{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e1dfc1f4",
   "metadata": {},
   "source": [
    "# $\\mathrm{Co_3O_4}$  Project EQCM"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7e10dbde",
   "metadata": {},
   "source": [
    "## Analyze Cyclic Voltammetry Acquired After EQCM and EIS"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b2333f5",
   "metadata": {},
   "source": [
    "### Load CV Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "c8862019",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time/s</th>\n",
       "      <th>Ewe/V</th>\n",
       "      <th>&lt;I&gt;/mA</th>\n",
       "      <th>i/mAcm-2</th>\n",
       "      <th>cycle</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fname</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_seq4_06_CV_C01.mpr</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.099742</td>\n",
       "      <td>-0.517832</td>\n",
       "      <td>-0.442591</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_seq4_06_CV_C01.mpr</th>\n",
       "      <td>0.11000</td>\n",
       "      <td>0.100490</td>\n",
       "      <td>-0.182658</td>\n",
       "      <td>-0.156118</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_seq4_06_CV_C01.mpr</th>\n",
       "      <td>0.30990</td>\n",
       "      <td>0.101520</td>\n",
       "      <td>-0.067315</td>\n",
       "      <td>-0.057534</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_seq4_06_CV_C01.mpr</th>\n",
       "      <td>0.52970</td>\n",
       "      <td>0.102609</td>\n",
       "      <td>-0.039021</td>\n",
       "      <td>-0.033351</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_seq4_06_CV_C01.mpr</th>\n",
       "      <td>0.74960</td>\n",
       "      <td>0.103701</td>\n",
       "      <td>-0.026542</td>\n",
       "      <td>-0.022685</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq4_06_CV_C01.mpr</th>\n",
       "      <td>779.63258</td>\n",
       "      <td>0.102658</td>\n",
       "      <td>-0.004089</td>\n",
       "      <td>-0.003495</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq4_06_CV_C01.mpr</th>\n",
       "      <td>779.83248</td>\n",
       "      <td>0.101664</td>\n",
       "      <td>-0.003973</td>\n",
       "      <td>-0.003396</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq4_06_CV_C01.mpr</th>\n",
       "      <td>780.03238</td>\n",
       "      <td>0.100665</td>\n",
       "      <td>-0.003859</td>\n",
       "      <td>-0.003298</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq4_06_CV_C01.mpr</th>\n",
       "      <td>780.17238</td>\n",
       "      <td>0.099958</td>\n",
       "      <td>-0.003815</td>\n",
       "      <td>-0.003261</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq4_06_CV_C01.mpr</th>\n",
       "      <td>780.20878</td>\n",
       "      <td>0.099686</td>\n",
       "      <td>-0.005028</td>\n",
       "      <td>-0.004298</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11730 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                       time/s     Ewe/V  \\\n",
       "fname                                                                     \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    0.00000  0.099742   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    0.11000  0.100490   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    0.30990  0.101520   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    0.52970  0.102609   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    0.74960  0.103701   \n",
       "...                                                       ...       ...   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...  779.63258  0.102658   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...  779.83248  0.101664   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...  780.03238  0.100665   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...  780.17238  0.099958   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...  780.20878  0.099686   \n",
       "\n",
       "                                                      <I>/mA  i/mAcm-2  cycle  \n",
       "fname                                                                          \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_... -0.517832 -0.442591    1.0  \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_... -0.182658 -0.156118    1.0  \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_... -0.067315 -0.057534    1.0  \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_... -0.039021 -0.033351    1.0  \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_... -0.026542 -0.022685    1.0  \n",
       "...                                                      ...       ...    ...  \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_... -0.004089 -0.003495    3.0  \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_... -0.003973 -0.003396    3.0  \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_... -0.003859 -0.003298    3.0  \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_... -0.003815 -0.003261    3.0  \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_... -0.005028 -0.004298    3.0  \n",
       "\n",
       "[11730 rows x 5 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from galvani import BioLogic\n",
    "import os\n",
    "\n",
    "A = 1.17 #cm2\n",
    "\n",
    "def load_data(file) -> tuple[np.ndarray[float], np.ndarray[float]]:\n",
    "    global data\n",
    "    mpr_file = BioLogic.MPRfile(file)\n",
    "    data = pd.DataFrame(mpr_file.data)\n",
    "    data.to_csv(f'{file[:-4]}.txt', sep = '\\t')\n",
    "    #print(data.head())\n",
    "    time            = data['time/s']-data['time/s'].iloc[0]\n",
    "    potential       = pd.Series(data['Ewe/V'])\n",
    "    current         = pd.Series(data['<I>/mA'])\n",
    "    current_density = pd.Series(data['<I>/mA']/1.17, name = 'i/mAcm-2')\n",
    "    cycle      = pd.Series(data['cycle number'], name = 'cycle')\n",
    "    fname      = pd.Series(np.full(np.shape(time), os.path.basename(file)), name = 'fname')\n",
    "    return time, potential, current, current_density, cycle, fname\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "AllCVData = pd.DataFrame()\n",
    "files = []\n",
    "root = os.getcwd()\n",
    "if __name__ == \"__main__\":\n",
    "    for dirpath, dirnames, filenames in os.walk(root):\n",
    "        for file in filenames:\n",
    "            if file.endswith('.mpr') and file.__contains__('4_06_CV_C'):\n",
    "                files.append(os.path.join(dirpath, file))\n",
    "    for ifile, file in enumerate(files): \n",
    "        time, voltage, current, current_density, cycle, fname = load_data(file)\n",
    "        CVData = pd.concat([time, voltage, current, current_density, cycle, fname], axis = 1)\n",
    "\n",
    "        AllCVData = pd.concat([AllCVData, CVData])\n",
    "    AllCVData_indexed = AllCVData.set_index(['fname'])\n",
    "AllCVData_indexed.to_parquet('AllCVData_indexed.parquet')\n",
    "AllCVData_indexed\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0b4badce",
   "metadata": {},
   "source": [
    "### Make an Interactive Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "b21eb5aa",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:57: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:57: SyntaxWarning: invalid escape sequence '\\m'\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1294/911431096.py:57: SyntaxWarning: invalid escape sequence '\\m'\n",
      "  ax.set_ylabel('$\\mathrm{current \\ density_{geo} \\ (mA \\ cm^{-2})}$', fontsize = 12)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "339d2847610845f2b07ce0edf3b47c3c",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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4AQDuQAICAB4kPt65XLGi++IAAHgutyUgZ8+eVTI/vwGApU6dci536eK2MAAAHqyIVTdavXq1lixZop9++klbt25VUlKSJKlYsWK69tpr1axZM3Xp0kW33HKLVSEBgMdJTHQuh4a6Lw4AgOfK0wQkNTVV06ZN01tvvaU9e/aodOnSuvHGG/XAAw+oVKlSstvtOnnypHbv3q1PPvlEkyZNUuXKlTV48GA9/vjj8vHxycvwAMDjZE5AGAULAOAONrvdbs+ri1euXFkpKSnq3bu37r33Xt14440XPD4mJkYLFizQRx99JF9fX+3ZsyevQsuXEhISFBQUpPj4eAUGBro7HACFUEiIdOSIc/1K/w/A59XV4f0DCi7+fq9enraADBs2TA899JD8/Pwu6fiIiAhFRERo1KhRmjVrVl6GBgAeKSDAmYAEBbk3FgCAZ8rTIvTHH3/8kpOPzHx9ffX444/nQUQA4NlCQpzLn3zivjgAAJ6LYXgBwINkHoa3dGn3xQEA8Fx5loCcOXNGGzdu1KnMYz7+56effsqr2wIALiAhwblctKj74gAAeK48SUB+/vlnVa5cWR06dFBISIheffVVl/133HFHXtwWAHAB585J+/Y513/4wX2xAAA8V54kIFFRUZo8ebIOHDig33//XcuXL1evXr3kGHArDwfeAgDk4PwGaQ8baBAAkE/kSQKydetWde/eXZJUo0YNrV69WidOnNBdd92llJSUvLglAOAiTpxwXe/QwT1xAAA8W54kIEFBQTpw4EDGur+/vxYvXqyiRYuqbdu2Sk9Pz4vbAgAu4PBh1/WWLd0TBwDAs+VJAtK6dess83gUKVJEc+fO1TXXXKOkpKS8uC0A4AIyJyA+PpK3t/tiAQB4rjyZiHDKlCk6d+5clu02m00zZszQSy+9lBe3BQBcwNGjzuWAACklRfL1dV88AADPlCctIL6+vipWrFiO+ytVqpQXtwUAXEDmBOTECem339wXCwDAc1k2EeGIESOsuhUAIBtFzmvzLl7cPXEAADybZQnIa6+9ZtWtAADZqFrVuRwSItWv775YAACey7IEhLk/AMC9Ms+CXqKE++IAAHg2yxIQm81m1a0AANnInIAULeq+OAAAns2yBKQgeO+991SlShX5+/urSZMmWr9+/QWPX7BggWrXri1/f39df/31WrFihcv+06dPa+DAgapYsaKKFi2qOnXqaOrUqXn5EgAgR/PmOZf/+UdiSiYAgDuQgPxn/vz5ioqK0siRI7VhwwbVr19fbdu21ZEjR7I9fu3aterRo4f69u2rjRs3qkuXLurSpYs2b96ccUxUVJRWrlypTz75RH/99ZcGDRqkgQMHaunSpVa9LADIcPq0czkpSfLi/wAAADegBuQ/b731lh599FH16dMno6WiWLFi+vDDD7M9/p133lG7du303HPP6dprr9Xo0aN14403avLkyRnHrF27Vr1799Ytt9yiKlWq6LHHHlP9+vUv2rICAHnhzBnnclCQ++IALmTbtm1q2rSp/P391aBBA3eHAyAPWJaANG/e3KpbXbaUlBTFxMSodevWGdu8vLzUunVrrVu3Lttz1q1b53K8JLVt29bl+GbNmmnp0qU6cOCA7Ha7vv/+e/3999+6/fbbLxhPQkKCyyM5OfkqXh0AGElJzuWOHS/v3OTk5CyfTUBeGDlypIoXL67t27crOjpas2fPVsmSJfP0nnv37lX79u1VrFgxlStXTs8991y2Eypn9vfff6tz584KDg5WYGCgWrRooe+//z7H46+//nr169cv230ff/yx/Pz8dOzYsat6HUBBYVkC8sMPP1h1q8t27NgxpaWlKSQkxGV7SEiIYmNjsz0nNjb2ose/++67qlOnjipWrChfX1+1a9dO7733nm6++eYLxhMeHq6goKCMx5gxY67wlQGA09mzzuXQ0Ms7d8yYMS6fS+Hh4bkbHPCff/75Ry1atFDlypVVpkyZXLtuWlqa0rMpfEpLS1P79u2VkpKitWvXas6cOZo9e/ZF5y/r0KGDzp07p++++04xMTGqX7++OnTokOP3hr59+2revHlKyvxLwH9mzZqlTp06KTg4+MpeHFDA0AM4D7377rv6+eeftXTpUsXExGjChAkaMGCAvv322wuet2/fPsXHx2c8hg4dalHEAAqzlBTn8uUmIEOHDnX5XNq3b1/uBgfLTZgwQc8884w2bNjg8ujfv7+GDBmSJ/dcuXKlWrRooZIlS6pMmTLq0KGD/vnnn4z9NptNMTExGjVqlGw2m2655Rb16dNH8fHxstlsstlsevnllyWZVrlnn31WFSpUUPHixdWkSROtXr0641qOlpOlS5eqTp068vPz0969e7PE9M0332jr1q365JNP1KBBA91xxx0aPXq03nvvPaVk/qPJ5NixY9qxY4eGDBmievXqqUaNGho7dqzOnDnjUgua2QMPPKCkpCR9/vnnLtt3796t1atXq2/fvpf5bgIFV5GLH5K7fvzxR3344YfatWuXTp48maU2xGaz6ffff7c0puDgYHl7e+vw4cMu2w8fPqzQHP4vHRoaesHjk5KSNGzYMC1atEjt27eXJNWrV0+bNm3Sm2++maX7VmaBgYEKDAy8mpcEAFlk7lHy7LPS4MGXfq6fn5/8/PxyPyi4zf79+zVx4kRNnDgx2/19+/ZVjRo1cvWeiYmJioqKUr169XT69GmNGDFCd911lzZt2iQvLy8dOnRIrVu3Vrt27fTss8+qWLFimjVrlkaMGKHt27dLkkr8N4nNwIEDtXXrVs2bN09hYWFatGiR2rVrpz///DMj7jNnzmjcuHGaOXOmypQpo3LlymWJad26dbr++utdejW0bdtWTzzxhLZs2aIbbrghyzllypRRrVq19NFHH+nGG2+Un5+fpk2bpnLlyikiIiLb1x4cHKzOnTvrww8/1AMPPJCxffbs2apYseJFu2cDhYmlLSBvvfWWWrZsqfnz5yshIUGlS5dWmTJlXB6lS5e2MiRJkq+vryIiIhQdHZ2xLT09XdHR0YqMjMz2nMjISJfjJWnVqlUZx6empio1NVVe5w0z4+3tnW0TMADkNR8f57K/v/viQP7w4IMPZiz369cvoz6ha9eukqRTp07l+j27du2qu+++W9dcc40aNGigDz/8UH/++ae2bt0qyfy4V6RIEZUoUUKhoaEKDAxUUFCQbDabQkNDFRoaqhIlSmjv3r2aNWuWFixYoJtuuknVq1fXs88+qxYtWmjWrFkZ90tNTdX777+vZs2aqVatWipWrFiWmHLqUu3Ylx2bzaZvv/1WGzduVEBAgPz9/fXWW29p5cqVKlWqVI6vv2/fvlq9erV2794tyQzQM2fOHPXu3TvL9wWgMLO0BWT8+PFq3ry5li1bpqB8NgRLVFSUevfurYYNG6px48aaOHGiEhMT1adPH0lSr169VKFChYx6jKefflotW7bUhAkT1L59e82bN0+//fabpk+fLsm0YrRs2VLPPfecihYtqsqVK2vNmjX66KOP9NZbb7ntdQLwXD4+zkL0mTPdGwvyj379+mXMUTVq1Ci1b98+Szeh3LJjxw6NGDFCv/zyi44dO5bxg9zevXtVt27dS77On3/+qbS0NNWsWdNle3JyskvdiK+vr+rVq5c7wWdit9s1YMAAlStXTj/88IOKFi2qmTNnqmPHjvr1119Vvnz5bM9r06aNKlasqFmzZmnUqFGKjo7W3r17M75rAJ7C0gTkzJkz6tmzZ75LPiSpe/fuOnr0qEaMGKHY2Fg1aNBAK1euzPgVZO/evS6/TjRr1kxz587V8OHDNWzYMNWoUUOLFy92+QCdN2+ehg4dqp49e+rEiROqXLmyXnvttRxHwQCAvJKeLmX+QZsacrhDx44dVblyZc2YMUNhYWFKT09X3bp1c6y1yMnp06fl7e2tmJgYeXt7u+xzdNGSpKJFi8pms13wWqGhoVmGx3d0sc6pG/Z3332n5cuX6+TJkxldpt9//32tWrVKc+bMybGGxsvLSw899JDmzJmjl19+WbNmzdKtt96qatWqXfgFA4WMpQnIrbfeqj///NPKW16WgQMHauDAgdnuy1zY5nDPPffonnvuyfF6oaGhLk3BAOAuCQlS5pK7gAD3xYL8ZerUqRo1apQkacSIETp48GCe3Of48ePavn27ZsyYoZtuukmSqQu9GF9fX6Wlpblsu+GGG5SWlqYjR45kXOtKRUZG6rXXXtORI0cyakRWrVqlwMBA1alTJ9tzzvw3qc753aa8vLwu2s26T58+evXVV/XFF19o0aJFmklzJDyQpR0O3333XUVHR+vNN9/UiRMnrLw1AHi0n35yXWc+VDi++Hbt2lXt27dX+/btXbpj5bZSpUqpTJkymj59unbu3KnvvvtOUVFRFz2vSpUqOn36tKKjo3Xs2DGdOXNGNWvWVM+ePdWrVy998cUX2r17t9avX68xY8boyy+/vKy4br/9dtWpU0cPPvigfv/9d3399dcaPny4BgwYkDHwwvr161W7dm0dOHBAkklaSpUqpd69e+v333/X33//reeee067d+/OGHgmJ1WrVlWrVq302GOPyc/PT3ffffdlxQsUBpYmIOHh4Xr88cc1ZMgQlS1bVsWLF88Y8cnxyI/dswCgoDv/R+2//nJPHMg/HF2HPv/8c0VERCgiIsIl+QjI5WYyLy8vzZs3TzExMapbt66eeeYZjR8//qLnNWvWTP369VP37t1VtmxZvfHGG5LM3Bm9evXS4MGDVatWLXXp0kW//vqrKlWqdFlxeXt7a/ny5fL29lZkZKQeeOAB9erVK6NVSDItHtu3b1dqaqokM6LVypUrdfr0abVq1UoNGzbUjz/+qCVLlqh+/foXvWffvn118uRJ3X///fJnRAh4IJv9/HFw89CIESP02muvqUKFCmrYsGGOyYandltKSEhQUFCQ4uPjGYYXQK569VXppZec60uXXv5s6JnxeXV18sv7t2PHjmxHuwoICMj1IXiBwiK//P0WZJbWgEydOlXt27fX4sWLGW4OACx09Kjr+p13uicO5C8kGQDcwdIsICUlRe3btyf5AACLHT/uXPbxkc4bOAgAAMtYmgl06NBBP/zwg5W3BABIOnnSuRwYaIblBQDAHSxNQEaOHKmtW7eqf//+iomJ0dGjR3XixIksDwBA7oqLcy4fPy59/bXbQgEAeDhLa0Bq1aolSdq0aZOmTZuW43Hnj/cNALg6Pj6u65nmagMAwFKWJiAjRoy46IykAIDcV62atGaNWQ4NlSIj3RsPAMBzWZqAvPzyy1beDgDwn8xdsIKCpCKWfvoDAOBkaQ3IuXPnlJCQkOP+hIQEnTt3zsKIAMAzZE5A6H4FAHAnSxOQp556Ss2aNctxf/PmzTV48GALIwIAz/DLL87lf/+V+K0HAOAuliYgK1euVLdu3XLc361bN61YscLCiADAMyQnO5ePHWMeEACA+1iagBw8eFAVKlTIcX9YWJgOHDhgYUQA4BkyDy5YqpTEeCAAAHexNAEpU6aMtm/fnuP+v/76S4GBgRZGBACF3/ndrXr1ck8cAABIFicg7dq107Rp07Rx48Ys+zZs2KDp06frjjvusDIkACj0Dh50XQ8NdU8cAABIFg/DO3r0aK1cuVKNGzdWp06ddN1110mSNm/erGXLlqlcuXIaPXq0lSEBQKG3f7/reuXK7okDAADJ4gQkLCxMv/32m4YMGaIlS5Zo0aJFkqTAwED17NlTr7/+usLCwqwMCQAKvfNL66KipB493BMLAACWT0VVvnx5zZkzR3a7XUePHpUklS1blhnSASCPJCa6rpcq5Z44AACQ3JCAONhsNpUrV85dtwcAjxEc7Lo+ZYp74gAAQLK4CB0AYL34eNf1ihXdEwcAABIJCAAUenFxrusBAW4JAwAASSQgAFDoLV7suv7nn24JAwAASSQgAFDoHT/uur5pk1vCAABAUj5MQE6ePOnuEACgUElIcF1v2NA9cQAAIOWTBCQ5OVkLFixQly5dVL58eXeHAwCFyunTzuVixaSWLd0XCwAAbhuG1263Kzo6Wp9++qkWLVqkhIQElS1bVvfff7+7QgKAQikpybkcFOS+OAAAkNyQgMTExOjTTz/VvHnzFBsbK5vNpvvuu08DBw5U06ZNmZAQAHJZcrJzuWpV98UBAIBkUResXbt2afTo0apdu7YaN26shQsXqmfPnpo/f77sdru6du2qyMhIkg8AyAOpqc7ltWuljRvdFwsAAHneAhIZGan169crODhY3bp108yZM9WiRQtJ0j///JPXtwcAnKdYMXdHAADwZHmegPzyyy+qWrWq3nrrLbVv315Firit7AQAPM7Zs1J6unO9QQOpenW3hQMAQN53wZo8ebLKly+vu+66S6GhoXr88cf1/fffy2635/WtAcDjnT+yeWioxO9AAAB3yvMEpH///vrxxx/1zz//aNCgQfrhhx902223qUKFChoxYoRsNhu1HwCQR06ccF1nFCwAgLtZNg9I1apVNXz4cG3dulW//vqr7rvvPq1evVp2u139+/fXY489puXLl+vs2bNWhQQAhd7PP7uu79rlnjgAAHBwy0SEEREReuutt7Rv3z598803atu2rebPn69OnTopODjYHSEBQKG0f7/r+q+/uicOAAAc3DoTupeXl1q3bq3Zs2fr8OHD+uyzz3Tbbbe5MyQAKFQOH3Zdb9zYPXEAAODg1gQkM39/f3Xv3l1LlixxdygAUGgcPeq6PmiQW8IAACCD5WOh/Pjjj/rwww+1a9cunTx5MstoWDabTb///rvVYQFAoXR+EXq5cu6JAwAAB0sTkLfeekvPPfec/P39VatWLZUuXdrK2wOAx4mLc13nYxcA4G6WJiDjx49X8+bNtWzZMgUxFiQA5LmEBNf1MWOk//3PPbEAACBZXANy5swZ9ezZk+QDACxy/pyvxYq5Jw4AABwsTUBuvfVW/fnnn1beEgA82vldrsaMcU8cAAA4WJqAvPvuu4qOjtabb76pE+dXRgIAcl3mj1pvb6l8effFAgCAZHECEh4erscff1xDhgxR2bJlVbx4cQUGBro86J4FALkncwLi6+u+OAAAcLC0CH3EiBF67bXXVKFCBTVs2JBkAwDyUHq6dPKkcz0tTfr7b6lmTffFBACApQnI1KlT1b59ey1evFheXvlmDkQAKJSOH3ddT0mR/vqLBAQA4F6WZgEpKSlq3749yQcAWGDPnqzbqlWzPAwAAFxYmgl06NBBP/zwg5W3BACP9e+/rusREdL117snFgAAHCxNQEaOHKmtW7eqf//+iomJ0dGjR3XixIksDwDA1du3z3W9XDn3xAEAQGaW1oDUqlVLkrRp0yZNmzYtx+PS0tKsCgkACq39+13X69Z1TxwAAGRm+ShYNpvNylsCgMeKjXVdHz9eeu01ycfHPfEAACBZnIC8/PLLVt7usr333nsaP368YmNjVb9+fb377rtq3LhxjscvWLBAL730kvbs2aMaNWpo3LhxuvPOO12O+euvv/TCCy9ozZo1OnfunOrUqaPPP/9clSpVyuuXA8DDJSVl3UbyAQBwN4aj+s/8+fMVFRWlkSNHasOGDapfv77atm2rI0eOZHv82rVr1aNHD/Xt21cbN25Uly5d1KVLF23evDnjmH/++UctWrRQ7dq1tXr1av3xxx966aWX5O/vb9XLAuDBzq/5GDLEPXEAAJCZzW63290dRH7QpEkTNWrUSJMnT5YkpaenKzw8XE8++aSGZPN/7e7duysxMVHLly/P2Na0aVM1aNBAU6dOlSTdd9998vHx0ccff3xJMSQkJCgoKEjx8fEKDAzMhVcFwJN16yZ9/rlzfe5cqUeP3Lk2n1dXh/cPKLj4+716edoCUqdOHX300UdKSUm55HOSk5M1a9Ys1alTJw8jc5WSkqKYmBi1bt06Y5uXl5dat26tdevWZXvOunXrXI6XpLZt22Ycn56eri+//FI1a9ZU27ZtVa5cOTVp0kSLFy++aDwJCQkuj+Tk5Ct/cQA81rFjruvly1/5tZKTk7N8NgEAcCXyNAF56KGHFBUVpZCQEPXu3Vsff/yxtmzZojNnzmQck5iYqM2bN2v27Nl64IEHVK5cOT3//PN66KGH8jI0F8eOHVNaWppCQkJctoeEhCj2/CrO/8TGxl7w+CNHjuj06dMaO3as2rVrp2+++UZ33XWX7r77bq1Zs+aC8YSHhysoKCjjMWbMmKt4dQA81aZNruuZeohetjFjxrh8LoWHh19VbAAAz5WnRejPP/+8nnjiCX3wwQeaPXu2Pv7444xRsIoUMbc+d+6cJMlut6tu3bp65ZVX9PDDDxf4Jq309HRJUufOnfXMM89Ikho0aKC1a9dq6tSpatmyZY7n7tu3z+X1+/n55W2wAAqlxETX9S+/lAYOvLJrDR06VFFRURnrCQkJJCEAgCuS56NgBQQEaNCgQRo0aJD27NmjtWvXatu2bTp+/LgkqUyZMqpdu7YiIyNVtWrVvA4nW8HBwfL29tbhw4ddth8+fFihoaHZnhMaGnrB44ODg1WkSJEsXcmuvfZa/fjjjxeMJzAwsMAnYADcy26X/vt9J8MFfve4KD8/P34MAQDkCkuH4a1SpYqqVKli5S0via+vryIiIhQdHa0uXbpIMi0Y0dHRGpjDz4WRkZGKjo7WoEGDMratWrVKkZGRGdds1KiRtm/f7nLe33//rcqVK+fJ6wAAh/j4rNuee876OAAAOJ+lCUh+FhUVpd69e6thw4Zq3LixJk6cqMTERPXp00eS1KtXL1WoUCGjHuPpp59Wy5YtNWHCBLVv317z5s3Tb7/9punTp2dc87nnnlP37t11880369Zbb9XKlSu1bNkyrV692h0vEYAHOXTIdd3XV/L2dk8sAABkRgLyn+7du+vo0aMaMWKEYmNj1aBBA61cuTKj0Hzv3r3y8nLW7Ddr1kxz587V8OHDNWzYMNWoUUOLFy9W3bp1M4656667NHXqVI0ZM0ZPPfWUatWqpc8//1wtWrSw/PUB8Cy7d7uuV6jgnjgAADgf84DkI4wrDSC3TJki9e/vuu2zz6T77sud6/N5dXV4/4CCi7/fq8dM6ABQCP03zocLumABAPIDEhAAKISKFnVdr1FDatPGPbEAAJAZCQgAFELnz4IeFiaVLOmWUAAAcJFvitDj4+O1cuVKHTx4UGFhYWrXrp2CgoLcHRYAFEjnJyBlyrgnDgAAzpcvWkDWrl2ratWqadKkSVq/fr0mTZqkatWqae3ate4ODQAKpJ9+cl0/ckQ6e9Y9sQAAkFm+aAF5+umnNWXKFN17770Z2xYsWKCnnnpKv/32mxsjA4CC6fwi9B9/lNLS3BMLAACZ5YsWkJ07d6pr164u2+6++279888/booIAAq2xETX9Xr1pGLF3BMLAACZ5YsE5Prrr9fUqVNdtk2bNk3XXXedmyICgILt/O5WY8dKNpt7YgEAILN80QVr6tSp6tixoyZMmKDw8HDt27dPkrR06VI3RwYABU9qatbuVuXLuycWAADOly8SkDp16mjbtm365ZdfMkbBatKkiXx8fNwdGgAUOEePOpd9fExCUqqU++IBACCzfNEFS5Li4uK0a9cu7d69Wy1atNDhw4e1d+9ed4cFAAVO5o/O1FTz/OKL7okFAIDz5YsE5Ouvv9Z1112nZcuW6bXXXpMk7dmzR/369XNzZABQ8Pz7b9ZtjkQEAAB3yxddsKKiorRs2TI1adJEpf7rJ9C4cWOG4AWAK5CcbJ4DAqRTp0w3rNdfd29MAAA45IsWkMOHD6tx48aSJNt/w7TYGK4FAK7IkSPm2dvbPBctKlWv7r54AADILF8kIE2bNtX777/vsu2DDz5Q8+bN3RQRABRchw+7rjP/BwAgP8kXXbCmTJmijh076t1339Xp06fVoEEDpaen68svv3R3aABQ4Pz4o3mOizPP585Ju3dLVau6LSQAADLkiwQkPDxcGzdu1Pr167V3715VqFBBTZo0kbej/wAA4JKd3wJy7JgUE0MCAgDIH/JFAjJ37lyX9T179mjPnj3y8/NThQoV1LBhQxUpki9CBYB8LyHBdT0ggOQDAJB/5Itv9dOnT9e6desUGhqqChUq6MCBA4qNjVWjRo20Z88eeXl5adGiRYqIiHB3qACQ7yUmuq537Cjx8QkAyC/yRRH6tddeq4kTJ+rff//V2rVr9e+//+qdd95RvXr1tH//fvXv318DBgxwd5gAkO+lpzuH4fX67xO+fHn3xQNkdsstt2jQoEGXdOyePXtks9m0adOmXLumJK1evVo2m01xjiIpAJaz2e12u7uDKFmypI4fP+5S85GWlqYyZcooLi5OKSkpKlu2rOLj490YZd5LSEhQUFCQ4uPjFRgY6O5wABRAJ05IZcqY5RtukDZulGbPlnr3zt378Hl1dTz1/Ttx4oR8fHwUEBBw0WPT0tJ09OhRBQcHq0iRIlq9erVuvfVWnTx5UiVLlryia0rK8TrApfLUv9/clC9aQCpVqqSPP/7YZdsnn3yi8PBwSdKpU6fk7+/vjtAAoEDJXIC+ebN5HjpUcv9PTYBUunTpS04UvL29FRoaetEa0Mu5JoD8IV8kIDNmzNDw4cNVo0YN3XLLLapRo4ZefPFFzZw5U5K0efNmvfTSS26OEgDyv0OHzLOXl5SaapZPnZKY2xXnmzBhgp555hlt2LDB5dG/f38NGTIkT+6ZubtUlSpV9Prrr+vhhx9WQECAKlWqpOnTp2ccm7kL1p49e3TrrbdKkkqVKiWbzaaHHnooyzUl6eOPP1bDhg0VEBCg0NBQ3X///TrimJ0TQL6QL4rQmzRpol27dmndunWKjY1VaGioIiMj5evrK0lq2bKlWrZs6eYoASD/O3bMPNetK/3xh1meNct98SD/2r9/vyZOnKiJEydmu79v376qUaNGnsYwYcIEjR49WsOGDdPChQv1xBNPqGXLlqpVq5bLceHh4fr888/VtWtXbd++XYGBgSpatGi210xNTdXo0aNVq1YtHTlyRFFRUXrooYe0YsWKPH0tAC6dpS0gv/zyS477fH191bJlS3Xv3l0tW7bMSD4AAJfO0QUrc7fkVq3cEwvytwcffDBjuV+/furXr58kqWvXrpJM9+e8duedd6p///665ppr9MILLyg4OFjff/99luO8vb1VunRpSVK5cuUUGhqqoKCgbK/58MMP64477lC1atXUtGlTTZo0SV999ZVOnz6dp68FwKWzNAGJjIxUzZo1NXr0aO3atcvKWwOAR3D0NElLc26jzhYX0q9fP02dOlVTp07VqFGjNGzYMMvuXa9evYxlm82m0NDQq+4uFRMTo44dO6pSpUoKCAjI6EGxd+/eq7ougNxjaQLyySefqEaNGho9erRq1Kih5s2ba+rUqTpx4oSVYQBAofXzz+b5t9/Ms5eXcxnIb3x8fFzWbTab0tPTr/h6iYmJatu2rQIDA/Xpp5/q119/1aJFiyRJKSkpVxUrgNxjaQJy//3368svv9TBgwf1zjvvyG63q3///goLC1OXLl20cOFCPiAA4CocPGieHQXo6enSnDnuiwf5n6PlY9SoURoxYoRmzJjh7pCy5eianZa5ee8827Zt0/HjxzV27FjddNNNql27NgXoQD7kllGwgoODNXDgQK1du1Y7duzQiy++qG3btql79+4KDQ3VY489ph9//NEdoQFAgXb8uOu6zWbmAwHO5xhpsmvXrmrfvr3at2+f0R0rP6pcubJsNpuWL1+uo0ePZlvTUalSJfn6+urdd9/Vrl27tHTpUo0ePdoN0QK4ELcPw1u0aFEVK1ZM/v7+stvtstlsWrJkiVq2bKlGjRpp69at7g4RAAqM8+drrVFDeuQR98SC/M0xgdrnn3+uiIgIRUREuCQf+W1ujQoVKuiVV17RkCFDFBISooEDB2Y5pmzZspo9e7YWLFigOnXqaOzYsXrzzTfdEC2AC3HLTOinTp3SwoUL9emnn2rNmjXy8vLSHXfcoV69eqljx47y8vLSokWLNHjwYIWGhl5w9KzChJk1AVyNc+ckR5f6kiWluDjpppuk//u/3L8Xn1dXJ7+8fzt27Mh2tKuAgIA8H4IXKKjyy99vQWbpPCBLlizRp59+quXLl+vs2bNq1KiRJk6cqPvuu09lypRxObZbt246efKkBgwYYGWIAFBgZZ4F/eabpaVLpWbN3BcP8j+SDADuYGkCctdddyk8PFzPPPOMevXqlWWiofPVr19fPXv2tCg6ACjYHLOgS9Lq1eZ55kypVy+pTh23hAQAQBaWJiDfffedbrnllks+vnHjxmrcuHHeBQQAhcj+/ebZ21tKSDDLx49L/v7uiwkAgPNZWoRerVo1JSUl5bg/KSmJiYIA4ArFxprnNm3M/B+SNHy4VLGi+2ICAOB8liYgVatWzZgQKDtLly5V1apVLYwIAAoPRxes8uXN/B+SdNtt0n/TJwAAkC9YmoBcbMCt1NRUeXm5fWRgACiQHJMQlijh3FahgntiAQAgJ3leA5KQkKC4uLiM9ePHj2fbzSouLk7z5s1T+fLl8zokACiUfvvNPGduaP7zTzMXCAAA+UWeJyBvv/22Ro0aJUmy2WwaNGiQBg0alO2xdrtdr776al6HBACFkmMYXkdLiCS99ZZ0993uiQcAgOzkeQJy++23q0SJErLb7Xr++efVo0cP3XjjjS7H2Gw2FS9eXBEREWrYsGFehwQAhZKjsdnb21kD0qKF28IBACBbeZ6AREZGKjIyUpKUmJiorl27qm7dunl9WwDwKOfOSY5BBosXN8lI6dLS2LFuDQsAgCzyNAFx1HpUqlRJktSnTx+X7TlxHA8AuDSZZ0EPCzMJSHCw28IBACBHeZqAVKlSRTabTUlJSfL19c1Yv5i0tLS8DAsACp3MdR833SRt3So1beq+eAAAyEmeJiAffvihbDabfHx8XNYBALnLMQu6JC1caJ6XLjWPTp3cExMAANnJ0wTkoYceuuA6ACB37N5tnn18pOPHzXJcnHSR6ZcAALAcs/4BQCHgqAF5+GHJz88sP/44o2ABAPIfSxOQTZs26bPPPnPZ9vXXX+vmm29WkyZN9M4771gZDgAUGvv2mefq1aWUFLPcrJlUpoz7YgIAIDuWJiDPP/+85s+fn7G+e/du3XXXXdr9X9+BqKgoTZ8+3cqQAKBQcNSAlC3r7HbFDOgAgPzI0gTk999/V4tM/QE++ugjeXt7a+PGjfrll1/UrVs3TZ061cqQAKBQ2LLFPM+a5dy2bZt7YgEA4EIsTUDi4+NVJlN/gBUrVqhNmzYK/m+w+jZt2mjnzp1WhgQABV56unMW9D/+cG5/4QW3hAMAwAVZmoCUL19ef/31lyTp0KFDiomJ0e23356x//Tp0/Lyoi4eAC7HkSMmCZEkf3/n9kwfrwAA5BuWftvv3Lmz3n33XT311FPq0qWL/Pz8dNddd2Xs//3331WtWjUrQ3Lx3nvvqUqVKvL391eTJk20fv36Cx6/YMEC1a5dW/7+/rr++uu1YsWKHI/t16+fbDabJk6cmMtRA/B0jgJ0SbrmGvNcooT0ySfuiQcAgAuxNAF59dVXdffdd+vjjz/WkSNHNHv2bIWEhEiSEhIStHDhQpcWESvNnz9fUVFRGjlypDZs2KD69eurbdu2OnLkSLbHr127Vj169FDfvn21ceNGdenSRV26dNHmzZuzHLto0SL9/PPPCgsLy+uXAcADZZ6EsHRp12cAAPIbSxOQEiVK6NNPP9XJkye1e/du3XPPPS779u/fr9GjR1sZUoa33npLjz76qPr06aM6depo6tSpKlasmD788MNsj3/nnXfUrl07Pffcc7r22ms1evRo3XjjjZo8ebLLcQcOHNCTTz6pTz/9NGNGeADITbt2OZcbNzbPzZq5JxYAAC4m3xRceHl5KSgoyC1f0lNSUhQTE6PWrVu7xNO6dWutW7cu23PWrVvncrwktW3b1uX49PR0Pfjgg3ruued03XXX5U3wADzef6V18vaWHNMpffWV9NFH7osJAICcFHHXjU+fPq2TJ0/K7hiwPpNKlSpZGsuxY8eUlpaW0R3MISQkRNtyGMcyNjY22+NjY2Mz1seNG6ciRYroqaeeuqx4EhISXNb9/Pzk55jaGADOs3eveQ4Ods6IHh8vnTuXe/dITk5WcnJyxvr5n1MAAFwqS1tAzp49q6FDh6pcuXIKCgpSlSpVVLVq1SyPwiAmJkbvvPOOZs+eLZvNdlnnhoeHKygoKOMxZsyYPIoSQGFw8qR5Hj9eKlrULPfpI91xR+7dY8yYMS6fS+Hh4bl3cQCAR7G0BaR///6aM2eOunTpoptuukmlSpWy8vY5Cg4Olre3tw47fjr8z+HDhxUaGprtOaGhoRc8/ocfftCRI0dcWnPS0tI0ePBgTZw4UXv27Mkxnn379ikwMDBjndYPABfy77/muV49ydFI0aSJVL587t1j6NChioqKylhPSEggCQEAXBFLE5AvvvhCjzzyiKZNm2blbS/K19dXERERio6OVpcuXSSZ+o3o6GgNHDgw23MiIyMVHR2tQYMGZWxbtWqVIiMjJUkPPvhgtjUiDz74oPr06XPBeAIDA10SEADISWKidPSoWS5b1jkfSM2auXsfuoICAHKLpQmIzWbTjTfeaOUtL1lUVJR69+6thg0bqnHjxpo4caISExMzkoVevXqpQoUKGd2hnn76abVs2VITJkxQ+/btNW/ePP3222+aPn26JKlMmTIus75Lko+Pj0JDQ1WrVi1rXxyAQsvR+uHlJb36qnP79u3SLbdIl9kDFACAPGf5RITffvutlbe8ZN27d9ebb76pESNGqEGDBtq0aZNWrlyZUWi+d+9eHTp0KOP4Zs2aae7cuZo+fbrq16+vhQsXavHixapbt667XgIAD+TozZmeLi1Y4Nz+/PMkHwCA/Mlmz24Yqjzyzz//6N5771VERIQef/xxVapUSd7e3lmOK+2hM2glJCQoKChI8fHxdMECcEnef18aMMAsV68u/fOPWb7nHul//8u7+/J5dXV4/4CCi7/fq2dpF6waNWpIkjZu3KgPPvggx+PS0tKsCgkACjRHwiFJN99s1gMC8jb5AADgaliagIwYMeKyh6QFAOTMMVWRj495SGY+EAAA8itLE5CXX37ZytsBQKG3e7d5Dg6WHKPi3nqr++IBAOBiLC1Cd0hOTta6deu0ZMkSHTt2zB0hAEChcOCAeS5eXHr7bbP8xRfSjBnuiwkAgAuxPAGZNGmSypcvrxYtWujuu+/WH3/8IUk6duyYgoOD9eGHH1odEgAUSElJUkKCWS5dWjpxwizHxUmpqW4LCwCAC7I0AZk1a5YGDRqkdu3a6YMPPlDmAbiCg4PVqlUrzZs3z8qQAKDAcgzBGxAgLVzorAEZPFjq1MltYQEAcEGWJiATJkxQ586dNXfuXHXs2DHL/oiICG3ZssXKkACgwHKMgHXNNVLFis5Wj9tuM+sAAORHliYgO3fu1B133JHj/tKlS+v48eMWRgQABdeOHeb5mmuk/fud2xs0cEs4AABcEksTkJIlS16w6Hzr1q0KDQ21MCIAKLi2bzfP330njRnj3P7LL+6JBwCAS2FpAnLnnXdq+vTpiouLy7Jvy5YtmjFjhjrRcRkALomjx2pCgjRlinP7Y4+5Jx4AAC6FpQnIq6++qrS0NNWtW1fDhw+XzWbTnDlz9MADD6hhw4YqV66cRowYYWVIAFBg7dxpnsuXNw9J8vWV2rVzX0wAAFyMpQlIWFiYYmJi1K5dO82fP192u10ff/yxli1bph49eujnn39WMFP4AsBFpaRIhw+b5Vq1TB2IJFWvLn30kfviAgDgYiydCV2SypUrp5kzZ2rmzJk6evSo0tPTVbZsWXl5uWVORAAokHbvlhwjmdeuLcXEmOWqVd0XEwAAl8LyBCSzsmXLuvP2AFBgObpfSVK1aiYhkaTOnd0TDwAAlypPExAvLy/ZbLbLPi8tLS0PogGAwiNzArJsmbR2rVkeMUIqV07q0sUtYQEAcFF5moCMGDEiSwKyaNEibdmyRW3btlWtWrUkSdu2bdM333yjunXrqgv/1wSAi3LMAVK2rHTokHT2rFk/fFgq4ta2bQAALixP/zf18ssvu6xPnz5dR44c0ebNmzOSD4e//vpLrVq1UlhYWF6GBACFgqMFZMwYqXJlqU0bs75ihdS0qfviAgDgYiyt/B4/frwGDhyYJfmQpGuvvVYDBw7UG2+8YWVIAFAg/f23eb7mGunkSbNss5kheEuVcl9cAABcjKUJyP79++Xj45Pjfh8fH+3fv9/CiACg4ElKkvbsMcu1a0t//mmW/f1NEgIAQH5maQJSt25dvf/++zpw4ECWffv379f777+v66+/3sqQAKDA2b7dOQTv6NHSV1+ZZR8f6euv3RcXAACXwtJSxbfffltt27ZVzZo1ddddd+ma/2bO2rFjhxYvXiy73a5PPvnEypAAoMD56y/n8r590m+/meWEBDMKVtu27okLAIBLYWkC0qJFC/3yyy966aWXtGjRIiUlJUmSihYtqrZt2+qVV16hBQQALmLrVudy7dqm1SM5WSpfXmrZ0n1xAQBwKSwfrLFu3bpatGiR0tPTdfToUUliJnQAuAyZE5C+faX33jMJyIMPSuPGuS8uAAAuhdtGi/fy8lJISIi7bg8ABZaj6NzLS6paVUpPN+s33ui+mAAAuFQ0OwBAAZKaKu3aZZbDw6WUFDMqliS1bu2+uAAAuFQkIABQgOzcKaWlmeUqVaRy5cyyzSY1bOicIR0AgPyKBAQAChDHCFglS5pJCM+cMet2u5kbpHRpd0UGAMClIQEBgALEkYB07ChNmWJmPpdMd6wffiABAQDkf5YmIHv37s0Yejc7SUlJ2rt3r4URAUDB8scf5vm668zEg/8NJqiyZaUWLZgJHQCQ/1magFStWlWLFi3Kcf/SpUtVtWpVCyMCgIJl40bz3KCBeT540DxXq+aWcAAAuGyWJiB2u/2C+1NTU5kPBABycPq0KUKXpCeflMaMkY4dc+5ztI4AAJCf5fk8IAkJCYqLi8tYP378eLbdrOLi4jRv3jyVL18+r0MCgALpzz9NsbkkVaggDRvm3LdypdSqlVSvnntiAwDgUuV5AvL2229r1KhRkiSbzaZBgwZp0KBB2R5rt9v16quv5nVIAFAgbdrkXK5ZUwoNlebNM+sdOkg33OCWsAAAuCx5noDcfvvtKlGihOx2u55//nn16NFDN543Xa/NZlPx4sUVERGhhg0b5nVIAFAgZU5AGjY0rSHz5kne3tKyZW4LCwCAy5LnCUhkZKQiIyMlSYmJieratavq1q2b17cFgEIncwJy3XXSt9+a5ZAQt4QDAMAVyfMEJLORI0daeTsAKDTS0kwNiEOFCtLZs2a5Y0f3xAQAwJWwNAHJ7PTp0zp58mS2I2NVqlTJDREBQP7199+SYxqlsDCpbVtp1y6zPmOG9M8/0qpV7osPAIBLZWkCcvbsWb3yyiv64IMPdPz48RyPS0tLszAqAMj/fv3VPFeoIPXsKb3zjpSaaralp5s6EAAACgJLE5D+/ftrzpw56tKli2666SaVKlXKytsDQIH1yy/muXt3adw46ZVXpKJFzbaZM6WWLd0XGwAAl8PSBOSLL77QI488omnTpll5WwAo8BwJSJMm5vnff537OnWSypa1PiYAAK6EpdOO22y2LEPwAgAuLClJ+v13s1yrlnmOjjbP3t4kHwCAgsXSBKRz58761jFuJADgkmzYIJ07Z5bbtJFGj5amTjXrvr7Se+9Jp0+7Lz4AAC6HpQnISy+9pF27dumxxx5TTEyMjh49qhMnTmR5AACcHN2vJCkiQpo2zTkkb1KSNHCgZLO5JzYAAC6XpTUgNWrUkCRt3LhRH3zwQY7HMQoWADhlTkBuvNEMwTtkiJScLNWpIzVqJBUv7r74AAC4HJYmICNGjJCNn+kA4LJkTkAaNZI6d5YGDzbrTz4p9evnnrgAALgSliYgL7/8spW3A4AC7/Bh1xGvIiLMtvR0s3777e6JCwCAK+WWmdCTk5O1YcMGHTlyRM2bN1dwcLA7wgCAfG/dOudy2bLS8ePS7t1mvVo1qXJl98QFAMCVsrQIXZImTZqk8uXLq0WLFrr77rv1xx9/SJKOHTum4OBgffjhh1aHBAD51nffOZcjIqS77zYPSTp50kxG+OWX7okNyAvbtm1T06ZN5e/vrwYNGrg7HAB5wNIEZNasWRo0aJDatWunDz74QHa7PWNfcHCwWrVqpXnz5lkZEgDka46Ryx9/XOrTRyqSqd06NdU8KlVyT2xAXhg5cqSKFy+u7du3Kzo6WrNnz1bJkiXz9J5PPfWUIiIi5Ofnd8lJz9mzZzVgwACVKVNGJUqUUNeuXXX48OEcj7/++uvVL4eCrY8//lh+fn46duzYlYQPFDiWJiATJkxQ586dNXfuXHXs2DHL/oiICG3ZssXKkAAg3zp4UPrrLzPE7uuvS/feK/39t1SmjNnfoYP0zz9S7drujRPITf/8849atGihypUrq4zjH3suSEtLU7qjeCobDz/8sLp3737J13vmmWe0bNkyLViwQGvWrNHBgwd1t6N5Mht9+/bVvHnzlJSUlGXfrFmz1KlTJ7qkw2NYmoDs3LlTd9xxR477S5curePHj1sYEQDkX47ZziMipNKlzXJ6uul6JUlNm5o6EB8f98SHgm3ChAl65plntGHDBpdH//79NWTIkDy558qVK9WiRQuVLFlSZcqUUYcOHfTPP/9k7LfZbIqJidGoUaNks9l0yy23qE+fPoqPj5fNZpPNZssY0CY5OVnPPvusKlSooOLFi6tJkyZavXp1xrUcLSdLly5VnTp15Ofnp71792Yb16RJkzRgwABVq1btkl5HfHy8PvjgA7311ltq1aqVIiIiNGvWLK1du1Y///xztuc88MADSkpK0ueff+6yfffu3Vq9erX69u17SfcGCgNLE5CSJUtesHlx69atCg0NtTAiAMi/HAlI6dKm5UMyz44fcdu0cU9cKBz279+viRMnKiIiwuUxZcoUjRs3Tjt27Mj1eyYmJioqKkq//faboqOj5eXlpbvuuiujZeLQoUO67rrrNHjwYB06dEhLly7VxIkTFRgYqEOHDunQoUN69tlnJUkDBw7UunXrNG/ePP3xxx+655571K5dO5e4z5w5o3HjxmnmzJnasmWLypUrlyuvIyYmRqmpqWrdunXGttq1a6tSpUpal3nkiEyCg4PVuXPnLLWus2fPVsWKFXU7Q9rBg1iagNx5552aPn264uLisuzbsmWLZsyYoU6dOlkZkov33ntPVapUkb+/v5o0aaL169df8PgFCxaodu3a8vf31/XXX68VK1Zk7EtNTdULL7yg66+/XsWLF1dYWJh69eqlgwcP5vXLAFAI2O3O+o9vvjGznzdvLj34oNlms0kzZ0q//uq+GFGwPej4xySpX79+GfUJXbt2lSSdOnUq1+/ZtWtX3X333brmmmvUoEEDffjhh/rzzz+1detWSVJoaKiKFCmiEiVKKDQ0VIGBgQoKCpLNZlNoaKhCQ0NVokQJ7d27V7NmzdKCBQt00003qXr16nr22WfVokULzZo1K+N+qampev/999WsWTPVqlVLxYoVy5XXERsbK19f3yy1KSEhIYqNjc3xvL59+2r16tXa/d9Qdna7XXPmzFHv3r3l5WX5uECA21j6r/3VV19VWlqa6tatq+HDh8tms2nOnDl64IEH1LBhQ5UrV04jRoywMqQM8+fPV1RUlEaOHKkNGzaofv36atu2rY4cOZLt8WvXrlWPHj3Ut29fbdy4UV26dFGXLl20efNmSeZXlw0bNuill17Shg0b9MUXX2j79u1uTbAAFBx//y0dOGASDUmqUUNau1aKiTHrRYpIb78tbdvmvhhROPTr109Tp07V1KlTNWrUKA0bNizP7rVjxw716NFD1apVU2BgoKpUqSJJOXaNysmff/6ptLQ01axZUyVKlMh4rFmzxqVLl6+vr+rVq5ebL+GqtGnTRhUrVsxIkqKjo7V371716dPHzZEB1rJ0HpCwsDDFxMRo2LBhmj9/vux2uz7++GMFBASoR48eGjt2rNsKsN566y09+uijGR8CU6dO1ZdffqkPP/ww276w77zzjtq1a6fnnntOkjR69GitWrVKkydP1tSpUxUUFKRVq1a5nDN58mQ1btxYe/fuVSWGrQFwAY7WD8dggXfeKa1cKfXsaeYCqVZNuuMOqXFj98UIXK6OHTuqcuXKmjFjhsLCwpSenq66desqJSXlsq5z+vRpeXt7KyYmRt7e3i77SpQokbFctGhR2RxZfC4KDQ1VSkqK4uLiXFpBDh8+fMGu5F5eXnrooYc0Z84cvfzyy5o1a5ZuvfXWS649AQoLyyciLFeunGbOnKmZM2fq6NGjSk9PV9myZd3a9JiSkqKYmBgNHTo0Y5uXl5dat26dY1/OdevWKSoqymVb27ZttXjx4hzv4yiiu9hwggkJCS7rfn5+8vPzu/CLAFCoOOo/JKl+fTPUbni45OgV07mzNG6cdfEkJycrOTk5Y/38zykUXI6WD0kaMWJEnnUVPn78uLZv364ZM2bopptukiT9+OOPFz3P19dXaWlpLttuuOEGpaWl6ciRIxnXslJERIR8fHwUHR2d0WVt+/bt2rt3ryIjIy94bp8+ffTqq6/qiy++0KJFizRz5kwrQgbyFcu+9Z85c0YRERGaOnVqxrayZcsqJCTE7f0ejx07prS0NIWEhLhsv1BfztjY2Ms6/uzZs3rhhRfUo0cPBQYGXjCe8PBwBQUFZTzGjBlzGa8GQEGXnOxsAZGktm3N86FDUkqK6ZZ1zz3WxjRmzBiXz6Xw8HBrA0Cuc3zx7dq1q9q3b6/27dtndMfKC6VKlVKZMmU0ffp07dy5U999912WH/KyU6VKFZ0+fVrR0dE6duyYzpw5o5o1a6pnz57q1auXvvjiC+3evVvr16/XmDFj9OUVzMy5c+dObdq0SbGxsUpKStKmTZu0adOmjJaZAwcOqHbt2hm1oUFBQerbt6+ioqL0/fffKyYmRn369FFkZKSaNm16wXtVrVpVrVq10mOPPSY/P78LDt0LFFaWtYAUK1ZMu3fvzpOm0PwuNTVV9957r+x2u6ZMmXLR4/ft2+eSpND6AXiW7783LR1eXmbEq8hI6Z13nPtr1JDKljXds6z6SB06dKjLl8WEhASSkALO8f+Zzz//PMvQsJIUEBCQq/fz8vLSvHnz9NRTT6lu3bqqVauWJk2apFtuueWC5zVr1kz9+vVT9+7ddfz4cY0cOTKj+9Krr76qwYMH68CBAwoODlbTpk3VoUOHy47tkUce0Zo1azLWb7jhBklmiNwqVaooNTVV27dv15kzZzKOefvtt+Xl5aWuXbsqOTlZbdu21fvvv39J9+vbt6+io6PVv39/+fv7X3a8QEFns2eejjyP3X///Tp79qy++OILq255SVJSUlSsWDEtXLhQXbp0ydjeu3dvxcXFacmSJVnOqVSpkqKiojRo0KCMbSNHjtTixYv1+++/Z2xzJB+7du3Sd999d8FJlRISEhQUFKT4+PiLtpIAKLyeeEKaOtUkIEWLSh9+KHXvbpKOo0dNArJjhzRihPTKK+6Jkc+rq5Nf3r8dO3ZkO9pVQECAatSo4YaIgPwvv/z9FmSW1oC89NJLuueee/Tggw/q8ccfV9WqVVW0aNEsx5V2zLhlEV9fX0VERCg6OjojAUlPT1d0dLQGDhyY7TmRkZGKjo52SUBWrVrl0vfTkXzs2LFD33//fa7O6AqgcEpPlxy/eSxYIFWoICUlSe3aSX/8YbYHBJjJB6+7zn1xonAgyQDgDpYmINf993/LrVu3au7cuTked36xmRWioqLUu3dvNWzYUI0bN9bEiROVmJiYMSpWr169VKFChYx6jKefflotW7bUhAkT1L59e82bN0+//fabpk+fLskkH926ddOGDRu0fPlypaWlZdSHlC5dWr6+vpa/RgD539q1ptYjMFBq315y9MC8+WbJ0VOjZUtzHAAABZGlCciIESPybQ1I9+7ddfToUY0YMUKxsbFq0KCBVq5cmVFovnfvXpdi+WbNmmnu3LkaPny4hg0bpho1amjx4sWqW7euJFOwtnTpUklSgwYNXO71/fffX7TPKwDP9Nln5vmuu5zJh2TmBUlNNcsdO7ruAwCgILG0BgQXRp9CwLOlpkphYdKxY1LVqtKwYWauj9KlpSlTpMGDzXGnTkmZpjpwCz6vrg7vH1Bw8fd79dw6DC8AwOnbb03y4ecn7d4t7dkj9e9vEpD/Jk5W0aJmMsKvv3ZrqAAAXDHLEhBPHoYXAC6Fo/uVo6tVt27Szp3S2bPSvn1mm6+vtHSpGQ0LAICCyNIZANu1a6ev+dkOALI4c0ZatMgsp6dLtWubGdA3b5b+7/+k+Hiz7+GHzZwgN9/svlgBALgaDMMLAPnA/PnS6dOmi1VSknTvvc5JBg8fdh7Xv790zTXuiREAgNzAMLwA4GZ2u/Tuu2Y5Odk833OPc79jguYWLaTq1a2NDQCA3MYwvADgZuvWSRs3mskFU1PNBIMnTkjXXiv17m2K0yWpVSvpu++kJk3cPwoWAABXytIE5OWXX7bydgBQIEyebJ7btzdF5g0aSAsXStu2Sb/9Zp69vKSvvpJGjZI++kh68EG3hgwAwBWzNAEBALg6dEhasMAsjxgh3XCD6ZJ15ozUuLG0fbvZV7myKUw/ckSKjHRfvAAAXC1LExAvL69L6oJFDQgAT/Hmm9K5c1Lz5ib5kEzxefHi0gMPmFYRSdq/X/rwQ6kIPxsBAAo4t9eApKWlac+ePVq8eLFq1aqlDh06WBkSALhNbKyZ4Vwykw3+/bdUs6Zzv90u/fCDWa5fn+QDAFA45JsakEOHDqlp06aqmfn/vgBQiI0fb4bcrVhRWrbMTC64YIHUt6/Up48pQj91yhx7553ujRUAgNxi6USEF1K+fHn169dPo0ePdncoAJDn9u6V3n/fLDuSjKeflmbPlr75xrSMLFniPH7yZKluXWnXLstDBQAgV+WrBv3ixYtr9+7d7g4DAPLckCHS2bNSrVqm0LxiRalrV+nYMVOAHhEhDR1qjg0IMMPynj1rjgMAoCDLNy0gmzdv1qRJk+iCBaDQW7dO+uwzU2yekGC2DRxo5gEpX156/XUzAtaOHWZfp05m9KsVK8wwvQAAFGSWtoBUrVo121Gw4uLiFB8fr2LFimnx4sVWhgQAlkpOlh5/3Cw3bCj9+qtUoYJJQDLL/FHYtatUtqzUsqVlYQIAkGcsTUBatmyZJQGx2WwqVaqUqlevrvvuu0+lS5e2MiQAsNTLL0t//imVKSNt3Wq2vf66tHy5KUQfPVqqWlVatMjsGzlSatfObeECAJDrLE1AZs+ebeXtACBfWbdOeuMNszxlipnh/OuvpR49pDp1pJ07zWSDjz4q/d//meMaNDCjYt1zj3TXXW4LHQCAXGNpAnLu3DmdOXNGgYGB2e5PSEhQsWLFVITB7gEUMkeOSPfdJ6WnSw8+aBIKSRo2TPL2lubNM8PyDhokzZwppaVJTZqYLlqffWbOIwEBABQGlhahP/XUU2rWrFmO+5s3b67BgwdbGBEA5L2UFKlbNzP0brVq0tixzn3e3uY5IsIkISVKmAREkk6flrp0MSNm9epledgAAOQJSxOQlStXqlu3bjnu79atm1asWGFhRACQt+x26cknzYzmgYGmmPz22033K0mKi3M9fvNmacsWs1y6tNSokTRmDBMRAgAKD0sTkIMHD6pChQo57g8LC9OBAwcsjAgA8o7dLr30kjR9uhlyt3Nn6ZdfJMd0R19/LVWuLE2b5jzn44+dy/fdZ228AABYwdIEpEyZMtq+fXuO+//6668c60MAoCBJT5eee0567TWz3ru39MknZvn9902x+UcfmXlAHC0eSUkmWZEkLy/z2LTJJDIAABQWliYg7dq107Rp07Rx48Ys+zZs2KDp06frjjvusDIkAMh1CQmmdmPCBLP+8MMm+bDbpSeeMMmIZBKQyZOdNSGffebsktW6tem6dcMNZqZ0AAAKC0uHmxo9erRWrlypxo0bq1OnTrruuuskmVnQly1bpnLlymn06NFWhgQAuWrHDtPV6q+/JD8/qU8fU1R+7pzUs6c0aZJJRGw2U4A+YIA5z26X3nnHeZ2775aKF5diY01rCQAAhYWlCUhYWJh+++03DRkyREuWLNGi/2baCgwMVM+ePfX6668rLCzMypAAj/Hzz1LFiuaRWVKS+dK8fr108KB5xMWZX/FPnzaP5GSpShWpSBHJ319KTTVfjsuXl8LDpXr1pBo1pNBQ023IE9nt0ocfSoMHS/HxZnbzhQul/v1N8tGrl/TBB9KLL5pjx40zSYjDmjXSH3+Y5bJlTavJ44+b4XgBAChMLJ9wo3z58pozZ47sdruOHj0qSSpbtmyWGdIBXL2TJ808El9/Lb31lkkg6tWTzpyRTp2SfH2lPXsurcbAMWv3hXh5mQSlYUPp2mul+vVN4nLLLVLRolf5YvKx9etNYvHtt2Y9MlL6/HOToH3xhTR7tjRihLRhg3MiwrvuMsc5OBp/b7rJzBHi42PWHcP0AgBQWNjsdsob84uEhAQFBQUpPj6eYnxcEbtd+v13acUK81i3zhRDXyovL9Oy4ednWj1sNvNLflCQmY1740bp++9NC8mZM1Jiovl1/1IUK2audf31UrNmUosWUt265n4Fkd3uTOxWrTLb/P2lG280Sd6UKdmf98YbUsmS0mOPObf9+KNJPHx8zGzox49LVaua4/IrPq+uDu8fUHDx93v1SEDyEf5B40rEx0sLFpjhW3/91XSpyszPz0yE5+trHqdOScHBUtu2pptP3bpShw7mV/dnn3V2CypTRjpxwozQVKeO2TZtmtSvn9S1q+lelJ4unT0rVapkvjRHRUkBASbRWLRI+uknc78LfcpUrizVqmUSkwoVzBf4Ro1MwpIfHT5sXvv77ztbhby8TJ3Gvn3m9Xp5mUSialWTEFatauYAyUmbNqb15LHHpKlTpZo1zbW+/lpq2dKa13W5+Ly6Orx/QMHF3+/Vs7wLFoCr9/ff0rvvSkuWmC+q52vTxnQLio83x7Rubbry/PCD9MorUqdO0lNPOY9fvz7rNaKiTP1BqVLOba1aSbNmmboPyXzRLlLEtGgcP26uXaKE2Xf4sPTVV6ar0R13mBqUDRvMsLKZ/fuveXzzjev2wEAzEV+VKqYrV4MGUkiIVL26ub9VXbrOnDFJxI8/mtafb75x1mX4+5u6l337nMlIvXrSxIkm6Zgxw4x6dfvt0rJl2XenWrnS2XWrTh2T9BUvbo6NiLDkJQIAYClaQPIRMmrkJD1d+u03k0wsWeKcNyKzokXNl/1HHnHWEfzwgxmBqUsXy0PW/v2mqLpsWdOiIZkv6bfdZrpuObpy+fqa+gdHN6ZLYbOZlp3SpU1LjaMYvnp105pSsaJ5P4oVM8+Oh5+fs4UnLc203pw9a+I5edIU4B85YuLcs8eMZLV1a9ZC8EaNpOuuM7UdDpGRJmnr1Mm8JsfrrVfPvP8ffpi1FSQlxex3DLN7992mdsRuNwMD1Kx56e+J1fi8ujq8f0DBxd/v1SMByUf4B43Mzp41X0anTzezZycnO/c5JqmrX9+0dowda34xP3zYfCGXTOtHQED+HJXKMQytw7ffmlGgbrxRqlbNdN366itp+XKz39dXKlfOJBD//nvpdSfZKVLEJHSXUxvjcNttZt6O2rWlo0dNy8Zdd0ndu5uE4aWXzDFvvuk8Z8cOM0JYdt5800xWKJn3Y8sWU7xfEPB5dXV4/4CCi7/fq0cXLCAfOXrU1Fl89pm0bZvrl2Q/PzO61L//Su3amSLnIv/9BScmmn2ZuyUFBVkb++U4f9C71q3Nw6F+fTN8bVKS6dpVsaJ5L7y8zOR+c+eaRMvPzzl0cGys8/yAANM96uTJrMlKdsmLr68p+C5TxrR6ZKdcOal5c5N8TJsmrV1r6jWaNDH7d+823csOHJDGjHGOYpVT8rFjhxkZy6FPH5OYpaUx8hUAoHCjBSQfIaP2PKmppnXjm2+kpUtNrcH5ypQxReKDB5vko2NHU7i9e3fWL/Keav9+k7QVKWJmGbfZTO3KnXealpTu3U2h/OnTJsFYvdokL127mi5bI0aY5S++MPUqt91muo6lpprZyEuVMomFQ+fO5r/X+++bGg/JJEuff25aRcqVu3C86emmuPzHH826r6/pYteihfnv/d13pvYlP+Pz6urw/gEFF3+/V48WEMBCdru0ebM0Z44ZJnf3btPVKjObzfxq7ucn/fmnNGqUaQ2QTE3ArFnmCzDJh1PFis6uTJnNny8dOmSK1x0tQn/8YWo1goKkTz91Huv479C1qxlyWDLvf1JS1hG57r/ftHw0bercVrSo9MADlxbvq6+a5MPLyyQjTz5pusz5+poC9EqVLu06AAAURCQgQB6y200h8kcfmdGOtm0zhceZlSkjNW5sugz16WO6IhUtauaXeOEF11Gu/Pykhx6y9CUUaAEB5pFZvXrOUacyW7jQdGXLPC9JzZqmq1RIiOux3btfeUxLlkgjR5rl9HRTmD50qPl3sHu3ac3Jj3U7AADkFhIQIBcdPWom/4uJMV2r1q83dQjn8/ExXX/atzctHBUqSMeOSQMGOOs4+vY1yUbp0pa+BI/lGCkrMz8/6Zprcu8eW7Y4W0kGDjRd6+LinAMHlChhakwAACjMSECAK3TypJnXYsUKM9zt9u1SQkLW4xwjVl1zjZkvIyHBtIIsWeI85r77TH1H5q4++bmIHJdv716TcJw+Ld1yi2nh8vExrWI//GCGTgYAwBOQgAAXkZQkbdxoEoytW01dwC+/mF+uc9K+vSlk9vY2w6redptJQo4edRYoHzwohYWZ5XffzfOXATfat0+69VYzt0jp0mb4XR8f0wWrXz8zBPG775pWEQAACjsSEECmVuPPP6XoaDOU6vbt5kvjiRNZi8TP5+NjJsGrXdv8wt26tWntGD5cev110+WmTRtzbNmyZtK9iAhntxsUbrt2mZGxdu2SgoNNV7s77pB27jRF59dea7rsdejg7kgBALAGCQg8wunTpsB3wwbTmrFtm/k1unp1M3/Ezp3Zd5/KrF4904UqONgUjFerZoZNrVjRzFuxYoUpLnbM+9CqlZmvokIF1+sMH54nLxH50NKlUq9eZoQrR/IhmcEFHCM3Tpkivfxy1kJ3AAAKKxIQFAqnTpkEY+tWKTTUJBN79kjLlpnuLamp2Z+3fbvruo+Pqb0oX97UY/j6mnklunQxXWeWLTND4N54o/nV2qFCBXPvnTvNiFaSSUB2786LV4v8LilJevFF6e23zXrlyqbGR5KeesoMA5wZyQcAwJOQgKDASE+XDh828yd8+aX099+mm9TRo1Jy8qVfp0gR0xWqenUzGVxAgBmJqlIl11mwb7vNTAj36KPO7lLVq5vl87tPzZhhEpTMReTM0+GZvv5aevppZ3LbpImpGZLMcLuvvSatWiX973/S+PFmkkMAADwJCQjyhdRUU5S9f79JAv780yQY//5rkg4/P9N9JaeWjMwCA01x986dpjXjscekhg1NF6p+/Uydx9ixpmuMZGo+hgzJWlTeoYNJOKpWdW6rU8fZjSazihWv9JWjsDh71kxQuGiRWS9fXnr+eemZZ8z6q6+aVhFJ+vhj6ZNPTPIxfrx74gUAwF1IQJCnUlJMjcWhQ+Zx8KB53rfPbD9yxGw7csQUgl+MzWbmSvD1NaNJVa5s5lbYt898wXv6abN/82bp+uvNNV9/3Xn+Aw+YLlLXXefcdu21JtkJDna9l+OL4/n3B7Izc6ZJPooUMTObjxhhkuBu3UzNkCP5kKSXXpJ++0265x73xQsAgLuQgOCKJCdnTSqyW86uteBS+PubR+XKpt6idWvT7aldO5MEHD3qTAZGjpR++skcV6KE2VazpukCc34BeHaziPv5OQvHgcuRmmq6U82dK336qdk2apTptleypGl5W7Ag63k1a5qWNz8/K6MFACB/IAGBi/R06cAB0/Xp/KQic3Jx4sTV3+vOO81s33//LR0/LjVtalojqlc3M4J/8IGZF2H0aHN8aqoZzrZWLdPdxTFr9SuvZL22r6/5kgfktrQ06eefTdLxv/+5Jtn160t//GGGZd661bX73uefmzqhW2816yQfAABPRQLiwY4fN8Wxv/9uai4cdRcpKZd2vpeXGTUqLU06d85su+kmqU8fU4Ph62vmP6hZ08yRERxsWk4aNDD1F6VLm+Fxu3UzXaUOH3ZO0teqlRm6tF495/18fKRvvsnVtwC4qKNHzd/Jzz+bx/r1ZtQ1h3LlzMzmCQnm3+fvv5vty5aZEa8kM2jCPfeY+qSYGJNkAwDgqUhAPEhqqhmSdvFi6dtvsw5B61CkiCmqDgw0SUSFCqZ1IizMzOz9wAPmuPR05+hTXl6mG1O7dqab07Jl5ovakSPOUX7GjTPF3snJ0qBBZluJElLXrqa7SubE5/77zQOwSkqKGbp5xw6TiP/2m0k4du3KemxAgNSpk+kW+OOPpiXEoV070yrnGI5ZMiOqNW9u6pKqVMnrVwIAQP5GAuIB9u+X3nhD+ugj06qQWc2apnYiMNBZMP7XX+aLmEOlSiZxkExLxdixpjajbl0z0s/x42ZSvsz1Ff36ma5at91mJu+TzHCkbdua58yy6yMPXI3UVNMikZBg/s2fvxwfb/6t79/vfBw6ZJLq7Fx7rUkoatc2XQfr1DE1SCEh5t+/r6/UvbspPm/UyPydfP21qV3y9jb1TN98Y54ZyAAA4OlIQAqx3btNsjBrlnP42mLFzBekO+6QHnnE/IKbnOxMQDIrX96MFuX4Jffbb80vwkuWmIRDkhYuNK0ZERGuCUjXruZLXvHizm233GIewLlzpo4n8yMpKeu27B6nTmVNJs5/Tkq6sriKFZOuucbUboSGmm6CSUmmYHzhQtOa98ILziTi6adNUtGnj+soavfcY2o+Zswwf2eSs2YJAABPRwJSCKWmmuLtDz4w9RmSmXCvfn1p0iTTDevkSfNFSjLFsB06mC9VTZqYpOPUKZOYOObKkEy3kh9/NK0fjgTEMULV+a0a776b968TVy4tzfz3ze4L/qUmAldzruPfZV4rWtTMBRMYaB7Fipl/70WKmH3+/mb58cdN16jy5c2/+U8+yf563t5mgAZHN6qXXjLPdrt5OBKT5s2l5cuztjgCAAASEBfvvfeexo8fr9jYWNWvX1/vvvuuGmfuyH2eBQsW6KWXXtKePXtUo0YNjRs3TnfeeWfGfrvdrpEjR2rGjBmKi4tT8+bNNWXKFNXI4zFfP/hAmj7dLLdpY74k3XSTdN99zmPKlTO/QhcpYlo+hgwxNRwlS5oi2fbtzfIDD5j6Dsn0ea9c2XTJcqhWzQxDirx37pz5QhsXl/1zQoJJHB2P06dd1x3bkpIubUJHq/j6Ooddzvzw8zP7fHzMwzGDfYkSJqlISDCvpUgR82/UZjOP5GTzOmfNcrY6PPqo+bvIaa6ZN98015Zcn2vXdna/atrUrHt7u547b545/803nS18AwdKd91FvQcAANkhAfnP/PnzFRUVpalTp6pJkyaaOHGi2rZtq+3bt6ucY2imTNauXasePXpozJgx6tChg+bOnasuXbpow4YNqlu3riTpjTfe0KRJkzRnzhxVrVpVL730ktq2bautW7fK398/T17H779LL79sll99VRo2zPRFv/lm6YcfzPbly02CIZkhRKtVM19O33xTGjzYjDx1/fVmtKrERFNwK0nPPZcnIXuc9HSTMBw7lv3j6FHnsiO5iI83/y3ygre3+aJepIh5OL7sFyli9nl7m0SgVi1ncrBjh/k3c349g91uzn/+eeexM2eaEdbsdvPa7XbnyGlpaabeyHGdBx4wNUGpqdknC0lJ5pqSaan4+OOcX9ekSc4ExN/feb3AQNNdqkwZ5yPzvYYMkYYPN92vznfunPkbq1/fue3nn03S/t57zgTEx4fkAwCAnNjs9kuZf7rwa9KkiRo1aqTJkydLktLT0xUeHq4nn3xSQxwV2Jl0795diYmJWr58eca2pk2bqkGDBpo6darsdrvCwsI0ePBgPfvss5Kk+Ph4hYSEaPbs2bovc3PEfxISEhQUFKT4+HgFBgZe9mv44w/T1SouziQR//d/5otX9epmbg8vL1NA26uX6wzM9eubvu3ff0+B7NVKSzMjfx04YIqTHcnD6dNmxvYVK8z+q+mCVLSoaQUoXtwsFyvmXC9Z0vz3DgoyieP775tZ4h3drTLft2JFUydU5L+fIRo3ln79Nft7lirlOvfLbbdJ332X/bG+vs7R0SSpY0eT9OYkNdUZQ48epkUhu2sWK2biLVnSbBs3Tlq50vkeFC1qHiVLmqSiXz/zPkgmmUtLM0mFj0/OsZzvzBlzbckkT2FhZrjobdtMQiaZ5OO777LWgRR2V/t55el4/4CCi7/fq0cLiKSUlBTFxMRo6NChGdu8vLzUunVrrVu3Lttz1q1bp6ioKJdtbdu21eLFiyVJu3fvVmxsrFq3bp2xPygoSE2aNNG6deuyTUCuxj//mBGm4uJMQfjKlc4vXyNHmi9MVauaUXpiYqTOnc2XOsm0kJQrR/JxMXa7SSp27TKPffvM6EkHDpiHYySlS00uAgLMF9bgYPPLflKSuce5c6ZbXGqqeT57Vtq40Yy4FBQkPfywqVE4ejTrNZs1M6OdOboJTZuW86SRdrvzi79kRkRLTnbWRji6Qfn7O1vBHHr0MHU/vr7Oh6Or1PkT7L34oukC5WhRcTw7jnd08ZOkd94xI7Y5rufra+I5v9uTZGqYHHVMF3OhxODAATNpYEiIc96ZuDhTC3X4sElCfH1NnNddZ/57bN7sTEAiIswDAABcGhIQSceOHVNaWppCQkJctoeEhGjbtm3ZnhMbG5vt8bGxsRn7HdtyOiYnCQkJLut+fn7yu8C0yadOmVqP2FhTx7Ftm/TVV9KDD5r9jz5qnlNSTG1IZKT5Rd7RxSQ09ILheJyzZ817uGWL+aK5Y4dJOP75x9QdXIyXl3lPU1NNt6m0NLN8/hCvx445k8AHHpA+/TTna4aGml/1JVObEBpqWjyKFzdf+M+dM/fYtct0S3KMSDZrltnnOLZ4cWdikfmLv5Rz4XV2HCM7XYqmTS/92Gx6O16Q3W5alOLizL99x2tau9a0ANavb0Z8k8x/h+bNzbE//+xsSZk2TRo92rSYTJlitgUFmZartDTzntaubbbPm2f+brJLiAq75ORkJWdq2jr/cwoAgEtFApIPhYeHu6yPHDlSLzsKO7IxZ47pmlKpkumKk5goffGF6VKzdKn0zDPmV2dfXzOc6PlfPD1VerpJKjZtMonG5s0m6dixI+f5ICTTJcfHxxyTlOScBV4yX1bDw837nV2Ngo+Ps+4gMdGZgNxzj6m7cewrVcrZrapYMeeXZUl66y0zvPKRIyaGzIMCbNhgWmH27TNx1KtnWkoWLDDXyTxU8uLFZs6X2293/oJ/7Jg0caJJUBwjPEkmOfrlFzMQgaNRLz7ejIzm7S2NH+88dskS8wX/ttucx549K73+ulkeOdL5BX7lSpMo3HSTM1FISZGeeMIkVNOmOes4pk+XZs8279UzzziPdSTQJ08636dvvzX3eewx53W9vU03xaQkk4Q4jq1e3bRsZE5+bDZp3TrTTc0xkabkLFD3RGPGjNErr7zi7jAAAIWBHfbk5GS7t7e3fdGiRS7be/XqZe/UqVO254SHh9vffvttl20jRoyw16tXz2632+3//POPXZJ948aNLsfcfPPN9qeeeirba8bHx9sl2fft22ePj4/PeJw9e/aC8bdubQYBvece8xwQYLfv3Gm3h4eb9R49Lni6x/ngA7v91lvt9qAgx+CpWR8+PnZ7sWLmecIEu33ZMrt961bzXmZ3fHCw3V6/vt1+5IjzPr/9ZrevXGm3x8TY7Xv22O0JCXZ7errZt2uX3b56td2+e7fz+E2b7Pb77rPbo6Jc423f3m4vXtxu/+IL57b/+z9z35o1XY9t185snz3buW3DBrMtLMz12G7dzPb33nNu277dbAsKcj22d2+zfdw457b9+822IkVcj33iCbN95EjntpMnne9VSopz+7PPmm3PPuvclpzsPPbkSef2V14x2x57zPV+xYvb7SVL2u179zq3LVtmtz/0kOv7YLfb7V99ZbevWWO3nzljx2U6e/asy+fSvn377JLs8fHx7g6tQHJ83vP+AQUPf79XjxYQSb6+voqIiFB0dLS6dOkiyRShR0dHa+DAgdmeExkZqejoaA0aNChj26pVqxQZGSlJqlq1qkJDQxUdHa0GDRpIMl0WfvnlFz3xxBMXjCcwMPCyipq++sr0+3/qKbM+bpz5VXfyZGnMGNOv3lPZ7c5Wji1bpNWrzcPB39+0EtSta/r0V6hgukOlpjqHqu3UyUxOJ5l9DRqYX8YrVjTHh4WZX+mPHDEjOp09a1ofIiJMfcFjj5lf3TMXbY8ebbpHjRnjnGX+xAnTxefaa6UJE5zHpqSY1pLMk+v5+zvrJDKrVcu0YmRuMSldWurWLeuoTq1amRGhHN2LJPNr/1NPZZ00r2NH83r/++ctybTQvPBC1ha1224z8WU+1tfXDE0ruR7fooV5n2+6ybmtSBHzvhQp4lpP0q2b+W91/ijWCQlZY+jQwTzO165d1m24NBfrCgoAwCVzdwaUX8ybN8/u5+dnnz17tn3r1q32xx57zF6yZEl7bGys3W632x988EH7kCFDMo7/6aef7EWKFLG/+eab9r/++ss+cuRIu4+Pj/3PP//MOGbs2LH2kiVL2pcsWWL/448/7J07d7ZXrVrVnpSUlG0MV5NR9+tnfh1u2NBuT0tzbs+87CmSk+32L780v5RXrpx9i8Wtt5pfwx2/xv/8s+v+OnVM68XOnXb7uXOu1z92zPy6P3Cg6/Zevcy5Y8c6tx054rxmcrJz+8iRdnutWnb7u+86tx04YLdPnGi3z5vnet3du00ciYlX974AuYlfAK8O7x9QcPH3e/VoAflP9+7ddfToUY0YMUKxsbFq0KCBVq5cmVFEvnfvXnll+pm1WbNmmjt3roYPH65hw4apRo0aWrx4ccYcIJL0/PPPKzExUY899pji4uLUokULrVy5MlfnALHbzazjM2ea9W7dTIG5owHFU+o97HYzw/unn0qff27qARx8fU19RcmS5tfy3bvNkMMREc5fxKtWdb1ev35mVLGPPpIGDTJ1B45Z4e12U/sgmRGbHK0FlSubVoLMBcplypgJ8MqXdx1l7OWXnfO1OISFSU8/nfW1MZ8EAAAoTJgHJB+5knGlFy2S7r7bLJcoYbrplCtnhtotXz4Pg80nkpJM0vHOO6aI3CEkxMxEXbas6Xr19deuE/n5+pp5G6ZOdV5n4kQzq3v//lLXriZhGD5ceu01M5KYY3Z5u910J6pUSRowwLzvgKdhHPyrw/sHFFz8/V49WkAKuMxdsk+fNs9eXpc32VpBdPy4GQ1q2jSzLJkRo+6/38xRcfPNZoSoChWc82VUrGiSko4dzZwXjvdLMgnJ2LGmhWTCBGdrRdeuZpSlZs2cx9psZtZrAAAAXD4SkALuzjvNL/L79plf6qdPN4XP115rftG///7CNcFgUpL09tum0N4xDUGVKmaCxeuuM92vWrY0SZi3t2mpiI83SUlEhHkv5s83Xa5uvtlZkO7tbbpaFS3qOtTqDTeYBwAAAHKHh1QIFG5bt5ovzlOnSj/9ZL6IHztmRmy64w4zN8Vff5lEpSCLjjajIL34okk+6tc3CcdHH5n5JNq1k2bMMMc5PP+81LChaeFwJGKNGpn34swZ1zk8XnnFjEhVsaK1rwsAAMCTkIAUcDt2mIQjJMR0R2ra1ExG9+qrpnvW11+bIXnr1DE1D2lp7o748iUmSg8/bCa127nTFGt/+qm0cKFJPm6+2dRuFCliZuiuWdN5bv/+phUoc5epatXMrPHr15tzAAAAYB0SkAKucmWpb19T79Cvn6lZOHvWtBL88YfpjuQwZ44ZySnzr/753ZYtpsVi1izTgjFwoPTnn2a+jbp1zazb3t4m8fj7bzN7d3Cw8/y+fc2cHOfPHfHf4GYAAACwGAlIAefra2ob/PxM3cOiRWZyt/37TUvA999Ly5ZJQ4eaX/vnzjUtAo5J9vKzL7+UmjQx3cfCwsxrefddqVgx6ZNPpORkM+ndH3+YrlezZpkJA6dMcV6jWTPTBe3ZZ933OgAAAOBEAlIIPPGEFBdn6iBCQkwLwU03mS/eNpuZEfr11029hI+PtGCB1LOnaTXJr95/38xAnphoZuzeuNHZmuPvb7peffyx6XpVp47ZXq2aSax++815HZuNblYAAAD5CQlIIeHvL7VpI/3yi2kF2LNHuvVWM2qUQ6dO0uLFptVkwQLphRfcFe2FTZhg5tdITze1H199ZRISx5wdkiksb9DAFOA79OolrVsnzZtnecgAAAC4RCQghUzlytL//Z+Z+fu115yzdDvceafpqiRJb75pWkXyk4kTnd2lXnrJdKd6/HEzQtWAAdL27Wbf//5nup717CmlpJhtXl6mCB8AAAD5F51TCqHy5c1M6DlNRnj//aZuYtw4U6QdEWHm0nC3KVOkZ54xyy+9ZB733OMsNH//falWLbO/RQupVClTYJ6YaFp1AAAAkP/RAlJIJCdLY8Y4R7jKnHwcOmTmt8hc8zF6tBQZ6Zykz91F6YsWmRYOSRo2zCQf999vkg8/P/Pcs6fz+LAwM9zw0qUmEQEAAEDBQAJSSDzxhPniPnCg6/bUVOmWW0xrx4QJzu0+PtJnn0klS0o//ywNH25ltK7WrzfJht1uuluNHi09+qiZ58PX19StlCpliszXrXOeFxZWuGZ5BwAA8AQkIAXcqlVS27Zm5KcSJaSOHV33+/g4ayqGDTNf9h0qV5Y++MAsv/GGGUXLarGx0l13mblL2reXJk82rRpz5phuVwsWmBnOJ0yQjhxxTaIAAABQ8JCAFHCxsaZV4JprpN27zZf48z3yiKmlOHfOdLdKSHDuu/tuM1u4ZEaROnTImrglUzzetat08KAZSvezz8yQuZ07S6NGmWSkUydz7Mcfm25kH31kXXwAAADIfTa73W53dxAwEhISFBQUpPj4eAUGBl7VteLiTEJyww3O9QYNpH//NYXnM2c6jz171owe9fvvZs6Nb74xrQ95rV8/ado0KShI+vXXrLOVx8WZLmIA8p/c/LzyRLx/QMHF3+/VowWkENq/38wA3rmzdOqU2VaypGlFkEy3q8xdsfz9pfnzpeLFpe++k8aPz/sYP/jAJB82m2n5KF/etHCcPm32b9okVa/umigBAACg4CMBKYRKlTKjYqWlSTt3OrffdJPpZiVJr77qek6tWqbLkySNHClt3px38W3Y4Bzx6tVXpTvuMEX048aZLmGS9OGH0okTJmlKS8u7WAAAAGAt5gEphIoXNyNHVapkujdlNm6cVKGCNHRo1vN69zYTEy5fLvXpY2pLiuTyv5CTJ03dR3KyKZgfMsSMdvXJJ6bb18iR5rh33jGTKd57rzXdwQAAAGANakDykfzQp/DgQaluXZMovPaaGTkrt6Snm25hy5ebIXV/+80UotetKx07ZoYCHj069+4HIO/kh8+rgiw+Pl4lS5bUvn37eP+AAiYhIUHh4eGKi4tT0Pm/9OKS0ALiAb7/Xtq2zXRzyiw93SQBjRs7t4WFSZMmSQ8+KL38smmluP763Ilj7FiTfPj7m5aWkiVNl6tjx6T69c36889Lr7+e+y0vAJCfnPqvQC88PNzNkQC4UqdOnSIBuUK0gOQjefGL4q+/mgTDx0fauFG67jqz/cwZqU0bMwnhxo1SvXrOc+x2MzfHkiVm+/r1Zjbyq/Htt2a+kvR0U4D+8MPS3LlmdnMfH9NlrHNnM1Tw//5nhg0GkH/RAnJ10tPTdfDgQQUEBMjGjKpAgWK323Xq1CmFhYXJy4ty6ivB78yFXMOGZi6NChWkihWd24sVMyNPpadLTz4prV7tnFXcZjMjVK1dK/3xh/Tii9Kbb155DPv3m/lH0tPNEMAPPyzFx0tPP232v/SSdOedJiH59lupW7crvxcAFAReXl6qmPlDGUCBQsvH1aEFJB/Jq18Uz53LvkvTv/9K114rJSWZL/89erjuX7bMORHgsmVShw6Xf++kJDO3yM8/mzlJfvpJKlrUjGy1Y4cZEatbN8nX9/KvDcB9aAEBAFwp2o08QE71FJUrO0fDGjbMFIRn1rGjNHCgWX7wQWnXrsu7b1KS1KWLST5KljSjXRUtavZ5e0u1a0slSmS9LwAAAAovEhAPcvCgmX18zhzntsGDpdBQac+e7Cf9mzDBzJIeF2cSkmPHLu1eZ8+aOpJvvjHDAi9ZYka+kky3rhMnzFwjd99tCtBPnrzaVwcAAICCgATEg8ybZ2o7hg93tjoUK2ZqMCQzBG5ious5vr7SggVmdKytW00heXz8he+TkGASi6+/NtdfsUK6+Wazb/du0yXr5pulv/82tSkNGpjJEwEAAFD4kYB4kP79pfvuM5P+Za65eOQRqWpV0xJy8GDW8ypWNMXhwcGmZqNVK9cZ1jP7/XdT+P7VV6a71ZdfOpOP9HQzweHx42ZfmzbSX39JU6fm/msFAABA/kQRej7izqLOvXtNonGh0eQ2bZJuu810nype3Ixi9cgjppbk779N166JE033q/BwM5xu06bO86dMMUlQsWLSn386u2QBKHgoQgcAXCkSkHykIPwPfd8+U5C+Zk3Ox9xxh/Txx1KZMs5tBw+aEbcSEkwrzEMPme5cAAqmgvB5BQDIn+iC5YGSk6X33pNatpRSU133JSZKr76afVcsybRsREebupA2bZzbixQxCcXnn5vZzjMnH5I0aJBJPho0kJYuldq1MzO0AwAAwLPQApKPWPWL4pkzpubjyBHTbapXL+e+u++WFi0ykwV+8MHFrxUfbx7ly5sZzbOzYoXUvr0Zevf77831N20yiQwTAAMFEy0gAIArRQKSj1j5P/RZs8w8HQ8/LPn7O7evWyc1a2YSg02bpHr1rv5e//4rDRhg5v1wzKielmYSEgAFEwkIAOBKkYDkI/nlf+jdu5sC8jZtzFC6udFKYbebpCOnSREBFCz55fMKAFDwUAMCSSZBcBgzxgzTu2qVSUCu1NmzzuWvvpIefdSMtgUAAADPRQLi4f7v/8zQusuWObdVqyY9+aRZfvZZ6dy5y79uerqZL6RPHzN7+pAh0uzZ0vvv50rYAAAAKKBIQDzcihXSd99Jb7zhuv3FF6XSpaUtW8z8HZdrxgxTT7JwoWkJmTFD6tRJeuGF3IkbAAAABRM98j3cM8+YUbEGD3bdXqqU9PrrZkjdrl0v75qHD5sWD0l67TUzwWHFitKSJbkTMwAAAAouitDzkfxW1On4l3E5Rejp6dKdd5rakYgI0wqS0/C8AAqu/PZ5BQAoOOiCBReZ01GbzTX5iIm5+LnDhpnko2hRadIk6frrpXffzTrhIQAAADwTCQgkSbGxpvD8nnuy7ktPNyNYNWxokomcjBwpjRtnlqdMkX74Qdq+XZo2TfLiXxoAAABEDQj+c/q0GaEqPV3aulWqU8e5z8tLCg42y089JR06JI0enXUiwW7dpPfeM/t69zatHiVLmlnXmXQQAAAAEjUg+Yq7+1SPG2daOVq1ylr3YbebgvKXXjLr1aqZ1hJ/f2nECGcLx4kTZvQsAIWbuz+vAAAFFwlIPlIQ/oc+a5aZG+TECee2H36QWrRwrh8+LJUrlzszqAPInwrC5xUAIH+iCxaylZgoFSuWNYno00e6914zv8fq1aZrVeZjzp2T2rSRSpSQPvpIuuYaS8MGAABAPkcCgiz+9z9p0CDpnXeyL0ovXtzUePTunXXfH39Iu3ZJfn50xQIAAEBWjE2ELLZuNYXmVzID+o03mpGv5s0jAQEAAEBWtIAgixdeMKNX9et3ZedXqGAeAAAAwPloAUEWRYuaLlj+/pd+znvvme5XAAAAwIWQgOCC7HYz8tWFkovoaDOJYePGpv4DAAAAyAldsHBB48ZJQ4dKZctKf/0llSmT9ZjGjaXWrc3cINWqWR8jAAAACg4SEFzQ449Ln38ude/uTD4SE6W//zZD7AYEmMfy5c7JCAEAAICc8JVR0okTJ9SzZ08FBgaqZMmS6tu3r06fPn3Bc86ePasBAwaoTJkyKlGihLp27arDhw9n7P/999/Vo0cPhYeHq2jRorr22mv1zjvv5PVLyXWlSkk//WQmH3R44w0z2tXbbzu3+fpKRUhnAQAAcBEkIJJ69uypLVu2aNWqVVq+fLn+7//+T4899tgFz3nmmWe0bNkyLViwQGvWrNHBgwd19913Z+yPiYlRuXLl9Mknn2jLli168cUXNXToUE2ePDmvX06u8/V1XffxkYKCpG3bTI0IAAAAcKlsdrtnf4X866+/VKdOHf36669q2LChJGnlypW68847tX//foWFhWU5Jz4+XmXLltXcuXPVrVs3SdK2bdt07bXXat26dWratGm29xowYID++usvfffdd9nuT0hIUFBQkOLj4xUYGJhLrzD32e1ZZ0gH4FkKyucVACD/8fgWkHXr1qlkyZIZyYcktW7dWl5eXvrll1+yPScmJkapqalq3bp1xrbatWurUqVKWrduXY73io+PV+lCMDsfyQcAAACulMf32o+NjVW5cuVcthUpUkSlS5dWbGxsjuf4+vqqZMmSLttDQkJyPGft2rWaP3++vvzyy4vGlJCQ4LLu5+cnPz+/i54HAHklOTlZycnJGevnf04BAHCpCm0LyJAhQ2Sz2S742LZtmyWxbN68WZ07d9bIkSN1++23X/T48PBwBQUFZTzGjBljQZQAkLMxY8a4fC6Fh4e7OyQAQAFVaFtABg8erIceeuiCx1SrVk2hoaE6cuSIy/Zz587pxIkTCg0Nzfa80NBQpaSkKC4uzqUV5PDhw1nO2bp1q2677TY99thjGj58+CXFvm/fPpc+1bR+AHC3oUOHKioqKmM9ISGBJAQAcEUKbQJStmxZlS1b9qLHRUZGKi4uTjExMYqIiJAkfffdd0pPT1eTJk2yPSciIkI+Pj6Kjo5W165dJUnbt2/X3r17FRkZmXHcli1b1KpVK/Xu3VuvvfbaJcceGBhIUSeAfIWuoACA3OLxo2BJ0h133KHDhw9r6tSpSk1NVZ8+fdSwYUPNnTtXknTgwAHddttt+uijj9S4cWNJ0hNPPKEVK1Zo9uzZCgwM1JNPPinJ1HpIpttVq1at1LZtW40fPz7jXt7e3jkmRowqA6Cg4PMKAHClCm0LyOX49NNPNXDgQN12223y8vJS165dNWnSpIz9qamp2r59u86cOZOx7e233844Njk5WW3bttX777+fsX/hwoU6evSoPvnkE33yyScZ2ytXrqw9e/ZY8roAAACA/IYWkHyEXxQBFBR8XgEArlShHQULAAAAQP5DAgIAAADAMiQgAAAAACxDAgIAAADAMiQgAAAAACxDAgIAAADAMiQgsExycrJefvllJScnuzuUQoH3M3fxfgIAYA3mAclHCvu4+oX99VmN9zN38X5eHt4vAMCVogUEAAAAgGVIQAAAAABYpoi7A4CTozdcQkKCmyPJG47XVVhfn9V4P3MX7+flcbxP9OIFAFwuakDykf379ys8PNzdYQDAJdu3b58qVqzo7jAAAAUICUg+kp6eroMHDyogIEA2m83d4QBAjux2u06dOqWwsDB5edGbFwBw6UhAAAAAAFiGn60AAAAAWIYEBAAAAIBlSEAAAAAAWIYEBLnqvffeU5UqVeTv768mTZpo/fr1OR47Y8YM3XTTTSpVqpRKlSql1q1bX/B4T3Q572dm8+bNk81mU5cuXfI2wALkct/LuLg4DRgwQOXLl5efn59q1qypFStWWBQtAACFFwkIcs38+fMVFRWlkSNHasOGDapfv77atm2rI0eOZHv86tWr1aNHD33//fdat26dwsPDdfvtt+vAgQMWR54/Xe776bBnzx49++yzuummmyyKNP+73PcyJSVFbdq00Z49e7Rw4UJt375dM2bMUIUKFSyOHACAwodRsJBrmjRpokaNGmny5MmSzLDC4eHhevLJJzVkyJCLnp+WlqZSpUpp8uTJ6tWrV16Hm+9dyfuZlpamm2++WQ8//LB++OEHxcXFafHixRZGnT9d7ns5depUjR8/Xtu2bZOPj4/V4QIAUKjRAoJckZKSopiYGLVu3Tpjm5eXl1q3bq1169Zd0jXOnDmj1NRUlS5dOq/CLDCu9P0cNWqUypUrp759+1oRZoFwJe/l0qVLFRkZqQEDBigkJER169bV66+/rrS0NKvCBgCg0Cri7gBQOBw7dkxpaWkKCQlx2R4SEqJt27Zd0jVeeOEFhYWFuXxR9FRX8n7++OOP+uCDD7Rp0yYLIiw4ruS93LVrl7777jv17NlTK1as0M6dO9W/f3+lpqZq5MiRVoQNAEChRQKCfGHs2LGaN2+eVq9eLX9/f3eHU+CcOnVKDz74oGbMmKHg4GB3h1Pgpaenq1y5cpo+fbq8vb0VERGhAwcOaPz48SQgAABcJRIQ5Irg4GB5e3vr8OHDLtsPHz6s0NDQC5775ptvauzYsfr2229Vr169vAyzwLjc9/Off/7Rnj171LFjx4xt6enpkqQiRYpo+/btql69et4GnU9dyb/N8uXLy8fHR97e3hnbrr32WsXGxiolJUW+vr55GjMAAIUZNSDIFb6+voqIiFB0dHTGtvT0dEVHRysyMjLH89544w2NHj1aK1euVMOGDa0ItUC43Pezdu3a+vPPP7Vp06aMR6dOnXTrrbdq06ZNCg8PtzL8fOVK/m02b95cO3fuzEjiJOnvv/9W+fLlST4AALhKtIAg10RFRal3795q2LChGjdurIkTJyoxMVF9+vSRJPXq1UsVKlTQmDFjJEnjxo3TiBEjNHfuXFWpUkWxsbGSpBIlSqhEiRJuex35xeW8n/7+/qpbt67L+SVLlpSkLNs90eX+23ziiSc0efJkPf3003ryySe1Y8cOvf7663rqqafc+TIAACgUSECQa7p3766jR49qxIgRio2NVYMGDbRy5cqM4t+9e/fKy8vZ6DZlyhSlpKSoW7duLtcZOXKkXn75ZStDz5cu9/1Ezi73vQwPD9fXX3+tZ555RvXq1VOFChX09NNP64UXXnDXSwAAoNBgHhAAAAAAluHnUwAAAACWIQEBAAAAYBkSEAAAAACWIQEBAAAAYBkSEAAAAACWIQEBAAAAYBkSEAAAAACWIQEBrpDNZruiCRNXr14tm82m1atX53pMyD133nmnHn300Ss6NzU1VeHh4Xr//fdzOSoAAAo+EhDkudmzZ8tms2U8/P39VbNmTQ0cOFCHDx++7Ou9//77mj17du4Hmo0VK1YU2lnZX375ZdlsNh07dizb/VWqVFGHDh2u6h4nT55UkSJF9L///e+i13QkZgsXLrzi+6WmpmrSpElq1KiRAgICVKJECTVq1EiTJk1SamrqJV/np59+0jfffJMx8/lTTz0lm82mnTt35njOiy++KJvNpj/++EM+Pj6KiorSa6+9prNnz17x6wEAoDAiAYFlRo0apY8//liTJ09Ws2bNNGXKFEVGRurMmTOXdR2rE5BXXnkl231JSUkaPny4JXEUVF9//bVsNptuv/32PL9XYmKi2rRpo6efflqhoaEaO3asxo8fr7CwMD399NNq06aNEhMTL+la48eP12233aZrrrlGktSzZ09J0ty5c3M857PPPtP111+vevXqSZL69OmjY8eOXfAcAAA8EQkILHPHHXfogQce0COPPKLZs2dr0KBB2r17t5YsWeLu0K6Iv7+/ihQp4u4w8rUVK1aoefPmKlmyZJ7fKyoqSmvWrNG7776rZcuWacCAAXriiSe0ZMkSTZ48WWvWrNGzzz570escOXJEX375pe69996MbU2aNNE111yjzz77LNtz1q1bp927d2ckKpJUsmRJ3X777ZYlywAAFBQkIHCbVq1aSZJ2794tSTp37pxGjx6t6tWry8/PT1WqVNGwYcOUnJyccU6VKlW0ZcsWrVmzJqNL1y233JKxPy4uToMGDVJ4eLj8/Px0zTXXaNy4cUpPT884Zs+ePbLZbHrzzTc1ffr0jPs1atRIv/76a8ZxDz30kN577z1JculC5nB+Dci///6r/v37q1atWipatKjKlCmje+65R3v27Lns92bhwoWy2Wxas2ZNln3Tpk2TzWbT5s2bJUmxsbHq06ePKlasKD8/P5UvX16dO3e+ovtezPHjx/Xggw8qMDBQJUuWVO/evfX777/LZrNl+aKdnp6ulStXqn379ld1z9WrV6thw4by9/dX9erVNW3atIzuYw779+/XBx98oFatWmngwIFZrjFgwADdeuutmjlzpvbv33/B+3355Zc6d+6cWrdu7bK9Z8+e2rZtmzZs2JDlnLlz58pms6lHjx4u29u0aaMff/xRJ06cuJyXDABAocbPt3Cbf/75R5JUpkwZSdIjjzyiOXPmqFu3bho8eLB++eUXjRkzRn/99ZcWLVokSZo4caKefPJJlShRQi+++KIkKSQkRJJ05swZtWzZUgcOHNDjjz+uSpUqae3atRo6dKgOHTqkiRMnutx/7ty5OnXqlB5//HHZbDa98cYbuvvuu7Vr1y75+Pjo8ccf18GDB7Vq1Sp9/PHHF309v/76q9auXav77rtPFStW1J49ezRlyhTdcsst2rp1q4oVK3bJ70379u1VokQJ/e9//1PLli1d9s2fP1/XXXed6tatK0nq2rWrtmzZoieffFJVqlTRkSNHtGrVKu3du1dVqlS56L1y+nKcOWlzrHfs2FHr16/XE088odq1a2vJkiXq3bt3tuf/+uuvOnr0qO68806X7ampqdnWncTHx2fZtnHjRrVr107ly5fXK6+8orS0NI0aNUply5Z1Oe6rr75SWlqaevXqlePr7NWrl77//nutXLlSjzzySI7Hrf3/9u4/Jur6jwP4E45f8kM0EKWkm3EZXW0hVxgRgYIhA9rllkfZApZrM7Ixr1psOdMaThNlM6UfbkxtN1AI1MmPQGilsNVSR2sxj36QPxKwYJL8EI7X9w93ny8f7vghxtXi+dhu4/N+v+79vg93bJ8Xn/f7dU1NCAoKglarVbWvW7cOW7duhcViQVRUlNJus9lw5MgRxMXF4d5771U9x2AwQETQ1NR0x/tpiIiI/jOEaIYVFxcLAKmvr5euri65ePGilJSUSFBQkMyZM0cuXbok58+fFwCyfv161XPfeOMNASANDQ1K20MPPSTx8fEO87z33nvi5+cnFy5cULW//fbbotFo5LfffhMRkV9++UUASFBQkPz5559K3LFjxwSAnDhxQmnLycmR8f5MAMiWLVuU476+PoeY5uZmASCHDh1S2hobGwWANDY2Oh3X7vnnn5eQkBAZHh5W2n7//Xdxd3eXbdu2iYhId3e3AJAPPvhgwrGc2bJliwCY8JGamqrEl5eXCwApLCxU2mw2m6xcuVIASHFxsWr8zZs3i1arVbVptdpJ5zx69KgSn56eLr6+vnL58mWlzWq1ioeHh+p9yc3NFQBy7ty5cc/37NmzAkA2bdo04e/lySefFIPB4LTvsccek8WLF4vNZlPaampqBIB8/PHHDvFXrlwRALJjx44J5yQiIppNuASLXCYpKQkLFixAWFgYMjIy4O/vj4qKCtxzzz2oqqoCcGsd/2hmsxnArWUxkzl69Cji4uIwf/58XLt2TXkkJSXBZrPhq6++UsWbTCbMnz9fOY6LiwMA/Pzzz9M6vzlz5ig/Dw0N4Y8//oBOp8O8efOcLtuZjMlkQmdnp6pcb1lZGUZGRmAymZQ5vby88OWXX6K7u3tar7u8vBx1dXUOD/udJbuamhp4enqqStO6u7sjJyfH6bhVVVVOl18tX77c6Xy7du1SxdlsNtTX18NoNOLuu+9W2nU6HVJSUlSxvb29AICAgIBxz9Ped/369XFjgFvLzEZ/LkZ78cUXcenSJdVnyWKxwMvLC88995xDvH2c8SqNERERzUZcgkUus2/fPixduhQeHh5YuHAhHnjgAbi738qB29vb4e7urlQdslu0aBHmzZuH9vb2Sce3Wq1oaWlxWJ5j19nZqToeu1zGfrE43Qv5/v5+bN++HcXFxbh8+TJEROlztrxoMqtXr0ZgYCBKS0uRmJgI4Nbyq8jISCxduhQA4O3tjR07dsBsNmPhwoV4/PHHkZaWhpdeegmLFi2a0jxPPfUUgoODHdp9fHxUx+3t7QgNDXVYSjb2PQNu7Us5e/Ystm3b5tAXHBzssL8CgMOG/s7OTvT39zsdf2ybPbmwJyLOTCVJsRv93o2WkZGBTZs2wWKxICEhAQMDA6ioqEBKSorTpMU+zuj9KkRERLMdExBymejoaDz66KMTxtzJhdrIyAhWrVqFt956y2m//aLdTqPROI0b7+JzMhs3bkRxcTFyc3MRExODwMBAuLm5ISMjw2E/xVR4e3vDaDSioqIC+/fvR0dHB86cOYP8/HxVXG5uLtLT01FZWYna2lps3rwZ27dvR0NDA5YtWzatc7lT1dXV8PHxwYoVK1wy34MPPggAaGlpQWRkpNOYlpYWAIBer59wrKCgoHGT0JCQEKxatQrl5eXYt28fTpw4gd7eXlX1q9Hs4zhL8IiIiGYrJiD0r6DVajEyMgKr1apcTAJAR0cHenp6VBuCx0tSwsPD8ddffzn97/p03U5CVFZWhszMTBQUFChtAwMD6Onpmfb8JpMJBw8exKlTp/Djjz9CRJTlV6OFh4fDbDbDbDbDarUiMjISBQUF+Oyzz6Y991harRaNjY3o6+tT3QVx9uV8J0+exIoVK1TL0m5XSEgIfHx8nI4/ti0lJQUajQaHDx8edyP6oUOH4OHhgdWrV084b0REBMrLy8ftX7duHWpqalBdXQ2LxYK5c+ciPT3daay9wtvozzQREdFsxz0g9K9gr5Q0tlLV7t27AUC1l8DPz8/pRf3atWvR3NyM2tpah76enh4MDw/f9uvy8/NTnj8ZjUbjcPdk7969sNlstz2vXVJSEu666y6UlpaitLQU0dHRWLJkidLf19fn8E3b4eHhCAgIUJUv/jskJydjaGgIn376qdI2MjKilCq2GxoaQl1d3R2X39VoNEhKSkJlZSWuXLmitLe1taG6uloVGxYWhuzsbNTX16OoqMhhrI8++ggNDQ14+eWXsXjx4gnnjYmJQXd397h7gYxGI3x9fbF//35UV1djzZo1DsvV7L777ju4ubkhJiZmstMlIiKaNXgHhP4VHnnkEWRmZuKTTz5BT08P4uPj8c033+DgwYMwGo2qpTwGgwFFRUV4//33odPpEBISgpUrV+LNN9/E8ePHkZaWhqysLBgMBty4cQPff/89ysrK8Ouvv972UhiDwQAAeP3115GcnAyNRoOMjAynsWlpaTh8+DACAwOh1+vR3NyM+vp6pczwdHh6emLNmjUoKSnBjRs3HDZqX7hwAYmJiVi7di30ej08PDxQUVGBjo6OcV/ndBmNRkRHR8NsNqOtrQ0RERE4fvy4UsbXfrfo9OnTuH79+h0nIADw7rvv4osvvkBsbCw2bNgAm82GDz/8EA8//DDOnz+vit2zZw9aW1vx6quvoqamRrnTUVtbi2PHjiE+Pl51d2o8qamp8PDwQH19PV555RWHfn9/fxiNRuUbzsdbfgUAdXV1iI2NvaPPABER0X/OP1mCi2YHexneb7/9dsK4oaEh2bp1qyxZskQ8PT0lLCxM8vLyZGBgQBV39epVSU1NlYCAAAGgKsnb29sreXl5otPpxMvLS4KDg+WJJ56QXbt2yc2bN0Xk/2V4nZWuxZjSusPDw7Jx40ZZsGCBuLm5qUq/jo3t7u6W7OxsCQ4OFn9/f0lOTpbW1lbRarWSmZmpxE21DK9dXV2dABA3Nze5ePGiqu/atWuSk5MjERER4ufnJ4GBgbJ8+XI5cuTIpOPay/B2dXU57ddqtaoyvCIiXV1d8sILL0hAQIAEBgZKVlaWnDlzRgBISUmJiNwqnazX66c8pp399zK6DK+IyKlTp2TZsmXi5eUl4eHhcuDAATGbzeLj4+MwxuDgoOzZs0cMBoP4+fmJr6+vREVFSWFhofL+T8UzzzwjiYmJ4/afPHlSAEhoaKiqJO9oPT094uXlJQcOHJjyvERERLOBm8g0d9wSEQGorKzEs88+i9OnTyM2NhZ6vR5paWnYuXPnjM1pNBrxww8/wGq1zsj4X3/9NRISEtDa2or7779/WmMUFhZi586d+Omnn+5oLwwREdF/DfeAENGU9ff3q45tNhv27t2LuXPnIioqCjdv3oTJZEJ2dvaMzWm1WlFVVYWEhIS/bY6x4uLi8PTTT087iRoaGsLu3bvxzjvvMPkgIiIag3dAiGjK1q9fj/7+fsTExGBwcBCff/45mpqakJ+fj7y8vBmZMzQ0FFlZWbjvvvvQ3t6OoqIiDA4O4ty5c9O+O0FERET/HCYgRDRlFosFBQUFaGtrw8DAAHQ6HTZs2IDXXnttxubMzs5GY2Mjrl69Cm9vb8TExCA/Px9RUVEzNicRERHNHCYgRERERETkMtwDQkRERERELsMEhIiIiIiIXIYJCBERERERuQwTECIiIiIichkmIERERERE5DJMQIiIiIiIyGWYgBARERERkcswASEiIiIiIpdhAkJERERERC7DBISIiIiIiFyGCQgREREREbkMExAiIiIiInIZJiBEREREROQyTECIiIiIiMhlmIAQEREREZHLMAEhIiIiIiKXYQJCREREREQuwwSEiIiIiIhchgkIERERERG5DBMQIiIiIiJyGSYgRERERETkMkxAiIiIiIjIZZiAEBERERGRy/wP/yVcRq1uWC4AAAAASUVORK5CYII=",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=800.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from matplotlib.widgets import CheckButtons\n",
    "from matplotlib.colors import LinearSegmentedColormap\n",
    "import math\n",
    "\n",
    "#%matplotlib widget\n",
    "\n",
    "# Create figure and axes\n",
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "ax.tick_params(which='both', direction='in', bottom=True, left=True, right=True, top=True)\n",
    "lines = []\n",
    "\n",
    "# Define color map\n",
    "cm_bright = LinearSegmentedColormap.from_list(\"custom\", [\"#F50808\", \"#0000FF\"])\n",
    "\n",
    "# Gather all unique sample names and perturbations\n",
    "samples = set(AllCVData_indexed.index.get_level_values('fname'))\n",
    "\n",
    "label_map = {}\n",
    "n_cycle = 3\n",
    "# Plot data by sample and perturbation\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    try:\n",
    "        df = AllCVData_indexed.loc[(sample)]\n",
    "        df = df[df['cycle'] == n_cycle]\n",
    "        linestyle = '-'\n",
    "        info = ''\n",
    "        if 'initial' in sample:\n",
    "            info = 'initial'\n",
    "            linestyle = ':'\n",
    "        elif '_at_0' in sample:\n",
    "            linestyle = '--'\n",
    "            info = 'after 0.8 V'\n",
    "        elif '_at_1' in sample:\n",
    "            linestyle = '-'\n",
    "            info = 'after 1.0 V'\n",
    "\n",
    "        full_label = f'{info}'\n",
    "        color = 'blue'\n",
    "\n",
    "        line = ax.plot(\n",
    "            df['Ewe/V'].to_numpy()[2:],\n",
    "            df['i/mAcm-2'].to_numpy()[2:],\n",
    "            label=full_label,\n",
    "            linestyle=linestyle,\n",
    "            color=color\n",
    "        )[0]\n",
    "\n",
    "        label_map.setdefault(full_label, []).append(line)\n",
    "\n",
    "    except KeyError:\n",
    "        continue\n",
    "\n",
    "# Axis labels\n",
    "ax.set_xlabel('Potential vs Hg/HgO (V)', fontsize = 12)\n",
    "ax.set_ylabel('$\\mathrm{current \\ density_{geo} \\ (mA \\ cm^{-2})}$', fontsize = 12)\n",
    "\n",
    "# Prepare CheckButtons\n",
    "labels = list(label_map.keys())\n",
    "visibility = [all(line.get_visible() for line in group) for group in label_map.values()]\n",
    "\n",
    "# Add axes for checkboxes\n",
    "rax = plt.axes([0.6, 0.2, 0.3, 0.6])  # Adjust position as needed\n",
    "check = CheckButtons(rax, labels, visibility)\n",
    "\n",
    "# Define callback function\n",
    "def toggle_visibility(label):\n",
    "    for line in label_map[label]:\n",
    "        visible = not line.get_visible()\n",
    "        line.set_visible(visible)\n",
    "    plt.draw()\n",
    "\n",
    "plt.subplots_adjust(right=0.5)\n",
    "check.on_clicked(toggle_visibility)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "59055ec3",
   "metadata": {},
   "source": [
    "## Make Differential Tafel Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "63d55f4e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5fd5a1024b1842989fceb58622962791",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
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       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=500.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tafel slope (order 0): 83.73+/-0.58 mV/dec\n",
      "Tafel slope (order 1): 64.13+/-0.25 mV/dec\n",
      "Tafel slope (order 2): 73.57+/-0.56 mV/dec\n",
      "Tafel slope (order 3): 97.34+/-4.68 mV/dec\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "53aad0eec6e2466fa73efe4aef5c8e57",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=500.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "bf9e82a14d1749c79bc30724fea8e61d",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=500.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tafel slope (order 0): 80.77+/-0.70 mV/dec\n",
      "Tafel slope (order 1): 58.86+/-0.15 mV/dec\n",
      "Tafel slope (order 2): 63.82+/-0.25 mV/dec\n",
      "Tafel slope (order 3): 75.41+/-2.18 mV/dec\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1294/2035322955.py:80: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`). Consider using `matplotlib.pyplot.close()`.\n",
      "  fig, ax = plt.subplots(nrows = 1, ncols = 1, figsize=(5, 3))\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "03a51c7a49d94e339f41251e72f628b6",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' 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       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "93b220ff872d41babd3d40e0b03ba8ae",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=500.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tafel slope (order 0): 89.02+/-0.59 mV/dec\n",
      "Tafel slope (order 1): 67.88+/-0.19 mV/dec\n",
      "Tafel slope (order 2): 72.72+/-1.08 mV/dec\n",
      "Tafel slope (order 3): 125.91+/-54.60 mV/dec\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f73a27ac145c4fe2bb53b4b0a630a491",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=500.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "from galvani import BioLogic\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.widgets import CheckButtons\n",
    "from matplotlib.colors import LinearSegmentedColormap\n",
    "from scipy.signal import savgol_filter\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.metrics import r2_score\n",
    "from lmfit.models import LinearModel\n",
    "from uncertainties import ufloat\n",
    "\n",
    "A = 1.17 #cm2\n",
    "\n",
    "colors = ['lightcoral', 'salmon', 'red', 'darkred']\n",
    "\n",
    "def lmfit_slope_stats(potential_segment, log_data_segment):\n",
    "    \"\"\"Fit a line using lmfit LinearModel and return slope, slope error, and R².\"\"\"\n",
    "    model = LinearModel()\n",
    "    params = model.make_params(intercept=0, slope=1)\n",
    "    result = model.fit(log_data_segment, params, x=potential_segment)\n",
    "    slope = result.params['slope'].value\n",
    "    slope_error = result.params['slope'].stderr\n",
    "    r_squared = result.rsquared\n",
    "    fit = 10**result.best_fit\n",
    "    return slope, slope_error, r_squared, fit\n",
    "\n",
    "\n",
    "\n",
    "def find_best_linear_region(E, Y, window_size=20):\n",
    "    log_Y = np.log10(np.abs(Y))\n",
    "    best_r2 = -np.inf\n",
    "    best_range = (0, window_size)\n",
    "    for i in range(len(E) - window_size):\n",
    "        E_window = E[i:i + window_size].reshape(-1, 1)\n",
    "        Y_window = log_Y[i:i + window_size]\n",
    "        model = LinearRegression().fit(E_window, Y_window)\n",
    "        r2 = r2_score(Y_window, model.predict(E_window))\n",
    "        if r2 > best_r2:\n",
    "            best_r2 = r2\n",
    "            best_range = (i, i + window_size)\n",
    "    return best_range, best_r2\n",
    "\n",
    "\n",
    "\n",
    "def differential_tafel_analysis_iterative(potential, current_density, window_length=31, polyorder=3, threshold=0.05, max_order=3):\n",
    "    current_derivatives = [savgol_filter(current_density, window_length, polyorder)]\n",
    "    fits         = np.ones((len(current_density), max_order+1))*np.nan\n",
    "    slopes       = []\n",
    "    R2s          = []\n",
    "    tafel_slopes = []\n",
    "    for order in range(0, max_order + 1):\n",
    "        if order >= len(current_derivatives):\n",
    "            derivative = np.gradient(current_derivatives[order - 1], potential)\n",
    "            smoothed = savgol_filter(derivative, window_length, polyorder)\n",
    "            current_derivatives.append(smoothed)\n",
    "\n",
    "\n",
    "    best_range, best_r2 = find_best_linear_region(potential, current_derivatives[2], window_size=30)\n",
    "    #start, end = best_range\n",
    "    start, end = np.argmin(np.abs(potential-0.68)), np.argmin(np.abs(potential-0.72))\n",
    "        \n",
    "    for order in range(0, max_order + 1):\n",
    "        pot_fit = potential[start:end]\n",
    "        log_fit = np.log10(np.abs(current_derivatives[order][start:end]))\n",
    "\n",
    "        slope, slope_error, r_squared, fit = lmfit_slope_stats(potential_segment = pot_fit, log_data_segment = log_fit)\n",
    "        slope_with_uncertainty = ufloat(slope, slope_error)\n",
    "        tafel_slope = 1 / slope_with_uncertainty * 1000 #mV\n",
    "        slopes.append(tafel_slope)\n",
    "        R2s.append(np.round(r_squared, 4))\n",
    "        fits[start:end, order] = fit\n",
    "        print(f\"Tafel slope (order {order}): {tafel_slope:.2f} mV/dec\")\n",
    "        tafel_slopes.append(tafel_slope)\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "    fig, ax = plt.subplots(nrows = 1, ncols = 1, figsize=(5, 3))\n",
    "    for i in range(max_order + 1):  # Only plot up to max_order\n",
    "        ax.semilogy(potential, np.abs(current_derivatives[i]), color = colors[i], label=f'{i} derivative', alpha = 0.25)\n",
    "        ax.semilogy(potential[start:end], fits[start:end,i], color = colors[i], label=f'fit: {slopes[i]}, {R2s[i]}')\n",
    "    ax.axvspan(potential[start], potential[end-1], color='gray', alpha=0.3, label='Best Fit Region')\n",
    "    ax.set_xlabel('Potential (V)')\n",
    "    ax.set_ylabel('Current or derivative (log scale)')\n",
    "    ax.set_title(f'Differential Tafel Analysis {sample}')\n",
    "    ax.legend()\n",
    "    plt.grid(True)\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "    overpotential = potential[np.argmin(np.abs((current_density-0.1)))]\n",
    "    tafel_slopes.append(overpotential)\n",
    "    tafel_slopes = pd.DataFrame([tafel_slopes], columns = ['tafel slope 0', 'tafel slope 1', 'tafel slope 2', 'tafel slope 3', 'overpotential'])\n",
    "    return tafel_slopes\n",
    "\n",
    "\n",
    "\n",
    "n_cycle = 3\n",
    "results = pd.DataFrame() \n",
    "for i_sample, sample in enumerate(samples):\n",
    "    df = AllCVData_indexed.loc[(sample)]\n",
    "    df = df[df['cycle'] == n_cycle]\n",
    "    len_anodic_wave = len(df['Ewe/V'])//2\n",
    "    fig, ax = plt.subplots(nrows = 1, ncols = 1, constrained_layout = True, figsize = (5,3))     \n",
    "    ax.plot(df['Ewe/V'].to_numpy()[2:len_anodic_wave],\n",
    "                df['i/mAcm-2'].to_numpy()[2:len_anodic_wave])\n",
    "    ax.set_xlabel(\"Potential (V)\")\n",
    "    ax.set_ylabel(\"Current density (mAcm-2)\")\n",
    "    ax.set_title(\"LSV Curve\")\n",
    "    plt.grid(True)\n",
    "    plt.show()\n",
    "    tafel_slopes = differential_tafel_analysis_iterative(df['Ewe/V'].to_numpy()[2:len_anodic_wave], df['i/mAcm-2'].to_numpy()[2:len_anodic_wave])\n",
    "    tafel_slopes.index = [os.path.basename(sample)]\n",
    "    results = pd.concat([results, tafel_slopes])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "4ffd915f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                    tafel slope     error  \\\n",
      "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    80.774025  0.703758   \n",
      "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...    83.734148  0.580130   \n",
      "CL20250530_003_#11_Co3O4Nps_CV_5mVpers_after1h_...    89.024878  0.594212   \n",
      "\n",
      "                                                    overpotential  \\\n",
      "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...       0.746445   \n",
      "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...       0.744737   \n",
      "CL20250530_003_#11_Co3O4Nps_CV_5mVpers_after1h_...       0.745498   \n",
      "\n",
      "                                                             info  \n",
      "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...       Pristine  \n",
      "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...  1 h at 1.73 V  \n",
      "CL20250530_003_#11_Co3O4Nps_CV_5mVpers_after1h_...  1 h at 1.93 V  \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:17: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:17: SyntaxWarning: invalid escape sequence '\\m'\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1294/1749067141.py:17: SyntaxWarning: invalid escape sequence '\\m'\n",
      "  ax.set_ylabel('Tafel slope $\\mathrm{(mV \\ dec^{-1})}$', fontsize = 12)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b6eaa945b3034a79932b71a5f31223ae",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=500.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tafel_plot_data = pd.concat([results['tafel slope 0'].apply(lambda x: x.n), results['tafel slope 0'].apply(lambda x: x.s), results['overpotential']], axis = 1)\n",
    "tafel_plot_data.columns = ['tafel slope', 'error', 'overpotential']\n",
    "tafel_plot_data['info'] = tafel_plot_data.index.map(\n",
    "    lambda idx: (\n",
    "        'Pristine' if 'ini' in idx else\n",
    "        '1 h at 1.73 V' if '0p8' in idx else\n",
    "        '1 h at 1.93 V' if 'at_1' in idx else\n",
    "        'unknown'\n",
    "    )\n",
    ")\n",
    "tafel_plot_data = tafel_plot_data.sort_values(by='tafel slope', ascending=True)\n",
    "print(tafel_plot_data)\n",
    "fig, ax = plt.subplots(ncols=1, nrows=1, figsize = (5,3))\n",
    "ax.tick_params(which = 'both', direction = 'in', bottom = True, top = True, left = True, right = True)\n",
    "ax.errorbar(tafel_plot_data['info'], tafel_plot_data['tafel slope'], tafel_plot_data['error'], linestyle = 'none', marker = 'o', capsize = 3, fillstyle = 'none')\n",
    "ax.tick_params(axis = 'x', labelrotation = 45)\n",
    "ax.set_ylabel('Tafel slope $\\mathrm{(mV \\ dec^{-1})}$', fontsize = 12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7cdbac84",
   "metadata": {},
   "source": [
    "## Analyze EQCM Data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7c4fcfbb",
   "metadata": {},
   "source": [
    "### Load EQCM Data and Pstat Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "07b2f521",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Users/leppin/Downloads/Research_ Leppin_2025 _Interfacial Softening and Electrolyte Uptake in Co3O4 OER Catalysts/Data/FastEQCM-D/SmallLoadingRepeat3/pristine/2025-05-29 CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_seq1/CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_seq1_dfc_by_n.txt\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/matplotlib/cbook.py:1699: ComplexWarning: Casting complex values to real discards the imaginary part\n",
      "  return math.isfinite(val)\n",
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/matplotlib/cbook.py:1345: ComplexWarning: Casting complex values to real discards the imaginary part\n",
      "  return np.asarray(x, float)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9cbb1f7722464e91a142a81c46bb03c1",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1294/3186989085.py:46: DtypeWarning: Columns (0) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  data = pd.read_csv(master_fname, skiprows = 0, delimiter = \"\\t\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   flags     time/s  control/V     Ewe/V    <I>/mA  cycle number  \\\n",
      "0     22  412.08959   0.099991  0.099803  0.002746           1.0   \n",
      "1     22  412.19959   0.100541  0.100363  0.002250           1.0   \n",
      "2     22  412.39949   0.101540  0.101361  0.002567           1.0   \n",
      "3      6  412.59939   0.102540  0.102357  0.002521           1.0   \n",
      "4     22  412.79929   0.103540  0.103367  0.002545           1.0   \n",
