fpraktikum/SZ/auswertung/c.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 14,
   "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": 3,
   "metadata": {
    "autoscroll": false,
    "collapsed": false,
    "ein.hycell": false,
    "ein.tags": "worksheet-0",
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "area = 26  # cm^2\n",
    "int_ein = 100e-3 # w/cm^2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "autoscroll": false,
    "collapsed": false,
    "ein.hycell": false,
    "ein.tags": "worksheet-0",
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "ccurves = load_and_analyze([\n",
    "        ('a', '3x3_hell', 6),\n",
    "        ('b_1', '3x3_schaltung_1', 6),\n",
    "        ('b_2', '3x3_schaltung_2', 6),\n",
    "        ('b_31', '3x3_schaltung_3', 6),\n",
    "        ('b_41', '3x3_schaltung_4', 6),\n",
    "        ('c_1', '3x3_verschattung_1', 6),\n",
    "        ('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",
    "        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"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ein.tags": "worksheet-0",
    "slideshow": {
     "slide_type": "-"
    }
   },
   "source": [
    "# Plot all ccurves"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": [
       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\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": [
       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\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": [
       "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\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": [
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\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": [
       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\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": [
       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\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": [
       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\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": [
       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\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": [
       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90pP0RCXqmJnZyFHLu6+U0p+R3lslLe/luoBD9jIeMzMbJobLis28/iS948uo09V3FTMzGwmGy4rNvLKTXkQ8N5iBmJnZ8DGcVmzmVeIQWTMzqyPbOoK/X/hkTW831hMnPTMz65dfvbBr2E1rFlT64XQzMxvBWts72NkZw25as6A/jyw8mL5vk/RK0ddWSWsl/fXghWpmZtW2aNk6frq6c9hNaxb055SFd6fvB0XEwUVfhwAzgSsGK1AzM6u+s2ZM5MSGfThrxsRqhzIgFbunlzZwnlOp/szMrLa0tnfw2Z+tYPmm3dy3YmO1wxmQii5kSWfOmZnZCFR4Lu/Ehn2G3QKWAi9kMTOzPuWfyzs2XhiW9/NgACO9dDr5X0j6ZHr/FkmzKh+amZnVgsJ2Y4Xn8g4aXXzAzvAxkOnNrwPvAi5O77cBX6tYRGZmVlOG43ZjPRnI9OapEXGypN8ARMTLkobnONfMzHo1XLcb68lARnq7JI0iHZwkqQHYXdGozMys6oqnNYd7woOBJb3rgR8Dh0m6FngQ+FxFozIzs6q75aEWHmjexLuPffOwn9Ys6Pf0ZkR8X9LjwJlkZ+idHxHPVDwyMzOrmtb2Dpa1tAJwytGHjohRHgwg6Un6fER8Ani2RJmZmY0Ai5at49ert/C+xoZhcSJ6uQYyvXl2ibJz9zaQ3kiaK6lZ0ipJV5W4LknXp+vLJZ3cV1tJ4yXdK2ll+j4ud+3qVL9Z0jm58lMkPZWuXS9JqXx/ST9M5Y9ImpJr0yXpyfS1uPK/HTOzysovXvnCh08aMaM86N+G0x+V9BTQmBJL4WstsHywAkyLZr5GllhnABdLmlFU7VxgevpaAHyjjLZXAUsiYjqwJL0nXb8IOAGYC3w99UPqd0Hus+am8kuBlyPiWOBLwOdzsb0aESelrw/u5a/DzGzQLVq2bkQtXsnrz0jvB8CfAovT98LXKRHxF4MQW8EsYFVErImIDuB2YF5RnXnArZFZChwq6Yg+2s4DbkmvbwHOz5XfHhE7I2ItsAqYlfo7OCIejogAbi1qU+jrDuDMwijQzGw4yY/yRsrilbyy7+lFxFZgK68/lD5UJgHrcu/XA6eWUWdSH20nFvYKjYgXJR2W62tpib52pdfF5d0+PyI6JW0FJgCbgTdJWgZ0AtdFxE+Kf0BJC8hGkDQ0NNDU1PSGX0I1tbW10dXVVXNxbd++3TGVwTGVrxbjGsqYtnUE33rqNZZv2s2HG/dj+WMbqh5TpQ1kIcv+wJ8BU/LtI+IzlQur+0eWKIsy65TTttzP662v3q69JSI2SDoGuF/SUxGxulvFiBuBGwEaGxtjzpw5fYQ4tFpaWmhra6PW4mpqanJMZXBM5avFuIYqpsIzecs37eB9jQ1c1cu9vFr8PZVrIAtZfko2ndcJtOe+Bst6ID/GngwU//Ojpzq9td2YpixJ318qo6/JPfS1p42kfYFDgFaAiNiQvq8BmoB39P7jmpkNvfwzeSNt8UreQJLe5Ii4MCL+NSK+UPiqeGSvewyYLmlq2u7sIrL7inmLgUvSKs7ZwNY0ddlb28XA/PR6PlkyL5RflFZkTiVbsPJo6m+bpNnpft0lRW0KfX0IuD8iQtK4NDJG0puB04EVFfmtmJlVVDY5NZKeyStlIHtvPiTpjyLiqYpHU0K6R/Yx4G5gFHBTRDwt6bJ0/ZvAncB5ZItOdgAf6a1t6vo6YKGkS4HngQtSm6clLSRLTp3A5RHRldp8FLgZOAC4K30BfAf4nqRVZCO8i1L5W4EbJO0m+wfGdRHhpGdmNaW1vQNgz/6aI1nZSS89rhCpzUckrQF2kt3Piog4cXBChIi4kyyx5cu+mXsdwOXltk3lW8h2lSnV5lrg2hLly4C3lSh/jZQ0i8ofAv6o1GeYmdWCwr28B5o3cfW5x4/oUR70b6T3gUGLwszMqmIkHRtUjrLv6UXEcxHxHPAZsntmhfevAJ8arADNzGxwjOSdV3oykIUsJ0ZEW+FNRLyMVySamQ0rI/HYoHIMJOntU7RP5XgGtiDGzMyqIH8fr16mNQsGkqy+QLaC8w6yhS0fpsSiDzMzqz3FCa9epjULBnKe3q3pPL33ka3c/K9ehm9mNjzUy0PoPRnQtGR61u3pPiuamVmNqY+H0HvSn+f0HoyId0vaRvf9KwvP6R1c8ejMzKwiWts7uOWhtbzasbsuHkLvSX9OWXh3+n7Q4IVjZmaVlr+PB9TFQ+g96c9I7+96ux4RX9z7cMzMrNIKD6CfPm0CM6eMr6vVmsX6c0+vMMJrBN7J6xs3/ynwy0oGZWZmlZF/AH3+aVPqdoRX0J/pzU8DSLoHODkitqX31wCLBiU6MzMbsNWbtrPg1mWs3tRe11OaeQN5OP0tQEfufQfZgbJmZlYjWts79iS8aQ1j6npKM28gjyx8D3hU0o/JVnH+F+CWikZlZmZ7ZdGydXsS3o2XzPQoLxnIw+nXSvo58O5U9JGI+E1lwzIzs4HyfbyeDfTh9MeBxysci5mZ7aV6Ox+vv/qd9CTNBP4RODq1H/RDZM3MrG/1vJF0uQYy0vs+8L+Bp4DdlQ3HzMwGot43ki7XQJLepohY