrjB9R6P548hJavUFz6cL7/80s15WgBa82LpC0oAAACAmu6WW26xN954I6ZtS6/HlMp00bguWo+FLnpTJ6SaRhfJaw2sJk2auDWstGZWaTo/OG7cuJie69Zbb3WVWbURySoAvtCV1KLkTelEVeiKAC0uqIX6PvzwwwrJKp3oU1JJJ8y0AGFWVpbn/dFrnnHGGXbNNde4k3WVJat0Bcj111/vFo7USTj9DDr5F8748ePdpKOTcCFa6PL88893P6dO+um1RVe167n0WEjdunXtsssuc9//6quvuuQYAACJ+Pjjj928VT5RJWrJqwpgza0//vijq7wqrW/fvjZr1iy3eO8VV1zhyxugKq1Bgwa5KuWffvrJXaQCAAAA1Ba6WOyoo46KadtWrVpZTaCfQxdkx6J169ZWE2lJEv0NFIkuzo81Rt27d7faimQVAF9s27bNfZ07d65bg6o8nbjSuk2dO3eu8Njuu+/uElZa++P+++/3rTVeqLpp69atlW6rdkmhnrK60mHs2LFhk1WLFy92rQ1VQVa+VDv0c2tyUrJKrzt9+nS3jpaurChNa1cpKRdtIgMAJI/WkVLr2g8++MD9u1u3bq6tnapnQzRvac7QLXSRgugiCVUWKRGkCxSGDx/uWsQeeeSRrm1g+aokzSv/+Mc/XCWu2ulpTrzkkktcsqky27dvdxdcqB1g+av3RBdLaK3Enj17VnhMCarLL7/crbl1xBFH+FYlpnYmpX83AAAAAGoLJRpqW7JBVUXxthavbZSkq6mJOj/VjlW+AFS5vffe2329/fbb3ck9XU2tnrUhai+kE3yRToQpQaXk0rPPPuta7PlB61aJkkWV0SKAb731liu1jdaySMmq0PbhriTRBL1w4UL3/2XLlrmTiOG2VaKrbdu2JdsCAIJF6xCqdZ4SPUoyaT0mVcXqwoZotIahKolnz57tLmzQ9yvhpXax0Vrazpgxw10wofYZv/zyi3uOWOZDzb95eXmuglhtapcvX17m8R49erjnDCWQStPakkq0aa667rrryszbidK+fP/99+7ftLkFAAAAAMSKZBUAXxxwwAF20kknuauotXaVWtwNHjzYXYWuK7Z///33qN/ftGlT17JPJ8q8nDDTCTedqHvsscdcuz5VNOlq9srsuOOOMZ1UW7dunfsaKaGldoChBRND20ZaOFL366Se9hkAECy6oEDt8zQ3qe+81mMUtW+NZMuWLXbTTTe5ueCVV15xvcq1vqF61kdbTLdfv37ugglduHH33Xe7NaY0D8bS616tZHfaaSdbunSp20/Nx2q3q/1W4qyy6uLQepFKlinZlSjNZ6omVuXY6tWr3fN27Ngx4ecDAAAAANQuJKsA+ObGG2+0Rx991Pbdd1/X9mjTpk2upZGqlXRVt07AFRUVRfx+tSAaOnSoa5sUax9XPa+STKFbdna2O1Gn19L/n3rqqbBXkycqlFgKt0h96H61cIp1WwltDwAIjjFjxtgOO+xQ8n+tvZSenu6SQpFoQV2149P6jaXb3rZr187OPPPMiN+nCzs0b4YceOCB7mu01wpp06aNvfnmm64SrGvXru6+JUuW2GuvvebaDaq668svv6x0/lZrWrXijeU1v/322zJzr2677LKLjRw50r7++mv3VUk7AAAAAABixZpVAHy1//77u9vmzZtdGyCt26E2Slr/SdVOSlZFW8RdJ8yUtHrwwQfdCbbKrsrWyURVORUXF7vXUKslnfDT1eVqveQ3tfmTSFeq6/4GDRqU2TbSmh3aNi0tzZ0gBAAES/k1FjW3KHml+S0SVRaF1iUMt+BuJKqMKl9tLNFeqzTNO1qbSjclmzT3KkH1ySefuGpj3f/SSy9Z3759w36/5lqtkaVWvpqHn3jiiaiv1759ezv22GNL5rgvvvjCVWbp+R966CGXnAMAAAAAIB5UVgGoEjqhp6vQr776apdA0sLxSsyoRaBaBUU7AXbppZe6bW644YZKX0frfOjKcZ1kUzXViy++6BJXWoPju+++8/mnMtdWUFQ1Fo7uV/unWLZVSyidYNSV+gCAYAldcBCPtWvXuq8tW7as8Fi0xXQTea1IOnToYCeccILdc8899vHHH7tqY1Xwak3IyuZTVSdrvce333476raaqzX36nb55Ze7Kq6zzjrLVUZrXa9Yk2wAAAAAAIRwhhSAZ0rGDB8+3M4777ywjytJpRNnWgQ+Pz+/0vWrVC3Vv39/d6W2WhvFY+edd3brg+h1tG7GH3/8YVVxpX24NkkrVqxwJwS7dOlScjJPV+KH21ZrkSgOoW0BAKkvdLFCuIsUIl244IXmSLXP1XpX4ahC6+abb3b/VvVxNBkZGe7CEn1V+97QuouxUtX0HnvsYb/88otdf/31cX0vAAAAAAAkqwD4cnJOVUJqOaS1OqJRFVGrVq0q3UYnzOrUqeNOmG3YsCGu/TnuuOPceh860XbdddeZn9TaSLcffvihwvpbWsNDBg4c6L5q/5U805Xm5U9STps2zVWPhbYFAKQ+VSaVbgdYmpI4fmvWrJm7KGPy5MkRt9EFI5VVdoWojd8ZZ5xha9assTvuuCOufdHcrTlbldXvvfeeTZo0Ka7vBwAAAADUbiSrAPhCi8lrDSa141OFUXlTp051yayDDz645MrzaHr37u1aCinhpPU24qU1N/Q6n332me8nzI466ihXFaWWhiFKRj3yyCNWv359O/roo0vuP+aYY1xcHnjggZL7tL7Hfffd5/6tijMAQM0wbNgwV8303HPP2ZIlS0ru15zx5JNP+v56++yzj6v4nTJlij366KMVLqLQ/HPbbbe5f4fWmKqMWvtpDStdaBEvXczx5z//2f37n//8Z9wXmwAAAAAAai+SVQB8ocXbR4wY4SqO1BJQLfjuuusud5LspJNOsgsvvNCdUFMSKVZ6jvKLzseqTZs2bt2Mqjhhdu6557qf5ZZbbnEn9XT1uZJS8+bNc22QmjdvXqbKS9VTzzzzjJ155pkuJiNHjrSvvvrKJeN69erl234BAJJL6xCqFa2qjI8//ni79tpr3f81R2zZssVt4+c6hWrZ9/DDD7uK5X/961920EEHuRZ8Wq9KlcW6QOTdd99184/WropFVlaW3XTTTZ4uXlEr35UrV7o5DwAAADVHcVGxLcxdZZ+8P8c+eGum+6r/6/4g0MVaunBs9OjRNmjQIHc+RhccP/jgg657QCQzZ850v0frvNYuu+zivlfPoXM5Wu6hMrpAWed3vvnmm4T3XRdB63d7/e2g/d59993d3xTah0Rbiof269dff437e0877bSo56y05IUe11r18VKc9L1HHnmku6A7HP0toW3CLa1RGzzwv/dOf09GMmrUKNdZqnxcS18wH4m203scC61JrOfU+6XPx6677uou1Nfnyu/1iklWAfCFWt7df//97kC17777uhZI+gXhlVdecRP7X/7yF3vjjTfKJHIqowXn/TphFm87o2hUsfXiiy+6Xxq+//57Gz9+vDVu3NidKDz11FMrnEh84oknXFsl/XKgmGi9Kk02SmwBAGqWww8/3P2RqYsalCj64IMP7LDDDiv5I0PJID9169bN3n//fXeBhpJWH374oavi+vjjj11bv8cffzzuPyC1xqT+SE6EknF///vf3e8FEydOdPMkAAAAUt+yxetswlPf2Yfv5Ni8nBW2eP4a91X/f+mp79zjyaQuP+peowuW1S770ksvtb/+9a/Wr18/e+yxx1zSKlxrbnUo0EXFWjddF1/rgjN1DVLHBLW5VtIq3vVc46XzRdq/hx56yP1+r/NF2gd1PND5LO3fggULrKaZO3dulXSgqEkmTpzoCgOSRYnSk08+2b1Pu+22m1155ZXub8/u3bu78XriiSe6pWH8klZcXByM1DcAAACQwvSLvK4s0/pQobWiQl577TW75pprXNWTklcAAABAqlAi6v03Z1hRYeTTyOkZaXbIMf2sfaemVt1UnaMT6rm5ue5Cal1EXZoSPWeffbb7fV3rq4bWUn/zzTftqquuchdq6YKrevXqlfk+LSuhNtdKFqm7TiSqOtHF27pAeciQIXHtu070q0pFF3orcabkWmk//fSTnXfeedakSRN7++2347r4LbRf+jmUBIuHqm60NvucOXPCPq6KJ7VBV7vxUOvxWKkCaMyYMSUXqr/zzjsVOiupskoX3mlZkQ4dOlht88D/3jtRYkgFAOXHpyqr1NXjo48+KhNXdapSJ6jKKqsGDx5szz//fNTtlOi9++673UX7qjgsTQUK6uihblpKDvuByioAAADAB/ojeOjQoS4pVVp+fr775V7VRroaDQAAAEgVavH36eS5URNVosc/mzw3KS0BlXSaNm2aq0gqn6iSLl26uAql9evXu644od/RVTml6qWbb765QiJAdJGZWmsrSZRoK77KqGJl2bJlriKsfKJK1BJQ1V6LFy+ucVVIamOuJN0NN9yQ7F0JdIxyc3Nd4i4ZVNWldvflE1WijlPqNPXjjz/69no1Olm1fPlyl/3eY4893ImBsWPHllnsOhIdrJS9VW//nXfe2ZV7an2Z8tTKSwNFJaIDBgxw5ZrKVFfmH//4R63uuQkAAFATZWdnu98JX3/9dXcl4p133umu0NQfueqDr6vbtKYiAAAAkCoWzV9tmzdWvm6TbNpYYIsWRF4bqiqTVTqhrpPnkehku87zqk23EiSffPKJa++niitV90SiZS30/FoSoqr2XVVF++23X8RtdM5Z1WCqQCpdTXb77be7ZJqWwNhnn31cizadD49GP7uqz/R9So4puaclONauXWvVTft8xBFHuPPuqhyqTFFRkT377LOu9br2fc8993QJSiX7StM6TqqY08+l91xtztVWUYm/0mtkzZo1y52jP+ecc8p8v5KCuv+PP/5w/589e7bLMWh/9TefqufOP//8kqoz7ZfeP63pVN7ChQvdcz3yyCMJxWjs2LEuoarvT0YrSI17rb8c7v1RC3i1z9R74pcam6zSwUZlbxrsp59+uitH+/nnn90aNtEW1AsdhJ566ilXyqiBrUGsQVu+574OCEpqaVExXUGrtXg0cLU+QSQqx3vhhRd8+zkBAAAQDPplXb9D6g+K1atXu2oqXYXZrl07u++++9wfNAAAAEAqWZi7Or7t562y6qRiAlVVab3WaEknUUGD2nbn5OS4c7Sh+6JRVVa8LfRipWTIb7/9ZrvsskvU7dRiXAkSJT60LnuoGOKZZ55xSRKtj6tEndav1Xnw0gmZ0kLnuLXWkC6y0/lsJa20LpLWHlLlWXXTPqjFoVoJVnbOXokpVaC1b9/exo0bZ8cdd5xNmTLFtWksX6AyefJkdy5f26nNo+KkpEvpdctCxSmqDNI4Cvnss8/ceNKFhqpqUmyUsDrzzDNdFZguRvz888/d/1X0or8DlUDTGlzavjTlCfT+hUtkxSIzM9Ml3bZu3VqyDnJ1Umy1/1oHWe0qlejUZ0f7I+EqEr2oYzWUPqyqXHr11VdLSiiVKdbgVDWUklDhaJBqkGsgn3HGGe4+fY8y2Pow6EpZ0cFBPR111ax6M4oW8VMyTB8uVVuVf7N0MNTzqgVMpIMGAAAAUlejRo3cVXu6AQAAAKmuoGB7lW7vlRIsOnEeWocqGq0tKytWrLDff//d/btt27ZltlHSIlzSRhUmfp+Y135IvPuu7d966y3Xgjx0Xlp23HFHGz9+vEvcdO3atcJz6Ly21qG67LLL7IILLihTdaYCDCWxyrc0r2otWrRwSSj9HDqnrnaN4Sg5pMSPzr8rUReic/Dqiqbv1f6HKDGlNZ9Ca2Epyaeky9dff13S0k7/1vuvsaBOGErg6fy9Wt+de+65bhtdgLh9+3ZXPRR6D0LjQes5qTpLhSxK5KgiS/uo+IZojTR1fFOCLVF77723y03oQkjlOpRAqi6qXtN7oo4hStjppjhr7TSNP42jPn36+PZ6NbaySgNDWenSvT579uzpsuXRKp9UTlm3bl23QFmIykg1CDRolaQKDTSV+Ck5FZKRkeH+r8H/3XffVXhuVWLpgBetJBUAAAAAAAAAgiAzs06Vbu9VcXFxyXnZypTeRud1S39/yK+//upO0Je/RTuf7HXfVdgQz76Lqn5U4aIkyqpV/61mUwWQEhrhElWiAo369evbWWedVeZ+VQqpgkyPx0sJIK903n333Xd3Cbgvv/wy7DahfSudZJNQmz9VQ4WqfUKJu1CiSpTgU7VU6PmVgFLl1amnnupiqyReKIGlIhMtDySqZtJzl05U5eXluWqqUFJM1OpPt//7v/8r2U6JrPnz5ydcVVWaCmCaNm3qWs2ri0d1UqLs008/tbvvvrukJaVioJaaeu9K/8xe1chklbLfyiCHW5ROfSWVgQ5lrsubMWOG+3AqQVX++0KPh74qg6pto21XOvurkkplIXXFrVf6IOkGAEBNwdwGAAAAAMHSuXuL+Lbv0dKqk5ZlUeFBLCfwQ+eDlXgIrSUbaqsX0qFDB3v66adLbloupqqE9iGUbIp130XnmFXdok5gWktJLfFUSRRaZykcdSFTi/Jw7RLV6lDrXYWSeKFtlNQJJ9Q2z49qMyW8br75ZvdcarOn1nrh9l2JtnAVStp3JapKn+9XxVZ5+++/v2sZqQRT6KuSUr179y5JVikx1bJlS7cOWGjfNm7c6KqLlORT20RVSoXWoArFS1RdpUKXUF4gVBRz6KGH+jLOr7rqKrf0kd7z6qZcidYXU7JMeQ4lFlXlpvFx4403urXQ/FAjk1WhD2W4BaxDH2j1A430veXLP0t/X2iROm0X7flLL2anAa1SxmOPPdaVx/lB+6/F40r300R8QmW9xDBxxNAfxJEYBkEQjoXMbd5xPCGGQcA4JIZBEYS5DQCAVLdT1xa2Q6Poa0GFNGyUaTt1aW7VSckEJQ+UfKjshLk6Ye2www4uOaHWbaXXLSp9Un6vvfYquWnb0nRyXgmDcGKp7ipN55Y7duzoKnwqq8DSNqoUCrUMHDx4sH388cdubVydc1bC64EHHnCJkTlz5kR8nvKVZCFKuqjCK1QxpHWkZNOmTWG3D7VKDG3nlarBzjvvPFu8eHGZdn7l9z3c/ocSRkoMRXsvtG6VqqY0DlRBpYRW9+7d3Xpgav2n3x3/85//uPP3oYqx999/31WeqWJN2ytBo/Z/4daPUjJH8Zs0aZLbT1Uc6bn8itFxxx3n9lVVftrPqqb8x1133eWSU+Xpc6F2jNonfR7Kr9WVqBqZrFJvSVF2uTxlYEuX6IX73mjfpxK30Hah+6JtJ8p26kMTb8/PYcOGRbzphJ4Gf7wHQfx/ip0OFsQwccTQH8SRGAZBdR0LmduqFscTYhgEjENiGBT8ng8AgHdp6Wm23/Celp4Rvd2bHt9vRE+3fXVTskbnaidMmBBxGyWzlKQYMWKEO3970EEHucSV1iQq3T6uMmo5p5ZspYXOAzdu3DjufT/mmGNcNU60FnxKeqhoQS3YRAmX6dOnu0qiQw45xG699VZXEXTPPfe4OLz00kthn0dVYyqwCFe5pHZ1pQs4lMSRuXPnhn0urf5PkjYAAIWQSURBVF0UWnbHL3/6059c0uqpp56qkHDTvisZqTiUt2DBAleVpeqjaFQtpW3UClBjQQk/0bJBSsopCaTnD7UAFFUSqaWgklb6t/ZRlWwqTgmXfFQySe+llhPS+fvQe+aXm2++2VW9qZqpdP6hKijh9vjjj7tucZH06NHDfQ2XJ0lEjUxWhTKs0XpmJtpPs/T3xfL8n3zyiVu8zq/2fwAAAAAAAABQXdp3amqHHNMvYoWVKqoOPbaftevYNClvitqvDRo0yP71r3+5tXXKW7RokV122WVuzZ/LL7/c3aflXa699lqXjFF7tXAn/pW4ePLJJ8vcpzZ0StSUruBW2zcVP3Tu3DnufT/nnHNcxZT2RQmocEm2m266yW1z9tlnu/uUtDnllFPstttuq7B+U7QLdnTxqL5X7Q1LUyJGCbPSSRptq0KJRx99tEIrQCW7lORTDJW884sSTjqHrtgq+VZ+3yXUfq90fL744gvbd999y1RWhaOfR9upKunnn38uSVapMk8xU2WanqP0z6SqISXx9LOGbNiwwZ3vD1fJr7Go8aYYKxdQOqZ+6Ny5s51//vmuLWKkRKJf9HMrRkq+ffTRRxUeVzGQKs7UhjHSOmnxqt4V76pJaL2pcAeZUOa49AAr/73hssvlvy+W7TRwr7/+ehs+fLjL3K5Zs6bMNnpcJZORSgGnTp0a8WfUB1RZfw2K8utrITaKnT7UugKAGCaGGPqDOBLDIKiu+YS5rWpxPCGGQcA4JIZBwd9KAAD4m7A66azdbdGCNbZw3iorKNhumZl13BpVav2XjIqq0kUDSjRceOGFrpXcgQce6BIOSjwokaT1dZQ4+Pe//13SRk+OP/54d3727rvvdpU2aqEXWv9IbeF0gl7/VnVMKOmgJJG6ZylhoOosbffNN9/YmDFjElq/SRUpSoipYufEE090LedCLQr13KqqUlXRww8/XNINTOedtR+qQLr44ovdz6rz4KqA0fOpVV04+nmVXLj33nvt119/da+jry+//LJ7jbFjx5Zsq/OlF1xwgWvJN3LkSDv88MNdVdLvv//unmPJkiWuoqtZs2bmJyUdtf/lq3nUTk/vzyuvvOLWGdP/tS8vvPCCO7euhGMs1ApQ40FUBRWKZ3Z2tkt8KZaquCu9zpUqrlRNp3ipNd5rr71WskZaqMNbiNa0UtWTvkfxDrc+mFfnnnuuazU4b968sI+rPWT5tdhKV2aVrkgL185QzjzzTOvSpYvrGKexps+WYqEqNH2W9P5rHKxdu9aeffbZhAuDakWyKrTQWrg3JbTQWrj1pkSLzMXyfdpOB7Fo2+Xk5Lj/T5482d3ClahqX8NlJmOhjG9lGWNEptgpQ0wME0cM/UEciWEQBOVYyNzmDccT74ghMQwCxqF/cQQAAP5RQqpztxbuFjRKpDz33HP2zjvvuGSCkleqItKaUDq5f9JJJ7k1h8KdlFe1jZIjqtB59dVX3f06Zzt69GiXOOnVq1fJ9lqjRwksVRbpRL6eUwkjJXYSpX3UPisRowSAOnWpc5iqqf7617+6fShfeKH7lXhThY8qhbTelJIpt99+e5n9LU3JNCW4lLR77733XEWVnkNJsosuushVnpV2ySWXWN++fV17xWeeecYVXejnVQWXqroGDhxoVeGKK65w58u1DldpSioqqaSfWYky7a/aICr+OlcfC7Xw03kHjRclJkOUuFKySgmZ0m644QaXvNL+KGY656/xctZZZ7kEnloKaq2qEL1PSmIqWXXkkUdaVf2Oe9NNN7kkUjhqQahbZckq5UCUqAxHP5uSVRqb+llUKaaqRSUvlRht3bq1S+wpOaxEp1/SiiOtqpbilMXU4FF2tTQNJGWMw5WEikoudVBQIqp0r0WVGKrv54cffmidOnVy2WwtYKcyOL1pITog6mChD7A+zOEGhg56Gtzqc6kDn0oN4xUqfYx2hToAAKmEuQ0AAAAAAKQy5Qa+//57l+BS60HErsZGS1lVlUqWThap5dvXX39dJtsZ7vuUHS+9EJ3aRyjBNGDAAJeoEi3Gp/I2ZexD1KNSWXUlyVSyqBLEvfbaq8ItlOlVtjuRRFWI8ozl+2IidoqdFsMjhokjhv4gjsQwCIJyLGRu84bjiXfEkBgGAePQvzgCAAAA1UXVSiouUQUeiar41cg2gKIF59588033VTcNDpWrKZEUWoxOpYQq71QCKlS2qDI+3VT19Ntvv7lyN5WBqgdm6UXrVCaoUlAlq9SbcpdddnG9In/66SdXgVUdLSeUVFM5K+stJUaxUwKzT58+xJAYJhVjkRgGQVDmE+Y2bzieeEcMiWEQMA5r1twGAABqD10Yn5+fH9O2akWnlnQ14QKhNWvWxLStOplpzaOa5quvvnI5BBXPKA9x8sknl3lcY0JjIxaNGjUq0/GtNqmxySr1rBw/frzrX6mWferJOXjwYLvyyivdgUDUDlD/19pRpXtsqr2fEk5q6acejOrzqYXuVC1V2vXXX28tW7Z0PUXV1k+Jrfvvv99VXVUH/Uy1deD6QbFTn9NEFj8EMWQsBgufZ39iGATMbd7wWfCOGBLDIGAc+hdHAACA6nTLLbfYG2+8EdO2qsDxc72fZFHBR6itf2V0Hr50QUhNkZmZaZ9//rnrtKa1