From 7422b1565f93b986710edf8a0dd7581260ac7986 Mon Sep 17 00:00:00 2001 From: 16djm10 <16djm10@queensu.ca> Date: Tue, 13 Dec 2022 16:56:37 -0500 Subject: [PATCH] re #29: I divide the spectra by the light source transfer function --- v4_Data2Model.ipynb | 404 +++++++++++++++++++++++++++----------------- 1 file changed, 247 insertions(+), 157 deletions(-) diff --git a/v4_Data2Model.ipynb b/v4_Data2Model.ipynb index 468852d..f2ef0e6 100644 --- a/v4_Data2Model.ipynb +++ b/v4_Data2Model.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 4, "id": "d5fee241", "metadata": {}, "outputs": [], @@ -50,7 +50,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 5, "id": "2da9b0fa", "metadata": { "scrolled": false @@ -108,7 +108,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 70, "id": "5408bfce", "metadata": {}, "outputs": [ @@ -116,8 +116,10 @@ "name": "stdout", "output_type": "stream", "text": [ + "C:\\Spectroscopy_TrackedTissueSensing\\data\\March2022_raw_data\\SLS201L_Spectrum_reformatted.csv\n", "(2858, 2)\n", - "(2858,)\n" + "Data shape (36, 2858, 2)\n", + "0.006687616446553936\n" ] } ], @@ -125,9 +127,11 @@ "def loadSpectrum(path, col_name=None,start_index=774,end_index=-1,sep=';'):\n", "# df = pd.read_csv(path + name,sep=';',engine='python')\n", " df = pd.read_csv(path,sep=sep,engine='python')\n", + "# print(df)\n", " if not(col_name == None):\n", " df[col_name] = df.index\n", " data = df[start_index:end_index]\n", + "# print(data)\n", " data_arr = data.to_numpy()\n", " data_arr = np.array(data_arr,dtype='float')\n", " return data_arr\n", @@ -139,24 +143,54 @@ "dataPath_Paper = os.path.join(dataPath,\"data\",folderName,file_name)\n", "baseline_pap = loadSpectrum(dataPath_Paper, 'Wavelength', start_index=821)\n", "\n", - "print(baseline_pap.shape)\n", - "print(data_0[0,:,0].shape)\n", - "\n", - "# file_name = 'SLS201L_Spectrum_reformatted.csv'\n", - "# baseline_BrOut_raw = IO.loadSpectrum(path=path, name=file_name,start_index=0, end_index=675, sep=',')\n", - "# # Interpolate such that the downloaded spectrum has the same values of the data\n", - "# x = baseline_BrOut_raw[:,0]\n", - "# y = baseline_BrOut_raw[:,1]\n", - "# f = interpolate.interp1d(x,y)\n", - "# xnew = data_0[0,:,0]\n", - "# # xnew = data_0[0,:]\n", - "# ynew = f(xnew)\n", - "# baseline_BrOut = np.transpose(np.array([xnew,ynew]))" + "dataPath = os.getcwd()\n", + "folderName = 'March2022_raw_data'\n", + "file_name = 'SLS201L_Spectrum_reformatted.csv'\n", + "dataPath_BrOut = os.path.join(dataPath,\"data\",folderName,file_name)\n", + "print(dataPath_BrOut)\n", + "baseline_BrOut_raw = loadSpectrum(dataPath_BrOut, 'Wavelength', start_index=10, end_index=675, sep=',')\n", + "# Interpolate such that the downloaded spectrum has the same values of the data\n", + "x = baseline_BrOut_raw[:,0]\n", + "y = baseline_BrOut_raw[:,1]\n", + "f = interpolate.interp1d(x,y)\n", + "xnew = data_0[0,:,0]\n", + "ynew = f(xnew)\n", + "baseline_BrOut = np.transpose(np.array([xnew,ynew]))\n", + "print(baseline_BrOut.shape)\n", + "print('Data shape', data_0.shape)\n", + "print(np.min(baseline_BrOut))" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "34b3d257", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[2.77669680e-03, 1.48544511e+02],\n", + " [2.77504039e-03, 1.41148321e+02],\n", + " [2.77338584e-03, 1.34453278e+02],\n", + " ...,\n", + " [9.77732187e-04, 1.01821538e+00],\n", + " [9.77498219e-04, 1.01974924e+00],\n", + " [9.77264358e-04, 1.02122369e+00]])" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "1/baseline_BrOut" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 7, "id": "0c537e85", "metadata": {}, "outputs": [ @@ -169,7 +203,7 @@ }, { "data": { - "image/png": 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eY4R9cfjJzsOneOzr1azek8Twvs0YdFkDlu48SvzhUzS5oAKZmZpSoSFc+86i7PdEhIfy0T2XZB+Hh4UQHhZC96bV2TG+PwCp6ZmkZmTy4KdxLNp2hKHfr2X74ZMM7+uQMfXh5eDyZ2Du87BzAVx0k90RiWJQWuvzX1XQm5WKBD4EWgIauE9rvaSg62NjY3VcXJzH7Qk/Gl3JlB0fge7DoXR5e+PxMa01UxfF89of/3DibPEns4y7viUDLy3erkQxw6Zn1yfd0Y4+LWsWu11LZKTDxMagM2HYLrujEflQSq3QWsfmPe/tPfA3gJla62ZAa2CTl58nnOBEjvWje48rUcn76KlUBv0vjvrDZzBm2sZzkne58MIf5DWpUZ4tz/cpdvIG2PFCP6qVN2PpH/psJYdOpBT7MywRGmbWuElJguQEu6MRxeBxD1wpVRFYAzTQRfwQ6YEHiPe7w75V0O5uuOZNu6PxmcxMTYOnZ5xzvkfTKKbe2z7XuRMpaZQKDSElLYMXZ26hV/Pq9GxewydxvDlnK6/+YYZn7nihHyEhDni+sHcFfHC5qT+xBSpcYG88IpeCeuDeJPA2wPvARkzvewUwRGt9Ks91g4BBANHR0Rfv2iVf0Rzvw16QsByGJ9i++qDWGqUUGZma0ByJLvHEWaqVD0cV8eHqU9+t5eu4PbnOrXimF1XLl/ZpvEWhtab+cPMfycBLoxl3vUOGaGbdNgN4dD0c3ABN+9gXj8hmRQKPBf4GOmutlyql3gCOa61HFvQe6YEHgJOJ8Gozs3FD3xdtDaX+8OloDe8NbMfDn6+k94U1OHoqlXb1KjN5wQ4uql2JX//dpdDP2Jt0hs4Tcu/I/vPgzrSuG2lh5Oe3avcxrn93MQCLhl1O7UgH7HK0eylMuTL3uc5D4Iox9sQjsllxDzwBSNBaL3UdfwfIZomBbsd8yEyHVrfaGsaZ1Ayy+hYPf74SgN83HGR5/DEmL9gBwLq9yYXOdDx0PCVX8v7s/kuJn9Df9uQN0Da6Mte3rQ2Y4YXxh0+d5x1+EH0pDM4ztn3RG6Znvvtve2IShfI4gWutDwB7lFJNXad6Ym6niEClNSx5CyKj4YJWtoZy2cvzinTdpAXbzzmXlpHJu/O30f6FOdnn1oy6ki6NnbWeyys3t86ud584H29GhPlMVBMYdRSG5p5RypTeJpE7IUaRzdtRKP8GPldKrQXaAC94HZGwz8H1sH+NmVYdat8UgTV7kkg8cfac828MaHPOuYmz/mHA+0tISTO7y2zaf5zGI37jpZlbsq/ZOb4flSJKWRavp0JCFPET+lOhjPmzzrovbruQUIioAiOPmGGkVRu5X3suEpa+b1toIjevxoEXl9wDd7h3O8GhDbaOQkg+k0br52