diff --git a/doc/Introduction_to_TF24_IVIM-MRI_CodeCollection_github_and_IVIM_Analysis_using_Python.ipynb b/doc/Introduction_to_TF24_IVIM-MRI_CodeCollection_github_and_IVIM_Analysis_using_Python.ipynb index fc43ccbd..55cc1623 100644 --- a/doc/Introduction_to_TF24_IVIM-MRI_CodeCollection_github_and_IVIM_Analysis_using_Python.ipynb +++ b/doc/Introduction_to_TF24_IVIM-MRI_CodeCollection_github_and_IVIM_Analysis_using_Python.ipynb @@ -45,10 +45,111 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "56273b2a", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: numpy in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (1.24.3)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING: Ignoring invalid distribution ~upy-cuda12x (C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages)\n", + "WARNING: Ignoring invalid distribution ~upy-cuda12x (C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages)\n", + "WARNING: Ignoring invalid distribution ~upy-cuda12x (C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: matplotlib in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (3.7.2)\n", + "Requirement already satisfied: contourpy>=1.0.1 in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (from matplotlib) (1.0.5)\n", + "Requirement already satisfied: cycler>=0.10 in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (from matplotlib) (0.11.0)\n", + "Requirement already satisfied: fonttools>=4.22.0 in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (from matplotlib) (4.25.0)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (from matplotlib) (1.4.4)\n", + "Requirement already satisfied: numpy>=1.20 in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (from matplotlib) (1.24.3)\n", + "Requirement already satisfied: packaging>=20.0 in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (from matplotlib) (23.1)\n", + "Requirement already satisfied: pillow>=6.2.0 in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (from matplotlib) (9.4.0)\n", + "Requirement already satisfied: pyparsing<3.1,>=2.3.1 in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (from matplotlib) (3.0.9)\n", + "Requirement already satisfied: python-dateutil>=2.7 in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (from matplotlib) (2.8.2)\n", + "Requirement already satisfied: six>=1.5 in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING: Ignoring invalid distribution ~upy-cuda12x (C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages)\n", + "WARNING: Ignoring invalid distribution ~upy-cuda12x (C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages)\n", + "WARNING: Ignoring invalid distribution ~upy-cuda12x (C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: scipy in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (1.11.1)\n", + "Requirement already satisfied: numpy<1.28.0,>=1.21.6 in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (from scipy) (1.24.3)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING: Ignoring invalid distribution ~upy-cuda12x (C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages)\n", + "WARNING: Ignoring invalid distribution ~upy-cuda12x (C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages)\n", + "WARNING: Ignoring invalid distribution ~upy-cuda12x (C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: nibabel in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (5.2.0)\n", + "Requirement already satisfied: numpy>=1.20 in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (from nibabel) (1.24.3)\n", + "Requirement already satisfied: packaging>=17 in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (from nibabel) (23.1)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING: Ignoring invalid distribution ~upy-cuda12x (C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages)\n", + "WARNING: Ignoring invalid distribution ~upy-cuda12x (C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages)\n", + "WARNING: Ignoring invalid distribution ~upy-cuda12x (C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: zenodo_get in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (1.6.1)\n", + "Requirement already satisfied: requests in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (from zenodo_get) (2.31.0)\n", + "Requirement already satisfied: wget in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (from zenodo_get) (3.2)\n", + "Requirement already satisfied: humanize in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (from zenodo_get) (4.10.0)\n", + "Requirement already satisfied: charset-normalizer<4,>=2 in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (from requests->zenodo_get) (2.0.4)\n", + "Requirement already satisfied: idna<4,>=2.5 in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (from requests->zenodo_get) (3.4)\n", + "Requirement already satisfied: urllib3<3,>=1.21.1 in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (from requests->zenodo_get) (1.26.16)\n", + "Requirement already satisfied: certifi>=2017.4.17 