From 5bba68dbb84201a82db858d3b0227e3bb8b405bd Mon Sep 17 00:00:00 2001 From: Shuaihua Shlu Date: Mon, 30 May 2022 18:34:38 +0000 Subject: [PATCH] Upload New File --- excel.plot.ipynb | 656 +++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 656 insertions(+) create mode 100644 excel.plot.ipynb diff --git a/excel.plot.ipynb b/excel.plot.ipynb new file mode 100644 index 0000000..dbf889e --- /dev/null +++ b/excel.plot.ipynb @@ -0,0 +1,656 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "1e477188", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "a3e71013", + "metadata": {}, + "outputs": [], + "source": [ + "filepath=\"/home/shlu/Documents/ML_Liquid/ParametresTest/\"\n", + "filename=\"parametrestest.xlsx\"" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "f7bc8387", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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"cell_type": "code", + "execution_count": 7, + "id": "34633aa1", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_11205/4049936971.py:14: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig0.show()\n" + ] + }, + { + "data": { + "image/png": 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bpmmcX0REWpDI4F8L9G30vE8wrdllgvH7zkBLnWiOA3D3ZR67du0RYEwr1ZvWzIzyaAkvqoufiIi0IJHB/wYw1MwGmlkBcAEwtckyU4GLg8fnATO85YvR1wIjzKxhF/5MoLIVa05r49XFT0REDiIvUS/s7rVmdiXwLJAL/K+7LzCz64EKd59KbHz+L2ZWBWwm9uEAADNbQezkvQIz+wzwcXdfaGY/BV4wsxpgJXBJorYh3ZwcdPGbUbmBccMjYZcjIiIpyLKh21tZWZlXVFSEXUZSXPbnCuav3cbLU8YTu/BBRESyjZnNcfey5ual1cl9cnATouriJyIiB6bgzzBjS2OnP6iLn4iINEfBn2EiHdtwbN8uTFcXPxERaYaCPwNNKI3w9pqtVH+wN+xSREQkxSj4M1B5tAR3mKm9fhERaULBn4HUxU9ERA5EwZ+BzIzx0QgvVamLn4iIfJSCP0OVR0vYta+OV9XFT0REGlHwZ6iTBxXRNj+X6ZUa5xcRkQ8p+DNUm/xcTh3anRmLNpAN3RlFRCQ+Cv4MNiEaYe3W3Sx6X138REQkRsGfwcaVxm7Uoy5+IiLSQMGfwSId23Bsn85M0zi/iIgEFPwZrjxaoi5+IiKyn4I/w5VHI7Eufou11y8iIgr+jDeiZyd6dm6jcX4REQEU/BnPzBhfGuHFperiJyIicQS/mT1mZmebmT4kpKkJQRe/197dHHYpIiISsnjC/B7gQmCpmd1oZsMTXJO0spMHN3Tx0+F+EZFsd9Dgd/dp7n4RMBpYAUwzs9lm9hUzy090gXLkGrr4Ta9UFz8RkWwX1+F7MysCLgG+CrwJ3E7sg8BzCatMWlV5qbr4iYhIfGP8jwMvAu2AT7v7Oe7+sLtfBXRIdIHSOsYHXfxmLNJlfSIi2SyePf473H2Eu9/g7usaz3D3sgTVJa0s0qmhi5/G+UVEslleHMt0NbPPNZm2DZjn7tp9TCPl0RJunbaEjTv20r1DYdjliIhICOLZ478U+D1wUfD1O+C7wMtm9qUE1iatbHxprIufDveLiGSveII/H4i6+7nufi4wAnDgRGIfACRNHNUr1sVvhm7aIyKSteIJ/j7u3nhgeAPQ1903AzWJKUsS4cMuftXsrVUXPxGRbBRP8M8ys3+a2cVmdjHwRDCtPbA1odVJq5sQLWHnvjpeXa4ufiIi2SieBj6XA38Ajgu+/gxc4e473X1cQquTVnfy4CLa5Oeoi5+ISJZq8ax+M8sFFrh7KfC35JQkidQmP5dThxQzvXIDPz3HMbOwSxIRkSRqcY/f3euAxWbWL0n1SBJMiMa6+C1ery5+IiLZJq7r+IEFZvY6sLNhorufk7CqJKEauvhNr9xAaY9OIVcjIiLJFE/w/zDhVUhSRTq14Zg+nZleuZ4rxg0JuxwREUmieE7ue57YXfnyg8dvAHMTXJckWHlpCW+u3srGHXvDLkVERJIonpv0fA14FPhtMKk38PcE1iRJUB6NdfGbqS5+IiJZJZ7r+K8ATgG2A7j7UiCSyKIk8Y7q1YkendowXV38RESySjzBv9fd9zU8MbM8Yi17JY2ZGeOj6uInIpJt4gn+583se0BbMzsT+Cvwj8SWJckwIRph5746XlMXPxGRrBFP8E8BqoF5wNeBp4AfJLIoSY4xg7uri5+ISJaJ56z+enf/nbuf7+7nBY91qD8DxLr4dWda5Qb0loqIZId4zuo/xcyeM7MlZrbczN41s+XJKE4Srzxawtqtu1myfkfYpYiISBLE08DnPuDbwBxAZ4FlmPKgi9+0yvUM79Ex5GpERCTR4hnj3+buT7v7Bnff1PCV8MokKRp38RMRkcwXT/DPNLObzexkMxvd8JXwyiRpxpdG1MVPRCRLxHOo/8Tg37JG0xwY3/rlSBgmREu4bdpSZi2u5rzj+4RdjoiIJNBBg9/dxyWjEAnPUb06UdKpkOmV6xX8IiIZLp6z+kvM7D4zezp4PsLMLo3nxc1sopktNrMqM5vSzPxCM3s4mP+amQ0IpheZ2Uwz22FmdzVZp8DM7g2uMlhkZufGtaVyQGbG+NISXliiLn4iIpkunjH+PwLPAr2C50uAbx1sJTPLBe4GzgJGAJPNbESTxS4Ftrj7EOBW4KZg+h5itwO+tpmX/j6wwd2HBa/7fBzbIAehLn4iItkhnuDv7u6PAPUA7l5LfJf1nQBUufvyoNf/Q8CkJstMAv4UPH4UKDczc/ed7v4SsQ8ATf0HcENQS727b4yjFjmIU4bEuvjN0N36REQyWjzBv9PMighuzGNmJwHb4livN7C60fM1wbRmlwk+UGwDig70gmbWJXj4MzOba2Z/NbOSOGqRg/iwi996dfETEclg8QT/NcBUYLCZvQz8GbgqoVUdWB7QB5jt7qOBV4BfNregmV1mZhVmVlFdXZ3MGtPW+NIS1mxRFz8RkUwWT6/+ucAZwBhiN+k5yt3fieO11wJ9Gz3vE0xrdpngdr+dgZaaA20CdgGPBc//CjTbU8Dd73X3MncvKy4ujqNcKY9+2MVPREQyUzx7/Lh7rbsvcPf57l4T52u/AQw1s4FmVgBcQOzIQWNTgYuDx+cBM1q6AVAw7x/A2GBSObAwznrkIEo6teHo3p01zi8iksHiCv7DEYzZX0nsioBK4BF3X2Bm15vZOcFi9wFFZlZFbEhh/yV/ZrYC+BVwiZmtaXRFwHeBn5jZO8CXgO8kahuyUXk0wtxVW9ikLn4iIhnpgA18zOwUd3/ZzArd/bBSwN2fAp5qMu1HjR7vAc4/wLoDDjB9JXD64dQjB1deGuviN1Nd/EREMlJLe/x3BP++koxCJDWM7B3r4jdjkcb5RUQyUUste2vM7F6gt5nd0XSmu1+duLIkLA1d/P7x9nvsq62nIC9ho0EiIhKClv6qfwqYQayJzpxmviRDTYhG2LG3ltfe1d2XRUQyzQH3+IOOeA+ZWaW7v53EmiRkYwZ3pzAvh+mVGzhtqC6FFBHJJPEcx91kZo+b2Ybg629mprO+MljbglgXv+mL1MVPRCTTxBP8fyB2vX2v4OsfwTTJYOXRElZv3s3SDeriJyKSSeIJ/oi7/yFo4lPr7n8EdPw3w40vVRc/EZFMFE/wbzSzL5pZbvD1RVpuqysZoEfnNozs3YnpleriJyKSSeIJ/v8APg+8D6wj1lr3K4ksSlJDeWkJc1dtYfPOfWGXIiIirSSem/SsdPdz3L3Y3SPu/hl3X5WM4iRcE6IluMNM9e4XEckY6s4iB3RUr05EOhYyXV38REQyhoJfDignxyiPRnhhyUb21daHXY6IiLQCBb+0qLy0hB17a3n93c1hlyIiIq3ggMFvZrc1evzNJvP+mLiSJJWcMiTWxU+X9YmIZIaW9vgb3/r24ibzjklALZKC2hbkcoq6+ImIZIyWgt8O8FiyTHk0oi5+IiIZoqXgzzGzrmZW1OhxNzPrBuQmqT5JAeWlJQBq5iMikgFaCv7OxG6/WwF0Auby4S15OyW+NEkVH3bx0zi/iEi6a+m2vAOSWIekuPGlJdw1Yymbd+6jW/uCsMsREZHDdEiX85nZYDP7oZktSFRBkpomRCPUO8xarMP9IiLp7KDBb2a9zOzbZvYGsCBY54KEVyYpZWSvzrEufhrnFxFJay1dx3+Zmc0EZgFFwKXAOnf/qbvPS1J9kiIauvg9v6RaXfxERNJYS3v8dwXzL3T3H7j7O4Au5M5i49XFT0Qk7bUU/D2BB4FbzGyxmf0MyE9OWZKKTg26+OmmPSIi6euAwe/um9z9N+5+BlAObAXWm1mlmf1PsgqU1LG/i1/lBnXxExFJU3Gd1e/ua9z9FncvA84B9iS2LElV40sjrNq8iyp18RMRSUsHvI7fzD7XwnrzE1CLpIHyaIQf/B2mVW5gaEnHsMsREZFDdMDgBx4F3gq+4KP9+h14LDElSSrr2bktR/XqxIxF6/nG2MFhlyMiIoeopeD/HLHr9Y8BngAedPeqpFQlKa08Guvit2XnPrqqi5+ISFpp6eS+v7v7BcAZwDJiZ/e/ZGZnJK06SUnlpbEufjPVxU9EJO3Ec3LfHmAbsB3oALRJaEWS8o7u3ZlidfETEUlLLZ3cN57Yof4TgGnA7e5ekazCJHXl5BjlpRGefGcd+2rrKcg7pFs+iIhIiFr6iz2NWOi/BBQCXzazOxq+klKdpKzyaAkf7K3ljRXq4icikk5aOrnvK0mrQtLOKUOKKMjLYVrlek4Z0j3sckREJE4HDH53/1MyC5H00q4gj1MGFzG9cgM/+tQIzOzgK4mISOg0OCuHrTxawqrNu1hWrS5+IiLpQsEvh608GgFiXfxERCQ9HDT4zeyUeKZJ9unZuS0jenZieqXu1iciki7i2eO/M85pkoUmRCPMWbmFLTv3hV2KiIjEoaXr+E8GxgDFZnZNo1mdgNxEFybpoTxawh0zqpi1ZAOfHdUn7HJEROQgWtrjLyDWqS8P6NjoaztwXuJLk3TQ0MVP4/wiIumhpcv5ngeeN7M/uvtKADPLATq4+/ZkFSipLSfHGD88wlPz1MVPRCQdxPNX+gYz62Rm7YH5wEIzuy7BdUkaKY9G+GBvLRXq4icikvLiCf4RwR7+Z4CngYHAlxJZlKSXU4d2D7r46XC/iEiqiyf4880sn1jwT3X3GsATWpWklXYFeYwZXMT0Retx14+GiEgqiyf4fwusANoDL5hZf2In+InsVx4tYeUmdfETEUl1Bw1+d7/D3Xu7+yc9ZiUwLgm1SRopL4118Zuuw/0iIiktns59JWZ2n5k9HTwfAVwcz4ub2UQzW2xmVWY2pZn5hWb2cDD/NTMbEEwvMrOZZrbDzO46wGtPNbP58dQhiderS0MXPwW/iEgqi+dQ/x+BZ4FewfMlwLcOtpKZ5QJ3A2cBI4DJwYeGxi4Ftrj7EOBW4KZg+h7gh8C1B3jtzwE6ppxiyqMRKlZuVhc/EZEUdsDgN7OGa/y7u/sjQD2Au9cCdXG89glAlbsvd/d9wEPApCbLTAIabv/7KFBuZubuO939JWIfAJrW1QG4Bvh5HDVIEpVHS6h3mLVEe/0iIqmqpT3+14N/d5pZEcGZ/GZ2ErAtjtfuDaxu9HxNMK3ZZYIPFNuAooO87s+AW4BdcdQgSXRM0MVPh/tFRFJXS8Fvwb/XAFOBwWb2MvBn4KpEF9ZsQWbHAYPd/fE4lr3MzCrMrKK6ujrxxcn+Ln7PL6mmpq4+7HJERKQZLQV/w815xgKPA78g1sDnd8CEOF57LdC30fM+wbRmlwmGFjoDm1p4zZOBMjNbAbwEDDOzWc0t6O73unuZu5cVFxfHUa60hvHRCB/sqeWNd9XFT0QkFbUU/LnEbtLTkdg1/HnBtHbBtIN5AxhqZgPNrAC4gNiRg8am8uEVAucBM7yFDjDu/mt37+XuA4BTgSXuPjaOWiRJTlMXPxGRlHbAm/QA69z9+sN9YXevNbMriV0RkAv8r7svMLPrgQp3nwrcB/zFzKqAzcQ+HAAQ7NV3AgrM7DPAx9194eHWI8nRuIvfDz8VxcwOvpKIiCRNS8F/xH+x3f0p4Kkm037U6PEe4PwDrDvgIK+9Ahh5pDVK6yuPlvDDv89nWfVOhkQ6hF2OiIg00tKh/vKkVSEZZfz+Ln7rQ65ERESaOmDwu7vOzpLD0rtLW6Lq4icikpLi6dwncsgmBF38tu5SFz8RkVSi4JeEGF8aiXXxW6weCiIiqUTBLwlxbJ8udO9QyDSN84uIpBQFvyRETo4xvrRYXfxERFKMgl8SpjxaEuvit0LniYqIpAoFvyTMqUO6U5Cbo7P7RURSiIJfEqZ9YR4nDy5ieuV6WujELCIiSaTgl4SaEI2wYtMulm/cGXYpIiKCgl8SbHy0BFAXPxGRVKHgl4Tq3aUtpT066m59IiIpQsEvCTchWsKclVvUxU9EJAUo+CXhyqMR6uqd55eoi59IWJ5buJ7yW2Yx7AdPM+GWWTy3UMNv2UrBLwkX6+JXoMP9IiF5buF6rnpwLsuqd7Kvtp6q6p1c9eBchX+WUvBLwuXkGOOGR5i1eIO6+ImE4ManK9lT89HfvT019fzwifls210TUlUSFgW/JIW6+ImEZ/WW3c1Of3/bHkZd/y/OueslbniqklmLN7Bzb22Sq5Nkywu7AMkOpw2NdfGbUbmBMYO7h12OSFbp2bkNKzft+rfpvbu05fyyPsxetok/vLyC376wnLwc47i+XTh5cBEnDy5idL+utMnPDaFqSRQFvyRF+8I8ThpcxPRFG/jBp0aEXY5I1qird9oX/Puf+jb5Ofz0nKOYMKKEb02A3fvqmLNyC7OXbWT2sk3cM2sZd86ooiAvh7L+XTl5UBFjhhRxTJ8u5OfqYHE6U/BL0kyIRvjREwtYVr2DwcUdwi5HJCvcPbOKheu286WT+vPK8k2s2ryLft3aMWViKRNGlOxfrm1BLqcO7c6pQ2NH5D7YU8MbKzYzu2oTs5dt4pbnlnDLc9CuIJcTBnaLfRAY3J0RvTqRm2NhbZ4cBgW/JM340ljwT69cr+AXSYLZyzZy27QlfHZUb66fdBRm8Qd0xzb5jC8tYXxp7MPBlp37eO3d2IeA2cs2ccPTiwDo1CaPkwbFhgXGDO7OsJIOh/R9JPkU/JI0fbq2o7RHR6ZXbuCy0weHXY5IRtvwwR6ufvAtBnZvz88/M/KIw7hr+wImjuzJxJE9Y6+/fQ+vLN/EK8EHgX8FlwZ271DAScHRgJMHFzGgqJ0+CKQYBb8kVXk0wm+eX862XTV0bpcfdjkiGamu3vnmg2+xY28N93/1RNoXtv6f+kinNkw6rjeTjusNwOrNu3hl+SZeXbaJl5dt5J/vrANiJxY2HA04eXARvbu0bfVa5NAo+CWpyqMl3D1zGbOWbNj/B0NEWtft05bwyvJN/PL8Yxneo2NSvmffbu3o260dny/ri7vz7sadzF62iVeWb2LW4moem7sWgP5F7RgzuIiTB3fn5EFFFHcsTEp98iEFvyTVcY26+Cn4RVrfC0uquXNmFecf34fzju8TSg1mxqDiDgwq7sAXT+pPfb2zZMMH+08U/Oc763jw9dUADI102P9B4KRB3ejSriCUmrOJgl+SqqGL37ML3qemrl6XBYm0ove37eHbD7/FsEhHrp80Muxy9svJMUp7dKK0Ryf+49SB1NU7C97btv9EwUcq1vCnV1ZiBiN6dmJMMDTwsYHd6JCAYYpsp/9RSbryaIS/zllDxYotnDy4KOxyRDJCbV09Vz/4Jrtr6rj7otG0LUjdpju5OcYxfbpwTJ8u/OcZg9lXW887a7YGHwQ28qdXVvK7F98Nluu8/4PA8f3VTKg1KPgl6U4bWkxBbg7TK9cr+EVayS3PLeH1FZu5/YLjGBJJr8tlC/JyKBvQjbIB3bi6fCh7auqYu3LL/g8Cv3l+OXfPXEZBbg6j+nVhzODujBlSxLF9ulCQp6OGh0rBL0mnLn4irWvmog38etYyJp/QLyPOnWmTn8uYId0ZM6Q7MJwde2P3+Xgl+CBw2/Ql3DoN2ubn8rH9zYSKGNm7s5oJxUHBL6Fo6OK3vHoHg9TMR+Swrd26m28/8hbRnp348acz84N0h8I8xg2PMG54BICtu/bx6vLNvLo89kHgpmdizYQ6tsnjxIENzYSKGF7SkRx9EPg3Cn4JxYdd/DYo+EUOU01dPVc9MJfaOueei0Znzfh3l3YFTBzZg4kjewBQ/cHe/c2EXlm2kWmVsWZC3doXcPKgIk4KPggM6t5ezYRQ8EtIGrr4Tatcz9dOHxR2OSJp6RfPLGLuqq3cfeFoBnZvH3Y5oSnuWMg5x/binGN7AbGjIA3DAq8s28ST82LNhEo6Fe5vJHTyoCL6dmsXZtmhUfBLaNTFT+Tw/WvB+/zuxXf58sn9OfuYnmGXk1J6d2nLeUEfA3dn5aZd+08UfHFpNY+/GWsm1LdbW8YM6r7/FsQlndqEXHlyKPglNOriJ3J4Vm/exbV/fZuje3fm+2dHwy4npZkZA7q3Z0D39lx4Yj/cnaUbdjC7Knb74afnr+PhilgzocHF7WNXDAwu4qRBRXRtn5nNhBT8Eppj+3ShqH0B09XFTyRu+2rrufKBuThw94WjKczLjnH91mJmDCvpyLCSjlxySqyZUOW67cxeFvsg8NjcNfzl1ZUARPc3EyriYwO70alNZhyZVPBLaHJzjHGlEf6lLn4icfufpyp5e802fvPF4+lXlJ1j1K0pN8cY2bszI3t35rLTB1NTV887a7bxSvBB4C+vruS+l94lx+DoPl32fxAo698tpZsktUTBL6GaEI3w6Jw1zFm5hZMGqZmPSEuemreOP85ewX+cMnD/Ge3SuvJzczi+f1eO79+VK8fHmgm9uWrr/g8Cv3thOb+etYz8XGNU3677Lx08rl+XtDn6ouCXUJ3aqIufgl/kwFZu2sl3H32H4/p2YcpZpWGXkzXa5OfuP/nvGmBnQzOh4PLBO2cs5fbpS2mTn0NZ/277Pwgc3bszeSl6FFPBL6HqUJjHiYO6Mb1yA98/OzObj4gcqT01dVx+/1xycoy7LhylNrUhal+Yx9jhEcYGzYS27arhtXc37f8gcPOzi4HY37YTBnYL7jxYRLRHp5RpJqTgl9BNiJbw46nq4idyID9/ciEL3tvOfReX0aerxvVTSed2+Xz8qB58/KjY0MvGHXuDjoKbeHXZJmYs2gBAl3b5nDSwiDFDYkcEBhd3wMx4buF6bny6ktVbdtOva1u+e1aUM0eUJLRmBb+EbnxphB9PXcCMReriJ9LUE2+t5f9eXcXXTx9EeTSxgSBHrnuHQj51TC8+dUysmdC6bQ3NhGJHBJ5Z8D4Qazo0sHt75q7aQm2dA1BVvZOrHpzLnZNHJzT8FfwSur7d2jG8JNbF76unqYufSINl1Tv43mPzKOvflWs/MTzscuQw9Ozcls+N7sPnRseaCa3evHv/pYNPzltHXb1/ZPk9NfXc9MyihAa/BookJZRHI7yxYgvbdtWEXYpISthTU8cV98+lMD+XOy8cpctdM4CZ0a+oHRec0I87Jo/iQEP+qzbvSmgd+kmSlFAeLaGu3pm1ZEPYpYikhB8/sYBF73/Arz5/LD07tw27HEmAfge4V8CBprcWBb+khOP6xrr4NZwII5LNHpu7hocrVnPFuMH7zx6XzDPlrCht8j8aw23yc5gyMbGXayr4JSXk5hhjh0eYtbia2rr6sMsRCc3S9R/w/cfnc+LAbnx7wrCwy5EEOnNECXdOHs2QSAcK8nIYEunAXZNHM0Fn9Uu2mBCN8Le5a6hQFz/JUrv21XL5/XNpX5jLnZNHpWwDGGk9Z44oSfjle00l9KfKzCaa2WIzqzKzKc3MLzSzh4P5r5nZgGB6kZnNNLMdZnZXo+XbmdmTZrbIzBaY2Y2JrF+S67RhH3bxE8k27s4P/j6fquod3H7BKCJZcotYSb6EBb+Z5QJ3A2cBI4DJZta0NdulwBZ3HwLcCtwUTN8D/BC4tpmX/qW7lwKjgFPM7KxE1C/Jt7+Ln8b5JQv9tWINj81dyzfLh3LKkO5hlyMZLJF7/CcAVe6+3N33AQ8Bk5osMwn4U/D4UaDczMzdd7r7S8Q+AOzn7rvcfWbweB8wF+iTwG2QJCsvjbC8eifvbtwZdikiSVO5bjs/fGI+pw7pzlXjh4ZdjmS4RAZ/b2B1o+drgmnNLuPutcA2IK7BXTPrAnwamH6khUrqaOhMpsP9ki127K3livvn0qltPrd+4ThyU6Sfu2SutDxzxMzygAeBO9x9+QGWuczMKsysorq6OrkFymFr6OI3vVKH+yXzuTvfe2weKzbt5M7JoyjuWBh2SZIFEhn8a4G+jZ73CaY1u0wQ5p2BTXG89r3AUne/7UALuPu97l7m7mXFxcWHUreEbHw0whsrNrNtt7r4SWZ74PVVTH37Pb7z8eG6kkWSJpHB/wYw1MwGmlkBcAEwtckyU4GLg8fnATPc3WmBmf2c2AeEb7VuuZIqJkQj1NY7zy/RkRrJXPPXbuOn/1jIGcOK+cYZg8MuR7JIwoI/GLO/EngWqAQecfcFZna9mZ0TLHYfUGRmVcA1wP5L/sxsBfAr4BIzW2NmI8ysD/B9YlcJzDWzt8zsq4naBgnHcX270q19gcb5JWNt31PDFQ/MpVu7Am79wnEpc592yQ4JbeDj7k8BTzWZ9qNGj/cA5x9g3QEHeFn9hmS43Bxj3PAI0yrXU1tXryYmklHcnSl/e4c1W3bz8GUn0a19QdglSZbRX1RJSeXRCNt21zBn5ZawSxFpVX9+ZSVPzXuf//rEcMoGdAu7HMlCCn5JSacN7U5+rqmZj2SUt1dv5edPLqS8NMLXThsUdjmSpRT8kpI6tsnnpEFFTNM4v2SIbbti4/qRjm245fPHalxfQqPgl5SlLn6SKdydax99m/Xb93DXhaPo0k7j+hIeBb+kLHXxk0xx30vv8tzC9Uw5K8qofl3DLkeynIJfUlbfbu0YVtJBXfwkrc1dtYUbn17EJ44q4T9OGRB2OSIKfklt5dESdfGTtLVl5z6uvH8uPbu04RfnHYuZxvUlfAp+SWkNXfxeUBc/STP19c41j7zFxh37uOfC4+ncNj/skkQABb+kOHXxk3T12xeWM3NxNT/4VJSj+3QOuxyR/RT8ktJyc4yxw4uZubia2rr6sMsRicsbKzbzy38t5uyje/Klk/qHXY7IRyj4JeVNiJaoi5+kjU079nLlA3Pp27UtN557tMb1JeUo+CXlNXTxm6EufpLi6uudbz38Flt21XD3RaPp2Ebj+pJ6FPyS8jq2yefEgeriJ6nv7plVvLh0Iz/59FEc1Uvj+pKaFPySFsqjEZZV72SFuvhJipq9bCO3TlvCpON6MfmEvmGXI3JACn5JC+WlsS5+2uuXVLThgz1886G3GNi9Pf/zWY3rS2pT8Eta6FfUjqGRDhrnl5RTV+9888G3+GBPDfdcdDztC/PCLkmkRQp+SRvl0RJef3cz2/eoi5+kjtunL+WV5Zu4ftJIhvfoGHY5Igel4Je00dDF7/nF6uInqeHFpdXcOWMp5x3fh8+XaVxf0oOCX9LGqH5d6douX4f7JSWs376Hbz30FkMjHfjZpJFhlyMSNwW/pI3cHGPc8AgzF29QFz8JVW1dPVc98Ca7a+q456LRtC3IDbskkbgp+CWtlEdL2LqrhrmrtoZdimSxXz23hNdXbOb/fXYkQyIa15f0ouCXtHL6sFgXP920R8Iyc/EG7pm1jMkn9OWzo/qEXY7IIVPwS1pp6OI3XeP8EoL3tu7m2w+/RbRnJ3786aPCLkfksCj4Je2ML41QtWEHKzepi58kT01dPVc+MJea2nruvnAUbfI1ri/pScEvaWdCtKGLn/b6JXlufnYxc1dt5cZzj2FQcYewyxE5bAp+STsNXfw0zi/J8tzC9dz7wnK+dFJ/Pn1sr7DLETkiCn5JS+riJ8myevMuvvPIW4zs3YkffCoadjkiR0zBL2mpPOji98ISdfGTxNlXW8+VD76JO9x94WgK8zSuL+lPwS9paXTQxW+6xvklgW54upK3V2/l5vOPoX9R+7DLEWkVCn5JS+riJ4n29Lx1/OHlFXzllAFMHNkz7HJEWo2CX9LW+GiErbtqeHP11rBLkQyzctNO/uvRdzi2bxf++yyN60tmUfBL2jp9WDF5OcY0nd0vrWhPTR1XPDCXnBzjrsmjKMjTn0nJLPqJlrTVqU0+Jw7qpnF+aVU/f3Ih89du55bzj6Vvt3ZhlyPS6hT8ktbKS0vUxU9azT/efo//e3UVl50+iAkjSsIuRyQhFPyS1grzYz/C4295ngm3zOK5hTrsL4dnefUOpvztHY7v35XrPjE87HJEEkbBL2nruYXr+dk/FwJQV+9UVe/kqgfnKvzlkO2pqePy++dSkJfDnZNHkZ+rP42SufTTLWnrxqcr2VPz0Uv59tTUc9Mzi0KqSNLVT6YuYNH7H/CrLxxHry5twy5HJKEU/JK2Vm/Z3ex0jffLoXj8zTU89MZqLh87mHHDI2GXI5JwCn5JW327Nr9nVlfv3PfSu+yrVWMfadnS9R/wvcfmc8LAblxz5rCwyxFJCgW/pK0pZ0Vpk//RH+GCPKO0Ryd+9s+FfPzW53lm/vu4e0gVSirbta+Wy++fS7uCXO6cPIo8jetLltBPuqStM0eUcOfk0QyJdKAgL4chkQ7cc+HxPHn1qfzhKx8jPzeH//y/OXzht6/yzpqtYZcrKeaHf19AVfUObr9gFCWd2oRdjkjSWDbsDZWVlXlFRUXYZUiS1dbV89Abq7n1uSVs2rmPz47qzXWfGK6Tt4RHKlbzX4++w9XlQ3WIXzKSmc1x97Lm5mmPXzJWXm4OXzypP7OuG8s3xg7myXnrGPfLWdzyr8Xs2FsbdnkSkkXvb+dHT8xnzOAivlk+NOxyRJJOwS8Zr2ObfL47sZQZ3zmDTxzVgztnVDH25lk8+Poq6uoz/4iXfGjH3ti4fsc2+dx+wShycyzskkSSTsEvWaNP13bcMXkUj18+hv5F7fjvx+Zx9h0v8sKS6rBLkyRwd77/+DxWbNzJHReMorhjYdgliYRCwS9ZZ1S/rjz6nydzz0Wj2bmvli//7+tc8ofXWbr+g7BLkwR68PXVPPHWe3x7wjBOHlwUdjkioVHwS1YyMz55dE+mXXMG3/9klDkrtzDx9hf5/uPz2Lhjb9jlSSubv3YbP/nHAk4fVswV44aEXY5IqBIa/GY20cwWm1mVmU1pZn6hmT0czH/NzAYE04vMbKaZ7TCzu5qsc7yZzQvWucPMNEgnh60wL5evnT6I568bxxdP7MdDb6xm7M2zuGdWFXtq6sIuT1rBB3tquPKBuXRrV8Ctnz+WHI3rS5ZLWPCbWS5wN3AWMAKYbGYjmix2KbDF3YcAtwI3BdP3AD8Erm3mpX8NfA0YGnxNbP3qJdt0a1/ATyeN5Nlvnc5Jg7rxi2cWU37L8zzx1lo1AEpj7s6Uv81j9Zbd3HnhKIo6aFxfJJF7/CcAVe6+3N33AQ8Bk5osMwn4U/D4UaDczMzdd7r7S8Q+AOxnZj2BTu7+qsf+Gv8Z+EwCt0GyzJBIB35/8cd44Ksn0rltPt986C0+e89s5qzcHHZpchj+8upKnpy3jus+MZyPDegWdjkiKSGRwd8bWN3o+ZpgWrPLuHstsA1o6ayb3sHrtPSaIkdszJDu/OOqU7n5vGN4b+tuzv31K1xx/1xWbdoVdmkSp3fWbOVn/1zI+NIIl502KOxyRFJGxp7cZ2aXmVmFmVVUV+tyLTl0uTnG+WV9mXXdWL41YSgzFm1gwq+e53+eqmTb7pqwy5MWbNtdwxUPzKW4QyG3nK9xfZHGEhn8a4G+jZ73CaY1u4yZ5QGdgU0Hec0+B3lNANz9Xncvc/ey4uLiQyxd5EPtCvL41oRhzLx2LJOO68XvXlzO2Jtn8qfZK6ip0x0AU427c91f32bd1j3cddFourYvCLskkZSSyOB/AxhqZgPNrAC4AJjaZJmpwMXB4/OAGd7CmVTuvg7YbmYnBWfzfxl4ovVLF/l3PTq34ebzj+WfV51KaY9O/HjqAj5x2wtMW7heJwCmkPteepd/LVzPlLNKGd2va9jliKSchAV/MGZ/JfAsUAk84u4LzOx6MzsnWOw+oMjMqoBrgP2X/JnZCuBXwCVmtqbRFQGXA78HqoBlwNOJ2gaR5hzVqzMPfO1Efv/lMnD46p8ruOj3r7HgvW1hl5b15q7awo1PL+LjI0q49NSBYZcjkpJ0dz6RI1BTV88Dr63itmlL2Lq7hvNG9+HaTwzXbV5DsHXXPs6+4yXM4MmrTqNzu/ywSxIJje7OJ5Ig+bk5XDxmALOuG8fXThvEE2+9x9ibZ3HbtCXs2qc7ACZLfb3znUfepvqDvdxz0WiFvkgLFPwiraBz23y+98ko0645g/GlEW6btpRxv5zFXytWU687ACbcvS8uZ/qiDXz/7CjH9OkSdjkiKU3BL9KK+hW14+6LRvPof55Mj85tue7Rd/jUnS8xu2pj2KVlrDdWbObmZxdz9tE9+fLJ/cMuRyTlKfhFEqBsQDce/8YYbr/gOLbtruHC37/GV/9UwbLqHWGXllE27djLVQ+8SZ+ubbnh3KPRrTtEDk7BL5IgOTnGpON6M/07Z/BfE4fz6vJNfOLWF/jJ1AVs3rkv7PLSXn298+1H3mbzrn3cfeFoOrXRuL5IPBT8IgnWJj+Xy8cOYdZ1Y/nCx/ry51dWcMbNM7n3hWXsrdUdAA/XPbOqeGFJNT/+9AhG9u4cdjkiaUPBL5Ik3TsU8v8+ezTPfOt0ju/flf95ahETfvU8T81bpwZAh+iVZZv41XNLOOfYXlx4Qr+wyxFJKwp+kSQbVtKRP37lBP78HyfQLj+Py++fy/m/eYU3V20Ju7S0UP3BXq5+6E0GFLXnfz6ncX2RQ6XgFwnJ6cOKeeqbp3HD545mxaZdfPae2Vz94Jus2aI7AB5IXb3zzYfeZPvuGu754mg6FOaFXZJI2lHwi4QoN8eYfEI/Zl03lqvGD+HZBe8z/pbnuemZRXywR3cAbOqO6UuZvWwTP5s0ktIencIuRyQtKfhFUkCHwjy+8/HhzLx2LJ86uie/nrWMsTfP4v7XVlKrOwAC8NLSjdwxYymfG92b88v6HHwFEWmWgl8khfTq0pZffeE4pl55CoOLO/D9x+dz1u0vMmvxhrBLC9X67Xv45kNvMqS4Az//zEiN64scAQW/SAo6pk8XHv76Sfzmi8ezr66eS/7wBl+67zUWvb897NKSrraunqsefJNd++q456LRtCvQuL7IkVDwi6QoM2PiyB489+0z+OGnRvDOmm188vYX+e/H3mHDB3vCLi9pbp22hNff3cz/++xIhpZ0DLsckbSn4BdJcQV5OVx66kCev24sl4wZyF8r1jDu5lncNWMpe2oyuwHQzMUbuHvmMr5Q1pfPjda4vkhrUPCLpIku7Qr40adH8Nw1Z3Dq0O788l9LGP/LWTz+5pqMvAPge1t3c83Db1HaoyM/nXRU2OWIZAwFv0iaGdi9Pb/9UhkPXXYSRR0K+fbDb/OZe17m9Xc3h11aq6kJxvX31dZzz0WjaZOfG3ZJIhlDwS+Spk4aVMQTV5zCrz5/LBu27+Xzv32F//zLHFZs3Bl2aUfsl88uZs7KLdxw7jEMKu4QdjkiGUWnx4qksZwc43Oj+3DWyJ78/sXl/Pr5ZUxftJ4vnzyAq8cPpXO79Ltj3bSF6/ntC8v54kn9OOfYXmGXI5JxtMcvkgHaFuRyVflQZl07lnNH9+EPL7/L6TfP5H9fepd9tenTAGjNll18569vc1SvTvzg7BFhlyOSkRT8Ihkk0qkNN557DE9efRpH9+7M9f9cyMdvfZ5nF7yf8ncA3FdbzxUPvEl9vWtcXySBFPwiGSjasxN/ufQE/nDJx8jLzeHrf5nDBfe+yrw128Iu7YBueLqSt1dv5RfnHUP/ovZhlyOSsRT8IhnKzBhXGuGZb57Gzz4zkqoNO/j0XS9xzcNvsW7b7rDL+4hn5q/jDy+v4JIxAzjr6J5hlyOS0SzVD/+1hrKyMq+oqAi7DJFQbd9Twz0zl/G/L79LjsFlpw3i62cMpn3It7ZdtWkXZ9/5IoO6t+ev/zmGgjztj4gcKTOb4+5lzc3Tb5hIlujUJp8pZ5Uy/ZozOHNED+6YUcXYX87i4TdWURdSA6A9NXVc/sAcDLjrwtEKfZEk0G+ZSJbp260dd04exWOXj6Fv17Z892/zOPuOF3lp6cak1/L/nqxk/trt3PL54+jbrV3Sv79INlLwi2Sp0f268rdvjOGuC0exc18tX7zvNb7yh9dZuv6DpHz/f7z9Hn95dSVfO20gZ44oScr3FBEFv0hWMzM+dUwvpl1zBt/7ZCkVK7cw8fYX+eHf57Npx96Efd/l1Tv478fmMbpfF/5rYmnCvo+I/DsFv4hQmJfLZacP5vnrxvHFE/vxwOurGHvzLH7z/LJWvwPgnpo6Lr9/Lnm5xl0XjiY/V3+GRJJJv3Eisl+39gX8dNJInv3W6Zw4qBs3Pr2I8lueZ+rb77VaA6Cf/mMBi97/gFs/fxy9urRtldcUkfgp+EXk3wyJdOD3F3+M+796Ip3a5nP1g2/yuV/PZs7KLUf0un9/cy0Pvr6ab4wdzLjSSCtVKyKHQsEvIgd0ypDu/POqU/nFecewdstuzv31bK54YC6rN+865Neq2vAB33t8HicM6MZ3zhyWgGpFJB4KfhFpUW6O8fmyvsy8dizfLB/KjMoNlN/yPDc8Vcn2PTVxvcaufbVcfv9c2ubncsfkUeRpXF8kNPrtE5G4tC/M49tnDmPmtWM557he3PvicsbePIs/v7KCmrqW7wD4oycWsHTDDm79wnH06NwmSRWLSHMU/CJySHp0bsMvzz+Wf1x5KsNLOvKjJxYw8bYXmF65vtkTAB+pWM2jc9Zw1bghnD6sOISKRaQx9eoXkcPm7kyr3MANT1WyfONOThlSxPc/OYK1W3dz49OVrNy8i7o6Z1iPjjx19Wnk5ljYJYtkhZZ69Yd7dw4RSWtmxpkjShg7vJj7X13JbdOXcvYdL5JjUNdon2LFxh3MWLRBHfpEUoAO9YvIEcvPzeGSUwby/LXj6NQ27yOhD7C31rnpmUXhFCciH6HgF5FW07ldPrtrmj/Rb9VhXAIoIq1PwS8irapv1+a78fXT3fdEUoKCX0Ra1ZSzorTJ/+ifljb5OUzRzXhEUoKCX0Ra1ZkjSrhz8miGRDpQkJfDkEgH7po8mgk6sU8kJeisfhFpdWeOKNEZ/CIpSnv8IiIiWUTBLyIikkUU/CIiIllEwS8iIpJFEhr8ZjbRzBabWZWZTWlmfqGZPRzMf83MBjSa99/B9MVm9olG079tZgvMbL6ZPWhmutWXiIhInBIW/GaWC9wNnAWMACab2Ygmi10KbHH3IcCtwE3BuiOAC4CjgInAPWaWa2a9gauBMncfCeQGy4mIiEgcErnHfwJQ5e7L3X0f8BAwqckyk4A/BY8fBcrNzILpD7n7Xnd/F6gKXg9ilyC2NbM8oB3wXgK3QUREJKMkMvh7A6sbPV8TTGt2GXevBbYBRQda193XAr8EVgHrgG3u/q/mvrmZXWZmFWZWUV1d3QqbIyIikv7S6uQ+M+tK7GjAQKAX0N7Mvtjcsu5+r7uXuXtZcXFxMssUERFJWYkM/rVA30bP+wTTml0mOHTfGdjUwroTgHfdvdrda4DHgDEJqV5ERCQDJTL43wCGmtlAMysgdhLe1CbLTAUuDh6fB8xwdw+mXxCc9T8QGAq8TuwQ/0lm1i44F6AcqEzgNoiIiGSUhPXqd/daM7sSeJbY2ff/6+4LzOx6oMLdpwL3AX8xsypgM8EZ+sFyjwALgVrgCnevA14zs0eBucH0N4F7E7UNIiIimcZiO9iZrayszCsqKsIuQ0REJCnMbI67lzU3L61O7hMREZEjo+AXERHJIllxqN/MqoGVrfiS3YGNrfh6YcqUbcmU7QBtS6rKlG3JlO0AbUtL+rt7s9eyZ0XwtzYzqzjQ2Em6yZRtyZTtAG1LqsqUbcmU7QBty+HSoX4REZEsouAXERHJIgr+w5NJvQMyZVsyZTtA25KqMmVbMmU7QNtyWDTGLyIikkW0xy8iIpJFFPxNmFmumb1pZv9sZl6hmT1sZlVm9pqZDWg077+D6YvN7BNJLfoADrIt15jZQjN7x8ymm1n/RvPqzOyt4Kvp/RVCcZBtucTMqhvV/NVG8y42s6XB18VN1022g2zHrY22YYmZbW00LxXfkxVmNi+o6d9aY1rMHcHvxTtmNrrRvJR5X+LYjouC+ueZ2WwzOzbedZMtjm0Za2bbGv0s/ajRvInB368qM5uS3Mr/XRzbcl2j7Zgf/I50i2fdZDKzLmb2qJktMrNKMzu5yfzk/564u74afQHXAA8A/2xm3uXAb4LHFwAPB49HAG8DhcRuGbwMyE3xbRkHtAsef6NhW4LnO8Ku/RC35RLgrmamdwOWB/92DR53TdXtaLLcVcTub5HK78kKoHsL8z8JPA0YcBLwWiq+L3Fsx5iG+oCzGrYjnnVTcFvGHuB3KDf4uzUIKAj+no1I5W1psuynid3kLeXeF+BPwFeDxwVAlybzk/57oj3+RsysD3A28PsDLDKJ2JsI8ChQbmYWTH/I3fe6+7tAFXBCouttycG2xd1nuvuu4OmrxG59nJLieF8O5BPAc+6+2d23AM8BE1u7vngd4nZMBh5MbEUJNwn4s8e8CnQxs56k2PtyMO4+O6gTUvx35QicAFS5+3J33wc8ROz9Sxcp+ftiZp2B04ndkA533+fuW5sslvTfEwX/R90G/BdQf4D5vYHVELv7ILANKGo8PbAmmBam22h5Wxq7lNgnzgZtzKzCzF41s88koLZDdRsH35Zzg8Nkj5pZ32Baqr0vtxHHexIMuwwEZjSanGrvCYAD/zKzOWZ2WTPzD/T/n2rvy8G2o7GmvyuHsm4yxFPPyWb2tpk9bWZHBdNS7T2BOP9vzawdsUD826GumwQDgWrgD8EQ3+/NrH2TZZL+e5Kw2/KmGzP7FLDB3eeY2diQyzkih7ItZvZFoAw4o9Hk/u6+1swGATPMbJ67L0tYwS3XF8+2/AN40N33mtnXiR2VGZ+kEuNyiD9fFwCPeuxW1A1S5j1p5NSgpgjwnJktcvcXQq7pcMS1HWY2jljwn3qo6ybRweqZS+xnaYeZfRL4OzA0jELjEO//7aeBl91982Gsm2h5wGjgKnd/zcxuB6YAPwyhlv20x/+hU4BzzGwFscNc483s/5ossxboC2BmeUBnYFPj6YE+wbSwxLMtmNkE4PvAOe6+t2G6u68N/l0OzAJGJaHmAznotrj7pkb1/x44PnicSu9LXO9J4AKaHLZMsfcE+EhNG4DH+ffhrQP9/6fS+xLPdmBmxxD72Zrk7psOZd1kOlg97r7d3XcEj58C8s2sOyn2nsAh/d+29PsS9vuyBljj7q8Fzx8l9kGgseT/niTj5IZ0++