{
   "cells": [
      {
         "cell_type": "code",
         "execution_count": 11,
         "metadata": {},
         "outputs": [],
         "source": [
            "%matplotlib widget\n",
            "from pathlib import Path\n",
            "\n",
            "import numpy as np\n",
            "import scipy.signal as sps\n",
            "\n",
            "from spectrometer import FID1D, process\n",
            "from spectrometer.process import decaying_sinus\n",
            "\n",
            "cm = 1 / 2.54"
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 12,
         "metadata": {},
         "outputs": [],
         "source": [
            "# Load raw *.fid data\n",
            "file = Path(\n",
            "    \"../data/20230906-172617-Toluene-1H-single_90_degree_pulse,length=8us,delay=25us,record_length=15000.0,sample_rate=320000.0,probe=andrew.fid\"\n",
            ")\n",
            "fid = FID1D.from_file(file)"
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 13,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "application/vnd.jupyter.widget-view+json": {
                     "model_id": "e79283750141453bab96ac49cba6e330",
                     "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=629.9212598425196/>\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": [
            "# Plot raw data\n",
            "fig = fid.plot(\n",
            "    figsize=(16.0 * cm, 8.0 * cm)  # Wide Layout: ~16cm, Margin Layout: 10.7cm\n",
            ")\n",
            "fig.savefig(\"fid_toluene.pdf\")"
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 14,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "application/vnd.jupyter.widget-view+json": {
                     "model_id": "2597fea5297745559683466c05c75fd1",
                     "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=629.9212598425196/>\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": [
            "# Try fitting the envelope\n",
            "try:\n",
            "    # Plot raw data\n",
            "    fig = fid.plot(\n",
            "        figsize=(16.0 * cm, 8.0 * cm),  # Wide Layout: ~16cm, Margin Layout: 10.7cm\n",
            "    )\n",
            "    axes = fig.axes[0]\n",
            "\n",
            "    envelope = np.abs(sps.hilbert(fid.real))\n",
            "    fit_exp_decay = process.exp_decay.fit(fid.ms_scale, envelope)\n",
            "    ms_scale_fine = np.linspace(\n",
            "        fid.ms_scale[0], fid.ms_scale[-1], len(fid.ms_scale) * 10\n",
            "    )\n",
            "    axes.plot(\n",
            "        ms_scale_fine,\n",
            "        fit_exp_decay(ms_scale_fine),\n",
            "        linestyle=\"--\",\n",
            "    )\n",
            "\n",
            "    # Try fitting the absolute directly\n",
            "    fit_abs = process.exp_decay.fit(fid.ms_scale, fid.absolute)\n",
            "    axes.plot(\n",
            "        ms_scale_fine,\n",
            "        fit_abs(ms_scale_fine),\n",
            "        linestyle=\":\",\n",
            "    )\n",
            "except RuntimeError:\n",
            "    pass\n",
            "\n",
            "fig.savefig(\"fid_toluene_envelope_fit.pdf\")"
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 15,
         "metadata": {},
         "outputs": [
            {
               "ename": "RuntimeError",
               "evalue": "Optimal parameters not found: Number of calls to function has reached maxfev = 1200.",
               "output_type": "error",
               "traceback": [
                  "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
                  "\u001b[0;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
                  "\u001b[1;32m/home/max/Projects/nmr-spectrometer/software/spectrometer/scripts/process_fid_toluene.ipynb Cell 5\u001b[0m line \u001b[0;36m2\n\u001b[1;32m      <a href='vscode-notebook-cell:/home/max/Projects/nmr-spectrometer/software/spectrometer/scripts/process_fid_toluene.ipynb#W4sZmlsZQ%3D%3D?line=0'>1</a>\u001b[0m \u001b[39m# Try to plot simple least squares fit for a decaying sinusoid\u001b[39;00m\n\u001b[0;32m----> <a href='vscode-notebook-cell:/home/max/Projects/nmr-spectrometer/software/spectrometer/scripts/process_fid_toluene.ipynb#W4sZmlsZQ%3D%3D?line=1'>2</a>\u001b[0m decaying_sinus_fit \u001b[39m=\u001b[39m decaying_sinus\u001b[39m.\u001b[39;49mfit(fid\u001b[39m.\u001b[39;49mms_scale, fid\u001b[39m.\u001b[39;49mreal)\n\u001b[1;32m      <a href='vscode-notebook-cell:/home/max/Projects/nmr-spectrometer/software/spectrometer/scripts/process_fid_toluene.ipynb#W4sZmlsZQ%3D%3D?line=2'>3</a>\u001b[0m ms_scale_fine \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39mlinspace(fid\u001b[39m.\u001b[39mms_scale[\u001b[39m0\u001b[39m], fid\u001b[39m.\u001b[39mms_scale[\u001b[39m-\u001b[39m\u001b[39m1\u001b[39m], \u001b[39mlen\u001b[39m(fid\u001b[39m.\u001b[39mms_scale) \u001b[39m*\u001b[39m \u001b[39m10\u001b[39m)\n\u001b[1;32m      <a href='vscode-notebook-cell:/home/max/Projects/nmr-spectrometer/software/spectrometer/scripts/process_fid_toluene.ipynb#W4sZmlsZQ%3D%3D?line=3'>4</a>\u001b[0m \u001b[39mprint\u001b[39m(decaying_sinus_fit)\n",
                  "File \u001b[0;32m~/Projects/nmr-spectrometer/software/spectrometer/spectrometer/process.py:171\u001b[0m, in \u001b[0;36mdecaying_sinus.fit\u001b[0;34m(cls, x, y)\u001b[0m\n\u001b[1;32m    162\u001b[0m guess_lambda \u001b[39m=\u001b[39m \u001b[39m0\u001b[39m\n\u001b[1;32m    163\u001b[0m guess \u001b[39m=\u001b[39m (\n\u001b[1;32m    164\u001b[0m     guess_amplitude,\n\u001b[1;32m    165\u001b[0m     guess_lambda,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    168\u001b[0m     guess_offset,\n\u001b[1;32m    169\u001b[0m )\n\u001b[0;32m--> 171\u001b[0m popt, _pcov \u001b[39m=\u001b[39m spo\u001b[39m.\u001b[39;49mcurve_fit(  \u001b[39m# pylint: disable=unbalanced-tuple-unpacking\u001b[39;49;00m\n\u001b[1;32m    172\u001b[0m     \u001b[39mcls\u001b[39;49m\u001b[39m.\u001b[39;49mfunction, x, y, p0\u001b[39m=\u001b[39;49mguess\n\u001b[1;32m    173\u001b[0m )\n\u001b[1;32m    174\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mcls\u001b[39m(\n\u001b[1;32m    175\u001b[0m     amplitude\u001b[39m=\u001b[39mpopt[\u001b[39m0\u001b[39m],\n\u001b[1;32m    176\u001b[0m     lambda_\u001b[39m=\u001b[39mpopt[\u001b[39m1\u001b[39m],\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    179\u001b[0m     offset\u001b[39m=\u001b[39mpopt[\u001b[39m4\u001b[39m],\n\u001b[1;32m    180\u001b[0m )\n",