      "\n",
      "       (Q-Qo)/C  I Range   Rcmp/Ohm  \n",
      "0  0.000000e+00       39  10.199999  \n",
      "1  2.762370e-07       39  10.199995  \n",
      "2  8.130309e-07       39  10.199995  \n",
      "3  1.370945e-06       39  10.199995  \n",
      "4  1.930432e-06       39  10.199995  \n",
      "B\n",
      "/Users/leppin/Downloads/Research_ Leppin_2025 _Interfacial Softening and Electrolyte Uptake in Co3O4 OER Catalysts/Data/FastEQCM-D/SmallLoadingRepeat3/after_1930mV/2025-05-30 CL20250530_003_#11_Co3O4Nps_CV_5mVpers_after1h_CA_at_1p0V_MSE_eq_1p93V_RHE_seq1/CL20250530_003_#11_Co3O4Nps_CV_5mVpers_after1h_CA_at_1V_seq1_dfc_by_n.txt\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/matplotlib/cbook.py:1699: ComplexWarning: Casting complex values to real discards the imaginary part\n",
      "  return math.isfinite(val)\n",
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/matplotlib/cbook.py:1345: ComplexWarning: Casting complex values to real discards the imaginary part\n",
      "  return np.asarray(x, float)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6ad1c087aa47479fb02fe7f9373bef27",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' 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       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1294/3186989085.py:46: DtypeWarning: Columns (0) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  data = pd.read_csv(master_fname, skiprows = 0, delimiter = \"\\t\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   flags     time/s  control/V     Ewe/V    <I>/mA  cycle number  (Q-Qo)/C  \\\n",
      "0      6  393.46959   0.099995  0.099752  0.010224           1.0  0.000000   \n",
      "1      6  393.57959   0.100545  0.100324  0.009689           1.0  0.000001   \n",
      "2     22  393.77949   0.101545  0.101306  0.010034           1.0  0.000003   \n",
      "3     22  393.97939   0.102544  0.102313  0.010022           1.0  0.000005   \n",
      "4     22  394.17929   0.103544  0.103308  0.010060           1.0  0.000007   \n",
      "\n",
      "   I Range  Rcmp/Ohm  \n",
      "0       39  8.499999  \n",
      "1       39  8.499998  \n",
      "2       39  8.499998  \n",
      "3       39  8.499998  \n",
      "4       39  8.499998  \n",
      "B\n",
      "/Users/leppin/Downloads/Research_ Leppin_2025 _Interfacial Softening and Electrolyte Uptake in Co3O4 OER Catalysts/Data/FastEQCM-D/SmallLoadingRepeat3/after_1730mV/2025-05-30 CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq1/CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq1_dfc_by_n.txt\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/matplotlib/cbook.py:1699: ComplexWarning: Casting complex values to real discards the imaginary part\n",
      "  return math.isfinite(val)\n",
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/matplotlib/cbook.py:1345: ComplexWarning: Casting complex values to real discards the imaginary part\n",
      "  return np.asarray(x, float)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7ce39849784547caa77ea6ead4b14352",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1294/3186989085.py:46: DtypeWarning: Columns (0) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  data = pd.read_csv(master_fname, skiprows = 0, delimiter = \"\\t\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   flags     time/s  control/V     Ewe/V    <I>/mA  cycle number  \\\n",
      "0     22  379.21239   0.099979  0.099840  0.008392           1.0   \n",
      "1     22  379.32239   0.100529  0.100375  0.008066           1.0   \n",
      "2     22  379.52229   0.101528  0.101361  0.008400           1.0   \n",
      "3      6  379.72219   0.102528  0.102360  0.008392           1.0   \n",
      "4     22  379.92209   0.103527  0.103368  0.008361           1.0   \n",
      "\n",
      "       (Q-Qo)/C  I Range  Rcmp/Ohm  \n",
      "0  0.000000e+00       39  8.499999  \n",
      "1  9.199350e-07       39  8.499998  \n",
      "2  2.620205e-06       39  8.499998  \n",
      "3  4.348450e-06       39  8.499998  \n",
      "4  6.071492e-06       39  8.499998  \n",
      "B\n"
     ]
    },
    {
     "data": {
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       "      <th>time (s)</th>\n",
       "      <th>cycle</th>\n",
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       "      <th>current density (mAcm-2)</th>\n",
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       "      <td>-5.427994</td>\n",
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       "      <th>CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_seq1_05_CV_C01.mpr</th>\n",
       "      <td>0.06</td>\n",
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       "      <td>0.100108</td>\n",
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       "      <td>0.339123</td>\n",
       "      <td>-5.428125</td>\n",
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       "      <td>-0.233050</td>\n",
       "      <td>10.047633</td>\n",
       "      <td>-1.419231</td>\n",
       "      <td>8.751127</td>\n",
       "      <td>-1.137679</td>\n",
       "      <td>6.364637</td>\n",
       "      <td>-0.503223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>1300.46</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.100264</td>\n",
       "      <td>-0.003069</td>\n",
       "      <td>-0.002623</td>\n",
       "      <td>10.982340</td>\n",
       "      <td>-0.240534</td>\n",
       "      <td>10.048043</td>\n",
       "      <td>-1.416539</td>\n",
       "      <td>8.750838</td>\n",
       "      <td>-1.135178</td>\n",
       "      <td>6.366853</td>\n",
       "      <td>-0.504043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>1300.48</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.100165</td>\n",
       "      <td>-0.003059</td>\n",
       "      <td>-0.002615</td>\n",
       "      <td>10.986525</td>\n",
       "      <td>-0.244781</td>\n",
       "      <td>10.058749</td>\n",
       "      <td>-1.415989</td>\n",
       "      <td>8.758702</td>\n",
       "      <td>-1.137571</td>\n",
       "      <td>6.365751</td>\n",
       "      <td>-0.502772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>1300.50</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.100065</td>\n",
       "      <td>-0.003049</td>\n",
       "      <td>-0.002606</td>\n",
       "      <td>10.990184</td>\n",
       "      <td>-0.248491</td>\n",
       "      <td>10.058745</td>\n",
       "      <td>-1.412937</td>\n",
       "      <td>8.760561</td>\n",
       "      <td>-1.137213</td>\n",
       "      <td>6.365908</td>\n",
       "      <td>-0.500040</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>195075 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    time (s)  cycle  \\\n",
       "fname                                                                 \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...      0.00    1.0   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...      0.02    1.0   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...      0.04    1.0   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...      0.06    1.0   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...      0.08    1.0   \n",
       "...                                                      ...    ...   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...   1300.42    5.0   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...   1300.44    5.0   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...   1300.46    5.0   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...   1300.48    5.0   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...   1300.50    5.0   \n",
       "\n",
       "                                                    potential (V)  \\\n",
       "fname                                                               \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...       0.099803   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...       0.099905   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...       0.100007   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...       0.100108   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...       0.100210   \n",
       "...                                                           ...   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...       0.100464   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...       0.100364   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...       0.100264   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...       0.100165   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...       0.100065   \n",
       "\n",
       "                                                    current (mA)  \\\n",
       "fname                                                              \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...      0.002746   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...      0.002655   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...      0.002565   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...      0.002475   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...      0.002385   \n",
       "...                                                          ...   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...     -0.003089   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...     -0.003079   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...     -0.003069   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...     -0.003059   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...     -0.003049   \n",
       "\n",
       "                                                    current density (mAcm-2)  \\\n",
       "fname                                                                          \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...                  0.002347   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...                  0.002270   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...                  0.002193   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...                  0.002116   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...                  0.002039   \n",
       "...                                                                      ...   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...                 -0.002640   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...                 -0.002632   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...                 -0.002623   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...                 -0.002615   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...                 -0.002606   \n",
       "\n",
       "                                                    df/n 3 (Hz)  dG/n 3 (Hz)  \\\n",
       "fname                                                                          \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -1.906351     2.542292   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -1.906536     2.541483   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -1.905007     2.538381   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -1.902723     2.534639   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -1.902000     2.537682   \n",
       "...                                                         ...          ...   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...    10.974862    -0.231040   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...    10.976117    -0.233050   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...    10.982340    -0.240534   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...    10.986525    -0.244781   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...    10.990184    -0.248491   \n",
       "\n",
       "                                                    df/n 5 (Hz)  dG/n 5 (Hz)  \\\n",
       "fname                                                                          \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -2.057040     0.739803   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -2.057205     0.739930   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -2.056916     0.738889   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -2.061665     0.735241   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -2.064993     0.731075   \n",
       "...                                                         ...          ...   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...    10.042926    -1.420032   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...    10.047633    -1.419231   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...    10.048043    -1.416539   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...    10.058749    -1.415989   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...    10.058745    -1.412937   \n",
       "\n",
       "                                                    df/n 7 (Hz)  dG/n 7 (Hz)  \\\n",
       "fname                                                                          \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -3.010551     0.332096   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -3.011909     0.337000   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -3.014240     0.333835   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -3.014393     0.333929   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -3.022140     0.339123   \n",
       "...                                                         ...          ...   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...     8.751155    -1.139147   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...     8.751127    -1.137679   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...     8.750838    -1.135178   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...     8.758702    -1.137571   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...     8.760561    -1.137213   \n",
       "\n",
       "                                                    df/n 9 (Hz)  dG/n 9 (Hz)  \n",
       "fname                                                                         \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -5.426320     0.586707  \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -5.427302     0.585203  \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -5.427994     0.585251  \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -5.428288     0.584717  \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -5.428125     0.583885  \n",
       "...                                                         ...          ...  \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...     6.360511    -0.502537  \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...     6.364637    -0.503223  \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...     6.366853    -0.504043  \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...     6.365751    -0.502772  \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...     6.365908    -0.500040  \n",
       "\n",
       "[195075 rows x 13 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from scipy.optimize import curve_fit\n",
    "from numba import jit\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib widget\n",
    "from scipy import interpolate\n",
    "from galvani import BioLogic\n",
    "from scipy import stats\n",
    "from scipy.signal import savgol_filter\n",
    "\n",
    "A = 1.17 #cm2\n",
    "\n",
    "\n",
    "def load_data_pstat_binary(master_fname: str):\n",
    "    mpr_file = BioLogic.MPRfile(master_fname)\n",
    "    data = pd.DataFrame(mpr_file.data)\n",
    "    print(data.head())\n",
    "    data.to_csv(f'{master_fname[:-4]}.txt', sep = '\\t')\n",
    "    #data = np.array(data)\n",
    "    voltage    = pd.Series(data['Ewe/V']); \n",
    "    current    = pd.Series(data['<I>/mA']);\n",
    "    time          = pd.Series(data['time/s']- data['time/s'].iloc[0])\n",
    "    cycle      = pd.Series(data['cycle number'])\n",
    "    fnames     = pd.Series(np.full(np.shape(time), os.path.basename(master_fname)))\n",
    "    return time, voltage, current, cycle, fnames\n",
    "\n",
    "def discard_points(y: np.ndarray[float], trsh: int) -> np.ndarray[float]: \n",
    "    y[np.abs(y)>trsh]=np.nan\n",
    "    y = pd.Series(y).interpolate().to_numpy()\n",
    "    return y\n",
    "\n",
    "\n",
    "\n",
    "def load_QCM_data(master_fname: str) -> np.ndarray[float]:\n",
    "    data = pd.read_csv(master_fname, skiprows = 0, delimiter = \"\\t\")\n",
    "    data = np.array(data)\n",
    "    time = data[:,0]/1000\n",
    "    dfc_by_n = np.zeros((np.shape(data)[0], (np.shape(data)[1]-1)//2), dtype = complex)\n",
    "    dfc_by_n.real = data[:, 1::2]\n",
    "    dfc_by_n.imag = data[:, 2::2]\n",
    "    return time, dfc_by_n\n",
    "\n",
    "def load_trigger_data(master_fname: str) -> np.ndarray[float]: \n",
    "    data = pd.read_csv(master_fname, skiprows = 0, delimiter = \"\\t\")\n",
    "    trigger = np.array(data)[:,-1]\n",
    "    return trigger \n",
    "\n",
    "def interpol(old_x: np.ndarray[float], old_y: np.ndarray[float], new_x: np.ndarray[float]) -> np.ndarray[float]:\n",
    "    f = interpolate.interp1d(old_x, old_y, fill_value = 'extrapolate')\n",
    "    new_y = f(new_x)\n",
    "    return new_y\n",
    "\n",
    "def correct_drift(x: np.ndarray[float], y: np.ndarray[float], positions: np.ndarray[int])-> np.ndarray[float]:\n",
    "    print('positions: ', y[positions])\n",
    "    slope, intercept, r_value, p_value, std_err = stats.linregress(x[positions],y[positions].real)\n",
    "    y.real = y.real - slope*x\n",
    "    f_drift = slope*x\n",
    "    print('slope: ', slope)\n",
    "    slope, intercept, r_value, p_value, std_err = stats.linregress(x[positions],y[positions].imag)\n",
    "    y.imag = y.imag - slope*x \n",
    "    return y, f_drift + 1j*slope*x\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "AllEQCMData = pd.DataFrame()\n",
    "EQCM_files = []\n",
    "PSTAT_files = []\n",
    "TRIGGER_files = []\n",
    "root = os.getcwd()\n",
    "if __name__ == \"__main__\":\n",
    "    for dirpath, dirnames, filenames in os.walk(root):\n",
    "        for file in filenames:\n",
    "            if file.endswith('.mpr') and file.__contains__('05_CV_C') and file.__contains__('seq1'):\n",
    "                PSTAT_files.append(os.path.join(dirpath, file))\n",
    "            if file.endswith('.txt') and file.__contains__('_dfc'):#eqcm\n",
    "                EQCM_files.append(os.path.join(dirpath, file))\n",
    "            if file.endswith('.txt') and file.__contains__('ResonaceCurves_1'):#trigger\n",
    "                TRIGGER_files.append(os.path.join(dirpath, file))\n",
    "    \n",
    "    ####check here\n",
    "    for i_file, (EQCM_file, PSTAT_file, TRIGGER_file) in enumerate(zip(EQCM_files, PSTAT_files, TRIGGER_files)): \n",
    "        print(EQCM_file)\n",
    "        time, dfc_by_n = load_QCM_data(master_fname =EQCM_file)\n",
    "        n_ovt = len(dfc_by_n[0,:])\n",
    "        ns = np.array([3, 5, 7, 9, 11, 13])\n",
    "        for iovt in range(n_ovt):\n",
    "            dfc_by_n[:,iovt] = discard_points(dfc_by_n[:,iovt], 150)\n",
    "            dfc_by_n.real[:,iovt] = savgol_filter(dfc_by_n.real[:,iovt], window_length = 53, polyorder = 1 )\n",
    "            dfc_by_n.imag[:,iovt] = savgol_filter(dfc_by_n.imag[:,iovt], window_length = 53, polyorder = 1 )\n",
    "        fig, ax = plt.subplots()\n",
    "        plt.plot(time, dfc_by_n); plt.show()\n",
    "        trigger = load_trigger_data(master_fname = TRIGGER_file)\n",
    "        i_Trigs = np.zeros(0, dtype = int)\t# finds data points, where the trigger signal jumps\n",
    "        for i in range(2,len(trigger)-1):\n",
    "            if (trigger[i]-trigger[i-1] > 0.5) and \\\n",
    "            (trigger[i]-trigger[i-1] > trigger[i-1]-trigger[i-2]) and \\\n",
    "            (trigger[i]-trigger[i-1] > trigger[i+1]-trigger[i]) :\n",
    "                i_Trigs = np.append(i_Trigs,i)\n",
    "\n",
    "        time -= time[i_Trigs[0]]\n",
    "        time = time[i_Trigs[0]:]\n",
    "        dfc_by_n = dfc_by_n[i_Trigs[0]:, :]\n",
    "        i_Trigs -= i_Trigs[0]\n",
    "\n",
    "        time_iv, voltage, current, cycle, fnames = load_data_pstat_binary(PSTAT_file)\n",
    "\n",
    "        if time_iv.iloc[-1] > time[-1]:\n",
    "            print('A')\n",
    "            i_end_time =  np.argmin(np.abs(time_iv-time[-1]))\n",
    "            time_iv = time_iv[:i_end_time]\n",
    "            voltage = voltage[:i_end_time]\n",
    "            current = current[:i_end_time]\n",
    "            cycle = cycle[:i_end_time]\n",
    "            #print(time_iv)\n",
    "        elif time[-1] > time_iv.iloc[-1]:\n",
    "            print('B')\n",
    "            i_end_time =  np.argmin(np.abs(time-time_iv.iloc[-1]))\n",
    "            time= time[:i_end_time]\n",
    "            dfc_by_n= dfc_by_n[:i_end_time, :]\n",
    "\n",
    "        voltage_dfG = interpol(old_x = time_iv, old_y = voltage, new_x = time)\n",
    "        current_dfG = interpol(old_x = time_iv, old_y = current, new_x = time)\n",
    "        cycle_dfG   = interpol(old_x = time_iv, old_y = cycle,   new_x = time)\n",
    "\n",
    "        #construc a data frame usinf pandas data structures. \n",
    "        EQCMData = {'time (s)': time, \n",
    "                    'cycle':    cycle_dfG,\n",
    "                    'potential (V)': voltage_dfG, \n",
    "                    'current (mA)': current_dfG, \n",
    "                    'current density (mAcm-2)': current_dfG/A,\n",
    "                    'fname': np.full(np.shape(time), fnames[0])}\n",
    "        for i_ovt in range(n_ovt): \n",
    "            EQCMData[f'df/n {ns[i_ovt]} (Hz)'] = dfc_by_n[:, i_ovt].real\n",
    "            EQCMData[f'dG/n {ns[i_ovt]} (Hz)'] = dfc_by_n[:, i_ovt].imag\n",
    "        EQCMData = pd.DataFrame(EQCMData)\n",
    "        AllEQCMData = pd.concat([AllEQCMData, EQCMData])\n",
    "    AllEQCMData_indexed = AllEQCMData.set_index(['fname'])\n",
    "    #AllEQCMData_indexed = AllEQCMData_indexed.sort_index()\n",
    "AllEQCMData_indexed"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba06c5e1",
   "metadata": {},
   "source": [
    "### Make an Interactive Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "ac41a894",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:52: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:64: SyntaxWarning: invalid escape sequence '\\D'\n",
      "<>:76: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:94: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:110: SyntaxWarning: invalid escape sequence '\\D'\n",
      "<>:52: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:64: SyntaxWarning: invalid escape sequence '\\D'\n",
      "<>:76: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:94: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:110: SyntaxWarning: invalid escape sequence '\\D'\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1294/907885757.py:52: SyntaxWarning: invalid escape sequence '\\m'\n",