ZlH895ohs9X1nAr4904aI6lfh59V6GfLW6yJ8XP6G/BVH61qmz6Vz47O8A3Ne5PqOubmFzRPlY+DrMftZ93GYgXPeubeEEG6vGgYuS4sRBk7zB1iFkj3yxMru+c3w/GkaVJ35Cfy6qY0ZIXNumNtP/04VlI3oW+jkdGlRhxTO9LI3VV8qVDsv+/UxZtJORP63npAeTiyzV5VF4IMdtrdWfQ/yiAi8X/iE9cGFM7gb7V8M9MyCmsy0hpGVk0njEbwBsHtuHMqUKn1RzJjWD1XuSuO0D84CtbXQk798ZS1QF/w8N9IVbJy9h6c6j2cdDejbmura1qV+tnI1R5SPncMMha6Fy8Sc1ieLx+TBCT0gCd6i0MzDO1esenWxbGL+s2cd/vlxF50ZV+fxfHWyLwy5aa7YnnqLXqwtynb+uTS0m3tyasFAHfWHOmcRt/DcTLOQWiijY9CdN2cS+SRsZmZqpi8zIhyk5FogKJkopGlUvz6Yxuf8eflq9j0YjfiNm2HT2HD1tU3R55Bylsn+tfXEEOUngwS4jDVZ/Zuq3fm5bGK/M2sKq3Uk80785pcOCe2OBsuGhxE/oz87x/fj2oY65Xuv60jw27T9uU2Q5RFSBy4aa+uSukOaQdV2CjCTwYLfyf6ZsfbttQweX7TzKu/PNeO4b29WxJQYnUkpxSUwV4if055dH3M8l+r7xFydS0myMzKX7MHd9nG/WiRHFIwk82G0xDw3p/4otzWutuWWyWYF40h0XU7lcuC1xOF2rOpEsH9GLsq4HuxeNnkXMsOnsSzpDRt6dI/wlJBSeyrG20dGdBV8rLCEJPJgdWA/b/oBGV0B4hC0h9H9zYXa9T0tZAa8wURVKs+bZ3GuVdJowl4ZPzyBm2HRihk1n9Z6k7Nd+XJXAU9+t5UxqhnVBlY2E6yaZ+hf2Lr8QjCSBB7Ovbjdlh4dtaf6HlQlsdN3P3Tm+ny0xBJrwsBDiJ/Rn+Yj8x7hf59oxqM/rf/LY12v4Om4PzUfN5Okf11kXVJvbTHl4i1k7RfiNJPBgdWAdJLm+/jYqfFKMr+xIPMmlL8zm1Nl0MjM1j3+zBoBZj11W5GVhhRFVoTTxE/oTP6E/857snms1w5hh09l84ESu679YupuYYdOzlxzwuSvHmfKPUdZ8vsiXJPBgpDVMci3Des3bfmv28lcWcPD4WaYs3EncrmMAVCsfTpMa9q45HujqVyvHomGXs/CpHrnOL3yqB/ET+vPO7e5FQpuNnJn37b7R6RF3fdYz1rQhziEJPBj971p3vd2dfmv21lizG/tv6w9kP7ic/Xg3v7Vf0tWpHMHWcX159uoWrHimF3Uqm+ca/VvVZPNY99jyT5fEWxPApQ+ZcvFbcEh2V/QHSeDBaKdrpt+9v/m12dBQc5sk6753tyZRREbIqBNfKhUawr2d65+z01CZUqHMf7I7ACN/3sCxU6m+b7zvixDiGoo6qfCNNoRvSAIPNkdc62fHdIV6nfzadMKxM9n16CoRfHJf+0KuFr4WU61c9qbKbcf+Yc3ww1FHTJmZDgmybIbVJIEHm4OuFQd7+v9h05//JAIw+uoW/Dm0x3muFlZY8F/3n/vSnUesaWTg96b8sCecOmxNGwKQBB58pj1qykh7VpBrVL0893Sub0vbwixd+6xrvfHbP1h6nqs91DjHEMdlH1jThgAkgQeX9FQ47ep1VfDv1OdlrmVSI8s6b2ecYHNb++js+lVv/WVNI/81+5ayYAJkFrxvqfCOJPBgsuFH25rOGnUy6LIGtsUgjDKlQtk4pjcA6/ceJzXdggRbriqUdi05O7YapDpg0+YSSBJ4MDns2ifyv+duBGylnDuuX3mhTJd3gojwMD64yywvPfS7NdY0cr9razydActkH00rSAIPJht+MqNPyvl3d/buE+cDZrEq4RyXNTH/Dn5avc+aBqo3g7t+MfXZo+Fr/805CBaSwIPFriVwdDs09e+aIx8tdK9Qd2ULWXLUSUqHhdKreXXALHxliQY5Jmpt+gUOb7OmnSAlCTxYzHDtutP4ysKv86HF2w8zdtpGAP4e3pOQEFnvxGlGX3MhAK/9sdW6dVJGJ0Nt17evty+WzZB9SBJ4MFjwMhxcb+rVGvmlyb1JZ3INU7ugUhm/tCuKp07lCKbcE8vuo6d5c85W6xq69zf3t7+P+8Ge5da1FUQkgQeDFVNN2fNZvzXZecLc7PqOF2SpWCfr1sTcRpmz6ZB1jYSVhhtyjAn/qJdsw+YDksBLujNJcHwvtLsbuj7ulyaPnDybXd84prfcOnG40BDF0D5N2XLwBIu3WzhzsnR5GHHQfTyuBuz+27r2goAk8JLui1tM2cp/u6U89NkKwIw6iQi3Z59NUTz9WtYEzOzM9AwLJ96UKgPPJrmPp/SGty8xSxyLYvM6gSulQpVSq5RS03wRkPCh9FTY47oPHd2x8Gt95OipVJbHm7W+ZYu0wBFTrRx3dTTLK0xft9/axpTKncQP/+PuaIhi8UUPfAggi/860Wc3mLLDYAjxz5etS1+YDcBHd8f6pT3hOyP6Nye6SgRDvlpNzLDp1jamVO7bKVtnSS/cA179VCul6gD9gQ99E47wmSPbId61zkWP4X5p8pPF8aRlmB/Cns1lzHegKR0WyrsD3bv3rHDtmmSZUmXMEMOqrpFRz0VCSrK1bZYw3nbLXgeGAgXeNFNKDVJKxSml4hITE71sThTZe661vut2gNL+2bLsy2W7TdM5koAILC1rV2LSHebv78b3FvPTqr3WN3rLp+76hOiCrxPn8DiBK6WuAg5prVcUdp3W+n2tdazWOjYqKsrT5kRxHNkO6a4hWn7adWf+lkNsPnCC1nUj6XtRTb+0KazRp2VNxl5rJvg8+vVq9iadOc87vFSjBQxa4D5e9Zm17ZUg3vTAOwPXKKXiga+Ay5VS8ifvBG+5esADv/fbve+XZpqFsm5oW9sv7Qlr3dkxJnun+84T5rIlzy73PlerjXuc+M+D4cvbrW2vhPD4p1trPVxrXUdrHQMMAOZqre/wWWTCMzk3LM65sL7Fsva5vLtTjN/aFNZaNOxywsNMiuj9+p/W98Rb5RiJsmW63A8vAhkHXpLsXgo75pv6/bP91uy2Q6Z3dkFFmS5f0vzzfN/seucJc9FWjxQZnSNpv9PB2rZKAJ8kcK31fK31Vb74LOGh4/tgimuhqps/hrqX+K3pod+tBeDFm1r5rU3hP/ET+tO6jtmcodnImdY3ONS1guWJfbBvtfXtBTDpgZcEKcfh1eamXqc9XHi935rWWrNydxIA3ZrIQ+qS6qfBnQE4m57Jom0Wb1QcUQUquUajvN8NUk9b214AkwReEkyo667/6w+/Nr14u9ljs31MFb+2K/xLKcVfQ82O9gM/XMqaPUnWNvjQn+76otetbSuASQIPdDOGuuuj/f/Q5+kf1wEw9rqWfm9b+FfdKhGMcQ0vvP+TOGsbK1sZnnHNG1nwIiQUOlo5aEkCD2QLX4dlk039mrdtCWHXEfP1tkmN8ra0L/zrzg716HPhBRw+eZYb31tsbWNh4e76h5fLVPt8SAIPVFrD7Bzre/txtcEsh46byUIX1a6EUrJkbDBQSjHmOtMLX7HrGMdT0qxtcHQyhLs6B39NtLatACQJPFA9F2nKBj3MP/KcvRU/mbo4HoDhfZv5vW1hn+oVynBpffPM4/GvLdrRPqe7XRsjz33e+rYCjCTwQHQmyV2/aYptYbw3fzsAlzaoalsMwh5fDTJjtGdvOpj9TcwytS+G2q7VLSd1sbatACMJPBC97Rrj3aSvGXJlg7mbzVKgtSPLEio77gQdpRQTbrgIgKHfr7W+wdu+NOWBdbBnmfXtBQhJ4IEmOQFOufYutKn3nZ6RyX0fm1EIn9znvwlDwlkGtI+mVZ1KzN+SaH0vvHx1d/2jK6xtK4BIAg80y1wL/jwwD8IjbAmh0Qj3CoeNqvtnqVrhTBNuMLNvn/JHL3zkEXd9TDUZlYIk8MCSmWEmNdSOhdr2rLmdc6eWVSOlJxTsWtSqyCUxlZm3JdH6GZqhYXDnT6aemQY7FxR6eTCQBB5I1n1rymj/L/KTlpGZK3l//3BHKpfz/8gX4Tyv3NwGgNG/bCAz0+JeccMeZpMSyL3yZpCSBB5IfnzQlJ3+7ddmtdY0znHb5LchXbm4nkydF0Z01QjGXteSrYdOMnPDAesbvP93d/2Dnta352CSwAPFoRz7Rlfw727vD37qnsY854luNK9Z0a/tC+e7JbYOAP/3+UpS0jKsbzDrVsreONjvh/vvDiUJPFBMf9KUflzn++DxFBZvO8ysjWbI4OaxfWgYJVPmxblKh4Vyj2szj8+X7ra+wYY94AbXXuqTu8IZizdgdqgwuwMQRXAmCXYtNHU/rfN96QuzOXj8bPZxy9oVKVMq1C9ti8D07NUtWLX7GGOnbSS2XmVa1420tsFWN8MP/zL1V5rBMwetbc+BpAceCOI+MmW7u/3SXMKx07mS972dY/j1EZkBJwqnlOLdOy4G4Np3FpFh9QNNgKf3mTI9BQ5vtb49h5EE7nRpKTBnDKgQuPoNvzTZ5cV52fWd4/vx7NUXymJVokhqR5alS6NqAPyx0Q894vBy0M+1yNXbsUE3NlwSuNONq2HKVreCH5Lo41+vzq5vG9dXErcoto/vvYTw0BAe+mwFe476YTed9g+466s/t749B5EE7mQpx911P6z3/cPKBH5YtReA9c/1JixU/nmI4gsLDWHCjWadlK4vzSMtI9P6Rh81G4vw82A4sN769hxCfkKd7C3XbMvY+80sNAulpGXw+DdmadBvH+pI+dLyfFt47vq2tYmtVxmAxiN+s343+8ho+M8qU5/UGU4ExwNNSeBOdXgrnHJtKdXvZUub0lrTecLc7ONLZH9L4SWlFN882DH7uP7wGdY3WqUBXOIalfJxP+vbcwBJ4E7182BTdnkcQqwdvvf0j+s4cioVMPe9hfCFkBD3RsgAb8z2wyiR/q9AdEc4sg1W/s/69mwmCdyJDm81s8vqd4Nez57/ei8kn07jy2V7ABjRr7nc9xY+VbdKBGtGXQnAa7P/4bp3Flk/U3PAF6b85d+w6Vdr27KZ/LQ6TdIeMxwq/QxcP9ny5lqPmZVdf+CyBpa3J4