in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (from requests->zenodo_get) (2024.2.2)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING: Ignoring invalid distribution ~upy-cuda12x (C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages)\n", + "WARNING: Ignoring invalid distribution ~upy-cuda12x (C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages)\n", + "WARNING: Ignoring invalid distribution ~upy-cuda12x (C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages)\n" + ] + } + ], "source": [ "# install packages through anaconda prompt\n", "!pip3 install numpy\n", @@ -68,7 +169,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "id": "9654f12d-6cfc-4639-884e-d7f2b23fa59f", "metadata": {}, "outputs": [], @@ -97,7 +198,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "id": "d06c9f5a", "metadata": {}, "outputs": [ @@ -124,7 +225,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "id": "6bd0f61a", "metadata": {}, "outputs": [], @@ -160,23 +261,23 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "9c977b4e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -212,7 +313,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "120fc47a", "metadata": {}, "outputs": [ @@ -222,13 +323,13 @@ "Text(0.5, 1.0, 'normalized signal as function of b-value')" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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" ] @@ -271,13 +372,13 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "8ddef255-88b6-4c79-8f6c-4ee85e931588", "metadata": {}, "outputs": [ { "data": { - "image/png": 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CogMmTJigTZs2ac2aNU43pVEKl5Taho/9Fa6YRSS+C1vnD8yI2jmDviHx7PvfC7twKP0wB7WufbHpCQWAyMMcRJxQQVGJ1mz7zra0jRkOVm2pUO+zk2yFKzU1Zc6gWfTi77VNKXpx0pxxfXT2/e/ZHoeThsxBBQBEFgIiTsgMh1ldk21LzqzaUmEbRva3d7JvqGiMmpXTNd8jP0zCoSS/cxDDOSQ+vbRM1R4v4RAAIhhDzDih3mcnWcOkZg+huRdzVtdk9T47KeALW/sWxfi+Z7j1WvnOOdz2xNBacxLDSUPnoAIAwp/LMIzonBwWAqqqqpSYmKjKykolJCQ43ZwTMgOaGRJ8g5q5zE3N8Ga+pk+XJM29s/FLutT3nqGuroKUcCxUkcL7XgAAjmlo9qAHEQ1WXw/SJWnJfgOD2RN4SVpywN8z1H1TcVCpbVrWCoFzxvVRapuW+qbioEMtazzf3luzd5gtDwEgchEQ0WD1VTFPqqc3yXf3lUC+Z6i7qXcnle877Lf6t3zfYd3Uu5NDLWscf0P7/qYAAAAiB0UqaJCaIcF3zmFz9eo58Z6BFCnVv757b/ti20MAiFwERJxQXT1IkpotsDnxns0hEqp/I2HbQwBA4zDEjBOqrwepuRbBXlG217asju97ZnVN1oqyvQF/z+YSzvMoAQDRiYCIE2qu+YX16XdOW9uyOiZzeZ1+54TP3s7hPI8SABCdGGJGSIqU+XvhPo8SABCdCIgIWeE+f8/f2pC+n6l4894mrQ0JAEBzY4gZIY35ewAABB8BESEtnOfvzb2zb73bBYZL72FBPWsdFi4pVcHxIXM0L+4DgGBiiBkhKxLm74X7MLkkuWNcfr/vvvcHzY/7ACCYCIgISZGyDqJ0rJ1mOAzHYfJIKRgKd9wHAMFEQERIiqTdO/wNk4fbL/NI6AmNBNwHAMHiMgwjfH7TRpiqqiolJiaqsrJSCQkJTjcHzaCuYfJw/aWeMWWhFXZLpg5xujlRi/sAoKkamj0oUgGaSV3D5DULV8JFOBcMRRLuA4BgYIgZaCaRNkwe7gVDkYD7ACBYCIhAM6lvC8Jw+mUeSQVD4Yz7ACCYCIgA6hVJPaHhjPsAIJgoUnEQRSoAACCYKFIBEBDs4AEA0YeACDSTSAlW5g4eNT+LOSfOHeNyqGUAgObCHESgmUTK1mjs4AEA0YeACDSTSApW4b6DR8Hxnk5/7S1cUiqP16i36hwAog0BEWhG4R6sfIXzntKR0psLAMHCHESgmeXlpFu7XoRbsPIVzjt4+NvBJlx7cwEgGOhBdMCMGTM0Y8YMeTwep5uCIPAXrMItkETCDh6R1JsLAM2NdRAdxDqIka+uYBVOwaSuNofjZ5GkjCkLrcBeMnWI082JOswHBZzV0OxBDyLQTCJla7RI2sEjEnpzwx3zQYHwQEAEmkmkBKtI3VM6HIfJI0EkVfcDkYwhZgcxxAwER6QNk0cC83tv9uZyD4DgYKs9ADhuRdleZXVN9tubm9U1WSvK9jrUsoaLlJ15TJFS3Q9EKgIigIjX75y2Kt5c4Xe7wOLNFep3TluHWtZwkbblYTgvmwREA+YgAoh4kTDvLRI+g4n5oEDoYw6ig5iDCARHgU8PW815b5LCammVcJ+7x3xQwFnMQQSA43yXVvGd9yYp7IZnw33uXiTMBwWiAQERQMTz3WrPd95bOPZYhfvcvUiYDxoJIq3oCYHHHEQACBORMHcvkuZShjMWLMeJEBABRDzfX3rmPsxx7hjdPeCcsAlYkbIzj8S+2KGAoI4TISACiHjmrjaSbMOzkpQ/MCMsdrWJlJ15THk56bawTiAJPoI66sMcRAARz6xQNntHSqYOseYk+j4fyibV84s7Lyc9LD6Dr3CfSxkpwr3oCc2HHkQAES+ShmcjQSTMpYwU/oI69wASARFAFIi04dlwRlgPHQR11IeACKBe5iLT/n5hFC4pDYtFputrH78Ig4uwHhoI6jgRAiKAerEcBhB5COo4EQIigHqxHAYCiT84QgO96jgRAiKAE2I5DAQKf3CEhkiYOoLmRUAE0CCsW4dA4Q8O59GTixNhHUQADcK6dQgk1t9zlu/+5ObPMj258NXoHsSvv/5ar776qj766CNt27ZNhw4d0hlnnKGePXvqqquu0k9+8hO1aNGiOdoKwCEsh+G8SBsSZP0959GTi/o0uAdx/fr1GjhwoC688EJ9+OGH6t27tyZOnKhHH31Ut9xyiwzD0JQpU5SSkqLf//73OnLkSHO2G0CQ3Dxzpd/lMMzeh5tnrnS4hdHBHBKs2XNrhnV3jMuhljWe7x8cvrva0CsdfPTkoi4N7kG89tpr9atf/Urz5s1TUlJSneetXLlSBQUF+uMf/6gHHnggII0EgGgXKcUdrL8XWujJRV0aHBBLS0sVFxd3wvP69u2rvn37qrq6+qQaBiA0zL2zb60h5XAMJpEgEoYEWX8vdDB1BPVxGYbBT6NDqqqqlJiYqMrKSiUkJDjdHKBe5i8Ps6ch3IJJJMmYstDq9SmZOsTp5iAM1fVHHn/8Rb6GZo9GF6kcPHhQc+bMUXFxsXbv3i2Xy6X27durX79+GjFihFq1anVSDQcQWnyLI2oucxOOxRHhjiFBBAI9uTiRRvUgbtq0SQMHDtShQ4fUv39/tW/fXoZhaM+ePVq+fLlatWql999/X927d2/ONkcMehARDswehayuySreXGEFE/MxPQ3BU9eQIPcAQEM1Sw/ihAkTdPnll+ull16qNR+xurpat956qyZMmKBly5Y1rdUAQk5eTrpWbalQ8eYKZXVN1pxxfTRy1irrcTgEk0hYIobiDgDB1KiA+Mknn+jTTz/1W6wSFxenBx54QBdffHHAGgfAeYVLSq0wWLy5wpr/Zj4OhyHOSNg1giFBAMHUqIDYpk0blZaW1jmEXFZWpjZt2gSkYQBCg28w8S2OmDOuj9X7FuoiYYmY+no4w6H9AMJLowLiuHHjNHbsWD344IMaOHCg2rdvL5fLpd27d6uoqEiPP/64Jk6c2ExNBeAEM5iEe3FEJCwRAwDB0qiA+Mgjj6hly5aaPn26Jk+eLJfr2Mr9hmGoQ4cOuv/++zV58uRmaSgA54T7emlUYgNA4zR6mZv77rtP9913n7Zu3ardu3dLkjp06KC0tLSANy5SzZgxQzNmzJDH43G6KcAJRUJxhDkHcdWWClsvqFlsEw5zEAEgmBodEE1paWlWKDx69KgOHDig0047LWANi2QTJkzQhAkTrFJzIJRFQnGEx2sotU1Lv5XYqW1ahsVnAIBgimnMyQsWLNBf//pX27GpU6fqtNNO0+mnn65BgwZp3759AW0gAGdNqmeeXl5OelgMza7Z9p3K9x22QmLGlIVWOCzfd1hrtn3ndBMBIKQ0KiA++eSTqqqqsh4XFxfrN7/5jR566CH9/e9/V3l5uR599NGANxIATkbvs5OU1TVZ5fsOy+1yqdrjldvlUvm+w8rqmqzeZyc53cQTKigqUeGSUr/PFS4pVcHx4X4ACIRGBcQvvvhCWVlZ1uPXXntNAwcO1JQpU3T99dfrj3/8o955552ANxIATsakgRmaM66Psromy3N88yiPYVjDzeHQC2rOo6wZEs05ou4Yl0MtA3AyQvWPv0YFxP379ys5Odl6/PHHH2vAgAHW4x/96EfauXNn4FoHAAFiLvjtPr76gtvlshb6Dgd5OenKH5hhC4nhtpYjgNpC9Y+/RhWppKSk6Msvv1SnTp104MABffbZZyooKLCer6io0KmnnhrwRgLAyahvP+lwqcSWWMsRiEQer1Hr3yLff7OcKqJrVA/iDTfcoIkTJ+qvf/2rxo0bpw4dOqhPnz7W859++qnOPffcgDcSAE6G+Q+wuaRNydQhyh+YYVU1h1MVc15OuhVwzbUcAYQvd4zL+rdoelGJMqYstP1BGxY9iA8//LB27typvLw8dejQQa+88orcbrf1/Kuvvqphw4YFvJEAcDLMf4DrWsuxT5fk+l4eUsJ9RxsAdr7/FvkW0dX8NyvYGhUQvV5vrWVufC1btuykGwQAgRYJazlK4b+jDQD/8nLStWpLhYo3V0j6oYjOyZ/rRgXEtm3bKjs7W8OHD1dubq5SUlKaq10AEDD1VSmHS7CKhB1tAPjnW0TnMQxbEZ1TP9eNmoP49ddf6+qrr9Zrr72mtLQ09e7dW48++qj+9a9/NVf7AACqvxc0f2BG2PSCArCzFaQYhuLcMVYPor/q5mBxGYbRpH9VKisrtWDBAr311lv65z//qTZt2ig3N1fDhw9X//79bXMT4Z+51V5lZaUSEhKcbg4AAAiygqISrdn2nW3OoW9o7H12UkDXam1o9mhUD6KvxMREjRgxQnPnztXevXv1/PPPy+v16rbbbtMZZ5yhv/3tb029NAAAQFSoq4jOXGnBqSrmJvcg1mf9+vU6evSoevfuHehLRxR6EAEAiG4FxxfD9jfXsHBJqTxew5EexEYFxO+++06HDh1Sx44drWMbN27Uk08+qYMHD+raa6/VyJEjT67lUYSACAAAgqlZhpgnTJig6dOnW4/37Nmjyy67TGvWrNGRI0d066231rsMDgAAcF6o7v+L0NGogLhq1Srl5uZaj19++WUlJSVpw4YNeuutt/T4449rxowZAW8kAAAInFDd/xeho1EBcffu3UpLS7MeL126VNddd51iY48tp5ibm6vS0vDY+B4AgGhlFkH4hkR/a20iejVqoeyEhAR9//336ty5syRp9erVuv32263nXS6Xjhw5EtgWAgCAgPNdaP3ppWWq9ngJh7A0qgfx4osvVmFhobxer1577TXt379fAwYMsJ4vKSlRampqwBsJAAACLy8n3drXO84dQziEpVEB8dFHH9Vbb72lli1b6qabbtLkyZPVpk0b6/m5c+eqf//+AW8kAEQ7igrQHAqXlFrhsNrjdWzXDoSeRg0xX3TRRfryyy9VXFysDh066JJLLrE9f/PNN6t79+4BbSAA4IeiAsm+57LvvDGgMWrOOTQfS+zrjUYGREk644wzNHz4cL/PDR069KQbBACozXe+mPmYogI0lb//dvz9N4bo1eCAOHfuXN18880NOre8vFzbt29Xv379mtwwAIAdRQUIFI/X8PvfjvnY4w34JmsIMw3eSaV///769ttvddtttyk3N1fdunWzPV9ZWakVK1bolVde0eLFi/XCCy9o2LBhzdLoSMFOKgCaImPKQmveWMnUIU43B0AYCfhOKsuXL9eTTz6ppUuXqkePHkpISFB6errOP/98dezYUcnJybr99tt19tln64svviAcAkAzCPeiAoptgPDQqDmI11xzja655hpVVFTo448/1rZt23T48GG1bdtWPXv2VM+ePRUT06jCaABAA0VCUQHFNkB4aHSRiiQlJyfXWagCAAi8SCkqoNgGCA9NCogAgOCKpKICim2A0NfgIhVfbdq0kctVeyNvl8ul+Ph4nXPOObr11lt12223BaSRkYoiFQDRjGIbIPgCXqTi6ze/+Y1iYmI0dOhQ/fa3v9UjjzyioUOHKiYmRhMmTFBGRobuuusuzZo1q8kfAADwg0gr7gj3Yhsg0jVpiPnjjz/WY489pvHjx9uOP//883r//ff1+uuv64ILLlBhYaHGjRsXkIYCQDSLpOKOSCi2ASJdk3oQFy1apCuvvLLW8ZycHC1atEiSdPXVV2vLli0n1zoAgKRjwSl/YIam+/QkhmNxR13FNjU/GwBnNSkgJiUl6Z133ql1/J133lFSUpIk6eDBg2rduvXJtS7MXHfddWrTpo1uuOEGp5sCIAL5BqmMKQvDLhxK9Rfb5A/MCKtiGyCSNWmI+aGHHtJdd92lZcuW6eKLL5bL5dLq1au1YMECPffcc5KkoqIi9e/fP6CNDXV5eXn62c9+ppdeesnppgCIUHk56Vblb5w7JqzCoSRNqmcoPNw+CxDJmtSDOG7cOC1fvlytWrXS/Pnz9dprr+nUU0/V8uXLdfvtt0uSfvGLX2jevHkBbWyoy87OjrpeUwDBRXEHgGBo8rYn/fr106uvvqp169Zp/fr1evXVV5WVldWka+3YsUO33HKLkpOTdeqpp+qiiy7S2rVrm9q0Wj788EMNGzZMKSkpcrlcevPNN/2e98wzzygtLU3x8fHKzMzURx99FLA2AMDJ8p2/VzJ1CPP2ADSbJi+U7fF49Oabb+rLL7+Uy+VS9+7dlZubK7fb3ajr7Nu3T/369VN2drYWLlyodu3aafPmzTr99NP9nr9ixQpdfPHFOuWUU2zHv/rqK51++unq0KFDrdccPHhQF154oW677Tb95Cc/8XvdefPmaeLEiXrmmWfUr18/Pf/88xoyZIg2bdqkTp06SZIyMzN15MiRWq99//33lZKS0qjPDQCNESk7qQAID00KiGVlZbr66qu1Y8cOnXvuuTIMQyUlJUpNTdV7772nrl27Nvhav//975WamqrZs2dbx84++2y/53q9Xk2YMEHp6emaO3euFUZLSkqUnZ2tSZMmafLkybVeN2TIEA0ZUv8irNOnT9ftt9+uO+64Q5L01FNPadGiRXr22Wc1bdo0SQporyYANEYk7aQCIPQ1aYg5Ly9PXbt2VXl5uTXEvH37dqWlpSkvL69R13r77bfVq1cv3XjjjWrXrp169uxZ5wLbMTExWrBggdavX68xY8bI6/Vq8+bNGjBggHJzc/2Gw4aorq7W2rVrNWjQINvxQYMGqbi4uEnXrM+MGTPUvXt39e7dO+DXBhCZJtVTrZyXk15v8QcANFaTAuLy5cv1hz/8wVrSRpKSk5P1xBNPaPny5Y261pYtW/Tss88qPT1dixYt0vjx45WXl6eXX37Z7/kpKSlaunSpVqxYoZEjR2rAgAHKycmxqqebYu/evfJ4PGrfvr3tePv27bV79+4GX+eqq67SjTfeqAULFqhjx45as2aN3/MmTJigTZs21fk8AACAk5o0xNyiRQvt37+/1vEDBw4oLi6uUdfyer3q1auXHn/8cUlSz549tXHjRj377LMaM2aM39d06tRJL7/8svr3768uXbrohRde8Ls3dGPVvIZhGI26rrlIOAAAQDhrUg/iNddcozvvvFOffPKJDMOQYRhatWqVxo8fr9zc3EZd68wzz1T37t1tx7p166bt27fX+Zpvv/1Wd955p4YNG6ZDhw5p0qRJTfkYlrZt28rtdtfqLdyzZ0+tXkUAAIBI16SAWFhYqK5du6pv376Kj49XfHy8srKydM455+ipp55q1LX69eunr7/+2naspKREnTt39nv+3r17lZOTo27dumn+/PlaunSp/v73v+uXv/xlUz6KJCkuLk6ZmZkqKiqyHS8qKmry0j0AAADhqklDzKeffrreeustlZWV6csvv5RhGOrevbvOOeecRl9r0qRJysrK0uOPP66f/vSnWr16tWbOnKmZM2fWOtfr9Wrw4MHq3Lmz5s2bp9jYWHXr1k2LFy9Wdna2zjrrLL+9iQcOHFBZWZn1eOvWrdqwYYOSkpKsJWzy8/M1evRo9erVS3379tXMmTO1fft2jR8/vtGfCQAAIJy5DMNo0NoI+fn5Db7o9OnTG9WId999V7/+9a9VWlqqtLQ05efna9y4cX7PLSoq0mWXXab4+Hjb8Q0bNig5OVmpqam1XvPBBx8oOzu71vGxY8fqxRdftB4/88wz+sMf/qBdu3apR48eKigo0OWXX96oz9IYVVVVSkxMVGVlpRISEprtfQAAAKSGZ48GB0R/AcvvBV0uLV26tGGtjHIERADRpqCoRO4Yl98lewqXlMrjNViyB2hGDc0eDR5iXrZsWUAaBgCIXu4Yl9+dX3x3igHgvCZvtQcAQGP52x7Q3zaCAJzV4CFmBB5DzACijTnELB0LiXHuGFV7vFbPIUPMiDbBnnbR0OzRpGVuAABoCt8hZjMcxrmP/Sqa7hMegWhh/kwULim1HTd71p36mWCIGQAQNDWHmM2QyBAzolWoTrsgIAIAADjINyQ+vbTMmnbh5B9MDDEDAILGt2fEd4g5f2CG32E2IFrk5aTbfiac7k0nIAIAgsbjNayCFPMXYbXHK0nKH5ghj5e6yWAoqCeMFy4pVcHx4U4ET+GSUtvPhNN/LBEQAQBBY1Zjmr2IJVOHWL2Hvs+jeYVqYUS08u1Z9/2ZcDIkMgcRABA0/ibf+5ukj+YVqoUR0ShUfyYIiACAoDGHmGv+wjMfM8QcPKFYGBGNQvVngoWyHcRC2QAAp2VMWWjNfSuZOsTp5qCZsVA2AACoV6gVRiB0MMQMAEAUqjn3zXwsMQ8UBEQAAKJOqBZGIHQQEAEAiDKhWhiB0EGRioMoUgEAAMFEkQoAAACahIAIAAAAGwIiAAAAbAiIAAAAsCEgAgAAwIaACAAAABsCIgAAAGwIiAAAALAhIAIAAMCGgAgAAAAbAiIAAABsCIgAAACwISACAADAhoAIAAAAGwIiAAAAbAiIAAAAsCEgAgAAwIaACAAAABsCIgAAAGwIiAAAALAhIAIAEGUKikpUuKTU73OFS0pVUFQS5BYh1BAQAQCIMu4Yl6b7CYmFS0o1vahE7hiXQy1DqIh1ugEAACC48nLSJUnTj/cU5uWkW+Ewf2CG9TyiFwHRATNmzNCMGTPk8XicbgoAIEr5hsSnl5ap2uMlHMLiMgzDcLoR0aqqqkqJiYmqrKxUQkKC080BAESJguPDyHk56cqYslDVHq/i3DEqmTpEhUtK5fEamjQww+lmohk0NHvQgwgAQJQx5yCu2lJhhcNqj1cjZ61S8eYK5RMOox5FKgAARJm8nHRldU1W8eYKZXVNVsnUIbbHDDODgAgAQJQpXFJqhcHizRXKmLLQ9riuJXAQPQiIAABEGY/XUP7ADM0Z18caXo5zx2jOuD7KH5ghj5fyhGjHHEQAAKKMWYBSuKTUNgexcEkpw8uQREAEACAq1Vz30HwsiZAIAiIAANHG36LY/hbPRvQiIAIAEGXMOYg1Q6D5mDmIYKFsB7FQNgAACKaGZg+qmAEAABxSUFRS57JChUtKVXB8yD/YCIgAAAAOMXe1qRkSzXmi7hiXI+1iDiIAAIBD/BUH+SsiCjYCIgAAgIN8Q+LTS8tU7fE6Gg4lhpgBAAAcl5eTbtvVxullhgiIAAAADvO3q42TGGIGAABwUCjuakNABAAAcEio7mpDQAQAAHBIqO5qw04qDmInFQAAEEzspAIAAIAmISACAADAhoAIAAAAGwIiAAAAbAiIAAAAsCEgAgAAwIaACAAAABsCIgAAAGwIiAAAALAhIAIAAMCGgAgAAAAbAiIAAIBDCopKVLik1O9zhUtKVVBUEuQWHUNABAAAcIg7xqXpfkJi4ZJSTS8qkTvG5Ui7Yh15VwAAACgvJ12SNP14T2FeTroVDvMHZljPBxsBEQAAwEG+IfHppWWq9ngdDYcSQ8wAAACOy8tJV5w7RtUer+LcMY6GQ4mACAAA4LjCJaVWOKz2eOssXAkWhpgBAAAcVHPOoflYEnMQAQAAoo2/ghR/hSvBRkAEAABwiMdr+C1IMR97vIYTzZLLMAxn3hmqqqpSYmKiKisrlZCQ4HRzAABAhGto9qBIBQAAADYERAAAANgQEAEAAGBDQAQAAIANAREAAAA2BEQAAADYEBABAABgQ0AEAACADQERAAAANgREAAAA2BAQA+i6665TmzZtdMMNNzjdFAAAgCYjIAZQXl6eXn75ZaebAQAAcFIIiAGUnZ2t1q1bO90MAACAkxJSAXHatGlyuVyaOHFiQK/74YcfatiwYUpJSZHL5dKbb77p97xnnnlGaWlpio+PV2Zmpj766KOAtgMAACAchExAXLNmjWbOnKkLLrig3vNWrFih//3vf7WOf/XVV9q9e7ff1xw8eFAXXnihnn766TqvO2/ePE2cOFFTpkzR+vXrddlll2nIkCHavn27dU5mZqZ69OhR62vnzp0N/JQAAAChLyQC4oEDBzRq1CjNmjVLbdq0qfM8r9erCRMmaOTIkfJ4PNbxkpISZWdn1zn/b8iQIXrsscd0/fXX13nt6dOn6/bbb9cdd9yhbt266amnnlJqaqqeffZZ65y1a9fqiy++qPWVkpLShE8NAAAQmkIiIE6YMEFDhw7VlVdeWe95MTExWrBggdavX68xY8bI6/Vq8+bNGjBggHJzczV58uQmvX91dbXWrl2rQYMG2Y4PGjRIxcXFTbpmfWbMmKHu3burd+/eAb82AADAyYp1ugFz587VunXrtGbNmgadn5KSoqVLl+ryyy/XyJEjtXLlSuXk5Oi5555rchv27t0rj8ej9u3b2463b9++zmFrf6666iqtW7dOBw8eVMeOHfXGG2/4DYETJkzQhAkTVFVVpcTExCa3GwAAoDk4GhDLy8t177336v3331d8fHyDX9epUye9/PLL6t+/v7p06aIXXnhBLpfrpNtT8xqGYTTquosWLTrpNgAAADjN0SHmtWvXas+ePcrMzFRsbKxiY2O1fPlyFRYWKjY21jbP0Ne3336rO++8U8OGDdOhQ4c0adKkk2pH27Zt5Xa7a/UW7tmzp1avIgAAQKRztAcxJydHn3/+ue3YbbfdpvPOO0/33Xef3G53rdfs3btXOTk56tatm/7xj3+otLRUV1xxhVq0aKEnn3yySe2Ii4tTZmamioqKdN1111nHi4qKNHz48CZdEwAAIFw5GhBbt26tHj162I61atVKycnJtY5Lx6qYBw8erM6dO2vevHmKjY1Vt27dtHjxYmVnZ+uss87y25t44MABlZWVWY+3bt2qDRs2KCkpSZ06dZIk5efna/To0erVq5f69u2rmTNnavv27Ro/fnyAPzUAAMAxBUUlcse4lJeTXuu5wiWl8ngNTRqYEfR2OV6k0hgxMTGaNm2aLrvsMsXFxVnHzz//fC1evFjJycl+X/fpp58qOzvbepyfny9JGjt2rF588UVJ0k033aSKigr97ne/065du9SjRw8tWLBAnTt3br4PBAAAopo7xqXpRSWSZAuJhUtKNb2oRPkOhENJchmGYTjyzrCqmCsrK5WQkOB0cwAAgAN8w2BeTnqtx4HU0OwRVj2IAAAAkcYMgdOLSvT00jJVe7zNEg4bIyQWygYAAIhmeTnpinPHqNrjVZw7xtFwKBEQAQAAHFe4pNQKh9UerwqXlDraHoaYAQAAHFTXHERJjvUkEhABAAAc4q8gxXdOou/jYCIgAgAAOMTjNfwWpJiPPV5nFpthmRsHscwNAAAIpoZmD4pUAAAAYENABAAAgA0BEQAAADYERAAAANgQEAEAAGBDQAQAAIANAREAAAA2LJTtIHMJyqqqKodbAgAAooGZOU60DDYB0UH79++XJKWmpjrcEgAAEE3279+vxMTEOp9nJxUHeb1e7dy5U61bt5bL5WqW96iqqlJqaqrKy8vZrcVB3IfQwb0IHdyL0MB9CB3BuBeGYWj//v1KSUlRTEzdMw3pQXRQTEyMOnbsGJT3SkhI4Ac/BHAfQgf3InRwL0ID9yF0NPe9qK/n0ESRCgAAAGwIiAAAALAhIEa4Fi1a6OGHH1aLFi2cbkpU4z6EDu5F6OBehAbuQ+gIpXtBkQoAAABs6EEEAACADQERAAAANgREAAAA2BAQAQAAYENAjGDPPPOM0tLSFB8fr8zMTH300UdONymiTJs2Tb1791br1q3Vrl07XXvttfr6669t5xiGoUceeUQpKSlq2bKlrrjiCm3cuNF2zpEjR3TPPfeobdu2atWqlXJzc/Xvf/87mB8lokybNk0ul0sTJ060jnEfgmfHjh265ZZblJycrFNPPVUXXXSR1q5daz3PvQiOo0eP6sEHH1RaWppatmypLl266He/+528Xq91DveieXz44YcaNmyYUlJS5HK59Oabb9qeD9T3fd++fRo9erQSExOVmJio0aNH6/vvvw/cBzEQkebOnWuccsopxqxZs4xNmzYZ9957r9GqVSvjm2++cbppEeOqq64yZs+ebXzxxRfGhg0bjKFDhxqdOnUyDhw4YJ3zxBNPGK1btzZef/114/PPPzduuukm48wzzzSqqqqsc8aPH2+cddZZRlFRkbFu3TojOzvbuPDCC42jR4868bHC2urVq42zzz7buOCCC4x7773XOs59CI7vvvvO6Ny5s3Hrrbcan3zyibF161Zj8eLFRllZmXUO9yI4HnvsMSM5Odl49913ja1btxr/+Mc/jNNOO8146qmnrHO4F81jwYIFxpQpU4zXX3/dkGS88cYbtucD9X0fPHiw0aNHD6O4uNgoLi42evToYVxzzTUB+xwExAh18cUXG+PHj7cdO++884z777/foRZFvj179hiSjOXLlxuGYRher9fo0KGD8cQTT1jn/Pe//zUSExON5557zjAMw/j++++NU045xZg7d651zo4dO4yYmBjjn//8Z3A/QJjbv3+/kZ6ebhQVFRn9+/e3AiL3IXjuu+8+49JLL63zee5F8AwdOtT42c9+Zjt2/fXXG7fccothGNyLYKkZEAP1fd+0aZMhyVi1apV1zsqVKw1JxldffRWQtjPEHIGqq6u1du1aDRo0yHZ80KBBKi4udqhVka+yslKSlJSUJEnaunWrdu/ebbsPLVq0UP/+/a37sHbtWv3vf/+znZOSkqIePXpwrxppwoQJGjp0qK688krbce5D8Lz99tvq1auXbrzxRrVr1049e/bUrFmzrOe5F8Fz6aWXasmSJSopKZEkffbZZ/r444919dVXS+JeOCVQ3/eVK1cqMTFRl1xyiXVOnz59lJiYGLB7ExuQqyCk7N27Vx6PR+3bt7cdb9++vXbv3u1QqyKbYRjKz8/XpZdeqh49ekiS9b32dx+++eYb65y4uDi1adOm1jncq4abO3eu1q1bpzVr1tR6jvsQPFu2bNGzzz6r/Px8PfDAA1q9erXy8vLUokULjRkzhnsRRPfdd58qKyt13nnnye12y+PxaOrUqRoxYoQkfi6cEqjv++7du9WuXbta12/Xrl3A7g0BMYK5XC7bY8Mwah1DYNx9993617/+pY8//rjWc025D9yrhisvL9e9996r999/X/Hx8XWex31ofl6vV7169dLjjz8uSerZs6c2btyoZ599VmPGjLHO4140v3nz5umVV17RnDlz9KMf/UgbNmzQxIkTlZKSorFjx1rncS+cEYjvu7/zA3lvGGKOQG3btpXb7a71V8SePXtq/dWCk3fPPffo7bff1rJly9SxY0freIcOHSSp3vvQoUMHVVdXa9++fXWeg/qtXbtWe/bsUWZmpmJjYxUbG6vly5ersLBQsbGx1veR+9D8zjzzTHXv3t12rFu3btq+fbskfiaC6Ve/+pXuv/9+3XzzzTr//PM1evRoTZo0SdOmTZPEvXBKoL7vHTp00Lffflvr+v/5z38Cdm8IiBEoLi5OmZmZKioqsh0vKipSVlaWQ62KPIZh6O6779b8+fO1dOlSpaWl2Z5PS0tThw4dbPehurpay5cvt+5DZmamTjnlFNs5u3bt0hdffMG9aqCcnBx9/vnn2rBhg/XVq1cvjRo1Shs2bFCXLl24D0HSr1+/Wks9lZSUqHPnzpL4mQimQ4cOKSbG/ive7XZby9xwL5wRqO973759VVlZqdWrV1vnfPLJJ6qsrAzcvQlIqQtCjrnMzQsvvGBs2rTJmDhxotGqVStj27ZtTjctYtx1111GYmKi8cEHHxi7du2yvg4dOmSd88QTTxiJiYnG/Pnzjc8//9wYMWKE3+UMOnbsaCxevNhYt26dMWDAAJaROEm+VcyGwX0IltWrVxuxsbHG1KlTjdLSUuNvf/ubceqppxqvvPKKdQ73IjjGjh1rnHXWWdYyN/Pnzzfatm1rTJ482TqHe9E89u/fb6xfv95Yv369IcmYPn26sX79emuZuUB93wcPHmxccMEFxsqVK42VK1ca559/PsvcoGFmzJhhdO7c2YiLizN+/OMfW8uvIDAk+f2aPXu2dY7X6zUefvhho0OHDkaLFi2Myy+/3Pj8889t1zl8+LBx9913G0lJSUbLli2Na665xti+fXuQP01kqRkQuQ/B88477xg9evQwWrRoYZx33nnGzJkzbc9zL4KjqqrKuPfee41OnToZ8fHxRpcuXYwpU6YYR44csc7hXjSPZcuW+f3dMHbsWMMwAvd9r6ioMEaNGmW0bt3aaN26tTFq1Chj3759AfscLsMwjMD0RQIAACASMAcRAAAANgREAAAA2BAQAQAAYENABAAAgA0BEQAAADYERAAAANgQEAEAAGBDQAQQ1q644gpNnDgx6O/7yCOP6KKLLmr293G5XHK5XDr99NOb/b0C7Y033lBsbKwyMjK0Z8+eJl1j27Zt1vcgGN9vAMcQEAEgxM2ePVslJSWNes0HH3ygM888U07thbBs2TKNHDlSDz/8sNq1a6fBgwerqqrKds62bdt0++23Ky0tTS1btlTXrl318MMPq7q62jonNTVVu3bt0i9+8YtgfwQgqhEQASDEnX766WrXrl2jXvP2228rNzdXLpermVpVt7Vr1+q6667T9OnT9dBDD2nRokVKSkpSbm6u/vvf/1rnffXVV/J6vXr++ee1ceNGFRQU6LnnntMDDzxgneN2u9WhQweddtppQf8cQDQjIAIIe0ePHtXdd9+t008/XcnJyXrwwQfr7DmrrKxUy5Yt9c9//tN2fP78+WrVqpUOHDggSbrvvvuUkZGhU089VV26dNFDDz2k//3vf3W2wd9Q97XXXqtbb73VelxdXa3JkyfrrLPOUqtWrXTJJZfogw8+aPTn/eyzz5Sdna3WrVsrISFBmZmZ+vTTT23nmAHRbNs999yjiRMnqk2bNmrfvr1mzpypgwcP6rbbblPr1q3VtWtXLVy40Hr9Bx98IJfLpUWLFqlnz55q2bKlBgwYoD179mjhwoXq1q2bEhISNGLECB06dMh63ddff61rrrlGhYWFuuuuuyRJrVq10nvvvaeEhATddNNNOnr0qCRp8ODBmj17tgYNGqQuXbooNzdXv/zlLzV//vxGf08ABBYBEUDYe+mllxQbG6tPPvlEhYWFKigo0F/+8he/5yYmJmro0KH629/+Zjs+Z84cDR8+3Oqpat26tV588UVt2rRJf/rTnzRr1iwVFBScVDtvu+02rVixQnPnztW//vUv3XjjjRo8eLBKS0sbdZ1Ro0apY8eOWrNmjdauXav7779fp5xyivX8xo0btXv3buXk5FjHXnrpJbVt21arV6/WPffco7vuuks33nijsrKytG7dOl111VUaPXq0LexJx+ZaPv300youLlZ5ebl++tOf6qmnntKcOXP03nvvqaioSH/+85+t888991zt2rVLY8aMsV2nRYsWevvtt/XWW28pNja2zs9WWVmppKSkRn0/ADQDAwDCWP/+/Y1u3boZXq/XOnbfffcZ3bp1q/M18+fPN0477TTj4MGDhmEYRmVlpREfH2+89957db7mD3/4g5GZmWk9fvjhh40LL7zQ1o57773X9prhw4cbY8eONQzDMMrKygyXy2Xs2LHDdk5OTo7x61//us73lWS88cYbtmOtW7c2XnzxxTpfM3XqVOP666+3te3SSy+1Hh89etRo1aqVMXr0aOvYrl27DEnGypUrDcMwjGXLlhmSjMWLF1vnTJs2zZBkbN682Tr2f//3f8ZVV11VZ1sao6yszEhISDBmzZpV67ma328AzYseRABhr0+fPra5dn379lVpaak8Ho8ef/xxnXbaadbX9u3bNXToUMXGxurtt9+WJL3++utq3bq1Bg0aZF3jtdde06WXXmrNf3vooYe0ffv2Jrdx3bp1MgxDGRkZtvYsX75cmzdvbtS18vPzdccdd+jKK6/UE088Uev1b731ljW8bLrgggus/+92u5WcnKzzzz/fOta+fXtJqlVt7Pu69u3bW0PuvseaWqHsa+fOnRo8eLBuvPFG3XHHHSd9PQAnh4AIIKKNHz9eGzZssL5SUlIUFxenG264QXPmzJF0bHj5pptusoY+V61apZtvvllDhgzRu+++q/Xr12vKlCm26tqaYmJias179J2z6PV65Xa7tXbtWlt7vvzyS/3pT39q1Gd65JFHtHHjRg0dOlRLly5V9+7d9cYbb0iSdu/erXXr1mno0KG21/gOQUvHls/xPWYGbK/XW+frar7GPFbzNY21c+dOZWdnq2/fvpo5c+ZJXQtAYNQ9EQQAwsSqVatqPU5PT5fb7VZSUpLfOW2jRo3SoEGDtHHjRi1btkyPPvqo9dyKFSvUuXNnTZkyxTr2zTff1NuGM844Q7t27bIeezweffHFF8rOzpYk9ezZUx6PR3v27NFll13WpM/pKyMjQxkZGZo0aZJGjBih2bNn67rrrtPbb7+tvn37qm3btif9HsGwY8cOZWdnKzMzU7Nnz1ZMDP0WQCjgJxFA2CsvL1d+fr6+/vprvfrqq/rzn/+se++9t97X9O/fX+3bt9eoUaN09tlnq0+fPtZz55xzjrZv3665c+dq8+bNKiwstHro6jJgwAC99957eu+99/TVV1/p5z//ub7//nvr+YyMDI0aNUpjxozR/PnztXXrVq1Zs0a///3vtWDBggZ/1sOHD+vuu+/WBx98oG+++UYrVqzQmjVr1K1bN0nHqpeHDx/e4Os5aefOnbriiiuUmpqqJ598Uv/5z3+0e/du7d692+mmAVGPHkQAYW/MmDE6fPiwLr74Yrndbt1zzz268847632Ny+XSiBEj9P/+3//Tb37zG9tzw4cP16RJk3T33XfryJEjGjp0qB566CE98sgjdV7vZz/7mT777DONGTNGsbGxmjRpktV7aJo9e7Yee+wx/eIXv9COHTuUnJysvn376uqrr27wZ3W73aqoqNCYMWP07bffqm3btrr++uv129/+VgcPHtSSJUtOuto6WN5//32VlZWprKxMHTt2tD1Xc7geQHC5DH4KASBkuVwuvfHGG7r22mtPeO78+fP14IMPatOmTc3fsCB75JFH9Oabb2rDhg1ONwWICgREAAhhLpdL8fHxSk5O1r///e96z33//fd15MgRDRs2LEita37bt29X9+7dVV1dre7duxMQgSAhIAJACCsrK5N0bGg5LS3N4dYE39GjR7Vt2zZJxxbbTk1NdbZBQJQgIAIAAMCGKmYAAADYEBABAABgQ0AEAACADQERAAAANgREAAAA2BAQAQAAYENABAAAgA0BEQAAADYERAAAANj8f+L6N76TFUlmAAAAAElFTkSuQmCC", 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" ] @@ -307,7 +408,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "b183a0dc", "metadata": {}, "outputs": [ @@ -317,13 +418,13 @@ "Text(0.5, 1.0, 'direction 6')" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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" ] @@ -408,10 +509,74 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "419d99bc-d4e3-4bfc-b41b-99c2afb48512", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: tqdm in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (4.65.0)\n", + "Requirement already satisfied: colorama in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (from tqdm) (0.4.6)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING: Ignoring invalid distribution ~upy-cuda12x (C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages)\n", + "WARNING: Ignoring invalid distribution ~upy-cuda12x (C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages)\n", + "WARNING: Ignoring invalid distribution ~upy-cuda12x (C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: dipy in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (1.8.0)\n", + "Requirement already satisfied: cython!