LAJ8BcwUdP7nskeHwUHz25bzkpcHLfQbZlFLGTeYY2md4VKAwedweWEvJJPnFsS89Gjz8LvBo87ga8G2xT1+Bxt1TdjmBeKbETkyyV3xOgPdCx0ePZwMQmy5zNR09aej3V3pc4t6MfsfN2xhzquim4LT0afraIheGq4P3JC/5uDeTDk/uOSuVtCeZ1BjYD7VP4fXkRGB48/glwc5P5Sf890aH+gzCz64EKd59K7ASNv5hZFbEftgsA3H2BmT0CLARqgSv8o4dpU0KTbbkZ6AD8NXZ+Iqvc/RwgCvzWzOqJHRG60d0XhlXzgTTZlqvN7Bxi//ebiZ3lj7tvNrOfAW8Eq13vHz0cGLom2wGxn6mHPPjND6Tie1ICPB787OQBD7j7M2b2nwDu/hvgKWJnLFcBu4CvBPNS6X2JZzt+ROxcnnuC5Wo9djOVZtdN/ibsF8+2nAd8w8xqgd3ABcHPWq2ZXQk8S+wM//919wVhbEQgnm2B2Af9f7n7zoOtm7TK/91VwP1mVkDsw9VXwv49Uec+ERGRLKIxfhERkSyi4BcREckiCn4REZEsouAXERHJIgp+ERGRLKLgF8lwZtbDzB4ys2VBC9OnzGzYQdb5VtAK9WCvfb7F7jg2M3j+YNA6+dutVPssMysLHj9lZl1a43VFspmu4xfJYMFNpB4H/uTuFwTTjiV2rfOSFlb9FvB/xK4rbsmlwNfc/SUz6wF8zN2HHKSmPI/d6+KQuPsnD3UdEfl32uMXyWzjgJpGDU9w97fd/UWL3Zv9nw3TzewuM7vEzK4GegEzG+3JT7bY/c3nm9lNwbQfEetbf5+Z3Qz8C+htsXugn9a4CDP7o5n9xsxeA35hZieY2SvBjUtmm9nwYLm2wdGJSjN7HGjb6DVWmFl3MxtgZvMbTb/WzH4SPL7azBYGRx0eat3/SpHMoD1+kcw2EphzKCu4+x1mdg0wzt03mlkv4CZi90DYQuyuZ59x9+vNbDxwrbtXmNndxFoRH3eAl+5DrO1tnZl1Ak5z99rgnhH/A5wLfAPY5e7RoD/+3EPc3inAQI/dsKnLIa4rkhW0xy8iB/MxYJa7VweH6O8ndo/xQ/XXRq2sOxNrFz0fuJXY/S4IXvf/ANz9HeCdQ/we7xBrj/pFYi2cRaQJBb9IZlvAh3crbKqWj/4NaJPgWhr3U/8ZMNPdRxK7reqhfO+W6j4buJvYHdDeCO6iKSKNKPhFMtsMoNDMLmuYYGbHBGPwK4ERZlYYHBYvb7TeB0DH4PHrwBnB+HouMBl4/gjr6syHtxi9pNH0F4ALgzpHAsc0s+56IGJmRWZWCHwqWD4H6OvuM4HvBt+jwxHWKZJxFPwiGSy489pngQnB5XwLgBuA9919NfAIMD/4981Gq94LPGNmM919HbGx85nEbtc6x92fOMLSfgHcYGZv8tFzjX4NdDCzSuB6mjk/wd1rgnmvA88Bi4JZucD/mdm8YFvucPetR1inSMbR3flERESyiPb4RUREsoiCX0REJIso+EVERLKIgl9ERCSLKPhFRESyiIJfREQkiyj4RUREsoiCX0REJIv8f8xlZez5p2bNAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig0, ax0 = plt.subplots(figsize=(8, 8))\n", + "x=data.values[:, 0]\n", + "y=data.values[:, 4]\n", + "ax0.scatter(x, y, c='tab:blue', s=35)\n", + "ax0.plot(x, y, c='tab:blue')\n", + " \n", + "#ax1.legend(loc=\"upper right\")\n", + "ax0.set_xlabel('Cutoff radius')\n", + "#ax1.set_ylabel('Time (hours)')\n", + "ax0.set_ylabel('Test MAE of energy')\n", + "#ax1.set_ylim((0.095, 0.25))\n", + "#ax1.set_ylim((0.90, 1))\n", + "fig0.savefig(filepath+'Test MAE of energy cutoff radius.png', bbox_inches = 'tight')\n", + "fig0.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "e0f8af22", + "metadata": {}, + "outputs": [], + "source": [ + "labelname=[\"lmax=0 (128x0e + 128x0o)\",\n", + " \"lmax=0 (256x0e + 256x0o)\",\n", + " \"lmax=1 (128x0e + 128x0o + 64x1e + 64x1o)\",\n", + " \"lmax=1 (128x0e + 128x0o + 32x1e + 32x1o)\",\n", + " 'lmax=2 (128x0e + 128x0o + 64x1e + 64x1o + 32x2e + 32x2o)',\n", + " 'lmax=2 (128x0e + 128x0o + 64x1e + 64x1o + 16x2e + 16x2o)',\n", + " 'lmax=3 (128x0e + 128x0o + 64x1e + 64x1o + 16x2e + 16x2o + 16x3e + 16x3o)',\n", + " 'lmax=3 (128x0e + 128x0o + 64x1e + 64x1o + 16x2e + 16x2o + 8x3e + 8x3o)',\n", + " 'lmax=4 (128x0e + 128x0o + 64x1e + 64x1o + 16x2e + 16x2o + 8x3e + 8x3o + 8x4e + 8x4o)',\n", + " 'lmax=4 (128x0e + 128x0o + 64x1e + 64x1o + 16x2e + 16x2o + 8x3e + 8x3o + 16x4e + 16x4o)',\n", + " ]\n", + "#['tab:blue', 'tab:orange', 'tab:green', 'tab:red', \n", + "color=['tab:blue', 'tab:blue', 'tab:orange', 'tab:orange', 'tab:green', 'tab:green', 'tab:red', 'tab:red','tab:purple','tab:purple']\n", + " # 'tab:purple', 'tab:brown', 'tab:pink', 'tab:gray','tab:olive', \"r\", 'k', 'g']\n", + "number=data.values[:, 0]" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "eefd981a", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_6686/3733220105.py:14: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig1.show()\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig1, ax1 = plt.subplots(figsize=(10, 10))\n", + "for i in range(10):\n", + " R2=data.values[:, i+1]\n", + " ax1.scatter(number, R2, c=color[i], s=35, label=labelname[i])\n", + " ax1.plot(number, R2, c=color[i])\n", + " \n", + "ax1.legend(loc=\"upper right\")\n", + "ax1.set_xlabel('Number of training data points')\n", + "#ax1.set_ylabel('Time (hours)')\n", + "ax1.set_ylabel('Test MAE of force')\n", + "#ax1.set_ylim((0.095, 0.25))\n", + "#ax1.set_ylim((0.90, 1))\n", + "fig1.savefig(filepath+'Test MAE of force exp.png', bbox_inches = 'tight')\n", + "fig1.