                  "File \u001b[0;32m~/Projects/nmr-spectrometer/software/spectrometer/.venv/lib64/python3.11/site-packages/scipy/optimize/_minpack_py.py:968\u001b[0m, in \u001b[0;36mcurve_fit\u001b[0;34m(f, xdata, ydata, p0, sigma, absolute_sigma, check_finite, bounds, method, jac, full_output, nan_policy, **kwargs)\u001b[0m\n\u001b[1;32m    966\u001b[0m     cost \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39msum(infodict[\u001b[39m'\u001b[39m\u001b[39mfvec\u001b[39m\u001b[39m'\u001b[39m] \u001b[39m*\u001b[39m\u001b[39m*\u001b[39m \u001b[39m2\u001b[39m)\n\u001b[1;32m    967\u001b[0m     \u001b[39mif\u001b[39;00m ier \u001b[39mnot\u001b[39;00m \u001b[39min\u001b[39;00m [\u001b[39m1\u001b[39m, \u001b[39m2\u001b[39m, \u001b[39m3\u001b[39m, \u001b[39m4\u001b[39m]:\n\u001b[0;32m--> 968\u001b[0m         \u001b[39mraise\u001b[39;00m \u001b[39mRuntimeError\u001b[39;00m(\u001b[39m\"\u001b[39m\u001b[39mOptimal parameters not found: \u001b[39m\u001b[39m\"\u001b[39m \u001b[39m+\u001b[39m errmsg)\n\u001b[1;32m    969\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m    970\u001b[0m     \u001b[39m# Rename maxfev (leastsq) to max_nfev (least_squares), if specified.\u001b[39;00m\n\u001b[1;32m    971\u001b[0m     \u001b[39mif\u001b[39;00m \u001b[39m'\u001b[39m\u001b[39mmax_nfev\u001b[39m\u001b[39m'\u001b[39m \u001b[39mnot\u001b[39;00m \u001b[39min\u001b[39;00m kwargs:\n",
                  "\u001b[0;31mRuntimeError\u001b[0m: Optimal parameters not found: Number of calls to function has reached maxfev = 1200."
               ]
            }
         ],
         "source": [
            "# Try to plot simple least squares fit for a decaying sinusoid\n",
            "decaying_sinus_fit = decaying_sinus.fit(fid.ms_scale, fid.real)\n",
            "ms_scale_fine = np.linspace(fid.ms_scale[0], fid.ms_scale[-1], len(fid.ms_scale) * 10)\n",
            "print(decaying_sinus_fit)\n",
            "\n",
            "# Plot raw\n",
            "fig = fid.plot(figsize=(16 * cm, 8 * cm))  # Wide Layout: ~16cm, Margin Layout: 10.7cm\n",
            "\n",
            "# Plot fit\n",
            "fig.axes[0].plot(\n",
            "    ms_scale_fine,\n",
            "    decaying_sinus_fit(ms_scale_fine),\n",
            "    linestyle=\"--\",\n",
            ")\n",
            "\n",
            "fig.savefig(\"fid_toluene_sine_fit.pdf\")"
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 17,
         "metadata": {},
         "outputs": [
            {
               "name": "stdout",
               "output_type": "stream",
               "text": [
                  "Phase Shift: -16.99107812500002\n"
               ]
            },
            {
               "data": {
                  "application/vnd.jupyter.widget-view+json": {
                     "model_id": "5d2b1231bce24fce91dc273285bc94a3",
                     "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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3fkH1SuQy6wVlVQN+7VrCDJ2odPtmXzu6vi0F1E+QYhhHAXLhlTZzAYGDhwYKMDC/39/enTp4/9Uj/oMSkpibi4OLRaJQ9NTExkz549GI1GNm7cSP/+/e2VpBMTE9myZUvrvSAhRKupH0s3OSGScP8zWuML6mafhXS/sCcK6spV6l1EaYopMZr4Zs/xFo5UCCFal9tNlMjLy2PhwoXcc889PPXUU2RmZgJK0b/AwED7cSEhIWg0GoqLi8nIyCAoKMi+LzIyktLSUmpqas55nqqqKoxGo/3SWP0aIYR7OXSqnHX7T6FSwf2ju57eYTEpq0gABMVd2JMFx6FR2bhHoyy/tOxXKW8ihGjb3K6aoZeXFzNnzsRms7F06VJefPFFFi9eTGlpKd26dbMfp1Kp0Ol0VFRUUFpaai9YCNgHHlZWVjpsP9P8+fMd7k+ZMoWpU6UMqRDu7I26unTje3ekW+gZk6tUGnhgMxQeAr8LK0KMXxRovLjNtoEXPaZx4GQ5WzKLGN416PyPFUIIN+R2Sd2CBQvst+fNm8f8+fM5fvw4ZrO5QWuaVqvFYDA02FffRdvU7NbXXnvNYSKFh4dHS70EIYQT5BQb+XZPLgDzxnR13KlWQ2hP5XKh1GoI6op/wSFu6erBR/trWf5bliR1Qog2y+2SujMFBQXh6+uLXq/H39+fqqoqh/3V1dX4+fk12FddXY2np2eTU4X1er2UNBGiDXnnlyzMVhsjuwUR3ymgZZ50xjegD2RmQRUf7d/Euv2nOFZkpFOgfDcIIdoetxpTd+jQIYf7JpMJX19fQkJCCAsLIycnx76voqICf39//Pz8GuzLz893m8V1hRCXrrCihhXbswGYN7pbwwN2fwib/3t6BuyF8gkFjZa4MF+uiAvGaoMPthxtgYiFEKL1uTSpM5vNDtdbt26lqKgIUCrGr1q1irlz56JSqRgxYgQpKSkYjUYAdu7cydixY1GpVIwcOZIdO3bYn6d+nxCifXjvtyNUm6z0j/JnZLdGukd3fwjr/won9130OWaOiAFgxbZsjLXmi34eIYRwFZcldVu2bGHJkiUAfPzxx2zatImhQ4fy6quvsnjxYj788EMSEhLo2VMZIxMeHs706dN56623+Pzzz8nPz+eGG24AoG/fvowZM4Y33niDL7/8Er1ez4gRI1z10oQQLchssfLRVqWV7oHRXe2lixwU1LXyBzXSiteU0uPw5Rz4+A7G9gglOshAWbWZr3ZLeRMhnEGlUvH11187/TwxMTEsXrzY6edpzPLly+0LI7Q2l42pGzZsGMOGDXNYyw3gmWeeOedjRo4cyciRIxtsV6lUTJo0qcVjFEK43pbMIgora+lg8ODa3mENDzAWgbFAud3cpE7rBfs+A1SoLdXcMzyGv63az/Jfj3DnkM6NJ5BCiHPKz8/nmWeeYfXq1Zw6dYoOHToQHx/PM888w8iRIzlx4gQdOnRwdZgNLF++nEcffZSSkhJXh3JJ3GpMnRBCnG31PmXG64S+4Wg1jXxlFSpLhuEXCV7NXEPaEAQ6f8AGRVncOjgKb08Nh/Iq+C2j8NICF+IyNGXKFHbv3s17771Heno63377LWPGjKGwUPn/1LFjx3OWGhOXTpI6IYTbMlmsfJ9yEoAb+oc3flB9UhfUtfH9TVGpTrfuFR7GT+fBjQkRAPx4IK/5zyeEM9VWnvtiqm7GsVUXdmwzlZSU8Msvv/Cvf/2LsWPHEh0dzZAhQ1iwYIF9+c8zu1+PHDmCSqXis88+44orrkCv15OYmEh6ejrbt29n8ODB+Pj4MHHiRPLz8+3nGTNmDI8++qjDuSdPnszMmTPPGduLL75Iv3798Pb2plOnTjz44INUVFQAsHHjRu69915KS0tRqVSoVCr++te/AlBTU8MTTzxBZGQk3t7eDB06lI0bNzo89/Lly+ncuTMGg4Gbb77ZnsC6gluXNBFCXN5+PVxAidFEsI8nQ2IDGz+oUClITOBFJHWgJHXHd9qTw8SYQD7Zdow9x0ou7vmEcJbnI869L+5auOvz0/f/3Q1MxsaPjR4F964+fX9xPzA2koj8tbRZ4fn4+ODj48PXX3/NsGHDLrhF7tlnn2Xx4sV07tyZWbNmceedd+Lr68tLL72EwWDgtttu45lnnuGNN95oVjxnUqvVvPzyy8TGxpKZmcmDDz7Ik08+yeuvv86IESNYvHgxzzzzDAcPHrS/FoCHHnqI/fv3s2LFCiIiIvjqq6+YMGEC+/btIy4ujq1btzJ79mwWLlzI5MmTWbNmDc8+++xFx3mpJKkTQrit1XtPADDxXF2vAEV1Sd3FtNTBGS11yvMk1NXASzleislixeNc5xVCONBqtSxfvpw5c+bw5ptvMnDgQEaPHs0dd9xB//79z/m4J554gvHjxwPwu9/9jmnTprFhwwb7GPrZs2ezfPnyS4rtzJa9mJgY/vGPf/DAAw/w+uuv4+npib+/PyqVio4dO9qPy87OZtmyZWRnZxMREWGPdc2aNSxbtoznn3+el156iQkTJvDkk08C0L17d3777TfWrFlzSfFeLEnqhBBuqdZs5YdUpev1+nN1vQLc9Dpc8YQyPu5i1CeDdS11scHe+Os9KK0yceBEOf2i/C/ueYVoaX/OPfc+lcbx/h8ON3HsWT9UHr34UkBnmzJlCpMmTeKXX35hy5YtfP/99yxatIh33nnnnN2jZyZ8YWHKZKh+/fo5bMvLu7ThEOvXr2fhwoUcOHCAsrIyzGYz1dXVGI3Gcy5EsG/fPiwWC927d3fYXlNTY19vPi0tjZtvvtlh//DhwyWpE0KIM20+nE9ZtZlQXy8Gx5yj6xXA0wAd+178iYK6KX8QrUptOpVKRXynADal57PnWLEkdcJ9eHq7/tgLoNPpuOaaa7jmmmt4+umnue+++3j22WfPmdSduUxn/Yzzs7dZrVb7fbVajc1mc3iOs5cRPdORI0e4/vrrmTdvHv/3f/9HYGAgmzdvZvbs2dTW1p4zqauoqECj0bBz5040Gsekub571t1Iv4IQwi2tSla6Xq/rF45G7cTSImF94amTMGeDfVNCXSK3W8bVCXHJevfuTWVl8ydenEtISAgnTpyw37dYLKSkpJzz+J07d2K1WnnhhRcYNmwY3bt3JzfXsdXT09MTi8XisG3AgAFYLBby8vLo1q2bw6W+m7ZXr15s3brV4XFbtmy51Jd40SSpE0K4nWqThXX7TwHn6Xo9lQrfPgK73r/4k6k1oPV02JTQOQBAJksI0QyFhYWMGzeODz/8kL1795KVlcXnn3/OokWLuOmmm1rsPOPGjWP16tWsXr2aAwcOMG/evCbry3Xr1g2TycQrr7xCZmYmH3zwAW+++abDMTExMVRUVLBhwwYKCgowGo10796du+66ixkzZrBy5UqysrLYtm0bCxcuZPVqZaLJI488wpo1a/jPf/7DoUOHePXVV13W9QqS1Akh3NCm9HzKa8yE++sY2LmJQqW5u2HXe5CyskXPHx8VAEBmfiWlxnN36wghTvPx8WHo0KH897//5corr6Rv3748/fTTzJkzh1dffbXFzjNr1izuueceZsyYwejRo+nSpUuTS4PGx8fz4osv8q9//Yu+ffvy0UcfsXDhQodjRowYwQMPPMDtt99OSEgIixYtAmDZsmXMmDGD3//+9/To0YPJkyezfft2OnfuDCgLKbz99tu89NJLxMfHs3btWv7yl7+02GttLpXt7I7pds5oNDJr1iyWLl16zn50IYRrPfLJbr5NzmX2qFievr73uQ9c/xxsfhES74NJL1z8CXd/BDuXQc/rYdSjAFy56Ceyi4y8P2sIV3YPufjnFqIZqqurycrKIjY2Fp1O5+pwhBM4899YWuqEEG6l2mRhfdoFdL3C6XImF1ujrl5VMeRshxN77JvqS5tIF6wQoq2QpE4I4VZ+OpCHsdZCZIDenlidU2Gmcn2xNerqnbGqRL36cydLUieEaCMkqRNCuJVV+5RZbdf3D7eXN2iUzQZFdUndpbbUnVmAuG5EypmTJS6zUSpCiDZKkjohhNsw1pr5MU0pMnp9/yaWRAIoPwmmSqWQakDnSztxh2ilVp3JCOVKUtk73A8PjYrCylpyiqvO8wRCCOF6ktQJIdzGhrQ8qkwWOgca6Bvp1/TBJUeV64DODUqSNJvGAzrEKLfrumB1Hhp6hysxSL060dqkdbj9cua/rSR1Qgi3Ub/W63m7XgE6D4MFOTD9q5Y5eRPj6vZkl7TMOYQ4j/qVFIxGo4sjEc5S/2975qoZLUWWCRNCuIWKGjM/HVS6Xiedb9ZrPS9f5dISguMgP80+pg6UcXXvJR1lz7HiljmHEOeh0WgICAiwr3VqMBjO/wNHtAk2mw2j0UheXh4BAQENlh5rCS5N6sxmM5s3b2bw4MFuu46aEKJ1bEg7RY3ZSpdgb3u3Z6u69h8w/v8cNtUXIU7JLaPWbMVTK50bwvnql6C61EXshXsKCAiw/xu3NJckdbW1taxdu5bk5GT27dvHyy+/jI+PD7W1tXzyySds2bKF2tpa4uPjmTlzJn5+yhf8HXfc4fA8Op2O5cuXA5CVlUVSUhImk4m8vDzmzJlDQEBAK78yIcTF+i65GV2vAN8+DGotjHxUmehwqRo5Z2ywN/56D0qrTBw4WUb/uiRPCGdSqVSEh4cTGhra5EL1ou3x8PBwSgtdPZckdWazmYiICK677jruvPNO+/bffvuN8vJyHn/8cU6dOsXSpUv54IMPmD9/PqAs9XHjjTfaj1erlV/NRqOR5cuX8/TTT6PValm9ejVLlizhySefbN0XJoS4KGXVJjal5wMw6XyzXgGsVtj7GZirYfhDTotLpVIR3ymATen57DlWIkmdaFUajcapCYBof1yS1BkMBgYOHNhge1lZGbNnz0av1xMXF0dubi6bN2+27/f396dPnz4NHpeUlERcXBxarfJyEhMT+eijjzAajbIUmBBtwLrUU9RarMSF+tCj4wWMkSvPVRI6tRYCWqCVrt4Ht8DJvXDv98oYO5TJEpvS89mTXcKM4S13KiGEaGluNVHizFY4AK1WS0TE6V/teXl5LFy4kAMHDhAVFcXs2bPp0qULGRkZREVF2Y8LCQlBo9FQXFx8zqSuqsqx7pSHh4dTZqIIIc5v1d5coBkTJArrlgcLiAZNC36NVeZBZb7y/HVJ3QBZLkwI0Ua4VVJ3tuTkZG666Sb7fS8vL2bOnInNZmPp0qW8+OKLLF68mNLSUrp162Y/TqVSodPpqKioOOdz13fp1psyZQpTp05t+RchhGhSqdHEL4cKgAtY67Ve/Zqvl7o82NmCusHJfQ5lTeLrkrrMgkpKjSb8DfLjTwjhntw2qdu0aRM9e/Z06KZdsGCB/fa8efOYP38+x48fx2w2NxhMqtVqm+x6fe2119Dr9fb70konhGv8kHoSs9VGz46+dAu9wPIk9S11l7o82NkaqVUX6O1JdJCBo4VG9uSUMLp7SMueUwghWohbzs8/duwYKSkp3H777ec8JigoCF9fX/R6Pf7+/g26U6urq+2zZhuj1+sxGAz2iyR1QrjGmWu9XrD6NV+d0VIHDkkdnC5CnCxdsEIIN+Z2SV1JSQk//PADc+bMsc9uBTh06JDDcSaTCV9fX0JCQggLCyMnJ8e+r6KiAn9//yaTOiGE6xVV1vLrYaXr9YJmvdYzFinXgV1aNiB7UpfhsDlBxtUJIdoAlxcfPvPaaDTyxhtvcO2115Kenm4/Ljw8nK1btxIUFERgYCA2m41Vq1Yxd+5cVCoVI0aM4LnnnrPPdt25cydjx46VKtxCuLk1KSexWG30ifAjNtj7wh84+weoLgWtrmUDqk8Sy3OhpgK8lKLoZyZ1NptNvluEEG7JZUndli1b2LVrFwAff/wxQ4YMYcuWLSQnJ5OcnOxw7Ny5cxk6dCivvvoqfn5+BAUFMWrUKGJjYwEl6Zs+fTpvvfUWUVFRqFQqbrnlllZ/TUKI5lm9T5n1en1zWunq6fxbOBrAEAhh/ZTrmjJ7Utc7wg8PjYqiylqOFVXROUhKJQkh3I/KZjtjocPLgNFoZNasWSxdulRq2AnhQvnlNQx9fj1WG2z6w1i3T5RuenUzyTmlvHRHAjclRLo6HCGEaMDtxtQJIS4Pa1JPYrVBfJR/8xK6fV8oRYJ3LHNecI2QcXVCCHcnSZ0QwiVWJV9k1+vxXZCxAQoOnf/YS2FxLJOU0DkAkKROCOG+HMbU7dq1q8mCvefi4+PT6LJfQgjRmLyyarYdUWawXtecUiZwRjmTFp75Wu/Ir/DlbPCLgDk/2jcndOoAQGpuGbVmK55a+U0shHAvDkndhg0b7JMPmmPbtm2S1AkhLtj/9p3AZoOBnQOIDNCf/wFnKnJS4eF6+g5QfgJMRrDZoG6ma0yQgQCDByVGE2knyuwrTQghhLtwSOo6dOjArbfe2uwneeedd1osICFE+7dqr1JwuFm16QCsFig+otxu6cLD9QJjAZVSMsVYCN7BgLL8YHxUAD+n57PnWIkkdUIIt+PQfxATE3NRT3KxjxNCXH5OlFax42gxAJP6NbPrtfQYWGpB4wV+UU6IDvDQg38n5fZZ4/ZksoQQwp05JHVXX331RT3JxT5OCHH5WV3XSpcY04GO/s0sHmxf8zUW1E4c0xZcv7LEWUmdTJYQQrixZn8r1tTUUFxc7IxYhBCXgdX2tV4vouBwTZky5s1Z4+nqBXdXrgvSHTYnRAUAkFVQSYmx1rkxCCFEMzU7qVu2bBlPP/20M2IRQrRzRwsr2Z1dgkoFE/t1bP4T9LkZ/ngEpjq5Rl19UpfvmNR18PYkpq6mXnJOqXNjEEKIZmr2MmFTp07lmmuucUYsQoh2ptZsZXd2Mb8eLuDXjEJ7t+XQ2EBCfS9h3VatV8sEeC4d+0H0SIhIaLArvlMARwqN7MkuYXT3EOfGIYQQzdDspC4oKIiysjJnxCKEaOOsVhtpJ8uUJO5wIduyiqgyWRyOiQky8LurursowgvUaQjc+79GdyV0CuCbPbnsOSbDUIQQ7qXJpG7Tpk0NtlksFjZv3ixdsEIIALILjfyaUcDmwwUkZRRSVOk41izYx5MRXYMZ1S2YEd2CiOpwkWu8WszwxnAIiIZbl4LOrwWib74zZ8DabDZUdXXshBDC1ZpM6latWoXVasXX1xeVSkVZWRllZWWEhEiXgxCXo6LKWtJOlNVdytl2pJBjRVUOxxg8NQzrEsSIrkGMigumR5hvyyQ+JUeViQsl2eDpc+nPdyFqjWA1gc7fvql3hB+eGjXFRhPZRUaig7xbJxYhhDiPJpO6IUOGMHnyZLTa04dt3LiR0NBQpwcmhHCdWrOVjPwKDpws48CJctJOlnPgRBl55TUNjtWqVQzs3IER3YIY1S2Y+E4BeGicUG6kfnmwwC7OLWdS74enIOlVGLMAxvzJvtlLq6FXhB/Jx0rYc6zk8knqrFbYuQz2fwM+ocr74qwC0EKIi9JkUtfY6hKjR4/mqaee4vnnn3daUEKI1lNrtrIls5C0E2UcOFlO2okyMvIrMFlsjR4fE2SgZ0c/eob7Eh8VwJDYQLy9mj08t/nsNeqctObr2XzqfryeVdYEYECnAJKPlbA7u4SbEiJbJx5XW/24ktTVS/8B7tsAIW4+PlKIy0izv4lTUlI4ceKEM2IRQrjAk18k8/We3AbbfXVaetUlb/VJXI8w39ZJ4BpTv+Zra7UOnaOsCVyGK0ukfFmX0Klg1GOQ+RPk7oaNz8PU5a6OTghRp8lv5z/+8Y9UVZ0eL1NdXU15eTlXXHGF0wMTQjhfWbWJ/6WcBGBCn470jfSzJ3CRAXr3mgRg735t5aSu8JDS9XhGl299Urc/t4waswUvraZ1YnIFUzWs+6ty+8o/wLinoOJBOLwO+t/u0tCEEI6aTOo6duxIYmIiHTp0QKVSoVKp8PHxoVOnTq0VnxDCidalnqLWbKVbqA9v3D3QvZK4sxW2cktdQDRoPMFcDaXZ0CHGvis6yEAHgwfFRhNpJ8rtSV67ZLPCsHlwYJXSSgfgEwIJd7o2LiFEA00mdVOmTKFz585OO7nZbGbz5s0MHjwYH59Wms0mhLD7bq/S7XpD/wj3TuhsNvAOBmNR67XUabTKufLToOCQQ1KnUqmI7xTAxoP57Mkubt9JnacBhj+oXBpjMYGxEHwvYoUQIUSLajKpayyhO3bsGHl5eQwaNOiiT1pbW8vatWtJTk5m3759vPzyy/akLisri6SkJEwmE3l5ecyZM4eAgAAAkpOTOXjwIBUVFZSVlXH//fej1+sB+OWXXygoKODkyZN4eHgwc+ZMh1m7QghHRZW1bD5UAMD18eEujuY8VCq4b72S3LWmkO51SV06xDmupJNQn9RdLuPqGnN4A3z9IEQNhjs+cnU0Qlz2ml0XYO3atXz44YeXdFKz2UxERAQLFixw2G40Glm+fDm33XYb99xzD71792bJkiUAnDx5krVr1zJ16lRmzZpFQEAAK1asACAtLY2DBw9y880388ADD1BcXMyaNWsuKUYh2rs1KScxW230ifCja0gbaSlXqZRLa+l6FSTcDSE9GuyKr2uda9drwO76APZ8DNXneI2+HaHiJBxaC1UlrRqaEKKhZid1s2bN4l//+tclndRgMDBw4EDUZ9WaSkpKIi4uzt7ClpiYyJ49ezAajWzcuJH+/fvbu4gSExPZsmULAOvXr2fgwIGA0i2SmJhIUlJSkzFUVVVhNBrtF5PJdEmvSYi25rvkuq7X+AgXR+LGBt0Dk1+Dblc32JUQFQBAVkElJcbaBvvbPKsVNv4Tvp4HWb80fkxYHwjpBZZaOLC6deMTQjTQ7KROpVKRkZHhjFjIyMggMDDQfj8kJASNRkNxcTEZGRkEBQXZ90VGRlJaWkpNTU2j+woKCpo81/z585k1a5b98vXXX7f46xHCXeWVVbMlqxCASf3cvOsVYM2f4ZXBSquRm+jg7UlMkLLkWbvsgj2+A8pylNU7Gklq7fpMVq7TpXdECFdrctBZRUUFmzZt4uTJk9TWKr9EbTYbhw8f5oUXXmjxYEpLS+nWrZv9vkqlQqfTUVFRQWlpKV5eXvZ9Op0OgMrKykb3VVRUNHmu1157zT4eD8DDw6OlXoYQbm/1vhPYbDCwcwCdAi9yLdbWlLe/rrSIpfXPba5Vzh0QDV6O3dQJnQI4Umhkz7ESxvRoZyvtpH6lXPe4Djx05z6u2zWwcSFkblQmTWjku1QIV2mype6///0vmzZtIj8/H61WS3BwMLm5ufauzpZmNpsbdINqtVoMBkODffVdtOfaZzA0/YdKr9djMBjsF0nqxOWkvuv1+v5tpOu1tQsPn2nJaHhjBBzb0mBXuy1CbLNB2nfK7fqWuHOJGACGIKgpg2NbnR6aEOLcmmypO3HiBIsXLyYvL4/09HTGjRvH8OHDycrKckow/v7+DsWOQSl47Ofn12BfdXU1np6e6HS6Rvf5+fk5JUYh2rpjRUZ2ZZegUsGk/m2g69VUBaU5yu3WKmdypuDuSkvhqf0NuiETOncAIPlYCTabzb3LwjRHQTqUHgONF3QZ2/SxarUyoWTfZ3BoHcSMap0YhRANNNlS17t3bzw9PYmMjCQ1NRWbzUZQUBCffvqpU4IJCwsjJyfHfr+iogJ/f3/8/Pwa7MvPz6dHjx6NPu7MfUIIR6v3Kcv8DY0NJMyviW41d1GQrhTA1QeeXo+1NYX1Ua7z9jfY1SvcF0+NmmKjiaOFxlYOzIkOb1Cuo0coderOp//tMPJR6H2TU8MSQjStyaRu1KhRvPXWW6hUKsLDw3n44Yf53e9+5zAW7VKYzWaH6xEjRpCSkoLRqHw57ty5k7Fjx6JSqRg5ciQ7duywH1u/D2DkyJFs3boVW10Nq127djF69OgWiVGI9qbNzXrNS1OuQ3u1bjmTeqG9letTqQ12eWk19I5QegXaVRds8RHluttVF3Z83NVwzXMQ6ZyhOUKIC9Nk92tCQgIJCQmAsrpEZGQkhYWFDB8+/JJPvGXLFnbt2gXAxx9/zJAhQ7jyyiuZPn06b731FlFRUahUKm655RYA+vbty5gxY3jjjTeIiIhAr9czYsQIAMaMGcOpU6d46623CAoKolevXtJSJ0QjMvIrSM0tQ6NWMbFvG+h6BcekzhXC6pK6/INgMSsrTZwhoVMAe46VsOdYCZMHRLogQCe4bhGMfhJUaswWK1syiyitMlFrsVBrtlJrtlJjtlJrsdrv1551v8ZiJTbIm8ev6Y5a3U66pYVwcxe85IJKpWqRZK7esGHDGDZsGA8+6Lj0zMiRIxk5cmSj5580aVKjz6VWq5k2bVqLxSZEe7UqWel6HdUtmEBvTxdHc4G8g6FjPwiPd835A2LAwxtMlVCUqawycYYBnQNY/hvsbk8tdaC878DbGzP415oDF/00o+KCGdYl6PwHCiEumUNS980333DTTc0fE3GxjxNCtB6bzca3yceBNtT1CjDiYeXiKmo1hPaE4zshL7VBUlc/AzYtt4waswUvrcYFQbYgq1V5zSifmS92HgOgd7gfQT6eeGrUeGjUeGrPuGjUeJVk4HnwWzx9A/Ecfj8/pJ5kV3YJWzILJakTopU4JHXnK9h7Lhf7OCFE6zlwspyM/Eo8NWqu7RPm6nDalgHTlXptoX0a7OocaKCDwYNio4n9uWUMqJsR22a9ew1ovWDSC6SZI5XPjFbNp/cPw1fXROmnskB4cTrUqGHoX/DRae1JnRCidTgkdXl5ebz55pvNfpLi4uIWC0gI4Rz1EyTG9AjBr6k/zu7EXAMqTYNxbK1u8L3n3KVSqYjvFMDGg/nsOVbStpM6Y5HSIokNDEF8t1n5zIzrEdp0QgfgFw4dYpRJFjnbGRo7FIDd2SXtowVTiDbA4ZvyjjvuaFAn7kK01GxYIYRz2Gw2vtvbxma9Auz9FFY/AQl3wg2LXR3NOSXUJXXJbX1c3ZFfABuE9MLmHcJ3ySlAMz4znYYpSV32FrqOHUewjxcFFTUkHytlSGzgeR8uhLg0DkldbGysq+IQQjhRck4px4qq0HtouKpXG1rOKi8NLDXg4QZLmRUfgRPJEDsa9AEOu9rNyhKZPyvXXUaz51gJOcVVGDw1jOt5gZ+ZzsNg7wo4tgWVSsXQLoGs3nuCLZmFktQJ0QqarFMnhGgf6rter+4dhsHTxV2ZzVFf8De0p2vjAPjwVvhshrLQ/Vnqk7ojhUbyy2taObAWlLVJuY69ku/qZkpf0zsMvecFdp12rquQkLMDLCaG1SVyW7NkXJ0QrUGSOiHaOavVxuq9yh/oG9rCsmBnsteo6+3aOOB0SZUTyQ12BRg86VNXhHjjwbzWjKrllOVC4SFQqbF2HsHqfXXd9c1ZHzi4O+gCwGSEk3vts153Hi2m1mx1QtBCiDNJUidEO7fjaDEny6rx1WkZ3SPE1eFcOGMRVJxSboe4QTHx8P7KdSNJHcBVdV2UP7XVpK6+lS48ge0nrZwqq8FPp+WK7sEX/hxqNdz6Ljy0AyIG0i3UhyBvT6pNVvbmlDglbCHEaedN6qxWK5WVla0RixDCCeq7Xsf36di2ZiDWt9IFdAYvX9fGAk221AGMrUvqfkkvaJutUj6h0H0i9LzOPqlmQt+L+Mx0uxqC40Clso+rA9iaVdTSEQshztJkUrdv3z7mzJnDu+++a9+2detWDh486PTAhBCXzmyx8r99dV2vbWnWK5weTxfiouXBztaxrqWu+AhUlTTYHR8VQJC3J+U1ZnYcaYMJTNdxcOcKzCN/z//2nQTg+uZ0vZ7D0FilC1bq1QnhfE0mdV999RX3338/4eGnx+EkJiby888/Oz0wIcSlS8ospLCylkBvT0Z0bWNV/TvEQu+bIPZKV0eiMASCf2fldiOtdWq1ijE9lNa6Hw+00S5Y4LeMQoou9TOzYxl8fi8UZdlb6nYcKcZkaYMtmEK0IU0mdd26dWPIkCGoVI6LMe/fv9+pQQkhWkZ91+vEvh3x0LSxIbRxV8Nt78OIh1wdyWmRA5Tr4zsb3V1f+qPNJXUFh6AkGzj9mbmuX0e0F/uZSV4BqSvh6G90D/Wlg8GDKpOFvTmlLRWxEKIRTf6PDQ1VvqAsFot923fffYdOp3NuVEKIS1ZjtrAmRelGa3Ndr+4qcQ7cukwphtyIK7oHo1WryCyoJKugDY1F/vEfsLgfNZtfY01q3WfmUrpeOw9Tro9tQa1W2WvUSWkTIZyryYJV0dHRPP/881RUVFBeXk5mZiZZWVk8/LALF9cWQlyQX9ILKKs2E+bnRWJMGyv8WlUCVcXKslNn9RS4VOwVTe7203mQGBNIUmYhPx7IY/aoNlDQ3Wq1z3zdZOlHeXX5pX9mOg+DX4HsLYAyru6H1FNszSziwTGXHrIQonFNttTFxcUxbdo0+vXrR2FhIREREfzhD39gxIgRrRWfEOIi1c9gnNQvAo3ajRKjC5G+Bl5OgA9vcXUkzVa/YsdPbaULNi8VqorAw5vvjnsDygQJ9aV8Zjop675SkA6VhfZ6dTuOFGGWcXVCOM15S8vHxsY2WD7s6NGjREdHOy0oIcSlqaq1sG6/UuPt+vg2VnAY4MRe5ToozrVxNOb4Lsj8CTqPgOjhDXaP7RnKP1ansTWrkIoaMz5ebr6CR93SYFWdrmD9gXygBbrrDYEQ0hPyD8CxrfTsPhF/vQelVSZScsvsK3AIIVqWw7fNwYMHsVqb/hVlsVhYt24djz32mFMDE0JcvB8P5GGstRAZoGdAW/wDerIuqasv+OtO9nwE29+B4Q81mtR1CfYmJsjAkUIjmw/lM6GvmyfVdV2vPxrGY6y10ClQT3yU/6U/b6ehSlKXnYS653UMiQ1k3f5TbMkslKROCCdxSOqWL19OUVERnp6eAFRWVmKxWPDz88NqtVJSUoJOp8Pb29slwQohLkz9DMYb4iMazF53ezbb6Za6jm6Y1EUlKkldzvZGd6tUKsb2DGXZr0fYkJbn3kmdxQRHfwXgu+IYoIob+rfQZ6bzcNj9odK1CwytS+q2ZhbywOiul/78QogGHJK6vn37Mm3aNNRqZajdv//9byZPnkxcnNIFYjab+d///seAAQOcFtDGjRt58803G2zv2rUrpaWlFBQUOGx/++238fX1JS8vj7Vr16JSqcjOzmbGjBlERkY6LU4h3FV5tYkf65aquqEtdr0WH4GaUtB4Kl147iYqUbnO3QPmGtB6NTjkqp5hLPv1CD8dzMdqtV3a+DRnyt0NtRWU68L58WgN0DIFhwGlxmCvG8DLB+CMcXXFmC3Wiy+XIoQ4J4ek7q677nLYWVFRYU/oALRaLddffz1/+ctfeP75550W1E033UT//qd/oa9fv56RI0eyceNG5s2b53CsXq/HarXyyiuvsGDBAgwGA9u2bWPx4sUsWrSo7bVSCHGJ1u0/Ra3ZSpcQb3qH+7k6nObL3a1ch/YGradrY2lMYBfwDoXKPKVeXXTDiWNDYgPx9tRQUFFDSm4p/aMCWj/OCxHSE257n3UHjNRus9I1xJte4S20JJunweFur3A/fHVayqvN7D9R5r7viRBtWJM/lbp06dJgW1lZGfn5+U4LCGD8+PH06dOHPn36EBMTQ3V1NYMGDcJgMNi311+0Wi0pKSkEBgZiMChfIgkJCZw4cYLc3NxznqOqqgqj0Wi/mEwmp74mIVqLveu1pbrRWlt9Yd/IQa6N41xUqtOJ3JFfGz3EU6vmirgQADakufEsWJ0f9L6J70qV7lCnddfbbGjUKobUlUnZmtkGl1ETog1oclrWiBEjePPNN7n66qvR6/UcOXKElStX0rOn87pERowYgYeHh/3+qlWruOGGG1CpVJSXl7N48WKSk5MJCgpi+vTpxMfHk5GRQWDg6ZpKnp6ehIaGkpeXd84u2Pnz5zvcnzJlClOnTnXOixKilRRX1vLLIWWIQpvsegXocR2oNRA72tWRnFv0SNj/dd14tD80esi4nqGsST3JTwfzeOya7q0aXnOc+Zlpsa7Xekd+hXVPg09HmPYxw7oEseFAHlsyC5lzZcNGAyHEpWkyqYuLi6O4uJiXXnqJgoICtFotgwYNYtasWU4LqH6SBkBRURG5ubncfvvt9n2TJ0/mrrvuYsWKFSxevJiXXnqJ0tJS9Hq9w/PodDoqK89d0f21115zeMyZiaQQbdWa1JOYrTZ6hfvRLbSFutFaW8xI5eLO6uM7laIU71U37PQY01NpqdubU0peWTWhfm62Ek/ubkhfy5qaEZitNnqH+9Et1Kdlz+GhV1pedf5gtdrXgd12pAiL1db26icK4ebOW0BpyJAhDBkyhIqKCvR6PRqNptW6Kj/44ANuuOEG+/0zy6jMmTOHefPmkZ6ejtlsbhCTVqu1d8c2Rq/XN7lfiLbo9KzXNtpK11aE9IL7NkB4fKMJHUCor47+Uf7szSll48F8bkvs1MpBnsf+b2Hzi3zn+RIQ4pyl5Dr2Bw9vqC6F/DR6h/fCx0sZV5d2ooy+kS1QOkUIYXfB0498fHzQaDRYrVY+++wzZ8YEQGpqKsXFxXTr1q3R/TqdjvDwcPR6Pf7+/lRVVTnsr66uxs+vDQ4SF+Ii5ZVVk5SprK15Set2ulLubji8XlkmzJ2p1RA1GDRNt/CP66msLrHhwKnWiKp5sjaRZwsgqSwYgOv7O+GHgEYLnepmCx/9Da1GTWJMBwC2ZMo6sEK0tCZb6ubOnUt5eXmj+86eKduSzGYzy5Yt44477rBvO3TokMNMXJvNhtlspkuXLhQWFpKSkmLfZ7VaMRqNdO7c2WkxCuFu/rfvBDYbxHcKoFNgG22F3va2Utz3yj/AuL+4OppLNq5nKIvXH2LzoQJqzBa8tBpXh6SoLoXcXfzPcjU2VAzo7MTPTPRIyNwIR3+DIXMY2iWInw7mszWriPuukHF1QrSkJpO6/v37c80119ChQwdUKhWlpaWsX7+esWPHOjWoNWvWYLFYGDhwoH3b/v378fLysidqmzZtYvLkyej1egYPHsx7771Hfn4+ISEhHDhwgISEBIfxeUK0d9/tPQHAjc7oRmstOTuU68jBro3jQtRWwtq/wNEkmLsRPBqOmesb4U+wjxcFFTVsyyqyz4h1uaO/gc3KKrXyXe7Ult3Ow884p81er25bVpF71/ATog1qMqm77bbbCA0Ntd8PCQkhIiKCt99+mx49ejgloNLSUr744gvuvvtuexFkgGHDhrFkyRIMBgOhoaEMHDiQPn36AGAwGHjsscd4//33iYqKwmw2M2PGDKfEJ4Q7Ol5Sxc6jxahUMKlfGx1PZyxSFoAH9y1nciYPAxz8HspPQPZv0HVcg0PUahXjeobw2Y4cfjyQ5z5JXebPHLcFsaM2WvnMOKPrtV7UYFB7QMVJKM6ib0QM3p4aSqtMHDhZTu8IGSYjREtpMqk7M6GrZzab2bt3r9MC8vX15Z133nFI6ADCwsJ4+umnz/m4vn370rdvX6fFJYQ7W71XmSAxJCaQjv5uNsvyQh3bCtggKA583CT5aYpKpSRyez6CwxsaTepA6YKtT+qeub63e9QOzNrEasswQPnMhDlzZq6HHrqPB7UWLCa0GjWDYgLZlJ7P1qxCSeqEaEFNJnUrV67EZrPZ71dVVbF//36CgoKcFpBarW6Q0AkhmvZdstL16pQZjK3l6G/KdfRw18bRHPVJXcaP5zxkVFwIHhoVRwuNZBZU0jWkhcuGNFdNOZTm8J1lGtBKn5k7PnK4O6yLktRtySzk3pGxzj+/EJeJJrOn3bt3k56ezqlTp8jLy6OiooLevXvz6KOPtlJ4QojzySqoZN/xUjRqFRP7dnR1OBevPqnr3HDZLbfVdRyggrz9UNb4CjY+XlqGxio/hH864AarS3j5kjVrH/tsXVz2mal/P+rH1QkhWkaTLXVjxoxh7Nix0nImhBtbVVebbkTXIIJ8Gi4u3ybUVsKJPcrtRtZSdVuGQIgYALm7lFIsAxsfyzuuZyibDxewIS3PLWZ8rkpRksuR3YJb7zNjs0FhBviE0j/KH72HhmKjiUN5FfTo2EYLZQvhZprM1lJTUxskdCUlJWzatMmpQQkhLtx3e+sLDrfhrletHu7/BW58FQLaWCmi7hOU6wP/O+ch9fXqth8poqzahetMW61gs53+zDhzgsTZPrgZXh0Eh9bioVEzWOrVCdHiGiR1ZWVlVFRUYLPZyM/Pb/CAqqoqPvzww1YJTgjRtIMny0k/VYGHRsX4Pm2461WthrDeMHC6MgGhLel1Pfh3htBe5zwkJtibLiHemK02fkkvaMXgznJ4PQf/fRXppyrw1Ki5tjU/M/Xvz9FfARgaqywZtjVLkjohWkqD7tdffvnFIWmbNm1agwddccUVzo1KCHFB6pcFG909FH+9rF/sEqG94dG9501Gx/UIJTM/ix8P5Dm3hEhTDq7mu1Kl+3d0j5DW/cxEj4Qtr0PWLwD2enVbM4uw2WzuMStYiDauQVI3fvx4Bg0ahFqt5vPPP+e2225z2K/X6/HxcfHsLSEEtjO70dryWq+1lfDtwxA7GgbcDWo3WXXhQl1gMjKuVyjvbM5i48E81xTdtVqwHfie76x/BFzQXR8zClRqKDwEpTn0j4pA56GmsLKWw3kVxIXJuDohLlWD7letVkvHjh0JDQ3l3nvvJSQkxOHi4+PDqVNuuI6hEJeZlONlHC00ovNQc3WvMFeHc/GOJkHKl7DpP8of/bbKYoKMn8Bc2+juxJhAfL20FFbWkpxT0rqxARz9jZRyA0dtHdF5qLmqZ8M6pE6lDzhdVDrjJzy1agZ2rhtXl1XUurEI0U41+g2am5uLzWbDarVSUFDgcMnLy+Pbb79t7TiFEGepb6W7qlcY3l5NTmR3b5k/KdddRre98XRneutK+GCyMgu2ER4aNVd2V4oqu6S0ScqXfGdRagC67DPTpW6Jybq6fvVdsDJZQoiW0eB/dXV1NX/4wx/461//yq5du/j6668bfeCcOXOcHZsQ4hysVpu9lEmrzmB0hoy6pK6rc9eUdrqu45R6dXtXQM/rGj1kbM9QVu87wYYDeTx+rXOWWmyUxYQ19VtWWZ4FnLzWa1O6joVNiyDrZ7BaT0+WkHF1QrSIBkmdTqfj3XffRafTYbFY8Pf3Z/z48fb/bFarlU8++aTVAxVCnLYru5jc0mp8vLSM6dHK3WgtqfwU5KUqt2PHuDKSS9f/dkh6FQ6ugaoSpbvxLGN6hKBSQWpuGSdLq1tvSbfMjayujCOXYHy9tIzp4aJl2KISYcTDEHMlYCO+UwBeWjUFFTVk5FfSLVTGawtxKRrtftXplC+a7t27M2bMGIdfT2q1mmHDhrVOdEKIRtXPer22dxg6jzY2seBMmRuV6479wdt5yw+2io79IKQXWGpg/zeNHhLs40V8VAAAPx1svS7YGt/OLNIovSv3XdHFdZ8ZjQdc+w/ofi2oNeg8NAzoHABIaRMhWoJDUldYWOgwfq6oqIiKigqHbadOnWLDhg2uileIy57ZYmX1vnaw1itA+hrlutvVro2jJahUEH+7cjv53L0Z9YWIf2zFcXUfHPLgWLWeUF8v5lzpXmut1i8ZtjVTJksIcakcul+ff/55cnMbX7/wbHPnznVKQEKIpm3NKqKgopYAgwcjuwW7OpxLU1sBqKDHRFdH0jL63w4b/g7ZSXAqFcL6NDhkXM9QXlyXzuZDBVSbLE5vNSsx1vLKj4cB+P213TF4unhSjdWqjKnL3Ahj/sSwLkG8tOEQWzILZVydEJfI4X93nz59+L//+z9792tjLBYLK1ascHpgQojG1Xe9TuzbEU9tGy4BAnDX51BZAPoOro6kZfhFQM9JkPYtpP/QaFLXJ8KPMD8vTpXVsDWriNHdnTi+zWbj1eUfUFrVkR5hPtw6qJPzznWhVCr4+kEoz4XYKxgQPRZPjZq88hqOFBqJDfZ2dYRCtFkOfxGmTZvWZEIHoNFouOmmm5walBCicbVmK2tSTwIunMHY0ryD217B4aaMWQBzN8IVjze6W6VSne6CTXNuzc/stO28l6205v75qk5oWrvgcWNUKoir625P/wGdh4aEunF1UtpEiEvjkNTp9XqHnVarle+++46nnnqKf/7zn6xbtw6bzSYrSgjhIr8eLqDEaCLYx4uhXdrwxAKbTZkh2h6F9YaIAU0eMrZuxvKPB/Ow2WxOC2XRqt2Y0HKFXx6j+3dx2nmarUddyZeD34PNxjB7aRNJ6oS4FE323axcuZLPP/+cuLg4Bg4cyPHjx/nvf//r1C8hIcS51Xe9TurX0T1aXS5W/gFY1AXen6yMsWqvyk8pK02cZWS3YDy1ao4VVZGRX+GUU+/en86qoihUWFkwqWE3sEvFjgatDkqPwalU+w+UrVlF8vdFiEvQ5IjZn376iXnz5jF8+HD7tqNHj/LDDz8wYcIEpwX10EMPUVBQ4LDt7bffpqqqirVr16JSqcjOzmbGjBlERkYCkJWVRVJSEiaTiby8PObMmUNAQIDTYhSitVWbLKzdr3TXtflZr6lfgc2i/GFXt/Fxgeey8Z+w+b8w6QVlTdszeHtpGdYliE3p+WxIy6NbaMuue2qz2Xj+m52AH1P80+kdf0OLPv8l8zQoq0ukfw8Hv2fg8Mfx0Kg4UVpNdpGR6CAZVyfExWjy21StVtOnj+MvvOjoaFJSUpwaVExMDE8//bTDRafT8corr3DLLbdw1113cdVVV7F48WJsNhtGo5Hly5dz2223cc8999C7d2+WLFni1BiFaG0bD+ZRUWMmwl9nXzOzTbLZlKQOoM/Nro3FmTwMYK6GX14Eq6XB7qucWNrkh92ZbC/1Q0cNv5/gZq109XrUNQykf4/eU2Ov3yelTYS4eE0mdZMmTeLQoUMO22praykqcvxPt3PnzhYNymAw0KdPH4dLWloagYGBGAwGABISEjhx4gS5ubkkJSURFxeHVqs0PCYmJrJnzx6MRuM5z1FVVYXRaLRfTKaGXSRCuJPvkpXadNfHR6Buy12vefuhIB00Xu2nlEljBt+rzOotymi0bl39ZIkdR4spNbbc94/JYuVfq/YAMMdvG+Hx17bYc7eo7hMAFVTkQW2lrAMrRAtosvu1urqaL774ggMHDthnxR4+fJiamhq+/PJLQClxsmfPHgYNGtRiQZWXl7N48WKSk5MJCgpi+vTpZGZmEhgYaD/G09OT0NBQ8vLyyMjIICoqyr4vJCQEjUZDcXGxPQk82/z58x3uT5kyhalTp7bYaxCiJVXUmNlwoK7rta3Peq1vpet2Nej8XBuLM3n5wqjHYd3TSu26PjeD5+luxU6BBuJCfTiUV8GmQ/kt1qX+8dZssow6gtXl3H/9KPft3vbtCPN+VVbhUKsZ2iWQV39SxtUJIS5Ok0nd3r178fHxobS0lLKyMgD8/Pzw8/MjL0/pMrBarVRWVrZoUJ6enkyePJm77rqLFStWsHjxYkaOHImvr+O4E51OR2VlJaWlpXTr1s2+XaVSodPpqKg49wDk1157zWG2r4eHR4u+BiFa0oa0U1SbrMQEGegb2YYTIZsN9n2h3G7PXa/1ht4P29+BkqPw2ysw5k8Ou8f1DOVQXgXvbM7iyu4h+Osv7XuorNrE4vXpADx6fSI+/dxoxmtjzqjjNyi6A1q1iuMlVRwrMtIpsPEf5EKIc2syqRs9ejTDhw/H09OzySfZvHlziwb12GOP2W/PmTOHefPmsXfvXoYMGeJwnFarxWAwYDabG3Sf1u87F71e3+R+IdxJfdfrDfERbbvifnYSFGeBpw/0vM7V0Tif1guueQ4+n6lMmug3FYK62nffltiJj7Zmk3yshNveTGL5rETC/fXnfr7zeP2nDIqNJrqGeHPH0FilJlxbYDFjUJnoH+XPruwStmQWSlInxEVosl1+9OjRjSZ033zjuFj1qFGjWjaqM+h0OsLDwwkKCqKqqsphX3V1NX5+fvj7+59znxBtXanRxM/pSst4m5/1GtYXbnwFRj/p0BXZrvWeDF3GgEqjjCc8Q9cQHz67fzihvl4cPFXOLa//Rvqp8os6zfGiCpZuUlrpFkzsiVbjpt2uZ0t6DV7oDjuWOpQ2EUI0X5MtdUVFRXzzzTfk5uZiraslZbFYyMnJcdqqEocOHSIuLs5+32azYTabmTBhAhs2bLBvt1qtGI1GOnfuTFhYGDk5OfZ9FRUV+Pv7S1In2oUf9p/EZLHRPcyH7mEtW/qi1en8YOAMV0fRulQquPFVpYRLh5gGu3tH+LHywRHMWLqNzPxKbn3jN96dmUhiTGDD52rCfz7+H7U2b4ZpDnJVp8EtFHwrUHuAsRD2fsbQMVN5Y2OGTJYQ4iI1+VPupZdeIjMzk/79+3PllVdy5ZVXMnbsWKZPn+60gPbv3092drb9/qZNm5g8eTKDBw8mJyeH/Px8AA4cOEBCQgKenp6MGDGClJQU+2zXnTt3Mnbs2LbdTSVEnfqCw21+gsTlLKCTY0J3VoHdqA4GvnxgBAM7B1BWbeaud7ayJuXEBT99yp6tfJWjtHw+NToQlW9YS0TdOvreAmotnNjDYO981CrIKa4it6Tq/I8VQjhosqUuPz+fl19+2V4qpDUMGzaMJUuWYDAYCA0NZeDAgfZaeY899hjvv/8+UVFRmM1mZsxQfvGHh4czffp03nrrLaKiolCpVNxyyy2tFrMQzlJQUcNvGUqrxfVtvet15VyIHAQJd4HXZbzU4JHN8MOfYdqn4Bdu39zB25OP7hvGw5/sZn3aKeZ9tIvnbuzDjOExTT6drbKQf6zcBnRhcocs+l0zv8nj3Y53MMSNh4Or8dm/gr6R49mbU8r2I0XclBDp6uiEaFOazNaGDRvG0aNH6dq1q8P2X3/9lZEjRzoloLCwMJ5++ulG9/Xt25e+ffs2um/kyJFOi0kIV/k+5SQWq41+kf7EBrfhMWjHd8HeTyFlpTLr9XJN6qxW+P6PcCoFPpgMM/8H3qfX8NV7anjz7oE8820qH2/N5plvUjlZWs0fxvdovOeh1siP7/yZLbU34omJJ2ZMaTuTI86UcCccXA17P2VIj9vZm1PKlkxJ6oRoriaTujvvvJNFixbRrVs3NBoNoIyp27FjhyRQQrQCe9drfPh5jnRz299RrvvcDD6hro3FldRquOMjWDpRWf/2g5vgri+Umm11tBo1/ze5Lx39dLy4Lp3XN2ZwqqyGf07ph8eZkx+sVsyf3sPCk1cDcO/gYKLC2+jnJO5aMARBxSmG6nN4B9iWJePqhGiuJsfULV26lPT0dDIzM8nLy7NfmlqpQQjRMk6WVrP9iDILcFJbHk9XWXi6Nt2Qua6NxR10iIEZ34AhGE7ug7fHQe5uh0NUKhWPXBXHv6b0Q6NW8eWuHGa/t4PKGvPpg9RqPtVez2FbFB10Kh6cNLR1X0dL0npC/9sBSMz9CICM/EoKKmpcGZUQbU6TLXW7du1i8eLFBAQEOGxfu3atM2MSQgCr953AZoPB0R2IDLj42mUut20JWGogPAGi2tCsTGcK6Q73rYOPb1eWTHv7Khi7AK78g8Nhtyd2JsTXiwc/2sWm9HzuWJLE0imdCYmIpqLGzH8zIoBaHrmm1yUXLna5wbMBCBg8m55FuRw4Wc72rCIm9mujrY9CuECTLXVxcXGYzeYG23v16uW0gIQQitNdr224la6mAra+qdwe9WjbHO/lLIFdYPY66H2TUu6kuuz0PnMt1Co9IuPigvjk1nACPS3sO17Gra9t5EhuPkt+zqCgopaYIAN3DY120YtoQcHdYMJCCO7GkFilnIvUqxOieZpsqRs1ahSffPIJY8eOdRhTt2bNGp544olWCVCIy9GxIiN7jpWgVsHEfh3P/wB3tes9qC6BwK7Q60ZXR+N+9AFw2/uw/1vHVswD38EXs8DDACYjA4Av6Mg9qj9x1BLKlCXbqLQov8n/OKEnnto2Umj4Ag2NDeL9pKOS1AnRTE0mdV9++SX5+fkcPHjQPvPKYrHY14EVQjjHd3uVVrphXYII9dW5OJpL0Hk49LgOekwEtcbV0biv3mclvEd/U65NdeOXtTq6dO7Fl9EWZu3xIeVEBWBlUHQHJvRtw0l/Y3J3k5j8KnALB06WUWo04W9o413LQrSSJpO6hIQEbrzxRnx8HMsPfPLJJ04NSojLVa3Zyg+pJ/kw6SjQxrteASIHwjT5vmi26/4DVz0DlQXg5QeGQFBrCAVWDDPz6Io97DhaxLM39G5/RdaztxKa8QVdNFeQaQlhx9EirurVhoopC+FC5y1p0piBAwc6JRghLle5JVV8si2bT7Yds8/4C/H1YmJ7a4URF0alAp2/cjmLj5eWd+4ZjNlibTvruzbHwOnw878YYtpHJuPYliVJnRAXqtnfCAcPHuTtt992RixCXFasVhu/HMpn7vs7GPWvH3nlx8MUVNQQ4uvFI+O6serhUQQYPF0d5sXZ9B9Y/XsoP+nqSNqtdpnQAXh6w9D7GaI+AMBWqVcnxAW7oPW/TCYTSUlJrF27loyMDGfHJES7Vmo08fnOY3y0NZusgkr79mFdApk+LIZr+4Q5Fplta0qOKUmduQpiRikFh4VojiFzGbr5IzDBvpwSKmvMeHu13nKVQrRVTf4vycvLY926dWzcuJHq6mqGDx/O3Xffza5du1orPiHajX05pXyw5QjfJudSbbICSlfalIGR3DUsmu5hvi6OsIWse1pJ6KJHQu/Jro5GtEWGQCJH3UXkmnyO20LYdaSAK3rIUAQhzqdBUmez2dizZw9r165lz549hIeHM3nyZI4cOcKDDz4IQEREGx+8LYQTWaw2yqpMlNZdDp4q56Ot2SQfK7Ef07OjL9OHRzM5IbJ9tUBk/gypX4FKDRP+KXXpxMUb9iBDf/wPK2tD2LZ9C1f0mOzqiIRwew3+mixYsICjR4+SmJjIn//8Z/r27YtKpeLdd9+1H+Pn59eqQQrhDvbmlLA3p5TSKpND0nb2pby6YcFuAA+Niuv6hTN9WDSDoju0v1mLNRXw7cPK7cGzILy/a+MRbZvOjyF9e7JyF2ytuIzXCxaiGRokdc899xxJSUns27ePY8eO0aVLF7y9vV0RmxBu45s9x/ndij3NeozBU0OA3oMgHy8m9O3I7YmdCPbxck6A7mDD36DkKPh3gqv/6upoRDswZOyNsOtn9uSUUm2yoPOQWodCNKVBUufl5cWYMWMYM2YMBw8e5L333sPDw4Py8nL7MUePHiU6uh0sSyPEBTh4spw/fbkPgMSYDkQHeeOv93C8GBzv++k82l2V/yZVl8L+r5XbN74MXu1kfKBwqdhgb0J8vcgvryH5yCmGhqnAT9aCFeJcmhzM06NHD3r06EFhYSFr165l4cKFxMfHc+jQIX73u9+1VoxCuExZtYkHPtxJlcnCFXHBLL93CBp1O+s2bQk6f5iXBAf/B13HuToa0U6oVCqGxAayeu8Jtn32H4Z2TIF714D6MvrBJEQzXND/jKCgIKZNm8bvf/97vLy82L9/v7PjEsLlrFYbv/8smayCSiID9Lx0xwBJ6JriHaQUjhWiBQ2NDQRgmzEcjm2F7VInVYhzada0O09PT6666qr2N8BbiEa88XMG6/afwlOj5o27BxLo3UYLATtT0uvKovQJja8+I8SlGlKX1O2kJyabBo91z0KXsRDS3cWRCeF+LqqWwrhxzulesVqtfP311/z4449UVlbSo0cPZs2aRWhoKA899BAFBQUOx7/99tv4+vqSl5fH2rVrUalUZGdnM2PGDCIjI50So7g8/HIonxfWHgTgbzf1oX9UgGsDckcZP8Hap8BmhYDOSqFhIVpY91BfAgwelBhNpHa+hYQTn8MXs+C+9eChc3V4QrgVtyqQlZaWRlpaGg8//DDl5eUsXbqU119/nb/+9a/ExMQwb948h+P1ej1Wq5VXXnmFBQsWYDAY2LZtG4sXL2bRokXSoiguyvGSKh75ZDdWG9w+uBN3DOns6pDcz8l98Ol0JaGLn6YUGhbCCdRqFYkxgazbf4qtsQ+RUPojnNoHP/wZrn/R1eEJ4VbcarRpfn4+9913Hz169GDw4MFMnTqV9PR0rFYrBoOBPn36OFy0Wi0pKSkEBgZiMBgASEhI4MSJE+Tm5jZ5rqqqKoxGo/1iMpla4yUKN1dtsjDvw50UG030i/TnuZv6uDok91OSDR/eCrXlED0Krl8sRYaFU9nH1eWa4Oa3ABXseBf2fOzawIRwM27VUjdmzBiH+1qtlvDwcNRqNeXl5SxevJjk5GSCgoKYPn068fHxZGRkEBgYaH+Mp6cnoaGh5OXlNdkFO3/+fIf7U6ZMYerUqS36ekTb89x3+9mbU0qAwYPX7xoodbHOVn4KPpwCFSchpBfc8ZF0gQmnqx9Xt+1IEZYZ16K56hnI+BG6T3BxZEK4F7dK6s62Z88exo8fDyjJ2uTJk7nrrrtYsWIFixcv5qWXXqK0tBS9Xu/wOJ1OR2VlZWNPaffaa685PM7Dw6PlX4BoUz7bfoxPtmWjUsFLdwygU6DB1SG5l9pKWD4JCg+BXyTc/YUySUIIJ+sd7oePl5