=0.29.29,>=0.29.24 in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (from dipy) (3.0.7)\n", + "Requirement already satisfied: numpy>=1.22.4 in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (from dipy) (1.24.3)\n", + "Requirement already satisfied: scipy>=1.8 in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (from dipy) (1.11.1)\n", + "Requirement already satisfied: nibabel>=3.0.0 in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (from dipy) (5.2.0)\n", + "Requirement already satisfied: h5py>=3.1.0 in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (from dipy) (3.9.0)\n", + "Requirement already satisfied: packaging>=21 in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (from dipy) (23.1)\n", + "Requirement already satisfied: tqdm>=4.30.0 in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (from dipy) (4.65.0)\n", + "Requirement already satisfied: trx-python>=0.2.9 in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (from dipy) (0.2.9)\n", + "Requirement already satisfied: colorama in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (from tqdm>=4.30.0->dipy) (0.4.6)\n", + "Requirement already satisfied: setuptools-scm in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (from trx-python>=0.2.9->dipy) (8.0.4)\n", + "Requirement already satisfied: deepdiff in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (from trx-python>=0.2.9->dipy) (6.7.1)\n", + "Requirement already satisfied: ordered-set<4.2.0,>=4.0.2 in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (from deepdiff->trx-python>=0.2.9->dipy) (4.1.0)\n", + "Requirement already satisfied: setuptools in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (from setuptools-scm->trx-python>=0.2.9->dipy) (84.0.0)\n", + "Requirement already satisfied: typing-extensions in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (from setuptools-scm->trx-python>=0.2.9->dipy) (4.16.0)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING: Ignoring invalid distribution ~upy-cuda12x (C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages)\n", + "WARNING: Ignoring invalid distribution ~upy-cuda12x (C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages)\n", + "WARNING: Ignoring invalid distribution ~upy-cuda12x (C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: joblib in C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages (1.2.0)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING: Ignoring invalid distribution ~upy-cuda12x (C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages)\n", + "WARNING: Ignoring invalid distribution ~upy-cuda12x (C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages)\n", + "WARNING: Ignoring invalid distribution ~upy-cuda12x (C:\\Users\\ivan5\\anaconda3\\Lib\\site-packages)\n" + ] + } + ], "source": [ "# install packages through anaconda prompt\n", "!pip3 install tqdm\n", @@ -433,7 +598,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "id": "b7e8872a", "metadata": {}, "outputs": [], @@ -452,31 +617,45 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "id": "12deef83", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "['ETP_SRI_LinearFitting.py',\n", + "['ASD_MemorialSloanKettering_QAMPER_IVIM.py',\n", + " 'DT_IIITN_WLS.py',\n", + " 'ETP_SRI_LinearFitting.py',\n", " 'IAR_LU_biexp.py',\n", " 'IAR_LU_modified_mix.py',\n", " 'IAR_LU_modified_topopro.py',\n", " 'IAR_LU_segmented_2step.py',\n", " 'IAR_LU_segmented_3step.py',\n", " 'IAR_LU_subtracted.py',\n", + " 'IVIM_NEToptim.py',\n", " 'OGC_AmsterdamUMC_Bayesian_biexp.py',\n", " 'OGC_AmsterdamUMC_biexp.py',\n", " 'OGC_AmsterdamUMC_biexp_segmented.py',\n", + " 'OJ_GU_bayesMATLAB.py',\n", " 'OJ_GU_seg.py',\n", + " 'OJ_GU_segMATLAB.py',\n", " 'PvH_KB_NKI_IVIMfit.py',\n", " 'PV_MUMC_biexp.py',\n", + " 'Super_IVIM_DC.py',\n", + " 'TCML_TechnionIIT_lsqBOBYQA.py',\n", + " 'TCML_TechnionIIT_lsqlm.py',\n", + " 'TCML_TechnionIIT_lsqtrf.py',\n", + " 'TCML_TechnionIIT_lsq_sls_BOBYQA.py',\n", + " 'TCML_TechnionIIT_lsq_sls_lm.py',\n", + " 'TCML_TechnionIIT_lsq_sls_trf.py',\n", + " 'TCML_TechnionIIT_SLS.py',\n", + " 'TF_reference_IVIMfit.py',\n", " '__init__.py',\n", " '__pycache__']" ] }, - "execution_count": 9, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -496,10 +675,19 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "id": "f695e259", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\ivan5\\anaconda3\\envs\\osipi_tf_2_4\\Lib\\site-packages\\tqdm\\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], "source": [ "from src.standardized.IAR_LU_biexp import IAR_LU_biexp\n", "from src.standardized.OGC_AmsterdamUMC_Bayesian_biexp import OGC_AmsterdamUMC_Bayesian_biexp" @@ -507,28 +695,37 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "id": "6b7ab9cb", "metadata": {}, "outputs": [ { - "name": "stdout", + "name": "stderr", "output_type": "stream", "text": [ - "warning, no bounds were defined, so default bounds are used of [0, 0, 0.005, 0.7],[0.005, 1.0, 0.2, 1.3]\n", - "warning, no initial guesses were defined, so default bounds are used of [0.001, 0.001, 0.01, 1]\n", - "using a flat prior between bounds\n" + "c:\\Users\\ivan5\\Box\\OSIPI\\TF2.4_IVIM-MRI_CodeCollection\\doc\\..