mirror of
https://github.com/vale981/fpraktikum
synced 2025-03-04 17:11:41 -05:00
861 lines
514 KiB
Text
861 lines
514 KiB
Text
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 15,
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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": 16,
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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-3/3 # 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": 17,
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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": 18,
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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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"text/plain": [
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"3x3_hell 10.255106\n3x3_schaltung_2 3.232008\n3x3_schaltung_3 0.002270\n3x3_schaltung_4 1.125927\n3x3_verschattung_1 0.089359\n3x3_verschattung_2 5.338654\n3x3_verschattung_3 0.353334\nhuge_hell 7.816337\nhuge_verbraucher 3.641795\nName: eta, dtype: float64"
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]
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},
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"execution_count": 18,
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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['eta']*100"
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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": 19,
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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": "stdout",
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"output_type": "stream",
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"text": [
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"3x3_hell 0.6245592293371117\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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"3x3_schaltung_2 3.9739599014265616\n",
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"3x3_schaltung_3 4931.589315361373\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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"3x3_schaltung_4 8.664709675467378\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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"3x3_verschattung_1 0.8625916754957227\n",
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"3x3_verschattung_2 0.6626737582881355\n",
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"3x3_verschattung_3 0.8200366083399457\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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"huge_hell 5.476550562755263\n",
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"huge_verbraucher 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 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
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oeK28aWqA4/WK5hcDHDMqmiOHOpwv5kSNcLp6r+nFYY7nitnTA50S7ja+GuJ+q5o3eaj9+RL2y8OdMyqapwxzSCtmR41wvlLOmTbMMaWAOWuky4US9uxgl2v3miP9HRLymfNGuVwq5bwY6JRcwHxlpHNKAXN2sEvCHea8Ma5Jd5kjzJU327wmMSUZN9izRzonF7BeCXZJuNO4MMTjbCFrTrBLWgk7epTr9XvN0wIc0u81R41wyq7lj/awyqjgvhjoeKuGN8bTKquyZYKPbVZVywQf28wqboSf3c1qXoSfXU4d38Hc6FIp56XhThmV3Im+NllVvJcCHW/X8X0dzW7V8ib72d9pEIYNsS1hCv2dzEuZouGulhUciau18fUaMiu9pq5F6mZtzBTKfezNmiQKYyqlRaq0MTUUy9tsTQ1kbRoKmdSm0ZrSKASASqOlkslylcaQRhbL1WaGVLZIbm1q0CJROVgY8qVKFyvjqiaJt51ZXUurj735XTo/0MmygS8NdLXIqOCOdrcuY4vHetrcqm0Z7239x23GeE/riubWcD+7q+VNkUMdLhRSM5UFZ4vYk/ztM6u4kUPtr5Q1T/Kzz6hqnuTnkFHZHOFvn1XJDfezv1HFnTzUIaOiua5Feq28mQRQ3yJjiRT2FkYBzuavhri9Ps5jaoBDhL/9J9EjbEy7cae2iAGJa6DhJgyfC7P3gZHlgMnivsyI2N/zFWqtMY3S2qa2NKIJZCobEwOBtM3O3KBZonS2MGKJ5K7WJgyBzNPWtJ7X6m1nWseV+jqYVTdL/R3NKziSABfzcrZ4uItFKUsc5GpVxBCOcrcuaBSM8bS+2yAI8bLOqxeM97LOrReEDrHJqeW/4GP3Z03LRF+7m9Utf20o/vYZldzIoQ7pFc1ThzpeqyeLL9y7Wt48vY5/uazp5XrhxTJOKVt8oYRTyhKfL+GUssRpRewipuhsIbuyqfVcMeseS3KmiFXPk6UUMPlSVUoBq5DhcqaQVdXUeqaQVcISpxQwa7nS5AJmVVNrUj6TLVYk3WUyBPKkfGY5S5JSyORKFMn5zDqeNKWAxZUoUgpYAllbcj6zValOKWBO8jKpVNvF32VfLOe1SJVnC9k8qSqtmC1RqM+XcJrEioulnEa+7HJZUwlTeKW8+S5deL2iWfd7ZdfxsqpaInzts6q5L/jY/lnDy661vVXLy6vjZ9fxb9Xybtfxw33tbtXyZCpNTh2P16rMq+c3iRQFDEGIp01ho4grVpaxxJXN4kpOq7+jeXVza2GjqKal1cfBrJZHFhUwGQK5q5URW6SwNTVoaVU5WBgKpG0WxlSxXG1sQJGrNMY0SptWCwAEQZBIJDKZpNZojSgUhUZjakBTqtUWxlSBtM3O1JAjUTpaGHIlymaxslEgb5GoWCI5jUopZYpkKnVLq6pJrKhrkZobU1kCOcPKeLizxUh3y6rmVhqZbGFEszKhmdLA0dJorKf1RD87kVz1go8dhUyeOcLJ2pQ2I8jJ1cpoRpBTpL/dC752+Q1OE3xs+VN9/R3NeVKlq5UxANAo5I9nBwJATKgnAIzx7PazYMvOQOpG0Gpg/iEYuXiA7a/1Ze/83DqeSq01pFE0Gq2xAVUkV5kZ0lqVaktjmlCmsjIxEMnbbE0NmEK5g4Uhr1XlZGHULFE6WRrxWpXOlsb3OGIvW1OmUO5lZ8oSyj1tTcpYYj9H8wae1NfBrJQlDnCyqGuRDnUyL2gUBrla1nBb/9rLcLUqYgpHuVmVscVBrpZ36YJRHlb5dOFoD6vDiVfWLJh+t0EwxsO6oFE4xsO6mCkKdrfMpwtHe1jfbeCP8bDJreeN87YpbBSO8bDOreOP97IpYAhDPK3L2eJhzhbX7zW/4GuXTxeM9bK+Vc2b4GN7t0Ew1ssmp5Y3wceumCEc5W51hy4IdrO6Vcub6GtXyhSNcLW8Xc8P9bYpZoqD3a10U8rZ4kAXizKWWMtrOJpy5YP1y9lyynBXi3tsyXAXy6pmyRB70wqOxN/BvJwjHmJnVsISDXexKGGK/R3N8hoEYUNsSllifwfzQoYwxNPmHkcc4GxR0SQJdLaobZF62ZrUtUg9bEzqWqQhnjZiRZuZIVUob7M2oYnlaiMamSdVuVgaS1VqQypZolAbG1DE8jYrEwPdbnyrUm1tYpCYcnbunFmKNo0xjaJUa8kkkkqtNTWkqLUEmUTSaAkA0BIElUzSEqDREgQQFBJJ9whF3cOlyGQSmUSikEgagqCQSCqNlkomEQBUMqlNo6VRyLrXijaNAZVMAhKJBGoNQaWQ1FqC+qjnU/VB7/w2OVyJg5wD4DoWFvwENt56MarufQC7+9nX/1tK8J4uvKdLT4fEvEvsG03ssCYubyfUqv51p1n3P4B4zhKhp0cQkHMALm8HMwdYngqeEwfw74oZgdBTam2G5PVQfQUC58DsfWBsPbB/XcwIhJ7GvbNwZiO0ySFqJ4StHwy/MWYEQt2jVsDljyHnALiMhgWHwdZ3kPzemBEIdUNzOSSshKYyCF0HL32qV73tMSMQ6lMEAXd/hQtbwNAclpwG3xcHWwEwIxB6PCkXUv4FlRdh2CswZz+Y2AzCGmBGIPQYNdcheR3IhRC1E0LXQZ8+mBczAiF9olZC+hdwcx/YD4UlieA4fDAXAzMCoQdxKyBhJXBKYOxyiNrZL1pXY0Yg1FsKT8C5zUAzgTfi+1HraswIhHqeQgRnN0FJIgyJhHkHwdwJS4IZgVC7ukxIWgsyHry4AybG9rvW1ZgRCPUYrRoyv4KM/4KtL7z+BziPxJJgRiDUTtAAiaugMbdf97bHjECoZxSegHPvApkKC4/AiPlYD8wIhNo92NseLFywJJgRCLVj3IaEVSBiDJje9pgRCD0nutOTmV+BhSu8mQbuoVgSzAiE2gkbIWkNNPwJwa/BrG/AwBRLghmBULuyFEiNBa0G5v8IIxdhPTAjEGqnbIVL2+DOL+AWAgt+AmsvLAlmBELtmHchcRUI6iF8E0z5D1BoWJLnlhHHjx9XKpWP/JZCoXj55Zd9fX2xdkh/PdDb/ix4voAlec4ZYWpqumTJkkd+q6Ghgc/nY+GQ/hKzIHE11N+AwGiYvQ+MrbAk/8Sj712ZN29e14m3b98GAE9Pz9GjR2PhkJ4qT4UDE4FdALP3wqKjGBA9tR/xEDabferUqfz8/CNHjmDJkJ5qkwcxjkP+JXAZDQt+AlsfLEkP7kfo8Pn8H3/8cdq0aZGRkVKp1M/PD+uF9FRzGRyeNoR7GULXwcpLGBA9vh9RXV29adOmmpqaBQsW7Nu3r7q6Ojo6+nFnMRHqS7rTk1c+BiOrWz7vTZjxHyxJb2SEj4/Pli1bOBwOlUp1cnKqrq4GAENDw6eaNZfLPXHiRGxsLFYZ9RQpF5LfhqpLut72zZezsCS9lBEkEik8PBwA1Gp1ZmYmm80+e/ZsXl5eXFxcN+erUCgqKipOnTqFGYF6Ss01SF4PCtHgefSmHmXE/W9TqVOnTp06dapMJsvOzu7+fI2MjMLDw6lUvEYL9YC/Hr15EByGYW/7nkYiCKLrVDqd7uHh8dBEkUhkaWkplUqVSqWNTbceWDRlypTr1693nhIXF7djxw7d6+TkZFwBf4vP59Pp9ICAgKc91huozBWssfXfW8oba+2nl7os1pLx6slnMXfu3Ed+9rubER999NGoUaMe+QNMJjM4OHjy5MkdU9LS0thsduddj5iYGN0eRNeM6Hw4080h9qaUlJTo6Gi9GlJRUVFSUtLGjRu7mcsDvFaFJ+DsO2BgBtHfgf/L+r/69HZU3f8APvpY4NNPP+3+wmbOnImpjHqcjAcpG6AiDXymwNwD2Nu+1/RUj3CNRpOSkkKn0xMSEiQSCRYa/SN1mXAgHGquwYs7YEkiBkRv6qlzihQKJTo6Wg93sVA/09Hb3s4P3jgJTkFYkgGSEQg9By1VkLAS2IXY214fM0Kj0VAoD7QDVavV+L9M1Ht0ve2pRvD6CRiK57z6zKPPR0gkktTU1IcmnjhxAuuFeoNCDAkrIWkduI6FdTcwIPRxP4JKpS5dutTK6v59tQRBBAcHL126FEuGehbjNiSsBBETIrfA5A/x0Zt6mhFqtfr06dMvv/zA/59Pnz6N9UI9qKO3vaUbvHke3MdjSfQ3I8zNzR8KCABYuHAh1gv1FGEjJK4G+i3sbd8/MgKhXlWaDGf/DwgtLDgMQa9iPTAjEGqnbIW0d6EwHtzGwYLD2Nu+X2YEQRBKpZJEIuE9Reg5Y96FhJUgpOOjN/txRly7di01NXXChAkTJ06sra2NiIjAkqHngNBCzkG4/BGYO8GKs+AxAUuit8h/uxOxZ88eT09PV1fXtrY2rBd6DkRM+HU2XNgCw2bB2hsYEP07I3g83qVLl1gs1tWrVysqKrBe6J8qP3O/t/2rv2Jv+36fEQsXLqyoqPjtt99yc3Mf91QehLqlTQ7nP4Q/loKNN6zNgrErsCQDISNOnTq1YcOG06dPb968+euvv8Z6oWfEKoCDEZBzEELXwVsXwWYIlmSAZERtbW1qamp5eXlMTIxarcZ6oadGEJD9A/w0HdpksOIszNgFFAOsSj/yN//X2Lp1a0NDQ1xc3K+//spgMLBe6OlIuZC8HqouQ8BsmLMfjK2xJAMkI1gs1tq1a83MzHRfcjicDRs2EATxyy+/YMlQd1VfheT1oBRjb/sBmBEmJib//ve/J0x44J9SGRkZWC/ULfd72wfAsmRwCMSSDLTzEVZWVrqAOHLkSMe/PDv3wkbosbj34PA0yDkIoWthTToGxMDMiA5hYWFqtVqr1QLeG47+FkHAnV/gUCRImiDmJMzYBVS8fn+AHmt0OHLkSG1tLZlMJpPJhoaGeHs4eixpC5zZABXnwWcqzDsAZo5YkkGREcuXLx8+/K8HpeF1luixajMgaS3IBRC1E0LXAYmEJRksGWFkZLR58+aIiIhRo0apVCqsF3qYpg2ydkPGf8HOH2JOg9MILMngOh9RVFT09ddfu7i4eHt78/