      "  axs[0].set_ylabel('$i_{\\mathrm{geo}} \\ \\mathrm{(mA \\ cm^{-2}})$', fontsize=16)\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1294/907885757.py:64: SyntaxWarning: invalid escape sequence '\\D'\n",
      "  axs[1].set_ylabel(\"$\\Delta f/n$ (Hz)\", fontsize=16)\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1294/907885757.py:76: SyntaxWarning: invalid escape sequence '\\m'\n",
      "  ax2.set_ylabel('$\\mathrm{mass_{geo}}$ \\n ($\\mathrm{\\mu g \\ cm^{-2}}$)', fontsize=16)\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1294/907885757.py:94: SyntaxWarning: invalid escape sequence '\\m'\n",
      "  axs[2].set_ylabel('$d/dt(\\mathrm{mass_{geo}})$ \\n ($\\mathrm{\\mu g \\ cm^{-2} \\ s^{-1}}$)', fontsize=16)\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1294/907885757.py:110: SyntaxWarning: invalid escape sequence '\\D'\n",
      "  axs[3].set_ylabel('$\\Delta \\Gamma/n$ (Hz)', fontsize=16)\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1294/907885757.py:87: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  rate = (np.roll(SauerbreyMass, -1) - SauerbreyMass) / (time[1] - time[0])\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_seq1_05_CV_C01.mpr\n",
      "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr\n",
      "CL20250530_003_#11_Co3O4Nps_CV_5mVpers_after1h_CA_at_1p0V_MSE_eq_1p93V_RHE_seq1_05_CV_C01.mpr\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6949537ea57a4cd09fbcbb1226c3872a",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=1000.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np \n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import os\n",
    "from matplotlib import cm\n",
    "from scipy.ndimage import gaussian_filter1d\n",
    "from matplotlib.widgets import CheckButtons  #INTERACTIVE CHECKBOXES\n",
    "\n",
    "plot_versus_t = True\n",
    "colors = [\n",
    "    (0/255,0/255,0/255), (255/255,0/255,0/255), (0/255,255/255,0/255), (0/255,0/255,255/255),\n",
    "    (0/255,255/255,255/255), (255/255,0/255,255/255), (255/255,255/255,0/255), (128/255,128/255,0/255),\n",
    "    (0/255,0/255,128/255), (128/255,0/255,128/255), (128/255,0/255,0/255), (0/255,128/255,0/255), (0/255,128/255,128/255),\n",
    "    (0/255,0/255,160/255), (255/255,128/255,0/255), (128/255,0/255,255/255), (255/255,0/255,128/255),\n",
    "    (255/255,255/255,255/255), (0/255,0/255,0/255), (192/255,192/255,192/255), (128/255,128/255,128/255)\n",
    "]\n",
    "\n",
    "n_cycle = 3\n",
    "\n",
    "def CalcSauerbreyMass(df_by_n: np.ndarray, Filter: bool = True) -> np.ndarray: \n",
    "    Zq = 8.8e6\n",
    "    f0 = 5e6\n",
    "    MassDensity = -df_by_n * Zq / (2*f0**2) * 1e5  # conversion of kg/m2 in ug/cm2\n",
    "    return gaussian_filter1d(MassDensity, 150, axis=0) if Filter else MassDensity\n",
    "\n",
    "def discard_points(y: np.ndarray, trsh: int) -> np.ndarray: \n",
    "    y[np.abs(y) > trsh] = np.nan\n",
    "    return pd.Series(y).interpolate().to_numpy()\n",
    "\n",
    "labels = ['15 MHz', '25 MHz', '35 MHz', '45 MHz']\n",
    "lines  = ['-', '--', ':']\n",
    "\n",
    "SelectedData = AllEQCMData_indexed[AllEQCMData_indexed['cycle'].isin([n_cycle])]\n",
    "\n",
    "samples = sorted(set(SelectedData.index.get_level_values('fname')))\n",
    "\n",
    "fig, axs = plt.subplots(nrows=4, ncols=1, sharex=True, figsize=[10,11])\n",
    "axs[0].tick_params(which='both', direction=\"in\", labelsize=10)\n",
    "\n",
    "sample_lines = {sample: [] for sample in samples}  # <<< STORE LINES FOR INTERACTIVITY <<<\n",
    "\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    df = SelectedData.loc[(sample)]\n",
    "    len_anodic_wave = len(df['df/n 3 (Hz)']) // 2\n",
    "\n",
    "    # Plot current\n",
    "    l1a, = axs[0].plot(df['potential (V)'].iloc[:len_anodic_wave], df['current density (mAcm-2)'].iloc[:len_anodic_wave],\n",
    "                       linestyle=lines[i_sample], color=cm.coolwarm(500))\n",
    "    l1c, = axs[0].plot(df['potential (V)'].iloc[len_anodic_wave:], df['current density (mAcm-2)'].iloc[len_anodic_wave:],\n",
    "                       linestyle=lines[i_sample], color=cm.coolwarm(500), alpha=0.25)\n",
    "    sample_lines[sample] += [l1a, l1c]\n",
    "axs[0].set_ylabel('$i_{\\mathrm{geo}} \\ \\mathrm{(mA \\ cm^{-2}})$', fontsize=16)\n",
    "\n",
    "ovt_keys_f = SelectedData.keys()[5::2]\n",
    "axs[1].tick_params(which='both', direction=\"in\", labelsize=10)\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    df = SelectedData.loc[(sample)]\n",
    "    for i_ovt, ovt_key in enumerate(ovt_keys_f):\n",
    "        l2a, = axs[1].plot(df['potential (V)'].iloc[:len_anodic_wave], (df[ovt_key]-df[ovt_key].iloc[0]).iloc[:len_anodic_wave],\n",
    "                           linestyle=lines[i_sample], color=cm.gray(i_ovt*75))\n",
    "        l2c, = axs[1].plot(df['potential (V)'].iloc[len_anodic_wave:], (df[ovt_key]-df[ovt_key].iloc[0]).iloc[len_anodic_wave:],\n",
    "                           linestyle=lines[i_sample], color=cm.gray(i_ovt*75), alpha=0.25)\n",
    "        sample_lines[sample] += [l2a, l2c]\n",
    "axs[1].set_ylabel(\"$\\Delta f/n$ (Hz)\", fontsize=16)\n",
    "\n",
    "ax2 = axs[1].twinx()\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    print(sample)\n",
    "    df = SelectedData.loc[(sample)]\n",
    "    SauerbreyMass = CalcSauerbreyMass(df['df/n 3 (Hz)'] - df['df/n 3 (Hz)'].iloc[0])\n",
    "    l3a, = ax2.plot(df['potential (V)'].iloc[:len_anodic_wave], SauerbreyMass[:len_anodic_wave],\n",
    "                    linestyle=lines[i_sample], color=cm.coolwarm(500))\n",
    "    l3c, = ax2.plot(df['potential (V)'].iloc[len_anodic_wave:], SauerbreyMass[len_anodic_wave:],\n",
    "                    linestyle=lines[i_sample], color=cm.coolwarm(500), alpha=0.5)\n",
    "    sample_lines[sample] += [l3a, l3c]\n",
    "ax2.set_ylabel('$\\mathrm{mass_{geo}}$ \\n ($\\mathrm{\\mu g \\ cm^{-2}}$)', fontsize=16)\n",
    "ax2.spines['right'].set_color(cm.coolwarm(500))\n",
    "ax2.tick_params(axis='y', color=cm.coolwarm(500), direction='in')\n",
    "ax2.yaxis.label.set_color(cm.coolwarm(500))\n",
    "ax2.tick_params(which='both', labelsize=10, labelright=True)\n",
    "\n",
    "axs[2].tick_params(which='both', direction=\"in\", labelsize=10)\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    df = SelectedData.loc[(sample)]\n",
    "    SauerbreyMass = CalcSauerbreyMass(df['df/n 3 (Hz)'] - df['df/n 3 (Hz)'].iloc[0])\n",
    "    time = df['time (s)']\n",
    "    rate = (np.roll(SauerbreyMass, -1) - SauerbreyMass) / (time[1] - time[0])\n",
    "    rate_clean = discard_points(rate[5:-5], 1)\n",
    "    l4a, = axs[2].plot(df['potential (V)'].iloc[5:-5].iloc[:len_anodic_wave], rate_clean[:len_anodic_wave],\n",
    "                       linestyle=lines[i_sample], color=cm.coolwarm(500))\n",
    "    l4c, = axs[2].plot(df['potential (V)'].iloc[5:-5].iloc[len_anodic_wave:], rate_clean[len_anodic_wave:],\n",
    "                       linestyle=lines[i_sample], color=cm.coolwarm(500), alpha=0.25)\n",
    "    sample_lines[sample] += [l4a, l4c]\n",
    "axs[2].set_ylabel('$d/dt(\\mathrm{mass_{geo}})$ \\n ($\\mathrm{\\mu g \\ cm^{-2} \\ s^{-1}}$)', fontsize=16)\n",
    "\n",
    "ovt_keys_g = SelectedData.keys()[6::2]\n",
    "axs[3].tick_params(which='both', direction=\"in\", labelsize=10)\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    df = SelectedData.loc[(sample)]\n",
    "    for i_ovt, ovt_key in enumerate(ovt_keys_g):\n",
    "        if i_sample == 0: \n",
    "            l5a, = axs[3].plot(df['potential (V)'].iloc[:len_anodic_wave], (df[ovt_key] - df[ovt_key].iloc[0]).iloc[:len_anodic_wave],\n",
    "                            linestyle=lines[i_sample], color=cm.gray(i_ovt*75), label=labels[i_ovt])\n",
    "        else: \n",
    "            l5a, = axs[3].plot(df['potential (V)'].iloc[:len_anodic_wave], (df[ovt_key] - df[ovt_key].iloc[0]).iloc[:len_anodic_wave],\n",
    "                linestyle=lines[i_sample], color=cm.gray(i_ovt*75))\n",
    "        l5c, = axs[3].plot(df['potential (V)'].iloc[len_anodic_wave:], (df[ovt_key] - df[ovt_key].iloc[0]).iloc[len_anodic_wave:],\n",
    "                           linestyle=lines[i_sample], color=cm.gray(i_ovt*75), alpha=0.1)\n",
    "        sample_lines[sample] += [l5a, l5c]\n",
    "axs[3].set_ylabel('$\\Delta \\Gamma/n$ (Hz)', fontsize=16)\n",
    "axs[3].set_xlabel('potential vs Hg/HgO (V)', fontsize=16)\n",
    "\n",
    "# >>> INTERACTIVE CHECKBOXES <<<\n",
    "rax = plt.axes([0.87, 0.5, 0.12, 0.2])\n",
    "checkbox_labels = [str(sample) for sample in samples]\n",
    "visibility = [True] * len(samples)\n",
    "check = CheckButtons(rax, checkbox_labels, visibility)\n",
    "\n",
    "def toggle_sample(label):\n",
    "    for line in sample_lines[label]:\n",
    "        line.set_visible(not line.get_visible())\n",
    "    plt.draw()\n",
    "\n",
    "check.on_clicked(toggle_sample)\n",
    "plt.subplots_adjust(right=0.8)\n",
    "fig.legend(bbox_to_anchor=(0.9, 0.05), ncol = 4, fontsize = 13)\n",
    "plt.savefig(fname=f\"result_{n_cycle}.tif\", dpi=600, pil_kwargs={\"compression\": \"tiff_lzw\"}, bbox_inches='tight')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e9b3ec04",
   "metadata": {},
   "source": [
    "## Make a Differential Tafel Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "21b39074",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "fe0f806ee1d84ab5a8f209a9ba53d238",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=500.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tafel slope (order 0): 80.50+/-0.24 mV/dec\n",
      "Tafel slope (order 1): 57.53+/-0.10 mV/dec\n",
      "Tafel slope (order 2): 37.48+/-2.25 mV/dec\n",
      "Tafel slope (order 3): 262.61+/-126.41 mV/dec\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f6ebd2017acc4782af49403eb4d51366",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' 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       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0602e30157b3470b85b808baa3cb1d08",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=500.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tafel slope (order 0): 94.45+/-0.30 mV/dec\n",
      "Tafel slope (order 1): 62.32+/-0.18 mV/dec\n",
      "Tafel slope (order 2): 68.08+/-6.90 mV/dec\n",
      "Tafel slope (order 3): -165.97+/-53.75 mV/dec\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "83bc66e841ee4973816db376d79a0bfc",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=500.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "579c822f0c7c44c9ab28d7c855b6f8fd",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=500.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tafel slope (order 0): 91.06+/-0.24 mV/dec\n",
      "Tafel slope (order 1): 64.65+/-0.15 mV/dec\n",
      "Tafel slope (order 2): 55.34+/-5.09 mV/dec\n",
      "Tafel slope (order 3): 379.26+/-282.56 mV/dec\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "fd193d88ac6649bc841d3ef4d672e2cf",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=500.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "from galvani import BioLogic\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.widgets import CheckButtons\n",
    "from matplotlib.colors import LinearSegmentedColormap\n",
    "from scipy.signal import savgol_filter\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.metrics import r2_score\n",
    "from lmfit.models import LinearModel\n",
    "from uncertainties import ufloat\n",
    "\n",
    "\n",
    "colors = ['lightcoral', 'salmon', 'red', 'darkred']\n",
    "\n",
    "def lmfit_slope_stats(potential_segment, log_data_segment):\n",
    "    \"\"\"Fit a line using lmfit LinearModel and return slope, slope error, and R².\"\"\"\n",
    "    model = LinearModel()\n",
    "    params = model.make_params(intercept=0, slope=1)\n",
    "    result = model.fit(log_data_segment, params, x=potential_segment)\n",
    "    slope = result.params['slope'].value\n",
    "    slope_error = result.params['slope'].stderr\n",
    "    r_squared = result.rsquared\n",
    "    fit = 10**result.best_fit\n",
    "    return slope, slope_error, r_squared, fit\n",
    "\n",
    "\n",
    "\n",
    "def find_best_linear_region(E, Y, window_size=20):\n",
    "    log_Y = np.log10(np.abs(Y))\n",
    "    best_r2 = -np.inf\n",
    "    best_range = (0, window_size)\n",
    "    for i in range(len(E) - window_size):\n",
    "        E_window = E[i:i + window_size].reshape(-1, 1)\n",
    "        Y_window = log_Y[i:i + window_size]\n",
    "        model = LinearRegression().fit(E_window, Y_window)\n",
    "        r2 = r2_score(Y_window, model.predict(E_window))\n",
    "        if r2 > best_r2:\n",
    "            best_r2 = r2\n",
    "            best_range = (i, i + window_size)\n",
    "    return best_range, best_r2\n",
    "\n",
    "\n",
    "\n",
    "def differential_tafel_analysis_iterative(potential, current_density, window_length=31, polyorder=3, threshold=0.05, max_order=3):\n",
    "    current_derivatives = [savgol_filter(current_density, window_length, polyorder)]\n",
    "    fits         = np.ones((len(current_density), max_order+1))*np.nan\n",
    "    slopes       = []\n",
    "    R2s          = []\n",
    "    tafel_slopes = []\n",
    "    for order in range(0, max_order + 1):\n",
    "        if order >= len(current_derivatives):\n",
    "            derivative = np.gradient(current_derivatives[order - 1], potential)\n",
    "            smoothed = savgol_filter(derivative, window_length, polyorder)\n",
    "            current_derivatives.append(smoothed)\n",
    "\n",
    "\n",
    "    best_range, best_r2 = find_best_linear_region(potential, current_derivatives[2], window_size=30)\n",
    "    #start, end = best_range\n",
    "    start, end = np.argmin(np.abs(potential-0.68)), np.argmin(np.abs(potential-0.72))\n",
    "        \n",
    "    for order in range(0, max_order + 1):\n",
    "        pot_fit = potential[start:end]\n",
    "        log_fit = np.log10(np.abs(current_derivatives[order][start:end]))\n",
    "\n",
    "        slope, slope_error, r_squared, fit = lmfit_slope_stats(potential_segment = pot_fit, log_data_segment = log_fit)\n",
    "        slope_with_uncertainty = ufloat(slope, slope_error)\n",
    "        tafel_slope = 1 / slope_with_uncertainty * 1000 #mV\n",
    "        slopes.append(tafel_slope)\n",
    "        R2s.append(np.round(r_squared, 4))\n",
    "        fits[start:end, order] = fit\n",
    "        print(f\"Tafel slope (order {order}): {tafel_slope:.2f} mV/dec\")\n",
    "        tafel_slopes.append(tafel_slope)\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "    fig, ax = plt.subplots(nrows = 1, ncols = 1, figsize=(5, 3))\n",
    "    for i in range(max_order + 1):  # Only plot up to max_order\n",
    "        ax.semilogy(potential, np.abs(current_derivatives[i]), color = colors[i], label=f'{i} derivative', alpha = 0.25)\n",
    "        ax.semilogy(potential[start:end], fits[start:end,i], color = colors[i], label=f'fit: {slopes[i]}, {R2s[i]}')\n",
    "    ax.axvspan(potential[start], potential[end-1], color='gray', alpha=0.3, label='Best Fit Region')\n",
    "    ax.set_xlabel('Potential (V)')\n",
    "    ax.set_ylabel('Current or derivative (log scale)')\n",
    "    ax.set_title(f'Differential Tafel Analysis {sample}')\n",
    "    ax.legend()\n",
    "    plt.grid(True)\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "    overpotential = potential[np.argmin(np.abs((current_density-0.1)))]\n",
    "    tafel_slopes.append(overpotential)\n",
    "    tafel_slopes = pd.DataFrame([tafel_slopes], columns = ['tafel slope 0', 'tafel slope 1', 'tafel slope 2', 'tafel slope 3', 'overpotential'])\n",
    "    return tafel_slopes\n",
    "\n",
    "\n",
    "\n",
    "# Main loop\n",
    "n_cycle = 3\n",
    "\n",
    "resultsEQCM = pd.DataFrame() \n",
    "# Plot data by sample and perturbation\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    df = AllEQCMData_indexed.loc[(sample)]\n",
    "    df = df[df['cycle'] == n_cycle]\n",
    "    len_anodic_wave = len(df['potential (V)'])//2\n",
    "    fig, ax = plt.subplots(nrows = 1, ncols = 1, constrained_layout = True, figsize = (5, 3))     \n",
    "    ax.plot(df['potential (V)'].to_numpy()[2:len_anodic_wave],\n",
    "                df['current density (mAcm-2)'].to_numpy()[2:len_anodic_wave])\n",
    "    ax.set_xlabel(\"Potential (V)\")\n",
    "    ax.set_ylabel(\"Current density (mAcm-2)\")\n",
    "    ax.set_title(\"LSV Curve\")\n",
    "    plt.grid(True)\n",
    "    plt.show()\n",
    "    tafel_slopesEQCM = differential_tafel_analysis_iterative(df['potential (V)'].to_numpy()[2:len_anodic_wave], df['current density (mAcm-2)'].to_numpy()[2:len_anodic_wave])\n",
    "    tafel_slopesEQCM.index = [os.path.basename(sample)]\n",
    "    resultsEQCM = pd.concat([resultsEQCM, tafel_slopesEQCM])\n",
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "82100f2b",
   "metadata": {},
   "source": [
    "### Add Infos to the Tafel Plot Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "0a9920cf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tafel slope</th>\n",
       "      <th>error</th>\n",
       "      <th>overpotential</th>\n",
       "      <th>info</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_seq1_05_CV_C01.mpr</th>\n",
       "      <td>80.497274</td>\n",
       "      <td>0.235142</td>\n",
       "      <td>0.737147</td>\n",
       "      <td>Pristine</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250530_003_#11_Co3O4Nps_CV_5mVpers_after1h_CA_at_1p0V_MSE_eq_1p93V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>91.056685</td>\n",
       "      <td>0.242149</td>\n",
       "      <td>0.741792</td>\n",
       "      <td>1 h at 1.93 V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>94.454034</td>\n",
       "      <td>0.302221</td>\n",
       "      <td>0.745178</td>\n",
       "      <td>1 h at 1.73 V</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    tafel slope     error  \\\n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    80.497274  0.235142   \n",
       "CL20250530_003_#11_Co3O4Nps_CV_5mVpers_after1h_...    91.056685  0.242149   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...    94.454034  0.302221   \n",
       "\n",
       "                                                    overpotential  \\\n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...       0.737147   \n",
       "CL20250530_003_#11_Co3O4Nps_CV_5mVpers_after1h_...       0.741792   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...       0.745178   \n",
       "\n",
       "                                                             info  \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...       Pristine  \n",
       "CL20250530_003_#11_Co3O4Nps_CV_5mVpers_after1h_...  1 h at 1.93 V  \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...  1 h at 1.73 V  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tafel_plot_dataEQCM = pd.concat([resultsEQCM['tafel slope 0'].apply(lambda x: x.n), resultsEQCM['tafel slope 0'].apply(lambda x: x.s), resultsEQCM['overpotential']], axis = 1)\n",
    "tafel_plot_dataEQCM.columns = ['tafel slope', 'error', 'overpotential']\n",
    "tafel_plot_dataEQCM['info'] = tafel_plot_dataEQCM.index.map(\n",
    "    lambda idx: (\n",
    "        'Pristine' if 'ini' in idx else\n",
    "        '1 h at 1.73 V' if 'at_0_' in idx or '0p8' in idx else\n",
    "        '1 h at 1.93 V' if 'at_1' in idx else\n",
    "        'unknown'\n",
    "    )\n",
    ")\n",
    "tafel_plot_dataEQCM = tafel_plot_dataEQCM.sort_values(by='tafel slope', ascending=True)\n",
    "tafel_plot_dataEQCM"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a9ad304a",
   "metadata": {},
   "source": [
    "### Plot Tafel Slopes and Overpotentials"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "118351cd",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:12: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:18: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:12: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:18: SyntaxWarning: invalid escape sequence '\\m'\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1294/1871966502.py:12: SyntaxWarning: invalid escape sequence '\\m'\n",
      "  axs[0].set_ylabel('Tafel slope  \\n $\\mathrm{(mV \\ dec^{-1})}$', fontsize = 6)\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1294/1871966502.py:18: SyntaxWarning: invalid escape sequence '\\m'\n",
      "  axs[1].set_ylabel('overpotential vs RHE \\n at 0.1 $\\mathrm{mA \\ cm^{-2} \\ (V)}$', fontsize = 6)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8e80e0998eb34f0ca582cec0074d77eb",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=300.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "def convert_potential(E_old, pH=13, Eref_old = 0.1635): \n",
    "    E_new = E_old + Eref_old + 0.059*pH\n",
    "    return E_new\n",
    "\n",
    "fig, axs = plt.subplots(ncols=2, nrows=1, constrained_layout = True, figsize = [3, 1.2])\n",
    "[ax.tick_params(which = 'both', direction = 'in', bottom = True, top = True, left = True, right = True, labelsize = 6) for ax in axs]\n",
    "\n",
    "#tafel slopes\n",
    "axs[0].errorbar(tafel_plot_dataEQCM['info'], tafel_plot_dataEQCM['tafel slope'], tafel_plot_dataEQCM['error'], linestyle = 'none', marker = 'o', capsize = 3, fillstyle = 'none', color = 'black', label = 'before EIS')\n",
    "axs[0].errorbar(tafel_plot_data['info'], tafel_plot_data['tafel slope'], tafel_plot_data['error'], linestyle = 'none', marker = 'o', capsize = 3, fillstyle = 'none', color = 'red', label = 'after EIS')\n",
    "axs[0].tick_params(axis = 'x', labelrotation = 45, labelsize = 6)\n",
    "axs[0].set_ylabel('Tafel slope  \\n $\\mathrm{(mV \\ dec^{-1})}$', fontsize = 6)\n",
    "\n",
    "\n",
    "axs[1].plot(tafel_plot_dataEQCM['info'], convert_potential(tafel_plot_dataEQCM['overpotential']), linestyle = 'none', marker = 'o', fillstyle = 'none', color = 'black')\n",
    "axs[1].plot(tafel_plot_data['info'], convert_potential(tafel_plot_data['overpotential']),  linestyle = 'none', marker = 'o', fillstyle = 'none', color = 'red')\n",
    "axs[1].tick_params(axis = 'x', labelrotation = 45, labelsize = 6)\n",
    "axs[1].set_ylabel('overpotential vs RHE \\n at 0.1 $\\mathrm{mA \\ cm^{-2} \\ (V)}$', fontsize = 6)\n",
    "\n",
    "for ax in np.ravel(axs):\n",
    "    ax.margins(x=0.17, y=0.17)\n",
    "\n",
    "fig.legend(bbox_to_anchor=(0.5, -0.05), loc = 'center', ncol = 2, fontsize = 6, frameon = False)\n",
    "plt.savefig(fname=f\"Tafel_slopes_overpotentials.tif\", dpi=600, pil_kwargs={\"compression\": \"tiff_lzw\"}, bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "d8535d31",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tafel slope</th>\n",
       "      <th>error</th>\n",
       "      <th>overpotential</th>\n",
       "      <th>info</th>\n",
       "      <th>before EIS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_seq4_06_CV_C01.mpr</th>\n",
       "      <td>80.774025</td>\n",
       "      <td>0.703758</td>\n",
       "      <td>0.746445</td>\n",
       "      <td>Pristine</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq4_06_CV_C01.mpr</th>\n",
       "      <td>83.734148</td>\n",
       "      <td>0.580130</td>\n",
       "      <td>0.744737</td>\n",
