{
 "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": 84,
   "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>CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_seq4_06_CV_C01.mpr</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.100211</td>\n",
       "      <td>-1.033425</td>\n",
       "      <td>-0.883269</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_seq4_06_CV_C01.mpr</th>\n",
       "      <td>0.11990</td>\n",
       "      <td>0.100828</td>\n",
       "      <td>-0.546646</td>\n",
       "      <td>-0.467219</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_seq4_06_CV_C01.mpr</th>\n",
       "      <td>0.32980</td>\n",
       "      <td>0.101863</td>\n",
       "      <td>-0.226722</td>\n",
       "      <td>-0.193779</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_seq4_06_CV_C01.mpr</th>\n",
       "      <td>0.52970</td>\n",
       "      <td>0.102868</td>\n",
       "      <td>-0.127231</td>\n",
       "      <td>-0.108744</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_seq4_06_CV_C01.mpr</th>\n",
       "      <td>0.72960</td>\n",
       "      <td>0.103879</td>\n",
       "      <td>-0.082184</td>\n",
       "      <td>-0.070242</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>CL20250522_006_#6_Co3O4Nps_CVafter1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq4_06_CV_C01.mpr</th>\n",
       "      <td>779.53158</td>\n",
       "      <td>0.102441</td>\n",
       "      <td>-0.002110</td>\n",
       "      <td>-0.001803</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250522_006_#6_Co3O4Nps_CVafter1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq4_06_CV_C01.mpr</th>\n",
       "      <td>779.73148</td>\n",
       "      <td>0.101456</td>\n",
       "      <td>-0.002034</td>\n",
       "      <td>-0.001738</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250522_006_#6_Co3O4Nps_CVafter1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq4_06_CV_C01.mpr</th>\n",
       "      <td>779.93138</td>\n",
       "      <td>0.100469</td>\n",
       "      <td>-0.001950</td>\n",
       "      <td>-0.001667</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250522_006_#6_Co3O4Nps_CVafter1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq4_06_CV_C01.mpr</th>\n",
       "      <td>780.06138</td>\n",
       "      <td>0.099828</td>\n",
       "      <td>-0.001905</td>\n",
       "      <td>-0.001628</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250522_006_#6_Co3O4Nps_CVafter1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq4_06_CV_C01.mpr</th>\n",
       "      <td>780.09698</td>\n",
       "      <td>0.099577</td>\n",
       "      <td>-0.001930</td>\n",
       "      <td>-0.001650</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11724 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                       time/s     Ewe/V  \\\n",
       "fname                                                                     \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...    0.00000  0.100211   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...    0.11990  0.100828   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...    0.32980  0.101863   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...    0.52970  0.102868   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...    0.72960  0.103879   \n",
       "...                                                       ...       ...   \n",
       "CL20250522_006_#6_Co3O4Nps_CVafter1h_CA_at_0p8V...  779.53158  0.102441   \n",
       "CL20250522_006_#6_Co3O4Nps_CVafter1h_CA_at_0p8V...  779.73148  0.101456   \n",
       "CL20250522_006_#6_Co3O4Nps_CVafter1h_CA_at_0p8V...  779.93138  0.100469   \n",
       "CL20250522_006_#6_Co3O4Nps_CVafter1h_CA_at_0p8V...  780.06138  0.099828   \n",
       "CL20250522_006_#6_Co3O4Nps_CVafter1h_CA_at_0p8V...  780.09698  0.099577   \n",
       "\n",
       "                                                      <I>/mA  i/mAcm-2  cycle  \n",
       "fname                                                                          \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s... -1.033425 -0.883269    1.0  \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s... -0.546646 -0.467219    1.0  \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s... -0.226722 -0.193779    1.0  \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s... -0.127231 -0.108744    1.0  \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s... -0.082184 -0.070242    1.0  \n",
       "...                                                      ...       ...    ...  \n",
       "CL20250522_006_#6_Co3O4Nps_CVafter1h_CA_at_0p8V... -0.002110 -0.001803    3.0  \n",
       "CL20250522_006_#6_Co3O4Nps_CVafter1h_CA_at_0p8V... -0.002034 -0.001738    3.0  \n",
       "CL20250522_006_#6_Co3O4Nps_CVafter1h_CA_at_0p8V... -0.001950 -0.001667    3.0  \n",
       "CL20250522_006_#6_Co3O4Nps_CVafter1h_CA_at_0p8V... -0.001905 -0.001628    3.0  \n",
       "CL20250522_006_#6_Co3O4Nps_CVafter1h_CA_at_0p8V... -0.001930 -0.001650    3.0  \n",
       "\n",
       "[11724 rows x 5 columns]"
      ]
     },
     "execution_count": 84,
     "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']/A, 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": 85,
   "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_1107/911431096.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": 85,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e1820b55053940d9929ce00786ad077b",
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      "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=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": 86,
   "id": "63d55f4e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "fcf7f3d08b8145378fc493a2406d645e",
       "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): 67.33+/-0.05 mV/dec\n",
      "Tafel slope (order 1): 66.67+/-0.46 mV/dec\n",
      "Tafel slope (order 2): 87.00+/-0.77 mV/dec\n",
      "Tafel slope (order 3): 214.22+/-50.24 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": "ab3d6e5e303448c09955be5e0cc3a44b",
       "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": "1baf24b4682f4224b26a0a3baf733ed6",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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r3XbJkiVYuHAh9u7dq3cpXcV22dnZCAoK0ttnRERElfuaMWMGYmNjde8LCwt1k+28vb1NTUuPSqVCYmIi+vfvD6lUWqd9OQpny9nZ8gWcL2dnyxdwvpytkW/OHQWUf/0XYhEwZuggyFzM/xy0ihHmympU0H19fVFcXKzXZkoBlMlk6NKlC5KSkjBs2DAA0E1wi4mJMbrdokWL8PHHH2P37t3o2rWr3rKwsDAEBgYiKSlJV8ALCwtx4MABTJ06tcr9yeVyyOVyg3apVGq2X6w59+UonC1nZ8sXcL6cnS1fwPlytmS+NwrvAACCfNzg4WZYc8yhqtiNFvS0tDTExMQgOTlZ7zIwQRAgEomgVqtNOnhsbCwmTJiArl27onv37li+fDmKi4sxadIkANrr35s0aYIFCxYAAD799FPMnDkTmzZtQmhoqO68uKenJzw9PSESiTBt2jTMnz8frVq1QlhYGD766CMEBwfrPjQQERFZmy1muAPVFPRx48ZBEASsXbsWAQEBdb4wfuTIkcjJycHMmTORlZWFiIgIJCQk6Ca1ZWRkQCy+NyyxatUqKJVKPPfcc3r7mTVrFmbPng1Ae6Ob4uJivPTSSygoKECvXr2QkJBQp/PsREREdWGLGe5ANQX92LFjOHz4MNq0aWO2g8XExBgdYk9OTtZ7n56e/sD9iUQizJ07l89nJyIiu5Fh5eegVzB6pr5bt264evWqNWMhIiJyeJdzigAA4X7WecpaBaM99DVr1uCVV17B9evX0aFDB4MT8Pc/vIWIiMjZCYKAy7naSeTh/p5WPbbRgp6Tk4NLly7pJq0B2iHu2k6KIyIiqu9yi5S4c7cMIpEdnUN/4YUX0LlzZ2zevNksk+KIiIjqu4rh9qa+bnCVSqx6bKMF/cqVK9i5cydatmxpzXiIiIgclm643c+6w+1ANZPinnjiCRw7dsyasRARETm0ih56mJUnxAHV9NCfeuopvPnmmzhx4gQ6duxoMCnu6aeftnhwREREjuRyjraH3sLfjgr6K6+8AgBVXuPNSXFERESGbDXDHaimoGs0GmvGQURE5NBUao3upjLhNuihm/8RMERERE4oI78Eao0Ad5kEgd7WvwW50YL++uuvY8WKFQbtX375JaZNm2bJmIiIiBxOxfnzMD8Pm1zqbbSg//TTT3j00UcN2nv27Ilt27ZZNCgiIiJHY8sZ7kA1BT0vLw8+Pj4G7d7e3sjNzbVoUERERI6mooduiwlxQDUFvWXLlkhISDBo//e//43w8HCLBkVERORoLudqe+i2uGQNqGaWe2xsLGJiYpCTk4MnnngCAJCUlISlS5di+fLl1oqPiIjIIeh66Da4SxzwgHu5KxQKfPzxx5g3bx4AIDQ0FKtWrcL48eOtFiAREZG9u12iQl6xEgAQZm89dACYOnUqpk6dipycHLi5ucHTU/upIz8/Hw0bNrRKgERERPauYrg9wFsOT3m1pdVianQdur+/Pzw9PbFnzx6MGDECTZo0sXRcREREDsPWw+1ADQr6lStXMGvWLISGhiI6OhpisRjfffedNWIjIiJyCBU9dFsNtwNGhtyVSiW2b9+ONWvWYN++fYiKisK1a9dw9OhRdOzY0doxEhER2bV7PXTbFXSDHvprr72G4OBgfP7553jmmWdw7do1/PLLLxCJRJBIrPuwdiIiIkdw7ylrthtyN+ihr1q1Cu+++y7ee+89eHl52SImIiIih6HWCEjLq7ipjB310L///nscPHgQQUFBGDlyJH799Vc+KpWIiMiIGwWlUJZpIJOI0dTX3WZxGBT00aNHIzExESdOnEDbtm3x6quvIjAwEBqNBqdPn7ZFjERERHbrUvk93Js3codEbP2HslQwOss9LCwMc+bMQXp6OjZu3Ihnn30W48aNQ9OmTfH6669bM0YiIiK7dT77DgCgdYBtT1M/8Op3kUiEgQMHYuDAgcjPz8d3332HdevWWSM2IiIiu3cuS9tDt3VBr9GNZSo0bNgQ06ZNw7FjxywVDxERkUOp6KG3CbTdDHegmh66IAjYtm0bfv/9d9y8eRMajUa3TCQS4aeffrJKgERERPZKrRFw4aadD7lPmzYNX3/9Nfr27YuAgACIRLY70U9ERGSPruaX4K5KA7mLGM0b2e6SNaCagv79999j+/btGDJkiDXjISIichjnyofbWwV42nSGO1DNOXQfHx+Eh4dbMxYiIiKHcj7LPobbgWoK+uzZszFnzhyUlpZaMx4iIiKHUdFDb2MHBd3okPuIESOwefNmNG7cGKGhoZBKpXrLjxw5YvHgiIiI7JnuGvRA2xd0oz30CRMm4PDhwxg3bhyeffZZDB06VO9VGytXrkRoaChcXV0RGRmJgwcPGl331KlTePbZZxEaGgqRSITly5cbrDN79myIRCK9V9u2bWsVGxERkSmUZRrdQ1nsuof+22+/Yffu3ejVq5dZDrRlyxbExsYiLi4OkZGRWL58OQYOHIhz586hcePGBuuXlJQgPDwc0dHRePPNN43u96GHHsLevXt1711cHnivHCIiojpLyy1GmUaAl9wFQT6utg7HeA89JCQE3t7eZjvQsmXLMGXKFEyaNAnt27dHXFwc3N3dsXbt2irX79atGxYvXoxRo0ZBLpcb3a+LiwsCAwN1Lz8/P7PFTEREZMy5SsPt9nBpt9GCvnTpUrzzzjtIT0+v80GUSiUOHz6MqKioewcWixEVFYWUlJQ67fvChQsIDg5GeHg4xo4di4yMjLqGS0RE9ED2NMMdqGbIfdy4cSgpKUGLFi3g7u5uMCkuPz+/xgfJzc2FWq1GQECAXntAQADOnj1rYsj3REZGYv369WjTpg0yMzMxZ84c9O7dGydPnqzyWe4KhQIKhUL3vrCwEACgUqmgUqlqHUfFPip/dQbOlrOz5Qs4X87Oli/gfDmbM9+zmbcBAC393a3+86vqeEYLelWT0OzN4MGDdd936tQJkZGRaN68OX788UdMnjzZYP0FCxZgzpw5Bu179uyBu7t5nmGbmJholv04EmfL2dnyBZwvZ2fLF3C+nM2Rb2qaBIAIt9JOYVf+yboHZYKSkhKDNqMFfcKECWY7sJ+fHyQSCbKzs/Xas7OzERgYaLbjNGjQAK1bt8bFixerXD5jxgzExsbq3hcWFiIkJAQDBgyo83wBlUqFxMRE9O/f32A0o75ytpydLV/A+XJ2tnwB58vZXPmWKMsw7a//AADGPd0PjTxk5gqxRipGmCvTK+jFxcXw8Kj5vWhrur5MJkOXLl2QlJSEYcOGAQA0Gg2SkpIQExNT4+M9SFFRES5duoTnn3++yuVyubzKCXZSqdRs/5DNuS9H4Ww5O1u+gPPl7Gz5As6Xc13zvZJdDEEA/DzlCGxg/Xu4VxW73qS4li1bYuHChcjMzDS6E0EQkJiYiMGDB2PFihU1PnhsbCxWr16NDRs24MyZM5g6dSqKi4sxadIkAMD48eMxY8YM3fpKpRKpqalITU2FUqnE9evXkZqaqtf7nj59Ov773/8iPT0d+/fvxzPPPAOJRILRo0fXOC4iIiJTncnU9pBt/cjUyvR66MnJyXj//fcxe/ZsPPzww+jatSuCg4Ph6uqKW7du4fTp00hJSYGLiwtmzJiBl19+ucYHGjlyJHJycjBz5kxkZWUhIiICCQkJuolyGRkZEIvvfb64ceMGOnfurHu/ZMkSLFmyBH369EFycjIA4Nq1axg9ejTy8vLg7++PXr164a+//oK/v39dfiZERETVOnVDW9AfCvaxcST36BX0Nm3a4KeffkJGRga2bt2K//3vf9i/fz9KS0vh5+eHzp07Y/Xq1Rg8eDAkEonJB4uJiTE6xF5RpCuEhoZCEIRq9xcfH29yDERERHV1r6Cb734tdVXlpLhmzZrhrbfewltvvWXteIiIiOyaWiPgtB0WdKM3liEiIiJDabnFKFWp4SaVIMzPfs6hs6ATERGZ4NQN7Q1l2gV5QSK2/S1fK7CgExERmeC0HU6IA1jQiYiITHKyvIduT+fPARZ0IiKiGhMEwS4vWQOqKeihoaGYO3cun15GRERU7sbtuygoUcFFLEJrO7qpDFBNQZ82bRq2b9+O8PBw9O/fH/Hx8XpPKiMiInI2p65rh9tbBXhB7mL6/VgsqdqCnpqaioMHD6Jdu3Z47bXXEBQUhJiYGBw5csSaMRIREdmFk3Z4/XmFB55Df+SRR7BixQrcuHEDs2bNwpo1a9CtWzdERERg7dq1D7ybGxERUX1x2k4nxAHVPD61gkqlws8//4x169YhMTER//jHPzB58mRcu3YN77//Pvbu3YtNmzZZI1YiIiKbstcJcUA1Bf3IkSNYt24dNm/eDLFYjPHjx+Ozzz5D27Ztdes888wz6Natm1UCJSIisqW8IgUyb98FoL2pjL0xWtC7deuG/v37Y9WqVRg2bFiVz14NCwvDqFGjLBogERGRPajonYf5ecDL1f6eHW+0oF++fBnNmzevdmMPDw+sW7fO7EERERHZm+PXCgDY5/lzoJpJcX379kVeXp5Be0FBAcLDwy0aFBERkb1JvVoAAIgIaWDTOIwxWtDT09OhVqsN2hUKBa5fv27RoIiIiOyJIAhIvaqd4d65WQPbBmOEwZD7zp07dd/v3r0bPj73ZvKp1WokJSUhNDTUKsERERHZg+sFpcgtUsBFLLLLGe5AFQV92LBhAACRSIQJEyboLZNKpQgNDcXSpUutEhwREZE9qBhubxfkDVepfd0hroJBQddoNAC0M9j//vtv+Pn5WT0oIiIie5KaUQDAfs+fA9XMck9LS7NmHERERHbL3ifEAfcV9BUrVuCll16Cq6srVqxYUe2Gr7/+ukUDIyIisgcqtQYnyh/K8rCjFPTPPvsMY8eOhaurKz777DOjG4lEIhZ0IiJyCuey7kBRpoGXqwvC/TxsHY5RegW98jA7h9yJiIj0h9vFYpFtg6nGA5+2VkGtViM1NRW3bt2yZDxERER2xRHOnwMPeB76t99+C0BbzB977DE88sgjCAkJQXJysrXiIyIisqkjGdqOrMMW9G3btuHhhx8GAPzyyy9IT0/H2bNn8eabb+KDDz6wWoBERES2klekwOWcYgBAl+a+No6mekYLem5uLgIDAwEAu3btQnR0NFq3bo0XXngBJ06csFqAREREtnLoirZ33ibACw3cZTaOpnpGC3pAQABOnz4NtVqNhIQE9O/fHwBQUlICicQ+75JDRERkTn+n5QMAuobad+8cqObGMpMmTcKIESMQFBQEkUiEqKgoAMCBAwfQtm1bqwVIRERkK3+X99C7hTa0cSQPZrSgz549Gx06dMDVq1cRHR0NuVwOAJBIJHjvvfesFiAREZEtlCjLcKr8hjIO3UMHgOeee86g7f4HthAREdVHqVcLUKYREOTjiiYN3GwdzgNVW9CTkpKQlJSEmzdv6h7aUmHt2rUWDYyIiMiW/k7TDrd3DW0Ikch+byhTwWhBnzNnDubOnYuuXbvqzqMTERE5i78u5wEAuofZ//lzoJpZ7nFxcVi/fj0OHDiAHTt24Oeff9Z71cbKlSsRGhoKV1dXREZG4uDBg0bXPXXqFJ599lmEhoZCJBJh+fLldd4nERFRTdxVqXG4/IYyPVs0snE0NWO0oCuVSvTs2dNsB9qyZQtiY2Mxa9YsHDlyBA8//DAGDhyImzdvVrl+SUkJwsPDsXDhQt318HXdJxERUU0cuXILyjINArzldv1AlsqMFvQXX3wRmzZtMtuBli1bhilTpmDSpElo37494uLi4O7ubvRcfLdu3bB48WKMGjVKN8O+rvskIiKqiZTy4fYe4Y0c5pSz0XPod+/exTfffIO9e/eiU6dOkEqlesuXLVtW44MolUocPnwYM2bM0LWJxWJERUUhJSWlFmHXbp8KhQIKhUL3vrCwEACgUqmgUqlqFUeFiu3ruh9H4mw5O1u+gPPl7Gz5As6Xc03z3XcxFwDQPdTXLn82VcVktKAfP34cERERAICTJ0/qLTP100pubi7UajUCAgL02gMCAnD27FmT9lWXfS5YsABz5swxaN+zZw/c3d1rFcf9EhMTzbIfR+JsOTtbvoDz5exs+QLOl3N1+d5VA6lXJQBEuHvlGHZlH7NeYDVUUlJi0Ga0oP/+++8WDcYWZsyYgdjYWN37wsJChISEYMCAAfD29q7TvlUqFRITE9G/f3+D0Yz6ytlydrZ8AefL2dnyBZwv55rk+9/zOdAcPIqmvm54fnhvK0dYMxUjzJVVex06AFy8eBGXLl3CY489Bjc3NwiCYHIP3c/PDxKJBNnZ2Xrt2dnZRie8WWKfcrm8yvPxUqnUbP+QzbkvR+FsOTtbvoDz5exs+QLOl3N1+R68or073KMt/Oz2Z1JVXEYnxeXl5aFfv35o3bo1hgwZgszMTADA5MmT8dZbb5l0YJlMhi5duiApKUnXptFokJSUhB49epi0L0vuk4iIaP8l7fnzni0d43K1CkYL+ptvvgmpVIqMjAy988sjR45EQkKCyQeKjY3F6tWrsWHDBpw5cwZTp05FcXExJk2aBAAYP3683gQ3pVKJ1NRUpKamQqlU4vr160hNTcXFixdrvE8iIiJTFJQoceqGdji7R7hjFXSjQ+579uzB7t270bRpU732Vq1a4cqVKyYfaOTIkcjJycHMmTORlZWFiIgIJCQk6Ca1ZWRkQCy+9/nixo0b6Ny5s+79kiVLsGTJEvTp0wfJyck12icREZEpDqTlQxCAFv4eaOztautwTGK0oBcXF1c58zs/P9/odeEPEhMTg5iYmCqXVRTpCqGhoRAEoU77JCIiMsX+8svVerbws3EkpjM65N67d2989913uvcikQgajQaLFi1C3759rRIcERGRNf33fA4A4NGWjlfQjfbQFy1ahH79+uHQoUNQKpV45513cOrUKeTn52Pfvn3WjJGIiMji0nKLkZ5XAqlEhF6tHK+gG+2hd+jQAefPn0evXr0wdOhQFBcXY/jw4Th69ChatGhhzRiJiIgsLvmc9jkgXZs3hKf8gVd1251qI/bx8cEHH3xgrViIiIhsJvmcdrj98Tb+No6kdvQK+vHjx2u8YadOncweDBERkS3cVal1zz9/vE1jG0dTO3oFPSIiAiKRyOBucBWzzSu3qdVqK4VIRERkWSmX86Ao0yDIxxWtAzxtHU6t6J1DT0tLw+XLl5GWloaffvoJYWFh+Oqrr3Q3ePnqq6/QokUL/PTTT7aKl4iIyOz2ntbeRvzxNo0d5nGp99ProTdv3lz3fXR0NFasWIEhQ4bo2jp16oSQkBB89NFHGDZsmNWCJCIishSNRsCe8oI+8CHHvTGZ0VnuJ06cQFhYmEF7WFgYTp8+bdGgiIiIrOXo1VvIuaOAl9zFIW8oU8FoQW/Xrh0WLFgApVKpa1MqlViwYAHatWtnleCIiIgsbfcpbe/8iXaNIXMxWhbtntHL1uLi4vDUU0+hadOmuhntx48fh0gkwi+//GK1AImIiCxFEATsPpUFABj4UO0e520vjBb07t274/Lly/jhhx9w9uxZANqHoYwZMwYeHh5WC5CIiMhSzmbdwZW8EshdxOjT2jGvP69Q7Y1lPDw88NJLL1krFiIiIquq6J33buUPDwe8O1xljnuygIiIqI4STmoL+qAOjj3cDrCgExGRkzqffQdns+5AKhEhqp1j3h2uMhZ0IiJySjtTbwAA+rRujAbuMhtHU3cs6ERE5HQEQcC/jl0HAAzrHGzjaMzDaEEPDw9HXl6eQXtBQQHCw8MtGhQREZElpV69jav5pfCQSdCvrePeHa4yowU9PT29ygewKBQKXL9+3aJBERERWdIvxzMBaK89d5NJbByNeRjM0d+5c6fu+927d8PHx0f3Xq1WIykpCaGhoVYJjoiIyNzUGuC38tntT0fUj+F2oIqCXvHQFZFIhAkTJugtk0qlCA0NxdKlS60SHBERkbmdvS1CfrEKjTxkeLSl4967/X4GBV2j0QDQPoTl77//hp9f/UmWiIjor5vax6M+HREMqaT+zA03eluctLQ0a8ZBRERkcTl3FDh5S1vQR3dvZuNozKva+9wlJSUhKSkJN2/e1PXcK6xdu9aigREREZnb9qM3oBFE6Bzig9YBXrYOx6yMFvQ5c+Zg7ty56Nq1K4KCgiASiawZFxERkVlpNAJ+PHwNABDdpamNozG/ah+fun79ejz//PPWjIeIiMgi/ryYi4z8UsglAoZ0qB/XnldmdDaAUqlEz549rRkLERGRxazfnw4AiPQXHP7JalUxWtBffPFFbNq0yZqxEBERWURabjH+c/YmAKB3oOYBazsmox9R7t69i2+++QZ79+5Fp06dIJVK9ZYvW7bM4sERERGZw4by3nmf1n5o7JZl22AsxGhBP378OCIiIgAAJ0+e1FvGCXJEROQo7txVYVv5ZLgJPZrhznknK+i///67NeMgIiKyiK2HrqFIUYYW/h7o1aIR/n3e1hFZxgNvkXPx4kXs3r0bpaWlALSPnCMiInIEijI1vvnjMgBg0qNh9XqE2WhBz8vLQ79+/dC6dWsMGTIEmZnaJ9NMnjwZb731ltUCJCIiqq1th68hq/AuArzleK4eXntemdGC/uabb0IqlSIjIwPu7u669pEjRyIhIaFWB1u5ciVCQ0Ph6uqKyMhIHDx4sNr1t27dirZt28LV1RUdO3bErl279JZPnDgRIpFI7zVo0KBaxUZERPWLSq3BquRLAICXH2sBV2n9eEyqMUYL+p49e/Dpp5+iaVP9TzStWrXClStXTD7Qli1bEBsbi1mzZuHIkSN4+OGHMXDgQNy8ebPK9ffv34/Ro0dj8uTJOHr0KIYNG4Zhw4YZTNAbNGgQMjMzda/NmzebHBsREdU/O45ex7VbpfDzlNW7+7ZXxWhBLy4u1uuZV8jPz4dcLjf5QMuWLcOUKVMwadIktG/fHnFxcXB3dzd6T/jPP/8cgwYNwttvv4127dph3rx5eOSRR/Dll1/qrSeXyxEYGKh7+fr6mhwbERHVLyq1Bit/vwgAmNI7HG6y+t07B6qZ5d67d2989913mDdvHgDtpWoajQaLFi1C3759TTqIUqnE4cOHMWPGDF2bWCxGVFQUUlJSqtwmJSUFsbGxem0DBw7Ejh079NqSk5PRuHFj+Pr64oknnsD8+fPRqFGjKvepUCigUCh07wsLCwEAKpUKKpXKpJzuV7F9XffjSJwtZ2fLF3C+nJ0tX6D+5vzDwatIzytBQw8pRnQJNsjT0fOtKn6jBX3RokXo168fDh06BKVSiXfeeQenTp1Cfn4+9u3bZ9KBc3NzoVarERCgf+/cgIAAnD17tsptsrKyqlw/K+ve9YODBg3C8OHDERYWhkuXLuH999/H4MGDkZKSAonE8NPYggULMGfOHIP2PXv2VDkaURuJiYlm2Y8jcbacnS1fwPlydrZ8gfqV8101sOSoBIAITzS+iz+S9his4+j5lpSUGLQZLegdOnTA+fPn8eWXX8LLywtFRUUYPnw4Xn31VQQFBVk00JoaNWqU7vuOHTuiU6dOaNGiBZKTk9GvXz+D9WfMmKHX6y8sLERISAgGDBgAb2/vOsWiUqmQmJiI/v37G9xVr75ytpydLV/A+XJ2tnyB+pnz50kXUaS6jNBG7pg7oSekkntnl+tLvhUjzJVVWdBVKhUGDRqEuLg4fPDBB3U+sJ+fHyQSCbKzs/Xas7OzERgYWOU2gYGBJq0PAOHh4fDz88PFixerLOhyubzK8/9SqdRsv1hz7stROFvOzpYv4Hw5O1u+QP3J+WbhXXy7Tztx+91BbeHuWvWcL0fPt6rYq5wUJ5VKcfz4cbMdWCaToUuXLkhKStK1aTQaJCUloUePHlVu06NHD731Ae0QibH1AeDatWvIy8uzmxEEIiKyrvm/nUGpSo3OzRpgUAfjHcD6yOgs93HjxuHbb78124FiY2OxevVqbNiwAWfOnMHUqVNRXFyMSZMmAQDGjx+vN2nujTfeQEJCApYuXYqzZ89i9uzZOHToEGJiYgAARUVFePvtt/HXX38hPT0dSUlJGDp0KFq2bImBAweaLW4iInIMf5zPwc5jNyAWAXOf7lCv7wpXFaPn0MvKyrB27Vrs3bsXXbp0gYeHh95yU5+2NnLkSOTk5GDmzJnIyspCREQEEhISdBPfMjIyIBbf+3zRs2dPbNq0CR9++CHef/99tGrVCjt27ECHDh0AABKJBMePH8eGDRtQUFCA4OBgDBgwAPPmzavVZXVEROS47qrU+Ohf2vuUjO8Rio5NfWwckfUZLegnT57EI488AgA4f17/Tva1/dQTExOj62HfLzk52aAtOjoa0dHRVa7v5uaG3bt31yoOIiKqX1b+fhFX8koQ6O2Ktwa0tnU4NlFlQVer1ZgzZw46duzIG7UQEZFdu5B9B3H/1d7idfbT7eHl6riT3eqiynPoEokEAwYMQEFBgZXDISIiqjllmQbTtqRCpRbQr21jDHzIuSbCVWZ0UlyHDh1w+fJla8ZCRERkkqWJ53DqRiF83aX4ZHhHp5sIV5nRgj5//nxMnz4dv/76KzIzM1FYWKj3IiIisqX9F3N1zzpf+GwnBHi72jgi2zI6KW7IkCEAgKefflrvE48gCBCJRFCr1ZaPjoiIqArZhXfxxpZUCAIwunszpx5qr2C0oP/+++/WjIOIiKhGFGVqvLLxMHLuKNAmwAsfPdnO1iHZBaMFvU+fPtaMg4iIqEZm7zyFoxkF8HZ1wTfju8BdZrSUORWjP4U//vij2g0fe+wxswdDRERUnVXJl7D54FWIRcAXYx5B80YeD97ISRgt6I8//rhBW+Vz6TyHTkRE1rT5YAY+TdA+cvv9Ie3Qp7W/jSOyL0Znud+6dUvvdfPmTSQkJKBbt27Ys8fw2bJERESWsutEJj74+QQA4P8eb4EXe4fbOCL7Y7SH7uNjeB/c/v37QyaTITY2FocPH7ZoYERERADwvws5eCP+KDTlM9rfHtjG1iHZJaM9dGMCAgJw7tw5S8RCRESkZ+/pbLy44RBUagH/7BiE+cOc7ylqNWW0h37/89AFQUBmZiYWLlyIiIgIS8dFRERO7uej1zB963GoNQKi2jXGspEPQyJmMTfGaEGPiIiASCSCIAh67f/4xz+wdu1aiwdGRETOSRAErPz9Ipbs0T7pc3jnJvj0uU6QSkweVHYqRgt6Wlqa3nuxWAx/f3+4ujr3rfWIiMhySpVqvL3tGH49ngkAmNwrDB8MaQcxe+YPZLSgN2/e3JpxEBGRk8vIK8H/bTqMk9cL4SIWYd6wDhjdvZmtw3IYBuMX//nPf9C+ffsqH8By+/ZtPPTQQ/jf//5nleCIiKj+EwQB2w5fw+DP/8DJ64Vo6CHDDy9GspibyKCgL1++HFOmTIG3t7fByj4+Pnj55ZexbNkyqwRHRET1283Cu5i68Qimbz2GYqUa3UMb4pfXeiEyvJGtQ3M4BgX92LFjGDRokNENBgwYwGvQiYioTsrUGnyXko6oZf9FwqksuIhFeHtgG2x+6R9o0sDN1uE5JINz6NnZ2ZBKpcY3cHFBTk6ORYMiIqL667/nczD/19O4cLMIANCpqQ8WDu+E9sGGI8NUcwYFvUmTJjh58iRatmxZ5QbHjx9HUFCQxQMjIqL65fCVW/jiPxeQfE7bKfR1lyK2f2uM7t4MLrwkrc4MCvqQIUPw0UcfYdCgQQaXqJWWlmLWrFl48sknrRYgERE5LkEQkHw+B6uSL+FgWj4AwEUswsSeoXitXyv4uBkfESbTGBT0Dz/8ENu3b0fr1q0RExODNm2098w9e/YsVq5cCbVajQ8++MDqgRIRkeO4XarCL8duYONfV3A26w4AQCoR4ZnOTTD18ZYI8+NjT83NoKAHBARg//79mDp1KmbMmKG7U5xIJMLAgQOxcuVKBAQEWD1QIiKyb3dVavx5IRe/Hr+Bf5/MgqJMAwDwkEkwJrIZJvcKR6APb05mKVXeWKZ58+bYtWsXbt26hYsXL0IQBLRq1Qq+vr7Wjo+IiOxYbpECf13Ow55T2fjP2ZsoUpTplrUO8MSIriF4rktTNHCX2TBK52D0TnEA4Ovri27dulkrFiIisnO5RQocuJyPvy7n4a/LebqZ6hUCvV0xqEMgnuncBJ2a+vDJaFZUbUEnIiLnJAgCbty+i7OZhTiTWYgzWXdw5kYhLucWG6zbNtALvVv5YXDHIEQ0bcD7rtsICzqRE1FrBJSq1FCWaaDWCNAIAso0AjQa7Vddm1qAAAFBXjIo1EBhqQpQaFCmEaBSa6BSCygr/6rWaNfVCNoioBEA6N7faxMglL8HNLq5OYAIovKvgFgsgqTiJbr3vYtYBHHFV5EILhL95ZIqtmPPsHqKMjVuFauQeasYqXkiZO5Lx43bCly7VYqr+SW4dqsUpSp1ldu2DfTCP8Ib4R/hjRAZ1hC+HhxOtwcs6ER2RlmmQalSjRJVGUqUau33SjVKlGX3vlepUaq8f7kapap765Sq1JWWa9etmKRkGhfg4O9mz9PS7v9QIJWI4CIRQyYRQyrRfkCoWO4iEcFFLIZEBNwuEOPHm4chdRHDRSyGS/lyqUSs24/2Q4a4/HvtVxexuHw/Fce79/7eskptkvJ9V/6+0nEAww9EGs29r4oyNe6qNChVaX/Xd5Vq3C3T/r5LVdpld1Xa93fL1ChWlCGvWIn8YiXyi5S4U+lcNyABzp83+BlKJSK08PdEuyBvtA30Qrsgb3Rs4sMCbqdY0IlqSBAEKNVAQYkKZSir9IdTjVKl5t73uja1/h/byn98VZWKcKXCXKpSo0zbxbWKqnrDkvJesEqtwe1SlcH6LpWKlbS8EInLe8NisbbHLRZpr4wRobwXLipvq+iNly8Tyn+uQnnB0o4QaEcSKl5lulEDDTQCUKbRQKMp/1rNj0qtEaCGAFTdyayGGBcL80zdyCFJxCI0dJfCAwo8FBaE5o080NTXHSEN3dDU1x1NGrhB5sIbvjgKFnRyeIIgQFGm0RXTyoX2rkqjX1hVVfdg7l9e0dPRFeHyNkGwXm/VRSyCm0wCd5kE7jIXuEm13+u1ySRw17W73LdcAjepy73vZZLyfbhA5nKvF1jdz/VW0V3sTdyDfw4eBHdXmd0NYwtCeeEXKhV/jeFpBO0yDZRlFacMNHofGCq+3lWqcOjwEXTs9DA0IrG2vdKpBZVGA7VagEojQK3RoEwtlC/TaNvU5etohPJlmvLtytcpP1Wh1gj6+7x/fbV2JEUs1n7wEYu0pxBEIug+GLlKxXCVSuAq1f5eXaViuMkkem0V7a7lv/eGHjI08pRpv3rI4O0qhVpdhl27dmHIkE7V3vab7B8LOpmNIGj/SKnUGijLNFCqNVCoNLqhQUWZdshXUaYub6/UprdcW2gV9/VoKxdsw0Jr3VylEtG9P5qyij+chn9Y3Sqto/eHViYu/1pehKX3FWmZBFIb3wpTJBLBy9UFcgkgcxHbXTEHtDG6SERm+0OmUqmguSJgSESw0xQ3tckjGGSvrFrQV65cicWLFyMrKwsPP/wwvvjiC3Tv3t3o+lu3bsVHH32E9PR0tGrVCp9++imGDBmiWy4IAmbNmoXVq1ejoKAAjz76KFatWoVWrVpZIx2bKVNri56y7F5RrCikFS9lmbZHUvG9Sq3Rvi8ToKxUcJXl+1FV7LNSW0W7stLx9LdTo6hEgg+O/AfK8uNau7Der6pCK5dK4CYV6xXWe72X+9rKC61+8dV+dRFp8MfvSXh6yCC4ucptmygR0X2sVtC3bNmC2NhYxMXFITIyEsuXL8fAgQNx7tw5NG7c2GD9/fv3Y/To0ViwYAGefPJJbNq0CcOGDcORI0fQoUMHAMCiRYuwYsUKbNiwAWFhYfjoo48wcOBAnD592uA+9LZWrChD5u1S5BYpcatYibxiJW6XqnDnbhmKFWUoKn8VK8q0vdOyykX7Xi9WWT4kZz9EQFlZlUskYhFcXcSQSyWQu4jLXxLIpZW+dxFDLhXDVddead37erSuLhK4yvR7vfeKr3ZY0ZK9WpVKBVcJ+BAJIrJLVivoy5Ytw5QpUzBp0iQAQFxcHH777TesXbsW7733nsH6n3/+OQYNGoS3334bADBv3jwkJibiyy+/RFxcHARBwPLly/Hhhx9i6NChAIDvvvsOAQEB2LFjB0aNGmWt1PSUKMtw5NItnLpxG2cy7yAttxg3bpeioET14I1rQSIWQSYRQ+YihlQihkwiKp+dq52wVNEuLZ/AJCufzCRzkei2k0lE2q8uYsgkkkrfV90ulYggdxFDLAj4K+VPRPXtA3dXuba90noPOkdLRETmY5WCrlQqcfjwYcyYMUPXJhaLERUVhZSUlCq3SUlJQWxsrF7bwIEDsWPHDgBAWloasrKyEBUVpVvu4+ODyMhIpKSkWL2gp14twKrTYrz9dzKURi4N8pK7wN9bjobuMvh6yNDATQovVyk85RJ4urrAQ+4CT7kLXHU9Wm1xvL93K5OIdV9t2VtUqVTIcAdCG3k4zflGIiJ7ZZWCnpubC7VabfBQl4CAAJw9e7bKbbKysqpcPysrS7e8os3YOvdTKBRQKBS694WFhQC0hUmlqlsPWq1W4+xtMQANmvq6oUuzBmgT6ImW/p5o0sAVQT6u8HI1Z9ETIGjUUGlsN6Ol4mdW15+do3C2fAHny9nZ8gWcL+f6km9V8TvVLPcFCxZgzpw5Bu179uyBu7t7nfatEYBnQkVo6yMgwO0ORKI7QCFQWghchPZVXyUmJto6BKtytnwB58vZ2fIFnC9nR8+3pKTEoM0qBd3Pzw8SiQTZ2dl67dnZ2QgMDKxym8DAwGrXr/ianZ2NoKAgvXUiIiKq3OeMGTP0hvELCwsREhKCAQMGwNvb2+S8KlOpVBAnJqJ///5OM/ysUqmQ6EQ5O1u+gPPl7Gz5As6Xc33Jt2KEuTKrFHSZTIYuXbogKSkJw4YNAwBoNBokJSUhJiamym169OiBpKQkTJs2TdeWmJiIHj16AADCwsIQGBiIpKQkXQEvLCzEgQMHMHXq1Cr3KZfLIZcbXm4klUrN9os1574chbPl7Gz5As6Xs7PlCzhfzo6eb1WxW23IPTY2FhMmTEDXrl3RvXt3LF++HMXFxbpZ7+PHj0eTJk2wYMECAMAbb7yBPn36YOnSpfjnP/+J+Ph4HDp0CN988w0A7Q0lpk2bhvnz56NVq1a6y9aCg4N1HxqIiIichdUK+siRI5GTk4OZM2ciKysLERERSEhI0E1qy8jIgFh8b8Z2z549sWnTJnz44Yd4//330apVK+zYsUN3DToAvPPOOyguLsZLL72EgoIC9OrVCwkJCXZ3DToREZGlWXVSXExMjNEh9uTkZIO26OhoREdHG92fSCTC3LlzMXfuXHOFSERE5JB4yysiIqJ6gAWdiIioHmBBJyIiqgec6sYy9xPKHw1W1fV8plKpVCgpKUFhYaFDXwphCmfL2dnyBZwvZ2fLF3C+nOtLvhV1S6j0iEunLuh37twBAISEhNg4EiIiItPduXMHPj4+AACRINj6Cda2o9FocOPGDXh5eUEkqtuTwSruOnf16tU633XOUThbzs6WL+B8OTtbvoDz5Vxf8hUEAXfu3EFwcLDukm+n7qGLxWI0bdrUrPv09vZ26H8kteFsOTtbvoDz5exs+QLOl3N9yLeiZ16Bk+KIiIjqARZ0IiKieoAF3UzkcjlmzZpV5cNf6itny9nZ8gWcL2dnyxdwvpzrc75OPSmOiIiovmAPnYiIqB5gQSciIqoHWNCJiIjqARZ0E6xcuRKhoaFwdXVFZGQkDh48aHTdU6dO4dlnn0VoaChEIhGWL19uvUDNyJScV69ejd69e8PX1xe+vr6Iioqqdn17ZEq+27dvR9euXdGgQQN4eHggIiIC33//vRWjNQ9Tcq4sPj4eIpEIw4YNs2yAZmZKvuvXr4dIJNJ7ubq6WjFa8zD1d1xQUIBXX30VQUFBkMvlaN26NXbt2mWlaOvOlHwff/xxg9+xSCTCP//5TytGbCYC1Uh8fLwgk8mEtWvXCqdOnRKmTJkiNGjQQMjOzq5y/YMHDwrTp08XNm/eLAQGBgqfffaZdQM2A1NzHjNmjLBy5Urh6NGjwpkzZ4SJEycKPj4+wrVr16wcee2Ymu/vv/8ubN++XTh9+rRw8eJFYfny5YJEIhESEhKsHHntmZpzhbS0NKFJkyZC7969haFDh1onWDMwNd9169YJ3t7eQmZmpu6VlZVl5ajrxtScFQqF0LVrV2HIkCHCn3/+KaSlpQnJyclCamqqlSOvHVPzzcvL0/v9njx5UpBIJMK6deusG7gZsKDXUPfu3YVXX31V916tVgvBwcHCggULHrht8+bNHbKg1yVnQRCEsrIywcvLS9iwYYOlQjSruuYrCILQuXNn4cMPP7REeBZRm5zLysqEnj17CmvWrBEmTJjgUAXd1HzXrVsn+Pj4WCk6yzA151WrVgnh4eGCUqm0VohmVdf/x5999png5eUlFBUVWSpEi+GQew0olUocPnwYUVFRujaxWIyoqCikpKTYMDLLMUfOJSUlUKlUaNiwoaXCNJu65isIApKSknDu3Dk89thjlgzVbGqb89y5c9G4cWNMnjzZGmGaTW3zLSoqQvPmzRESEoKhQ4fi1KlT1gjXLGqT886dO9GjRw+8+uqrCAgIQIcOHfDJJ59ArVZbK+xaM8ffrW+//RajRo2Ch4eHpcK0GBb0GsjNzYVarUZAQIBee0BAALKysmwUlWWZI+d3330XwcHBev+57FVt8719+zY8PT0hk8nwz3/+E1988QX69+9v6XDNojY5//nnn/j222+xevVqa4RoVrXJt02bNli7di3+9a9/YePGjdBoNOjZsyeuXbtmjZDrrDY5X758Gdu2bYNarcauXbvw0UcfYenSpZg/f741Qq6Tuv7dOnjwIE6ePIkXX3zRUiFalFM/nIUsZ+HChYiPj0dycrJDTiKqKS8vL6SmpqKoqAhJSUmIjY1FeHg4Hn/8cVuHZnZ37tzB888/j9WrV8PPz8/W4VhFjx490KNHD937nj17ol27dvj6668xb948G0ZmORqNBo0bN8Y333wDiUSCLl264Pr161i8eDFmzZpl6/As6ttvv0XHjh3RvXt3W4dSKyzoNeDn5weJRILs7Gy99uzsbAQGBtooKsuqS85LlizBwoULsXfvXnTq1MmSYZpNbfMVi8Vo2bIlACAiIgJnzpzBggULHKKgm5rzpUuXkJ6ejqeeekrXptFoAAAuLi44d+4cWrRoYdmg68Ac/4+lUik6d+6MixcvWiJEs6tNzkFBQZBKpZBIJLq2du3aISsrC0qlEjKZzKIx10VdfsfFxcWIj4/H3LlzLRmiRXHIvQZkMhm6dOmCpKQkXZtGo0FSUpLep/f6pLY5L1q0CPPmzUNCQgK6du1qjVDNwly/Y41GA4VCYYkQzc7UnNu2bYsTJ04gNTVV93r66afRt29fpKamIiQkxJrhm8wcv2O1Wo0TJ04gKCjIUmGaVW1yfvTRR3Hx4kXdhzUAOH/+PIKCguy6mAN1+x1v3boVCoUC48aNs3SYlmPrWXmOIj4+XpDL5cL69euF06dPCy+99JLQoEED3SUszz//vPDee+/p1lcoFMLRo0eFo0ePCkFBQcL06dOFo0ePChcuXLBVCiYzNeeFCxcKMplM2LZtm95lIHfu3LFVCiYxNd9PPvlE2LNnj3Dp0iXh9OnTwpIlSwQXFxdh9erVtkrBZKbmfD9Hm+Vuar5z5swRdu/eLVy6dEk4fPiwMGrUKMHV1VU4deqUrVIwmak5Z2RkCF5eXkJMTIxw7tw54ddffxUaN24szJ8/31YpmKS2/6Z79eoljBw50trhmhULugm++OILoVmzZoJMJhO6d+8u/PXXX7plffr0ESZMmKB7n5aWJgAwePXp08f6gdeBKTk3b968ypxnzZpl/cBryZR8P/jgA6Fly5aCq6ur4OvrK/To0UOIj4+3QdR1Y0rO93O0gi4IpuU7bdo03boBAQHCkCFDhCNHjtgg6rox9Xe8f/9+ITIyUpDL5UJ4eLjw8ccfC2VlZVaOuvZMzffs2bMCAGHPnj1WjtS8+LQ1IiKieoDn0ImIiOoBFnQiIqJ6gAWdiIioHmBBJyIiqgdY0ImIiOoBFnQiIqJ6gAWdiIioHmBBJyIiqgdY0InI4tLT0yESiZCamlrjbSZOnIhhw4Y9cL3nn38en3zyiUnxJCQkICIiQu9+5USOjgWdyAFNnDgRIpEIIpEIMpkMLVu2xNy5c1FWVlaj7devX48GDRpYLLb7C3FISAgyMzPRoUMHsx7r2LFj2LVrF15//XUAQMeOHfHKK69Uue73338PuVyO3NxcDBo0CFKpFD/88INZ4yGyJRZ0Igc1aNAgZGZm4sKFC3jrrbcwe/ZsLF682NZhVUkikSAwMBAuLuZ9YvMXX3yB6OhoeHp6AgAmT56M+Ph4lJaWGqy7bt06PP3007pnuU+cOBErVqwwazxEtsSCTuSg5HI5AgMD0bx5c0ydOhVRUVHYuXMnAODWrVsYP348fH194e7ujsGDB+PChQsAgOTkZEyaNAm3b9/W9fJnz54NAFAoFJg+fTqaNGkCDw8PREZGIjk5WXfMip797t270a5dO3h6euo+WADA7NmzsWHDBvzrX//S7Ts5OdlgyF2tVmPy5MkICwuDm5sb2rRpg88//9yk/NVqNbZt26b3fPZx48ahtLQUP/30k966aWlpSE5OxuTJk3VtTz31FA4dOoRLly6ZdFwie8WCTlRPuLm5QalUAtD2Pg8dOoSdO3ciJSUFgiBgyJAhUKlU6NmzJ5YvXw5vb29kZmYiMzMT06dPBwDExMQgJSUF8fHxOH78OKKjozFo0CDdhwEAKCkpwZIlS/D999/jjz/+QEZGhm776dOnY8SIEboin5mZiZ49exrEqtFo0LRpU2zduhWnT5/GzJkz8f777+PHH3+scb7Hjx/H7du30bVrV12bn58fhg4dirVr1+qtu379ejRt2hQDBgzQtTVr1gwBAQH43//+V+NjEtkz845/EZHVCYKApKQk7N69G6+99houXLiAnTt3Yt++fbpi+sMPPyAkJAQ7duxAdHQ0fHx8IBKJEBgYqNtPRkYG1q1bh4yMDAQHBwPQFuiEhASsW7dON/FMpVIhLi4OLVq0AKD9EDB37lwAgKenJ9zc3KBQKPT2fT+pVIo5c+bo3oeFhSElJQU//vgjRowYUaO8r1y5AolEgsaNG+u1T548GYMHD0ZaWhrCwsIgCAI2bNiACRMmQCzW78MEBwfjypUrNToekb1jQSdyUL/++is8PT2hUqmg0WgwZswYzJ49G0lJSXBxcUFkZKRu3UaNGqFNmzY4c+aM0f2dOHECarUarVu31mtXKBRo1KiR7r27u7uumANAUFAQbt68aXL8K1euxNq1a5GRkYHS0lIolUpERETUePvS0lLI5XKIRCK99v79+6Np06ZYt24d5s6di6SkJGRkZGDSpEkG+3Bzc0NJSYnJsRPZIxZ0IgfVt29frFq1CjKZDMHBwXWecFZUVASJRILDhw9DIpHoLauYdAZoe9eViUQiCIJg0rHi4+Mxffp0LF26FD169ICXlxcWL16MAwcO1Hgffn5+KCkpgVKphEwm07WLxWJMnDgRGzZswOzZs7Fu3Tr07dsX4eHhBvvIz8+Hv7+/SbET2SsWdCIH5eHhgZYtWxq0t2vXDmVlZThw4IBuyD0vLw/nzp1D+/btAQAymQxqtVpvu86dO0OtVuPmzZvo3bt3reOqat/3qzgd8H//93+6NlMnp1X05k+fPm3Qs580aRLmz5+P7du34+eff8aaNWsMtr979y4uXbqEzp07m3RcInvFSXFE9UyrVq0wdOhQTJkyBX/++SeOHTuGcePGoUmTJhg6dCgAIDQ0FEVFRUhKSkJubi5KSkrQunVrjB07FuPHj8f27duRlpaGgwcPYsGCBfjtt99qfPzQ0FAcP34c586dQ25uLlQqVZU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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): 86.45+/-0.14 mV/dec\n",
      "Tafel slope (order 1): 81.02+/-0.27 mV/dec\n",
      "Tafel slope (order 2): 93.64+/-1.51 mV/dec\n",
      "Tafel slope (order 3): 339.08+/-56.18 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"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8cd113b5a0744cdf847e3d7e010db4bd",
       "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": "888e9839919b402b9c0d4215859bf659",
       "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): 75.27+/-0.14 mV/dec\n",
      "Tafel slope (order 1): 70.46+/-0.41 mV/dec\n",
      "Tafel slope (order 2): 88.95+/-0.70 mV/dec\n",
      "Tafel slope (order 3): 214.42+/-38.35 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": "368004abadb34dba84deac9a92b03118",
       "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": 87,
   "id": "4ffd915f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                    tafel slope     error  \\\n",
      "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...    67.333172  0.054941   \n",
      "CL20250522_006_#6_Co3O4Nps_CVafter1h_CA_at_0p8V...    75.266025  0.135410   \n",
      "CL20250523_003_#6_Co3O4Nps_CV_5mVpers_after1h_C...    86.451327  0.143573   \n",
      "\n",
      "                                                    overpotential  \\\n",
      "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...       0.728575   \n",
      "CL20250522_006_#6_Co3O4Nps_CVafter1h_CA_at_0p8V...       0.729515   \n",
      "CL20250523_003_#6_Co3O4Nps_CV_5mVpers_after1h_C...       0.716186   \n",
      "\n",
      "                                                             info  \n",
      "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...       Pristine  \n",
      "CL20250522_006_#6_Co3O4Nps_CVafter1h_CA_at_0p8V...  1 h at 1.73 V  \n",
      "CL20250523_003_#6_Co3O4Nps_CV_5mVpers_after1h_C...  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_1107/1749067141.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": "f28c2b4dd61f4d60926a63fd6d3c2f7b",
       "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": 88,
   "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/SmallLoadingRepeat1/pristine/2025-05-22 CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_seq1/CL20250522_006_#6_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": "0866fcbd3608438783eed2f2bb11415d",
       "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_1107/2587380598.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      2  234.394794   0.100010  0.099594 -0.002292           1.0   \n",
      "1      2  234.504794   0.100560  0.100170 -0.001837           1.0   \n",
      "2     18  234.704694   0.101559  0.101166 -0.001462           1.0   \n",
      "3     22  234.904594   0.102559  0.102157 -0.001226           1.0   \n",
      "4     22  235.104494   0.103558  0.103162 -0.001035           1.0   \n",
      "\n",
      "       (Q-Qo)/C  I Range  Rcmp/Ohm  \n",
      "0  0.000000e+00       39  8.499999  \n",
      "1 -1.702640e-07       39  8.499998  \n",
      "2 -4.293476e-07       39  8.499998  \n",
      "3 -6.303208e-07       39  8.499998  \n",
      "4 -7.885041e-07       39  8.499998  \n",
      "B\n",
      "/Users/leppin/Downloads/Research_ Leppin_2025 _Interfacial Softening and Electrolyte Uptake in Co3O4 OER Catalysts/Data/FastEQCM-D/SmallLoadingRepeat1/after_1930mV/2025-05-23 CL20250523_002_#6_Co3O4Nps_CV_5mVpers_after1h_CA_at_1p0V_MSE_eq_1p93V_RHE_seq1/CL20250523_002_#6_Co3O4Nps_CV_5mVpers_after1h_CA_at_1p0V_MSE_eq_1p93V_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": "19767873f0624161aa380863c2e50de2",
       "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_1107/2587380598.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      6  391.56679   0.100025  0.099776  0.009422           1.0   \n",
      "1      6  391.67679   0.100575  0.100322  0.008532           1.0   \n",
      "2     22  391.87669   0.101574  0.101316  0.008926           1.0   \n",
      "3     22  392.07659   0.102574  0.102335  0.008894           1.0   \n",
      "4     22  392.27649   0.103573  0.103324  0.008901           1.0   \n",
      "\n",
      "       (Q-Qo)/C  I Range  Rcmp/Ohm  \n",
      "0  0.000000e+00       39  8.499999  \n",
      "1  9.708003e-07       39  8.499998  \n",
      "2  2.764443e-06       39  8.499998  \n",
      "3  4.591464e-06       39  8.499998  \n",
      "4  6.415492e-06       39  8.499998  \n",
      "A\n",
      "/Users/leppin/Downloads/Research_ Leppin_2025 _Interfacial Softening and Electrolyte Uptake in Co3O4 OER Catalysts/Data/FastEQCM-D/SmallLoadingRepeat1/after_1730mV/2025-05-22 CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq1/CL20250522_006_#6_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": "4ff860eb25d840bea138844392294fd4",
       "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_1107/2587380598.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  394.14539   0.100025  0.099751  0.007820           1.0   \n",
      "1     22  394.25539   0.100575  0.100324  0.007647           1.0   \n",
      "2     22  394.45529   0.101574  0.101329  0.007958           1.0   \n",
      "3      6  394.65519   0.102574  0.102307  0.007970           1.0   \n",
      "4     22  394.85509   0.103573  0.103320  0.007930           1.0   \n",
      "\n",
      "       (Q-Qo)/C  I Range  Rcmp/Ohm  \n",
      "0  0.000000e+00       39  8.499999  \n",
      "1  8.762282e-07       39  8.499998  \n",
      "2  2.495423e-06       39  8.499998  \n",
      "3  4.143435e-06       39  8.499998  \n",
      "4  5.786466e-06       39  8.499998  \n",
      "B\n"
     ]
    },
    {
     "data": {
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       "      <th></th>\n",
       "      <th>time (s)</th>\n",
       "      <th>cycle</th>\n",
       "      <th>potential (V)</th>\n",
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       "      <th>current density (mAcm-2)</th>\n",
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       "      <th>CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_seq1_05_CV_C01.mpr</th>\n",
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       "      <th>CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_seq1_05_CV_C01.mpr</th>\n",
       "      <td>0.02</td>\n",
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       "      <td>0.099699</td>\n",
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       "      <td>-0.001888</td>\n",
       "      <td>8.181989</td>\n",
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       "      <td>0.04</td>\n",
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       "      <td>-0.002127</td>\n",
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       "      <td>0.590424</td>\n",
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       "      <td>-0.105923</td>\n",
       "      <td>5.337488</td>\n",
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       "      <th>CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_seq1_05_CV_C01.mpr</th>\n",
       "      <td>0.06</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.099908</td>\n",
       "      <td>-0.002044</td>\n",
       "      <td>-0.001747</td>\n",
       "      <td>8.173607</td>\n",
       "      <td>0.594846</td>\n",
       "      <td>6.312529</td>\n",
       "      <td>-0.109946</td>\n",
       "      <td>5.332032</td>\n",
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       "      <th>CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_seq1_05_CV_C01.mpr</th>\n",
       "      <td>0.08</td>\n",
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       "      <td>0.100013</td>\n",
       "      <td>-0.001961</td>\n",
       "      <td>-0.001676</td>\n",
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       "      <td>0.595814</td>\n",
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       "      <td>-0.112128</td>\n",
       "      <td>5.331764</td>\n",
       "      <td>0.898021</td>\n",
       "      <td>3.735941</td>\n",
       "      <td>7.098150</td>\n",
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       "      <th>CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>1300.28</td>\n",
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       "      <td>6.055594</td>\n",
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       "      <td>4.629861</td>\n",
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       "    <tr>\n",
       "      <th>CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>1300.30</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.100216</td>\n",
       "      <td>0.000761</td>\n",
       "      <td>0.000650</td>\n",
       "      <td>7.621342</td>\n",
       "      <td>1.889442</td>\n",
       "      <td>6.818684</td>\n",
       "      <td>0.985329</td>\n",
       "      <td>6.061089</td>\n",
       "      <td>1.621660</td>\n",
       "      <td>4.630026</td>\n",
       "      <td>8.187395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>1300.32</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.100119</td>\n",
       "      <td>0.000751</td>\n",
       "      <td>0.000642</td>\n",
       "      <td>7.625089</td>\n",
       "      <td>1.885257</td>\n",
       "      <td>6.813895</td>\n",
       "      <td>0.984026</td>\n",
       "      <td>6.062263</td>\n",
       "      <td>1.624955</td>\n",
       "      <td>4.631632</td>\n",
       "      <td>8.187470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>1300.34</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.100022</td>\n",
       "      <td>0.000742</td>\n",
       "      <td>0.000634</td>\n",
       "      <td>7.630935</td>\n",
       "      <td>1.888523</td>\n",
       "      <td>6.817744</td>\n",
       "      <td>0.988403</td>\n",
       "      <td>6.063297</td>\n",
       "      <td>1.623700</td>\n",
       "      <td>4.632305</td>\n",
       "      <td>8.187447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>1300.36</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.099885</td>\n",
       "      <td>0.000642</td>\n",
       "      <td>0.000549</td>\n",
       "      <td>7.631934</td>\n",
       "      <td>1.882757</td>\n",
       "      <td>6.820232</td>\n",
       "      <td>0.996204</td>\n",
       "      <td>6.058112</td>\n",
       "      <td>1.624057</td>\n",
       "      <td>4.632039</td>\n",
       "      <td>8.187310</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>193513 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    time (s)  cycle  \\\n",
       "fname                                                                 \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...      0.00    1.0   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...      0.02    1.0   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...      0.04    1.0   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...      0.06    1.0   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...      0.08    1.0   \n",
       "...                                                      ...    ...   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...   1300.28    5.0   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...   1300.30    5.0   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...   1300.32    5.0   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...   1300.34    5.0   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...   1300.36    5.0   \n",
       "\n",
       "                                                    potential (V)  \\\n",
       "fname                                                               \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...       0.099594   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...       0.099699   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...       0.099804   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...       0.099908   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...       0.100013   \n",