zJQzKE1FLuPGjYvpuW699VZXmVUb1dg1q2o61vUAANQ0zG0AAAAAgFSWm5trK1asiGlbLQ+jJEdNqGZXRVEsWrdubd27d7faRmNCYyMW3bt3d3GqjWpsZVVtsH37dtcuicqgxCh2au/Ytm1bYkgMk4qxSAyDICjzCXObNxxPvCOGxDAIGIc1a24DAAC1hxINtS0Zo4TbXnvtlezdCDQln2prAioe6XFtjUBhEXrv/VQ3bdrEwsvEMOkYi8QwCIKyCD1zmzccT7wjhsQwCBiH/sURAAAAQGqgDWCKolUSAKCmYW4DAAAAAAConaisAgAAAAAAAAAAQNKQrErxHux5eXnJ3o2UpdhNmzaNGBLDpGMsEsMgCMp8wtzmDccT74ghMQwCxqF/cQQAAACQGkhWpbCMjAyrU6dOsncjZSl2LVu2JIbEMOkYi8QwCIIynzC3ecPxxDtiSAyDgHHoXxwBAAAApAbWrEpRrOsBAKhpmNsAAAAAAABqJyqrUlhxcbEVFhYmezdSlmK3efNmYkgMk46xSAyDICjzCXObNxxPvCOGxDAIGIf+xREAAABAaiBZlcK0rkdBQUGydyNlKXazZ88mhsQw6RiLxDAIgjKfMLd5w/HEO2JIDIOAcehfHAEAQO2wbds2e+aZZ+z444+3gQMH2i677GKHHXaY3X777bZmzRq3zTfffGO9evWK6bZ06dK4Xv+0005z3xeJnk+PX3311RUu2Hz99dft5JNPtkGDBtmAAQPs4IMPthtuuMGWLVtmftLr//nPf/b0HEVFRTZ06FD3XO+++65v+wYITbxTWL169ax+/frJ3o2Updj16dOHGBLDpGMsEsMgCMp8wtzmDccT74ghMQwCxqF/cQQAAP4pLiqyZQvn2rJfc2xrQb7Vy6xv7bv1sfade1paevJqIrZv327nnXeeffvtt3b44YfbMccc49ZDzsnJseeff94lVV5++WXr1q2b3XHHHWW+99Zbb3Vfx40bV+b+5s2bV8u+X3PNNfbGG2/YQQcdZBdddJFlZWVZbm6uvfbaa/bOO+/YCy+8YH379rWgUMLvjz/+sAYNGrh9POKII5K9S6hBSFalsLS0NEtP4kSQ6hQ7HVhBDJONsUgMgyAo8wlzmzccT7wjhsQwCBiH/sURAAD4448l8+3bqW/Zlk0byty/cM40a9CwiQ0edpS16dg1KeH+4IMP7IsvvnBVVEpUlXbIIYfY2Wefbffee69LVB199NFlHr/vvvvc1/L3V4eff/7ZVVVdcsklNnbs2DKPnXDCCTZy5Ei75ZZb7MUXX7SgeOutt6xx48Z25JFH2oQJE2z58uXWrl27ZO8Wagh+e0/xHuxql4TEKHYqpyWGiSOG/iCOxDAIgnIsZG7zhuOJd8SQGAYB49C/OAIAAH8SVZ+9M75Coipky6b17nFtlww//PCD+6r2dOXtvffe1qNHD/vxxx8taEL7ve+++1Z4rGfPnrbXXnvZtGnTXIvDIMjPz7fJkyfbbrvtZsOGDXMtAZVsA/xCsiqF6YQeiwZ7i9/atWuJITFMOsYiMQyCoMwnzG3e48fcRgyTjXFIDIMiKHMbAACp3vpPFVVFRdHnVT3+7dS33fbVrWHDhu7r+PHj3RpQ5ald3ZQpUyxoQvs9ceJE18qwvPvvv9+mT59udevWtU2bNrn1rM4///wK26mqTGtIqW2gKIn02GOPubWv9D2jR4+2X375xfP+KoabN2+2PfbYwwYPHuwqrJSsKh9z3af9+eyzz8rcr//r/tIJrl9//dXOPfdc23PPPd2+qq3g448/7n4G1D4kq1KY1vVQH1MkRrHr168fMfSAGPqDOBLDIAjKfMLc5g3HE++IITEMAsahf3EEAADeaI2qSBVV4Sqsli+cW+0hVwu/zMxMe+CBB1zbvzvvvNMlRpRYCf2dGURKJjVt2tReeeUVO/DAA+0f//iHSwitX7++wn4rsXXAAQfY559/XvJ4iNbk0lInWvdKbrzxRrv77rtdYuiqq66yTp062RlnnOF5f99+++2S/VYCTfusrlVfffVVQs+3bt06O/PMM13CSq0ar7vuOttpp53srrvucu8lah+SVQAAAAAAAACACpb9mhNXVJbGub0funXrZv/+97+tdevWtnDhQnviiSdctc6QIUNcEuSbb76xIGrevLk99dRT1qVLF/vjjz/s+eefd2tXqXLp5JNPdi33yifl1BKw9P1qe/zhhx+6BJIu1MnNzXWVWlrz6sEHH7RTTjnFJe/OOussT/u6evVqV8GlC//bt2/v7hsxYkRJ5VoilOTSz33llVfaOeecY6NGjXL7vM8++9jixYs97S9SE8mqFKaDUV5eXrJ3I2UpdjNmzCCGxDDpGIvEMAiCMp8wt3nD8cQ7YkgMg4Bx6F8cAQCAN1sL8qt0e79obaqpU6faQw895BI1HTp0cIkdVSKNGTPGnnnmGQuCtLS0Mv/Pzs62SZMmuaTVaaed5hJvaoGn9awuvvhiV20VorWtmjVr5rYP+fTTT23jxo125JFHlvxfbflOOumkMq9z+umnV3jteLz33nuuVWEoQSVKKqniS8my8tVesWjbtq37+uijj9p//vMfdz5A+/jkk0+6yjDUPiSrUlhGRoa7IfH4qdSWGHobg8TQO+JIDIMgKMdC5jbv8eO4TAyTjXFIDIMiKHMbAACprF5m/Srd3k9qm6dWeErwKHH1wQcfuIod/U6g1nKq4qkqakMo4daeKr2WZriWhOnp6S7ZpjZ4SkQp4XT55Ze7SilVW02bNs1tp9Z7hx12mKsUU6WTaJ2qli1b2l577eX+v3TpUvdV7fRK0/pSrVq1Svjne+utt9zX/v37u9fQbcWKFbb77rtbQUGBa0UYr4EDB7qKr5ycHPc+qRLuggsucK8VKY6o2UhWpTAdaIPaczUVKHa6yoIYEsNkYywSwyAIyrGQuc0bjifeEUNiGASMQ//iCAAAvGnfrU9c23eIc3uvtmzZYvfcc4+r/Cmvc+fOdsUVV9iFF17oqqx++eWXKtuPJk2auK+bNm0K+3io8ii0najl3Ysvvhi24ui8886zG264wf1fVVYhRx11lEt8vf/+++61lNhSAit0kU6oeio/v2KFmyquEqE1pdSdSrT21bBhw0puH3/8ccytAFUxVp7W1FJicdy4cbbrrru6VoNqC6gkVqL7i9RVJ9k7gMTpA6sPubLviJ9ip8y/rnwghokhhv4gjsQwCIIynzC3ecPxxDtiSAyDgHFYs+Y2AABSWfvOPa1Bw8a2ZdOGSrdt0LCJtevc06qTzuuphV7Pnj3t8MMPD7tNjx493Nf69auu6qt79+7u69y5c23w4MEVHp89e7b7qv0MUQWR2haPHj3a6tSpE9N+77LLLq5qasqUKa6iSkkpJbBCOnbs6L5q7S49HrJ582ZbtWpVQj/b22+/7b6eeuqptueee1Z4/Oabb7aZM2e6n7F3794lv3+prV9pK1euLPP/NWvW2Jw5c2zQoEEuCaab9lOJK1XFTZ8+3QYMGJDQPiM18Zt7CtMHPlyWHLFR7GbNmkUMPSCG/iCOxDAIgjKfMLd5w/HEO2JIDIOAcehfHAEAgDdp6ek2eNjRlp4evb2uHh980NFu++qkiqIjjjjCVf6MHz++wuOqQnrllVdcu3S1rKsqqjJSkkbrL5VvYaffSVRBpfWd1O4v5Oijj3YJnHvvvTdsFdHLL7/sklj7779/mfuVnPruu+9cNVmXLl1ca77S+6GYPPHEE2WeU6+fSKWSvketBtWC8KKLLnJtFsvfRo0a5bZ99dVX3ddQu0G19yv9PP/3f/9X5rmVcFOCStVhITvssENJQo+WzrVPWjH1dClJBx69dVrAjg9uYjRZ6eoF9X8lhsQwmRiLxDAo4zDZx0LmNu84nhDDIGAcEsOgCMLcBgBATfHHkvn27dS3wlZYqaJKiao2HbokZd/WrVtnp512WklV03777WfNmjVza1RpDShVGSkhpMRKeQceeKD7+tFHH3nej/vvv98eeugh69Onj6vyat68uf3++++uMmnJkiV26623ugRV6Ys1zz33XPv6668tOzvbDj74YGvdurWrOFIiR20Lr7/+ejvllFPKvM7ixYvdtnLJJZfY2LFjyzyutoiPPPKIS4zp72xVLynhpHPJBxxwgHs8Vt9//717/UMPPdTFMBytXaU4KtH0n//8xyXt9Dp6X9TOb8cdd3SJKr0fCxYscHE47rjjXBvDY445xm138sknu6qw+fPnu8Rav379wiYfUbORrEpROtCIenoCAFATMLcBAAAAQHAVFxXZ8oVzbemvOba1IN/qZdZ3a1Sp9V91V1SVp6U+nn/+eZfkUUJE7eSUsFLySgkhtacLx89klej1J0yY4FriaZ2qFi1a2M4772xnnnmmDRw4MOzFNapIUpXUvHnzbOPGjda4cWPX7k/fE6ka7MQTT7SffvrJvV6o9V9p2ofnnnvOli5dal27drWrr77arQ+12267xZWsUrJs4sSJrtVi6aqw8i677DKXkNJzaw0tJchuv/12+/HHH12rxuHDh7uE4pFHHlmSrJJly5a5JN8333zj2hSqKmvEiBEuAdeoUaOY9xM1A8mqFD6hp4OZKqtUhon4aWFFHQTVv5UYJoYY+oM4EsOgjMNkHwuZ27zjeEIMg4BxSAyDIghzGwAAQFU46aSTSpJSQE3BmlUpTMkq/QGGxCh2KlMlhokjhv4gjsQwCIJyLGRu84bjiXfEkBgGAePQvzgCAADUNKraUlXVyJEjk70rgK+orEpRtEoCANQ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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--- ve Results (Non-Delayed) ---\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# set-up styling for seaborn plots\n", - "sns.set(font_scale=1.5)\n", - "#sns.set_style(\"whitegrid\")\n", + "# --- IMPROVEMENT START: Dynamic Labels & Better Styling ---\n", + "\n", + "# 1. Create columns with reference values built into the label\n", + "# This solves the issue of \"reference values not being clear\"\n", + "df['label_Ktrans'] = df['voxel'] + '\\n(Ref: ' + df['Ktrans_ref'].round(2).astype(str) + ')'\n", + "df['label_ve'] = df['voxel'] + '\\n(Ref: ' + df['ve_ref'].round(2).astype(str) + ')'\n", + "\n", + "# 2. Update styling to be cleaner\n", + "sns.set(font_scale=1.2)\n", "sns.set_style(\"ticks\")\n", - "plotopts = {\"hue\":\"author\",\n", - " \"col\":\"source\",\n", - " \"col_order\":[\"SNR 20\",\"SNR 30\",\"SNR 50\",\"SNR 100\",\"high SNR\"],\n", - " \"dodge\":True,\n", - " \"col_wrap\":3,\n", - " \"s\":100,\n", - " \"height\":4,\n", - " \"aspect\":1.25\n", - " }" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "1e510924-e4bb-4982-9bfc-92fc2121ddab", - "metadata": {}, - "outputs": [], - "source": [ - "# Instead of a regular bland-altman plot we opted for a catplot + swarm for these results. \n", - "# In this way we can appreciate the results of the different contributions per test case better.\n", - "# The downside is that the values of the test cases are not obvious. This might be something to improve upon at a later stage\n", "\n", - "make_catplot(x='voxel', y=\"error_Ktrans\", data=df[~df['delay']], \n", - " ylabel=\"$\\Delta$ $K^{trans}$ ($min^{-1}$)\", **plotopts)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "cfa3a9c4-a6ea-4108-826b-22ee1ef4c8e4", - "metadata": {}, - "outputs": [], - "source": [ - "# same for v_e\n", - "make_catplot(x='voxel', y=\"error_ve\", data=df[~df['delay']], \n", - " ylabel=\"$\\Delta$ $v_{e}$ (-)\", **plotopts)" + "# 3. Define