550 lines
260 KiB
Plaintext
550 lines
260 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "34a7a981-1718-4dcb-af8c-981e0fa84023",
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"metadata": {},
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"source": [
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"## Imports"
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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": 118,
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"id": "390c33fa-ab42-4d69-ac06-604beb2c69db",
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"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"import scipy.optimize\n",
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"from impedance.models.circuits import CustomCircuit\n",
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"# from impedance.visualization import plot_nyquist # Kept if you want to switch plotting methods"
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]
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},
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{
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"cell_type": "markdown",
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"id": "0a055f3f-6b2e-4fa8-8395-acebacade488",
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"metadata": {},
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"source": [
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"## Data Loading"
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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": 119,
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"id": "9154f27a-5a02-4156-8105-b384205d6416",
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"metadata": {
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"jupyter": {
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"source_hidden": true
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}
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},
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"outputs": [],
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"source": [
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"# --- Data Loading ---\n",
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"\n",
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"def lpr_cor_import(filename):\n",
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" \"\"\" Import cor file as pandas dataframe.\"\"\"\n",
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"\n",
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" try: \n",
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" df = pd.read_csv(\n",
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" filename,\n",
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" skiprows=26,\n",
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" sep='\\s+',\n",
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" header=None,\n",
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" names=[\"E\", \"i\", \"T\"],\n",
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" ) #index_col=\"Freq\")\n",
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" except FileNotFoundError as e:\n",
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" print(f\"Error: File was not found.\")\n",
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" print(e.message)\n",
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" print(e.args)\n",
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" return None\n",
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" except Exception as e:\n",
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" print(f\"Error reading the CSV file: {e}\")\n",
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" return None \n",
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" else:\n",
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" return df"
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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": 127,
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"id": "4d796ec7-48d9-4a23-bd98-c607067d330d",
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"metadata": {},
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"outputs": [],
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"source": [
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"HS1_1 = lpr_cor_import(\"HIPed_Stellite1_LPR/LPR_1.cor\")\n",
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"HS1_2 = lpr_cor_import(\"HIPed_Stellite1_LPR/LPR_2.cor\")\n",
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"HS1_3 = lpr_cor_import(\"HIPed_Stellite1_LPR/LPR_3.cor\")\n",
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"HS1_4 = lpr_cor_import(\"HIPed_Stellite1_LPR/LPR_4.cor\")\n",
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"HS1_5 = lpr_cor_import(\"HIPed_Stellite1_LPR/LPR_5.cor\")\n",
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"HS1_6 = lpr_cor_import(\"HIPed_Stellite1_LPR/LPR_6.cor\")\n",
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"\n",
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"\n",
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"# Keep it in the same cell to keep df reproducible, even if Vi clicks it multiple times\n",
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"area = 2 #cm^2\n",
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"kernel_size = 5\n",
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"\n",
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"for df in [HS1_1, HS1_2, HS1_3, HS1_4, HS1_5, HS1_6]:\n",
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" df[\"i\"] = np.abs(df[\"i\"]/area) # Current density\n",
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" #df[\"i\"] = medfilt(df[\"i\"], kernel_size=kernel_size)\n",
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" df.drop(df.head(60).index, inplace=True)\n",
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" df.drop(df.tail(60).index, inplace=True)"
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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": 128,
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"id": "26ab42ec-9576-4335-a38b-49762228f823",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>E</th>\n",
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" <th>i</th>\n",
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" <th>T</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>60</th>\n",
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" <td>-0.206243</td>\n",
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" <td>4.571450e-11</td>\n",
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" <td>6.1</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>61</th>\n",
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" <td>-0.206232</td>\n",
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" <td>4.584480e-11</td>\n",
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" <td>6.2</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>62</th>\n",
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" <td>-0.206221</td>\n",
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" <td>4.593445e-11</td>\n",
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" <td>6.3</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>63</th>\n",
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" <td>-0.206212</td>\n",
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" <td>4.600095e-11</td>\n",
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" <td>6.4</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>64</th>\n",
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" <td>-0.206202</td>\n",
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" <td>4.606290e-11</td>\n",
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" <td>6.5</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>...</th>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3939</th>\n",
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" <td>-0.167438</td>\n",
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" <td>7.020500e-11</td>\n",
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" <td>394.0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3940</th>\n",
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" <td>-0.167428</td>\n",
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" <td>7.005000e-11</td>\n",
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" <td>394.1</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3941</th>\n",