       "...                                                           ...   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...       0.100313   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...       0.100216   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...       0.100119   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...       0.100022   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...       0.099885   \n",
       "\n",
       "                                                    current (mA)  \\\n",
       "fname                                                              \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...     -0.002292   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...     -0.002210   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...     -0.002127   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...     -0.002044   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...     -0.001961   \n",
       "...                                                          ...   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...      0.000770   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...      0.000761   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...      0.000751   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...      0.000742   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...      0.000642   \n",
       "\n",
       "                                                    current density (mAcm-2)  \\\n",
       "fname                                                                          \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...                 -0.001959   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...                 -0.001888   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...                 -0.001818   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...                 -0.001747   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...                 -0.001676   \n",
       "...                                                                      ...   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...                  0.000658   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...                  0.000650   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...                  0.000642   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...                  0.000634   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...                  0.000549   \n",
       "\n",
       "                                                    df/n 3 (Hz)  dG/n 3 (Hz)  \\\n",
       "fname                                                                          \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...     8.184073     0.588812   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...     8.181989     0.590085   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...     8.177625     0.590424   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...     8.173607     0.594846   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...     8.172816     0.595814   \n",
       "...                                                         ...          ...   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...     7.622503     1.891963   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...     7.621342     1.889442   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...     7.625089     1.885257   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...     7.630935     1.888523   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...     7.631934     1.882757   \n",
       "\n",
       "                                                    df/n 5 (Hz)  dG/n 5 (Hz)  \\\n",
       "fname                                                                          \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...     6.330245    -0.113169   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...     6.329246    -0.111072   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...     6.320263    -0.105923   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...     6.312529    -0.109946   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...     6.312791    -0.112128   \n",
       "...                                                         ...          ...   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...     6.811598     0.983825   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...     6.818684     0.985329   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...     6.813895     0.984026   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...     6.817744     0.988403   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...     6.820232     0.996204   \n",
       "\n",
       "                                                    df/n 7 (Hz)  dG/n 7 (Hz)  \\\n",
       "fname                                                                          \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...     5.337120     0.903993   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...     5.337200     0.906402   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...     5.337488     0.905317   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...     5.332032     0.903210   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...     5.331764     0.898021   \n",
       "...                                                         ...          ...   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...     6.055594     1.613762   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...     6.061089     1.621660   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...     6.062263     1.624955   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...     6.063297     1.623700   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...     6.058112     1.624057   \n",
       "\n",
       "                                                    df/n 9 (Hz)  dG/n 9 (Hz)  \n",
       "fname                                                                         \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...     3.738587     7.099678  \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...     3.738026     7.099162  \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...     3.738193     7.099293  \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...     3.737051     7.099211  \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...     3.735941     7.098150  \n",
       "...                                                         ...          ...  \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...     4.629861     8.187607  \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...     4.630026     8.187395  \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...     4.631632     8.187470  \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...     4.632305     8.187447  \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...     4.632039     8.187310  \n",
       "\n",
       "[193513 rows x 13 columns]"
      ]
     },
     "execution_count": 88,
     "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",
    "\n",
    "\n",
    "\n",
    "def load_data_pstat_binary(master_fname: str) -> tuple[np.ndarray[float], np.ndarray[float], np.ndarray[float]]:\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.to_parquet(\"AllEQCMData_indexed.parquet\")\n",
    "AllEQCMData_indexed\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba06c5e1",
   "metadata": {},
   "source": [
    "### Make an Interactive Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "ac41a894",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:52: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:64: SyntaxWarning: invalid escape sequence '\\D'\n",
      "<>:75: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:93: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:109: SyntaxWarning: invalid escape sequence '\\D'\n",
      "<>:52: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:64: SyntaxWarning: invalid escape sequence '\\D'\n",
      "<>:75: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:93: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:109: SyntaxWarning: invalid escape sequence '\\D'\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1107/977119038.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_1107/977119038.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_1107/977119038.py:75: 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_1107/977119038.py:93: 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_1107/977119038.py:109: SyntaxWarning: invalid escape sequence '\\D'\n",
      "  axs[3].set_ylabel('$\\Delta \\Gamma/n$ (Hz)', fontsize=16)\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1107/977119038.py:86: 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"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "10db8eaccfcf41638ab6cf5f82940f0c",
       "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",
    "    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": "code",
   "execution_count": 90,
   "id": "55178216",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr',\n",
       " 'CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_seq1_05_CV_C01.mpr',\n",
       " 'CL20250523_002_#6_Co3O4Nps_CV_5mVpers_after1h_CA_at_1p0V_MSE_eq_1p93V_RHE_seq1_05_CV_C01.mpr']"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "samples"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e9b3ec04",
   "metadata": {},
   "source": [
    "## Make a Differential Tafel Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "21b39074",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "649ab3b373c745dfbff515918acb8390",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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qu8QBOgr66dOn0adPHyxatAj/+Mc/8Mwzz+DixYvqz6urq7Fq1SqjB0YIIYS0d3crHgIAPB1boaB/9NFHeOWVV3D//n0UFxdj9OjRCAkJwdmzZ40eDCGEEGJOVHeJ83Q0/pS71tPWMjMzsXnzZrDZbNjZ2eGrr75Cly5dMGrUKBw6dAhdunQxelCEEEJIe6dQMCisVI7QPUy9yl2ltrZW4/2HH34ILpeLMWPGIDEx0ehBEUIIIe1dWY0EMjkDNss059C1Cnrfvn1x/Phx9O/fX6P93XffhUKhwPTp040eFCGEENLeFVYoB8eudkLwOMa/qEzrCLNnz8axY8d0dn7//fexatUqmnYnhBBCnkK1IM7DBAviAB0F/fXXX8d3332nd4MPPvgA+fn5Rg2KEEIIae/umnBBHNDIG8usXbsWFRUVLT7Y5s2b4ePjA6FQiKCgIJw6dUpv34sXL2Ly5Mnw8fEBi8VCfHy8Vp+VK1eCxWJpvHr16qXRp7a2FosWLULHjh1ha2uLyZMno7i4uMW5EEIIIQ1RX7JmggVxQCML+r/+9S+Ul5e36EC7d+9GdHQ0VqxYgaysLAwYMABhYWEoKSnR2V8sFsPPzw9r166Fu7u73v0+88wzKCwsVL/++usvjc+XLl2Kn3/+GXv27MHvv/+Ou3fvYtKkSS3KhRBCCHmaRyvc29AInWGYFh9o48aNmD9/PiIjI9GnTx8kJCTA2tpa76r5wYMHY/369Zg2bRoEAv33wOVyuXB3d1e/nJ2d1Z9VVlZi27Zt2LhxI1544QUEBAQgKSkJx48fx4kTJ1qcEyGEEKLP3QrTTrnrvGzN0KRSKTIzMxETE6NuY7PZCA0NbfQDYfS5evUqPD09IRQKERwcjNjYWPWivczMTMhkMoSGhqr79+rVC126dEFGRgaeffZZrf1JJBJIJBL1+6qqKgCATCaDTCZrUayq7Vu6n/bAknIFLCtfytU8Ua6Gp5pyd7XlGvxYuvbXqIKem5sLT0/PZh+4rKwMcrkcbm5uGu1ubm64fPlys/cbFBSE7du3o2fPnigsLMSqVaswfPhwXLhwAXZ2digqKgKfz4ejo6PWcYuKinTuMzY2VuetbQ8fPgxra+tmx/q4tLQ0g+ynPbCkXAHLypdyNU+Uq2HUKYDSBxwALOSeOYZb5wy7f7FYrNXWqILu5OSEmpoajTZ7e3vDRNUC48aNU//cv39/BAUFwdvbGz/88APmzZvXrH3GxMQgOjpa/b6qqgpeXl4YM2ZMi3OWyWRIS0vD6NGjwePxWrSvts6ScgUsK1/K1TxRroZ1674YzMm/wOeyMeXlcWCxWAbdv2r2+HF6C3p+fj6ioqKQnp6ucec4hmHAYrEgl8sbfWBnZ2dwOByt1eXFxcUNLnhrKkdHR/To0QPXrl0DALi7u0MqlaKiokJjlN7QcQUCgc5z9jwez2B/8YbcV1tnSbkClpUv5WqeKFfDKK2uA6C85Sufzzf4/nXFrbegz5o1CwzDIDExEW5ubi36dsHn8xEQEACRSITw8HAAgEKhgEgkQlRUVLP3+6Tq6mpcv34dr776KgAgICAAPB4PIpEIkydPBgDk5eWhoKAAwcHBBjsuIYQQ8ri7lapL1kyzIA5ooKCfO3cOmZmZ6Nmzp0EOFB0djTlz5iAwMBBDhgxBfHw8ampqEBkZCUB5h7pOnTohNjYWgHIhXW5urvrnO3fuIDs7G7a2tujWrRsA5e1oJ0yYAG9vb9y9excrVqwAh8NR357WwcEB8+bNQ3R0NDp06AB7e3ssXrwYwcHBOhfEEUIIIYagWuFuqrvEAQ0U9MGDB+PWrVsGK+hTp05FaWkpli9fjqKiIvj7+yM1NVW9UK6goABs9qOr6O7evYuBAweq38fFxSEuLg4hISFIT08HANy+fRvTp0/HvXv34OLigmHDhuHEiRNwcXFRb/fZZ5+BzWZj8uTJkEgkCAsLw1dffWWQnAghhBBdCtvSCP2bb77Bm2++iTt37qBv375a8/VPPrylMaKiovROsauKtIqPj89Tr39PSUl56jGFQiE2b96MzZs3NzpOQgghpCXu3K8v6Ca6Bh1ooKCXlpbi+vXr6ilxAGCxWM1aFEcIIYRYktv1Bd2rQxso6K+99hoGDhyI77//vsWL4gghhBBLwTCMuqB3djLM/UsaQ29Bv3nzJg4cOKBegEYIIYSQp7svluGhTDmL7WnCRXF67+X+wgsv4Nw5A9/ahhBCCDFzt+8r7+LmaieAgMsx2XH1jtAnTJiApUuX4vz58+jXr5/WoriXX37Z6MERQggh7c2j6XbTnT8HGijob775JgBg9erVWp/RojhCCCFEN9UI3ZTnz4EGCrpCoTBlHIQQQohZuNNKI/RGPQ+dEEIIIY3TGivcgQYK+ltvvYVNmzZptX/55ZdYsmSJMWMihBBC2q3WOoeut6D/+OOPeO6557Tahw4dir179xo1KEIIIaQ9Ul6DrjqH3kYK+r179+Dg4KDVbm9vj7KyMqMGRQghhLRHlQ9lqJGqrkFvIwW9W7duSE1N1Wr/3//+Bz8/P6MGRQghhLRHqul2FzsBhDzTXYMONLDKPTo6GlFRUSgtLcULL7wAABCJRNiwYQPi4+NNFR8hhBDSbtwqb53pduAp93KXSCT45z//iTVr1gBQPgFty5YtmD17tskCJIQQQtqLm/UF3buDaVe4Aw0UdABYuHAhFi5ciNLSUlhZWcHW1hYAUF5ejg4dOpgkQEIIIaS9uHlPWdC7dLQx+bEbdR26i4sLbG1tcfjwYUyZMgWdOnUydlyEEEJIu1NQXgOgdUboTy3oN2/exIoVK+Dj44OIiAiw2Wx8++23poiNEEIIaVdUI3Tvjm1kyl0qlWLfvn345ptvcOzYMYSGhuL27ds4e/Ys+vXrZ+oYCSGEkDZPWqfA3QrlKvcurVDQtUboixcvhqenJz7//HO88soruH37Nn7++WewWCxwOC1bgr9582b4+PhAKBQiKCgIp06d0tv34sWLmDx5Mnx8fMBisXSurI+NjcXgwYNhZ2cHV1dXhIeHIy8vT6PPiBEjwGKxNF6qB88QQgghhnL7vhgKBrDmc+BiKzD58bUK+pYtW/DGG2/g8OHDWLRoETp27GiQA+3evRvR0dFYsWIFsrKyMGDAAISFhaGkpERnf7FYDD8/P6xduxbu7u46+/z+++9YtGgRTpw4gbS0NMhkMowZMwY1NTUa/ebPn4/CwkL1a926dQbJiRBCCFFRrXDv0sEaLBbL5MfXKujfffcdTp06BQ8PD0ydOhW//PKLQR6VunHjRsyfPx+RkZHo06cPEhISYG1tjcTERJ39Bw8ejPXr12PatGkQCHR/00lNTcXcuXPxzDPPYMCAAdi+fTsKCgqQmZmp0c/a2hru7u7ql729fYvzIYQQQh5XcO9RQW8NWufQp0+fjunTpyM/Px/bt2/HokWLIBaLoVAokJubiz59+jT5IFKpFJmZmYiJiVG3sdlshIaGIiMjo2UZPKayshIAtC6p27VrF3bu3Al3d3dMmDABy5Ytg7W17l+4RCKBRCJRv6+qqgIAyGQyyGSyFsWn2r6l+2kPLClXwLLypVzNE+XacvmlDwAAXk5Co/8ede2fxTAM09BGDMPg8OHD2LZtGw4cOABnZ2dMmjRJ55PY9Ll79y46deqE48ePIzg4WN3+/vvv4/fff8fJkycb3N7HxwdLlixp8ClvCoUCL7/8MioqKvDXX3+p27du3Qpvb294enoiJycHH3zwAYYMGYJ9+/bp3M/KlSuxatUqrfbk5GS9XwIIIYSQry+zceE+GxG+cgxzb7C0tphYLMaMGTNQWVmpnnVu8MYyAMBisRAWFoawsDCUl5fj22+/RVJSklEDbY5FixbhwoULGsUcABYsWKD+uV+/fvDw8MCoUaNw/fp1dO3aVWs/MTExiI6OVr+vqqqCl5cXxowZ0+KpeplMhrS0NIwePRo8Hq9F+2rrLClXwLLypVzNE+Xacl9cOwagBuOeH4zh3ZwNtl9dVLPHj3tqQX9chw4dnjpS1sXZ2RkcDgfFxcUa7cXFxXoXvDVFVFQUfvnlF/zxxx/o3Llzg32DgoIAANeuXdNZ0AUCgc5z9jwez2B/8YbcV1tnSbkClpUv5WqeKNfmUSgY3Kp/MEtXV3uj/w517V9vQWcYBnv37sXRo0dRUlIChUKh/ozFYuHHH39s9IH5fD4CAgIgEokQHh4OQDlFLhKJEBUV1YQUtGNcvHgxfvrpJ6Snp8PX1/ep22RnZwMAPDw8mn1cQggh5HElDySQ1CnAZbPQycSPTVXRW9CXLFmC//znPxg5ciTc3NxavAQ/Ojoac+bMQWBgIIYMGYL4+HjU1NQgMjISADB79mx06tQJsbGxAJQL6XJzc9U/37lzB9nZ2bC1tUW3bt0AKKfZk5OT8d///hd2dnYoKioCADg4OMDKygrXr19HcnIyxo8fj44dOyInJwdLly7F888/j/79+7coH0IIIUTl5j3l5dKdnKzA5TTqruoGp7egf/fdd9i3bx/Gjx9vkANNnToVpaWlWL58OYqKiuDv74/U1FS4ubkBAAoKCsBmP/ol3L17FwMHDlS/j4uLQ1xcHEJCQpCeng5Aec08oLx5zOOSkpIwd+5c8Pl8HDlyRP3lwcvLC5MnT8Ynn3xikJwIIYQQQPMa9Nait6A7ODjAz8/PoAeLiorSO8WuKtIqPj4+eMoC/Kd+7uXlhd9//71JMRJCCCFNVdCK93BX0TsvoLp86+HDh6aMhxBCCGl3Hj0H3fSPTVXRO0KfMmUKvv/+e7i6usLHx0drRV1WVpbRgyOEEELag4L6c+it8VAWFb0Ffc6cOcjMzMSsWbMMsiiOEEIIMUcMw+DvMmVB93VugyP0X3/9FYcOHcKwYcNMGQ8hhBDSrpRVS/Ggtg5sVhs9h+7l5UUPMSGEEEKe4u/SagBAZydrCLgte8x4S+gt6Bs2bMD777+PGzdumDAcQgghpH1pC9PtQANT7rNmzYJYLEbXrl1hbW2ttSiuvLzc6MERQgghbZ1qhO7n0kYLenx8vAnDIIQQQtqnv0uVI3Q/F9tWjaPBVe6EEEIIaZhqyr1rK0+5a5xDr6mpadLGTe1PCCGEmBNpnQIF9TeVae0RukZB79atG9auXYvCwkK9GzAMg7S0NIwbNw6bNm0yeoCEEEJIW1VQLoZcwcCaz4Gbvfajt01JY8o9PT0dH330EVauXIkBAwYgMDAQnp6eEAqFuH//PnJzc5GRkQEul4uYmBi88cYbrRU3IYQQ0upUC+J8nW1a/QZsGgW9Z8+e+PHHH1FQUIA9e/bgzz//xPHjx/Hw4UM4Oztj4MCB+PrrrzFu3DhwOK13rR0hhBDSFqjOn7f2dDugZ1Fcly5d8M477+Cdd94xdTyEEEJIu6G+ZK2VF8QBDdxYhhBCCCENy1eP0KmgE0IIIe0SwzC4VqIcoXdtA1PuVNAJIYSQZrhXI8V9sQwslgUW9M2bN8PHxwdCoRBBQUE4deqU3r4XL17E5MmT4ePjAxaLpffOdU/bZ21tLRYtWoSOHTvC1tYWkydPRnFxsSHTIoQQYoGuFD8AAHg5WcOK3/oLxU1W0Hfv3o3o6GisWLECWVlZGDBgAMLCwlBSUqKzv1gshp+fH9auXQt3d/dm73Pp0qX4+eefsWfPHvz++++4e/cuJk2aZJQcCSGEWA7VdHsPt9YfnQMNFHQfHx+sXr0aBQUFBjnQxo0bMX/+fERGRqJPnz5ISEiAtbU1EhMTdfYfPHgw1q9fj2nTpkEg0H2x/tP2WVlZiW3btmHjxo144YUXEBAQgKSkJBw/fhwnTpwwSF6EEEIs09ViZUHv5mrXypEo6S3oS5Yswb59++Dn54fRo0cjJSUFEomkWQeRSqXIzMxEaGjoowOz2QgNDUVGRobR9pmZmQmZTKbRp1evXujSpUuzj0sIIYQAj6bc28oIXe/DWZYsWYIlS5YgKysL27dvx+LFi/F///d/mDFjBl577TUMGjSo0QcpKyuDXC6Hm5ubRrubmxsuX77crMAbs8+ioiLw+Xw4Ojpq9SkqKtK5X4lEovHFpaqqCgAgk8kgk8maFauKavuW7qc9sKRcAcvKl3I1T5Rr010tURZ03w5WJv+96Tqe3oKuMmjQIAwaNAgbNmzAV199hQ8++ABbtmxBv3798NZbbyEyMrLVb3dnSLGxsVi1apVW++HDh2FtbW2QY6SlpRlkP+2BJeUKWFa+lKt5olwbp1oGlNcoS+jVrL9QcM5QUTWOWCzWantqQZfJZPjpp5+QlJSEtLQ0PPvss5g3bx5u376Njz76CEeOHEFycnKD+3B2dgaHw9FaXV5cXKx3wdvTNGaf7u7ukEqlqKio0BilN3TcmJgYREdHq99XVVXBy8sLY8aMgb29fbNiVZHJZEhLS8Po0aPB4/FatK+2zpJyBSwrX8rVPFGuTXMyvxw4cwadnazwyoThBo7w6VSzx4/TW9CzsrKQlJSE77//Hmw2G7Nnz8Znn32GXr16qfu88sorGDx48FMPzOfzERAQAJFIhPDwcACAQqGASCRCVFRUM1Jp3D4DAgLA4/EgEokwefJkAEBeXh4KCgoQHBysc78CgUDnIjwej2ewf+SG3FdbZ0m5ApaVL+VqnijXxskvrwUA9HCza5Xfl65j6i3ogwcPxujRo7FlyxaEh4fr3NjX1xfTpk1r1MGjo6MxZ84cBAYGYsiQIYiPj0dNTQ0iIyMBALNnz0anTp0QGxsLQLnoLTc3V/3znTt3kJ2dDVtbW3Tr1q1R+3RwcMC8efMQHR2NDh06wN7eHosXL0ZwcDCeffbZRsVNCCGEPOla/YK47q5tY0Ec0EBB//vvv+Ht7d3gxjY2NkhKSmrUgaZOnYrS0lIsX74cRUVF8Pf3R2pqqnpRW0FBAdjsR4vu7969i4EDB6rfx8XFIS4uDiEhIUhPT2/UPgHgs88+A5vNxuTJkyGRSBAWFoavvvqqUTETQgghulxRX7LWDgr6yJEjcfr0aXTs2FGjvaKiAoMGDcLff//d5INFRUXpnWJXFWkVHx8fMAzTon0CgFAoxObNm7F58+YmxUoIIYTowjAMLhcpz2H39mjZ2ipD0nsd+o0bNyCXy7XaJRIJ7ty5Y9SgCCGEkLaq5IEE98UysFltfIR+4MAB9c+HDh2Cg4OD+r1cLodIJIKPj49JgiOEEELamkuFytG5n4sthLzWv4e7ilZBV60YZ7FYmDNnjsZnPB4PPj4+2LBhg0mCI4QQQtqay0XKBXG93NvGLV9VtAq6QqEAoFzBfvr0aTg7O5s8KEIIIaStUo3Q29L5c6CBRXH5+fmmjIMQQghpFy4XKkfovT3a8Ah906ZNWLBgAYRCITZt2tTghm+99ZZRAyOEEELaGkmdHNdLlZes9XJvwyP0zz77DDNnzoRQKMRnn32mdyMWi0UFnRBCiMW5XlKDOgUDeyEXHg7C1g5Hg0ZBf3yanabcCSGEEE2q6897edi3uQeT6b0O/UlyuRzZ2dm4f/++MeMhhBBC2qyLd+sXxLWxFe5AAwV9yZIl2LZtGwBlMX/++ecxaNAgeHl5ad3VjRBCCLEEF+5UAgD6dnJ4Sk/T01vQ9+7diwEDBgAAfv75Z9y4cQOXL1/G0qVL8fHHH5ssQEIIIaQtUCgY5NaP0Pt1bkcFvaysTP3M8IMHDyIiIgI9evTAa6+9hvPnz5ssQEIIIaQtKCgX44GkDgIuG91c2s4tX1X0FnQ3Nzfk5uZCLpcjNTUVo0ePBgCIxWJwOG3nVneEEEKIKZyvn27v5WEPLqfRS9BMRu+NZSIjIzFlyhR4eHiAxWIhNDQUAHDy5En06tXLZAESQgghbcGFu8qC3q9T27r+XEVvQV+5ciX69u2LW7duISIiAgKBAADA4XDw4YcfmixAQgghpC24eEd5/ryvZ9s7fw40UNAB4B//+IdW25MPbCGEEELMHcMw6in3trjCHXhKQReJRBCJRCgpKVE/tEUlMTHRqIERQgghbcXt+w9R+VAGHoeFHm5t7xp0oIGCvmrVKqxevRqBgYHq8+iEEEKIJcq5rRyd93S3A5/b9hbEAQ2sck9ISMD27dtx8uRJ7N+/Hz/99JPGqzk2b94MHx8fCIVCBAUF4dSpUw3237NnD3r16gWhUIh+/frh4MGDGp+zWCydr/Xr16v7+Pj4aH2+du3aZsVPCCHEMmXfUt4l1d/LsXUDaYDegi6VSjF06FCDHWj37t2Ijo7GihUrkJWVhQEDBiAsLAwlJSU6+x8/fhzTp0/HvHnzcPbsWYSHhyM8PBwXLlxQ9yksLNR4JSYmgsViYfLkyRr7Wr16tUa/xYsXGywvQggh5i/7VgUAwN/LqXUDaYDegv76668jOTnZYAfauHEj5s+fj8jISPTp0wcJCQmwtrbWey7+888/x9ixY/Hee++hd+/eWLNmDQYNGoQvv/xS3cfd3V3j9d///hcjR46En5+fxr7s7Ow0+tnY2BgsL0IIIeZNJleop9wHdnFs3WAaoPccem1tLbZu3YojR46gf//+4PF4Gp9v3Lix0QeRSqXIzMxETEyMuo3NZiM0NBQZGRk6t8nIyEB0dLRGW1hYGPbv36+zf3FxMX799Vfs2LFD67O1a9dizZo16NKlC2bMmIGlS5eCy21wPSAhhBACAMgregBJnQL2Qi58O7bdAaHeqpaTkwN/f38A0JjmBtDkBXJlZWWQy+Vwc3PTaHdzc8Ply5d1blNUVKSzf1FRkc7+O3bsgJ2dHSZNmqTR/tZbb2HQoEHo0KEDjh8/jpiYGBQWFur9QiKRSCCRSNTvq6qU1x3KZDLIZLKGE30K1fYt3U97YEm5ApaVL+VqnihX/c7cuAcA6N/ZAXJ5HeRyo4XWaLpi11vQjx49atRgDC0xMREzZ86EUKj5wPnHR/n9+/cHn8/HG2+8gdjYWPXNch4XGxuLVatWabUfPnwY1tbWBok1LS3NIPtpDywpV8Cy8qVczRPlqu3gNTYANmwelmotzm4tYrFYq+2p887Xrl3D9evX8fzzz8PKygoMwzR5hO7s7AwOh4Pi4mKN9uLiYvUDYJ7k7u7e6P5//vkn8vLysHv37qfGEhQUhLq6Oty4cQM9e/bU+jwmJkbjS0BVVRW8vLwwZswY2Nu37HZ/MpkMaWlpGD16tNYpDHNjSbkClpUv5WqeKFf9Pv/8GIAaTB4ZgJE9XYwfYCOoZo8fp7eg37t3D1OmTMHRo0fBYrFw9epV+Pn5Yd68eXBycsKGDRsafWA+n4+AgACIRCKEh4cDABQKBUQiEaKionRuExwcDJFIhCVLlqjb0tLSEBwcrNV327ZtCAgIUD/utSHZ2dlgs9lwdXXV+blAINA5cufxeAb7R27IfbV1lpQrYFn5Uq7miXLVVPlQhr/LagAAAT4d28zvRlccele5L126FDweDwUFBRpTzVOnTkVqamqTDx4dHY2vv/4aO3bswKVLl7Bw4ULU1NQgMjISADB79myNRXNvv/02UlNTsWHDBly+fBkrV67EmTNntL4AVFVVYc+ePXj99de1jpmRkYH4+HicO3cOf//9N3bt2oWlS5di1qxZcHJqu5ceEEIIaRvOFiivP/fuaI2OttqDvbZE7wj98OHDOHToEDp37qzR3r17d9y8ebPJB5o6dSpKS0uxfPlyFBUVwd/fH6mpqeqFbwUFBWCzH32/GDp0KJKTk/HJJ5/go48+Qvfu3bF//3707dtXY78pKSlgGAbTp0/XOqZAIEBKSgpWrlwJiUQCX19fLF26VGv1PCGEEKLLqfxyAMBgnw6tHMnT6S3oNTU1OheBlZeX65ySboyoqCi9U+zp6elabREREYiIiGhwnwsWLMCCBQt0fjZo0CCcOHGiyXESQgghAHD6hrKgD2kHBV3vlPvw4cPx7bffqt+zWCwoFAqsW7cOI0eONElwhBBCSGuplclx7pbyhjKDfdt+Qdc7Ql+3bh1GjRqFM2fOQCqV4v3338fFixdRXl6OY8eOmTJGQgghxORybldCKlfA2VYAn46GuWzZmPSO0Pv27YsrV65g2LBhmDhxImpqajBp0iScPXsWXbt2NWWMhBBCiMmpp9t9ndrFE0cbvA7dwcEBH3/8saliIYQQQtqM9rQgDniioOfk5DR6w/79+xs8GEIIIaQtkCsYZN5UXrLWLgu6v78/WCyW1t3gGIYBoHkPd3lbuJktIYQQYgSXCqtQLamDnYCL3h4tu0uoqWicQ8/Pz8fff/+N/Px8/Pjjj/D19cVXX32F7OxsZGdn46uvvkLXrl3x448/tla8hBBCiNH9da0MADDEtwM47LZ//hx4YoTu7e2t/jkiIgKbNm3C+PHj1W39+/eHl5cXli1bpr6FKyGEEGJu/rqqLOjDuju3ciSNp3eV+/nz5+Hr66vV7uvri9zcXKMGRQghhLSWWpkcp+pXuA/rZgYFvXfv3oiNjYVUKlW3SaVSxMbGonfv3iYJjhBCCDG1MzfuQ1qngJu9AN1cbVs7nEbTe9laQkICJkyYgM6dO6tXtOfk5IDFYuHnn382WYCEEEKIKf15rRQAMKybS7u4/lxFb0EfMmSI+gllly9fBqB8wMqMGTNgY2NjsgAJIYQQU1KdPx/ejs6fA0+5sYyNjY3eB58QQggh5uZetQQX71YBAJ5rR+fPgQbOoRNCCCGW5tj1ewCAXu52cLFr288/fxIVdEIIIaTeH1eU58/b23Q7QAWdEEIIAaC83etvl0sAACN7ubZyNE1HBZ0QQggBcLbgPsprpLAXctvN/dsfp7eg+/n54d69e1rtFRUV8PPzM2pQhBBCiKkduaQcnY/o6Qoep/2Nd/VGfOPGDZ0PYJFIJLhz506zDrZ582b4+PhAKBQiKCgIp06darD/nj170KtXLwiFQvTr1w8HDx7U+Hzu3LlgsVgar7Fjx2r0KS8vx8yZM2Fvbw9HR0fMmzcP1dXVzYqfEEKI+TpyqRgAENrHrZUjaR6ty9YOHDig/vnQoUNwcHBQv5fL5RCJRPDx8WnygXbv3o3o6GgkJCQgKCgI8fHxCAsLQ15eHlxdtc9VHD9+HNOnT0dsbCxeeuklJCcnIzw8HFlZWejbt6+639ixY5GUlKR+LxBorkqcOXMmCgsLkZaWBplMhsjISCxYsADJyclNzoEQQoh5ulFWg2sl1eCyWQjp4dLa4TSLVkFXPXSFxWJhzpw5Gp/xeDz4+Phgw4YNTT7Qxo0bMX/+fERGRgJQ3onu119/RWJiIj788EOt/p9//jnGjh2L9957DwCwZs0apKWl4csvv0RCQoK6n0AggLu7u85jXrp0CampqTh9+jQCAwMBAF988QXGjx+PuLg4eHp6NjkPQggh5kc1Oh/i2wEOVrxWjqZ5tKbcFQoFFAoFunTpgpKSEvV7hUIBiUSCvLw8vPTSS006iFQqRWZmJkJDQx8dmM1GaGgoMjIydG6TkZGh0R8AwsLCtPqnp6fD1dUVPXv2xMKFCzXO+2dkZMDR0VFdzAEgNDQUbDYbJ0+ebFIOhBBCzJd6ur13+5xuBxq4U1x+fr7BDlJWVga5XA43N81flJubm/q2sk8qKirS2b+oqEj9fuzYsZg0aRJ8fX1x/fp1fPTRRxg3bhwyMjLA4XBQVFSkNZ3P5XLRoUMHjf08TiKRQCKRqN9XVSnvGCSTySCTyRqftA6q7Vu6n/bAknIFLCtfytU8WXKu92qkOH3jPgAgpHuHdvE70BVjg7d+FYlEEIlE6pH64xITEw0bXTNMmzZN/XO/fv3Qv39/dO3aFenp6Rg1alSz9hkbG4tVq1ZptR8+fBjW1tbNjvVxaWlpBtlPe2BJuQKWlS/lap4sMde/iliQKzjwsmFw4UQ6LrRyXI0hFou12vQW9FWrVmH16tUIDAyEh4dHi5444+zsDA6Hg+LiYo324uJivee/3d3dm9QfUF5q5+zsjGvXrmHUqFFwd3dHSUmJRp+6ujqUl5fr3U9MTAyio6PV76uqquDl5YUxY8bA3t6+wTyfRiaTIS0tDaNHjwaP1z7P0TSWJeUKWFa+lKt5suRcd247DeA+ZgzrifHDfFo7vEZRzR4/rsHHp27fvh2vvvpqiw/M5/MREBAAkUikXnSnUCggEokQFRWlc5vg4GCIRCIsWbJE3ZaWlobg4GC9x7l9+zbu3bsHDw8P9T4qKiqQmZmJgIAAAMBvv/0GhUKBoKAgnfsQCARaK+UB5YJAQ/0jN+S+2jpLyhWwrHwpV/NkabmWietw5qZyuv3lgZ3bTe664tR7HbpUKsXQoUMNdvDo6Gh8/fXX2LFjBy5duoSFCxeipqZGvep99uzZiImJUfd/++23kZqaig0bNuDy5ctYuXIlzpw5o/4CUF1djffeew8nTpzAjRs3IBKJMHHiRHTr1g1hYWEAgN69e2Ps2LGYP38+Tp06hWPHjiEqKgrTpk2jFe6EEELwa04hGAYY7OOETo5WrR1Oi+gt6K+//rpBr9WeOnUq4uLisHz5cvj7+yM7OxupqanqhW8FBQUoLCxU9x86dCiSk5OxdetWDBgwAHv37sX+/fvV16BzOBzk5OTg5ZdfRo8ePTBv3jwEBATgzz//1Bhh79q1C7169cKoUaMwfvx4DBs2DFu3bjVYXoQQQtqvA+fuAgAmDGj/gzy9U+61tbXYunUrjhw5gv79+2sN7zdu3Njkg0VFRemdYk9PT9dqi4iIQEREhM7+VlZWOHTo0FOP2aFDB7qJDCGEEC1Xi6uRc7sSXDYL4/t5tHY4Laa3oOfk5MDf3x8AcOGC5pq/liyQI4QQQtqCH88qb2P+Qi9XONu2r2ef66K3oB89etSUcRBCCCEmI1cA+3OUp3kjAr1aORrDeOrjZK5du4ZDhw7h4cOHAACGYYweFCGEEGJMuRUs3KuRwtlWgBE92+e925+kt6Dfu3cPo0aNQo8ePTB+/Hj1grV58+bhnXfeMVmAhBBCiKGdKFGeOp40qFO7fFSqLnqzWLp0KXg8HgoKCjTukDZ16lSkpqaaJDhCCCHE0O5UPMTF+8qCHhHQuZWjMRy959APHz6MQ4cOoXNnzWS7d++OmzdvGj0wQgghxBi+O1EABiwM7doB3d3sWjscg9E7Qq+pqdF57/Ly8nKdd1IjhBBC2roaSR1+yFSubp8T7N3K0RiW3oI+fPhwfPvtt+r3LBYLCoUC69atw8iRI00SHCGEEGJI+7Ju40FtHZyFDEZ0d27tcAxK75T7unXrMGrUKJw5cwZSqRTvv/8+Ll68iPLychw7dsyUMRJCCCEtplAwSDp2AwAQ4q4Am21e91TRO0Lv27cvrly5gmHDhmHixImoqanBpEmTcPbsWXTt2tWUMRJCCCEtdjSvBH+X1cBWwMUQV/O7BFvnCF0mk2Hs2LFISEjAxx9/bOqYCCGEEINiGAZf/HYNADA1sBOEiuutHJHh6Ryh83g85OTkmDoWQgghxCj+vFqG7FsVEHDZeL2dPPO8qfROuc+aNQvbtm0zZSyEEEKIwTEMg89FVwEAM4O8zeK+7broXRRXV1eHxMREHDlyBAEBAbCxsdH4vDlPWyOEEEJM7X8XipB58z4EXDbeDPFr7XCMRm9Bv3DhAgYNGgQAuHLlisZn9LQ1Qggh7YFYWodPf8kFALwZ0hWu9kLIZLJWjso4dBZ0uVyOVatWoV+/fnBycjJ1TIQQQohBfHX0Ou5W1qKzkxUWjjDvK7R0nkPncDgYM2YMKioqTBwOIYQQYhg3ymqw9Y+/AQDLXuoDIY/TyhEZV4PXof/999+mjIUQQggxmNW/5EIqV2B4d2eM6ePW2uEYnd6C/umnn+Ldd9/FL7/8gsLCQlRVVWm8mmPz5s3w8fGBUChEUFAQTp061WD/PXv2oFevXhAKhejXrx8OHjyo/kwmk+GDDz5Av379YGNjA09PT8yePRt3797V2IePjw9YLJbGa+3atc2KnxBCSPsgulSM3y6XgMdhYeXLz1jE2i+9BX38+PE4d+4cXn75ZXTu3BlOTk5wcnKCo6Njs86r7969G9HR0VixYgWysrIwYMAAhIWFoaSkRGf/48ePY/r06Zg3bx7Onj2L8PBwhIeH48KFCwAAsViMrKwsLFu2DFlZWdi3bx/y8vLw8ssva+1r9erVKCwsVL8WL17c5PgJIYS0D7UyOVb9rFwI99owX3R1sW3liExD7yr3o0ePGvRAGzduxPz58xEZGQkASEhIwK+//orExER8+OGHWv0///xzjB07Fu+99x4AYM2aNUhLS8OXX36JhIQEODg4IC0tTWObL7/8EkOGDEFBQQG6dOmibrezs4O7u7tB8yGEENI2rf4lFwXlYrjZC7D4he6tHY7J6C3oISEhBjuIVCpFZmYmYmJi1G1sNhuhoaHIyMjQuU1GRgaio6M12sLCwrB//369x6msrASLxYKjo6NG+9q1a7FmzRp06dIFM2bMwNKlS8Hl6k2dEEJIO7XnzC0knywAiwX8e3J/2Aos5//1ejP9448/Gtzw+eefb/RBysrKIJfL4eamuSjBzc0Nly9f1rlNUVGRzv5FRUU6+9fW1uKDDz7A9OnTYW9vr25/6623MGjQIHTo0AHHjx9HTEwMCgsL9d4YRyKRQCKRqN+r1gvIZLIWX7uo2t5cr4F8nCXlClhWvpSreTKHXHMLq/DJfuVp2cUju+I5Pyed+ZhDrrpi11vQR4wYodX2+KICuVxumKgMQCaTYcqUKWAYBlu2bNH47PFRfv/+/cHn8/HGG28gNjYWAoH27f9iY2OxatUqrfbDhw/D2traIPE+earAnFlSroBl5Uu5mqf2mqu4DojL4UBSx0IfRwV8xXk4eDCvwW3aa66Ach3Zk/QW9Pv372u8l8lkOHv2LJYtW4Z//vOfTTqws7MzOBwOiouLNdqLi4v1ntt2d3dvVH9VMb958yZ+++03jdG5LkFBQairq8ONGzfQs2dPrc9jYmI0vgRUVVXBy8sLY8aMeeq+n0YmkyEtLQ2jR48Gj8dr0b7aOkvKFbCsfClX89Sec5UrGLy56yzuScrQ2VGIHQuD4WitP4f2nKuKrqvN9BZ0BwcHrbbRo0eDz+cjOjoamZmZjT4wn89HQEAARCIRwsPDAQAKhQIikQhRUVE6twkODoZIJMKSJUvUbWlpaQgODla/VxXzq1ev4ujRo+jYseNTY8nOzgabzYarq6vOzwUCgc6RO4/HM9hfvCH31dZZUq6AZeVLuZqn9pYrwzBY/tMFpF8pA5/LRsKrgXBxaNxsanvL9XG64m7yagE3Nzfk5TU8jaFLdHQ05syZg8DAQAwZMgTx8fGoqalRr3qfPXs2OnXqhNjYWADA22+/jZCQEGzYsAEvvvgiUlJScObMGWzduhWAspj/4x//QFZWFn755RfI5XL1+fUOHTqAz+cjIyMDJ0+exMiRI2FnZ4eMjAwsXboUs2bNolvaEkJIO8cwDGL/dxnfn1Iugouf6o++nbQHo5ZCb0F/8nnoDMOgsLAQa9euhb+/f5MPNHXqVJSWlmL58uUoKiqCv78/UlNT1QvfCgoKwGY/uix+6NChSE5OxieffIKPPvoI3bt3x/79+9G3b18AwJ07d3DgwAEA0Irn6NGjGDFiBAQCAVJSUrBy5UpIJBL4+vpi6dKlWqvnCSGEtC8Mw2DVz7nYfvwGAOCf4f0wvp9H6wbVyvQWdH9/f7BYLDAMo9H+7LPPIjExsVkHi4qK0jvFnp6ertUWERGBiIgInf19fHy0YnvSoEGDcOLEiSbHSQghpO2qlcnx8U8X8GPWbbBYymI+I6jL0zc0c3oLen5+vsZ7NpsNFxcXCIVCowdFCCGE6FJUWYs3dmbi3K0KsOuvNY8I9GrtsNoEvQXd29vblHEQQgghDfr9Sine+eEcyqolcLDi4csZAzG8u0trh9VmaN3L/bfffkOfPn10LomvrKzEM888gz///NMkwRFCCCHVkjqsPHARcxJPoaxagl7udvg5ahgV8ydojdDj4+Mxf/58nddcOzg44I033sDGjRsxfPhwkwRICCHEMtXJFdiXdQfrD+eh9IHyDp5zgr3x4bjesOKb97PNm0OroJ87dw7//ve/9W4wZswYxMXFGTUoQgghlqtOrsAvOYX4XHQV+WU1AADvjtZY9fIzGNFT9z1EiI6CXlxc3OCF9lwuF6WlpUYNihBCiOW5VS7Gf7PvYNfJAhRW1gIAnKx5+L8R3TB7qDcEXBqVN0SroHfq1AkXLlxAt27ddG6Qk5MDDw/LvtaPEEKIYRRWPkTqhSIcOHcXZwsq1O3OtnxEPueLOUN9LOqJaS2h9VsaP348li1bhrFjx2pdovbw4UOsWLECL730kskCJIQQYh7q5ApcKnyAzJvlyCyoQNbN+7hT8VD9OYsFBPt1xD8COuPF/h40Im8irYL+ySefYN++fejRoweioqLUDzC5fPkyNm/eDLlcjo8//tjkgRJCWpdCweChTI4HYgnu1QJXi6shY1h4KJOjViaHtE6h7McwqFMwqJMr/5QrFJDJGcgVDGRyBeSKxz9XflYnV0AqV0AiUyg/Uyj7cdgsKBhlIZDJlZ+xWSywWQCg/JPNYoFV/ydU7wH1Z5ptLChvSKnclsdhQ8jjQMBV/snnssGCsrBY8TjgsBhcKGOBfbEYQj4PXA4LXDYLXDYbPA4LXA4bXDYLPA4bHDZL3cZjK/9Ut9X3f/yJleaKYRjcF8twq1yM2/cf4tZ9MW6Vi3GtpBo5tyvxUKb5pE42C/D3csSEAZ54sZ8HXO3pXifNpVXQ3dzccPz4cSxcuBAxMTHqu7GxWCyEhYVh8+bNWs8pJ4S0LkmdHJViGSofylDxUIZKsQxVtTLUSOpQI5VDXP9nrUyuLsAPpaqfFaiVyaFgGDAMUKdgUCOpg4JRFmFJnerzx4/IBc4eb610TYyDHVfPGWZPbNUXgvrCX1/sOWyW+ssCj8Ou//nR51xOfTubBR6XDT5H+eLUb8PnsGHN50DI54DPYav/LhlA/TOg/FLGAGCY+nYo3ygY5SOxrxawkXv4qrLKqrZ/YhvlJspt6hQKVIhlKK+RKv8US1EhlkIm138XT3shF4O8nRDQxQkB3k7o7+VIU+oGovO36O3tjYMHD+L+/fu4du0aGIZB9+7d6YEmhBiRXMHgQa0MFY8X5ocyVIqlyvda7ar3UtTKFCaNlcdmYCvkw5rPhZCnHN3yOGywWACHxVIXJNUIlcN+NJrlsuv/rC9GHDYbfK6yeAm4bPVol8tmqUfkyiLGApvFqi8uyoKiLlz1xUlVfBSqtscK1+N9VdvK5ArUyhSQ1MkhkSkgqVOo+9bWfwEqKS2Fg1MH1CmUBUw186CcNWC02+r/VOioaXJF/Zck5TvT/YU1GhtH7uQ/vVsjuNkL0NnJGl5OVujsZI0uHa0x0MsRXV1swWab/0xFa2jwa5GTkxMGDx5sqlgIaZcYRjmKFdcBRVW1qGOkeCiVo7ZOjtr6UbBYKkeFWIryGmURrqqV4X6NFKXVEtwXS1EpluGBpA5PeTxBg9gswN6KB0crHhyseLC34sFWwIU1nwsbAQdWfA6sePUvPgdCrnJEZ1U/5cxlK6enOSwWbARc8DhssFkAn/uoYFvxOGAzcqSm/g/jx49st4+ebCyZTIaDBw9i/PghTc5VoTq18NhphbrHTjvo/DKgalOdknjsC0KdnIFMoYCsTtlPWt8mVyggkStQK1X+O5PJFVqnGliPnZpQnW5Qdnl0ukKhUODmjRvw8/MFh83WOI3BemIbdv1OuWwWHK15cLLmK182PHSwUf4s5NH5b1OjeQ5i1hQKBrV1j08vK/+n9/j7hzI5HkoV6vcSmVw9zSypU6h/rpbUoVpSh4f1/+MUS+uU+5LJ6wsxFzj9R4tjtuZz4FhfkB2tlcXZ0YoPR2vtNof69/ZWPNgJuCYZ+chMPBvQXrHZLPDZLPC1b8jZJim/vPyN8eN6mv0XNXNFBZ20OaoRb7WkDtW1daiqrR/VPlT+/KBW+fODWhke1H9eVVuHB7V1qJHUQVqnUBdxSZ2Jp6I5LI2Rr2o62orHqR/B8OtHz1w4WvHhYidABxseHOqLs4MVD3xu+ygAhJC2hQo6MQhVEVYV1ZpaCW48AP68VobaOqC6tk49wq2WKIuvsmDLNN/XF/E6XScgW0jAVS4csuI9Krjq6Wfeo/dCHls9zSzgsiHgciDgsWHD58JGwIWtgAsrPgc2Ag6seVwI+WxwwSD9yGFMeGk8jW4IIa2CCrqFkysYdSGt0Si09e/rf66WyFAtkWsUYeV7mbpYa69s5QIXspodG4sF2PK5sBVylaNaoXJq2V7IhZ2Qq5xmFnJhJ1R+ZidUFlxlEWY/Omdcf77YmNPRMpkMHBpYE0JaERX0dkhSJ0eFWLnquUZaB3F9oa2RaI6CHy/KNZI69SVKYmkdaiSPzgEbEosF2PC54HFYYMulcHGyh72QB1vho9GtnZALG77yT9V728d/Fij7W/OMW4QJIcScUEFvQ2plcuSX1eDO/YcoKBejtFqC0gcSlDyQoLxGgvs1MlSIpagxcBEGlCuZbesLrq3gUYHV+vmJNhtVgVYVY75yYdaj1cHBNAVNCCEmYNKCvnnzZqxfvx5FRUUYMGAAvvjiCwwZMkRv/z179mDZsmW4ceMGunfvjn//+98YP368+nOGYbBixQp8/fXXqKiowHPPPYctW7age/fu6j7l5eVYvHgxfv75Z7DZbEyePBmff/45bG1tjZrr08gVDC4VViGr4D5O5Zfj/J1KFJSLG33ZEpsFOFipRrLKy5JshcqVzjYCjnqUa1v/s42AA2s+t75wK3+2qZ/OthFw6BaLhBDSzpmsoO/evRvR0dFISEhAUFAQ4uPjERYWhry8PLi6aj8O7/jx45g+fTpiY2Px0ksvITk5GeHh4cjKykLfvn0BAOvWrcOmTZuwY8cO+Pr6YtmyZQgLC0Nubq76PvQzZ85EYWEh0tLSIJPJEBkZiQULFiA5OdlUqWuokAD/+l8e9mffxX2xTOtzR2sePB2s4N3RGm72QrjYCeBqJ4CzrQAO1jx0qL/e005omkuUCCGEtA8mK+gbN27E/PnzERkZCQBISEjAr7/+isTERHz44Yda/T///HOMHTsW7733HgBgzZo1SEtLw5dffomEhAQwDIP4+Hh88sknmDhxIgDg22+/hZubG/bv349p06bh0qVLSE1NxenTpxEYGAgA+OKLLzB+/HjExcXB09PTRNkrnb9TiX+f40AsvwkAsBU8ugXiYB8ndHezg7Mt3yLu90wIIcSwTFLQpVIpMjMzERMTo25js9kIDQ1FRkaGzm0yMjIQHR2t0RYWFob9+/cDAPLz81FUVITQ0FD15w4ODggKCkJGRgamTZuGjIwMODo6qos5AISGhoLNZuPkyZN45ZVXtI4rkUggkUjU76uqqgAoVzHLZNoj6qb44rdrEMtZ6O5qg/fDemBY147gPrE0uq6urkXHaCtUv6uW/s7aC0vKl3I1T5Rr+6IrdpMU9LKyMsjlcq2Huri5ueHy5cs6tykqKtLZv6ioSP25qq2hPk9O53O5XHTo0EHd50mxsbFYtWqVVvvhw4dhbW2tL8WnkimAY9c4AFgId6+E+NppHL7W7N21G2lpaa0dgklZUr6Uq3miXNsHsVis1Uar3J8QExOjMTNQVVUFLy8vjBkzBvb29s3eL8Mw6D6wEttTMzB3Yij4fL4hwm2zZDIZ0tLSMHr0aItY5W5J+VKu5olybV9Us8ePM0lBd3Z2BofDQXFxsUZ7cXEx3N3ddW7j7u7eYH/Vn8XFxfDw8NDo4+/vr+5TUlKisY+6ujqUl5frPa5AIIBAINBq5/F4Lf6L79PJESM8GPD5/Hb7j6ipDPF7a08sKV/K1TxRru2DrrhNcm8rPp+PgIAAiEQidZtCoYBIJEJwcLDObYKDgzX6A8rpEVV/X19fuLu7a/SpqqrCyZMn1X2Cg4NRUVGBzMxMdZ/ffvsNCoUCQUFBBsuPEEIIaW0mm3KPjo7GnDlzEBgYiCFDhiA+Ph41NTXqVe+zZ89Gp06dEBsbCwB4++23ERISgg0bNuDFF19ESkoKzpw5g61btwIAWCwWlixZgk8//RTdu3dXX7bm6emJ8PBwAEDv3r0xduxYzJ8/HwkJCZDJZIiKisK0adNMvsKdEEIIMSaTFfSpU6eitLQUy5cvR1FREfz9/ZGamqpe1FZQUAA2+9GEwdChQ5GcnIxPPvkEH330Ebp37479+/err0EHgPfffx81NTVYsGABKioqMGzYMKSmpqqvQQeAXbt2ISoqCqNGjVLfWGbTpk2mSpsQQggxCZMuiouKikJUVJTOz9LT07XaIiIiEBERoXd/LBYLq1evxurVq/X26dChQ6vdRIYQQggxFXo+FCGEEGIGqKATQgghZoAKOiGEEGIG6MYyT8HUP/5M10X8TSWTySAWi1FVVdVur31sLEvKFbCsfClX80S5ti+qmsQ89ohOKuhP8eDBAwCAl5dXK0dCCCGEaHrw4AEcHBwAACyGaewTuC2TQqHA3bt3YWdn1+KnoKluI3vr1q0W3Ua2PbCkXAHLypdyNU+Ua/vCMAwePHgAT09P9SXfNEJ/Cjabjc6dOxt0n/b29u32H1FTWVKugGXlS7maJ8q1/VCNzFVoURwhhBBiBqigE0IIIWaACroJCQQCrFixQufT3MyNJeUKWFa+lKt5olzbP1oURwghhJgBGqETQgghZoAKOiGEEGIGqKATQgghZoAKuoFt3rwZPj4+EAqFCAoKwqlTp/T2vXjxIiZPngwfHx+wWCzEx8ebLlADaEquX3/9NYYPHw4nJyc4OTkhNDS0wf5tTVNy3bdvHwIDA+Ho6AgbGxv4+/vju+++M2G0LdeUfB+XkpICFouF8PBw4wZoQE3Jdfv27WCxWBovoVBowmhbpql/rxUVFVi0aBE8PDwgEAjQo0cPHDx40ETRtkxTch0xYoTW3yuLxcKLL75owogNgCEGk5KSwvD5fCYxMZG5ePEiM3/+fMbR0ZEpLi7W2f/UqVPMu+++y3z//feMu7s789lnn5k24BZoaq4zZsxgNm/ezJw9e5a5dOkSM3fuXMbBwYG5ffu2iSNvuqbmevToUWbfvn1Mbm4uc+3aNSY+Pp7hcDhMamqqiSNvnqbmq5Kfn8906tSJGT58ODNx4kTTBNtCTc01KSmJsbe3ZwoLC9WvoqIiE0fdPE3NVSKRMIGBgcz48eOZv/76i8nPz2fS09OZ7OxsE0fedE3N9d69exp/pxcuXGA4HA6TlJRk2sBbiAq6AQ0ZMoRZtGiR+r1cLmc8PT2Z2NjYp27r7e3drgp6S3JlGIapq6tj7OzsmB07dhgrRINpaa4MwzADBw5kPvnkE2OEZ3DNybeuro4ZOnQo88033zBz5sxpNwW9qbkmJSUxDg4OJorOsJqa65YtWxg/Pz9GKpWaKkSDael/s5999hljZ2fHVFdXGytEo6ApdwORSqXIzMxEaGiouo3NZiM0NBQZGRmtGJnhGSJXsVgMmUyGDh06GCtMg2hprgzDQCQSIS8vD88//7wxQzWI5ua7evVquLq6Yt68eaYI0yCam2t1dTW8vb3h5eWFiRMn4uLFi6YIt0Wak+uBAwcQHByMRYsWwc3NDX379sW//vUvyOVyU4XdLIb4/9O2bdswbdo02NjYGCtMo6CCbiBlZWWQy+Vwc3PTaHdzc0NRUVErRWUchsj1gw8+gKenp8Z/dG1Rc3OtrKyEra0t+Hw+XnzxRXzxxRcYPXq0scNtsebk+9dff2Hbtm34+uuvTRGiwTQn1549eyIxMRH//e9/sXPnTigUCgwdOhS3b982RcjN1pxc//77b+zduxdyuRwHDx7EsmXLsGHDBnz66aemCLnZWvr/p1OnTuHChQt4/fXXjRWi0dDDWYjJrV27FikpKUhPT29XC4qaws7ODtnZ2aiuroZIJEJ0dDT8/PwwYsSI1g7NoB48eIBXX30VX3/9NZydnVs7HKMLDg5GcHCw+v3QoUPRu3dv/Oc//8GaNWtaMTLDUygUcHV1xdatW8HhcBAQEIA7d+5g/fr1WLFiRWuHZzTbtm1Dv379MGTIkNYOpcmooBuIs7MzOBwOiouLNdqLi4vh7u7eSlEZR0tyjYuLw9q1a3HkyBH079/fmGEaRHNzZbPZ6NatGwDA398fly5dQmxsbJsv6E3N9/r167hx4wYmTJigblMoFAAALpeLvLw8dO3a1bhBN5Mh/pvl8XgYOHAgrl27ZowQDaY5uXp4eIDH44HD4ajbevfujaKiIkilUvD5fKPG3Fwt+XutqalBSkoKVq9ebcwQjYam3A2Ez+cjICAAIpFI3aZQKCASiTS+0ZuD5ua6bt06rFmzBqmpqQgMDDRFqC1mqL9XhUIBiURijBANqqn59urVC+fPn0d2drb69fLLL2PkyJHIzs6Gl5eXKcNvEkP83crlcpw/fx4eHh7GCtMgmpPrc889h2vXrqm/oAHAlStX4OHh0WaLOdCyv9c9e/ZAIpFg1qxZxg7TOFp7VZ45SUlJYQQCAbN9+3YmNzeXWbBgAePo6Ki+rOXVV19lPvzwQ3V/iUTCnD17ljl79izj4eHBvPvuu8zZs2eZq1evtlYKjdbUXNeuXcvw+Xxm7969GpeHPHjwoLVSaLSm5vqvf/2LOXz4MHP9+nUmNzeXiYuLY7hcLvP111+3VgpN0tR8n9SeVrk3NddVq1Yxhw4dYq5fv85kZmYy06ZNY4RCIXPx4sXWSqHRmpprQUEBY2dnx0RFRTF5eXnML7/8wri6ujKffvppa6XQaM39Nzxs2DBm6tSppg7XYKigG9gXX3zBdOnSheHz+cyQIUOYEydOqD8LCQlh5syZo36fn5/PANB6hYSEmD7wZmhKrt7e3jpzXbFihekDb4am5Prxxx8z3bp1Y4RCIePk5MQEBwczKSkprRB18zUl3ye1p4LOME3LdcmSJeq+bm5uzPjx45msrKxWiLp5mvr3evz4cSYoKIgRCASMn58f889//pOpq6szcdTN09RcL1++zABgDh8+bOJIDYeetkYIIYSYATqHTgghhJgBKuiEEEKIGaCCTgghhJgBKuiEEEKIGaCCTgghhJgBKuiEEEKIGaCCTgghhJgBKuiEEEKIGaCCTghpFTdu3ACLxUJ2dnajt5k7dy7Cw8Of2u/VV1/Fv/71rybFk5qaCn9/f417lxPSnlBBJ8RMzJ07FywWCywWC3w+H926dcPq1atRV1fXqO23b98OR0dHo8X2ZCH28vJCYWEh+vbta9BjnTt3DgcPHsRbb70FAOjXrx/efPNNnX2/++47CAQClJWVYezYseDxeNi1a5dB4yHEVKigE2JGxo4di8LCQly9ehXvvPMOVq5cifXr17d2WDpxOBy4u7uDyzXsU5y/+OILREREwNbWFgAwb948pKSk4OHDh1p9k5KS8PLLL6uf5T537lxs2rTJoPEQYipU0AkxIwKBAO7u7vD29sbChQsRGhqKAwcOAADu37+P2bNnw8nJCdbW1hg3bhyuXr0KAEhPT0dkZCQqKyvVo/yVK1cCACQSCd5991106tQJNjY2CAoKQnp6uvqYqpH9oUOH0Lt3b9ja2qq/WADAypUrsWPHDvz3v/9V7zs9PV1ryl0ul2PevHnw9fWFlZUVevbsic8//7xJ+cvlcuzdu1fj+eyzZs3Cw4cP8eOPP2r0zc/PR3p6OubNm6dumzBhAs6cOYPr16836biEtAVU0AkxY1ZWVpBKpQCUo88zZ87gwIEDyMjIAMMwGD9+PGQyGYYOHYr4+HjY29ujsLAQhYWFePfddwEAUVFRyMjIQEpKCnJychAREYGxY8eqvwwAgFgsRlxcHL777jv88ccfKCgoUG//7rvvYsqUKeoiX1hYiKFDh2rFqlAo0LlzZ+zZswe5ublYvnw5PvroI/zwww+NzjcnJweVlZUIDAxUtzk7O2PixIlITEzU6Lt9+3Z07twZY8aMUbd16dIFbm5u+PPPPxt9TELaCsPOdRFC2gSGYSASiXDo0CEsXrwYV69exYEDB3Ds2DF1Md21axe8vLywf/9+REREwMHBASwWC+7u7ur9FBQUICkpCQUFBfD09ASgLNCpqalISkpSLzyTyWRISEhA165dASi/BKxevRoAYGtrCysrK0gkEo19P4nH42HVqlXq976+vsjIyMAPP/yAKVOmNCrvmzdvgsPhwNXVVaN93rx5GDduHPLz8+Hr6wuGYbBjxw7MmTMHbLbmuMbT0xM3b95s1PEIaUuooBNiRn755RfY2tpCJpNBoVBgxowZWLlyJUQiEbhcLoKCgtR9O3bsiJ49e+LSpUt693f+/HnI5XL06NFDo10ikaBjx47q99bW1upiDgAeHh4oKSlpcvybN29GYmIiCgoK8PDhQ0ilUvj7+zd6+4cPH0IgEIDFYmm0jx49Gp07d0ZSUhJWr14NkUiEgoICREZGau3DysoKYrG4ybET0tqooBNiRkaOHIktW7aAz+fD09OzxQvOqqurweFwkJmZCQ6Ho/GZatEZoBxdP47FYoFhmCYdKyUlBe+++y42bNiA4OBg2NnZYf369Th58mSj9+Hs7AyxWAypVAo+n69uZ7PZmDt3Lnbs2IGVK1ciKSkJI0eOhJ+fn9Y+ysvL4eLi0qTYCWkLqKATYkZsbGzQrVs3rfbevXujrq4OJ0+eVE+537t3D3l5eejTpw8AgM/nQy6Xa2w3cOBAyOVylJSUYPjw4c2OS9e+n6Q6HfB///d/6ramLk5TjeZzc3O1RvaRkZH49NNPsW/fPvz000/45ptvtLavra3F9evXMXDgwCYdl5C2gBbFEWIBunfvjokTJ2L+/Pn466+/cO7cOcyaNQudOnXCxIkTAQA+Pj6orq6GSCRCWVkZxGIxevTogZkzZ2L27NnYt28f8vPzcerUKcTGxuLXX39t9PF9fHyQk5ODvLw8lJWVQSaT6YzxzJkzOHToEK5cuYJly5bh9OnTTcr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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): 76.27+/-0.09 mV/dec\n",
      "Tafel slope (order 1): 65.95+/-0.20 mV/dec\n",
      "Tafel slope (order 2): 65.75+/-6.77 mV/dec\n",
      "Tafel slope (order 3): -89.52+/-16.75 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": "34a1e0dfb5ee4684bcfe321e715a96da",
       "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": "945db012c2274c46b486f903416e791d",
       "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): 70.97+/-0.06 mV/dec\n",
      "Tafel slope (order 1): 64.25+/-0.16 mV/dec\n",
      "Tafel slope (order 2): 81.26+/-7.62 mV/dec\n",
      "Tafel slope (order 3): 222.60+/-109.61 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": "4553ff29d6d44953bef33e9646896e62",
       "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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' 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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": "cd8670be39e6444fab7b5359342a76e1",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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5DKlUatFfrKX319C5Wr6A6+XMfJ2fq+Vsi3yzK69Bb9HE2+LHqm5/tZpH//777+PmzZt1PrBMJkP37t31E9oA6Ce4xcTEmHzfkiVLsHDhQiQnJ6NHjx4Gr0VERCA4ONhgn0VFRThw4ECN+yQiIrI2QRBw/dYdAEBII9vMcq9VD10QhHofKD4+HhMnTkSPHj3Qq1cvrFixAqWlpZg8eTIA7bn7Zs2aITExEQDwwQcfYM6cOdi8eTPCw8P158W9vb3h7e0NkUiE6dOnY9GiRWjTpg0iIiIwe/ZshIaGYsSIEfWOl4iIqK6KyitQqlQDAEL9PGxyzFoVdEsYPXo08vLyMGfOHGRnZyMqKgrJycn6SW2ZmZkGK7ytXr0aSqUSzz77rMF+5s6di3nz5gHQTtIrLS3FSy+9hMLCQvTp0wfJycn1Os9ORERUXzcKtb3zxl4yeMgkNjlmrQr62bNnERoaWu+DxcXFIS4urtrXUlNTDZ5nZGTcd38ikQgLFizgveWJiKhBybpdOdzuZ7sOZq0Kur+/P0pLSw3aLDErnIiIyBldL9TeVCa0kW2G24EaJsWlp6fjscceg5eXF/z8/PT3VG/UqBH8/f1tFiAREZGj0Q25N7NhQTfZQx8/fjwEQcD69esRFBQEkUhks6CIiIgcma6gh9pohjtQQ0E/ceIEjhw5gnbt2tksGCIiImeQVTnkHmKjGe5ADUPuPXv2xNWrV20WCBERkbO4ru+hN4Ah93Xr1mHatGm4fv06OnXqZHRXmnsXbyEiIiJArRH0S6c2iHPoeXl5uHz5sv7GL4D2MjFBECASiaBWq20SIBERkSPJK1ZArRHgJhYh0Mc2S6cCNRT0F154Ad26dcN3333HSXFERES1pBtuD/J1h0Rsu9ppsqBfuXIFO3fuROvWrW0WDBERkaOzxyVrQA2T4h599FGcOHHClrEQERE5PHtcsgbU0EN/4okn8MYbb+DUqVPo3Lmz0aS4J5980urBEREROZqs25WXrNm4h26yoE+bNg0Aqr1POifFERERVc8el6wBNRR0jUZjyziIiIicwt1z6LYdcjd5Dp2IiIjMpxtyt3UP3WRBf/3117Fy5Uqj9k8//RTTp0+3ZkxEREQO6Y5SjZulSgC2ve0rUENB/+GHH/DQQw8Ztffu3Rvbtm2zalBERESO6EblOujecjf4utdqhXKLMVnQCwoK4OfnZ9Tu6+uL/Px8qwZFRETkiKpesmbrG7KZLOitW7dGcnKyUft///tfREZGWjUoIiIiR2SPVdZ0TI4HxMfHIy4uDnl5eXj00UcBACkpKVi2bBlWrFhhq/iIiIgchr0uWQPucy93hUKBf/3rX1i4cCEAIDw8HKtXr8aECRNsFiAREZGj0A+5+9n2kjWghoIOAK+88gpeeeUV5OXlwcPDA97e3gCAmzdvonHjxjYJkIiIyFFcvVUGAAhr7GnzY9fqOvTAwEB4e3tjz549GDVqFJo1a2btuIiIiBzO1ZvaHnqDLOhXrlzB3LlzER4ejpEjR0IsFuPrr7+2RWxEREQOQ1mhQdZtXUFvIOfQlUoltm/fjnXr1uGPP/5AbGwsrl27hmPHjqFz5862jpGIiKjBu1F4BxoBcJeKEegtt/nxjXror732GkJDQ/Hxxx/jqaeewrVr1/Djjz9CJBJBIpHYPEAiIiJHoD9/7u9p82vQgWp66KtXr8Y777yDmTNnwsfHx+YBEREROaLMm9qC3sIO58+Banro33zzDQ4ePIiQkBCMHj0aP/30E5dKJSIiug9dQbfHhDigmoI+duxY7N27F6dOnUL79u3x6quvIjg4GBqNBmfPnrVHjERERA3eNTvOcAdqmOUeERGB+fPnIyMjA5s2bcIzzzyD8ePHo3nz5nj99ddtGSMREVGDZ+8h9/suBSMSiTB48GAMHjwYN2/exNdff40NGzbYIjYiIiKHcfemMra/ZA2o5Y1ldBo3bozp06fjxIkT1oqHiIjI4RSVq1BYpgKgneVuDyZ76IIgYNu2bdi3bx9yc3Oh0Wj0r4lEIvzwww82CZCIiKihu1o53N7ESwYvuW3XQdcxedTp06fj888/R//+/REUFGSXa+qIiIgcwVU7z3AHaijo33zzDbZv345hw4bZMh4iIiKHY897uOuYPIfu5+eHyMhIix5s1apVCA8Ph7u7O6Kjo3Hw4EGT2545cwbPPPMMwsPDIRKJql2Dfd68eRCJRAaP9u3bWzRmIiKi+7k7w90+E+KAGgr6vHnzMH/+fNy5c8ciB9qyZQvi4+Mxd+5cHD16FF27dsXgwYORm5tb7fZlZWWIjIzE4sWLERwcbHK/DzzwALKysvSP33//3SLxEhER1ZZuhru9LlkDahhyHzVqFL777js0bdoU4eHhkEqlBq8fPXrUrAMtX74cU6dOxeTJkwEAa9aswc8//4z169dj5syZRtv37NkTPXv2BIBqX9cn4OZWY8EnIiKytsyCu/dxtxeTBX3ixIk4cuQIxo8fX+9JcUqlEkeOHEFCQoK+TSwWIzY2FmlpaXXeLwBcvHgRoaGhcHd3R0xMDBITE9GiRYtqt1UoFFAoFPrnRUVFAACVSgWVSlWvOHT7qfrV2blavoDr5cx8nZ+r5WyNfCvUGn0PvXkjuU1+ltUdw2RB//nnn7F792706dOn3gfOz8+HWq1GUFCQQXtQUBDOnTtX5/1GR0dj48aNaNeuHbKysjB//nz07dsXp0+frnZhmcTERMyfP9+ofc+ePfD0tNynqr1791psX47A1fIFXC9n5uv8XC1nS+abXw6o1G5wEwk48vv/QmyDi8LKysqM2kwW9LCwMPj6+lo1oPoaOnSo/vsuXbogOjoaLVu2xPfff48pU6YYbZ+QkID4+Hj986KiIoSFhWHQoEEWyVWlUmHv3r0YOHCg0SkKZ+Rq+QKulzPzdX6ulrM18v3tUj5w7CjCA7zx+GMPWWSf96MbYa7KZEFftmwZ3n77baxZswbh4eH1OnBAQAAkEglycnIM2nNycix6/rtRo0Zo27YtLl26VO3rcrkccrnxovNSqdSi/5Atvb+GztXyBVwvZ+br/FwtZ0vme61Qeyo3ItDbZj/D6o5jcpb7+PHjsW/fPrRq1Qo+Pj5o3LixwcMcMpkM3bt3R0pKir5No9EgJSUFMTExZu2rJiUlJbh8+TJCQkIstk8iIqKaZORrh7/Dm9hvQhxQQw+9uuu+6yM+Ph4TJ05Ejx490KtXL6xYsQKlpaX6We8TJkxAs2bNkJiYCEA7kU63XKtSqcT169dx/PhxeHt7o3Xr1gCAGTNm4IknnkDLli1x48YNzJ07FxKJBGPHjrVo7ERERKZcKSgFALRs4mXXOGqc5W5Jo0ePRl5eHubMmYPs7GxERUUhOTlZP1EuMzMTYvHdAYMbN26gW7du+udLly7F0qVL0a9fP6SmpgIArl27hrFjx6KgoACBgYHo06cP/vzzTwQGBlo0diIiIlPSKwt6READKuilpaXw8qp9QOZuHxcXh7i4uGpf0xVpnfDwcAiCUOP+kpKSan1sIiIiS1NrBP193Fvaecjd4Bx669atsXjxYmRlZZl8gyAI2Lt3L4YOHYqVK1daPUAiIqKG6kbhHajUAmQSMUL87HfbV+CeHnpqaipmzZqFefPmoWvXrujRo4f+pi23bt3C2bNnkZaWBjc3NyQkJODll1+2V9xERER2l1E53N6iiScktrgAvQYGBb1du3b44YcfkJmZia1bt+K3337D/v37cefOHQQEBKBbt25Yu3Ythg4dColEYq+YiYiIGoSM/MoJcXa8h7tOtZPiWrRogTfffBNvvvmmreMhIiJyGJfztAW9VVNvO0dSw3XoREREVLPLeSUAgFaB9p3hDrCgExER1dnlXF1BZw+diIjIIZUqKnDjdjkAFnQiIiKH9Xfl+fMmXjL4e8nsHA0LOhERUZ1cyisG0DAmxAE1FPTw8HAsWLAAmZmZtoyHiIjIIVzOrZzh3gCG24EaCvr06dOxfft2REZGYuDAgUhKSoJCobBlbERERA3WpcoJca0beg99+vTpOH78OA4ePIgOHTrgtddeQ0hICOLi4nD06FFbxkhERNTgNKRL1oBanEN/8MEHsXLlSv3ypOvWrUPPnj0RFRWF9evX33cBFSIiImdTodbob/vaUHroJpdP1VGpVPj3v/+NDRs2YO/evfjHP/6BKVOm4Nq1a5g1axZ++eUXbN682RaxEhERNQiZN8ugUgvwkEoQaudFWXRMFvSjR49iw4YN+O677yAWizFhwgR89NFHaN++vX6bp556Cj179rRJoERERA2F7vx5ZKAXxHZelEXHZEHv2bMnBg4ciNWrV2PEiBGQSqVG20RERGDMmDFWDZCIiKih0d/DvYHMcAdqKOh///03WrZsWeObvby8sGHDBosHRURE1JA1tBnuQA2T4vr374+CggKj9sLCQkRGRlo1KCIioobs7gx3ByjoGRkZUKvVRu0KhQLXr1+3alBEREQNlSAI+oLekHroRkPuO3fu1H+/e/du+Pn56Z+r1WqkpKQgPDzcJsERERE1NHnFChSXV0AsAsIDPO0djp5RQR8xYgQAQCQSYeLEiQavSaVShIeHY9myZTYJjoiIqKE5n6O9h3vLJl6Qu0nsHM1dRgVdo9EA0M5gP3ToEAICAmweFBERUUN1Pltb0NsH+9g5EkMmZ7mnp6fbMg4iIiKH8FeWtqC3a8gFfeXKlXjppZfg7u6OlStX1vjG119/3aqBERERNUTnc4oAAO2Dfe0ciSGDgv7RRx/hueeeg7u7Oz766COTbxKJRCzoRETkcirUGlzI0c5wb9BD7lWH2TnkTkREZCijoAzKCg08pBK0aNxwZrgDtVhtTUetVuP48eO4deuWNeMhIiJqsM5la4fb2wb7NJh7uOvUuB76l19+CUBbzB9++GE8+OCDCAsLQ2pqqq3iIyIiajD0M9yDGtZwO1BDQd+2bRu6du0KAPjxxx+RkZGBc+fO4Y033sC7775rswCJiIgaCt0M9/YhDlTQ8/PzERwcDADYtWsXRo4cibZt2+KFF17AqVOnbBYgERFRQ6Gb4d7QLlkDaijoQUFBOHv2LNRqNZKTkzFw4EAAQFlZGSSShnNnHCIiIlsoUVTg6s07ABreJWtADTeWmTx5MkaNGoWQkBCIRCLExsYCAA4cOID27dvbLEAiIqKG4HzlhLimPnI09pLZORpjJgv6vHnz0KlTJ1y9ehUjR46EXC4HAEgkEsycOdNmARIRETUEp69rC/oDoQ2vdw7UUNAB4NlnnzVqu3fBFiIiIldw+vptAEDnZn732dI+arwOPSUlBbNmzcKLL76IF154weBRF6tWrUJ4eDjc3d0RHR2NgwcPmtz2zJkzeOaZZxAeHg6RSIQVK1bUe59ERER1dfpGZQ/d0Qr6/PnzMWjQIKSkpCA/Px+3bt0yeJhry5YtiI+Px9y5c3H06FF07doVgwcPRm5ubrXbl5WVITIyEosXL9bPtq/vPomIiOqiXKXGxcplUzs10IJucsh9zZo12LhxI55//nmLHGj58uWYOnUqJk+erN//zz//jPXr11d7Tr5nz57o2bMnAJg8Z2/uPomIiOrifHYxKjQCGnvJEOrnbu9wqmWyoCuVSvTu3dsiB1EqlThy5AgSEhL0bWKxGLGxsUhLS7PZPhUKBRQKhf55UZF2+ESlUkGlUtUpjqp0+7DEvhyBq+ULuF7OzNf5uVrOdc33xNWbAICOIT6oqKiweFzmqi5+kwX9xRdfxObNmzF79ux6Hzg/Px9qtRpBQUEG7UFBQTh37pzN9pmYmIj58+cbte/Zsweenpa7yf7evXstti9H4Gr5Aq6XM/N1fq6Ws7n5Jl8WAxDDvSwPu3btsk5QZigrKzNqM1nQy8vL8cUXX+CXX35Bly5dIJVKDV5fvny55SO0soSEBMTHx+ufFxUVISwsDIMGDYKvb/0vQ1CpVNi7dy8GDhxo9PNyRq6WL+B6OTNf5+dqOdc133Vr/gRQhCf7RmFop+rnddmSboS5KpMF/eTJk4iKigIAnD592uA1kci8FWYCAgIgkUiQk5Nj0J6Tk2Nywps19imXy/XX01cllUot+g/Z0vtr6FwtX8D1cma+zs/VcjYnX2WFBueztWugR7Vo0iB+TtXFYLKg79u3z2IHlslk6N69O1JSUjBixAgAgEajQUpKCuLi4hrMPomIiO51LrsISrUGjTylCGvsYe9wTKrxxjIAcOnSJVy+fBkPP/wwPDw8IAiC2T10AIiPj8fEiRPRo0cP9OrVCytWrEBpaal+hvqECRPQrFkzJCYmAtBOejt79qz+++vXr+P48ePw9vZG69ata7VPIiKi+jp+tRAA0LV5ozrVP1sxWdALCgowatQo7Nu3DyKRCBcvXkRkZCSmTJkCf39/LFu2zKwDjR49Gnl5eZgzZw6ys7MRFRWF5ORk/aS2zMxMiMV3L4u/ceMGunXrpn++dOlSLF26FP369dOvx36/fRIREdXX8cxCAEBUWCO7xnE/Jgv6G2+8AalUiszMTHTo0EHfPnr0aMTHx5td0AEgLi7O5HC4rkjrhIeHQxCEeu2TiIiovnQ99KgWjewax/2YLOh79uzB7t270bx5c4P2Nm3a4MqVK1YPjIiIyN5ul6nwd34pACCqeSP7BnMfJm/9WlpaWu212Tdv3qx2pjgREZGzOX6tEAAQ3sQT/g1wydSqTBb0vn374uuvv9Y/F4lE0Gg0WLJkCfr372+T4IiIiOzJUc6fAzUMuS9ZsgQDBgzA4cOHoVQq8fbbb+PMmTO4efMm/vjjD1vGSEREZBfHr2oXI3OEgm6yh96pUydcuHABffr0wfDhw1FaWoqnn34ax44dQ6tWrWwZIxERkc1pNAKO6nroLfztG0wt1Hgdup+fH959911bxUJERNRgXMgtxu07KnjKJHggtP63B7c2g4J+8uTJWr+xS5cuFg+GiIiooTiUrl1hrXtLf0glJge0GwyDgh4VFQWRSGR0Nzjd9eBV29RqtY1CJCIisr0DlQW9Z3hjO0dSOwYfOdLT0/H3338jPT0dP/zwAyIiIvDZZ5/h+PHjOH78OD777DO0atUKP/zwg73iJSIisjpBEHCwsqD3inCMgm7QQ2/ZsqX++5EjR2LlypUYNmyYvq1Lly4ICwvD7Nmz9QuiEBEROZvMm2XILVZAJhE7xAx3oIZZ7qdOnUJERIRRe0REhH7RFCIiImekG27v0twP7lKJnaOpHZMFvUOHDkhMTIRSqdS3KZVKJCYmGtzbnYiIyNkccrDhdqCGy9bWrFmDJ554As2bN9fPaD958iREIhF+/PFHmwVIRERkawczKifEOUNB79WrF/7++298++23OHfuHADtSmvjxo2Dl5eXzQIkIiKypezb5bhSUAaxSHvJmqOo8cYyXl5eeOmll2wVCxERkd39fikfANC5mR983aV2jqb2Gv6V8kRERDb028U8AMDDbQPtHIl5WNCJiIgqaTQCfr+o7aH3bcOCTkRE5JDOZhWhoFQJL5kE3Vo0snc4ZmFBJyIiqvRbZe88plWAQ9y/vSqT0UZGRqKgoMCovbCwEJGRkVYNioiIyB7unj8PsHMk5jNZ0DMyMqpdgEWhUOD69etWDYqIiMjWypQVOJxxC4DjnT8HqrlsbefOnfrvd+/eDT8/P/1ztVqNlJQUhIeH2yQ4IiIiWznw900o1Ro09/dAeBNPe4djNqOCrlt0RSQSYeLEiQavSaVShIeHY9myZTYJjoiIyFZSzuUA0F6uVnW5cEdhVNA1Gg0A7SIshw4dQkCA451HICIiMocgCEj5KxcAMLBDkJ2jqRuTd4pLT0+3ZRxERER2c+ZGEbJul8NDKkFMqyb2DqdOarz1a0pKClJSUpCbm6vvueusX7/eqoERERHZyi9/aYfb+7YJcJjlUu9lsqDPnz8fCxYsQI8ePRASEuKQ5xOIiIhqQ1fQYzs65nA7cJ/lUzdu3Ijnn3/elvEQERHZVGZBGU5fL4JYBDzavqm9w6kzk9ehK5VK9O7d25axEBER2dzPp7IAADGtmiDAW27naOrOZEF/8cUXsXnzZlvGQkREZHM/n7oBAHisc6idI6kfk0Pu5eXl+OKLL/DLL7+gS5cukEoN14Rdvny51YMjIiKypoz8Upy+XgSJWITBDzju+XOghoJ+8uRJREVFAQBOnz5t8BonyBERkTPQDbf3btUETRx4uB2ooaDv27fPlnEQERHZlCAI+PGEdrj98S4hdo6m/u67NtylS5ewe/du3LlzB4D2B0BEROToTl8vwrnsYsjcxBjygBMX9IKCAgwYMABt27bFsGHDkJWlHZaYMmUK3nzzzTodbNWqVQgPD4e7uzuio6Nx8ODBGrffunUr2rdvD3d3d3Tu3Bm7du0yeH3SpEkQiUQGjyFDhtQpNiIici1bj1wFAAx+IBh+ntL7bN3wmSzob7zxBqRSKTIzM+HpeXfVmdGjRyM5OdnsA23ZsgXx8fGYO3cujh49iq5du2Lw4MHIzc2tdvv9+/dj7NixmDJlCo4dO4YRI0ZgxIgRRufzhwwZgqysLP3ju+++Mzs2IiJyLQqVGjuOaZcCH9m9uZ2jsQyTBX3Pnj344IMP0Ly5YaJt2rTBlStXzD7Q8uXLMXXqVEyePBkdO3bEmjVr4OnpafIWsh9//DGGDBmCt956Cx06dMDChQvx4IMP4tNPPzXYTi6XIzg4WP/w9/c3OzYiInItv5zLQ1F5BUL93PFQa+dYhMzkpLjS0lKDnrnOzZs3IZebNxNQqVTiyJEjSEhI0LeJxWLExsYiLS2t2vekpaUhPj7eoG3w4MHYsWOHQVtqaiqaNm0Kf39/PProo1i0aBGaNKn+xvoKhQIKhUL/vKioCACgUqmgUqnMyqk6un1YYl+OwNXyBVwvZ+br/FwtZ12e3x7IBACMiAqFRl0BjdqeUZmvut+XyYLet29ffP3111i4cCEA7aVqGo0GS5YsQf/+/c06cH5+PtRqNYKCDK/xCwoKwrlz56p9T3Z2drXbZ2dn658PGTIETz/9NCIiInD58mXMmjULQ4cORVpaGiQS45vrJyYmYv78+Ubte/bsqfbDS13t3bvXYvtyBK6WL+B6OTNf5+dKOV8vBQ5dKYQYAoKKL2DXrgv2DslsZWVlRm0mC/qSJUswYMAAHD58GEqlEm+//TbOnDmDmzdv4o8//rBqoLU1ZswY/fedO3dGly5d0KpVK6SmpmLAgAFG2yckJBj0+ouKihAWFoZBgwbB19e33vGoVCrs3bsXAwcONLoRjzNytXwB18uZ+To/V8tZpVLhhTUpAIAhnYIx7qmudo6obnQjzFWZLOidOnXChQsX8Omnn8LHxwclJSV4+umn8eqrryIkxLzp/QEBAZBIJMjJyTFoz8nJQXBwcLXvCQ4ONmt7AIiMjERAQAAuXbpUbUGXy+XVni6QSqUW/Yds6f01dK6WL+B6OTNf5+cqOd8qU+JInvbmaC/0iXTYnKuLu9pJcSqVCgMGDEBubi7effddfP/999i1axcWLVpkdjEHAJlMhu7duyMlJUXfptFokJKSgpiYmGrfExMTY7A9oB0SMrU9AFy7dg0FBQV1ipGIiJzf94evQyWI8ECoD7q3dK5J1NUWdKlUipMnT1r0QPHx8Vi7di2++uor/PXXX3jllVdQWlqKyZMnAwAmTJhgMGnun//8J5KTk7Fs2TKcO3cO8+bNw+HDhxEXFwcAKCkpwVtvvYU///wTGRkZSElJwfDhw9G6dWsMHjzYorETEZHjK1ep8c2f2slwz0e3cLrbmJu8bG38+PH48ssvLXag0aNHY+nSpZgzZw6ioqJw/PhxJCcn6ye+ZWZm6m9eAwC9e/fG5s2b8cUXX6Br167Ytm0bduzYgU6dOgEAJBIJTp48iSeffBJt27bFlClT0L17d/z2229mz8InIiLnt/XINeQUK9BIJjjFrV7vZfIcekVFBdavX49ffvkF3bt3h5eXl8HrdVltLS4uTt/DvldqaqpR28iRIzFy5Mhqt/fw8MDu3bvNjoGIiFyPskKD1fsuAQAGhGogd7vvnc8djsmCfvr0aTz44IMAgAsXDKf0O9swBRERObftR6/hxu1yBHrL8I+mxpd8OYNqC7parcb8+fPRuXNn3nmNiIgcWrlKjU/+V9s7f7FPOGS3z9o5IuuodsxBIpFg0KBBKCwstHE4RERElrX+j3RcL7yDUD93jOsVZu9wrMbkSYROnTrh77//tmUsREREFlVQosBn+y4DAN4a0g7uUuO7iDoLkwV90aJFmDFjBn766SdkZWWhqKjI4EFERNTQfZxyESWKCnRq5ovhXZvZOxyrMjkpbtiwYQCAJ5980mASnCAIEIlEUKsd7E72RETkUk5eK8SmP7Wrg84a1gFisQjOXLpMFvR9+/bZMg4iIiKLqVBrMPOHU9AIwJNdQ9G7lXMskVoTkwW9X79+toyDiIjIYr78PR1ns4rg5yHF7Mc72jscmzBZ0H/99dca3/jwww9bPBgiIqL6On39Npbt0d4/5d3HOiDQxzXuHmqyoD/yyCNGbVXPpfMcOhERNTTF5Sq8uvkolGoNYjsEYWT35vYOyWZMznK/deuWwSM3NxfJycno2bMn9uzZY8sYiYiI7ksQBCRsP4UrBWVo1sgDS0d2cak7m5rsofv5+Rm1DRw4EDKZDPHx8Thy5IhVAyMiIjLH57/+jZ9OZsFNLMLKsd3QyFNm75Bsyuy70wcFBeH8+fPWiIWIiKhO/n3sGhb/9xwA7XlzZ1vrvDZM9tDvXQ9dEARkZWVh8eLFiIqKsnZcREREtfL7xXy8tVVbs17sE4HJD0XYOSL7MFnQo6KiIBKJIAiCQfs//vEPrF+/3uqBERER3c+Jq4WYtukIKjTaNc5nDetg75DsxmRBT09PN3guFosRGBgId3d3qwdFRER0P79fzMdL3xxGmVKNf0Q2xrJRXSEWu84kuHuZLOgtW7a0ZRxERES19tPJG4jfcgJKtQYPtW6Cz5/vAbmb8y68UhtGk+L+93//Fx07dqx2AZbbt2/jgQcewG+//WaT4IiIiKrSaAQs3X0ecZuPQanWYGinYKyf1BPecpP9U5dhVNBXrFiBqVOnwtfX12hjPz8/vPzyy1i+fLlNgiMiItLJvl2OiRsO4tN9lwAALzwUgU/HPejyPXMdo4J+4sQJDBkyxOQbBg0axGvQiYjIZgRBwA9HrmHQR/+H3y7mQ+4mxkeju2LOEx0hceFz5vcyGqPIycmBVCo1/QY3N+Tl5Vk1KCIiIgC4kFOM2TtO40D6TQBA1+Z+WDYqCq2bets5sobHqKA3a9YMp0+fRuvWrat9w8mTJxESEmL1wIiIyHVdzCnGp/su4ccTN6ARAHepGK892gYvPRwJqcTse6K5BKOCPmzYMMyePRtDhgwxukTtzp07mDt3Lh5//HGbBUhERK7jzI3bWLXvEv57Ohu626AMfiAIsx/viOb+nvYNroEzKujvvfcetm/fjrZt2yIuLg7t2rUDAJw7dw6rVq2CWq3Gu+++a/NAiYjIORWWKfHzqSx8f+gqTly7rW8f8kAw4h5tjU7NjNcWIWNGBT0oKAj79+/HK6+8goSEBP2d4kQiEQYPHoxVq1YhKCjI5oESEZFzqFBrcPxqIX69mI9fL+Th5LVCaCp7425iEYZ2DsGr/VuhfbDx1VZkWrUX7rVs2RK7du3CrVu3cOnSJQiCgDZt2sDf3/Vudk9ERPVTXK7CxdwSnL1RhN8v5uOPy/koLq8w2KZ9sA+e7d4cI7o1Q4C33E6ROrYar8T39/dHz549bRULEdmZIAhQqjVQVGigUGlQckeBnDvA2awiqCGGQqVBeYUaCpUGisqv5RVq3FGqUVHZxRIEAYIACPp9AgIEVF0WQiwSQSwCxGLR3e9FIohEgKRKm0gkMtpWKhFBIhbBTSyGm1gEN0nl9xLda/e0i0WQuonhLXODXCqGVCLmpU5WUlSuwsWcElzKLcaFnBJczC3BxZxiZN0uN9rWz0OKPm0C0K9NIPq2DUCIn4cdInYuvLUOkQNSawSUlFegqFyF23dUKC6vQJmyAqVKNe4oK1CqUKNEUYESRQWKy7VfS8pVKFOqodIV7Iq7RVlRoUG5Sg1Fhaaao7kBx/+0eY7WJBYBUokYMon2g4CkyoeFCoUEn2ekwUPmBrmbGO5SCdylYsjdqn6VGLx273OZRAKpRASZm/YDhMxNeyxp5Vft9yLIKj9ciEQN6wOGRiPoP6iVKdUoVWr/HRWXq1B0pwL5JQrklSiQV2z4KChVmtxnUx852gb5oFdEYzzcNhCdm/nxg5WFsaATWZnuj2O5SoM7Ku0fyXKV9g9lWWXxLa0svqWKCpQoK1BWtU1ZgZLK52WVBbpYUXH/A1uAu1QMsUYNb093yKViuLtJIK8sanI3MeRuYnjIJHB3k8BNoi2KAKD9IoKuTokq20QQ6XvrGkGARlP5VdD27NWV32sEAYLB69p2tUaAWiNApdZov2oEVOi+138VUKG5+71aI0BZoYFSfffDikaA/kONMRFy7hRb+0drQFrlZwdoRyn0HwYqPxBoRx2038srn+t+LobRV/m+8onuZ1ehEaAx+KpBhVpAcakE/zr9f/f5YFc7Qb5ytGnqgzZB3mgb5IM2Tb3RpqkP/DxN39+ELIMFnVyKIGj/mGmHlNXa4eXKHqqysseqrPxDr1RrtL3ZKoW4pFyJs5linPjveZRVab+j0hbpuwVb+1qZsgLlqrr/cbwfd6kYPu5S+Lq7wVvuBk+ZG7zkEnjItM99Ktu95W7wdneDp0wCN7FY39M0LNKGbVKJCBUVFdi1axeGDetX4w2nHIGuqKsqtL9X7e9X+0FAIwioUAu4o1Di19/3I6pHL6g0IoPTCuWqqt/fLXzlKu3zqtsqq/z7UVZoj6NrU1ZTLFVqAXdPUmiVKdU2+skAgAhQKKp9Re4mho+7G3zcpfp/U0285Qj0liPQp8rDW45mjTxYuO2IBZ0aJLVG0BZEhXYYuUxZoR36Uxh+rdrLLVNqh6CLyyv0f2R1hba8SuG9t0djPjFw/Uqd3ilzE8OjcljWS+YGD5kEXpUF10vuBq/K51W/v/c1H3c3+HpI4ePuxntYm0Hmpu3doob5ViqVCjf8gIfbBFjtA4zuQ6VKrYGqQoBCrUaFWjsKoaMbcVBWCPoPHxVqQf8BQVGhQYVGUzm/4O5ISNV5CgIEfZtErD2tIBGJIJFov7qJRdqlRjVqHPgzDY883Ade7jJ4yNzgIZXAo/I0gisvR+poWNCp1lTqu72RcpUaJXcUuFoCHL5yCxWCSN9erlKjvLIHXK5SQ6nW/fG6e6626vldXbHWndstU6qr7cVYg1Qi0g8f64Yy5W4S/R9/qUQEqUQMT5kEnjI3yCQiZF3LRNvWkWjkWeWPn0zbq3WXSSoLtgSeld97VGnjOUMSVZ6rl0rEgAwA7NujValUyDkDdAzxdfhRGFfHgu7AdDOSy5WVQ78qtX7YuEyp1g8rK6oUUt2529LK87RlSnWVIqw2LMr3FGh1tV1bN+DUIavlKBIBXjLtULGXvPKrvmerLbJeMgk85W7wlEr0PVddAa06aclTVvm8clhZJjG/96FSqbBrVwaGDW7LP35E1KCwoNuJokKNwjKVfuaobiay7vui8gqU1PDaHWWFhYaP68a98jyroFaikbcXPGQSyKUSeFQWT/cqM4J1lwrpZvu6S8V3z+tWDid7yiT6mcAelb1h3dB0Q5sBTETUENm0oK9atQoffvghsrOz0bVrV3zyySfo1auXye23bt2K2bNnIyMjA23atMEHH3yAYcOG6V8XBAFz587F2rVrUVhYiIceegirV69GmzZtbJHOfZUpK3AhpwTns4twPrsEmTdLkXW7HNm3y2u8vKMuJGIRPKV3e566od+qw8i6GclVe7UeVYvwPT1a/fduEqPLc0QiUWVvdReGDevD3ioRkZ3ZrKBv2bIF8fHxWLNmDaKjo7FixQoMHjwY58+fR9OmTY22379/P8aOHYvExEQ8/vjj2Lx5M0aMGIGjR4+iU6dOAIAlS5Zg5cqV+OqrrxAREYHZs2dj8ODBOHv2rNHCMrZwKbcEJwpEOLX7An6/VIDzOcUGk1TuJRYBPu5S/UxkX9337m4Gs0p975lh6l25vYf07jlbrj5EROTabFbQly9fjqlTp2Ly5MkAgDVr1uDnn3/G+vXrMXPmTKPtP/74YwwZMgRvvfUWAGDhwoXYu3cvPv30U6xZswaCIGDFihV47733MHz4cADA119/jaCgIOzYsQNjxoyxVWoAgN1nsvHyN0cASIALGfr2AG852gf7oG2QD1o19UKonweCfN0R4ueORp5SDicTEZFF2KSgK5VKHDlyBAkJCfo2sViM2NhYpKWlVfuetLQ0xMfHG7QNHjwYO3bsAACkp6cjOzsbsbGx+tf9/PwQHR2NtLS0agu6QqGAosq1lkVFRQC0E51UKlWd8wOAtoGe8HV3Q1F5BQZ1CMSwziHoGe6Ppj6mr5GpqLDNzUGsRfczq+/PzpG4Ws7M1/m5Ws7Okm918dukoOfn50OtVhut0hYUFIRz585V+57s7Oxqt8/Ozta/rmsztc29EhMTMX/+fKP2PXv2wNOz/uvsxncElBogyCMLuJqFw1frvUuHsHfvXnuHYHOuljPzdX6ulrOj51tWVmbU5lKz3BMSEgx6/UVFRQgLC8OgQYPg61v/ZfpUKhX27t2LgQMHusQkMVfLF3C9nJmv83O1nJ0lX90Ic1U2KegBAQGQSCTIyckxaM/JyUFwcHC17wkODq5xe93XnJwchISEGGwTFRVV7T7lcjnkcuMhcKlUatFfrKX319C5Wr6A6+XMfJ2fq+Xs6PlWF7tNpkbLZDJ0794dKSkp+jaNRoOUlBTExMRU+56YmBiD7QHtEIlu+4iICAQHBxtsU1RUhAMHDpjcJxERkbOy2ZB7fHw8Jk6ciB49eqBXr15YsWIFSktL9bPeJ0yYgGbNmiExMREA8M9//hP9+vXDsmXL8NhjjyEpKQmHDx/GF198AUB7+8Tp06dj0aJFaNOmjf6ytdDQUIwYMcJWaRERETUINivoo0ePRl5eHubMmYPs7GxERUUhOTlZP6ktMzMTYvHdAYPevXtj8+bNeO+99zBr1iy0adMGO3bs0F+DDgBvv/02SktL8dJLL6GwsBB9+vRBcnKyXa5BJyIisiebToqLi4tDXFxcta+lpqYatY0cORIjR440uT+RSIQFCxZgwYIFlgqRiIjIIfH2YkRERE6ABZ2IiMgJuNR16PcSKm+0Xt31fHWhUqlQVlaGoqIih74corZcLV/A9XJmvs7P1XJ2lnx1dUuosmCISxf04uJiAEBYWJidIyEiIjJfcXEx/Pz8AAAiQahpPTDnptFocOPGDfj4+FhkkRTdneeuXr1qkTvPNXSuli/gejkzX+fnajk7S76CIKC4uBihoaH6K8RcuocuFovRvHlzi+/X19fXof+hmMvV8gVcL2fm6/xcLWdnyFfXM9fhpDgiIiInwIJORETkBFjQLUgul2Pu3LnVLgDjjFwtX8D1cma+zs/VcnbmfF16UhwREZGzYA+diIjICbCgExEROQEWdCIiIifAgm6mVatWITw8HO7u7oiOjsbBgwdNbnvmzBk888wzCA8Ph0gkwooVK2wXqIWYk+/atWvRt29f+Pv7w9/fH7GxsTVu31CZk/P27dvRo0cPNGrUCF5eXoiKisI333xjw2jrz5x8q0pKSoJIJMKIESOsG6CFmZPvxo0bIRKJDB6OuDyzub/jwsJCvPrqqwgJCYFcLkfbtm2xa9cuG0Vbf+bk+8gjjxj9jkUiER577DEbRmwhAtVaUlKSIJPJhPXr1wtnzpwRpk6dKjRq1EjIycmpdvuDBw8KM2bMEL777jshODhY+Oijj2wbcD2Zm++4ceOEVatWCceOHRP++usvYdKkSYKfn59w7do1G0ded+bmvG/fPmH79u3C2bNnhUuXLgkrVqwQJBKJkJycbOPI68bcfHXS09OFZs2aCX379hWGDx9um2AtwNx8N2zYIPj6+gpZWVn6R3Z2to2jrh9zc1YoFEKPHj2EYcOGCb///ruQnp4upKamCsePH7dx5HVjbr4FBQUGv9/Tp08LEolE2LBhg20DtwAWdDP06tVLePXVV/XP1Wq1EBoaKiQmJt73vS1btnS4gl6ffAVBECoqKgQfHx/hq6++slaIFlffnAVBELp16ya899571gjP4uqSb0VFhdC7d29h3bp1wsSJEx2qoJub74YNGwQ/Pz8bRWcd5ua8evVqITIyUlAqlbYK0aLq+3/4o48+Enx8fISSkhJrhWg1HHKvJaVSiSNHjiA2NlbfJhaLERsbi7S0NDtGZh2WyLesrAwqlQqNGze2VpgWVd+cBUFASkoKzp8/j4cfftiaoVpEXfNdsGABmjZtiilTptgiTIupa74lJSVo2bIlwsLCMHz4cJw5c8YW4VpEXXLeuXMnYmJi8OqrryIoKAidOnXC+++/D7Vabauw68wSf7e+/PJLjBkzBl5eXtYK02pY0GspPz8farUaQUFBBu1BQUHIzs62U1TWY4l833nnHYSGhhr852rI6prz7du34e3tDZlMhsceewyffPIJBg4caO1w660u+f7+++/48ssvsXbtWluEaFF1ybddu3ZYv349/vOf/2DTpk3QaDTo3bs3rl27ZouQ660uOf/999/Ytm0b1Go1du3ahdmzZ2PZsmVYtGiRLUKul/r+3Tp48CBOnz6NF1980VohWpVLL85C1rN48WIkJSUhNTXVIScRmcPHxwfHjx9HSUkJUlJSEB8fj8jISDzyyCP2Ds2iiouL8fzzz2Pt2rUICAiwdzg2ERMTg5iYGP3z3r17o0OHDvj888+xcOFCO0ZmPRqNBk2bNsUXX3wBiUSC7t274/r16/jwww8xd+5ce4dnVV9++SU6d+6MXr162TuUOmFBr6WAgABIJBLk5OQYtOfk5CA4ONhOUVlPffJdunQpFi9ejF9++QVdunSxZpgWVdecxWIxWrduDQCIiorCX3/9hcTExAZf0M3N9/Lly8jIyMATTzyhb9NoNAAANzc3nD9/Hq1atbJu0PVgif/DUqkU3bp1w6VLl6wRosXVJeeQkBBIpVJIJBJ9W4cOHZCdnQ2lUgmZTGbVmOujPr/j0tJSJCUlYcGCBdYM0ao45F5LMpkM3bt3R0pKir5No9EgJSXF4BO8s6hrvkuWLMHChQuRnJyMHj162CJUi7HU71ij0UChUFgjRIsyN9/27dvj1KlTOH78uP7x5JNPon///jh+/DjCwsJsGb7ZLPH7VavVOHXqFEJCQqwVpkXVJeeHHnoIly5d0n9YA4ALFy4gJCSkQRdzoH6/461bt0KhUGD8+PHWDtN67D0rz5EkJSUJcrlc2Lhxo3D27FnhpZdeEho1aqS/jOX5558XZs6cqd9eoVAIx44dE44dOyaEhIQIM2bMEI4dOyZcvHjRXimYxdx8Fy9eLMhkMmHbtm0Gl4EUFxfbKwWzmZvz+++/L+zZs0e4fPmycPbsWWHp0qWCm5ubsHbtWnulYBZz872Xo81yNzff+fPnC7t37xYuX74sHDlyRBgzZozg7u4unDlzxl4pmM3cnDMzMwUfHx8hLi5OOH/+vPDTTz8JTZs2FRYtWmSvFMxS13/Tffr0EUaPHm3rcC2KBd1Mn3zyidCiRQtBJpMJvXr1Ev7880/9a/369RMmTpyof56eni4AMHr069fP9oHXkTn5tmzZstp8586da/vA68GcnN99912hdevWgru7u+Dv7y/ExMQISUlJdoi67szJ916OVtAFwbx8p0+frt82KChIGDZsmHD06FE7RF0/5v6O9+/fL0RHRwtyuVyIjIwU/vWvfwkVFRU2jrruzM333LlzAgBhz549No7UsrjaGhERkRPgOXQiIiInwIJORETkBFjQiYiInAALOhERkRNgQSciInICLOhEREROgAWdiIjICbCgExEROQEWdCKyuoyMDIhEIhw/frzW75k0aRJGjBhx3+2ef/55vP/++2bFk5ycjKioKIP7lRM5OhZ0Igc0adIkiEQiiEQiyGQytG7dGgsWLEBFRUWt3r9x40Y0atTIarHdW4jDwsKQlZWFTp06WfRYJ06cwK5du/D6668DADp37oxp06ZVu+0333wDuVyO/Px8DBkyBFKpFN9++61F4yGyJxZ0Igc1ZMgQZGVl4eLFi3jzzTcxb948fPjhh/YOq1oSiQTBwcFwc7Psis2ffPIJRo4cCW9vbwDAlClTkJSUhDt37hhtu2HDBjz55JP6tdwnTZqElStXWjQeIntiQSdyUHK5HMHBwWjZsiVeeeUVxMbGYufOnQCAW7duYcKECfD394enpyeGDh2KixcvAgBSU1MxefJk3L59W9/LnzdvHgBAoVBgxowZaNasGby8vBAdHY3U1FT9MXU9+927d6NDhw7w9vbWf7AAgHnz5uGrr77Cf/7zH/2+U1NTjYbc1Wo1pkyZgoiICHh4eKBdu3b4+OOPzcpfrVZj27ZtBuuzjx8/Hnfu3MEPP/xgsG16ejpSU1MxZcoUfdsTTzyBw4cP4/Lly2Ydl6ihYkEnchIeHh5QKpUAtL3Pw4cPY+fOnUhLS4MgCBg2bBhUKhV69+6NFStWwNfXF1lZWcjKysKMGTMAAHFxcUhLS0NSUhJOnjyJkSNHYsiQIfoPAwBQVlaGpUuX4ptvvsGvv/6KzMxM/ftnzJiBUaNG6Yt8VlYWevfubRSrRqNB8+bNsXXrVpw9exZz5szBrFmz8P3339c635MnT+L27dvo0aOHvi0gIADDhw/H+vXrDbbduHEjmjdvjkGDBunbWrRogaCgIPz222+1PiZRQ2bZ8S8isjlBEJCSkoLdu3fjtddew8WLF7Fz50788ccf+mL67bffIiwsDDt27MDIkSPh5+cHkUiE4OBg/X4yMzOxYcMGZGZmIjQ0FIC2QCcnJ2PDhg36iWcqlQpr1qxBq1atAGg/BCxYsAAA4O3tDQ8PDygUCoN930sqlWL+/Pn65xEREUhLS8P333+PUaNG1SrvK1euQCKRoGnTpgbtU6ZMwdChQ5Geno6IiAgIgoCvvvoKEydOhFhs2IcJDQ3FlStXanU8ooaOBZ3IQf3000/w9vaGSqWCRqPBuHHjMG/ePKSkpMDNzQ3R0dH6bZs0aYJ27drhr7/+Mrm/U6dOQa1Wo23btgbtCoUCTZo00T/39PTUF3MACAkJQW5urtnxr1q1CuvXr0dmZibu3LkDpVKJqKioWr//zp07kMvlEIlEBu0DBw5E8+bNsWHDBixYsAApKSnIzMzE5MmTjfbh4eGBsrIys2MnaohY0IkcVP/+/bF69WrIZDKEhobWe8JZSUkJJBIJjhw5AolEYvCabtIZoO1dVyUSiSAIglnHSkpKwowZM7Bs2TLExMTAx8cHH374IQ4cOFDrfQQEBKCsrAxKpRIymUzfLhaLMWnSJHz11VeYN28eNmzYgP79+yMyMtJoHzdv3kRgYKBZsRM1VCzoRA7Ky8sLrVu3Nmrv0KEDKioqcODAAf2Qe0FBAc6fP4+OHTsCAGQyGdRqtcH7unXrBrVajdzcXPTt27fOcVW373vpTgf8z//8j77N3Mlput782bNnjXr2kydPxqJFi7B9+3b8+9//xrp164zeX15ejsuXL6Nbt25mHZeooeKkOCIn06ZNGwwfPhxTp07F77//jhMnTmD8+PFo1qwZhg8fDgAIDw9HSUkJUlJSkJ+fj7KyMrRt2xbPPfccJkyYgO3btyM9PR0HDx5EYmIifv7551ofPzw8HCdPnsT58+eRn58PlUpVbYyHDx/G7t27ceHCBcyePRuHDh0yK8/AwEA8+OCD+P33341ei4iIwKOPPoqXXnoJcrkcTz/9tNE2f/75J+RyOWJiYsw6LlFDxYJO5IQ2bNiA7t274/HHH0dMTAwEQcCuXbv0w+W9e/fGtGnTMHr0aAQGBmLJkiX6902YMAFvvvkm2rVrhxEjRuDQoUNo0aJFrY89depUtGvXDj169EBgYCD++OMPo21efvllPP300xg9ejSio6NRUFBg0FuvrRdffNHkzWGmTJmCW7duYdy4cXB3dzd6/bvvvsNzzz0HT09Ps49L1BCJBHNPfhERNRB37txBu3btsGXLFrN62vn5+WjXrh0OHz6MiIgIK0ZIZDvsoRORw/Lw8MDXX3+N/Px8s96XkZGBzz77jMWcnAp76ERERE6APXQiIiInwIJORETkBFjQiYiInAALOhERkRP4fyElQyR9BQkXAAAAAElFTkSuQmCC",
      "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): 72.85+/-0.12 mV/dec\n",
      "Tafel slope (order 1): 60.45+/-0.11 mV/dec\n",
      "Tafel slope (order 2): 56.23+/-3.38 mV/dec\n",
      "Tafel slope (order 3): -301.69+/-170.33 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": "af1a4b32454044f7a53e6727e7abb811",
       "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": 92,
   "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>CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_seq1_05_CV_C01.mpr</th>\n",
       "      <td>70.967225</td>\n",
       "      <td>0.064506</td>\n",
       "      <td>0.732229</td>\n",
       "      <td>Pristine</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250523_002_#6_Co3O4Nps_CV_5mVpers_after1h_CA_at_1p0V_MSE_eq_1p93V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>72.850854</td>\n",
       "      <td>0.123063</td>\n",
       "      <td>0.723609</td>\n",
       "      <td>1 h at 1.93 V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>76.271633</td>\n",
       "      <td>0.093756</td>\n",
       "      <td>0.730121</td>\n",
       "      <td>1 h at 1.73 V</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    tafel slope     error  \\\n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...    70.967225  0.064506   \n",