3Hc1MzMbKvW+kXS5BpL0PiXp28ASYGehMCL+o2JRmZlZ2VrbO1jW0grU70bS5RpI0vsIcDywH69PbwbgpGdmNoQKm0g//lwbv169hfc1NjD/tKnVDqumDeTh9LdHxMyImB8RH0lf/63ikeVImiupWdIqSVeVuC5J16fryyWd3FdbSeMl3StpZfqePw3+6lS/WdI5ufJTJD2Vrl0vSal8f0k/TOWPSJqSazM/fcZKSfMr/9sxs3q1aNk6vrxkFQ+u2uz7eGUaSNJbKmlGxSPpgaRRwNeAc4EZwMUlPv9cYHr6WgB8o4y2VwFLImI62VTtVanNDOAi4ARgLvD11A+p3wW5z5qbyi8FXo6IY4EvAZ9PfY0HPgWcCswimxrek1zNzAaitb2DL93bzJbtHSw44xiuOHO6E16ZBjK9+W5gvqS1ZPf0BvuRhVnAqohYAyDpdmAekD+tfR5wa0QEWVI+VNIRZNuj9dR2HjAntb8FaAI+kcpvj4idwFpJq4BZklqAgyPi4dTXrcD5wF2pzTWprzuAr6ZR4DnAvRHRmtrcS5Yob+vph92xYwc333xzf39Hg+oPf/gDnZ2dNRdXW1sbLS0t1Q6jG8dUnlqMCWozrnxM7Z3i0ZffRMuO0Tz3apbgzm7YzukTXmXxooeqEtNwM5CkN7fvKhU1CViXe7+ebOTUV51JfbSdGBEvAkTEi5IOy/W1tERfu9Lr4vJunx8RnZK2AhN6iasbSQvIRpAcfvjhtLW1FVepqs7OTiKi5uLq6upyTGVwTOWrxbi274JlL8AJB7zC068ezIPbxu65dtR+7RyjjbS1De3TY7X4eyrXQLYhe07S24EzUtGvIuK3lQ2rG5UKo8w65bQt9/N662uvPj8ibgRuBGhsbIyPf/zjfYQ4tG6++Wba2tqotbiampqYM2dOtcPoxjGVpxZjgtqM6x++ew8PNu/ilFnv4hRgRkeW4A4YPapqW4zV4u/pyiuvLKveQHZkuQL4H7y+WvPfJd0YEV/pb19lWg/ktxWYDGwos87oXtpulHREGuUdAbzUR1/r0+tSfRXarJe0L3AI0JrK5xS1aer5RzUz6+6MSftxxOSjefy5Nh5ctZmrzz2e//neadUOa9gayEKWS4FTI+KTEfFJYDZZEhwsjwHTJU2VNJpskUnxw/GLgUvSKs7ZwNY0ddlb28VAYTXlfOCnufKL0orMqWQLVh5N/W2TNDvdr7ukqE2hrw8B96f7i3cD75c0Li1geX8qMzMr2/L1W/es0PTWYntnIPf0BHTl3ndRehqvItI9so+RJYtRwE0R8bSky9L1bwJ3AucBq4AdZM8S9tg2dX0dsFDSpcDzwAWpzdOSFpItdukELo+Iws/7UeBm4ACyBSx3pfLvAN9Li15ayZIrEdEq6Z/Jki/AZwqLWszMelN4Bu/eJ19jResOP5JQIQNJet8FHknn6UG2gvE7lQvpjSLiTrLEli/7Zu51AJeX2zaVbwHO7KHNtcC1JcqXAW8rUf4aKWmWuHYTcFOpa2ZmxfIPnD+4ajOAE14F9SvppWm9RWT3pd5NNsLzeXpmZhWQ3zQa4PRpE3gzr/ApJ7yK6VfSi4iQ9JOIOAV4YpBiMjOrO63tHfztbU/w4KotnDp1PLOPmcD806aw/LGHnPAqaCDTm0slvTMiHuu7qpmZ9ab7dOYWAGYfM54rzz6uypGNTANJeu8D/qek54B2fIismVm/rd60nU/+5Hd07g4eWZutbzt92gRmThnP/NOmVDe4EWwgSe/cikdhZlYnCiO7nz65gZYtO4Duyc5TmYNrIEnvryPiE/kCSZ8n27fSzMyKFBLdqx27WfHiK3tWZU6ZcCDvP+FwLnvvNCe7ITKQpHc2b0xw55YoMzOra63tHXyzaRX3rNi4Z1QHHtlVU9lJT9JHgb8GjpG0vFAMjAV+PQixmZkNO72O6mYcXtU9M61/I70fkO1A8jnS2XPJNu8yYmb1rJDoXm7fxS9Xbuo2qps1ZRyj9x3Fp+edwLSGsb30YkOhP0nvOGBdRFwMIOkS4M+A5yRd48RnZvWksPpy2mFjWbOpfc+IDjyqq2X9SXo3AGcBSHoP2d6VfwOcRHYszocqHp2ZWQ3IT1kW3LPiD7Rs2cGvV2fP1p0+bQLTGsayZnO7R3U1rD9Jb1RuNHchcGNE/Aj4kaQnKx+amVn15BPdb9e37XmWLm/KhAN5z3ENjDtwtEd0w0S/kp6kfSOik2yj5gUD7MfMrKYUElxLSwcHT32Zr9y/kukTD+LGX67pVu/UqeN4++RxQHUPcbWB60+yug34haTNwKvArwAkHQtsHYTYzMwqorW9g0XL1u05i64wgnttVxdrNrcz48iD9yS4393xW1Zvamft5nYWnHHMnj6c5EaGspNeRFwraQlwBHBPOs4HsoNo/2YwgjMz64/Cc3G/Xb+VxsMP4k37jgLY8+jA0jVbOHHyoXx5yapu7SKCK848lubVLRx2+Jvp2h20bNnBhLGjfUr5CNPfUxaWlij7feXCMTMrrbBa8oRJh3BZSkTFCS7/XFzxPbhpDWN4oHkTJ04+hCvOPHbPSK954zZOmHQI80+bynXrn+PWpc9xxZnHcuDofX1K+Qjke3FmVpMKU5JnzZjIfSs28quVm/n16i38evUWJqQpxht/tRbonuBmTRmHpG4jvQNGj+K9xzXwhXuaeXXX7m7bft3wi9V87q5nmTBmNGdM2o9px0zjgplHeRpzhHLSM7OaUPxYQH5K8oHmTSw4YyoRwQmTDtkzAtuyfWe3kV5v991u+MXqbkmzMG1Z6OuCmUex/LF1ns4c4Zz0zKwmLFq27g332t7X2MA/fWAGJ05+ARBf+fOTgWwhCojL5hxb9ojsgplHsaOjE1C3acvxY3zfrp446ZlZTSgkpfyqyr/54+nct2IjIL68ZCUHjs6mKwvJ8cDRo8pOWOPHjObKsxsHK3wbJpz0zKwqiqczs6nJqYwfM5obfrGaW5c+x36jxAPNm7jizGO5+tzj94zQSo3YzMrhpGdmQyL/OMHYztfYueo33farhNdHboVkdtaMicw+ZuMbFpZ4xGYDVdNJT9J44IfAFKAF+HBEvFyi3lzgy8Ao4NsRcV1f7SVdDVwKdAF/GxF3p/JTgJuBA4A7gSsiIiTtD9wKnAJsAS6MiJbUZj7wTymcz0bELan8ZuC9vP7w/l9FhLdssxErP3orPA5Q6nGCzGZOnzaBzt3BI2tbefexE/Yku/x9tmnv9R6WVjk1nfTIjjBaEhHXSboqvS8+tX0U8DWyw23XA49JWhwRK3pqL2kGcBFwAnAkcJ+k4yKiC/gG2RZrS8mS3lyyI5UuBV6OiGMlXQR8HrgwJdZPATOBAB5Pn19Izv87Iu4YnF+PWfXlR3DwxufjSj1OMLZzK2877hjmnzYFYM9uKX5MwAZbrSe9ecCc9PoWoIk3ntA+C1gVEWsAJN2e2q3opf084PaI2AmslbQKmCWpBTg4Ih5Ofd0KnE+W9OYB16S+7gC+KknAOcC9hc24Jd1LlsmomCQAABKuSURBVChv2/sf36y25I/TKd7tpOD0aRM44chD3jDSyz9O0NTUxJw5x+1p49WTNlRqPelNjIgXASLiRUmHlagzCViXe78eOLWP9pPIRnL5NpOAXel1cXm3z4mITklbgQk9fP6k3PtrJX0SWAJclRJtN5IWkDbwbmhooKmpqcSPWT1tbW10dXXVXFzbt293TGUYaEwvbt/N9555jSMO3If9RgmAJzZ28dKrsec4nYLjxgEhph06ivOOfpWDRr8GwB8fCvD6H/nlj23Yq5gGWy3G5Zgqq+pJT9J9wOElLv1juV2UKIsSZeW06a2vgbS5GvgDMJrszMFPAJ95Q+WIG9N1GhsbY86cOb2EPvRaWlpoa2uj1uLKRgtzqh1GN4WYCve2QFXfpLin31M+xsJuJfkR3D3P/IGWLcGKLV3d2hWO08nvdtLfn7EW/9tBbcblmCqr6kkvIs7q6ZqkjZKOSKO0I4CXSlRbD+TXLU8GNqTXPbXvqc369LpUX4U26yXtCxwCtKbyOUVtmtLP9mIq2ynpu8D/6ulntZFhW0fwpXubefy5tj1Tfv15lmywYrrhF6s5a8ZEFj/5Ai+376J54zbg9ftt31vaQmv7rjeM4CqR4MxqSdWTXh8WA/PJTmmfD/y0RJ3HgOmSpgIvkC1Q+fM+2i8GfiDpi2QLWaYDj0ZEl6RtkmYDjwCXAF8p6uthslPi70+rOu8G/kXSuFTv/WQjPHIJV2T3Bn+3t78Qq22/emEXC5uzB6dPnzaBmVPGD/mzZPk9K3/46PP8ZNmrvPTqsyxcto7Vm9q71T192gQk8eCqzU5wVhdqPeldByyUdCnwPHABgKQjyR5NOC/dX/sYcDfZIws3RcTTvbWPiKclLSRb7NIJXJ5WbgJ8lNcfWbgrfQF8B/heWvTSSpZciYhWSf9MlnwBPpM7Yf77khrIpkCfBC6r3K/GatEZk/bjiMlHMxTTmvnkVmoEl09y48fsx+pN7Zw+bQLTGsbSvHEbbz/q0D2nFXj1pNWLmk56EbGF7JT24vINwHm593eSPV5QVvt07Vrg2hLly4C3lSh/jZQ0S1y7CbipRPkfl6pvw1f+MNJSCeKg0eLKOYPz4HTxM3C/XLmJli07So7gpjWMYfWmdmZNGcf2V7by2QvfyWMtrT3G7dWTVi9qOumZ1ZpFy9bxubueBYYmUeQfEVizqf0NO5j0NIK78J1Hcd+KjenkgIc4+ehxnHz0uB4+xax+OOmZ9UP+GJpy9DUyzNcrdeL3PSv+QMuWHXsWmOSfgVuzuZ2/O/u4Hkdw3snE7I2c9Mxy+nrUoL/H0PQ0Mix+yLu3E78LC0zGHTi6ZEwewZmVz0nP6lpPB5dCZR41uGDmUWzZvpP7n32JF9pe7XEEBz2f+O0VlGaV46Rnda3UwaWVfNRg/JjRrHxpO4+sbe1xBNfXid9mVjlOela3Vm/azi9/v4lL3nX0oI6s/ukDM+jo7L5fpZOcWXU46Vldam3vYMGty1i9qZ3R++7Ddz8ya9A+a1rDWL7/P2YPWv9mVr59qh2AWTUsSs+2TWsYwz99YEa1wzGzIeKRntWl/KMHnmI0qx9OelaX+vvogZmNDJ7eNDOzuuGkZ3Wntb2DG36xmtb2jmqHYmZDzNObVhd62sPSU5xm9cVJz0a0wo4rP31yQ7cdUN7X2DDk59yZWfU56dmIVEh2+RPM+9rD0sxGPic9G3Fa2zv4+4VP8kDzJuD1bcWc6MzMSc9GjMLobumabJ/LU6eOZ/YxE5zszGwPJz0b1vKnJORPSACYfcx4rjz7uCpGZ2a1xknPhrVbHmrpdkpC4ZDVwobOZmZ5Tno2zAUAp04dx+xj3uypTDPrlZOeDWvzT5vKgaP39R6aZlaWmt6RRdJ4SfdKWpm+j+uh3lxJzZJWSbqqnPaSrk71myWdkys/RdJT6dr1kpTK95f0w1T+iKQpuTY/l9Qm6WdFcU1NdVemtv5bucIKe2g64ZlZOWo66QFXAUsiYjqwJL3vRtIo4GvAucAM4GJJM3prn65fBJwAzAW+nvoB+AawAJievuam8kuBlyPiWOBLwOdzYfwf4C9LxP954Evp819OfZiZWZXU+vTmPGBOen0L0AR8oqjOLGBVRKwBkHR7areil/bzgNsjYiewVtIqYJakFuDgiHg49XUrcD5wV2pzTerrDuCrkhSZJZIKn0NqK+CPgT/Pff41ZEl1xGpt72DRsnW8c8p4vnBPc7fTwvMOGD2KD550JPet2LhnarLQtrBTSvHrs2ZM3FMf4M61HZz4zo5BGeXlV4UCvLari+aN23j7UYdy4TuPYvGTL/By+y6aN26j8fCD9vyMz6/byW92/d73Fs1qVK0nvYkR8SJARLwo6bASdSYB63Lv1wOn9tF+ErC0qM0kYFd6XVze7XMiolPSVmACsJnSJgBtEdFZoq9BVfgLu9RfyvD6X+D58t7KuloPZPeuUez4z2f6bFvY13L8mP1obd+1Z9uvUn62fAOrN7Wz5JmNpFlkHlnbyi9/v4nO3cEja1u5/9mX2G/UPjy4ajO3Pfo8LVt2cP+zG9lv1CgeXLWLTQuf5AsfPqmiCab44fa8R9a2snLjtm7XHlnb2q3Oz1tWcuDoUd7X06wGVT3pSboPOLzEpX8st4sSZTHANr311d/PKbu+pAVkU6o0NDTQ1NTUS7elbesI7nuug51d8Pwru1nRunvPteK/lHsrL113DDCGJ361pqy2h48Rf2jfxWEHwh9NGMV+o7JfxZq2Ln7fFhx3qNh3H7FiUzuHjxGPtry8p4/Dx6hbosz32bJlRyrL6k88IHigeRPXLWzivKmVS3p3ru3ggeZdzJgg3nJQltg7uoL123Yz7dBRvKdhOwd37su2jqzsqIP22fMz7urYxdgDRnPkzudpalrX28cMme3btw/oz9RgqsWYoDbjckyVVfWkFxFn9XRN0kZJR6RR2hHASyWqrQfyOwdPBjak1z2176nN+vS6VF+FNusl7QscApTOJpnNwKGS9k2jvXxf3UTEjcCNAI2NjTFnzpxeuu1uzy4ka1t5ZO2OPeWnT5vAtIaxFRrprWP3rp3MPGVmn23HHTj6DdOW+VhLTVn+8NHn+e36rd2mDgvTivD6VGi+/IDRozh853peOejoiq/cPPGdHUxLcfbU78U9tG1qaqI///2GgmMqXy3G5Zgqq+pJrw+LgfnAden7T0vUeQyYLmkq8ALZApU/76P9YuAHkr4IHEm2YOXRiOiStE3SbOAR4BLgK0V9PQx8CLg/Inoc6UVESHog1b29l/j7rbddSAbjebWbb26mra2Nj//JW8tuM+29Y99QVnxaeeH1//MnM7rVu/LsxpJ9Fpc3NW3g4kGYQvSp6mYjV60nveuAhZIuBZ4HLgCQdCTw7Yg4L91f+xhwNzAKuCkinu6tfUQ8LWkh2WKXTuDyiOhKbT4K3AwcQLaA5a5U/h3ge2nRSytZciXF8yvgeGCspPXApRFxN9mimdslfRb4TepjwIr3liwo3oXECyjMzEqr6aQXEVuAM0uUbwDOy72/E7iz3Pbp2rXAtSXKlwFvK1H+Gilplrh2Rg/la8hWl+6VUsfkgHchMTPrr5pOepad+L3g1mWs3tQOeFRnZrY3nPRqVPGJ31MmHMi8kyY50ZmZ7QUnvRqzO+BL9zZ3m8qc1jCGGy+ZybSGNy4OMTOz8jnp1ZhtHbHnqByf+G1mVllOejUmgAVnHON7dmZmg8BJr8a07QwmjPVzYmZmg6HWT1moO+P2154dS8zMrLKc9GrMIfvLU5pmZoPESc/MzOqGk56ZmdUNJz0zM6sbTnpmZlY3nPTMzKxuOOmZmVndcNIzM7O6oV4O/7YqkLQNaK52HCW8GdjcZ62h5ZjK45jKV4txOabyNEbEQX1V8jZktac5ImZWO4hikpbVWlyOqTyOqXy1GJdjKo+kZeXU8/SmmZnVDSc9MzOrG056tefGagfQg1qMyzGVxzGVrxbjckzlKSsmL2QxM7O64ZGemZnVDSc9MzOrG056NUjSBZKelrRbUlWXBUuaK6lZ0ipJV1UzlgJJN0l6SdLvqh1LgaSjJD0g6Zn03+6KGojpTZIelfTbFNOnqx1TgaRRkn4j6WfVjgVAUoukpyQ9We7S98Em6VBJd0h6Nv25elcNxNSYfkeFr1ckfbwG4roy/Rn/naTbJL2px7q+p1d7JL0V2A3cAPyviKjK/4SSRgG/B84G1gOPARdHxIpqxJOL6z3AduDWiHhbNWMpkHQEcEREPCHpIOBx4Pxq/q4kCRgTEdsl7Qc8CFwREUurFVOBpL8DZgIHR8QHaiCeFmBmRNTMA9eSbgF+FRHfljQaODAi2qodV0H6++EF4NSIeK6KcUwi+7M9IyJelbQQuDMibi5V3yO9GhQRz0RELezKMgtYFRFrIqIDuB2YV+WYiIhfAq3VjiMvIl6MiCfS623AM8CkKscUEbE9vd0vfVX9X7mSJgN/Any72rHUKkkHA+8BvgMQER21lPCSM4HV1Ux4OfsCB0jaFzgQ2NBTRSc9680kYF3u/Xqq/Bf5cCBpCvAO4JHqRrJnGvFJ4CXg3oioekzA/wf8A9lsRq0I4B5Jj0taUO1ggGOATcB30zTwtyWNqXZQRS4Cbqt2EBHxAvBvwPPAi8DWiLinp/pOelUi6b40/1z8VfWRVI5KlFV9pFDLJI0FfgR8PCJeqXY8EdEVEScBk4FZkqo6HSzpA8BLEfF4NeMo4fSIOBk4F7g8TaFX077AycA3IuIdQDtQE/fUAdJ06weBRTUQyziyGaipwJHAGEl/0VN9771ZJRFxVrVjKMN64Kjc+8n0Mm1Q79J9sx8B34+I/6h2PHkR0SapCZgLVHMB0OnAByWdB7wJOFjSv0dEj39JDYWI2JC+vyTpx2RT+7+sYkjrgfW5kfkd1FDSI/vHwRMRsbHagQBnAWsjYhOApP8ATgP+vVRlj/SsN48B0yVNTf+yuwhYXOWYalJaNPId4JmI+GK14wGQ1CDp0PT6ALK/HJ6tZkwRcXVETI6IKWR/nu6vdsKTNCYtPiJNIb6f6v7DgIj4A7BOUmMqOhOo6gKyIhdTA1ObyfPAbEkHpv8PzyS7p16Sk14NkvRfJK0H3gX8p6S7qxFHRHQCHwPuJvtDtDAinq5GLHmSbgMeBholrZd0abVjIhvB/CXwx7nl3OdVOaYjgAckLSf7B8y9EVETjwjUmInAg5J+CzwK/GdE/LzKMQH8DfD99N/vJOBfqhwPAJIOJFvRXROzGWk0fAfwBPAUWV7rcUsyP7JgZmZ1wyM9MzOrG056ZmZWN5z0zMysbjjpmZlZ3XDSMzOzuuGkZ1aDJP1j2jV+eXr84dRqx7Q3JE1Jj5fsU1T+pKRZRWXXSHpB0mf6apd2139e0leH4uew4c87spjVmHSEzAeAkyNip6Q3A6OrHNZeiYgWSeuAM4BfAEg6HjgoIh4t0eRLEfFvqV5v7R6V9DLZiQ1mffJIz6z2HAFsjoidABGxubBNVjr37fPKzsl7VNKxqfxPJT2SNie+T9LEVH6NsvMHmyStkfS3qXyKsjPavpVGlPekXVtIdWem129Ox+4g6a8k/Yekn0taKelfCwFLulTS71Pbb/Uw8rqNbBeWgnI3LB5oO7M3cNIzqz33AEelJPJ1Se8tuv5KRMwCvkp2YgFk54nNTpsT3052ikHB8cA5ZPtJfirtEQowHfhaRJwAtAF/VkZsJwEXAn8EXKjs8Nwjgf8XmE22U8fxPbRdCJyfjn8h9XN7GZ850HZmb+DpTbMakw59PYVsSu99wA8lXZU7FPO23PcvpdeTU70jyKZC1+a6/M80atwp6SWybbcg26T3yfT6cWBKGeEtiYitAJJWAEcDbwZ+ERGtqXwRcFyJn+sPkp4GzpS0EdgVEX3ucTnQdmalOOmZ1aCI6AKagCZJTwHzgZsLl/NV0/evAF+MiMWS5gDX5OrszL3u4vX/74vLD0ivO3l9FuhNRaGV6qvUEVQ9KUxVbqR/U5QDbWfWjac3zWqMpEZJ03NFJwH506kvzH1/OL0+BHghvZ6/lyG0AKek1x8qo/6jwHsljUtTkL1Nk/4IOI/+T1EOtJ1ZNx7pmdWescBX0rFAncAqIH+a9/6SHiH7R+vFqewaYJGkF4ClZAdqDtS/AQsl/SVwf1+VI+IFSf9CdlL8BrIjcLb2ULdN0lJgYkSsLVWnku3MivmUBbNhJK2knBkRm6sdS56ksele5L7Aj4GbIuLHA+zrGmB74ZGFMur/Fdnv5GMD+TyrL57eNLNKuEbSk2SHr64FfrIXfW0HFkj6TF8VJV0JXA28shefZ3XEIz0zM6sbHumZmVndcNIzM7O64aRnZmZ1w0nPzMzqhpOemZnVjf8LxBTXdzO/+2wAAAAASUVORK5CYII=\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for _, curve in ccurves.iterrows():\n",