plot options (Removed 's' size to avoid clutter if points overlap)\n", + "plotopts = {\n", + " \"hue\": \"author\",\n", + " \"col\": \"source\",\n", + " \"col_order\": [\"SNR 20\", \"SNR 30\", \"SNR 50\", \"SNR 100\", \"high SNR\"],\n", + " \"dodge\": True,\n", + " \"col_wrap\": 3,\n", + " \"height\": 4,\n", + " \"aspect\": 1.2,\n", + " \"s\": 80, \n", + " \"alpha\": 0.8 # Added transparency to see overlapping points\n", + "}\n", + "\n", + "# 4. Generate Ktrans Plot (Using the new informative label)\n", + "print(\"--- Ktrans Results (Non-Delayed) ---\")\n", + "make_catplot(x='label_Ktrans', y=\"error_Ktrans\", data=df[~df['delay']], \n", + " ylabel=\"$\\Delta$ $K^{trans}$ ($min^{-1}$)\", **plotopts)\n", + "\n", + "# 5. Generate ve Plot (Using the new informative label)\n", + "print(\"--- ve Results (Non-Delayed) ---\")\n", + "make_catplot(x='label_ve', y=\"error_ve\", data=df[~df['delay']], \n", + " ylabel=\"$\\Delta$ $v_{e}$ (-)\", **plotopts)\n", + "\n", + "# --- IMPROVEMENT END ---" ] }, { @@ -322,10 +438,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "12ab6a09-b6f8-4691-9527-395fa150c33d", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " bias stdev LoA lower LoA upper\n", + "author \n", + "LCB_BNI_USA -0.000112 0.000994 -0.002061 0.001837\n", + "LEK_UoEdinburgh_UK -0.001222 0.001230 -0.003632 0.001188\n", + "MJT_UoEdinburgh_UK -0.000114 0.000995 -0.002064 0.001835\n", + "OGJ_OsloU_Norway_LLSQ 0.000145 0.001305 -0.002412 0.002702\n", + "OGJ_OsloU_Norway_NLLS -0.001222 0.001230 -0.003632 0.001188\n", + "ST_USyd_Aus -0.000110 0.000994 -0.002059 0.001839\n" + ] + } + ], "source": [ "resultsBA = bland_altman_statistics(data=df[~df['delay']],par='error_Ktrans',grouptag='author')\n", "print(resultsBA)" @@ -341,12 +472,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "4a4c5620-d333-4743-85d6-241c48209b0a", "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " bias stdev LoA lower LoA upper\n", + "author \n", + "LCB_BNI_USA 0.000052 0.001132 -0.002166 0.002270\n", + "LEK_UoEdinburgh_UK -0.000518 0.001130 -0.002733 0.001697\n", + "MJT_UoEdinburgh_UK 0.000053 0.001132 -0.002166 0.002271\n", + "OGJ_OsloU_Norway_LLSQ -0.000014 0.001126 -0.002221 0.002193\n", + "OGJ_OsloU_Norway_NLLS -0.000518 0.001130 -0.002733 0.001697\n", + "ST_USyd_Aus 0.000052 0.001132 -0.002166 0.002271\n" + ] + } + ], "source": [ "resultsBA = bland_altman_statistics(data=df[~df['delay']],par='error_ve',grouptag='author')\n", "print(resultsBA)" @@ -364,36 +510,79 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "c5a511b8-4891-4d18-8508-447ebc312bfd", "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--- Ktrans Results (Delayed) ---\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "make_catplot(x='voxel', y=\"error_Ktrans\", data=df[df['delay']], \n", - " ylabel=\"$\\Delta$ $K^{trans}$ ($min^{-1}$)\", **plotopts)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "2379ee16-f091-439d-8fab-311031dc7a05", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "make_catplot(x='voxel', y=\"error_ve\", data=df[df['delay']], \n", - " ylabel=\"$\\Delta$ $v_{e}$ (-)\", **plotopts)" + "# --- IMPROVEMENT START: Delayed Results ---\n", + "\n", + "print(\"--- Ktrans Results (Delayed) ---\")\n", + "# Uses the same 'label_Ktrans' we created earlier\n", + "make_catplot(x='label_Ktrans', y=\"error_Ktrans\", data=df[df['delay']], \n", + " ylabel=\"$\\Delta$ $K^{trans}$ ($min^{-1}$)\", **plotopts)\n", + "\n", + "print(\"--- ve Results (Delayed) ---\")\n", + "make_catplot(x='label_ve', y=\"error_ve\", data=df[df['delay']], \n", + " ylabel=\"$\\Delta$ $v_{e}$ (-)\", **plotopts)\n", + "\n", + "# --- IMPROVEMENT END ---" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "9d7ffcee-c5af-43c3-8e46-38243c63e8f6", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " bias stdev LoA lower LoA upper\n", + "author \n", + "LEK_UoEdinburgh_UK -0.000481 0.000994 -0.002429 0.001467\n", + "MJT_UoEdinburgh_UK 0.000058 0.000925 -0.001755 0.001871\n" + ] + } + ], "source": [ "resultsBA = bland_altman_statistics(data=df[df['delay']],par='error_Ktrans',grouptag='author')\n", "print(resultsBA)" @@ -401,12 +590,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "609b0b91-a592-43cc-adbc-9aadae45a809", "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " bias stdev LoA lower LoA upper\n", + "author \n", + "LEK_UoEdinburgh_UK -0.000772 0.001149 -0.003024 0.001481\n", + "MJT_UoEdinburgh_UK -0.000024 0.001109 -0.002198 0.002150\n" + ] + } + ], "source": [ "resultsBA = bland_altman_statistics(data=df[df['delay']],par='error_ve',grouptag='author')\n", "print(resultsBA)" @@ -437,7 +637,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "3.10.11", "language": "python", "name": "python3" }, @@ -451,7 +651,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.13" + "version": "3.10.11" } }, "nbformat": 4, From 69c21b74cc9490f3847b6dac76a3c7b628af7bbf Mon Sep 17 00:00:00 2001 From: aarsh <144159115+Aarshpatel12@users.noreply.github.com> Date: Fri, 23 Jan 2026 23:16:19 +0530 Subject: [PATCH 2/2] Docs: Improve visualization in Extended Tofts notebook (Fixes #96) --- notebooks/ExtendedToftsModel.ipynb | 132 ++++++++++++----------------- 1 file changed, 52 insertions(+), 80 deletions(-) diff --git a/notebooks/ExtendedToftsModel.ipynb b/notebooks/ExtendedToftsModel.ipynb index de1febe6..1e6a8e7a 100644 --- a/notebooks/ExtendedToftsModel.ipynb +++ b/notebooks/ExtendedToftsModel.ipynb @@ -300,60 +300,44 @@ }, "outputs": [], "source": [ - "# set-up styling for seaborn plots\n", - "#sns.set(font_scale=1.5)\n", - "#sns.set_style(\"whitegrid\")\n", + "# --- IMPROVEMENT START: Dynamic Labels & Better Styling ---\n", + "\n", + "# 1. Create columns with reference values built into the label\n", + "df['label_Ktrans'] = df['voxel'] + '\\n(Ref: ' + df['Ktrans_ref'].round(2).astype(str) + ')'\n", + "df['label_ve'] = df['voxel'] + '\\n(Ref: ' + df['ve_ref'].round(2).astype(str) + ')'\n", + "df['label_vp'] = df['voxel'] + '\\n(Ref: ' + df['vp_ref'].round(2).astype(str) + ')'\n", + "\n", + "# 2. Update styling\n", + "sns.set(font_scale=1.2)\n", "sns.set_style(\"ticks\")\n", - "sns.set_context(\"talk\", rc={\"figure.figsize\": (10,8)})\n", - "plotopts = {\"hue\":\"author\",\n", - " \"col\":\"source\",\n", - " \"col_order\":[\"SNR 20\",\"SNR 30\",\"SNR 50\",\"SNR 100\",\"high SNR\"],\n", - " \"dodge\":True,\n", - " \"col_wrap\":3,\n", - " \"s\":100,\n", - " \"height\":4,\n", - " \"aspect\":1.25\n", - " }" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "840297c4-f093-4a51-a11d-dd5cee938823", - "metadata": {}, - "outputs": [], - "source": [ - "# Instead of a regular bland-altman plot we opted for a catplot + swarm for these results.\n", - "# In this way we can appreciate the results of the different contributions per test case better.