diff --git a/SZ/auswertung/c.ipynb b/SZ/auswertung/c.ipynb index edbf9e4..3a753b0 100644 --- a/SZ/auswertung/c.ipynb +++ b/SZ/auswertung/c.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 38, + "execution_count": 14, "metadata": { "autoscroll": false, "collapsed": false, @@ -29,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 3, "metadata": { "autoscroll": false, "collapsed": false, @@ -47,7 +47,7 @@ }, { "cell_type": "code", - "execution_count": 171, + "execution_count": 19, "metadata": { "autoscroll": false, "collapsed": false, @@ -59,8 +59,7 @@ }, "outputs": [], "source": [ - "ccurves = pd.DataFrame(columns=['desc', 'curve', 'area', 'j_c', 'u_cc', 'ff', 'eta', 'p_mlp', 'u_mlp'])\n", - "for point, desc, a in [\n", + "ccurves = load_and_analyze([\n", " ('a', '3x3_hell', 6),\n", " ('b_1', '3x3_schaltung_1', 6),\n", " ('b_2', '3x3_schaltung_2', 6),\n", @@ -70,10 +69,11 @@ " ('c_2', '3x3_verschattung_2', 6),\n", " ('c_3', '3x3_verschattung_3', 6),\n", " ('d_1', 'huge_hell', 13),\n", - " ('d_2', 'huge_verbraucher', 13)]:\n", - " row = pd.Series({'desc': desc, 'area': a*area, 'curve': parse_ccurve(f'../messungen/191114_OM_VB/3_{point}.dat')})\n", - " \n", - " ccurves.loc[desc] = pd.concat((row, pd.Series(analyze_ccurve(row['curve'], row['area'], int_ein))))\n" + " ('d_2', 'huge_verbraucher', 13)],\n", + " int_ein,\n", + " area=area,\n", + " formatter='../messungen/191114_OM_VB/3_{}.dat'.format,\n", + " columns=['desc', 'curve', 'area', 'j_c', 'u_cc', 'ff', 'eta', 'p_mlp', 'u_mlp', 'i_mlp'])\n" ] }, { @@ -90,7 +90,7 @@ }, { "cell_type": "code", - "execution_count": 158, + "execution_count": 20, "metadata": { "autoscroll": false, "collapsed": false, @@ -104,7 +104,7 @@ { "data": { "image/png": [ - "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\n" + "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\n" ], "text/plain": [ "
" @@ -116,7 +116,7 @@ { "data": { "image/png": [ - "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\n" + "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\n" ], "text/plain": [ "
" @@ -128,7 +128,7 @@ { "data": { "image/png": [ - "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\n" + "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\n" ], "text/plain": [ "
" @@ -140,7 +140,7 @@ { "data": { "image/png": [ - "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\n" + "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\n" ], "text/plain": [ "
" @@ -152,7 +152,7 @@ { "data": { "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAbUAAAEGCAYAAADi9AsGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO3de5xV5X3v8c8XDB4VjBIREWxEJGMxtV6IGmsLVmyQlw22Dcb0nCPJ8RRza9Xegi/bE5vGatJqjiYm1aQ5YJvEA00TaQpJhOPYJgZlTAwUwkQuYwYhSCBjYDAOM/zOH2ttshn2zL7M2rMv832/XvOaNWutZ81vr0z4+Tzrt55HEYGZmVkzGFXrAMzMzLLipGZmZk3DSc3MzJqGk5qZmTUNJzUzM2sax9U6gGZ3yimnxLnnnlvrMCrS3d3NSSedVOswKtbI8e/du5e+vj5OP/30WodSsUa+/+D4a+m55577SURMqKStk1qVTZw4kba2tlqHUZHW1lZmz55d6zAq1sjxL1myhK6uLm677bZah1KxRr7/4PhrSdKLlbb18KOZmTUNJzUzM2saTmpmZtY0nNTMzKxpOKmZmVnTcFIzM7Om4aRmZmZNw0nNzMzqxr7uHkaPHT+x0vZOamZmVhf2dffwJ8ueZ/TY8VMqvYaTmpmZ1YXlbZ082b6Hwz2vvlLpNTxNlpmZDZt93T0sb+tkzoyJrN60mwUzzwI4sg/gvX/7445Kr++kZmZmw2Z5Wyf3rNrM2m17ebJ9D2u37eWCKafwwJoXALhl1jTee7ivt9LrO6mZmdmwyfXMkl7ZJp5s38MFU17PHdeed+TYUDipmZlZ1eWGHRfMPItbZk0D4L4bLjyyb/xJYzL5PS4UMTOzqssNOy5v6zyyb/xJY7hl1rTMEho4qZmZWZXt6+7hYE8vt149PZMhxsE4qZmZWVUtb+vkgTVbOHHM6Ex7ZYX4mZqZmVVFfvk+UPVeGjipmZlZxnLJ7GBP31Gl+sPBw49mZpaZ3FRX96zaDERmpfqlck/NzMyGLL939mT7Hq5qmcDCK6ZW/Rlaf05qZmZWsf5Djbdefe6R3tlwJzRwUjMzswrlhhqfbN9T82SW46RmZmYVyc2qX6uhxkKc1MzMrCyFSvXrIaGBk5qZmZWolqX6pXJJv5mZFVXrUv1SuadmZmYDqpdS/VI5qZmZ2THqrVS/VE5qZmZ2lHos1S+Vk5qZmQGNN9RYiAtFzMwM+MVCnrlCkPtuuLChEhq4p2ZmNuLV83tn5XJSMzMbwfKfn0H9vXdWLic1M7MRqNDzs3p876xcTmpmZiNIo5bql8pJzcxshGjkUv1SOamZmTW5ZijVL5VL+s3MmlwzlOqXyj01M7Mm1Uyl+qVyUjMza0L7e6KpSvVL1RDDj5LmSmqXtEXS4gLHJenB9Ph6SRcXaytpvKQnJL2Qfj8179gd6fntkt6Wt/8SSRvSYw9KUjU/t5lZufZ19/DwU1tZ/eKhpirVL1XdJzVJo4GHgGuBGcC7JM3od9q1wPT0axHwmRLaLgbWRMR0YE36M+nxG4HzgbnAp9PrkF53Ud7vmpv15zUzq0QumS19umPEPD8rpBGGHy8FtkTENgBJjwHzgU1558wHHo2IANZKOkXSJODsQdrOB2an7ZcCrcCH0v2PRcRrwHZJW4BLJXUAJ0fEd9JrPQpcD6waLPiDBw+yZMmSIXz82unq6qKjo6PWYVSskeP/8Y9/TG9vb8P+7UBj339orPi7e8VXd43jhe7jmfWGA1wzAc7Yv5vjt+9ixfZaRze8GiGpTQY6837eAVxWwjmTi7SdGBG7ACJil6TT8661tsC1DqXb/fcfQ9Iikh4dZ5xxBl1dXYN8vPrV19fXsLFDY8ff29tLRDRs/NDY9x8aI/5XD49i46snc+iweKH7eM4+/gDnjd7NCaMON0T81dAISa3Qc6so8ZxS2pb6+0q+VkQ8AjwC0NLSErfddluRX1mfWltbmT17dq3DqFgjx79kyRK6urpo1L8daOz7D/Udf66qMXr6+FY6K8hvjjnuqOrGeo6/mNtvv73ito2Q1HYA+U85pwA7SzxnzCBtd0ualPbSJgEvF7nWjnR7sDjMzKou995Zs84KMhR1XygCrAOmS5oqaQxJEceKfuesAG5KqyAvB15JhxYHa7sCWJhuLwQez9t/o6TjJU0lKQh5Nr3efkmXp1WPN+W1MTMbFvu6ezjY08utV09n4RVTuWXWNCe0PHXfU4uIXkkfBL4BjAY+HxEbJb03Pf73wEpgHrAFOAi8Z7C26aXvBZZJuhn4EbAgbbNR0jKSYpJe4AMR0Ze2eR+wBDiBpEBk0CIRM7OsHD0R8RbuuPY8J7MC6j6pAUTESpLElb/v7/O2A/hAqW3T/XuBqwdoczdwd4H9bcCby4ndzGwoBptV347VEEnNzGwkGgmz6mfNSc3MrM6MpFn1s+akZmZWJ5p9Ac/h4KRmZlYHPNSYDSc1M7Ma8lBjthrhPTUzs6Y1khbwHA7uqZmZ1cBIXMBzODipmZkNo/7FIDByFvAcDh5+NDMbJrlikPzhRr9EnS331MzMqszFIMPHSc3MrEr83tnwc1IzM6sCv3dWGyUnNUnjSzjtcESMvKVWzcxSHmqsrXJ6ajvTr0IrQOeMBn5pSBGZmTUwL+BZW+UktR9ExEWDnSDpe0OMx8ysIfm9s/pQTlJ7a/8dkvoiYvRg55iZNbv852fg985qqeSkFhE/L7BbJZxjZtaUCj0/83tntTXk6kdJvw+cCTwCXBERXx9yVGZmdcyl+vUri5L+acD9wJ8BpwBOambWtFyqX9+ySGptEdEt6a+AOzO4nplZ3XGpfmMYalKLiFiV25D0FUnXAhsiYsfQwzMzqy0PNTaWsiY0lnS8pLcMcsqHgXHAIklLhxSZmVmNFZqAeOEVU7ll1jQntDpVtKcm6XbgApLnZTOAfwLWDXD66ohYBizLLEIzsxpZ3tbpocYGU8rw42XAv0bEFyR9JiL+epBzr5A0F9hL8rL2/ZlEaWY2jPZ197Byew+3XOcXqRtN0aQWETdKerukfwROKnL6f0bE30k6Djg/kwjNzIZJ/vOzZe2HmHbObr9I3WBKeqYWESuA/wl8V9JnBzn1Okl/CJwTEd/PIkAzs+HQ//nZDS2v84vUDaicGUVeAz4qabD/ld8JXAT8rqRpEfEHQw3QzKyaBirVX79ul4ccG1DZJf0R0TnI4QUR8Sng65JOrTwsM7Pqcql+cyqrpL8Eb8zbXpzxtc3MMuFS/eaV9crXoyT9OvBt4A0ZX9vMbEg8K0jzG2pS679g6J8D7wPeDXx1iNc2M8uEhxpHjiEltYgY1e/nPuBTQ4rIzCxjXo165Cg5qUn6bkRcPNRzzMyGQ/5K1Ad7ern16uksvOJsJ7MmV05P7ZclrR/kuIDXDzEeM7NM5Hpna7ft5cn2Pdxx7XlOaCNAOUntvBLO6as0EDOzLOT30ADmzJjI5efs9ovUI0Q5L1+/WM1AzMyGKn8BT+DIFFfTZo2tZVg2jLIu6TczG3aFSvXdMxuZnNTMrGG5VN/6y3pGkUxJGi/pCUkvpN8LTr0laa6kdklbJC0upb2kO9Lz2yW9LW//JZI2pMcelKR0/x9L2iRpvaQ1kt6ImdWMZwWxQkpOapK+lX7fL+ln/b5ekbRd0vszjm8xsCYipgNrKDD1lqTRwEPAtSSLmL5L0ozB2qfHbyRZHmcu8On0OgCfARYB09Ovuen+7wEzI+IC4J+Bj2f7Uc2sFPu6e3j4qa0sfbrjqFlBnMwMykhqEXFl+n1cRJzc7+v1wEzg1ozjmw8sTbeXAtcXOOdSYEtEbIuIHuCxtN1g7ecDj0XEaxGxHdgCXCppEnByRHwnIgJ4NNcmIp6MiINp+7XAlKw+pJkVl5/M8ntn991woZOZHZHZM7WI2CtpdlbXS02MiF3p9XdJOr3AOZOB/JUDdpCs1j1Y+8kkiSm/zWTgULrdf39/NwOrBgpa0iKS3h4TJkygtbV1oFPr2oEDBxo2dmjs+Lu6uujr62vY+CHb+7+/J/jshp+zfs9h5k87jhtaXse5sZNxIdavG2zhkMo18t8PNH78lcq0UCSXQMohaTVwRoFDd5Z6iUKhVNim6LUk/TeSXumsgS4eEY8AjwC0tLTE7Nmzi4