mirror of
https://github.com/vale981/fpraktikum
synced 2025-03-05 17:41:39 -05:00
713 lines
462 KiB
Text
713 lines
462 KiB
Text
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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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": 2,
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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": 30,
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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": "code",
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"execution_count": 41,
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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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"name": "stderr",
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"output_type": "stream",
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"text": [
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"<ipython-input-41-a5e487fe720a>:11: UserWarning: Matplotlib is currently using module://ipykernel.pylab.backend_inline, which is a non-GUI backend, so cannot show the figure.\n",
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" f.show()\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"0.6245592293371117\n",
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"3.9739599014265616\n",
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"4931.589315361373\n",
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"8.664709675467378\n",
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"0.8625916754957227\n",
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"0.6626737582881355\n",
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"0.8200366083399457\n",
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"5.476550562755263\n",
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"3.959582958538259\n"
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]
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},
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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": [
|
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"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": [
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\n"
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"<Figure size 432x288 with 1 Axes>"
|
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]
|
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},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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},
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{
|
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"data": {
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"image/png": [
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\n"
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],
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"text/plain": [
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"<Figure size 432x288 with 1 Axes>"
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]
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},
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"metadata": {},
|
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"output_type": "display_data"
|
|
},
|
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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"
|
|
},
|
|
{
|
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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"
|
|
},
|
|
{
|
|
"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"
|
|
}
|
|
],
|
|
"source": [
|
|
"def lin(x, a, b):\n",
|
|
" return a*x + b\n",
|
|
"\n",
|
|
"for _, curve in ccurves.iterrows():\n",
|
|
" c = curve['curve']\n",
|
|
" cg = c[c[:,1] > 0]\n",
|
|
" popt, pcov = curve_fit(lin, *cg.T)\n",
|
|
" f, a = plot_ccurve(c, label='Kennlinie')\n",
|
|
" a.plot(c[:,0], lin(c[:,0], *popt), zorder=1000, label='Fit $1/R_S$')\n",
|
|
" a.legend()\n",
|
|
" f.show()\n",
|
|
" print(1/popt[0])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 42,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"<ipython-input-42-388444fe9e66>:8: UserWarning: Matplotlib is currently using module://ipykernel.pylab.backend_inline, which is a non-GUI backend, so cannot show the figure.\n",
|
|
" f.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"4830.297434562326\n",
|
|
"16.234109845261674\n",
|
|
"4958.91156667916\n",
|
|