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "633d2e8d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Unnamed: 0 32 64 128 256\n", + "0 500 0.298143 0.229607 0.384130 0.299638\n", + "1 1000 0.246513 0.224498 0.323938 0.266980\n", + "2 2000 0.229746 0.217836 0.228802 0.209006\n", + "3 3000 0.211723 0.209019 0.219736 0.207903\n", + "4 4000 0.210285 0.208112 0.211798 0.203659\n", + "5 5000 0.208140 0.207063 0.184646 0.178314\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_6686/4263522335.py:24: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig1.show()\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data=pd.read_excel(io=filepath+filename,sheet_name='lmax0')\n", + "print(data)\n", + "labelname=[\"lmax=0 (32x0e + 32x0o)\",\n", + " \"lmax=0 (64x0e + 64x0o)\",\n", + " \"lmax=0 (128x0e + 128x0o)\",\n", + " \"lmax=0 (256x0e + 256x0o)\"\n", + " ]\n", + " \n", + "color=['tab:blue', 'dodgerblue', 'deepskyblue', 'skyblue']\n", + "number=data.values[:, 0]\n", + "fig1, ax1 = plt.subplots(figsize=(10, 10))\n", + "for i in range(4):\n", + " R2=data.values[:, i+1]\n", + " ax1.scatter(number, R2, c=color[i], s=35, label=labelname[i])\n", + " ax1.plot(number, R2, c=color[i])\n", + " \n", + "ax1.legend(loc=\"upper right\")\n", + "ax1.set_xlabel('Number of training data points')\n", + "#ax1.set_ylabel('Time (hours)')\n", + "ax1.set_ylabel('Test MAE of force')\n", + "#ax1.set_ylim((0.095, 0.25))\n", + "#ax1.set_ylim((0.90, 1))\n", + "fig1.savefig(filepath+'Test MAE of force exp lmax0.png', bbox_inches = 'tight')\n", + "fig1.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "1326b199", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Unnamed: 0 16 32 64 128\n", + "0 500 0.222422 0.208419 0.208112 0.187571\n", + "1 1000 0.216039 0.208140 0.206874 0.187170\n", + "2 2000 0.209930 0.199368 0.204475 0.186153\n", + "3 3000 0.205042 0.191786 0.200210 0.184646\n", + "4 4000 0.173984 0.178314 0.197032 0.184234\n", + "5 5000 0.166056 0.171325 0.187520 0.180738\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_6686/2529529112.py:24: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig1.show()\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data=pd.read_excel(io=filepath+filename,sheet_name='lmax1')\n", + "print(data)\n", + "labelname=[\"lmax=1 (128x0e + 128x0o + 16x1e + 16x1o)\",\n", + " \"lmax=1 (128x0e + 128x0o + 32x1e + 32x1o)\",\n", + " \"lmax=1 (128x0e + 128x0o + 64x1e + 64x1o)\",\n", + " \"lmax=1 (128x0e + 128x0o + 128x1e + 128x1o)\"\n", + " ]\n", + " \n", + "color=['darkorange', 'orange', 'gold', 'goldenrod']\n", + "number=data.values[:, 0]\n", + "fig1, ax1 = plt.subplots(figsize=(10, 10))\n", + "for i in range(4):\n", + " R2=data.values[:, i+1]\n", + " ax1.scatter(number, R2, c=color[i], s=35, label=labelname[i])\n", + " ax1.plot(number, R2, c=color[i])\n", + " \n", + "ax1.legend(loc=\"upper right\")\n", + "ax1.set_xlabel('Number of training data points')\n", + "#ax1.set_ylabel('Time (hours)')\n", + "ax1.set_ylabel('Test MAE of force')\n", + "#ax1.set_ylim((0.095, 0.25))\n", + "#ax1.set_ylim((0.90, 1))\n", + "fig1.savefig(filepath+'Test MAE of force exp lmax1.png', bbox_inches = 'tight')\n", + "fig1.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "6ec7edc9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Unnamed: 0 8 16 32 64\n", + "0 500 0.119739 0.117456 0.114094 0.110006\n", + "1 1000 0.116498 0.116542 0.112733 0.109807\n", + "2 2000 0.115992 0.114010 0.112625 0.109352\n", + "3 3000 0.112943 0.112796 0.112050 0.109006\n", + "4 4000 0.111566 0.110883 0.111640 0.108745\n", + "5 5000 0.110169 0.108094 0.110558 0.108120\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_6686/4122444964.py:24: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig1.show()\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data=pd.read_excel(io=filepath+filename,sheet_name='lmax2')\n", + "print(data)\n", + "labelname=[\"lmax=2 (128x0e + 128x0o + 64x1e + 64x1o + 8x2e + 8x2o)\",\n", + " \"lmax=2 (128x0e + 128x0o + 64x1e + 64x1o + 16x2e + 16x2o)\",\n", + " \"lmax=2 (128x0e + 128x0o + 64x1e + 64x1o + 32x2e + 32x2o)\",\n", + " \"lmax=2 (128x0e + 128x0o + 64x1e + 64x1o + 64x2e + 64x2o)\"\n", + " ]\n", + " \n", + "color=['darkgreen', 'forestgreen', 'limegreen', 'lightgreen']\n", + "number=data.values[:, 0]\n", + "fig1, ax1 = plt.subplots(figsize=(10, 10))\n", + "for i in range(4):\n", + " R2=data.values[:, i+1]\n", + " ax1.scatter(number, R2, c=color[i], s=35, label=labelname[i])\n", + " ax1.plot(number, R2, c=color[i])\n", + " \n", + "ax1.legend(loc=\"upper right\")\n", + "ax1.set_xlabel('Number of training data points')\n", + "#ax1.set_ylabel('Time (hours)')\n", + "ax1.set_ylabel('Test MAE of force')\n", + "#ax1.set_ylim((0.095, 0.25))\n", + "#ax1.set_ylim((0.90, 1))\n", + "fig1.savefig(filepath+'Test MAE of force exp lmax2.png', bbox_inches = 'tight')\n", + "fig1.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "70588e9e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Unnamed: 0 8 16 32\n", + "0 500 0.098869 0.100497 0.098165\n", + "1 1000 0.096561 0.099959 0.097634\n", + "2 2000 0.096522 0.099231 0.097314\n", + "3 3000 0.096090 0.097873 0.097071\n", + "4 4000 0.096046 0.095220 0.094029\n", + "5 5000 0.095444 0.092726 0.092091\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_6686/3143902235.py:23: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig1.show()\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data=pd.read_excel(io=filepath+filename,sheet_name='lmax3')\n", + "print(data)\n", + "labelname=[\"lmax=3 (128x0e + 128x0o + 64x1e + 64x1o + 16x2e + 16x2o + 8x3e + 8x3o)\",\n", + " \"lmax=3 (128x0e + 128x0o + 64x1e + 64x1o + 16x2e + 16x2o + 16x3e + 16x3o)\",\n", + " \"lmax=3 (128x0e + 128x0o + 64x1e + 64x1o + 16x2e + 16x2o + 32x3e + 32x3o)\"\n", + " ]\n", + " \n", + "color=['firebrick', 'red', 'tomato']\n", + "number=data.values[:, 0]\n", + "fig1, ax1 = plt.subplots(figsize=(10, 10))\n", + "for i in range(3):\n", + " R2=data.values[:, i+1]\n", + " ax1.scatter(number, R2, c=color[i], s=35, label=labelname[i])\n", + " ax1.plot(number, R2, c=color[i])\n", + " \n", + "ax1.legend(loc=\"upper right\")\n", + "ax1.set_xlabel('Number of training data points')\n", + "#ax1.set_ylabel('Time (hours)')\n", + "ax1.set_ylabel('Test MAE of force')\n", + "#ax1.set_ylim((0.095, 0.25))\n", + "#ax1.set_ylim((0.90, 1))\n", + "fig1.savefig(filepath+'Test MAE of force exp lmax3.png', bbox_inches = 'tight')\n", + "fig1.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "88dc449a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Unnamed: 0 8 16\n", + "0 500 0.096227 0.096700\n", + "1 1000 0.095999 0.095309\n", + "2 2000 0.095474 0.095213\n", + "3 3000 0.095247 0.094984\n", + "4 4000 0.095050 0.094982\n", + "5 5000 0.094998 0.094952\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_6686/2521508389.py:22: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig1.show()\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data=pd.read_excel(io=filepath+filename,sheet_name='lmax4')\n", + "print(data)\n", + "labelname=['lmax=4 (128x0e + 128x0o + 64x1e + 64x1o + 16x2e + 16x2o + 8x3e + 8x3o + 8x4e + 8x4o)',\n", + " 'lmax=4 (128x0e + 128x0o + 64x1e + 64x1o + 16x2e + 16x2o + 8x3e + 8x3o + 16x4e + 16x4o)'\n", + " ]\n", + " \n", + "color=['purple', 'm']\n", + "number=data.values[:, 0]\n", + "fig1, ax1 = plt.subplots(figsize=(10, 10))\n", + "for i in range(2):\n", + " R2=data.values[:, i+1]\n", + " ax1.scatter(number, R2, c=color[i], s=35, label=labelname[i])\n", + " ax1.plot(number, R2, c=color[i])\n", + " \n", + "ax1.legend(loc=\"upper right\")\n", + "ax1.set_xlabel('Number of training data points')\n", + "#ax1.set_ylabel('Time (hours)')\n", + "ax1.set_ylabel('Test MAE of force')\n", + "#ax1.set_ylim((0.095, 0.25))\n", + "#ax1.set_ylim((0.90, 1))\n", + "fig1.savefig(filepath+'Test MAE of force exp lmax4.png', bbox_inches = 'tight')\n", + "fig1.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "51396075", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} -- GitLab