mirror of
https://github.com/vale981/fpraktikum
synced 2025-03-06 01:51:38 -05:00
333 lines
163 KiB
Text
333 lines
163 KiB
Text
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 23,
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"metadata": {
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"autoscroll": false,
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"collapsed": false,
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"ein.hycell": false,
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"ein.tags": "worksheet-0",
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"slideshow": {
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"slide_type": "-"
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}
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},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"from importlib import reload\n",
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"import utility\n",
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"\n",
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"reload(utility)\n",
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"from utility import *\n",
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"\n",
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"from scipy.optimize import curve_fit\n",
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"from SecondaryValue import SecondaryValue\n",
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"import pandas as pd"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {
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"autoscroll": false,
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"collapsed": false,
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"ein.hycell": false,
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"ein.tags": "worksheet-0",
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"slideshow": {
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"slide_type": "-"
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}
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},
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"outputs": [],
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"source": [
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"area = 26 # cm^2\n",
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"int_ein = 100e-3 # w/cm^2"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 24,
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"metadata": {
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"autoscroll": false,
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"collapsed": false,
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"ein.hycell": false,
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"ein.tags": "worksheet-0",
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"slideshow": {
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"slide_type": "-"
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}
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},
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"outputs": [],
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"source": [
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"ccurves = load_and_analyze([\n",
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" ('a', '3x3_hell', 6),\n",
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" ('b_1', '3x3_schaltung_1', 6),\n",
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" ('b_2', '3x3_schaltung_2', 6),\n",
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" ('b_31', '3x3_schaltung_3', 6),\n",
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" ('b_41', '3x3_schaltung_4', 6),\n",
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" ('c_1', '3x3_verschattung_1', 6),\n",
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" ('c_2', '3x3_verschattung_2', 6),\n",
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" ('c_3', '3x3_verschattung_3', 6),\n",
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" ('d_1', 'huge_hell', 13),\n",
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" ('d_2', 'huge_verbraucher', 13)],\n",
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" int_ein,\n",
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" area=area,\n",
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" formatter='../messungen/191114_OM_VB/3_{}.dat'.format,\n",
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" columns=['desc', 'curve', 'area', 'j_c', 'u_cc', 'ff', 'eta', 'p_mlp', 'u_mlp', 'i_mlp'])\n"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"ein.tags": "worksheet-0",
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"slideshow": {
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"slide_type": "-"
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}
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},
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"source": [
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"# Plot all ccurves"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 26,
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"metadata": {
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"autoscroll": false,
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"collapsed": false,
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"ein.hycell": false,
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"ein.tags": "worksheet-0",
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"slideshow": {
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"slide_type": "-"
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}
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},
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"outputs": [
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{
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"data": {
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"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"
|
|
},
|
|
{
|
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"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": {
|
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"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"
|
|
},
|
|
{
|