"12.15187180705869\n",
|
|
"781.9836803685018\n",
|
|
"501.125804825646\n",
|
|
"1079.9458715658163\n",
|
|
"436.1187570127548\n",
|
|
"26.970660046723648\n"
|
|
]
|
|
},
|
|
{
|
|
"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"
|
|
},
|
|
{
|
|
"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"
|
|
}
|
|
],
|
|
"source": [
|
|
"for _, curve in ccurves.iterrows():\n",
|
|
" c = curve['curve']\n",
|
|
" cg = c[c[:,0] < -.1]\n",
|
|
" popt, pcov = curve_fit(lin, *cg.T)\n",
|
|
" f, a = plot_ccurve(c, label='Kennlinie')\n",
|
|
" a.plot(c[:,0], lin(c[:,0], *popt), zorder=1000, label='Fit $1/R_S$')\n",
|
|
" a.legend()\n",
|
|
" f.show()\n",
|
|
" print(1/popt[0])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"source": [
|
|
"# Plot all ccurves"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 31,
|
|
"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"
|
|
},
|
|
{
|
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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": {
|
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"image/png": [
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8GfgkcATgRGhmljgB1r5KJMLlEbFD0v8BPl2B85mZDQpeF1gf+psIIyKW5t5I+rGkmcDjEdHS//DMzOqP1wXWlz49dFvSgZL+tkiVzwEjgMskLehXZGZmdWZbe3DT/WtZ8NCGLg/Jvv6CKU6CNazXRCjp45K+J+nHwErgrCLV742IhRHx2YiY09/gJI2UdI+k1ennkT3UO0vSKklrJM0tpb2kean+Kkln5pW/TdLj6dgNkpTKD5R0Zyp/VNK4vDZz0nesljQnr3y+pPWSVqTXlP5eEzOrXQ8+t6dLApxz6nguP32Ck2CNK6VHeDJZgvsA8MuI+NcidU+V9CNJ35b0TxWIby6wLCImAsvS5y4kDQG+AcwEJgMXSZpcrH06Pht4M1li/2Y6D8C3gMuAiemVS/yXAi9HxHHAV4Dr0rlGkvWETwamAp/rlrA/GRFT0mtFP6+HmdWo1h3t7O4Irpo+0QmwzvSaCCNiNrBN0m3AqF6q/zEiPghcQZZ4+msWkBtiXQCcW6DOVGBNRKyLiHbgjtSuWPtZwB0RsTsi1gNrgKmSRgOHRcTDERHArd3a5M71Q2B66i2eCdwTEa0R8TJwD8V7zWY2iLTuaN87HHrX2g4OHjbECbDOlDRZJiIWS7ob+KSkb0fE/+ih6jmSdgN3R8QfKhDfqIh4PsXwvKSjC9QZA2zM+9xC1jsr1n4M8Ei3NmOAPel99/Iu3xMRHZK2Akf18P1j8j5fI+mzpB5pROzu/gtIuoysF0pTUxPNzc0Ffs36sH37dsdfJW1tbXR2dtZt/FBf139be/Dgc3vY3QF3rd3DrAlDOXdccOzuZ2lu3tj7CWpMPV37SuvLk2V2A1+QVOwRCBcCJwIflDShSMLcS9K9wDEFDpW6FKPQQ8CjzDbFzlVOm3nAn4FhZA8c+BRw9T6VI25Ox5k0aVJMmzatSOi1rbm5GcdfHRs2bKCtra1u44f6uf77LIt401DOf/vrWPnYQ3URfyH1cu0HQp+XT0REsf/qnB8RNwI/72liS4HzzejpmKQXJI1OvbnRwIsFqrUA+cl5LNkuGQA9te+pTUt6X+hcuTYtkoYChwOtqXxatzbN6Xd7PpXtlvQ94J97+l3NrPZ5WcTg1KflEyV4Q977fSa2lGExkJuFOQe4q0Cdx4CJksZLGkY2CWZxL+0XA7PTTNDxZJNifpMS1zZJp6T7fxd3a5M713lkE4cCuBt4r6QjU/J/byojJV/Suc4F/lj+pTCzasm/D+hlEYNPpXeof42kvwN+TXb/rL+uBRZKuhR4FjgfQNKxwHci4ux0v+6jZMlnCHBLRDxRrH1EPCFpIfAk0AFcGRGdqc0VwHzgIGBpegF8F7hN0hqynuDsdK5WSf9KlpABro6I1vT+B5KayIZPVwAfqcA1MbP9yE+HGfz6mwi73x/7X2SJ5BLgJ/08NxGxBZheoHwTcHbe5yXAklLbp2PXANcUKF8OvKVA+S5SIi1w7BbglgLl7ylU38xqn4dBG0e/EmFEvKbb507gxn5FZGZWA7xrfOMoORFK+l1EnNTfOmZmtap1RzsLHloPiPdPORbwrvGNoC89wr+RtLLIcZHNpDQzq0uLlm/ka8vWAHDwsCHeNb5B9CURHl9Cnc7eq5iZ1Zbc/cAZk0exs70DkHeNbyB9WVD/zEAGYmZWMb/6Kow5Cca/q+c66x+gdf0KFg35r3s3zQX4+BmT9lOQVisqvY7QzKz6xpwEiy6B9Q8UPr7+AVrvvJJPPPWmLusC3QtsTJVeR2hmVn3j3wXnz8+S4fnzu/QMW59sZtGiH7Dzb67nvt/t8bIIcyI0s0GqWzJsPfoUFv3iAXb+4cd8bde5XHXkG5g3c6hnhVqflk/8KiJOk7SNfR9qHWRPW/m3iPhmJQM0MytbSoatd17JJ4bO476XDueqk85l3qg3OgHaXn2ZLHNa+jmi0HFJRwEPAU6EZlYTWne0s+jZMewceRX3rTucd792K3P+63lOgNZFxYZGI2KLpGmVOp+ZWbnyH4/2tWWruWr475k38RXO3/x1Rr44tvhsUms4Fb1HmLftkJlZVXR5SPZJw5h30E84//z/i5GTp8H64wtOoLHG5uUTZjaoLFq+MXtI9uuGMGfdP3H5xR/KkiB0nUDT09IKazh9ToTK/HdJn02fXy9pauVDMzMrXW7PwBmTRzHv5AO5ftsnGXnhN/bt+TkZWjflDI1+E3gFeA9wNbAN+E/gbysYl5lZr/Ifkg3sfTrM5U1/hCkFkmBOLhk+9zsPkVpZifDkiDhJ0u8BIuLltDO8mdl+lf+Q7PztkjjkY703Hv8uJ0EDykuEeyQNIa0lTDuwv1LRqMzMiij0kOw5p47zsggrSzmJ8Abgx8DRkq4BzgP+d0WjMjMroPuyCPBDsq3/+pwII+IHkn4LTCcbmD83Ip6qeGRmZnm6LIvIHwY166c+J0JJ10XEp4CnC5SZmVVUfi/wvlWb/ZBsq7hy1hGeUaBsZn8DMTPLl1sOseChDV22Srr+gilOglZRJSdCSVdIehyYJGll3ms9sHIggpM0UtI9klann0f2UO8sSaskrZE0t5T2kual+qsknZlX/jZJj6djN0hSKj9Q0p2p/FFJ4/La/FxSm6SfdotrfKq7OrX1316zEuSGQfMT4JxTx3P56ROcBK3i+tIj/A/gfcDi9DP3eltE/PcBiA1gLrAsIiYCy9LnLtIM1m+Q9UonAxdJmlysfTo+G3gzcBbwzXQegG8BlwET0+usVH4p8HJEHAd8BbguL4x/Az5UIP7rgK+k7385ncPMerCtPfb2AvOHQZ0AbSCVnAgjYmtEbIiIiyLimbxX6wDGNwtYkN4vAM4tUGcqsCYi1kVEO3BHales/SzgjojYHRHrgTXAVEmjgcMi4uGICODWbm1y5/ohMD3XW4yIZWQPFtgrHXtPqlssfrOGlxsGvfeZPR4Gtf2unMkyBwL/DRiX3z4irq5cWHuNyj3IOyKel3R0gTpjgI15n1uAk3tpPwZ4pFubMcCe9L57eZfviYgOSVuBo4CXeoj9KKAtIjoKnMvMkvzZoLMmDN07G9QJ0PaXctYR3gVsBX4L7O5vAJLuBY4pcOjTpZ6iQFn3jYNLbVPsXH39npLrS7qMbDiWpqYmmpubi5y2tm3fvt3xV0lbWxudnZ11E/+29uDB5/awuwPuW7uHE5pewzteu4djYiMrH9vY+wlqUD3/+ann2PurnEQ4NiLO6r1aaSJiRk/HJL0gaXTqzY0GXixQrQXIX0w0FtiU3vfUvqc2Lel9oXPl2rRIGgocDhQbFn4JOELS0NQrzD9XFxFxM3AzwKRJk2LatGlFTlvbmpubcfzVsWHDBtra2mo+/r3LIdTJwlWrszWBbxrK+W9/HSsfe6jm4y+mnv/81HPs/VXO8omHJL214pEUthiYk97PIeuNdvcYMDHN0BxGNglmcS/tFwOz00zQ8WSTYn6ThlG3STol3eO7uFub3LnOA36Z7iMWlI7dl+oWi9+sYXg2qNWiknuEaelEpDYflrSObGhUZP/unzAA8V0LLJR0KfAscH6K5VjgOxFxdrpf91HgbmAIcEtEPFGsfUQ8IWkh8CTQAVwZEZ2pzRXAfOAgYGl6AXwXuE3SGrKe4OxckJIeBI4HDpXUAlwaEXcDnwLukPQF4PfpHGYNx4virZb1ZWj0nAGLogcRsYXsUW7dyzcBZ+d9XgIsKbV9OnYNcE2B8uXAWwqU7yIl0gLH/q6H8nVks1rNGlL3Z4PmPxrNSdBqRcmJMCKeAZC0ALgqItrS5yOB64F/GJAIzawu9fRsUCdAqzXlTJY5IZcEYe9+hCdWMCYzq2MeBrV6U04ifI2kIyPiZcgeY1bmecxsEPEwqNWrchLY9WQzR39INnnmAgrcazOzxuFhUKtn5exHeGvaj/DdZDNGPxgRT1Y8MjOreR4GtcGgrCHNtDzhiV4rmtmg5GFQG0z6so7wVxFxmqRtdH1UWG4d4WEVj87MaooToA1GfVk+cVr6OWLgwjGzWrZo+Ua+uPRpJ0AbVPrSI/ynYscj4sv9D8fMalXrjnZ2tndw1fSJzDl1nBOgDRp9uUeY6wlOAv6WV5/n+T7ggUoGZWbVlxsGnTF5FPc++UIaDl3DvJnHOwnaoNKXodH/AyDpF8BJEbEtff48sGhAojOzqskNgz6ybss+yyLMBpNyZo2+HmjP+9xOtkmvmQ0S+cOg759yLKe88QXfD7RBq5xEeBvwG0k/Jps9+gFgQUWjMrOq6DorNBsGndB0KBNOP7TaoZkNmHIW1F8j6efAaanowxHx+8qGZWb7U7FlEWaDXbkL6n8L/LbCsZhZFfjxaNbo+pwIJb0d+DTwhtR+IDfmNbMB4sejmWXK6RH+APgk8DjwSmXDMbOB5qfDmHVVTiLcHBGLe69mZrXGw6Bm+yonEX5O0neAZcDuXGFE/KhiUZlZRXkY1Kxn5STCDwPHAwfw6tBoAE6EZjXGw6BmvSsnEf6XiHhrxSMxs4ryMKhZacpJhI9ImuzNeM1qy44OsXzHEazdvH3vs0E9DGrWu9eU0eY0YIWkVZJWSnpc0spKBwYgaaSkeyStTj+P7KHeWSmeNZLmltJe0rxUf5WkM/PK35Z+pzWSbpCkVH6gpDtT+aOSxuW1+bmkNkk/7RbXfEnrJa1IrymVuzpmXa3YOpxfbWviCz99ki8ufRoI5s08nusvmOIkaFZEOT3CsyoeRc/mAssi4tqU4OYCn8qvIGkI8A3gDKAFeEzS4tRjLdhe0mRgNvBm4FjgXklviohO4FvAZcAjwBKy33cpcCnwckQcJ2k2cB1wYQrj34CDgcsL/A6fjIgfVuh6mBXUuqOd9lfg5EO28JlzTvezQc36oM89woh4BjiCbPul9wFHpLKBMItXn2O6ADi3QJ2pwJqIWBcR7cAdqV2x9rOAOyJid0SsB9YAUyWNBg6LiIcjIoBbu7XJneuHwPRcbzEilgHb+v3bmpVp0fKN3L/lUA54zStMaDqUy0+f4CRoVqJynixzFfA/eHWW6Pcl3RwRX69oZJlREfE8QEQ8L+noAnXGABvzPrcAJ/fSfgxZjy+/zRhgT3rfvbzL90REh6StwFHAS738DtdI+izZcpO5EbG7ewVJl5H1QmlqaqK5ubmXU9au7du3O/4Btq09uPeZdkCcMnoov9/cwYlNQzltxGaOH9ZW8/EXUw/Xv5h6jr+eY++vcoZGLwVOjogdAJKuAx4GykqEku4Fjilw6NOlnqJAWZTZpti5yvmeecCfgWHAzWTDulfvc5KIm9NxJk2aFNOmTevltLWrubkZxz+wbrp/LXetfRqAvww9gvtWbWbCGycwY8yztLVR8/EXUw/Xv5h6jr+eY++vchKhgM68z50UThIliYgZPX6R9IKk0ak3Nxp4sUC1FiD/EfljgU3pfU/te2rTkt4XOleuTYukocDhQGsvv9vz6e1uSd8D/rlYfbNi8neM39neAajLXoGL11c7QrP6VE4i/B7waNqPELJ7aN+tXEhdLAbmANemn3cVqPMYMFHSeOA5skkwf99L+8XAf0j6MtlkmYnAbyKiU9I2SacAjwIX82pPN3euh4HzgF+m+4g9ykvCIrtOf+zj72+2z6J4gI+fMWnvce8VaNY/fZosk/5BX0T2dJlW4GWy/Qi/OgCxQZbAzpC0mmxW6LUpjmMlLYHsfh3wUeBu4ClgYUQ8Uax9Or4QeBL4OXBlmjEKcAXwHbIJNGvJZoxCluyPkrQG+CeyGaikeB4kuy7TJbXkLcf4gaTHyR5Q/lrgC5W6MNY4Fi3f2GU5hPcINKusPvUIIyIk/SQi3gb8boBiyv++LcD0AuWbgLPzPi8hW+pQUvt07BrgmgLly4G3FCjfBZzfw7n+rofy9xQqN+tN92HQq6ZPZM6p4zwT1GwAlPtkmb+NiMcqHo1Zg+s+DPrIui3ct2oz82Ye7yRoNkDKSYTvBi6X9AywA2/Ma1YRhZ4NOmPyqL2TYcxsYJSTCGdWPAqzBtbbFkmeDGM2sMp51ug/RsQz+S/gHysdmNlg17qjnZvuX8uChzb42aBmVVROIjyjQJl7iWZ9kBsGzU+Ac04d70ejmVVByUOjkq4g6/m9MW+3CQGHAtloHSwAABJfSURBVL8egNjMBh3vFG9We/pyj/A/yNbUfZG8NXTAtogo+oQVs0bnneLNaldfhkbfBOyKiIvSfcHTgRuAz0saOSDRmQ0S3RfFexjUrHb0pUd4EzADQNK7yJ7S8j+BKWQPjD6v4tGZDQKtO9q9KN6shvUlEQ7JGwK9ELg5Iv4T+E9JKyofmll96zocusaL4s1qVJ8SoaSh6dme00n755VxHrNBq3VHOwseWk9uQ5bu9wPNrPb0JYHdDtwv6SXgr8CDAJKOA7YOQGxmdaN77w/whBizOlFyIoyIayQtA0YDv8jbgug1ZPcKzRpOodmgV00/DpDvB5rVib7uPvFIgbI/VS4cs/pR6Nmg7v2Z1R/f2zPrIy+KNxtcnAjNSuRF8WaDkxOhWQk8DGo2eDkRmhXhYVCzwc+J0KwAD4OaNQ4nQrNuPAxq1licCM2S1h3tLFnfzu/3bPAwqFkDcSK0hpUb/pwxeRT3PvkCO9s7WbhqD1eNDfcCzRpIOTvU7zeSRkq6R9Lq9PPIHuqdJWmVpDWS5pbSXtK8VH+VpDPzyt8m6fF07AZJSuUHSrozlT8qaVwqnyLpYUlPSFop6cK8c41PdVentv5XtUbk7xD/hZ8+uXeLpAsmHeAtkswaTE0nQrINgJdFxERgGV03BAZA0hDgG8BMYDJwkaTJxdqn47OBNwNnAd9M5wH4FtkDxSem11mp/FLg5Yg4DvgKcF0q3wlcHBG5c31V0hHp2HXAV9L3v5zOYVXUuqOdm+5fy4KHXh3+/Mw5k/fuEXj2+GFOgGYNptYT4SxgQXq/ADi3QJ2pwJqIWBcR7cAdqV2x9rOAOyJid0SsB9YAUyWNBg6LiIfTs1Rv7dYmd64fAtMlKSL+FBGrASJiE/Ai0JR6ku9JdYvFb/tBfgLM3yD3+gumMKHpUPcAzRpYrd8jHBURzwNExPOSji5QZwywMe9zC3ByL+3HAI90azMG2JPedy/v8j0R0SFpK3AU8FKusqSpwDBgbTrWlrat6n6uLiRdRtrWqqmpiebm5kLV6sL27dtrLv5t7cG3H9/Fys2vMGvCUC6YdADHxSZGhFj52MYudWsx/lK1tbXR2dlZt/FDfV9/qO/46zn2/qp6IpR0L3BMgUOfLvUUBcqiQFkpbYqdq+j3pN7kbcCciHgld2+xlLgi4mbgZoBJkybFtGnTeo68xjU3N1Pt+PeZBKNOVm5ezbsnNfG5C6YU7fnVQvzl2rBhA21tbXUbP9T39Yf6jr+eY++vqifCiJjR0zFJL0ganXpzo8mGHbtrAfJ3PB0LbErve2rfU5uW9L7QuXJtWiQNBQ4HWlOchwE/Az6Tt0PHS8AReZsZ55/LBkj+GsBH1m3xWkAz61Wt3yNcDMxJ7+cAdxWo8xgwMc3QHEY2CWZxL+0XA7PTTNDxZJNifpOGUbdJOiX16C7u1iZ3rvOAX0ZEpO/8MXBrRCzKBZXuMd6X6haL3/ohd+9v7ebtRSfB+B6gmfWk6j3CXlwLLJR0KfAscD6ApGOB70TE2el+3UeBu4EhwC0R8USx9hHxhKSFwJNAB3BlRHSmNlcA84GDgKXpBfBd4DZJa8h6grNT+QXAu4CjJF2Syi6JiBXAp4A7JH0B+H06h1VIKb2/CacfWu0wzazG1XQijIgtwPQC5ZuAs/M+LwGWlNo+HbsGuKZA+XLgLQXKd5ESabfy7wPf7+E71pHNarUKKvQg7M+cM5lT3viChz/NrM9qOhGaFbJo+Ua+uPRp9/7