l8rBd6QEslHJ4G6Tth5CJYk44BMRgzQqFQSKVSAGhtbS0vL8d6oQ7u/BtwaDKImfB6PMw7CDRjrMlgPNaIiopavXp1SUmJj4/Pd999h/VCAAAKMZzdNKYhAYZMhnkHwdwZSzJ4M8La2lr3WI2SkhI+n+/q6oolG+zqb0DiapByK5znDV36M/a2H+wZwWazt2/f3tLSAgBhYWFBQfi0xUGso7e9zRB4Pf5ebv1QDAjMiEuXLsXFxVVWVg4fPrysrAzrNXgJ6ZC4GujZnXrb12NVBoO/+TsQFBTE5/Orq6uNjIyEQiHWa5AqTYYD4dBcBgt+gnkH8eEXmBH3eXp6VldXR0dHx8TEYEYMRkoJJK6BU8vBfiisvQFBeKEtHms8yNDQcN68eVqt9v333w8ODsZ6DS7MO5CwEoSN2Nse9yMe6+rVqwBAJpMjIiIyMzOxXoOFVgM3voWfXwatGlacg8itGBC4H/EwBoNx8uTJEydO6PrKkMnkiRMnYr0GBREDEtdAw00YPhdm7wMjSywJZsQjuLm5bd682dfXd86cOVimQaTsDKTGglYN8w5C8GtYD/Q35yMcHR1zcnLMzMySk5Nfe+01Hx8fLNmA1SaHK3GQcwBcx8KCw9i6GnUrIyQSyZQpUxYsWHDw4MGamhrMiAGLlQ8Jq4BfC6Hr4KXPgELDkiCdvzlnaWhoSKfTDQwMHB0d8b7Pgemv3vYvgVre3tseAwI9zbHGr7/++uWXX/7222+YEQNQazMkr4fqK9jbHj3jfoS/v/8HH3xgZWUVFRXl6Ph03ceqqqqSkpJYLBZWWU/dOwffh0HDTYjaCYuPY0CgZ9mP+P3338+fP29kZAQAZDJ50aJF3ZxvQUGBRCKZMWPGrFmzDh486Ovri7XWIx297V2CYcFPYItrBz1rRri6uh47dkz3urKysvvzzc/PV6lUEREREydOvHjxImaEHmkuh4SV0FQGoWvhpU/xyXroyUgEQTzh20wm8+jRo8OGDSOTySWfw7SOAAAT40lEQVQlJdu2bXvaBcyZM+eTTz4ZNWqU7su4uLgdO3boXicnJ+MK+Ft8Pp9OpwcEBBga/uM+9AThxc8YwTiuphjne6xushiJ5R205s6d++TPfncz4siRI3K53NTUFABqamo++eSTru9JS0tjs9n390yo1JiYGCqVCgCpqalCoXDp0qWPWDCJ1M0h9qaUlJTo6Gi9GlJRUVFSUtLGjRttbGz+0YykLZDyL6i8AL7TYO4P/7y3vR7WSg+HpLej6v4H8G+ONby9vSMjI598rDFz5sxHTi8uLjY2Np49e3Z9fb2Xlxcmd1+qTYektSAXYm979JzPR3C53JkzZwYFBZHJZJlMtnfv3u5uk7W1cXFxgYGBV65ciYiIwIzoM2olpH8BN/eBnT8sSQTH4VgS9Dwzoqmp6auvvtIdODzVM4FpNFpsbKzu9ejRo7HQfaOlEhJWArsYxi6HqJ3Yuho9/4zYsGFDTU1NRkbGyJEj16xZ0/35uru7u7u7Y337UuEJOLcZaCbwRjz4R2E90LP5m2uobt68+csvv6jV6tOnT588eRLr1T8oRHD6TUhaB27jYd0NDAjUg/sRGo3m008/1b2+dOkS1qsfqMuCpDUg5ULkFpj8Ifa2Rz2bEXw+XywWW1hYyGQyJpOJ9dJr93vb+8Drf4AzXv6Aej4jpk+fvn79+oKCAicnp59++gnrpb+EdEhYBY05EPwazNoDBiZYEtQbGdHU1PS///3PwsICK6XXCk/AuXeBTIGFP8OIBVgP9Bz9zcHqnTt3ZDKZ7nVNTQ3WS+8oJZC4GpLWgesYeDsHAwL19n6ERqN57733hg4dSqPRuFzu119/jSXTI4w8SFyFve1RX2YEm81+5513dNdQZWVlYb30hVYDf+6H65+BuTO8mQbuoVgS1DcZsXr1ajMzM61We+PGjUfemoX6gIgBiauh4U/sbY/6/nwEPoNH75SlwIGJwCmG+Yfg1V8xIFCf7UfgM3j0jrIVLm2DO7+AWwjMPww23lgS1JcZgc/g0a/11FwMl98BQT2Eb4Ip/8HW1UhfzkfoAoLD4QCAk5MT1qsPEEQocdfi1P/AzAGWp4In7s0hPcgIiUQSExMzZ86cpUuXbtmypb6+PigoyM/PD09b9rbWZu8/3xsJuSrvKIMFB7B1NdKjjNi+fXtISEhZWdmFCxfKy8sB4MiRI1ivXnXvLJzZaKqUXoDI8TN/sMGAQH3h0f/XoNPpdnZ2AJCWlvbiiy/qJv7Tfoqo+9rkcP5DiI8BK8+qab/kkMZgSZB+7UeMGzdu69atGo3m4sWLFy9elMvlV69exWuxe8n93vbr4KVPlaX3AG5jVZB+ZQSFQtm1a1dDQ8NXX31FJpNbWlrc3d2HDMEHSfcwgoCcA3DlYzCyhCWnwfdFLAnS04wAABKJ1NGo1s7OTnfogXqQlAsp/4LKizDsFZizH0zwyA7pd0agXlVzHZLXYW97hBmBuujobW8/FHvbI8wI9CBuBSSsBE4J9rZHmBGoi/u97f8A/5exHggzArWT8SBlA1Skgc8UmHsAzPEid4QZgTrUZULSWpDx4MUdMDEWe9sjzAjUTtfbPuO/YOsLb5wEpyAsCcKMQO0EDZC4Chpzsbc9woxAXfzV254KC4/AiPlYD4QZgdopJXD2HSg+Bd4RMO8QWLhgSRBmBGrHuA0Jq0DEwEdvIswI9KCOR29ausGb58F9PJYEYUagdsJGSFwN9FsQ/BrM+gYMTLEkCDMCtStNhrP/B1oNzP8RRi7CeiDMCNTufm/7cbDgMFh7YUkQZgRqx7wLCStBSMfe9ggzAj1I1zzq8vb23vYvYEkQZgRqJ2JC0hqovwGB0TB7HxhbYUkQZgRqV54KqbGgUcHsvTB2BdYDYUagdm1yuBIHOQfAdQzMPwy2PlgShBnxdJRK5c2bNykUSmZm5tatW6nUARRGzWWQsKqjtz1QDHAzQgNYT10dXFBQcOHChcmTJ+fn5xcVFQ2QahEEZP8AhyJB2gJLEmDGLgwIhPsRzyg0NDQ0NLS1tZVKpQYHBw+EUkm5kPw2VF2CgNkwex/2tkeDBIkgiB6atVgs/vXXX01MTFasWEGhUHQT4+LiduzYoXudnJzcX8rkICkZ3XCIppGVOb9a69CrvSf5fD6dTg8ICDA0NMTtFT0vc+fO7eZn/zlkRFpaGpvNvr9nQqXGxMQolUoKhWJkZLR27dqpU6cuXrz44QWTejCenllKSkp0dPQDk9QKuPwx5BwEhwBYcLj3e9sXFRUlJSVt3LhR3563+oha4ZD6z6i6/wF8DscaM2fO7Drxiy++8PDwWLFihZWVFZPJ7K9hy62AhLeAUwqha2H6J0DFv+QIz0c8J2+99VZpaWlycrJSqVy/fn2/rE3hCTj7DhiYQcxJ8HsJtxWEGfE8ubm5ubm56Q57+l9V7ve2nwpzf8De9ggzAnVSmwFJa0EuwN72CGFGPEirHsZJgoIUsPODmFPY2x4hzIhOWqogYeVQdiEEvwavfIuP3kRIB3ekAQCg8AQcmgwiRs6QTTDvIAYEQpgR7RRiSFgJSevAdSysu8GxHIPbBEJ4rNGuMRcSV4GIib3tEcKMeBD2tkcIM+KxhI2QuAro2djbHiHMiC5KkyE1FoCABT9B0ELcAhDCjGinlEDae1AYj73tEcKM6IJ5BxJWgZAOkVtg0gdApuC6RwgzAgAACC3kHITLH4G5E6w4Cx4TcK0jhBnRrqO3/fC58Mpe7G2PEGZEJ+Vn4EwsaNuwtz1CmBEP6tzbfsFPYDME1zRCmBHtWAWQsBJ4NRC6Dl76DB+9iRBmRLv7j960hxVnwSscVzBCmBHtWpsh5W2ougwBs2HOfjC2xrWLEGZEu+qrkLwelGKI2glh63G9IoQZ0a5zb/tlyeAQiCsVIcyIdtx7cPotaCrD3vYIYUY8iCDg7q9wYQsYmEHMKfCbjusSIcyIdtIWOLMBKs6Dz1SYdwDMHHFFIoQZ0a42HZLWgVwAUTshdB2QSLgWEcKMAAAATRtk7YaM/4KdP8ScBqcRuP4Qwoxo11IJCSuBXYS97RHCjOii8ASc2ww0E3g9HobOwNWGEGZEO4UYzm6CkgQYMhnmHQRzZ1xnCGFGtKu/AYmrQcrF3vYIYUY8qKO3vc0QeD0enINxVSGEGdFOSIfE1djbHiHMiEfp6G2/8GcYsQDXEEKYEe2UEjj3LhT9AV7hMP9HsHDB1YMQZkQ75h1IWAnCRuxtjxBmxIO0GvhzP1z/DMydYcU58AjDtYIQZkQ7EQMS10DDTRg+F2bvAyNLXCUIYUa0KzsDqbGgVcP8QzByMa4MhDAj7jOgAJxcCu7jYf5hsPbENYEQZsQDCAJg8gcw+UMgU3E1IKS3evzq5t9+++2R09u0AFO2YUAgNKgzIiMjIz4+HquMEGbEI7DZbCsrfAYvQv0biSCIHpr15cuXp06dOnfu3NTU1I6JcXFxO3bs0L1OTk7GFfC3+Hw+nU4PCAgwNMSu3+i5mTt3bjc/+88hI9LS0thsdseXVCo1JiYmOzt79OjRRkZGD2XE/QWTejCenllKSkp0dLReDamoqCgpKWnjxo02NjZYq343JL0dVfc/gM/hlOHMmTMfOf3KlStSqZTD4eTm5o4fPx6TGyE8H3FfeHj47NmzxWKxSqXSarVYaIQwI7rMmkxet25dYWFhWBjegoEQZgRCaCDqsxOHJHx2DkJ9qvfOWfb0EHs5uXBU/XdUWKie+CONxxoIIcwIhNCzosTFxfXJghUKxYsvvqhv5cBR9etRYaF6YlT6eKSEEMJjDYQQZsQT8fn8+vr6hybKZLI///yzrKysT4b0uKVfvnyZyWTeunWr1y4Y5XA4WVlZne+C0amoqMjKypLJZH1Sn0cuvaKioqSkpKGh4d69e7ghdS6LVCrt8w2ps1u3bqWkpMjl8oem5+XlZWdn611G3L1796uvvkpJSek8kSCInTt3hoWFVVVVXb16tZeH9ISlb9++fevWrTKZjEzujXI1NTWdPHkyIiLi8OHDXC63Y3p6ejqdTp8wYcJ//vOf3l9lj1v6xYsXt27d+vvvvzs6OuKG1JEF7777bnV19UPTe3lD6iwhIcHDw2PMmDFTpkxpa2vrmP7tt996enp6eHjs3LlTvzJizJgxXS/QLiwsVKlUZDJ50qRJhw8f7uUhPWHpW7ZsOXr06LRp03pnJCdOnPD39weAESNGJCYmdl6dERERVCpVo9FUVFT0cn0et3RPT8/U1NStW7daW1vjhqQzffp0Pz+/rtN7eUPqLC0tTSAQuLu7GxgYVFZW6iZqtdpLly7Z29u7uLikp6f3g/MR1dXVZmZmAGBhYVFTU6M/Sy8oKLh27do333zTO+d3O0ZiaWnZ+W9RXV2dkZFR1+m943FLF4vFV69ePXbsWE5ODm5IT9bLG1JnP/3004gRI5RKpVAoHDJkSMdhmkql6jg663pwpNOz11lyOJxz5849FPyjR49+3N6+7jiNIAiNRtNzo8rPz797927nKbNmzXrC0rdv304ikdLT01NTU+fMmdMLRz0dI+l84KrVagmC0F201/sHtI9b+pIlS0gkkkqlCg8Pz83N1YePYq9tSE+rlzekrnbv3n3s2DFjY+OHCtV1Y+u9jHByclq5cmU33+zl5aX7WySRSDw9e7Cb/ujRo7vm1OOWHh8f7+npOWHCBBMTk64nEXuCl5eXWCzW/YnuPBIPDw+pVGpmZvbQ9N7xuKXHxsbu37+fSqXyeDw9+Sj22ob0VHp/Q3rIuXPnXn31VXd39+bmZgcHBwCwtrbuuCKbSqXqdr705VhDoVCwWKympibd7s13331348aNkJAQsVhMEMS1a9fWrFnTy0PquvR169aJxeKQkBArKyuCIIqKimbPnt0LI1m0aFF+fr7uuHrBggWtra2rV68GgDVr1ly/fp0gCKVSGRQU1Mv1eWjpt27d2rdvHwBERUVptdrs7OzFixfjhqQjkUi4XC6DwVCpVB2rr/c3pM5SUlJOnjx57NixtWvX0mg03eqjUqkvvPACh8NhMBhTpkx53B0cfXMNVV1dHYfDIZFIlpaWAQEBTU1N5ubmJiYmAoEgPz/fwsIiJCSk90f10NLr6uq8vb0BIDc3l81mh4SEuLq69toRNYPBcHd39/Hx6TyS27dvi8XisWPH9kkz4c5Ll8vlIpHIycmptbX16tWrZmZmfXIqTj83pIKCAoVCQRCEp6eni4tLH25IHYqLi/l8PgCQSKRJkyZ1rD6tVpuRkUEQhN5lBEKov8DrLBFCmBEIIcwIhBBmBEIIMwI9D/3lVPTRo0cfd0NRTk7OsWPHcFViRqDnTKVSffHFF2fOnDl58uRnn33WhyOpq6t79913165dq7v/8tChQ+vXr6+rq+v8HrlcPnbs2B9++GHq1Km6yzRVKlVsbOwXX3wxbty4jiuFEWYEem4SEhKCg4Ojo6MXLVrUt83Hvb29AwMDXVxcAgMDAWDNmjXTpk3TXSnQGY1GW79+PZfL1V0TaWBgEBkZ+e9//7v3b45EmBGDgouLy8GDBxkMBgC8+eabAoHgxIkT5eXl169fr6qq0r2HTqdnZmbq7v+rra397bffmpqaLl26xOFwACAlJaWoqCgvL+/atWsAkJ2drbvp5uzZszk5OWKxOD4+vqGhISMjo6ioSDfD2traq1evlpSUXL9+/Qljo9Foj/vWkiVLdEcWBEFQKBRcj5gRqKdMmjQpPDw8NDR09OjRXC7XysqqvLw8IyNjypQpBw8evHnzJgDs379/0qRJO3bs4PP57u7u8fHxhYWFU6ZMeeeddwDAxsZm69atw4YNy83NzcvLGz58+P79+wHAwcEhPj7e3Ny8urr6l19+iYiI+PzzzzUaTXl5eXx8/Lhx43744Yfg4OBnG/bSpUt1GZGVlTVx4kRcj5gRqKfIZLIPPviAyWQeOnRo27ZtJBLJ1tY2ICAAAObMmfPzzz8DwKpVq1JTUw0NDRsbG2k0mpmZWWhoKI1GUyqVuizw9/c3MzNzdnZmsVjm5ua6OwV1XWRIJJK9vf2oUaPIZLKJiYlUKpXJZObm5jQaTaVSPfRwcxKJ1PluwiecSXVxcXFzc8vNzW1pabGzs8P1iBmBekpKSoruVN+4ceM6buvQfTibmprs7Oxqamq++eab2bNnOzg4yGQy3f2aut4QHZ9h3ZcdUwwMDABAd8F/1zc4Ozubm5vfuHHj66+/fmgww4cPp9PputeNjY3Dhg17wshXrFixZ8+ePrkVBWFGDCJ8Pv/HH38sLS1NTk6ePHmybmJubm5xcfGtW7fef/99tVqt0Wjy8/MNDAwuXbpEp9Pr6urS0tJycnKqq6sLCwvT0tKKi4srKytv3ryZmZmpUqk8PT1v3bp1+/btvLy80tLS7Ozsq1evVlZWVlVVXbp0ydLS8syZMwkJCbt27ercXA8AQkNDPTw8Lly4UFxcfPv27SdnxJw5c4qLizvGjPQFgQYWmUxGEERDQ0NjY6Nuyrfffpueni6RSDreo9VqpVKprgVLN2crEok0Go1AINA1m+nss88+092LzWKx3nvvva4/y2azq6urHznbAwcOPLSUzl8ePnwYV2ifo2JKDjC6cwceHh66LwUCQWFhIZ/PnzRpUufTBCYmJgDQ/f8vWlhYAMAjDwRGjx6dkZFhb2/P4XBeeumlrm9wcnJ6qqUgvYIZMcBZW1vrzlP2nJkzZwKAVqt9hisajIyMsrOzu/atBYCcnBwqFbfPvof9IxBCeM4SIYQZgRDCjEAIYUYghDAjEEKYEQihgeD/AUDaY/zn+YX2AAAAAElFTkSuQmCC\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