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"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"
|
|
},
|
|
{
|
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"data": {
|
|
"image/png": [
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\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'],\n",
|
|
" save=f'C/{curve[\"desc\"]}.pdf', mlp=[curve['u_mlp'], curve['i_mlp']])"
|
|
]
|
|
},
|
|
{
|
|
"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\n",
|
|
"curve [[-1.0, -0.1947314], [-0.9775, -0.1942969], [-...\n",
|
|
"area 13\n",
|
|
"j_c 0.0147647\n",
|
|
"u_cc 7.02243\n",
|
|
"ff 0.653348\n",
|
|
"eta 0.677416\n",
|
|
"p_mlp 0.880641\n",
|
|
"u_mlp 5.3225\n",
|
|
"i_mlp -0.1654561994540209\n",
|
|
"Name: huge_hell, dtype: object"
|
|
]
|
|
},
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"ccurves.loc['huge_hell']"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
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"<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>4056</td>\n <td>1.344303e-04</td>\n <td>1.621324</td>\n <td>0.603224</td>\n <td>1.314757e-03</td>\n <td>0.533266</td>\n <td>1.136215</td>\n <td>-4.001924955678502e-16</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>4056</td>\n <td>9.824938e-05</td>\n <td>1.668620</td>\n <td>0.260355</td>\n <td>4.268276e-04</td>\n <td>0.173121</td>\n <td>0.831189</td>\n <td>-1.8728730119671922e-11</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>4056</td>\n <td>9.666959e-05</td>\n <td>1.649947</td>\n <td>0.259787</td>\n <td>4.143600e-04</td>\n <td>0.168064</td>\n <td>0.829593</td>\n <td>-1.8216633764785094e-11</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>4056</td>\n <td>7.604776e-08</td>\n <td>1.527599</td>\n <td>0.250472</td>\n <td>2.909743e-07</td>\n <td>0.000118</td>\n <td>0.757500</td>\n <td>-1.4009659106231419e-14</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>4056</td>\n <td>3.773479e-05</td>\n <td>1.462855</td>\n <td>0.261500</td>\n <td>1.443496e-04</td>\n <td>0.058548</td>\n <td>0.740000</td>\n <td>-7.1144162083484e-12</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>4056</td>\n <td>1.227663e-06</td>\n <td>1.426593</td>\n <td>0.654127</td>\n <td>1.145622e-05</td>\n <td>0.004647</td>\n <td>1.190000</td>\n <td>-3.5111543336653346e-13</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>4056</td>\n <td>6.330505e-05</td>\n <td>1.571996</td>\n <td>0.687776</td>\n <td>6.844428e-04</td>\n <td>0.277610</td>\n <td>1.219997</td>\n <td>-2.0461332050821463e-11</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>4056</td>\n <td>4.057384e-06</td>\n <td>1.476685</td>\n <td>0.756062</td>\n <td>4.529929e-05</td>\n <td>0.018373</td>\n <td>1.259999</td>\n <td>-1.3112225092916863e-12</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>8788</td>\n <td>2.184120e-05</td>\n <td>7.022427</td>\n <td>0.653348</td>\n <td>1.002094e-03</td>\n <td>0.880641</td>\n <td>5.322500</td>\n <td>-3.1692481966350715e-12</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>8788</td>\n <td>2.610645e-05</td>\n <td>6.105162</td>\n <td>0.292938</td>\n <td>4.668968e-04</td>\n <td>0.410309</td>\n <td>3.792504</td>\n <td>-2.0723263705701048e-12</td>\n </tr>\n </tbody>\n</table>\n</div>"
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],
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" 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], [-... 4056 \n3x3_schaltung_1 [[-1.5, -0.4987553], [-1.4825, -0.4996429], [-... 4056 \n3x3_schaltung_2 [[-1.5, -0.5053194], [-1.4825, -0.5066954], [-... 4056 \n3x3_schaltung_3 [[-1.5, -0.0006112836], [-1.4825, -0.000607707... 4056 \n3x3_schaltung_4 [[-1.5, -0.2743212], [-1.4825, -0.2720917], [-... 4056 \n3x3_verschattung_1 [[-1.0, -0.006214225], [-0.97, -0.006181907], ... 4056 \n3x3_verschattung_2 [[-1.0, -0.2602277], [-0.98, -0.2602689], [-0.... 4056 \n3x3_verschattung_3 [[-1.0, -0.01750273], [-0.98, -0.01755973], [-... 4056 \nhuge_hell [[-1.0, -0.1947314], [-0.9775, -0.1942969], [-... 8788 \nhuge_verbraucher [[-1.0, -0.2670641], [-0.9775, -0.258778], [-0... 8788 \n\n j_c u_cc ff eta p_mlp \\\n3x3_hell 1.344303e-04 1.621324 0.603224 1.314757e-03 0.533266 \n3x3_schaltung_1 9.824938e-05 1.668620 0.260355 4.268276e-04 0.173121 \n3x3_schaltung_2 9.666959e-05 1.649947 0.259787 4.143600e-04 0.168064 \n3x3_schaltung_3 7.604776e-08 1.527599 0.250472 2.909743e-07 0.000118 \n3x3_schaltung_4 3.773479e-05 1.462855 0.261500 1.443496e-04 0.058548 \n3x3_verschattung_1 1.227663e-06 1.426593 0.654127 1.145622e-05 0.004647 \n3x3_verschattung_2 6.330505e-05 1.571996 0.687776 6.844428e-04 0.277610 \n3x3_verschattung_3 4.057384e-06 1.476685 0.756062 4.529929e-05 0.018373 \nhuge_hell 2.184120e-05 7.022427 0.653348 1.002094e-03 0.880641 \nhuge_verbraucher 2.610645e-05 6.105162 0.292938 4.668968e-04 0.410309 \n\n u_mlp i_mlp \n3x3_hell 1.136215 -4.001924955678502e-16 \n3x3_schaltung_1 0.831189 -1.8728730119671922e-11 \n3x3_schaltung_2 0.829593 -1.8216633764785094e-11 \n3x3_schaltung_3 0.757500 -1.4009659106231419e-14 \n3x3_schaltung_4 0.740000 -7.1144162083484e-12 \n3x3_verschattung_1 1.190000 -3.5111543336653346e-13 \n3x3_verschattung_2 1.219997 -2.0461332050821463e-11 \n3x3_verschattung_3 1.259999 -1.3112225092916863e-12 \nhuge_hell 5.322500 -3.1692481966350715e-12 \nhuge_verbraucher 3.792504 -2.0723263705701048e-12 "
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]
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},
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"execution_count": 19,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"ccurves*"
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]
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}
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],
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"metadata": {
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"kernelspec": {
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"argv": [
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"/usr/bin/python3",
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"language": "python",
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"metadata": null,
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"name": "python3"
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