byajMHT5bTe9RjMOIR0Lj1nzAhWp1bdb+eKTU1FZVKxTXXXAPAY489RkxMDCEhIcyZMweA9PR0zGZzg65TrVZr7449F71ej8FgsF8kqbu8pRwv5S/fpADw+NXdGd09xMURuSFPb2WWq38nmLka/KNcHZG4TGg1agZFdwBgW1ah0t1/ZkK35U0oOOSi6IRwH26Z1BUXF7N27VrmzJnT6GQHnU5HeHg4er0ef39/qqqqHPZXV1fL+rTighVX1vLAhzupNVu5qmco88d2c3VI7sVmO337isdh3q8QGOu6eMRlqb4LdmtWkeOO7e/Cmj/CezdCUZYLIhPCfbhdUlddXc0XX3zB3Llz8fJS1sk8dMjxF5jNZsNsNtOlSxfCwsLIycmx77NarRiNRjp3lhmL4vwsVhu/+3QPOcVVRAcZePH2BNRSYPi0tO/g3Wuh5vQygej8XRePuGzZJ0tkFWE784dG75sguAeU58KyiXAyxUURCuF6bpXUmc1mXn/9dfr06cORI0dITU0lNTWVlJQUsrOz7cdt2rSJyZMno9frGTx4MDk5OeTn5wNw4MABEhIS8PSUQrHi/F7acIhN6fnoPNS8efcg/PXSDQ+AxQzr/wqf3g0522DLG66OSFzm+kX546VVU1hZS0b+GWOmvYPhnm8hpCeUn1ASu6xNrgtUCBdyq1GmH3zwAdu2bWPbtm0O20eMGEFKSgoGg4HQ0FAGDhxInz5KqQmDwcBjjz3G+++/T1RUFGazmRkzZrgifNHGbEg7xcsblFbghbf0o1e4dNkDUHocvpwN2UnK/SH3w6jHXRuTuOx5aTUM6BzAlswitmUV0S3U5/RO344waw18cidk/6bM0J64CAbNlHI74rKisjm0Y7d/RqORWbNmsXTp0vNOphDt19HCSm54ZTNl1WbuGR7Nczf1dXVIrmezwe4P4YenoKYUPH3hplegz82ujkwIAP67Lp2XNhxickIEi+8Y0PAAUzV8dT/s/xpUapj3G4T2avU4hXAVt2qpE6I1VNVaeODDXZRVmxnYOYCnJvV2dUjuYfOLsOFvyu3IQXDL2xDU1bUxCXGGoWdMlrDZbA0n0nnoYOpy+PUlZbUTSejEZcatxtQJ4Ww1ZguPfbqHtBNlBPt48vpdg/DUyn8DAAbMUOrPXfN3mL1OEjrhdgZ07oBWreJEaTU5xVWNH6RSwahHlZna9U6lwo//UFryhGjH5K+ZuGwUV9Zy9ztbWZN6Eq1axSvTBtLR/zJdDcFUDVuXwNcPnt7mEwIP74KRj4BaVtIQ7kfvqaF/lDL7ukFpk3OxWuDrebDp3/D6MDj4vWOZHiHaEUnqxGXhSEElt7zxG9uPFOOr0/LerCEM7xrk6rBan6lKmcn6Ujx8/wfY8xFkbjy9X5b8Em5uSKzy/3ZbVuGFPUCtUSb6+HSE4iz45A748BbI2enEKIVwDUnqRLu3/UgRN7/+K1kFlUQG6Fk5bwQjuwW7OqzWVZardD/9ty+s+ZOydqtfFEx6AaJHujo6IS7Y0C6n69VdsD6T4eEdMOoxUHso68a+Mw4+vh1O7nNOoEK4gEyUEO3aN3uO84fP91JrsRIf5c879yQS4uvl6rBaV85OWHotWM3Kff/OynijhDtBe5m9F6LNGxTdAbUKjhQaOVVWTZjfBbYue/nC1X+FgfcoXbHJn0D6GuhzC3Ts59SYhWgtktSJdslms/HaT4f5z9p0AMb3CWPx7QPQe14GY8VOpULJMegxQbkfHg++EcparUPvh57Xy0Loos3y03nQO8KPlONlbM0q4sb4iOY9QWAsTH5d6ZLduQz63Xp6364PwFgA/W8Hv2Y+r5s4WVrNpvR8jhRWclNCJD06+ro6JNGK5JtdtDu1ZitPfbWPz3cqy8fNuSKWP03shaa9Lv9ltULuLjiwGg7+D/IPgHcoPJ6mJG8aLTywCfQdXB2pEC1iSEwQKcfL2JZV2Pykrl5wNxj/f6fvW8yw8Z9QlgPrn4MuYyB+GnQfD/qAlgjbKWrNVnYeLWZjeh4/H8znwMnTS/q9szmLv0zqxfRh0Y2uoy7aH0nqRLtSWmVi3oc7+S2jELUKnrupL9OHRbs6LOfI+AlSV0L6WmWMXD21B3QaAlXFyoxWkIROtCtDuwSy9Nes5o2rOx+bFcb8EfZ8rKymkvmTclF7QOwVEH8n9J/acue7BMdLqvj5YD4bD+bxW0YhFTVm+z6VCuKjAvDSqtmaVcQz36SyKb2ARbf2J9Bbls9s7ySpE+3GsSIj9y7fzuG8Crw9Nbx650DG9gx1dVgtoyIPcrZD7GjwqlseKetn2PW+ctvTF+Kuhh6TlGtJ4kQ7lhijTJZIP1VBUWVtyyQrWk8YOEO5FGVC8qeQ+hUUHFQmVnSIPZ3UmWvh8HqIGQk6/0s/93nUmC1szypm48E8fk7P51BehcP+YB9ProwLYXSPEK6ICyHQ2xObzcayX4/wz+8PsD7tFBNf2sR/b0tgxOU2SewyI0mdaBf2HCvhvve2U1BRS0c/He/OHEyfCOd/2TpFbSWc2g/Hd0DODiWZKzmq7LvzM6U7CJSxcRYTdB0LMVfIpAdx2Qj09qR7mA/ppyrYllXEhL4dW/gEXWDsAuVScEgZ2nDmLPGc7bBimrIUWcQA6DQMIgcqK7F0iGmx9Wbzyqv5+6o01u8/RZXJYt+uVsHAzh0Y0yOE0d1D6RPhh/qs4SUqlYpZo2IZ2iWQRz7ZTUZ+JXe9u5UHRnfl8Wu646GR4hftkSR1os1bk3KSRz/dTbXJSq9wP5bOHEy4v97VYZ2f1QKlx8DTB7zrfj0fWA0r7gLOLo6qgpCeYDKe3hQ1WLkIcRkaEhvovKTuTMFxygoVZ6oph8CuUJQBx3cql3r6QLjpVeg5Sblvqga1ttmTk345lM9jn+6hoKIWgFBfL0Z3D2FMj1BGdQvG3+BxQc/TJ8Kf7x4exd9X7eeTbcd4Y2MGv2UU8vIdCUQHeTcrJuH+JKkTbqHGbKG40oQNG1YbWK1KUmO1KfdtZ1zb6rdb4ef0fBb9cACbDcb2COGVOwfi4+VmH2tTFZxIhsLDZ1wylIulBsY/D8PnK8d2iAVsykSHyIEQWZe4RQ5slW4eIdqKIbFBfLglm21HLrAIcUvqMUG5lObAkc2nE7uT+6CqSCl0XG/PR0ptyKA4ZS3a0J7KD7TALkqrnqdjYmW2WPnv+nRe35iBzQY9O/ryzyn9iY/yv+jJDgZPLQtv6c8VcSH86cu9JB8rYdLLm/n75D7cPCDqEt4I4W7c7K+fuNyUVZtYtvkI727OpKzafP4HnMP0YdE8e0NvtK3dpWCqgopTSnHfkmNQmq1cdx0LfW5Wjik8DEvHN/54jScYzxjsHdIDnjgEPu1kLKAQTjI0VhlXtz+3jLJqE366C2u5alH+URB/h3IBMNfAqRQIO6PuXcEhsNRCXqpyOdt9P0LUIABy07bxyOoT7ChQ/jTflRjB0zf2R+fRMqWYrusXTnynAB5bsYdtR4p47NNkNqUX8Leb+uDrivdPtDhJ6oRLlFaZWPZrFks3Z9mTObUKNGoVKpUKtQpUKNdqlQrqrtUqTu9XqfDSqpk9KpaZI2Jabsq+qQqMhUqyZSyEynwoPwkd+0LXccoxhRmwZCzUlDb+HBqP00mdfyflEtTtrEtXCOjsuM6qWiMJnRAXIMxPR0yQgSOFRnYeLWZsDzf4f6P1UsbVnWn88zDsAchLUy75ByD/IBQfgeoSCOgEwPr9p3ji41xKzB74YmShx9tcv28rHPJX6kz6hcMNLynfGQAFh5XvJu9gMASBLgDU5/9RGxmg55O5w3j1x8O8tCGdr3YfZ+fRYl6eNoCETgEt+W4IF5CkTrSq+mTu3c1ZlNclc3GhPvzu6jiu6xveYLDvJTNVK7+Oq8ugpkwZC1NdpnSRGIsgZhT0vUU5tigLXh8O5qrGn2vw7NNJnb7D6YROqwPfjkriFtBZue487PTj9AHwWErLvi4hBENiAzlSaGRrZpF7JHWNUauVbtYOMdBjouO+qmJqtX78a9V+3t2cBXjQX5fHq34f0rlqP5iA6lLlkp+mtOzX2/EubHn99H2VBgyBYAhWEr2b31RaEgGytyqzeHX+oPNH4+XH7wb4MzKqD7/7OoPsIiO3vvEbj1/bnQeu7Nry38Oi1UhSJ1pFaZWJpZuzWPrr6WSue5gPj1xVl8xZTVByRJkIUGsEU2XdtVGZDdqx7+lfwGUnYOPzp/fXlCtfejXlSuI2eDaMe6ru2OPw9rimg6tP6nT+pxM6tVb59asPVL4gfTs6TkrQd4D528AnTHmcFPYUotUNiQ3isx05bMtywbi6FpBt9OKhT5LYm6P8QJw9KpY/TpiIp/ZesNmU77XyE8rwjvIT4B1y+sE6f2VcXmWh8gPTZlFa7irzIR+lvl691JWw9c0G5x8M/M9m4M/dV7A6vYJFaw7yy64UFvl/SScfmzKJy8OgjPvz9AFPg1KQuX5iV/FRZfiJ/Rhv5bZWd9muWmOsNZNbUk21yULfyNYfB315vuuXI6tFGddhMSkXTwN41M0QrS5TSmZYapWq6pZa5WKtux3WV1laB6D0uDJD01ID5mplDMmZ171vgm5XK8ee2k/ptwt4t7APy0oHUW5T1mjsoc7lEc9vmThoLOr+o+uOTYO3rjx3/KMeP53UmYyn67M1puqMMWq6AGXhep0fePnVXfsqSZkhCKISHY/9XbKSyHn5Np2oqVTK+DchhMvUj6vbm1NKVa2lTS0DuGpvLgu+3Ed5jRl/vQf/mRrPNb3DTh+gUimt/PoAZYLF2cb8SbmAUjfPWKgscVZZoNw2BJ0+NqQHdJ9wutWvulT53q8tx19l5NVbuzP6oJlnv00lKQ/G503mT9pPuFuzCrXqrJn4ceNPJ3W7P4RNixp/gSoNzPkRIhKU+zvfg61vKV3UHnrlWqs7fX3FE8oqH6BMOsnaVJcceigJqsZTua3xgM4jThdWr8iDkuzGj9N4Kt/72pYpumyyWDlVVs2J0mpyS6rILVGuT5RWcbykmhOlVZQYTQB0DfFmw+/HtMh5m6NdJXV5eXmsXbsWlUpFdnY2M2bMIDIy0tVhKeOvklcov6SsZmVB6aCuyr6sX2Dvp0rSZTWfPqb+/ugnTyczh9Yr/4Hs++uPrXvchH+ermGWtgq+euB0gnZ2iYybXocBdym3s5Pg49vOHf91/4Ehc5TbRZnw/R/OfWxgV+h2NaVGE+9uzmdZxt2UYwCgpyqbR7QrmaDejhobmIeeflz9L0IPQ13C6V13XfcLMKjb6WO9Q2DcX04f4+Wr/MetT9q8z+iG8Q6CxxsZnNyY+m4SIUSbENVBT4S/jtzSanZnF7eJwrrVJgt/X7Wfj7ZmAzAougMvTxtAZMAllGHSeipj7vzCG98/eJZyOZvFDDVlqHQB3JaoJjE2kD9+/BvbcuEZ872s8ruDRb2PEONRrPSY1FYqXbz1vHyV78zaytM9LPVsFsfu4vITjU8Uscc4+/Tto7/B+r+e+9gZ34DPGOV22new+vFzH3vHJ9DzOuV28qfwzfyGiZ9aC2oNNdcs5HjwKI4VV3EsPZljKb+QYw7ghNmXXLMveWYDVs4/btFHY8an6gR8/0fluXteD9HDlZ0lx2DvCiXprTsvaq1S81CtVXqEOvZr+gRNaDdJndVq5ZVXXmHBggUYDAa2bdvG4sWLWbRokevXvCs+4vhrpsvY00ld4SHY/cG5HzvwntO3jQVwbOu5j60pP+OODWrLz3koVtPp2x4GZQp+/Yfc/mtHq1x7n/FF6RMGvSc7/sI647q04zDeXXuQZb8eobzGDBjo2QF+N0jH+LgBqD2GnX6M/owvh6Cu8NSJc8d7Jp0fXNlEYimEuCyoVCqGxAby9Z5ctmQVuX1Sdzivgoc+3mVfn/XBMV15zJWFgDVahyQtNtibFQ9dzYdbj/LP7w+wrUjPhK19eOLaHtx7TWzD9bNHPqJc6lmtyhAWc41yOfNvR/w06DT0rN6dqtP36yeAgFLyJeFuZX9dD1JBjZrt5cFsN4ZS9osN39RUfHUe+BUF4OM5BV8q8bVV4Gstx9dWjp+tFF9rOTq1lvqoLaZaTll8OWYOJdsayjFbCDk25fqYLYRT75mx8fMZL3BIg7fMExMdVUVEhAQSERlDeICOiJosIrb/kwhVAeGqQvxUVWAG6v9cd4g5ndQVH4Ef/3Huf5Orn5OkDiAlJYXAwEAMBqVVKCEhgZdffpnc3FzXt9b5d4LEOaez8vrBq6C0wl31TMOsXa1RtnXse/rY6JFw+0eOx6i1px97ZmtWl7HwyO7Gm6PVHo6zpGKvgCcOXthrCekOt73X6K7Nhwp44rNkTpYp41t6dvTl0avjuLZ3Rxl4K4RwiiGxQXy9J9etx9XZbDY+35HDX79LxVhrIcjbkxdvT2B095DzP7iVqdUqZgyPYWyPUBas3MfmwwX8Y3Uaq/ae4N+39icuzLepB58eW3e2DtHK5ULEXUNuyCi2HyliS2YR23IKycg/oxWwxAgcqbujA6ac86m0y8346NZi8NCQXxGEyfJqk6c2eGro1MFAJz81UdpSorxtRBosRBjMhOutBHuaUNu0EN3vdONMkScETTmjp83q2PMWHn/6BD5hSmON1dKwZ85mdfw7fhHaTVKXkZFBYODpXxyenp6EhoaSl5fXaFJXVeU4w9HDwwMPDyfV6QnpDpP+0/i+8HjHf/CmBHSyT38/Ly+f02uEOlm1ycK/1hxg2a9HAIgJMvCnib24tneYJHNCCKcaUjeubnd2CTVmC15a9xpXl1tSxYKV+/g