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" <td>-0.167417</td>\n",
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" <td>6.993800e-11</td>\n",
|
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" <td>394.2</td>\n",
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" </tr>\n",
|
||
" <tr>\n",
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||
" <th>3942</th>\n",
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" <td>-0.167407</td>\n",
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" <td>6.988100e-11</td>\n",
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" <td>394.3</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3943</th>\n",
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" <td>-0.167398</td>\n",
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" <td>6.985750e-11</td>\n",
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" <td>394.4</td>\n",
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" </tr>\n",
|
||
" </tbody>\n",
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||
"</table>\n",
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"<p>3884 rows × 3 columns</p>\n",
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||
"</div>"
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||
],
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"text/plain": [
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" E i T\n",
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"60 -0.206243 4.571450e-11 6.1\n",
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"61 -0.206232 4.584480e-11 6.2\n",
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"62 -0.206221 4.593445e-11 6.3\n",
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"63 -0.206212 4.600095e-11 6.4\n",
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"64 -0.206202 4.606290e-11 6.5\n",
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"... ... ... ...\n",
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"3939 -0.167438 7.020500e-11 394.0\n",
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"3940 -0.167428 7.005000e-11 394.1\n",
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"3941 -0.167417 6.993800e-11 394.2\n",
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"3942 -0.167407 6.988100e-11 394.3\n",
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"3943 -0.167398 6.985750e-11 394.4\n",
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"\n",
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"[3884 rows x 3 columns]"
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]
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},
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"execution_count": 128,
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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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"HS1_1"
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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": 129,
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"id": "4d717162-2cbf-4d0b-acf5-d7b2528539c7",
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"metadata": {},
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"outputs": [
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{
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"data": {
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",
|
||
"text/plain": [
|
||
"<Figure size 600x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig, ax = plt.subplots(figsize=(4,4), sharex=True, dpi=150)\n",
|
||
"kernel_size = 49\n",
|
||
"\n",
|
||
"# Step 1\n",
|
||
"# Filter the data a lil bit with a median filter, and find the lowest current, and then find the corresponding voltage\n",
|
||
"Ecorr_guess = HS1_1['E'].iloc[ np.argmin(medfilt(HS1_1['i'], kernel_size=kernel_size)) ]\n",
|
||
"ax.axhline(y=Ecorr_guess, color='green', linestyle='--', linewidth=2, alpha=0.5)\n",
|
||
"\n",
|
||
"\n",
|
||
"# Step 2\n",
|
||
"# Select data for anodic and cathodic Tafel regions\n",
|
||
"anodic_df = HS1_1[HS1_1['E'] > Ecorr_guess] \n",
|
||
"cathodic_df = HS1_1[HS1_1['E'] < Ecorr_guess] \n",
|
||
"\n",
|
||
"\n",
|
||
"ax.semilogx(\n",
|
||
" np.abs(anodic_df[\"i\"].to_numpy()),\n",
|
||
" anodic_df[\"E\"].to_numpy(), \n",
|
||
" markersize=5, label=\"HS1 1 Anodic\")\n",
|
||
"\n",
|
||
"ax.semilogx(\n",
|
||
" np.abs(cathodic_df[\"i\"].to_numpy()),\n",
|
||
" cathodic_df[\"E\"].to_numpy(), \n",
|
||
" markersize=5, label=\"HS1 1 Cathodic\")\n",
|
||
"\n",
|
||
"\n",
|
||
"ax.legend()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 130,
|
||
"id": "87f8f180-e850-4154-aeab-c2e6fc8d78bc",
|
||
"metadata": {
|
||
"jupyter": {
|
||
"source_hidden": true
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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ZwqRJkwgLCyMoKIjExEQ+/PDDereTm5vLkiVLePDBBxk0aBAGgwFFUWqdaXv27NkoinLJl6clUwoKCnjyySeJjY3FbDYTGxvLE088QUFBQb1jF0IIIVobTdP4Lv078kqrJl9uZw71YkS+wWfGhK1cuZIZM2agqipjx44lIiKCDRs2MHv2bPbs2cOiRYvq3NbPP//MAw88UK/rjx49usZjqampJCUlERsb61qLrlJeXh4jR47kyJEjdO/enalTp7J//37eeust1qxZQ1JSEuHhbWveEyGEEKKSpmn8dPInssqyOFNocZWPj5ngxah8g08kYfn5+cyZMweHw8GKFSuYNm0aAFlZWYwePZrXX3+dKVOmMGFC3f6HRUVF8fDDDzNs2DCGDRvGyy+/fMmlV+bOncvcuXM9Hrv99ttJSkpi1qxZ1RYWfeqppzhy5AjTpk3jP//5DwaD81v6+OOP87e//Y2nn366Qb15QgghRGuQVZbFgbwDOFSNs+eTMGveeBJjO3o5Mu/ziduRS5YsobCwkFtuucWVgIEzmXrllVcA6tUTNnLkSN5++21mz55Nv379LmsixKKiIr7++msAZs2a5Xbs7NmzLFu2DKPRyOLFi10JGMCrr75KZGQky5YtIysrq8HXF0IIIVoyg8752Xg8txSbQwXAHJDNoBi5HekTSdjq1asB5xpzF5s8eTJ+fn6sX78ei8VS7XhTW7FiBeXl5QwbNozevXu7HVu7dq3r9mlUVJTbMbPZzJQpU3A4HKxdu7Y5QxZCCCF8RoR/BKM6j3L1ggHEx2awK2ebF6PyDT6RhO3duxeAwYMHVztmMpno378/FovFtcxHc/r444+B6r1gAHv27AE8x31heeV5QgghRFs0MHIg/rZE1354oJl9uftQNdWLUXmf15OwoqIi11OEXbp08XhOZbmnJxOb0qlTp9i4cSMGg4E77rij2vHKeHwtbiGEEMLXZJ/zA82ZdoT4G+gQ0AGd4vU0xKu8PjC/pKTEtR0QEODxnMDAwGrnNodly5ahqio33ngjHTp0qHa8Mp7GjLtykdGLHTt2jPj4+Dq3I4QQQviKk/llHDh3AH2As+erQ5A/Y7qM8XJU3tcoKej06dPp3bt3vV7btjnvBWuadsn263JOU6i8FXnPPfd4PF4Z18VPTF58XHhf5TxvtVmwYAGKorBgwYJqxwoKCnj++ecZNGgQgYGB+Pv707VrV8aOHcv8+fPZvXu32/kOh4PPPvuMZ555hjFjxhAYGIiiKPz2t79tUPylpaV89NFHPPbYYyQmJmI2m1EUhb/85S8Nau9C3377LbNmzaJbt24EBAQQEBBAr169uO+++1i/fv1lt38pH3zwQY3f9+akKApxcXFuZRs3bkRRFGbPnu2VmIRoLT769QQ6k/MhtWA/A0O79CTCP8LLUXlfo/SEpaen13u8VllZGQDBwcFuZSEhITWeGxQUdBlR1s++ffvYt28fISEh3HzzzR7PqYy9tLTU4/GGxL1//36P5TX1kImmd+LECcaOHUtGRgbBwcFcddVVdOjQgdzcXJKTk9m8eTN5eXn84x//cNUpLi7m9ttvb7QYjhw5wr333tto7YGzh/buu+/mq6++AuCKK65gyJAhABw+fJilS5eydOlSfvOb3/Cvf/2rwddZsGABL774Iu+//74kM0K0QRabg0/3bkYxFAIwsEs7ScDOa5QkLDk5ucF1Q0JCCA0NpbCwkJMnT9K3b99q55w8eRKArl27Nvg69VU5r9htt92Gv7+/x3Mq46mM72LeiFs0vkcffZSMjAxuuukmPv74Y0JDqx6rttvtfP/999WmITEajdxzzz2uuep2797N7373uwbHEBwczP33309iYiLDhg1jxYoV/PnPf25wew6Hg5tuuomffvqJ4cOH869//ataon/48GHmz5/PsWPHamil9UtMTOTgwYNu/8+FEHWnaRpPf/0Z5YYDABj1OobHdaZfuHQsgA+MCQMYOHAgmzZtYufOndWSMJvNRkpKCmazmYSEhGaJR1VVPvnkE6DmW5HgjBtg586dHo9Xll9xxRWNHKFoLuXl5axbtw6AN954o9qHscFg4MYbb6xWLzAwkKVLl7r2Dx06dFlxxMfHs2TJEtf+qlWrLqu9N954g59++ol+/frxww8/eBzX2KtXLz7//HN++eWXy7pWSxYQEFBtahohRN2tP7aT9WlbXfs9Izpwd98ZBJma786WL/OJxxImT54MwPLly6sdW716NRaLhYkTJ+Ln51fteFPYuHEjJ0+eJCYmhnHjxtV43g033IBOp2Pz5s1kZ2e7HauoqODrr79Gp9N5/JAWLUN+fj52ux2AyMhIL0fTOBwOh2vy47/+9a81PlhSadSoUa5tTdP45JNPuOOOO+jVqxeBgYEEBweTmJjI4sWLUVX3x83j4uJ48cUXAZgzZ47bOqwbN26sdq2MjAzuuusuIiMj8ff3Z+jQoa7Jkj1Zs2YN1157Le3bt8fPz4+EhAT+8Ic/1Lhua2lpKc8++yxdu3bFz8+P3r17s2jRohrHb15qTNjatWu56aab6NChA2azma5duzJ16lS++eabGmMWoi05knfWbf+1G++XBOwCPpGEzZ07l5CQEFatWsUXX3zhKs/OzmbevHkAPP3009XqVQ7yP3XqVKPGUzkg/+677651tv2OHTty5513YrVaefjhh10f1gDz5s0jJyeHu+66i+jo6EaNTzSfiIgIV/J/4Zivlmz37t2cPn2a8PBwrrvuunrVraio4K677uK7776jQ4cOTJkyheHDh7N//34eeeQRfvOb37idP336dFeP8ahRo7jvvvtcr4v/XaSnpzNs2DB++eUXRo8ezZVXXsmOHTuYOnUq3333XbVYXnrpJSZPnszGjRsZMmQIU6dOpaysjJdffpnhw4dXu0VcUVHBddddxyuvvEJ5eTlTpkwhLi6OP/zhDzz66KP1+j4A/P73v2fSpEmsW7eOhIQEpk2bRrdu3fjxxx959dVX692eEK1RoaVqdoAugd2Jj2gdf8w2Gs1HLF++XNPpdJqiKNr48eO16dOna+3atdMA7fHHH/dYB9AA7fjx49WODR8+3PWKiIjQAK1Hjx6ust/97nce2ywvL9dCQkI0QEtJSblk3Dk5OVp8fLwGaPHx8drtt9+u9e/f37Wfk5NTr+9DTfr27av17du31nMcDod24MAB7cCBA5rD4WiU67YWlT8rtXnhhRc0QHvhhRfcyh944AFX/aFDh2p/+tOftLVr12oFBQV1vv7777+vAdpDDz3UkPBrjPWll16qd91//vOfGqBNnDix3nVtNpu2YsUKraKiwq08OztbGzp0qAZoP/30k8dY33//fY9tVn5vAO2xxx7TbDab69gbb7yhAdqYMWPc6mzbtk3T6XRacHCwtnXrVle5xWLRZsyYoQHajBkz3Or87//+rwZoiYmJbv/vduzY4fo3Hxsb61bnxx9/1ADtvvvucyv/6KOPNEDr0qWLtmfPHrdjJSUl2oYNGzy+10ryb1W0FX/6fpnW89UntJ6vPqHd8M83vBZHXT5DvcEnxoSBcwD8pk2bWLhwIUlJSVitVvr06cMjjzzCnDlz6t3e1q1bq5UdPXqUo0ePAtR4a/Orr76iqKiIK6+8sk5PJEZERLB9+3ZeeOEFvvzyS1auXElUVBSPPvooL774ImFhYfWOvcloGlgKvR1F/fmFwiWml6irS01T4ckbb7yBxWLh448