{
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   "source": [
    "# rsEGFP2 WT Switching QY"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "52294e05-493c-4985-a921-f998c945dbb3",
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   "source": [
    "## ON->OFF"
   ]
  },
  {
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   "metadata": {
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   "source": [
    "## Load Experimental Switching Data\n",
    "\n",
    "We begin by importing the required library and loading the actinometry measurement data from a CSV file. The dataset is stored in `exp_data` for further analysis\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
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   "outputs": [
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       "..                          ...    ...     ...        ...                 ...   \n",
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       "\n",
       "[391 rows x 2051 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "exp_data = pd.read_csv(\"DATA/prot1 ON2OFF.csv\")\n",
    "\n",
    "exp_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6f26eeff-e644-490b-a9b3-68ff0be0984b",
   "metadata": {
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     "slide_type": ""
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    "tags": []
   },
   "source": [
    "## Preprocess Spectral Data and Compute Absorbance\n",
    "\n",
    "We now prepare the spectral intensity data for analysis. The dataset contains different types of measurements:\n",
    "- **\"zero\"**: baseline measurements,\n",
    "- **\"static\"**: background noise or dark reference,\n",
    "- **Other types**: actual actinometry measurements over time.\n",
    "\n",
    "We extract these components, convert timestamps, and compute the absorbance spectrum using the formula:\n",
    "\n",
    "$$A(\\lambda) = -\\log_{10} \\left( \\frac{I(\\lambda) - I_{\\text{static}}(\\lambda)}{I_{\\text{zero}}(\\lambda) - I_{\\text{static}}(\\lambda)} \\right)$$\n",
    "\n",
    "This normalization corrects for both dark current and reference intensity variations.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "37f1921e-5a16-48e3-925f-0ef0dec995be",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "intensities=np.array(exp_data[(exp_data[\"type\"] != \"zero\") & (exp_data[\"type\"] != \"static\")].iloc[:, 3:], dtype=np.float64)\n",
    "static=np.array(exp_data[(exp_data[\"type\"]== \"static\")].iloc[:, 3:], dtype=np.float64)[0]\n",
    "zero=np.array(exp_data[(exp_data[\"type\"]== \"zero\")].iloc[:, 3:], dtype=np.float64)[0]\n",
    "wavelengths = np.array(exp_data.columns[3:], dtype=np.float64)\n",
    "timestamps = pd.to_datetime(exp_data[\"timestamp\"][(exp_data[\"type\"] != \"zero\") & (exp_data[\"type\"] != \"static\")]) # Convert timestamp strings to datetime objects\n",
    "timestamps = np.array((timestamps - timestamps.iloc[0]).dt.total_seconds()) # Convert to seconds since the first timestamp\n",
    "\n",
    "def compute_absorbance(intensities: np.ndarray, static: np.ndarray, zero: np.ndarray) -> np.ndarray:\n",
    "    EPS = 1e-12\n",
    "    num = intensities - static\n",
    "    den = np.maximum(zero - static, EPS)  # Éviter division par zéro\n",
    "    absorbance = -np.log10(np.maximum(num / den, EPS))  # Éviter log(0) ou log(négatif)\n",
    "    return absorbance\n",
    "\n",
    "absorbance = compute_absorbance(intensities, static, zero)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6abd293-7cae-4c3b-a752-0585854944c8",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "## Visualizing Spectral Intensity and Absorbance\n",
    "\n",
    "This figure provides a comprehensive view of the switching data:\n",
    "\n",
    "1. **Left Panel**: Raw intensity spectra at three time points, along with the static and zero references.\n",
    "2. **Middle Panel**: Corresponding absorbance spectra at the same time points, showing how absorption evolves over time.\n",
    "3. **Right Panel**: Absorbance at two key wavelengths (482 nm and 408 nm) plotted as a function of time, highlighting dynamic changes in the sample.\n",
    "\n",
    "These plots help assess the stability and dynamics of the measured signals and the quality of the zero/static references.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "04ff70c8-1af5-4d52-99a4-1cf98e07b12d",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
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k5GDmzJk6t1tpqTvy+vbtCzs7u0LT9erVC0qlEmfOnClzR1bFihXh5eWFpKQkrQ7cEydOYNq0aaVed4cOHRAWFoZdu3bh3LlzCA0NRfv27bXSnTlzBhs3bkR6errWvG3btgHQ3fFa0L59+7Bjxw5kZWVpTBdCYPv27Xqvh4iIiIiIyFA41CcREREREZlUVlYWvv32W3z77bfw9fVFZGQkfHx8kJSUhMuXL0vDdfbt2xeDBw/WuY6xY8fijTfewMcff4zq1avjxo0bOHnyJABg8eLFqFu3rkb6Dz/8EHFxcVi3bh3q16+PevXqoVq1arC3t8fdu3dx9uxZPH36FDt37pS+8+fq6oqtW7eiQ4cOWL16NTZv3oxmzZrB1dUVMTExOHPmDBo3bqwxDGi3bt2wevVqTJ48GXv27IGfnx9kMhkGDRqEpk2b6rV9XnnlFTRs2BCnT59GjRo10LJlS7i4uODkyZO4d+8epkyZonMI0JKKjo7Gvn37AAD9+/cvMq2Xlxc6deqEX375BatWrcLnn39e6nzt7Owwc+ZMvPPOO+jXrx+WLVuGatWq4c6dOzh27Bj69u2LQ4cO4fbt2yVet1wux6hRozBu3DgAwMiRIyGTybTS3b59G7169YKTkxMaNGiAoKAgZGdn48KFC7hy5QqUSiU++uijYvM7f/483nnnHbi7u6NBgwaoXLky0tPT8ffff+P27dvw8PDA3LlzSxwHERERERFRabHjj4iIiIiITGrw4MEICQnB3r17cfLkSVy+fBkPHjyAvb09KleujDfeeAP9+vWThtrUZezYsWjatCk++eQTbN26FUIItGjRApMnT0anTp200tvb2+OHH35A3759sXLlSpw8eRIXL16Ei4sL/P398corr6Bz58544YUXNJaLjIzEhQsX8Nlnn2HLli04cOAAcnNz4e/vj86dO2PgwIEa6Tt27IgVK1bgyy+/xL59+5CWlgYAaN68ud4df/b29jhw4AA++OAD/Pzzz9i7dy/c3d3RtGlT/Pzzz0hNTTVIx9/q1ashhMCzzz6LWrVqFZu+X79++OWXX/DDDz9g0aJFcHR0LHXe48aNQ0hICD766CNcvnwZly5dQkREBJYtW4YRI0YgJCSk1Otu27YtAMDZ2RmDBg3Smea5557Dhx9+iEOHDuGff/7BmTNnYG9vj8DAQLz99tsYPXo0wsPDi83rlVdeQXJyMg4fPoxr167hxIkTcHJyQlBQEKZOnYq333670OFqiYiIiIiIjEEmSvvxBCIiIiIiIhMLDg7G7du3ER0djeDgYHMXh8qhGTNmYP78+Rg2bBiWL19u7uIQERERERGZFL/xR0RERERERFYhLi4Oy5Ytg1wul4b7JCIiIiIisiUc6pOIiIiIiIgs2tSpUxEbG4s9e/YgKSkJI0aMQM2aNc1dLCIiIiIiIpNjxx8RERERERFZtA0bNuDOnTuoVKkSxo0bhw8//NDcRSIiIiIiIjILfuOPiIiIiIiIiIiIiIiIyArwG39EREREREREREREREREVoAdf0RERERERERERERERERWgB1/RERERERERERERERERFaAHX9EREREREREREREREREVoAdf0RERERERERERERERERWgB1/RERERERERERERERERFaAHX9EREREREREREREREREVoAdf0RERERERERERERERERWgB1/RERERERERERERERERFaAHX9EREREREREREREREREVoAdf0RERERERERERERERERWgB1/RERERERERERERERERFaAHX9EREREREREREREREREVoAdf0RERERERERERERERERWgB1/RERERERERERERERERFaAHX9EREREREREREREREREVoAdf0RERERERERERERERERWgB1/RERERERERERERERERFaAHX9EREREREREREREREREVoAdf0RERERERERERERERERWgB1/RERERERERERERERERFaAHX9EREREREREREREREREVoAdf0RERERERERERERERERWgB1/RERERERERERERERERFaAHX9EREREREREREREREREVoAdf0RERERERERERERERERWgB1/RERERERERERERERERFaAHX9EREREREREREREREREVoAdf0RERERERERERERERERWgB1/RERERERERERERERERFaAHX9EREREREREREREREREVoAdf0RERERERERERERERERWgB1/RERERERERERERERERFaAHX9EREREREREREREREREVoAdf0RERERERERERERERERWgB1/RERERERERERERERERFaAHX9EREREREREREREREREVoAdf0RERERERERERERERERWgB1/RERERERERERERERERFaAHX9EREREREREREREREREVoAdf0RERERERERERERERERWgB1/RERERERERERERERERFaAHX9EREREREREREREREREVoAdf0RERERERERERERERERWgB1/RGRwMpkMUVFR5i4GlXPWtJ9ERUVBJpOZuxhERBZj9uzZkMlkOHDggLmLohee58kSWdN+a2nnDCIia2Np52FrugZS6d26dQsymQwDBgwwd1GITI4df0RGJJPJDNLQWLNmDWQyGdasWVP2QpmJpTUSze306dOQyWRo0qSJzvnr16+X9q/o6Git+enp6XB0dISzszNUKpWxi2v1BgwYAJlMhlu3bpm7KERE5dr8+fOl69OVK1fMXRyiQuXk5MDT0xMKhQKpqala8+Pi4qR9efXq1TrX0bJlS8hkMhw6dMjYxbV61vB7h4jIErHtRpZC3Zmr73/s7CNbZ2/uAhCR9fnnn3/g7Oxs7mJYtMjISHh5eeH06dNISUmBu7u7xvy9e/dCJpNBCIF9+/Zh8ODBGvOPHj0KlUqFl156CQ4ODqYsOhER2SghBFauXCldn1asWIHFixebu1hEOtnZ2SEqKgpbtmzBoUOH0LFjR435e/fuBZD3IN++ffswcOBAjflpaWk4ceIEXFxc8Pzzz5us3ERERIbCthtZkgEDBmiNGvXrr7/i3Llz6NKlC+rXr68xr379+ggICMA///wDDw8P0xWUqJxgxx8RGVxERIS5i2Dx5HI5oqKisHnzZhw8eBCvvPKKxvx9+/YhKioK58+f19nxt2/fPgBAmzZtTFZmIiKybb///jtu3bqFAQMGYNeuXVi7di0WLFgApVJp7qIR6dS6dWts2bIF+/bt0+r427dvH5ycnNC6dWvs379fa9kjR44gMzMTrVu3hkKhMFWRiYiIDIZtN7Ikut7gu3XrFs6dO4dXX3210Df8eI+SbBWH+iQysfzjS9+6dQu9evWCj48PHB0d8eyzz2L79u0a6aOioqQnjAcOHKjx2nr+YQezs7PxxRdf4LnnnoO7uzucnZ0RGRmJpUuXIjc3t0xlAIDMzEwsWbIEDRo0gJeXF5ydnREcHIwuXbpgz549GmkLfrstODgYc+bMAQC0atVKIwYAeOONNyCTyXDw4EGd2+znn3+GTCbDqFGj9NrGKpUKH374IerUqQNnZ2e4u7ujRYsW2LRpk0a6EydOQCaToWvXroWuq2bNmnBwcMDjx481pu/evRsdOnSAj48PHBwcEBoaikmTJiEpKUlrHcHBwQgODkZKSgrGjx+P4OBgKBQKzJ49u8g41J126k48tVu3biE6Ohpt2rRBy5Ytdd6MKtjxd/XqVUydOhXPPvssfH194eDggKpVq2LYsGG4e/euxrIbNmyATCbDO++8o7NcKpUKXl5e8Pf3R3Z2tsa89evXo1WrVvD09ISjoyNq1qyJefPmlWi4UWPvywCQnJyMcePGITAwEI6OjoiIiMDHH3+Mmzdvag0JIZPJsHbtWgBASEiItO8GBwfrLPuCBQtQvXp1ODg4ICgoCFOmTEFmZqbe8RMRWaoVK1YAAIYOHYo+ffogISEBmzdvLna5tWvXIjIyEk5OTvDz88OgQYNw//59rXQ3b97EsGHDEBYWBicnJ3h7e6NOnToYMWIEHj16pJFW37YAoHktuXr1Kl5//XX4+flBLpdrDVGuUqkwY8YMhISESNf/OXPm6DzP//rrr+jbty9q1KgBFxcXuLi4oGHDhliyZInW9QzQHFZ6+fLlqFOnDhwdHVGxYkUMGzYMycnJOrff3bt3MWbMGFSvXl3aLo0bN8b777+vM+2oUaNQrVo1ODg4oEKFCujcuTNOnTqlc91F2bRpE1544QV4eHjAyckJderUwQcffKBxzc/IyICnpyf8/Py02gxqb731FmQymdY1+99//8WAAQMQFBQEpVKJihUronfv3jqHIVNvu5s3b+Lzzz9H3bp14eTkVOy3hAtra6mnNWvWDG3btkVsbKxWvgXbWsnJyVi0aBFat26NwMBAKJVK+Pr6onPnzjh+/LjGsrGxsbCzs0NkZGShZWvfvj1kMhkuXryoMf3kyZPo3r07KlWqBKVSiaCgIAwfPhz37t0rMtaCStOWffr0KSZNmoQqVarAwcEBYWFhWLhwIYQQWssIIfDZZ5+hVq1acHR0REBAAEaNGoXk5GRpfWr6/t5R++mnn9C4cWM4OzvD29sbvXr1QmxsbIniJyIitt0KYtut/LfdSqqwb/yp84+OjsbSpUul9kpwcDAWLFggtW1+/PFHNG7cGC4uLvDz88OoUaOQnp6uM6+SxE9kEoKIjAaAKHiYRUdHCwAiKipK+Pr6iiZNmohx48aJfv36CQcHByGXy8W+ffuk9KtXrxZdunQRAESXLl3ErFmzpP8SExOFEEJkZmaKtm3bCgAiPDxcDB8+XIwdO1bUrVtXABB9+/YtUxmEEOKNN94QAMQzzzwjxowZI6ZMmSLefPNNERISIiZMmKAVd8uWLaW/P/nkE9GyZUsBQPTv318jBiGEOHjwoAAgevfurXM7vvTSSwKAuHDhQrHbXKVSSXlFRESIiRMnipEjRwo/Pz8BQEybNk0jfXh4uFAqlSIhIUFrXSdPnhQARLdu3TSmz549WwAQ3t7eol+/fmLixIni5ZdfFgBErVq1RHJyskb6qlWrCn9/f9GwYUMREhIihg4dKiZMmCDWrFlTZCyXL18WAESdOnU0pq9cuVIAEMeOHROff/65ACAuXbokzU9OThZ2dnbCy8tL5OTkCCGE+OCDD4SHh4d49dVXxejRo8WECRNEu3bthEwmE5UqVRJ3796Vlk9PTxceHh7Cz89PZGVlaZVr48aNAoBWvQ8cOFAAEIGBgWLQoEFi/PjxomnTptK+VnBdBfcTIUyzL6enp4sGDRoIACIyMlJMnjxZDB8+XHh7e4tXX31V2k/VZs2aJerVqycAiLFjx0r77ieffCKlUe9zPXr0EJUqVRIDBw4UY8eOFdWrVxcAxIABA7S2IxGRNbl//75QKBSiRo0aQgghLly4IACI1q1b60w/a9YsAUB07txZODo6iv79+4upU6eK5s2bCwAiJCREPHz4UEp/79494e3tLezt7UXnzp3F5MmTxZgxY8Qrr7winJ2dNdoIJW0LqK8lzZs3F56enqJx48Zi3LhxYvjw4eL06dNCiP/O8507dxb+/v5i9OjRYvz48SI0NFQAEJ06dRK5ubka6w0PDxc1a9YUffv2FVOmTBEjRowQNWrU0Hk9E0KI/v37S9cSd3d30adPHzF+/HgRGRkpAIhWrVppLXPq1Cnh7e0tAIgXXnhBTJ48WYwaNUq0bt1ayOVyjbSnT58WFSpUEDKZTLRr105MmDBB9O/fX3h4eAilUil+++23oqpYw7Rp0wQA4ePjI0aMGCEmTpwoateuLV3bVSqVlHbYsGECgNi6davWejIyMoSXl5eoWLGiRjth586dwsnJSdjb24uuXbuKSZMmiTfeeEM4ODgId3d3qV4KbrtOnToJDw8P0bt3bzFlyhTx7rvvFhtLxYoVhUwm02gLXr9+XQAQCxYskPblZcuWaSz37LPPCgDi77//FkIIcfz4caFQKESbNm3EsGHDxJQpU8Qbb7whXFxchL29vdi5c6fG8uq24/nz57XKdO/ePWFnZycaNmyoMX3VqlXCzs5OODs7i169eolJkyaJV199VcjlcuHv7y9u376tkV693xZUmrZs5cqVRbNmzURISIgYNmyYGDlypKhcubIAIGbPnq2Vx1tvvSUAiMqVK0ttz+rVq4tGjRqJypUri6pVq0pp9fm9oz5n9OjRQzg4OIgePXqIiRMnihYtWkjHekZGhlY5iIhIN7bd2Haz1LabrvWsXr1a53z1vpL/Hk/+5V577TXh7e0t+vfvL8aOHStCQkIEADFr1izx2WefCScnJ/HGG2+I8ePHizp16ggAYsSIEVr5lDR+IlNgxx+RERXV8afrR/KuXbsEANG+fXuN6atXry7yQqZugI0aNUpkZ2dL07Ozs8WgQYMEAPHrr7+WugxJSUlCJpOJhg0baqxfrWCnma4OHXUZ9+/frzOG2rVrCwcHB6113bhxQ8hkMtG0aVOdyxW0YMECqfz5GyEPHjwQVatWFQDE0aNHtdJ//vnnWusaOXKkVmNn3759AoB4/vnnpRsRaup6GjdunMZ0db5t2rQRT5480SsONX9/fyGTyTQa0L179xaurq4iKytLXLx4Uav8W7duFQBE165dpWl3797VeTNk9+7dQi6XazVc1A29bdu2aS3ToUMHrRtV6ti7du0q0tLSNNKr6/7TTz/VmF7UfmKsfVkIIebOnSsAiF69emk09O/cuSN8fHyKbBRGR0drbQ8h/vtR0aBBA/Ho0SNp+pMnT0RoaKiQy+UiLi5O57JERNbggw8+kDpK1Bo2bChkMpm4du2aVnr1+V6hUEgdJ2rjxo0TAMSgQYOkaUuWLNF5LREi71yb/9pT0rZA/mtJwRtLaurzfPXq1cXjx4+l6enp6eK5554TAMS3336rscz169e11pOTkyP69esnAIgTJ05ozFNfa4KCgjQ6cLKysqTOjZMnT0rTVSqVCA4OFgDEDz/8oJVXTEyMxjpCQ0OFg4ODOHDggEa62NhYUblyZVGpUiW9Ok6OHTsmlTP/tS0rK0t06tRJABDz58/XSl/wQSohhNi0aZMAIMaPHy9Ne/z4sfD09BQVKlTQeLBJiLybki4uLiIyMlJjunrbVa5cWdy8ebPYGPJTP9z2448/StO+/vprAUAcP35c5ObmCl9fX43yJyUlCTs7O1GhQgWpLZGUlCTi4+O11h8TEyP8/f1FRESExvR169bpfJBKCCE++ugjAUAsWbJEmnblyhWhUChEaGioxgNbQgixZ88eIZfLxauvvqoxXVfHX1nasu3bt9c41h48eCA8PDyEh4eHyMzMlKYfOnRIABA1atTQyEOlUkn7cv6Ov/x5F/d7x83NTauzVF2HGzdu1LksERFpY9uNbTdLbbvpWk9pO/6qVq2q0a5KTEwUFSpUEM7OzsLHx0dcvnxZmpeRkSFq1qwplEqlePDggTS9NPETmQI7/oiMqKiOv6pVq+rsRKtSpYqoUKGCxrSifgjn5OQIb29vUalSJZ1vZyUmJgqZTCZ69OhR6jIkJycLAKJp06ZaT0QVFndJO/6WLl0qAIjFixdrTJ86daoAINauXVtsvkIIERYWJmQymfjnn3+05qnflBs4cKA0LSYmRsjlcvHss89qpFWpVMLb21vrrTf1G2EXL17UmX/9+vWFr6+vxjR1Q/Xs2bN6xZBf3759tW5k+Pv7a3Rm+fn5aXTyqRvdS5cu1SuPOnXqiJCQEI1pR48eFQBE9+7dNabHxcUJOzs7rUZL/fr1hb29vdYNJCHyOu0qVKggGjVqpDG94H5iin1ZCCF1xOnqxJs3b16ZOv7++OMPrXkzZ84stBOViMga5ObmSufW/D+c1W+lT548WWsZdbsg/w0itaSkJOHh4SEcHR2lmxnqm0fLly8vtjwlbQuoryUVK1Ys9OaJ+jxf8AaREELs379fAHlvn+vj9OnTAoCYM2eOxnT1tWbFihVay3zzzTdaD/r89NNPAsh7kr04v/76qwAgJk6cqHP+p59+KgDo9eT4kCFDCq2LK1euCLlcrtWuqFGjhlAqlRoPxwghRMeOHQUAce7cOa2yFNaOUbdz8t9YUW87XTcXi6PeJ9566y1pWq9evYSbm5vUHunRo4dGJ596exZsJxVm9OjRAoDGTcG0tDTh4eEhKlWqpNWGqV27tlAoFBodieq4t2/frjOPV199VdjZ2YmUlBRpmq6Ov7K0ZXXdCFbfDM3/5sbgwYMLbb8fOXKkTB1/06dP15qn7szU1YlKRETa2HZj203NEttu+ZW142/lypVay6hHs3rvvfe05qlHTcjfGVua+IlMwR5EZBb169eHnZ2d1vSgoCCt74AU5erVq3j8+DGqV6+OefPm6Uzj5OSEf/75p9RlcHd3xyuvvIJt27ahfv366NatG1q0aIEmTZrA2dlZ77IWpV+/fpg6dSq+/vprTJgwAQCQlZWFNWvWwMvLCz179ix2Hampqbh+/ToCAgJ0fry3devWAIAzZ85I0wIDA9GmTRv88ccfuHz5MmrVqgUA2LZtGx4/fox33nkH9vb/nSqPHz8OhUKBH3/8ET/++KNWHpmZmYiPj8ejR49QoUIFabqjoyPq1q2r59bQLPP333+Pffv2oWfPnvjnn38QFxen8f29qKgo/PHHH8jNzYVcLtf65gwACCHwww8/YM2aNTh37hwSExORk5MjzS/48e6mTZuiRo0a2LZtGxITE+Hl5QUA+OGHH5CTk6MxPnpaWhrOnTsHHx8ffPrppzrjcHBw0LkP5meKfTklJQU3btxAUFCQzm/0NW/evMgyFufZZ5/VWQYASExMLNO6iYjKq3379uHGjRto27YtAgICpOm9e/fGhAkTsGbNGsybNw8KhUJr2ZYtW2pN8/DwQP369XHw4EH8888/qF+/Pjp37ox3330Xb7/9Nnbv3o22bduiWbNmqFWrlvTNYKB0bQG1evXqwcHBochYdZW3efPmsLOz01rno0ePsGjRIuzYsQM3b97E06dPNeYX9k0yfa8lJ06cAJD3LbjiqK+Ft2/f1vmN4WvXrgEA/vnnH3To0KHIdf39998A/tuW+dWoUQOBgYGIjo5GcnIyPDw8AAD9+/fH9OnTsWHDBowcORIA8ODBA+zevRuRkZEabSR1Wc+dO6ezrFevXpXKqm63qTVu3LjIsuuijiP/d/7279+PFi1aSG3AVq1a4ccff8S5c+dQv359nW0tADh69Cg+++wzHD9+HA8fPtT6flBsbCyqVKkCIK9N07NnT6xYsUL63h4AnD59GpcuXULXrl3h4+MjLaveLgcPHtT5XZ+HDx8iJycHV69eRcOGDQuNt7RtWQ8PD4SFhWml17Vvqo8FXe2q5557TqNtXVJsaxERlR3bbmy7qVli282QdNVd5cqVAUBne0p9vNy9e1eaVpb4iYyJHX9EZuLp6alzur29vc6PBhdG/UHka9euYc6cOYWme/LkSZnKsHHjRixcuBDr1q3DrFmzAOR1ZnXv3h2LFy9GxYoV9S6zLm5ubujbty+++uor7N+/H61atcLWrVtx//59jBs3Do6OjsWuQ/3hZH9/f53z1dOTkpI0pg8YMAB//PEH1q5di4ULFwLI+1g1kNfYye/Ro0fIzs4uclsDeds7/80SPz8/jcatvtQ3lPbu3avx//kbbFFRUdi0aRPOnDmDKlWq4MKFC1qN5vHjx+PTTz+Fv7+/1Lh3cnICAKxZswa3b9/Wyjt/Q++tt94CkLddFAoFevfuLaVLTEyEEALx8fHFbpeimGJfTklJAYBC99ey7se6yqG+uZW/o5WIyJp8/fXXAKDxUAgAeHt745VXXsHPP/+MLVu2oHv37lrLFnberVSpEoD/ru1Vq1bFn3/+idmzZ2PXrl345ZdfAOTdVJk4cSLGjBmjkb6kbYH8eRZFV3nt7e3h4+ODhw8fStOSkpLQqFEjREdHo3HjxujXrx+8vb1hb2+PpKQkfPbZZ1CpVDrz0Pdaoo4h/w27wqivsbo6evLTdY0tSJ9tfOfOHSQlJUk3j/r164f33nsPa9eulW4e/fDDD8jOztbZ1gKAFStWlLis+tRhQSEhIQgJCcGVK1cQGxuLxMREPHjwQKutBeS1w+rXry+1x1588UUpzebNm9G9e3c4OjripZdeQmhoKFxcXCCXy3HgwAEcPHhQq84HDBiAFStWYO3atdJNu6LaoACwaNGiIuMprg5L25Ytqq0FaO6b6n1E1/FiZ2ensd6SYluLiKjs2HZj2y0/S2u7GZI63vzUdVfUvKysLGlaWeInMiZ2/BFZOPWFqGvXrlJDyhicnJwwe/ZszJ49GzExMTh06BDWrFmD77//Hrdu3cLhw4fLnMdbb72Fr776CsuXL0erVq2wfPlyAMCwYcP0Wl69Le7fv69zflxcnEY6ta5du8Ld3R3ff/89FixYgEePHmHnzp2oV68e6tWrp5VHbm4uHj9+XKLYStPpBwBVqlRBaGgorl+/jpiYGOzbtw+enp6IjIyU0rRq1QpA3lN7VatWhRBC4wn0hw8fYsmSJXjmmWdw7NgxuLm5aeSxfv16nXm/+eabUkPvrbfewpkzZ3DhwgV06dJF4wl09faMjIyUniQrDVPsy+7u7gDynlTTpbDpRESkW3x8PH799VcAwBtvvIE33nhDZ7qvv/5a582jws676mt5/mt2zZo1sXHjRmRnZ+PcuXPYs2cPPv/8c4wdOxYuLi4YPHhwqdsCgH7X6gcPHkhvbKllZ2cjISFBusYAwMqVKxEdHY1Zs2ZpPfl7/PhxfPbZZ8XmVRz1TabCnj7PTx3vli1b0Llz5zLlm38bh4aGas3XtY0DAwPRunVr7NmzB//++y8iIiJ0PkyUf7lz586VeLSE0ra3WrdujVWrVmHfvn3Sk/nq9hWQt+9VqlQJ+/btw5tvvolLly6hSpUqGm/Avffee1Aqlfjrr79Qs2ZNjfUPHz4cBw8e1Mq3adOmqF69OrZu3YqkpCS4uLhg/fr18PHx0Xp6X71dkpOTNfa1kiptW7Yk8re3qlWrpjEvJycHjx490uumJxERGR7bbmy7FWSJbbfypCzxExmT3NwFIKLiqYcw1PUUa0REBDw9PXHixAmNJ06MKSgoCH369MHu3bsRFhaGI0eOSE+4FKaoGNTq1q2LZs2aYfPmzTh58iT27NmDF154QevmSWHc3NwQGhqK2NhYadiD/Pbv3w8AaNCggcZ09VBL9+7dw549e7Bu3TqdTzEBecMTJSYm4tKlS3qVyRDUnXh79uzBgQMH0LJlS8jl/52+IyIipJtRuoaeunnzJnJzc/Hyyy9rdfrdvXsXN2/e1JlvUFAQWrdujZMnT+LKlSuFPoHu6uqK2rVr49KlS2W6iWSKfdnd3R3VqlVDbGwsbt26pTX/yJEjOpfTZ/8lIrJFa9euRWZmJho2bIjBgwfr/M/X1xd79uxBdHS01vK6OkOSk5Nx9uxZODo66mwD2Nvbo2HDhpgyZYr08Ir6BlZp2wL60lXeI0eOICcnR+OhnOvXrwMAunXrptc6SuO5554DAOzcuVPvtIZ4UEsd54EDB7TmXb9+HXfv3kVISIjW0+/qtwrWrl2Ls2fP4vz582jfvj18fX2NVlZ9qdtN6raUl5cX6tevr5EmKioKhw8fxu7duzWWUbt+/Tpq1aqltc/m5uYW2r4A8tpVGRkZ2LhxI3777TckJCSgd+/eWsOrGWq7mKItq95HdMV94sQJZGdna01nW4uIyDTYdmPbLT9LbbuVJ7YeP5Vf7PgjsgDq4XDu3LmjNc/e3h6jR49GXFwcxowZg/T0dK00cXFxuHz5cqnzj4+Px4ULF7SmP336FE+ePIG9vb3WN+IKKiqG/N566y1kZmaiW7duEEJgxIgRJSrroEGDIITApEmTNG4cJCQk4P3335fSFKRu0Hz77bf49ttvYW9vjz59+milU39bb+jQobh3757W/KdPn0rjthuKeqipTz75BImJiRpPoKu1atUKhw8fxu+//w5A82aU+lt26sat2pMnTzB06FCdN1/U1Ntl1apV0hPonTp10ko3fvx4ZGZmYtCgQTqH4EhMTCz2bUBT7MtA3pAVubm5mDZtGoQQ0vSYmJhCv1Go7/5LRGRr1EPafPHFF1i5cqXO/4YPHw4hBFauXKm1/Hfffaf1fZXZs2cjOTkZb7zxhvTdltOnT0vDFOWnfuo8/zeHS9sW0Mf777+v8a2WjIwMTJs2DQAwcOBAabr62lvwBsuZM2fwwQcflCrvgl555RUEBwdj69atOt/ez//tkS5duiA0NBTLli3Djh07dK7v+PHjSEtLKzZf9babN28e4uPjpek5OTmYOHEicnNzMXjwYK3lXnvtNWmEhTVr1gDQHmIMyNuOnp6emDNnDv7880+t+bm5uTpvXJWFuq21Z88eHDx4UOshKyCvrZWamioNtVmw4y84OBjXrl3TaB8KITB79uwi2y79+vWDXC6X2qCA7u0yatQoKBQKvPPOO9K3YvLLzMzU64aTKdqy/fr1AwDMnz9f47jNzMzEu+++q3MZtrWIiEyDbTe23dQsue1Wnth6/FR+cahPIgvw/PPPw9nZGZ9++ikePXokjYE9evRoeHh44L333sO5c+fw1VdfYdu2bWjdujUCAgLw8OFDXLt2DUePHsX8+fNL/RHZ2NhYREZGok6dOqhbty6CgoKQkpKC7du34/79+xgzZozWm2QFtWrVCnK5HNOmTcPFixfh5eUFAJgxY4ZGuh49euCdd95BbGwsfHx88Nprr5WorBMnTsTOnTuxZcsW1KtXDx06dEBaWhp+/PFHPHz4EJMnT0bz5s21lmvWrBnCwsLw448/IisrC6+88gr8/Py00rVp0wYffvghpk2bhurVq6NDhw4ICQnBkydPcPv2bRw8eBDNmzfHrl27SlTuorRu3RoymUzqfNX1QeZWrVph/fr1iI6ORnh4uMbwSZUqVUKvXr2wYcMG1K9fHy+//DKSk5Pxxx9/wNHREfXr18fZs2d15q0eBvXTTz9FVlYWRo8erfMD34MGDcLp06fxxRdfIDQ0FG3btkWVKlXw+PFjREdH49ChQxg4cCC++uqrImM19r4MAJMnT8avv/6KDRs24MqVK9L22LRpE1544QX8+uuvWjf72rRpg0WLFmHo0KHo1q0b3Nzc4OnpiVGjRpW6HERElu7AgQO4evUq6tSpg8aNGxeabvDgwZg/fz5Wr16NOXPmSN/GAID27dujWbNm6NmzJ/z9/XHkyBEcOXIEwcHB+PDDD6V03333HZYvX47mzZsjNDQUXl5euHHjBrZt2wYHBweMGzdOSlvatoA+atasidq1a6N79+5QKBTYsmULbty4gY4dO+LNN9+U0vXr1w+LFi3CuHHjsH//flSvXh3Xrl3D9u3b8dprr2Hjxo2lyj8/pVKJH3/8ES+//DJ69+6N5cuX47nnnkNGRgb++ecf7N27V3q4R6FQ4JdffkHbtm3RsWNHNG3aFPXr14ezszNiYmJw6tQp3Lx5E3FxcRo34nRp2rQpJk+ejI8++gjPPPMMunfvDhcXF+zcuRMXL15E8+bNMWnSJK3lnJyc0KNHD6xatQpffPEFKlSogI4dO2qlq1ChAn766Sd07doVzz33HNq0aYPatWtDJpMhJiYGx48fx6NHj5CRkVHmbahWsWJFafQCoPC2FoBC22PvvPMORowYgcjISHTr1g0KhQJHjx7F5cuX8corr2Dbtm068w4KCkKrVq2wd+9e2Nvbo06dOhpvIKhFRETgm2++waBBg1C7dm20a9cONWrUQFZWFu7cuYPDhw/D19cX//77b5GxmqIt27JlSwwbNgxff/01ateuLW2Pbdu2wcPDA5UrV9ZqaxX3e4eIiMqObTe23ayl7Vae2Hr8VI4JIjIaAKLgYRYdHS0AiP79++tcpmXLllrLCCHEzp07xXPPPSdcXFyk9UZHR0vzc3Nzxbfffitat24tvLy8hEKhEJUrVxbNmjUT8+fPF3fu3Cl1GRITE8WcOXNEq1atROXKlYVSqRSVKlUSLVu2FOvWrRO5ublacbds2VJrvd99952oV6+ecHR01Llt1MaNGycAiIkTJ+qcX5z09HQxf/58Ubt2beHo6ChcXV1Fs2bNxLp164pc7v3335fK9dNPPxWZ9vDhw6JHjx7C399fKBQK4ePjI+rVqyfeeecdcerUKY20VatWFVWrVi1VLGp169YVAISPj4/W9hZCiGvXrkllHzlypNb8p0+finfffVeEhoYKBwcHERgYKEaOHCkSEhIK3efUBg8eLK37r7/+KrKc27ZtEx07dhS+vr5CoVCIihUrikaNGonp06eLf/75RyNtYfuJMfdltcTERDF69Gjh7+8vlEqlCA8PF4sXLxYnT54UAMTYsWO1lvnf//4nIiIihFKpFAA06rSobbh69WoBQKxevVrnfCIiS9W7d28BQHz22WfFpn3ppZcEAPHLL78IIYSYNWuWACD2798vVq9eLbUPfHx8xIABA8S9e/c0lj9x4oQYMWKEqFu3rvDy8hKOjo4iNDRUDBgwQFy4cEErv5K0BYq7lgjx33k+IyNDTJ8+XQQHBwulUilCQkLE7NmzRUZGhtYyly5dEq+88orw9fUVzs7OokGDBmLFihWF5te/f3+t9p3a/v37BQAxa9YsrXm3b98Wb731lggODhYKhUJ4e3uLxo0bi/nz52ulffDggZgyZYqoXbu2cHJyEi4uLiIsLEx069ZNfPfddyIrK6vQbVDQ+vXrRbNmzYSrq6twcHAQtWrVEvPmzRPp6emFLnP48GGpTTFq1Kgi1x8dHS3efvttERYWJhwcHISbm5sIDw8Xffv2FZs3b9ZIW9S209eYMWOksunap4QQIiAgQAAQtWrV0jlfvS87OzuLChUqiFdffVWcP39eY3/X5bvvvpPyXrx4cZHlPH/+vOjfv7+oUqWKUCqVwsvLS9SuXVsMGzZM7N27VyNtUe0TQ7VlC4stJydHfPzxxyI8PFwolUrh7+8vRo4cKZKSkoSrq6uoV6+e1rqK+r1T1DbU5xgmIiK23dh2s662W/71FHa/pTR1V1Sbo6j7OyWJn8gUZELkG+eMiKgciIqKwqFDh3DlyhVUr17d3MUhG7JixQoMGzYMX331FYYPH27u4hARERFZlWvXrqFGjRro1auXzmHOiIiIiIio7PiNPyIqV/78808cPHgQbdu2ZacfGY2ub9rcuXMH77//Puzt7fHKK6+YoVRERERE1uH+/fvIzc3VmJaWliYN7da1a1czlIqIiIiIyDbwG39EVC58+eWXiI2NxerVqyGXyzFnzhxzF4msWLdu3ZCVlYWGDRvC09MTt27dwvbt25GWloYPPvgAlStXNncRiYiIiCzWp59+ivXr1yMqKgr+/v64f/8+9u7di7t376J9+/bo0aOHuYtIRERERGS1ONQnEZULwcHBuHv3LqpVq4bZs2ejd+/e5i4SWbEvvvgC3333Ha5du4bk5GS4uroiMjISo0aNwmuvvWbu4hERERFZtL1792Lx4sU4e/YsHj9+DHt7e9SoUQO9e/fGuHHjoFAozF1EIiIiIiKrxY4/IiIiIhu3efNm/Pnnn4iNjYVSqUSNGjXQt2/fYt9+PX78ODZu3Ij4+HhUqlQJffr0QYMGDUxUaiIiIiIiIiIiKojf+CMiIiKycZcvX0bbtm0xf/58zJgxAzk5OZg3bx4yMjIKXebKlSv47LPP0Lp1ayxcuBCNGjXCokWLcOfOHROWnIiIiIiIiIiI8uMbf0RERESkISUlBUOGDMHs2bNRq1YtnWk++eQTqFQqTJ06VZo2ffp0VK1aFcOGDTNVUYmIiIiIiIiIKB++8UdEREREGtLS0gAArq6uhaa5evUq6tSpozGtXr16uHbtWqHLZGVlIS0tTeO/rKwswxSaiIiIiIiIiIhgb+4CEBEREVH5kZubizVr1iA8PBxVqlQpNF1SUhI8PDw0pnl4eCApKanQZTZv3oyffvpJ+rtZs2YYO3ZsmctMRERERERERER52PFnZImJidKT7DKZzGT5pqenw8nJySR5qUeLNUV8pszLHPkBpqs7a9+Wps7PWo85W8iPdWd5ealZUt3Z29vDy8vLkEUymlWrViEmJgZz5841+Lq7du2KTp06SX+rt6cx2ksHdqdAXsS6YnIzUP/+KTyq3KLI9TzbzBlZp07gXGZdaVrTkzPx5JkmmOPQBK/YecNepj2IRmRjJ1z4OwPZ2cWPqt+omTOcXOyKTacvaz7XAJZ17DM/Taw7y8tLrbzXnYiLQe7K/0l/2733KXI2rQKuXMib4OGNKz5tkOCTdy5XZKai8ZmPAADyGZ/ozCvn/XFIVXrgfOREaZrPw1NI8GtU4pisSZbIRZu2HlrTbamtZC6JiYnIzs4uMk1p6qEkx3dJ11+S9MZct5q+sRq7LMZOzzo1fVlYp4ZJDxgvVtapYdKzTotm7HOSQqHQu73Ejj8jy87ONkvH35UrV1C7dm2T5GXNP3LN8aPaVHVn7dvS1PlZ6zFnC/mx7iwvLzVrrjtzWbVqFf7++2/MmTMHFSpUKDKtp6cnkpOTNaYlJyfD09Oz0GUUCgUUCoXWdGO0lxIeZhTZ8Rebm46Quw+QYJ9R5HpUKgUyEx4hIeO/dFk3riDdJwhXnJ7gOTtnKHR0/GVk2ONRQgayMovv+FOpFLBX5habTl/WfK4BrPvYt/b8WHeWl5daea87kfYUuTeuSH/nZmUh595dQD2tgh+SM+sjITfvXK5UPUXW/8+TZ2Xp7vi7cQUZjt5ICPjv/K+ITUACir5uWLtMkYusLGet6bbSVjKn/O2lwpSmHkpyfJenm8nGjLW83UwuaXrWqenLwjo1THrAeLGyTg2TnnVatPJyTgL4jT8iIiIimyeEwKpVq/Dnn39i5syZ8PPzK3aZGjVq4MKFCxrTzp8/j+rVqxurmEREREREREREVAx2/FkpBwcHcxeBSol1Z5lYb5aLdWe5WHeGs2rVKhw+fBhjx46Fk5MTkpKSkJSUhMzMTCnN0qVLsW7dOunvDh064Ny5c9i2bRtiY2OxadMm3LhxA+3atTNHCGRDeOxbLtad5WLdEVkvWzq+bSVWW4kTsJ1YbSVOwHZitZU4AcZqLhzq00qFhYWZuwhUSqw7y8R6s1ysO8vFujOc33//HQAwe/ZsjekjR45EVFQUACAhIUFjWInw8HCMGTMGGzZswPr16+Hv749JkyahSpUqpio22Sge+5aLdWe5WHdE5ieEkIb6KipNSYWGhuq9XEnXX5L0xly3mr6xGrssxk7POjV9WVinhkkPGC9W1qlh0rNOi2bsc1JJlmPHn5W6fv06f5xZKNadZWK9WS7WneVi3RnOpk2bik1TsFMQAJ5//nk8//zzRigRUeF47Fsu1p3lsoa6e+wZbu4iEJXIrl27sHv3bgQGBmLChAlGy+fGjRsIDQ012vrLE1uJ1VbiBGwnVluJE7CdWG0lToCxmgs7/oxMnyeyjEGlUpksX1PGZ+ptac11Z+3b0tT5WesxZwv5FVd32dnZSEtLM2GJSF/Ozs5ITk42dzEkzs7OsLfX3bQyx/WEyFqpVCpzF8Esnj59iuzs7BJ90L04pflIfFk4OzsjJSXFJHmZOrbC8hNCwN7eHi4uLiYph7FYw3GncvSW/p1rpzRjSYj0065dO40h1GUymd7ntJKc+1QqVYnPlcZMb8x1lzTW8rRdSpKedWqeshgzPevUcOsvL9uxvNRpdnY2nj59qnf60rSxnZ2dkZqaqlfakqy/pGUxdnpA/1iLWndR95ZKUhZ2/BmYqZ7IIiIi41N3+rm6ukIu52dxyxulUglHR0dzFwMAkJubiydPnhTZQCMiKi31jQEPDw+DrtfUnWMKhQJOTk4myau8dPwBeZ22KpWqXH3zw9blynitJiIiItum7vRT3/MyVsdfSX4DWHrHn76xFrbu3NxcpKamwsXFpcz3ltjaNbCinsgy1Y9OAAgODjZpfoBp47Pm2Exdd9a8LU2Zn7Ufc9acX1F1l56eDjc3N4N1+pWnm5CWnJeaUqksN9vSzs4Obm5uePLkCdzd3bXmm/r4IbJmwcHB5i6CyalUKri5uZm7GGWmVNrmW1bqJ38tuePPFo87osLs2rUL27ZtQ1JSEqpWrYpBgwYVORTub7/9ht9//x0JCQlwd3dHkyZN0Lt373JzTrSl49tWYrWVOAHbidVW4gRsJ9byEGdaWhrc3NyMfr+ivFzvTKGsscrl8iLvLZVoXWVamsotaxiKxVax7iwT681yFVd3fNOv/Cpvw2dyXyEyDVu95lrDAwTl7bxtKtZQd7Z63BEVdOzYMXz77bfo3r07Fi5ciKpVq2L+/PmFDj9/5MgRrFu3Dj169MAnn3yCESNG4Pjx41i/fr2JS144Wzq+bSVWW4kTsJ1YbSVOwHZiLS9xmuI+hi39BjBErIaqE96hslJxcXHmLgKVEuvOMrHeLBfrznJlZWWZuwhEZAY8b1sunrctF487ojzbt29HmzZt0KpVKwQGBmLo0KFQKpXYv3+/zvRXrlxBeHg4mjdvDj8/P9SrVw/NmjXD9evXTVzywtnS8W0rsdpKnIDtxGorcQK2E6utxAnY1m+A8hQrO/6IiIiIiIiIiIiKkJ2djZs3b6JOnTrSNLlcjjp16uDq1as6lwkPD8fNmzeljr4HDx7gzJkziIyMNEmZiYiIyDbxG39WqqxjwJL5sO4sE+vNcrHuLJednZ25i0AGIoQot8N/CCEAHUUrrrSi2BSaeRgyflNvS1Pn5+7ubrI8y8u2NPYxYqo47ezsys02NXV+hqxDc5wvy/txV3CRvHXot57yev0pz3Rts7JuR0uoh5SUFOTm5sLT01NjuqenJ+7du6dzmebNmyMlJQXvvfceACAnJwcvvfQSXnvttULzycrK0nhjQCaTwcnJqewBFMKWfg/ZSqy2EidgO7HaSpyA7cRqK3ECtnXvpjzFyo4/KxUUFGTuIlApse4sk7nr7citZNxLzUKnCC84K8rPRcYSmLvuDG3cuHFISUnBN998U+p1dO/eHbVq1cLcuXOLTNekSRMMGTIEQ4cOLXVe+sjIyMDcuXOxZcsWZGZmIioqCgsWLICvr69R8yXj2bVrF3bv3o3AwEBMmDDB3MUhCxMYGGjuIpAeunfvjtq1a2POnDnSNIVCYfB8hBBYvHgx1q9fj+TkZDRq1AgLFixAtWrVDJ6XLeNxR1Q6ly5dwubNmzFkyBBUr14d9+/fx+rVq/HTTz+he/fuOpfZvHkzfvrpJ+nvkJAQLFy4EDdu3EBqaiq8vb3h6+uLK1euSGlq166NmJgYpKSkAAD8/f3h4OCAW7duAQAcHBwQFhaG69evS9+VCrHLhezgLrikpuB2eD3I6zdBUFAQLl26JK03PDwc8fHxePz4MQDAx8cH7u7uuHnzJoC8G5wRERGIjo5GWloagP/OF3fv3gUAODs7IyQkBP/++y9ycnIAAKGhoUhJSUF8fDwAwNvbGz4+PhpvThYXk1Kp1IopODgYKpVKGkLP3d1dK6bs7GyNmHx9feHu7o4bN25IMYWHh+PWrVsliqlatWpITU3ViMkQ9RQcHIyMjAzcv3+/0JgK1pOvry8yMjI0YjJnPVWvXl2verp8+XKRMRWsp4iICGRnZ0vborQxFVZPqampetdT1apVoVKpSlRPPj4+8PDw0KueUlJScOnSJb1i8vLygq+vr1HqKTAwsMT1FB4eXuJ9LyMjw2j1lJmZWeQ5Qt99r2BMQgjExsYWGpOufS87O9sg54jS1tOTJ0+k9rmjoyNUKhVyc3MB/NduVz+IIpfL4eDggIyMDGm9Dg4OyMnJQXZ2trRtFAqFRhr1gyvp6enSemUyGTIzMwHkPdzi6OiIjIwM6SEgpVIJIYSUt52dHZRKpbQOdXmzsrKwbNkyLF68GAMHDsTcuXOl7RIfH49Fixbh0KFDePr0KUJCQjB69Gh06NABWVlZuHv3LpYtW4YTJ07g4cOH8PPzQ5cuXfDOO+/Azs6u2JgyMzOlui0YU0ZGRrExyeXyQmPKycnBkydPkJGRobXv5R91oDjs+LNSly5dQu3atc1dDCoF1p1lMme93X6cgX9PqOABe2xMfoSBzf3MUg5LxWOu/Js9ezb27t2L5cuXw93dHdOnT8eQIUOwYcMGoz79TMbTrl07tGvXTvpbJpNBJpNJ/y5PZDIZoKNIxZVSVmwKzTyMEbept6Wp8jPHedvc29JY+4j6h6gx97/8605PTzf4efuLL77A6tWr8emnnyIoKAiLFi1C3759sW/fPjg6Opqs7orblsaoQ1Pul+X+uJNpvt+Xt6x+yxvr+LJmRW2v0m5LS6gDd3d3yOVyJCUlaUxPSkrSegtQbePGjXjhhRfQpk0bAECVKlWQkZGBr7/+Gq+99hrkcu0v8HTt2hWdOnWS/lZvm9DQUI03AQsek0FBQVrnooJpwsLCpH+LsyeQ+9dhKAF41qoL+f8/EFlwGX9/f/j7++ct8//rL5gmJCREKw4PDw+NNzkjIiI05js6OsLP77/frkII1KpVS2Nf0PWQpjpv9brzxwQALi4u8Pb21rnMpUuXYG9vrxFTwTTqdQcHB2vtlx4eHhp/q2NSl8XJyUkjpoLrVcdUknoC8joRvL29NcpTVD1dunQJfn5+etWT+q0j9boNWU/561+feqpVq5ZGWYqrJwBIS0vTmqarnvJv84Ix6VqvOqaitrnG8SQEXFxcUKFChSLXq44pf3n0qae7d+9qpCuqngo7Tg1RT7rqv6h6Uq+7sHNEfuqYLl26BEdHR4PXk7osrq6uhZ4j8sdUqVIljXUXV09CCHh4eGiUpah6unTpEvz9/fWqp4LHhqHqydXVFU5OTtK2cXBw0Mrb3l6z+8jR0VGjLHK5XOvhvoLt/ZycHK1pBf9Wrzf/sVEw74LLXLp0CRs3bkTNmjUhl8shl8ulNFOmTEFKSgrWrFkDb29vbN68GW+//TZ27NiBOnXq4O7du5DJZFi4cCGCg4Nx5coVTJo0CVlZWZg5cyYUCoVGWQrmrVQqtbaVk5MT0tPTpVjU/5+fOqb81w1d683KypLOzwWPU33xG39Gph7SxdT/mTNv/se6s8X/zFlvZ/5JQxX7bPg7PYLrXXuzbwtL+8+UdWeKa0P+PHTl9/jxY4wcORINGjRAaGgoWrdujc2bN0vzx40bh+PHj2PVqlUICAhAQEAA7ty5o5VPt27dcPfuXcyePRsBAQHSU3uGjic5ORkbNmzAzJkz0axZM9SpUwcff/wx/vrrL5w5c6bQ5dasWYNmzZqhWrVqqFevHoYOHWr2uiMishW6riUxMTEGz0cIgZUrV2Ls2LFo27YtatWqhc8++wwPHjzA7t27C11u+/btaNOmDUJDQ1G7dm28/vrr0hPbRESFsbe3R7Vq1XDx4kVpWm5uLi5evIgaNWroXEalUml1Hunq7MtPoVDA2dlZ+s9oD7rZ57tRm51VeDoiIqJy5unTpxg9ejQ++ugjnQ/f/PXXXxg4cCAiIyNRtWpVjBs3Du7u7jh//jwAoFWrVvjkk0/QsmVLVK1aFS+//DJGjBiBnTt3FplvQEAA1q1bh8GDByM0NBTNmjXD77//Ls0/ceIEAgICcODAAbz88ssIDQ1Fjx49kJCQgH379qFly5YIDw/H22+/rfG2nzHwjT8D49BVRGRq9jmZ6PHM13CwV2HPja4AGpm7SFSOZWRkoE6dOhg5ciRcXV2xd+9ejB07FlWrVkVkZCTmzJmDmzdvIjw8HBMnTgQAracWAWDFihV4+eWX0adPH/Tu3bvIPPv27Ys///yz0PmBgYHYt2+fznkXLlxAVlYWWrRoIU0LCwtDQEAAzpw5g+eff15rmXPnzmHmzJn47LPP8OyzzyIpKQknT54ssoxERGQ4c+fOxc2bNxEREaFxLVEPf5PflClT8MsvvxS5vmvXrumcfufOHTx8+BDNmzeXprm7uyMyMhKnT59Gly5dtJZ58OAB3n77bUyfPh3t27fHkydPcPLkST6gQUR66dSpE5YtW4Zq1aohLCwMO3bsgEqlQlRUFABg6dKl8Pb2ltrHDRs2xG+//YaQkBBpqM+NGzeiYcOGxXYAGh07/oiIyEK9++67aNOmDVq0aIElS5ZozX/22WexdetWtGnTBh4eHti2bRtUKpXOe0hqKSkphb7Bn9/HH3+MGTNmYMaMGVi9ejVGjRqFkydPwsvLS0rzv//9D/Pnz4eTkxOGDx+OESNGQKlUYtmyZXj69CkGDx6Mb775BqNGjSpV/Ppgx5+BlZehq8LDw80+JJG15GXq/Exdd9a8LU2ZnzmPuXDnC3CwzxvD+sXQzXgoa2zU/EylPNSdrqGfcuaNB5ITTVG0/3h4wW7GxyVaRCaTSTcx88dQuXJlvPXWW9LfgwcPxsGDB7F9+3Y0aNAAHh4eUCqVcHJyQsWKFQtdv7e3N+zs7ODq6oqKFSvqzEtt8eLFGuOhF6QeD12X+Ph4KJVKrcaXr68vEhMTdS537949ODs746WXXoKrqyuCgoJKNA66LkXFl19hw4VZwvBVRJYiPDzc3EUwO7NciwC9r0fu7u5QKpVaQzTpGu5m0qRJGDFiRKmK8/DhQwDQ+uarj4+P9P0UXctkZ2ejQ4cO0tvqNWvWLFX+toTHHVGepk2bIiUlBZs2bUJSUhKCg4Px7rvvSm3VhIQEjXZft27dIJPJsGHDBjx+/Bju7u5o2LAh3njjDTNFkE/+jr+sbPOVw4Rs5VxmK3ECthOrrcQJ2E6s5TVOY/zOUALIKSpBCe95bdmyBRcvXsT27dsLTfPVV1/hrbfewjPPPAN7e3s4OTlh5cqVOoedBYDo6GisXr0a7733XrH59+zZE6+++ioAYOrUqVi1ahXOnj2LVq1aSUN1Tp48GY0a5b2Y8cYbb+CDDz7AsWPHULVqVQBAx44dcezYMXb8UcnFx8drjdtLloF1Z5nMWW9yWa5Z8rUWJa675EQg6ZHxCmRkOTk5WLJkCbZv34779+8jMzMTmZmZRv1WnrGODfVHpwt64YUXEBgYiOeffx5RUVFo1aoV2rdvz+8BElkJtpVgsdeirKwsre9h+Pj4wMfHx2RlqFWrFpo3b442bdqgZcuWaNmyJTp27KjX0722jMcd0X8KPvCd3+zZszX+trOzQ48ePdCjRw8TlKyEFLb3xp+tnMtsJU7AdmK1lTgB24m13MZZzn9nxMbGYubMmVi/fr3OhwrVFi1ahJSUFGzYsAHe3t7YvXs33nrrLfz888/SNxPV4uLi0LdvX3Tq1Al9+vQptgz5Hxp0dnaGm5sbEhISAOTdcwOgkYevry+cnJykTj8g7zfQ2bNn9Yq5tNjxZ6UeP35cPk8eVCzWnWUyZ73dVwVI/778MBI+YUUkJi0lrjsPr+LTGJoB8/zyyy+xatUqzJkzBxEREXB2dsasWbOQlWW8H/t9+/YtcqjNwMBA7N+/X+c8X19fZGZmIjk5WePj3/Hx8TqHIAXyPlC9a9cuHDt2DIcOHcLixYvxv//9Dzt27ND6gDgRWR62lWCea5EB8lX/EM6vLEN9qt8mjI+P13hLPSEhQesHvZqdnR02bNiAv/76CwcPHsTq1auxcOFCbN++HVWqVNE3FJvD447ICtngUJ+2ci6zlTgB24nVVuIEbCfWchunEX5nCCGKHgWpBHleuHABCQkJGg/g5OTk4MSJE1izZg2io6MRExOD1atXY9++fdKblbVr18bJkyexdu1aLFy4UFr2/v376NGjBxo2bIiPPvpIrzIo8j84g7wRntQPpqt/79jb2+u9jLGw44+IyNKJ/y6eAhxO0NhKOuRmfvoOF2lMp06dQtu2bdGtWzcAeW/N3bx5EzVq1JDSKBQKvRogCoVC503cghYtWlTsUJ+FqVu3LhQKBY4cOYKOHTsCAK5fv47Y2FhERkYWupy9vT1eeOEFvPDCCxg/fjxq1qyJo0ePokOHDsWWl4iovCvLtSg/Y16X9L2WlGWozypVqsDPzw9HjhzBM888AwBITU3FmTNn8Oabbxa6nEwmQ6NGjdCoUSO88847aNy4MXbu3Inhw4eXqhxERKYghCj2e6Ql+V6psLP7799ZWXotW9LvoZaoPEZcd0mXM3ZZTBGrvsuwTi0jfUmWsZU6Len6Wae60+VPK4SAfPr/SpSXPjIyMop8O0+dd1F/qzVr1gx79uzRmDZhwgSEhoZi5MiRkMvlSEtLA6D5CRwg7wHA3NxcaVpcXBx69uyJunXr4uOPP9ZKX1TZikunK40+6y5sefW/S7IvsOPPShX8zgVZDtadZTJnveXm6+xjt1/J2doxFxISgt9++w2nTp2Cp6cnvv76ayQkJGh0/AUFBeHMmTOIiYmBi4sLPD09IZfLtdYVFBSEkydPokuXLlAqlfD29taZZ1meYnN3d0evXr0wZ84ceHp6ws3NDTNmzEDDhg2l8dIL+uOPP3Dnzh00adIEnp6e2Lt3L3JzcxEaGlrqcpD18ZSxGWypbO28bal0XUsKPvkKlG2oT5lMhiFDhmDJkiWoVq0agoKCsGjRIlSsWBFt27bVuczff/+NI0eOoGXLlvDx8cHff/+Nx48fo3r16qUqg63gcUdkert27cLu3bsRGBiICRMmGD4DG3zjz1bOZbYSJ2A7sdpKnIDtxGorcQLab7+VhaurKyIiIjSmOTk5wcvLS5oeFhaG4OBgTJ06FTNmzICXlxd2796NQ4cOYc2aNQDyOv169OiBwMBAzJgxA48e/Te8af5vlJeUXb6Hasyt3N3xePz4Mb7//nucPXsWKpUKlSpVwsiRI6WbdUIIbNq0CXv37sXTp08RERGBIUOGaNxUfPLkCb755hucPn0aMpkMTZo0wcCBAzV6lm/fvo1Vq1bhxo0bcHd3R7t27dClSxeNshw/fhwbN25EfHw8KlWqhD59+qBBgwam2RBl5O7ubu4iUCmx7ixT+am30j1NZcvKT92ZxtixY3Hnzh306dMHTk5O6NOnD9q2bYvU1FQpzfDhwzFu3DhERUUhIyMDJ06cQFBQkNa6Jk6ciClTpqBZs2ZQqVS4e/euUco8e/ZsyOVyDBs2DCqVClFRUViwYEGhDSoPDw/s3LkTH3/8MTIyMhASEoJly5aV249nk3n4yBTIUTibuxhUCrZ23rZUuq4lAQEBxS9YQiNHjkRaWhomT56MlJQUNGrUCN9//32hTxW7ubnh5MmTWLlyJZ48eYKAgADMnDkTrVu3NnjZrAmPOyLTK/gtQZlMpvcb2nqlUyj/+/WYnVWit79L+qZ4eVm3u7t7uSmLMdOXNE5jlsXY62admr4sxl63sWMtL9uxPNSp+rpSklFASjNiiJ2dnd7py1IW9f8rlUp89913+OCDDzBw4EA8ffoUwcHB+OSTT9CmTRvIZDIcPnwYt27dwq1bt7QeKo+NjS2yLIVdj2UymXSfSleawpbRpag89CUTpX3n1giePHmCKVOmoHbt2nj55Zfh7u6OuLg4VKxYEZUqVQIA/Prrr/j111/x9ttvw8/PDxs3bsSdO3fw8ccfSx+KX7BgARITEzFs2DDk5OTgiy++QGhoKMaOHQsASEtLw9ixY1GnTh107doVd+7cwZdffokBAwbgxRdfBABcuXIFs2bNQu/evdGgQQMcOXIEW7ZswcKFC0v07Yf4+HhkZmYCMO3QbpcuXULt2rVNkpcph64z9TB55hiWz1R1Z+3b0tT5mfOYO3/iGF702QYASFF5IqP2FKPmZ2zlqe5SUlIMeqPLmrelOc6X6enpcHJyMkle+sZX2D6jUChs6om+kjJGe2nLhkTIi1mXMiMBmY5Fv2nUqoMbMvf9jqMZz0vT2u0dgOTGL2Kw04vob+cHhUz7jdjmL7ri5KGnyMosvqnduoMbXNwM92SgNZ9rAOtt5xaVn6GvR8XlZyzl8bxtqvwMWYfW/BsFKF184s4N5L7/jvS33YqtyFm2ADh7Im9CBT/siFwszZfnZKLd/iF5//56i868coZ2RpKjN441/1Sa5h+7H3EBrUoSjtXJFLno1kt7lIey7pdsKxUvPj6+2O9yl+iG6dMnyB3XO++P2pGwGzen+GVKWM/GvJlcmn1O33OZscti7PQlOWezTi0jPeu07OtnnWpTt0+N3fFXkt8AllyngP6xlvS3gzq9UqnUu72kfZfCjLZs2YIKFSpg5MiRCAsLg5+fH+rVqyd1+gkhsGPHDrz22mto1KgRqlatilGjRiExMRGnTp0CANy9exdnz57FiBEjUL16dURERGDQoEE4duwYHj9+DAA4cuQIsrOzMXLkSAQFBaFZs2Zo3749tm/fLpVlx44dqF+/Pjp37ozAwED06tUL1apVw65du0y/YYiIiuBqnyL9290hyXwFISKyUroekys3T84RERERlYbGUJ/Z5isHERERGVy56vj766+/UK1aNXz88ccYMmQIJk+erPGxxocPHyIpKQl169aVpjk7OyMsLAxXr14FAFy9ehUuLi4a3/GpU6cOZDIZrl+/LqWpWbOmxviy9erVw7179/DkyRMpTZ06dTTKV69ePVy7dk1n2bOyspCWlib9l56eXsatUTblaTxZKhnWnWUyZ709zXGV/n0vRf83kikPjzkiW8Yvo1oinreJTI/HHZEVUuT7+o+NfOPPVs5lthInYDux2kqcgO3EaitxkvmUq2/8PXz4EH/88Qc6duyIrl274saNG1i9ejXs7e0RFRWFpKQkAHnf7snPw8NDmpeUlKQ1hIqdnR1cXV010hT8SKOnp6c0T522qHwK2rx5M3766Sfp75CQECxcuBA3btxAamoqvLy84OfnhytXrkhpateujZiYGKSk5L2t4+/vDwcHB9y6dQsA4ODggLCwMFy/fh0qlQoAEBwcDJVKhbi4OAB54wEHBQXh0qVL0nrDw8Ph4eEhTfP19YW7uztu3LghbY+IiAhER0cjLS0NABAYGAgA0veZnJ2dERISgn///Rc5OTkAgNDQUKSkpCA+Ph4A4O3tDV9fX5PFFB8fL721acqYatWqZdKYcnJycOnSJZPUk/qbXoaK6ZlgV9g93I+sTBUe5FaFvEIDs+17lSpVgoODA27fvm2UeioYk4ODg7ScqY+n5PT/blzHPakCl8ePDX48BQQEQCaTmSSm0NBQXL9+XRr2z9jnCPUxpyumypUrIysrC9n//wSsnZ0dFAoFMjIypLydnJyQmZkpLaNQKCCTyTSGLXR0dERGRobGq/lCCGmoHjs7OyiVSo2HRhwdHZGVlSWt197eHnZ2dtL+q85bpVIhNzdXyhuAtF65XK61XgcHB+Tk5Fh0TA4ODtJ609PTTRZTwbx1xaRSqZCRkaG178XGxnL4KkvG/sFypeDH3MlymGqYTzI8HndE1kcmtwPkciA3FyhmCFFrYSvnMluJE7CdWG0lTsB2YrWVOAHb+g1QnmItVx1/ubm5CA0NRe/eeWOMh4SE4M6dO/jjjz8QFRVl3sIVo2vXrujUqZP0t3p81tDQUI2bigXH7g0KCtJaV8E0YWFhGn+7uLjA21tzTP2Cy2RkZGhNK/h3SEiIVt4FOzsLnoQcHR21Ok1r1aoF4L+YjRWTv7+/NOyrOi9jxaRer/rmrzFj8vf315im7nxQM3RMauqY8o8lXNaYFE8uwzPnCmAHuPiFI83LT0qT/3Oixo4J+K/ujFVPusbhLjjN0DGpFTzmHB3yDdEi8jrcDBGTup7yjzttrJjypxFCICwsTGPfNFQ96dr3Hj9+rDE9f0wpKSlQKBRS55NawQu5+huzRaVxdHTUGsM7/5vnpV2vg4ODVhr1etX5FVxGLpcbLCY1dV7Gjin/MiqVSkprjJjy553/HFbUerOysuDo6Ki17wUEBGitl/4jhNDYxuWJEELnuJ7FlbYk8eQaOH5Tb0tT53fr1i0EBwebJK/ysi2NfYyYKs7MzEyd52JjssY6NMf5srwfdwUXyVuHfuspr9ef8kzXNivrdmQ9mIm9AshU2cwbf9HR0Tp/E1obW4kTsJ1YbSVOwHZitZU4AWjcu7F25SnWctXx5+XlJb2BoRYYGIiTJ08C+O+tvOTkZHh5eUlpkpOTpR8hnp6e0pskajk5OXjy5Im0vKenp9abe+q/86dJTk7WSJOcnCzNL0jXjWFzUr/RQpbHkuvOKeUv6d+OKX8jzSvKbGUxtfJSb4KvpZRYeak7Kjn1W4FkeXbt2oXdu3cjMDAQEyZMMHdxyMLwvG25eN62XDzuiMxPnwcIStyBmq/jT59lS7r+kqQ35rrV0tLSzB6nKdLrG6exy8I6NVx61mnZ18861Z0uf1pjbc/c3FyL3i+NGau+Dw2q/12SdZerjr/w8HDcu3dPY9q9e/ekobH8/Pzg6emJCxcuSB19aWlpuH79Ol5++WUAQI0aNfD06VPcvHkT1apVAwBcvHhReoNEnWb9+vXIzs6W3iA4f/48KleuDFdXVynNhQsX0LFjR6ks58+fR/Xq1Y23AYgsXk6+f/OJTVOxx38fYndS8KYMEZV/7dq1Q7t27aS/ZTKZ9CZs/rd9ywOZTKZzqM/iSlmSOPLHb0im3pamzM+aY9OVn7H2kYJvopuCqfIydWzF5WeMOjT3flmu8pNp/vrIW7aI5fOtu2R1U76uUeZS1PYq7X5S3q7/5YFJHpSy//8H2G1kqE8iIiJbUa46/jp27Ij33nsPv/zyC5o2bYrr169j7969GDZsGIC8hmCHDh3wyy+/wN/fH35+ftiwYQO8vLzQqFEjAHlvCNavXx/Lly/H0KFDkZ2djW+++QZNmzaVholr3rw5fvzxR3z11Vfo0qULYmJisHPnTvTv318qS4cOHTB79mxs27YNDRo0wNGjR3Hjxg2pLOVdwTcnyXJYdN1pPHUgN1sxzMGc9eauSJL+XdvvNB6iu9nKYoks+pizceXpTXuyTHxL2jLxvG25eN62XOX+uCvpM4f6Pglf8pIQGUxRD0oVR++OVPV5OTurxA8tlUR5WXdgYGC5KYsx05c0TmOWxdjrZp2avizGXrexYy0v27E81Kn6ulKSB+ZK83CdQqHQO70xy2Ls9ID+sZb2ocGSlKVcdfyFhYVh4sSJWLduHX7++Wf4+fmhf//+aNGihZSmS5cuUKlUWL58OdLS0hAREYF3331X41sRY8aMwapVqzB37lzIZDI0adIEgwYNkuY7OztjxowZWLVqFaZOnQo3Nzd069YNL774opQmPDwcY8aMwYYNG7B+/Xr4+/tj0qRJqFKlimk2BpEFkiHf8E18YpOIiIiIiMzFKD9H+BuHrIz6jb/s7KLTERERkUUpVx1/ANCwYUM0bNiw0PkymQyvv/46Xn/99ULTuLq6YuzYsUXmU7VqVcydO7fINM8//zyef/75ogtcTt29exceHh7mLgaVgmXXXb6xh23sjT/LrjfbxrqzXFlZWdKQ3URkO3jetlw8b1suWz3u+GY4WT31OTnbNob6tJVzma3ECdhOrLYSJ2A7sdpKnIBt/QYoT7Ha1p15IjIuwTf+zCE9x1n6d06unRlLQkRERERUTnCcTqLi2f831KfQcwhcIiIiKv/Y8WelnJ2di09E5ZJl153tfuPPnPV2TxUk/Ts6Mdxs5bBUln3MaRs3bpzG8Nal0b17d8ycObPYdE2aNMGKFSvKlFdxEhMTMWPGDLRo0QKhoaFo1KgR3nvvPaSkpEAu/+88ExsbizfffBOhoaGoW7cu3n//fWTnG7LowYMHePvtt9G8eXMEBgbqFR8RlU/Wdt62VrquJfnP24aQlZWF+fPno02bNggLC0ODBg0wZswY3L9/XyNdYmIiRo0ahfDwcNSsWRMTJkzA06dPpfkZGRkYN24c2rRpgypVqpT5OmqNeNwRWSn1N/6EAHJyzFsWE7CVc5mtxAnYTqy2EidgO7HaSpyA4X8D5Ld06VIEBARo/e7IyMjAu+++i9q1a6N69eoYOnQo4uPjNdKcPXsWPXv2RM2aNVGrVi307t0bly5dKlN5jBlrSZWP9w6tmBDCLE9NBQcHmyxfU8Zn6m1pzXVnlDzyvfEnINPIw9rrzpzHXP4/ZTLDn3Nsue6MdQ439TFe0vzU6fVdzpjH+v3793H//n289957qF69OmJjYzF16lTcv38fX3/9NYQQyMnJwZtvvgk/Pz9s2bIFDx48wLhx42Bvb4+pU6cCAFQqFby9vTF27Fips7I0ZS1umcL2GT5BTWQ4ISEh5i4ClZKDg4NB15eeno4LFy5g7NixqFWrFpKTkzFr1iwMHDgQO3bskNKNHj0aDx48wPr165GdnY133nkHkydPxrJlywAAubm5cHR0xKBBgzSWo//wuCOyUuo3/oC84T7LyfBkxmIr5zJbiROwnVhtJU7AdmK1lTgBw/8GUDt79ix++OEH1KxZU2ve7NmzsXfvXixfvhzu7u6YPn06hg4dil9//RUA8PTpU/Tp0wcvv/wyFixYgJycHCxevBh9+vTBqVOnoFAotNapD2PFWhrlpwvSSuzatQvvvPMO/ve//5m1HFeuXDFr/lR6llx3wu6/p1WyHQPNWBLTM2e9CcFhVcvCko+50khMTMTbb7+Nhg0bIiwsDG3atJEaPgDwzjvv4MSJE1i1ahUCAwMRGBiImJgYrfV0794dd+/exezZs6V0xhAREYEVK1bgpZdeQnBwMJo1a4YpU6Zgz549ePLkCQDg4MGDuHbtGpYsWYLatWujdevWmDRpEtauXYvMzEwAQFBQEObOnYvu3bvDzc1Nr7yTkpIwatQo1K1bF6GhoWjevDk2btxolDiJSH///vuvuYtAxRg3bhyOHz+OVatWISAgAAEBAYiJiUF6erpB83F3d8eGDRvQuXNnhIWFoWHDhpg3bx7Onz+P2NhYAMC1a9ewf/9+LF68GA0aNEDjxo0xb948bNmyRXoz0NnZGR9++CH69OkDX19fvfLOzMzE9OnTERkZiWrVqqFJkyZYunSpQeMrT3jcEVmpgh1/Vs5WzmW2EidgO7HaSpyA7cRqK3ECMPhvACCv42706NH46KOP4OnpqTEvJSUFGzZswKxZs9C8eXPUrVsXn3zyCf766y+cPn0aAHD9+nUkJSVh4sSJCAsLQ3h4OMaPH4/4+HjcvXu30HwDAgKwbt06DB48GKGhoWjWrBl+//13af7+/fsREBCAAwcO4OWXX0ZoaCh69OiBhIQE7Nu3Dy1btkR4eDjefvtto2yX/Kz7UR4zaNeuHdq1ayf9LZPJIPv/b53JTPjNs5ycHJPmB5g2PmuOzdR1Z8i8chQVpH9nuNXXuW5rrbvycszJIIxWjvIQnzEUVXf5z+GGoH7ryxSxyWQynfmpVCrUrVsXI0eOhJubG/bu3YuxY8ciODgYkZGRmDt3Lm7evImIiAhMnDgRAFChQgWtMq9cuRIvvfQS+vTpgz59+hQZW9++fXHy5MlCyxoYGIj9+/frHVtqaipcXV1hb28PmUyGv//+GxEREfDz85PSREVFYdq0abh27RqeeeYZrW1TWFnzW7x4Ma5du4bvv/8eXl5euHXrFjIyMopcrrB9xtTHD5E1y7GBocgsXWHXEvXDGPlNmTIFv/zyS5Hru3btmt55p6SkQCaTwd3dHQBw+vRpeHh4oF69elKaFi1aQC6X48yZM2jfvr3e687vm2++we+//46vvvoKAQEBiI2Nxb1790q1LkvA447I/PQZjaTEo0zke8NPZGVqDidjgPWXJL0x162Wk5Oj13LGLoux0+sbp7HLwjo1XHrWadnXzzrVna60IziZe3u+++67aNOmDVq0aIHPPvtMY5nz588jKysLzZs3l6aFhoYiICAAf//9Nxo2bIhq1arBy8sL69evx+jRo5GTk4P169ejevXqCAwMLHK7fPzxx5g+fTqmT5+O1atXY9SoUThx4gS8vLykNP/73/8wb948ODk5YcSIERg+fDgcHBywdOlSPH36FEOGDME333yDt99+u9D4dZWhJNuRHX9EZDDp7o2Q6RwKCCBHod/T0lR2VZ1vSP+u5v0vHpqxLLZg/M5bSErPLj6hAXk62ePj9sEGWZe/vz9GjBgh/T1o0CAcOHAA27ZtQ2RkJNzd3aFUKuHo6KjRkVaQl5cX7Ozs4OrqCj8/vyIbH4sWLUJGRkah80syhMLjx4/x6aefok+fPtK0+Ph4rTc01H8/fFj6IyI2NhbPPPMM6tWrByEEgoKC2IFnbVifZKHMcS0C9L8e6XstAYBJkyZpXJfKIiMjAwsWLMCrr74qvd398OFDVKhQQSOdvb09PD09y3yNCAkJQePGjSGTyRAQEFCmshMRFbRr1y7s3r0bgYGBmDBhgnEy0Xjjz/TXFSIiKl8m7LqFpHTDPvAlRNEvKXg62eF/7YL1Xt+WLVtw4cIF/PbbbzrnP3z4EEqlEh4eHhrTfXx8pPa/q6srfvzxRwwePFjqOAwJCcEPP/wA+2KGve7ZsydeffVVAMDUqVPxzTff4OzZs2jVqpWUZvLkyWjUqBEAoFevXvjwww9x9OhRVK1aFQDQsWNHHDt2rNCOP0Ngx5+VCg0NNXcRqJQsue5yHCohx6GSuYthFuasNweZymx5W4OS1l1SejYemeFmq6Hk5ORgyZIl2L59O+7fv4/MzExkZmbCycnJaHn6+/sbZD2pqano168fatSogQkTJsDOzs4g6y1Mv379MHToUFy4cAEvvPAC2rVrJzXciMh8LLmtZCiWei3S9c0LHx8f+Pj4lHndWVlZGDFiBIQQ+OCDD8q8vuL07NkTvXr1QosWLdCqVSu0adMGLVu2NHq+5sLjjsj0ihpRqjh6p1MooH58T5adbfD1lya9MdcdGhpabspizPQljdOYZTH2ulmnpi+Lsddt7FjLy3YsD3Wqvq7kH8EpKT3HLL8z1GUtbqSs2NhYzJo1C+vXr4ejo6NG2sL+X1de6enpmDRpEho1aoQvvvgCOTk5+Oqrr9C/f3/89ttvcHJyKrQsNWvWlKa5uLjAzc0Njx49gkwmg1KpBADUqlVLSuPn5wcnJycEBwdL6/Dx8cHZs2dLPAJZSfYBdvxZqZSUFGnnJ8vCurNM5qy39Jz/vq14OrYFgsLMUgyLVdK683Qy/aXTkHl++eWXWLVqFebMmYOIiAg4Oztj1qxZyMoy3jc9DDHU55MnT9CnTx+4uLhg5cqVUCgUyMrKglwuh6+vL86cOaORPj4+HgCKfdOkKK1bt8aff/6JvXv34tChQ3j99dcxYMAAzJw5s9TrJKKyY1vJPNciQ+Sbk5MDuVzzM/OGGOpT3el39+5dbNq0CW5ubtIPdT8/Pzx69EgjfXZ2NpKSksp0jahTpw5OnDiBffv24ciRI3jrrbfQvHlzrFixotTrLM943BFZKRv7xp+tnMtsJU7AdmK1lTgB24m1vMZpjN8ZAgIyFPXGn/55XrhwAQkJCRoPxuTk5ODEiRNYs2YNoqOj4evri8zMTCQnJ2u89ZeQkCC1/3/99VfExMRg69at0u+TZcuWoVatWvj999/RpUuXQstQcNQqmUyG3NxcqSwAtN4aLGoZY2HHn5WKj48v0w9ZMh9Lrjt71T14xn4DIBfp7o3x1KddsctYC3PWm8B/N9DSslzMUgZLVtK6K8uQm6b8xl9hTp06hbZt26Jbt24AgNzcXNy8eRM1atSQ0igUCr0aIAqFQq9v/pR1qM/U1FT07t0bDg4OWLNmjdQ4zs7OhkKhQMOGDbFkyRIkJCRIb40cOnQIbm5uqF69erHlK0qFChXQs2dP9OjRA02aNMG8efPY8WcE+nyzxlyEEICOohVX2pJ+H8GQ8Zt6W5o6P13D+xpLedmWBfeR/7Wraqoi6SyLPtTXiPzps7OztX4ET5w4EcOHDy91nupOv1u3bmHTpk3w8vLSSN+gQQMkJyfj3LlzqFu3LgDgyJEjyM3NRf369Yvc5sVxdXVF586d0blzZ3To0AF9+/bF48ePNb7vkX99htqfzHG+LO/HXcFl8v42zndzSPc2K+t2ZD2YiY0N9WnJ91tKwlbiBGwnVluJE7CdWMtrnMXd8yrNfa309HSDjTLVvHlz7N27V6MsEyZMQGhoKN5++23Y2dmhbt26UCgUOHLkCDp27AgAuH79OmJjY9GgQQOpTHK5XCMO9d9l6ZArT9/FZscfERmMXeYDyHOfAgDkOalmLo0t4Y9k0l9ISAh+++03nDp1Cp6envj666+RkJCg0fEXFBSEM2fOICYmBi4uLvD09NR6Q0Od7uTJk+jSpQuUSiW8vb115lmWoT5TU1PxxhtvICMjA59//jlSU1ORmpp3fnF2znvbtWXLlqhRowbGjBmD6dOnIz4+Hh999BH69++vMazcxYsXAQBPnz7F48ePcfHiRSiVSo3Y81u0aBHq1q2LGjVqQKVSYc+ePWXuSKQ8JvlmDRGZVWBgoNa1RJeyDPWZlZWF4cOH48KFC1i7di1ycnKk73Z4enpCqVSievXqiIqKwuTJk/HBBx8gOzsbM2bMQOfOnVGp0n9D1F+9ehVZWVlISkrCkydPcOnSJQBA7dq1deb99ddfw8/PD8888wzkcjm2b98OPz8/rW+JEBGVawrbeuOPiIgsm6urKyIiIgD81/Hn7OwMLy8vabq7uzt69eqFOXPmwNPTE25ubpgxYwYaNmyIhg0bAgBeeOEFzJs3D++++y4GDRqE3NxcLF26FPb29mjatKl5gjMwdvxZqcJuvlL5Z8l155x0TPq3XdajIlJaH/PWm8j3L/O9SWapLPmYK42xY8fizp076NOnD5ycnNCnTx+0bdtW6kwDgOHDh2PcuHGIiopCRkYGTpw4gaCgIK11TZw4EVOmTEGzZs2gUqlw9+5dg5f3woUL0jCezZo105h3+PBhuLq6ws7ODmvXrsW0adPQuXNnODs7o0ePHpg0aZJG+rZt20r/Pn/+PDZv3ozAwMBChyFVKBT44IMPEBMTA0dHRzRp0gRffPGFgSO0TUV9s8acb8TqIpPJoOvUWlwpS/qdCWPEbeptaar8vL29rTa2wvIz1j5izDfRR4wYgXHjxqFVq1bStaRixYoGzevBgwf4/fffAQAvv/yyxrxNmzahadOmkMlkWLp0KWbMmIFevXpBLpejQ4cOeP/99zXK0q9fP43rmPqaERsbqzNvV1dXfPnll4iOjoadnR3q1auHb7/9ttDvzxqjDk25X5b7404m03gULm9Z/b9VVt6uPeVdUdurtNuSdWAmNjbUp6389rOVOAHbidVW4gRsJ1ZbiRNAoe1jY5o9ezbkcjmGDRsGlUqFqKgozJ8/X5ofFhaGNWvW4OOPP0bnzp0hl8tRu3ZtfP/996hYsWKp8zVHrIWRCY6nYFTx8fHIzMwEYNqGrK5hdIzFlEPXmXqYPHMMy2equjNGbF4xy6BQ5d0wyXKsgsTAt4yaX1FMnZ85j7mrJ3ejeYUDAIDoxBpwaTTQqPkZW3mqu5SUFLi7uxssL2veluY4Xwohyt22LGyfUSgUJhsizRIZo720ZUMi5MWsS6FKRJaD9pB8+bXq4AbVvt9xLON5aVq7vQOQ1PhFDHF6Ef3t/KCQab8R2/xFV5w89BRZmcU3tVt1cIOrm+F+IFjzuQaw3nZuUfkZ+npUXH7GUh7P26bKz5B1aM2/UYDSxSdu30DuvHekv+1WbEXOsgXA2RN5Eyr4YUfkYmm+PCcT7fYPyfv311t05pUztDMeO1bAieafSNP8Yw8iLqBlieKxNpkiF916ad+sLOt+ybZS8eLj44v9LndJ6yF32waIresAAPIxMyGr86xB11+S9MZct5q+5zJjl8XY6UtyzmadWkZ61mnZ18861aZunxpzO6qXscT90ZixlvS3gzq9UqnUu73EN/6MzFzfrLly5Qpq1aplkrxMGV95+c6KMZmq7owRW/63zQru+9Zed+Y85hTyTOnfIV5X8cDAsdty3RnrHG7N29SUeWVkZJj8Y9jFxVfYPsPnrIgM58qVK4UOv0jlW0ZGhsG+70GmxeOOyPz0+W1S4jZnvpvOIisTMPD6S/rNY2OtW03f3+3GLoux05fk/gTr1DLSs07Lvn7Wqe50pb13W5K0pbl3Y6l1W9JYC1t3YXVTkrKw48/A+M0aIiIiIkvBYcWIiGwSh5UkC2CS+0v5h/os5m1CIiIishzs+DOw8vTNGmvOz5pjM3V+hsxL5P7375xs3a82c1saPr+CuRqrHLZYd4b+5kt5G3bMUvPKr7xty8L2GX63hoiIiIhKoqj7S8XRexgzRb6Ov5xsg6+/NOmNuW5LLktJ07Ms5b8sJU3PshgmPcuiOV8mkxl9qM+SpLf0oT71TV/cug1xb0n7gyRkFTgMi+Wy5LpLS/vvdeO0JzlmLInpmbPe4lSB0r9TVYb//o+1s+RjztZxuDgyH3bkmhPP25aL523LxeOOyErlf+Mv2/rf+LOVc5mtxAnYTqy2EidgO7HaSpyAbf0GKE+xsuPPSsXExJi7CFRKllx3+YcZtrWvWZmz3uIz/aR/J2dUMFs5LJUlH3O2LjMzs/hEREYi2PlnNjxvWy6ety0XjzsiK6Ux1Ge2+cphIrZyLrOVOAHbidVW4gRsJ1ZbiROwrd8A5SlWDvVppVJSUsxdBCola6k7mY11/Zmz3oTIf/PZtra7IVjLMWeLcnJs681iMjy9zphC34RkKjxvWy6ety0Xjzui/+zatQvbtm1DUlISqlatikGDBiEsLExn2tmzZ+Py5cta0yMjIzFt2jRjF7VYMoXiv2aODbzxZyvnMluJE7CdWG0lTsB2Yi0PcQphmh+6tvQbwFCxGqJu2PFHVA7IctIh7MrPq8Clpcpxkf59LakhqpmxLLblv44/mYx3p4mITEPk+18iIrIkfGubSuvYsWP49ttvMXToUFSvXh2//fYb5s+fj08//RQeHh5a6SdOnIjs7P/epEtNTcWkSZPw/PPPm7LYhbOxoT6JiOg/9vb2ePr0KZycnEr8HTsyDiEE0tLSYG9f9m47dvxZKX9/f3MXgfTk9mATHFPP4kmF9kj3amHRdZctlNK/H6UH2FTHnznrTSH/7weandz6h2cxNEs+5mydQqEoPhGRIRTxG4g/j0yP523LxfO25eJxR5Rn+/btaNOmDVq1agUAGDp0KP7++2/s378fr776qlZ6V1dXjb+PHj0KBwcHPPfcc6YobvFsrOPPVs5lthInYDux2kqcgO3EWh7idHFxgUqlQmpqKgDo1fmnfhOtJB2FWVlZyMrS7xpTkvWXtCzGTg/oH2tR63ZwcICDg4PeeRaGHX9WyhA7B5mAyIVT6hkAgNujHUj3amHRdXc2sRP2/PsyAMDJ1bZu7Jiz3mq7nZP+Xck1Fg/NVhLLZMnHnK3jE2lEtonnbcvF87bl4nFHBGRnZ+PmzZsaHXxyuRx16tTB1atX9VrHvn370LRpUzg6OhaapuBNQ5lMBicnI40QpPGNP+vv+LOVc5mtxAnYTqy2EidgO7GWlzgdHBygVOa9yGGsjr+nT5/CxcWl+IQlXH957PjTN9bSrLuk2PFnpW7duoXatWubuxhUDFlugQ9+ihw8vn0KLhHNALnldZzlCjlyRd5pxdZu7JjzmMs/VFFmjrKIlKQLz5eWKzMz03g3QYio3OJ523LxvG25eNwR5X2PKTc3F56enhrTPT09ce/evWKXv379OmJiYvDWW28VmW7z5s346aefpL9DQkKwcOFC3LhxA6mpqfD29oavry+uXLkipalduzZiYmKkb0b5+/vDwcEBt27dApB3YzcsLAzXr1+HSqUCAAQHByM7LQ3qdxJTkxLhAeDSpUvSesPDwxEfH4/Hjx8DAHx8fODu7o6bN28CAOzs7BAREYHo6GikpaUBAAIDAwEAd+/eBQA4OzsjJCQE//77r/Tto9DQUKSkpCA+Ph4A4O3tDR8fH40O1OJiUiqVOmNSqVSIi4sDALi7uyMoKEiKKS4uDlFRURox+fr6wt3dHTdu3JBiCg8Px61bt0oUU7Vq1ZCamqoRk6HqKSMjA/fv39cZk656Sk1NRf369TViMmc9Va9eXa96yv89zIIx6aqniIgInD59GhUqVChTTIXVk/otKH3qqWrVqlCpVCWqJx8fH3h4eOhVT6dOnYK/v79eMXl5ecHX19co9RQYGFjiegoPDy/RvhcXF4fmzZsbrZ4yMzMLPUfoG5OuehJCIDY2VmdMuuopOTkZjRs3Nsg5wpT1dOXKlRIfT2fOnIGXl5fB6+nhw4dITEzUu54CAgIAoET15OXlBT8/P73rKS4uDsHBwcXWk5ubW6n2vTp16kBfMmGqrzjaqIcPHyIzM69zx5QdIZcvX0atWrVMkpcpeqjNkZcp8pNnJ8P39kLp7zSP5+GcfByZjlWRGDDcKHmqGSO2kweSkZt6H5ABSmdHNGxd1aj5FcXU+ZnzmLv51y4873UIALDnRlfUebmRUfMztvJUdykpKXB3dzdJOQzlnXfeQUpKClatWlXqdXTv3h21a9fGnDlzikz33HPPYciQIRgyZEip8yoJIQTefPNNHDhwACtXrkRUVJT0tHRsbCymTZuGY8eOwcXFBd27d8e0adOkcdF37NiB7777DpcuXUJmZiZq1KiB8ePHIyoqyqBlLGyfUSgU8PPzM2he1sQY7aWtG5MgL2Zd9qokZDt4Fpkmqp0rMvf/gWOq/77F027vQDxu3AbDnF5Efzs/KGRyreWatXHBn4fTkJVZfFM7qr0rXN3sik2nL1s+bxtaedmWlng90nUtycjIKPItl7KaOnUqvv/+e8yePVvj2pSYmIj33nsPe/bsgVwuR/v27TF37lzpadxjx45h5cqVOHv2LFJTUxESEoIRI0bgtddeM1jZDFmHpt4vgfJ/3InbNyDmj5f+ln+9BblfLADOnsybUMEPOyIXS/Nludlov29Q3r+X/6ozr9xhXfDYsQJONP9EmuYfexBxAS1LFI+1yRS5eO11L63pZd0vLaGt9PjxY4wYMQLz5s1DjRo1pOnff/89Ll++jAULFhS5/Ndff42rV69i8eLFRaYr7I2/+Pj4YocPK/HbDHduIPf9d/KWadkO8r4jDbv+cvTmBpDXqanPQwzl7S2SkqbXN05jl4V1arj0rNOyr591apj0rNOiGfucpFQq4evrq9cyfOPPwHbt2oXdu3cjMDAQEyZMMFs5ysvrwlQ0Wa5K42/n5OMAAGXGbUBkAzLLOkSV8jS0q7UWAHD3STiA/uYtkAmZ95jj8xtlwfOl5Vi5cqVGo0j975ycHPTr1w9+fn7YsmULHjx4gHHjxkGhUGDq1KkAgJMnT6JFixaYMmUK3N3dsWnTJgwcOBDbtm3DM888Y5Z4bFl5aS+RZeJ523IZs6Nq586d+Pvvv1GxYkWteaNHj8bDhw+xbt06ZGdnY/z48Zg8eTKWLVsGADh9+jRq1qyJkSNHwsfHB3v27MG4cePg7u6OF1980WhltiQ87ojy3jiQy+VISkrSmJ6UlKT1FmBBGRkZOHr0KF5//fVi81EoFKb7JqqNfePPVs5lthInYDux2kqcgO3EaitxAozVXCyrV8ECtGvXDu3atZP+lslk0g9cUz6RGRYWZrK81EwZn6mHkTRWfkWtVy4yIUww3KchY6vs/I/0bwe7NAgd67aWuivInMecRoTCPPurJedXVN3lP4cbgimf0JfJZDrze/z4MWbMmIGTJ08iKSkJwcHBGD16tPStknHjxuHEiRM4ceKE9NbgiRMnEBQUpLH+7t274+7du5g9ezZmz54NIG8ICGPFdvHiRSxfvhw7d+5EZGQkZDKZ9NbIoUOHcO3aNWzcuBG+vr545plnMGnSJCxYsAATJkyAUqnE3LlzNdY3bdo0/P7779izZ0+hQyXcvXsX06dPx6lTp5CZmYmgoCDMmDEDbdq0KbSche0ztjb8cXHKS3tJHzKZrMCJ9v+n67NcCfIwRty2eN42FnNvS2PtI8a6Lul7LTGUuLg4vPfee1i3bh369eunMe/69es4cOAAduzYgXr16gEA5s2bhzfffBMzZ85EpUqVMGbMGI1lhg4dikOHDmHnzp146aWXdOaZlJSEGTNm4ODBg0hLS0OlSpUwevRo9OrVS2d6Y9Qhf19qJNZ4FC5vWf2WN9bxZc2K2l6l3ZaWUAf29vaoVq0aLl68iMaNGwMAcnNzcfHiRY12jS4nTpxAdnY2WrRoYYqi6k/jG3/Z5iuHiZjjXGYOthInYDux2kqcgO3EaitxAozVXNjxZ6WuX79ernY00i1H6YdMpzDYZcXDLjtZY54sVwVhp9+HT8uLSo7XpH8r7TKgKiKttTHrMVf+fyOXa7Z2vlSpVKhbty5GjhwJNzc37N27F2PGjEHVqlURGRmJuXPn4ubNm4iIiMDEiRMBQPpmQn4rVqzASy+9hD59+qBPnz7SzWNd+vbti5MnTxY6PzAwEPv37y90fnp6OkaNGoUFCxZoDAGlHjLu9OnTiIiI0BjuICoqCtOmTcPVq1d1vtGXm5uLJ0+eFPl09rvvvousrCz8/PPPcHJywrVr1/T+IDVZCp5ALZGtnbctUWHXEl1DfU6ZMgW//PJLkeu7du1aofNyc3MxZswYvPXWWwgPD9eaf/r0aXh4eEidfgDQokULyOVynDlzBu3bt9e53tTUVFSvXr3QfBctWoSrV6/i+++/h7e3N6Kjo5GRkVFkHJaMxx1Rnk6dOmHZsmWoVq0awsLCsGPHDqhUKmn4+KVLl8Lb2xu9e/fWWG7fvn1o1KgR3NzczFDqIuTr+BM28MafrZzLbCVOwHZitZU4AduJ1VbiBBirubDjz0qpPxxJ5V9SwGAAgPLpP/CM+1aaLs9VIddchaISM+cxl//55kaBB6BCY7OVxRKVtO4O/Z4KVYZpj04HRzleeNkwNwn8/f0xYsQI6e9BgwbhwIED2LZtGyIjI+Hu7g6lUglHR8civ7Pi5eUFOzs7uLq6ws/Pr8iOv0WLFhV5M7S4oYxmzZqFZ599Fm3bttWYrs4zPj5ea4xz9d8PHz7Uuc6vvvoKaWlpeOWVVwrN9969e+jQoQNq1qwJIQSqVq1qEU+jE1k7tnPNcy0C9L8eFXYtUX/LM79JkyZpXJdKatmyZbC3t8fgwYN1zn/48KHWAyz29vbw9PQs9BqxdetWnDt3DgsXLtQ5H8j7tuwzzzwjdSgGBgaWMgLLYH3HXemu5xxgn5o2bYqUlBRs2rRJGj3j3XfflR4mS0hI0Gov3rt3D//++y9mzJhhhhIXw8UNQiaDTAgg4b65S2N01ncu081W4gRsJ1ZbiROwnVhtJU6AsZoLO/6IygmZKDCsRq72jREiXfL/rPRwTITuW1hkKKqMXGSkm/q2j+Fu7ubk5GDJkiXYvn077t+/j8zMTGRmZsLJyclgeRTk7+9f6mV///13HD16FL///rvByrN582Z8/PHH+Oabb+Dj41NoukGDBmHatGk4ePAgmjdvjg4dOuj9QWoiImMyz7UIMOT1SM3Hx6fIc3FRzp8/j1WrVmHXrl0GezDj6NGjGD9+PD766COdbxCq9evXD0OHDsWFCxfQsmVLtG3bFs8++6xBykDGp+uTBET6KjhkeX7qIfDzq1y5MjZt2mTkUpWOzMEBmd5+cHj0AIi9DZGpgkxZfr5PRERERKXDjj8rFRwcbO4ikJ7sMh9AmXYNdpkJSPNoijR4QuZeHTkOlcxdtBLLzs3/b9t6Htacx5xtbWnDK2ndOTjKYYwbn8XnaRhffvklVq1ahTlz5iAiIgLOzs6YNWsWsrKMN7RPWYb6PHLkCG7fvo2aNWtqTB86dCgaN26Mn3/+Gb6+vjhz5ozG/Pj4eADQemtxy5YtmDhxIpYvX44XXnihyHL37t0bLVu2xN69e3Hw4EEsW7YMM2fOxKBBg4pcjoiMi+1c81yL/su39JRKpda0sgz1efLkSSQkJEjf2gLyHnCZO3cuVq5ciRMnTsDPzw+PHj3SWC47OxtJSUla14jjx49jwIABmD17Nnr06FFkmVq3bo0///wTe/fuxeHDh/H6669jwIABmDlzZpHLWaryf9yxRUxUWnahEcCjB0BODhATDYRGmLtIRlP+z2WGYStxArYTq63ECdhOrLYSJ8BYzYUdf1ZKpVLxO0QWwDHlNNwf/iT9nerbBQk5NeDt4G3GUpVeTr7Ovpwihv2zRjzmLFdJ664sQ26qh6Y053CRp06dQtu2bdGtWzcAed9GunnzJmrUqCGlUSgUyM0t/oayQqFATk5OsenKMtTnqFGjtL6R0qZNG8yePRutWrUCADRs2BBLlixBQkKC9NbIoUOH4ObmpvF9pl9//RUTJkzAF198gRdffLHYcgNAQEAA+vXrhzfffBMffPAB1q1bx44/a8IXPiwSr7lluxblZ8zrkq5ria5hocsy1Ge3bt3QokULjWl9+vRBt27d0LNnTwB514jk5GScP38edevWBZD3Vl9ubi4iIyOl5Y4dO4b+/ftj+vTp6Nu3r175V6hQAT179kTPnj3RuHFjzJs3z2o7/izyuCtit5bp/VuFFwoqP4QQRQ6vr05TUlmVq0o3B0X0VaBa4W87l3T9JUlvzHWrqVQqODs7m70sxk6vb5zGLgvr1HDpWadlXz/r1DDpWadFM/Y5qSTLsePPSsXFxcHb2zI7j2yJXVaC5oTcLKupOxls67lbc9bbP0/qoInnEQBAUrrl7zumZi3HnL5CQkLw22+/4dSpU/D09MTXX3+NhIQEjY6/oKAgnDlzBjExMXBxcYGnpyfkcu23PIKCgnDy5El06dIFSqWy0O1YlqE+/fz8dH5rMCAgQFpvy5YtUaNGDYwZMwbTp09HfHw8PvroI/Tv3x8ODnlDFW3evBnjxo3DnDlzEBkZKX3XydHREe7u7jrznjlzJlq3bo1q1aohKSkJx44dKzcfaSayZbZ23rZUuq4lWVlZsLfX/AlalqE+vb29tfYFe3t7+Pr6IjQ0FABQvXp1tGrVCpMmTcKHH36I7OxsTJ8+HV26dEGlSnkjbBw9ehT9+/fH4MGD0aFDB+kaoVAo4OXlpTPvRYsWoW7duqhRowYyMzOxZ88eq75G8Lj7f+wHJBPatWsXdu/ejcDAQEyYMMFo+dx3ckfI//9b3Lpm1bt5XFxcoed1a2IrcQK2E6utxAnYTqy2EifAWM2FHX9EZiTL1fzgp0wYb6g9sl7puS4QApDJgKxcfo+BijZ27FjcuXMHffr0gZOTE/r06YO2bdsiNTVVSjN8+HCMGzcOUVFRyMjIwIkTJxAUFKS1rokTJ2LKlClo1qwZVCoV7t69a8pQJHZ2dli7di2mTZuGzp07w9nZGT169MCkSZOkND/88IN0s3f69OnS9B49euDTTz/Vud7c3FxMnz4dcXFxcHV1RVRUlM7vthARkTZd15LSdvCV1eeff44ZM2bg9ddfh1wuR4cOHfD+++9L83/88Uekp6dj6dKlWLp0qTT9+eefx08//aRrlVAoFPjggw8QExMDR0dHNGnSBF988YXRYyHDKP03/qy5S4TKm4LfEpTJZHq/oV2SN7lVPhUBe3sgOxu4/o9ey5f0TfGSpDfmui25LCVNz7KU/7KUND3LYpj0LIth0rMshklvzHWz48/I9BmKwRjc3d1Nlq8p4zP1tjR2fgU7/pxSTqGhoysUDy5D5VILKpdaRsvbFNsyfx7WVncFmfOYEwIQkEEGAcDw5xxbrjtjncONGeMnn3yilUf+f3t6emLVqlVFlqtatWrYunWrznn5NWjQAH/88Uex6QxN3cGYlZUl5RcQEIBvv/1WK616/o8//ljo+gorc/6bwvqkV8/TNd8cbQEia1XYW7pUvoSGhmLbtm0a0zIzM42er/qbsvnPu15eXli2bFmhy3z66aeFPgRSmHHjxmHcuHHS39Z+nudxR2S93L28gbBawL/ngUcPgZtXrPY7f7ZyLrOVOAHbidVW4gRsJ1ZbiRNgrObCjj8DM9VQDMUJDAw0W96kP1mu5jev7LKT4I4kIPUucu1cjdrxZwxZuf99p+vXm53R+RkzFsbEeMxZLtad5Srq24BUcpcvX8bWrVsRHR2NxMRETJw4EY0bNy40/aVLlzBnzhyt6V9//TU8PT2NWFJD4psblkjXG8hkGZRKpbmLQKXE447IegUFBSH3+VYQ/54HAIhj+yCz0o4/WzmX2UqcgO3EaitxArYTq63ECTBWc2HHn4EVNRRDSV/dLItLly6hdu3aJssPMG18pszLmPnJcwt/6lkmsk0SpyHzeJThCyd5XkwZOY46120tdVeQOY85H8VDyGV5T5m7KlOQaqSYbbHuSjKcjj7UbwOYKjZT5mfq2AAgPT0dTk5OJslL3/gK22dMffyUhkqlQnBwMFq3bo3Fixfrvdynn36q8fHq8vSEmzndf5KFzJxcyNi5aHDmuOaSYZjyvE2