    "    plot_ccurve(curve['curve'], area=area * curve['area'], save=f'C/{curve[\"desc\"]}.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "autoscroll": false,
    "collapsed": false,
    "ein.hycell": false,
    "ein.tags": "worksheet-0",
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "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": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "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": [
       "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>desc</th>\n      <th>curve</th>\n      <th>area</th>\n      <th>j_c</th>\n      <th>u_cc</th>\n      <th>ff</th>\n      <th>eta</th>\n      <th>p_mlp</th>\n      <th>u_mlp</th>\n      <th>i_mlp</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>3x3_hell</th>\n      <td>3x3_hell</td>\n      <td>[[-1.5, -0.5417189], [-1.4825, -0.5438931], [-...</td>\n      <td>6</td>\n      <td>0.090875</td>\n      <td>1.621324</td>\n      <td>0.603224</td>\n      <td>0.888776</td>\n      <td>0.533266</td>\n      <td>1.136215</td>\n      <td>-0.4693348714285935</td>\n    </tr>\n    <tr>\n      <th>3x3_schaltung_1</th>\n      <td>3x3_schaltung_1</td>\n      <td>[[-1.5, -0.4987553], [-1.4825, -0.4996429], [-...</td>\n      <td>6</td>\n      <td>0.066417</td>\n      <td>1.668620</td>\n      <td>0.260355</td>\n      <td>0.288535</td>\n      <td>0.173121</td>\n      <td>0.831189</td>\n      <td>-0.20828160714286892</td>\n    </tr>\n    <tr>\n      <th>3x3_schaltung_2</th>\n      <td>3x3_schaltung_2</td>\n      <td>[[-1.5, -0.5053194], [-1.4825, -0.5066954], [-...</td>\n      <td>6</td>\n      <td>0.065349</td>\n      <td>1.649947</td>\n      <td>0.259787</td>\n      <td>0.280107</td>\n      <td>0.168064</td>\n      <td>0.829593</td>\n      <td>-0.20258660000002998</td>\n    </tr>\n    <tr>\n      <th>3x3_schaltung_3</th>\n      <td>3x3_schaltung_3</td>\n      <td>[[-1.5, -0.0006112836], [-1.4825, -0.000607707...</td>\n      <td>6</td>\n      <td>0.000051</td>\n      <td>1.527599</td>\n      <td>0.250472</td>\n      <td>0.000197</td>\n      <td>0.000118</td>\n      <td>0.757500</td>\n      <td>-0.00015580096971469002</td>\n    </tr>\n    <tr>\n      <th>3x3_schaltung_4</th>\n      <td>3x3_schaltung_4</td>\n      <td>[[-1.5, -0.2743212], [-1.4825, -0.2720917], [-...