       "      <td>1 h at 1.73 V</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250530_003_#11_Co3O4Nps_CV_5mVpers_after1h_CA_at_1p0V_MSE_eq_1p93V_RHE_seq4_06_CV_C01.mpr</th>\n",
       "      <td>89.024878</td>\n",
       "      <td>0.594212</td>\n",
       "      <td>0.745498</td>\n",
       "      <td>1 h at 1.93 V</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_seq1_05_CV_C01.mpr</th>\n",
       "      <td>80.497274</td>\n",
       "      <td>0.235142</td>\n",
       "      <td>0.737147</td>\n",
       "      <td>Pristine</td>\n",
       "      <td>Yes</td>\n",
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       "    <tr>\n",
       "      <th>CL20250530_003_#11_Co3O4Nps_CV_5mVpers_after1h_CA_at_1p0V_MSE_eq_1p93V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>91.056685</td>\n",
       "      <td>0.242149</td>\n",
       "      <td>0.741792</td>\n",
       "      <td>1 h at 1.93 V</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>94.454034</td>\n",
       "      <td>0.302221</td>\n",
       "      <td>0.745178</td>\n",
       "      <td>1 h at 1.73 V</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    tafel slope     error  \\\n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    80.774025  0.703758   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...    83.734148  0.580130   \n",
       "CL20250530_003_#11_Co3O4Nps_CV_5mVpers_after1h_...    89.024878  0.594212   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    80.497274  0.235142   \n",
       "CL20250530_003_#11_Co3O4Nps_CV_5mVpers_after1h_...    91.056685  0.242149   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...    94.454034  0.302221   \n",
       "\n",
       "                                                    overpotential  \\\n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...       0.746445   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...       0.744737   \n",
       "CL20250530_003_#11_Co3O4Nps_CV_5mVpers_after1h_...       0.745498   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...       0.737147   \n",
       "CL20250530_003_#11_Co3O4Nps_CV_5mVpers_after1h_...       0.741792   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...       0.745178   \n",
       "\n",
       "                                                             info before EIS  \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...       Pristine         No  \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...  1 h at 1.73 V         No  \n",
       "CL20250530_003_#11_Co3O4Nps_CV_5mVpers_after1h_...  1 h at 1.93 V         No  \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...       Pristine        Yes  \n",
       "CL20250530_003_#11_Co3O4Nps_CV_5mVpers_after1h_...  1 h at 1.93 V        Yes  \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...  1 h at 1.73 V        Yes  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tafel_plot_dataEQCM['before EIS'] = 'Yes'\n",
    "tafel_plot_data['before EIS'] = 'No'\n",
    "tafel_plot_data_all = pd.concat([tafel_plot_data, tafel_plot_dataEQCM])\n",
    "tafel_plot_data_all"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "3527ed67",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "AllEQCMData_indexed.to_parquet(\"AllEQCMData_indexed.parquet\")\n",
    "tafel_plot_data_all.to_parquet(\"tafel_plot_data_all.parquet\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "5ae52b84",
   "metadata": {},
   "outputs": [
    {
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       "      <th>CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_seq1_05_CV_C01.mpr</th>\n",
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       "      <td>-5.427994</td>\n",
       "      <td>0.585251</td>\n",
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       "      <th>CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_seq1_05_CV_C01.mpr</th>\n",
       "      <td>0.06</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.002475</td>\n",
       "      <td>0.002116</td>\n",
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       "      <th>CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_seq1_05_CV_C01.mpr</th>\n",
       "      <td>0.08</td>\n",
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       "      <td>0.731075</td>\n",
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       "      <th>...</th>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>1300.42</td>\n",
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       "      <th>CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>1300.44</td>\n",
       "      <td>5.0</td>\n",
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       "      <td>8.751127</td>\n",
       "      <td>-1.137679</td>\n",
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       "    <tr>\n",
       "      <th>CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>1300.46</td>\n",
       "      <td>5.0</td>\n",
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       "      <td>-0.003069</td>\n",
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       "      <th>CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>1300.48</td>\n",
       "      <td>5.0</td>\n",
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       "      <td>-0.003059</td>\n",
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       "      <th>CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>1300.50</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.100065</td>\n",
       "      <td>-0.003049</td>\n",
       "      <td>-0.002606</td>\n",
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       "      <td>-1.412937</td>\n",
       "      <td>8.760561</td>\n",
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       "      <td>6.365908</td>\n",
       "      <td>-0.500040</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>195075 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    time (s)  cycle  \\\n",
       "fname                                                                 \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...      0.00    1.0   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...      0.02    1.0   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...      0.04    1.0   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...      0.06    1.0   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...      0.08    1.0   \n",
       "...                                                      ...    ...   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...   1300.42    5.0   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...   1300.44    5.0   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...   1300.46    5.0   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...   1300.48    5.0   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...   1300.50    5.0   \n",
       "\n",
       "                                                    potential (V)  \\\n",
       "fname                                                               \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...       0.099803   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...       0.099905   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...       0.100007   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...       0.100108   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...       0.100210   \n",
       "...                                                           ...   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...       0.100464   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...       0.100364   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...       0.100264   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...       0.100165   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...       0.100065   \n",
       "\n",
       "                                                    current (mA)  \\\n",
       "fname                                                              \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...      0.002746   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...      0.002655   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...      0.002565   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...      0.002475   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...      0.002385   \n",
       "...                                                          ...   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...     -0.003089   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...     -0.003079   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...     -0.003069   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...     -0.003059   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...     -0.003049   \n",
       "\n",
       "                                                    current density (mAcm-2)  \\\n",
       "fname                                                                          \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...                  0.002347   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...                  0.002270   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...                  0.002193   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...                  0.002116   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...                  0.002039   \n",
       "...                                                                      ...   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...                 -0.002640   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...                 -0.002632   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...                 -0.002623   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...                 -0.002615   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...                 -0.002606   \n",
       "\n",
       "                                                    df/n 3 (Hz)  dG/n 3 (Hz)  \\\n",
       "fname                                                                          \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -1.906351     2.542292   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -1.906536     2.541483   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -1.905007     2.538381   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -1.902723     2.534639   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -1.902000     2.537682   \n",
       "...                                                         ...          ...   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...    10.974862    -0.231040   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...    10.976117    -0.233050   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...    10.982340    -0.240534   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...    10.986525    -0.244781   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...    10.990184    -0.248491   \n",
       "\n",
       "                                                    df/n 5 (Hz)  dG/n 5 (Hz)  \\\n",
       "fname                                                                          \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -2.057040     0.739803   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -2.057205     0.739930   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -2.056916     0.738889   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -2.061665     0.735241   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -2.064993     0.731075   \n",
       "...                                                         ...          ...   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...    10.042926    -1.420032   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...    10.047633    -1.419231   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...    10.048043    -1.416539   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...    10.058749    -1.415989   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...    10.058745    -1.412937   \n",
       "\n",
       "                                                    df/n 7 (Hz)  dG/n 7 (Hz)  \\\n",
       "fname                                                                          \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -3.010551     0.332096   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -3.011909     0.337000   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -3.014240     0.333835   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -3.014393     0.333929   \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -3.022140     0.339123   \n",
       "...                                                         ...          ...   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...     8.751155    -1.139147   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...     8.751127    -1.137679   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...     8.750838    -1.135178   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...     8.758702    -1.137571   \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...     8.760561    -1.137213   \n",
       "\n",
       "                                                    df/n 9 (Hz)  dG/n 9 (Hz)  \n",
       "fname                                                                         \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -5.426320     0.586707  \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -5.427302     0.585203  \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -5.427994     0.585251  \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -5.428288     0.584717  \n",
       "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_...    -5.428125     0.583885  \n",
       "...                                                         ...          ...  \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...     6.360511    -0.502537  \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...     6.364637    -0.503223  \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...     6.366853    -0.504043  \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...     6.365751    -0.502772  \n",
       "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_...     6.365908    -0.500040  \n",
       "\n",
       "[195075 rows x 13 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "AllEQCMData_indexed"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "448a2334",
   "metadata": {},
   "source": [
    "## Plot of the Single Measurement as Figure 1 (Left)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "0687f0c9",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:78: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:78: SyntaxWarning: invalid escape sequence '\\m'\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1294/1049421743.py:78: SyntaxWarning: invalid escape sequence '\\m'\n",
      "  ax2.set_ylabel('$\\mathrm{mass_{geo}}$ ($\\mathrm{\\mu g \\ cm^{-2}}$)', fontsize=7)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6cd8d3a8f9514e3d8ad4d33d8b63261b",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=130.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np \n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import os\n",
    "from matplotlib import cm\n",
    "from scipy.ndimage import gaussian_filter1d\n",
    "from matplotlib.ticker import AutoMinorLocator\n",
    "\n",
    "n_cycle = 3\n",
    "\n",
    "def convert_potential(E_old, pH=13, Eref_old = 0.1635): \n",
    "    E_new = E_old + Eref_old + 0.059*pH\n",
    "    return E_new\n",
    "\n",
    "def CalcSauerbreyMass(df_by_n: np.ndarray, Filter: bool = True) -> np.ndarray: \n",
    "    Zq = 8.8e6\n",
    "    f0 = 5e6\n",
    "    MassDensity = -df_by_n * Zq / (2*f0**2) * 1e5  # conversion of kg/m2 in ug/cm2\n",
    "    return gaussian_filter1d(MassDensity, 150, axis=0) if Filter else MassDensity\n",
    "\n",
    "def discard_points(y: np.ndarray, trsh: int) -> np.ndarray: \n",
    "    y[np.abs(y) > trsh] = np.nan\n",
    "    return pd.Series(y).interpolate().to_numpy()\n",
    "\n",
    "labels = ['15 MHz', '25 MHz', '35 MHz', '45 MHz']\n",
    "lines  = ['-', '--', '-']\n",
    "\n",
    "SelectedData = AllEQCMData_indexed[AllEQCMData_indexed['cycle'].isin([n_cycle])]\n",
    "def sample_sort_key(s):\n",
    "    if \"initial\" in s:\n",
    "        return 0\n",
    "    elif \"at_0\" in s:\n",
    "        return 1\n",
    "    elif \"at_1\" in s or \"at_1V\" in s:\n",
    "        return 2\n",
    "    else:\n",
    "        return 3  # fallback\n",
    "samples = set(SelectedData.index.get_level_values('fname'))\n",
    "samples = [sorted(samples, key=sample_sort_key)[0]]\n",
    "\n",
    "\n",
    "fig, axs = plt.subplots(nrows=3, ncols=1, sharex=True, figsize=[1.3,4])\n",
    "axs[0].tick_params(which='both', direction=\"in\", labelsize=6)\n",
    "\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    df = SelectedData.loc[(sample)]\n",
    "    len_anodic_wave = len(df['df/n 3 (Hz)']) // 2\n",
    "\n",
    "    # Plot current\n",
    "    axs[0].plot(convert_potential(df['potential (V)'].iloc[:len_anodic_wave]), df['current density (mAcm-2)'].iloc[:len_anodic_wave],\n",
    "                       linestyle=lines[i_sample], color='black')\n",
    "    axs[0].plot(convert_potential(df['potential (V)'].iloc[len_anodic_wave:]), df['current density (mAcm-2)'].iloc[len_anodic_wave:],\n",
    "                       linestyle=lines[i_sample], color='black')\n",
    "axs[0].set_ylabel(r'$i_{\\mathrm{geo}} \\ \\mathrm{(mA \\ cm^{-2}})$', fontsize=7)\n",
    "axs[0].set_ylim(bottom = -0.08)\n",
    "\n",
    "ovt_keys_f = SelectedData.keys()[5::2]\n",
    "axs[1].tick_params(which='both', direction=\"in\", labelsize=6)\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    df = SelectedData.loc[(sample)]\n",
    "    for i_ovt, ovt_key in enumerate(ovt_keys_f):\n",
    "        axs[1].plot(convert_potential(df['potential (V)'].iloc[:len_anodic_wave]), (df[ovt_key]-df[ovt_key].iloc[0]).iloc[:len_anodic_wave],\n",
    "                           linestyle=lines[i_sample], color=cm.gray(i_ovt*80), alpha = 0.4)\n",
    "        axs[1].plot(convert_potential(df['potential (V)'].iloc[len_anodic_wave:]), (df[ovt_key]-df[ovt_key].iloc[0]).iloc[len_anodic_wave:],\n",
    "                           linestyle=lines[i_sample], color=cm.gray(i_ovt*80), alpha=0.4)\n",
    "axs[1].set_ylabel(r\"$\\Delta f/n$ (Hz)\", fontsize=7)\n",
    "\n",
    "ax2 = axs[1].twinx()\n",
    "sec_axs = ax2\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    df = SelectedData.loc[(sample)]\n",
    "    SauerbreyMass = CalcSauerbreyMass(df['df/n 3 (Hz)'] - df['df/n 3 (Hz)'].iloc[0])\n",
    "    ax2.plot(convert_potential(df['potential (V)'].iloc[:len_anodic_wave]), SauerbreyMass[:len_anodic_wave],\n",
    "                    linestyle=lines[i_sample], color='darkred')\n",
    "    ax2.plot(convert_potential(df['potential (V)'].iloc[len_anodic_wave:]), SauerbreyMass[len_anodic_wave:],\n",
    "                    linestyle=lines[i_sample], color='darkred')\n",
    "    sample_lines[sample] += [l3a, l3c]\n",
    "ax2.set_ylabel('$\\mathrm{mass_{geo}}$ ($\\mathrm{\\mu g \\ cm^{-2}}$)', fontsize=7)\n",
    "ax2.spines['right'].set_color('darkred')\n",
    "ax2.yaxis.label.set_color('darkred')\n",
    "ax2.tick_params(which='both', labelsize=6, labelright=True, colors = 'darkred', direction = 'in')\n",
    "\n",
    "\n",
    "\n",
    "ovt_keys_g = SelectedData.keys()[6::2]\n",
    "axs[2].tick_params(which='both', direction=\"in\", labelsize=6)\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    df = SelectedData.loc[(sample)]\n",
    "    for i_ovt, ovt_key in enumerate(ovt_keys_g):\n",
    "        if i_sample == 0: \n",
    "            axs[2].plot(convert_potential(df['potential (V)'].iloc[:len_anodic_wave]), (df[ovt_key] - df[ovt_key].iloc[0]).iloc[:len_anodic_wave],\n",
    "                            linestyle=lines[i_sample], color=cm.gray(i_ovt*80), label=labels[i_ovt], alpha = 0.4)\n",
    "        else: \n",
    "            axs[2].plot(convert_potential(df['potential (V)'].iloc[:len_anodic_wave]), (df[ovt_key] - df[ovt_key].iloc[0]).iloc[:len_anodic_wave],\n",
    "                linestyle=lines[i_sample], color=cm.gray(i_ovt*80), alpha = 0.4)\n",
    "        axs[2].plot(convert_potential(df['potential (V)'].iloc[len_anodic_wave:]), (df[ovt_key] - df[ovt_key].iloc[0]).iloc[len_anodic_wave:],\n",
    "                           linestyle=lines[i_sample], color=cm.gray(i_ovt*80), alpha = 0.4)\n",
    "        sample_lines[sample] += [l5a, l5c]\n",
    "axs[2].set_ylabel(r'$\\Delta \\Gamma/n$ (Hz)', fontsize=7)\n",
    "axs[2].set_xlabel('Potential vs RHE (V)',    fontsize=7)\n",
    "\n",
    "\n",
    "\n",
    "for iax, ax in enumerate(axs):\n",
    "    if iax == 1:\n",
    "        ax.yaxis.set_label_coords(-0.2, 0.55)\n",
    "    else:\n",
    "        ax.yaxis.set_label_coords(-0.2, 0.5) \n",
    "    \n",
    "    ax.margins(x=0.1, y=0.1)\n",
    "    ax.set_xticks([1.0, 1.2, 1.4, 1.6])\n",
    "    ax.yaxis.set_minor_locator(AutoMinorLocator(n = 2))\n",
    "    ax.xaxis.set_minor_locator(AutoMinorLocator(n = 4))\n",
    "\n",
    "sec_axs.yaxis.set_label_coords(1.2, 0.5)\n",
    "sec_axs.margins(x=0.1, y=0.1)\n",
    "#fig.legend(bbox_to_anchor=(0.9, 0.05), ncol = 4, fontsize = 13)\n",
    "plt.savefig(fname=f\"result_cycle{n_cycle}_left.tif\", dpi=600, pil_kwargs={\"compression\": \"tiff_lzw\"}, bbox_inches='tight', transparent = True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "76bcee9b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.6803356839443677"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "max(convert_potential(df['potential (V)'].iloc[:len_anodic_wave]))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "61282c19",
   "metadata": {},
   "source": [
    "## Plot of the Single Measurement as Figure 1 (Right)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "16965105",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:86: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:106: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:86: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:106: SyntaxWarning: invalid escape sequence '\\m'\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1294/945174467.py:86: SyntaxWarning: invalid escape sequence '\\m'\n",
      "  axs[2].set_ylabel('Mass per electron \\n ($\\mathrm{g \\ mol^{-1}}$)', fontsize=7)\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1294/945174467.py:106: SyntaxWarning: invalid escape sequence '\\m'\n",