MrCKcCK1u5M8GBdz7M7OKcCK0upHrCQJcfvqEKkdjZoNFrc8aNQOy3uDO9g6umj6R89/+ut4bmJmVyInQalKhZRFfW7aGg4cN8XComVWUh0atJuWGQQstizAzqyQnQqs5+cOg759yrJdFmNmAciK0mpG/PvBry9Ywb+bxTGg61MsizGxAORFaVbXuaGfBQ+vJPdP8a8tWexjUzPYrJ0Lbr/bZGSL1/gA/HNvMqsKJ0Pabnp4NetX04wAx59RxToBmtt85EdqA87NBzayWORHagOjt3p+fDWpmtcKJ0AbEouUbfe/PzOqCE6FV1Lb24Kb71zJj8ih2tnfge39mVuucCK3f8odBNzyzh7vWZg/G/vgZk6obmJlZCZwIrWzdF8ADzJow1GsAzayuOBFan3VNgKu7LIE4Lp7jfd4iyczqiBOh9Un+WsBCk2CamzdVOUIzs75xIrSSFFoLOOfU8Z4EY2Z1z4nQiio0DOqlEGY2mDgR2j7ynwf6hZ8+2eMwqJnZYFDTO9RLGinpHkmr088je6h3lqRVktZImltKe0nzUv1Vks7MK3+bpMfTsRskKZUfKOnOVP6opHGpfIqkhyU9IWmlpAvzzjVf0npJK9JrSuWvUuXlNsXNJcHcMOjlp09wEjSzQafWe4RzgWURcW1KcHOBT+VXkDQE+AZwBtACPCZpcUQ82VN7SZOB2cCbgWOBeyW9KSI6gW8BlwGPAEuAs4ClwKXAyxFxnKTZwHXAhcBO4OKIWC3pWOC3ku6OiLYU4icj4ocDdH3K1n0XiBmTR7F4xXOAeP+UYwGYMXmUnwdqZoNerSfCWcC09H4B0Ey3RAhMBdZExDoASXekdk8WaT8LuCMidgPrJa0BpkraABwWEQ+nc90KnEuWCGcBn0/n+iFwoyRFxJ9ygUTEJkkvAk1ALhHWpFyvL7cLRO4nwMHDhnB5WgLh54Ga2WBX64lwVEQ8DxARz0s6ukCdMcDGvM8twMm9tB9D1uPLbzMG2JPedy/v8j0R0SFpK3AU8FKusqSpwDBgbd45rpH0WWAZMDcl3y4kXUbWC6WpqYnm5uYCv2ZlHdseXDDpAE5s2k4T2c/DOoYC4tjdz9LcvLHXcxSyffv2/RL/QKnn+Nva2ujs7Kzb+KG+rz/Ud/z1HHt/VT0RSroXOKbAoU+XeooCZVFmm2LnKvo9kkYDtwFzIuKVVDwP+DNZcryZrDd69T4nibg5HWfSpEkxbdq0XsIvT/fh0LkXZEOeF6XjFxVtXZrm5mYGKv79oZ7j37BhA21tbXUbP9T39Yf6jr+eY++vqifCiJjR0zFJL0ganXpzo4EXC1RrAfKf5zUWyK3q7ql9T21a0vtC58q1aZE0FDgcaE1xHgb8DPhMROztaeZ6o8BuSd8D/rmn37Uvuie0/Ht4uWOFynJLIPKHQS/3U2DMrMFVPRH2YjEwB7g2/byrQJ3HgImSxgPPkU2C+fte2i8G/kPSl8kmy0wEfhMRnZK2SToFeBS4GPh6t3M9DJwH/DIiQtIw4MfArRGxKD+wvCQssnuNf+zX1Ui639/LdnmA/L3/CpXllkDkT4IxM2t0tZ4IrwUWSroUeBY4HyDNzvxORJyd7td9FLgbGALcEhFPFGsfEU9IWkg2oaYDuDLNGAW4ApgPHEQ2SWZpKv8ucFuaWNNKlnABLgDeBRwl6ZJUdklErAB+IKmJLButAD5Syi9drMcH7E1guYSW6+nBq3v/FSrLP48nwZiZZWo6EUbEFmB6gfJNwNl5n5eQLXUoqX06dg1wTYHy5cBbCpTvIiXSbuXfB77fw3e8p1B5b7r3+KDrEObIQ4Z1mdXZuqOd3C3O3N5/hcrMzGxfNZ0IG9HW3cGMyaOArMd3wtjn2NneSeuO9r0Jrvs9wJGHDNtn779CZWZmti8nwhrz8u7g3idf2NvjO3jYUL649GkgOHjY0C5Dnp7oYmbWf06ENebIA9VlEkvu/c72Tr649Oku9/vMzKz/nAhrzOEHqsv9vNz9wNYd7Rw8bIgfd2ZmVmFOhHUif4KMmZlVTk3vPmFmZjbQnAjNzKyhORGamVlDcyI0M7OG5kRoZmYNzYnQzMwamhOhmZk1NEX0toet7U+StgGrqh1HP7wWeKnaQfSD468ux1899Rw7wKSIGFFOQy+orz2rIuLt1Q6iXJKWO/7qcfzVVc/x13PskMVfblsPjZqZWUNzIjQzs4bmRFh7bq52AP3k+KvL8VdXPcdfz7FDP+L3ZBkzM2to7hGamVlDcyI0M7OG5kRYZZLOl/SEpFck9Th1WdIGSY9LWtGfacKV1of4z5K0StIaSXP3Z4zFSBop6R5Jq9PPI3uoV1PXv7frqcwN6fhKSSdVI85CSoh9mqSt6VqvkPTZasTZE0m3SHpR0h97OF6z1x5Kir9mr7+k10m6T9JT6d+dqwrU6fv1jwi/qvgC/gaYBDQDby9SbwPw2mrHW078wBBgLfBGYBjwB2BytWNPsX0JmJvezwWuq/XrX8r1BM4GlgICTgEerXbcfYh9GvDTasda5Hd4F3AS8Mcejtfkte9D/DV7/YHRwEnp/QjgT5X4s+8eYZVFxFMRUbdPkikx/qnAmohYFxHtwB3ArIGPriSzgAXp/QLg3CrGUqpSrucs4NbIPAIcIWn0/g60gFr+s1CSiHgAaC1SpVavPVBS/DUrIp6PiN+l99uAp4Ax3ar1+fo7EdaPAH4h6beSLqt2MH00BtiY97mFff/wVsuoiHgesr9kwNE91Kul61/K9azVa15qXO+Q9AdJSyW9ef+EVjG1eu37ouavv6RxwInAo90O9fn6+xFr+4Gke4FjChz6dETcVeJp3hkRmyQdDdwj6en0P7sBV4H4VaBsv63bKRZ/H05TtetfQCnXs6rXvIhS4vod8IaI2C7pbOAnwMQBj6xyavXal6rmr7+kQ4H/BD4WEX/pfrhAk6LX34lwP4iIGRU4x6b080VJPyYbYtov/xBXIP4W4HV5n8cCm/p5zpIVi1/SC5JGR8TzafjkxR7OUbXrX0Ap17Oq17yIXuPK/4ctIpZI+qak10ZEvTwQulavfUlq/fpLOoAsCf4gIn5UoEqfr7+HRuuApEMkjci9B94LFJzxVaMeAyZKGi9pGDAbWFzlmHIWA3PS+znAPj3cGrz+pVzPxcDFaQbdKcDW3BBwlfUau6RjJCm9n0r279SW/R5p+Wr12peklq9/iuu7wFMR8eUeqvX9+ld7FlCjv4APkP0PZjfwAnB3Kj8WWJLev5Fsdt0fgCfIhiSrHnup8afPZ5PN8FpbY/EfBSwDVqefI+vh+he6nsBHgI+k9wK+kY4/TpEZyTUY+0fTdf4D8AhwarVj7hb/7cDzwJ70Z//Sern2JcZfs9cfOI1smHMlsCK9zu7v9fcj1szMrKF5aNTMzBqaE6GZmTU0J0IzM2toToRmZtbQnAjNzKyhORGa1RhJn05P1l+Znv5/crVj6i9Jn5f0z93KNkh6bYG6nen3PlbSfEmXdzt+rqQlkg5K9doLncesVE6EZjVE0juAc8iesH8CMIOuz01sBH+NiCmRPc3ndrJF9/lmA7dHxF8jYgp19NQWq01OhGa1ZTTwUkTsBoiIl1JCyPWgrpP0m/Q6LpW/T9Kjkn4v6V5Jo1L559Pec82S1kn6f1L5uLSf27dTz/MXkg5Kx5qV9pWU9FpJG9L7SyT9SNLPle3d+KVcwJIulfSn1Pbbkm6s4PW4Fzg+t3uApIPJ/nPwkwp+hzU4J0Kz2vIL4HUpsXxT0undjv8lIqYCNwJfTWW/Ak6JiBPJtjX6X3n1jwfOJHs26ufScxohe4jyNyLizUAb8N9KiG0KcCHwVuBCZZukHgv8b7J9385I31cxEdEJ/Ai4IBW9H7gvsi14zCrCidCshkTEduBtwGXAZuBOSZfkVbk97+c70vuxwN2SHgc+CeRvm/OziNgd2QOTXwRGpfL1EbEivf8tMK6E8JZFxNaI2AU8CbyBLMHeHxGtEbEHWNTTr9bH8nz5w6OzefUamFWEE6FZjYmIzohojojPkT33Mb+3FgXefx24MSLeClwODM+rszvvfSev7jjTU3kHr/67kH+entoU2vKmkC3Akd3KRpD1Rnvza2C0pP8CnAosKfE7zUriRGhWQyRNkpS/99sU4Jm8zxfm/Xw4vT8ceC69n0P/bCDrkQKcV0L93wCnSzpS0lB6HmJ9AHh/3i4eHwT+kIY+i4rsgcgLgQVkD0LfVUJcZiXzfoRmteVQ4OuSjiDrna0hGybNOVDSo2T/ib0olX0eWCTpObLdAsb34/v/P2ChpA8Bv+ytckQ8J+n/JdslfBPZkOnWAvVWpkk0v5IUZMO0/3cf4rqdbNh3bh/amJXEu0+Y1Yk0g/PtUSMbpOZIOjSy3cyHAj8GbomIH/fjfNsj4tA+1N9ADV4Xqx8eGjWz/vq8pBVkmxWvp/9LG/6SW1BfrFJuQT1wAPBKP7/TGph7hGZm1tDcIzQzs4bmRGhmZg3NidDMzBqaE6GZmTU0J0IzM2to/z+gwF5145V9bQAAAABJRU5ErkJggg==\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": {