5PR+AEV2DWHx7AqF+OhdH1rROgQY+mD2Ez3Yc4x+r0thTV7D4d1fHMffKLi3aumiz2ThaaGRbVhFbs4rYdqSQY0UNqxD0CPNlSGwgHf11VNSYKa82UV5trrs43q6oMWO1gdlqo8RoogSld0qrVhHZQa8kboF6ojoY6BxooFOggU4d9AR6eza/dy+wi2OLZVNCusONLzfv+Zuh3SR1paWl6PWOYxJ0Oh2VlZWNHj9//nyH+1OmTGHq1KlOi6+9SjleyqOf7uFw3QLTdw/rzJ+v64XBs918tIQQbqxriDfBPp4UVNSyN6eUxJjA8z+oFdhsNntCVF5jxlOr5rGruzP3yi4NuzHdlEql4vbEzlzZPYQ/r9zHTwfz+fcPB/k+5QSLpsTTO8Lvop63qtbCwVPl7MspUZK4rCLyymscjlGroG+kP0NiAhkSG0hiTCAdvC98woPNZqOy1mJP9oy1FkJ8vejop2sz7//FaDd/ec1mMyaTyWGbVqu1d8ee7bXXXnNIAp3WStdOmS1W3tqUyX/XpWO22gjx9WLRrf3dt1aUEKJdUqlUDO8azHfJufz121Q+vX+4y5cKPF5SxZ++3MsvhwoASOgUwH+m9qdbaBNdl24s3F/P0pmJfL3nOH/9dj8px8u48dXNPDi2Gw+N7YantvFWO5vNRl55Dftzy9h/ooy0uktWQSXWs+bueWrUxHfyZ0hsIENigxgU3eGS/h1VKhU+Xlp8vLSEX0YrLLabpM7f35+SkhKHbdXV1fj5Nf5LQq/XnzPhE007WljJ458ls/NoMQAT+3bk/27uR2AzfkUJIURLeeLa7vx2uIDU3DIe+GAnS2cmnjPRcCabzcYn247x/P/SqKgx46VV8/truzN7VNtpnTsXlUrFzQOiGNktmGe+TmVN6kle3nCIH1JO8u+p/enZ0Y+M/ArSTpSxP7eMtJNlpJ0op6iyttHnC/L2pHeEH4l1LXEJnQJabDm0y1m7SerCwsJISTldtd9qtWI0GuncuXMTjxLNYbPZWLH9GH9ftR9jrQVfLy3P3dSHmwdEun6GsRDishUd5M2yexO5Y8kWNh8u4InPk1l8e0Krjuk9VmS0TywApVTJolv70zWkdcY2t5ZQXx1vTh/E6r0neOabFA6eKmfya7+iUaswWWwNjleroEuID73D/egV7kevcF96h/sR4uslfzecoN0kdYMHD+a9994jPz+fkJAQDhw4QEJCAp6e7af1KK+8mupaK6F+Xq3+iya/vIY/fbmXDQfyAKXo5wu3xRPVQVo7hRCu1z8qgDfvHsSs5dv5NjmXYB8vnr6+l9MTB6vVxkfbsvnn/9KorLXgpVXzh/E9uHdkIyVA2pFJ/cMZ3jWI575L5Zs9uVgtNny9tKcTtwgliese5istcK1IZbPZGqbWbVRKSgo//PADUVFRmM1mpk6d2iCpMxqNzJo1i6VLl7a57tdFaw7w+sYMAHx1WkJ9vQjz0xHq60Vo3XWIrxehvjpC/ZR9LTG2ZG3qSRas3EdhZS2eGuULa/aoWJnZKoRwO1/vPs6jn+4B4E8Te/LA6K5OO9exIiNPfrGXpEylnEpiTAcW3RpPbHAjJT3asayCSrRqFVEd9NL65mLtpqUOoG/fvvTt2/f8B7ZRZqsNL62aGrPVPnXboXZPIwyeGkJ9vQj28SLA4IGf3oMAvScBBg8CDB7465VLgMGTgLrbfnoPNGoVFTVm/vZdKp/tyAGUunOL70igZ8eLm/EkhBDONnlAJAUVNfxjdRr//P4AIT5eTBkUdf4HNoPVarMX6DXWWtB5qPnjhJ7cMzzmsvyxe7klse6sXSV17d2fr+vFgok9Kas2k19eTV5ZDafqrvPK6y5l1eTX3a6oUaZxHyk0cqTQ2Kxz+em02IDyajMqFcy9sguPX9Pd7WpACSHE2e67ogt55TUs2ZTJk1/uJdDHs8Vm5mfkV/DnlfvYmqWsMT0kNpBFU/oTI4mNcAOS1LUxKpXK3rp2vunxlTVme6JXWFlLaZWJEqOJ0ioTpVW19tuntykFGwHKqpXrqA56Xpgaz9AuQU2dSggh3MqfJvQkv7yGr3Yf58EPd/HJ3GEkdAq46OerrDHz8o+HWLo5C5PFht5Dw58m9mT6sOjLsnVOuCdJ6toxby8tsV7aZjWNmyxWe4JXWWOWQa5CiDZJrVax6Nb+FFbWsik9n1nLt/PFA8Pp0szZqDabje/2nuD51WmcLKsGYGyPEJ67sS+dg9rWuGzR/klSJxx4aNQE+yhj8IQQoi3z0Kh5466BTHt7C3tzSpmxdBsr54244CW6Dp4s59lvU9iSqXS1dgrU8+z1fbi6d5gzwxbiorV+dUYhhBCilXh7aVk6M5GYIAM5xVXcs2w7ZdWmJh9TVm3i76v2c93Lv7AlswivuiW+1j02WhI64dYkqRNCCNGuBft48f6soQT7eJF2ooy57++g2mRpcJzNZmPlrhzG/edn3t2chcVq49reYax/fDS/uzpOhqIItydJnRBCiHavc5CB5fcm4uOlZUtmEY9/tgfLGQuQ7s8tY+qbSTz+WTIFFTXEBnuz/N5ElswYTKdAGTsn2gYZUyeEEOKy0DfSnyXTBzFz2Xb+t+8kwT6p/P6aHry47iAfbDmK1QZ6Dw0PjevGfVfESgkn0eZIUieEEOKyMaJbMC/eHs/Dn+zm/aSjfLkzh8papSt2Ur9wnprUi4gAvYujFOLiSFInhBDisnJ9/wjyy2t47rv9VNZa6Bbqw3M39mFkt2BXhybEJZGkTgghxGXn3pGxBHp7Yqy1MGVgFJ5aGWIu2j5J6oQQQlyWbkqIdHUIQrQo+WkihBBCCNEOSFInhBBCCNEOSFInhBBCCNEOSFInhBBCCNEOSFInhBBCCNEOSFInhBBCCNEOuFVJk5ycHN59912ysrLw9fVl0qRJTJgwAYCNGzfy5ptvOhw/fvx47r33Xmw2Gz/88ANVVVVkZ2cTHh7O1KlTUalUrngZQgghhBCtzq2SuuXLl3PllVcyffp0Nm7cyPLly4mKiqJv374AzJgxg+joaPvxgYGBAPzyyy9UV1dz8803Y7FYeOqpp4iOjmbo0KEueR1CCCGEEK3NrZK67t27M3bsWABiYmLYtWsXBw8etCd10dHR9OnTp8Hj1q9fz5w5cwDQaDQMGjSIpKQkSeqEEEIIcdlwq6Tutttus99Wq9VoNBoiIiLs25KSknj77bcpKytjyJAhzJw5Ey8vLzIyMggKCrIfFxkZyZ49e5o8V1VVlcN9Dw8PPDw8WuaFCCGEEEK0MrdK6s504sQJbDYb8fHxAHh6ehIWFsatt95KRkYGr7/+Ov7+/txwww1YLBa8vLzsj9XpdFRWVjb5/PPnz3e4P2XKFKZOndryL0QIIYQQohW4ZVJntVr58MMPefzxxzEYDACMGDHCvn/QoEFMmjSJbdu2MXHiRABMJhMajQYArVZrf9zZ9Ho9S5YsQaPROEykkFY6IYQQQrRlrZbU/e1vf6OsrOyc+2+99VaGDRsGwNdff83o0aOJiYk55/ExMTHs27cPX19fVCoVVVVV6HQ6AKqrq/Hz82v0cSqV6pz7hBBCCCHaqlZL6p555pkLOi4pKYmgoCCGDBli31ZUVITVaiU4ONi+rbS0lH79+qHRaAgJCSEnJ4cOHToAkJ+fT48ePVr2BQghhBBCuDG3Kj68b98+tm/fTnBwMKmpqfaLt7c3K1euxGq1AlBZWUlaWho33HADACNHjmTr1q0A2Gw2UlJSHLprhRBCCCHaO5XNZrO5OgiAvLw8nnzySaqrqxvs++ijj/jqq69IS0sjLCyMkJAQJkyYgF6vB6C2tpbly5ej1WrR6/X07NmTAQMGtPZLEEIIIYRwGbdJ6oQQQgghxMVzq+5XIYQQQghxcSSpE0IIIYRoBySpE0IIIYRoBySpE0IIIYRoBySpE0IIIYRoBySpE0IIIYRoBySpE0IIIYRoBySpE0IIIYRoBySpE0IIIYRoBySpE0IIIYRoBySpE0IIIYRoBySpE0IIIYRoBySpE0IIIYRoBySpE0IIIYRoBySpE0IIIYRoBySpczKTycTnn3+OyWRydSjtjry3ziXvr/PIe+tc8v46j7y3znWp768kdU5mMpn48ssv5T+AE8h761zy/jqPvLfOJe+v88h761yX+v5KUieEEEII0Q5IUieEEEII0Q5oXR1Ae2ez2QCoqqpycSTtT/17Ku+tc8j76zzy3jqXvL/OI++tc9W/r/W5Q3OpbBf7SHFBysrKmDt3rqvDEEIIIUQbsWTJEvz8/Jr9OEnqnMxms8kvGiGEEEJcML1ej0qlavbjJKkTQgghhGgHZKKEEEIIIUQ7IEmdEEIIIUQ7IEmdEEIIIUQ7IEmdaFPMZjMbN26koqLC1aG0S/L+CiGEax0/fpzt27df1GOlTl0LsVqtfP311/z4449UVlbSo0cPZs2aRWhoKHl5eaxduxaVSkV2djYzZswgMjLS1SG3KbW1taxdu5bk5GT27dvHyy+/jI+PDwB33HGHw7E6nY7ly5e7IMq2q6n3Nysri6SkJEwmE3l5ecyZM4eAgADXBtyGPfTQQxQUFDhse/vtt/H19XVRRO2LfN+2jo0bN/Lmm286bBs/fjz33nuviyJq+zIzM1m9ejWHDh2iZ8+eJCYm2vdZrVa++eYbrFYrR44coV+/flx77bUNnkOSuhaSlpZGWloaDz/8MOXl5SxdupTXX3+dZ555hldeeYUFCxZgMBjYtm0bixcvZtGiRRc1XflyZTabiYiI4LrrruPOO+902BcfH8+NN95ov69WSwN0c53r/TUajSxfvpynn34arVbL6tWrWbJkCU8++aQLo23bYmJimDdvnsM2vV7vomjaF6vVKt+3rWjGjBlER0fb7wcGBrowmravsrKS6dOns27dOvLz8x32ffXVV3Ts2JGRI0dSVVXF448/TteuXenatavDcZLUtZD8/Hzuu+8+wsLCACgvL+ftt99m3759BAYGYjAYAEhISODll18mNzdXfj02g8FgYODAgY3u8/f3p0+fPq0cUftyrvc3KSmJuLg4tFrlqyIxMZGPPvoIo9Fo/0yL5jEYDPJ5dZKUlBT5vm1F0dHR8lluQf369Wt0u9Vq5aeffmLRokWA8iOwX79+bNmyRZI6ZxkzZozDfa1WS3h4OJmZmQ6/Xjw9Pe1dsvIl0zLy8vJYuHAhBw4cICoqitmzZ9OlSxdXh9UuZGRkEBUVZb8fEhKCRqOhuLhYkrqLVF5ezuLFi0lOTiYoKIjp06cTHx/v6rDahYyMDPm+bUVJSUm8/fbblJWVMWTIEGbOnIlOp3N1WO1OSUkJVVVVDt+5kZGRZGVlNThW+qmcZM+ePYwfP57S0tIGH3KdTkdlZaWLImt/vLy8mDlzJgsXLkSv1/Piiy9iNptdHVa7cPbnV6VSodPpZCLFJfD09GTy5MksWrSI6OhoFi9eTFlZmavDahfk+7b1eHp6EhYWxl//+lfmz5/P9u3b+eqrr1wdVrtUWlqKl5eXw7Zzfa4lqXOC1NRUVCoV11xzDWazGZPJ5LBfq9VKK0cLWrBgAeHh4URERDBv3jwKCgo4fvy4q8NqF+Tz2/Iee+wxYmJiCAkJYc6cOQCkp6e7OKr2QT6vrWfEiBHccMMNBAQEMGjQICZNmkRycrKrw2qXmvO5lu7XFlZcXMzatWt58MEHUalU+Pv7U1JS4nBMdXX1RS3UK84vKCgIX19fGXjeQvz9/RusXSyf35aj0+kIDw+Xz2sLke/blvG3v/2tydbjW2+9lWHDhjlsi4mJYd++fc4Orc26mPe0nr+/P9XV1dhsNvuEn3N9riWpa0HV1dV88cUXzJ07195UGhYWRkpKiv0Yq9WK0Wikc+fOrgqzXTl06BBxcXH2+yaTCV9fX0JCQlwYVfsRFhZGTk6O/X5FRQX+/v7yR/Iinf15tdlsmM1mGQPaQuT7tmU888wzTe4vKiqioKCA4OBg+7bS0tJzDvQX539PmxIQEIBKpeLUqVN07NgRUCZn9ujRo8Gx0v3aQsxmM6+//jp9+vThyJEjpKamkpqaSnR0NDk5OfbpyQcOHCAhIQFPT08XR9w21Y+Vq7/eunUrRUVFgPIHctWqVcydO1fKF1yks9/fESNGkJKSgtFoBGDnzp2MHTtW3t+LtH//frKzs+33N23axOTJk6WlroUMHjxYvm9bgbe3NytXrsRqtQJKKY60tDRuuOEGF0fWPpjNZodx4Z6engwZMoStW7fa92dmZjJo0KAGj1XZbDZbq0Xaji1btowffvihwfabb76ZPn368MMPPxAVFYXZbGbq1KnyJXMRtmzZwq5du9i0aRODBw9myJAhhIeH88knn+Dn50dQUBCjRo0iNjbW1aG2SY29v1deeSW//vor27ZtIyoqCpVKxS233CK1AC/SqVOnWLJkCQaDgdDQUAYOHCglIVpYSkqKfN+2gi+++IK0tDTCwsIICQlhwoQJ8uPkEpWWlvLDDz+wefNmqqurGTduHFdddRUhISFUVFSwbNky/Pz8UKvVjBw5stEWfknqhBBCCCHaAfm5LYQQQgjRDkhSJ4QQQgjRDkhSJ4QQQgjRDkhSJ4QQQgjRDkhSJ4QQQgjRDkhSJ4QQQgjRDkhSJ4QQQgjRDkhSJ4QQQgjRDkhSJ4QQQgjRDmhdHYAQQpzJaDSyYsUKUlJS+POf/+ywaLi7SktL4/vvvwfg8ccfb9ZjP/jgA1JTU5k5cyY9e/Z0RngAfP7555w8eRK9Xs/w4cNdtjxZbW0t77//PgBHjx7l73//u0viEKI9kqROCNHqCgoKWL9+PcePH0ev11NWVobRaKRLly7cfvvtTJs2jXvvvde+YLiz1dbWolar0Wov7iuxV69eHD161L7g9tmsVivr168nMzOTmpoaCgoK6NKlC9OnT+fOO+9k3rx5WCyWcz6/xWLBYrE4rGGalpbGxx9/jJ+fH7///e/ZuHEjcXFxdOrUqdHnyM/PZ9y4cS5fa9bT05P77rsPgIceesilsQjR3khSJ4RoVcnJybz99ttMnz6dO+64w77dZDLx8ssvo9FoWn0B9jfeeIPQ0FCmTZt20c+h0+nOue+7776jqqqK+++/H5VKhdls5vnnn0ej0aBSqc77ej/99FMKCgp45JFHADh27Bgff/wxf/zjH6moqMBqtbJkyRL+7//+76LjF0K0fZLUCSFaTUFBAYsXL2bGjBkMHTrUYZ+HhwdXXXVVqyd0ALfffjteXl5Oe/5169bx5JNPolKpANBqtUyePNl+/3wmTpxITU2N/f6uXbsICwvDx8cHHx8fbDYbAN7e3i0fvBCizZCkTgjRan766SesViujR49udH9CQoLD/cLCQpYtW0Z6ejo9e/bkoYceQq/XA3Do0CGOHj3KqVOnOHz4MDfffDORkZF8+eWX7Nmzh8cee4wPP/yQvLw8brrpJoYNG8Y777zDwYMHiY+PZ968eWg0GvLy8ti7dy+BgYEMHjwYgPLyclatWkVmZiY5OTnceOONTJw4kUOHDrFhwwZSU1Px9vbm0UcfpWPHjud93VVVVWzfvp3w8HA8PDwA6N+/v8MxlZWVvPzyy+zbt4+oqCgefvhhAgMDKS4uJjk5GZVKRceOHTl27BhbtmyhqKiI5557jvHjx5Oeng7A4sWL0ev1PPPMM+dNGAsLC+3v1d/+9jfefvtt0tPTiYmJYebMmURHR/Pdd9+xZcsWrr32Wk6ePMlPP/2Ep6cnkyZN4tprryUnJ4dvvvmGEydOcMstt/DFF19QUVHBXXfdRXR0NEuXLiUrK4vRo0czffr0875PQohLI7NfhRCt5siRI4SHh6NWX9hXz44dO3jggQf4z3/+w+HDh/nxxx8ByMrK4rPPPuOqq67irrvuYuLEiSxevBh/f3+GDx9OUVER+/fv549//COzZ8/mvffeY+XKldxzzz3861//Yvv27Wzfvh2AU6dOsWbNGrKysgCoqKjgxRdf5KqrruKpp57ib3/7G3l5eYCSlM6dO5fFixfToUMH1qxZc0GvY+rUqaxcuZI5c+bwwgsv8NVXX3Hs2DGHY7Zt28a0adN46aWXKC8v59tvvwWU1s2ffvqJ1NRUADp16sTAgQOJj4/n2WefZdiwYcyYMQNQJmk8++yzF9QC2KFDB0aMGEFRURHr1q1j9uzZPP/88+h0OhYuXIjRaOTqq6+mqqqKn376ib59+/LPf/6TSZMmsWzZMrZs2UJkZCR9+vQhOzub4uJinnvuOa677jreeOMNNm7cyPz583n66adZvXo1GRkZF/ReCSEuniR1QohW4+HhQUVFxQUff8011+Dv70+HDh0YNGgQx48fByApKYny8nI+/fRTPv/8c44ePUp8fDzV1dWEhYUBcP3112MwGBgwYABeXl4kJiYSEhJCYGAgvXr1sj9Xv3796Nq1q/2c69atIzg4mNDQUABCQkK47rrrAJgzZw4qlYr8/Hz8/f05efLkBb2OCRMm8NprrzF//nwiIyPZtm0bTz75JLt377YfM3r0aEJCQjAYDIwcOdIeX1xcnFMmN6jVavtrvPnmmwkNDSU8PJx58+ZRWlpKWloaer3enij36dOHgIAAxo8fz6BBg0hKSrI/h6+vL1dffTWenp4MHz6cmpoaxo4dS0BAANHR0URGRtpfjxDCeaT7VQjRamJiYtiyZQvFxcV06NDhvMef2aLXoUMH8vPzAWWiQNeuXR0mWtQzGo0AaDQa+7WPj4/Dc/n5+TnMrD2zZevw4cP4+/s7PGdISAgA69evZ9++ffTs2ZOgoCBOnTp13tdQLyAggMTERBITE7n99tt5/vnn2b17NwMGDGj0tZrN5kbjc4YzJ3n4+fnh4+ODn5+ffdvZ4w3Dw8Oprq623z8z9oCAgAbbzn6/hRDOIS11QohWM2rUKAwGA++9994lPY/BYCAjI8M+QaAl+fn5kZmZ2eC5Dx06xPvvv8+8efO47rrr7Inehdi5c6fDfZVKRUREBJGRkS0Sc0sqKyvDw8OD2NjYcx6Tm5vLoEGDWjEqIcSFkKROCNFqgoODeeCBB9i1axcvvPACp06dsidPZrOZzZs3U1FRYa/ZdnbrTv39ESNGcOTIEb755husVitWq5UtW7Y4HHNm3bf6Yxp7rrP3jxkzhqNHj7Jq1SpsNhs2m43y8nIKCwuxWq0YjUYKCwvt52vqHPXWr1/v0O188uRJjh07xpVXXtns+M51vF6v58SJExQXFzcaQ1P2799vf97PPvuM+++/36Fm38GDB+3n+//27uYlsSiM4/jXTS9ktJCbJLUIhKCNbTSixW2jEGWJf0SrCqKdi6B/wJX4B0RgL/ZiUQaS2UIiiKKli3YK4iqhWrhpFjEyztSMhQ5lv8/ycu/hnHu4cHjOc557e3tLT09PNcL4e1/+NXci0jzafhWR/8rj8RAOh9nd3SUcDvPw8EBvby8dHR2Mj48DEIvFAEgkEgQCgWqeXC6X4/LyktHRURYWFjg4OODs7Izh4WFM06RYLBKPxwFYX19ndnaW4+Nj7u/vSSaTtLW1MTQ0BLxEzwYGBqhUKuRyOfL5PIODg3g8HpaXl9na2iKVSmG32/H5fLhcLpxOJ6FQCL/fz8jICHt7e1xdXdHZ2Uk2myWfz3N0dMTU1FTNmB0OBysrK9hsNvr6+ujq6mJpaYn29na2t7cpl8ukUimsVms1QlYoFDg9PaW7u5ubmxuenp7IZDJYrVaur695fHwkk8kwMTEBgM/nIxKJMDk5STAYfNec7OzsEIvFcDgczMzM/BFBvLu7IxQKYRgGbrebubm56vVkMkm5XGZzcxOv18v+/j4A8XicQCBAf38/AOfn59hsNlwu17v6JiL1szw3Y/9CRKTBfo301Ht69m9tWSyWpueqfVQjx/pTNBrFNM2aQxelUonFxUU2NjbefG51dRXTNKuLx494633Pz88TiUQ+3K6I1FKkTkS+hEYtbhrdVjN89v69V6uNR+Sz0pcmIvJNvZZ/+No9yocT+RoUqRMR+QYMwyCdTnNxccHY2BiGYXB4eAi8/Ft2enq6powJwMnJCYVCgWw2i91ub0i9vEqlwtraGkBdZW1EpH7KqRMRERFpAdp+FREREWkBWtSJiIiItIAfUhkBBvc0ZiUAAAAASUVORK5CYII=' width=629.9212598425196/>\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": [
            "# Measured Spectrum\n",
            "fid.carrier_freq = 200  # Manually adjust shift (there's no locking yet)\n",
            "fid.data = fid[5:]  # Crop beginning\n",
            "spectrum, p0 = fid.spectrum()  # phase_shift_kwargs={\"p0\": 350})\n",
            "print(f\"Phase Shift: {p0}\")\n",
            "\n",
            "peak_spectrum = spectrum.ppm.crop(-10, 19)  # minimize whitespace\n",
            "peak_fig = peak_spectrum.ppm.plot(\n",
            "    figsize=(16 * cm, 8 * cm), linestyle=\"-\", markersize=0, label=\"Measured\"\n",
            ")\n",
            "\n",
            "# Load simulated spectrum\n",
            "# B_0 = 25MHz, Linewidth = 50Hz, Simulated with MestReNova 14.3.3\n",
            "toluene = np.loadtxt(\"../data/toluene_simulation_25MHz_field_50Hz_linewidth.csv\")\n",
            "ppm_scale, fft = toluene[:-1, 0], toluene[:-1, 1]\n",
            "scale = np.max(spectrum.real) / np.max(fft.real)  # Scale maximum to fit measured data\n",
            "peak_fig.axes[0].plot(\n",
            "    ppm_scale, fft.real * scale, linestyle=\"--\", label=\"Simulated\", zorder=-1\n",
            ")\n",
            "\n",
            "# plot.format_axes(axes)\n",
            "peak_fig.axes[0].invert_xaxis()\n",
            "peak_fig.axes[0].legend()\n",
            "peak_fig.savefig(\"fft_toluene.pdf\")"
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 18,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "text/plain": [
                     "<matplotlib.legend.Legend at 0x7f2773c34710>"
                  ]
               },
               "execution_count": 18,
               "metadata": {},
               "output_type": "execute_result"
            },
            {
               "data": {
                  "application/vnd.jupyter.widget-view+json": {
                     "model_id": "aee57bff14a94e6eadc24b09d2d2a3d1",
                     "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": [
            "# Perform least squared fit of a lorentzian mixture on detected peaks above 3*noise threshold\n",
            "fit_spectrum, fitpeaks = peak_spectrum.ppm.fit()\n",
            "peaks = peak_spectrum.ppm.peaks()\n",
            "\n",
            "# Plot\n",
            "fig = peak_spectrum.ppm.plot(linestyle=\"-\", marker=\"\", label=\"raw\")\n",
            "fig.axes[0].plot(peak_spectrum.ppm.scale, fit_spectrum, linestyle=\"--\", label=\"fit\")\n",
            "fig.axes[0].plot(\n",
            "    [peak.location for peak in peaks],\n",
            "    [peak.amplitude.real for peak in peaks],\n",
            "    linestyle=\"\",\n",
            "    marker=\"o\",\n",
            "    color=\"red\",\n",
            "    label=\"peaks\",\n",
            ")\n",
            "fig.legend()"
         ]
      }
   ],
   "metadata": {
      "kernelspec": {
         "display_name": ".venv",
         "language": "python",
         "name": "python3"
      },
      "language_info": {
         "codemirror_mode": {
            "name": "ipython",
            "version": 3
         },
         "file_extension": ".py",
         "mimetype": "text/x-python",
         "name": "python",
         "nbconvert_exporter": "python",
         "pygments_lexer": "ipython3",
         "version": "3.11.4"
      },
      "orig_nbformat": 4
   },
   "nbformat": 4,
   "nbformat_minor": 2
}