      "  axs[1].set_ylabel('$d/dt(\\mathrm{mass_{geo}})$ \\n ($\\mathrm{ ng \\ cm^{-2} \\ s^{-1}}$)', fontsize=7)\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1294/945174467.py:63: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  rate = np.abs((np.roll(SauerbreyMass, -1) - SauerbreyMass) / (time[1] - time[0])/1000)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "01ffbe11eb16485da0fde2977ae25a37",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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69Ol89dVXdW4OCwvjzJkzaDSaOlFcHXUaWtJ8hBDodDrCwsKadZ9CCCEMBgNPPPEEZ86cYdCgQdc5x05MTGTjxo3ySHo7xq6zj5L2g5xZlABSCBIzUggSQApBYkYKQQJIIUjMSCFIACkEiRkpBAkghSAxI4UgAaQQJGakECSAnaehTSYTOTk5+Pj41NmPIHEdtfcjNCe0gl1CyMnJadKuH0nLk5mZSdeuXZuc3i4h1Gxju9Y7u8R1lJSUEBERYXWLYX3YJYSa5qDGK7uk9dDcplp2FiWAFILEjBSCBHCQMy2JbZiMRtK//Zb0b76h+Nw5tAEBdBs9mpumT0cbENCitsgILi4i98AB/v3EE1w+cuS6ax5BQdzxj38Qdc89zc5XRnBpIwghOLR4MatHjODykSO4+/kx5PnnueuLL0hcuJBOffpQcfky30ycyKEPP2xRw1r8CHZHpUqnE99NmSIWgFgA4pv77hPl5tjXNRiqqsS//+u/LGmOrVzZrDLaTbT49krRmTOsiovj17VrUWo0jF68mAlffolHYGCddCo3N8YsWcLgZ58FYMtjj5G5Y4fT7ZNCaAHObd7M54MHk3/0KF4hIUzdvp2bZ85scNJHoVAw6n/+hz4PPIDJYGDDlCnosrKcaqMUghMxVlez84UX+OrOO6kqKiJ02DAe/s9/CB8xotF7FUold3z2GUEDB1Kel8d3kydjcKLLHemU20lc+eUXVsXFsf+dd0AIov/wB6YmJ+PdjFPKGk9P7lm/Hm1AALn79rHtqaea7fegyTSrR+Ggjkl7prqsTOx86SXxrkYjFoD4ICBA/LpunV15nvn+e7FAoRALQBx4912raWVn0cVUl5Xxn/ff59OoKPa9+SYmvZ4eSUlMP3KE3vfdZ1fePZOSSHz3XQCSn3uOU+vXO8LkOsiZRTsw6vVkp6ZyctUqfv3iC6rNHmR8IyO59f33ibrnHodt2ImdNYvCU6c4/MknbJw6lbvWrLFbYLVpc0Ioz88nOzWV4rNnMRkMqD090fr74x4QgDYgAHd/f8u/Gg8Pm8sRQlCt01FZUEBVURHGqipMBgOGigqunDhBVkoK5//9b6pr+TLyv+EGhr7wAjf9/veo3Nwc8bgWFAoFt33wAdUlJZxctYoNU6aQ8NZbDHn+eYeIrc0IIf/ECXbNmcOZb7/FZDA06R53Pz8Cevem04034hkcjNrDA7VZHCaDAZNeT3VJCZUFBVQUFFx96YWFlp+F0dhoGR5BQdxw113cNH06XRMSUDRje1hzUarVJK1cicbbmyP/+7/snD2bnN27GfPxx3iHhtqVd6tfa6gqKSH15ZdJ++gjhMkEQOf+/encvz8qd3f0ZWVUFRVRWVhY59+atPaicndHGxCASqtFqVaj1GgIiIoiePBgeowbR8jgwU59+fUhhODwJ5/w09NPY9Lrcff3Z9jLLzPwj3+k0mSy6Z20aiGc2bSJH//4R8tkSq+JE4mbP5+g/v2t3idMJqp1OnRZWRSeOkXBqVNUXrmCvrwcQ0UFCoUCpVqNQq3G3dcXbadOdT8BAZaf7WlenE3e4cNseeIJLh08CIC7vz9d77mHSStWtA8hGCor+enppznyv/8LgF/PnoxdupTIMWMcVkZ7wWQwcPzzz9n/1lsUnj5NJfAqNP+d2DKutXfMao2KggLx+dChVxddFAqx/dlnRXVZmcPyb68YDQaR8dNPYv0jj9j0ThqtEWbPns3u3bvp3r07y5YtQ6PRWK45ukYw6vWsGTmS3L178QgMZPzq1XS//Xa78+1I2PpOrI4aDh8+THZ2NikpKfztb39j3bp1TJs2zW5jG+LAggXk7t2Lu78/U7ZvJ2jAAIfmbzIYKD5/nuqSElTu7mi8vCjPy7P0I4rPnKHkwgUq8vOvdgzNnUOlRmP5WaFUYqyqQl9eTlVREVVFRSiUSjReXvhGRhIUHU1QdDSdo6MJ7NsXjZcXhooKqktLMZSXYzIYEEYjwmS6OnKp+ej1V68ZDBj1egwVFVQWFFCel0dJRgbF589TeeWKJZ3JaAST6Wo+RuPVPI1GyvR6m343VoVwrbPu5cuXO0QIxefPU1lYSPCgQZbv8o8fZ89rrwEwevFih4lACEHm9u2kffIJ5zdvtkz6OIPic+fITE6u+6VCAS3oyrLSxvusCqGwsJBQ8/i0trPua7nWQbQ1F7yn1q9nw5QpBA0YwMOHDqFQKDAZDGx+7DGM1dX0HD+efg89ZMuz1EEIQcbWraS+8goXDxywfK/28EAbEICxuhp9aSnuAQF0uvFGAnr1wj8qCt/u3fEMCrr6l1bz11f7X6MRtVaL2sMDd39/3P39wTxKKUxP5/KRI1w+fJj8o0cpz8urIwK1h4elVlGqVChUqt9qm9o1kFp9ddgaGIhH5874Rkbi1707nl26WK4rVCoUSqXlo1SpUKjVlFVU8GpCQrN/X1aFUJ+z7vq49tjb3LlzmTdvXv0FenggjEby0tI4s2EDURMmcHDhQi7u34+7nx+3L11q90xZZVERW//4R3794ourZXp6ctP06fR/9FGCb74ZpUplV/4Nce3yckVBAabqajTe3mg8PVtkvqExz+4NYVUIcXFxLFy4kN///vds2bKFEQ2so1975M2aQ26fWqLZ9eqreIWGsuvVVwFIfO89fMLDm/UA11KWl8eXt91G/rFjKNVqBj31FENffBGvLl3sytcWPBr4w2mNWBVCTEwMwcHBJCQk0K1bN5577rl60zXnyJvW39/y8+UjR/jX0KEA9Bw/nv6PPNI0qxvAWF3NNxMmkH/sGN5hYdzz9deEmvOXWKfRtYYFCxY4tED3Wvv1VR4eGCsqCBk6lKSVK+1uEna/9hq5+/ZZRh2deve219wOQ4svOmk8PVGq1ZgMBh7atw+TXk/QwIF2t9uFp09zwCzaOz79VIqgmbT4xhSFQlGnVnBU5233a69h0uvpPm4cvSZNsju/joZLdijV9BOqioockl/RuXP8smYNAAl/+5v03mIDLhFCTY1QWVjokPzSlixBGI10HzuW4JtvdkieHY02XyMYq6s5vmIFAIOeesru/Doqbb5GOLNxIxX5+XiFhtIjKcnu/Doqbb5GqOkb9HvoIZTqNrPzrtXRpmsEfUUF577/HoDe999vt10dGdcIwUE1Qsa//42+rAyfiAhCBg+237AOjGuaBgfVCKfMAUl7TZokh4x24pKzjzVCsKdGECaTpVnoNXGizflIruKQ3tWBAweatS2qpmmwp0a49PPPVFy5gpuPD2FxcTbnI7mKS5sGe2qEjK1bAYhITERVax+lxDZc2lm0p0aoEUKkeSudxD5cWiPoS0ubfHytNvrycrJTUwHkLmcH4Zoawc/P8nOlDc1D9q5dGKur8YmIIEAuNzsElwhBqVbjZvYebks/ISslBbjaP5DDRsfgMkcZ9vQTapqF8Ph4R5rUoXGZECyTSg1skW8Io15P7t69gBSCI3GZEDw6dwag8sqVZt2X9/PPGCoq0HbqRGCfPs4wrUPSoBDOnz9PUFAQiYmJJCYmcvnyZYcWXCOEivz8Zt1naRZGjGhxvwTtGaszi6NGjWLdunVOKbhGCOU2CiGsCb4KJU3H6p/Url27SEhI4KWXXrLq36+kpKTOp6oJjiFtaRqEEGTv3g1AV9k/cCgNCiE0NJT09HR27txJXl4e6624dIuIiMDPz8/yeeuttxot2JamofjsWcovXULl5kZwbGyT75M0jvrixYs88MAD111Ys2YNISEhAEyaNIm9e/dyXwPu3Jpz5K2GGmfUzRFCTW0QHBuLWqtt8n2SxlGHhISQfO1RbkBX6/h4SkoKffv2bTATW6K82VIj5OzaBcj+gTNosGlITU0lNjaWhIQEsrOz+d3vfufQgm0RQrZZCOFy2dnhNDhqSEpKIsmJu4JrC0EI0ehUcWVREfnHjwPI/QdOwOUTSjUOKxojd+9eEAL/G27AKzjY2eZ1OFwmBI2np8ULankTJqtqOoqyf+AcXDo152l2XlF+6VKjaWs6ik0JeiFpPi4VQk0Qi9LcXKvpTAYDufv2AbJ/4CxcKgQvs6OuskaEcPnIEfRlZbj7+dG5X7+WMK3D0SaEUDNsDB0+XC40OQnXNg1mIZTm5FhNl2PuKMr+gfNoFTVCY32EbNlRdDqtorNorWkoycxEl5mJQqUiRHpIcxouDffn1YSmoaZZ6BITg5uXl+1GSqzikiNvNdQ436y4fBl9eTkaT8/r0tQ0C3LY6Fxc2jRoAwIsZxyKz5+vN43sKLYMLhWCQqHAr0cP4Oqmk2upLi0lLy0NkDWCs3H5oNyvZ0/gqov7a7m4fz/CaMQnIgLfaxx/SxyL64VgpUbIls1Ci+FyIQT06gVAwa+/XndNdhRbDpcLobM5dF/+0aN1vjdWV8sVxxak1QhBl5VV5xzkhe3bqdbp8AoJoUtMjIus6zi4XAjufn74RkYCWEYIAOlffw1wNdC2XGhyOq3iNxw6bBgAWTt3AmAyGkn/9lsAou6911VmdSiUcDVe09ChQ/H29ubYsWOWi19++SVxcXHcdtttZJnD8jqDiMREAC789BMA5374gbKLF9EGBBBx661OK1fyG0oAT09PNm3axOTJky0XDAYDCxcuJDk5mfnz5/P66687zYjud9wBXD3XWJqTw3/efx+A/o8/jroJh2Uk9qME0Gg0BAUF1blw+vRp+vbti5ubGyNGjODIkSMNZmLL2cfa+PfoQfiIEQiTiTWjRnFh2zaUGg0x//VfNjySxBYa7CMUFhbWWUgyGo0NZmLL2cdriTOHByxKTwdg6Asv4G+edZQ4H3ViYmKdc4411I75CKCyEm7HlrOP1xI5Zgx3fv45x1esIOLWW7nlhReanYfEdtT1nXsE6NWrFydPnqS6upqDBw8SHR3dYCa2nH2sj34PPeSQKLASG6gJG5+UlCRCQ0PFsGHDxPLly4UQQqxZs0YMHz5c3HrrreLChQvXhZovLi5uNER9ZWWlmDt3rqisrGxWGHtH0hpsaCk7mvJO6kMhhO0RrJsSot7WMPaOpDXY0FJ22FpGq5hQamyLW1O2wDV3m5wz7GgJGxxVznU4uxpqSpq+fftaLaex642laWp1aa8djV13xO+isTS2Ng127VkU5lbFWoTymmvW0hiNRruuN5amKTY4wo7Grjvid9FYmprvRTNbfLv6CFlZWUTInUOtkszMTLp27drk9HYJwWQykZOTg4+Pj/SJ3EoQQqDT6QgLC0PZjFVbu4QgaT+0ilGDxPVIIUgAKQSJGSkECSCFIDEjhSABpBAkZqQQJIAUgsSMFIIEkEKQmJFCkABSCBIzUggSwE6vanI/QuvD1v0IdgkhJydH7lBqpTR3h5JdQvAxR3y/9qRTUzn7ww8A9HRiyCBbuLB9O4bKSnomJZGzbx9+PXrgZY4t0dopKSkhIiLC8m6ail1CqGkObD3p5GN2sOnKswb14ePlhUGpxNfXlzI/P7w9PPBpZTY2RnObatd2FttAv0KpVmMyGFxthtORQmgEpVqNkEJwLm1hpKFQqzFUVrraDKcja4RGqC4pqdcZaHvDpUJQmn0utOYd9dpOnVxtQovg2qbBPOEhrHhjcTUBUVEACJPJxZY4l1bRNJhasRAUSiUKtRpjdbWrTXEqrWKtoTXXCADCYKDkwgVXm+FUXBrKp4a2ME4vrMdpeHvCpaF8amjtNUJHwCFCsAeFStWq+wgAHkFBGCoqXG2GU3F5H0Gp0WDS611thlV8IyMtke3bK64XQhuYy1eq1e2++XK9ENpAjaBQqVq9WO3F9UJoIzVCa7fRXlwvhDZQI3QoIZw/f56goCASExNJTEzk8uXLLRKvoS38kpVqNabqaoytXLD2UKdGGDVqFMnJySQnJxMQENAi8RqUanWrrxEU5sWxKydOuNgS51FHCLt27SIhIYGXXnqpWfEa7DJAo2n9NYIVz/TtBYsQQkNDSU9PZ+fOneTl5bF+/fomx2uwJ3BHW6gRALoMGoTuwoVWP/llKxYhuLu74+XlhUKhYNKkSRw+fLjJ8RrsCdzRFmoE+K15aK8zjJYpZp1OZ9kCnZKSwvjx4/nkk0+aFK/BnsAdqjYwagDwCg4G4NKhQ0SMHOliaxyPRQipqam88soreHp60qNHD15//XW0Wi2JiYlotVpWrFjRYCb2BO5QtIFRA/y2iaa6pISiM2fwv+EGF1vkWCxCSEpKIumagyZTp05l6tSpTjVApdEgjEaEydTqA32GJySQnZLClRMnqNbp8AwOxqTX49O1a6u3vTFcbr1CqQSlskm1ghCCK7/+ir68vAUsux6tvz9h5jjVusxMLh08yOXDhzm7aRO5Bw64xCZH4fJlaPhtUknl5lbv9fzjx/n5gw84/+OP6C5cwM3Hh5HvvMOAxx9v8S3xHp060XP8ePKPHaNTnz4o1WqKzp6l4ORJ8o8fp/NNN7WoPY7C5TUCWO8wXti+nZU338zJVasY+vzzPF1Wxq2LFpHy4ot8e999LqkdFEolQdHRqNzcUCiVVze4KhQUnz3bZs9AtAohNNRhPLpsGevHjyf26aeZWVzMwCefRKXRcNNDD/HwoUOU5ebyz+hoMsyhhF1Jj3HjUGo06JwYOtmZtAoh1FcjlGRksP2vf+XOlSsZ9T//c10T4BsRwbTUVPo99BDfTJjA3jffdOn5CKVaTdDAgeiysppsh768nJ8/+ojVCQks69ePfw4cyMYHH+TIp59SVVrqZIvr0iqEUF+N8P3DDxM1YQK9a8WrvhalSsWIefOYtGkThz/5hH/07Mm2v/yFsrw8Z5tcL14hIQijkcqCAqvp9OXl7Pjv/+bjsDDSliyhR1ISI157jcF//SvagAAOLlzI8j59OLNpUwtZjvODe1nj/I8/iqqSEnHp559F4dmzv32/bZtY5OMjKoqKmpyXobpaHPrwQ7GsXz/xvpeX2PTww+LKqVO22bV1q0j/7jub7s0/cULkHT1a7zWTySQOffih+LBLF7Fy8GBxftu2BtMdeP99scjHR2z43e9EdVmZ0DcxVqSt76RVbGdXurlhqnWAZP8779D/0UfR+vk1OQ+VRsOgP/+ZR48fZ8r27ejLylgxYAArb76ZnS++yJnvv6fg1CkMzQxg3ly8QkMpy829rnk4s2kTK2++mX1vv83oRYt4aP9+IkePrjcPhULB4Kef5pGjRyk6e5Zlffty9NNPObNhA4WnTztlvaNVbGdXu7ujLysDoDgjg6wdOxi7dKnN+YUOGcI9X31FRUEBR/7xD7J37eLE559TVVSEvqwMzy5d8IuKQqlSoVAqUWu1aLy96XTjjXiHh6Nyc8PTRg8pWn9/VO7ulFy4gG+3bpzZsIE98+dTfO4cg2bOJPaZZ3Azr+nUh8lgIP/YMbzDwynPz2fYiy9y/PPP2Tl7Nglvv417QAAFv/xCUEwMvg50W9Qq5hFUWi0V5na1Ij+fW15+Gb/u3e3O16NTJ26ZPbvOd1U6HZcOHuTKyZMIoxGTyYShvJyqwkKunDjBhZ9+Ii8tDUwmfCIjCRs+nMgxY+g5fjweTTgQa9Tr0WVlceDvfyf/2DGqS0oY9NRTDP3v/6a6pITsnTstz6xUqQiLi+PSoUN4h4dTXVKCobKS8osX0WVmAtDpxhu5e/VqTn/9NVtmzKDvtGkMePxxLqelUZqVRefoaNy8vOz+XTk9JLA1MrZtI3ToUAxVVRScPEnXhAQuHjyIR1AQfpGRtpplN2e3bKHk3Dk8AgM5/+9/k7N7N4WnThHYrx+B/fvjEx6OV3g4ajc3KouKqC4upjQnh6KzZ7n888+4+fsT2K8fPe+6i5g//hG1uzuXjxyhJCMDbWAglVeuNFi2m68vYXFxVOt0uPv6olT/9rdacPo0306ciEmv57aPPsLN05OK/HxUWi2dbrwRr5AQyiorbXonraJGULu7YzS33ZUFBXTq08el9qhUKnzCw7nh7ru58f77ASjPz+f0119TcOIExefPk7tvH0aDAXdvbzQ+PniFhNB78mTGLl1K55tuorKoiNy9ezFVV5N98CCVBQWEjRiBNiDA0iwIk4nyvDwUKhVKtRp3Pz/LmkV9tU+nXr34fVoae994g2/vuYfe99/PyAULqC4spCw3lysnTqAKCbHpmVuFEFRaLYbKSqpLSxEmExoHVHWOxrNzZwbOmNHk9Fp/f/xvuIHM5GQUKhVBMTHXvVyFUolXM1+cSq1mxLx59H3wQbY8/jj/7NeP2FmziH3mGUx6PWf37GlWfjW0DiFoNCjVakpzctB26tQmXOo0Bf+oKDyDg3F3gke2Tr168cCOHZz++mv2vPYa+995h6h77yX0rrtsyq9VTCgBqD08rgohIMDVpjgMhULhFBHUzr/3pElMP3yYSZs2gRBsnznTprwaFcLs2bNJSEjg4YcfRu/EnURqT0/0Oh1uzXQUKblK1/h47ly5ksdtPL5vVQiHDx8mOzublJQU+vTpw7p162wqpClozM43NVIIdmFrs2pVCLt372bs2LEAjBs3jl27dtlUSFNQe3qiUKksgpC0LFY7i4WFhYSGhgLg5+dHQQOLKbV3O8PVzavWNrAeXb6csLi4Ot9pvLxwc5KX98LTp1F7euITHu7wvNsLVmsEf39/y0suLi6mUwMza83dzr7vzTc5tXZtne88g4IIHTasObY3ibKLFyn45RfyDh1y+jpDW8aqEOLi4vjxxx8B2LJlCyPM+/WuJTMzk+LiYsvnxRdftFqoyt2dysLCOt8pFApUGk1zbG+UiitXyEtLIywuDt/u3bly/LhD829PWBVCTEwMwcHBJCQkcPz4ce67775609VsZ6/5NHauQeXmZllkchYVV65w8cABusTE4BEYSKc+fai4coWyS5ecWm5bpdEJpQULFji8UJVW61QhVBYVWURQM3On0mgIGjCAy0eOoE1MdHjt09ZxyYSS2t3daUfHqsvKuLh/P537979u+tYrJASPzp3JS0tr1W5/XYFLhKByd3fKbl9DZSW5e/fif8MN+DQQxiYoOhpTdTVZO3e67HxEa8Q1QtBqLauNjsKo15O7bx9eoaFWj6MpVSrChg/HIyiIrJ07271r3abiuhrBgUIwGgxc3L8fdz8/Avv2bTS9Qqmkc79+eAQFUZie7jA72jIuE4KputohHs9NBgMb7r+fjG3bCBo4sFkTUgFRUZRmZ8v+Ai4SgkarxVhdbfcpaJPRyHeTJ3Pl5Eli/vSnZs9Kuvv5oVAorpvT6Ii4RAhKd3dMBoNdsZKMej3fTppEwa+/Mi0lBc/OnW3Kxys0lLKLF222o73gku3sand3uzppVcXFrBk1iuKzZ5m6YweeQUE25+URGEhVUZHN97cXXLKdXaXV2uwlRZedzdrbbsOna1fu37rV7h28Gi8vp89ytgVcM6FkoxAKTp3i/4YMIXjwYCZv3uyQbdwaLy+MVVXt1klWU2kzQig6d44vEhPpNWkS4z//vM42b3uoOeDS0WsF14wavLya1UcwGY18d999dBs9mts++MDhexbcfHyovmZPRUejTQhh15w56EtLuePTT52ycUXbqVOHH0K6ZDu72tOzyU1DWV4ehxYv5r7Nm1FrtU6xR6XVUlVc7JS82wouqxFM1dVNmtHbM38+IUOH0rWBTTGOoC04Bnc2SqjfMzvgNO/sNRtUG1t4qiwu5viKFcS/8YbDyq4PKYRaTcOoUaPqbFc3GAwsXLiQHTt2cODAAV5//XWW2nFUvTZKjQaFUtnoMvCxZcvwj4oifPhwh5TboD1SCL81DbU9swshnO6dXdWEzSknV62i30MPObTc+lCq1XZNd7cH1PCbZ3ZPT09mzJjB+vXrCQ0NbZZ39to0tp0drq436K0IoejcOfKPHuWmzZub9CD20FbcADsTZWJiIoWFhdd5Zq+9lR0c751dpdFgtCKEY8uWEZ6QgGdgYPOeyAZqmob2HgjcGurk5GR0Op3li5SUFPr27UuvXr04efKk07yzq9zcrNYIZzdtov9jjzXxMexDpdFY7HHEtHVbRA31e2ZXq9XMmjXLad7Z1R4eDU7rlufnk3/smMVJRUugUKnafWxHa6ihfs/s4Fzv7GoPDwwNCOHMhg106tPHEiOhJejoIweX+UfQeHlR3YB30YwffyQ8Pr5F7enoNYLrhODtjb4BIeTu3Uvk7be3qD0dIeyvNVwmBDcfn3r7CBWFhZRkZBBx660tak9HCPtrDZfWCPVNKGVu345v9+54+Pu3qD1KlapDb05xbY1QzxRzdmoqXQYNanF7FCpVh55ddJ0QfH3rHTVcPHCAMCf4SWgMpVotawRXoPXzu25CyWQykX/sGBGJiS1ujxw1OABbvLO7+/ld10e4cuIExqoqusTEOMKsZtHR5xFc5p3dPSDguhPRmTt2EHjTTS6JxSxrBBfhHhCAsaKizi6l3H37CImNdYk9ctTgIjwCAhBcdctfw+Wff7bEVWxpOvqeBJcJQaFS4ebtTcmFCwDoKyspOHXKJR3FGntkjeAKFArc/fwsASpydu3C3d/foVFJmoNSrabyyhWrS+PtGacLoaqqinnz5lF1zUZVhUKBm68vpdnZAGSlpDhttNCQDXXsMXdQC230ZewoO1xFiwjhtddeu/7hFQo8AgMpMdcIF/fvJ/SWW1rWhlrUjFSUTvS21hQ7XIVL3fR7BgdTkpHBhx98QF5aGpFjxtSbrinzE7ZGmKtBoVazadMmq2cqGyvDXhuamocjyrkWlwrBKzQUXVYW/3rvPSoKChqcWm6JX45SperQQrBrQqlmDuDaXcy1qblWO42urAyNEKjDwriUnk6oVotvdDRllZVQj9s9o9FotYzG0tRnw3XPYjJhMJnQlZejKyvDUFl5XfrG7GjselPscNSzNtcvlF1R3rKysohwUS9fYp3MzEy6NuBrsj7sEoLJZCInJwcfJ7nXlzQfIQQ6nY6wsDCUyqa3/HYJQdJ+aDXBvSSuRQpBAjhYCMXFxQwdOhRvb2+OHTtW55rRaOSxxx4jISGBWbNmObLYZtmxYcMGbrnlFuLj43n66addYkMNb7/9NoMHD3aaDc3BoULw9PRk06ZNTJ48+bprGzduJCwsjJSUFMrKythjY8RSe+0YOHAgu3btIjU1lby8PA4ePNjiNgDodDqOHj3qlLJtwaFC0Gg0BDXg/LIlI8ZZs6Nbt26ozZNGbm5uzepZO8oGgEWLFvHUU085pWxbaLE+QmFhoWUXk7WIcS3FgQMHyMvL4+abb27xsouLizl69CjDnewApDm0mDOtpkaMawmysrKYNWsWX3/9tUvKf//995lpY+heZ9FiNUJTI8Y5G51OxwMPPMDSpUvp0qWLS2xIT0/njTfeYNy4cZw+fZq//e1vLrGjDsLBJCUlidDQUDFs2DCxfPly8Yc//EEIIYRerxfTp08X8fHxYubMmY4utsl2zJ8/X4SFhYlRo0aJUaNGieTk5Ba3oTaxsbFOK785yJlFCSAnlCRmpBAkgBSCxIwUggSQQpCYkUKQAFIIEjMOFYJarSYmJob+/ftz//33U27F6fY333zDqVOnbC4rOTmZ/fv3W/4/Z84cUlJSrN7TvXt3Shtw4GUL3bt3Jzo6mujoaEaNGkVGRoblWudrwg8+99xz/POf/wTgkUceoWfPnsTExBATE9PgCuXatWt59913SU5OZvTo0XWu5eXlER4eTlVVFaNHj8Zg57lNhwrB39+ftLQ0jh07hpubG5988kmDaR0thPnz55OQkGBzfraye/dujhw5QkJCAm80I5zA4sWLSUtLIy0trY5X/NosXLiQGTNmMHLkSE6fPs2lS5cs19atW8e9996Lu7s7Y8aM4csvv7TrOZzWNCQkJJCenk5+fj5333030dHRJCYmcv78efbt28d3333HX/7yF2JiYsjLy+PMmTPccccdDB48mNGjR3P+/HkAEhMTmT17NoMHD6Z///4cP36czMxMPvnkE95++21iYmJIS0vjkUceYePGjQDMnTuXIUOG0L9/f5555hmrdn788cfMmTPH8v/58+fz3nvvkZOTw4gRIxg4cCDR0dGNeqePj493aEyLEydOEBAQgK+vL0qlkokTJ7J+/XrL9bVr11qcoU6YMIHVq1fbV6Aj56sDAwOFEFfXFSZMmCA++ugj8ec//1m88847Qggh1qxZI+6++24hhBDTp08XGzZssNw7duxYce7cOSGEENu2bROTJ08WQggxatQo8fLLLwshhPjss8/EY489JoQQYu7cueKDDz6w3F87vytXrgghhDCZTGLSpEkiNTVVCCFEZGSk0Ol0dWy+ePGiuOmmmyz/j46OFpmZmeLvf/+7eOmllyzPU1ZWdt3z1s5v5syZ4qOPPrJcU6lUYuDAgZZPUFCQWL58ucXWHj16WK7NmjXrurw/++wzS/lCCJGamioSExOFEELk5uaKiIgIYTQahRBCGI1GER4efl0ezcGhy9BFRUXEmA+yjhw5kscff5yhQ4fy/fffAzBlypR6t4eVlpaSkpLCvffeWyNOvGo5x544cSIAsbGx/Otf/2rUjm3btrFgwQIqKyvJy8tj3LhxDa52BgcHExQUZGnOvLy86Nq1K0OGDOH3v/89arWayZMnM2DAgHrvj4uLIz8/Hw8PjzpNQ00zWcNzzz1X577Fixdz1113NfgMFy9erLOxJS4ujnPnznHp0iXWrVvHpEmTLJtqlEolQgj0ej0aG89uOlQI1z58fdR3/sFkMhEcHNzgvTXe3lUqldW4EQCVlZXMmjWLgwcPEhoaynPPPdfoodMpU6bw5Zdf4ubmxv1mR+AjR45k165dbNy4kWnTpvHmm28yYcKE6+7dvXs37u7uTJs2jXnz5rFw4UKrZTUVrVZLZa1TXwqFgvvuu4+vvvqKtWvX8s4779RJbzQabRYBtMDwMT4+nlWrVgFXOzhDhw4FwMfHxxIewNfXl+DgYDZs2ABcfaiGNnzWUPv+2lRWVqJQKAgMDKS4uJhvvvmmURsnTZrE+vXr+eqrryxCyMjIICQkhCeffJKHH37Yah9Bo9GwaNEiVqxYQaGDwgb26dOH9PT0Ot9NnTqVjz/+mMzMTIbVOidaWFho994Kpwth3rx5JCcnEx0dzZIlS1i0aBEADzzwAK+//rqls7hq1So++OADBg4cyIABA9i2bZvVfO+++25Wr15t6SzW4O/vz/Tp0+nXrx933313nV9YQwQHB9O5c2e0Wq3lmFhycjIDBw5k0KBBbN68mSeeeMJqHuHh4UybNo2PP/640fIAS0c5JiaGW+txN5yQkHDdxtqhQ4dSVlbG5MmT69SsO3bsYNy4cU0qt0Hs6mFInMqTTz4p9uzZ02i6qVOnil9//dWusuTMYitmzpw5FBUVWU1jMBgYP348vXv3tqssuUNJAsi1BokZKQQJIIUgMSOFIAGkECRmpBAkgBSCxIwUggSQQpCYkUKQAFIIEjNSCBJACkFi5v8B+2UPw1C5Kb0AAAAASUVORK5CYII=",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=130.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np \n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import os\n",
    "from matplotlib import cm\n",
    "from scipy.ndimage import gaussian_filter1d\n",
    "\n",
    "n_cycle = 3\n",
    "\n",
    "def convert_potential(E_old, pH=13, Eref_old = 0.1635): \n",
    "    E_new = E_old + Eref_old + 0.059*pH\n",
    "    return E_new\n",
    "\n",
    "def CalcSauerbreyMass(df_by_n: np.ndarray, Filter: bool = True) -> np.ndarray: \n",
    "    Zq = 8.8e6\n",
    "    f0 = 5e6\n",
    "    MassDensity = -df_by_n * Zq / (2*f0**2) * 1e5  # conversion of kg/m2 in ug/cm2\n",
    "    return gaussian_filter1d(MassDensity, 150, axis=0) if Filter else MassDensity\n",
    "\n",
    "def discard_points(y: np.ndarray, trsh: int) -> np.ndarray: \n",
    "    y[np.abs(y) > trsh] = np.nan\n",
    "    return pd.Series(y).interpolate().to_numpy()\n",
    "\n",
    "labels = ['15 MHz', '25 MHz', '35 MHz', '45 MHz']\n",
    "lines  = ['-', '--', '-']\n",
    "\n",
    "SelectedData = AllEQCMData_indexed[AllEQCMData_indexed['cycle'].isin([n_cycle])]\n",
    "def sample_sort_key(s):\n",
    "    if \"initial\" in s:\n",
    "        return 0\n",
    "    elif \"at_0\" in s:\n",
    "        return 1\n",
    "    elif \"at_1\" in s or \"at_1V\" in s:\n",
    "        return 2\n",
    "    else:\n",
    "        return 3  # fallback\n",
    "\n",
    "\n",
    "\n",
    "samples = set(SelectedData.index.get_level_values('fname'))\n",
    "samples = [sorted(samples, key=sample_sort_key)[0]]\n",
    "fig, axs = plt.subplots(nrows=3, ncols=1, sharex=True, figsize=[1.3,4])\n",
    "axs[0].tick_params(which='both', direction=\"in\", labelsize=6)\n",
    "\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    \n",
    "    df = SelectedData.loc[(sample)]\n",
    "    len_anodic_wave = len(df['df/n 3 (Hz)']) // 2\n",
    "\n",
    "    # Plot current\n",
    "    axs[0].plot(convert_potential(df['potential (V)'].iloc[:len_anodic_wave]), df['current density (mAcm-2)'].iloc[:len_anodic_wave],\n",
    "                       linestyle=lines[i_sample], color='black')\n",
    "    axs[0].plot(convert_potential(df['potential (V)'].iloc[len_anodic_wave:]), df['current density (mAcm-2)'].iloc[len_anodic_wave:],\n",
    "                       linestyle=lines[i_sample], color='black')\n",
    "axs[0].set_ylabel(r'$i_{\\mathrm{geo}} \\ \\mathrm{(mA \\ cm^{-2}})$', fontsize=7)\n",
    "\n",
    "\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    df = SelectedData.loc[(sample)]\n",
    "    SauerbreyMass = CalcSauerbreyMass(df['df/n 3 (Hz)'] - df['df/n 3 (Hz)'].iloc[0])\n",
    "    time = df['time (s)']\n",
    "\n",
    "    rate = np.abs((np.roll(SauerbreyMass, -1) - SauerbreyMass) / (time[1] - time[0])/1000)\n",
    "    MPE = 96485 * rate / (df['current density (mAcm-2)'])\n",
    "    potential = df['potential (V)'].values\n",
    "\n",
    "    # Identify the index of the turning point (max potential)\n",
    "    turning_idx = np.argmax(potential)\n",
    "\n",
    "    # Split forward and backward scan\n",
    "    fwd_pot = potential[:turning_idx+1]\n",
    "    fwd_MPE = MPE[:turning_idx+1]\n",
    "    bwd_pot = potential[turning_idx:]\n",
    "    bwd_MPE = MPE[turning_idx:]\n",
    "\n",
    "    # Apply masking\n",
    "    fwd_mask = fwd_pot >= 0.145  # Keep data from 0.14 V onward\n",
    "    bwd_mask = (bwd_pot <= 0.22) & (bwd_pot >= 0.1)\n",
    "\n",
    "    # Plot masked data\n",
    "    axs[2].plot(convert_potential(fwd_pot[fwd_mask]), fwd_MPE[fwd_mask], linestyle=lines[i_sample], color='darkred', linewidth = 0.75)\n",
    "    axs[2].plot(convert_potential(bwd_pot[bwd_mask]), bwd_MPE[bwd_mask], linestyle=lines[i_sample], color='darkred', linewidth = 0.75)\n",
    "    axs[2].plot(convert_potential(fwd_pot), fwd_MPE, linestyle=lines[i_sample], color='darkred', linewidth = 0.75, alpha = 0.3)\n",
    "    axs[2].plot(convert_potential(bwd_pot), bwd_MPE, linestyle=lines[i_sample], color='darkred', linewidth = 0.75, alpha = 0.3)\n",
    "\n",
    "axs[2].set_ylabel('Mass per electron \\n ($\\mathrm{g \\ mol^{-1}}$)', fontsize=7)\n",
    "\n",
    "axs[2].tick_params(which='both', labelsize=6, direction = 'in')\n",
    "axs[2].set_ylim(bottom = -99, top = 99)\n",
    "\n",
    "\n",
    "axs[2].set_xlabel('Potential vs RHE (V)', fontsize=7)\n",
    "\n",
    "\n",
    "axs[1].tick_params(which='both', direction=\"in\", labelsize=6)\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    df = SelectedData.loc[(sample)]\n",
    "    SauerbreyMass = CalcSauerbreyMass(df['df/n 3 (Hz)'] - df['df/n 3 (Hz)'].iloc[0])\n",
    "    time = df['time (s)'].to_numpy()\n",
    "    rate = (np.roll(SauerbreyMass, -1) - SauerbreyMass) / (time[1] - time[0])*1000\n",
    "    rate_clean = discard_points(rate[5:-5], 20)\n",
    "    axs[1].plot(convert_potential(df['potential (V)'].iloc[5:-5].iloc[:len_anodic_wave]), rate_clean[:len_anodic_wave],\n",
    "                       linestyle=lines[i_sample], color='darkred')\n",
    "    axs[1].plot(convert_potential(df['potential (V)'].iloc[5:-5].iloc[len_anodic_wave:]), rate_clean[len_anodic_wave:],\n",
    "                       linestyle=lines[i_sample], color='darkred')\n",
    "axs[1].set_ylabel('$d/dt(\\mathrm{mass_{geo}})$ \\n ($\\mathrm{ ng \\ cm^{-2} \\ s^{-1}}$)', fontsize=7)\n",
    "for ax in axs:\n",
    "    ax.yaxis.set_label_coords(-0.3, 0.5)\n",
    "    ax.set_xlim(left = 0.95, right=1.55)\n",
    "    ax.margins(x=0.1, y=0.1)\n",
    "    ax.set_xticks([1.0, 1.2, 1.4])\n",
    "    ax.yaxis.set_minor_locator(AutoMinorLocator(n = 2))\n",
    "    ax.xaxis.set_minor_locator(AutoMinorLocator(n = 4))\n",
    "#fig.legend(bbox_to_anchor=(0.9, 0.05), ncol = 4, fontsize = 13)\n",
    "axs[0].set_ylim(bottom = -0.04, top=0.025)\n",
    "\n",
    "plt.savefig(fname=f\"result_cycle{n_cycle}_right.tif\", dpi=600, pil_kwargs={\"compression\": \"tiff_lzw\"}, bbox_inches='tight', transparent = True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eba21b97",
   "metadata": {},
   "source": [
    "## Compare Samples 2x2 Plot (As Figure 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "afbbf6f0",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:69: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:99: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:69: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:99: SyntaxWarning: invalid escape sequence '\\m'\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1294/973816960.py:69: SyntaxWarning: invalid escape sequence '\\m'\n",
      "  axs[0,1].set_ylabel('$\\mathrm{mass_{geo}}$ \\n ($\\mathrm{\\mu g \\ cm^{-2}}$)', fontsize=7)\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1294/973816960.py:99: SyntaxWarning: invalid escape sequence '\\m'\n",
      "  axs[1,0].set_ylabel('$d/dt(\\mathrm{mass_{geo}})$ \\n ($\\mathrm{ ng \\ cm^{-2} \\ s^{-1}}$)', fontsize=7)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_seq1_05_CV_C01.mpr\n",
      "CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr\n",
      "CL20250530_003_#11_Co3O4Nps_CV_5mVpers_after1h_CA_at_1p0V_MSE_eq_1p93V_RHE_seq1_05_CV_C01.mpr\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b68f78c2d8a7456cafb1013634d472f8",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='data:image/png;base64,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' 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      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np \n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import os\n",
    "from matplotlib import cm\n",
    "from scipy.ndimage import gaussian_filter1d\n",
    "\n",
    "def convert_potential(E_old, pH=13, Eref_old = 0.1635): \n",
    "    E_new = E_old + Eref_old + 0.059*pH\n",
    "    return E_new\n",
    "\n",
    "\n",
    "n_cycle = 3\n",
    "\n",
    "def CalcSauerbreyMass(df_by_n: np.ndarray, Filter: bool = True) -> np.ndarray: \n",
    "    Zq = 8.8e6\n",
    "    f0 = 5e6\n",
    "    MassDensity = -df_by_n * Zq / (2*f0**2) * 1e5  # conversion of kg/m2 in ug/cm2\n",
    "    return gaussian_filter1d(MassDensity, 150, axis=0) if Filter else MassDensity\n",
    "\n",
    "def discard_points(y: np.ndarray, trsh: int) -> np.ndarray: \n",
    "    y[np.abs(y) > trsh] = np.nan\n",
    "    return pd.Series(y).interpolate().to_numpy()\n",
    "\n",
    "\n",
    "\n",
    "labels = ['Pristine', '1 h at 1.73 V', '1 h at 1.93 V']\n",
    "lines  = ['-', '-', '-']\n",
    "\n",
    "SelectedData = AllEQCMData_indexed[AllEQCMData_indexed['cycle'].isin([n_cycle])]\n",
    "def sample_sort_key(s):\n",
    "    if \"initial\" in s:\n",
    "        return 0\n",
    "    elif \"at_0\" in s:\n",
    "        return 1\n",
    "    elif \"at_1\" in s or \"at_1V\" in s:\n",
    "        return 2\n",
    "    else:\n",
    "        return 3  # fallback\n",
    "\n",
    "samples = set(SelectedData.index.get_level_values('fname'))\n",
    "samples = sorted(samples, key=sample_sort_key)\n",
    "fig, axs = plt.subplots(nrows=2, ncols=2, sharex=True, figsize=[3.5,2.5], constrained_layout = True)\n",
    "axs[0,0].tick_params(which='both', direction=\"in\", labelsize=7)\n",
    "def colors(i):\n",
    "    colors = cm.YlGnBu_r((i)*90)#cm.PuRd_r((i)*90)\n",
    "    return colors\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    print(sample)\n",
    "    df = SelectedData.loc[(sample)]\n",
    "    len_anodic_wave = len(df['df/n 3 (Hz)']) // 2\n",
    "\n",
    "    # Plot current\n",
    "    axs[0,0].plot(convert_potential(df['potential (V)'].iloc[:len_anodic_wave]), df['current density (mAcm-2)'].iloc[:len_anodic_wave],\n",
    "                       linestyle=lines[i_sample], color=colors(i = i_sample), alpha = 1, label=labels[i_sample])\n",
    "    axs[0,0].plot(convert_potential(df['potential (V)'].iloc[len_anodic_wave:]), df['current density (mAcm-2)'].iloc[len_anodic_wave:],\n",
    "                       linestyle=lines[i_sample], color=colors(i = i_sample), alpha = 1)\n",