\\src\\standardized\\IAR_LU_biexp.py:45: UserWarning: No bounds were defined, so default bounds are used of [0, 0, 0.005, 0.7],[0.005, 1.0, 0.2, 1.3]\n", + " super(IAR_LU_biexp, self).__init__(bvalues, thresholds, bounds, initial_guess)\n", + "c:\\Users\\ivan5\\Box\\OSIPI\\TF2.4_IVIM-MRI_CodeCollection\\doc\\..\\src\\standardized\\IAR_LU_biexp.py:45: UserWarning: No initial guesses were defined, so default initial guesses are used of [0.001, 0.001, 0.01, 1]\n", + " super(IAR_LU_biexp, self).__init__(bvalues, thresholds, bounds, initial_guess)\n", + "c:\\Users\\ivan5\\Box\\OSIPI\\TF2.4_IVIM-MRI_CodeCollection\\doc\\..\\src\\standardized\\OGC_AmsterdamUMC_Bayesian_biexp.py:54: UserWarning: No bounds were defined, so default bounds are used of [0, 0, 0.005, 0.7],[0.005, 1.0, 0.2, 1.3]\n", + " super(OGC_AmsterdamUMC_Bayesian_biexp, self).__init__(bvalues=bvalues, bounds=bounds, thresholds=thresholds, initial_guess=initial_guess) #, fitS0, prior_in)\n", + "c:\\Users\\ivan5\\Box\\OSIPI\\TF2.4_IVIM-MRI_CodeCollection\\doc\\..\\src\\standardized\\OGC_AmsterdamUMC_Bayesian_biexp.py:54: UserWarning: No initial guesses were defined, so default initial guesses are used of [0.001, 0.001, 0.01, 1]\n", + " super(OGC_AmsterdamUMC_Bayesian_biexp, self).__init__(bvalues=bvalues, bounds=bounds, thresholds=thresholds, initial_guess=initial_guess) #, fitS0, prior_in)\n", + "c:\\Users\\ivan5\\Box\\OSIPI\\TF2.4_IVIM-MRI_CodeCollection\\doc\\..\\src\\standardized\\OGC_AmsterdamUMC_Bayesian_biexp.py:57: UserWarning: Using a flat prior between bounds\n", + " self.initialize(bounds, initial_guess, fitS0, prior_in, thresholds)\n" ] } ], "source": [ - "algorithm1=IAR_LU_biexp()\n", - "algorithm2=OGC_AmsterdamUMC_Bayesian_biexp()" + "# We initialize the two algorithms. One of them makes use of a threshold parameter for b-values, which we set to 300 s/mm2. The other algorithm does not require any additional parameters to work.\n", + "\n", + "algorithm1 = IAR_LU_biexp(bvalues=np.unique(bval))\n", + "algorithm2 = OGC_AmsterdamUMC_Bayesian_biexp(bvalues=np.unique(bval), thresholds=300)" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "id": "7c9060bb", "metadata": {}, "outputs": [ @@ -536,23 +733,24 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 1/1.0 [00:00<00:00, 177.83it/s]\n" + "100%|██████████| 1/1.0 [00:00<00:00, 74.43it/s]\n" ] }, { "data": { "text/plain": [ - "{'f': array(0.04609779), 'Dp': array(0.01136011), 'D': array(0.00071134)}" + "{'f': array(0.04609681), 'Dp': array(0.01136082), 'D': array(0.00071134)}" ] }, - "execution_count": 12, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#apply algorithm 1 to the diffusion data in 1 direction to obtain f, D* and D\n", - "OsipiBase.osipi_fit(algorithm1,signal_1dir, np.unique(bval))\n" + "\n", + "algorithm1.osipi_fit(signal_1dir)\n" ] }, { @@ -565,7 +763,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "id": "9fee9a3e", "metadata": {}, "outputs": [ @@ -573,23 +771,24 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 1/1.0 [00:00<00:00, 82.88it/s]\n" + "100%|██████████| 1/1.0 [00:00<00:00, 53.93it/s]\n" ] }, { "data": { "text/plain": [ - "{'f': array(0.04611751), 'Dp': array(0.01135406), 'D': array(0.0007113)}" + "{'f': array(0.04876437), 'Dp': array(0.01098426), 'D': array(0.00070751)}" ] }, - "execution_count": 13, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#apply algorithm 2 to the diffusion data in 1 direction to obtain f, D* and D\n", - "OsipiBase.osipi_fit(algorithm2,signal_1dir, np.unique(bval)) " + "\n", + "algorithm2.osipi_fit(signal_1dir) " ] }, { @@ -604,7 +803,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "id": "e35f4f51", "metadata": {}, "outputs": [ @@ -612,8 +811,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 1/1.0 [00:00<00:00, 181.28it/s]\n", - "100%|██████████| 1/1.0 [00:00<00:00, 73.77it/s]\n" + "100%|██████████| 1/1.0 [00:00<00:00, 166.75it/s]\n", + "100%|██████████| 1/1.0 [00:00<00:00, 83.34it/s]\n" ] }, { @@ -622,13 +821,13 @@ "Text(0.5, 1.0, 'algorithm 2')" ] }, - "execution_count": 14, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -688,7 +887,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "id": "fd1d23a4", "metadata": {}, "outputs": [ @@ -699,7 +898,7 @@ " 300., 400., 500., 600., 800., 1000.])" ] }, - "execution_count": 15, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -721,7 +920,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "id": "71970925", "metadata": {}, "outputs": [], @@ -746,7 +945,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 19, "id": "a2865b57", "metadata": {}, "outputs": [], @@ -767,23 +966,23 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 20, "id": "d6307930", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 17, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -811,7 +1010,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 21, "id": "2855a999", "metadata": { "scrolled": true @@ -821,32 +1020,33 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 4274/4274 [00:01<00:00, 3268.17it/s]\n" + "100%|██████████| 4274/4274 [02:09<00:00, 32.95it/s]\n" ] }, { "data": { "text/plain": [ - "{'f': array([0., 0., 0., ..., 0., 0., 0.]),\n", - " 'Dp': array([0., 0., 0., ..., 0., 0., 0.]),\n", - " 'D': array([0., 0., 0., ..., 0., 0., 0.])