/Jjk52fUgil6vZ8yYMTz33HP17lHypry8PKBht1cNBoPb+q6VIiMjeemll7j22mtZtWoVY8eOrXfb3bt357XXXnNbg/WRRx7hxRdfdP1OMJlMAPz9739HVVWefPJJEhOrZuE2m838/e9/Z/Xq1axYsYJTp07RuXNnAN555x0AXn/9dbexfYMHD+aRRx7hpZdeqnOs//u//ws4fzYuHvMZGBjI1VdfXc93L0TrZLVX/c71N5q9GIlv8pkkDJy3K+qzzqJWyzxctR2rzcyZM5k5c2a96rRv35633nqLt956q0HXbDaWQng51ttR1N+zJ8C/XaM0dd9999V4bPfu3R6XmAoICGDp0qXMnz+f5cuX8/PPP7N9+3by8vLYuHEjGzdu5LXXXvN4y9wXNfTfxoV2797Nd999x4kTJygrK0PTNIqLiwHndBoNMX78eIxGo1uZwWCge/fu7Nixg7y8PDp27AjA5s2bAeeQgYt16NCB6667jlWrVrFlyxZmzJhBRkYGmZmZdO7cmauuuqpanTvvvLPOSdjp06c5ePAg4eHh3HbbbfV9m0K0KXa73rXtZ/CJEVA+xaeSMCGa2gcffFDjsQULFtS6zmdCQgLz588HnE/Q/vrrrzz33HNs3ryZZ599lttuu43YWN9PciMinPPz5OTk1Luu1Wpl9uzZrqeHPalMxuqrpuW/KufZq6iocJWdPn0aRVFq/H5XTrp6+vRpt681TRdTn2lkMjMzAWQFCyHqQHNUDcJXDJ7n1GzLJC0VogF0Oh2jRo1i3bp1xMTEYLfb+fbbb70dVp0MGjQIcPZm1bdXbNGiRXzyySf079+ftWvXkpWVhdVqRdM014TNDe1pa8it4rq2qV1idYuGXLsp4hWitSmzOlzbfkbp97mYfEfaEr9Q5629lsbPdyfKDAgIIDExkczMTHJzc70dTp1ceeWVdOzYkTNnzvDtt99yww031LnuypUrAVyJ2IXS0tIaNc7adOrUiePHj3PixAmP8weeOOH8Oa+8fdmpUye38prOr4uYmBgA1/hSIYRnmqZxqrTq90K4X7gXo/FN0hPWliiKc2xVS3v5eI9D5YzylR/0vk6v1/PUU08B8Mwzz7iW16rJli1bXNv5+flAVSJyoc8++8xj/crB9BdO4XK5xoxxLvy7bNmyasdycnL47rvv0Ol0rvFfsbGxdOnShVOnTvHrr79Wq/Ppp5/W+dqdOnWiT58+5OXluU2pI4Rwty59HafLqlaU6RMpq8dcTJIwIWpRUFDA8OHDWblyJTabze2YzWZj4cKF7N69G39//3r1KHnbU089xejRo9m/fz8TJ07kwIED1c5JS0vjjjvu4I9//KOrrFevXkD1OdOWL1/utkLAhSqT0/quL1ubRx55BJ1Ox5tvvum2bJrVauWxxx6jrKyMadOmuZ6MBHjooYcA5/xeRUVFrvLdu3fz9ttv1+v6f/jDHwB48sknq633Wlpayg8//FDv9yREa5JWkMberMMUlp3/vakZGdW1f+2V2iC5HSnEJWzbto1p06YREhLCkCFDiI6OpqCggN27d3PmzBn0ej3vvPNOtclHH374YdfSVZWD4FeuXMnu3btd5yQlJdU5jltvvZUzZ84AVeuSLl68mC+//BJw3nqrvF14KQaDgW+++YY777yTNWvW0L9/fwYOHEjPnj3RNI0jR464HlJ44IEHXPXmzZvHunXr+MMf/sDnn39Or169OHLkCMnJyTzzzDP89a9/rXat6667Dj8/P15//XVSUlLo1KkTiqLwX//1Xw1eiiwxMZH/9//+H/Pnz2fkyJGMHz+eiIgIfvnlFzIzM+nZsyd///vf3er813/9F6tXr+bXX38lPj6eCRMmUFxczA8//MD999/vmsKiLu699162b9/O3//+dwYOHMhVV11Fly5dOH36NLt27eLKK6+UaSpEm5Zdnk3KqaopkYKVbsRH+u7QEm+RJEyIWoSGhrJlyxbWrVvHxo0bSUtL45dffkGv19O1a1cmT57MY4895nF90AMHDlSbry47O7vaEld1tWvXrmpjlzIzM11P69X3ycyQkBC++eYb1q5dy0cffcSWLVv4+uuvURSFLl26uGa2nzBhgqvO2LFj+fnnn5k/fz67du3i8OHDDBgwgBUrVjB48GCPSVinTp1YtWoV//M//8PPP/9MSYlzBu1Zs2Zd1nqwf/zjHxk4cCCvv/4627dvp7y8nK5duzJv3jz+8Ic/0L59e7fzzWYz69ev58UXX+STTz5h1apVxMXFsXDhQn7/+9/XKwkD+Nvf/sbEiRN555132L59O1u3biU6OpqJEye6Ja5CtEW92/cmPe9L1/6A+DwqHOUE6GpfJq2tUbTGmDRINLnKiWMvvvVxIVVVXbd8EhISal1ySQjhPfJvVbR250qtDP/7/0PRO6esmTUilnsGTKVbaDevxFOXz1BvkH/5QgghhGhU3x466krAAs0GooIDiAqI8nJUvkeSMCGEEEI0mgNnz/LK5s9d+7FhQdwUfxMBRrkVeTEZEyaEEEKIy6JpGqeKs/h/33/HpvQ9OLSqSVqv6zaWzkGda6nddkkSJoQQQogGqXBUkJKbwuH8w3y17zA7TuS7HR/cMYEHh4/zUnS+T5IwIYQQQtSbXbWz/PByCisKUVWNA2eq5t8zK4E8ctX1PDh8tDx4UgtJwoQQQghRb+cs5yiscM4FlplfRrnVgWZrh6OiIz89eTcd2wVdogUhSZgQQggh6i3MLwwFBQ2NPScLUCs6Yi/uz/iESEnA6kj6CIUQQghRbwadgZiQGE7ll5OWU4qid07EfNMVLWMdXV8gSZgQQgghGsRf78++88sTKYZiBsaEcuuV8iRkXUkSJoQQQogG6dm+JwXlVtf+1f380OsUL0bUskgSJoQQQogGySs/x7mSqiSsZ5TZi9G0PJKECSGEEKLecstzWXNsI1aHCoCiwOi4Xl6OqmWRJEwIIYQQ9aZpmlsvWKi/ESvFXoyo5ZEkTAghhBD1FhkQSajSx7Uf6m9i+eHlbD+7HU3TvBhZyyFJmGgTFEVBUWofLLpgwQIURWHBggXVjhUUFPD8888zaNAgAgMD8ff3p2vXrowdO5b58+eze/dut/MdDgefffYZzzzzDGPGjCEwMBBFUfjtb3/boPhLS0v56KOPeOyxx0hMTMRsNqMoCn/5y18a1J4QQjQGtbw79pLeAASbDaiayvaz2zldetrLkbUMMlmrEJdw4sQJxo4dS0ZGBsHBwVx11VV06NCB3NxckpOT2bx5M3l5efzjH/9w1SkuLub2229vtBiOHDnCvffe22jtCSFEY8grtaJaYnAoDkL8z7nKddLHUyeShAlxCY8++igZGRncdNNNfPzxx4SGhrqO2e12vv/+e7KystzqGI1G7rnnHoYNG8awYcPYvXs3v/vd7xocQ3BwMPfffz+JiYkMGzaMFStW8Oc//7nB7QkhRGM4W1gOqCiGIswGPQCBxkCiA6O9G1gLIUmYELUoLy9n3bp1ALzxxhtuCRiAwWDgxhtvrFYvMDCQpUuXuvYPHTp0WXHEx8ezZMkS1/6qVasuqz0hhLhcNofKvtO5GEJ3ozOeIzI4BoAe7XpccviHcJIkTIha5OfnY7fbAYiMjPRyNEII4Tt+TkvHEZiETl+GXqfQIcRMZEAkQ6KGeDu0FkNu2gpRi4iICPz8/ADcxnwJIURbdqbkDK9uWYqiLwMgPMhE77BeTO0xFT+Dn5ejazmkJ6wN0TQNq2q99Ik+xqQzea1r22Qycc899/DPf/6TZ599ls8//5xJkyYxcuRIRo4cWe32pBBCtHaapvHOjk84mlPgKpvedwLXxl4rtyHrSZKwNsSqWvnXvn95O4x6u3/A/Zj1jbMURkN+QbzxxhtYLBY+/vhjkpOTSU5OBkCv1zNmzBiee+45rrvuukaJTwghfN2u7F1sT696EjI2qDdPjLpeErAGkCRMtCn33Xdfjcd2797Nnj17qpUHBASwdOlS5s+fz/Lly/n555/Zvn07eXl5bNy4kY0bN/Laa6/x9NNPN2XoQgjhE9KL0jlTWO7av7p3lCRgDSRJmGhTPvjggxqPLViwwGMSVikhIYH58+cDoKoqv/76K8899xybN2/m2Wef5bbbbiM2NraxQxZCCJ8SqutOmXWTa1/vl0lOWQ6RAfLwUn1JEtaGmHQm7h9wv7fDqDeTzuTtEKrR6XSMGjWKdevW0bt3bzIzM/n222958MEHvR2aEEI0if1nz/DGz+v4Kb3qj9V2AUaC/AwYdJJONIR819oQRVEabWyVcAoICCAxMZHMzExyc3O9HY4QQjQ6q8PKy5tW8PHObdXWhBwe25kp8VNo79feS9G1bJKECXGZjh07BkCnTp28HIkQQjS+1Ye28u9d7gmYUWdiSKde/M/VM2nvH+LF6Fo2mSdMiFoUFBQwfPhwVq5cic1mcztms9lYuHAhu3fvxt/fnxtuuMFLUQohRNNZm5qCQ61KwB4YchNbH17I0jvmSgJ2maQnTIhL2LZtG9OmTSMkJIQhQ4YQHR1NQUEBu3fv5syZM+j1et555x2io93XSnv44YfZuXMnADk5OQCsXLmS3bt3u85JSkqqcxy33norZ86cAeDkyZMALF68mC+//BKAjh07snLlyoa+TSGEqEbVVNILT7r2r4xpzyOjryLA6HtjdVsin0rCtmzZwsKFC0lKSsJqtdK3b18eeeSRWqcV8CQ3N5cvv/ySbdu2sW3bNlJSUnA4HHzyySfccccdHuvMnj2bDz/88JJtnzhxgq5du7r24+LiOHHiRI3nHzx4kN69e9crfuE7QkND2bJlC+vWrWPjxo2kpaXxyy+/oNfr6dq1K5MnT+axxx7jiiuuqFb3wIEDbN261a0sOzub7OzsBsWya9euaj9rmZmZZGZmAsiTmUKIRmN32Pn1RBqf79vKibxSV3nX8AD8Df5ejKx18ZkkbOXKlcyYMQNVVRk7diwRERFs2LCB2bNns2fPHhYtWlTntn7++WceeOCBel1/9OjRNR5LTU0lKSmJ2NhYYmJiPJ5TU6IoM6r7hosHk3qyYMECFixY4FamKIprdvz62rhxY73r1CY9Pb1R2xNCiIsVWYtIydnPgm/XkX6u0O1Y+0ATTw6/V+YEa0Q+kYTl5+czZ84cHA4HK1asYNq0aQBkZWUxevRoXn/9daZMmcKECRPq1F5UVBQPP/www4YNY9iwYbz88st89NFHtdaZO3cuc+fO9Xjs9ttvJykpiVmzZtX4w1fb/FNCCCGEL7Ordn46+ROp51I5nltaLQEz6Iz8+ZrZdA6O8lKErZNPJGFLliyhsLCQW265xZWAgTOZeuWVV5g2bRqLFi2qcxJ2cc+FTtfw5w+Kior4+uuvAZg1a1aD2xFCCCF8kaZprE5bzemS0wCk5ZScP6JDtbXjtisGMHvoVfSJkgSssflEErZ69WoApk+fXu3Y5MmT8fPzY/369VgsFvz8mnd19hUrVlBeXs6wYcNkbJcQQohW52TJSVcCZneoHD5bjqM8FkdZHK/cNpSZQz0PwxGXzyeSsL179wIwePDgasdMJhP9+/cnOTmZ1NRUBg4c2Kyxffzxx8Cle8FeffVVjh07htlspl+/ftx6661ERsoSDkIIIXyTXbWz5fQWUnJTXGWHzhZTnDMCVOfE3tf0kd6vpuT1JKyoqIiCggIAunTp4vGcLl26kJycTEZGRrMmYadOnWLjxo0YDIYan6qsNG/ePLf9p556irfeeov77295ywQJIYRo/U4Wn3RLwDRNY+eREFcCNmNIF8ICZSqKpuT1JKykpMS1HRAQ4PGcwMDAauc2h2XLlqGqKjfeeCMdOnTweM7NN9/MhAkTGDJkCJGRkaSlpfHee+/x5ptvMnfuXMLDw5k6dWqdr9mvXz+P5ceOHSM+Pr4hb0MIIYSoJsgU5LZ/ptDCOfspdGY/cATy0LhuXoqs7WiUJGz69OmkpKRc+sQLLF26lMTExDpNHVCXc5pC5a3Ie+65p8Zz3nrrLbf9fv368dprr5GQkMBDDz3Es88+W68kTAghhGgOEf4RRPhHkFvuXPc2+UQ+oGII3kdMWADbz2l0CbsVP0PzjsVuSxolCUtPTyc1NbVedcrKygAIDg52KwsJqb4EQuW5QUFB1Y41lX379rFv3z5CQkK4+eab611/7ty5PP/88xw+fJjjx4/TrVvd/qLYv3+/x/KaesgudOH0GaqqXtZToUKIpqOqqmtb5lwS3jSq8yhWHV3F6YLyC56KhP6dQsm35HO65DTd23X3YoStW6N8SicnJ6NpWr1e48ePByAkJMQ1oWnlUiwXqyy/cKb6plY5r9htt92Gv3/9ZwfW6XSu24eVS800NUVRMJmc9+9LS0svcbYQwlsq/32aTCZJwoRXVDgq2Juzl42ZGwH4NS3Pdax9gIleUUEEGYOIDoz23IBoFF4fEwYwcOBANm3axM6dO+nbt6/bMZvNRkpKCmazmYSEhGaJR1VVPvnkE6D2W5GXkp+fDzRvD15wcDB5eXlkZWUBzvF00iMmhG9QVZXS0lLXv88L7wQI0ZzWHV/HqZJTAFjtKifzy1zHRveIQFEU7ux9J0a90Vshtgk+kYRNnjyZTZs2sXz58mpTQaxevRqLxcKkSZOabY6wjRs3cvLkSWJiYhg3blyD2ti/fz+pqakEBAQ06/xi4eHhlJaWYrFYOH36dLNdVwhRP35+foSHh3s7DNFGldvLXdtZRRYqh16bDToGdo5mdOfRkoA1A5/oIpk7dy4hISGsWrWKL774wlWenZ3tmvrh6aefrlavd+/e9O7dm1OnTjVqPJUD8u++++5ae5G+/fZbduzYUa187969zJgxA03TmDt3rusWYXOoXFg6PDy8Wa8rhKgbk8lEeHg4Xbt2Ra/Xezsc0UZdG3st4X7OPwKyiiyu8qgQPzoHdybcX/5AaA6K5q1HDy+yYsUKZs6ciaZpjBs3joiICNavX09BQQGPP/44b775ZrU6lWMpjh8/TlxcnNuxESNGuLaPHTtGbm4uPXr0cP3lOXjwYBYvXlytTYvFQlRUFEVFRaSkpNQ6IH7BggW8+OKLxMbGEh8fT2RkJMePH2fnzp3Y7XbGjRvHmjVrapx6oz4q46hp4H5NKsfgCSG8T1EUGQMmfEq+JZ97P19EalYxAENi2zOmp3Oi8ZkJM4nwj/BmeI2moZ+hTc0nbkeCcwD8pk2bWLhwIUlJSVitVvr06cMjjzzCnDlz6t3e1q1bq5UdPXqUo0ePAtR4a/Orr76iqKiIK6+88pJPJF5//fVkZmayfft29uzZQ2FhISEhIYwePZq7776bOXPmeP0vXfmlL4QQoibt/dpTmNcHTd2DoqugQ3DVZ+PnqZ8zMXYivdr38mKErZvP9ISJ2vlqFi+EEKLlKq2w03/Bt2iahqIv46GbsgnxrxqG0yW4CzfH13+aJl/jq5+hPjEmTAghhBDN79DZIuegfMWGf8A5urV3Xx2mnbmdV+JqK3zmdqQQQgghmtfPR3LRmU9jCEqlQ3sjeRbV7XjvsOZ7ur8tkiRMCCGEaIMyi86wZPd/MAQ7J2rtGhbqOhbhH8GQqCF0CPC8brJoHJKECSGEEG3M0fyjvJm0ggqqZsq/onMYQ6KG0LN9T8L8wrwYXdshSZgQQgjRRthVO9vObGNPzh4OZxW5ynu0784Dg2YRag6tpbZobJKECSGEEG1AsbWY1Wmrybfkk1tSwYm8MtCM2IoG8OzNN0oC5gWShAkhhBBtwLaz28i3ONc03pqWh6pp2AqvpHNwNKN7tI5JWVsamaJCCCGEaANMOudSdifzyziSXQKaEc0eyh8n9UGvk0m9vUGSMCGEEKINGNFpBIqi8Mux84PxFRvdI/24oV+0dwNrwyQJE0IIIdoCDSpsDrIKqxbsfnJib3TSC+Y1koQJIYQQbcD+vP2cKihHPb9aodmg4/r+Mg+YN0kSJoQQQrQBGhpHs0tc+53a+fNp6r85kHfAi1G1bZKECSGEEG1Ar3YJHM+qWpaoZ4dgSm2lbMzcyOq01RRbi70XXBslSZgQQgjRBhw+W0FB9hDUimh0ikL3yEDXsYyiDD4//DkVjgovRtj2yDxhQgghRCulaiq5ZYV8d+gob27cgTH0NIqhiOhQf/yMerdzLXYLJdYSzP5mL0Xb9kgSJoQQQrQChRWFnCw5SaGlkCJrEQUVBeSW5fPx1uOcK7UCoJz/1O8Y6udWV6fo6B/RX9aMbGaShAkhhBAt3I6sHWw9s7Va+aYj2a4ErJJRr2N0t+70j4ilvbk97f3a0yGgAya9qbnCFedJEiaEEEK0cJ4SsIIyK/tOFQKgqX5o9hAevGoQN/bpy4CouGaOUHgiSZgQQgjRwnUI6EB2WbZr32pXWbXdjuVcIpo9gGA/P359biJBZvnY9yXydKQQQgjRwt3U/SZCzaGu/dSzxeTbTmIIOgg6K/Mn9ZEEzAdJEiaEEEK0cH4GP+7qfRcJ7RMAOJ7nnJRVMRQxrG8WdyR29WZ4ogaShAkhhBCtgKIoXN31amIC+nI8t9RV3q1jucyK76MkCRNCCCFaCUVRyM3riOpwTkFhNuiIaR/AxsyN7M3Z693