JPpYhSfO3awWf1niTu+HApyWcs3Eszogq0vdPUv74DTh0p/PoAJgncad5pb8pqTaBiTUubuv2Dv7Prm8f2sbQtEdwubVCV9c/15ro2tYjbdYzWz83it3X7rVu98Oo33fVPrrKmDQfwOIErpeoqpeYppTYppTYopYb4MrCgk5kJ39wFaachqjkMtm7bqNT0TG56bzGLt5ueyfwnu8s0eWG58qXDeH1AW4a5NsF++POVNHh6Bk98s4btiSd921hIiNnsu1ZbOLQRRlcy6+mXMN70wNOBJ7TWzYEOwGClVAvfhBWEpvSGjT+b+t2/WDppp/momcTtMov/DOnZmJhq5SxrS4i8HurWkE/vb599/P3KBHq+soDF2y3YECJr1UKAaY/5/vNt5nEC11rv11qvdNVPAJuA2r4KLKjsWQ4Jrh73Va/n3v/Px9YmJGWvUfHlAx147IomlrUlREG6No5i5/h+jL32wuxzt3+wlNbPzeJsug97ymUj4eElpr7yE/eWhCWET+6BK6VigLbA0nxeG6SUilNKxSUmJvqiuZIlYQV81MvUr34DYu+1rKkjJ89yzduLAJj3ZHc6NqxqWVtCnI9Sijs7xrB1XF/6tjRr3CefSaPpMzM5kOzDTZJrtIDbXbtZzXjSbAxeQnidwJVS5YHvgUe11sfzvq61fl9rHau1jo2KivK2uZIlMxM+vNx9fPE9ljV1IiWNi593ryVeX26bCIcoFRrCe3dczJbn3Q/SO4yfw5hfN/quN97kSnf9tQshw8JRMH6kvJniqpQqBUwDftdav3q+62NjY3VcXJzH7ZUoWsNzke7jZ5Msue+dkalp+HTuWXBbx/WllIz3Fg61YtdRbnxvSfZx7ciyLHyqh/cLq+X8mesxAroN9e7z/EgptUJrHZv3vDejUBTwEbCpKMlb5PFrjkE7o45Zkry/Wb4nV/KOjCjF9hf6SfIWjnZxvSrsHN+PttGRAOxNOkP94TNIPHG28Deej1LmZ61UOZg3Drb+4X2wNvO4B66U6gL8BawDspYbe1prXeCiB9IDd9mzDD66wtQf2wiVfPfs989/ErlryrlDEL9/uKNsRCwCzu4jp7nsZff69K/f2oZr29Tyrje++28z6gvgvzugnPOfBRXUA/fqFkpxSQLH3PceY1ZpY+D30LiX1x+58/ApekycX/Dr4/vJut4iYKVnZDJpwXYmzvon+9wjPRrxZO+mnn/om+3g6HZT/+92KFfNyyitJQncKd6KhSOuRX1GJ3v1UQeSU+gwfk6+rz1xRRPu61KfUqEhhIfJLRMR+BJPnOWScbk39V72dE+qVyzj2QeOqwVpp0x91DEz+cehJIE7wd6V8IFrdbZhu6FMJY8/av6WQ9wzdXmuc38N7UHdKhHeRCiE43329y6e+cm9acO3D3X0fAnk7+6H9d+Z+qijlq/86SmfP8QUxaS1O3l3fMSr5P3+n9tzJe/7u9Rn5/h+krxFULijQz02jXEPObx50hKaj5zJkZMePOTMuWDclMBbD0h64P7y6oVwPMEsOp+1c4gH/t5xhAHvuxehip/Q3xfRCRGQ1u9N5qq3FmYfX926Fm/d1rZ4H5JzeGHF2vDYBr/sP1sc0gO30+K3TfIGGLy88GsLMW/zoezk3bFBVVY84/0DUCECWcvalVg18goiI0oB8OuafcQMm87sjcXYUk0pMxqlVDk4vtcsQRsgpAdutZOJMLGRqd8zA2I6e/QxyafTstfu/k/Pxjwua5gIkcv2xJP0fGVBrnPFei6UkQ5jXUMKa8fCA/kPELCD9MDtsPYbd/K+8nmPk3dKWkaujRckeQtxroZR5Ymf0J9RV7kXRe360jziD58q2geEhsGg+aa+Nw4+vMIM+3UwSeBW2bUYfnjA1Ds/Cp3+7dHHHD2VSrORM7OP5Z63EIW7r0t9drzQj3DXjOPuE+dzz9Qirq9fqy084rpLkLAM3u1gUZS+IQncClP7wVTX5sBtBsIVz3n0MSlpGbQb657uu2xET19EJ0SJFxKi+GdcX6b9uwsA87ckEjNsOkO+KsIAgmqN4ZEVpn54C7zZ1rE9cUngvpS0x+z8scss2Urv8XDdux591Kb9x3P1vLeN60v1Ch5OWBAiSLWsXYnVo67IPv559T6+XLab8z77q9YIRh6BUhFwdAe818mRKxjKQ0xfWf0F/PSw+3jwMojybKpvzLDp2fUQBVuel9UDhfCG1ppv4xL4cOEO/jlotm+b9dhlNKlRofA3ZqSbJZ/3rzHH9/0O0f6/rSIPMa30xa25k/ezSR4l7+lr9+dK3nd2qMeO8f0leQvhJaUUt1xSl2n/7kqHBmbW5pWv/cnCrefZxi00DB6YDxXrmOMpveHXRyH1tKXxFpX0wL2Rd03vdnfDNW8WeHlB0jMyafHs76Smu++zzXmiGw2jyvsgSCFEXt/E7eHl37dkL1H7TP/m/Ktrg4LfoDV83N99exRgxEEo5Z/bmrIWiq+lp8LzOXYYuvZdaDuwWB9x7FQqbcfmXpP4uja1ePGmVpQOc+aaDEKUFFmDBE6nml1/akeWZfbj3SgbXsjP3rF4eKO1+/jJbVDe+p3GJIH70vH98Goz97EHf4mLth1m4Ie5txCd8Z+utKhV0RcRCiGK6Ju4PQz9bi0AURVKM+aaC+nT8oLCl2D+8SFY86Wp12gJDy8q+FofkATuC5mZ8EpTOHXIfe6ZQxBWusgfkd8WZ/+7rz2XNZH9QoWwS2p6Jm/P3cqbc7dlnxt9dQvu6Vy/4Dd9ej1sn+s+/tccqHNOjvUJSeDeytvrvn4ytB5QrI949Y9/eHPO1uzjIT0b85jMqhTCMfYnn2H8jM38smZf9rmNY3oTER527sWpp8wtlcndINM1xLD51XDLpz5fDEsSuKdSjsOn18HeFe5zxVzL++DxFC59Ife6CmtHX0nFMqV8FKQQwpd+W7efhz9fmevchud6U650PokcYP0P8N297uOOj5jlM3yUyCWBe2LhazB7tPu41QC4YXKBl+e1cvcxbnh3ca5zo65qwX1dCvlaJoRwjLzfmgGWPt2TGvntApSRDovfhDk5Zl7fNBUuvN7rRC4JvDiWfQAznnQf12kPt31VpM1PMzI1b87Zyht5/tLb16/CVw90ICTEWesMCyEKl5KWwU2TFrN+7/Fc53/8v060ja587hvSz8KL9d3btQHc9TM06O5xDJLAi2Lm0/D3O7nPFWHmVXpGJm/N3XZO0gaoX60c857s7sMghRB2OJ6SRs9XFmSPHc/yyX3t6ZbfIIRju2DzdPh9ODS+EgZ+63HbksDzk5EO/8yEr/MZv937BWh7J5QpeFjfX1sTufOj/Fc563fRBbw78GJfRSqEcJApC3cyZtrGXOfCQ0P47dGu507Ae60lRHeEGz/wuL2CEngBd+RLsKM7IG4KLH4r/9cvugWue89Moc0jNT2Tg8dT6PrSvHzf+uSVTejQoCqxnm6wKoQICPd1qU/zmhUZ9fN6th4ya6ukZmTm2lDik/va06lhVUqFl4MMD/brLIKSk8C1Nr9C8qwbkpkBf78Hs0YU/v6hOyHi3MSbkakZO20jHy+OL/CtK0deQZVy4R4ELYQIVB0bVuWPx7sBkHDsNEO/W8vi7UeyX797ivl2Pj38DHXKnsLzbcwLVjISeEoymbNGEbLyY2jUC86egD1LC39P82vg8pGcqtiA0BDFmj1JlCudzD1Tl3O4CLtbT7rjYno0i5Ip70II6lSO4IsHzLOyo6dSuXXyEnfPnFJs23cEK26oepXAlVJ9gDeAUOBDrfUEn0SV17Y58NkNhV6S3e/eNrvAax5OHcKszFgyCIVVwKqtwLkPHgvyxoA2XNumdpGvF0IEnyrlwrN75gDLnh1LhVBrNoTwOIErpUKBd4ArgARguVLqF631xsLfWXxbfxhL42Jc/0tGR+ZktGV5ZjP2Uc2jNu/pFEO3JlH0aFbdo/cLIQRAmdJlCM1MseSzvemBtwe2aa13ACilvgKuBXyewJd2/Zhxv35GJKdIphyHdSU262jKkMoJzr/jdNfG1dh15DQ3tKtN+dJhdG8axfGUdFrUrEjpsJDCF60RQggvKKVolLrZks/2JoHXBvbkOE4ALs17kVJqEDAIIDo62qOG7ugYw4D2TxMmGxsIIQJMrZRthCjNPwu+pkm3W3362d5kxPy6recMKtdav6+1jtVax0ZFeb7iniRvIUQgWt35bY7p8kQ07eHzz/amB54A1M1xXAfYV8C1QggRlHpeeS1ceS35TLr3mjfd2uVAY6VUfaVUODAA+MU3YQkhhDgfj3vgWut0pdQjwO+YYYRTtNYbfBaZEEKIQnk1DlxrPQOYcd4LhRBC+Jw8GRRCiAAlCVwIIQKUJHAhhAhQksCFECJASQIXQogA5dcdeZRSicAuvzWYv2rAYZtj8ITE7V8St39J3IWrp7U+Zyq7XxO4Eyil4vLbmsjpJG7/krj9S+L2jNxCEUKIACUJXAghAlQwJvD37Q7AQxK3f0nc/iVxeyDo7oELIURJEYw9cCGEKBEkgQshRIAqkQlcKRWqlFqllJrmOq6ilPpDKbXVVVbOce1wpdQ2pdQWpVRv+6IGpVS8UmqdUmq1UirOdc7RsSulIpVS3ymlNiulNimlOgZAzE1df8ZZv44rpR51etyuOB5TSm1QSq1XSn2plCoTIHEPccW8QSn1qOuc4+JWSk1RSh1SSq3Pca7YcSqlLnb9LG9TSr2prNp4V2td4n4BjwNfANNcxy8Bw1z1YcCLrnoLYA1QGqgPbAdCbYw7HqiW55yjYwc+Af7lqocDkU6POU/8ocABoJ7T48bsQ7sTKOs6/ga4JwDibgmsByIwS1jPBho7MW7gMqAdsD7HuWLHCSwDOmK2nvwN6GtJvP7+y/TDX0AdYA5wOe4EvgWo6arXBLa46sOB4Tne+zvQ0cbY4zk3gTs2dqCiK6GoQIk5n9/DlcCiQIgb90biVVyJcJorfqfHfTPwYY7jkcBQp8YNxORJ4MWK03XN5hznbwMmWxFrSbyF8jrmH0dmjnM1tNb7AVxlddf5rB+ILAmuc3bRwCyl1Aql1CDXOSfH3gBIBKa6bll9qJQqh7NjzmsA8KWr7ui4tdZ7gYnAbmA/kKy1noXD48b0vi9TSlVVSkUA/TD76To97izFjbO2q573vM+VqASulLoKOKS1XlHUt+Rzzs5xlZ211u2AvsBgpdRlhVzrhNjDMF8339NatwVOYb5iFsQJMWdz7eV6DfDt+S7N55zf43bde70W83W9FlBOKXVHYW/J55zf49ZabwJeBP4AZmJuO6QX8hZHxF0EBcXpt/hLVAIHOgPXKKXiga+Ay5VSnwEHlVI1AVzlIdf1CZieQJY6wD7/hZub1nqfqzwE/Ai0x9mxJwAJWuulruPvMAndyTHn1BdYqbU+6Dp2ety9gJ1a60StdRrwA9AJ58eN1vojrXU7rfVlwFFgKwEQt0tx40xw1fOe97kSlcC11sO11nW01jGYr8ZztdZ3AL8Ad7suuxv42VX/BRiglCqtlKqPebCyzM9hA6CUKqeUqpBVx9zbXI+DY9daHwD2KKWauk71BDbi4JjzuA337RNwfty7gQ5KqQjXqIaewCacHzdKqequMhq4AfPn7vi4c8RT5Dhdt1lOKKU6uP6e7srxHt/y9wMNPz6I6I77IWZVzIPNra6ySo7rRmCeHm/BoifFRYy3Aear5RpgAzAiEGIH2gBxwFrgJ6Cy02N2xREBHAEq5TgXCHE/B2zG/Of+KWYERCDE/RfmP/c1QE+n/nlj/mPZD6RhetL3exInEOv6O9oOvE2eB/2++iVT6YUQIkCVqFsoQggRTCSBCyFEgJIELoQQAUoSuBBCBChJ4EIIEaAkgQshRICSBC6EEAHq/wGKnLV9sBUymQAAAABJRU5ErkJggg==", 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\n", 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" ] @@ -199,7 +233,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 81, "id": "23590877", "metadata": { "scrolled": false @@ -207,32 +241,38 @@ "outputs": [ { "data": { - "image/png": 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", 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ciKlLN9OsTlWS61WhSkJ4/snXr57oW/7zhJ94/KLOXHqKjTRpimc1eBM2bnxrAQDndW1Uqv0Gn9SQExvVCNvkDs43krTxw2hZzxmQ9a6PFpM8ahJb9hz2ODITyizBm7CRse8IAJ0aF988E8m+urN/vvVTH/3apvczRbIEb8KCqlK3agKXpjQJybtOK0psjOTrNQTQ+u4px8xCZQxYgjdhYurSLew4cLTQ2ZWizXV9W5A2fhh3D+3g29ZqzGRuKcUQySY6WII3YWHWmu0kxMZwbpfStb9Hshv6teSlK/OmWPhy8WZ27D/iYUQm1FiCNyEvO0eZOG8DtavG55uz1MCQTg1ZdO8g3/qFL821NnnjY/8tJuQNe24WAO1PqFFCyehUq0qCb7jj9TsOct/ny0rYw0QLS/Am5K3csg+Al66yGR+LUr1SPDf2awnAO/M2kGm1eIMleBPiPlv0u285nPuxV4TRQztQKd75l25z9xR+cW8MM9HLErwJaY9MXgFQ6Fjv5liPXNDJtzz8X3OOmcbQRBdL8CZk7TmUyda9Tq+QwsZ6N8e68OQmPH953hg8j01dSfKoSSSPmsQ/Plzs256do3yzcqtdkI1wluBNyLreHTnx3gI39pjindulEbedeewH4vupG0nbfgCAcZNWcO2EVFrfPYXVW/dVdIimgliCNyHrpzRnJqaLujfxOJLwc8egtqSNH8bCewbl2z5u8grWbNvP63PW+bYNevp7lm/aW9EhmgpgCd6EpM17DgHOpB41K8d7HE34ql01gXWPDiV17EAAvlq+lYFPzQRg5KC2xMc6wz4MfW4Wu9yx9k3kCGqCF5E0EVkiIotEJDWY5zLhL7etGOAfHy0B4NYzW3sZUkQQEepVSzxm+y0DWvPrQ0N8690e+qoiwzIVoCJq8GeoaldVTSm5qDGOH37bDkDXprU9jiRyvHltD9/yG9f2QESIiRGuOrWZb/tPaTu9CM0EiTXRmJCTlZ1DZrYyuOMJ1Kma4HU4EaNf2yRm3NmfF67oRv+2Sb7tD5/fiR7JdQD4izvmvokMwU7wCkwXkQUiMqKwAiIyQkRSRSQ1IyMjyOGYcND67ikANKsbHpNih5PW9atxTudjB2x754aeAOw4cJT9NrF3xAh2gu+jqicDQ4CbRaRfwQKq+rKqpqhqSlJS0rFHMFGhsDlGr+0T2NR85vjFx8b4LrimWjNNxAhqglfVTe7PbcAnQI/i9zDR6khW/htumtSuzAk1K3kUTXR6b0QvAK75708eR2LKS9ASvIhUFZHqucvAWcDSYJ3PhLeDR7PzrU+/45gveybIujWt5Vu2GaIiQzBr8A2A2SLyCzAfmKSqU4N4PhPGDvi1+z40vKMNLOaBmBjh5Ga1ALj9/UWexmLKR9ASvKquVdUu7qOjqo4L1rlM+Ju2bAsAI/q15I+9kr0NJoqNPKsdAF/8ssnjSEx5sG6SJiRUio8F4NSWdTyOJLqlJOfdd3DwqPWmCXeW4E1IqJboNMkk163qcSTRLTEu1rc8eckWDyMx5cESvAkJ89Y5XfMS42NLKGmC7R539E7/yVZMeLIEb0LCu/M3AFDNLq567rq+zv0Hs1Zv58e1OzyOxhwPS/AmpNSsYiNHhoJn/tAVsFp8uCsxwYvISRURiIleGfuOeB2CKeD8bo1Jqp5o/eHDXCA1+H+LyHwRuUlEagU7IBN9Hpu6EoCxwzp4HInxlxgXwwep6TatXxgrMcGral/gSqApkCoiE0VkUAm7GROwDxekA3B172RvAzH5pO9yJl35JX2Px5GYsgqoDV5VVwNjgX8A/YHnRGSliFwYzOBM5Nuy57BvOT7WLgmFko/+6oxNk77roMeRmLIKpA2+s4g8DawABgDnqmoHd/npIMdnItyHCzYC0DLJ+r+Hmo6NagLw9FerPI7ElFUgfdJeAF4BxqjqodyNqrpJRMYGLTITFZ6Y7iSPb0ae7m0g5hi5dxen7TiIqiIiHkdkSiuQ78Qfq+pb/sldRG4DUNW3ghaZiXhb9x4uuZDx1OU9mgJ5N6KZ8BJIgv9TIduuKec4TBTq+cjXACRY23vIuvecjlRLjOPThdYfPhwV+Z8lIpeLyBdACxH53O/xLWC3t5nj4j888JIHzvIwElOcygmxnNqyDu/9tNHrUEwZFNcGPxfYDNQDnvTbvg9YHMygTOTreN80AFrUq5pvgCsTepKqOzNrbdlz2GbZCjNF1uBVdb2qfqeqvVR1pt/jZ1W1cURNme09nOlbfv/GUz2MxATi3C4NAWxcmjBUXBPNbPfnPhHZ6/fYJyJ7Ky5EE2nGT3HuXK2SEEv96lYjDHU9W9QlPlZYvtn+7cNNcTX4vu7P6qpaw+9RXVVrVFyIJtIs/d25MzJ3QCsT2mJjhMxs5eXv13odiimlQG50aiUiie7y6SJyq41JY45H5fhYmtSuzFkdT/A6FBOghm7buw0+Fl4C6Z/2EZAtIq2B14AWwMSgRmUi1p6Dmcxbt5PBltzDyuihzkBwD36xzONITGkEkuBz3IuqFwDPqOodQMPghmUi1W3vLwQguZ4NTRBOhnVy/uUXbdztbSCmVAJJ8JkicjlwNfClu81mZTBlkrb9AAAXd2/icSSmNGJjhGt6J7N0014bvz+MBJLg/wz0Asap6joRaQG8HegJRCRWRBaKyJcllzaRLm2HMzJhJZt7Nexc3L0J2TnKKeNmcDTLxogPB4GMB79cVW9V1Xfd9XWqOr4U57gNZyRKE+UeneL8GdxwWguPIzFl0bFRXue5q16b52EkJlCB9KLpIyJficgqEVkrIutEJKD+UiLSBBgGvHq8gZrw95+Zzp9NjxZ1PY7ElIWIMOHPpwAw3wYfCwuBDBf8GnAHsADILuXxnwHuAqoXVUBERgAjAJo1a1bKw5tw4T/t24D29T2MxByP/m2TfMub9xyiYc3KHkZjShJIG/weVZ2iqttUdUfuo6SdROQcYJuqLiiunKq+rKopqpqSlJRUXFETxn7LcC6uPjS8I7ExNq54uBIRvvxbXwB6PfqNx9GYkgSS4L8VkX+KSC8ROTn3EcB+fYDzRCQNeA8YICIBX5w1kWXcZKf9vWvT2h5HYo7XSY1r+pbfmJvmXSCmRIEk+J5ACvAIzqiSTwJPlLSTqo5W1SaqmgxcBnyjqlcdR6wmjH2/KgOAVvWt/3skuHNQWwDu+9xufAplgfSiOaOQx4CKCM5EnioJgVz2MaHu1jPbkBDnpI/nv17tcTSmKIH0omkgIq+JyBR3/UQRua40J3GHHT6nrEGa8HY407k273+BzoS/d2/oCcCTX60ix8aoCUmBNNFMAKYBjdz1VcDtQYrHRKDc0SPjbWq+iNK9eR3f8s0Tf/YwElOUQP7j6qnqB0AOgDsuTWm7S5oolpvgbzuzjceRmPL25rU9AJiydAtHsiwthJpAEvwBEakLKICInArsCWpUJqLc/8VyABrUSPQ4ElPe+rVN4ox2TtPbKzZefMgJJMHfCXwOtBKROcCbwK1BjcpElOqJzoXVpOqW4CPRQ+efBMAT01d5HIkpKJAEvwzoD/QGbgQ6AiuDGZSJHAePZrHvSBbndG6IiN3gFIma1K5C3aoJALz1Q5q3wZh8AknwP6hqlqouU9WlqpoJ/BDswExk+GblNgB2HjjqcSQmmN5xe9Tc85n1iw8lRXZKFpETgMZAZRHpBuRWv2oAVSogNhMBFqc7l2seHN7R40hMMLU/IW+kyazsHOKsx1RIKO5dOBvnjtUmwFPk3cV6JzAm+KGZSJA7UXOT2lYniHQvXemMYHLeC3M8jsTkKrIGr6pvAG+IyEWq+lEFxmQiSMt6VVm7/YBN8BEFznBHCV2+eS9HsrJJjLP33GuB3Df+pYhcAST7l1fVB4MVlIkMmdk5rHWn6DORr1J8LPGxQma2snzTXro1s4HlvBZIQ9lnwHAgCzjg9zCmWFv3HvY6BFPBvhl5OgBLN+31NhADBFaDb6Kqg4MeiYk4q7buA+C/15zicSSmojSp7UwAcs+nS0lpXpsODWuUsIcJpkBq8HNFpFPQIzER57mv1wBQ3+5gjRr+9zoMeXaWh5EYCCzB9wUWiMivIrJYRJaIyOJgB2bCX7sGzkyNHRvVLKGkiSS5vWmM9wJpohkS9ChMRHo/daPXIRgPDOnUkKZ1KrNlz2HrE++xIl95EakjInWAfUU8jCmSqjM+uI1OEJ2GdmpIZrYyb91Or0OJasV9tC4AUt2fBR+pwQ/NhLNNe5weNA+cZ3ewRqNLujcB4G/vLvQ4kuhW3I1OLSoyEBNZxny8BIA29at7HInxQmv3fbcxiLxljWMmKGa6k2yfaN3kotYVPZsBsHKL9Yn3iiV4U+785+esWSXew0iMl67q2RyA790Pe1PxLMGbcnfZKz8C0KhmJY8jMV46sVENGteqzMR5G7wOJWoVN1xwnaKeA1BVuzxuCjXf7Tnx9B+6ehuI8VxWTg6/7z5Cxr4jNqOXBwLtRZMBrAJWu8sLSjqwiFQSkfki8ouILBORB8ojYBPa1mzb71vu2bKuh5GYUHD/uU4vqtQ0qw96ocgEr6otVLUlMA04V1XrqWpd4Bzg4wCOfQQYoKpdgK7AYHfCbhOhcnKUgU/NBKBqgg0Va+DMDg2oFB/D1+7MXqZiBdIGf4qqTs5dUdUpOHO0FksdudW5ePehxexiwtyIt/Juj1j6wNkeRmJCRUJcDCnN6/DhgnQy9h3xOpyoE0iC3y4iY0UkWUSai8jdwI5ADi4isSKyCNgGfKWq8wopM0JEUkUkNSPDrraHqwNHspixwqmlTbyhp02wbXz+0r8VAFOWbvY4kugTSIK/HEgCPnEfSe62Eqlqtqp2xZn2r4eInFRImZdVNUVVU5KSkgIO3ISOzOwcOt43zbfeu1U9D6MxoaZvm3o0rVOZuWsCqheaclTiYGNub5nbRKSaX5NLqajqbhH5DhgMLC3LMUzouv/zZb7lH0ef6WEkJlSd3Kw23/2aQU6OEhNj3+4qSok1eBHpLSLLgeXuehcReTGA/ZJEpJa7XBkYCKw8vnBNKHrH7ef87d9P5wTr+24K0ad1PfYcymTasi1ehxJVAmmieRo4G7fdXVV/AfoFsF9D4Ft37PifcNrgvyxroCY0pfnNudqiXlUPIzGh7PyujQH46zs/exxJdAlkPHhUdWOBi2bZAeyzGOhWxrhMmLjcvWu1odXcTTES4vLqkqpqF+ErSCA1+I0i0htQEUkQkb8DK4Iclwlxmdk5jP54CZvdYYE//GtvjyMyoe7xizsD8POG3d4GEkUCSfB/AW4GGgPpODct3RTEmEyIW7B+F23unsK78/PGGGlcq7KHEZlwMKxTQ6omxPLSd795HUrUCCTBt1PVK1W1garWV9WrgA7BDsyErg8X5J+Kb9G9gzyKxISTqolxDOjQgBkrtrJmm00KVxECSfDPB7jNRIl35+cl+K9H9qdWlQQPozHhZFinhgBc8OJcjyOJDsWNJtkL6A0kicidfk/VAGygkSjlP9b7c5d3o1VSNQ+jMeFmQPv6ADayZAUprgafAFTD+RCo7vfYC1wc/NBMKJq5Om84ifO6NPIwEhOOEuJiuL5vC9J3HeLQ0RI745njVNycrDOBmSIyQVXXV2BMJoRNXeLcqPLpzX08jsSEq35tk3h19jru+WwpT1zSxetwIlogbfCv5t6RCiAitUVkWjHlTYTauPMg76c67e9dm9byNhgTtnq0cOYS+nBBer4mP1P+Aknw9VR1d+6Kqu4C6gctIhOyrnrNGQz06l7NPY7EhLNK8bFUcecLmLTERpgMpkASfI6INMtdEZHm2LjuUSc7R1m/4yAADww/ZlBQY0pl0q2nATDqo8UeRxLZAhmq4G5gtojMdNf7ASOCF5IJRU9O/xWw8WZM+WhRryoNa1Zi857DbNt7mPo1bKiLYCixBq+qU4GTgfeBD4Duqmpt8FHmRffuwweHd/Q4EhMpcrtM9njka7KtLT4oAhkuWHDGcT9ZVb8AqohIj6BHZkKG/1Rrp7WxSVlM+XjgvLzKwmRriw+KQNrgXwR6kTeL0z7gX0GLyIScU8bNACCleW2PIzGRJC42hnEXONdzHvhiucfRRKZAEnxPVb0ZOAy+XjR2b3qU8O/G9vwVNvqzKV9X9nR6ZG3ff4Ql6Xs8jibyBJLgM0UkFrfnjIgkATlBjcqEjMvc8d4BGta0ESNN+fv3Vd0BOPeF2R5HEnkCSfDP4Uy2XV9ExgGzgUeCGpUJGfPX7QTggxt7eRyJiVRnndjAtzzk2VkeRhJ5AulF8w5wF/AosBk4X1X/F+zAjPd27M+7uGrt7yZYYmKEBWMHArBi89588wyY41NkgheROrkPYBvwLjAR2OpuMxGu+8POxdUHh3ckJsamWDPBU7daIvPGnAnA6I+XsHzTXo8jigzF1eAXAKnuz9zlVL9lE8EOHMnyLV+a0tTDSEy0aFCjEvedeyIAQ5+bRWa2Xeo7XsUl+D+qakugg6q2UNWW7qOFu91EsPP/NQeA6pXiqBRvw/+binFN72Tfcpu7p7B+xwHvgokAxSX4Z92fZZp6RUSaisi3IrJCRJaJyG1lOY6peF8u3sTqbfsB+GH0mR5HY6KJiLD0gbN96/3/+R1XvvojhzNt7PiyKC7BZ4rIf4EmIvJcwUcAx84CRqpqB+BU4GYRObE8gjbBdcvEhb7laomBDFdkTPmplhjHO9f39K3PWbOD8VNWehhR+CouwZ8DTAMOkdcO7/8olqpuVtWf3eV9wAqg8fEGbIIrt1skwG+PDPUwEhPN+rSul28y9wlz01ix2S68llaRCV5Vt6vqe8B5qvpGwUdpTiIiyUA3YN7xhWuC7ZOFvwPw/ohTibWeM8ZDtaoksHrcEN/6kGdnsW3fYQ8jCj+B3Oh0SES+FpGlACLSWUTGBnoCEakGfATcrqrHfASLyAgRSRWR1IyMjGMPYCrM3sOZvj7IPVvW9TgaYyA+NoZpt/fzrfcY93W+Hl6meIEk+FeA0UAmgKouBi4L5OAiEo+T3N9R1Y8LK6OqL6tqiqqmJCXZSIVe6nz/dK9DMOYY7U6ozooHB/vWO95no5UHKpAEX0VV5xfYVuJHqDvM8GvAClV9qizBmYqjmjeo2E93D/QwEmOOVTkhlrmjBvjWx366xMNowkcgCX67iLQib7Cxi3GGLChJH+CPwAARWeQ+7KpdiBr41EzfclL1RA8jMaZwjWpV5ru/nw7A2z9u4D8zf/M2oDAg/jW3QguItAReBnoDu4B1wJWqur68g0lJSdHUVLtJtqK1HD2J3FGBp93ej3YnVPc2IGOKsWD9Li56Ke/2nLTxwzyMxnsiskBVUwp7LpDBxtaq6kAgCWgPnA70LdcIjWee+mqVL7l3blLTkrsJed2b1+Yv/Vv51kd+8IuH0YS24gYbqyEio0XkBREZBBwErgbWAJdWVIAmeGatzuC5r1cD0K5BdT69qY/HERkTmFFD2vPpzc7f60c/p7Ng/c4S9ohOxdXg3wLaAUuAG4DpwCU4wwUPr4DYTBBNmLOOP76Wd+186u2n2YiRJqx0bVqLHsnOwLYXvfSD9ZEvRJFt8CKyRFU7ucuxwHagmXtXalBYG3zwLUnfc8zMOb89MtRuajJhq8M9UzmUmU29agmkjh1U8g4Rpqxt8Jm5C6qaDawLZnI3wZWVncOzM1Yfk9yfvKSLJXcT1lY8NJi2Daqxff9RkkdN4miWDTOcq7gafDaQO1anAJVx2uEFUFWtUd7BWA2+/OXkKC/PWnvMYE1/PLU5vVrVZXDHE6xpxoS9o1k5tB07xbf+/f+dQbO6VTyMqOIUV4MvsZtkRbIEX/56jJvBtn1H8m37+1ltufmM1jj3ohkTGQ5nZtP+nqm+9WjpPnlc3SRN+Br41Mx8yX3lQ4NJGz+MWwa0seRuIk6l+Fgm33qabz151CSyc0KnAusFS/AR6q0f0ljjTtoBTnK3mZlMpDuxUQ0+uzmvu+8FL87xMBrvWYKPQJnZOdzz2TLf+mc397HkbqJGl6a1eOu6HgAsTt/Doo27vQ3IQ5bgI1Cbu/MuNq0ZN4QuTWt5F4wxHjitTRJXndoMcOYX3rznkMcRecMSfIRZvilvyP05owYQF2tvsYlOD5/fiQfO6whAr0e/IX3XQY8jqnj23x9hbngzrxdSo5qVPIzEGO9d3TvZt9z3sW/Zsf9I0YUjkCX4CJKatpPfdx/ixIY1mHFnf+spYwzkm/av+8MzWLZpj4fRVCxL8BFCVbn43z8A8Pez29K6fjWPIzImNMTHxrDq4bwkP+y52VHTfdISfIR41h0VEqB/2/oeRmJM6EmIi+Ht63r61luNmUxOFCR5S/AR4pkZToK/fWAbG1vGmEL0bVOPlQ/lze3acsxkDmdmexhR8FmCjwC5PWfqV0/k9oFtPY7GmNBVKT6WH0bnze3q3ykhElmCjwBDn5sFwD3nnOhxJMaEvoY1K/uGNJi1ejuL03d7G1AQWYIPc9e/kVcD6d68toeRGBM+TmxUw9cmf94Lc1j6e2T2rLEEH8ZUlRkrtgLwl/6taFSrsscRGRM++rapxzVuP/lznp/NC9+sjrgLr5bgw9g78zb4lkcNae9hJMaEp/vdO10Bnpi+ioUbd3kYTfkLWoIXkddFZJuILA3WOaLZ/HU7Gfup89LOGTWghNLGmKLMH3Omb/n12WneBRIEwazBTwAGl1TIlM2l/3Fuarq+bwsaW9OMMWVWv0YlZt11BrExwqQlm5m5KsPrkMpN0BK8qn4P7AzW8aOVqpI8apJvfczQDh5GY0xkaFqnCj+PHUTtKvFc/fp83v5xvdchlQvP2+BFZISIpIpIakZG5HxyBktuzR1g4g09bT5VY8pJzSrxPH/5yQCM/XQpOw8c9Tii4+d5glfVl1U1RVVTkpKSvA4npM1ft5Of0pyLQDf2b0nvVvU8jsiYyNK3TT0u7NYYgAtfnENWdo7HER0fzxO8CcyzM1bnq72PHmJNM8YEw5OXduHWAa1J23GQK16Z53U4x8USfBj4KW0nT89Y5Vv/7ZGhHkZjTGQTEe48qx3VE+OYn7aT5FGTwnbMmmB2k3wX+AFoJyLpInJdsM4Vyf6XupFL/p1Xc08bP8wGEzOmAnx5a1/f8tWvz/cwkrILZi+ay1W1oarGq2oTVX0tWOeKVHd9+Av/9+Fi33rq2IEeRmNMdGletypz3XtM5q3bSe9Hv/Y4otKzJpoQ9d78DXyQmu5bTxs/jHrVEj2MyJjo06hWZabf0Q+ATXsOM3XpFo8jKh1L8CFobcZ+Rn28xLe+xm/KMWNMxWrboDr/+0svAP7y9gI+W/S7xxEFzhJ8iFm4YRcDnpzpW08bP4y4WHubjPHSKcl1+PTmPgDc9t4iej4yA9XQH5jMMkcI2br3MBe8ONe37j/7jDHGW12b1mLiDc4Qw1v3HuHcF2Z7HFHJLMGHkJ6P5F3ESRs/jErxsR5GY4wpqHererx5bQ8Alv6+lzfmpnkbUAkswYeIbg9O9y3/+6qTPYzEGFOcfm2TfLOn3ff5Mt7/aUMJe3jHEnwIOPvp79l1MBOAF688mcEnNfQ4ImNMca7r24LHLuoEwD8+WsJ5IdpcYwneQ4eOZtNy9CR+3boPgI9v6s3QTpbcjQkHfzilGeMuOAmAxel7uO29hSE3I5QleI+oKh3unUru38PjF3Xm5GY2p6ox4eTKns15/OLOAHy2aBMtx0wOqSRvCd4DC9bvosXoyb71czo35NJTmnoYkTGmrC5Nacp9557oW285ZjKzV2/3MKI8Ekp9OVNSUjQ1NdXrMIImJ0dpOWZyvm1vXNuD/m1tmGRjwt3RrBzajp3iW//or73o3rxO0M8rIgtUNaXQ5yzBVwz/WZhypY0f5kEkxphgUdV83877tK7L29f1RCR4AwQWl+CtiSbIVm7Ze0xyf+KSLqx71Ib8NSbSiAhp44dxY7+WAMxZs4MWoyd7NtywJfggyc5RbngzlcHPzMq3/alLu3Bx9yZB/UQ3xnjrb2e2ybfe/p6pjJ+yssKHN7AmmiDIzlFaFWhrv3VAa+48q51HERljKtrc37az7Pe9jJu8It/2RfcOolaVhHI7j7XBV5Bt+w7TY9yxY0ZbW7sx0UtVueKVefywdke+7W9f15PereoSc5wT+FiCrwDPzlidb1o9cO5KtRuXjDHgJPrh/5rD4vQ9+bZ/cUtfOjWpWebjWoIPkr2HM7nylXks+T3/G3bX4HZc0zuZKglxHkVmjAlVs1dv56rX8k/m/fM9g6hTtWzNNsUleMtApbDrwFEyc3K4/o3UYz6Fc616eAgJcXbt2hhTuL5t6pE2fhhp2w9w+hPfAbDzwJEyJ/jiRE2Cf/G7NTSvU5VhnQtvMjmSlY0g5LjfaJb8vof7P1/Gsk17Azr+tNv70aZ+teNuTzPGRIfkelV55U8p3PBmKoczc4JyjohO8IczszmanUNiXAyPT/0VgCEnDeVwVjart+7nh7U7GD9lZZmPP3JQ22O6QxljTKAqu3M+HApSP/mwT/CqygUvzmXRxt0BlS84VEBpNK5VmRl39qdygk3EYYw5fnGxzjf+zOwwrMGLyGDgWSAWeFVVx5f3OfYfyQo4uQdizND2nNS4Jlv3Hua8Lo2JtSYXY0yQxLsJPis7OJ1dgpbgRSQW+BcwCEgHfhKRz1V1eXmep3qleMYO68DDk1Zwx8C2vq6K1/dtQeWEWFrXr0ajWpWpVy2RhjUrkZ2jVE0M+y8uxpgIEBfjdMjIygm/GnwPYI2qrgUQkfeA4UC5JniA609ryfWnOWM/3DbQ2sSNMeEht4nm+1XbGdC+QbkfP5j9+RoDG/3W091t+YjICBFJFZHUjIyMIIZjjDGhacLcNA4cySr34wYzwRfWeH1MQ5OqvqyqKaqakpRk46IbY6JHuwbVAadHXjCajoPZRJMO+E9T1ATYFMTzGWNMWImLjQnqWFXBrMH/BLQRkRYikgBcBnwexPMZY4zxE7QavKpmicgtwDScbpKvq+qyYJ3PGGNMfkHtL6iqk4Gy31lkjDGmzGxULGOMiVCW4I0xJkJZgjfGmAhlCd4YYyKUJXhjjIlQITVln4hkAOs9DqMesN3jGMrC4q5YFnfFCse4Kyrm5qpa6DAAIZXgQ4GIpBY1v2Eos7grlsVdscIx7lCI2ZpojDEmQlmCN8aYCGUJ/lgvex1AGVncFcvirljhGLfnMVsbvDHGRCirwRtjTISyBG+MMREqKhO8iMSKyEIR+dJdryMiX4nIavdnbb+yo0VkjYj8KiJnexhzmogsEZFFIpIaRnHXEpEPRWSliKwQkV6hHreItHNf59zHXhG5PdTjduO4Q0SWichSEXlXRCqFSdy3uTEvE5Hb3W0hF7eIvC4i20Rkqd+2UscpIt3d/+c1IvKciBQ2A97xU9WoewB3AhOBL931x4FR7vIo4DF3+UTgFyARaAH8BsR6FHMaUK/AtnCI+w3genc5AagVDnH7xR8LbAGah3rcOHMerwMqu+sfANeEQdwnAUuBKjhDmM8A2oRi3EA/4GRgqd+2UscJzAd64UxtOgUYEox4o64GLyJNgGHAq36bh+MkItyf5/ttf09Vj6jqOmAN0KOCQg1ESMctIjVw/iFeA1DVo6q6mxCPu4Azgd9UdT3hEXccUFlE4nAS5iZCP+4OwI+qelBVs4CZwAWEYNyq+j2ws8DmUsUpIg2BGqr6gzrZ/k2/fcpV1CV44BngLiDHb1sDVd0M4P6s725vDGz0K5fubvOCAtNFZIGIjHC3hXrcLYEM4L9uk9irIlKV0I/b32XAu+5ySMetqr8DTwAbgM3AHlWdTojHjVN77ycidUWkCjAUZz7nUI87V2njbOwuF9xe7qIqwYvIOcA2VV0Q6C6FbPOqX2kfVT0ZGALcLCL9iikbKnHH4XydfUlVuwEHcL7CFiVU4gbAnUv4POB/JRUtZFuFx+22/Q7HaQ5oBFQVkauK26WQbRUet6quAB4DvgKm4jRrZBWzS0jEHYCi4qyw+KMqwQN9gPNEJA14DxggIm8DW92vTbg/t7nl03FqErma4HzlrXCqusn9uQ34BOcraajHnQ6kq+o8d/1DnIQf6nHnGgL8rKpb3fVQj3sgsE5VM1Q1E/gY6E3ox42qvqaqJ6tqP5wmkNWEQdyu0saZ7i4X3F7uoirBq+poVW2iqsk4X72/UdWrgM+Bq91iVwOfucufA5eJSKKItMC58DO/gsNGRKqKSPXcZeAsnK+1IR23qm4BNopIO3fTmcByQjxuP5eT1zwDoR/3BuBUEani9so4E1hB6MeNiNR3fzYDLsR53UM+br94Ao7TbcbZJyKnuu/Tn/z2KV8VceU5FB/A6eT1oqkLfI1Ta/gaqONX7m6cq9+/EqQr3QHE2hLna+svwDLg7nCI242jK5AKLAY+BWqHSdxVgB1ATb9t4RD3A8BKnArAWzg9OMIh7lk4H/6/AGeG6uuN88GzGcjEqYlfV5Y4gRT3PfoNeAF3VIHyfthQBcYYE6GiqonGGGOiiSV4Y4yJUJbgjTEmQlmCN8aYCGUJ3hhjIpQleOM5EXk6dwRBd32aiLzqt/6kiNxZTueaICIXl8exChx3jN9ysv9og4WUfaaEO5FLc973RKRNeRzLRB5L8CYUzMW54xIRiQHqAR39nu8NzPEgrtIYU3IRZ2hZ4FR1Bq0qDy/hjK1kzDEswZtQMAc3weMk9qU4d/rVFpFEnNEGzxaRn9wxw18WRwcR8d3B6NacF7vL3UVkpjs427TcW8n9FVVGRL4TkcdEZL6IrBKR09ztVUTkAxFZLCLvi8g8EUkRkfE4IzguEpF33MPHisgr4oxvPl1EKrvbL8YZbyU3hjQReUBEfnbHB2/vbr9fRN5w900TkQtF5HG3zFQRiXcPMQsYKM7okcbkYwneeE6dcXay3NvUewM/APNwxstOwbkL9gVVPUVVTwIqA+eoM0hVgoi0dA/1B+ADN/k9D1ysqt2B14Fx/ucMoEycqvYAbgfuc7fdBOxS1c7AQ0B3N/5RwCFV7aqqV7pl2wD/UtWOwG7gInd7H6DgYHfb1RlI7iXg737bW+EMbT0ceBv4VlU7AYfc7ahqDs4wtF2KeHlNFLNPfRMqcmvxvYGncIZP7Q3swWnCOUNE7sIZQqAOzpANX+BManEpMB4nwf8BaIczicRXzlAfxOLcXu6vpDIfuz8XAMnucl/gWQBVXZr7baEI61R1USHHaIgzhLI//3Nd6Ld9iqpmisgSN77cmv8Sv+OBM7hVI4794DBRzhK8CRW57fCdcJpoNgIjgb04tetXgRRV3Sgi9wOV3P3eB/4nIh8DqqqrRaQTsExVexVzPimhzBH3ZzZ5/yelmVbtiN9yNs63DnBq35WKKOt/Lt92Vc0RkUzNG1ckp0C5Su5xjcnHmmhMqJgDnAPsVNVsVd2JM71fL5wmG4DtIlINpx0bAFX9DScx3oOT7MEZ2ClJRHqB0xwjIv4XbQMtU9BsnG8LiMiJOB9GuTL92sWLswJoHUC50miL843GmHwswZtQsQSn98yPBbbtUdXtwCvu+qfATwX2fR+4Cqe5BlU9ivMh8JiI/AIsIu8iLoGWKcSLOB8Ki4F/4Fwb2OM+9zKw2O8ia1Em4YxkWi5EpAFO+3/BJihjbDRJYwIlIrFAvKoeFpFWOEPDtnU/LEpznNk4F4l3l0NMdwB7VfW14z2WiTzWBm9M4KoA37pNMQL8tbTJ3TUSaIbTu+Z47cYZ992YY1gN3hhjIpS1wRtjTISyBG+MMRHKErwxxkQoS/DGGBOhLMEbY0yE+n+F7NpbLwQYXAAAAABJRU5ErkJggg==\n", 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", 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\n", 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", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -249,21 +289,21 @@ "w = np.linspace(wavelength_start,wavelength_end,len(data_0[1]))\n", "# Display an example of data_0\n", "GUI.plotSpectra(xdata=data_0[0,:,0],ydata=data_0[0,:,1],xlab='Wavelength(nm)',ylab='Reflected