RTn1pbW2nU2KGx4+/o6KCrq6th44ds7v+RQhD1sX7PC1zVMoEPD1PPrJH/fqDx469UzasfI2LOQMck7ZY0Ke1lTQJeLnDaDiC/dncKsDPdHqj9QG12cPSwYv61kDSHJNnOShdNNbMq8pyNVq6yk1paDfhfgXMi4iOSfgk4IyKezTw6WAEsBO5Nvz9e4Jx1wHRJU4GXSApAfr9I+xXAFyXdD5xJUhDybET0pYUwlwPPADcBnwSQdBHwMDA3IgolVzPLSP9ZQZzMrFSV9NQ+DRwGfhP4CLAf+DLwlgzjyrkXWCbpZuBHwAIASWcCn4uIeRHRK+mDwDeA0cDnI2LjYO0jYqOkZcAmoBf4QLrCACRL5ywBTiB5bpZ7dva3wFhgeVrl/6OIeHsVPrPZiJSfyD76tU3HzApiVopKktplEXGxpO8BRMRPJVXlP6EiYi9wdYH9O4F5eT+vBFaW2j49djdwd4H9bcCbC+wfcJjUzIau/wTEnhXEKlFJUjuUvtMVAJImkPTczMzKNtgExB5ytHJVktQeBL4CnC7pbuAdwF9mGpWZjQiegNiyVnZSi4gvSHqOZFhPwPUR8YPMIzOzpuUJiK1aKql+/FhEfAjYXGCfmdmAPAGxVVslExpfU2DftUMNxMyamycgtuFQck9N0vuA9wPnSFqfd2gc8O2sAzOz5lBoqHHhFVOdyKwqyhl+/CLJO1v3cPRs+fsjYl+mUZlZw9vfEzz81FYPNdqwKjmpRcQrwCvAu6oXjpk1ulzPbNOLh3h8q6e4suFVSaHI8cDvAWfnt4+Ij2QXlpk1ovwS/fnTjnMys2FXyXtqj5P02J4DPKmvmRV8bjZncje/7SmubJhVktSmRMTc4qeZWbMbrER//bqnax2ejUCVJLWnJf1KRGzIPBozaxj5Q41+bmb1opyS/g0k8z0eB7xH0jaS4UcBEREXVCdEM6snLtG3elZOT+26qkVhZnXPs4FYIyinpP9FAElLgVsjoiv9+VTgPuB/VCVCM6s5DzVao6jkmdoFuYQGR9ZTuyjDmMysTnio0RpNJUltlKRTI+KnAJLGV3gdM6tTHmq0RlVJMrqPpALyn0kKR26gwArSZtaYPNRojayS9dQeTddTu4qk8vF3I2JT5pGZ2bDyUKM1g4qGDSNiI7Ax41jMrAY81GjNpJz31L4VEVdK2k8y7HjkEMl7aidnHp2ZVZWHGq3ZlFPSf2X6fVz1wjGz4bS8rdNDjdZUyump/fFgxyPi/qGHY2bDITfkOGfGRAD3zqxplPNMLddDawHeAqxIf/5t4N+zDMrMsrevu4elT28neWIAD6x5AYBbPJO+NZFyhh//CkDSN4GLI2J/+vNdwPKqRGdmmVne1skDa7YAHPX8zKyZVFL9+EtAT97PPSQLhppZHcofajzY0wuIhVec7eFGa0qVJLV/BJ6V9BWSKsjfAZZmGpWZDVn/Un2A269pqXFUZtU1qtwGEXE3yeTFPwW6gPdExD1ZB2ZmlcuV6t+zajMQHmq0EaPSl6+fA57LOBYzGyLPCmIjXdlJTdJM4E7gjWl7LxJqVmOeFcQsUUlP7QvAnwEbgMPZhmNm5fKsIGa/UElS2xMRK4qfZmbV5KFGs2NVktQ+LOlzwBrgtdzOiPiXzKIyswF5qNFsYJUktfcA5wGv4xfDjwE4qZlVmYcazQZXSVL71Yj4lcwjMbMBeajRrDSVJLW1kmZ4YVCz6nr18Cg+8UQ7+XM1undmNrhKktqVwEJJ20meqbmk36wKNr56Mt8qMFejk5nZwCpJanMzj8LMjtjX3cO3957AOcfv4ZJL34rnajQrXdlJLSJelPSrwK+nu/4jIr6fbVhmI9fytk6e2DOWK8e9yj95rkazspQ996OkW0lewD49/fonSX+YdWDp7xov6QlJL6TfTx3gvLmS2iVtkbS4lPaS7kjPb5f0trz9l0jakB57UJL6/a53SIp0ZhWzIdnX3cPDT21l654DfOKJdj7xxA+ZM2Mi10w4wPkn/KzW4Zk1nEqGH28GLouIbgBJHwO+A3wyy8BSi4E1EXFvmqwWAx/KP0HSaOAh4BpgB7BO0oq0kKVge0kzgBuB84EzgdWS3hQRfcBngEXAWmAlyXDrqvR3jQP+CHimCp/VRqDlbZ3cs2oza7ft5cn2PQCcOGY0v/aGV+nq8oQ9ZuWqJKkJ6Mv7uY9ceVb25gOz0+2lQCv9khpwKbAlIrYBSHosbbdpkPbzgcci4jVgu6QtwKWSOoCTI+I76bUeBa4nTWrAXwMfB/40u49oI1H+GmcAc2ZM5IIpLwFiwcyzWLG9tvGZNapKktr/AZ5J11OD5B/9f8gupKNMjIhdABGxS9LpBc6ZDHTm/bwDuKxI+8kkPbH8NpOBQ+l2//1Iugg4KyK+JmnQpCZpEUlvjwkTJtDa2lrsc9alAwcONGzsUL/x7+8JPrvh56zfc5it27Yyb+oYOjd2ctHrkuPr1+2kq6uLvr6+uoy/VPV6/0vl+BtTWUktfb60nKTHcyVJD+09EfG9SgOQtBo4o8ChO0u9RIF9UWGbgvsljQI+Aby7lIAi4hHgEYCWlpaYPXt2Kc3qTmtrK40aO9Rv/A8/tZX1ezZzVcsEFt9wYcGqxo6ODrq6uuoy/lLV6/0vleNvTGUltYgISV+NiEuA72YRQETMGeiYpN2SJqW9rEnAywVO2wHkr344BdiZbg/UfqA2O9Lt/vvHAW8GWtO6kTOAFZLeHhFtJX5UG6HyhxpXb9p9ZMjR75yZZa/SGUXeEhHrMo/mWCuAhcC96ffHC5yzDpguaSrwEkkByO8Xab8C+KKk+0kKRaYDz0ZEn6T9ki4nKQa5CfhkRLwCnJb7hZJagT91QrNi8udqzC8GuWXWtBpHZtacKklqVwG3SHoR6Ka6M4rcCyyTdDPwI2ABgKQzgc9FxLyI6JX0QeAbwGjg8xGxcbD2EbFR0jKSYpJe4ANp5SPA+4AlwAkkBSK5IhGzkhWaq/EvrpvB5efsZsHMs4pfwMwqUklSuzbzKAYQEXuBqwvs3wnMy/t5JUn5fUnt02N3A3cX2N9GMtQ4WFyzi4RuI1SxZWGmzRpb6xDNmlrZL18D74+IF/O/gPdnHZhZo8kNNd6zajMQ3HHteSy8Yiq3zJrmZ2dmw6SSnto1HPuu2LUF9pmNCF4Wxqx+lJzUJL2PpEd2jqT1ud3AWODbVYjNrK55BWqz+lNOT+2LJEUT95BMN5WzPyL2ZRqVWZ3zCtRm9amcpPYmoDMi3gUg6Sbg94AXJd3lxGYjyfK2Tg81mtWhcpLaw8AcAEm/QVIu/4fAhSSzZ7wj8+jM6kz/ORvdOzOrL+UktdF5vbF3Ao9ExJeBL0t6PvvQzOpH/+dn4BeozepRWUlN0nER0Uvy7teiCq9j1hD2dfew9Ont5KYE7V8MYmb1p5xk9CXgKUk/AV4F/gNA0rnAK1WIzawmju6VbQFwMYhZgyg5qUXE3ZLWAJOAb0ZEbib8USTP1swaWqES/VuvPhcQC68428nMrAGUO0v/2gL7fphdOGa14RJ9s+bgZ2E2onk2ELPm4qRmI5JnAzFrTk5qNuJ4qNGseTmp2YjhoUaz5uekZk3PQ41mI4eTmjU1DzWajSxOataU9nX3sHJ7D9871OGhRrMRxEnNmkb/aa2WtR/i1inh3pnZCOKkZg1voGmtbmh5nXtnZiOMk5o1rGLTWq1ft8sJzWyEcVKzhuQCEDMrxEnNGorfNTOzwTipWd0rtq6ZE5qZ5TipWd3yumZmVi4nNasrA/XKvK6ZmZXCSc3qgntlZpYFJzWrKa82bWZZclKzmlre1sk9qza7V2ZmmXBSs5rZ193DwZ5ebr16untlZpaJUbUOwEau5W2dPLBmCyeOGe2EZmaZcE/Nhl3uOdqcGRMBWDDzrBpHZGbNwknNhkWhUn2AW2ZNq2FUZtZsnNRsWOSGGuHoUn0zsyw5qVlV5Q81HuzpxaX6ZlZNTmpWFf3fPwO4/ZqWGkdlZs3O1Y+WmX3dPTz81Fa27jnAnyx7nntWbQbCQ41mNmzcU7MhKVQAsnbbXi8LY2Y1Udc9NUnjJT0h6YX0+6kDnDdXUrukLZIWl9Je0h3p+e2S3pa3/xJJG9JjD0pS3rEbJG2StFHSF6v1uRtBrle29OkOHlizJR1iTHplf3HdDO649jzuu+FCJzQzG1b13lNbDKyJiHvTZLUY+FD+CZJGAw8B1wA7gHWSVkTEpoHaS5oB3AicD5wJrJb0pojoAz4DLALWAiuBucAqSdOBO4Bfi4ifSjq96p++DpU6V+O0WWNrG6iZjUj1ntTmA7PT7aVAK/2SGnApsCUitgFIeixtt2mQ9vOBxyLiNWC7pC3ApZI6gJMj4jvptR4FrgdWAX8APBQRPwWIiJcz/aR1LL+C8aNf28ST7Xs8V6OZ1aV6T2oTI2IXQETsGqB3NBnozPt5B3BZkfaTSXpi+W0mA4fS7f77Ad4EIOnbwGjgroj4eqGgJS0i6e0xYcIEWltbi3/SOnTgwAFaW1tZub2HZe2H+Le2H7J+z2EumDCKc2Mn40KsX9dZ/EI1kou/EXV1ddHX19ew8UNj339w/I2q5klN0mrgjAKH7iz1EgX2RYVtBrvWccB0kp7fFOA/JL05IrqOaRDxCPAIQEtLS8yePbtIOPXpX7/5JO06i1uum8i0c3YzZ8ZEVm/a3TC9s9bWVhr13nd0dNDV1dWw8UNj339w/I2q5kktIuYMdEzSbkmT0l7WJKDQkN8OIL9efAqwM90eqP1AbXak24WutQNYGxGHSIYs20mS3LpSPmejyB9q/OyGn7N+z2bgF9NZ+VmZmdWzuq5+BFYAC9PthcDjBc5ZB0yXNFXSGJICkBVF2q8AbpR0vKSpJMnp2XSocr+ky9Oqx5vy2nwVuApA0mkkw5HbsvmYtZdfzXjPqs189GubWL/nMFe1TPA7ZmbWMGreUyviXmCZpJuBHwELACSdCXwuIuZFRK+kDwLfIHnW9fmI2DhY+4jYKGkZSTFJL/CBtPIR4H3AEuAEkgKRVen+bwC/JWkT0Af8WUTsrd5HHz77unv4k2XPH1UAMmfGRCbwNItdlm9mDaSuk1qaNK4usH8nMC/v55Uk5fcltU+P3Q3cXWB/G/DmAvsD+OP0qynkl+cXell63tQxTmhm1lDqOqlZdRR618zl+WbWDJzURhAnMzNrdk5qTc4vTpvZSOKk1uSWt3Vyz6rNnmTYzEYEJ7UmkN8bW70peUl6xfMvAeLtF54JwJwZE7n8nMZ5cdrMrBJOak2gf28s9x3gxDGj/eK0mY0YTmpNIPdydK43NmfGRC6YkvTU/OK0mY0kTmoNqv+QY25YMdcbu/2alhpHaGY2/JzU6kD+6tH5a5LlElf+c7D+Zfn5Q425YUYzs5HKSa0OLG/r5IE1W9KfghPHHHdUCf7Bnt5j9uVPZ5UrADEzG+mc1KrscMDDT20ddNmWBTPP4mBPL7mVb/qX4IMGLct3AYiZWcJJrcr298RRCQmOHSYcf9KYI8/A9nX3cOKY0cf0wPrvc1m+mdmxnNSqLIBbr57O2y8880hl4sNPbT2SrPo/Mxt/0piCJfguyzczK85Jrcq6XgtOHDOaaRPGMm3WWB5+auuRntsFU07hgTUvAC7yMDPLQr0vEtrwTj3+6HfFFsw8i6taJqRDkXFkDkYzMxs699Sq7PXH66jnX+NPGsN9N1x4zLCjmZkNnZNaDeQ/NzMzs+x4+NHMzJqGk5qZmTUNJzUzM2saTmpmZtY0nNTMzKxpOKmZmVnTcFIzM7OmoYiodQxNTdJ+oL3WcVToNOAntQ5iCBx/bTn+2mrk+FsiYlwlDf3ydfW1R8TMWgdRCUltjRo7OP5ac/y11cjxS2qrtK2HH83MrGk4qZmZWdNwUqu+R2odwBA0cuzg+GvN8ddWI8dfcewuFDEzs6bhnpqZmTUNJzUzM2saTmoZk7RA0kZJhyUNWE4rqUPSBknPD6V8NUtlxD5XUrukLZIWD2eMg5E0XtITkl5Iv586wHl1de+L3U8lHkyPr5d0cS3iHEgJ8c+W9Ep6v5+X9L9qEWchkj4v6WVJ/znA8Xq/98Xir+d7f5akJyX9IP1359YC55R//yPCXxl+Ab8MtACtwMxBzusATqt1vOXGDowGtgLnAGOA7wMzah17GtvHgcXp9mLgY/V+70u5n8A8YBUg4HLgmVrHXWb8s4Gv1TrWAeL/DeBi4D8HOF63977E+Ov53k8CLk63xwE/zOJv3z21jEXEDyKiIWcQKTH2S4EtEbEtInqAx4D51Y+uJPOBpen2UuD6GsZSqlLu53zg0UisBU6RNGm4Ax1APf89FBUR/w7sG+SUer73pcRftyJiV0R8N93eD/wAmNzvtLLvv5Na7QTwTUnPSVpU62DKMBnozPt5B8f+IdbKxIjYBcn/YYDTBzivnu59Kfeznu95qbG9VdL3Ja2SdP7whJaJer73par7ey/pbOAi4Jl+h8q+/54mqwKSVgNnFDh0Z0Q8XuJlfi0idko6HXhC0ub0v7qqKoPYVWDfsL0XMlj8ZVymJvd+AKXcz5re8yJKie27wBsj4oCkecBXgelVjywb9XzvS1H3917SWODLwG0R8bP+hws0GfT+O6lVICLmZHCNnen3lyV9hWQYp+r/sGYQ+w7grLyfpwA7h3jNkg0Wv6TdkiZFxK50iOLlAa5Rk3s/gFLuZ03veRFFY8v/hyoiVkr6tKTTIqIRJtut53tfVL3fe0mvI0loX4iIfylwStn338OPNSDpJEnjctvAbwEFq5fq0DpguqSpksYANwIrahxTzgpgYbq9EDim51mH976U+7kCuCmtBLsceCU3zFoHisYv6QxJSrcvJfl3Z++wR1qZer73RdXzvU/j+gfgBxFx/wCnlX//a10B02xfwO+Q/NfFa8Bu4Bvp/jOBlen2OSRVYpZx6p0AAAOnSURBVN8HNpIM/TVE7OnP80gqlbbWS+xpXG8A1gAvpN/HN8K9L3Q/gfcC7023BTyUHt/AIFW1dRr/B9N7/X1gLXBFrWPOi/1LwC7gUPq3f3OD3fti8dfzvb+SZChxPfB8+jVvqPff02SZmVnT8PCjmZk1DSc1MzNrGk5qZmbWNJzUzMysaTipmZlZ03BSM6sySXems5CvT2dKv6zWMQ2FpLMl7ZA0qt/+59N3ofL33SXpJUkfKdZO0u2SfiTpU8PxOaw5eUYRsyqS9FbgOpLZyF+TdBrJbPYNKyI6JHUCvw48BSDpPGBcRDxboMknIuLv0vMGa/espJ8CAy57ZFaMe2pm1TUJ+ElEvAYQET+JdJouJeu6fUzSs+nXuen+35b0jKTvSVotaWK6/y4l62e1Stom6Y/S/WcrWZPqs2mP8JuSTkiPtSpdG0/SaZI60u13S/oXSV9Xsv7cx3MBS7pZ0g/Ttp8doOf0JZLZQ3JuTPcVU2k7s5I4qZlV1zeBs9Ik8WlJs/od/1lEXAp8Cvjf6b5vAZdHxEUkS7n8ed755wFvI5mv8sPp3HmQTFL7UEScD3QBv1dCbBcC7wR+BXinkkUbzwT+kmTtqmvS31fIMuB6SbnRnnemsRZTaTuzknj40ayKIpkd/RKSIbergP8raXFELElP+VLe90+k21PS8yaRDFVuz7vkv6W9vtckvQxMTPdvj4jn0+3ngLNLCG9NRLwCIGkT8EbgNOCpiNiX7l8OvKnA5/qxpI3A1ZJ2A4ciougcmpW2MyuVk5pZlUVEH8lq4q2SNpBMtrwkdzj/1PT7J4H7I2KFpNnAXXnnvJa33ccv/j/cf/8J6XYvvxiR+S/9Qit0rUJLfQwkN5S4m/KGECttZ1aUhx/NqkhSi6T89asuBF7M+/mded+/k26/Hngp3V7I0HQAl6Tb7yjh/GeBWZJOTYcIBxvG/DLJBLTlDiFW2s6sKPfUzKprLPBJSaeQ9Jq2APmrbR8v6RmS/8B8V7rvLmC5pJdIZlafOoTf/3fAMkn/Hfh/xU6OiJck/Q3JCsQ7gU3AKwOc2yVpLcmK49sLnZNlO7NSeJZ+sxpJKxFnRp0s2JgjaWz6LPA44CvA5yPiKxVe6y7gQK6kv4Tz301yTz5Yye8z8/CjmfV3l6TnSRZP3Q58dQjXOgAskvSRYidKuh24A/hZsXPNBuKempmZNQ331MzMrGk4qZmZWdNwUjMzs6bhpGZmZk3DSc3MzJrG/we5qpShQg+fiQAAAABJRU5ErkJggg==\n" + "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\n" ], "text/plain": [ "
" @@ -164,7 +164,7 @@ { "data": { "image/png": [ - "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\n" + "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\n" ], "text/plain": [ "
" @@ -176,7 +176,7 @@ { "data": { "image/png": [ - "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\n" + "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\n" ], "text/plain": [ "
" @@ -188,7 +188,7 @@ { "data": { "image/png": [ - "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\n" + "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\n" ], "text/plain": [ "
" @@ -200,7 +200,7 @@ { "data": { "image/png": [ - "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\n" + "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\n" ], "text/plain": [ "
" @@ -212,7 +212,7 @@ { "data": { "image/png": [ - "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\n" + "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\n" ], "text/plain": [ "
" @@ -229,7 +229,7 @@ }, { "cell_type": "code", - "execution_count": 173, + "execution_count": 16, "metadata": { "autoscroll": false, "collapsed": false, @@ -243,10 +243,10 @@ { "data": { "text/plain": [ - "desc huge_hell\ncurve [[-1.0, -0.1947314], [-0.9775, -0.1942969], [-...\narea 338\nj_c 0.000567871\nu_cc 7.02243\nff 0.653348\neta 0.0260545\np_mlp 0.880641\nu_mlp 5.3225\nName: huge_hell, dtype: object" + "desc huge_hell\ncurve [[-1.0, -0.1947314], [-0.9775, -0.1942969], [-...\narea 13\nj_c 0.0147647\nu_cc 7.02243\nff 0.653348\neta 0.677416\np_mlp 0.880641\nu_mlp 5.3225\ni_mlp -0.1654561994540209\nName: huge_hell, dtype: object" ] }, - "execution_count": 173, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -254,6 +254,37 @@ "source": [ "ccurves.loc['huge_hell']" ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "autoscroll": false, + "collapsed": false, + "ein.hycell": false, + "ein.tags": "worksheet-0", + "slideshow": { + "slide_type": "-" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
desccurveareaj_cu_ccffetap_mlpu_mlpi_mlp
3x3_hell3x3_hell[[-1.5, -0.5417189], [-1.4825, -0.5438931], [-...60.0908751.6213240.6032240.8887760.5332661.136215-0.4693348714285935
3x3_schaltung_13x3_schaltung_1[[-1.5, -0.4987553], [-1.4825, -0.4996429], [-...60.0664171.6686200.2603550.2885350.1731210.831189-0.20828160714286892
3x3_schaltung_23x3_schaltung_2[[-1.5, -0.5053194], [-1.4825, -0.5066954], [-...60.0653491.6499470.2597870.2801070.1680640.829593-0.20258660000002998
3x3_schaltung_33x3_schaltung_3[[-1.5, -0.0006112836], [-1.4825, -0.000607707...60.0000511.5275990.2504720.0001970.0001180.757500-0.00015580096971469002
3x3_schaltung_43x3_schaltung_4[[-1.5, -0.2743212], [-1.4825, -0.2720917], [-...60.0255091.4628550.2615000.0975800.0585480.740000-0.07911919453640125
3x3_verschattung_13x3_verschattung_1[[-1.0, -0.006214225], [-0.97, -0.006181907], ...60.0008301.4265930.6541270.0077440.0046471.190000-0.0039047434763039633
3x3_verschattung_23x3_verschattung_2[[-1.0, -0.2602277], [-0.98, -0.2602689], [-0....60.0427941.5719960.6877760.4626830.2776101.219997-0.22754981766503463
3x3_verschattung_33x3_verschattung_3[[-1.0, -0.01750273], [-0.98, -0.01755973], [-...60.0027431.4766850.7560620.0306220.0183731.259999-0.014582063482794307
huge_hellhuge_hell[[-1.0, -0.1947314], [-0.9775, -0.1942969], [-...130.0147657.0224270.6533480.6774160.8806415.322500-0.1654561994540209
huge_verbraucherhuge_verbraucher[[-1.0, -0.2670641], [-0.9775, -0.258778], [-0...130.0176486.1051620.2929380.3156220.4103093.792504-0.10818945820239775
\n
" + ], + "text/plain": [ + " desc \\\n3x3_hell 3x3_hell \n3x3_schaltung_1 3x3_schaltung_1 \n3x3_schaltung_2 3x3_schaltung_2 \n3x3_schaltung_3 3x3_schaltung_3 \n3x3_schaltung_4 3x3_schaltung_4 \n3x3_verschattung_1 3x3_verschattung_1 \n3x3_verschattung_2 3x3_verschattung_2 \n3x3_verschattung_3 3x3_verschattung_3 \nhuge_hell huge_hell \nhuge_verbraucher huge_verbraucher \n\n curve area \\\n3x3_hell [[-1.5, -0.5417189], [-1.4825, -0.5438931], [-... 6 \n3x3_schaltung_1 [[-1.5, -0.4987553], [-1.4825, -0.4996429], [-... 6 \n3x3_schaltung_2 [[-1.5, -0.5053194], [-1.4825, -0.5066954], [-... 6 \n3x3_schaltung_3 [[-1.5, -0.0006112836], [-1.4825, -0.000607707... 6 \n3x3_schaltung_4 [[-1.5, -0.2743212], [-1.4825, -0.2720917], [-... 6 \n3x3_verschattung_1 [[-1.0, -0.006214225], [-0.97, -0.006181907], ... 6 \n3x3_verschattung_2 [[-1.0, -0.2602277], [-0.98, -0.2602689], [-0.... 6 \n3x3_verschattung_3 [[-1.0, -0.01750273], [-0.98, -0.01755973], [-... 6 \nhuge_hell [[-1.0, -0.1947314], [-0.9775, -0.1942969], [-... 13 \nhuge_verbraucher [[-1.0, -0.2670641], [-0.9775, -0.258778], [-0... 