GZZHHnXW/hElkMJcuXUKtBk0h1i0HVBkQpw5DvD4YMqX1fUbCIs9lpWArcQK2E6utxAnYTqy2EifAWM2FHX9EZlRwqE+Nef/H3nnHR1Wl//99pyaTXkkggSQkgBQBC3ZBXTCWXV0Lrrhr5+uurr9dxXWtq+7KuhZ29bu6zfJVLGvBrmywYVtQVLAQpAQIECAkkN6m3fv7Y8hNJpkk0+/M3PN+vQK3nHvO87nPnDN37nNKHK73t7r+eFJcRgB6DPFnf7xSYtuqbiebu2gfJq1AIBAMxcyZM5k5c2bA12VkZJCSkhIBi+KbJZ/u4VRjFklxEPQVCAQCgUCgb6SkZKTDjkFZvRK6O1G+WYN05AlamyUQCAQCgSBIROBPINAQSRk68Ifiip4hEUC85owmfd2Z97SPFQ27QCCIKjfeeCNOp5Pi4mLOP/98Jk0aemoop9OJ09nXMUSSJDH6RyAQCAQCgSAGkI452RP4wzPdJyLwJxAIBAJB3CLeDycoEydO1NoEgR8MO+JPjscRczLTC9YACg3OFGC21gZFjVipc9/VzyLw8Tr6JlZ8JwicpKQkrU3QNVlZWSxcuJDx48fjdDp5//33ueuuu1i8eDFlZWU+r3n11VdZtmyZul9aWsq9997L1q1baW9vJysri/z8fDZt2qSmmTJlCrt27aKtrQ2AwsJCrFYrtbW1AFitVsrLy6mpqcFu93yvlpSUhE1nXV0dpuZmGBCfbGtrG3QsWFpbWpEMI2uy2+3s3bsX8EypWlxcTHV1tZrPxIkTaWxspKmpCYC8vDzS09PZutUzMtxoNDJp0iS2b99OV1cX0LfOaV1dHQA2m43S0lI2btyI2+0GYPz48bS1tdHY2AhAdnY2eXl5Xn6aPHlyUH4KRlNJSYmaJpKaej977e3tEdc0kp8KCgpwuVxq4NxgMGC1Wunu7lbztVqtuN1uXC6Xmo/ZbKanp29N6eTkZBwOh3ofzGYzkiThcHimapckiaSkJHp6etQpji0WC4qiqGUbjUYsFotX2UlJSTidTjVfk8mE0WhU70tv2ZIkqdf1rtMa75rsdjuyLI+oqaOjg127dgX02RuqPlkslqi3EbIsU11dHXJ9ilQb0bl1G6X0UV1dzZj2NtIO7vd+hnxRW1vrU5NYSXhoIvHZmzZtWpRVxB+Koqjt2HBpAmXChAmevCdMhew8aGqE6nXIzQeQMrNDyj+Q9JHMu5derVrbEun0/uqMtC3Cp+FLL3waev7Cp+FJL3w6PJFukwK5TlKCURAhXnzxRa+XQQCjR4/mwQcfBMDhcLB06VJWrVqF0+lk+vTpXHnllWRmZqrp9+/fz6OPPkp1dTVJSUnMnj2bBQsWYDQa1TTV1dUsXbqUXbt2kZOTw7nnnsucOXO8yq2qquLNN9+kpaWFcePGcfnll1NeXh6wpsbGRq8fndFi7969FBYWRqWsRF5DKtLl5W67C4Pcg8uci9HZhISsnrPbJtE6+pKIlAuR0fbCy/u4dvqDANR1jMEy45cRLW84ol2elnWu9os3mZW1CoAVW85j5mmHR7S8SBNLvmtrawvremWJfC+1WOPP4XBgsViiUpa/+ob6zJjNZvLy8iJiWySYP38+N9xwA7NmzQroujvuuIPc3FyuvfZan+eHGvEXieel159vxjBCXiZHGy7L8HX8pNPSsK98h1U9x6jHKt+/jOZZP2Bh8ilcYszHLBkGl+86cHCqz8HnBpVxehqpacYR0/lLIrc1kLjPucOV19bWRlpaWtjtiLa+WGy3o1Geoii0t7eH7ZlCi+/cWK93yo4a5LuvV/eNj76B+5E/wtefeQ7k5LN8Zr/1axWZ09+/FADDv173WZZ74Y9oSsrls+P/rB4r2PMx9aNPDEBN4uFQZM79Sfag46F+LuPtWSkaVFVVsWLFCoqKili0aBENDQ1ez1G+CMYP9fX1FBQUACC/9gwsf8mTx8W/RDp+bkj5B5I+knn30l+rlrZEOr2/OiNti/Bp+NILn4aev/BpeNILnw5PpNski8VCfn6+X9fE3Ii/4uJibr/9dnXfYOh7WfLUU0+xdu1arr/+emw2G48//jhLlizhD3/4A+DphXjPPfeQmZnJ3XffTXNzMw8//DBGo5EFCxYA0NDQwJ/+9Cfmzp3Ltddey/r16/nHP/5BZmYmM2bMAGDVqlUsXbqUhQsXUlFRwdtvv83ixYt58MEHycjIiN7NCIGmpqao/TATBE9n9lyMTk+vR1vrf73OSYpDC5NCYvaYleq21WjvNwFl4qNlnZOkvjutiElWA0a0l/FLb698QexQXl7Oxo0bhzxvNpvVETECQbDosd3uHTVms9m0NiUk9Npud3V1YbVatTYjJPRY7wQCramsrKSyslLdlyTJ7xeEgbyk7F+/DdMORz4Y+GNzNdIJ80LOP9D0kcw70LYskrZEMn0wbbbwaWynFz4NX/7Cp+FJL3zqm1hqk2Iu8GcwGLxG8PXS1dXFBx98wK9+9SumTp0KwNVXX811113H5s2bmTBhAt988w11dXXcfvvtZGZmUlJSwgUXXMCzzz7L/PnzMZlMvPPOO+Tn53PxxRcDnqlLNm7cyNtvv60G/t566y1OOeUUTjrpJAAWLlzI2rVrWblyJWeffXY0boMg0VHcpNc/j8lRT2vBAhRjyqDAn8HVoZFxwZNuaVW3Dcjo89WOQCAQ6Jfa2lqysrK0NiMARGcJQXxgtVrp7OyktbU1rKO8oj1yrKOjY8TRKuEiVkb8KYqCyWSK+8BfwuHHaGyBQJeUVIDFAg4Hyub1WlsjEAgEAoEgSGIu8FdfX89VV12F2WxmwoQJLFiwgNzcXLZt24bb7faa933MmDHk5uaqgb/NmzczduxYr8DhjBkzeOyxx9i1axelpaVs2bJl0Nzx06dP58knnwQ8c/9v27bNK8BnMBiYNm0amzdvjqT0sCKmyIhtrB3fkdTpeYhObXqPjuy5g9IY3G3RNiu86OxdqqZ1Tu6bIray4iUaOEw7W+IQ0V7GLyZTzD3GxDU9PT3U19er+w0NDdTW1pKamkpubi7PPfccTU1N/PKXnmmc3377bfLz8ykuLsbhcPDBBx+wfv16brvtNq0kBIyeRqYnEnptt1NSUsKeZ7SDYz09PWGdQns4YiXwlyjotd4JBHqgf/2WTGYomwQbv4WmRpT9+5ByR2loXXjRS1umF52gH6160Qn60aoXnSC0akVMvTGrqKjg6quvZvTo0TQ3N7Ns2TJ+97vfsWTJElpaWjCZTIN+8GZkZNDS0gJAS0vLoNGCvVNz9k8zcLrOjIwMuru7cTgcdHR0IMvyoHwyMzPZs2fPkLYPtWaNVkTrB7UgOMw9deq2tXMD3elHep232yaiGCygKBBXLw/0+wpV0zpnt2tXdgIg2svQeOGFF7jzzjvZsGFD1Mvuv36vIHS2bt3KXXfdpe4vXboUgNmzZ3PNNdfQ3NzM/v371fMul4ulS5fS1NSE1Wpl3Lhx3H777erMDIlFPH0XJz6i3Y5fhO/iF+E7gSBxGVi/pQlTUTZ+C4Cy8dtB6/zFM3ppy/SiE/SjVS86QT9a9aIThFatiKnA38yZM9XtcePGqYHA1atXR20R+GB59dVXWbZsmbpfWlrKvffey9atW2lvbycrK4v8/Hw2bdqkppkyZQq7du2irc0zsquwsBCr1UptbS3gmdKnvLycmpoa7Adf7JeUlGC329m7dy/g+TAVFxdTXV2t5jtx4kTWrl2rBjjz8vJIT09n69atgOdF6aRJk9i+fTtdXV2AZ8pTgLo6T0DKZrNRWlrKxo0b1bU4xo8fT1tbG42NjQBkZ2eTl5cXNU2NjY00NTVFXdPkyZPDrukQ0x5s/d5Xf13rYFbyKKx08p9dU0jJrfBoKpAi6qf29vaw+qkUbxoaGjT77BUUFGC1WtmxY0dImvz97K1Zs4acnJyIahrKT27Ze1LVpqamsNenMWPGIElSVDSNHz+empoaHA5H2P3k67P3xRdfUFhY6FPT6NGjcTqduFwuNR+z2UxPT49adnJyMg6HQ73GbDYjSZJqvyRJJCUl0dPT47UYr6IoaocRo9GIxWKhu7tbzTcpKQmn06nmazKZMBqN6ue3t2y73Y58cNRn79pp9fX1PPTQQ6xcuZIDBw6Qnp7OpEmTuPbaazn22GMpLi7m73//O3Pnzg1I0zHHHMOll17K5ZdfrmqaN28exx13HLIsR1RTb74Gg0Fd68rpdGI2m7Farbjd7oj7qX/ZQ2my2+309PQM+uzt3r07pnp++WLKlCm8+OKLQ56/5pprvPbPOusszjrrrEibpTmK+s8w5wVRZevWrUyZMkVrMwRBIHwXvwjfCQSJy8D6LR1yKMobzwGgLH8J5ajZSObYfifnL3ppy/SiE/SjVS86QT9a9aIThFatiKnA30BSUlIYPXo09fX1HHroobhcLjo7O71G/bW2tqqj8zIzM6mpqfHKo7W1VT3X+3/vsf5pkpOTsVgspKenYzAY1BGCvfgaTdifH//4x5x55pnqfu8UL+PHj/d6qTjQ8cXFxYPyGpimvLzcaz8lJYXs7Oxhr8nIyBh0bOB+aenAMA2DRkNOmjTJaz8pKYn8/HyvY5MnTwb6NEdKU2FhIQUFBV5lRUpTb769L3/DrSlz92dw8L2xy5zH5PFT6WAaHSikdH/vlXe4NfXSq6n/dESh+ql73cfqtoSi2jBlyhT1XkZDE/T5LlyfvYELsw5Mk5OT47Me9idUTb0MrHNuvNeMyc7ODoumXj/1n7oqUpr6p1EUhfLycq/PZrj85OuzV1hY6JWuv6a2tjbMZrMafOpl4IhuX51TBqZJSkoaNA3YwKkqg8nX15pB/+///T8cDgcPPvgg48aNY//+/Xz66ad0dXVhMBjUvPvn5U/ZkiRhNptJSkpSNSUlJZGVlaVqi5SmofLt/d9gMITNT77K7t+GDZev0+kkKSlp0GdvzJgxg/IVCAQCgUAgEAhijvGHwIQpsLkaGutR3nkN6Yz5WlslEAgEAoEgAGJ6RevetWYyMzMpKyvDaDTy3Xffqef37NnD/v37mTBhAgATJkxg586dXoG9b7/9luTkZHVkR0VFhVcevWl68zCZTJSVlbF+fd8ixrIss379ejWNL8xmMzabTf3TcppPENOfxTqS3DdapG3UfM/i8pIEkkH4Lk7R0m/rGg7F6fYEPJq7czWzI15JtDrX2trK559/zq233spxxx1HUVERM2fO5Nprr2XevHkcddRRAFxxxRWMGTNG3a+treWyyy5j+vTpVFRUcPrpp/Pxx33B/PPOO4+6ujruvPNOxowZowayXnjhBQ455BAvG9555x1OP/10ysrKmDp1KldccUWU1AsEAeLvdNo+k4mxflqRaO22nhC+i1+E7wQC7VEUJSJ/RqPRax9AuvAqONhhUPnkHXV2j3j/G6g1Uf/0olNPWvWiU09a9aJTaA3/n7/EVOBv6dKlbNiwgYaGBjZt2sT999+PwWDg+OOPx2azcfLJJ7N06VLWr1/Ptm3b+Nvf/saECRPUgNz06dMpKiri4Ycfpra2lq+//prnn3+eU089VR0FMG/ePBoaGnjmmWfYvXs3K1asYPXq1ZxxxhmqHWeeeSbvv/8+H374IXV1dTz22GPY7XbmzJmjxW0JioGjcATaIrk7kFwd6r7B7Qn8yYZkXElFXmn7+87Us4u0fS9i7toWHUNDRM8rIGld5xT17osX0YGite/CTUpKCikpKVRVVXlNodnL8uXLAfjzn//MunXr1P3Ozk5OPvlkXnjhBVasWMGcOXO47LLL2L17NwCPPvoohYWF3HDDDaxbt45169b5LP+9997jyiuv5OSTT2bFihW88MILzJgxIyJate5kIxCAvr/7tCLR2m09IXwXvwjfCQTRp6qqiuuuu44lS5ZEtJyJEycOOiaNGQcTp3l2DjRAXW1EbYgWvrQmInrRCfrRqhedoB+tetEJQqtWxNRUn01NTTz00EO0t7er6xEtXrxYXRTxkksuQZIklixZgsvlYvr06Vx55ZXq9QaDgZtuuonHHnuM2267DavVyuzZs7ngggvUNPn5+dx000089dRTLF++nJycHH7+8597vZQ89thjaWtr48UXX6SlpYWSkhJuueWWYaf6jDW2b9/uc0o7QfQx2feQVfcPAJqKr8VtzkFydwIgGwe/tO7e+jpjTDVIsh2j27MGn7lnJ03jboie0UHTF3Rq6skhdpYzjTya1rkAensIBhOM79auXTtk4Ks/+fn5/PCHP/Q69tZbb9HQ0DDitTNnzuSwww4LyC7wjFz/y1/+wo033sjTTz/NtGnTOProoznrrLOYPHmyuhZlRkaG17SsU6ZM8Zqe8sYbb6Sqqop33nmHyy67jKysLIxGI6mpqYOmc+3P//7v/3LWWWdxww19bVak5je32+0+pwUVCASJjXjOjV+E7+IX4TuBIPpUVlZSWVmp7kuS5LUcwnD4mw6Grt/SzGNQvv/Gs/P1Z0hjy4LKP9D0kcw70LYskrZEMn0wbbbwaWynFz4NX/7Cp+FJL3zqm1hqk2Iq8PfrX/962PMWi4Urr7zSK9g3kLy8PG6++eZh85kyZQr33XffsGkGPmDFG11dXVqbIDhIev3zSIoTAGvHerqyTqAj9wysXd+jSIPXm+p0GDEp+72OmZwHomJrqPRveqp2nM78IzQzJeqIOhe/BOM7h8NBZ2fniOm6u7t9HvPn2t71YYPhjDPO4JRTTuHzzz9n7dq1rFy5kr///e/cf//9Xp1h+tPZ2cmSJUt4//33aWhowOVy0dPTo47485fq6mouuuiioG0PBFmWo1KOQCCILcR3bvwifBe/CN8JBInLUPVbmnEUynOeTszKV6tQfnhhNM2KCHppy/SiE/SjVS86QT9a9aIThFatiKnAn0CQ6BhdzSCZ6Mk4kp6MI32O1LIr8Tt13bcHplHfWgaSgizH1EzCCU151jYsRk+QKCv5ACOPJROEisViISUlZcR0vqaiTE5O9utai2Vwx4BASEpK4sQTT+TEE0/kuuuu44YbbmDJkiVDBv5+//vf88knn3D77bdTUlJCUlIS//M//xNwADIpKSkkuwUCgUAgEAgEAoH2SFk5MH4SbN0Ie3bCt1/CoTrq3SsQCAQCQRwjAn8JSlFR0ciJBFGhreAnZO/6q2dnYKDPx/DcnPwx0OJ9rDPrlMgYF2Y2tRxCvdvTrMgGl8bWRBct61xucrNmZScCwfjusMMOC2oaTvCsIxvoUP5wUFFRQVVVFQBmsxm32+11/ssvv+T888/ntNNOAzwjAOvq6rzS+LpuIIcccgiffvrpkAHGcNK7fq8g/gl0keqooig+l08Np7WKHF790b6X0S5vzJgxUSsz0e+l8F18lqdFexnrvht4jWffv3xi9vsnhvF1z0K9j8IP2jHc7yHDqecg/+2PAMhvPIc07XBNfsuEC728K9OLTtCPVr3oBP1o1YtOEFq1QgzJEQgijNucjXKwqpl7doyYXpYGr1dlTzkk7HYJEpO1e47V2gSBxjQ1NXH++efz8ssvs2HDBnbu3Mmbb77J3//+d0499VTA8yDy6aef0tDQQEtLCwClpaX85z//Yf369VRXV3PNNdcMmkqzuLiYzz//nL1799LU1OSz/Ouvv57XXnuNBx54gC1btvD999/zyCOPRFSzIP6oqqriuuuuY8mSJVqbIhAIBAKBQCAYihlHQe/afju3wo4abe0RCAQCgUDgF2LEX4TRqgd7XV0d6enpUSkrkXu3hqM8RbLiNudicjZgdLWAuwdFMoLku/rtrt9PyYDYn8uUGXbtkbqX88pfwmxw0OxMQ1F+FvHyhiLa5cVKnatvH8uYOPmsxEp5w/kuUm14JDXabDZmzpzJo48+yo4dO3A6nYwePZoFCxbwy1/+EkVR+N3vfsddd93Fc889R0FBAZ999hm/+93vWLRoEWeddRbZ2dlcffXVtLe3e9m7aNEibrrpJo477jjsdvugEYEAxxxzDP/4xz946KGHeOSRR0hNTeWoo46KiGan04nRaAx7vsMxko6hPjOiF7s3A9dSliRJ7T0e3V7kfpQlST6ThdPK/vrDSbR75EervN27d5OZmRmVsnpJ1HsZ7fKE7+K3rJj3nSR5je/zXOvf9ZFqgxOZ4e5XsPdS+EA76