|
|
"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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TcHuXInLOOdfLJHP3lUyyHulJeiEXdZxzzvUdSd59JZOOjPQ+KGlNG9cFDOtiPM4553qJ3rJiM64jSe/4LOo0tV/FOedcX9BbVmzGZZ30zOyN7gzEOedc79GbVmzG5eIQWeeccwVkZ4Pxb0teSvR2Y63xpOecc65Dnty8r9dNa6bk+uF055xzfVhNfQN7G63XTWumdOSRhafC952S3kv72iFpo6Qvdl+ozjnn8m1p2SYeXN/Y66Y1UzpyysLHwvehZnZo2tcwYCpwbXcF6pxzLv/OmTyKE4sP4pzJo/IdSqfk7J5e2MB5Rq76c845lyw19Q189w9rWbN9P4+u3ZrvcDolpwtZwplzzjnn+qDUc3knFh/U6xawpPhCFuecc+2KP5c30Tb3yvt50ImRXjid/NOSvhXef0DStNyH5pxzLglS242lnssb2j/9gJ3eozPTmz8DPgpcHt7vBH6as4icc84lSm/cbqw1nZnePM3MTpb0IoCZvSupd45znXPOtam3bjfWms6M9PZJKiIcnCSpGNif06icc87lXfq0Zm9PeNC5pHcb8DvgCEm3AE8B38tpVM455/Ju0dOVPF6+nY9NPLzXT2umdHh608x+Lel54GyiM/QuMrPXch6Zc865vKmpb6CssgaAU445rE+M8qATSU/S983s68DrGcqcc871AUvLNvGX9dV8oqS4V5yInq3OTG+em6FsVlcDaYukmZLKJVVImp/huiTdFq6vkXRye20ljZC0QtK68H147NoNoX65pPNi5adIeiVcu02SQvkhku4P5c9KGhdr0yTppfC1LPe/Heecy6344pUfXHpSnxnlQcc2nP6CpFeAkpBYUl8bgTXdFWBYNPNTosQ6Gbhc0uS0arOASeFrHnBHFm3nAyvNbBKwMrwnXJ8DTAFmAj8L/RD6nRf7rJmh/CrgXTObCPwI+H4stt1mdlL4urCLvw7nnOt2S8s29anFK3EdGen9BvgHYFn4nvo6xcw+3Q2xpUwDKsxsg5k1APcBs9PqzAYWW2QVcJik0e20nQ0sCq8XARfFyu8zs71mthGoAKaF/g41s2fMzIDFaW1SfT0AnJ0aBTrnXG8SH+X1lcUrcVnf0zOzHcAO3n8ovaeMATbF3lcBp2VRZ0w7bUel9go1s7ckHRHra1WGvvaF1+nlLT7fzBol7QBGAu8AAySVAY3ArWb2+/QfUNI8ohEkxcXFlJaWHvBLyKfa2lqampoSF1ddXZ3HlAWPKXtJjKsnY9rZYPz8lT2s2b6fS0v6sWb1lrzHlGudWchyCPDPwLh4ezO7OXdhtfzIDGWWZZ1s2mb7eW311da1D5jZFknHAo9JesXM1reoaLYAWABQUlJiM2bMaCfEnlVZWUltbS1Ji6u0tNRjyoLHlL0kxtVTMaWeyVuzfRefKClmfhv38pL4e8pWZxayPEg0ndcI1Me+uksVEB9jjwXS//nRWp222m4NU5aE79uy6GtsK301t5F0MDAMqAEwsy3h+wagFPhI2z+uc871vPgzeX1t8UpcZ5LeWDO7zMz+08x+kPrKeWTvWw1MkjQ+bHc2h+i+Ytwy4IqwinM6sCNMXbbVdhkwN7yeS5TMU+VzworM8UQLVp4L/e2UND3cr7sirU2qr4uBx8zMJA0PI2MkHQ6cAazNyW/FOedyKpqc6kvP5GXSmb03n5Z0gpm9kvNoMgj3yL4EPAwUAXeb2auSrg7X7wSWA+cTLTrZBXymrbah61uBJZKuAt4ELgltXpW0hCg5NQLXmFlTaPMFYCEwEHgofAH8ErhHUgXRCG9OKP8gcJek/UT/wLjVzDzpOecSpaa+AaB5f82+LOukFx5XsNDmM5I2AHuJ7meZmZ3YPSGCmS0nSmzxsjtjrw24Jtu2obyaaFeZTG1uAW7JUF4GfChD+R5C0kwrfxo4IdNnOOdcEqTu5T1evp0bZh3fp0d50LGR3gXdFoVzzrm86EvHBmUj63t6ZvaGmb0B3Ex0zyz1/j3gxu4K0DnnXPfoyzuvtKYzC1lONLPa1Bszexdfkeicc71KXzw2KBudSXoHpe1TOYLOLYhxzjmXB/H7eIUyrZnSmWT1A6IVnA8QLWy5lAyLPpxzziVPesIrlGnNlM6cp7c4nKf3CaKVm//ky/Cdc653KJSH0FvTqWnJ8Kzbq+1WdM45lzCF8RB6azrynN5TZvYxSTtpuX9l6jm9Q3MenXPOuZyoqW9g0dMb2d2wvyAeQm9NR05Z+Fj4PrT7wnHOOZdr8ft4QEE8hN6ajoz0vtLWdTP7YdfDcc45l2upB9DPmDCSqeNGFNRqzXQduaeXGuGVAKfy/sbN/wA8kcugnHPO5Ub8AfS5p48r2BFeSkemN78NIOkR4GQz2xne3wQs7ZbonHPOddr67XXMW1zG+u31BT2lGdeZh9M/ADTE3jcQHSjrnHMuIWrqG5oT3oTiwQU9pRnXmUcW7gGek/Q7olWc/wgsymlUzjnnumRp2abmhLfgiqk+ygs683D6LZL+BHwsFH3GzF7MbVjOOec6y+/jta6zD6c/Dzyf41icc851UaGdj9dRHU56kqYC3wCOCe27/RBZ55xz7SvkjaSz1ZmR3q+BrwGvAPtzG45zzrnOKPSNpLPVmaS33cyWtV/NOedcTyn0jaSz1Zmkd6OkXwArgb2pQjP7bc6ics45l7Wa+gbKKmuAwt1IOludSXqfAY4H+vH+9KYBnvScc64HpTaRfv6NWv6yvppPlBQz9/Tx+Q4r0TrzcPqHzWyqmc01s8+Er8/mPLIYSTMllUuqkDQ/w3VJui1cXyPp5PbaShohaYWkdeF7/DT4G0L9cknnxcpPkfRKuHabJIXyQyTdH8qflTQu1mZu+Ix1kubm/rfjnCtUS8s28eOVFTxV8Y7fx8tSZ5LeKkmTcx5JKyQVAT8FZgGTgcszfP4sYFL4mgfckUXb+cBKM5tENFU7P7SZDMwBpgAzgZ+Ffgj9zot91sxQfhXwrplNBH4EfD/0NQK4ETgNmEY0NdycXJ1zrjNq6hv40YpyqusamHfmsVx79iRPeFnqzPTmx4C5kjYS3dPr7kcWpgEVZrYBQNJ9wGwgflr7bGCxmRlRUj5M0mii7dFaazsbmBHaLwJKga+H8vvMbC+wUVIFME1SJXComT0T+loMXAQ8FNrcFPp6ALg9jALPA1aYWU1os4IoUd7b2g+7a9cuFi5c2NHfUbd6++23aWxsTFxctbW1VFZW5juMFjym7CQxJkhmXPGY6hvFc+8OoHJXf97YHSW4c4vrOGPkbpYtfTovMfU2nUl6M9uvklNjgE2x91VEI6f26oxpp+0oM3sLwMzeknRErK9VGfraF16nl7f4fDNrlLQDGNlGXC1Imkc0guTII4+ktrY2vUpeNTY2YmaJi6upqcljyoLHlL0kxlW3D8o2w5SB7/Hq7kN5aueQ5mtH96vnWG2ltrZnnx5L4u8pW53ZhuwNSR8GzgxFT5rZy7kNqwVlCiPLOtm0zfbz2uqrS59vZguABQAlJSV23XXXtRNiz1q4cCG1tbUkLa7S0lJmzJiR7zBa8Jiyk8SYIJlx/fuvHuGp8n2cMu2jnAJMbogS3MD+RXnbYiyJv6frr78+q3qd2ZHlWuBzvL9a878lLTCzn3S0ryxVAfFtBcYCW7Ks07+NtlsljQ6jvNHAtnb6qgqvM/WValMl6WBgGFATymektSlt/Ud1zrmWzhzTj9Fjj+H5N2p5quIdbph1PJ//+IR8h9VrdWYhy1XAaWb2LTP7FjCdKAl2l9XAJEnjJfUnWmSS/nD8MuCKsIpzOrAjTF221XYZkFpNORd4MFY+J6zIHE+0YOW50N9OSdPD/bor0tqk+roYeCzcX3wY+KSk4WEByydDmXPOZW1N1Y7mFZq+tVjXdOaenoCm2PsmMk/j5US4R/YlomRRBNxtZq9KujpcvxNYDpwPVAC7iJ4lbLVt6PpWYImkq4A3gUtCm1clLSFa7NIIXGNmqZ/3C8BCYCDRApaHQvkvgXvCopcaouSKmdVI+g5R8gW4ObWoxTnn2pJ6Bm/FS3tYW7PLH0nIkc4kvV8Bz4bz9CBawfjL3IV0IDNbTpTY4mV3xl4bcE22bUN5NXB2K21uAW7JUF4GfChD+R5C0sxw7W7g7kzXnHMuXfyB86cq3gHwhJdDHUp6YVpvKdF9qY8RjfD8PD3nnMuB+KbRAGdMGMnhvMeNnvBypkNJz8xM0u/N7BTghW6KyTnnCk5NfQP/eu8LPFVRzWnjRzD92JHMPX0ca1Y/7QkvhzozvblK0qlmtrr9qs4559rScjqzGoDpx47g+nOPy3NkfVNnkt4ngM9LegOoxw+Rdc65Dlu/vY5v/f6vNO43nt0YrW87Y8JIpo4bwdzTx+U3uD6sM0lvVs6jcM65ApEa2T340hYqq3cBLZOdT2V2r84kvS+a2dfjBZK+T7RvpXPOuTSpRLe7YT9r33qveVXmuJGD+OSUI7n64xM82fWQziS9czkwwc3KUOaccwWtpr6BO0sreGTt1uZRHfjILp+yTnqSvgB8EThW0ppUMTAE+Es3xOacc71Om6O6yUfmdc9M17GR3m+IdiD5HuHsuWCn7zLinCtkqUT3bv0+nli3vcWobtq44fQ/uIhvz57ChOIhbfTiekJHkt5xwCYzuxxA0hXAPwNvSLrJE59zrpCkVl9OOGIIG7bXN4/owEd1SdaRpHcXcA6ApLOI9q78MnAS0bE4F+c8OuecS4D4lGXKI2vfprJ6F39ZHz1bd8aEkUwoHsKGd+p9VJdgHUl6RbHR3GXAAjP7H+B/JL2U+9Cccy5/4onu5ara5mfp4saNHMRZxxUzfFB/H9H1Eh1KepIONrNGoo2a53WyH+ecS5RUgqusbODQ8e/yk8fWMWnUUBY8saFFvdPGD+fDY4cD+T3E1XVeR5LVvcCfJb0D7AaeBJA0EdjRDbE551xO1NQ3sLRsU/NZdKkR3J59TWx4p57JRx3anOD++sDLrN9ez8Z36pl35rHNfXiS6xuyTnpmdouklcBo4JFwnA9EB9F+uTuCc865jkg9F/dy1Q5KjhzKgIOLAJofHVi1oZoTxx7Gj1dWtGhnZlx79kTK11dyxJGH07TfqKzexcgh/f2U8j6mo6csrMpQ9rfcheOcc5mlVktOGTOMq0MiSk9w8efi0u/BTSgezOPl2zlx7DCuPXti80ivfOtOpowZxtzTx3Nr1RssXvUG1549kUH9D/ZTyvsgvxfnnEuk1JTkOZNH8ejarTy57h3+sr6av6yvZmSYYlzw5EagZYKbNm44klqM9Ab2L+LjxxXzg0fK2b1vf4ttv+7683q+99DrjBzcnzPH9GPCsRO4ZOrRPo3ZR3nSc84lQvpjAfEpycfLtzPvzPGYGVPGDGsegVXX7W0x0mvrvttdf17fImmmpi1TfV0y9WjWrN7k05l9nCc951zXPfV/YMzJMP6s1utsfAI2vwAfuy7j5aVlmw641/aJkmK+ecFkThy7GRA/+dTJQLQQBcTVMyZmPSK7ZOrR7GpoBNRi2nLEYL9vV0g86Tnnum7MybD0SrhkYebEt/GJ96+3IpWU4qsqv/x3k3h07VZA/HjlOgb1j6YrU8lxUP+irBPWiMH9uf7ckg79WK7v8aTnnOu68WdFCS1T4osnvFh5+nRmNDU5nhGD+3PXn9ezeNUb9CsSj5dv59qzJ3LDrOObR2iZRmzOZcOTnnMuNzIlvljCqzliOnf+cS0vV+1gSOMe9la82GK/Snh/5JZKZudMHsX0Y7cesLDER2yusxKd9CSNAO4HxgGVwKVm9m6GejOBHwNFwC/M7Nb22ku6AbgKaAL+1cweDuWnAAuBgcBy4FozM0mHAIuBU4Bq4DIzqwxt5gLfDOF818wWhfKFwMd5/+H9K83Mt2xzfVbNEdNZNO4udi/8LXuKKyh/awclJXcwYG0xa1emJ7l3OGPCSBr3G89urOFjE0c2J7v4fbYJH/c9LF3uJDrpER1htNLMbpU0P7xPP7W9CPgp0eG2VcBqScvMbG1r7SVNBuYAU4CjgEclHWdmTcAdRFusrSJKejOJjlS6CnjXzCZKmgN8H7gsJNYbgamAAc+Hz08l56+Z2QPd8+txLv/iD4QDPLuxAaNMyQ8AABZvSURBVDg3+r+RUTy7thGIdjtJPU4wpHEHHzruWOaePg6gebcUf0zAdbekJ73ZwIzwehFQyoEntE8DKsxsA4Ck+0K7tW20nw3cZ2Z7gY2SKoBpkiqBQ83smdDXYuAioqQ3G7gp9PUAcLskAecBK1KbcUtaQZQo7+36j+9cssSP00nf7STljKMOYkr1w+wpPjGM9CYzYOQHWjxOUFpayowZxzW38dWTrqckPemNMrO3AMzsLUlHZKgzBtgUe18FnNZO+zFEI7l4mzHAvvA6vbzF55hZo6QdwMhWPn9M7P0tkr4FrATmh0TbgqR5hA28i4uLKS0tzfBj5k9tbS1NTU2Ji6uurs5jykJnY3qrbj/3vLaH0YMOol+RAHhhaxPbdlvzcTopxw0HTEweUMP8Hd/l7ZO+SO3wY/mnMWuYvPZfWDv0a9QOPpE1q7d0KabulsS4PKbcynvSk/QocGSGS9/ItosMZZahLJs2bfXVmTY3AG8D/YnOHPw6cPMBlc0WhOuUlJTYjBkz2gi951VWVlJbW0vS4opGCzPyHUYLqZhSKxNBed+kuLXfUzzG1G4l8RHcI6+9TWW1sba6qUW71HE68d1O5p4+jhHbVsHSL8GnF3Jk8yrNGXDSSZyUtnozif/tIJlxeUy5lfekZ2bntHZN0lZJo8MobTSwLUO1KiC+bnkssCW8bq19a22qwutMfaXaVEk6GBgG1ITyGWltSsPP9lYo2yvpV8BXW/tZXd+ws8H40Ypynn+jtnnKryPPknVXTHf9eT3nTB7Fspc28279Psq37gTe377rnlWV1NTvO2AE12qCS0/irTyWALT9OINzPSzvSa8dy4C5RKe0zwUezFBnNTBJ0nhgM9EClU+1034Z8BtJPyRayDIJeM7MmiTtlDQdeBa4AvhJWl/PEJ0S/1hY1fkw8B+Shod6nyQa4RFLuCK6N/jXrv5CXLI9uXkfS8qjB6fPmDCSqeNG9PizZPE9K+9/7k1+X7abbbtfZ0nZJtZvr29R94wJI5HEUxXvZJ/gMtn8QtsJLZX4Nr/gSc/lVdKT3q3AEklXAW8ClwBIOoro0YTzw/21LwEPEz2ycLeZvdpWezN7VdISosUujcA1YeUmwBd4/5GFh8IXwC+Be8Kilxqi5IqZ1Uj6DlHyBbg5dsL8ryUVE02BvgRcnbtfjUuiM8f0Y/TYY+iJac14css0gosnuRGD+7F+ez1nTBjJhOIhlG/dyYePPqz5tIIur55sZWuxFsaf5QnP5V2ik56ZVROd0p5evgU4P/Z+OdHjBVm1D9duAW7JUF4GfChD+R5C0sxw7W7g7gzlf5epvuu94oeRZkoQQ/uL62d0z4PT8R1M9uxr4ol126ms3pVxBDeheDDrt9czbdxw6t7bwXcvO5XVlTWtxu2rJ12hSHTScy5plpZt4nsPvQ70TKKIPyKwYXv9ATuYtDaCu+zUo3l07dZwcsDTnHzMcE4+Zngrn+Jc4fCk51wHxI+hyUZ7I8N4vUwnfj+y9m0qq3c1LzA5Y8JIphw1rHlD5q+ce1yrIzjfycS5A3nScy6mvUcNOnoMTWsjw/SHvNs68Tu1wGT4oP4ZY/IRnHPZ86TnClprB5dCbh41uGTq0VTX7eWx17exuXZ3qyM4aP3E73w/5+dcX+JJzxW0TAeX5vJRgxGD+7NuWx3PbqxpdQTX3onfzrnc8aTnCtb67XU88bftXPHRY7p1ZPXNCybT0Nhyv0pPcs7lhyc9V5Bq6huYt7iM9dvr6X/wQfzqM9O67bMmFA/h15+b3m39O+eyd1C+A3AuH5aGZ9smFA/mmxdMznc4zrke4iM9V5Dijx74FKNzhcOTnitIHX30wDnXN/j0pnPOuYLhSc8VnJr6Bu7683pq6hvyHYpzrof59KYrCK3tYelTnM4VFk96rk9L7bjy4EtbWuyA8omS4h4/5845l3+e9FyflEp28RPM29vD0jnX93nSc31OTX0D/7bkJR4v3w68v62YJzrnnCc912ekRnerNkT7XJ42fgTTjx3pyc4518yTnuvV4qckxE9IAJh+7AiuP/e4PEbnnEsaT3quV1v0dGWLUxJSh6ymNnR2zrk4T3qulzMAThs/nOnHHu5Tmc65NnnSc73a3NPHM6j/wb6HpnMuK4nekUXSCEkrJK0L34e3Um+mpHJJFZLmZ9Ne0g2hfrmk82Llp0h6JVy7TZJC+SGS7g/lz0oaF2vzJ0m1kv6QFtf4UHddaOt/K+dYag9NT3jOuWwkfaQ3H1hpZreGZDYf+Hq8gqQi4KfAuUAVsFrSMjNb21p7SZOBOcAU4CjgUUnHmVkTcAcwD1gFLAdmAg8BVwHvmtlESXOA7wOXhTD+NzAI+Hxa/N8HfmRm90m6M/RxR65+Oc451xH79u2jqqqKPXv2dKmfYcOG8dprr+Uoqo4ZMGAAY8eOpV+/fp1qn/SkNxuYEV4vAkpJS3rANKDCzDYASLovtFvbRvvZwH1mthfYKKkCmCapEjjUzJ4JfS0GLiJKerOBm0JfDwC3S5JFVkpKfQ6hrYC/Az4V+/yb6ONJr6a+gaVlmzh13Ah+8Eh5i9PC4wb2L+LCk47i0bVbm6cmU21TO6Wkvz5n8qjm+gDLNzZw4qkN3TLKi68KBdizr4nyrTv58NGHcdmpR7Pspc28W7+P8q07KTlyaPPP+Oamvby4729+b9ElUlVVFUOHDmXcuHGESaxO2blzJ0OHDs1hZNkxM6qrq6mqqmL8+PGd6iPpSW+Umb0FYGZvSToiQ50xwKbY+yrgtHbajyEaycXbjAH2hdfp5S0+x8waJe0ARgLvkNlIoNbMGjP01a1Sf2Fn+ksZ3v8LPF7eVllTzSD27yti1x9fa7dtal/LEYP7UVO/r3nbr0z+sGYL67fXs/K1rc3/Az67sYYn/radxv3GsxtreOz1bfQrOoinKt7h3ufepLJ6F4+9vpV+RUU8VbGP7Ute4geXnpTTBJP+cHvcsxtrWLd1Z4trz26saVHnT5XrGNS/yPf1dImzZ8+eLie8fJLEyJEj2b79wP83s5X3pCfpUeDIDJe+kW0XGcqsk23a6qujn5N1fUnziKZUKS4uprS0tI1uM9vZYDz6RgN7m+DN9/aztmZ/87X0v5TbKs9cdzAwmBee3JBV2yMHi7fr93HEIDhhZBH9iqJfxYbaJv5Waxx3mDj4ILF2ez1HDhbPVb7b3MeRg9UiUcb7rKzeFcqi+qMGGo+Xb+fWJaWcPz53SW/5xgYeL9/H5JHiA0OjxN7QZFTt3M+Ew4o4q7iOQxsPZmdDVHb00IOaf8Z9DfsYMrA/R+19k9LSTW19TI+pq6vr1J+p7pTEmCCZceUypmHDhlFXV9dmnf7P/YymIz9M0wfOaLWOKp9k77ZXaJj2xZzE1VF79uzp9O8k70nPzM5p7ZqkrZJGh1HaaGBbhmpVQHzn4LHAlvC6tfattakKrzP1lWpTJelgYBiQOZtE3gEOk3RwGO3F+2rBzBYACwBKSkpsxowZbXTbUvMuJBtreHbjrubyMyaMZELxkByN9Daxf99epp4ytd22wwf1P2DaMh5rpinL+597k5erdrSYOkxNK8L7U6Hx8oH9izhybxXvDT0m5ys3Tzy1gQkhztb6vbyVtqWlpXTkv19P8Jiyl8S4chnTa6+91v605LEfhaVXwiULYfxZB17f+AT7l1/DQZcu4pA8THFCdF/vIx/5SKfa5j3ptWMZMBe4NXx/MEOd1cAkSeOBzUQLVD7VTvtlwG8k/ZBoIcsk4Dkza5K0U9J04FngCuAnaX09A1wMPGZmrY70zMwkPR7q3tdG/B3W1i4k3fG82sKF5dTW1nLd338w6zYTPj7kgLL008pTr/+/v5/cot7155Zk7DO9vLR0C5d3wxSin6ruCtr4s6KElynxbXwCll7JngvuYFCmhJgFSXz605/mnnvuAaCxsZHRo0dz2mmn8Yc//IGFCxfyta99jTFjxtDQ0MD111/P5z73uS7/WClJT3q3AkskXQW8CVwCIOko4Bdmdn64v/Yl4GGgCLjbzF5tq72ZvSppCdFil0bgmrByE+ALwEJgINEClodC+S+Be8Kilxqi5EqI50ngeGCIpCrgKjN7mGjRzH2Svgu8GProtPS9JVPSdyHxBRTOuS7JlPhCwuOShTQd3rlRFsDgwYP561//yu7duxk4cCArVqxgzJiWyx0uu+wybr/9drZt28aUKVO48MILGTVqVFd+omaJTnpmVg2cnaF8C3B+7P1yoscLsmofrt0C3JKhvAz4UIbyPYSkmeHama2UbyBaXdolmY7JAd+FxDnXBQ/Nh7dfabvO0NFwzz9G33e+BcXHQ+n3GdjUCEUZ0seRJ8CsW9v96FmzZvHHP/6Riy++mHvvvZfLL7+cJ5988oB6RxxxBBMmTOCNN94ojKTnohO/5y0uY/32esBHdc65HjTgsCjh7dgEw46O3ufAnDlzuPnmm7ngggtYs2YNn/3sZzMmvQ0bNrBhwwYmTpyYk88FT3qJlX7i97iRg5h90hhPdM653MhiRNY8pXnWv0PZL2HG12H8Wezu4nN6J554IpWVldx7772cf/75B1y///77eeqppzjkkEO46667GDFiRKc/K50nvYTZb/CjFeUtpjInFA9mwRVTmVB84OIQ55zrFrF7eIw/C8af+f77LtzTS7nwwgv56le/SmlpKdXVLZ/nTd3T6w6e9BJmZ4M1H5XjJ3475/IiPeFBi8UtRX//M5gys0sf8dnPfpZhw4Zxwgkn9OizkZ70EsaAeWce6/fsnHP5kSnhpYTEN2DJXBi0KPNzfFkaO3Ys1157bZdC7QxPeglTu9cYOcSfE3PO5cnmF1p/MB1g/FnRc3qbX+hU0su0I8yMGTOaH8C/8sorufLKKzvcb7Y86SXM8EPUvGOJc871uI9d126Vpg+c0eXpzXxJ9Hl6hWjYIfIpTeec6yae9JxzroC0sXtir9DV+D3pOedcgRgwYADV1dW9NvGlztMbMGBAp/vwe3rOOVcgxo4dS1VVVZfOo4PoaJ+uJJ6uSJ2c3lme9JxzrkD069ev0yeOx5WWlnb6aJ988+lN55xzBcOTnnPOuYLhSc8551zBUG9dxdNXSdoJlOc7jgwOB95pt1bP8piy4zFlL4lxeUzZKTGzdo9+8IUsyVNuZlPzHUQ6SWVJi8tjyo7HlL0kxuUxZUdSWTb1fHrTOedcwfCk55xzrmB40kueBfkOoBVJjMtjyo7HlL0kxuUxZSermHwhi3POuYLhIz3nnHMFw5Oec865guFJL4EkXSLpVUn7JeV1WbCkmZLKJVVImp/PWFIk3S1pm6S/5juWFElHS3pc0mvhv921CYhpgKTnJL0cYvp2vmNKkVQk6UVJf8h3LACSKiW9IumlbJe+dzdJh0l6QNLr4c/VRxMQU0n4HaW+3pPU/qmz3R/X9eHP+F8l3Sup1d2w/Z5eAkn6ILAfuAv4qpnl5X9CSUXA34BzgSpgNXC5ma3NRzyxuM4C6oDFZvahfMaSImk0MNrMXpA0FHgeuCifvytJAgabWZ2kfsBTwLVmtipfMaVI+gowFTjUzC5IQDyVwFQzS8wD15IWAU+a2S8k9QcGmVltvuNKCX8/bAZOM7M38hjHGKI/25PNbLekJcByM1uYqb6P9BLIzF4zsyTsyjINqDCzDWbWANwHzM5zTJjZE0BNvuOIM7O3zOyF8Hon8BowJs8xmZnVhbf9wlfe/5UraSzw98Av8h1LUkk6FDgL+CWAmTUkKeEFZwPr85nwYg4GBko6GBgEbGmtoic915YxwKbY+yry/Bd5byBpHPAR4Nn8RtI8jfgSsA1YYWZ5jwn4P8C/E81mJIUBj0h6XtK8fAcDHAtsB34VpoF/IWlwvoNKMwe4N99BmNlm4L+AN4G3gB1m9khr9T3p5YmkR8P8c/pX3kdSMcpQlveRQpJJGgL8D3Cdmb2X73jMrMnMTgLGAtMk5XU6WNIFwDYzez6fcWRwhpmdDMwCrglT6Pl0MHAycIeZfQSoBxJxTx0gTLdeCCxNQCzDiWagxgNHAYMlfbq1+r73Zp6Y2Tn5jiELVcDRsfdjaWPaoNCF+2b/A/zazH6b73jizKxWUikwE8jnAqAzgAslnQ8MAA6V9N9m1upfUj3BzLaE79sk/Y5oav+JPIZUBVTFRuYPkKCkR/SPgxfMbGu+AwHOATaa2XYASb8FTgf+O1NlH+m5tqwGJkkaH/5lNwdYlueYEiksGvkl8JqZ/TDf8QBIKpZ0WHg9kOgvh9fzGZOZ3WBmY81sHNGfp8fynfAkDQ6LjwhTiJ8kv/8wwMzeBjZJKglFZwN5XUCW5nISMLUZvAlMlzQo/H94NtE99Yw86SWQpH+UVAV8FPijpIfzEYeZNQJfAh4m+kO0xMxezUcscZLuBZ4BSiRVSboq3zERjWD+F/B3seXc5+c5ptHA45LWEP0DZoWZJeIRgYQZBTwl6WXgOeCPZvanPMcE8GXg1+G/30nAf+Q5HgAkDSJa0Z2I2YwwGn4AeAF4hSivtbolmT+y4JxzrmD4SM8551zB8KTnnHOuYHjSc845VzA86TnnnCsYnvScc84VDE96ziWMpG+EHePXhEcfTst3TF0l6SZJX00rq5R0eIa6TeHnPkrSQkmfT7t+kaTlkgaGeg2Z+nEuE096ziVIOD7mAuBkMzuR6IHyTW236nN2m9lJYZeUe4keYo+bA9xrZrvDFmu+S5DLmic955JlNPCOme0FMLN3UltkhZHR98MZec9JmhjK/0HSs2Fj4kcljQrlNyk6e7BU0gZJ/xrKx4Xz2X4eRpSPhB1bCHWnhteHhyN3kHSlpN9K+pOkdZL+MxWwpKsk/S20/bmk23P4+3gUOD4c3ZR6MPoc4Pc5/AxXQDzpOZcsjwBHhyTyM0kfT7v+nplNA24nOq0AorPEpoeNie8jOsEg5XjgPKK9JG8M+4MCTAJ+amZTgFrgn7OI7STgMuAE4DJFB+ceBfz/wHSiXTqO79iP2zYzayLa+ePSUHQh8Hg4vsm5DvOk51yChPPvTgHmER0tc7+kK2NV7o19T52kPRZ4WNIrwNeAKbH6fzSzveFw1G1EW25BtEHvS+H188C4LMJbaWY7zGwP0T6QxxAl0z+bWY2Z7aP1Xfdb2/opmy2h4lOciTjOxvVenvScS5hwHFCpmd1ItPdpfBRmGV7/BLjdzE4APk90ekHK3tjrJt4/WaW18kbe/3sh3k9rbTIdP5VJNTA8rWwo0SizPX8BRkv6MNHu+cuz/EznDuBJz7kEkVQiaVKs6CQgfjL1ZbHvz4TXw4DN4fXcLoZQSTTSBLg4i/rPAR+XNDycWt3aNOkTREcKpU4z+Cfg5TB92SaLNgheAiwCloeRpnOd4ufpOZcsQ4CfhCOBGoEKoqnOlEMkPUv0D9bLQ9lNwFJJm4FVRIdpdtZ/AUsk/S/gsfYqm9lmSf9BdEr8FqJpzx0Z6q0JC1yekmREU63/0oG47iWauk3SmXKuF/JTFpzrJcJKyqnh/lxiSBpiZnVhpPc74G4z+10X+qszsyEdqF9JAn8vLpl8etM511U3SXqJ6ODVjXT9cYL3Ug+nt1Up9XA60A/Y38XPdAXCR3rOOecKho/0nHPOFQxPes455wqGJz3nnHMFw5Oec865guFJzznnXMH4f1l+FRfTJ8jjAAAAAElFTkSuQmCC\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": 