13 \n\n j_c u_cc ff eta p_mlp \\\n3x3_hell 0.090875 1.621324 0.603224 0.888776 0.533266 \n3x3_schaltung_1 0.066417 1.668620 0.260355 0.288535 0.173121 \n3x3_schaltung_2 0.065349 1.649947 0.259787 0.280107 0.168064 \n3x3_schaltung_3 0.000051 1.527599 0.250472 0.000197 0.000118 \n3x3_schaltung_4 0.025509 1.462855 0.261500 0.097580 0.058548 \n3x3_verschattung_1 0.000830 1.426593 0.654127 0.007744 0.004647 \n3x3_verschattung_2 0.042794 1.571996 0.687776 0.462683 0.277610 \n3x3_verschattung_3 0.002743 1.476685 0.756062 0.030622 0.018373 \nhuge_hell 0.014765 7.022427 0.653348 0.677416 0.880641 \nhuge_verbraucher 0.017648 6.105162 0.292938 0.315622 0.410309 \n\n u_mlp i_mlp \n3x3_hell 1.136215 -0.4693348714285935 \n3x3_schaltung_1 0.831189 -0.20828160714286892 \n3x3_schaltung_2 0.829593 -0.20258660000002998 \n3x3_schaltung_3 0.757500 -0.00015580096971469002 \n3x3_schaltung_4 0.740000 -0.07911919453640125 \n3x3_verschattung_1 1.190000 -0.0039047434763039633 \n3x3_verschattung_2 1.219997 -0.22754981766503463 \n3x3_verschattung_3 1.259999 -0.014582063482794307 \nhuge_hell 5.322500 -0.1654561994540209 \nhuge_verbraucher 3.792504 -0.10818945820239775 " + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ccurves" + ] } ], "metadata": { diff --git a/SZ/auswertung/d.ipynb b/SZ/auswertung/d.ipynb new file mode 100644 index 0000000..d683f3c --- /dev/null +++ b/SZ/auswertung/d.ipynb @@ -0,0 +1,329 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "autoscroll": false, + "collapsed": false, + "ein.hycell": false, + "ein.tags": "worksheet-0", + "slideshow": { + "slide_type": "-" + } + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from importlib import reload\n", + "import utility\n", + "\n", + "reload(utility)\n", + "from utility import *\n", + "\n", + "from scipy.optimize import curve_fit\n", + "from SecondaryValue import SecondaryValue\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "autoscroll": false, + "collapsed": false, + "ein.hycell": false, + "ein.tags": "worksheet-0", + "slideshow": { + "slide_type": "-" + } + }, + "outputs": [], + "source": [ + "ccurves = load_and_analyze([\n", + " ('30', 30),\n", + " ('65', 65)],\n", + " 1,\n", + " area=26,\n", + " formatter='../messungen/191114_OM_VB/4_{}.dat'.format,\n", + " columns=['desc', 'curve', 'area', 'j_c', 'u_cc'])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "autoscroll": false, + "collapsed": false, + "ein.hycell": false, + "ein.tags": "worksheet-0", + "slideshow": { + "slide_type": "-" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "30 0.001202\n65 0.001254\nName: j_c, dtype: float64" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ccurves['j_c']" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "autoscroll": false, + "collapsed": false, + "ein.hycell": false, + "ein.tags": "worksheet-0", + "slideshow": { + "slide_type": "-" + } + }, + "outputs": [], + "source": [ + "ucs = np.array([[30, 35, 40, 45, 50, 55, 60, 65],\n", + " [575, 570, 563, 555, 547, 536, 525, 512]])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": { + "autoscroll": false, + "collapsed": false, + "ein.hycell": false, + "ein.tags": "worksheet-0", + "slideshow": { + "slide_type": "-" + } + }, + "outputs": [ + { + "data": { + "image/png": [ + "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\n" + ], + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(*ucs)\n", + "plt.xlabel(r'Temparatur [$^\\circ$C]')\n", + "plt.ylabel(r'$U_{CC}$ [mV]')\n", + "plt.grid()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "autoscroll": false, + "collapsed": false, + "ein.hycell": false, + "ein.tags": "worksheet-0", + "slideshow": { + "slide_type": "-" + } + }, + "outputs": [], + "source": [ + "angles = pd.read_excel('../messungen/winkel.xlsx')" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "autoscroll": false, + "collapsed": false, + "ein.hycell": false, + "ein.tags": "worksheet-0", + "slideshow": { + "slide_type": "-" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": [ + "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\n" + ], + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "angles.plot(x='Winkel')" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": { + "autoscroll": false, + "collapsed": false, + "ein.hycell": false, + "ein.tags": "worksheet-0", + "slideshow": { + "slide_type": "-" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": [ + "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\n" + ], + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax1 = plt.subplots()\n", + "\n", + "ax1.plot(np.sin(angles['Winkel']/180*np.pi), angles['Org']/angles['Org'].max(), label='Organisch', linestyle='--')\n", + "ax1.set_ylabel('$I_{SC}$ Organisch [mA]')\n", + "ax1.set_xlabel(r'$\\sin(\\theta)$')\n", + "ax1.set_ylim([0,1])\n", + "#ax1.set_yscale('log')\n", + "#ax1.set_xscale('log')\n", + "ax2 = ax1.twinx()\n", + "ax2.set_ylim([0,1])\n", + "ax2.set_ylabel('$I_{SC}$ Anorganisch [A]')\n", + "ax2.plot(np.sin(angles['Winkel']/180*np.pi), angles['Anorg']/angles['Anorg'].max(), label='Anorganisch',)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "metadata": { + "autoscroll": false, + "collapsed": false, + "ein.hycell": false, + "ein.tags": "worksheet-0", + "slideshow": { + "slide_type": "-" + } + }, + "outputs": [ + { + "data": { + "image/png": [ + "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEJCAYAAAB7UTvrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO3dd3hU1dbA4d9OB9KooSSQgPQOkY4GAaWKUgRBUFERES/WK352vQqWK8WOYIGrIIqCIioQEjpIkV4DJCS00AIEUmf298eZjCGUTMK0ZNb7PHmSmbPPnLVJmDXn7LPXVlprhBBCCAAvVwcghBDCfUhSEEIIYSVJQQghhJUkBSGEEFaSFIQQQlj5uDqAG1WpUiUdGRlZrH0vXrxIuXLl7BuQm5M+ewbps2e4kT5v2rTplNa6csHnS3xSiIyMZOPGjcXaNz4+npiYGPsG5Oakz55B+uwZbqTPSqmkqz0vl4+EEEJYSVIQQghhJUlBCCGEVYkfU7ianJwcUlJSyMzMvG67kJAQdu/e7aSo3IOz+hwQEEB4eDi+vr4OP5YQwn5KZVJISUkhKCiIyMhIlFLXbHfhwgWCgoKcGJnrOaPPWmtOnz5NSkoKUVFRDj2WEMK+SuXlo8zMTCpWrHjdhCAcRylFxYoVCz1TE0K4n1KZFABJCC4m//5ClEyl8vKRrT5ZkcinKw9fc/u4rnV5qns9J0YkhBCu5dFJYcwtkTzfuykAgz9fC8D3j7a32+v//PPP9O/fn927d9OgQQO7va69PPzwwzz99NM0atTI5n3i4+N5//33WbhwoQMjE0JcVdwEWD7R+jAGIB64dTx0ecEuhyi1l4/cwezZs+nUqRNz5syxy+uZTCa7vE6e6dOnFykhCCFcrMsL8No5qNUJanUiPmaB8dhOCQEkKThMeno6q1evZsaMGdakkDclfeDAgTRo0IBhw4aRt/JdbGwsLVu2pGnTpowcOZKsrCzAKOPxxhtv0KlTJ3744Qc2bNhAs2bNaN++Pc899xxNmjQBIDExkc6dO9OqVStatWrFmjVrrnrMhx56yHrMmJgYNm7ciMlk4oEHHqBJkyY0bdqUSZMmAZCQkEC3bt1o3rw5rVq14sCBA9a+Xa0PQoiSr9RfPnr9153sOnr+qttMJhPe3t4A7DpmtMm7jHQ9jaoH82rfxtdtM3/+fHr06EG9evWoUKECmzdvBuDvv/9m586dVK9enY4dO7J69Wqio6N54IEHiI2NpV69eowYMYJPP/2UJ598EjDu+V+1ahUATZo0Ydq0aXTo0IHx48dbj1elShWWLFlCQEAA+/fv595777XWhMp/zHbt2rF69Wo6depk3XfLli0cOXKEHTt2AJCWlgbAsGHDGD9+PHfffTeZmZmYzWaSk5Ov2of8ryeEsJMCl4usQiIgtJZDDilnCg4ye/ZshgwZAsCQIUOYPXs2AG3atCE8PBwvLy9atGhBYmIie/fuJSoqinr1jEHt+++/nxUrVlhfa/DgwYDxZn3hwgU6dOgAwNChQ61tcnJyeOSRR2jatCmDBg1i165d1m35j9msWTMSExMvi7V27docPHiQJ554gj/++IPg4GAuXLjAkSNHuPvuuwEjMZUtW/aafRBCOECBy0W8ds74clBCAA84U7jeJ/r8E7nsOdB8+vRpli1bxo4dO1BKYTKZUErRq1cv/P39re28vb3Jzc0t9PJLXmnc67WbNGkSYWFhbN26FbPZTEBAgHVb/mN6eXmRm5t72b7ly5dn69at/Pnnn3z88cfMnTuXyZMnX/NYV+uDEKJ0kDMFB/jxxx8ZMWIESUlJJCYmkpycTFRUlPUSUEENGjQgMTGRhIQEAGbNmsWtt956Rbvy5csTFBTEunXrAC4bwD537hzVqlXDy8uLWbNmFWlQ+tSpU5jNZgYMGMCbb77J5s2bCQ4OJjw8nPnz5wOQlZXFpUuXbH5NIUQ+cRPgtZArv+ImuDqyK0hScIDZs2dbL7vkGTBgAN99991V2wcEBPDVV18xaNAgmjZtipeXF6NHj75q2xkzZjBq1Cjat2+P1pqQkBAAxowZwzfffEO7du3Yt29fkRbeOHLkCDExMbRo0YIHHniACROMP9RZs2YxdepUmjVrRocOHTh+/LjNrymEyOdal4HseNeQvShn3TmilPoS6AOkaq2bXGW7AqYAvYBLwANa682FvW50dLQuuMjO7t27adiwYaExOerykSOlp6cTGBgIwMSJEzl27BhTpkyxeX9n1nuy9ffgaLL4imcoEX3+qrfx/cHfirzfpFM3M+X0zddsUtTJtkqpTVrr6ILPO3NM4WvgI2DmNbb3BOpavtoCn1q+O8zVZjRHjv/nl+WOM5p/++03JkyYQG5uLrVq1eLrr792dUhCCCd4qtIGnnruNQB2vm3c7Xeyw3/sngidlhS01iuUUpHXadIPmKmNU5d1SqlQpVQ1rfUxR8WUf0ZzSTF48GDr3UhCCM90JjeAH3PaE5Nptvtru9PdRzWA5HyPUyzPXZEUlFKjgFEAYWFhxMfHX7Y9JCSECxcuFHpAk8lkU7vSxJl9zszMvOJ34wrp6eluEYczSZ/dUwvLHKAtRYzTul9cHFWPx9LG9DcHdSgZl9ravc/ulBSuVlbzqgMeWutpwDQwxhQKnj7t3r3bpuvmsp6CYwUEBNCyZUunHOt6SsS1ZjuTPrupQ6EARY/zUCiYc4k58y3s/YF15oZsV3XpUyHQ7n12p7uPUoCIfI/DgaMuikUIIVwv70ag3Ew4tgV2zGN95BiG5rxIjN8ehxzSnc4UfgHGKqXmYAwwn3PkeILVtaaR27HqoBBCXJfZBMe2QupuOLkbUvfAyT3Q7jFo/7jRRmtyRyxk3OxMmnrvIcr7JCcdEIrTkoJSajZGpddKSqkU4FXAF0Br/RmwCON21ASMW1IfdEpgXV4wvop7q9g1pKSk8Pjjj7Nr1y7MZjN9+vThvffew8/Pzy6vfzUbN25k5syZTJ06tUj7xcTE8P777xMdfcXdaUIIe9Iaci7B1u8hdRdUvAlaDQdTDkzvCtoM3n5QqR5EtDW2A3j7M9l/NJM/N8YWjhNJ7/MvwB8X4Q/jPcted0s68+6jewvZroHHnRSOQ2mt6d+/P4899hgLFizAZDIxatQoXnzxRd577z1ru9zcXHx87PcriI6Oljd2IdxVWrKRCDLPws+jwMsXWgw1koJvAAz9AcrXgvJR4F3gfUEpxlXaRFy5OzifkUNshffwUhAf9VzJvSXVkyxbtoyAgAAefNA42fH29mbSpElERUURFRVFXFwcmZmZXLx4kaVLlzJ27FiWL19OVFQUZrOZkSNHMnDgQN544w1+/fVXMjIy6NChA59//jlKKWJiYmjbti1xcXGkpaUxY8YMOnfufNkCOMuXL2fcuHGAsTTmihUrCAoKYvLkycydOxcvLy969uzJxInGpbMffviBMWPGXPZ6Qgg7WvwSZJ2D0EgY+j1UrAPevv9sr9vtsuaTluxjSux+y6Mxlu/GmULtU2MYV3EDLaPsH6ZnJIW8S0P5Nb4LGg6B7Evw7SA4vu3yti2GQsthcPE0zB1x+b6FXGLauXMnrVu3vuy54OBgatasSW5uLmvXrmXbtm1UqFCBH3/8kcTERLZv305qaioNGzZk5MiRAIwdO5ZXXnkFgOHDh7Nw4UL69u0LGGcZf/31F4sWLeL1119n6dKllx3v/fff5+OPP6Zjx46kp6cTEBDA77//zsKFC1m/fj1ly5blzJkz1vaFvZ4QohjOHDTOCEIjoMcESEsxzgqqFL4S41Pd61kvB+18uxMTLt3FNp+mrH2hK+W+6wdAvLH2ml25091HpYbW+qoL1+c93717dypUqADAqlWrGDRoEF5eXlStWpUuXbpY28fFxdG2bVuaNm3KsmXL2Llzp3Vb//79AWjduvVVS1d37NiRp59+mqlTp5KWloaPjw9Lly7lvvvus5bAzovBltcTQhSB2QRrPoJPOsAflnVPgqsbCaEYUs3BrMmtz71talLO37Gf5T3jTOFan+wvXAC/ssb2aw00l6tY5MHnxo0bM2/evMueO3/+PMnJyXh7e19WrO5atacyMzMZM2YMGzduJCIigtdee43MzEzr9rzy1dcqXT1+/Hh69+7NokWLaNeuHUuXLr1msrLl9YQQNkrdAwsehyMboV4P6PVe4ftcQ/KZS/y67SjfXTKqGNzfIdJOQV6bnCk4QNeuXbl06RIzZxplnkwmE8888wwPPPCA9VN6nk6dOjFv3jzMZjMnTpywzk7MSwCVKlUiPT2dH3/8sUgxHDhwgKZNm/L8888THR3Nnj17uP3225k1a5a1BHb+y0dCCG68xPX+JfB5Z+OyUf/pcO8c4wyhCE5eyOLr1Yfo/8lqOr8bx7t/7CVQZfLvMguoHlqmGJ0qGs84U3AypRQ///wzY8aM4c0338RsNtOrVy/efvtt6wpseQYMGEBsbCxNmjShXr16tG3blpCQEEJDQ60rqUVGRnLzzdeujng1kydPJi4uDm9vbxo1akTPnj3x9/dn/fr1REdH4+fnZ41JCGFR3FvUTTnGoHFEW2g1wpjnFFgZuMaAcYHCmyM7RfHnzuP8uvUoqxNOYdbQoGoQ/+5Rn77NqnP+s9uNxgXmVcUkrYJ47Dqvymmlsx3FXqWz7T1PoSjyymGfPn2aNm3asHr1aqpWreqQY0npbM8gfb5Btr4f5GTCindh/2J4eBn4XH8eUl5108b/t4qMbBOxe07wy5ajxO89SbbJTM0KZbmzeXXubFGdemFBV90vvxvpszuUznZPBWc0v2YsWuPMGc19+vQhLS2N7OxsXn75ZYclBCGEHSVvMMYOTu2FFsPAlFVoUjBr2Jxbm+nfb2HxzuNczDZROcif+9rV4s4W1WkeHmId97v8DMPyXlTgDKOlL3YnSSHvdNGF3L2yoxAin5xMiH0D1n0CwTXgvnlwU7dCdzudnsXrGfewMbcOIXtS6du8Onc2r07b2hXx9rryBpCnutfjKZ951ynD05v4ePuXhyu1SeF6d9oIxyvplyWFuCYvb0haBTc/BN1eA//CL8f+degMT8zezJncWowOWMzTL07Cz8eG+3xc8KG1VCaFgIAATp8+TcWKFSUxuIDWmtOnTxMQULx7soVwO5nnjbGDzs9AmfIwcrFNcw7MZs0n8Ql8sHgvtdRxvvSbSmOS4D9fGw3csPBmqUwK4eHhpKSkcPLk9WsIZmZmetwbl7P6HBAQQHh4uMOPI4TD7VsMC5+EC8egeito0t+mhHAqPYunvt/Cyv2nuLN5Dd7u34OHvm4MuPda8KUyKfj6+hIVVXhRkPj4eLdYBMaZPLHPQhSLKQd+ehS2zYHKDeCemRBuW8HJtQdOM27O35zLyKFrgyr8svUov2z95/q/O68FXyqTghBC3LCzB+HoJrjl33DLs+DjX+guJrPmo2UJTIndR2Slcnwzsg0NqwU7IVj7kaQghBB5Th8wBpLBqGY6/Geo2tSmXVMvZPLknC2sOXCa/i1r8OZdTRxep8gRSl7EQghhbzmZsGqS8VXPMnvYx9/mhLA64RTj5mwhPSuHdwc2Y1Dr8BJ7k4skBSGEZ9u/FBY9C2cPQZOBcMdb8ONDNu2aazIzNXY/H8YlcFPlQL57pO1lM5FLIkkKQgjP9ff/jFnJFevCiAVQO8bmXU+cz+SJ2X/z16EzDGodzuv9GlPWr+S/pZb8HgghRFGYcozbS0NrQsM7IeMstBll00BynuX7TvLU91vIyDbxwT3N6d+q9Nx+LUlBCOE5ElfDb88AGkavhoBg6PCEzbvnmsz8d8k+Po0/QP2wID4e1oqbqgQ6Ll4XkKQghCj90lNhySuwdTaE1ISe74B30d7+jp3L4F+z/2ZD4lnubRPBq30bE+Dr7aCAXUeSghCidDuxE77qaazH3vlZo1SFX9nC98snbk8qT8/dQnaumSlDWtCvRQ0HBet6khSEEKVT5nnj8lCl+tB0ELR5FCpfe+ZwYYvhVAr049cnOlG7cum6XFSQJAUhhHspuMZJHluLx2Wchdg3Yc9CeHy9UcCu938L3e2p7vWs5SZ2vt2JVHMwH1Z4kc2H0xjWtiYv92lUKi8XFSRJQQjhXoq7JKbWsGU2LH4JMs4YZwZeRX+L01qzKqc+H2b0hJx0Phrakj7NirbOckkmSUEIUfJlpdNiy//BuV0QfjP0/hmqNSvyy/z982Te/svEBt2fJuoQH+n/I/KnE3Da/UpcO4okBSFEyWU2g5cX+AeSUaYqobc+Bi3uM54rgqTTF3n3z738tq0ulQL9ifT3pmxQKyJH73NQ4O6raP9yQgjhDrSGXQvgo9Zw5iAAexuMg1YjipQQzl7M5vVfd9Ltg+Us253Kv7rWJf65GMKCA0ps7aIbJWcKQoiS5fQB+P3fkLAUwpoat5oWUWaOia/XJPJxXAIXs3IZfHMEZf18mBq7n6nWO5Dce90DR5GkIIQoOZa/ByveA28/6DERbn6kSJPQzGbN/C1HeP/PvRw9l8ltDaowvmcDaxG7l/s0clTkJYYkBSFEyXHxJDTsA7e/BcHVirTrqv2neHvRbnYdO0+TGsG8f09zOtSp5KBASy5JCkII95WbBd8Ph7ajIbIj9JjwzyI4Ntpz/DwTFu1h+b6T1Agtw5QhLejbrDpeXp45ZlAYSQpCCPeUkQYnd8MJP6h7u5EUipAQjp/L5IMle/lxUwqB/j78X68GjGgf6RET0G6EJAUhhPs5stlICD7+MGYtlI+0edcLmTl8vvwg01cdxGyGkR2jGHvbTYSW9XNcvKWIJAUhhHs5lwLfDjRmI1dpbHNCyDVrZq1NZPLS/Zy+mE3f5tX59x31iahQtOJ3nk6SghDCvQRVh9YPwIF4mxa+0VqzeNcJXl2VwfFLO2kTVYEvezWkeUSow0MtjZyWFJRSPYApgDcwXWs9scD2EOB/QE1LXO9rrb9yVnxCCBe7dAayL0JoBHR9BQ6vL3SXzYfPMmHRbjYknqVaOcX0EdF0bVjFYyee2YNTkoJSyhv4GOgOpAAblFK/aK135Wv2OLBLa91XKVUZ2KuU+lZrne2MGIUQLpR9Eb67By6egsf/Ap/rX/9POn2Rd//Yy2/bj1Ep0J+37m5C1YsH6doozEkBl17OOlNoAyRorQ8CKKXmAP2A/ElBA0HKSPGBwBkg10nxCSFcxZQDc0fAkU1wz8zrJoQzF7OZGrufb9cn4ePlxbiudXnkltoE+vsQH3/IiUGXXkpr7fiDKDUQ6KG1ftjyeDjQVms9Nl+bIOAXoAEQBAzWWl+1Zq5SahQwCiAsLKz1nDlzihVXeno6gYGle8GMgqTPnqHE9Fmbabh7EmGpK9hb73E+uRjDggM512zu4wUmM9wS7sPdN/kSGvBPnaMS02c7upE+d+nSZZPWOrrg8846U7jaBb6C2egOYAtwG1AHWKKUWqm1Pn/FjlpPA6YBREdH65iYmGIFFR8fT3H3Lamkz56hxPR59VRIXQFdX6V+56eZgjHwCMZCN2YN+3rM4b+LjbIUt9arwvP5ylLkV2L6bEeO6LOzkkIKEJHvcThwtECbB4GJ2jh1SVBKHcI4a/jLOSEKIZyu9f3gHwitH7xi01FzeSZeuosDP2ylaY0QKUvhJM5KChuAukqpKOAIMAQYWqDNYaArsFIpFQbUBw46KT4hhDPtWwyRnSAgBKJHXrn5xAX+ffE+THhJWQonc8p6ClrrXGAs8CewG5irtd6plBqtlBptafYm0EEptR2IBZ7XWp9yRnxCCCfaOd+402jl+1fdvGPBZAZP+g1fncM831fpN78RXm+EGms3C4dz2jwFrfUiYFGB5z7L9/NR4HZnxSOEcIGD8fDTIxDRFjo/e8XmTUlneeDvhgSH+lIp0I+XfGfw/aPtnR+nB5MZzUII5ziyGeYMg4p1Yegc8Lu8/MSaA6e4/8u/yDFpLmTmciQtA/DMhW5cSZKCEMLxzGaY/xiUrQD3zYMy5S/bHLcnldH/20RUpXL876G2VAkOcFGgQpKCEMLxvLxg8Leg1BWL4/y+/Rj/mvM39asGMXNkWyqUk2qmruSUgWYhhIe6dAbWfQpaQ6WboGKdyzb//HcKj3+3mWbhoXz3SDtJCG5AzhSEEI6RV8/o2Dao0xUqXz4W8N36w7w4fzvta1fkixHRlPOXtyN3IL8FIYT95WYby2ge2QT3zLoiIUxfeZD//LabLvUr8+l9rWU1NDciSUEIYV95g8oHYuHOD6FhH+smrTUfLUvgv0v20bNJVaYMaYmfj1zFdieSFIQQ9nX0b9g1H7q9Bq1GWJ/WWvPun3v5NP4A/VvW4N2BzfDxloTgbiQpCCHsK7w1PLYGKv1zychs1ryxcBdfr0lkWNuavNmviZStcFOSFIQQ9rHxK2P+QeO7oHJ969Mms+aFn7Yxd2MKD3eK4sXeDWVlNDdW5HM3pVQ5y0pqQghh2PkzLHwKts01bj+1yDGZefL7LczdmMK/utaVhFACFHqmoJTywqhqOgy4GcgC/JVSJzFqGU3TWu93aJRCCPd1IA7mPQI128GA6cYENSAr18TY7/5mya4TjO/ZgNG31inkhYQ7sOVMIQ5j0ZsXgKpa6witdRWgM7AOmKiUus+BMQoh3NWRTUY9o0r14N5/6hllZJt4+JuNLNl1gjf6NZaEUILYMqbQTWt9xfp4WuszwDxgnlLK1+6RCSHc3/4lUK4SDP8JyoQCcCEzh4e+3sjGpDO8O7AZ90RHFPIiwp0UeqZQMCEopSYopXwsP3sppYKvljSEEB7g1ufh0eUQVBWAtEvZ3DfjLzYfPsuUIS0lIZRAxblJONCyaA5aazMwyb4hCSHc2qUz8M2dcHyHMX5gqXh6Kj2LIdPWsfvoeT69rzV9m1d3caCiOIpzS6q5wOML9ghECFECZKXDt4Pg+HbITLM+ffxcJkOnr+NoWgYzHoimc93KLgxS3IjinCmsVkq9r5QKV0pVA6rYOyghhBvKzYa5w+HoZhj4pbHGMpB85hKDPl9D6vksZo5sKwmhhCvymYLWeq5S6jDwEuAP/MfuUQkh3IvZDPNHw4FlcOdH1npGB06mc9/09VzKNvHtw21pHhHq4kDFjSpyUlBKVdNar8O4HVUI4QlyM42xhG6vQ6vhAOw+dp7hM9YDMGdUOxpWC3ZlhMJOijOm8BYwUik1DBgDvK21/q2QfYQQ7ihuAiyfeOXzt46HLi8YP5tyjPkHw34Eb+MtY2tyGiO+/Isyvt787+G23FQl0IlBC0cqTlLIG126HegEfAFIUhCiJOrygvH1VW/j8YMF/itvmA5bvoP7/pmHsCHxDA9+tYHy5Xz57uF2RFQo6+SghSMVZ6DZRyn1EnBYa62Bi3aOSQjhDnb8BL89C+WqgJ9xJrBy/0mGz1hPlWB/5j7aXhJCKVScM4VnMM4Q1t7Aawgh3NmBZfDTKKOe0aCvwNuHpbtOMObbzdSuXI5ZD7WlcpC/q6MUDmBLQbxPgO3ANmC71vo8Rj0kALTWjzsuPCGE0x3ZBHPuM8pf3zsHfMvw69ajPPX9FhpXD+abkW0ILevn6iiFg9jyKX8L0AyjUmoTpdQFLk8ScxwYnxAliy0Dt+6uTAWo2Rbu+hTKhPLDxmSen7eN6FoVmPFANEEBUuqsNCs0KWitp+V/rJQKx0gSTYHegCQFIfIUNnDrzkw5xnyEClEw/GcAZq1N5OUFO+lctxLThkdTxk+WUintbLl8pCwDygBorVOAFIy1FK7aRghRwphy4MQ2+ON56PUeAJ8vP8CE3/fQrWEYHw1tSYCvJARPYMvlozil1Dxggdb6cN6TSik/jAHn+zHGGL52SIRCCPvISoe0w8ZYgZc37P4Vtv9gPHdsG2gzNOqH1ppJS/czNXY/fZpVY9LgFvh6F+dGRVES2ZIUegAjgdlKqSiMeQplMG5nXQxM0lpvcVyIQgibZJ6Hc8lQPtJ4fGgF/PWF8aafdhgyzhjPj9sG5WvB+aNwYheERkC5ylCuMrpWR95etJsvVh5iUOtwJg5ohreXLJ/pSWwZU8gEPgE+sSymUwnI0FqnXX9PIYRdZZ6DtGQIrg5lK8DRLbDiPeMN/1wyZJw12j1gubKbkQYn90BoTajRyvgeEmGdhDbpfBemHAmHI5bXPwW8YL0qTLWQAEkIHsjmOQZKqUZa613AsXzPxWit4x0RmBAeJyPNeIMvWxFCasCZQ7D4pX8+6eeVqu7/BTS7B8y5cGq/8WYffrPxPbSmcXkocQc0utP4uoanutfjqe71ANj2VmcmZ/ZmWU5TRt9ah+d71EcpSQieqCgTz+YqpWYB7wIBlu/RQHtHBCZEqaK18aaelgx+5aBiHSMJzB/zz5t+1jmjbddXofPT4O0HpxOMN/qINv+86Ue0NdqFR8PYv244tF1Hz/PapXvYbKrNM93rMfa2myQheLCiJIW2wDvAGiAI+Bbo6IighCgVtDYWtT+baHnTP288f/Mj0Pt9IzmkJUFIONRq/8+bfrUWRruQGvD4eoeFt+PIOabE7mfJrhOUpTqPBfzJE117O+x4omQoSlLIATIwBpkDgEOW5TiFEHmS1hjX+sFYqjLrgnEdv1ZHy5t+BIQ1MbZ7+8Jjq50e4raUNKbG7mfp7lSCA3x4sltd2q9/jECV5fRYhPspSlLYACwAbgYqAp8rpQZqrQfasrNSqgcwBfAGpmutr5j2qZSKASYDvsAprfWtRYhPCNfQ2qgVtPK/kLQagqpBaKRx2+f9v7g6OqstyWlMWbqPuL0nCSnjyzPd63F/x0iCA3zZ+ZckBGEoSlJ4SGu90fLzcaCfUmq4LTsqpbyBj4HuGBPfNiilfrEMXOe1CcW4y6mH1vqwUkqW+RTu79g2+HWcsURlUHXo8Q60GmGsY+wmNiWdZWrsfpbvO0loWV+eu6M+I9rXYvrKQzR7bbGllaUEx/h/ZmCP61rXOhAtPIfNSUFrvVEpVR6oi3H5CCDJxt3bAAla64MASqk5QD9gV742Q4Gf8ibIaa1TbY1NCKcym4xVyAIrQ5nykJ0OfadA83vBx30qh25MPMOU2P2s3H+KCuX8eL5HA4a3r0Wgv/HfPv/dRyWyLIdwCGVrdU3okAwAAB8USURBVAql1MPAOCAco0heO2Ct1vo2G/YdiHEG8LDl8XCgrdZ6bL42eZeNGmMMZE/RWs+8xuuNAkYBhIWFtZ4zp3jll9LT0wkM9KwVo6TPxafMOYSdWE7Nwz+SGRDGtuavGxu0NsYP8mnx94sAbGn51g0ft6j2njExb28G+84pgvygZ5Qvt0X4EuBz5R1FkYdmE5l05f+fxFpDSIy61xnh2o38bRdNly5dNmmtows+X5TLR+MwxhPWaa27KKUaAK/buO/V7m8rmI18gNZAV4zB7LVKqXVa631X7GgU6ZsGEB0drWNiYmwM43Lx8fEUd9+SSvpcDDkZ8Pf/YNVkOJ8C1ZpTtvMzxDS89YpkYHXImCDmzH/rtQdOMyV2H+sOniHYz4uXejdgaNualPW7zn/zmBjg8yuejrR8lSTyt20fRUkKmVrrTKUUSil/rfUepVR9G/dNASLyPQ4Hjl6lzSmt9UXgolJqBdAcuCIpCOFUG6Ybk8gi2kHfyXBTt2snAyfTWrPmwGmmxO7nr0NnqBzkz8t9GhGelcgdnWu7OjxRAhUlKaRYBoPnA0uUUme58o39WjYAdS21k45grM0wtECbBcBHSikfwA9jXsSkIsQnhH1knIX10yCsMTTsYwwcV2sBkZ3cKhmsSjjFlKX72Zh0lrBgf17r24ghbWoS4OtNfLytw31CXK4oA813W358TSkVB4QAf9i4b65SaizwJ8YtqV9qrXcqpUZbtn+mtd6tlPoDY/EeM8ZtqzuK0Bchbkz6SVj7EWyYAdkXoP1YIykEhEBUZ1dHBxjJYPm+k0yN3c/mw2lUCwngjX6NuSc6QkpbC7so1vrKWuvlxdhnEfnWYLA891mBx+8B7xUnJiFuyOqpEPc25GZC47uh8zNQtUnRX6fgymuvhRjfb3DlNa01cXtTmRKbwNbkNGqEluE/dzVhUHQ4/j6SDIT9FKUgXjTwIlAr/35a62YOiEsIxztzEALDjHITQVWhSX/o9BRUqlv818xbec1OtNbE7k5l6rL9bEs5R3j5Mkzo35QBrcLx85E1DoT9FeVM4VvgOYz1maW8hSi5UnfDyg9gx4/Q/Q3o8IRRdbTZPa6OzEprzeJdJ5gau5+dR88TUaEM7wxoSv9W4bLgjXCooiSFk1pr95mzL0RRHf0bVrwPexaCbzloNwaaus/MYwCzWbN413GmxCaw+9h5alUsy3sDm3FXyxqSDIRTFCUpvKqUmg7EAtZCKVrrn+welRCO8OdLcHw73PJvaPeYsVCNmzCbNb/vOM6Hy/az5/gFoiqV47+DmtOvRXV8JBkIJypKUngQaIAx6zjv8pEGJCkI96M1HIyD1VPxC7OU6Or3obGATUCIa2PLx2TWLNp+jA+X7WffiXRqVy7H5MEt6NOsmiQD4RJFSQrNtdZNHRaJEHDl3Tt5bL17x2yGfX/AyvfhyCYIqkaZ4OPGtgruM5nLZNYs3HaUD5clkJCazk1VApkypAV9mlWXJTCFSxUlKazLtySnEI6Rd/dOcQq05WbD9K5wfBuE1oI+k6HFUM6tWuuYWIsh12TmV0syOHjyIvXCAvnw3pb0alpNkoFwC0VJCp2A+5VShzDGFBSg5ZZU4VKmHEhcCXVuAx8/qNvdmHTWZAB4F2sajkPkmszM33KUj+MSOHTqIg2qBvHJsFb0aFwVL0kGwo0U+r9GKdUeWAf0cHw4Qtgor0jd6ilwLhke/8tYsL7rKy4LadKSfUyJ3X/dNo2qBfPZfa25vVGYJAPhlmz5KHU/xgI5+zDKWvyhtT7u0KiEuJbsi0YZirUfQfoJYxH73h9AJdcvBpN/fYJ7PlvDyfQscs2a5DMZNKkRzL9uq0v3RmEoN6mfJMTVFJoUtNajASylsnsCXyulQoA4jCSxWmttcmiUQuStWZCbBfETITwaBsxwqyJ1eRJPXWTXsfOkZ5loFh7Ca30bc1uDKpIMRIlQlIJ4e4A9wCSlVBmgCzAI+AC4YqEGIewi/SSs+xiObIYRC4y5BU9shODqro7sClprZv+VzJsLd5FtMlOncjkWPN5RkoEoUYo8EqeUmgC8rLVeZKlqGmT/sITHM2XDuRSY3NRSpO4u49KRf6BbJoSTF7IYP28bsXtS6XhTRS5m5eLv4y0JQZQ4xbk9I1BrnQugtTYrpT4AHrJvWMKjHdsKRzeDOReaDzWK1FV2/ZjBtfy58zgv/LSdcxk5AKxOOG3dFjn+n1tqx3Wt+8+ayEK4qeIkhYLF8NLtEYgQ1nGDSvWhTHkIiYC7P3V1VNeUnpXLG7/uZO7GFBpXD+b7Ue2oGyYnzqJkK05SWK2Ueh+YDJiAyvYNSXgcrWHbXGPs4IHfwD/ISAxubEPiGZ6eu4UjZzMYE1OHJ7vVk1LWolQoclLQWs9VSh0GXgL8gf/YPSrhOc4fg4VPwb7fjdtLM88ZScFNZeeambR0H58tP0B4+TJ8/2h7bo50n8J6Qtyo4gw0V9Nar8OY0CZE8WgNW2fDH+ON20zveBvajgYv911FbN+JCzw5Zwu7jp1ncHQEL/dtRKC/+8yaFsIeivMX/RYwUik1DBgDvK21LkKBGiEwksKW76BKI+j3MVSs4+qIrsls1ny1JpF3/thDkL8P04a35vbGVV0dlhAOUZykkGb5fjtGPaQvAEkKonBaw5ZvjTpFwdXhnpkQEApe7nst/mhaBs/+sJU1B07TtUEVJg5oRuUgf1eHJYTDFCcp+CilXgKStdZaKXXR3kGJUigtGX4dBwdiofOz0PVlt1rk5moWbDnCS/N3YDJrJvZvyuCbI2TegSj1bCmI9wnGuszbLN+fxjhDyKtHLBdVxbVpDZu/MVY902bo9T5Eu/e0lrRL2by8YCe/bj1Ky5qhTLqnBZGVyrk6LCGcwpY39C1AM2AI0AS4gCVJKKW2a60fd2B8oqRbPQWWvgqRnaHfR1A+8vrtCy6y85pllTRbF9m5QSv3n+S5H7ZxKj2LZ2+vx+hb68gKaMKj2FIQb1r+x0qpcIwk0RToDcxxTGiixDKbIeMslKsIrUYYE9FaDrdt7CBvkR0ny8wxMfH3PXy9JpE6lcvxxYiONA13n2U7hXCW4sxTSAFSgEX2D0eUeGcTYcFYyDoPDy8zxg1a3+/qqK5rx5FzPPn9FhJS03mgQyTP92hAGT/3vTVWCEeS8QBhH2YzbJwBS14F5QV3vOXWcw7AWA3t8xUHmbRkHxUD/Zg5sg231JMJ+sKzSVIQNy49FX54EJJWwU3doO8UCAl3dVTXlXT6Ik/P3cqmpLP0blaNt+5qQmhZP1eHJYTLSVIQNy4gBMw5xiS0FsPcbtGb/LTWfL8hmTcW7sLbSzFlSAvubF5dbjUVwkKSgiie0wcg7i3jrMA/CEb+6dbJAOBUehbj521n6e4TtK9dkffvaU6N0DKuDksItyJJQRSN2QTrP4PYN8HbD07sgppt3T4hLNl1gvHztnEhK5eXejdkZMcovLzcO2YhXEGSgrDdqf0wfwyk/AX1ekCfSW65Clp+6Vm5fLkjixUpG2lYLZjvBregflX3rcIqhKtJUhC2+/P/4NQ+uHsaNLvH7c8ONiWd4anvt5J8JpfHYurwZLe6+Pu49x1RQriaJAVxfSf3gn8wBFczzgy8fCDIvSuEZueamRK7j0/jD1A9tAzj2wTwaI8Grg5LiBJB5u+LqzPlwqpJ8FlnWPKy8VxIuNsnhITUC/T/dDUfxx1gQKtwfh/XmfoV5OxACFvJmYK4UupuY+zg6GZo2NdYAMfNmc2ab9YmMvH3PZTz9+Gz+1rTo4l7JzAh3JEkBXG5vb/D3BHGbaYDv4LGd7v92MGxcxk898M2ViWc4rYGVZg4oClVggJcHZYQJZLTLh8ppXoopfYqpRKUUuOv0+5mpZRJKTXQWbEJjFtNwVgnucUwePwvaNLf7RPCr1uPcsekFWxKOstbdzdhxv3RkhCEuAFOOVNQSnkDHwPdMYrpbVBK/aK13nWVdu8AfzojLgGYcoyxg/2L4cHfjQJ2fSe7OqpCnbuUwyu/7GDBlqO0iAhl0uAWRMmaB0LcMGddPmoDJGitDwIopeYA/YBdBdo9AcwDbnZSXJ7t2DZYMAaOb4cmAyEnA7x9XR1VoVYnnOLZH7aSeiGLp7vXY0yMrHkghL0orbXjD2JcCuqhtX7Y8ng40FZrPTZfmxrAd8BtwAxgodb6x2u83ihgFEBYWFjrOXOKt6RDeno6gYGBxdrXnUQemk1k0pX/Bom1hpAYde9lz6WnpxNU1p9aST9S8/AP5PoEsa/eY5yq3M5Z4RZbtkkzb182fyblUrWsYlRzf2qHFH5nUWn5PReF9Nkz3Eifu3TpsklrHX3FBq21w7+AQcD0fI+HAx8WaPMD0M7y89fAQFteu3Xr1rq44uLiir2vW/qyl/F1HXFxcVrnZGr9UVut5z2i9cXTzontBm1PSdPd/huvaz2/UL88f7u+lJVr876l7vdsA+mzZ7iRPgMb9VXeU511+SgFiMj3OBw4WqBNNDDHUq2yEtBLKZWrtZ7vnBBLudwsWPcJ3rn1wccfHloMAcGujuoyk5bsY0rs/mtuL+fnzdcP3kxM/SpOjEoIz+KspLABqKuUigKOYKz3PDR/A611VN7PSqmvMS4fSUKwhyObjXkHJ3dTqcE4oJfbJQSAp7rX46nu9QAY/PlaMnNM+Hp7sTHpLL2aVuWtu5pSvpyseSCEIzklKWitc5VSYzHuKvIGvtRa71RKjbZs/8wZcXicnExYPhFWT4XAKjB0LieO+tPQ1XEVIvVCJilnMzh2LoNyfj5MGtycu1rUkDUPhHACp01e01ovosC6ztdKBlrrB5wRU6n3+79h8zfQ8j64/S0oEwpH410d1VVprdmUdJZv1ibxx45j5Jg0oWV8WfivToSXL+vq8ITwGDKjubTRZrh4GspVhM5PQ8M7oW43V0d1TRnZJhZsOcI3a5PYfew8QQE+DG8XycakM5Tx9ZaEIISTSVIoTbLOW9Y8eAyGzYXykcaXG0o8dZH/rUti7sZkzmfm0qBqEG/f3ZS7WlanrJ8Pgz9f6+oQhfBIkhRKg+xLsOw/cHwbePtDu9GujuiqzGZN/L5UZq5NIn7vSXy8FD2aVGVE+0hujizP5KX7afTK5ZPZI8f/Zv15XNe61oFoIYRjSFIo6U7sgjlD4ewhCKwG5WtBndtcHdVl0i5lM3djMv9bd5jDZy5RJcifJ7vV5d42NQkL/qdOUf67j4QQriFJoaQLrmascXDnhxA/0dXRXGbHkXPMXJvIgi1Hyco10yayAv/uUZ87GlfFV8pSCOGWJCmURAeWwYYZMOhrKFMeRv5hPO8GSSEr18Tv248zc20imw+nUcbXm/6twhnRvhYNq7nf3AghxOUkKZQkGWmw+CX4exZUrAsXjkFoTVdHBcDRtAy+W3+YORsOcyo9m6hK5XilTyMGtA4npIz7F9kTQhgkKZQUe/+AhU9C+gno9BTcOh58XbtugNaatQdPM3NNEkt2n8CsNV0bVGFE+0g63VQJLy+ZbCZESSNJoSQw5ULs68aloiHfQY1WLg0nPSuXnzenMHNtEvtT0wkt68vDnaO4r20tIirIvAIhSjJJCu5sz28Q2dmoUzT0ewisCj6uq/2TkHqBWWuTmLf5COlZuTStEcJ7A5vRt3l1AnwLL2EthHB/khTcUXoqLHoWdi2A216CW55z2dhBrsnM0t2pzFqXyOqE0/h5e9GnWTWGt69Fi4hQqUckRCkjScGdaA3bfzRqFmWnQ9dXoMO/Ct8vboJR+C7PayHG91vHQ5cXihXKqfQsvt+QzLfrkjh6LpPqIQE8d0d9Bt8cQaVA/2K9phDC/UlScCfL34X4tyH8Zuj3MVSub9t+XV4o9pt/flprtiSnMXNtEr9tO0a2yUynmyrx6p2N6dqgiix5KYQHkKTgalpD9kXwD4TmQ4zvbUeDl/Ou0WfmmPh161Fmrk1i+5FzBPr7MLRtTe5rV4ubqnjW8oZCeDpJCq6Udhh++Rd4+8LQuUaJivaPO+3wyWcu8b91SXy/MZm0SznUrRLIm/0ac3ercAL95U9DCE8k//NdwWyGTV/CkleNM4Xurzvv0FqzfN9JZq5JZNneVLyU4vZGYYxoH0m72hVk4FgIDydJwdnOHYGfH4XElVC7C/SdYpwhOPqwGTn8uCmFaSszOHHpLyoF+jG2y00MbVuTaiFlHH58IUTJIEnB2fzKGrOS7/wQWg4HB38y333sPDPXJjH/7yNk5Ji4KdSL/7uzOT2aVMXfR+YWCCEuJ0nBGU7ug7UfQu8PjFnJY9bZbSB50pJ9TIndf902Ab5e9Gteg+Hta3Fq/9/EtKhhl2MLIUofSQqOZMo1kkHcBPAtA20ehapN7HpnUf41CO7+eDWpFzLJMWlSL2RRs0JZhrerxaDocELLGjOh46+fP4QQHk6SgqOc2Anzx8CxLdCwL/T6LwSFOeRQe49f4IuVB9mSnIYGYupX5p32kdxar7IUpRNCFIkkBUfQ2lgn+dwRGPQNNL7LAYfQrE44zbSVB1mx7yRlfL2pEuxP1eAAvn6wjd2PJ4TwDJIU7OnoFqgQBQEhMGAGlKkA5Sra9RA5JjMLtx1l2opD7D52nkqB/jx3R32Gta3Jo7M22fVYQgjPI0nBHnIyYfk7sHoKtHsM7ngLKtW16yHOZ+Ywe/1hvlqdyPHzmdStEsi7A5uRdPoi7/25l/f+3GttK4vdCyGKS5LCjUreAAseh1N7ocV9cMuzdn35I2kZfLXqEHM2JJOelUuHOhWZMKApMfUqWyeaPXdHA7seUwjhuSQp3IjNM40yFcE14L55cFM3u730jiPnmLbiIL9tPwZA32bVeLhzbZrUCLHbMYQQoiBJCsVhygVvH4i6Fdo+Cl1eNBbCuUFms1GCYtqKg6w9eJpAfx9GdozkgY5R1AiVWcdCCMeTpFAUWRdg6euQlvRPAbue79zwy2bmmFiw5QhfrDxEQmo61UICeLFXQwa3iSA4QBa9F0I4jyQFWx1YBr+Mg3PJxmCyOdeobnoDzl7M5tv1SXy9JolT6Vk0qhbM5MEt6N2sGr6ydoEQwgU8LynkW6UsBiDe8vy1VinLPA+LXzTGDyreBCP/gJrtbiiEpNMXmbHqED9sTCEjx0RM/co80rk2HepUlCqlQgiX8rykkLdK2Ve9SUtLI/Sp1ddvr82QsAw6Pgkx441yFcW0+fBZvlhxkD92HsfHS3FXixo83Lk29asGFfs1hRDCnjwvKdji0hlY+7GRBMqEwti/wK9csV7KZNYs2XWC6SsPsjHpLCFlfBkTU4f720dSJTjAzoELIcSNkaRQ0K5f4LdnIOMM1OkCkZ2KlRAysk38uDmFGSsPknj6EhEVyvBa30YMio6gnKxqJoRwU/LulCf9JCx6FnbNh6rNYPhPULVpkV/m5IUsZq1NZNa6JM5eyqF5RCgf39GAOxqHycL3Qgi3J0khz48PQvJ66PoKdPhXke8sSkhNZ8aqg8zbfIQck5luDcMYdUttomuVl8FjIUSJ4bSkoJTqAUwBvIHpWuuJBbYPA563PEwHHtNab3VoTOYcyDxnFLDrMRG8fKCK7SUjtNasP3SG6SsPsnR3Kv4+XgxsHc5DnaKoUznQgZELIYRjOCUpKKW8gY+B7kAKsEEp9YvWele+ZoeAW7XWZ5VSPYFpQFuHBZV9ieAL+43JaH0+MBa/sVGuyczvO47zxcqDbEs5R4VyfjzZrS7D29WiYqC/w0IWQghHc9aZQhsgQWt9EEApNQfoB1iTgtZ6Tb7264Bwh0bkW4Zsv/L4t3/c5l3Ss3KZuyGZGasOcSQtg6hK5Xjr7iYMaBVOgK+sdyyEKPmclRRqAMn5Hqdw/bOAh4Dfr7VRKTUKGAUQFhZGfHx8kQNqce4cJr8qrN2eXCC0K53NNLMkKZe45BwycqFeeS/GtfKneWWNV8Yh1q0+VOTju0p6enqx/r1KMumzZ5A+24ezksLVRlr1VRsq1QUjKXS61otpradhXF4iOjpax8TEFD2iQ6GkpaVxvX33HD/PFysO8cvWI5jMmp5NqvFw5yha1ixf9OO5ifj4+Ov2uTSSPnsG6bN9OCsppAAR+R6HA0cLNlJKNQOmAz211qedFNtltNasSjjFtBUHWbn/FGX9vBnWthYPdYoiokJZV4QkhBBO46yksAGoq5SKAo4AQ4Ch+RsopWoCPwHDtdb7nBSXVXZu3jKXB9lz/AKVg/5Z5jK0rJ+zwxFCCJdwSlLQWucqpcYCf2Lckvql1nqnUmq0ZftnwCtAReATy339uVrraHvGMWnJPqbE7rc8GmN8y7d0JUC9sEDeG9iMO1tUx99HBo+FEJ7FafMUtNaLgEUFnvss388PAw87Moanutezrlcc959e/JzZmlivjlzMNtHxpoo80rk2t+Zb5lIIITyNx85onnDpbg6Yw7izZVUe7hxF4+qyzKUQQnheUrCsp/CBTyQV1Hmq7z4Du7n2egpCCOFBPC8pWNZTePPztaSlpfHn8z1dHZEQQrgNj0oKlw80GyLzDTSP61rXOuYghBCeyKOSQv6BZvDMyS5CCHE9UuBfCCGElSQFIYQQVpIUhBBCWElSEEIIYSVJQQghhJUkBSGEEFaSFIQQQlhJUhBCCGGltL7qAmglhlLqJJBUzN0rAafsGE5JIH32DNJnz3Ajfa6lta5c8MkSnxRuhFJqo73XbHB30mfPIH32DI7os1w+EkIIYSVJQQghhJWnJ4Vprg7ABaTPnkH67Bns3mePHlMQQghxOU8/UxBCCJGPJAUhhBBWHpEUlFI9lFJ7lVIJSqnxV9mulFJTLdu3KaVauSJOe7Khz8Msfd2mlFqjlGruijjtqbA+52t3s1LKpJQa6Mz4HMGWPiulYpRSW5RSO5VSy50doz3Z8HcdopT6VSm11dLfB10Rpz0ppb5USqUqpXZcY7t937+01qX6C/AGDgC1AT9gK9CoQJtewO+AAtoB610dtxP63AEob/m5pyf0OV+7ZcAiYKCr43bC7zkU2AXUtDyu4uq4Hdzf/wPesfxcGTgD+Lk69hvs9y1AK2DHNbbb9f3LE84U2gAJWuuDWutsYA7Qr0CbfsBMbVgHhCqlqjk7UDsqtM9a6zVa67OWh+uAcCfHaG+2/J4BngDmAanODM5BbOnzUOAnrfVhAK11Se63Lf3VQJBSSgGBGEkh17lh2pfWegVGP67Fru9fnpAUagDJ+R6nWJ4rapuSpKj9eQjjk0ZJVmiflVI1gLuBz5wYlyPZ8nuuB5RXSsUrpTYppUY4LTr7s6W/HwENgaPAdmCc1trsnPBcxq7vXz43HI77U1d5ruB9uLa0KUls7o9SqgtGUujk0Igcz5Y+Twae11qbjA+SJZ4tffYBWgNdgTLAWqXUOq31PkcH5wC29PcOYAtwG1AHWKKUWqm1Pu/o4FzIru9fnpAUUoCIfI/DMT5FFLVNSWJTf5RSzYDpQE+t9WknxeYotvQ5GphjSQiVgF5KqVyt9XznhGh3tv5tn9JaXwQuKqVWAM2BkpgUbOnvg8BEbVxsT1BKHQIaAH85J0SXsOv7lydcPtoA1FVKRSml/IAhwC8F2vwCjLCM4rcDzmmtjzk7UDsqtM9KqZrAT8DwEvqpsaBC+6y1jtJaR2qtI4EfgTElOCGAbX/bC4DOSikfpVRZoC2w28lx2ost/T2McVaEUioMqA8cdGqUzmfX969Sf6agtc5VSo0F/sS4e+FLrfVOpdRoy/bPMO5E6QUkAJcwPm2UWDb2+RWgIvCJ5ZNzri7BFSZt7HOpYkuftda7lVJ/ANsAMzBda33VWxvdnY2/4zeBr5VS2zEuqzyvtS7R5bSVUrOBGKCSUioFeBXwBce8f0mZCyGEEFaecPlICCGEjSQpCCGEsJKkIIQQwkqSghBCCCtJCkIIIawkKQghhLCSpCCEEMJKkoIQxaSUWmNDmzJKqeVKKW/LY2+l1BRLrf/tSqnaSik/pdQKpVSpn0wq3J8kBSGKSWvdwYZmIzFKV5ssj18ADmqtGwNTMUptZAOxwGDHRCqE7SQpCFEIpVQ5pdRvltW8diilBlueT1dKRSqldiulvrB8+l+slCqTb/dhGPWHUEqVA+7WWk+xbDsE3GT5eb6lrRAuJUlBiML1AI5qrZtrrZsAfxTYXhf42PLpPw0YAGAp2lZba51oadcNiLAsjbkF+JJ/Fk/ZAdzs2G4IUThJCkIUbjvQTSn1jlKqs9b6XIHth7TWWyw/bwIiLT9XwkgSeVoAr2itW2itWwCLMWr/Y7m8lK2UCnJUJ4SwhSQFIQphKS3eGiM5TFBKvVKgSVa+n038U304AwjIt608RhVLLIPKtwO/5tvuD2TaL3Ihik6SghCFUEpVBy5prf8HvI+xiHqhLGtgeyul8hLDPoyF1QGeAn7TWh+yHKMicFJrnWPX4IUoIrkFTojCNQXeU0qZgRzgsSLsuxhjqdOlwGzgd6VUArAWGJWvXReMuvhCuJSspyCEAymlWgJPa62HF9LuJ+AFrfVe50QmxNXJ5SMhHEhr/TcQlzd57WosdynNl4Qg3IGcKQghhLCSMwUhhBBWkhSEEEJYSVIQQghhJUlBCCGElSQFIYQQVpIUhBBCWP0/0NktaJM/4F0AAAAASUVORK5CYII=\n" + ], + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax1 = plt.subplots()\n", + "rel = SecondaryValue('i/m')\n", + "org = rel(m=(angles['Org'].max(), 0.01), i=(angles['Org'], .01))\n", + "anorg = rel(m=(angles['Anorg'].max(), 0.01), i=(angles['Anorg'], .01))\n", + "ax1.set_ylabel('$I_{SC}/\\max({I_{SC}})$')\n", + "ax1.set_xlabel(r'$\\sin(\\theta)$')\n", + "ax1.errorbar(np.sin(angles['Winkel']/180*np.pi), anorg[0], yerr=anorg[1], label='Anorganisch', capsize=4)\n", + "ax1.errorbar(np.sin(angles['Winkel']/180*np.pi), org[0], yerr=org[1], label='Organisch', linestyle='--', capsize=3)\n", + "ax1.legend()\n", + "ax1.grid()\n", + "save_fig(fig, 'E/relativ.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": { + "autoscroll": false, + "collapsed": false, + "ein.hycell": false, + "ein.tags": "worksheet-0", + "slideshow": { + "slide_type": "-" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([1. , 0.98611111, 0.97569444, 0.90972222, 0.82638889,\n 0.64236111, 0.61805556, 0.51388889, 0.36111111, 0.20486111]),\n array([0.04910464, 0.04876483, 0.04851155, 0.04694047, 0.04504422,\n 0.04126876, 0.04081881, 0.03903868, 0.03691678, 0.03544335]))" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "relangles" + ] + } + ], + "metadata": { + "kernelspec": { + "argv": [ + "/usr/bin/python3", + "-m", + "ipykernel_launcher", + "-f", + "{connection_file}" + ], + "display_name": "Python 3", + "env": null, + "interrupt_mode": "signal", + "language": "python", + "metadata": null, + "name": "python3" + }, + "name": "d.ipynb" + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/SZ/auswertung/figs/C/3x3_hell.pdf b/SZ/auswertung/figs/C/3x3_hell.pdf index b39e622..1e83785 100644 Binary files a/SZ/auswertung/figs/C/3x3_hell.pdf and b/SZ/auswertung/figs/C/3x3_hell.pdf differ diff --git a/SZ/auswertung/figs/C/3x3_schaltung_1.pdf b/SZ/auswertung/figs/C/3x3_schaltung_1.pdf index b2ea587..a0eda7d 100644 Binary files a/SZ/auswertung/figs/C/3x3_schaltung_1.pdf and b/SZ/auswertung/figs/C/3x3_schaltung_1.pdf differ diff --git a/SZ/auswertung/figs/C/3x3_schaltung_2.pdf b/SZ/auswertung/figs/C/3x3_schaltung_2.pdf index 505fd23..ae46fec 100644 Binary files a/SZ/auswertung/figs/C/3x3_schaltung_2.pdf and b/SZ/auswertung/figs/C/3x3_schaltung_2.pdf differ diff --git a/SZ/auswertung/figs/C/3x3_schaltung_3.pdf b/SZ/auswertung/figs/C/3x3_schaltung_3.pdf index c97b022..21dd6a8 100644 Binary files a/SZ/auswertung/figs/C/3x3_schaltung_3.pdf and b/SZ/auswertung/figs/C/3x3_schaltung_3.pdf differ diff --git a/SZ/auswertung/figs/C/3x3_schaltung_4.pdf b/SZ/auswertung/figs/C/3x3_schaltung_4.pdf index 53f5193..24efc23 100644 Binary files a/SZ/auswertung/figs/C/3x3_schaltung_4.pdf and b/SZ/auswertung/figs/C/3x3_schaltung_4.pdf differ diff --git a/SZ/auswertung/figs/C/3x3_verschattung_1.pdf b/SZ/auswertung/figs/C/3x3_verschattung_1.pdf index 5e53f10..1a1832d 100644 Binary files a/SZ/auswertung/figs/C/3x3_verschattung_1.pdf and b/SZ/auswertung/figs/C/3x3_verschattung_1.pdf differ diff --git a/SZ/auswertung/figs/C/3x3_verschattung_2.pdf b/SZ/auswertung/figs/C/3x3_verschattung_2.pdf index 7375da6..83f4aeb 100644 Binary files a/SZ/auswertung/figs/C/3x3_verschattung_2.pdf and b/SZ/auswertung/figs/C/3x3_verschattung_2.pdf differ diff --git a/SZ/auswertung/figs/C/3x3_verschattung_3.pdf b/SZ/auswertung/figs/C/3x3_verschattung_3.pdf index bbf3494..45dc249 100644 Binary files a/SZ/auswertung/figs/C/3x3_verschattung_3.pdf and b/SZ/auswertung/figs/C/3x3_verschattung_3.pdf differ diff --git a/SZ/auswertung/figs/C/huge_hell.pdf b/SZ/auswertung/figs/C/huge_hell.pdf index dab0dfa..e5021fb 100644 Binary files a/SZ/auswertung/figs/C/huge_hell.pdf and b/SZ/auswertung/figs/C/huge_hell.pdf differ diff --git a/SZ/auswertung/figs/C/huge_verbraucher.pdf b/SZ/auswertung/figs/C/huge_verbraucher.pdf index f61cc8d..a96c98a 100644 Binary files a/SZ/auswertung/figs/C/huge_verbraucher.pdf and b/SZ/auswertung/figs/C/huge_verbraucher.pdf differ diff --git a/SZ/auswertung/figs/E/relativ.pdf b/SZ/auswertung/figs/E/relativ.pdf new file mode 100644 index 0000000..6a89602 Binary files /dev/null and b/SZ/auswertung/figs/E/relativ.pdf differ diff --git a/SZ/auswertung/utility.py b/SZ/auswertung/utility.py index 2d98c8f..07b0223 100644 --- a/SZ/auswertung/utility.py +++ b/SZ/auswertung/utility.py @@ -4,6 +4,7 @@ from matplotlib.figure import Figure from matplotlib import rc from scipy import interpolate from scipy import optimize +import pandas as pd # rc('font', **{'family':'serif', 'sans-serif':['Times']}) # rc('text', usetex=False) @@ -19,6 +20,7 @@ def parse_ccurve(path, compliance=.98): return data def plot_ccurve(ccurve, log=False, area=None, compliance=.99, median=False, + mlp=None, save=False, **pyplot_args): """Plots the characteristic curve. @@ -39,7 +41,9 @@ def plot_ccurve(ccurve, log=False, area=None, compliance=.99, median=False, plot_ccurve_line(ax, ccurve, area=area, compliance=compliance, **pyplot_args) if log: ax.set_yscale('log') - + if mlp: + plt.plot(*mlp, marker='*', markersize=4, label=mlp) + ax.legend() if save: save_fig(fig, save) return fig, ax @@ -82,9 +86,27 @@ def analyze_ccurve(ccurve, area, int_ein): u_mlp = optimize.minimize_scalar(lambda u: u * interpolated(u), bracket=(0, u_cc), bounds=(0, u_cc), method='bounded').x - p_mlp = -interpolated(u_mlp)*u_mlp + i_mlp = interpolated(u_mlp) + p_mlp = -i_mlp*u_mlp ff = -p_mlp / (i_c * u_cc) eta = p_mlp / (int_ein * area) return {'j_c': -j_c, 'u_cc': u_cc, 'u_mlp': u_mlp, 'p_mlp': p_mlp, - 'ff': ff, 'eta': eta} + 'ff': ff, 'eta': eta, 'i_mlp': i_mlp} + +def load_and_analyze(files, intensity, formatter="{}".format, area=1, + columns=['desc', 'curve', 'area', 'j_c', 'u_cc', + 'ff', 'eta', 'p_mlp', 'u_mlp', 'i_mlp']): + ccurves = pd.DataFrame(columns=columns) + for point, desc, *rest in files: + a = area*rest[0] if rest else area + + row = pd.Series({'desc': desc, 'area': a*area, + 'curve': parse_ccurve(formatter(point))}) + + ccurves.loc[desc] = pd.concat((row, + pd.Series(analyze_ccurve(row['curve'], + row['area'], + intensity)))) + + return ccurves diff --git a/SZ/messungen/winkel.xlsx b/SZ/messungen/winkel.xlsx new file mode 100644 index 0000000..d914696 Binary files /dev/null and b/SZ/messungen/winkel.xlsx differ