}" + "{'f': array([3.60703483e-01, 2.23229196e-01, 1.87555844e-01, ...,\n", + " 1.17980083e-08, 1.67809250e-18, 2.47542368e-13], shape=(4274,)),\n", + " 'Dp': array([0.00897529, 0.03065047, 0.04759341, ..., 0.00988457, 0.005 ,\n", + " 0.19999995], shape=(4274,)),\n", + " 'D': array([0.00029383, 0.0007615 , 0.00081161, ..., 0.00070525, 0.00053643,\n", + " 0.00024246], shape=(4274,))}" ] }, - "execution_count": 18, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#apply algorithm 2 to the diffusion data to obtain f, D* and D for each voxel in the slice (1 direction)\n", - "OsipiBase.osipi_fit(algorithm2,slice_data_norm,bval)\n", - "\n", - "#Algorithm 2 does not seem to give accurate fit paramters using osipi_fit 2D data" + "algorithm2.osipi_fit(slice_data_norm)\n" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 22, "id": "f895cf1e", "metadata": {}, "outputs": [ @@ -854,34 +1054,34 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 4274/4274 [00:17<00:00, 241.55it/s]\n" + "100%|██████████| 4274/4274 [00:16<00:00, 252.62it/s]\n" ] } ], "source": [ "#apply algorithm 1 to the diffusion data to obtain f, D* and D for each voxel in the slice\n", - "maps = OsipiBase.osipi_fit(algorithm1,slice_data_norm,np.unique(bval))\n" + "maps = algorithm1.osipi_fit(slice_data_norm)\n" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 23, "id": "fe189fb1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 21, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -954,7 +1154,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 24, "id": "2a216274", "metadata": {}, "outputs": [ @@ -964,7 +1164,7 @@ "(229120, 15)" ] }, - "execution_count": 26, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -997,7 +1197,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "id": "cee14e22", "metadata": {}, "outputs": [ @@ -1005,13 +1205,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 229120/229120 [27:40<00:00, 137.94it/s] \n" + "100%|██████████| 229120/229120 [17:31<00:00, 217.83it/s]\n" ] } ], "source": [ "#apply algorithm 1 to the diffusion data to obtain f, D* and D for each voxel in the slice\n", - "maps = OsipiBase.osipi_fit(algorithm1,data_norm,np.unique(bval))\n", + "maps = algorithm1.osipi_fit(data_norm)\n", "\n", "f_array=maps[\"f\"]\n", "Dstar_array=maps[\"Dp\"]\n", @@ -1040,7 +1240,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "id": "397d86c9", "metadata": {}, "outputs": [], @@ -1070,7 +1270,7 @@ ], "metadata": { "kernelspec": { - "display_name": "base", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -1084,7 +1284,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.5" + "version": "3.12.12" } }, "nbformat": 4, diff --git a/tests/IVIMmodels/unit_tests/simple_test_run_of_algorithm.py b/tests/IVIMmodels/unit_tests/simple_test_run_of_algorithm.py deleted file mode 100644 index 3debf519..00000000 --- a/tests/IVIMmodels/unit_tests/simple_test_run_of_algorithm.py +++ /dev/null @@ -1,44 +0,0 @@ -import sys -sys.path.append(r"C:\Users\ivan5\Box\OSIPI\TF2.4_IVIM-MRI_CodeCollection") - - -import os -import numpy as np -from pathlib import Path -#from src.standardized.ETP_SRI_LinearFitting import ETP_SRI_LinearFitting -from src.standardized.IAR_LU_biexp import IAR_LU_biexp -from src.standardized.IAR_LU_modified_mix import IAR_LU_modified_mix -#from src.standardized.IAR_LU_segmented_2step import IAR_LU_segmented_2step -#from src.standardized.PvH_KB_NKI_IVIMfit import PvH_KB_NKI_IVIMfit -#from src.standardized.PV_MUMC_biexp import PV_MUMC_biexp -from src.standardized.OGC_AmsterdamUMC_biexp import OGC_AmsterdamUMC_biexp -from src.standardized.TF_reference_IVIMfit import TF_reference_IVIMfit - -## Simple test code... -# Used to just do a test run of an algorithm during development -def dev_test_run(model, **kwargs): - bvalues = np.array([0, 50, 0, 100, 0, 150, 200, 500, 0, 800]) - - def ivim_model(b, S0=1, f=0.1, Dstar=0.01, D=0.001): - return S0*(f*np.exp(-b*Dstar) + (1-f)*np.exp(-b*D)) - - signals = ivim_model(bvalues) - data = np.array([[signals, signals, signals], [signals, signals, signals]]) - #print(data) - signals = data - - #model = ETP_SRI_LinearFitting(thresholds=[200]) - if kwargs: - results = model.osipi_fit(signals, **kwargs) - else: - results = model.osipi_fit(signals) - print(results) - #test = model.osipi_simple_bias_and_RMSE_test(SNR=20, bvalues=bvalues, f=0.1, Dstar=0.03, D=0.001, noise_realizations=10) - -#model1 = ETP_SRI_LinearFitting(thresholds=[200]) -model2 = IAR_LU_biexp(bvalues=np.array([0, 50, 0, 100, 0, 150, 200, 500, 0, 800])) -#model2 = IAR_LU_modified_mix() -#model2 = OGC_AmsterdamUMC_biexp() - -#dev_test_run(model1) -dev_test_run(model2)