Intensity',\n", - " title='Unprocessed data_0 Spectrum' )\n", + " title='Unprocessed data_0 Spectrum')\n", "# Display an example of data_1\n", "GUI.plotSpectra(xdata=data_1[0,:,0], ydata=data_1[0,:,1],xlab='Wavelength(nm)',ylab='Reflected Intensity',\n", " title='Unprocessed data_1 Spectrum' )\n", - "# Display an example of paper\n", - "GUI.plotSpectra(xdata=baseline_pap[:,1],ydata=baseline_pap[:,0],xlab=\"Wavelength[nm]\",\n", - " ylab='Reflected Intensity',title='baseline_pap')\n", - "# # Display an example of broadband output\n", - "# GUI.plotSpectra(xdata=baseline_BrOut[:,0],ydata=baseline_BrOut[:,1],xlab=\"Wavelength[nm]\",\n", - "# ylab='Reflected Intensity',title='baseline_BrOut')" + "# # Display an example of paper\n", + "# GUI.plotSpectra(xdata=baseline_pap[:,1],ydata=baseline_pap[:,0],xlab=\"Wavelength[nm]\",\n", + "# ylab='Reflected Intensity',title='baseline_pap')\n", + "# Display an example of broadband output\n", + "GUI.plotSpectra(xdata=baseline_BrOut[:,0],ydata=baseline_BrOut[:,1],xlab=\"Wavelength[nm]\",\n", + " ylab='Incident Intensity',title='baseline_BrOut')" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 9, "id": "effa2ce3", "metadata": {}, "outputs": [], @@ -279,13 +319,21 @@ "# plt.plot(np.transpose(data_0[:,:,1]))" ] }, + { + "cell_type": "code", + "execution_count": null, + "id": "27fcf69e", + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "markdown", "id": "ab875077", "metadata": {}, "source": [ "### Preprocessing of the data\n", - "* Crop to 350nm to 1024nm\n", + "* Crop to 360nm to 1024nm\n", "* Normalize (MinMax norm)\n", "* Subtract the normalized broadband output\n", "* Dimensionality reduction\n", @@ -294,90 +342,204 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 90, "id": "73e46916", - "metadata": {}, + "metadata": { + "scrolled": true + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "shape: (36, 2858, 2)\n", - "Size of data_0, (36, 2858, 2)\n", - "Size of data_1, (36, 2858, 2)\n" + "(36, 2858, 2)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\David\\AppData\\Local\\Temp\\ipykernel_17788\\3502403062.py:32: RuntimeWarning: divide by zero encountered in true_divide\n", + " relative_reflected_light = spectra / baseline\n" ] }, { "data": { - "image/png": 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", "text/plain": [ - "
" + "Text(0.5, 1.0, 'Signal with broadband transfer function removed')" ] }, + "execution_count": 90, "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ + "FLAG_Baseline = True\n", "# Load in the baseline \n", - "# baseline = baseline_BrOut # --------------------------------- flag\n", - "baseline = baseline_pap[:,:]\n", - "baseline = process.normalize(baseline)[:,0]\n", - "plt.plot(baseline)\n", - "# Normalize all data\n", + "baseline = baseline_BrOut # --------------------------------- flag\n", + "# baseline = baseline_pap[:,:]\n", + "baseline = process.normalize(baseline)[:,1]\n", + "# plt.plot(baseline)\n", + "\n", + "# Normalize the spectra \n", + "\n", + "# If we are using the BrOut baseline subtraction\n", + "''' \n", + "Find the index of the max within the spectra.\n", + "Scale spectra to the corresponding point on baseline\n", + "Get the reflectance relative the the baseline\n", + " if perfect reflector then baseline should be all 1s\n", + "\n", + "'''\n", + "print(data_0.shape)\n", + "# Normalize the peak of the signal to 1. This allows us to find the proportional height above the baseline\n", "data_0_norm = process.normalize(data_0)\n", - "data_0_saved = data_0_norm.copy()\n", - "print('shape:', data_0_norm.shape)\n", - "data_0_norm = process.subtractBaseline(data_0_norm,baseline)\n", - "data_0_norm = process.normalize(data_0_norm)\n", - "\n", - "data_1_norm = process.normalize(data_1)\n", - "data_1_saved = data_1_norm.copy()\n", - "data_1_norm = process.subtractBaseline(data_1_norm,baseline)\n", - "data_1_norm = process.normalize(data_1_norm)\n", - "\n", - "print('Size of data_0,', data_0_norm.shape)\n", - "print('Size of data_1,', data_1_norm.shape)\n" + "if FLAG_Baseline:\n", + " # For each spectra\n", + " for i in range (data_0_norm[:,:,1].shape[0]):\n", + " # Subtract baseline\n", + "# spectra = data_0_norm[i,:,1]\n", + "# diff = spectra-baseline\n", + "# index = np.argmax(diff)\n", + "# # scale spectra such that the greatest overshoot is on the line\n", + "# spectra = spectra * (baseline[index]/spectra[index])\n", + " # Subtract baseline from the spectra\n", + "# relative_reflected_light = 1 - (baseline-spectra) # this doesnt really make any sense\n", + " relative_reflected_light = spectra / baseline\n", + "# plt.plot(data_0_norm[35,:,1])\n", + "# plt.plot(diff)\n", + "# plt.plot(spectra) \n", + "plt.plot(data_0_norm[0,:,0],relative_reflected_light)\n", + "plt.ylim([0,1])\n", + "plt.title('Signal with broadband transfer function removed')\n", + "\n", + "\n", + "# # Normalize all data\n", + "# data_0_norm = process.normalize(data_0)\n", + "# data_0_saved = data_0_norm.copy()\n", + "# print('shape:', data_0_norm.shape)\n", + "# data_0_norm = process.subtractBaseline(data_0_norm,baseline)\n", + "# data_0_norm = process.normalize(data_0_norm)\n", + "\n", + "# data_1_norm = process.normalize(data_1)\n", + "# data_1_saved = data_1_norm.copy()\n", + "# data_1_norm = process.subtractBaseline(data_1_norm,baseline)\n", + "# data_1_norm = process.normalize(data_1_norm)\n", + "\n", + "# print('Size of data_0,', data_0_norm.shape)\n", + "# print('Size of data_1,', data_1_norm.shape)\n" ] }, { "cell_type": "code", - "execution_count": 55, - "id": "b9d7d7ea", + "execution_count": 72, + "id": "f679565c", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[10, 20, 30]\n" + ] + } + ], "source": [ - "# plt.plot(np.transpose(data_0_norm[:,:,1]))\n", - "# plt.plot(np.transpose(data_1_norm[:,:,1]))" + "a = [10,20,30]\n", + "for x in a:\n", + " x = 0\n", + " \n", + "print(a)" ] }, { "cell_type": "code", - "execution_count": 56, - "id": "5dc29ad1", + "execution_count": 53, + "id": "51442ca9", "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1226\n" + ] + }, { "data": { - "image/png": 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", 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" + "[]" ] }, + "execution_count": 53, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" }, { "data": { - "image/png": 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", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], + "source": [ + "a = [10,20,30]\n", + "np.argmax(a)\n", + "# Normalize the signal, we want the relative height above the baseline not the absolute. \n", + "data = data_0[0,:,:].copy()\n", + "data = process.normalize(data)\n", + "spectra = data[:,1]\n", + "# spectra = data_0[0,:,1].copy()\n", + "# find the point with the greatest overshoot of the baseline\n", + "# plt.plot(spectra)\n", + "# plt.plot(baseline)\n", + "# plt.ylim([0,1])\n", + "diff = spectra-baseline\n", + "# plt.plot(diff)\n", + "index = np.argmax(diff)\n", + "print(index)\n", + "# scale spectra such that the greatest overshoot is on the line\n", + "spectra = spectra * (baseline[index]/spectra[index])\n", + "\n", + "plt.plot(spectra)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "b9d7d7ea", + "metadata": {}, + "outputs": [], + "source": [ + "# plt.plot(np.transpose(data_0_norm[:,:,1]))\n", + "# plt.plot(np.transpose(data_1_norm[:,:,1]))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5dc29ad1", + "metadata": {}, + "outputs": [], "source": [ "# Plots of the normalized spectra\n", "GUI.plotSpectra(xdata=data_0_norm[0,:,0],ydata=data_0_norm[0,:,1],xlab='Wavelength(nm)',ylab='Reflected Intensity',\n", @@ -388,7 +550,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "9246a95b", "metadata": { "scrolled": false @@ -432,7 +594,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "id": "7bf78ac2", "metadata": {}, "outputs": [], @@ -530,21 +692,10 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "id": "3e871c11", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(36, 2857, 2)\n", - "(36,)\n", - "(36, 2857, 2)\n", - "(36,)\n" - ] - } - ], + "outputs": [], "source": [ "# plt.plot(np.transpose(data_0_norm[:,:,1]))\n", "# plt.plot(np.transpose(data_1_norm[:,:,1]))\n", @@ -565,18 +716,10 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "id": "14b3417e", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "sklearn version: 1.1.1\n" - ] - } - ], + "outputs": [], "source": [ "# This is revamped to just train the classifier and save it\n", "import sklearn\n", @@ -603,7 +746,7 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": null, "id": "0839a883", "metadata": {}, "outputs": [], @@ -630,21 +773,10 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": null, "id": "b7b6f2dd", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([108, 108], dtype=int64)" - ] - }, - "execution_count": 71, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "cf_matrix\n", "np.sum(cf_matrix, axis=1)" @@ -652,32 +784,10 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": null, "id": "d3aed66a", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 93 15]\n", - " [ 6 102]]\n", - "F1s [0.8888888888888888, 0.8888888888888888, 0.8888888888888888, 0.8328173374613004, 0.8328173374613004, 0.8328173374613004, 0.9442724458204333, 0.9442724458204333, 0.9442724458204333, 0.9442724458204333, 0.9442724458204333, 0.9442724458204333]\n", - "The mean f1 score is: 0.9025627794977639\n", - "The mean accuracy is: 0.9027777777777778\n" - ] - } - ], + "outputs": [], "source": [ "# Training of the KNN\n", "F1s = []\n", @@ -714,30 +824,10 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": null, "id": "159c8ed5", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "F1s [0.4461538461538461, 0.8285714285714286, 0.7662337662337663, 0.5418181818181818, 0.8285714285714286, 0.7662337662337663, 0.625, 0.5418181818181818, 0.8285714285714286, 0.4461538461538461, 0.8285714285714286, 0.625]\n", - "The mean f1 score is: 0.6727247752247751\n", - "The mean accuracy is: 0.7129629629629628\n" - ] - } - ], + "outputs": [], "source": [ "# Training of the SVM\n", "from sklearn.svm import SVC\n", @@ -775,7 +865,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "id": "4cd8e6f6", "metadata": { "scrolled": true