24,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"ccurves['j_c']=ccurves['j_c']*1000"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 29,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\\begin{tabular}{lrrrr}\n",
|
|
"\\toprule\n",
|
|
" desc & j\\_c & u\\_cc & ff & eta \\\\\n",
|
|
"\\midrule\n",
|
|
" 3x3\\_hell & 0.134430 & 1.62 & 0.60 & 0.001315 \\\\\n",
|
|
" 3x3\\_schaltung\\_1 & 0.098249 & 1.67 & 0.26 & 0.000427 \\\\\n",
|
|
" 3x3\\_schaltung\\_2 & 0.096670 & 1.65 & 0.26 & 0.000414 \\\\\n",
|
|
" 3x3\\_schaltung\\_3 & 0.000076 & 1.53 & 0.25 & 0.000000 \\\\\n",
|
|
" 3x3\\_schaltung\\_4 & 0.037735 & 1.46 & 0.26 & 0.000144 \\\\\n",
|
|
" 3x3\\_verschattung\\_1 & 0.001228 & 1.43 & 0.65 & 0.000011 \\\\\n",
|
|
" 3x3\\_verschattung\\_2 & 0.063305 & 1.57 & 0.69 & 0.000684 \\\\\n",
|
|
" 3x3\\_verschattung\\_3 & 0.004057 & 1.48 & 0.76 & 0.000045 \\\\\n",
|
|
" huge\\_hell & 0.021841 & 7.02 & 0.65 & 0.001002 \\\\\n",
|
|
" huge\\_verbraucher & 0.026106 & 6.11 & 0.29 & 0.000467 \\\\\n",
|
|
"\\bottomrule\n",
|
|
"\\end{tabular}\n",
|
|
"\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(ccurves[['desc', 'j_c', 'u_cc', 'ff', 'eta']].round({'j_c': 6, 'u_cc': 2, 'ff': 2, 'eta': 6}).to_latex(index=False))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
".to_latex(index=False))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"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>4056</td>\n <td>0.0</td>\n <td>2.0</td>\n <td>1.0</td>\n <td>0.0</td>\n <td>1.0</td>\n <td>1.0</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>4056</td>\n <td>0.0</td>\n <td>2.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>1.0</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>4056</td>\n <td>0.0</td>\n <td>2.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>1.0</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>4056</td>\n <td>0.0</td>\n <td>2.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>1.0</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>4056</td>\n <td>0.0</td>\n <td>1.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>1.0</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>4056</td>\n <td>0.0</td>\n <td>1.0</td>\n <td>1.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>1.0</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>4056</td>\n <td>0.0</td>\n <td>2.0</td>\n <td>1.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>1.0</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>4056</td>\n <td>0.0</td>\n <td>1.0</td>\n <td>1.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>1.0</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>8788</td>\n <td>0.0</td>\n <td>7.0</td>\n <td>1.0</td>\n <td>0.0</td>\n <td>1.0</td>\n <td>5.0</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>8788</td>\n <td>0.0</td>\n <td>6.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>4.0</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], [-... 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 u_mlp i_mlp \n3x3_hell 0.0 2.0 1.0 0.0 1.0 1.0 -0.4693348714285935 \n3x3_schaltung_1 0.0 2.0 0.0 0.0 0.0 1.0 -0.20828160714286892 \n3x3_schaltung_2 0.0 2.0 0.0 0.0 0.0 1.0 -0.20258660000002998 \n3x3_schaltung_3 0.0 2.0 0.0 0.0 0.0 1.0 -0.00015580096971469002 \n3x3_schaltung_4 0.0 1.0 0.0 0.0 0.0 1.0 -0.07911919453640125 \n3x3_verschattung_1 0.0 1.0 1.0 0.0 0.0 1.0 -0.0039047434763039633 \n3x3_verschattung_2 0.0 2.0 1.0 0.0 0.0 1.0 -0.22754981766503463 \n3x3_verschattung_3 0.0 1.0 1.0 0.0 0.0 1.0 -0.014582063482794307 \nhuge_hell 0.0 7.0 1.0 0.0 1.0 5.0 -0.1654561994540209 \nhuge_verbraucher 0.0 6.0 0.0 0.0 0.0 4.0 -0.10818945820239775 "
|
|
]
|
|
},
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"ccurves.round()"
|
|
]
|
|
}
|
|
],
|
|
"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"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.8.0"
|
|
},
|
|
"name": "c.ipynb"
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|