    "axs[0,0].set_ylabel(r'$i_{\\mathrm{geo}} \\ \\mathrm{(mA \\ cm^{-2}})$', fontsize=7)\n",
    "\n",
    "ovt_keys_f = [SelectedData.keys()[5::2][0]]\n",
    "axs[0,1].tick_params(which='both', direction=\"in\", labelsize=6)\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    df = SelectedData.loc[(sample)]\n",
    "    SauerbreyMass = CalcSauerbreyMass(df['df/n 3 (Hz)'] - df['df/n 3 (Hz)'].iloc[0])\n",
    "    axs[0,1].plot(convert_potential(df['potential (V)'].iloc[:len_anodic_wave]), SauerbreyMass[:len_anodic_wave],\n",
    "                    linestyle=lines[i_sample], color=colors(i = i_sample), alpha = 1)\n",
    "    axs[0,1].plot(convert_potential(df['potential (V)'].iloc[len_anodic_wave:]), SauerbreyMass[len_anodic_wave:],\n",
    "                    linestyle=lines[i_sample], color=colors(i = i_sample), alpha = 1)\n",
    "axs[0,1].set_ylabel('$\\mathrm{mass_{geo}}$ \\n ($\\mathrm{\\mu g \\ cm^{-2}}$)', fontsize=7)\n",
    "axs[0,1].tick_params(which='both', labelsize=6, direction = 'in')\n",
    "\n",
    "\n",
    "\n",
    "ovt_keys_g = [SelectedData.keys()[6::2][0]]\n",
    "axs[1,1].tick_params(which='both', direction=\"in\", labelsize=6)\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    df = SelectedData.loc[(sample)]\n",
    "    for i_ovt, ovt_key in enumerate(ovt_keys_g):\n",
    "        axs[1,1].plot(convert_potential(df['potential (V)'].iloc[:len_anodic_wave]), (df[ovt_key] - df[ovt_key].iloc[0]).iloc[:len_anodic_wave],\n",
    "                            linestyle=lines[i_sample], color=colors(i = i_sample), alpha = 1)\n",
    "        axs[1,1].plot(convert_potential(df['potential (V)'].iloc[len_anodic_wave:]), (df[ovt_key] - df[ovt_key].iloc[0]).iloc[len_anodic_wave:],\n",
    "                           linestyle=lines[i_sample], color=colors(i = i_sample), alpha = 1)\n",
    "\n",
    "axs[1,1].set_ylabel(r'$(\\Delta \\Gamma/n)_{15 \\ \\mathrm{MHz}}$ (Hz)', fontsize=7)\n",
    "axs[1,1].set_xlabel('Potential vs RHE (V)', fontsize=7)\n",
    "axs[1,0].set_xlabel('Potential vs RHE (V)', fontsize=7)\n",
    "\n",
    "axs[1,0].tick_params(which='both', direction=\"in\", labelsize=6)\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    df = SelectedData.loc[(sample)]\n",
    "    SauerbreyMass = CalcSauerbreyMass(df['df/n 3 (Hz)'] - df['df/n 3 (Hz)'].iloc[0])\n",
    "    time = df['time (s)'].to_numpy()\n",
    "    rate = (np.roll(SauerbreyMass, -1) - SauerbreyMass) / (time[1] - time[0])*1000\n",
    "    rate_clean = discard_points(rate[5:-5], 20)\n",
    "    axs[1,0].plot(convert_potential(df['potential (V)'].iloc[5:-5].iloc[:len_anodic_wave]), rate_clean[:len_anodic_wave],\n",
    "                       linestyle=lines[i_sample], color=colors(i = i_sample), alpha = 1)\n",
    "    axs[1,0].plot(convert_potential(df['potential (V)'].iloc[5:-5].iloc[len_anodic_wave:]), rate_clean[len_anodic_wave:],\n",
    "                       linestyle=lines[i_sample], color=colors(i = i_sample), alpha = 1)\n",
    "axs[1,0].set_ylabel('$d/dt(\\mathrm{mass_{geo}})$ \\n ($\\mathrm{ ng \\ cm^{-2} \\ s^{-1}}$)', fontsize=7)\n",
    "\n",
    "for ax in np.ravel(axs):\n",
    "    ax.margins(x=0.1, y=0.1)\n",
    "    ax.set_xticks([1.0, 1.2, 1.4, 1.6])\n",
    "    ax.yaxis.set_minor_locator(AutoMinorLocator(n = 2))\n",
    "    ax.xaxis.set_minor_locator(AutoMinorLocator(n = 4))\n",
    "axs[0,0].legend( fontsize = 6, frameon = False, handlelength=0.75)\n",
    "plt.savefig(fname=f\"result_{n_cycle}_conditioning.tif\", dpi=600, pil_kwargs={\"compression\": \"tiff_lzw\"}, bbox_inches='tight', transparent = True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a0df705",
   "metadata": {},
   "source": [
    "## Check the MPE\n",
    "the differential MPE suffers from poles (devision by zero)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "494c7915",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:51: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:51: SyntaxWarning: invalid escape sequence '\\m'\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1294/3952833504.py:51: SyntaxWarning: invalid escape sequence '\\m'\n",
      "  axs.set_ylabel('Mass per electron ($\\mathrm{g \\ mol^{-1}}$)', fontsize = 7)\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1294/3952833504.py:30: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  rate = (np.roll(SauerbreyMass, -1) - SauerbreyMass) / (time[1] - time[0])/1000\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4ff9fc9dc9414794bd9f544bd12a15b9",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='data:image/png;base64,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' width=170.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import AutoMinorLocator\n",
    "\n",
    "labels = ['Pristine', '1 h at 1.73 V', '1 h at 1.93 V']\n",
    "\n",
    "def colors(i):\n",
    "    colors = cm.YlGnBu_r((i)*90)#cm.PuRd_r((i)*90)\n",
    "    return colors\n",
    "\n",
    "def sample_sort_key(s):\n",
    "    if \"initial\" in s:\n",
    "        return 0\n",
    "    elif \"at_0\" in s:\n",
    "        return 1\n",
    "    elif \"at_1\" in s or \"at_1V\" in s:\n",
    "        return 2\n",
    "    else:\n",
    "        return 3  # fallback\n",
    "\n",
    "samples = set(SelectedData.index.get_level_values('fname'))\n",
    "samples = sorted(samples, key=sample_sort_key)\n",
    "\n",
    "fig, axs = plt.subplots(figsize=[1.7,1.7])\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    df = SelectedData.loc[(sample)]\n",
    "    SauerbreyMass = CalcSauerbreyMass(df['df/n 3 (Hz)'] - df['df/n 3 (Hz)'].iloc[0])\n",
    "    time = df['time (s)']\n",
    "\n",
    "    rate = (np.roll(SauerbreyMass, -1) - SauerbreyMass) / (time[1] - time[0])/1000\n",
    "    MPE = 96485 * rate / np.abs(df['current density (mAcm-2)'])\n",
    "    potential = df['potential (V)'].values\n",
    "\n",
    "    # Identify the index of the turning point (max potential)\n",
    "    turning_idx = np.argmax(potential)\n",
    "\n",
    "    # Split forward and backward scan\n",
    "    fwd_pot = potential[:turning_idx+1]\n",
    "    fwd_MPE = MPE[:turning_idx+1]\n",
    "    bwd_pot = potential[turning_idx:]\n",
    "    bwd_MPE = MPE[turning_idx:]\n",
    "\n",
    "    # Apply masking\n",
    "    fwd_mask = fwd_pot >= 0.0  # Keep data from 0.14 V onward\n",
    "    bwd_mask = (bwd_pot <= 0.22) & (bwd_pot >= 0.1)\n",
    "\n",
    "    # Plot masked data\n",
    "    axs.plot(convert_potential(fwd_pot[fwd_mask]), fwd_MPE[fwd_mask], color = colors(i_sample), label=f\"{labels[i_sample]}\")\n",
    "    axs.plot(convert_potential(bwd_pot[bwd_mask]), bwd_MPE[bwd_mask], color = colors(i_sample))\n",
    "axs.set_ylim(bottom = -99, top = 99)\n",
    "axs.set_ylabel('Mass per electron ($\\mathrm{g \\ mol^{-1}}$)', fontsize = 7)\n",
    "axs.tick_params(which='both', direction=\"in\", labelsize=6)\n",
    "for ax in np.ravel(axs):\n",
    "    ax.margins(x=0.17, y=0.17)\n",
    "axs.set_xlabel('Potential vs RHE (V)', fontsize=7)\n",
    "ax.yaxis.set_minor_locator(AutoMinorLocator(n = 2))\n",
    "ax.xaxis.set_minor_locator(AutoMinorLocator(n = 4))\n",
    "fig.legend(bbox_to_anchor=(1, 0.5), loc=\"center left\", ncol = 1, fontsize = 6, frameon = False)\n",
    "plt.savefig(fname=f\"MPE.tif\", dpi=600, pil_kwargs={\"compression\": \"tiff_lzw\"}, bbox_inches='tight')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d9440a99",
   "metadata": {},
   "source": [
    "## Check Intercycle Variations"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "576a6ec0",
   "metadata": {},
   "source": [
    "### Load the Data from File"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "c1957ca1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['/Users/leppin/Downloads/Research_ Leppin_2025 _Interfacial Softening and Electrolyte Uptake in Co3O4 OER Catalysts/Data/FastEQCM-D/SmallLoadingRepeat3/pristine/2025-05-29 CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_seq1/CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial_seq1_ResPars.txt', '/Users/leppin/Downloads/Research_ Leppin_2025 _Interfacial Softening and Electrolyte Uptake in Co3O4 OER Catalysts/Data/FastEQCM-D/SmallLoadingRepeat3/after_1930mV/2025-05-30 CL20250530_003_#11_Co3O4Nps_CV_5mVpers_after1h_CA_at_1p0V_MSE_eq_1p93V_RHE_seq1/CL20250530_003_#11_Co3O4Nps_CV_5mVpers_after1h_CA_at_1V_seq1_ResPars.txt', '/Users/leppin/Downloads/Research_ Leppin_2025 _Interfacial Softening and Electrolyte Uptake in Co3O4 OER Catalysts/Data/FastEQCM-D/SmallLoadingRepeat3/after_1730mV/2025-05-30 CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq1/CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq1_ResPars.txt']\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1294/1404128835.py:42: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  InterCycleDataOvt['Df by n [Hz]'] = (InterCycleDataOvt['f [Hz]'] - InterCycleDataOvt[InterCycleDataOvt['info'] == 'Pristine']['f [Hz]'])/ovt\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1294/1404128835.py:43: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  InterCycleDataOvt['DG by n [Hz]'] = (InterCycleDataOvt['G [Hz]'] - InterCycleDataOvt[InterCycleDataOvt['info'] == 'Pristine']['G [Hz]'])/ovt\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1294/1404128835.py:42: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  InterCycleDataOvt['Df by n [Hz]'] = (InterCycleDataOvt['f [Hz]'] - InterCycleDataOvt[InterCycleDataOvt['info'] == 'Pristine']['f [Hz]'])/ovt\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1294/1404128835.py:43: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  InterCycleDataOvt['DG by n [Hz]'] = (InterCycleDataOvt['G [Hz]'] - InterCycleDataOvt[InterCycleDataOvt['info'] == 'Pristine']['G [Hz]'])/ovt\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1294/1404128835.py:42: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  InterCycleDataOvt['Df by n [Hz]'] = (InterCycleDataOvt['f [Hz]'] - InterCycleDataOvt[InterCycleDataOvt['info'] == 'Pristine']['f [Hz]'])/ovt\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1294/1404128835.py:43: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  InterCycleDataOvt['DG by n [Hz]'] = (InterCycleDataOvt['G [Hz]'] - InterCycleDataOvt[InterCycleDataOvt['info'] == 'Pristine']['G [Hz]'])/ovt\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1294/1404128835.py:42: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  InterCycleDataOvt['Df by n [Hz]'] = (InterCycleDataOvt['f [Hz]'] - InterCycleDataOvt[InterCycleDataOvt['info'] == 'Pristine']['f [Hz]'])/ovt\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1294/1404128835.py:43: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  InterCycleDataOvt['DG by n [Hz]'] = (InterCycleDataOvt['G [Hz]'] - InterCycleDataOvt[InterCycleDataOvt['info'] == 'Pristine']['G [Hz]'])/ovt\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1294/1404128835.py:42: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  InterCycleDataOvt['Df by n [Hz]'] = (InterCycleDataOvt['f [Hz]'] - InterCycleDataOvt[InterCycleDataOvt['info'] == 'Pristine']['f [Hz]'])/ovt\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1294/1404128835.py:43: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  InterCycleDataOvt['DG by n [Hz]'] = (InterCycleDataOvt['G [Hz]'] - InterCycleDataOvt[InterCycleDataOvt['info'] == 'Pristine']['G [Hz]'])/ovt\n"
     ]
    },
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       "         f [Hz]       G [Hz]  \\\n",
       "0  0.000000e+00     0.000000   \n",
       "0  0.000000e+00     0.000000   \n",
       "0  0.000000e+00     0.000000   \n",
       "1  1.497054e+07  1314.038841   \n",
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       "2  2.494420e+07  1701.143016   \n",
       "2  2.494405e+07  1823.891005   \n",
       "2  2.494377e+07  1800.084802   \n",
       "3  3.491686e+07  1975.676649   \n",
       "3  3.491667e+07  2143.250042   \n",
       "3  3.491629e+07  2110.679113   \n",
       "4  4.489111e+07  2314.312975   \n",
       "4  4.489094e+07  2489.492907   \n",
       "4  4.489042e+07  2494.854682   \n",
       "\n",
       "                                                file  n           info  \\\n",
       "0  CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial...  1       Pristine   \n",
       "0  CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h...  1  1 h at 1.73 V   \n",
       "0  CL20250530_003_#11_Co3O4Nps_CV_5mVpers_after1h...  1  1 h at 1.93 V   \n",
       "1  CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial...  3       Pristine   \n",
       "1  CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h...  3  1 h at 1.73 V   \n",
       "1  CL20250530_003_#11_Co3O4Nps_CV_5mVpers_after1h...  3  1 h at 1.93 V   \n",
       "2  CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial...  5       Pristine   \n",
       "2  CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h...  5  1 h at 1.73 V   \n",
       "2  CL20250530_003_#11_Co3O4Nps_CV_5mVpers_after1h...  5  1 h at 1.93 V   \n",
       "3  CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial...  7       Pristine   \n",
       "3  CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h...  7  1 h at 1.73 V   \n",
       "3  CL20250530_003_#11_Co3O4Nps_CV_5mVpers_after1h...  7  1 h at 1.93 V   \n",
       "4  CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial...  9       Pristine   \n",
       "4  CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h...  9  1 h at 1.73 V   \n",
       "4  CL20250530_003_#11_Co3O4Nps_CV_5mVpers_after1h...  9  1 h at 1.93 V   \n",
       "\n",
       "   Df by n [Hz]  DG by n [Hz]  mass [ugcm-2]  \n",
       "0      0.000000      0.000000      -0.000000  \n",
       "0      0.000000      0.000000      -0.000000  \n",
       "0      0.000000      0.000000      -0.000000  \n",
       "1      0.000000      0.000000      -0.000000  \n",
       "1    -42.392076     25.476895       0.746101  \n",
       "1    -96.015832     21.476381       1.689879  \n",
       "2      0.000000      0.000000      -0.000000  \n",
       "2    -31.553806     24.549598       0.555347  \n",
       "2    -87.008986     19.788357       1.531358  \n",
       "3      0.000000      0.000000      -0.000000  \n",
       "3    -26.351468     23.939056       0.463786  \n",
       "3    -81.206613     19.286066       1.429236  \n",
       "4      0.000000      0.000000      -0.000000  \n",
       "4    -19.263081     19.464437       0.339030  \n",
       "4    -77.214228     20.060190       1.358970  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import os \n",
    "import pandas as pd\n",
    "\n",
    "def CalcSauerbreyMass(df_by_n: np.ndarray, Filter: bool = False) -> np.ndarray: \n",
    "    Zq = 8.8e6\n",
    "    f0 = 5e6\n",
    "    MassDensity = -df_by_n * Zq / (2*f0**2) * 1e5  # conversion of kg/m2 in ug/cm2\n",
    "    return gaussian_filter1d(MassDensity, 150, axis=0) if Filter else MassDensity\n",
    "\n",
    "\n",
    "\n",
    "InterCycleData = pd.DataFrame()\n",
    "InterCycleFiles = []\n",
    "root = os.getcwd()\n",
    "if __name__ == \"__main__\":\n",
    "    for dirpath, dirnames, filenames in os.walk(root):\n",
    "        for file in filenames:\n",
    "            if file.endswith('ResPars.txt'):#eqcm\n",
    "                InterCycleFiles.append(os.path.join(dirpath, file))\n",
    "print(InterCycleFiles)\n",
    "f0 = 5e6\n",
    "for InterCycleFile in InterCycleFiles: \n",
    "    data = pd.read_csv(InterCycleFile, sep = '\\t')\n",
    "    data['file'] = os.path.basename(InterCycleFile)\n",
    "    data['n'] = (data['f [Hz]']/f0).astype(int) + 1\n",
    "    data['info'] = data['file'].map(\n",
    "    lambda idx: (\n",
    "        'Pristine' if 'ini' in idx else\n",
    "        '1 h at 1.73 V' if '0p8' in idx or 'at_0' in idx else\n",
    "        '1 h at 1.93 V' if 'at_1' in idx else\n",
    "        'unknown'\n",
    "    )\n",
    ")\n",
    "    InterCycleData = pd.concat([InterCycleData, data])\n",
    "\n",
    "InterCycleData.drop_duplicates(inplace = True)\n",
    "\n",
    "ovts = list(set(InterCycleData['n']))\n",
    "InterCycleChange = pd.DataFrame()\n",
    "for ovt in ovts:\n",
    "    InterCycleDataOvt = InterCycleData[InterCycleData['n'] == ovt]\n",
    "    InterCycleDataOvt['Df by n [Hz]'] = (InterCycleDataOvt['f [Hz]'] - InterCycleDataOvt[InterCycleDataOvt['info'] == 'Pristine']['f [Hz]'])/ovt\n",
    "    InterCycleDataOvt['DG by n [Hz]'] = (InterCycleDataOvt['G [Hz]'] - InterCycleDataOvt[InterCycleDataOvt['info'] == 'Pristine']['G [Hz]'])/ovt\n",
    "    InterCycleChange = pd.concat([InterCycleChange, InterCycleDataOvt])\n",
    "\n",
    "InterCycleChange['mass [ugcm-2]'] =  CalcSauerbreyMass(InterCycleChange['Df by n [Hz]'])\n",
    "custom_order = ['Pristine', '1 h at 1.73 V', '1 h at 1.93 V']  # define your order\n",
    "InterCycleChange['info'] = pd.Categorical(InterCycleChange['info'], categories=custom_order, ordered=True)\n",
    "InterCycleChange = InterCycleChange.sort_values(by=['n', 'info'])  # optional: also sort by 'n'\n",
    "InterCycleChange\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d98d9890",
   "metadata": {},
   "source": [
    "### Make a Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "75653b40",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:46: SyntaxWarning: invalid escape sequence '\\D'\n",
      "<>:47: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:46: SyntaxWarning: invalid escape sequence '\\D'\n",
      "<>:47: SyntaxWarning: invalid escape sequence '\\m'\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1294/1252200349.py:46: SyntaxWarning: invalid escape sequence '\\D'\n",
      "  axs.set_ylabel('$\\Delta f/n, \\Delta \\Gamma /n$ (Hz)', fontsize=7)\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1294/1252200349.py:47: SyntaxWarning: invalid escape sequence '\\m'\n",
      "  sec_axs.set_ylabel('$\\mathrm{mass_{geo}}$ ($\\mathrm{\\mu g \\ cm^{-2}}$)', fontsize=6)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "bd283cb8d02e4b4997605f6d44c8d9e8",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=170.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np \n",
    "import pandas as pd\n",
    "import matplotlib.cm as cm\n",
    "from matplotlib.ticker import MaxNLocator\n",
    "\n",
    "def colors(i, colorlist=cm.gray, increment=50):\n",
    "    return colorlist(i * increment)\n",
    "\n",
    "fig, axs = plt.subplots(nrows=1, ncols=1, figsize=(1.7, 1.7))\n",
    "ovts = set(InterCycleChange['n'])\n",
    "axs.tick_params(which='both', direction='in', bottom=True, left=True, labelsize=6)\n",
    "sec_axs = axs.twinx()\n",
    "\n",
    "for iovt, ovt in enumerate(ovts):\n",
    "    InterCycleChangeOvt = InterCycleChange[InterCycleChange['n'] == ovt]\n",
    "    \n",
    "    # Plot Δf/n if non-zero\n",
    "    if (InterCycleChangeOvt['Df by n [Hz]'] != 0).any():\n",
    "        axs.plot(\n",
    "            InterCycleChangeOvt['info'],\n",
    "            InterCycleChangeOvt['Df by n [Hz]'],\n",
    "            color=colors(iovt),\n",
    "            linestyle='-'\n",
    "        )\n",
    "    \n",
    "    # Plot ΔΓ/n if non-zero\n",
    "    if (InterCycleChangeOvt['DG by n [Hz]'] != 0).any():\n",
    "        axs.plot(\n",
    "            InterCycleChangeOvt['info'],\n",
    "            InterCycleChangeOvt['DG by n [Hz]'],\n",
    "            color=colors(iovt),\n",
    "            linestyle='--'\n",
    "        )\n",
    "    \n",
    "    # Plot mass only if ovt == 3 and values are non-zero\n",
    "    if ovt == 3 and (InterCycleChangeOvt['mass [ugcm-2]'] != 0).any():\n",
    "        sec_axs.plot(\n",
    "            InterCycleChangeOvt['info'],\n",
    "            InterCycleChangeOvt['mass [ugcm-2]'],\n",
    "            color='darkred',\n",
    "            linestyle='-'\n",
    "        )\n",
    "\n",
    "# Labels and axis formatting\n",
    "axs.set_ylabel('$\\Delta f/n, \\Delta \\Gamma /n$ (Hz)', fontsize=7)\n",
    "sec_axs.set_ylabel('$\\mathrm{mass_{geo}}$ ($\\mathrm{\\mu g \\ cm^{-2}}$)', fontsize=6)\n",
    "sec_axs.spines['right'].set_color('darkred')\n",
    "sec_axs.yaxis.label.set_color('darkred')\n",
    "sec_axs.tick_params(which='both', labelsize=7, labelright=True, colors='darkred', direction='in')\n",
    "axs.yaxis.set_major_locator(MaxNLocator(nbins=4))\n",
    "sec_axs.yaxis.set_major_locator(MaxNLocator(nbins=4))\n",
    "axs.tick_params(axis='x', labelrotation=45)\n",
    "for label in axs.get_xticklabels():\n",
    "    label.set_horizontalalignment('right')\n",
    "\n",
    "plt.savefig(fname=f\"Intercycle_Variations.tif\", dpi=600, pil_kwargs={\"compression\": \"tiff_lzw\"}, bbox_inches='tight', transparent = True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "b76dc6a2",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>f [Hz]</th>\n",
       "      <th>G [Hz]</th>\n",
       "      <th>file</th>\n",
       "      <th>n</th>\n",
       "      <th>info</th>\n",
       "      <th>Df by n [Hz]</th>\n",
       "      <th>DG by n [Hz]</th>\n",
       "      <th>mass [ugcm-2]</th>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.489111e+07</td>\n",
       "      <td>2314.312975</td>\n",
       "      <td>CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial...</td>\n",
       "      <td>9</td>\n",
       "      <td>Pristine</td>\n",
       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.489094e+07</td>\n",
       "      <td>2489.492907</td>\n",
       "      <td>CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h...</td>\n",
       "      <td>9</td>\n",
       "      <td>1 h at 1.73 V</td>\n",
       "      <td>-19.263081</td>\n",
       "      <td>19.464437</td>\n",
       "      <td>0.33903</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.489042e+07</td>\n",
       "      <td>2494.854682</td>\n",
       "      <td>CL20250530_003_#11_Co3O4Nps_CV_5mVpers_after1h...</td>\n",
       "      <td>9</td>\n",
       "      <td>1 h at 1.93 V</td>\n",
       "      <td>-77.214228</td>\n",
       "      <td>20.060190</td>\n",
       "      <td>1.35897</td>\n",
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      "text/plain": [
       "         f [Hz]       G [Hz]  \\\n",
       "4  4.489111e+07  2314.312975   \n",
       "4  4.489094e+07  2489.492907   \n",
       "4  4.489042e+07  2494.854682   \n",
       "\n",
       "                                                file  n           info  \\\n",
       "4  CL20250529_001_#11_Co3O4Nps_CV_5mVpers_initial...  9       Pristine   \n",
       "4  CL20250530_002_#11_Co3O4Nps_CV_5mVpers_after1h...  9  1 h at 1.73 V   \n",
       "4  CL20250530_003_#11_Co3O4Nps_CV_5mVpers_after1h...  9  1 h at 1.93 V   \n",
       "\n",
       "   Df by n [Hz]  DG by n [Hz]  mass [ugcm-2]  \n",
       "4      0.000000      0.000000       -0.00000  \n",
       "4    -19.263081     19.464437        0.33903  \n",
       "4    -77.214228     20.060190        1.35897  "
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     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
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   ]
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  {
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   "execution_count": null,
   "id": "429390b8",
   "metadata": {},
   "outputs": [],
   "source": []
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