</td>\n      <td>6</td>\n      <td>0.025509</td>\n      <td>1.462855</td>\n      <td>0.261500</td>\n      <td>0.097580</td>\n      <td>0.058548</td>\n      <td>0.740000</td>\n      <td>-0.07911919453640125</td>\n    </tr>\n    <tr>\n      <th>3x3_verschattung_1</th>\n      <td>3x3_verschattung_1</td>\n      <td>[[-1.0, -0.006214225], [-0.97, -0.006181907], ...</td>\n      <td>6</td>\n      <td>0.000830</td>\n      <td>1.426593</td>\n      <td>0.654127</td>\n      <td>0.007744</td>\n      <td>0.004647</td>\n      <td>1.190000</td>\n      <td>-0.0039047434763039633</td>\n    </tr>\n    <tr>\n      <th>3x3_verschattung_2</th>\n      <td>3x3_verschattung_2</td>\n      <td>[[-1.0, -0.2602277], [-0.98, -0.2602689], [-0....</td>\n      <td>6</td>\n      <td>0.042794</td>\n      <td>1.571996</td>\n      <td>0.687776</td>\n      <td>0.462683</td>\n      <td>0.277610</td>\n      <td>1.219997</td>\n      <td>-0.22754981766503463</td>\n    </tr>\n    <tr>\n      <th>3x3_verschattung_3</th>\n      <td>3x3_verschattung_3</td>\n      <td>[[-1.0, -0.01750273], [-0.98, -0.01755973], [-...</td>\n      <td>6</td>\n      <td>0.002743</td>\n      <td>1.476685</td>\n      <td>0.756062</td>\n      <td>0.030622</td>\n      <td>0.018373</td>\n      <td>1.259999</td>\n      <td>-0.014582063482794307</td>\n    </tr>\n    <tr>\n      <th>huge_hell</th>\n      <td>huge_hell</td>\n      <td>[[-1.0, -0.1947314], [-0.9775, -0.1942969], [-...</td>\n      <td>13</td>\n      <td>0.014765</td>\n      <td>7.022427</td>\n      <td>0.653348</td>\n      <td>0.677416</td>\n      <td>0.880641</td>\n      <td>5.322500</td>\n      <td>-0.1654561994540209</td>\n    </tr>\n    <tr>\n      <th>huge_verbraucher</th>\n      <td>huge_verbraucher</td>\n      <td>[[-1.0, -0.2670641], [-0.9775, -0.258778], [-0...</td>\n      <td>13</td>\n      <td>0.017648</td>\n      <td>6.105162</td>\n      <td>0.292938</td>\n      <td>0.315622</td>\n      <td>0.410309</td>\n      <td>3.792504</td>\n      <td>-0.10818945820239775</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
      ],
      "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"
    }
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   "source": [
    "ccurves"
   ]
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