gRDWShAkhhBCthKZpfJJ0Flv+CByWzvSKCkavUwDYl7vPy9GJi0kSJoQQQrQSm47kcjirBJ0pB73fKa7s2s51rGNgR+8FJjySRyWEEEKIVmL5jpPo/dPRBx6hc3t/wgKdSxB1DOzIuC7jvByduJj0hAkhhBCtQGmFndV7T6EPPALAlTHtXcdu6XELep2+pqrCSyQJE0IIIVqBL3aloQ9JBsCgV4iLCABgTv856BT5uPdF8n9FCCGEaAVWHPgVnbEAgJ6RwRh0Ou7qfRf+Bn/vBiZqJEmYEEII0cL9mHqaA+d2ufb7dgqhZ/uetPNr572gxCXJwHwhhBCiBXGoDn5JT2f94YMczj1JZlEWOWUFruPhQWZiw4O4qtNV3gtS1IkkYUIIIUQLkHI2gzc2/8jOM6mUWMtqPG9sj47c3eduAo2BzRidaAhJwoQQQggfZVNtpBWkcSDvIH/94VdyiitqPDfA6MeMKxJ5YtR1BJmCmjFK0VCShAkhhBA+QNM0ssuyybXkkleeR155HrnludhUGwfPFF2UgCnEhHRkQFQ3+kV1ZlCnrgzq1BGjQaahaEkkCRNCCCG8TNM0vjz6JWdKz1Q7VmF38PPRXOd59mCizL347De30Ck0pLnDFI1MkjAhhBDCy/Ir8j0mYAAHT5dRVBiFaumE4gjlvSfH0Sk0uJkjFE1BpqgQQgghvOxMiecE7IqIwexI6YGjJAHN3o5JAzrRK0oSsNbCp5KwLVu2MGnSJMLCwggKCiIxMZEPP/yw3u3k5uayZMkSHnzwQQYNGoTBYEBRFD799NNa6zkcDhYvXszw4cMJDg7GZDIRGxvLb37zG44cOVJjvYKCAp588kliY2Mxm83ExsbyxBNPUFBQUO/YhRBCtD27c3Z7LF+6cwPFps2YIjZiCjzBM9clNG9gokn5zO3IlStXMmPGDFRVZezYsURERLBhwwZmz57Nnj17WLRoUZ3b+vnnn3nggQfqdX1N05g2bRpfffUVgYGBjBkzhqCgIHbt2sX777/P559/zo8//sjQoUPd6uXl5TFy5EiOHDlC9+7dmTp1Kvv37+ett95izZo1JCUlER4eXq9YhBBCtC1dgrpQWFHoVpZfamXLsbzzeyoDe+YRFyHTTrQmPtETlp+fz5w5c3A4HCxfvpyNGzeyfPlyDh06RI8ePXj99df58ccf69xeVFQUDz/8MO+//z4pKSncc889l6zz9ddf89VXX9GtWzeOHj3K2rVr+fzzzzl8+DBPPfUUJSUl/P73v69W76mnnuLIkSNMmzaN1NRU/vOf/5CSksJjjz3G0aNHefrpp+v1vRBCCNH2jO48muvjrmdAxABX2fb0c1gdKgBGvY5bBwyoqbpooXwiCVuyZAmFhYXccsstTJs2zVUeFRXFK6+8AlCvnrCRI0fy9ttvM3v2bPr164dOd+m3uWnTJgAeeughoqOjXeU6nY7nn38egO3bt7vVOXv2LMuWLcNoNLJ48WIMhqqOxVdffZXIyEiWLVtGVlZWnWMXQgjR9ugUHccKjrEvdx8AuSUVpGYVu47f1OcK7uh7s7fCE03EJ5Kw1atXAzB9+vRqxyZPnoyfnx/r16/HYrE0WQxms7nGY4qiABAWFuZWvnbtWtft06ioqGrtTZkyBYfDwdq1axs/YCGEEK2GxWHhaMFRAByqxrr9Z3GoGgCBZgNXJ8RgsTfdZ6DwDp9Iwvbu3QvA4MGDqx0zmUz0798fi8VCampqk8Vw7bXXAvDuu+9y9uxZV7mqqrz44osA3HfffW519uzZA3iO+8LyyvOEEEIIT0w6Ex0DO6JqGqt2nyL3golZr+0TxbHCVD468BE/ZvxIibXEi5GKxuT1JKyoqMj1FGGXLl08nlNZnpGR0WRxjB8/nqeffpq0tDR69OjBjTfeyMyZM+nVqxf/+Mc/eOKJJ1zJWKXKeLwZtxBCiJZPr9MzJX4K5QUJpJ/1B80IQP/Ooa7B+A7NwcFzB1l5dCWqpnozXNFIvP50ZElJVUYfEBDg8ZzAwMBq5zaF1157jS5dujBv3jzWrVvnKh84cCDjx493G/N1YTyNGXe/fv08lh87doz4+Pg6tyOEEKJlUVUdXyQp2IsGAxrhIXb+e0IPtp7djIbmOq/YWky5vVwW6G4FGiUJmz59OikpKfWqs3TpUhITE9E07ZLn1uWcy1VRUcG9997LihUrmD9/PnPmzCE8PJzk5GQef/xxbr31Vv72t7/x6KOPVourcsyYN+IWQgjROny+I5MzhefHfekq+PNt3Smy5bolYAB9w/tKAtZKNEoSlp6eXu/xWmVlZQAEBwe7lYWEVF8Lq/LcoKCmWxX+pZde4rPPPuPJJ590u+04YcIE1qxZQ58+fXjuuee46667XAP0K2MvLS312GZD4t6/f7/H8pp6yIQQQrRsFY4KcstzeT/5JwzBp1EMhfTtbCStPAvK3c/tG96XcV3GeSdQ0egaJQlLTk5ucN2QkBBCQ0MpLCzk5MmT9O3bt9o5J0+eBKBr164Nvs6lfPTRR4DnJzRjYmIYMWIEGzZsIDk5meuuu84tnsr4LtYccQshhGgZNE2jyFpEbnkuueW55JXnkVueS4mthL0nC8goz0Z3/kH9oXEd3Or6GfyYEDOBbqHdvBC5aCpeHxMGzjFXmzZtYufOndWSMJvNRkpKCmazmYSEpluuoTJh8tQTd2H5uXPnXGUDBw4EYOfOnR7rVJZfccUVjRanEEKIliOvPI+M4gwyijLILsvGptrcjueXWtmSlseRC+YE6xjqR3iQmRBTCB2DOtI5qDPdQrth1tc8lZJomXwiCZs8eTKbNm1i+fLlzJo1y+3Y6tWrsVgsTJo0CT8/vyaLITo6moyMDJKTkxlw0azEDoeDXbt2ARAXF+cqv+GGG9DpdGzevJns7Gw6dKj6y6WiooKvv/4anU7HjTfe2GRxCyGE8D2aprE6bTWZxZkejztUje3p50hKO78skWZEtQehOQJ4ZvIEru7RR8Z9tQFen6ICYO7cuYSEhLBq1Sq++OILV3l2djbz5s0D8Lj8T+/evenduzenTp267BimTp0KwJ/+9CcOHz7sKnc4HDz33HOkp6cTGxvrtnZkx44dufPOO7FarTz88MPY7XbXsXnz5pGTk8Ndd93lNgO/EEKI1qnMVsaBvANsOrmJTw59UmMCdiJH45NfKvhlXztsRYOwnhuDNW8cXQxjWX7vXKb0GSoJWBuhaD7yCN+KFSuYOXMmmqYxbtw4IiIiWL9+PQUFBTz++OO8+eab1epUPpV4/Phxtx4qgBEjRri2jx07Rm5uLj169HAtpj148GAWL17sOicvL49Ro0aRmpqK2WzmqquuIiwsjF27dpGWloa/vz+rV6/m6quvdrtObm4uI0aMcE0hMXToUPbv309KSgrx8fEkJSURERFx2d+fyoH5NQ3cF0II4T3ZZdmsOrqq2u3GStEBHck41Yk3vj3LxTehOgSbeWhcPPeNjMWg94m+kVbHVz9DfSYJA/jll19YuHAhSUlJWK1W+vTpwyOPPMKcOXM8nl9bElbTtBGVxo0bx8aNG93KiouLee2111i5ciXHjh3DarXSsWNHJkyYwLPPPkufPn08tpWfn88LL7zAl19+SVZWFlFRUdxyyy28+OKL1ZY6aihf/QESQggBO7J2sPXMVo/HSix2Vu4+RV6xA80RiOYIQHP4o6l+TBnQjd9fM5AuIRHoFEnAmoqvfob6VBImauarP0BCCCGgsKKQdcfXkWfJcyvPKa5g5a6TlFkdbuVRoX6Mjo8gJsw52bde0RNiDqGduR0JYQl0C+l2yc4EUXe++hnqEwPzhRBCiJYs1BzKzISZFNuKySnLochaRGFFIS8mJVNqMaLonElY98hAEuPCiQ51f9DMoTnIt+STb8nneOFxJsRMoE+457svovWQJEwIIYRoBIqiEGIKIcTknNLol6O5HE8vBVR05mwmD1Ho09VSp7bK7GVNGKnwFZKECSGEEE3gg1+Oo/M/gd4/nS7hevp0jalTvYT2CVwRKfNLtgWShAkhhBCNLKe4lE1n1mIIdE7w3Sc6yuN57f3aExscS7h/OOH+4bQzt8Ogk4/mtkL+TwshhBCNRNM0iipKuOXDt9AMzgTMqNfRMyqIIGMQPdr1INgUTLApmPZ+7Qk1h3o5YuFNkoQJIYQQl6nEWsL6jPWcLjnN/tOF5FpyXMeu6BKK2eB8+vGqzld5MUrha2RSEiGEEOIy7czeyemS05RbHWw+kusqbxdgZER35yThoSbp9RLuJAkTQgghLlOYXxgVdgdf7j6FxeacjkKvU5hyRSeM52fBH9lppDdDFD5IbkcKIYQQl6CqKmU2KzklpZwsLOB0USHZxUXkl5dSVFFGcUU5+7JzyS2rmoIiMS6M8CAzACa9SWbEF9VIEiaEEKLNK7AUsCFjA7tOp7PvVCHl5f5YbCoWRwUVdisVDiuqpta5vd7RIQyNcy5b1y+8H/0j+mPSm5oqfNFCSRImhBCiTUsrTGPd8XVk5JWxcvdJnIv5FTW4vcFd2zOmZwSKonBT95voGtK10WIVrYskYUIIIdosh+pg3fF1pOeVsnrvaeqymrJRZyTIFEiIKZAgcwBBJn+CzH4Em/wZ1CWSIV0j8Tf4Exng/CpETSQJE0II0eacLT3LoXOHOFpwlMJyG9/sPYPd4czA9DqFxLgwro65jhA/f9r5B9DO358wf3/CAgII9vO7ROtC1I0kYUIIIVotq8NKia2ECnsF5Y5yKuwVJJ1JotxejqZpHM8tZdORXGyOqvFetwzqzM0JV3FV5+FejFy0BZKECSGEaJXSCtL4/sT3ODRHtWOqqvH9gSwOnnUf+zWxTxRdwwIYEDmgucIUbZgkYUIIIVqlA+cOeEzAHKrG2pQzHM0ucZUpCkzpPYz7Eq+ge7vuBBoDmzNU0UZJEiaEEKJV6tmuJ5nFmWgXjLY/U1jOuv1nKSyzuco6BnXg8VHXcHXPnrQzt0NRFG+EK9ogScKEEEK0SglhCcSFxlFiLeGbtG84WXiO/2zPdDsnLiKQmwaEkOVI5pNDyXQN6cqkbpNkYlXRLCQJE0II0WqZ9WZOldj4ZncRe86ecDvWLSKQm67ohF5X1fOVUZRBsbWYULOs8yianiRhQgghWhy7aqfcXk6ZrYzMggJ+PX6GnNJiiixllFjLKamwUGIrJ6+0lDxLbrX6g2LaMT6hQ7XyLsFdCDIGNcdbEEKSMCGEEL4vsyiT1PxUssuyKbOXUWq1sCezgJMF5aTnlta5HaNex8Q+HUiICnYrHxY9jKiAKLoEd5FbkaLZSBImhBDCJ9lUG6XWUg6eO8iu7F2UWe0czy3leE4pR3NKLt3ABYL8DESH+DEhoQPDOl1Bl6AuGPVG2pnbya1H4TWShAkhhGhyNtWGxW6pejmqvpbby7HYLVQ4Kty2bWrVE4yHs4r5dv9ZHOpF6wppRjTVRJApgG5h7Qn1CyDY7E+I2Z9QvwDa+QdyZZdIekZGEmQMQq/TN/M7F6JmkoQJIYRoMkXWItakreGc5Vy969pVleyiCnaeyHfr+XKUxeOwdMKkMzOoSzi/GR3HdX2j0elkagnRskgSJoQQoskczDtY5wTMalfJLakg41wZmfllnC20uPV8aQ5/HJYYpvQaztQrYxgZH46fUXq2RMslSZgQQogm0zGwIwoKGlXJlN2hUlBuo6DMSn6ZjfxSK1nFFs6VWtG0mttS9OVMGlZE707bOGHfR05aAEadkSBTEAntE4gJjpGJVkWLIkmYEEKIy2ZzOKiw2yiz2rDYbVTY7ZTZbOSX2QhRB7Pt1CEOZ+eRU1JCYUUZis4KqJdsV6coRIX6ER3sR8+oIDq180dDo8xeRpm9zHlSKRzJP8LQqKEkdkxs2jcqRCOSJEwI4bO0WrpFLuxZudw6tR67eBx45X9a1VdXuaa5Ha+Mp/I/VVPdy85/vfg8V7nmfj0VtarMw7VUTUVFRdM0HJrD+VV1UGq1kVdawcn8Us4WlVNht2NzOLCpDuwOFZvqwOZw4FBV7Or5clXF7nDgUB3YNRW7Q8WhObCrzjKH5sCh2XFoKg7VXuv39mK1zQBh0uuICDbTqZ0/XcMC6Bjqh1Fftykj8ix5dY5BCF8gSZhoFKqmsuX0Fvbm7PV2KEK0OJqmoWqcT3w050tVsasaNofza2XZqfxyzAa967jDoTmPn9+3OlRsdhWbQ8VqV7E61Fpv8XmLXqcQ4m+kfYCJdue/dmrnR1igqUG3FKMCohjecXgTRCpE05EkrAVRNZVSa90nJbyQSW/CqDd6PFZmK6u196A2Rr0Rk97EqeJT1RIwm8NWr7+OL6RTdBh0nn887ard1aPQ2ttVUGr8/1bZG+FL7YLzZ80TVVOxq/YGt2vUGT1+ODeoXWcnE6qmnf//pqC5ephA08Chqdgddtd5aM6bZxU2B1Z7VdJjd2g4VM0tUbKrGqqqnE+ONByqiq0yWXKorsTKcUEdX0yULp8OP4ORAKORUH8zMe2DiAkLJDo4gPBAfzRUFBQMOgN6RY9O0aHX6dErF7x058sVPSa9yfnSmQgwBhBkCnLtXzj1hMVuwaE27GdYr9PjZ/DzeKyp2q2wVzT434ZO0eFv9Pd4zOqwYnPYPB67FEVRCDAGeDxmc9iwOqwNahcg0BTosdyu2qmwVzS43QBjgMffEQ7VgaqpPjkJryRhLUheWR6vbnm1QXUn9ZxEYucLxkocWgOFJ0GnY3PaesodNjQUVEVBVXRoiuLa13D/oVYv+CHv16Ev/TsM4GxWLjvTtgNVd2+KKopwXJR8XNxW1eeO4paumfRmAs7/Yrm4TrG1FLtqg/PlF7bh2r+gsQvrG/XG879YFJwfuVXHSq1lrnmJao7zouuc39fr9AQaAz3WLbdZsKrWqvO1quMXf+5eXFdR9FW/sDT3a1sdFVQ4LhjIrHhuQ7voehoKKDoCTMFoKK6Xev6r1WHDUs9fhBe+D09LvmhU/oK1XHSk5u/FxfwN/igXvH/n7ThwqKrrA6HyvVb9DCiube389VpnslM3RoMDf7MNvU7FpEWix4BOUdDpICa0M52DozDo9Bj1zpdZb8Bo0PFL5mZU1YZOBzodGBTnV70ODDoFnQKG8/t6/fltRUOnU5jQbTzj48Z7jOftbW+TU5bToPcyrNMwJvea7PHYpymfkl6Q3qB2+0b2ZWa/mR6PfZX6FQdyDjSo3bh2ccweNNvjsfVp69l+enuD2o0MiOSRxEc8HtuSuYWN6Rsb1G6AMYB5o+Z5PLbr7C7WHFnToHYBFoxf4LE8NTeVzw983uB2/+uq//KY4GUWZZJXlkdkYGSD224qkoS1UWe2/4OVebsvu51fT23i1/Pbgy+7tYuUN3aDgA24OA9oLA3/A652DftD9tJq+MPbgYIdPXb0ONCjagoOdKjoUKncVlDRucqtGLBoJiowYrGZKNdMFBFIKX6Ua2Zsrl81nnvf6qLCWts3ovVNU6BTNHQ6DUXR0Ckais75NdgcQIVNISrEj2CzEb1OwaBXMOgU0vKPoNNp6HQq+vPn63Uqer3za+XfTwadgZ7BHd16DSb1HOj+h9oFSn7ZSpmtvj018pSiEJciSVgbtV8t83YIwkfp0dBjx1yZpdX1s7SW86yVCd2FvW6aM5Gr3L/wWNW287gdPRUYcGh6t2PqRb14qitBdK+vXnRN92vpKMNMBSbsmg4HehzoXPFe/BZ1Og29XnUmRucTJdf2BftRQZEEmfww6HUYdAoGnQ6DXgFUjpw76Fb3wiTL2RbUNCyqb2RfOgRWX3gaoLCO/67bm9pTYC1AURR06FAUhayyLE6VnHLdBjToDJj1Zox6Y4OHKwghaidJWBvVPXowhxU7aBoFlnw07fzH0vl7NxduQ82fryadEZPeiF11DgK+kF21o2kX3hzzdFPPc7lO0aFT9BfdpHSe61AdF4w18xxfzW0r6KuNC6h8Ok296MOm9vfuPFZ1L1Dn9qlZVffCJ+A8tqXVfp2L30tL7F8w4QAuGkvTkDfSzG9eA1RFd/6lVNvWzm87FB1WvZFygz9WvQG7zki3yACCAwLAFAB6syursjqsZFU0Vbdp3eRYqt8CTDqTRGZppsfz9+Xvw6E6qsZtXfTVrtox6AyEm8Mx6hre2ylEW6No8idOi9CvXz9UTSV5d3KD6nsamG+xW8gpz8Fit9Q6IOfigY7KBZ+EBr3zr2VPLHaLx7+gFQ+fpBdfw6AzYDZ4brfCXtHgwbE6na7WQbeqqtbpYYKL35dep68Wb+U5Voe1wYNuFUWpMV6rw4rdYa+82Pm4Ndf++Y2LvqigOV/+eiOa6gDVgaY5QLVzuuQM23J2odqtoNqdL01F0VRQHefrnv96wb5it4LdAnYLersVrMVQUQI26XEFQG8CczCYg9H82qGaAtD0Jme5wezcNpjBFIRmCqy5Gwznv42aBhhfzmDpykHwntT1IRuz3szMXjPdfmYrH97xpNxW3uCHVmr7HSED851kYL6TQ3XQv39/dIqO/fv3N7j9piA9YS2ITtHV+MPbEH4GP2KCYxqtPdHyxQDDe93sVmaxWzx+UHr6ZVfZ66dqKqqmojmsaKV5qGW5aA6bM+FTbeeTPgeaancmglrltnNfU+3Oc84nh5q1HM1aguawoWl2t+RRU+3n659/udo+3652UbmmVl1HU8FSiGYthvOJhna+f1NTuKi/FVeaW/WAw/nesovOcT7QUlWmYkUtL0FVzqICqsL5W6HguGDbeUyHavRDNfih+rdDNfrj0BtRdQY0vRF0xvPJmwnMIWD0B50edEZMfu2cI+YbWU1P0l5MwzmXWV1/T9WUPFyumpIdX23XbDBjxnNCeTkqnyZtbEa9sc4/E/Vh0BkwmBo/Lal8wtYXSRImhPDIoTpYm76WjKKM5ruo7vwLcN57NDhfAX5A+6a9tqad7+GzO3v5KnsCK7c1R83HHFawFDpf9nKwWVw9gw16HNNR4XxVFNavnsEM5iAwBoDB3/nV6OGrKcCZwDXyEj/DoocR4R/RqG0K0Zr5VBK2ZcsWFi5cSFJSElarlb59+/LII49w33331aud3NxcvvzyS7Zt28a2bdtISUnB4XDwySefcMcdd9RYz+Fw8H//9398+OGHHDhwgIqKCjp27MjEiRN57rnn6NmzZ7U6cXFxnDhxosY2Dx48SO/evesVv6/YkbWDrWe2ejsMIZqHooCid/YqNRZNc96SrSgCS7EzqSovAFv5+UTLCvbzCZfN4ty+HPaK823UceZ4o7+zV01vdCZo7bqCXyh6UxD6gAgMQVGuubuCjEG092uPv8Efo87ZE2LSmTDqjPgZ/IgKiJJ1G4WoJ59JwlauXMmMGTNQVZWxY8cSERHBhg0bmD17Nnv27GHRokV1buvnn3/mgQceqNf1NU1j2rRpfPXVVwQGBjJmzBiCgoLYtWsX77//Pp9//jk//vgjQ4cO9Vi/pkQxNDS0XnH4itzyXEnAhLhcigKmQOcruGPt52qas+fMVu5MpCqKnOPqVCs4bM6Xev6rwwrWEqgoBe18j1w9EziDpmG0lmLQSjFqmvOVm4ZB09ABiqahaxeLrstQlIhe6KKiAeftaatiRWfXnX+ARoeCwumS087t809cVm5XDt6vfOkVvcfyCwf6V05+bFAMrnaEaI18IgnLz89nzpw5OBwOVqxYwbRp0wDIyspi9OjRvP7660yZMoUJEybUqb2oqCgefvhhhg0bxrBhw3j55Zf56KOPaq3z9ddf89VXX9GtWze2bNlCdLTzF46qqjzzzDO8/vrr/P73v+enn37yWP+DDz6o+xtuAQIMAZj1Zioc3n2KS4g2Q1HO3zKsHCd1iaTtYnYLlOY6kzhbWe1f7RXYFQX7+XFtNSo7A4e/hsOAwQ869IGQTtChb+P2GNZCURSMOiMGxYBRbyTQGEiwMZhw/3B6te9V4+BxIVoCn0jClixZQmFhIbfccosrAQNnMvXKK68wbdo0Fi1aVOckbOTIkYwcOdK1r6vDQNVNmzYB8NBDD7kSsMq6zz//PK+//jrbtzdsRuOWKMAYwB2972BH1g7KLnzCzTnRvPt+I/D0xGRD26maDqKR2jz/V3jl044N/av8wtgq9xtDY7Xj9v+2Gf+/atWe4HRfEPvisspzL/xeui2E7Zpy5ILjF5V5OufiayqK4oq/cvvisguv76mNC7fBucRS5YMLlQtyVz7EcHGZcz3JqgW5L8ngB6FdLn0eOG99WkucPWqVr5JsKMlyJmnWEudt0wvZLXB6l/N16BtoF+Ps3Qvu5LyuufpKCY1B0zSsDitWrGCHwspxcvmw5fQW7u5zN6HmlnnHQQifSMJWr14NwPTp06sdmzx5Mn5+fqxfvx6LxYKfXxM9nWKu+cmUyl+2YWFhTXJtXxVoDGRsl7HeDkOINu/Cp049JWoOzeGx3O1J1VoSvAsTQVdZ/gnUPZ+gnTuGWnQSVXWgKVVPcWpZR1Gzj7meDFUDI1Fjrzr/RGcAmjkIR1AUmjEAxwXJZmWsDs3hft3KOOswFcaFlh1cxk3db6JrSNcm+M4L0bR8Ignbu9e58PPgwdUXvjGZTPTv35/k5GRSU1MZOHBgk8Rw7bXX8r//+7+8++673HfffW63I1988UWg5nFfAK+++irHjh3DbDbTr18/br31ViIjfW+dKiFEy1PZA9esj9l3GAQJtzi3S/Ng/xdwYBVk/Op8IvRiZRmQ43yStnJqXruiYNMbsQZEUBEUjjUwAmtIZyr8Q7H6BVPh1w5rQBhWcxAVmp0KRwUVjgosdotrHde6+Db9W37T/zc1znMmhK/yehJWVFREQUEBAF26eO5K79KlC8nJyWRkZDRZEjZ+/HiefvppFi1aRI8ePRgzZgzBwcHs3LmTU6dO8cQTT7iSMU/mzXNf6PSpp57irbfe4v7772+SeIUQvstTz5Wn3inArQeo8vyLe7Bc+xe1c3GP1sXXcjvvfG8UGh57zC7uKXOLAQ01LBJt1P1ow2ehFmag5qejnUtDPbsPh6Jg53zSpVRfRB5Koaz0fKK2s/o3TNGBX4jz9mZIZwiNgaBIZ3kdGHQGGbwvWiSvJ2ElJSWu7YAAzwMsAwMDq53bFF577TW6dOnCvHnzWLdunat84MCBjB8/HoOh+rfr5ptvZsKECQwZMoTIyEjS0tJ47733ePPNN5k7dy7h4eFMnTq1zjH069fPY/mxY8eIj4+v93sSQjS9tII01qWvu/SJrYVfEHTs73z1vQmKTsO541CW6xw7Zi11jimr6yzwmuo8v7wAsg86y/RGMAWBORhd+26Yw3tgah+H2RjomoTUrtoJ93MO0PfVyTiFqE2jJGHTp08nJSWlXnWWLl1KYmJinQacNsfKShUVFdx7772sWLGC+fPnM2fOHMLDw0lOTubxxx/n1ltv5W9/+xuPPvqoW7233nrLbb9fv3689tprJCQk8NBDD/Hss8/WKwkTQrQ8m09t9nYI3qPonAPzL34oQNPAXoFiK8Nos2C2WzBZijCVF2CuKMFkKcZUmoO57Bzm81NkmDUu2NYwa3mYNA1D+j5nmwY/iBsN1yyA6AHN/laFaGyNkoSlp6eTmpparzplZc4n7oKDg93KQkJCajw3KKhpnr4BeOmll/jss8948skn3W47TpgwgTVr1tCnTx+ee+457rrrrjoN0J87dy7PP/88hw8f5vjx43Tr1q1OcdS0rlVNPWRCCO+LCowirSDN22F4nV7RY9abMelNrq8mvcnzwt+6818dNijOwpF3lIpzadjPpqDPSaVMc2DQQI+GXgMDGv6OCgKOrkc5uh76ToXbljh7zIRooRolCUtObtii0gAhISGEhoZSWFjIyZMn6du3b7VzTp48CUDXrk339EvlPGKentCMiYlhxIgRbNiwgeTkZK677rpLtqfT6YiPjyc7O5szZ87UOQkTQrQ818dez8nwk+SW51abiuRSU2W4Pd14wdgwh+Zwjd+qHK+FVjXNReU4rovHkl04Lgzcp8Vw7Xs4t3K/8qnFhnBoDsrsZZTZG7Bwe2AgBA6AmAFgt0L5OedUGQWZUHQKis+6bm8mWK2MOrgKv4/PwR2fNNn0GEI0Na+PCQPnmKtNmzaxc+fOakmYzWYjJSUFs9lMQkJCk8VQmeh56om7sPzcuXN1bjM/Px9o2h48IYT3KYpCTHAMMcEx3g6lUWSVZrExcyN5ljouf9TYDCYIPj9fY3gP51fV7hwvdugbUk0mUk0memdtx/D3/ph6XIux780Y28U6l1TSGTHoDJj1ZqICo2S8mPBZPpGETZ48mU2bNrF8+XJmzZrldmz16tVYLBYmTZrUZHOEAURHR5ORkUFycjIDBriPNXA4HOzatQtwrhVZF/v37yc1NZWAgIAWu3akEKJtigqM4vbetwPOnjOH6sCu2XGoDhza+df5bbtqd+3bNburF09VVVev2sVfK9tUNZXU/DoOZdEZnOPAIhNg18dQks0hkwlQ4fi3zlfMcOg+3m1h8g4BHZjWc5okYsIn+UQSNnfuXP785z+zatUqvvjiC9es+dnZ2a6pH55++ulq9SqTmw0bNtC5c+fLimHq1Km89dZb/OlPf2LUqFH06tULcCZgzz33HOnp6cTGxrqtHfntt98SERHBkCFD3Nrau3cvd9xxB5qmMXfuXEwm02XFJoQQ3qJTdOj0Oow0zdirgR0Gsv7Ees5Z6niXQW+CK+6AI99BziH3Y5lbAQ3ir3YVZZdlU1BRQJhf25psW7QMitYcjx7WwYoVK5g5cyaapjFu3DgiIiJYv349BQUFPP7447z55pvV6lTOC3P8+PFqPVQjRoxwbR87dozc3Fx69OhBeHg44JwYdvHixa5z8vLyGDVqFKmpqZjNZq666irCwsLYtWsXaWlp+Pv7s3r1aq6+uuof94IFC3jxxReJjY0lPj6eyMhIjh8/zs6dO7Hb7YwbN441a9bUOPVGfVQOzK9p4L4QQrRkmqZh1+zY1eovm2qr+nrBOVsPfg6ndkDORb1ppiBoHwehXejeKZHr+96FYpI1JtsyX/0M9ZkkDOCXX35h4cKFJCUlYbVa6dOnD4888ghz5szxeH5tSdilJu4bN24cGzdudCsrLi7mtddeY+XKlRw7dgyr1UrHjh2ZMGECzz77LH369HE7/9dff2XJkiVs376d06dPU1hYSEhICFdccQV33303c+bMQa9vnBmcffUHSAghvCX5bDLbzm5zzi+24wPnHGUe+GkaQeZQQgI7EBTcmaB2cQS1jycoNIbA0K4EhsSgMzbdcBfhfb76GepTSZioma/+AAkhhDdllWax5fQWzmTvhcProPBUvdtQ0AjQ+xEUFE1gzxsI6jaOIGMQ7cztaO/XnmBTsIwpa+F89TNUkrAWwld/gIQQwhdkFGWQmp9KSdFJyrMPUp5zgIqik85esvpOudF1JHQf59o16U1M7DqRbqEy1VBL5aufoT4xMF8IIYS4HF1DutI1xH0uSYfqoLyimOK8VIpzUyk+d5TiwhOUFJ+itCyHEmsJFZ4WCs/41Tk1RqjzgS+rw8r2s9slCRONTpIwIYQQrZJepyfIvx1BXYbTsctwj+fYKoopLTzB2p//l/yMn6sO7P4YrrwXQjoCtJo54IRvkZvcQggh2iyjORgtpDP53UfDgBlVBzQN9n4KxWeICY4hzC+Mk8UnKawobJb1jEXbID1hQggh2rTM4kznRng8dJ8AaT869+0VsOdTMm2WqnOAXu17MbHrxEs+hS/EpUhPmBBCiDate2h3IvwjnDtdh0OvG6oO2itg32eQe9RVdDj/MFbV2sxRitZIesKEEEK0aUGmIGb0moFVtVJqK6U0fgplIfHk/vo39hh1zluTh76GIbPBvz3d23XHpJOVUMTlk54wIYQQbZ6iKJj1ZsL8wogJjiFh9LNcNXO5c81KcPaIpf0EILciRaORJEwIIYTwQIkdwTVDH60qyD0M1jK+Pva194ISrYrcjhRCCCEuoGoqRwuOklaQxpmgUDCYnT1hmgpn93JW1qEUjUSSMCGEEOI8h+rg67SvOV1yuqqw40DI3ObcztzKdVf9wTvBiVZHbkcKIYQQ5xVUFLgnYACdh8L5tSM7lhfjOPIdeeV5qPVdDkmIi0hPmBBCCHFeqDmUUHMohRWFVYV+IRCZANkHOWMwcGb3EtDbMPq1o3u77gzuMJj2fu29F7RosaQnTAghhDjPoDMwM2Em18ddz5UdriQqIAoFBToNrjqpogi2/RNb4UlSz6Wy4sgKymxl3gtatFjSEyaEEEJcwKgzEt8unvh28QBUOCrILc8lpyifvENfkqPXcw4L7HgfYkdh7TaGvPI8AowyYF/Uj/SECSGEELUw6810DurMoCnvMHHQA9xRXFJ18MQvUJJNRECE9wIULZYkYUIIIURdKApc9//g7hXu5XlHWbp/KV8f+5r9ufupcFR4Jz7R4kgSJoQQQtRHz2u4vs/tVfsFmTg0B5nFmfx08if+te9fbMzc6D64XwgPJAkTQggh6ql7z5u4sbSUHlYrpnNpUJrjdvxA3gE+P/w5JdaSGloQQpIwIYQQot7sMcNR/cPRVxZs/xec3ed2jtVhpaCioLlDEy2IPB0phBBCXEKxtZjD+YfJKMrA6rCSX5GPGj8cjv9UddKhb+Dcceh5HYrRn4SwBDoGdvRe0MLnSRImhBBC1KLCUcFnqZ9VH3AfOxI0B6T/DICfptL+9F5iyy3E3/4poUHRXohWtCRyO1IIIYSoRZmtrOYnHuNGwxW30ycgmsTyCgZbKog9tYeAf98BxVnNG6hocaQnTAghhKhFO3M7RnQcQdKZJM8nhHXj4NCuHNz/JeQdcZaVpeH/8TUMuuYl+sdfj1FnbLZ4RcshPWFCCCFELRRFYXDUYGb0mkGoOdTzSTo99LsVOl3pKiqvKOTX7+fxz6SXOVt6tpmiFS2J9IQJIYQQdRAZEMndfe7GrtoptZVSbC2m2FpMia2EImsRJdYSivtPp8i/PRz7wVnJWgIpn7M6IIK7+t0rSxsJN5KECSGEEPVg0BkINYfW2Ctm6TWD9759BI587ywoy8easYWc7jcSa4xtxkiFr5PbkUIIIUQj8jP4MXDQbyAyoaowbSPrdv+TMyVnvBeY8DmShAkhhBCNrH9EfzoOuMutzHFgFV8d/ZJye7mXohK+RpIwIYQQopGFmkO59Yo5zB73EgMrzk9vYSnEkX2QVUdXoWmadwMUPkGSMCGEEKKJBFx5N4ldxlUVHNvAubIckrOSvReU8BmShAkhhBBNyHjNAiaUW5w7FcVQmMn2s9spshZ5NzDhdZKECSGEEE0pqi99Og1nmOV8Ipa+GTSNTw5+QnphuldDE94lSZgQQgjR1IY9wGBLBZ3tdig8BbmHcWgO1qWvY0fWjpqXRRKtmiRhQgghRFPrezP6ntczpaSU0eXlKNkHAFA1la1ntvLRgY/ILMr0cpCiuUkSJoQQQjSHAdPRAVdUWLk1bQcBBSddh6wOK1+nfc3R/KPy5GQbIkmYEEII0Rz63gLBnQCIdjiYuen/6F3hfhvyuxPfsS93nzeiE17gU0nYli1bmDRpEmFhYQQFBZGYmMiHH35Y73Zyc3NZsmQJDz74IIMGDcJgMKAoCp9++mmt9RwOB3/7298YMmQIgYGBhIaGMm7cOFauXFlrvYKCAp588kliY2Mxm83ExsbyxBNPUFBQUO/YhRBCtFIGM9yxDExBaICqOYj76XVMFvenJI8WHPVOfKLZ+czakStXrmTGjBmoqsrYsWOJiIhgw4YNzJ49mz179rBo0aI6t/Xzzz/zwAMP1Ov6DoeDqVOnsnr1aoKCghgzZgx2u50tW7Ywbdo0XnzxRf70pz9Vq5eXl8fIkSM5cuQI3bt3Z+rUqezfv5+33nqLNWvWkJSURHh4eL1iEUII0fqUWEtINWhkjX+c7KS/U6ZTnAd2L4MrboeAMAC5HdmG+ERPWH5+PnPmzMHhcLB8+XI2btzI8uXLOXToED169OD111/nxx9/rHN7UVFRPPzww7z//vukpKRwzz33XLLOG2+8werVq+nWrRt79uxh3bp1rF+/nuTkZKKjo3nhhRfYunVrtXpPPfUUR44cYdq0aaSmpvKf//yHlJQUHnvsMY4ePcrTTz9dr++FEEKI1sGu2tmdvZv3U97ng5QPWHpgKVvPbCU9IJiyhOuqTrQUwo4PoCQbo87IlR2u9FrMonn5RBK2ZMkSCgsLueWWW5g2bZqrPCoqildeeQWgXj1hI0eO5O2332b27Nn069cPne7Sb/Odd94BYOHChXTv3t1V3rdvX/77v/8bgJdfftmtztmzZ1m2bBlGo5HFixdjMFR1LL766qtERkaybNkysrKy6hy7EEKI1uGnzJ/YcnoL5fZyyuxl7gc7D4FuYwlSVbrbbAwvKeKm9N3M6juL7u26e25QtDo+kYStXr0agOnTp1c7NnnyZPz8/Fi/fj2WyonuGllhYSHHjh0DYPz48dWOV5atW7cOq9XqKl+7dq3r9mlUVJRbHbPZzJQpU3A4HKxdu7ZJ4hZCCOG7LA7Pn1k6RceQqCHMunEx9458jhtKyxhSUUHXoz/iv6nuHQ6i5fOJJGzv3r0ADB48uNoxk8lE//79sVgspKamNsn1S0tLXdvt27evdjwszHmfvry8nMOHD7vK9+zZA3iO+8LyyvOEEEK0HWO7jKVLcJdq5aqmsiNrB8sOLGNZSDDfdIhlt9lEjl6HuukVOLDKC9EKb/B6ElZUVOR6irBLl+o/rBeWZ2RkNEkMYWFh6PV6AE6cOFHt+IVl6enpru3KeLwVtxBCCN8VbArm5vibSYxOxM/gV+24hkahrYQTA6ezJSiUz4ODWRIawpdrfsfO75+l9FyaF6IWzcnrT0eWlJS4tgMCAjyeExgYWO3cxuTn50diYiK//vorH3zwAX/5y1/cjr///vuu7eLiYtd2ZTyNGXe/fv08lh87doz4+Pg6tyOEEMI3DI0eyuCowWSXZZNZnMnJ4pPklOdgV+3OEwIjoOe1cOgb7IrCaYOB0/s/YeehL7j51mV06JLo3TcgmkyjJGHTp08nJSWlXnWWLl1KYmJinR7FbY7HdZ977jluvvlmXnvtNSIjI5k1axYOh4N//etfLFmyBIPBgN1udxvkXxmXoihei1sIIYTv0yk6ogOjiQ6MZlj0MFRNpaiiiPyKfLLKsjhlDiPn5A7UkrOuOlZHBbv2vM/1koS1Wo2ShKWnp9d7vFZZmfNJkeDgYLeykJCQGs8NCgq6jChrN2XKFP7617/yhz/8gWeeeYZnnnnGdezuu+/m+PHjbNmyxW3MWGXsF44pu9y49+/f77G8ph4yIYQQLY9O0dHOrx3t/NrRLbQbdByBredUctM38eX3T6NVOCdwLS5I926gokk1ShKWnJzc4LohISGEhoZSWFjIyZMn6du3b7VzTp50rq/VtWvXBl+nLn7/+98zdepUli9fTlpaGiEhIVx//fVcc801REdHA+7JUGU8lfF5K24hhBAtn9HgR8ce1zEgaxZ7ty8GoLws18tRiabk9TFhAAMHDmTTpk3s3LmzWhJms9lISUnBbDaTkJDQ5LHEx8fz7LPPupXt27ePrKwsevToQefOnd3iBti5c6fHtirLr7jiiiaKVgghRGvTrcMg9p7fLq4owKbaMOqMXo1JNA2vPx0JzrnAAJYvX17t2OrVq7FYLEycOBE/v+pPlzSHyoliH3zwQbfyG264AZ1Ox+bNm8nOznY7VlFRwddff41Op+PGG29stliFEEK0bJEdBlTt2CvIPnfEe8GIJuUTSdjcuXMJCQlh1apVfPHFF67y7Oxs5s2bB+Bx+Z/evXvTu3dvTp06ddkxlJaWcujQIbcyVVV59dVX+eCDD0hISODxxx93O96xY0fuvPNOrFYrDz/8MHa73XVs3rx55OTkcNddd7luZQohhBCXchY76KpuVBmLs2s5W7RkiuYjj/CtWLGCmTNnomka48aNIyIigvXr11NQUMDjjz/Om2++Wa1O5VOJx48fJy4uzu3YiBEjXNvHjh0jNzeXHj16uBbTHjx4MIsXL3adk56eTrdu3ejfvz89e/ZEr9ezbds2MjIyiIuL44cffqBbt27VYsjNzWXEiBGuKSSGDh3K/v37SUlJIT4+nqSkJCIiIi77+1M5Fq2mgftCCCFah+yybJZ/fD2U5QEwpMtoEqd9jFKHJfiEZ776Geoz/0dvu+02Nm3axPXXX8/u3btZs2YN8fHxvPfeex4TsEvZunWr65Wb6xzYePToUVfZgQMH3M4PCwvjt7/9Laqqsn79etasWUNwcDAvvPAC+/bt85iAAURERLB9+3Yee+wxrFYrK1eupLCwkEcffZRt27Y1SgImhBCi7egQ0IEOobGu/R0nfybpx+e9GJFoKj7TEyZq56tZvBBCiMZXkLWPlZ/dSrnDuV6x4t+ee+b8QpCp6aZqas189TPUZ3rChBBCCOHULmoAt03+l2tfK8/nRJasQ9zaSBImhBBC+CBjzDC4YM1JffHZWs4WLZEkYUIIIYQPsjgqwK9qVRnz2X1ejEY0BUnChBBCCB8Uag4lNKhqgvAN+5dReu64FyMSjU2SMCGEEMIH6RQd1yY+hVFxflRbHRXs3LzQy1GJxiRJmBBCCOGjOnSfQL/4qlVXzhWkeTEa0dgkCRNCCCF8WGiH/lU71lLvBSIanSRhQgghhA8LCqpa+i6rLJfSbN+a60o0nCRhQgghhA+LjhuP3mAGwK7Z+fbrB7BZirwclWgMkoQJIYQQPswcEM7IYY+69s8Wn+SHVXOQBW9aPknChBBCCB83IPFx+nYZ7do/dmY7x4//4MWIRGOQJEwIIYTwcYqiMHbq+4SZ27nKzmRs8l5AolFIEiaEEEK0ADqDmS7te7j2HZZCL0YjGoMkYUIIIUQL4TAHubZzynJkXFgLJ0mYEEII0UJEB1wwXUXpWY4UHPFiNOJySRImhBBCtBC94q6mq83m3CnMYHPmTxRbi70blGgwScKEEEKIFkLpNobRVodzx15BRW4qe3L2eDco0WCShAkhhBAthSmQ9LiRVft5R2VcWAsmSZgQQgjRQqSeS+XXsKpxYYHZqQyJHOS9gMRlkSRMCCGEaCH25OxBC+8BigLA1flZBGQd8HJUoqEkCRNCCCFaiAj/CDAFQmgMAGsDA9n5/X+hOmxejkw0hCRhQgghRAsxtstYEtonQFg3AOyKQlJxOp+9dxVns/d7OTpRX5KECSGEEC2EQWfg6q5Xc/WgB/EzBrrKz5VmsXLt70g6/SsO1eHFCEV9SBImhBBCtCCKotC76xjuuHsdCR0GouB8OlLLT2dnyr/55vg32FW7l6MUdSFJmBBCCNECBbSLZeKdXzE1Yiihlb1fx37kZGE635/4HlVTvRuguCRJwoQQQoiWSlHoeONfmVlSQbzVChVFkHOY44XH+THzR5lDzMdJEiaEEEK0ZOHxGAdM55qycmJtNshMAk0j9VwqaYVp3o5O1EKSMCGEEKKlG/4QeuC60jKiC05DQQYAP2T8QHZZtndjEzWSJEwIIYRo6TpdCd0nYATGl5VjLMwEwKbaWJ22mnxLvnfjEx5JEiaEEEK0Bt3GAtBeVeldmOMqttgtbMjY4K2oRC0M3g5ACCGEEJdH0zTywrtx3M/MYZORwqI0sFeAwQxAub3cyxEKTyQJE0IIIVooVVPZkbWDA3kHKC0/B4HB4LA5X0WnIKw7Ef4RjOsyztuhCg8kCRNCCCFaqFMlp9h+drtzx2CGoCgoPImCRpymZ2CPqXQM7IhyfsFv4VskCRNCCCFaqCBjEIqiVM0HFhBG/+xjDKqoICT3FAR18m6AolYyMF8IIYRoodr7tef6uOurCsJ7ctpgIEDV4NAaKDvnveDEJUkSJoQQQrRg3UO7MyFmgnMnPJ5z/iEcMJtAc8DR9d4NTtRKkjAhhBCihesT3oeOgR1B0UFYPNv8/LAD7P/Sy5GJ2vhUErZlyxYmTZpEWFgYQUFBJCYm8uGHH9a7ndzcXJYsWcKDDz7IoEGDMBgMKIrCp59+Wms9h8PB3/72N4YMGUJgYCChoaGMGzeOlStX1lgnLi4ORVFqfB06dKje8QshhBD1NarzKOdGRC+sikKqyQip30DmNu8GJmrkMwPzV65cyYwZM1BVlbFjxxIREcGGDRuYPXs2e/bsYdGiRXVu6+eff+aBBx6o1/UdDgdTp05l9erVBAUFMWbMGOx2O1u2bGHatGm8+OKL/OlPf6qx/n333eexPDQ0tF5xCCGEEA3RIaCDcyM8HoKj2KqdobfVhv77F+A3a70bnPDIJ5Kw/Px85syZg8PhYMWKFUybNg2ArKwsRo8ezeuvv86UKVOYMGFCndqLiori4YcfZtiwYQwbNoyXX36Zjz76qNY6b7zxBqtXr6Zbt26sX7+e7t27A3DgwAEmTpzICy+8wPXXX8/w4cM91v/ggw/q/oaFEEKIJjAochC7c3ZD96ux7PmEf4cEM+TsdnoXnkIX2tnb4YmL+MTtyCVLllBYWMgtt9ziSsDAmUy98sorAPXqCRs5ciRvv/02s2fPpl+/fuh0l36b77zzDgALFy50JWAAffv25b//+78BePnll+scgxBCCNHchnccTvfQ7tA+FsxBFOt0bAwI4NcDtQ/HEd7hE0nY6tWrAZg+fXq1Y5MnT8bPz4/169djsVia5PqFhYUcO3YMgPHjx1c7Xlm2bt06rFZrk8QghBBCXC69Ts/ErhPp2b4nhFT1fB08u8OLUYma+EQStnfvXgAGDx5c7ZjJZKJ///5YLBZSU1Ob5PqlpaWu7fbt21c7HhYWBkB5eTmHDx/22Marr77Kb3/7W5544gneffddcnJyPJ4nhBBCNCWj3sg1Xa+BwA6uMmtJFtll2V6MSnji9SSsqKiIgoICALp06eLxnMryjIyMJokhLCwMvV4PwIkTJ6odv7AsPT3dYxvz5s3j//7v/3jrrbd46KGHiIuL41//+leTxCuEEELURlEUwtrFVRWU5XC04KjX4hGeeT0JKykpcW0HBAR4PCcwMLDauY3Jz8+PxMREwPMA+/fff9+1XVxc7Hbs5ptv5osvvuDEiROUlZWRkpLC008/TUVFBXPnzuXLL7+sVyz9+vXz+Kq8XSqEEELUxYCYsVU75QWknzvivWCER43ydOT06dNJSUmpV52lS5eSmJhYtd5VLepyzuV67rnnuPnmm3nttdeIjIxk1qxZOBwO/vWvf7FkyRIMBgN2u73aIP+33nrLbb9fv3689tprJCQk8NBDD/Hss88yderUJo9fCCGEuFBs5xGgM4BqB6Ag/yh21Y5B5xMTIwgaKQlLT0+v93itsrIyAIKDg93KQkJCajw3KCjoMqKs3ZQpU/jrX//KH/7wB5555hmeeeYZ17G7776b48ePs2XLFo9jxjyZO3cuzz//PIcPH+b48eN069atTvX279/vsbxfv351qi+EEEIAnLMWQmA4FGcBYCzLlwTMxzTK/43k5OQG1w0JCSE0NJTCwkJOnjxJ3759q51z8uRJALp27drg69TF73//e6ZOncry5ctJS0sjJCSE66+/nmuuuYbo6Gig7smQTqcjPj6e7Oxszpw5U+ckTAghhGgMnYI6QUCkKwnrVl56iRqiuflESjxw4EA2bdrEzp07qyVhNpuNlJQUzGYzCQkJTR5LfHw8zz77rFvZvn37yMrKokePHnTuXPfJ7vLz84Gm7cETQgghPDHoDASGdqU0yzlc6PDZZK7RNFAUL0cmKnl9YD445wIDWL58ebVjq1evxmKxMHHiRPz8/Jo7NKBqotgHH3ywznX2799PamoqAQEB9O7du6lCE0IIIWrUJ+Hmqh1LIZbCppllQDSMTyRhc+fOJSQkhFWrVvHFF1+4yrOzs5k3bx4ATz/9dLV6vXv3pnfv3pw6deqyYygtLa222Laqqrz66qt88MEHJCQk8Pjjj7sd//bbb9mxo/oEeHv37mXGjBlomsbcuXMxmUyXHZ8QQghRX8O634jZ4O/a35f8f16MRlzMJ25HhoWF8d577zFz5kymT5/OuHHjiIiIYP369RQUFPD4448zceLEavUqHwaw2WzVjo0YMcK1XTm9w/PPP88bb7wBOCeGXbx4seucnJwc+vTpQ//+/enZsyd6vZ5t27aRkZFBXFwca9euxWw2u13j119/5cUXXyQ2Npb4+HgiIyM5fvw4O3fuxG63M27cOF566aXL/v4IIYQQDaEoCr07DWdPxkYADpz+lQF2C34G79xZEu58IgkDuO2229i0aRMLFy4kKSkJq9VKnz59eOSRR5gzZ06929u6dWu1sqNHj3L0qHOyuotvbYaFhfHb3/6WTZs2sX79ehwOB926deOFF17gmWee8Tiu6/rrryczM5Pt27ezZ88eCgsLCQkJYfTo0dx9993MmTPHNQmsEEII4Q1X9pnuSsJKy3LZl7uPYdHDvBuUAEDRmmMSLnHZKp/KrGkKCyGEEMKjvGMs/miCa3f4jE8Z0vkqLwbU/Hz1M9QnxoQJIYQQomkU+rcDperjPl6Vj35fIf8nhBBCiFbsZNlZ8K+aaNyYX32NZOEdkoQJIYQQrVg7v3YQEOba/yZjPaqmei8g4SJJmBBCCNGKdQ7qzIj2fVz7ucUnSS9K915AwkWSMCGEEKKVu7Jj1bRNlGZzqvjy59cUl0+SMCGEEKKV2x8UWrVTkkNHc/uaTxbNRpIwIYQQopXLMvmBzjlvpYJGvF1mp/IFkoQJIYQQrVx4QKTrCUkNhcKsPV6OSIAkYUIIIUSr17N9T/CvekLyx5ObvBiNqCRJmBBCCNHKBRoD6RgS49ovlIH5PkGSMCGEEKINiAnr7dpWSnO8GImoJEmYEEII0Qa0j6hKwkrLcrCWnfNiNAIkCRNCCCHahA5dRqDojM4d1cG+rW96NyAhSZgQQgjRFgQHRTEobqJr/9DhVWiqLF/kTZKECSGEEG1E/8RHXduF5efIzz/mxWiEJGFCCCFEGxEcNQCz3uzat+Qc9GI0QpIwIYQQoq1QFMKCol27J49v8GIwQpIwIYQQog2J6TTctb336BrKi057MZq2TZIwIYQQog3pM+xhTHoTAFZHBYe2vuHdgNowScKEEEKINiQwrDv942907adn/OLFaNo2ScKEEEKINqZ7n+mu7bPFmZQVZHgxmrZLkjAhhBCijYmMHUOgKRgADTi+45/eDaiNkiRMCCGEaGMUnY5uMaNc+8kHP8dmKfJiRG2TJGFCCCFEGzRw1LPodQYASu1lHNrxDy9H1PZIEiaEEEK0QaFh8fTtPNK1vzdzM5qmeTGitkeSMCGEEKKNGhg/ybVdmH+cEluJF6NpeyQJE0IIIdqokG7jCalcxLuiiOz8NK/G09ZIEiaEEEK0VcEd6aBW3YLMlQW9m5UkYUIIIURbpdMRbAp17ZaWnPFiMG2PJGFCCCFEGxbs1961fbow3XuBtEGShAkhhBBtmCkg3LVdajnnxUjaHknChBBCiDbsrF+gazvIVuHFSNoeScKEEEKINizLaHZt97CrXoyk7ZEkTAghhGijyu3l5BoMrv2YsmIvRtP2SBImhBBCtFHnLOfQjAGuff9ieTqyOUkSJoQQQrRREf4R+Id0du2vqThD8Znd3guojZEkTAghhGijzHozo+JvAqM/AIU6PV+tnovNbvVyZG2DTyVhW7ZsYdKkSYSFhREUFERiYiIffvhhvdvZsWMHCxYsYMyYMXTq1Amz2UxMTAyzZs1i7969tdY9ePAgM2bMIDIyEn9/fwYMGMDrr7+OqtY8WLGgoIAnn3yS2NhYzGYzsbGxPPHEExQUFNQ7diGEEKI59Yrsx/DBD7r2C0uzOZ652YsRtR2K5iNLpq9cuZIZM2agqipjx44lIiKCDRs2UFBQwFNPPcWiRYvq1I7dbsdoNAIQERFBYmIiAQEB7Nq1i2PHjmE0Gvn3v//N9OnTq9VNSkpi4sSJlJWVkZiYSFxcHJs2beLs2bPcdtttfP755yiK4lYnLy+PkSNHcuTIEbp3787QoUPZv38/+/fvp0ePHiQlJREeHl7tWvXVr18/APbv33/ZbQkhhBAXW/x2b7CVATBmwp8ZMPAeL0fUeHz2M1TzAefOndNCQ0M1QFuxYoWr/OzZs1qPHj00QPvhhx/q1JbNZtOGDx+urV69WnM4HK5yh8OhzZ8/XwO04OBgLScnp1q9+Ph4DdAWLVrkKi8uLtZGjhypAdp7771X7Xr33HOPBmjTpk3TbDabq/yxxx7TAO3ee++t8/ehNn379tX69u3bKG0JIYQQF1uxZIT29usx2tuvx2j/Wf+M5lAdl67UQvjqZ6hP3I5csmQJhYWF3HLLLUybNs1VHhUVxSuvvAJQ554wg8FAUlISkydPRqerens6nY7/9//+H71796a4uJhvvvnGrd7KlSs5duwYAwcO5KmnnnKVBwUF8fbbb3uM4ezZsyxbtgyj0cjixYsxXPCY76uvvkpkZCTLli0jKyurjt8JIYQQwju6B8e6tnPzj3Hw3EEvRtM2+EQStnr1agCPtwgnT56Mn58f69evx2KxXNZ1FEVhwIABAJw+fbrOMVx55ZV0796dlJQU0tPTXeVr16513T6Niopyq2M2m5kyZQoOh4O1a9deVtxCCCFEU+sVM7pqp+g0ZedvTYqm4xNJWOVg+cGDB1c7ZjKZ6N+/PxaLhdTU1Mu+VlpaGgDR0dFu5Xv27KkxhgvLK89raB0hhBDCFx0KiajaKcmie1AX7wXTRng9CSsqKnI9Rdili+f/4ZXlGRkZl3Wtn3/+mR07dmAymbjhhhvcjlW2XZ8YGlJHCCGE8EX71FLQnR9Wozpol3vMuwG1AYZLn9K0SkpKXNsBAQEezwkMDKx2bn0VFRXxm9/8BoCnnnqKjh07eoyjPjE0pM6lVD7BcbFjx44RHx9f53aEEEKI+ogIjKY0tDPknwBg6853uSpu9CVqicvRKEnY9OnTSUlJqVedpUuXkpiYiFaHGTLqck5tHA4Hd911F0eOHCExMZH/+Z//qfHci6egqC2GyrL61BFCCCF80TWx17D+6AZOnE/C9mRspPvhtUT3utHLkbVejZKEpaen13u8VlmZc8BfcHCwW1lISEiN5wYFBTUovgcffJBvvvmGhIQEvvnmG0wmU7VzgoKCyM/Pp7S0tNZ4L4yhMvb61LmUmuYwqamHTAghhGgMZr2Z68Yu4LO0DRRa8tGAndveZJIkYU2mUcaEJScno2lavV7jx48HICQkhNDQUABOnjzpsf3K8q5du9Y7tv/6r//ivffeIyYmhu+//56IiAiP51W2XZ8YGlJHCCGE8FVGvxCGDXnItX+28ARaLSvGiMvj9YH5AAMHDgRg586d1Y7ZbDZSUlIwm80kJCTUq92XXnqJv/71r3To0IHvv/+emJiYBsVwYfkVV1xxWXWEEEIIX9a152QUnMNpLLZSCopOeDmi1ssnkrDJkycDsHz58mrHVq9ejcViYeLEifj5+dW5zXfffZc//vGPtGvXjm+//faSCVxtMezatYu0tDT69u1Lt27dXOU33HADOp2OzZs3k52d7VanoqKCr7/+Gp1Ox403SleuEEKIlsEvtCuKzujat+ZLEtZUfCIJmzt3LiEhIaxatYovvvjCVZ6dnc28efMAePrpp6vV6927N7179+bUqVNu5cuXL+d3v/sdQUFBrFmzhkGDBl0yhltvvZVu3bqxZ88eXn/9dVd5aWkpjzzyiMcYOnbsyJ133onVauXhhx/Gbre7js2bN4+cnBzuuuuuanOSCSGEED5LUQj2