       "CL20250523_002_#6_Co3O4Nps_CV_5mVpers_after1h_C...    72.850854  0.123063   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...    76.271633  0.093756   \n",
       "\n",
       "                                                    overpotential  \\\n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...       0.732229   \n",
       "CL20250523_002_#6_Co3O4Nps_CV_5mVpers_after1h_C...       0.723609   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...       0.730121   \n",
       "\n",
       "                                                             info  \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...       Pristine  \n",
       "CL20250523_002_#6_Co3O4Nps_CV_5mVpers_after1h_C...  1 h at 1.93 V  \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...  1 h at 1.73 V  "
      ]
     },
     "execution_count": 92,
     "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": 93,
   "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_1107/1871966502.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_1107/1871966502.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": "dd487a395a694dbe862de161d211a9c4",
       "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": 94,
   "id": "d8535d31",
   "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",
       "      <th>before EIS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_seq4_06_CV_C01.mpr</th>\n",
       "      <td>67.333172</td>\n",
       "      <td>0.054941</td>\n",
       "      <td>0.728575</td>\n",
       "      <td>Pristine</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250522_006_#6_Co3O4Nps_CVafter1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq4_06_CV_C01.mpr</th>\n",
       "      <td>75.266025</td>\n",
       "      <td>0.135410</td>\n",
       "      <td>0.729515</td>\n",
       "      <td>1 h at 1.73 V</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250523_003_#6_Co3O4Nps_CV_5mVpers_after1h_CA_at_1p0V_MSE_eq_1p93V_RHE_seq4_06_CV_C01.mpr</th>\n",
       "      <td>86.451327</td>\n",
       "      <td>0.143573</td>\n",
       "      <td>0.716186</td>\n",
       "      <td>1 h at 1.93 V</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_seq1_05_CV_C01.mpr</th>\n",
       "      <td>70.967225</td>\n",
       "      <td>0.064506</td>\n",
       "      <td>0.732229</td>\n",
       "      <td>Pristine</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250523_002_#6_Co3O4Nps_CV_5mVpers_after1h_CA_at_1p0V_MSE_eq_1p93V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>72.850854</td>\n",
       "      <td>0.123063</td>\n",
       "      <td>0.723609</td>\n",
       "      <td>1 h at 1.93 V</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>76.271633</td>\n",
       "      <td>0.093756</td>\n",
       "      <td>0.730121</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",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...    67.333172  0.054941   \n",
       "CL20250522_006_#6_Co3O4Nps_CVafter1h_CA_at_0p8V...    75.266025  0.135410   \n",
       "CL20250523_003_#6_Co3O4Nps_CV_5mVpers_after1h_C...    86.451327  0.143573   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...    70.967225  0.064506   \n",
       "CL20250523_002_#6_Co3O4Nps_CV_5mVpers_after1h_C...    72.850854  0.123063   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...    76.271633  0.093756   \n",
       "\n",
       "                                                    overpotential  \\\n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...       0.728575   \n",
       "CL20250522_006_#6_Co3O4Nps_CVafter1h_CA_at_0p8V...       0.729515   \n",
       "CL20250523_003_#6_Co3O4Nps_CV_5mVpers_after1h_C...       0.716186   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...       0.732229   \n",
       "CL20250523_002_#6_Co3O4Nps_CV_5mVpers_after1h_C...       0.723609   \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...       0.730121   \n",
       "\n",
       "                                                             info before EIS  \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...       Pristine         No  \n",
       "CL20250522_006_#6_Co3O4Nps_CVafter1h_CA_at_0p8V...  1 h at 1.73 V         No  \n",
       "CL20250523_003_#6_Co3O4Nps_CV_5mVpers_after1h_C...  1 h at 1.93 V         No  \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_s...       Pristine        Yes  \n",
       "CL20250523_002_#6_Co3O4Nps_CV_5mVpers_after1h_C...  1 h at 1.93 V        Yes  \n",
       "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_C...  1 h at 1.73 V        Yes  "
      ]
     },
     "execution_count": 94,
     "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": 95,
   "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": "markdown",
   "id": "448a2334",
   "metadata": {},
   "source": [
    "## Plot of the Single Measurement as Figure 1 (Left)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "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_1107/1795522194.py:78: SyntaxWarning: invalid escape sequence '\\m'\n",
      "  ax2.set_ylabel('$\\mathrm{mass_{geo}}$ ($\\mathrm{\\mu g \\ cm^{-2}}$)', fontsize=7)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_seq1_05_CV_C01.mpr\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "15ed09b4ecb1487ab515b64112767823",
       "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",
    "    print(sample)\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": "markdown",
   "id": "61282c19",
   "metadata": {},
   "source": [
    "## Plot of the Single Measurement as Figure 1 (Right)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "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_1107/945174467.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_1107/945174467.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_1107/945174467.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": "1d3cc220d2334ab2bef0f4afdc556fcd",
       "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",
    "\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": 98,
   "id": "afbbf6f0",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:68: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:99: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:68: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:99: SyntaxWarning: invalid escape sequence '\\m'\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1107/2768487554.py:68: 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_1107/2768487554.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": [
      "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_seq1_05_CV_C01.mpr\n",
      "CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr\n",
      "CL20250523_002_#6_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": "9048cebf460145c6aa5581602a6bdc3e",
       "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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xw+fNhs0ti6datN5q4Nzs7ObN68uVaadm2pTvBWVVS7PDNnzmT37t3s3r0bf39/Ro4cCcCuXbvYs2cPS5cuNRdnKeOuu+6qULj7xx9/NNeRaCjURumCFrg+sp3qS3XdJ4xGI9OnT2fQoEE8+eSTAMTFxZl/HLt27cqkSZMAePDBB+nduzdDhw7l7bffboq3AUh3j+tPScqT+sQZ7v/PoCZbi63YfeAMt05+jdS4ZFrK9Ox/7W72zR3OmSeH8N093Xl6YEsGhHvhrJRToDWw81I2i3ZcoP+KA4xdc5jPjySQU6Kz6ZpsZmrw9PSkW7dufPrppzz11FOcOnXKVkMzYcKESg65P/74w/y8vqHIoiii1pssHuOklFXpKVUqlfj5WfZ+7tq1i61bt1YoeFPG6dOneeKJJ9DpdPTs2ZOPP/6YFStWcPDgQY4ePcrPP/9srlTl7Oxcq/dz5MgRIiMjzceXlRcsLCykc+fOFY4dPXo0ixYt4q233kIURfbs2cP7779fq3nqitogCd7GuKVraMp3n1i6dCkbNmwwR9xs2rSJoKAgvvzySx599FEOHTpEv379zDU2Fi1aRMuWLc1jrV69utL309icSS/kQlYxosGA5uIl/nN71THxzYVd+8/wn4feQqPVM7hfJ9avfAovT1cAnJRy+od70z9c+vvSG038m1HEoYRcdsRmcTQ5j7PphZxNL+SN3bGMauvHPd2CGBjhXe9r12aCt0y7EgSB999/n3feecdWQzc4ar2Jju/vtnjMv08NxdmhjqE0Hh7mgjc//vgj//3vf8372rRpw+7duxEEgYkTJ3Lx4kVmzpxJaGhonT/Da7XWtLQ07rzzThISEti4cWOFYx0dHenUqRPHjx9HrVbTu3dvFIqGDe/WlpaElN0Alcmu7T6xevVqs+A9ePAgt99+u3nfgQMH6Nevn/ncjRs3smvXLkD6u3n00UdxdXXlnXfeoVu3bo38TiR+jZHCtbRxV+jePpjAFl5Nsg5bsOfgWe6c/jYarZ4xw7vz3cqnUKmU1R6vlMvoGuhO10B3HusbTnaJji3nM1h/KoXTaYVsPp/B5vMZBLs7MrlzIJO7BBLmWTfnsM3+wsrfaguCwDPPPGOroZs91xa8KU9cXBzz5s2jpKSEy5cvm23k9WHLli28+uqr5tcBAQEcOHCAw4cPs3DhQv78888Kx5eZG9RqNXfddVe9568JjVEqwZleqKfvJ/uJnjWwwedsKCx1n6iq00QZMTExBAcHm+Pa33nnHXx8fDh37hwPPPAA0dHRFudtqJDIv2Kl4kva2DhGj7cclnk9c/Z8Inc/+i5qja5WQrcqfJwd+L/uIfxf9xDOphfy/akUfjmbRnKBhg8OxvHBwTgC3FQMivDmrTEdrdKCba7aTJo0yWaOtcbCSSnj36eG1nhMXbm24E15VqxYwbx587j11luZMGECoiiiVCoxGo3XDlMrjh49SmRkpLmLhV6vRy6XI5PJ8PDwqNJcMWbMGBYvXozJZOKtt96q07zWoDNJdlCNHtT6ur3P6wVL3Scs7fvxxx8r/MiVZWJ26NChtAC4Ebm8+juChgiJvJxTQlyuGtFoRJeYzKhh0+s1XlORnpnHfx56i4JCNQP7dqiT0L2WyBZuvDayPU8NaMkbey6x6Vw6RTojaYVafotJ463RHcAKwWvzBGiDwWDrIRscQRBwdpBbfFjKhBk7dizbtm3j0UcfZc2aNVbNPX78eObOncudd96JySTZmbt06cKxY8e46667KsQ95+bmcuutt5qLam/ZsgWAxx57zHzMtWaG1NRUhg4dyrBhw5g5cyZLliyptAZHR0fat29Pjx49UCrrd4HWBn2p4FXrBUR9w1wv0dHRzJ07l969exMaGkq7du2YOHEin376Kfn51RfJtpb+/fuzY8cOgErdJyzt27hxIxMnTjS/LhPQGRkZ6HQ6i0IXpJDI/Px882PhwoX1fi9/xWYBoE9OxcVBTs+ureo9ZmNjMBi5Z8b7JCRl0aZlAOtXPV1voQtQqDWw4u94bv3ib9afSqFIZ0Qpk+KCH+gRYnUKtc2L5EyYMKGSHfF6wV5w5fpgS+IuNEYNJxIFvtxcTOIbd1Z7bF2+s/IZlD169KiUQblp0yarMygt8cwzz/D3338TFhbG6tWrmTNnDitXrsRgMPDII49w6dIlunfvbq4m9++//7JgwYIKfycTJkwgJycHo9HI0qVLq+0u0pDX8PQNJ/nrUhaF+/+mv7vApm+ft+n4jcH/lv3E4vc24OHuzL6NS2jbKrDmkyyg0Rv57EgCqw4nUKCVlIQQD0emdQ/hri6BeDvXXGukUYrkNINiZ3aaGGNpLd4CtYDMYPu6wo2dQXlt+NfKlSsBKRSyqjugjh07VlJOmlpZMZpEjpRmeulTUhlwa/NrK3XkRCz/++BnAJYtmV4voSuKIlsvZrJ450Vz8Z7W3s7M7hfBhI4t6l0tzeamhtdff93WQ9q5wTCWVibLKwGF0bamhpiYGD7//PMaE3mszaC80TmfVSRpdHo9hqwcBvTpUPNJ1xHFJRqmz12O0Wjirgn9uOcOyw1HLXExq5ipP5zgsV9Ok5SvIdBNxQfjI9n+8C3c2TnQJiUqba7xdu7cmUuXLvHRRx9x5cqVCk6ipv5Vt3N9YCqtTJZTIuAkWo6ftpZXX32V559/nldffZVZs2axfft2c5KCneo5nJgHgDYlDZkAvaJaN+2CrOT5pd8SG5dGUIA3Hyypm1OwUGtg2YE41hxLxGASUcllzOgTxqxbIuocSlodDRKwOWnSJJ544gmmTJli8zqWdpo3ZQ5EgKxCAQ8bX4ENmchzI3O0zMyQmk7HtiGN0mnXVvy58x9WfSM5MT9/b6Y5QaK2mESRn8+k8caeWDKLpRjzkW18eWl4W8K9ape0ZC0NInidnZ2ZMeP6K6xhp+kpXyAnoxC6uVj2OB86dAiQ0qEff/xxBg2ynMLanBN5mpKTaYUA6NMziOrbfLTdzOwCHn9Gsqk/8fAYhg20LvPvZGoBr+w4zz8pUlRJK29nXhnRjqGtfGo4s340iDq6cOFCFixYwPbt29m7d6/5cSNyPRXJSUpK4tZbb2XIkCHmtN/09HT69+/PkCFDGD58OKmpqRXOGTRoEGlpaebXX3/9NYsXL7ZqvdZQpJfWLYqgM8po7WtZO1m7di0AH330EV9//XWN49sTeawnX6MnIU/6QTRkZtG9S/MIIxNFkdnPfUZ6Zj4d2wazeME9tT43X6Nn/h8xTPj6CP+kFOCslLNwaBu2Tu/b4EIXGkjwbt26ld9//51PP/2Ujz76iI8++shq4dNcuJ6K5LzxxhssXLiQPXv2sGvXLlJSUvD19WX//v3s2bOHadOm8cUXX1Q458477+Tnn382v96wYUODFskpLq1MZiy1OHQK87Vw9NW48NzcXKs6K9/odt3evXvTqVMnli9fXu+xTpdquxQVIWp1RHWOqPeYjcE3P+7h961HUSrlrP7wCRwda9dG6u+EXEZ/Gc2PpyUl5M7OAex+tB+P9w03F0pvaBrE1LBjxw7Onz9vdVBxY3FtvypRFM1db6tDLlSdRHE9Fcm5dOkSUVFRAHTt2pWDBw9W+EEoLCwkMjKywjmTJ0/mwQcfZNasWRQUFJCamkr79u0tzlMfykwNZQlrXdtYDvl59tlnWb9+PR988AHPP1/7uNLmmMhjDbZs/XM6TbrN1qRmIAgC3SIjbDJuQxJ3JZ15r3wFwMvz7q71mtedSObFbecxiiIRXk68O7YTvarofNHQNIjg7dOnD5cuXbpu+55de9EaRSO/J1guYzk+bCQKoW4fV2MVyenUqRM7d+5k0qRJ7N69m/DwcABOnDjBY489Rl5eXiVNOiQkBK1WS2ZmJtu2bbNZUkF1lFUm0+hBNJloWUNfqyNHjgCwZMkS1q5dS7t27Wo1z/X6o389cqpU4zVkZtI6ogWuLtd3cXqDwchDTy6nqFjDgD4deOqxcTWeI4oib+65xIpoqZnlxE4teP22Drg4NE2/3wbRq8+cOUPnzp3p1q0bffr0oXfv3pW6RtxMlC+Sk5ubW2FfXFwcY8eOZciQIRw/frxeRXIWLlzI999/z9ixYwkNDSUgIACAqKgooqOjWbx4cZVx1v/5z3/45Zdf2LBhQ4MXydGWFsgp0YNoMODhblmLP3r0qPl5fHx8reexJ/LUnjPppY61jCw6tgtp4tXUzP8++JnoYxfxcHfmi/dnIa/BPCCKIot3XjQL3acHtuSDcZFNJnShgTTess4HzQW5IGd82Mgaj6krjVUkx9fXlw0bNmA0Grn77rsZOnQoOp3OXI+3uiI5kydP5p577kGv19OhQ8MGzutMUrhOkUYAg75GzbSsROWlS5cqOQYtYU/kqR3FOsNVx1p2Dp3a9W3iFVlmf/S/vPmRlBTz4f8eJjzU8h1TmdD94mgiAP+7rT33RzX9j0uDaLzLly/Hw8OD8PBwwsPDcXd3Z8WKFQ0xlU0QBAGFTGHx0RyK5Pz5558MGzaMkSNH8sgjj+Dm5saJEycYPHgww4YNY9myZVV6+UNDQzGZTIwbV/MtW33RlaYL56sBXc3OslmzZgFSdIg10RZNXVC8uXAxqxgAuU6HqNHSoW3TC6XqSMvIY9oTH2EyiUy9awh3T+hf4znLDsSZhe7rt3W4LoQuNECRHJBurf/5558K23r06MHx48dtPZVV2IvkND0br2zFKJrYckbG1t25XHnHcghQfb6zxsygXLBgAQcPHiQiIoIvv/zSXOXNaDTy6KOPcvHiRXr27MmyZcsAcHNzo2fPnoAUKtelSxf279/Ps88+i0wmY8WKFXTp0qXSPLa+hr8/lcKzW/7FlJpG1s+biP7zDbp2Cq/3uLZGrzcw9r6l7I8+R4c2wez7fUmNtuiy9waweGR7pvVoGqHbKEVyQMpOKiwsxM3NzTyxNaFAdm5cyuo0ZBQIqPQ197Eq03hnz56Nl5cX06ZNo1evXrWaq7EyKOvS/qd9+/bmFkBlvPDCC2zevJnCwkIef/zxCu2tGorzmVJctSY9E5lMoF09q3k1BKIo8vTLa9gffQ5XF0fWr3qqRqF74EoOC/88B8DsW8KbTOhWR4MI3rlz5zJw4ECmTJkCwPfff89TTz3VEFPZaUYYTFe1ztR8AXeh5joNZZEZixYtYs2aNaxatarWgrexMijr0v7n0qVLDB48mMjISN5//31EUUQul+Pl5YWXl1eFbhVVYasOFBdKTQ2GnFxahbeodSxsY/LmR7/w+bd/IQgCXyybRfs2wRaPTyvU8N+NZzCKIhM7teCZwddfJl6DqAHTp0/n22+/xc3NDTc3N9atW8f06c2zmr0d21Ggl7znoiilCwc61/y7HxsbC4BMJiM+Pr5CDHRNNFYGpaUWP9Xti42NZe/evQQGBrJ8+fIKx4HkVNTpqr8jCA0NxcPDw/yoqzPxfJak8Rpycq9L++4nq//k1Xd+BODdVx9gwm29LR6vN5p4YuMZskr0dPRz5c3RHa/L0MIGi6fo3Lmz3cFhpwIFuquC1yTKaBvgUeM58+bN44cffuC9995j4cKFtGjRotbzbd26ld27dxMbG2s2NQiCwODBg+v2BqqhLu1/ylr9TJ48mTfeeIOZM2dW0GINBoM5GqUqEhMTKwjqumi7uWo9GUWScDfm5NGhTb8azmhc3v74V15+63sAnn3iDmY+eFuN56yIvsKRpHzcHOSsuKMLTsrrs6Fq0wWy2bnpKCyt06ArtTh0a121EN2+fTv9+vXD1dWVffv2AfDAAw/QqVMnq+ZrrAzK/v3789577zFt2rRq2/8MHjyYrVu38tBDD1FcXIyjoyNyuZx9+/bRpk0bnJ2dMRgM5OXlUVhYWEF4V4W7u3u9nWsXSrVdpVaDqNfTrnWQ1WPoTXo0Ri06ox6DaEAURURERFFEEASUMiVKmRIHmQKlTFltBmiFMfUGXnpzPR+s2gzA83P/w4tP15ySfz6ziA8PxAHw2qj2tPRumMpitsAueO00GsV6qU6DuvQOukvLqgXv/PnzOXnyJH///Tc//ijdZj7xxBP8/fffVs3XWBmUUVFRtGjRgkGDBhEWFsb8+fN57LHHWLlyJePGjePXX39l0KBBdO/enX79+nHixAmmT5+Oq6srXl5e5uI/S5YsYezYsQiCwCeffNKgawY4nynZd425eQC0aVmzGafEoCa1JIMMdRb5ugLURo1VcwpIoZtKQYFSrsRZ4YSzwgmX0v/zszTMeWY1+w+dB2DJwnuZN7PmbEqDycS8P2LQm0RubePLpE4BVq2rsWkUwZuRkcGGDRvMHmo7NyclpenChRoQDUYigixXgfr111+ZPn060dHRlJSUWD1fWQZl+/btUalUZi3s8OHDdVq/Jaxp/xMVFVVlaOXgwYM5ePCgzddWHWX23cJkqTpd21bVC6t8XQH/5l4kVZ1RaZ9SUOAgd0AhkyOU/RMERFFEbzKgM+nRm/SU6sLoTXr06MGoJl9XUGm8WW/2ZVp+FC5KZ4J9/TiTc65UQDubhbRcVtGEsOpwAqfTCnFXKfjfqA7XpV23PA0meHNycvjpp5/4/vvviY+PZ/z48XUea9OmTcybNw+TycSCBQt45JFHKuyfPXs2GzZsIDQ0tEKKqZ3rC61JShfOKREQdVq8PFyqPC4oKIipU6dWcIaVL6BeW5pbBmVjcyGzLKIhDy8PF3y83CodI4oiF/Iv82/eRUSkkH8flRcBzv54qzzxcHBDKau5i29ZISq9yYDBZEAvGtAadZQY1BRoCjl85jzFejV+ga64uqtw9VABRlJK0qocTyVXmYWwWifjZFYa/VvDnZFByBRF5Ot0OMpVOMiU16UQtqngzc/P55dffmH9+vXExsZyxx13cO7cOZKSkuo8psFg4Omnn2bXrl14eHjQs2dPJk2aZHZOANx3331Mnz69QptzO9cf+tKstcxCATTaav8gNmzYwNatW3n55Zfx8vICqFON4OXLl/P888+b+6vl5uby5ptv8sYbb9TtDdxAiKJotvEac3Jo0yqw0vchiiInss8SXyRlfgU5t6CTVzvclNZ1eIDS7FBBygItz5lzCUyftYZzsclS/eTZE1kw9zb0gp5ig5oSfQklBrX03KCmxFCCQTSiNWrRGrXkavMAGG3248ezPz3+6rwIOMpV0kPhiFPZc7kjjoqrzxtbQNtU8Pr7+9OnTx/eeust+vWTPKQ//fRTvcY8fPgwkZGRBAdLsXtjxoxh27Zt5jhJgAEDBlhVQMVO41O+9GZynoBCo6722LK4WFdXV959911ACp+ylu3bt/PWW2+ZX3t5ebFt2za74AWySnTkaQwIiBhy82k7OLLSMTF5F81CN8onkgjXUJsJJ1EUWfXNdhYsXotWqyfA35Mvl80u10HCCQ+Hys5DURTRmfRmIfzX5RQOJ2Xh4SQwsq0XMpkRnUmP1qhFV2reUBs1ki1al1/temQIqOQqnMrZmyWNWjJvOCkckQm2i761qeBdtWoVP/zwAw888AB33HEHd911V72/qJSUFLPQBQgODiY5ObleY9oq+NxO7SnvhLmSLeBurD6T0VbONXsGZfWUJU44GfRgNNKmZUX7bnJxGhfyLwHQw7cL4a62i/HNzi1k1oLP2PinVPJz9PAoVr07Ez+fmqM0BEFAJXdAJXcgu0jBkq3n0BoVvDG6A0ODKyZWmEQTGqNWehg05udqowatUYvaoEVj1KAz6TGVE9A52tzK8yKZN8q0Z6XMAQeZEodSB2GYq+WkjmuxqeB94IEHeOCBB8jNzeXnn3/mhRdeIC0tjXnz5nHHHXfU2C+rsbhWe3rllVdYtGhR0yzmJiFXK2kbogh5JQJdPGuu+Vpf59qNnEF5bTF/aykrjkOpElI+okFj1HIiW2pj1da9pc2EriiK/PLHYZ566UsysgpwcFCwdOF9zJ4+2moFzWAyMW9zDFqjicER3tzTtXIonEyQmTVXLOhVZQK62FBCljqHbG0uRfpidCadOcVdBLPgvhaFIG9awVuGl5cXDz/8MA8//DCZmZls2LCBV155hZ07d1o9VlBQUAUNNzk5ud61fW0RfG7HOvJKb/P0RhAR6BJafUSDrZxr06dPp0+fPuzatQuAdevWVerA0VypbweKMsFbnCpFKZSPaDibex6dSY+H0o1OXrUrPF8Tqem5PPnSarOW27FtMF8sm033Li3rNN6qwwmcSC3AXaXgrTF1z05Tl4bHpZakk63NNQvaa5EjQy6TI4qAICKKmKM0VHLr5UeDh5P5+fkxc+ZMZs6cWafz+/Tpw5kzZ0hOTsbDw4MtW7bw0ksv1WtNtgg+t2MdZVlrxaUKQ/dqkifAds41sGdQVsfFbEnwFqRIgrdM483TFpBQJCk6Ub6d623XNJlMrP5uFy++/h15BcUoFHKenT2RZ5+4A5Wq5miIqjifWcT7+y8D8PKItgS6W9cxo1BXREpJOqkl6eReY/dVyRzwc/LBR+WFm9IVV6ULKrmDTe270ECC15bl+BQKBe+++y7Dhg3DZDLx7LPP4uPjw9ixY/n8888JCgriwQcfZOvWrWRnZxMSEsL777/f4J0U7FhHsV5ypuWpBUSTiSgLMaMuLi6MHz+ehIQEzp2TKkwFB1t3K2eneqSIhtLkiZxcAvw9zdW+/s27AECISyDeKs96zXPmXAJzFn7B38ekMXt0bcWnb8+gS8e6l53UGIw8ueksOqPIiNa+TO5cu9odWqOO5OJUEoqSKwlbb5UXQc4taOHki5vStVGiGxpE8Nq6HN+ECRMq9QIrXzLP2uLjdhofjUlyrqUXCJg0GiJCq+8u/N1337FkyRISExPNWWdz5swhOjq6UdZ6o5NdoidXrUcADHl5tOstNTct0BWSps4EoKNn2zqPr9bo+N+yn1i2ajMGgxFXF0cWPTOFxx8YVWObnppYvPMiMRlF+DgreX205UQJURTJ1uZyueAKKSXp5jhkAQF/J18CnVsQ6OyPYx1MBfWlQQRvY5Xjs9M8KMtgAkjIERAKClEqq7/0Xn/9dY4cOUL//v3ZvXs3Hh4eddJ4q6pn6+7uTqdOnWqshXAjU2ZmcMVIusForsF7sUCqcxDk3AJXZdXJLTXx195TzHn+C+ISJBPG+Nt68d5rDxISaDlLsTZsPpfO2n8kM8j7t0fSwrVqgSmKIknFqVzMv0x+aUU8AA8Hd8Jcgwl1CayTXdaWNIjgLSvHd+utt1ZwXNm6KpSd5kGJ4WrMbmyGgLPWcoSCSqUy94YrC/8qMzlYw8cff0x0dDTDhw9HFEV2795NVFQUiYmJvPDCC0ybNs3qMavDmg4UcXFxTJs2DZlMhqurK+vWrcPDw4OhQ4diNBqRy+U8/PDDTJ061WbrK09Z4oSiWBLAbVsHoTVqSSySGq22dbfe4ZWSlsPz/1vH978eACA40Jv3Fz/E+FG1q51cEwl5ahaUdpOYdUs4Q1pVFuSiKJKmziAm96K5BKlckBHqEkxLtzA8VdePX6dBBG9jleOz0zzI0kg1aEURsooE2tbgDAkICCAvL4/x48dz5513AnWz8ep0Os6dO4efn9QQMTMzk/vuu4/o6GgGDhxoM8FrbQeKDh068Pvvv+Pp6cnKlSv57LPPmD9/PgBbtmzB1dX6zDBrKIto0GRkAdC+dRAJRSmIiHg5eODt6FXrsXQ6Ax998QdvfPgLRcUaBEFg5oO3seiZu3FzdbLJekt0Rh7/9TSFOiM9gz14emCrSscU60s4mRNDeqmpRCkoaOPRklZuYTjIr7/i7g0ieBurHJ+d5kGZ4NXowSQK9GppuTPs77//DkiRDJs3b2bPnj2sX7/e6nmTkpIqmBS8vLxITEzE09PTrJHagrp0oCjDwcHBrJzIZDLGjh2Lp6cnH330kbn7hq0pE7zZV6Tb9rYtA7hcdBGAcLfax+z+fewCj81fyYVLkqbcp0db3n/tQXp0rSwY64pJFHly81nOphfi46zkowmdUZazExtNRi4WXOZ83mVMmBAQaOMeQTuPVtelwC2jQQRvY5Xjs9M8yNdLQfo5xdIPcf/2lj3Rly5d4uOPPyY+Ph6tVoo/mzp1qtU9yO666y4GDBjApEmTAKlozl133UVxcTHt27e39m1US25urrkzRm07UADk5eWxYsUK/vzzTwB+/PFHfHx82LNnD3PmzLEYBVSf7MsyG68mPQuVSom7vwOFGUXIBBkhLjVHCWg0Oha/t4FlqzZhMom08PNgyXP3ct+dg2za204URf63K5atFzJxkAusnNSV4HJ3S+nqTE5mx1BskExXfo4+dPPpVKdaEo1NgwjexizHZ+f6p8zGm5wnYNJo6dUpzOLxZVExd999N2q1mi1btphvxa1h8eLFTJgwgYMHDyKKIsuWLTMn39RFg66OunSg0Ov13H///bz33nuVulIMGTKEefPmWZyzrtmX2SU6skvKRTS0CiRFLVUAC3JuUWOlseOnLvPIU5/w70VJW77/zkG8/co0vDxtL+ze3XeZz44kAPDm6I70DvEEpKSHUznnzJXLHOUqunh3JNg5oNncZTeI4LWX47NTRlkpQJAca6a8PFr4WW75Uz4qpkxo1bbB5bX07t2b3r2v9unS6XQWW+rUBWs7UADMmDGDu+++m4EDB5qPLSgowN3dnZiYGHPiSHXUNfuyzMzgLhNJNxhp2zqI5FIBZknbFUWRFWu2smDxWgwGI/6+7nz8xqM2c56VxySKvLXnEiuirwCwaEQ7/tM5EJNo4lLBFf7Nu4hRNCIg0Mo9nI6ebWpVmvJ6okEEb0PZpuw0P3I0V4PVL6QLuGlKatRKykfFGAyS0D5w4ABjxoyxau6yzg5lGI1GXn/9dS5cuGDVODVhbQeKffv28cMPPxAXF8fq1auZNGkSc+fOZfjw4Tg5SQ6p5cuXW5yzrtmXZYkTjlrpLqR7nxA0Ri0KQYG/U9Wx1UXFGmYtWMWPGw8BMHFMHz5+/WF8vW0fJaAxGHnmj3/Z+G86AM8PbcNDvULJ1uRyIvsMBaXto7xVnkT5RFZZwaw5YFPBO3LkSKZMmcLEiRPNnmSQ0gajo6P55ptv6NOnDw8++KAtp7VzHVN2O6g3Sllrvfxqjg8tHxVTlvm4atUqqwXv6dOnzc8NBgOHDh2qV0F+S1jTgWLQoEEUl4ZylacxiviX2XcNOVIFrpadPQEDgc7+yIXKjSHPXUzm3sfe51xsMgqFnP89fx9PPDymQW7pL2YV89/fzxCTUYRCJvDm6I6M7+TD8azTXCmSano7yJREerUn3DWk2ZgVqsKmgvfXX3/l888/Z9y4cWRkZODl5YVarUaj0TBkyBBmzpxJ3759bTmlneucsogGKXRUYESXmr3m5aNiCgoK8PDw4KuvvrJ67muFocFgqBBRcDNSFsObm5CKIIDKT8QEBLtUTuH+ceMhZj67kuISLYEtvFj7yVz697adU7IMjd7IZ0cS+PhQPBqDCW8nJR9O6ESQdxHbk/eiN0mx3OGuIUR6tUd1HUcr1BabCl4XFxfmzp3L3Llz0el0ZGdn4+joWKO9ys6NS7FB0rAuZ8owaTTc1qvm6mANFRVTUlJyU2esiaJobnCZFZdIm0g/TDIjCkFewcyg0xlYuPRbPlktRVsM6d+Jrz6aQws/T5uuR6M38uOZVFb8fYXkAimlfFCEF8+O8CJFfZpTOdI2d6UbUT6R+FgRX3y902DVyRwcHMwhNtcb9a1laqd2FOtLzGX2TiQKmFLSaBVRfVWyMspHxSgU0iU6bNgwjh07ZtX8vXv3Nt+OmkwmLl++jI+Pj3n7zRZlk1ygIVetRyGAITuXoQ/cAkCgcwuzmSEpNZv/m/UB0cekuN75sybwyvy7USgqmyHqSr5Gzzf/JLP6aAJZJZI2G+zmwLMjfHB2yeRSkWTfdZSr6ODRhnC3EJtXB2tqbsr27vWtZWqndsQXSm1jjCaIzZQRIjfWyi5XPiqmsLCQLl261MnUsGHDhmr3iaJo9XjNnTPpUhqtv4NAislEz4FSSFqQs2Rm2LX/DA/M+YjM7AI83J35/L2ZjLNR1IIoihxNzuf7kylsOp+OWi/9IId5qHh8gAf+XrkUGa5QbAAHmQPtPVrR0i2sUjfhG4WbUvDaaRzKWoFnFIIoCozpUru03/JRMWXhZGFhlmN/y2N38lbN6TRJ8Lpo1bTq4IO7twq5IMdP5c1bH//Kq+/8gMkk0i0ynHUrnqrV3YklRFHkbEYRf57P4I/zGVzKuVqjo3eoE/f3ckblmIPWlESRAZQyBW3dW9HaPbxSU8wbjUZ5d/v37+ezzz5DEAQefvjh66YFkJ2GwySaKCwN/TmdLMNYWMTkid0bZe6bwclbF3NZmeDVpmXQZ4j04+at8OKeR5fxx1/HAXhgylDeX/wQTo7WO7DyNXqu5Ko5mVbA4cQ8jiTlkVp4tVVOgLvAlO7OtA/QoyMfyEdrknqZtXILo5VbOA7y5hWPW1caRfCuXr2a1atXYzKZmDlzpl3w3gSUmRlEEfaclyFLTiay/YQazrINN4OT11pzmSiKnEmX7h5Sz8dx352Sk/PDd3fwx1+nUKmULFv8EA/eM6zaMQwmE4l5GhLy1CTkq0nIU5OYpyYhX0NinpoCreHaWQn3FhjdyZEOAUYEeTGgRVe619fRmwjXEIJdAm84G25NNIrg1ev1ZGZmIgiCvcvrTcKlAinrKLsYinUy+rVwbpK4y+vZyduYpBVqyS7RIxdArsshIMQdndbAts0xRIT6s+7TJ6vsf5ZTouO3f9PZfjGTf1IKKNEbqxj9KhFeCvq1VBIZLOLurMaEDsyiFnxUXgS7BBLsHICj4ubtddgogvell17i7bffRhAEnn/++caY0k4TUqJXU6gvRhBgf6wcY0EhM8b2aOpl3dT8kyppu4GOcloPkpxqJ6KTuXVAVz57b2aFWguiKHLgSi5f/5PEztgs9KarjkgnpYwwDydCPZ0I83Ai3EtJgKceJ5UaPYUUGq4WHjch1cP1dfTG38mPYOcAnBTW9Ue7UWkUwfv3338jl8t58803+eSTT2jXzjadS+1cnxzPPo0ggMEIe84LCJcuMXRA45gZ7FTNkcQ8AJJOnePeqZKjMswtiKWfjzNXFCvRGfn5bCprjiWZM9wAugS4MalTC/qEueDrZqJQX0iBrohcbRpFhmLUgLqclcHDwQ1/R1/8nXzxUXndsJEJ9aFRBG90dDT+/v4AxMfHN8aUdpqIfG0BGepsBAEOx8swGUzc3z203r227NQdURT545Rkc3fRZBEcHo7RKPLIxDHIZDIS8tR8fTyJ70+lUKA1IJeJtG8hY3ykCx0DZCBTU6z/l1i1SKy68vjuSjd8HL3wUXnh5+TTJD3MmhuNIngVCgV6vZ7Y2FhSU1MbY0o7TYDOqGNP6mEEQYrd/fWEDM3p0/x32YNNvbQGx5rWPwAffPABP/zwAz4+PqxduxZ3d3f279/Ps88+i0wmY8WKFXTp0qXe67ocn87sl9aQGtkTQRDo00mqlaFQq9h9KY+1J5I5lpxFhK/IkPYmOgQIBHmaEAQR0FJoBErNujJkuCidcVe64eEgPbxVXjdNJIItaRTB+9RTT/HJJ5+watUqFi9e3BhT2mlkSgxqdicfxojkPN16VoamQMsd4e4EBdzYabrWtv5p27YtGzduZP/+/axbt47ly5ezcOFCXnjhBTZv3kxhYSGPP/641YXfAfLyi7l8JZ24hAw2bT/KjxsPIQ8JwrOzgDtGeg6SamWcyjNgMB1nYEcTd/SuPI6DTIm3ygsfR088HTxwUTjjrHBq1oVpricaRfCGh4fz5ptvNsZUdhoRURTJ1eVzpTCFuMKEUi1JSpjY8a8c3aH9vLbWckHvGwFrW//k5eUxZMgQBEFg9OjRPPDAA6jVauRyOV5eXnh5eVXoVFEV1XWg+PDnXeyPjUOpkuMQ7MDYJ2+lRSt/fDz1BHuJ+Jb2c+sSYqpwvrvSDW+VJz6OXnirPHFRNE0Uys1Cowjehx56yPwlurq6Mm3atDoXtr7REUURg2hAZ9SjM+nQGfVojDoKdRqK9VpKDDo0Rh16ox6DaMRoMiFiQpRORgTpIQqYROl/RBmiKENAhkyQISBHQI5ckCMXZMhlMuSCDKVMjlwmoJDJcZDJUciu7gMBk2hEbdCTqymhyFCETFGAg1LyqpT9jeoMsOaggsLjp3n34eEE+Hs2yefYmFjb+qembSCZ5ywVba+uA4VjsBMzh1VVXOhqZILeIOKm8KGVpy/eKk88Ve7NrpB4c6dRBG/Lli157LHHEASBjz76iFWrVlkleDdt2sS8efMwmUwsWLCARx55pML+w4cP89BDD6HVapk2bRovv/yyrd+CVZQJT73JgNaoo1CrpVCnoUivo0SvQ2PUozXq0RsNGEQDJgwIggG5zIhCbqJWbatkIAC2qF0iAobSh3lDOdteJZTgWPp3qjdIYUMqxVWhG7vvHJOCnZh299D6L64ZYG3rH09PT2JjYyttK6/FGgwGi50yqutA0bNdBHGF8SDKEAQZeiNcyNSQXSQwOKQYbz9H9FeUjBnRvDP3mjuNIngvXLiAXC5JiPj4eFq1qn0XUoPBwNNPP82uXbvw8PCgZ8+eTJo0ydyfCmD27Nl89913REZGmpsb1tcxIYpiqeDUkqvVkKsuoVCnkTROgx6dSY/BpMcoGhExgmBEEEzI5SaUchGZpbs0AVCAQlH9F6AzQLEOirUCxVoo0QkUaUwUlZgoLjagLjGgKdGj1+rRaw2YjCYpTUwUEZAeSrmAQiFDpZLhoJLj4CBHpZLh6CjH0VGOQiGgkMtQKATkcuHq/3Kh9FwBuUwS7goZmEQwmMBkElHIwNVJwEEhvdHcYvhiD8T8so8xbbz55I2ZN82tqrWtf9q0acN7770HYD7e2dkZg8FAXl4ehYWFNZavrK4DxYiI1kBr8+v39l3mp+NxjGrrirefEZPRRP+O9Xfa2akfNhW877//Pk899RRnz56lQ4cOZmH7/PPP8/rrryMIAgsXLqRFi9oX3zh8+DCRkZEEB0sFVsaMGcO2bdvMNrSUlBQMBgNdu3YF4J577mHTpk11EryFOjV/p50mT5+Hziji7GCq+kAFyJEeljAYKwpPtdaERmNCrTGi1RoQTYBowmg0YdCbMBpEjEYTJqMJmQBKhYCjSo6jSoGjSoabSoG3qxyFpwKFwgGZXEAmExAEkMko/V8S+oIACEhCuPR12fay57Jy28q/rlnjvipQs4rg0Dkjf/58AV3MBV6eOY65j461abfZ6x1rW/8A3H777QwYMAAvLy++/fZbAJYsWcLYsWMRBIFPPvmk3usymkR+PC21Xu/iLSU2JFzM587RlYue22lcbCp4o6KiAEnQnjt3DicnJyIjI+nSpQvDhg1j3LhxVo+ZkpJiFroAwcHBJCcnW9y/Z88ei2NW55jYeuU4cmWBpOGVSlWNHoq0UKSGQrWJ4mIjao2R4mIDJcV6Sor1qIu0qIu0FBdoURdpKM5TU5Rbgl6toWV7P7oPbk2btu54uStx8ZbhopKjUtqiin6ZRbfh0Bsl7btEK1JUYqKoxEhunp74uAIux2QQdyIJd4OWmdNGMWv5o/h4uTXoeq5XrGn9A1Kkz1NPPVVh2+DBgzl48KDN1rQ7LpuUQi0+znL8/AoBBcZsuy33esCmgnfYMKnARlk91aKiIs6ePcvp06fZsWNHnQRvQ1CdY+LElRJ6XuOX0BtEovencnD9CeSiAi9PVzzcnHF1ccTdzYkgFyfc3Txx83fCx8sVfz8PnPzkpMvzwaEEB0X1gtFgFClSixRrRLQ6EZ3ehE4voteb0OlN6PWSJqzXm9DpjBh0JgxGE0a9EaPBhNFglDRlvRGD3ohRb0SvNWA0GDHqjBiNRkSjCZNJxGQ0YTJI2nSZVm3SG6XnBhMmo3SMaJJeG3VGRBOSo81Bjoe7C+5uzni6O+Ph7kzrFl7cffsAej7fmjYtA24qDbc5IIoiHx6IA2BaL2ccXdRkZxTTr53dzHA90KA2XldXV/r27VuvEnxBQUEVNNzk5GT69OljcX9QUJDFMatzTGxdcZCf/L2ICHGmTRs3enR2x9NF4PbRQdw2KogQpzB6t2hfZa1QURRJKUnneOYFcimmTJ9V6yA2UUfM6SzSEgvIzyggPy2PvNQ85EYIDvTG08MFT3cXPNzLBJsLLdydzdvcXJ1wVClxcFCiclDg4KBAqZCjUMhRyOXIFTIUcnmp2UEyA8hkAjJBel223fz/NdvLP7dzY7D+ZAonUgtwcRAI9pSiLI7sTObhBXc28crsQDMohN6nTx/OnDlDcnIyHh4ebNmyhZdeesm8PygoCLlczqlTp4iMjGT9+vV89tlnFseszjHx15pnWLB4LUKBSMwP/7LmpTj6TunL6PEtae0PadoEfotPoatPGyLcQlDKlBhMBpKL0ziff9ncX0xrgCOXBPZtu8S/205iyC/Ey8OF/r3bM3FgT/r2aEvbVoH4ervZhZ0dm/J3Qi7fnkjmj/NSEfpnh3uicEqnIE9Da/dQ+/V2nXDdC16FQsG7777LsGHDMJlMPPvss/j4+DB27Fg+//xzgoKC+Pjjj7n33nvRaDRMnTq1zhEN7m7OrHhrhvl13JV0PvhsM/+buYk+0wbzn+Hu+LkZOJN7jrO551HJHdAadYildtYSHey7KOPwnnTO/bwDUadnYN8OPPHwWMaO6I5Sed1/3HaaOfG5ajb+K/UsuzfKFw9XKUX/92/PsuK5/zbl0uyUQxBvouZTZa3C8/PzrSoinZldwNIPfmLt8URGTO3NsI7QotzpWYXwd5yck/FyUjbtJvdcLL7ebnyw9GEmje1j1zLqQV2/sxuVmj6PfzMK2X05m8gAZ/TyCxQYC7n0bxZ5JxUsee7eJlixnaq+M7sKVgv8fNxZ9tpDjNpxnOkvfsWeqChaRIbiqhIp0gjkqSFc1BLzxTpErZa+PduybsWTN3yNAjtNR3Wtf1p4GBnQTk1yURwao4biQi0/rzzLn980bVKRnYrYBa8VjL21BwfaBHHPjPf49+8jOAQF4OfjDvEJHLki3dI9Nm0kb708DQcH+0drp+GorvXP/hNnMLaQYnazM4pZ/uoBVi2djbubc2Mv0Y4F7NLBSlpHBLBv4xJeeft7Pv1qGwk6KdG2hZ8H7yx6gMnj+zXxCu3czOSmq9m76ywpV/LJuaLjs9efoFe31jWfaKdRsQveOuDo6MCbL01lwZxJ/H30Ao4qJQP6dEClsgen22laBnTpjEKnotWtAfTp3sZegP46xS5464G3pytjb7X3ErNz/dCmZSBtWtqbe17v2H8O7dipJwsWLGDQoEFMnTq1Uhdto9HI9OnTGTRoEE8++SQAcXFxDBo0iCFDhnD77beTn58PwNChQxk0aBBDhw7lm2++aey3YacRuakFr1arZdGiRWi1Wvt8zXC+64Hy3Sc6dOjAhg0bKuwv60Cxb98+iouLOXToEJ6envz+++/s2bOHCRMmVEj42bJlC7t372bq1Km1mv9G/45v1PluesH76quvNuqXap/vxuLa7hMHDhyocb+Xlxeenp4AODg4mOtcyGQyxo4dy4QJE7hy5Uqt5r/Rv+Mbdb6bWvDWxPLly22+zz6fbcdsaqrqJlHb/Xl5eaxYsYIHH3wQgB9//JG9e/cyb9485syZY3HegoIC8wOoVlA0l+/4Rp+vEuJNRH5+vgiI+fn5Vb6+lo4dO1Y7Vl322eez/ZiNRWpqqjhkyJBKj6VLl4pfffWVKIqiePToUXH27NkVznvmmWfEPXv2iKIoihs2bBDffvttURRFUafTiWPHjhX37dtX5Xw9e/ascnvZ53Ht47nnnqvy+ObwHd/o81U15k0V1SCWZkeXaQnX/n8tRqPRpvvs89V9TLGJM9sDAgLYvXt3pe0nTpyotvsEVN2BAmDGjBncfffdDBw40HxsQUEB7u7uxMTE4OXlVeU6yj6HmJgY3NzcKCwspFOnTjz66KNVfn7N4Tu+0eer8hquVnzfgCQmJlapLdgf1/8jMTGxqS+fapk/f744cOBA8b777hO1Wq0oiqI4Y8YMURRFUa/Xiw888IA4cOBAcc6cOaIoiuLevXtFZ2dns9a8bNkyURQlLXfgwIHiwIEDxZMnT1Y5l/0abr6P8tfwTVUkx2QykZKSgpubvRxjc0EURQoLCwkKCrIXW8d+DTdHqrqGbyrBa8eOHTvXA3YVwo4dO3YaGbvgtWPHjp1Gxi547dixY6eRsQteO3bs2Glk7ILXjh07dhqZGyaB4vDhw8ydOxelUklwcDBff/01SmXF+rj2UJzmhz2crCL2a7j5cUOHk6WmpuLp6YmTkxMLFy6kZ8+eTJ48ucIxSUlJhIaGNtEK7dSHxMREQkJCmnoZTY79Gm6+lL+GbxiNNzDwavHn8hWfyuPm5gZIH4C9Y23zoKCggNDQUPN3d7Njv4abH1VdwzeM4C3jypUrbNu2jRdffLHSvupuzVQqFSqVqqGXZqce2G+rJco+B3d3d7vgbWaUv4ZvKKNZQUEBU6dOZc2aNZXsu+UJDQ3Fw8PD/Hj99dcbcZV27Ni52blhNF6DwcA999zDK6+8Qvv27S0ee+1tml3btWPHTmNyw2i83333HdHR0SxevJihQ4fy/fffV3ts2W1a2cMueO3YsdOY3DAa79SpU2vdp8qOHTt2mpIbRuO1Yx35Gj2rjyTw8A/HmbLuGM9u+ZcjSXlNvSw7TczeQzE4hd3L52t3kJSazcEj55t6STckN0wcb20oKCjAw8OD/Pz8m9YjfDGzkNd+P8n+9BJMMnml/ZM7B7BkVAeclJX3NQX276wiDf15OIXdW2nbnt8W06d7G0BKBrBHmFhHVd+ZXeO9SYjJKOTur/7m1i8PszdTi0kmR5+VTdGhw+Rv34X67DlEk4kNZ9KY9PUR0gtvnk7BzZHevXvTqVOnRmkS+tX6Xeh0BjZuPYJz+H28/Ob6Bp/zRseu8d7gGE0ib++9xKfRV6T+I6KIKTGJkUHOzBnfi84dwkhNz2Xthj0s+/UwjsMGI3NywtdJwddTehDZomkTF27G78wSDfl5rPx6G0++uLpWx6oTvrPp3DcyVX1ndsF7A1OkNfDEb6fZFSe1FNdcvESkvoDv3nmEFn6elY4/cy6B/8z5hOIevVF4e6KSwfI7ujKyrV8jr/wqN9t3VhMN+XlUZWaojuRTn+Ht6WrT+W9U7KaGm4jEfDXjVkezKy4H0WAgf+tOZrb3YPuXT1cpdAE6dwjjwPrnaXM5Bl1iMloTPPLzKV7Zfp4SnbFx34Cd65rx9/+PHiPmYzDYr4u6cFMK3sa0jzUFey5nMXLVQeLyNRiLizFs+4t1z9/JomemIJdb/sr9fNzZtvY5xiiLKDl1FoA1x5MY8dlBDl7JaYzlNwnR0dHMnTuX3r17ExoaSrt27Zg4cSKffvop+fn5Tb28647jp+P492Iy3u0faOqlNEvspoY6IooiBYVq8gqK0Wh06A1GdDoDeoMRk0kkPMSXwBZejeoBFkWRBT8e4fvLBSAI6NMzaJl0iW/fmUFEmL/VY7336e8s/W4/zoP7Iy8t8PF/UUEsHNoWV1XjhIA3hqlh3LhxhISEMH78eHr06IGfnx8ajYbY2Fj27NnDpk2bmDNnDhMmTGiQ+a2hoT4Pg8GIW6v/q9O5dnuvZew23jpetJfj01n/637+OR1HcmoOqem5ZGTnYzJZ/uj8fNzpFhlB+zZBhIX4ERrkQ2iwL53aheDsVLdsOY1Gx6Ur6Wg0OhwcFDgoFchkMvYdOc/bR1Mp8ZUErOFiLE9EBTD/sdtRKusuJGPOJzJj4Recd/HFuXNHAFo4K/lschTdAhve5toYgjcvLw9PT896H1MbFixYwMGDB4mIiODLL7+sUFNk/fr1rFq1CpPJxOuvv06/fv0qnd9Qn8fGrUeY8uh7AGz9/iVi41IZNqAzDiolbfrMtniuXfBaxi54rbxojUYTr737I+988lu1QtbBQYGLkwoHBwVKpQKFXIp/TUjOrPYcuVxGp3Yh9OzWmj7d2zC0fyRhIX6cirnC7oNn2XvoLAWFatq1DuKWnm0JDvTh3MVk/tz5DwcOn0Oj1VcYT+bqgsfYkSj9fBFNJqJ0uXw2axSe3k5kaXLRGXWISGspW5EAOMgdUMkcUMmlh4PMoUoN3Wg08cnqP1m8di8OA25B7u6GDJElI9tzfw+pNqxJFInLKeFUWiFJ+Wp8XRwYEO5NmKdTjZ+zJRrTufbwww8ze/ZsevToYd62aNEiFi1aZJPxT548ydtvv83atWtZunQprVq14t57JYdWSkoK8+bNY926dRbvkhrq8yjvWLtWkC55bwNLl/1U7bmJJ1bi6+1Odm4hId1m8PYr03ji4TE2W1tzp0kEb3R0NOvWrePgwYOkpaXh5OREx44dGTNmDPfeey8eHh4NOX0FrLloRVFkxrxPWbthLwC3Du7KmBHdaRnmT2ALL/x9PfD2dMXR0aHK89UaHWfOJXDyTDyXr6STmJJNYkoWcVfSycgqqNf78HR3wcVFhUHhgCE4CN9bIgnxV+IkM/FA92Aig91JKUknQ5Nl1bgKQY6vow9Bzi0IdG6Bg7xihbf4hAwef/5LTrj4oWoVAYCPzISPqyPJagPFelOlMbsGuDGxUwDjOvgT4OZo9XttTMEbGhqKn58fM2bM4PHHHwegR48eHD9+3Cbjr1ixAhcXF6ZNm8axY8dYvXo1H3/8MQBffvkle/fuJSkpicDAQFasWIGra+WogYb4PEwmEy4R95tfXyt49XoDf/z1DwP7dqD3qAWkpudWGuOvnxYx4s5F5tdFcd/W6E+4WajqO2tQQ11529lzzz1XyXY2efLk68Z2di3vLP+NtRv2IpfL+Oy9mdw7aWClY+JzS/jrdBqHEnIxiiIBrirCvZwJ93Qi3MuJTp0i6B3VpsI5oiiSnJbDsZOXOXoiloNHznP4n1gMBiPubk4M6N2BoQM7E+jvxYkzcfxzOo6MrHwCAr3pdEtX3CNCSNFBSlEu3m5auoaYCPcRAQMAehI5Uc4H5qF0w1nhVKpFCZTpUiIiWqNOeph06E16DKKRNHUGaeoMhOwz+Dv5EuwcgLfKExelMxFh/mz5ZgFf/7iH538+jrxrZ7KRk12gk8Y0GJAXFuCBEZ/QAOKKTZxKK+RUWiGLd17Ez8WBrgFuDGrpzcg2foR41E8btjV+fn7s27ePGTNmsH//fj777DObjp+bm2su2O/h4UFOztUvKj09naysLLZv386KFSv4+OOPee6556odq6Cg4o93fWpKv/xm9QWlAJRKBRNH9wbgz/Uv0m3YvErHlBe6AEXFGjzcneu0npuBBhW8a9eurWQXc3V1JSoqiqioKObOnUteXl5DLqFOnDwbz2vvbQBg2eKHzEL3XGYRe+OyOZFSwMnUApIKNDWO1drbmfmDWzOmnR+CICAIAiGBPoQE+pgv5hK1lsIiNT5ebigUkqlCa9QR0iOA1tntuZRdQnyuhmyliJNbCv39RVzK/Y2JIniq3FHKFAilwtXH0ZsQl0BclS61es8m0USBrpA0dSbJxWkU6AtJV2eSrs4EJJHtonDGzcGV3iOD2DokmP3Rl9nxTwLnYjOJPx2PMTcPBMjy8yUxKBC/zu0weHpSpghnFuv461I2f13KZtGOiwDc2saXL+7sVqs1NjSiKOLi4sK3337LJ598woABA8jKsu6uwRKenp5mgZmfn4+3t3eFfcOGDUMQBEaMGMGSJUssjnVt+59XXnmlziaRd1dsND9vFd7C4rHtWgdxeOsbODup6Dz4qWqP233wrPn6tlOZagWvLUwEtXFG2MJhUYYlx0VtEUWRuS9+icFgZMLo3jx8/whOpebz4aFL/JOag6NSxEkJgd4iXcKgrZ+SQFdHlHI5hVoTeWojWcUGEvOMnE0xcSmnmJm/nmZYKx8Wj2pPiLsjhfoicnX5qA0aNEYtGoMGo2jiQqaczCIdhfpiXB11yGTg5QG9PKDXNesUkOOr8iLIxZ8glwAc5TVrO7lqPXE5JSTkqynUGghwUuChV2PS6fH1dqNlWAs8PNxp59GaIn0xKSWppJVkUqAvwigaKTIUU2QoJpV0AFp0hfu7BgABmExdyS+RcSIJjiUIJOUKqBHABBgMuAkmTA4OlBiv2pkBzqTVz+xiS8rMCwCzZs2id+/erFixwmbj9+/fn/fee49p06axdetWBgwYYN43YMAA3n77bQBOnDhBq1atLI7VUDWlP1g6vcZjunQMB6Dg0je4t666IuDCJWvtgtcCVQrehjARrFu3jvvuu89mC7+WkydPkpyczL59+1i6dCkbNmwwOy6s4fdtR4k+dhEnRwdmPzWZNw/+jYdrHrf3gNurPMMISJqvlwq83KEl0Bv4Tw8wGOWcSxPJLk7nm5h02vqDQl7ZFlqGoAT30t+LzEKBQrUCuUxEZzSRrxbJKVJQqHakSO2ASTTh55FEuM9l/N1NuKuU+Dk74umkQmsQSSvUkV6oI1+jJ09jQK03IYqShmxCcrBlFMC/FwrJydagcHND7uKMswqGtZXTLUyOi4OMmEQFB66IKJUyAtxNhHqJ+LiJuDmAiwqcVSCTiXi5GhnWAYZ1gGI1ZGSoycvIx9VZjqu7iqy0IpLi88nO0ZNR4ki+ow+3B18/jRsfe+yxCq979+5N7962Ex5RUVG0aNGCQYMGERYWxvz583nsscdYuXIlXbt2JTQ0lKFDh6JSqfj2228tjtVQrX9uHdy11sdaipbxdK/dndbNSpXONVuE17z88svm56Io8ueff3LkyJE6L7QmLDkuyqjJMVGk0TBp3kfo3Z3pP6wVnSPAqZzvTIYclVyJQibHUe6Is8JJsp8CBtGEUTRiNBlLtcMS8rT55miC8ugMkJAjkFkkUKCGfLWAwSgJMAe5iEoBbioBP3cTIV4iZYXCtHpIzhdIyBZwVEJkkIk6+KuqJKMQEnJkOClF2rcQUVRRnKxQLWn7CoXtYpMvxWQxf2z1dZQbw7n29ddfW9w/bdq0Bpm3Ltj68ygsUuPfSdJy+/Vqz86fF1l1/pr1u5j57Koq9816aDQm0cSna7YBN2/YWa2da7YwEVy4cIE333zT/DouLq72K60DlhwX11KdY+KNHduY9UznCvuKNXIi3MLpG9gKpcw604XRZCRPV0CONg+tUUdslpYTSUZiM0XSinQk5ZfQJcRA12AT3i7g7SLiWMUUJpOIKIJKKdDKV6SV71VhrtWYyM4QuJJiIE1rwujsiEIpQykToaQYU2EhaDSg04Feh7OjkrAQX8KCfQkO9Eaj0FKkL8DfDfzdrmriSUnFHDtbjEGmoHMrFW0jnHFzKhW4IuhKTGi1BmQKUChlyGQCJhPotUa0agNyuQwHRzmOrgpksuoFdXCIl1WfaUNw+vRp8/NvvvmmQkH9G70E4oNzrion33/2tPXn3zOM4YO60L7fnEr7Pln9Z4XXJ87EEdW5pfWLvAGptXOtzMsrCAIPP/wwgwYNsnj8c889R3h4uPl1Tc6C+mLJcXEt1TkmnBUqwITeCCa9B938wukQHlTnPz65TI6Poxc+jpJw6ewNd7SDn86k8O3ps8zra8C3ijojRXl6zp7J5sTfCZw/nkxaUiFyuUCLEHd69AnDN8gZvcHAyegU/v0nDaOxnFYtkyF3dcFNKSeshQfBAd4EBXgTHhrGsFs7071zy0phPjqjnmxtLoX6QgRktHDyxTHIicst0lFrdLRtFYjKSU6hvhhHuQpHuQqZULtQIa1RR0pxGhmaLIr0JeiNegSTDB8nT5wdnAgIbLoCPGWU2VYBduzYUeH1jc4ff10NlfPzqZsGHRbsW6vj+o19no/+9zC39GpH5w5hdZrrRqHWgnf16tWsXr0ak8nEzJkzaxS8UVFRAEyaNIlffvmFiIiI+qyzRiw5Lq6lOsfEbZ26k2A6hlIO7UzBdPQJtvk6vz9zkRTNJab2k4SlUlCSH2dk11/n2LPnXzLTi9GqpdAwBwcFPbq04t7bh3BLr3YM6NMBHy83TCYTcQkZnO6awJl/E7h8JR0XZxXdIiPo1jmCti0D8fSovY3NQa4k0NmfQCqmFXdoW/H9e6s8rX6/KrkDLd3DaOnePP7QbnQN91qefGwcy1ZuarT55jz/BXDzmh3KqLXg1ev1ZGZmIggCer2+5hNKMRgMdVqYtVTluKiO6hwTHQK8OXYe/Nxg75kYItuGV3F23RBFkc1xR3FwzSLCFYwmgdwLOt54ZSMpqXlX30fnCMaN7MmQ/pH06ta6ygQNmUxG64gAWkcEcMeYPjZbo52bj7LqYvNm1i+WPijAm5S0HNq3CeJ8bEqNx/+48RC5+UX06NqK7p1bcuf0t0nLyOXvLW/Uax3NhVoL3pdeeom3334bQRB4/vnnaz1BY2oQ9b1FdHFQkJIr4Ocmklho20pcu5JOopdlYTJBcqYj61/fxj/H4wGICPXn0am38p+xfa0uZmOn/vj5STHWoiiSl5eHv7/0HZS1ucnIyGjiFTYcBYUlAHi41S+Z5dLh5RQUluDu5syAcS9w/NRlAFa9+zgz5n1a6fhpT3xofv7YA6PYuusEAGt/3MOAPh34/Nu/eGb2RKvu3JoTtRa8f//9N3K5nDfffJNPPvmEdu3a1eq85lYKoqjEAdDi4CFpA4qq3PtWEpefSr4xFZMIe2Nc+OnFtWTnFBLg58n/XriPuyb0t8k8dupGZmZmUy/Banr37o1cLmf27NnMnm25iI0l8gvVALjbIMvM3U0a48CmpZw4E8f+6HP83+TBnDwbz/Iv/6z2vJVfbTM/f7SckH7v099ZsvBeXnxdMksUXl6LXC67IcxBtU6mjo6OxsVF+vWJj4+v9QSvv/661YtqSpwUUmJIREs3TsbE13s8o8lIdIbkNT8ap2Tvx1vIzimkZ7fWHNn+Jvf+Z5Bd6DYxI0eO5PPPP68kgE0mE4cOHWLWrFmsWbOmaRZXDUeOHCEmJqZeQhegoEDSeMuEpq2I6tySJx4egyAIvLOo7jV7y4QugFur/8M5/D6mzv7QwhnNg1oLXoVCgV6vJzY2ltTU1FpP0Llz55oPuo7wUrljMIKHu5JjMRfrPd6h1POolEZyi6HkdDHnYuIJ8PNkwxfz8fW2t7K5Hvj1118pLi5m3LhxtGzZkh49etCxY0dat27NypUreeCBB3jwwQebepkNQr7Z1NCwdRXUCd9RHG85KaS2bPj9ULO7k76WWgvep556Cp1Ox6pVq6wODdu+fTtFRUUAfPLJJ8yYMYNz585Zt9JGItTTheQ86VbmSnbtf2CqQm8ykKJOACA+zZ21n/wCwFuvTCPA37NeY9uxHS4uLsydO5fo6GjOnz/P5s2bOXjwIHFxcaxZs4a+ffs29RIbjPxSjbcxCtrIZLYzE4z/v9cpLFLbZKymoNaCd9GiRWRkZJCZmcm7777L0aNHaz3J/PnzcXV15e+//+bbb7/l1ltv5eGHH67TghuaME8n4rOli0OnqLkIjiVOZ8WhVIikF0DBP+mUqLX07NaayeNvscVS7TQADg4OBAYG4uXV9IkdjUFunqQQeTWSE+urjyonWgA8999JVo3z177T+HeazsatDZcN25DUWvC2bNmSN954gzfffBMPDw9Wrao6TdASv/76K48//jh33303JSUlVp/fGIR7OhGfJQnegHA3UtLqFt1gFI1cLowHIDbNlZ/WSs6Fpx4bd0M4B+w0f0wmE3kFxQB4NVLH4Mnjb2HOI2P56H8VFa//PjK22nO+Wf7favdNefQ92vWbw8+boykuqVpRMplMZGTlk51byFsf/0piSnbdFm9Dai14L1y4gFwuRyaTER8fb07PrQ1BQUFMnTqV7777jnHjxqHVajEam647qaVml/6uKlJypWCP8LZeRP9zoU5zJBenIZcbyCsBU5qJrJxCQoN97RWbbnIWLFjAoEGDmDp1apXx8G+88Qa9el1bi65hKCzSmLukNJbGKwgCb708lUf+79YKWq4lwX/nuFtQJ3zHK/PvqnJ/YnIW989chm+Hhxg04UVOxVwx77scn45LxP2E93ickG4zeOWt72l3yxPEXUm33ZuqA7UWvM8//zyvv/46b7zxBgsXLuS//63+V+haNmzYwKRJk9ixYwdeXl7k5OTwzjvv1GnBtsCSR1gmCLg6OJJXIrXouZiWVKc5LuRJX/6BWDmX9v8DwL2TBtojGJoJ5SN3bBXHW76CXocOHdiwYUOF/YWFhRXqRjQ0efmStuuoUlbbSaUheXneXaxf9TTnD30EVF8rouwO8bn//oeCS99YHPPoiUv0Hf0cE6e9QXGJhsjBT1Z5XKdBT+IUdi9ebS0XQDp68hIZWbbvMl1rwdupUyfeffdd3nnnHTp16oSPj0+tJ3FxceE///kPbdu2BSAwMJBRo0ZZv9pGIszT2WznLTIVWn1+vq6QQkM+RhPkFriy6y/JHj5lYn+brtNOwzF+/HizcnBtlbu6cvDgQfN1P3r0aA4cOFBh/wcffMATTzxhk7lqw+/bpOvy2h5+jYUgCEwc3dtc62H8qF7MmzmBle88xncrpSLr40ZV1P5r27h12+6T+HZ4qMbjNFo9TmH34hR2L/EJGSQkZ+EUdi8HDp9j07ajDBr/IuE9Hq9xHGux+C62b99Ov379cHV15ZNPPuHEiRM8/fTTdOjQweYLuZ4I83QiNkNGVKgRFz/rNdT4QimS4XSygKtaj15vpGPbYDq1v35qz9qxzB133EH37t2ZMWMGzs628fhbqqCXn5/P6dOnefHFF2s1li1a/zzzquVymI2NIAgsWVh9082GpuPAuebnt05+FV9vN/PrHXtPcSUxk69+2M3OnxbV+87VosbbnKIRbEm4pxOxGZLGG97Oi6zc2ndJMIkmEoulMLRDl+QUXJZMDrcN7277hdppMLp06cKIESN46aWXSEqqm7npWixV0Fu2bBlz5lTt8a+K0NBQPDw8zI/mlqjUHMjKuXq3O/7/XueJhZ9z5J9Y7pnxXr3HrpWpoS7RCDExMbzzzjukpEgFM3755Ze6r7KRCfN0Iq1AoFAtonJUcOJS7RMp0tWZ6E168tVwMUPgn11SuMuoIddHXzE7NfPVV1+h0Wj4+uuv2bVrF+PHj7fJuP3792fHjh0AlSroxcbGsmTJEkaPHs3FixdZunSpxbESExPJz883PxYuXGiTNTYHdv3yKgDBgdWXfr0Wf1/bJStt3lH/rtMWBW99ohFeffVVRo4cyauvvsrJkyfZvn17vRfbWIR5OgECl0q13qT82ntAE4ukH5p/EmQEu6hIT8nC2UlF/97tG2KpdhqAkJAQgoOD+emnnwgODiYkJMQm45avoHf27FnuvPNOc7uhb775hj///JM///yTtm3b8sILL1gcq6zCXtnDWjNDVs7Vu7jf1zYvoX1Lz3bkXfyaC4c+Qp3wHSVX1nFi5ztk/ru6yuPPHfyQ3b+8VmFbx7b1L/l6/NRltHW0j1u08W7YsIGtW7fy8ssv4+XlRVpaWq2jETw9PenWrRuffvopTz31FKdOnarTAmvD4cOHmTt3LkqlkuDgYL7++us6NbosI7S07fjFTDlR4UaMKm2tztOb9KSqJQ/40SsyvIzSeX17tEWlqvt67DQuI0aMAOCnn34yP7cV11bQW7lyZaVjrElOqitt+1514t3Ss3YFr64nyv89CYJA+zaSIP3x83nc9ci7AEy9awgr33nMHBURf2wF52NT8Pf1oEPbYFZ/t5NZCz6r0/xuLe/HYJQ6ttTFFm1R8JZ5Ya91rtWGkSNHAtKH8v777zdo+FhoaCg7d+7EycmJhQsX8ttvvzF58uQ6j+fsIMfPxYGLGVrAiHsLB4wmI3KZZYN6Skk6JtFEkUZBUq6AS6FUdKVvz7Z1Xoudxmfnzp2IokhSUhI7d+4EYPjw4U28Ktvi5+tBYrLUut7F2TYdiq8Hxo3qRcmVdVUmKbXw86SFn6f59UP3DicowJs7HrjaouzP9S8S4O9J1PDq63kDZqELcCUxk/BQ6zqpNJhzrbzgEwSBZ555xqqFWUNgYCBOTpKW6uDggExW6yi5agnzdCKjEPLytCiUMnJ1eTWek1ycBsCJRDkgkHg2FmieGsXNTGJiIklJSdx5553m5zcaQ/tHmp/faJmU1ryf24ZFoU74jtjDyymO/5Yh/SNp3yaYg5v/V+sxbhnznNVrbDDnWhmTJlmXg10frly5wrZt22p0hhQUFFR4aLWVTQlldt7zl6T3m1xg2c6rNerIUEsaxN6L0q/hlVOSU65P9zbWvhU7TciwYcMqPIYOHdrUS7I5ZUVxJo29cQsAWUNwgHcFha17l5Z8+vaMWtm/8wqsL39g0dRQ5lzbu3cvJ06cqFOqry1b/6SlpXHPPfdU2r5+/XqcnZ2ZOnUqa9asqdG+W12zy/KEldp5Y1NM9O0JyYXpdPPvVO2YKSXpiIgocSaj0ICXg4wMvZ52rYMaLQ/ejm3o0qULo0ePpn37qw7R1157zcIZzY+Pv9gCQKd2tnEc3og8MGVYg41tlXMtNTXValutLW9jAgIC2L17d6XtBoOBCRMm8Morr1T4Y6mO6ppdlifcSxK8cXnS/1q5Bq1Ri0petT0suTR2t0TjDuTgatQBUg81O82LuLg41q9fz7///kvnzp3NkQc3Ip+t3c6LT9fdH3IjoNXqOXIilr492lbIjMvMLiCse8N89xZNDS4uLowfPx6ZTEZMTAy5ublWh9Y0RsHi7777jujoaBYvXszQoUP5/vvvLR5fm1CccE9J4BbJnIm7IFUzSi81JVyLxqglUyMdczlDGsuUJ+V33+xtrJsj3t7eDB06FB8fH06ePHldFt22VOjJGpYsvM9GK2q+jPu//zHyrtfofdsCvvp+FzqdgYNHztda6H67Ym7NB12DRY33u+++Y8mSJSQmJtK+fXtOnjxJr169OHjwYK0naIyMmqlTpzJ16lSbjlmm8WoVSk5Gp9CynQ/p6kzCXCvH/6WUOtW8HDyISZM03bxEaVuXjnbB29wYNGgQwcHBTJkyBXd3d3bt2nXdRTUcOXKkyk7ZNXHybDwJyVcViNuGRVV53D3fHSchT83BmQOq3H+jMGHq6+yPlpoynI9N4fFnVvH4M7UveVvXtGaLGu/rr7/OkSNHaNWqFUeOHOHw4cOV7KM10dxa/5Th6+yAs1KOiMCp07mAlJVmEk2Vjk0qNTMEuwRyKVuq+JRyIR6AznbB2+x45JFHGDNmDAUFBSQlJd1QUQ23jFnI3aVxrlB1KJlab+RQQi7JBRq2Xbzah85ouv40//qwa/8Ztu+xPr9g0C0d6z23RY1XpVKZC4To9XqioqI4e/as1ZNcunSJjz76iCtXrlRwzm3cuNHqsRoLQRAI93Ti38wi4lINFORqcPdyJEOdRYDz1RbsaoOabK0kmL0d/EkqkNpa67Jz8PJwITig9mmNdq4PHnig7s0Zr2eqapXj7FRR8JpEkdd3x5pfP/rzKeKfHU5CnppxXx1hWo8QnhncGp3RhFwQkMuabyjaFCtqLrzx0v/x3OK1fPr2DIb0i2Th0m958rFxdZ7bouANCAggLy+P8ePHM2bMGHx8fKzWeEEKKXviiSeYMmWKTWJsG4swL0nwytzdOfhXHKMndySpOLWC4C2L3fVWeZFaIGnDzjIQNVo6R7W64WIk7TRfDh09X2lb+euz1Vs7MVZhz15zLIlFf0kNAT4+FM/odn6M+0qqQRL37HBkzfAaNxpNtAzzr1A0vToObFpKj66tmPvo7eZtZWUr64pFwfv7778DsHjxYnbv3k1hYSGjR4+2ehJnZ2dmzJhRtxU2IWUONgdvTw7tvMjoyR1JLUlHbzKglEkfXZmZIcQlgHMpUjyfi0nK37ZFPrgdO7bCUVWx2Pkva541P1/7T1KVQhcwC90yyoQuwIbTqfQN9STcq+GbZdaVw//EMmTiS2z74SUG3SKFhLq2vL9W5067ewjdu7S0+ZosCt5Lly7x8ccfEx8fj9FoRBRFPvvsM6tNBAsXLmTBggXceuutFSIIBg8eXLdVNxJlgtfFz4fYvQeRGxQYFAYSi5Jp5R5Osb6EXJ0UvRDsHMifuZIQFgulBoJtWwU1zcLt1IsDBw4QFhbG4sWL0Wq1zJw5k1tusU2D0gULFnDw4EEiIiL48ssvzTHnv//+O0uWLEGpVNKzZ08++OADm8xXnszsiuVNyxxrGUVaXthWWRuuDc9s+ReAd8Z25K4uQfz39zN08nfj8b7h9VqrLRky8SUARt29mFkPjebYqUu1PnflO7Yvgg41CN4yE8Hdd99dLxPB1q1b2b17N7GxseZxBEFoNoJX7uGGKII6RYZDGMQWxBPuFsKFfMme6+fog6NCxZU8yYZWkiGFlrVrXfu+dHauH9auXYter2fp0qV4eHgwffp0mwje8q1/li5dyoYNG7j3Xqnwd7du3Thw4AAKhYJ7772Xo0eP2rT3mslk4v9mXRXm+bHfIAgCXx9P4qXtktCVy0SMJsls4OwgUqKrvQlh/h//si8+h99i0vktJp2He4WilFctM3JKdHg7N36rIYBPVv9Z5fYRg7rw177TtI4IoEvHMH7dcrhB12FR8NrKRLBjxw7Onz/f7OydZbdPepUjAFfOFNC5pQfFhhIOpR8jSyN1EOjgKaUEX8mTTA1ZiZLm27alXfA2R86dO4eLiwstWrQAwM3NrYYzase1rX9Wr15tFrxhYVejX2xVbwQgKTW7QiWyq3MoeGvvJZYfigdgYBsjk3saOXpFhlIm0i1UMju88aeC3uEmNp2SInws8VvM1bT6PXHZ3NpGKhxTqDXg6iBHEASe3fIv359KYWx7f1bc0cUm77G+nNr9Hm1bBWI0mpDLZag1OtIz85k83jZ3OVVhUfDaykTQp08fLl26RJs210fNgt69eyOXy5k9e3aVDS/LCHJXoZAJGEwyZC7OJCZmc7/3LRzOPGFOmAh1CcLXUYpcuJIrabyarFwcHBSEhVhXscjO9cGiRYsqKAljx1bfetwaLLX+KePIkSNkZGTQo0cPi2PVtvVPVUK3jDKhCzC5pxRt1Cu8Yrjkc6OllP8RHU08s0GJ3lg75UkQBH48nYKAwLw/YgB4oEcI35+S6lX/cd42DUTrS8Glb8zZavJSDd3J0YGdPy9q0HktCl5bmQjOnDlD586dad++PSqVClEUEQSBw4cbVp2vjtoGnytkMoLdHbmSp0bu4U5iSjbBLoH0Aa4UJePp4E57j9YAaAxG0gqlYjvG/ALahrcwf5F2mhdDhgyp8Lq4uNgm41pq/QOQlJTEk08+WatuLbWpN1I+UaI8Ls4qCrXW11B5e7KeJ7+vnYlg+oaTlbZ9dbzx46Gjj1vuHlPb5pm2xuKstjIR/Pbbb/U6vykJ83SSBK+7m7l+abBLIMEuFc0IiXkaRMBBEBE1Gtq2tjvWmisvv/yy+bkoivz555/cd1/9U2v79+/Pe++9x7Rp0yq1/iksLOSee+5h5cqV+Pv7WxhFojb1Ru57fFmV58Yf+5TIZXusfwPA2af74aJw4oujiby19wJ6I5hE25kQM4u1nE0vYmgrH37/Nx0/FwduCfOyehydzoDJZOI/D75V7TG2SISoKxYFr61MBMuXL+f555/H09MTkG653nzzTd544416jdsYhJU52NzdSIyp/he7zL7rZJBCydq1stt3mysXLlzgzTevFseOi4uzybjlW/+EhYUxf/58HnvsMVauXMmyZcuIi4szt3d/9dVXK2ne5SmrM1IVR07EIggCx05W9t4HB3qTraucfVlbtidLAntE+0h8/KRrfd6PSrNTzhoe+ekk8wa1oqO/GyZRRCYI9Pp4PwC+zkqySqTxrY0V3rj1CFMetZwc8ddPi5q0HZcgWqgAEhUVxblz5+ptIujevTv//PNPhW09evTg+PH6N42zhoKCAjw8PMjPz691nvun0Vd4fXcsmvMXKdixh7QzX5hrmZbniyMJvLbzIh75OVxc+zMr3prBg/c0XFm5m4W6fGf15cSJE0RFRZlfx8fHExER0Shz10RNn0dsXCpdhlTfJeapT1/k29NS0s/ITkZGdDDiWM+uVF8eUHAqSYa7o4iPq0hcVt1MbD2CPDiekl9p+5h2fuhNIp/9p6tFAVykNeCqUuAUdm+1xwDkXfy6UVtxVfWdWdR4bWUiMJlMFBYWmr3DBQUF6PV1axLX2IR6SBENKm9PABJTsvBwr1x/oSyUTJMlOUxahtV8u2jn+qS80AWuG6FbGywJXYWvt1notvEzcXsX62prV8fsge6sOpTP1FuujvfDUTkHL1lulXUtVQldgC0XpHoR7d7ZxZj2/nw0oXL9l0MJudzz3XFm31Jz/PD10P/QouAND7dNEPTcuXMZOHAgU6ZMAeD777/nqafql3LXWFw1NUi/VInJWVWWeowvjWjITZZCaiLsgrdZER0dzbp16zh48CBpaWk4OTnRsWNHxowZw7333ouHh0dTL7FWzHpodLWxqi59egLQKdDEjMG1d66pZA5oTbpq96vFHKZeE3l1dy8jBy/JAIEn+kVwNCmPvxPzaj1nVehNIhv/TadHkAcP9QqlRGdk6g//4OIgJ7XUsb3879IUYIUcx7at0V6OR1AqyflnBf+ciaPddeJ7qfKeYOTIkXz++edkZmZW2G4ymTh06BCzZs1izZo1tZ5k+vTpfPvtt7i5ueHm5sa6deuYPn16vRZeFd999x1+frYN4SoTvCaVChRyElOyqzwuodTGq83JQ6GQExLoY9N12Gk4xo0bx+rVqxk1ahQbN24kLi6O48eP8+qrr6LVapk8efJ1XdCpPO8smlZp21NlxVxKw9dqI3Q7eralu09nwl1DGBNat5KYy6bo+f2RQGb1C2RghO2KRS366wLhb/5Fx/d3czQ5nz1xOVzIuhp5InNzxef+u3EfPhi/R6bh+8C9PLbxLLf0bId3uW4wWkPdbd31pUqN99dff+Xzzz9n3LhxZGRk4OXlhVqtRqPRMGTIEGbOnEnfvtb1aurcuXODlog0Go38+OOPdSriYwkPRyXuKgUFWgNyt6uRDeUxmEwk5WukdeQXEBHsaw8la0asXbvW7Pgtw9XVlaioKKKiopg7dy55eXlNsjZrEQSBTWsXMu7/rtbBfnrmeIICvHk7q+ZQsEkRYyq8jnCT/p66+3Tmn+wzVq/nUuEV0jVZPNJ7AFdy1dzWzo8gd0ee3hzDucwiq8erDb7TKrcH23U5mz8vZPD67lim9wolPkfNl8cS+W//CJ4a2AqtwYST0jrTSH2oUvC6uLgwd+5cHn30URQKBdnZ2Tg6OuLlZX1YR2Px3Xffcdddd/Huu+/WeGxtg8/LCPV04mx6oRTZUIXGm1KgRW8SUQhgKiqmZfdW1r8BO01GmdCNiYnht99+w9PTk8jISLp06WK+5q8VzNczIwZ35e1XpvHMq19z7uCHeHi4Io/sCHsu4aKqW03dYJdAkovTyNBUHRtsiSJ9MU5KOe/cfrVn4dbpfQl/8686raWuPPbLaQBe3n616M+HB+P58GA8ALNvCWfDmTTSi7QsGxeJg1zg9g4tGmQtFtWyQYMG4eDgQGBgoPkCPHfuXIMspD4YjUZ++OEHsw25JkJDQ/Hw8DA/auqSEVbqYJO7u5GcWlnwJpQ61lxEyblgd6w1TyZMmICzszPFxcV88cUXjBgxgtatWzf1sqqkptY/Tzw8BnXCd4SH+NHmnV28sUcKLVt6R/VObX9H32r3KWUKBgT0ZkL4qDqt92J+5ZC8J/pFAPD5f7pW2L7hfskWrZAJODeiFrr87yukF0m24ic3nWXWb2fo9fG+Kls/nU4rYOavp0kvrNyhvDZUqfH+/vvvxMTEUFRURGJiYoXb9ylTpnDyZOWsFEv88ccflba5u7vTqVOnStk7lqiuy/BDDz1kVSGf2gSflye0XCxvcmLlC6gshlehkf63O9aaJwEBAcydW7F/lrVdtRuL2mZfbj6XXu5VRQEyoEVvDmeeQF9axrSnX0UBWBVyQc6kiDEYRSMyZPx6pWpH3rWcyT3HmVxJaXOSO3JbyFDmD2rF9F6h+Dg78NyQ1ryx5xKzbgmnd4gnl54ZhqLc37PWYGJ/fA7Tf7JO9tSXzGIdm85lML5jRc23rDTmH+czuLJghNXjVil4O3fuTGJiIllZWUybNo2EhASCg4MJDAyssXV6VXz88cdER0czfPhwRFFk9+7dREVFkZiYyAsvvMC0aZUdAlVRXZfhBQsW8M8//7B27VouXrzIf//7Xz788MNqx7EUfF4V5sgGD3eSj+RgMpkqCPmyiAZ9rhQOExFqF7zNkREjRrB69Woeeugh8za5vPE0roZg1m9X7bI9wio6k3wcvRgXditGkxETJpSy2v9tywXpc5kUMQaTaCJbk8v+9NrF96uNGn698ieTIsbgU1qlbOYtEUzvFYZKIf1dKa5RolQKmU0ddNbwxMYzjOvgz87L2bT1ceFwPaMzoBrBazKZmDVrFp07dzbXZUhOTubKlSt1cpDpdDrOnTtnjjjIzMzkvvvuIzo6moEDB9Za8FZH+SyjXr16WRS6dSHU46rGq9MZyMopxN/3anhRWQxvYaoUBWI3NTRPjh49ypo1a3jttdfo3bs33bp1o2vXrowfP76pl1Ynlu2XypZ6OYsUaGB0ZEXtvUx4ymVy5NT9B0YmyPBz8mFk8GC2J++t9XmZ6myKDSX4OHrjpnQxC93qUClkfDulOy9vP8939/Tgl5i0Cm2KyqNPS0cZYDv7bMRbO202FlQjeB9//HFiY2MJCAiga9euFR51yR5KSkqqYFLw8vIiMTERT0/POmnQljh69KhNx4OrGq+i9L0np+ZUELyXsyUTQ26SFJxuF7zNk82bNwNS3YQzZ85w5swZ/vrrr2YpeE9dSOH9A3GEeJmYP8pAUq5AeSUyyjvS5nM6yq+a7Fo4+ZKutuyIK68hXxtNUR0DI7zZ+Wg/AAJzMzDmFyD3kP4uRYMBQaFANBjI/el3/Gc/Yu1bqBNl6c7WUKXg3b59OwD/+9//OHLkCMnJyWzcuJEdO3bQsmVLYmOr/pWpjrvuuosBAwYwadIkQMqIu+uuuyguLqZ9+6bLl64twe6OyAQwKRXInJ1ITs02twMxmkSzjdeQl4+HuzNe5WIF7Vz/XL58mVatrkaiuLm50a9fP/r169eEq6ofk7+LBkd3c5nHEK+K9t2WVWRf1heFTMGIoIEIgoCbsly8rFHLH4mWNUadUYeDvOZwt6JiDa4ujmi1eu6Z8R7IBLzvuZOSk2dQRYShighDUCjqJHR7BXtwNLnq7DlLtHxrp9V2XouZaz/88AMnTpwwv962bRvffvut1QtbvHgxEyZM4ODBg4iiyLJly+jTpw8A69evt3q8xkalkMpDJuZrkHt4kJR6tY5qUr4anfFqKFlEJ3s79+bGiy++yOXLl+nRowejRo1ixIgRNit+fi3Vtf4xGo08+uijXLx4kZ49e7Js2bI6z/F3+gnefMCR2Aw9bfwbtyW7u0Plz00lt+y8Btic+Be3h46oUvg++dJqEhIziewQyjufbGTS/43hgEcwjh3boU9Np2DbLhzCQ1BF1O9vb9093fk3o4iJ30h3zXd3CeSH06n1GrM6LApeR0dHYmJi6NRJir8bNWoUCxcurNNEvXv3pnfv3nU693qglbezJHg9PSqElF3OkbRdT5mJFFGkZVjDxP3ZaTjWrVuHKIocO3aMbdu28dFHHyGKIsOGDWPUqFH06dPHJt1TLLX+2bRpE0FBQXz55Zc8+uijHDp0qM4ad6paEhbVCV13hRvnY5Np3+ZqM9ayAljlySrWkavW09bXpU7rKM/Y0BH8kWg5bvdM7nm8VZ7k6Qp46O7VnLuYzD0vPMov+y6gvRzPlp1Soa0DHtK63YfXrXXY79N6s/HfdM6mF3IwIde8vd27uysc11BCF2qI4/3iiy+YMmUKc+bM4YsvvuDJJ5+s8wV44MABvv32W77++mvzoznRyluqSCb38iC5nMZbJnhVWilzrVW4XfA2N3777TcEQaBXr148//zz/PXXX2zcuJFu3brx9ddfW52lWR3Xtv45cOBArfZZw8m4tBqPmfvweqKGz+e+x5fhFHYvnQbOxTn8PqY9UdEp3fPjfdz6xd/sjas6TR6oMsa1KlRyB27xl+JzneSOVR5zpSiJf7LPEFeYgMpbRBHgz848Ed9xV2/jhRpCP2uDk1LOi8Pbsu6e7vwnMqDe49WFKgXv5cuSNzQyMpJjx44xaNAg4uPjCQ8PZ8uWLVZPcu+99/Liiy9y7NgxTp8+zenTpzlzxvr0w6akZangVXh6kJxWWfAa8yTbkN2x1vx49dVXK21zdXVlwoQJLF++3GadUnJzc83O6Wtb/1jaVxUFBQUVHlqtFMj/9aUTNa7j0nlJy/vlj2gA4hKkNjw/bjzEqdQCEvPVGExXQ88e+fkU+6P/pcvdbzDq80PmGgdLdl4k4q2dPLnpLMeT87mQZTkFONDZnwnhoxgdOozBAZb7mS14+1b6Dwunrb+JtyfreXBeP3oODKXVsJpjja/l6BMDK67DTRLegiDwaJ+mMQ1WaWq41uY1ZswY7r777jpPcvLkSWJiYup8/vVAa2/pdkvu6UFyzGnz9kulgtceStZ8qa3WVl8stf6pqS3QtVTX+sdDYfm9xGXB3NXTOL39LDvXHjFvl3t64NS5I+O/PlLheAGRdn7wf3uSEXv2piC7hImfH+CPGQP47EgCAL+cTeOXs5Km/dH4SCZ0qqxFGk3SuuQyOUXFGuSKmsPXHp/ZEZAK+oya2JZRE9sC8OT3ls8b296/Qk83PxcVfzzYh7FrDnNLqCeuqqtiz8XKzLjDswbQ55O63Y2Up0rBa2ubV58+fTh//vx1E8FQ22aX5TGbGtzdSU7PNdvE4koFb/rlROk4u6mh2dFY3a8ttf7p378/O3bsYPDgwWzdurVCEkdVVJt9qRS4NkOtPC19oaWvib4zOnL7xJa4qsDN05HtMTI2n5bEgaezSIinyJkUGc+ONhDooedMssDn+yVHYB4auny4E6roOjzn97P0D/fG1UGOY6lQE0WR7h/tJV9j4MC07rTtO5uBE/sza57U2cZb8CZHtKzh15ZDMwcQ5O6IKIqczSgivDQUNLKFG6ee6l3J0edk/rxqvgbW3dOdFm6O+LqK5BTXr+VRlYL30qVLtG7dml69epntXkVFRezcuZOvv/6aOXPmWHX7deLECbp169bsml2WJ9BNZa5SZnBxITu3EAcXZ9JKc7vVmTnI5TJCguzlIJsbp06dqrLPWdl1mpFhm464llr/jBs3jl9//ZVBgwbRvXv3Gh1r1WVfDmvpT5YuvYozKhPY4qqtdWQnE3qjkYQcgceHSFrm14fkBHpIQrxzsEiIlwkHBfx3uLS/rPGlUi6iNwp4OInIBMk2DHBx3lAu56rxdXbg1YmSgjJz5zEAzsi8WHNQjkYvkLzuGxavvL1WawYYHWkgo1BAKYezKTLu72sgTy3w/REFQe7SexIEgc4trkZY5Grz2Z16ELgaM6wxaDiQtZtlU6jQxFMuE5k30kCxVkZirsjgtiZe+FXJgHBvjmae4sXbpRTrDs4DOZlayMRO1itbViVQDBkyhAkTJlg9SXNudlmGIAh08nfl78Q8FD4+JCZno/GQMoF8VXIytFpCQ/2brGupnbpjMFjfcbeuvP322xVer1y5EgCFQmFVjevqkMvqXmN27DUdKab1q/h6/qhrPyeRZVMkIfRPgozupSnJz2xQcnsXIz9c2kZynsDGk3Lml9bWmT7AQNfP7uGXf104kwwGk8AyK4QuwOjO5d9j2RpFfjx6VdPfnXKQXF0+t4UMxVnhZBa6ADuT9+OhciehKLnCuB0DTQxrb0SGA0GeImCkbalMfftOaZ7E4qvndPR3o6N/3cIOq3Subd++nbi4OMaPH09GRgbJycksWbIEHx8fqxpflhVUd3Z2Jjw83PwIDQ0lJSXF6oLqTU1HfykoXOHrzZWkTE6lSjY5f7l0IbQKt9t3byQyMjL45JNPmnoZVhHoIl2DQi1unevLk7deFcTdy9WBiPARGdrehIsK2rUQKwnsXu0dWHqHnnfu0jNnuO1agH00WboD0Bi15OokZ/fWpN1EZ1Ts95ivL6wkdEO9TDw22EC7FiJtWlSuOGbCxC/xFQMLEgqTKx1XWxo0gaIhCqo3JZGlty4Kfz/iEzO4pJfsvs4aqfq9PYa3+ZOTk8NPP/3E+vXruXDhAjk5OcyaNaupl1VrWrqF0dJN8tQfS8rjP98eY9mU6tv21IcIn6ptybOH1f4OorWf7Rybell2JeEIkFJSc4jdvErafM0cyz7FP9lnmBhxm9XnWozjLUugKGPUqFFWhYGVFVSPjo7m/PnzbN68mYMHDxIXF8eaNWualdAF6BPiCYCyhR+xCZkcK00v1GdIOen2cpDNk/z8fNasWcPo0aOJiori9OnTvPLKK1y5cqVK229zoWeIJz/c16Opl3FDY8LEb/FbrT7PosZblkAxdOhQ8wVZVw9wWUH15kyYpxPucihAzvFigeQCDSqFjNxLUoM9e0RD88Tf359u3brxzjvvMGjQoArXeGNFPDQUfUO9KNYP4VJBPHeuTsHPTWTRbYEUmZIRSu3BT37v0GBa8c2ACevt6hY1XlslUDQGu3fvZsSIEQwbNoxffvmlQeYQBIGevlJ4SnKAFEfZP8yLK3FSaqE9hrd5smrVKvz8/HjwwQd56qmn6pw1dr3ionSmq08nLswbwYZ7BzEqojOTWo5iUEBffMSe/PlQH+4IH02kVzsA8lIqC+Fl25pHl+XmgiA2VvR4A6JWq7n77rv56aefcHCovsJRQUEBHh4e5Ofn16m8JcDmY3HM2nHZ/PqdkW2ZdscCANLOfIGHu3OdxrVTNbb4zmpLbm4uP//8M99//z3nz59n4sSJrF+/3mbhZLag7PNo166d1bHo1lDeVtrTtythrsFV2k+toTBfy7J9rrw0rmqHWvSuePoOi6iwLcDJnzR11Z//LX49cFQ4VohYaCoslbWs6hq+IVrhHjp0CCcnJ8aPH8+kSZNIS7NsTK8u3bI23NYtDM3J04hGI7eGe9BCJznWQoJ87EK3mePl5cXDDz/Mtm3bOHr0KB07diQy0vZ1a23BkSNHiImJaRChC3BbyFDz8yBnKRPNV1X7DhAjfIfy9VYHtOV8Vs8/vInLazdXebxSdCBC1pqE7RVv22/x70GEayjuysphW39nHiexqO6RBbbAWeHE2FAbtf5pbqSnpxMbG8vff//Njh07WLRoEZ9++mm1x1eXblkbFAo54dmpnF55mDu/mE/MeSljrWvH8Dqv307TMnLkSKZMmcLEiRPNXVL8/Px47LHH6NatG7NmzaJPnz48+OCDTbvQRsRZ4cSwwP4AKGRSBlr/gF5kaXLwVnmxKWG7+dg7wkejM+lwkEl3m2V28Y8ndqfX61toFelP6yIN0yYN4/2Vm+jr0YsUQwqJxSkARPlESpEYUonrCpq1IAh095W63vyVvI8CfcV6EJcKr9TrfTrKVWiMWlQyB24NHszmxB21PveO8NF19gE0K8FbXbPLxx57jAEDBuDg4MCIESNq7BpsbbPLa+nYLoTT/yYQcyGJ+NICI5072uvwNldutLBHW+GpqmjXlQtyWjhJP0xRPpGcyD5LK7dwBEGosuZucIA3eb9s4vgvsO7gh4SH+PG/F+4HQKEWzILXRVHxTlElV6E1aglxqeiMv1bo1pURQQNxU7piEA0oZUqK9SU4K5wQBIGJ4bdhNJnI0+WbO2SMDhnKn0m7K4wxLmxkvRyvzUrwVtfsMisriy+++AJRFDlx4kSFbgJVYW2zy2uJbC9pzCfOxJGQLIWSde5gF7zNlbKwx7lz56LT6cjOzsbR0REvL6+mXtp1S/l4YUtkxHxJbn4xYcEVW8eryhU8L9IX4+90df+QgFtIKk6tNL6T3BG1UVOvdU8IH2XuNacUpNoTLsqrgl8myJDJpR5y1dltJ4bfhkyon5W2WQne6vD19WXSpEkMGTIEQRD48ssvG3S+W3pK3t+tu06g1kge4N5RrRt0TjuNw40Q9ng94ebqhJurU6XtroqrxdWv7VrhonSmvWflv6db/HuyK7X2ESeBzi1ILUmni1cH2ni0tGLVlqmv0IUbxLkGMHv2bPbu3cuePXto3bphhWCvqNY4OCgoKtZgNJpo0zLAnjxhp0YWLFjAoEGDmDp1Knp9Rc/+77//Tt++fRk4cCBz585tohU2HnKZnAjXUFo4+eHrWDunnafKnaGB/RgdMqzSPndl5T6HXbw6MClijE2E7sjgwTjIlPTz71XvseAGEryNibOTitHDu5tf3zGmTxOuxk5zoHzbnw4dOrBhw4YK+7t168aBAwfYv38/GRkZDdIt+3qju29n+rewTpB5qTxxUlTuYBHsEohCqFhbt7wJob64Kl24PexWApz9bDKeXfDWkcUL7qFVeAtu6dmOpx9vfu2/7TQuNbX2CQsLQ6GQLH8ODg7IZPY/TUuMCRlON+9O5tdt3FsyLmwkoS5BdPbqUKcQr8bkhrDxNgXtWgdxdt+ypl6GnWZCbm6u2XZsqbXPkSNHyMjIoEcPyzUWyrpVlKFSqayOzmnOOCpUtHIPp5V7xTDOXn7dmmhF1mEXvHbs2JDqQh5HjRpVY2ufpKQknnzyyVqlvNcnFt1O03NT389otVoWLVpkVeaafb7rZ77rkbKQx2sfY8eOZccOKTj/2rY/AIWFhdxzzz2sXLmyVhXREhMTyc/PJyMjg+eee46nn366Qd7Ptdzo11SjzSfeROTn54uAmJ+fX+Xrxp7fPl/TjNlUzJ8/Xxw4cKB43333iVqtVhRFUZwxY4YoiqL42muviUFBQeKQIUPEIUOGiLt3765yDPs13Pzmq2rMm1Lj7d27N506deKzzz6zeNzy5cttvs8+n23HbE68/fbb7Nu3j2+//dZczKms9c9LL71EcnKyWUMeMmSITeZsLt/xjT5fJWwm1psB1moLHTt2rHasuuyzz2f7MW827Ndw85uvqjFvKueaWFoBs8zJce3/12I0Gm26zz5f3ccUm3/1Uptgv4ab33xVXcM3RD3e2pKUlFTJG2yneZCYmEhISEhTL6PJsV/DzZfy1/BNJXhNJhMpKSm4ubk1+5YuNwuiKFJYWEhQUJA9qQD7NdwcqeoavqkErx07duxcD9hVCDt27NhpZOyC144dO3YamZtK8Obn59OnTx9cXV05c+ZMhX1Go5Hp06czaNAgnnzyyQafryHKAFqar4w33niDXr1sU9qupvnWr1/P8OHDGTp0KIcOHbLJnDc79mv4xriGbyrB6+zszObNm5k8eXKlfZs2bSIoKIh9+/ZRXFxskw/Z0nwNUQbQ0nwgpaWePn263vPUZr6UlBR+++03/vrrL3bv3k2/fv1sNu/NjP0avjGu4ZtK8CqVSnMzw2upqWyfredriDKAluYD+OCDD3jiiSfqPU9t5vvzzz9RqVSMHDmSqVOnUlRkm35ZNzv2a/jGuIZvKsFridzcXHMfNktl+2xNbcsA1pf8/HxOnz7daJpneno6WVlZbN++nX79+vHxxx83yrw3M/Zr2LY05DVsF7yleHp61li2z9aUlQH86quvGnyuZcuWMWfOnAafpwxPT0+GDRuGIAiMGDGCs2fPNtrcNyv2a9i2NOQ1bBe8pfTv399i2T5bY20ZwPoSGxvLkiVLGD16NBcvXmTp0qUNOt+AAQM4ceIEQK06P9upP/Zr2LY06DVcbcWHG5QxY8aIgYGB4i233CKuXr3aXJZPr9eLDzzwgDhw4EBxzpw5DT5fbcsA2mq+8vTs2dMmc9U038KFC8UhQ4aIo0aNEjMzM202582O/Rpu/tewPXPNjh07dhoZu6nBjh07dhoZu+C1Y8eOnUbGLnjt2LFjp5GxC147duzYaWTsgteOHTt2Ghm74LVjx46dRsYueO3YsWOnkbEL3lIUCgVRUVF07tyZu+66i5KSkmqP/fXXX7lw4UKd59q9ezeHDx82v3755ZfZt2+fxXMiIiJsWqQjIiKCrl270rVrV4YMGcKVK1fM+3x9fSscO3/+fNasWQPAgw8+SKtWrYiKiiIqKqraKlI//PAD7777Lrt372b48OEV9mVkZBAcHIxWq2X48OEYDAabva+bGfs13HyuYbvgLcXT05MTJ05w5swZHBwc+PTTT6s91tYX7WuvvcagQYPqPF5dOXjwIKdOnWLQoEEsWbKk1ud9+OGHnDhxghMnTrBhw4Yqj3nvvfd49NFHGTx4MBcvXiQ9Pd28b8OGDdxxxx2oVCpuvfVWfvzxx3q/Fzv2a7g5XcN2wVsFgwYNIjY2lqysLMaPH0/Xrl0ZOnQo8fHxREdHs3HjRv773/8SFRVFRkYGly5d4rbbbqNXr14MHz6c+Ph4AIYOHcqCBQvo1asX/9/euYVCu4Vx/D/OEhHTkJHcSA4zI5k0zjdSzMQYh7lwCEVJUa4oRImIEONGcuGQU2omuZkihysXUlwpaeQUoaFGzDzfxWxvZg/Dtz9mb+31q7l413qfZ631rv+7Zh1614qNjcX+/j4MBgPGxsbQ3d0NiUSC3d1dVFRUQKfTAQDa2tqQmJiI2NhYNDY2OsynRqNBa2srd93R0YGBgQGcnp4iOTkZYrEYIpEIe3t7Dv2kpKTg5OTkzx7aKw4ODhAQEAA/Pz+4uLggPz8fS0tLXPzc3ByKi4sBAAqFAjMzM1+WNsMK0/Cf8e0a/rKPj384gYGBRGT93l2hUNDo6CjV1dVRT08PERHNzs6SXC4nIqLy8nLSarWcbVZWFh0dHRERkV6vJ5VKRURE6enp1NLSQkRE4+PjVFlZSUREbW1tNDw8zNm/9nd9fU1ERBaLhZRKJW1ubhIRUXh4OBmNRps8n5+fU0xMDHctEonIYDBQX18fNTc3c+V5eHiwK+9rf/X19TQ6OsrFubq6klgs5n58Pp8mJia4vEZERHBxDQ0Ndr7Hx8e59ImINjc3KSMjg4iIzs7OKCwsjMxmMxERmc1mCg0NtfPB+H2Yhn+Oht2+7C/ih3N7ewuJRAIASEtLQ1VVFaRSKVZWVgAARUVFbx5vcn9/j42NDeTl5QGwHuXs4+PDxefn5wMAEhISMDU19WE+9Ho9ent7YTKZcHl5iezs7Hd3mRIIBODz+dzQ0sfHB0KhEImJiSgrK4ObmxtUKhXi4uLetJfJZLi6uoK3t7fNMO1lyPpCU1OTjd3Q0BByc3PfLcP5+bnN5tIymQxHR0e4uLjAwsIClEolt2m2i4sLiAhPT09wd3f/8Pkw3odp+OdomDW8f/H3inoLHo9nF2axWCAQCN619fT0BAC4urrCbDY79G8ymdDQ0ICdnR2EhISgqakJj4+PDm2KioowPz8PDw8PFBYWArC+dFtbW9DpdFCr1ejq6oJCobCz3d7ehqenJ9RqNdrb29Hf3+8wrc/i5eUFk8nEXfN4PBQUFGBxcRFzc3Po6emxud9sNrNG9wtgGv45GmZzvA5ISUnB9PQ0AOtkulQqBQD4+vrCaDQCAPz8/CAQCKDVagFYK+C9Q/peeG3/GpPJBB6Ph8DAQNzd3WF5efnDPCqVSiwtLWFxcZET7fHxMYKDg1FTU4PS0lKH82Pu7u4YHBzE5OQkbm5uPkzvM0RFReHw8NAmrLi4GBqNBgaDAUlJSVz4zc2NU/Zy/b/CNPzP+G4Ns4bXAe3t7VhbW4NIJMLIyAgGBwcBACUlJejs7OQWJqanpzE8PAyxWIy4uDjo9XqHfuVyOWZmZriFiRf8/f1RXl6O6OhoyOVym8p9D4FAgKCgIHh5eUEoFAKwrjiLxWLEx8djdXUV1dXVDn2EhoZCrVZDo9F8mB4AblFGIpEgMzPTLj41NdXu4EOpVIqHhweoVCqbXtf6+jqys7M/lS7j92Eafpt/W8NsP17Gt1BbW4uKiooPX7ySkhJ0dHQgMjLSSTljMD7Hd2qY9XgZ30Jraytub28d3vP8/IycnBzW6DL+k3ynhlmPl8FgMJwM6/EyGAyGk2ENL4PBYDgZ1vAyGAyGk/kFkcwrNffZqCYAAAAASUVORK5CYII=' width=350.0/>\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",
    "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",
    "    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",
    "    print(sample)\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": 99,
   "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_1107/3952833504.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_1107/3952833504.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": "00a7260b573c46d3b66f4180a91f91bb",
       "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": 100,
   "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/SmallLoadingRepeat1/pristine/2025-05-22 CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_seq1/CL20250522_006_#6_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/SmallLoadingRepeat1/after_1930mV/2025-05-23 CL20250523_002_#6_Co3O4Nps_CV_5mVpers_after1h_CA_at_1p0V_MSE_eq_1p93V_RHE_seq1/CL20250523_002_#6_Co3O4Nps_CV_5mVpers_after1h_CA_at_1p0V_MSE_eq_1p93V_RHE_seq1_ResPars.txt', '/Users/leppin/Downloads/Research_ Leppin_2025 _Interfacial Softening and Electrolyte Uptake in Co3O4 OER Catalysts/Data/FastEQCM-D/SmallLoadingRepeat1/after_1730mV/2025-05-22 CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_CA_at_0p8V_MSE_eq_1p73V_RHE_seq1/CL20250522_006_#6_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_1107/1404128835.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_1107/1404128835.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_1107/1404128835.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_1107/1404128835.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_1107/1404128835.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_1107/1404128835.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_1107/1404128835.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_1107/1404128835.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_1107/1404128835.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_1107/1404128835.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",
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       "\n",
       "                                                file  n           info  \\\n",
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       "0  CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_...  1  1 h at 1.73 V   \n",
       "0  CL20250523_002_#6_Co3O4Nps_CV_5mVpers_after1h_...  1  1 h at 1.93 V   \n",
       "1  CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_...  3       Pristine   \n",
       "1  CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_...  3  1 h at 1.73 V   \n",
       "1  CL20250523_002_#6_Co3O4Nps_CV_5mVpers_after1h_...  3  1 h at 1.93 V   \n",
       "2  CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_...  5       Pristine   \n",
       "2  CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_...  5  1 h at 1.73 V   \n",
       "2  CL20250523_002_#6_Co3O4Nps_CV_5mVpers_after1h_...  5  1 h at 1.93 V   \n",
       "3  CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_...  7       Pristine   \n",
       "3  CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_...  7  1 h at 1.73 V   \n",
       "3  CL20250523_002_#6_Co3O4Nps_CV_5mVpers_after1h_...  7  1 h at 1.93 V   \n",
       "4  CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_...  9       Pristine   \n",
       "4  CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_...  9  1 h at 1.73 V   \n",
       "4  CL20250523_002_#6_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     13.288457      3.057668      -0.233877  \n",
       "1     21.638735     12.143617      -0.380842  \n",
       "2      0.000000      0.000000      -0.000000  \n",
       "2     12.495291      2.470863      -0.219917  \n",
       "2     23.977698      9.918208      -0.422007  \n",
       "3      0.000000      0.000000      -0.000000  \n",
       "3     11.316762      3.354256      -0.199175  \n",
       "3     23.435325      9.827866      -0.412462  \n",
       "4      0.000000      0.000000      -0.000000  \n",
       "4     13.165798      1.994616      -0.231718  \n",
       "4     26.151420      8.406746      -0.460265  "
      ]
     },
     "execution_count": 100,
     "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": 101,
   "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_1107/1252200349.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_1107/1252200349.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": "73cd47f6680b4c2ea56d86a7258e69c1",
       "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": 102,
   "id": "b76dc6a2",
   "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>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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.489314e+07</td>\n",
       "      <td>2201.999611</td>\n",
       "      <td>CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_...</td>\n",
       "      <td>9</td>\n",
       "      <td>Pristine</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.489326e+07</td>\n",
       "      <td>2219.951158</td>\n",
       "      <td>CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_...</td>\n",
       "      <td>9</td>\n",
       "      <td>1 h at 1.73 V</td>\n",
       "      <td>13.165798</td>\n",
       "      <td>1.994616</td>\n",
       "      <td>-0.231718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.489338e+07</td>\n",
       "      <td>2277.660322</td>\n",
       "      <td>CL20250523_002_#6_Co3O4Nps_CV_5mVpers_after1h_...</td>\n",
       "      <td>9</td>\n",
       "      <td>1 h at 1.93 V</td>\n",
       "      <td>26.151420</td>\n",
       "      <td>8.406746</td>\n",
       "      <td>-0.460265</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         f [Hz]       G [Hz]  \\\n",
       "4  4.489314e+07  2201.999611   \n",
       "4  4.489326e+07  2219.951158   \n",
       "4  4.489338e+07  2277.660322   \n",
       "\n",
       "                                                file  n           info  \\\n",
       "4  CL20250522_006_#6_Co3O4Nps_CV_5mVpers_initial_...  9       Pristine   \n",
       "4  CL20250522_006_#6_Co3O4Nps_CV_5mVpers_after1h_...  9  1 h at 1.73 V   \n",
       "4  CL20250523_002_#6_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      -0.000000  \n",
       "4     13.165798      1.994616      -0.231718  \n",
       "4     26.151420      8.406746      -0.460265  "
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "InterCycleChangeOvt"
   ]
  }
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