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dZOS5MRR1hI2Q3lJhtPVhtJQb7fwY0jKjnR9TUmqw92dIyoz2fgxJmdHehy6tJOw8GS31hLULTSkieHZ0tYK0sKTrDSQDSJJFI9QkS0DTtRAWjnR1I8FzZyiqjLY+dGk58edpAxiSYqODP0NcanQMYIpLDPZ/VF4oN9oKGbJqo40XQ15DCFzpSjFhJaBr1QSbQzMYgW4kaVyaQUVybGiaZpLnRle2X3K2vkxJicEhgCEuMTgEMMWFRqdAhqjQ4BTIEBcZHf0YkhKjg5DRUmG0d6Mrao3WNvRWCWHJphlaSTYJNBqQOpLJpbVpSLYNXWMgWY21Ve+yLy1XHWoD9l7a7NJ6b6j/vV90f3rLI3g8nlqtpkyhc/QHDofT1tbGYrHuKI+NjY2NjQUAGo3W6BR2o0bB9QnKqZDZ+ozILZE4+Y3ILfrzr73v8JxiKc932M1yGd1z6I0aRZADr6BJ5W1nUSXVOvJYslYDh0kHoGkNRnsLVpNK52NvWS7WjHDi59YrOW7DblXLrX2H5pbLHH2H5xVLXf2H5xb+eXI7YVBuWYuVx9BblXKGR8DNWuVQp4CiZpWnwKJeprWxZKn1BjqNxmXSFVqDi4BbJ2/1d7IqEanBmZ9Xp+T5DL1dIXPwH3a7VOriG5RfLHHzD7pdJHHxC8ovkjh4D71d1sLzDLxdKWd6+OfWKQPsLEubNe423CaFjs9l6g2kkST5bKaktc2Tz66Saofa++c3qbhuAfk1ChuvIQUVMjsP38JKpa27R2GdznPo0KJCiYf/0MIiiaN3YFFZi7W3f0GlnOnim1+n9nO0rJBonAUciUpvwWIASeoMhK0VS6TQe9talIs1DGe/onqltUdAUZXc0TewpLzFy39IaZHEN2BIaaHYJyCgtFDq5RtQUiJ19vUvLpdZC/2Kq+UsJ5/CBpW3jUV1i87RkiXXGsBo4HLZap3RkcdqkOv97SyKRa2Wrv7FtQo7b//SSpmHb2BZidTHf0hZkTggcGh5QbNfwJCyQrGXX0BZsdRZ6FdaLhO4+RbXyhnOPkUilRffol6us+EwNXoCACzZdJnG4CbgVMtaSXtecZPKyi2grEbuLPQvL2/x9g8sL5L4+wdWFEmGBA6pKGj29w+oKBJ7+/qXl0idvfzKKmTWbj7ltQqWvbC4WeMh4DQp9XwOs81IthkJawumWKUX2lqWS9RWTj6V9SpnD5+qKpmPr29tiTQo0K+2QBwSENBwWxQa5NuU2zwuyLc5Txw6zKclXzwuQJhbLHUP8KytkAX5eRY0qkZ7CMQqfYCTFZ0GnrZcWwu2M59la8W+fTF1uvEsu/hom+d4Q9Sm6ZaOJr/zqdvNlB5xt5zAVLlQKBSJROPGdf8j8LZF/ypoVAS5CgoaFMEeNrl18mAP65waWbCHTW6dbKS7za1aWZCboKBBMdRFUCJS+ThY1Ug1rtZciVpvbcHS6I1MBo1Oo+najFYcpry1zZHHaVRoPe0sK5pV/k78oiblMBd+Xr0i2N36Vp18pIf1rRpZiKfNrVr5SA/r23XyYa6C4ialvxOvvFkttLc8cPTUc9Mfk2n0Vhym3kjQaTQmndaqN/K5TKlG7yzg1stahXZW5WJVgBO/qFEx1FVQ0KAY7madVycf6W6dWycf4W6dXy8PchMUNCgDnfllze11trEQKbT2PLZSa7BkMw0EQZLAYdLVeqO1BUuq0jkJuLUtrUJ7y/Jmtb8Tr7hJacfQbvxp36uToghrtyAXQUGjYqgLv6hJGeDMK29W+9jzqqRqT1vLBnmrI58jVesFFqxWvZHDpJMktBGEBYuh1hmtLVhitc5FwG2QtXraWVaI1T4OvHKxKsCJV9ykGuLML2xSDHUWFIuUAU68UpHK15FXJVF72VnWylpdBVyRUmdnxVZo26zYTL2BOH36VFTURL2BsGQzlFqDrSVbotY5C7h1slZPW8sqidrHgVchVvk58kpEKn8nXqlIFeDEK2tW+TrwKsQqbweraqnG3daiUa515HGkGr2Ay1LrDBwWw0gQJAkMOk1vIKimtLNii5Q6V2tug1zraWtRLdX4OFiVNav9HHllIqW/M69UpPZz5P188OiyeWFVEo2nnWVdS6uLNbdZqbPnsWWaNj6XqdEbOUw6QZIECSwGTdtG8LlMuabN1ootVeud+ByRUudizW2Sa11tuA0yrZuNxYdKrYuAG6PSOfA4Mk0b9d/Cis1sMxIsBp2893bMumtuZR+zDS0QuY416T/WtP62ea+XkpobjcYtW7acO3du69atJEmqVKo333yTJEmJRLJ58+bTp08nJiZ2+8beq9LASFTf1NQUGxt7+/Zt1KcfVIkgyEv/R35ir/7cl6zONiuJHvxG6+ucwHZ2dv/+979xihsZ+Kib4fAqKD0DQdHpzKene/6rn34PjFmAIL1AeTpsHQ9VFyFqAzy/u41h2X+/Cq6zRJCe/f3TAOc3QsbX4DgEXk4Gp6D+/oXQIxCk55BVQ9IyqLkMIS/CzE3AshgA3wk9AkF6iPwUOPI6AAnzfoHhswfM10KPQJB/TFsrnImF7G3gEQpzfgZb4UD6cugRCPLPEBVA4lJoLoSwVTDtM2CwBtj3Q49AkH9ATjwcews4fFiYBH5TBuRXRI9AkEdCq4Cjr8PtZBgyHaK3gKXdQP2i6BEI8vDUXoGkZaBshKgNELbKBIlx0CMQxEwhCciOg9Mfgo0Qlp0B1+AB/43RIxDkgVHUQ9KrUHURQl6EGd8B22owfGn0CAR5MIpOQMq/waiH57ZD8AuD53ujRyDI/TDo4HQMZMeBazDM3QX2foPq26NHIMg9kZRC4hJoyIWwlfDkJ8DkDDYB0CMQ5O7kxMPxtcDkwkv7ITBqcGqAHoEg3aFTwfG34dYB8J4Az/0EArdBqwR6BIJ0of4mJC2FliqIXAcT3wM6YzCLgR6BIJ1oT94NPEdYfBSEj6Mk6BEI0o5GAsmvQfHvMHQmRG8GC1uUBD0CQdqpyITDK0AjhagNEL4a9UCPQJB2qOhy5zeCnR+8dBBcRqAkfeQRV65c0Wq1ABAREdFRWFZWduDAAW9vbw6HM2fOHGwAxMTI6+DQq1D1B4S8CDO+B7YlSnIHvRUXOzc39+bNmxEREdevXy8sLOwor62tBQAejzdz5kxUHzExhcdg23hozIU5O2B2HBpEn3rE4cOHfXx8AMDX1/fo0aOdX1qyZElISAiVDRRBTINBCyf/A/sXgK03rDwPI+ehJH091mhoaLCwsAAAPp/f0NDQUW5ra5ubmysUCt99992NGzd2lHfOCZySkmJuMplPlajh25UrV0pKSlCfR6sST1s/rnKLdWttueO0204vEpm5ALmDUKK+84gTJ050dgEmk7lgwQIWi6XT6QBAp9MxmX99SkBAQHBwMDUYqays9Pb27vCIjpzA0dHR5na1mU+VRCJRYWFhaGhoUFAQ6vMoVcqJh+OfAMsSFhz0DXjSd7BK1KceMX369K6Fo0aNkslkANDS0jJixAgAIAiCTqfHxMTExMTw+Xy1Wt3ZOxCk19Ep4dhbkHsQfCbCc9uB74qSmHI+Yt68edevX29qasrNzZ07d65KpYqKigKA+fPn5+TkZGZmRkZGenh4YAMgfUT9DYiLgNuHIXIdvJyCBvFP+xG//fYbNVLodjz81FNP+fv73/u8fD7/o48+Kisr+/jjj6n+wqlTpwBgzJgxjY2NOp3u008/RfWRvuCv5dVO8Mpx8ApHSXrAI6ysrBYuXNjtS1VVVVKp9EFOzWKxhg4d2rXcxcUFdUf6CLUYkldByWkY9gzM2gwWNihJz4w1Zs/uJhPZlStXAEAoFI4ePRqFQ/oBFedh23ioyISoDfDCb2gQPdmPuIOGhoaDBw/euHFj165dKBli/tBII6R/CRlfg0MgLDwEzsNRk17xCKlUmpSUtH///tra2ldeeSUgIAD1QvoBspoJpV+CqnggJe82O48oLS198803y8rK5syZ88MPP5SWlkZHR99tFhNBzIiCI3Dkdb5eB3N3wgjcENRrHuHn57du3brGxkYmk+ni4lJaWgoAuHoaMWsMWjj9EWRvA/exGTYvTUWD6FWPoNFoEyZMAACDwXD+/PmGhoZjx45dvXqVWgqJIGZHcyEkLoWmfCp5t/rYCZSkL+YjAIDJZE6ZMmXKlCkajSYrKwv1QswRKnk3mwcLk8D/CdSjZ+n+t8/q6uo7SiwtLd99910AUKvVD7g+AkF6Ha0CEpfC4VXgGQarL6JB9F0/4qeffho1alS3L9XV1YWEhEyaNAm1Q0xM3TVIXAryWohcB5P+AzQ6StJ3HoELpRGz5s/l1R8C3xWWnATPf6EkJpuPQBCzQ90Mh1dCaRoERcOsH4FrjZKgRyBIO+XpcGgF6BQYvRo9AkH+DhW9OuNrcBwCLyeDUxBKYmKPMBqNDMbfUpgZDAaMCoOYBlk1JC6F2iu4vLrv6X4qWKlU3hGoFgDi4+NRL8QE5KfAtgkgLoZ5v8LsODQIs+hHMJnMRYsW2dj8tZeWJMmQkJBFixahZEjf0dYKZ2Ihext4hMLcnWDjhZKYi0cYDIbExMSnnnqqc2FiYiLqhfQdogJIXAriIkzebY4ewefz7zAIAJg7dy7qhfQR1PJqC1tYfBSE41EPs/MIBDEZWjkcfQNuJ8OQ6RC9BSztUBL0CARpp/ICHFoOGglEbYCwVUCjoSQm5/5L3EmS1Gq1jxBgprm5+YcffuhafubMmXPnzhUUFKD6yF8QRkj/EnbPArYVLDsD4avRIPqHR5w9e/btt98+cuSIWCzOzMx8iA6jVltUVHTw4ME7yrdv3+7i4jJ58uTNmzcbjUZsAAQAQFEPvz4D6Rtg5DxYkQGuwShJv/EIkiS///57oVDo7u7e1tb24OflcrkTJkzouuZq//79VEB9Lpd7/fp1bAAEik7AtvHQmAPPbYfZccC2Qkn603yERCI5deqUWq1OS0srLi6eMmXKP/w8sVhMGccduYIxJ/CDd9BgoOQEphNtw+sP+DafllkKr/q+pq7gQkXKwGsys72qe8Yj5s6du2XLloyMjLFjx65Zs6bbY7rNCXyPVdvUKu87cgVjTuAHZODkBBaXQNJSaM6FsJU20z6dymAP1CaDgZ0T+ODBg2vWrHn99dd1Ot2XX37ZbTzLbnMCd4XKCTxq1Ci5XG5nZ9fS0jJ8OGY9GKzkxMPxtcDkwksHIPAp1KMfz0eUl5cfPXq0oKBgwYIFBoPhwc9rNBpTUlKqq6uTkpKUSmVHTuB33nln3759lZWVbm5uQqEQG2DQoVPBoRVweBW4j4HVF9Eg+n0/Yv369VVVVbGxsb/++mttbe2Dn5fBYERHR3fuX1E5gYODg729vUUiUUxMDKo/6Ki/CUlLoaUKl1f3e4+or69fuXIlj8ejnjY2Nq5Zs4YkyV9++eWff6RAIBAIBCj94OKv5N2O8Mox8HoMJenfHmFpafn+++8/9tjfGjIjIwP1Qh4FjQSSV0NxKgydCdGbwcIWJen38xE2NjaUQezatauoqIgqxFjYyKNQkQlbx0N5BkRtgBf3okEMEI/oIDw83GAwEAQBuDcceVgIA6R/CXuigcOHV9Mw/OSAGmt0sGvXrvLycjqdTqfTORwObg9HHhR5LSS9CtWXIORFmPE9sC1RkoHpEYsXL+5YxdAx6ECQ+1B4DFLWAGGAOT/DSPy/MqA9gsvlvv322xEREaNGjdLr9agXch/+St49BubsBDsflGSAz0fcunXr22+/dXNz8/HxwTSfyH0QF8OOJyA7DsJWwdJUNIhB4RFarVatVgOASqXCiA/IvciJh+2TQNkECw7C019Bj+6/QMx3rBEVFbV8+fK8vDw/P78tW7agXkg315CxFZKWQW4i+E6C2duB74KaDCKPsLW1pdJq5OXlSaVSd3d3lAz5G3XXI4s+hDYpJu8epB7R0NAQExMjFosBIDw8fOTIkSgZ8ifty6tpDD4sOQGeYSjJYPSIU6dOxcbGFhcXDx8+PD8/H/VC/kTdDMmroeQ0BM1KZzw9HQ1eqeXTAAAYpklEQVRi4HKfnuHIkSOlUmlpaSmXy5XJZKgXAgBQngHbJkDlBYjaAM/vaWNidLlB7BFCobC0tDQ6OnrBggXoEUj78upngWuDy6txrAEAwOFwZs+eTRDEu+++GxISgnoNamQ1kLQMarIxeTf2I/4iLS0NAOh0ekRExPnz51GvwUv+EYibAM0FMHcXJu/GfgQAQG1tbUJCQnx8PBVXhk6njx+PaRcHJR3Ju93HwtydYOuNkqBHAAB4eHi8/fbb/v7+s2bNQpkGL82FkLgUmvIhbBVM+wwYLJQEPeJvODs7Z2dn83i85OTkF1980c/PDyUbRFDJuzl8WJgE/k+gHugR3aBUKidPnjxnzpy4uLiysjL0iMGCVgHH/gfyDoHfZJgdBzxnlGTQcp85Sw6HU11dzWaznZ2dH3bfZ7c5gcvKyr744ot9+/YlJSWh+mZK3TWImwAFRyFyHSw8hAaBHnGfscavv/765Zdf7t27t6Ki4iH+D90lJzAVgJ/H482cORPVNztIErK2ws6ngCRhyUmIXI/7L5D7jDUCAwPfe++91tbWqKgo6nfQB+RuOYEBYMmSJXq9nsPhoPrmhUoEyaugNA2GPwvP/ABca5QEAQAaSZL3eHnfvn0nT57kcrkAQKfT4+LiHurskydPPnfuXOeSW7duNTY2CoXCHTt2bNy4saO8c07g5ORkbJh7dNAKCwu9vb1tbGx68LSOiryx1duZRk2+67xyJ8ydNfB59tln733vP6hHZGRkdITMLy4uDgwM7HrMPXICd/WI1tZWCwsLAIiKitq2bZu3t/edFaLRHrDqfYa55QTeunXrvHnzeiwnsLENMr+BjK/BcQjM3QVOw/q1PuZZJTOU6MFvtPuMNfz9/b/88suhQ4fS6fS8vLz//ve/XY95qJzAMTExMTExfD5frVbfI7c40kfIqiFxKdRehbCV8OQnwMQBIHIn95mROnXqlLW1tUKhkMlkOp3uIf453SUn8Pz583NycjIzMyMjIz08PLABTMntZNg2AaTlMD8env4KDQJ5lH6Ej49PZGRkx1jjwc97t5zAY8aMaWxs1Ol0n376KapvMjqWV3tPgOd+AoEbSoI8okc0NzdPnz595MiRdDpdo9H87//+7z//SBcXjHdo2imNAkhcAuJiTN6N9IBHNDU1bdy4kZo4wJzA/R4qutyZj8DSHhYfBSFu0kP+8XzEmjVruFzuxYsXlUrlihUrUK9+jEYC++fD7+vAfyqsuogGgfSMR1y8ePGXX34xGAyJiYkJCQmoV3+l8gJsmwBlZyFqA7ywFyztUBKkZ8YaRqOxY3KRmnRE+hmEEc5/Dec3gp0vvJQALhjZHOlRj5BKpQqFQiAQaDSauro61KufoaiHpFeh6iKEvAgzvgM2BqdFetojnnzyydWrV9+8edPFxeXnn39GvfoThcfhyBow6uG5nyD4edQD6RWPaGpq2rx5s0AgQKX6EwYdnI6B7DhwC4G5u8DOFyVBHpn7zFleu3ZNo9FQj8vKylCvfoC4pD1590pYdhoNAundfoTRaHznnXeGDBnCYrGam5u//fZblMysyYmH42uBZQEvHYBA3L6J9L5HNDQ0vPXWW9QaqszMTNTLfNGp4PhbcCsBfCLguZ+A74qSIH3hEcuXL+fxeARBXLhwYdGiRaiXmVJ/AxKXgqwal1cjfT0fgTl4zB0qutzP08Coh1eOQeR6NAikj/oRmIOnH6AWQ8prUJwKw56BWT+ChS1KgvSdR2AOHnOnIhMOLYfWFojagLl5EZPNR1AG0djYCLin24zGh4Tj7R2QvwscAmBhEjgPR02QvvYIpVK5YMGCWbNmLVq0aN26dZWVlSNHjgwICMBpS5PDUDUsJg863q6DkBdhxvfAtkRNENN4RExMzLhx4/Lz83///feCggIA2LVrF+plYgqO2ib/mwetdeGfuEf9D+qB9Em/tTuqq6sdHBwA4MSJE1OnTqUK7exwQ7HpMGjh5H/gwEKjtVccLJR7PYmSIKbsR4SGhq5fv95oNKampqampra2tqalpeFabJPRXASJS6jk3bLRb7TE7UBJEBN7BIPB+Oqrr6qqqjZu3Ein08Visaenp68vrvw3BTnxcPxtYFnBwkTwn0qKRCgJYnqPAAAajdaRIMfBwYEaejwUqampUqnUysrqjl9Pz5w5w2AwXFxchg0bhg1wL3RKOPYm5CaC7ySYvR34+LsSYjbzEf+co0eP2tnZzZ8//5dffum80WP79u0uLi6TJ0/evHmz0WjEBrgrddchLgJuJ0PkOliUjAaBDDSP4HK5VIK/oKCg3NzcjvL9+/cPHTqUOuD69evYAN3QkbybMMCSE5i8GzEtvZtc02g0Pv3007t37+5YfxUcHHzr1i0AiI2NHTNmTMcwBHMCU3AMijFV250Ut+ptxt30XNbGvDO6XC/lBEYGGw+eE7gHMm7eIyfwtm3bvv766zsWaBqNRgaDodPpOuf7jI2NjY2NpeZBBm+C2fIMOPweaOUQtcEtfHW3ybNEIlFhYWFoaGiP5QTuR/r02yqZoUQPTg94xN1yAqelpUVFRfn5+V27dm3s2LFUTuBRo0bJ5XI7O7uWlpbhw3ERcTuEAc5vhIyvwSEQFh7C5dXIwJ+PSE9Pf/3111955ZXw8HCJRNKRE/idd97Zt29fZWWlm5ubUCjEBgAAkNXArumQvgGCn4cV6WgQyEDrR3RLZGRkfn5+5xIqPUdwcLC3t7dIJIqJiUH1AQDyj8CRNQAkzN0FI55DPZDB4hH3QCAQYKBtgE7Juz3GwZydYIu9KgQ9AumguRASl1LLq2HaZ8BgoSQIegTSTk48HHsLOHxYdAj8pqAeCHoE0o5WAcf+B/IOgd9kmB0HPGeUBEGPQNqpvQpJS0FRD5HrYNJ/cPUkgh6BtEOSkL0NTn8IfFdYchI8QlESBD0CaUclgsMroewsDH8WnvkRuPibDoIegXRQdg4OrwS9CmbHQciLqAeCHoG0Y2yDzG8g42twGQlzd4K9P0qCoEcg7ciqIXEp1F6FsJXw5CfA5KAkCHoE0g6VvJvJhZf2Q2AU6oGgRyDt6FRwYi3k7AfvCfDcTyBwQ0kQ9AiknYYcSFwCLZWYvBtBj0D+DrX84cxHYOUAi4+B8HGUBEGPQNrRSCD5NSj+HYbOgOgtmLwbQY9AOlF5AQ4tB40UojZA2Cqg0VASBD0CAQAAwgjnv4bzG8HOD15KAJeRKAmCHoG0I6+DQ69C1R+YvBtBj0C6UHgcUv4NRBs89xMEP496IOgRSDsGLZz+CLLjwG0UzN0JdpgAFUGPQDoQF0PiUmjMg7CVMO1TYLBREgQ94h9RUlKSl5cXFhbm5vbXckOJRFJUVOTt7d3Q0DB27Nh+o9OfybstYUECBEzD6wYZPPRWKKSbN282NjY+/fTTixYtKi0t7SjPy8v77LPPvvnmGx6P1z8U0qnGVm2Dw6vAfRysuoAGgWA/ome4ceOGXq+PiIgYP358amqqv/9fO6Pj4+Otra37hzz1NyBxqXtLFUaXQwYtvZsTGABmzZr1ySefjBo1inqamZkpEon4fH5TU9OiRYs6DjO7nMAk6dt8anj9AR3L+qpwtZQXaCYNhjmBkR7hwXMC94BH3CMn8NGjR2UyWWcvIEmSRqMBwNSpUw8cOGBvb39nhWi9blv3Ry2G5NVQcgqGPQOzNqecyjCfhK4ikWjr1q3z5s3DnMD9qEpmKNGD32i9mBM4NzfXwsLimWeeqays9Pb2pgo/+OCDdevW8fl8JpMpFou7eoTpqTgPh1ZAawtEbYDw1fgPBxnk9NYAu7y8PDY2NiMjY926dbdv31apVMuXL6e6DzQaTS6XW1hYBAQEmJcYhAHSv4Td0cAVwPKzaBAIAr03Z8lisd544w3q8ejRo3k83vvvvw8AkZGRqampbW1t8fHxdLo5TQHKayFpGVRn4fJqBOkLj/D09PT09Oxc4uPjQ42CoqLML3xbwVE4sgYII8zdCSPm4GWBIL3uEf2GP5dXbwP3MTB3F9h64zWBIOgR7TQXQeISTN6NIOgR3UEl72bzYGEi+E/FSwFB0CPa0Snh6P9AXhL4RsLsOOC74HWAIOgR7dRdg8SlIK/F5dUIgh7xd/5K3u0CS06C57+w+REEPaIddTMcXgWlZyAoGmb9CFxrbHsEQY9opzwdDq8ErRyXVyMIesTfIQxwfiNkfA2OQ2DRYXAKwiZHEPSIdmQ1kLQUai5DyIswcxOwLLC9EQQ9op38FDjyOgAJ836B4bOxpREEPaKdtlY4EwvZ28BjHMzZCbZCbGYEQY9oR1QAiUuhuRCXVyMIekQXqOXVHD4sTAK/Kdi6CIIe0Y5WAUffgNuHwW8KzI4DnhM2LYKgR7RTexWSloKyEZN3Iwh6xN8hCciOg9Mfgo0Qlp0B12BsUQRBj2hHJYLDK6HsLIS8CDO+A7YVNieCoEe0U3YWDq+ENg3MjoOQF7EhEQQ9oh2DDk7HQHYcuAbD3F1g74etiCC9Ry9GTxCJROfPn29ubr6jvKioKDMzU6PRPMpJJaXw81TIjoOwlbDsNBoEgvRXjygsLNyzZ09ERMScOXMqKys7ytPT06urqx977LEPPvjgoU+aEw9xE0FeBy/th6e/AiYH2w9B+qtH2NnZjR49mkaj8fl8NpvdUb5p06aIiAgmk2k0GouKih70dDoVHFoBh1eB22hYdQECo7DlEKRv6MXkmgqFYvfu3Y6Oji+88EJHYUhISE5ODgDExMSEhYXNmDGDKr9HTmBrTWVo1f9Z6kTFLtFFztHk4I4uhzmBkR7hwXMC98Cc5d1yAgsEgsWLFy9btiw0NNTX15d6lSAIKi0wSZIEQXS8KzY2NjY2FgBoNNpf2VOp6HJnPgcrB5h/fIjw8SGmUNOsErqKRKLCwsLQ0FDMCdyPqmSGEj04vZUT+NixY1wud+rUqQEBAfv376cS+QGAl5eXWq3m8XgKhUIovOeOTI0Ekl+D4t9h6EyI3gwWtuj9CDJw5iOUSiXVZSgsLIyMjOzICbxixYpz586RJKnT6UaOHHnX91degG0ToDwdojbAC7+hQSBIP+5HdMv8+fOLi4uPHDny8ccfjxgxAgCorkR0dPSVK1fOnj27YcMGWncbK5h0gPQv4fxGsPODlw6CywhsJAQZgB4BAIGBgYGBgR1PqZzAABAaGnqPd433ZED6BhjzMjz9NUaXQ5CB7BGPOEjRA8zdBSOew7ZBkIE8H/HIXG8wokEgCHoEgiDoEQiCoEcgCIIegSAIegSCIAh6BIIg6BEIgqBHIAjSV/Ri/IhHrBBmx0CQPqHv4keYqup9aVtmVSWsD0rUl/+McayBIAh6BIIgjwqDihBnPmi12qlTp2KVsD4okZlUyeyGSQiC4FgDQRAcazwqRUVFFhYWnVNyAEBjY+ONGzfYbDafz+/7+hQUFDg6OrJYrM6FjY2Nra2tjY2NDg4OvV0HjUZz5coVpVLp6OhoJrJcvXq1urraw8Ojc2FWVlZbW1t9fT1Jkjwer4+rdP36dVdX1wdpvr5BKpU2NTXdkeLAhBJdunTp+vXrQqHwDim6bUrz7UecPn167dq1paWlnQubmpoSEhIiIiJ27NjRNTNgr3K3rGKpqanr16/ft2+fs7Nzb9eBJMkNGzaEh4eXlJSkpaWZgyybNm0SCoVeXl4bNmzoXL5r1661a9dmZ2ff4WV9MLQ+fPjwsmXLHrD5+sawNm7cmJKScke5qSRKSkry8vIaM2bM5MmT29ra7tuU5usRTz75ZEBAwB2F8fHxVFzMESNGHDp0qI9vhm6zigmFwqNHj65fv97WttcDdufk5Oj1ejqdPnHixB07dphcFoIgTp065ejo6Obmlp6e3vml6dOnHzp0aOnSpXR6n15XXC539uzZXZMSPWJSuJ5gzJgx4eHhXctNJdGJEydaWlo8PT3ZbHZxcfF9m7KfzUeUlpZSvTJra+s7uhi9TUVFBZfL7frRCoUiLS1tz5492dnZffb1BQJBWVmZyWWRSqV6vb5jEKRWqzteqq6uPnv27KZNm0QikTlcOXdrPhNiKol+/vnnESNG6HQ6mUzWkRDrHk3ZGdOss7xx48b169c7l8yYMcPFxeVunW0qo9cdqb16EIPBsHfvXoPB0FHi6uo6ffr0u2UVW7hwIY1G0+v1EyZMuHz5cm+PNTq+vtFo7EtZ7l2frh+9Zs0aavXehg0bvvvuO5PfkHdrPhNiWom++eabPXv2WFhY3LcpTe8Ro0ePHj169AMe7O3trVAoqP/e90nt9agwmczFixd3Lb9bVrE33njjxx9/ZDKZEomkt7Xy9vameitKpbJzHfpAlm6xtbXtWMbLZDI7Jt7Ky8uPHDny5ptvWlpads7taEIeIilcn2BaiY4fPz5v3jxPT0+RSOTk5HSPpjTrsYZSqWxubq6traW6QKtWrVIoFM8///yNGzeokfmcOXP6sj53ZBW7dOnSDz/8AABRUVEEQWRlZXVOd9xLjBs3TqFQkCR59uzZFStWmFwWJpP5+OOPNzY21tbWTp48mUajbdmy5cKFC15eXkOGDAGAjIyMl19+uY+vHIlE0tzc3NjYSBDEQyeF6wW0Wm19fX1TUxPVgTe5RCkpKQkJCXv27Fm5ciWLxaKu5K5N2e17zWsN1c2bN7VaLUmSQqHQzc2toqKCytxTWlpaW1vr6enp5+fXx1W6cuWKQqEYO3asjY1Na2urXC53cXFRqVRpaWk8Hu+JJ57ogzq0tLTcuHFDIBCMGzeOGmabVhaCIDIyMkiSpC6spqYmPp9vaWlZWVmZk5MjFApHjRrVx/W5dOkSg8EgCGLUqFGWlpYdEnVuvj6eCmlsbKTRaNbW1sOGDTO5RLm5uVKpFABoNNrEiRM7ruQ7mrIfeASCIOYGrrNEEAQ9AkEQ9AgEQdAjEARBj0B6mv4yLb179+6srKxuX8rOzt6zZw82JXoE0sPo9fovvvjiyJEjCQkJn332mQlrUlFRsXbt2pUrV+bn5wPA9u3bV69eXVFR0fmY1tbWsWPHbt26dcqUKdTqVb1e/8Ybb3zxxRehoaEdq4YR9Aikx0hKSgoJCYmOjn7++edNG3Dcx8cnKCjIzc0tKCgIAFasWPHEE09QSxg6w2KxVq9e3dzcTC2LZLPZkZGR77//fh/vgELQIwYLbm5ucXFxtbW1ALBkyZKWlpb4+PiCgoJz586VlJRQxxQUFJw8eVImkwFAVlbW6dOni4uLT548qdPpFArF/v37q6qqMjIybt26BQApKSlXr15VqVQHDhyoqqoqLy/fu3dvU1PTqVOnGhsbqROWl5enpaXl5eWdO3fuHnW7R0CHhQsXUiMLkiQZDAa2I3oE0ltMnDhxwoQJYWFho0ePbm5utrGxKSgoyMjImDx5clxc3MWLF6uqqtLS0qZOnUptVxkxYsR7771Hp9NtbW1//PFHPp9fWlr6yy+/REREfP7550aj0dbWNikpycrKqrq6+ubNm56envv378/JyZk8efJbb71FOc7+/ftDQ0O3bt0aEhLyaNVetGgR5RGZmZnjx4/HdkSPQHoLjUbz3nvv1dXVbd++/b///S+NRrO3tx82bBgAzJo1a+fOnUKhMDg4+Ny5cyqVCgB4PJ6Li4u/v7+rq2t9fT2NRnN0dBw1ahSdTre0tFSr1VRMHRqNRm0KYrFYPB4vLCyMxWLpdDrqE/l8PovF0uv1dnZ2nStDo9E67yy8x0yqm5ubh4fH5cuXxWJxH4T5QtAjBi8pKSnUVF9oaGjHhgXq5mxqanJwcNi/f39RUdG0adNYLBY1JKECLnS+hzuXsNlsqpxa/N/5AKrc1dWVz+dfuHDh22+/vaMyw4cPr66uph7X1NQMHTr0HjV/5ZVXvv/++z7eZIGgRww6pFLpTz/9dPv27eTk5EmTJlGFly9fzs3NvXTp0rvvvksQhEwmu3Tpkr29/aVLly5evFhSUpKTk3PixInCwsKCgoKsrKy0tLTi4uKSkpJTp04JhUKJRJKVlVVRUXHy5Mn8/PyKiooTJ05kZ2eXlpbm5ORYW1sfOXIkKSnpq6++uiOCXlhYmJeX1++//56bm3vlypV7e8SsWbNyc3M76oyYEhIZuGg0GpIkq6qqampqqJJNmzalp6crlcqOY3Q6nV6vpwLYPMg5CYJQKpWtra0qlarrq5999hm1k72+vv6dd97pekBDQ0NpaWm3Z962bVvnp3K5vPPTHTt2YIOaBCa65ACGijjk5eVFPW1pacnJyZFKpRMnTuw4piME+QP+vkij0e4R0Hn06NEZGRmOjo6NjY3Tpk3resDdoo11RSAQYAuaA+gRgwhbW9udO3f26kdMnz4dAAiCeIQVDVwuNysrq9tQsdnZ2UwmXqumAeNHIAiCc5YIgqBHIAiCHoEgCHoEgiDoEQiCoEcgCDIQ+H85BG0Dzx68RgAAAABJRU5ErkJggg==\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"def lin(x, a, b):\n",
|
|
" return a*x + b\n",
|
|
"rs = dict()\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",
|
|
" save_fig(f, curve['desc'] + '_rs.pgf')\n",
|
|
" rs[curve['desc']] = 1/popt[0]\n",
|
|
" print(curve['desc'], 1/popt[0])\n",
|
|
" "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"ename": "KeyError",
|
|
"evalue": "'aht'",
|
|
"output_type": "error",
|
|
"traceback": [
|
|
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
|
"\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)",
|
|
"\u001b[0;32m/usr/lib/python3.8/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_value\u001b[0;34m(self, series, key)\u001b[0m\n\u001b[1;32m 4735\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 4736\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mlibindex\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_value_box\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4737\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mIndexError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
|
"\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.get_value_box\u001b[0;34m()\u001b[0m\n",
|
|
"\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.get_value_at\u001b[0;34m()\u001b[0m\n",
|
|
"\u001b[0;32mpandas/_libs/util.pxd\u001b[0m in \u001b[0;36mpandas._libs.util.get_value_at\u001b[0;34m()\u001b[0m\n",