a+faLcr2sfUWWxGfWcB7xYoVzJw5E03TGDduHBEREaxfv56CggIef/xx3nzzzWp1Kp9KPH78OHFxcYAzcYuJicFqtTJgwIAaJ1KdOnUqU6dOdSvbsmUL11xzDeXl5QwfPpzY2Fg2b97MmTNnmDp1KitWrHBbCgkgNzeXESNGuKaQqFzAOyUlhfj4eJKSkmoch1YfPrv4qBBCiFZnw2czSD29FYDunUdww4zPvBzR5fHVz1CvzxNW6bbbbmPTpk0sXLiQpKQkrFYrffr04ZFHHmHOnDl1bqesrAyr1QrAvn372Ldvn8fz4uLiqiVhV111Fdu3b+eFF15g48aN7N69m/j4eH7/+9/z5JNPVkvAACIiIlx1vvzyS1auXElUVBSPPvooL774ImFhYXX/JgghhBA+oHuXka4kLK0kk+OFx+kW2u0StUR9+UxPmKidr2bxQgghWh/12I8s/3IWuXo9mALRj3qSSd0nERNc8wNuvsxXP0N9YkyYEEIIIXyHLqInV5eWYdQ0sJbisJWx9vhaThZ7npJJNIwkYUIIIYRwF9yJCJ2Jm0pKnYlYeT521c6a42vIKs3ydnSthiRhQgghhHCn00H7bnR0OBhbXg6WQgDsqp39eb51S68l85mB+UIIIYTwHY6gCPYVmUj28wNbmas8NiTWi1G1LpKECSGEEKKaH8xGjvj7O3fKzgEwqvMo4tvFezGq1kVuRwohhBCimlMhHap28o4wvss4BkYO9F5ArZAkYUIIIYSopn3MCNf2lfln6Vth8WI0rZMkYUIIIYSopsIUCKGdAQhRNdi51MsRtT6ShAkhhBDCTVZpFrnludBxEAAd7XY4/K13g2qFJAkTQgghhJussvNzgbVzPglpUxQoPgPnjnsxqtZHkjAhhBBCuIkLjcOkN4E5GALCWB0UwDmdTnrDGpkkYUIIIYRwE2IK4drYa9Hp9NC+GxWKjvWBAZB9wNuhtSqShAkhhBCimtiQWK7qdBUERgCQq9fzY84uVE31cmSthyRhQgghhPCob3hfQkKrZsg/WH6WXVk7vRhR6yJJmBBCCCE8MugMTOl/H4Hq+d4vewXHz+7yblCtiCRhQgghhKhRaGgM7cztXfu52XvRNM2LEbUekoQJIYQQokYVjgrOhHVx7XcuL0ZRFC9G1HpIEiaEEEKIGp0oOoEaEO7av7a4xIvRtC6ShAkhhBCiRgbFAIFVi3nvPifTVDQWScKEEEIIUaNuod2Iixro2t+plrBh30fYVbsXo2odJAkTQgghRI0UReGaPnfQ3i/MVZaasZFd2fKU5OWSJEwIIYQQtTIZzFzXZVxVQeEpKhwV3guolZAkTAghhBCXlBHRzbWtFGbSO6y3F6NpHSQJE0IIIcQl5YZ0dG13Ls0nQjF5MZrWQZIwIYQQQlxS+/bdQXGmDacNesrOHfNyRC2fJGFCCCGEuKQrOgwkwBQMgIpCRvZeL0fU8kkSJoQQQohLMulNhBqDXPuatdiL0bQOkoQJIYQQok4KjVXjwMy2ci9G0jpIEiaEEEKIOtGbQ13bpeeOezGS1kGSMCGEEELUSWxYL9f2mXOHvRhJ6yBJmBBCCCHqpHPHwa7tzOJMNE3zYjQtnyRhQgghhKiTjjGjXNsV9nLKclO9GE3LJ0mYEEIIIeokoF0sQf5Va0imH/rCi9G0fJKECSGEEKLOukdV3ZJMO7HZi5G0fJKECSGEEKLOuvW4wbV9+txhHFaZqqKhJAkTQgghRJ1F95zsSh4cqo2CnP1ejaclkyRMCCGEEHWmNwfir/dz7VvKcr0YTcsmSZgQQggh6sXf6O/aLi3N9mIkLZtPJWFbtmxh0qRJhIWFERQURGJiIh9++GG929mxYwcLFixgzJgxdOrUCbPZTExMDLNmzWLv3toXHD148CAzZswgMjISf39/BgwYwOuvv46qqh7Pj4uLQ1GUGl+HDh2qd/xCCCGELws1VK0hmVGU7r1AWjiDtwOotHLlSmbMmIGqqowdO5aIiAg2bNjA7Nmz2bNnD4sWLapTO3a7naFDhwIQERFBYmIiAQEB7Nq1i2XLlvHZZ5/x73//m+nTp1erm5SUxMSJEykrKyMxMZG4uDg2bdrE008/zS+//MLnn3+Ooiger3vfffd5LA8NDfVYLoQQQrRUPQI6cKwkE4C0c6lYHVZMetMlaolqNB9w7tw5LTQ0VAO0FStWuMrPnj2r9ejRQwO0H374oU5t2Ww2bfjw4drq1as1h8PhKnc4HNr8+fM1QAsODtZycnKq1YuPj9cAbdGiRa7y4uJibeTIkRqgvffee9WuFxsbqzXHt7Fv375a3759m/w6QgghxKXYfnpFW7Kos/b26zHa2/8cov3/9u49JoqzbQP4tQssIAvlU0Cp4qKoUORQ9RXq4VMafYtGP1Gr1lfTGCzVNh6q0mLqAawabbDVSLRpbINtE9M2Qasp0HqKVo2vqQii0NYCgmiFSOMJWHA5PN8futSVXdgDMjPL9UtI5JlnZu7ling78+xs8d/FUpfUIbn+GyqL25FffvklHjx4gISEBMyePbttvG/fvkhPTwcAq6+Eubq64sKFC5g2bRrU6n9enlqtxpYtWxAWFoba2lrk5OSY7PfDDz+grKwM0dHRWL16ddu4VqvF3r17baqBiIjImbmG/R+GGpoef1N3B6V3rkpbkELJognLzs4GALO3CKdNmwYPDw+cOHECjY2NDp1HpVIhMjISAHD79m2raxgxYgQGDx6MoqIiVFRUOFQDERGR4vkNw5CWf76tvleKVmF+7TRZJosmzLhYfuTIke22aTQaREREoLGxEdeuOf4ZVdevXwcA9OvXz2S8sLDQYg1PjxvnPWvHjh1455138N5772Hfvn2oqalxuFYiIiJZUqvh99TNtObWZuib9BIWpEySL8x/+PAh7t+/DwAYMGCA2TkDBgxAXl4eKisrER0dbfe5zp07h0uXLkGj0WDKlCkm2yorKzut4el5z0pJSTH5fvXq1cjIyMBbb71lU43Dhw83O15WVoaQkBCbjkVERPS8aFRqeLW2ol6tBiDwd8Pf0Gq0ne5H/5D8SlhdXV3bn3v16mV2jpeXV7u5tnr48CEWL14M4HGDFBgYaLYOW2uYMWMGDh06hBs3bkCv16OoqAhr1qzBo0ePkJSUhMOHD9tdMxERkWyp1OjT8uSepBCo1ldLW48CdcmVsDlz5qCoqMimfb755hvExMRACNHpXGvmdKSlpQULFixASUkJYmJisHnzZotzLT2CwlINGRkZJt8PHz4cn376KUJDQ7F06VKsXbsWM2fOtLrW4mLzH/9g6QoZERGRJFQq9G9uRqWbGwCBO3o+tNVWXdKEVVRU2LxeS69/fO/Y29vbZMzHx8fiXK3WvsucS5YsQU5ODkJDQ5GTkwONpv2zTLRaLe7du4f6+voO67W2hqSkJGzcuBF//vknysvLMWjQILtqJyIikicVXmh7kLngmjA7dMntyLy8PAghbPqKi4sDAPj4+LQ90PTWrVtmj28cHzhwoM21ffDBB8jMzERQUBCOHz8OPz8/s/OMx+6qGtRqddsarqqqKlvLJiIikjeVGr1an9wlEgJ1TfYvGeqpJF8TBqBtsX1+fn67bU1NTSgqKoK7uztCQ0NtOu727dvxySefICAgAMePH0dQUJBdNTw9HhUVZfX57927B8D+K3hERESypVLD46mlOoYWA1paWzrYgZ4liyZs2rRpAICsrKx227Kzs9HY2IhJkybBw8Oj3XZL9u3bh3Xr1sHX1xdHjx7ttIHrqIaCggJcv34d4eHhVt9WLC4uxrVr19CrVy+EhYVZXTcREZEiqNSocHuyqkkIuKhcLK6rJvNk0YQlJSXBx8cHR44cwaFDh9rG79y50/bohzVr1rTbLywsDGFhYfjrr79MxrOysvDuu+9Cq9UiNzcXL7/8cqc1zJo1C4MGDUJhYSF27drVNl5fX49ly5aZreHo0aO4dOlSu2NduXIFc+fOhRACSUlJZtegERERKZEQAtcfXMcpdxec9/Q0jiK0dyjUKlm0FYqhEo6+9bCLHDx4EPPmzYMQAhMnToSfnx9OnDiB+/fvY+XKldi9e3e7fYwdd3l5OYKDgwE8btyCgoJgMBgQGRlp8eGrM2fObPeuxfPnz2Py5MloaGhAbGwsdDodzp49i6qqKsycORMHDx40+SikTZs24aOPPoJOp0NISAj8/f1RXl6O/Px8NDc3Y+LEicjNzbX42AtbGN8daendk0RERN2h4kEFcstzgf/uAR49WQf28kLMi02Gn6f5dddSk+u/oZI/rNXo9ddfx5kzZ7B161ZcuHABBoMBL730EpYtW4bExESrj6PX62EwGAAAV69exdWr5j/PKjg4uF0TNnbsWFy8eBFpaWk4ffo0Ll++jJCQECQnJ2PVqlUmDRgAxMfH4+bNm7h48SIKCwvx4MED+Pj4YPz48Vi4cCESExPh4uJi2w+CiIhIxgythid/+ufWo5/GB308+khTkILJ5koYdUyuXTwREfUsLa0tyC3Pxc3jHwKNDx8PRv8H/v3/hbgBcfDv5S9tgWbI9d9Q3rwlIiIiq7moXTBl0BRoW00X4dfoa3Cx+qJEVSkTmzAiIiKyidu9SsTdvQ2t8WGt6serm9xd3SWsSnnYhBEREZH1HtUCB+ZiYHMzoh49AlzdAW0AACCiT4TExSkLmzAiIiKy3umPgbtlqHZxwX89PYBh8YCLG4b+z1D09eordXWKwiaMiIiIrCME8PDxszlbVYCn7n+BgHB4uXlhfP/xEhenPGzCiIiIyDoqFTD3K2BhFl4cOAFz4zMQ5B2E+OB4eLp6dro7mZLNc8KIiIhIIYb+Gxj6b3gBmD54Oj+uyE68EkZERER2YwNmPzZhRERERBJgE0ZEREQkATZhRERERBJgE0ZEREQkATZhRERERBJgE0ZEREQkATZhRERERBJgE0ZEREQkATZhRERERBJgE0ZEREQkATZhRERERBJgE0ZEREQkATZhRERERBJgE0ZEREQkATZhRERERBJgE0ZEREQkAZUQQkhdBHXO29sbTU1NCAkJkboUIiIiRSkrK4Obmxtqa2ulLsUEr4QphJeXF9zc3Dqd19raipqaGrS2tjo0z9J2R8fLyspQVlbW6et4Hqz92TyP4zAXy5iL5XHmwlyeJfdcHJnzPHNxc3ODl5dXh69PEoKcSnl5uQAgysvLHZpnabuj4+Hh4SI8PNz6F9SFrP3ZPI/jMBfLmIvlcebS8T7MpXuPY80+jsxRci724pUwIiIiIgmwCSMiIiKSAJswJ+Pr64u0tDT4+vo6NM/S9q4al0JX1WLPcZiLZczFsdfwvDAXx17D8yL3XByZo+Rc7MV3R1K3Gj58OACguLhY4kroacxFnpiLPDEXeVJiLrwSRkRERCQBXgkjIiIikgCvhBERERFJgE0YERERkQTYhBERERFJgE0YERERkQTYhBERERFJgE0YERERkQTYhBERERFJgE0YydqZM2eQkJAAnU4HlUqFTZs2dbrPyZMn4eLiguDg4OdeX09lbS5ZWVmIiYlB79694eHhgSFDhmDDhg0wGAzdW3APYW0u+/fvx6uvvgp/f394e3tj1KhROHDgQPcW24NYm4s9v+/Ifrb8vI8dO4ZRo0bBw8MD/fv3x4YNG9DS0uJwDWzCSNbq6uoQHh6O9PR09OvXr9P5t2/fxqJFi/Daa691Q3U9l7W59O7dGykpKTh79iz++OMP7NixA/v27cP777/fjdX2HNbmcvLkScyYMQO5ubkoKCjA/Pnz8eabb+L777/vxmp7DmtzsfX3HTnG2p93QUEBpk+fjgkTJqCgoAAZGRnYs2cP1q9f73gRguiJvLw8sX37djFr1izx4osvCgDC3d290/0aGhpEamqqGDp0qHB3dxeBgYEiMTFR3Lx5s0vr0+l0Ii0tzeL25uZmMWHCBJGeni7S0tKETqfr0vNLRem5PGvVqlUiIiKiS2uQgrPlMnXqVDF79uwurUEKzpKLrfnJnZJzWbBggRg5cqTJ2O7du4Wnp6eora116LxswqhNQkKCAGDy1dlfkoaGBjF27FgBQAQGBop58+aJmJgYAUD4+/uL0tLSLquvs19KKSkpYurUqaK1tdWpmjCl5/K03377TYSGhooVK1Z02fml4ky5CCHEmDFjxJIlS7rs/FJxllycrQlTci46nU5s2LDBZKy0tFQAEKdPn3bovK6OX0sjZzFmzBhER0dj9OjRGD16tFWXw7dt24bz589jzJgxOHbsGLRaLQBg586dSE5OxuLFi/HLL7+0zb979y7u3r3b4TF9fHwQEBBgU+05OTk4cOAACgoKoFKpbNpX7pSci5FWq0VTUxMMBgOWLl2KXbt22XUcOXGGXIy+/vpr5OXlYc+ePQ4dRw6cKRdnouRcqqqqEBgYaDJmrP/27ds2Hasdh1o4cmro5H8qBoNB+Pr6CgAiPz+/3faoqCgBQOTl5bWNpaWltfvf0LNfixYtMns+S/9TuXnzpvD39xenTp0yOY+zXAl7llJyeVpJSYm4cuWKyMzMFAEBASI1NdWq16okSsxFCCEOHz4s3N3dRWZmZqdzlUipuTjblbBnKSkXjUYj9u7dazJWX18vAIhvv/228xfbAS7MJ7udO3cO9+/fR0hICEaMGNFu+5w5cwAAP/74Y9tYamoqmpqaOvzKzMy0qY68vDzU1NRg8uTJcHV1haurKzZv3owbN27A1dXV5uMpnVxyedqQIUMQGRmJxMREpKenY+vWraivr7f7eEokx1y+++47vPHGG/j888+RmJho93GUTI65kLxyCQwMRFVVlcmY8ftnr5DZircjyW6FhYUAgJEjR5rdbhw3zgMAtVoNtbpre/9Jkybh6tWrJmOfffYZjhw5gqNHj6J///5dej65k0suHRFCoKmpqdvOJwdyy+WLL77AihUr8NVXX2H+/PnP5RxKILdc6DE55TJu3Dj89NNP2LJlS9tYbm4uPD09MWrUKIeOzSaM7FZZWQkAGDBggNntxnHjPHvU1dWhtLQUAGAwGFBdXY3Lly9Do9EgPDwcAODt7Y2IiAiT/QICAuDm5tZuvCeQSy4AsGXLFsTGxmLw4MEQQuDXX3/F2rVrkZCQAF9fX7vPr0RyymXnzp1ISUnB3r17ERcXh+rqagCAi4sL/P397T6/EskpF2vn9QRyyiU5ORmvvPIKkpOTkZSUhN9//x2pqalYuXJl2zo1uzl0M5OcGjq5Z//2228LAGL9+vVmt5eUlAgAYtiwYXbXcOrUKbP39Ttb79WT14TJKZcPP/xQDBs2THh6egpvb28RGRkpPv74Y6HX6+0+t1wpKRedTmfX3yslUlIu9v6+UyIl5SKEED///LMYMWKE0Gg0IjAwUKxbt040NzfbfW4jXgkjuwkhAMDiuxGN2x0RFxdn13E2bdrUY582Ladctm3bhm3btjl8Pmcgp1wqKiocPpezkFMu9v6+c0ZyygUA4uPjER8f7/A5n8Wb2mQ3b29vALC4wFqv1wOA45drySbMRZ6YizwxF3nqKbmwCSO7DRw4EABw69Yts9uN48Z51D2YizwxF3liLvLUU3JhE0Z2i46OBgDk5+eb3W4cj4qK6raaiLnIFXORJ+YiTz0lFzZhZLdx48bhhRdeQFlZGQoKCtptz8rKAgBMnz69u0vr0ZiLPDEXeWIu8tRTcmETRnbTaDRYvnw5AGD58uUm9+537tyJK1euYPz48Rg9erRUJfZIzEWemIs8MRd56jG5OPz+SnIa2dnZIjY2tu0LgFCpVCZj2dnZJvs0NDS0zTV+wKrx+z59+oiSkhKJXo3zYC7yxFzkibnIE3Mxj00Ytdm/f3+nn7u1f//+dvvp9XqxceNGERISIjQajejbt69YtGiRqKys7P4X4YSYizwxF3liLvLEXMxTCcGHkhARERF1N64JIyIiIpIAmzAiIiIiCbAJIyIiIpIAmzAiIiIiCbAJIyIiIpIAmzAiIiIiCbAJIyIiIpIAmzAiIiIiCbAJIyIiIpIAmzAiIiIiCbAJIyIiIpIAmzAiIiIiCbAJIyIiIpIAmzAiIiIiCbAJIyIiIpIAmzAiIiIiCbAJIyIiIpIAmzAiIiIiCbAJIyIiIpLA/wPi00t0UaC+NAAAAABJRU5ErkJggg==",
|
||
"text/plain": [
|
||
"<Figure size 600x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import warnings\n",
|
||
"\n",
|
||
"fig, ax = plt.subplots(figsize=(4,4), sharex=True, dpi=150)\n",
|
||
"kernel_size = 49\n",
|
||
"\n",
|
||
"# Step 1\n",
|
||
"# Filter the data a lil bit with a median filter, and find the lowest current, and then find the corresponding voltage\n",
|
||
"Ecorr_guess = HS1_1['E'].iloc[ np.argmin(medfilt(HS1_1['i'], kernel_size=kernel_size)) ]\n",