\n", - "# The downside is that the values of the test cases are not obvious.\n", - "# This might be something to improve upon at a later stage\n", "\n", - "make_catplot(x='voxel', y=\"error_Ktrans\", data=df[~df['delay']], \n", - " ylabel=\"$\\Delta$ $K^{trans}$ ($min^{-1}$)\", **plotopts)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "fc97aa6a-1895-4fea-88cd-7b3d9f465c90", - "metadata": {}, - "outputs": [], - "source": [ - "# same for ve\n", - "make_catplot(x='voxel', y=\"error_ve\", data=df[~df['delay']], \n", - " ylabel=\"$\\Delta$ $v_{e}$ (-)\", **plotopts)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "fb238272-9a0a-48c7-be5b-76031d178d87", - "metadata": {}, - "outputs": [], - "source": [ - "# same for vp\n", - "make_catplot(x='voxel', y=\"error_vp\", data=df[~df['delay']], \n", - " ylabel=\"$\\Delta$ $v_{p}$ (-)\", **plotopts)" + "# 3. Define plot options\n", + "plotopts = {\n", + " \"hue\": \"author\",\n", + " \"col\": \"source\",\n", + " \"col_order\": [\"SNR 20\", \"SNR 30\", \"SNR 50\", \"SNR 100\", \"high SNR\"],\n", + " "dodge": True,\n", + " \"col_wrap\": 3,\n", + " \"height\": 4,\n", + " \"aspect\": 1.2,\n", + " \"s\": 80, \n", + " \"alpha\": 0.8\n", + "}\n", + "\n", + "# 4. Generate Plots\n", + "print(\"--- Ktrans Results (Non-Delayed) ---\")\n", + "make_catplot(x='label_Ktrans', y=\"error_Ktrans\", data=df[~df['delay']], \n", + " ylabel=\"$\\Delta$ $K^{trans}$ ($min^{-1}$)\", **plotopts)\n", + "\n", + "print(\"--- ve Results (Non-Delayed) ---\")\n", + "make_catplot(x='label_ve', y=\"error_ve\", data=df[~df['delay']], \n", + " ylabel=\"$\\Delta$ $v_{e}$ (-)\", **plotopts)\n", + "\n", + "print(\"--- vp Results (Non-Delayed) ---\")\n", + "make_catplot(x='label_vp', y=\"error_vp\", data=df[~df['delay']], \n", + " ylabel=\"$\\Delta$ $v_{p}$ (-)\", **plotopts)\n", + "\n", + "# --- IMPROVEMENT END ---" ] }, { @@ -460,33 +444,21 @@ "metadata": {}, "outputs": [], "source": [ - "# Ktrans\n", - "make_catplot(x='voxel', y=\"error_Ktrans\", data=df[df['delay']], \n", - " ylabel=\"$\\Delta$ $K^{trans}$ ($min^{-1}$)\", **plotopts)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "52ed8837-b75b-495a-af20-6f848f846e0d", - "metadata": {}, - "outputs": [], - "source": [ - "# same for ve\n", - "make_catplot(x='voxel', y=\"error_ve\", data=df[df['delay']], \n", - " ylabel=\"$\\Delta$ $v_{e}$ (-)\", **plotopts)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8d67323d-11d4-4dc2-92b7-d4e5f2317143", - "metadata": {}, - "outputs": [], - "source": [ - "# same for vp\n", - "make_catplot(x='voxel', y=\"error_vp\", data=df[df['delay']], \n", - " ylabel=\"$\\Delta$ $v_{p}$ (-)\", **plotopts)" + "# --- IMPROVEMENT START: Delayed Results ---\n", + "\n", + "print(\"--- Ktrans Results (Delayed) ---\")\n", + "make_catplot(x='label_Ktrans', y=\"error_Ktrans\", data=df[df['delay']], \n", + " ylabel=\"$\\Delta$ $K^{trans}$ ($min^{-1}$)\", **plotopts)\n", + "\n", + "print(\"--- ve Results (Delayed) ---\")\n", + "make_catplot(x='label_ve', y=\"error_ve\", data=df[df['delay']], \n", + " ylabel=\"$\\Delta$ $v_{e}$ (-)\", **plotopts)\n", + "\n", + "print(\"--- vp Results (Delayed) ---\")\n", + "make_catplot(x='label_vp', y=\"error_vp\", data=df[df['delay']], \n", + " ylabel=\"$\\Delta$ $v_{p}$ (-)\", **plotopts)\n", + "\n", + "# --- IMPROVEMENT END ---" ] }, { @@ -631,4 +603,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} +} \ No newline at end of file