|
|
"\u001b[0;32mpandas/_libs/util.pxd\u001b[0m in \u001b[0;36mpandas._libs.util.validate_indexer\u001b[0;34m()\u001b[0m\n",
|
|
"\u001b[0;31mTypeError\u001b[0m: 'str' object cannot be interpreted as an integer",
|
|
"\nDuring handling of the above exception, another exception occurred:\n",
|
|
"\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)",
|
|
"\u001b[0;32m<ipython-input-20-48ba4aec6918>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mccurves\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'3x3_hell'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'aht'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
|
|
"\u001b[0;32m/usr/lib/python3.8/site-packages/pandas/core/series.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 1069\u001b[0m \u001b[0mkey\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply_if_callable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1070\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1071\u001b[0;31m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_value\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1072\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1073\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mis_scalar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
|
"\u001b[0;32m/usr/lib/python3.8/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_value\u001b[0;34m(self, series, key)\u001b[0m\n\u001b[1;32m 4742\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mInvalidIndexError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4743\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 4744\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0me1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4745\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# pragma: no cover\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4746\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0me1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
|
"\u001b[0;32m/usr/lib/python3.8/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_value\u001b[0;34m(self, series, key)\u001b[0m\n\u001b[1;32m 4728\u001b[0m \u001b[0mk\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_convert_scalar_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkind\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"getitem\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4729\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 4730\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_value\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mk\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtz\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mseries\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"tz\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4731\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4732\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m0\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mholds_integer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_boolean\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
|
"\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_value\u001b[0;34m()\u001b[0m\n",
|
|
"\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_value\u001b[0;34m()\u001b[0m\n",
|
|
"\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
|
|
"\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
|
|
"\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
|
|
"\u001b[0;31mKeyError\u001b[0m: 'aht'"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"ccurves.loc['3x3_hell']['aht']"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 21,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"3x3_hell 4829.672875332989\n",
|
|
"3x3_schaltung_2 12.260149943835113\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"3x3_schaltung_3 27.32225131778705\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"3x3_schaltung_4 3.4871621315913117\n",
|
|
"3x3_verschattung_1 781.1210886930061\n",
|
|
"3x3_verschattung_2 500.4631310673579\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"3x3_verschattung_3 1079.1258349574764\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"huge_hell 430.64220644999955\n",
|
|
"huge_verbraucher 23.011077088185388\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
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],
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"text/plain": [
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"<Figure size 360x288 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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keuyxx0aMGOEoMRqN+fn5QqFw1KhRXefPz88fO3YsVDQAgypHuLq6Ll26tNu3amtrVSqV4yVBEFu3bpVIJMnJyU1NTbNnz3aeuaioaOPGjadPn4aKBmBQtTUWLlzYtfDatWsIIbFYPG7cOEdhQUGBxWLBcTwhIWHv3r2djjhUKhVBEFDLAAy244hOmpqafvzxx7y8vP3793d6q6qqinwaMJ/Pv3XrlvNbmZmZM2fO3L59u3OhRCLZtGkTOS2VSilYI1SLijxqS01NZbFYUFcDMSTKRvUAcoRKpTpx4sTRo0dlMtkLL7wQGhradR6CIOx2Ozlhs9kc5SUlJeHh4RiGdZpfIpFIJBKEEIZhSUlJFFyXVIuqsLCwrq5uzpw5bm5uUFcDLiTKRnW/OaKqquq11167devWokWLPvvss6qqqqSkpG7PYgYHB2dnZyOE9Hq9WCx2/gaCIH777Te5XJ6TkzNhwgQ4ZgPgofrPtfpvLt86tmKyO5f50M9HDB8+/O233968eXNsbKyPjw9Z2O2xbmxsrE6nIwji4sWLy5cvRwi9/PLLOp0uMTExKSkpPDycxWKFh4fD+gPgYatXGWVq04MaDvsuxxEYhk2dOhUhZLVaL1++3NTUdObMmdzcXLKZ0GnObdu2paeni8Xi2NhYhNC6dev4fD7Z+tDr9R999FFDQwNZAgB4eN54bORrj4TRcazvzkcghOh0+qxZs2bNmmU0GrOysrqdRyQSzZo1y/EyJCSkU6IBAPTRuYMHnSB6bGvU1dV1KnFxcXnzzTcRQgaDwbl/BABgkOedbkv37NnTU+fIhoaG6Ojo6dOnQ90BMHRzxObNm6FqAAAI7ukCAECOAABAjgAA9HGOcO5YTbJarVBfAFDQj7myWdszWtrMfZcj9Hp9cnJyp8IjR47AygCAgmRqY4PG1GZ+KL/i3V/XoNPpy5YtEwqFjhKCIKKjo5ctWwbrAwCqWfNI2CuzQx9GB6oec4TVaj1+/Phjjz3mXHj8+HFYGQBQ00NKED22NXg8XqcEgRBavHgxrAkAhhq4rgEAgBwBAHh4OYIgCJPJ1NMw2QCAIZ0jLl68uHbt2tOnT7e0tGRmZkJ9AQA5ovNBxCeffCIWi/39/Ts6OqC+AIAc8Qetra0pKSmNjY1paWnl5eVQXwBQyuUK5Qvf5ujaH+Lv911yxOLFi8vLyw8fPpyTk9PTU3kAAP0lvVx5qVLZoGnvtxzx448/rlq16vjx42vXrt2xYwesEgAo5d2/RFxdPzvC9yGOF3uXHFFdXZ2cnFxaWvrss8/CPV0AUO5kAYb58NkPdRF3GfN2/fr1tbW1Eonku+++k8lksEoAGGq6zxGNjY0rVqwgH9KHEJLL5atWrSII4sCBA1BlAECOQC4uLu+8886kSZOcCy9dugT1BcCQa850WyoUCskEsX//fsclTxgLGwDIEZ3Fx8dbrVbyqb9wbzgA0NbobP/+/dXV1TiO4zjOYrF6uj1co9HweDwajda13HmgGgDAYMsRzz///OjRo8npnvpZ7tmzZ9KkSenp6XPnzg0NDSULm5ubz549O27cuL/97W/ffvstZAoAHqyfi5r+fbHqu79N8OKx+rOtwWaz165de/LkyZqaGovF0nWG2tra0tLSyMjIJUuW7Nq1y1GuUqna2tqio6MxDGtsbIQ1CsCDVSHXVyj0GqOln48jCgsLd+zYkZOTExIS0u11jby8PPIYQSQSXb9+3VEeHh4+bNiwq1evRkVFjRo1CtYoAA/WmkfCVs4YzmbQ+jlHmEwmg8GAEGpraystLe16acNkMuE4jhCi0+mdxpiw2+1ms9lgMDiflZBIJJs2bSKnpVIpBauealGRT2BOTU1lsVhQVwMxJMpG1VvEHalUqqeffjoyMjIpKUkmk3WdITU1dd26dQRBaLXaOXPmOMpLS0urqqoIgnj99dd37drV9YN3XXS/OHXqFNVCKigokEgkra2tUFcDMSTKRtX7HfAu5yNEItGRI0eKioo++OAD8getk6lTpyoUCoRQcXFxYmIiQmjfvn0mk4m8ywMhpNfrPT094cgQgAHqLm2NpqamjRs3trS0IITi4+OjoqI6zcBisV599dW0tDSNRvPKK68ghHg8Ho7jq1evvnr16qlTp+Lj45955hmoaAAGZ45ISUmRSCQVFRWjR48uKSnpdp6xY8c6v1yyZAk5MWPGDKhfAAa6u7Q1oqKiVCpVVVUVm83WaDRQXwBAjvgDsVhcVVWVlJT07LPPQo4AgAraO2wF9RqCoEaOYLFYCxcu9PDwePPNNxcuXAirB4B+99G5sqTPr1yvU1MiR6SlpSGEcByfNm3a5cuXYfUA0O8WxQQ8Gy+O8OH1zeJ6PGcpk8mOHTt25MgRclwZHMenTJkCqweAfhfpL/jQX9Bni+sxRwQEBKxdu3bEiBFkrwcAwNB0l7aGt7d3dnb2zZs3P/zww1u3bkF9AQA54g/0en1sbOyGDRv+/ve/k/0pAQCQI/4fi8Wqq6tjMpne3t7d9sUGAAxu9Lu2Nb777rstW7YcPnwYcgQAcBzRWVhY2FtvvSUUCufOnevt7Q31BQAcR/zBDz/8cO7cOTabjRDCcdxxLwYAoO8dzanbeq7sp39MGebpSpUc4e/vf/DgQXK6oqICVhIA/Qj7HZWOI0aMGLFly5bw8HAcx4uLizds2ADrCYD+8lRc4FNxgdRqa6SkpAgEAp1OhxDqNBQdAGAouEuOCAkJcQwDAW0NACBHdKZUKufPnx8VFYXjuNFodB4dHwAAOQIpFIqPP/6YTqcjeCYwAEPSXfpHrFq1is1mX7lyRa/XL1++HOoLAMgRf3DlypUDBw5Yrdbjx48fO3YM6gsAaGv8gc1m27x5MzmdkpIC9QVAvziZ37DlbNl/lseHeLj28aLvchyhUqnIC59Go7GhoQFWFQD9wmC2Gc3WDpudcscRjzzyyMqVK/Pz8318fPbt2werCoB+sXRi0NKJQVRsaygUin//+998Ph9WEgBD013aGtevXzcajeQ0jEMFwBB093OWb7zxxsiRIxkMhlKp3LFjB1QZAJAj/l9TU9OaNWvIPlSZmZndzpOenk6n0ysrKxcvXuxolZjN5hMnTmAYVlpaKpFIcByHugZgELY1XnrppZiYmKioKK1Wu2zZsq4zqNVqqVQ6bdq0mTNn7ty501F+8OBBb2/vZ555prm5+fjx41DRAAzOHHHXZ/BkZWUJBAKEkI+PT0ZGhqM8ISHBy8sLIcThcNrb26GiAbhnVhvRj0u/32fwaLVaFotF5gKyJwUpLCwMIaTRaG7fvr1161ZHuUQi2bRpEzktlUopuD6oFhU5jGhqaipZz1BXAy6k+4zqUhMurcVfi7QFcfspUxB3JJVK7zxDcnLyO++8QxCEwWCYMmWK81tWq3Xbtm1qtbrbD9510f3i1KlTVAupoKBAIpG0trZCXQ3EkO4/ql9uymdtz6hrNTzYqHq/A96lrUE+pEsul8vl8m5nmDRpklKpRAg1NDRMnjwZIVRUVERGcPz48ZUrV7LZ7PPnz8PhIgD3Zs4o77TXpwe6uVDrfIRer09MTNy7d6/ZbF6zZs3KlSu/+OILx8CWztzd3WfNmpWWlnbhwoV3330XIXTgwAG9Xp+RkfHVV18lJibOmzcPBtQGYOCi95QjNm7cGBsbW1JScv78+dLSUoTQ/v37u5356aefRgjNnj2bfEn2oZgxY4ZjACsAwMDV/XFEXV2dh4cHQujs2bNz5swhC93c3KC+AIDjCIQQiouLW79+vc1mu3DhwoULF9rb29PS0qAvNgCQI35Ho9G2bdtWW1v78ccf4zje0tISGBg4bNgwqC8AIEf8DsOw4OBgctrDw4NsegAA+kydynjqRsOL00JcWfR+DANuowCAon7Mrd+ZWnHttpqixxEAgP710rRhYwKEU0P7+RAecgQAFMXnMB4Z1f99i6CtAQCAHAEAgBwBAIAcAQCAHAHAkGezE9VKA+QIAED3vsy4NWtHxuUKJRWCgWufAFDOjJGexY3aCF9KPNcGcgQAlBPpL/hqaQy0NQAAAwDkCAAA5AgAAOQIAADkCAAGOaPFdqWqxWonqBMS5AgAKOTbX6uf3ZudXtZMnZDg2icAFPKXaD+92RYXTKHxpSFHAEAhwe6u6+eFUyokaGsAACBHAAAgRwAAKJojjEbjb7/9VlJS0vWtGzduQBUDMKRzBEEQW7dujY+Pr6ysTEtLc5SbTKaTJ0+++OKLUMUA9MbPhY2RkgsF9ZrBliMKCgosFguO4wkJCXv37nWUs9nshQsXCoVCWPcA9AaDRmPScRqOUS2w+732WVVVxeVyEUJ8Pr83DwSVSCSbNm0ip6VSKQVXFdWiUqlUCKHU1FQWiwV1NRBD6n1U70WhW7kZt3IHV44gCMJut5MTNputNzlCIpEghDAMS0pKouC6pFpUhYWFdXV1c+bModpz2ylYVxQMibJR9V1bIzg4WKfTIYT0er1YLIYjRgAGmfvNEbGxsTqdjiCIixcvLl++HCH08ssvk1mjtbVVqVTK5XLyQAMAMBRzBIZh27ZtS09PF4vFc+fORQitW7eOz+fb7faysrK9e/dWV1ebTCaoaAB6ojZajl+XtXfYqBneA7hfQyQSzZo1y/EyJCQEIYTj+JQpU2D1A3BX/7lWv/VcGYdJWxDlOzhzBADgfjwZE+jKpM8Y6TlojyMAAPfDnctcNom65/vhfg0AAOQIAADkCAAGIkoNXQk5AgBqOZ3fGPHu+d9utUKOAAB0w5PH8hOyRS4MKgcJ1zUA6DeThrtfenMmtDUAAAMY5AgAAOQIACimvcOWUa7ssA2A2x0hRwDQD45k17+wP+dskZz6ocI5SwD6wbwon1aDeVqoB+QIAEA3fAXsNx8bOSBChbYGAAByBACUoTZaDl6t1ZuskCMAAN1ILmh6V1qcUiIfKAHD+QgA+tQTY/04DHzuaB/IEQCAbvA5jCdjAwdQwNDWAKCP2AmiXKEniAEWNuQIAPrIsVzZY59cPpXfADkCANCNiSFuC6J8Y8SigRU2nI8AoI+EeLh+/uz4ARc2HEcA8NDl1Kgmbkm9dls1EIOHHAHAQ2ewWDWGDqPFNhCDfzBtDY1Gw+PxaDRap/LW1lZ3d3fYRMBQ1tyOkkZ6lW2eh2EDMv4HcByxZ88emUz2xRdfVFZWOgotFsuuXbuam5vff/99s9kMGwoYmk7mNXyYTz9+XTZAE8QDyBG1tbWlpaWRkZFLlizZtWuXo/zIkSMhISEREREjR45MTk6GbQUMNXaCuNmoi/IXRIqI8UGigfuP3G9bIy8vTygUIoREItH169edy//rv/6LLE9PT1+8eDFZLpFINm3aRE5/9NFHFKwRqkVls9nIgzWMer9EFFyD1AmpwixINQRMd21MYKmP7y8ZujnCZDLhOI4QotPpzm0KRzmDwTCZTI5yiUQikUgQQhiGkU8Yp5TGxkY/Pz9KhaTVahsaGgICAphMJtTVgAipyYj9cJs1168jRm2N9xNZWo1Uq6g+zRGenp75+fkIoba2NufTk56enm1tbQghvV7v4dH9YDtPPvkk1apDKpUmJSVRKqTCwsKTJ0/OmzfPzc0N6orKIdkJorbV+NbxwvljfJrLSsbGxkvG+VGzovr0fMTUqVMVCgVCqLi4ODExESG0b98+k8mUmJhYWlqKECorK5s/fz60TsGgZLUT7R22Y7n1qaWK8HfPH8mpvXZbxaHTb74/94lxfoPjf7zf4wgWi/Xqq6+mpaVpNJpXXnkFIcTj8XAcj4uL02q1GRkZsbGx48aNg40JDDh2gsAxrM1s5bLoNS0GfyEnu0YV7sP96UbDxGHuO1PK543x23iq+Om4wINZtc9PDvZwZU4L9VyRMMKdyxxM9fAA+keMHTvW+eWSJUvIiTlz5tz5g+QNcBiGrDYCw5DJamPguI0g6DhmtRMMHCcQQcMxO4FoGGazEzQc67DZGTTcYrMzabjJamPR8XaLjc2gWWx2Np1mtFg5TJq2vYPPZhjMVi4vkodEAAAOzElEQVSbTk63d9hcmXS9qYPHZpCrXGfq4LMZmnaLkMNsNZjdXJkaY4fIham1IDtBKPVmTx6rpc3iwWXKtSYfAVuhM3vzWTJ1e4CI06Bu9xdxKpvbhntya1sNISJGdaMy2M21pqUt2IN7u6Ut2MO1XKEP8+JVKduGe3IrFPowL15Fsz7Mm1cu14d6cQtlmgg//rUadXSgILeqcUKga16demygML9eM14sKm7QRgcIS5p0o3wFJU1aWpui3Ubo5dUlt6rDffj59eroAGFRg2a0n6BQph3jzSitbwn35Zc06CL9+SVNujBvXkmjLsyHl1+vGRsovNmoHeUnKJZpR/nzSxp0ET78m03a0X6CsiZdmA+vqkE+wp1dqdCH+fBuNRuC3F1qlG0hntwapSHEw6VO1e4v4shURj8hp0HT7i/kNGlN7q4Muc7kL3Jtri0tuKDRGC0CDl3bbnVh0Q0mqyubZrTYXBg0U4cdx5DFandh0uwEstoJOyIIO4HjmM1G0Gm42WblI6PJYuMwaQaz1ZXFaO+w8tkMvckq4NDbzDYhh6FsM7lzWeo2iwePpTJYvHisckVboIhT02IQi1jNLS0BIpc6lUHs5lrdYgjxcNVXNdw0F1Q1t43w4lYq9KFevFK5LtyHX9msH+nDK5JpR/nxixu0kX6CsoaWMd6Mm03acB9+SZMuwodfKNOM8uOT8+TXaSL9BQUyzShfflGDNtyHVyrXh3pyK5VtJk+uXdmm9WTNVarCTfydHOM4nfD5UHuA1WVTJI7KTqOyztt5dN1tlHzxD0UdRmSz3PsuZ25D9vsYxsqsQ4Q90qu3bQiM6KdbVZk0rHTTeDtCNAxZbIQAM9hsBA3H7HaChmNWO0HHMZudoNMwq51g0HCL1c6kd/PXbLWxaRjL1kajYeQ3kJ+12gk6Dbfa7ORfBg3v6OEvYetwRSb42QTOLHSu2YZYdNxis7PoeIeNYNJ/35DsBEHHcQIReI9XmjDEFjheGAwGV1fXP3MCgIZYvHsPncZEDJe7zhXx+plSZa/6ffbbPV0EQhq2f4fNTqfhGEIddNxOECw6rd1i5TDpRovVhUnXtXdwWXRtewfHhdtqwtxcGSpDhzuX2dr2+++8F4+l1Jt9BOwGTbuvgKPQmfyEHLm23V/kUq8yBog4jZr2AJFLhdoe5CWobjaM8OJWNutDvXmVCv1Ib16Fom2kL69C3jbSl1vWqA/34xVUN48f7l3apIvw5Zc26Ub58svk+rAAv7wG/bggUUG9ZmyQMK9OMz5IVNyojQoQ5NdpogOFRfWa6CBhkUw7JkBQINOODRQWN2ij/AWFMu2YAME1uS0m2C23Vh0rdrtep4oLditu0I0NFJY16SL9BRVy/UgfXqlcH+HLK23Sj/Th3mzQhfvwixu1o/0ENxt1bhx6ekF10rRxVWrL2EBhWVNbuC+3tFE/2p9fJteH+/DK5foIX36FQj/Ci1uh0If78G8p20K9ubWtRrEHv1KLhntyq1sMwzxda5SGYZ6uta3GIDeXulZDkIdrg7o9QMRp0pq8+WyF1uQrZCv1Zg8eq0VvdueylEa7h0hEHk+pjRYBh6kxWtxdWXpTB4dJu3z12vTJEwxmqyuL3m6xubBoZqudScMtNjsDx6x2gsV2seBMRCAbgRg0zHECzI4QDcPIA8YOu51Jo3XY7Cw63ma2cRh4m9nGZdI0pg4ul2+04nwOU220CDkMhd7k4cqyEYTQhdFmsgk4dI2xQ+TCUBs7RK4MXbtV6ML46ecLixY8pmm3ilwYKhvTneeiMXaIXJlKvdmDy9SbrEIXhra9Q8Bh6NqtAg7DYLFyWXSDxerKpJM/LQSByB2fiRDZYCD/Mpz2FtrvaaC3Uil5zrLs+V7/B0Q/6cdF38GpU6eoFlJBQYFEImltbYW6GoghUTaq3u+AcE8XAOCOTR+oAgAA5AgAAOQIAADkCAAA5AgAAOQIAADkCADAINBvfbGxgTt2FwCDQi/3fTr1Q+zjzAVRDdyooKIexo80tDUAAJAjAAD3ikaOLtn3TCbTXQeYgKggKqiofo+Kii0lAAC0NQAAkCPuSKVS3b59u1Oh0Wj87bffSkr652EEPS39l19+aWhouHr1qt1u75tI5HJ5ZmZmU1NTp/Ly8vLMzEyj0dgv9dPt0svLy4uLi2tra8vKymBDcq4Wg8HQ7xuSs6tXr0ql0vb29k7lubm5WVlZlMsRN27c+Pjjj6VSqXMhQRBbt26Nj4+vrKxMS0vr45DusPSNGzeuX7/eaDSSTwx52BQKxbFjx6ZNm7Z3716lUukoz8jIqKurmzRp0j//+c++X2U9Lf3ChQvr16//4YcfvL29YUNy5ILXX3+9qqqqU3kfb0jOTpw4ERQUNH78+JkzZ3Z0dDjKP/30U7FYHBQUtHXrVmrliPHjx8fHx3cqLCgosFgsOI4nJCTs3bu3j0O6w9Lffvvt77//fvbs2X0TyZEjR8LCwhBCkZGRP/30k/PqnDZtGp1Ot9ls5eXlfVw/PS1dLBYnJyevX79eJBLBhkR65JFHQkNDu5b38Ybk7OzZs2q1OjAwkMlkVlRUkIV2uz0lJcXT09PPzy8jI2MAnI+oqqricrkIIT6ff+vWLeosPT8//+LFizt37uyb87uOSAQCgfNvUU1NDZvN7lreN3pauk6nS0tLO3jwYHZ2NmxId9bHG5Kzffv2RUZGms1mjUYzbNgwRzPNYrE4WmddG0ekh9vPUi6X//zzz50Sf0+P2yAIgmynEQRBPuTyIcnLy7tx44ZzyYIFC+6w9I0bN2IYlpGRkZycTD5n6GG3ehyRODdc7XY7QRBkp72+b9D2tPSlS5diGGaxWKZOnZqTk0OFXbHPNqQ/q483pK62b99+8OBBDofTqaK6bmx9lyN8fHxefPHFXs4cHBxM/hbp9XqxWPzwoho3blzXPNXT0o8ePSoWiydNmuTi4tL1JOLDEBwcrNPpyJ9o50iCgoIMBgOXy+1U3jd6Wvrq1at3795Np9NbW1spsiv22Yb0p/T9htTJzz///OSTTwYGBjY3N3t5eSGERCKRo0c2nU4nD76o0tYwmUyNjY0KhYI8vPn8889//fXX2NhYnU5HEMTFixeXL1/exyF1XfrLL7+s0+liY2OFQiFBEIWFhY8//ngfRLJkyZK8vDyyXb1o0aK2traXXnoJIbR8+fL09HSCIMxmc1RUVB/XT6elX7169bPPPkMIzZ071263Z2VlPfXUU7AhkfR6vVKplMlkFovFsfr6fkNyJpVKjx07dvDgwRUrVjAYDHL10en0yZMny+VymUw2c+bMnu7g6J8+VDU1NXK5HMMwgUAQERGhUCh4PJ6Li4tarc7Ly+Pz+bGxsX0fVael19TUkE82z8nJaWpqio2N9ff377MWtUwmCwwMHD58uHMk165d0+l0MTExQqGw7+vHeent7e1ardbHx6etrS0tLY3L5fbLqThqbkj5+fkmk4kgCLFY7Ofn148bkkNRUZFKpUIIYRiWkJDgWH12u/3SpUsEQVAuRwAABgroZwkAgBwBAIAcAQCAHAEAgBwBHoSBcir6+++/7+mGouzs7IMHD8KqhBwBHjCLxfKvf/3r9OnTx44d++CDD/oxkpqamtdff33FihXk/ZfffPPNypUra2pqnOdpb2+PiYn58ssvZ82aRXbTtFgsq1ev/te//hUXF+foKQwgR4AH5sSJE9HR0UlJSUuWLOnfwcdDQkJGjRrl5+c3atQohNDy5ctnz55N9hRwxmAwVq5cqVQqyT6RTCZzxowZ77zzTt/fHAkgRwwJfn5+X3/9tUwmQwj993//t1qtPnLkSGlpaXp6emVlJTlPXV3d5cuXyfv/qqurDx8+rFAoUlJS5HI5QkgqlRYWFubm5l68eBEhlJWVRd50c+bMmezsbJ1Od/To0dra2kuXLhUWFpJfWF1dnZaWVlxcnJ6efofYGAxGT28tXbqUbFkQBEGj0WA9Qo4AD0tCQsLUqVMnTpw4btw4pVIpFApLS0svXbo0c+bMr7/++sqVKwih3bt3JyQkbNq0SaVSBQYGHj16tKCgYObMmWvWrEEIubm5rV+/Pjw8PCcnJzc3d/To0bt370YIeXl5HT16lMfjVVVVHThwYNq0aR9++KHNZistLT169GhcXNyXX34ZHR19b2EvW7aMzBGZmZlTpkyB9Qg5AjwsRqPxrbfeamho+OabbzZs2IBhmLu7e0REBEIoMTHx22+/RQj9/e9/T05OZrFY9fX1DAaDy+VOnDiRwWCYzWYyF4SFhXG5XF9f38bGRh6PR94pSI4ig2GYp6fn2LFjcRx3cXExGAxGo5HH4zEYDIvF4ubm5hwMhmHOdxPe4Uyqn59fQEBATk5OS0uLh4cHrEfIEeBhkUql5Km+uLg4x20d5M6pUCg8PDxu3bq1c+fOxx9/3MvLy2g0kvdrkmNDOPZh8qWjhMlkIoTIDv9dZ/D19eXxeL/++uuOHTs6BTN69Oi6ujpyur6+Pjw8/A6Rv/DCC5988km/3IoCIEcMISqVas+ePTdv3jx16tT06dPJwpycnKKioqtXr7755ptWq9Vms+Xl5TGZzJSUlLq6upqamrNnz2ZnZ1dVVRUUFJw9e7aoqKiiouLKlSuXL1+2WCxisfjq1avXrl3Lzc29efNmVlZWWlpaRUVFZWVlSkqKQCA4ffr0iRMntm3b5jy4HkJo4sSJQUFB58+fLyoqunbt2p1zRGJiYlFRkSNmQBUEGFyMRiNBELW1tfX19WTJp59+mpGRodfrHfPY7XaDwUAOwdLLr9VqtTabTa1Wk4PNOPvggw/Ie7EbGxvfeOONrp9tamqqqqrq9mu/+uqrTktxfrl3715Yof2ODllykCHPHQQFBZEv1Wp1QUGBSqVKSEhwPk3g4uKCEOr99UU+n48Q6rYhMG7cuEuXLnl6esrl8kcffbTrDD4+Pn9qKYBSIEcMciKRiDxP+fDMnz8fIWS32++hRwObzc7Kyuo6bi1CKDs7m06H7bP/wfgRAAA4ZwkAgBwBAIAcAQCAHAEAgBwBAIAcAQAYDP4XrNcMEqdqo9QAAAAASUVORK5CYII=\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 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 $1/(R_S+R_P)$')\n",