|
||
"ax.axhline(y=Ecorr_guess, color='green', linestyle='--', linewidth=2, alpha=0.5)\n",
|
||
"\n",
|
||
"\n",
|
||
"# Step 2\n",
|
||
"# Select data for anodic and cathodic Tafel regions\n",
|
||
"anodic_df = HS1_1[HS1_1['E'] > Ecorr_guess] \n",
|
||
"cathodic_df = HS1_1[HS1_1['E'] < Ecorr_guess] \n",
|
||
"\n",
|
||
"if anodic_df.empty or cathodic_df.empty:\n",
|
||
" warnings.warn(\"Warning: Not enough data for linear Tafel fit.\")\n",
|
||
" warnings.warn(\"Your E_corr guess is probably wrong.\")\n",
|
||
" \n",
|
||
"# Step 3\n",
|
||
"# Median filter the hell out of the data, cos it isn't going to change the magnitude of the data :D\n",
|
||
"kernel_size = 299\n",
|
||
"medfilt_anodic_df_i = medfilt(anodic_df[\"i\"], kernel_size=kernel_size)\n",
|
||
"medfilt_cathodic_df_i = medfilt(cathodic_df[\"i\"], kernel_size=kernel_size)\n",
|
||
"\n",
|
||
"ax.semilogx(\n",
|
||
" medfilt_anodic_df_i,\n",
|
||
" #np.abs(anodic_df[\"i\"].to_numpy()),\n",
|
||
" anodic_df[\"E\"].to_numpy(), \n",
|
||
" markersize=5, label=\"HS1 1 Anodic\")\n",
|
||
"\n",
|
||
"ax.semilogx(\n",
|
||
" medfilt_cathodic_df_i,\n",
|
||
" #np.abs(cathodic_df[\"i\"].to_numpy()),\n",
|
||
" cathodic_df[\"E\"].to_numpy(), \n",
|
||
" markersize=5, label=\"HS1 1 Cathodic\")\n",
|
||
"\n",
|
||
"ax.semilogx(\n",
|
||
" np.abs(HS1_1['i'].to_numpy()),\n",
|
||
" HS1_1[\"E\"].to_numpy(), \n",
|
||
" markersize=5, label=\"HS1 1\", alpha=0.5)\n",
|
||
"\n",
|
||
"ax.legend()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 145,
|
||
"id": "86ed1f2e-7df6-49a3-b8fb-77401c877cdc",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import warnings\n",
|
||
"import numpy as np\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"from scipy.signal import medfilt\n",
|
||
"\n",
|
||
"\n",
|
||
"# --- 1. Initial Prep ---\n",
|
||
"fig, ax = plt.subplots(figsize=(8, 4), dpi=150) \n",
|
||
"\n",
|
||
"# Apply a median filter to the current data to smooth out noise\n",
|
||
"KERNEL_SIZE_INITIAL = 49 \n",
|
||
"filtered_current = medfilt(HS1_1['i'], kernel_size=KERNEL_SIZE_INITIAL)\n",
|
||
"\n",
|
||
"# Plot the filtered experimental data on a semilog x-axis\n",
|
||
"ax.semilogx(medfilt_anodic_i, anodic_df[\"E\"], 'o', markersize=1, label=\"Anodic Data (Filtered)\")\n",
|
||
"ax.semilogx(medfilt_cathodic_i, cathodic_df[\"E\"], 'o', markersize=1, label=\"Cathodic Data (Filtered)\")\n",
|
||
"\n",
|
||
"\n",
|
||
"# --- 2. Data Segmentation for Tafel Analysis ---\n",
|
||
"\n",
|
||
"# Estimate the corrosion potential (Ecorr) by finding the potential\n",
|
||
"# at the minimum value of the smoothed current.\n",
|
||
"ecorr_guess_index = np.argmin(filtered_current)\n",
|
||
"ecorr_guess = HS1_1['E'].iloc[ecorr_guess_index]\n",
|
||
"\n",
|
||
"# Plot the estimated Ecorr as a horizontal dashed line\n",
|
||
"ax.axhline(y=ecorr_guess, color='green', linestyle='--', linewidth=2, alpha=0.5, label='Ecorr Guess')\n",
|
||
"\n",
|
||
"# Split the dataset into anodic and cathodic regions based on the Ecorr guess\n",
|
||
"anodic_df = HS1_1[HS1_1['E'] > ecorr_guess]\n",
|
||
"cathodic_df = HS1_1[HS1_1['E'] < ecorr_guess]\n",
|
||
"\n",
|
||
"# Check if the dataframes are empty and issue a warning if so\n",
|
||
"if anodic_df.empty or cathodic_df.empty:\n",
|
||
" warnings.warn(\"Warning: Insufficient data for a linear Tafel fit. Your Ecorr guess may be incorrect.\")\n",
|
||
"\n",
|
||
"\n",
|
||
"# --- 3. Advanced Filtering and Curve Fitting ---\n",
|
||
"\n",
|
||
"# Define a larger kernel size for more aggressive filtering of the segmented data\n",
|
||
"KERNEL_SIZE_FIT = 299\n",
|
||
"\n",
|
||
"# Apply median filter to the current in both anodic and cathodic regions\n",
|
||
"medfilt_anodic_i = medfilt(anodic_df[\"i\"], kernel_size=KERNEL_SIZE_FIT)\n",
|
||
"medfilt_cathodic_i = medfilt(cathodic_df[\"i\"], kernel_size=KERNEL_SIZE_FIT)\n",
|
||
"\n",
|
||
"# Perform a linear fit (degree 1) for the Tafel plots (E vs. log(i))\n",
|
||
"# Note: We fit E as a function of the filtered current\n",
|
||
"p_anodic = np.poly1d(np.polyfit(medfilt_anodic_i, anodic_df[\"E\"], 1))\n",
|
||
"p_cathodic = np.poly1d(np.polyfit(medfilt_cathodic_i, cathodic_df[\"E\"], 1))\n",
|
||
"\n",
|
||
"# Generate points for the fit lines for a smooth plot\n",
|
||
"i_anodic_fit = np.linspace(medfilt_anodic_i.min(), medfilt_anodic_i.max(), 100)\n",
|
||
"i_cathodic_fit = np.linspace(medfilt_cathodic_i.min(), medfilt_cathodic_i.max(), 100)\n",
|
||
"\n",
|
||
"# Plot the Tafel fit lines\n",
|
||
"ax.plot(i_anodic_fit, p_anodic(i_anodic_fit), 'r--', label='Anodic Fit')\n",
|
||
"ax.plot(i_cathodic_fit, p_cathodic(i_cathodic_fit), 'b--', label='Cathodic Fit')\n",
|
||
"\n",
|
||
"\n",
|
||
"# --- 4. Tangent Line Calculation and Plotting ---\n",
|
||
"\n",
|
||
"def plot_tangent(p_fit, filtered_i, color, label):\n",
|
||
" \"\"\"Calculates and plots the tangent line at the point of maximum current.\"\"\"\n",
|
||
" # Point of tangency\n",
|
||
" i_extreme = filtered_i.max()\n",
|
||
" E_extreme = p_fit(i_extreme)\n",
|
||
"\n",
|
||
" # Slope of the tangent on a semilog plot (dE/d(log10(i)))\n",
|
||
" # dE/di is the slope of the linear fit (p_fit.coeffs[0])\n",
|
||
" # di/d(log10(i)) = i * ln(10)\n",
|
||
" tangent_slope = p_fit.coeffs[0] * (i_extreme * np.log(10))\n",
|
||
"\n",
|
||
" # Equation of the tangent line: E = m*(log10(i) - log10(i_0)) + E_0\n",
|
||
" log_i_extreme = np.log10(i_extreme)\n",
|
||
" log_i_tangent = np.linspace(log_i_extreme - 0.5, log_i_extreme, 100)\n",
|
||
" E_tangent = tangent_slope * (log_i_tangent - log_i_extreme) + E_extreme\n",
|
||
"\n",
|
||
" ax.plot(10**log_i_tangent, E_tangent, color=color, linestyle='-.', linewidth=2, label=label)\n",
|
||
"\n",
|
||
"# Plot the tangent lines for both anodic and cathodic fits\n",
|
||
"plot_tangent(p_anodic, medfilt_anodic_i, 'm', 'Anodic Tangent')\n",
|
||
"plot_tangent(p_cathodic, medfilt_cathodic_i, 'c', 'Cathodic Tangent')\n",
|
||
"\n",
|
||
"\n",
|
||
"# --- 5. Final Plot Configuration ---\n",
|
||
"\n",
|
||
"# Set plot labels and title for clarity\n",
|
||
"ax.set_xlabel(\"Current (A)\")\n",
|
||
"ax.set_ylabel(\"Potential (V)\")\n",
|
||
"ax.set_title(\"Tafel Plot for HS1_1\")\n",
|
||
"ax.legend()\n",
|
||
"ax.grid(True, which=\"both\", ls=\"--\", linewidth=0.5)\n",
|
||
"\n",
|
||
"# Display the plot\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 132,
|
||
"id": "fef0e0c4-1f42-46a0-b731-1ed4b82e673c",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def linear_tafel_fit(df, overpotential_range_V=0.1):\n",
|
||
"\n",
|
||
" ecorr_index = df['abs_j'].idxmin()\n",
|
||
" Ecorr_guess = df['E_V'].iloc[ecorr_index]\n",
|
||
"\n",
|
||
" # Select data for anodic and cathodic Tafel regions\n",
|
||
" anodic_df = df[df['E_V'] > (Ecorr_guess + overpotential_range_V)]\n",
|
||
" cathodic_df = df[df['E_V'] < (Ecorr_guess - overpotential_range_V)]\n",
|
||
" \n",
|
||
" if anodic_df.empty or cathodic_df.empty:\n",
|
||
" print(\"Warning: Not enough data for linear Tafel fit.\")\n",
|
||
" return None\n",
|
||
"\n",
|
||
" # Fit linear regions (log(j) vs E)\n",
|
||
" # np.polyfit returns [slope, intercept] for a 1st degree polynomial\n",
|
||
" # We want E vs log(j), so we swap x and y\n",
|
||
" p_anodic = np.polyfit(anodic_df['log_abs_j'], anodic_df['E_V'], 1)\n",
|
||
" p_cathodic = np.polyfit(cathodic_df['log_abs_j'], cathodic_df['E_V'], 1)\n",
|
||
"\n",
|
||
" beta_a = p_anodic # Anodic Tafel slope (V/decade)\n",
|
||
" beta_c = -p_cathodic # Cathodic Tafel slope (V/decade), should be positive\n",
|
||
"\n",
|
||
" # Find intersection of the two lines to get Ecorr and log(icorr)\n",
|
||
" # E = beta_a * log(j) + intercept_a\n",
|
||
" # E = -beta_c * log(j) + intercept_c\n",
|
||
" log_icorr = (p_cathodic - p_anodic) / (p_anodic - p_cathodic)\n",
|
||
" icorr = 10**log_icorr\n",
|
||
" Ecorr = p_anodic * log_icorr + p_anodic\n",
|
||
"\n",
|
||
" return {\n",
|
||
" 'Ecorr_V': Ecorr,\n",
|
||
" 'icorr_A_cm2': icorr,\n",
|
||
" 'beta_a_V_dec': beta_a,\n",
|
||
" 'beta_c_V_dec': beta_c\n",
|
||
" }"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "a5159c47-93d9-4993-a073-f7b80cd4a81e",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "89fcb5a1-e351-4014-bc1e-9a1ede37eafc",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "a17286f8-a4e7-4904-b304-8a343c2c1c51",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3 (ipykernel)",
|
||
"language": "python",
|
||
"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": "3.10.16"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|