|
|
" a.legend()\n",
|
|
" save_fig(f, curve['desc'] + '_rsrp.pgf')\n",
|
|
"\n",
|
|
" print(curve['desc'],1/popt[0]-rs[curve['desc']])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"source": [
|
|
"# Plot all ccurves"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 22,
|
|
"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 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
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4du3a1KlTL1++rK2tfePGDWglwISlup19t6Alvabz/SWummS1epx6ROsjZs+e7e7uHhgYeP/+femaKACYaFS1sReFJa3ytvpqraf61W5EGmFlZRUbG7tu3bqQkBB8WTQATDQKm3q+jSlfOtVi4wxrHU3yxNUIPp+PP14li7W1tbX1s0WmwcHBCKG8vDwjIyNbW1toOsBEQCiWxJe1JVa0X3pt5tzJpmpZx7/RCC6Xiz9MFRUVdezYsRd97M8//7x27ZpQKFywYAGJROp38TUAqB8bz6aXt7Li3gtyMtVV1zr2oxFCoXDz5s1lZWUCgUBLS4tEIk2bNq25uXmAoxgbG1+5ckUoFMbFxQ1jwSUAqCKn4ytdLfQmGWirsUD0rxEUCuWHH35ITEycOXOmg4MDvkT06dOnAxzFwsIiKioqJCRk2bJl0HSAiUAbix8WW+nnYBixe7Z617T/sYa5ufmmTZtyc3Nv3brF5XIRQvb29gMcJS0trbKy8vfffxcIBIsXL961axe0IUCNSShv23U5+9/LXNb5WKt9ZQeaj5g+fbqXl1dUVFRycrKhoaGn5wvv65iYmGzevBkhhGHYAI9+AYAaUNzMzKjptDKgznQwNtejqn19/2axB5FIXL9+vbu7+/79+wf4mLm5+d69e9PT08Visbm5OTQjQI356n7pT0k113f5q9YW+KOlEdJuwgA3NRBCZWVlW7ZsSU1N3bp165EjR6AZAWqJBMMWhyWTCISft/ta6k+UBUGDXR8x8DYBy5cvj46O/uCDD7q6uoyMjKAxAeoHTyi+nlkvwTAdKlnlcmSMej/ib0lJSenp6UEIkcnk1NRUaE+A+pFZ23UoumSZh8UPL/tMqIorZumoUCh8/fXXEUJ6enp9l2MCgKrza2b9mfiqQ6umrpxmNdHqrph+xJw5c3bu3BkeHp6bm5uVlQVNClAncuq7i5oYjF7hAjczY12NiVZ9xfQjTExMzpw5c+HChbq6uh07dkCrAtSJf1zKEomwosNLJ+ZWSsPUiA8//FCuRE9P75133oH2BKgTPVzhy+cfr59uPcvRaMLutTbYsUZGRoasefToUenr9vb2mpqaYfjOysqSOyxCqLe399GjRyUlJf2adDo9JSUFz9nX18TJy8uDxg2MHL5IklbVUdbCFEskE+pGxjD7EYmJifn5+f2+1d3dvWjRIkdHxyE5Pnny5MsvvywUCo8ePYrvfIcQwjDs6NGjhw4dio6ObmlpWbBggazp4eERERGxb9++I0eO7NmzRyKRyJqmpqYIocLCwk8//fTOnTvQxIERcj6l5lhM+ZmXfV7ytJzIcRisRki/xgpBIpHExsbiazcTExOlB8/PzxcIBEQicd68eW+++aaxsbGsOWvWLHynfA8Pj8jISC6XK2vu3r2bx+N1dXWNZQYNQF25X09kaLS9PMtutqPxBA/F+Gyb09XVJRAIpKMJDoejo6ODEKqqqsJz7ejp6VVXV8uZxsbG+D79+vr6jx494nK5siZCKCUlJTg4+Pjx47K+ICfwaKDeOYHbeaiCSWrhdm0wa095WK2urUVZNKLfnMDW1tYSiUQ6vuj7GsMwsVg8gCmRSOTMkpISNze3vrv4Q07g0UCNcwJ3cQS+XzxwpGG5ny3XopDUtbUokUb0mxNYJBJJv8xkMlmats/e3v7x48d4E7Szs+trMplMhBCTycQzj8uaVVVVGIY9evSITqdnZmbOnDkTOszAUKnt4HweXRziaWXGaxhLgVBmxmeTbzKZPGfOHDqd3tjYGBwcTCAQzpw5k5qa6uvry2QyMQyLj4/ftWuXnLlx48bc3Fx82mL9+vVy5qpVq1avXu3m5qapqQkJ/oBhIBJjaVUdCeXtQS4mXsYwqzX0fsR33323e/fu8PBw/Lcdx8rK6vXXX7e0HPLE7+HDh5OSkjAM++STTxBCoaGhNBqNQCB8/fXXCQkJdnZ2+FyDnLlly5bExMRXXnll0qRJfU0Mw1gs1jfffNPU1KSnpwdXFxgSb/6a/bC09da/ArxtDG435UBAhqwRNjY2ZDJZIBAcOXKEQqHghWw2Ozk5edOmTUPuwBCJ+FbaONJdJwwNDRcsWCAtlzOdnZ2dnZ1fZBIIhLlz58JFBYbBd/GVprrUBa7mHlb6EI1hasTatWsRQnL70JWVlbHZbIgjoNJ0c4Rn4qsnGVDj358P0Ri+RvTLrFmzZs2aBXEEVJfsuu4NZ9PfmOfwWoADRKOfLj+EAJjI5NYzrmY8nWqlH+hsOhE2pxyHfgQAqABiISJR+hZLMOy3J0+jcpuj35rrOQmmIRTUj6iurn733XejoqJqa2sLCwshgoCyg0nQhcWoMrbvO8tPJqcXlN1ZwgaBUKRGFBQUfPvtt1ZWVg4ODl1dXRBBQNkhENGKk+j2v1D5fWmZQCQ5fLvAtLdqCrVnWtA6CJIiNYLH43E4HIQQm80uLS2FCAIqgJU32noDRb8tlYmy5q5f0htMKPyz/36t32EIMPz5iGXLlr3xxhtFRUVOTk5nzpyBCAKqJBO/bkAIXe10+/ROyZc22at2/BsEQvEaQaFQwsPDJRJJamqq9DkLAFANmdgcnnzpUA1xtgvVPmDDfpqOFkRF8WONuLg4hBCRSAwMDExOToYIAiqEyNzzC8GmSz3Tbm8wsDeDeUpF9yMaGxsjIiLCw8MvXryIy0RAQABEEFAV2L29c76MnUnr/c8KZ80/tiMyAbmGQFgUqRHW1tbvvvuus7PzqlWr8BLpPjEAoPwCceeXry0pLlN9gnz93NCkZ3MTIBOKn48ICQmJi4vDn9EoKSk5cOAABBFQdsSCP375z/81zP5i1ZRtcxyfzU1sBZkYHY34+eefMQzDt5bjcrkQQUDZwSSHTpy+zZjxSYjLCm+b5+VW3mhzOArfjNZpIadgiJPCNMLT01P6/HVFRQVEEFBy4ss7eg3daBKtzbMcdDT/2uCtfdHWCKRrBlFSgEZ0dnZ+//33CCE2m3348GEfHx8ikdjb23vq1CkIIqC0CEXY7ivZVgbayf9+QU9hkg9ESTEaIRKJjI2NFy9eLFuYlJQEEQSUluJmZujZR5tn2qydPgmiMWwGuz7C3Nx87969rq6uxsbGtbW1rq6uJBIpJAQmewAlpaKVdTOrUZ9K8Xc09rE1hICMukZIKSsrs7CwQAg5OztXVVVBBAElRIJh51Nq//uo9qdXZkzwLFvjoBEtLS2enp7467q6OoggoIQsP5WSWdv1y04/T2tYTDlW8xFS/Pz8Vq5cSSQSORyObGbgYZCVlSUSifz9/WULe3t78/LyDAwM3N3d+5p0Or2ystLZ2RnfiVvORAhlZmZSqdRp06bBpZ2YiCTYL2m1VvpammRisCvcsBiPfoS9vf29e/fOnj374MGDyZMnD9vxyZMn7ezsbG1tZYUGzwns7+9fWVkZFxcnZ7a2tkZERAQGBp4/f769vV3ORAgdPHjQ3t4+PT0dUodPWCrprC/vldK0yGdfmQHRGOt+xM8//7x9+/bo6GhpAnE2m33ixInhDBdHISewi4sLlUo1MzPbvn27hoYGXNoJSGRO48e3iv4vZMpqbyuIxjhoBI1GI5FIDAZj27ZtZDIZ/3oPz+to5ARub2/n8/nZ2dl//vnne++9RyI9S8QGOYFHAyXMCVzLIhR0EjQQQdxUlNFdqHLXDqlBTuDNmzcjhF5//XVpCb4h1cCMWU5gNpttbm4+Y8aMtLS0S5cu7d69W6oRkBNY4ShbTmAJhi05kVzTwS79fLkmmahy1w6pQU7g5ubm3bt36+rqYhjG4XDIZLJIJOLxeA8ePBj4H8csJ7CmpiZ+HB0dncbGRugiThw4fFHA1wl+9oYHX3JXiEAAsgw2oNra2h9//HF4ePi+ffsiIiKioqKioqI+/PDDYSrTKOQEDg0NxacqCwsL169fD5d2gkBn8o7+UWagTXExp813NYWAKB5siDx48ED6OiEhARsuYrE4Pj4+Li4OHzXQ6XQOh4NhWFdXV1xc3JMnT/CPyZmVlZUJCQlVVVX9mlVVVbdu3SopKXmR02HUdyTcunVLXd0xmcxDhw5lZ2ePb+1EYsnlR0/tPrx7LaNOpa/d2Hsc/HdhyOsjTE1N9+7d6+joWFlZOX/+/OF3YEYhJ7CTk5OTkxPo/sRh76+5D0rp516ZEewGSyGUYM4Sx8vL66OPPkpOTl64cKGrqytEEBgvjv5RpqVBnONoHOxmRiHBNMR4z0dIEQqFxcXFmpqaVVVV3377LUQQGBfYPNEvabUFDT2X/zELBEK5+hEXLlwgEon4cgb8JjkAjDF5DYx1P6btnT95R4A9REPpNGLq1KmBgYH4a9iHChh7kivaf0yqcTLRnW5raKQDC2qVTyMcHByWLl3q5uZGJBKFQiG+ORUAjA0snuh+UUtGTccf+wLdLPUgIMqoEQkJCSdOnMDHGgkJCRBBYCxZHJYkEEsefbTQUp8K0VBSjXB0dLS2ttbT00MITZ8+HSIIjA08Mdp8Lt3bxsDORBsEQqk1IiMjY/fu3U5OTkQikUqlhoeHQxCB0YbNF2V3EDJru7bMtD2wfAoERKk1Ytq0aUVFRfjrtLQ0iCAwBvySVhtRQzq5aTo89K0CGrF48eKrV6/GxsZ6eXnt27cPIgiMNmGx5U+eMpZbYwunmP3vSUBg7Bjy4pO7d+8aGRkdPHhwypQply5dgggCo0p6dWdSRUdxc8+iSWIalQwBUQGNMDQ0DAkJcXFxCQkJsbe3hwgCo0cXR7D1fAaFRHz88UJ45ltlxhrd3d13796dPHlybW3tWO5BBEw0Mmo6d1/J3uxrs9bHWotCgoCoTD/ipZdeotPpBw8ezMrK2r59O0QQGA3yGxn3CloQQiHTrGY6GEFAVKkfERsbu3DhQtkd6wBAsYgk2LGY8tTKjvQDsFZKBfsRFArFyurZ/af09HSIIKBwgQj4Op7DF11+bSYIhEr2I4qKivbt2+fq6kqhUCgUyuzZsyGIgKJgcoXfxlZY0KjulnrzXGDjOdXUCGdnZ+kaKsgbDigQCYYlVrRfSn/61gLn95bA9kUqqxF4Tj2JRJKSkmJtbQ0RBBTF53dKLmU8PR467SUvWEypRAx5PgJP0kUkEoOCgmA+AlAUe65k5zZ0z5tsumSqBdzpVNV+RGNjY0RExLlz5y5evIgQIpFII7z3yeVyMQzT1taWK2cwGHhOsH7Nzs5OY2Nj6YflTCaTiT+TCqgKQrHkWEx5RRuLTCTefm0mBESF+xHW1tbvvvvujRs38OQav//++6pVq4btOCYmJiMjIykpKSoqSrb8559/bmxs/OGHHyorK+VMgUBw6tSptra2zz//nM/ny5kcDufmzZs1NTVhYWEsFgsurapQ3c45l1zjaaX/5/5AiIYK9yNYLNb58+cNDQ23bNlSVFT0448/amhovP/++5MmTRqe43Pnzt28eRMhFBoaunbtWrywrq6utLT0jTfeMDU1PXLkyAcffCBr+vn5OTg4TJkyxdXVNTo6msPhyJoGBgYUCsXb27urq6umpsbLywuurvITX9b2ya2isI1eC6eYE+GBLZXWCCqVSqPRtm3bxuPxQkNDf/31VxcXl9OnTx84cGAYXhkMRnd3N/66ubmZz+dramoihHJzcw0MDBBChoaG2dnZciaZTF63bh1uJiQkcLlcWfPjjz8OCAh48uSJq6urbEoOyAk8KgMEReQE7uQTMloJbT3EhtKcxAZswgZzHD0qUiPy8vJWr15NJpOTkpKcnZ3xTLCenp5/+48cDqeqqkq2xMLCAsMwIvHZMIdCofB4PFwjeDweXk4mk/l8/otM/F/kTA0NjT179hQVFZ08eXL58uXSSQrICTwaKCQn8JITydXt7MLDS7U1SBM5mOPlUcHzEVZWVtHR0Uwm8/Tp03gCcQzD2Gz23/6jRCIR/RWJRGJgYMDn86W/SNKcwKampvgx2Wy2sbHxi0wWi2ViYiJn3rhxY/369WfOnPnss89+/PFH6CIqMyIxtuVcxgw7w4MvuQ9GIAAV6EfiTPnyAAAUvUlEQVRMmjTJ1tb27bffDg0N3bZtW0NDw+XLl/GdbweGRqPNmDGjb/nkyZN5PJ5YLHZ3dyeRSLGxsfb29nPnzr169SpCqKioaNWqVXKmv79/amrqsmXLysrKQkJCRCKRrJmamtrd3W1mZubp6QlzlsoMVyi+m9+cU9+tq0X+KsATAqImGoEQWrRo0aJFi/DXNjY2H3/88UgcHz9+/P79+xKJBE/2pa2traGhoamp+fbbb8fFxTEYjLfeegshJGf29PQkJib6+vri2+3KmtOmTbt3715FRYVYLN66dStcWqXlbn7zB78XfLJyys45DhANtdIIxWJkZITPOOLMnTsXf+Ht7S37MTlTKlJ9TRKJNJJ7scDY8F1cZWRu0/tLXdd6W8ONDNAIAPgLpx5WZtR0dbL522bZGWhTICCgEQDwnPIW1g+J1ZMMqPmfLYEeBGgEAPyFR9WdW3/O2D7bfu8CZxAI0AgA+AuX059+H1e9wM0sdIa1GU0TAgIaAQDPSShvy29g8sTiw6um2hhpQ0BAIwDgOW0s/ru/5QslkqJDSyEaoBEA8BdqOzgLvk1aOMV0V6ATRAM0AgD+QlFTT9iD8lkOhqEzbGDze5UGkh8Biqelh3czpym+rH1PkPOyqRYQEOhHAMBzRGJsxy+ZVW3smHfmuZrTICDQjwCA57D5oulHYvWplPeXuIBAQD8CAOSHGN/HVVrqawVMNvnnfGcICPQjAOA5HIHodm7Ttcz6HXPs3144GQIC/QgA+Av/upqTVNnx0yszFrqZQzRAIwDgOWIJtvRkso4meZOv9aIp5iQiPI4BGgEA/6OLIzh8t1gkwWwMtY6unwYBUT9gPgIYPr1CLDK36XZu80ovq++3+kBAoB8BAM8RYKTzOT2JdfTvNk8P8bSEgIBGAMBfiOJPJbbw3pjnuGSqOZkEcxCgEQDwP7hC8QdRpRZE9jRHw49DpkBA1JvxnI/gcrm9vb19yxkMhlgsfpHZ2dn5lx6vQCBryr0LKJyqNvb7EXl/lrQTEbZ9GqRfBo0YNUaeE5jH40VFRQUEBEjFQvZduLSjAZsv+j278V4h/dOQyXMoTyEgoBGjyLlz54KDg5cvX37t2jVpIZ4T2MPDY+PGjadOnZIzw8PDZZMAU6nUtWvXSnN8yb0Ll1bh/FlEX3Mm7b9ptRG7Z6/3tiARMIgJaMRo0TcnMP564JzAcqbcMQd+FxgJIgkWX96252q2UCze6Gsz08EI9q2dOIz6nOXo5QSWc/SidyFv+MjJbCNcqybNMsPmWbCtCazbt6sVkjd8YgZTqTwqhUbgOYHlSgwNDV+UEzgvLw/JJAGWM2WTAMs5etG7kDd8hJxNqsmsbtw80+Ct4MmTDLXwQoXkDZ+AwVQqj8oy1sBzAstiaWlJpVLxnMAcDkeaE7iiomLu3Lmtra1IJiewrLlq1arS0lKEEJ4EGD++VGv6fRcYIfuv597Jb2pi9H64zE0qEACMNcaCkecEFovFd+/eXbNmTWRk5OLFi/38/OQyBgMjpK6jN76s3cZIq+CzpbBKCjRirBl5TmASiSTXN5PLGAwMG65QfDuv+aObBW8GO+9fOBkEAjQCAJ4jwbDD0cXXMxv8HIwWTzHXIMODf6ARACDDiu9SWVzRZj+bT1dO1dYgQUBAIwDgGV0cwfqzj7QpZBdLXdgMAsCBbiTwjJJm5nsRec0MbpCLyYVX/SAgAPQjgOckV7RffVyfUN5+4VXfhVNgQ0oANAKQIexBxc2cRnoP74/9gVMs4FFOAMYawP/oZAu+ul96Oq7KWEfj+i5/EAgA+hHAc3570vDf1JryVvY/5zu9FuBgStOEmACgEcAzrj2ui8xuru7gfLvRK8TTUosC9zgB0AgAIYQQiyc69bDq0qNaSwNq1seLDbQpEBMANAJ4RnR+8/HYirpOzkZf63/OdwaBAEAjgOecfFiRUtnR2N17fIPXck8LHQ24+gBoBICQUCzJqev+8n5pXWcviUgoPLQUVlgDoBHAM8QS7Exi9ckHFUQiYZOvzQdLXUEgANAI4Bk3sxv/m1b7tJOzbrr1O0sm2xhqQ0wA0AgAIYTaWfwfE6v+m/bU0kDL38H4241esEktABoBIIQQTygubOr5b+rTP4pats6yfS3AwdlMF8ICgEZMdJoZ3EetxMqYiivpTyUIY/FEJzd5L/e01IQdYgDQCEAkwcIeVPxeQ0Q1lY4mOnOcTUI8Lec4GUNkANCIiU53r2Db+ccdLAGJTNzkJFkYMNPfwUhPC1ZGAWqhEVwuF8MwbW35yXYGg0Gj0UgkUr9mZ2ensfHzX0iBQKChoYG/lkgk7e3t5ubqv/1BSw+PyRNG5zX/nFIjliB7E+0pFrQ5Oswl7rD1A6Bg1CcncEtLy9WrV4uLi9euXdvT06OuF4zNF0XmNAZ8Hbf2TNoPidVGOhqR/5r98N2g01t9oDUDaqURCs8JHBkZSSaTFyxY4OLi8ttvv6nZdWrs5iaUtb1xOWvGkQfvRuR7TjLYPtv+8zVT0w8snDbJANoxoG5jjb45gfF8nwMnASaTyXhKDkNDw4SEhNDQUNljbt++XSwWI4RaW1uDgoLU5gp1sPnXM+uPx1YQiQR9KsXGSHu5h+X22Xaw3QOgJhoxZjmBaTQaQqikpMTAwEA2l5+K5gTmigjxLYSSbgJDgNhCgqMeNtVQ4kgTOdJ6EZfxKL5Use6GCuQEVg+PSqERY5YTGCHU0dGRkpJy4sQJJpOpp6cn1QhVyQnMF0le+i7FzYJGQIS7hc0Yhkxomg5mmiu8rF4LcKCQiIp1NxIgJ7AaeFQWjcBzAvctx3MCi8ViaU5ge3v7uXPnXr16FcnkBJY1/f39U1NTly1b1m9OYA6HExYWtmDBgpiYGJFItGLFClXpy93IahCKsXaW4GZOfTdH2MbisXliV3O93UGO811NDbU1oLsLTLj5CDQKOYHLyso0NTXT0tIQQjt37lTmoDO5QhqVkl7T8d+0p0baGpE5jWQSkScUk4iEM1t93CxpHWyBr50htE5gQmuEwnMC+/n5+fkpb+aYwqae8hZWO5s3x9lk7Q9pbuZ6Egwro7MQQqEzrJd7WrJ5opc8LfHsu/bGOtA0gYmuEeNIdTvbRFeTSiGN0rMMYgnWxuJb6FERQknlbX8WtVoYUE8+qKRSiDyRBMWUu5jptfTwyERC/PtBXRyhh5UeFbacBUAjlITdV7IflLTSqGSxBAtyMStqZuhqkg11NF4LsDfQ0pw6Sa+vcEgw7FZu80wHo4au3isZdfsWTM582snkCjkC0eIpltNs9MlEggTD6jp7bY20f82sv53blF3frUkmaRNJlOLCNiYPQyjI1XStt5VQgq5n1p/aPN1Qm4IhpKtJdjSBRgiARigTMcX02U7G+lqUUjrrXmGzBpmor0Vp7Oa+djELIfSv4MnLPMyznnYtnWoRejbdUFtDgmESDJXTmb4OhpokYlpV5/3CFhKBoEEmckXiHxNrHEx1jLU1mhjclh6eBplIIhKIiDDTwbimnc3ji6ea6Zzd5lPfxV04xUxXk4wQ2jDDGpodABqhvNzZO3eqlR6JSBCKJeV0lpuFHolIKGtl3s1r7mALI3Mafn1c190rOBxdgu8ZzeAIuELJG/McI7IaJBIs6l9zziRULZ1qMdmM1sHm3y9ouVfYwuKKMAyb52Ja287e6Ge72tvK1kgbIXTr1u01a/wRQtNtYQISAI1QEaZZ6+MvKCSix6Rnr6dY6E1ZpodhaPWZVEt9rXkuplG5jUdWe7hZ6IklGEcg0teirJs+SSzBPCbpn9/+fGZ00RTzL9Z6alFIGMKIfXZ6gq2fANAItYJAQHf2Pru98vIs22cBIhH0tSgIoSmW/efCxLeQJSDQA0A9gU2KAAAAjQAAADQCAADQCAAAQCMAAACNAAAANAIAANAIAADUHQKGYROotrDyEQD+xyC/+2SIy6hKErgDd0pbQRhrAACgAEAjAAAYCJJ0z+iJAI/Hk93tDtyBOyVxp8wVnFhzlgAAwFgDAAAYawwLkUhUVFQkl1W8vLycTqdzuVw6nd5vXh/FukMIZWVl1dfXW1sreMc6Op2em5uroaGB5yvD6ezszMvLI5FIFRUVVlZWI3TR29v75MkTFotlamr6t64VQr+xysjIEAqFzc3NGIZJszcphK6urtbWVjx95N/WWuUaZHp6ek5Ojp2dHYVCGVKDnCj9iIaGhuvXr3/22Wdy5TExMQcOHPj111/7fplHw93Jkyft7OxsbW2PHj2qQHetra0RERGBgYHnz59vb2+XlhcVFX3xxRfHjx8f+XcJw7CjR4/6+/tXVlbGxcX9reuR86JY/fLLL++9997jx48V+6XNyck5duyYXDa9F9Va5RrkzZs3bW1tfXx8goOD8TyMg2+QE0UjbGxsVq5c2bfczs4uOjr6wIEDhoaGo+1OIpHExsaamppaWVklJiYq0F14eLiLiwtCyMPDIzIyUu6tsLAwV1fXEbrIz88XCAREInHevHnnz58fjOuRMECsQkJCIiMjX3vtNWnKWIXg4+Pj7+8/yFqrXIO8f/9+d3e3jY2NhoZGRUXFkBrkRJ+PYDKZcXFxV65cefz48Wj76urqEggE0h4sh8NR1JGrqqrwnoK+vr5sBmYikfjw4cPY2NgrV64oyoWenl51dfXfuh69WNXX18fHx588ebKtrW20L9mLaq1yDfLChQseHh58Pp/BYDg6Og6pQarbOkuRSHTt2jXZLMSWlpayacTl2LZtG4FAEAgEc+fOzczMHFV3GIZJJJK+r4f6g9DS0vL8+pHJL7/8svRocoedO3cuvpxu0aJFISEhxsbGIxlrSF2IxeJ+y4dXo6HGau/evXiljh49GhYWNqrN6UW1Hj1G2CAH5vjx41euXNHS0hpSg1Q3jSCTya+++urgP79v377Tp0+TyeTOzs7RdmdoaChdAEsmk4c3R9CvANnb2zOZTPxXyM7OTlp+8ODBjz76iEajkcnkjo6OkWiEvb09/svGYrFkXbzI9Qh5Uaxqamru3Lmzf/9+bW1tWa0cJV5U69FjhA1yAO7du7dhwwYbG5u2tjYzM7PBN8iJMtYQiUT19fVdXV0MBgMhlJ6e/t133yGEli1bJpFIMjIyNm3aNNruyGTynDlz6HR6Y2NjcHCwAh8w27hxY25uLj5+Xr9+PZvNfuONN/DuA4FA6Onp0dLSmjx58khc+Pr6MplMDMPi4+N37dqFENqzZw+TyZRzrUCtl4vVmTNnUlNTbW1t8bmVpKSk7du3K/CS8Xi85ubm1tZWvMuNu+tbaxVtkLdv346IiLhy5cru3bspFMqQGuREWUPV1dVVVlZGJBIJBMKsWbO4XG5PT4+FhQWbzY6Li9PV1V24cOEYuJNIJElJSRiGKVYj8JFzY2OjjY2Nk5MTQqi2ttbBwQHDsJiYGKFQuHjxYiqVOkIX3d3dubm5enp6vr6+Uhd9XStw2lI2Vq2trTQaTVtb++nTp/n5+XZ2dnL5okdIbW0tnU4nEAj6+vpTpkyRupOrtYo2yMLCwq6uLoQQgUCYN2/ekBokrLMEAGAgYJ0lAACgEQAAgEYAAAAaAQAAaAQwrqjKHPbDhw9ftPS7oaEBv48IgEYACuann36KiIi4c+fOm2++OY6nwWKxTp06tWLFCvwhgoSEhG3btmVkZMh+prq6et26dbGxsQsWLJCuND937tybb75JoVDGZr3TBIEMIQBwmpubq6qqjh07hhAqLCwcxzOh0WgrVqy4devW/PnzEULBwcGdnZ19H7hCCC1ZsiQqKkpbWxs33d3d16xZgy8iBKAfASgYAwODhw8fZmdnYxi2c+dOhFBkZGRWVlZqaqr0N7y+vj45ORl/cLCmpubatWutra2xsbF0Oh0hdPv27YKCgqysrPj4eIRQRkbGvXv3EEJ37959/Pgxk8m8fv16XV1dUlJSQUEBfsCampq4uLiioqKEhIQBzk1uywNZduzY8csvv+Cv29vbQSBAI4DRQltb+6uvvnr11VetrKxSU1MRQvr6+mFhYXPmzGlqajp+/DhC6PTp0/PmzTt8+HBXV5eNjc3169fz8/ODg4PfeecdhJCRkdGBAwfc3NwyMzOzsrKmTp16+vRphJCZmdn169dpNFpVVdXFixcDAwO//PJLsVhcWlp6/fp1Pz+/H3/80cvLa3inPWvWrPr6+paWFiaTqaenB9cRNAIYLXg83uLFi4uKirKzs0+dOsXhcExMTFxdXYlE4ooVKy5evIgQev3116OjozU1NRsaGigUiq6u7qxZsygUCp/Px7XAxcVFV1fX0tKyubmZRqPhjxji26UQCARTU1Nvb28ikaitrc3hcHp7e2k0GoVCEQgERkZGsidDIBBkH0MceCb1lVdeuXLlSmJiYlBQEFxH0AhgtCgvL8eHAFZWVkuWLGlubpZ+ORkMBo1Gq66uDgsLW7lypZmZWW9vL/5gIv4YiPQ7LH0qBC/R0NBACOFPCvT9gKWlJY1GS01N/fbbb+VOxtbWFn/YCf/kwLvgbdu27cqVK0KhkEyG+TXFAzEFnnPp0iUOh0MikcRi8eTJk/Pz80tKSkpKSm7fvn3ixAmRSCQWi/GtK2NjY6lUam1t7f37962srKqqqvLz8+Pj4wsLCysqKtLS0mg02vLly+3s7NLT0wsLC7OysoqLizMyMqqrqx0cHCorK2NjY0NCQu7cuWNmZpaYmLh//37ZvefIZPLBgwfPnDmzdOnSR48ebdmyZYDTtrS0tLOzc3Nzgys4KmAAgGEYhvH5fLFY3NnZWVZWJpFIMAzLy8s7dOgQh8PBTXwbEg6Hg2+4MsjD9vT0iMXi7u5u6UGkfPHFF/iT183Nze+//37f/2UymcXFxUKhsO9bZ8+elfMia966dQsuqKKAfgTwDHxcYGRkJJ0aiImJKSsr43A40puLBAIBfz34vSTxeUS5zaZxpk+fnpSUZGpqSqfTlyxZ0vcDNBrN3d198F6A0QCeDQfGGYlEMozdax88eMBisdatW9f3rYaGhsjIyLfffhtiCxoBAMCoA/c1AAAAjQAAADQCAADQCAAAQCMAAACNAABAVfh/1ablYsEbifoAAAAASUVORK5CYII=\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 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\"]}.pgf', mlp=[curve['u_mlp'], curve['i_mlp']])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"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 338\nj_c 0.000567871\nu_cc 7.02243\nff 0.653348\neta 0.0781634\np_mlp 0.880641\nu_mlp 5.3225\ni_mlp -0.1654561994540209\nName: huge_hell, dtype: object"
|
|
]
|
|
},
|
|
"execution_count": 23,
|
|
"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": 25,
|
|
"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 & 3.495189 & 1.62 & 0.60 & 0.102551 \\\\\n",
|
|
" 3x3\\_schaltung\\_2 & 2.513409 & 1.65 & 0.26 & 0.032320 \\\\\n",
|
|
" 3x3\\_schaltung\\_3 & 0.001977 & 1.53 & 0.25 & 0.000023 \\\\\n",
|
|
" 3x3\\_schaltung\\_4 & 0.981105 & 1.46 & 0.26 & 0.011259 \\\\\n",
|
|
" 3x3\\_verschattung\\_1 & 0.031919 & 1.43 & 0.65 & 0.000894 \\\\\n",
|
|
" 3x3\\_verschattung\\_2 & 1.645931 & 1.57 & 0.69 & 0.053387 \\\\\n",
|
|
" 3x3\\_verschattung\\_3 & 0.105492 & 1.48 & 0.76 & 0.003533 \\\\\n",
|
|
" huge\\_hell & 0.567871 & 7.02 & 0.65 & 0.078163 \\\\\n",
|
|
" huge\\_verbraucher & 0.678768 & 6.11 & 0.29 & 0.036418 \\\\\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": 26,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"ename": "SyntaxError",
|
|
"evalue": "invalid syntax (<ipython-input-26-19e7cfc43eeb>, line 1)",
|
|
"output_type": "error",
|
|
"traceback": [
|
|
"\u001b[0;36m File \u001b[0;32m\"<ipython-input-26-19e7cfc43eeb>\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m .to_latex(index=False))\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
".to_latex(index=False))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 27,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"3x3_hell 0.533266\n3x3_schaltung_2 0.168064\n3x3_schaltung_3 0.000118\n3x3_schaltung_4 0.058548\n3x3_verschattung_1 0.004647\n3x3_verschattung_2 0.277610\n3x3_verschattung_3 0.018373\nhuge_hell 0.880641\nhuge_verbraucher 0.410309\nName: p_mlp, dtype: float64"
|
|
]
|
|
},
|
|
"execution_count": 27,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"ccurves['p_mlp']"
|
|
]
|
|
}
|
|
],
|
|
"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
|
|
}
|