urqyMjI8HlOkiSk2ZUoT/8NAOXbL5FKKqJpXlgZTmsioRedoB+tetEJ+tGqF50gtGqFCPyFmaqqKlasWEFRURGLFi3S2hxBjOA2pWJyNiApTlKb3iG59TNkYxqtBRfiTBrnldaJFQUjEn3T6SmG0Nb6ihZJpm6KM7YBYOnJxqmxPXpECeuraEE8YrVaufnmm7n55puHTDN37lzmzp3rday4uJgXX3zR69ill17qtX/44Yfz7rvveh2bP38+8+fP9zp2+umnc/rppwdhvUAgEAgEAoFAIIglpKlH9AXWv/sSfnShluYIBAKBQCDwAxH4CzOx0oPdZrOJ3q0xUJ6pZzdpja9htveNijF31yKhYHS3oRgH+ynZlobLmI/ZsVc9lrPrr7QWXozbkhucgGEI5708q/S1vnxRfOYdL74LFC3rnDRg/ZJI2aFH34W7B3jvqK9oaYtmedHWBmAwGGLuXg71mRG92AWC8GGz2bQ2QRAkwnfxi/CdQKA9/sxGEswsEzabbfjrsnKgqBTqtsOOGuSWJgyZ2X7lHYg9gdoeEa1RsiXS6f3VGWlbhE/Dl174NPT8hU/Dk174dHgi3SYFcp1Y4y9BKS0t1doEAWB0HvAK+gFeAT23KXPQNaWlpcjmLK9jJmcjkmyPiI3hpH8AamAwKtGJlTqXn7pbaxPijljxnSBwrNbBa6IKBILER7Tb8YvwXfwifCcQRJ9orYlcUlIycqJph/dtb1gXMVsijV9aEwC96AT9aNWLTtCPVr3oBKFVK0TgL0HZuHGj1iYIAKOrWd1W8LEOlY8pPDdu3IjbNHguYEmJs4kzdTa4JVbq3JFjPtbahLgjVnwnCJzu7m6tTRAIBBog2u34RfgufhG+EwiiT2VlJX/5y1/UZWR6Z5YI99+mTZtGTGOY2i/w9/23EbMl0n/+aE2EP73o1JNWvejUk1a96BRaw//nLyLwl6C43e6REwkijsHZF/hrLrqKzqyTR7zG7XbTkzqdtvzzcFqL+07EW+BPZ2ha53QWZA03or0UCASC+EK02/GL8F38InwnECQuftXvsglgTfJsf/9NUNOfxQJ6acv0ohP0o1UvOkE/WvWiE4RWrRBr/AkEkUJRsHb19Yx1m7J8Tu3pC1fyOFzJ4zC42jDbdwEgKa5IWBlWvONP8flDQCAQCAQCgUAgEAgEgqGoqqrizTffpKWlhXHjxnH55ZdTXl4+ZPrOzk7+/e9/s2bNGjo6OsjLy+OSSy7hsMMOi6LVoSGZzFAxBdZ/BW3NsGcXjBmrtVkCgUAgEAiGQIz4S1DGjx+vtQm6J6n9K4yuVnVfMabQkzYDtzENgNZR831e1993itQXm7d0bQFFjpC14UK/a/xpWecaOnM0KzsREO1l/CLW+BMI9Ilot+MX4bv4JeZ9F6ejjwTxx6pVq1i6dCnnnXce9957L+PGjWPx4sW0trb6TO9yubj77rtpbGzk+uuv58EHH+Sqq64iOzs7ypYPjb/1WzpkurqtrP4gUuZElJhvy8KEXnSCfrTqRSfoR6tedILQqhUi8JegtLW1aW2C7jH11HkfkCQwmGkaez0Hxv4ae9pMn9d5+c5gVjdtratJbl0VCVPDRv9phvU2+6SWdW5L83i6nTaPHfbB60MKhke0l/FLLE2hIIhXgv+2UgCz7r7tYgPRbscvwnfxS1z6TjTRggjw1ltvccopp3DSSSdRVFTEwoULsVgsrFy50mf6Dz74gI6ODn7zm98wadIk8vPzmTx5MiUlJdE1fBj8rd/StL51/pQVryC/81qELIoccdmWBYFedIJ+tOpFJ+hHq150gtCqFSLwl6A0NjZqbYLukU1p6rbSr6opxiTcllFDXtffd4pk9jqXtv/tMFoYCfr1tJX01etW2zrXf6SlIFBEexm/uFyxPwWyIDFRkNhgO5WLjPmYJfE4HW1Eux2/CN/FL3r1nSIergX9cLlcbNu2jWnTpqnHDAYD06ZNY/PmzT6v+eqrr6ioqODxxx9n4cKFLFq0iFdeeQVZjp3ZfPyt31JhMdKPFqj7yitPoezcFimzIoJe2jK96AT9aNWLTtCPVr3oBKFVK8QafxFGURTNFj2OVrnR1BftexlKefbkClJ5D4C2vLMDyqs3rSwNrqLhugeRvpffNs6kol8Z8eS7WC9zpHLCbYeefRepNjyR72kia/OnvKE+M1o9CwgiQ1P2IXQY88SDtEAgEOgMRXSz0zVtbW3IskxmZqbX8czMTPbs2ePzmn379tHY2Mjxxx/PzTffTH19PY899hhut5vzzz/f5zVOpxOn06nuS5JEcnJy2HSEgnTmBSiOHqh6Bdxu5KUPY7h1CZIk6oZAIBAIBLGEeF8RZqqqqlixYgVFRUUsWrRIMztiab54veJKKqZp9BVIiowjeeiFvgfS33eKZImEaRGjd10/WTHwVcMsKjS2J5poXef6XkKI4EKgaO07QfAYjUatTRDoFJcxSWsTdI1ot+MX4bv4RfhOIAgORVFIT0/nqquuwmAwUFZWRlNTE2+88caQgb9XX32VZcuWqfulpaXce++9bN26lfb2drKzs8nLy2PTpk1qmilTprBr1y51irHCwkKsViu1tbWAZ23s8vJyampqsNvtAJSUlGC322lra6O6upr09HSKi4uprq5W8504cSKNjY00NTUBkJubS/q8c1HWfIq1qQF21EDzfra3dtDV1QVAUVERAHV1nuVPbDYbpaWlbNy4UZ2qf/z48bS1takjI7Kzs8nNzfUaOTmSJovFMqSmvXv3AgzS1NbWhsvl8tKUl5dHeno6W7duBTy/MSZOnEhtbW1AmsrKymhvb/fSFC4/9fT0UF9f71OTLz9JkkRPT4+XpkmTJrF9+3ZN/FRRUeGXnzZs2DCkJl9+mjRpEna7Xb0XwWoayk/t7e1++2ncuHHY7faA/JSbm0tGRoZffuqtp/5oysrKIi8vLyJ+KioqCthPEydODOiz19bWRk9PT8T85HA4hmwj/NXky0+KorB7926fmnz5SVEUXC5X2NryaPlp06ZNAdcnl8ul3uNw+qmhoYHm5ma//TRmzBiAgPyUlZVFfn6+335qa2ujpqZmRD+lpaUF9dnrP+vASEiK6IIeURobG3E4HABR7QHlcrkwmaIT1+39CEVDXzTLCqk8xY3R0YBiSEYxJqMYrH5f2t93BmcTGfXPY7bv8pwzZ9M09gbvxfSCJBL38u23N5Pl9uS7oyeXC+fnRLS84Yh2eVrWuR2fPM+Rhd+o5xvK74loeZEmlnzX1tZGenp62MqKhrZVq1YN+RIB4JhjjvF6kRAuou233jJj7XM51GfGbDaTl5cXEdsSgYaGhrA/L73xQguGEfIyuLqQTbZh08ypTMWx8j1W2Y9Wj8389q+sO/TaYa973XWAU41ZJPkxFeicylRS08MXyNZzux1uEv1eCt/FZ3lafOfGuu+U2i0of7xB3Tf863Xkv98D6z7zHMjJZ/nMB7yuOf29iz3l/PM1n2XJ/3MWB5Jz+fy4P6vHRu35hH2jT/DbrkTEocicc0HWoOOhfi7NZjP5+fkh2RZpXC4XP/3pT7n++uuZNWuWevzhhx+mq6uLG2+8cdA1d9xxByaTidtvv109tm7dOu655x6ee+45n/VqqBF/jY2NXsd9EYwfAqnfvfkrrz2DsvwlAAw//y3S4ceFbE+gtkdSa6RtiXT6YHwaCVuET8OXXvg09PyFT8OTXvh0eCLdJlksFr/fLYlFSRKU/lFoQfQx2feQs+t/yd1xL2kNLwd0bX/fyeZsDO6+RUG7M44JS9AvUjTbsznQPYoD3UOvYZioaFnnTAaxzlkoJFp7ecQRR7Bu3TrWrVvH2rVrWbt2LevWrePee+9FkiQuueSSoPLtDcrEEj09PVqbIAiSqqoqrrvuOpYsWaK1KUEy8ndx7H5bxz9DraMkiH2E7+IX4TuBAEwmE2VlZaxfv149Jssy69evZ8KECT6vmThxIvX19V5r+u3du5esrKwhXwyazWZsNpv6F+lpPoP5PSSV9ulVtsVP+5Bov/2GQi86QT9a9aIT9KNVLzpBaNUKMdWnQBABsuv+pm47k8aGlJczaRzGjm8BUAzDj0qIBQySCwkFo+TW2hRd8tamBczyf2ZZQQJisVjU3tK9PYJqamr4wx/+wLXXXssPf/hDADZu3Mjdd9/N559/js1m48QTT+Suu+5Sp/I677zzmDhxIkajkVdeeYVJkyaxbNkyVq9ezd13382GDRvIzMzk/PPP58YbbxTTbgoCorKyksrKSnVfkiS1p1vMrREjSYOieEqYbeyvP9z5RpNolpfI2hK9vETWFu3yEllbwOVJkteE94FcO3wbHGPfSTHCcPc32M9JzH3/D8GZZ57JI488QllZGeXl5Sxfvhy73c6cOXMAz+i/7OxsFixYAMC8efNYsWIFTz75JJWVldTX1/Pqq69y2mmnaagiDJT1C/zVxk/gTyAQCAQCvSACfwJBmJHcHV77LkthSPk5kstJ6vgWtykLe8ohIeUVDc6d8hjp1la6nMl08DutzdEdiiIGcgu8aW1t5bLLLuOYY45Rpx9qbW1l/vz5XHjhhdx555309PSwePFirrrqKl566SX12pdeeomLL76Y1157DfD0Tv7Zz37G/Pnzeeihh6ipqeE3v/kNVquV66+/Xgt5AkFUEPPiCwQCgUAgADj22GNpa2vjxRdfpKWlhZKSEm655RYyMzMB2L9/v1cQMzc3l1tvvZWnnnqK3/zmN2RnZ3Paaadx9tlnayMgTEjpWZCTDwcaoLYGxe1GEh0BBQKBQCCIGUTgL0GZMmWK1iboD8WNyV5P6v63vA47k8cFlM1A3/VkHIkraQyKZMTgbsctGcFgCdncSFCWXkO6tRXQX9/YWKlz4uV04ATju+TmT7C1fDpiOpd1DK2jL/Y6lrl3KSb7nhGv7co8nu6s0NaQkWWZX/7yl5hMJh5++GH1JcT//d//MXXqVG6++WY17ZIlSzjyyCPZunUr48ePB6C0tJTbbrtNTfOnP/2J0aNHs3jxYiRJory8nPr6ev74xz/y61//GoMhuoHnSE97JNADfn5bicY1poiV71xB4AjfxS9x6TvRdgsixMCZC/pz5513Djo2YcIEFi9eHGGrgifY+i2VTkA50AAOu2e9v9PPj/ngX1y2ZUGgF52gH6160Qn60aoXnSC0aoUYGpKg7Nq1S2sTdEda4xtk1z2MpadWPeZILgMpsPi6L99ZOzaQs/NBcnb+hdQDVaGaGjGOL+gXCNFZ5E/UufglGN8ZZDtGd9uIf4YBI4ABJHenf9fK9pC1/elPf2Lt2rU88cQTpKamqsc3bNjAqlWrqKioUP9mz54NwI4dO9R0hx56qFd+NTU1HH744V69mI888kg6OzvZu3dvyPYGSiyuOygQCCKP+M6NX4Tv4hfhO4EgcQm2fktH9nVSVN54DnnRxSgbvg6TVZFBL22ZXnSCfrTqRSfoR6tedILQqhVixF+C0tbWprUJ+kJRSG5bM+iwy1IQcFa+fGfuF0y0ta6mK2s2sikj4LwjjeS1ra8utlrWuf73enrBZ0Ds9C6JB4LxnWyw4jamj5zOmDromGJM8e9agzVgu/rz+uuv889//pOnnnqKsrIyr3NdXV3MnTuXW265ZdB1o0aNUrdjfUSd2y3WEhUI9Ih4zo1fhO/iF+E7gUB7FEVR1/AeLk2gtLW1+X2dV7qZR8OZF8BbL3j2O9uR330dwyHTg7InUNsjqTXStkQ6fdA+DXN64dPwpRc+DT1/4dPwpBc+HZ5It0mBXCcCfwJBGDA6D/g83pN2WFjyVwaMGsza9TcOlPwm4NGEkUcZYlsQSZR+IddxmTU0aGiLXujOOiHoaThbCi/2GjEXCdavX8+iRYu4+eabmTNnzqDzU6dOZfny5RQXF2My+d+OlJeXs3z5chRFUTV88cUXpKamUlgY2nqmAkFMo7NR7AKBQCAQCLSnqqqKFStWUFRUxKJFi7Q2xyfSDy+E0WNR/nW/50B9nbYGCQQCgUAgAETgL+L40yMrEhQWFkat3Gjqi/a99Lc8U8/gh9sDY36ByzoaArTZl+86sudh7dqk7hvdbRjtjbisB0cUyk4wmAMqJxL3Uhqw3b+MWPVduNCyzkmSMuz5cJcXaWLJd5FqwyOpsampiSuuuIJjjjmGc845h4YG71Cw0Wjkkksu4bnnnuPqq6/mF7/4BZmZmdTW1vLGG29w//33YzQaffYmuvjii3nssce49dZbueyyy9i6dStLlixh4cKF6vp+0fSf2WyOuc/nUJ8ZLZ4FBIJERXQ0iF+E7+IX4TuBIPoMXEtQkiS/OxAG0tGwsLAw4I6JveklSYIjT8D97uuwfTMcaACnA8li9Zk+kLwjkT5QrZG0JZLpQ/FpJNILn4aeXvg0fPnHyn2MNZ8Gml741Dex1CaJwF+YiZUeWRaLRbOydYnixGXOw+RsBKAnZTIu65igsvLlO5dl1KBjkuJZ/yt930skdXxDW97Z9KQfEVSZ4aPvxfbAYFSiI+pc/JJovnv//fepq6ujrq6Oww4bPOq4qKiIzz77jFdffZU//vGPXHTRRdjtdoqKipgzZ44awPNFYWEhS5cu5e6772bevHlkZmbyk5/8hF/96leRlDQkkR45KdAD4jMUj1itoU2FLNAO4bv4RfjOQ+Ooo7Q2QSAIO+Go31LBGJTtmz0dn/ftgeLSMFgWfvTSlulFJ+hHq150gn606kUnCK1aIQJ/YWa4HlnRfEG5Y8cOpkyJ7jpf0dQX7Ze9I5VnzzgSe8aRB0f3KSAZgn6V6NN3khEFyWstN4PchaS4SO5YB0BG4yseGwIknPfSOyfFZ96x5rtwoWWd+/7ABGbkbwDALRsiplmPvgukV60/9I76iqS2+fPnM3/+/BHLGz9+PI8//viQ+bz88ss+jx977LEsX7580PFoaBuIw+GI2jqE/uob6jMjgpQCQfiora2N+neuIDwI38UvwnceZGNidRgTCCBM9buwWN1U6uuQYjTwp5e2TC86QT9a9aIT9KNVLzpBaNWKobv1CwSCwJEkkCJTrWRjqte+wd2FpDgiUlbQiPfamtDQlUu7PR0Auzs6QRCBQCAQCAQCgUAgEAgApIKivp29u7QzRCAQCAQCASACfwlLLA0r1QNG+z4kd2dY8hrKdy1jrqAt/1x13+DuRJKd3okUOSw2BIuk46k+ta1zIuIaCqK9jF/EKDqBQJ+Idjt+Eb6LX4TvBILEJSz1u3/gr3536PlFCL20ZXrRCfrRqhedoB+tetEJQqtWiMBfglJeXq61CbrB2vEdObseJGfHn5Hc3SHnN5Tv3JZRuM056r7k7hw04k+S7aAo2JreI2P3Exgd+0K2J1he23KeZmVrgfZ17uCUwugr4BoOtPedIFiSkpK0NkEgEGiAaLfjF+G7+EX4TiBIXMJSv/MKwGgEQKmrDT2/CKGXtkwvOkE/WvWiE/SjVS86QWjVChH4S1Bqamq0NkE3ZNQ/B3jW3MvY+1TI+Q3nO9nQN42jQe4ZNOJPku1YujaR2vQ+1u4t2Fr+G7I9gdDjSqLbaaOlJ5v6zqKRL0ggtKxzaZZ20qytAJgMzhFSCwYi2sv4paenR2sTBGFCUZSw/4XTtkj3qYiE/kT+q6mp0dwG8Sd8p7e/ePDdoLbbz8bbn/wE3kTDh4LoEY7fQ5LJBEUH1/Xbuwtlc3XIeUYCvfz204tO0I9WvegE/WjVi04QWrXCpLUBgshgt9u1NkGXyKaskPMYznduSx6Npb9DkUwgGTE69uGyjAJFpif9MGRzJua2L9X0yW1f0J5/Tsg2+csLNT8l1eXp5Yfkjlq5sYCWde7wUd+o22ajCPwFimgv4xfxgih+qaqqYsWKFRQVFbFo0SKtzRHEGaLdjl+E7+IX4TuBQHv8CZAG83xst9v9vm64dNLJZ6L834MAyPffjPTDC1HOmO/39PyB2h5JrZG2JdLpw+XTUNMLn4YvvfBp6PkLn4YnvfDp8ES6TQrkOhH4EwhCQZGRDUkYZM+ok/a8MyJbnmREMSaDooAk4bYW0jT2115JXNYCdVs2aDivsHgfHzX6/45qs2doZ0iCIssyBoMYIC8YGVnWdp3VeKKyspLKykp1X5Ik9aVQVNdu9KMoSZIiv5RqP/3hzTa662BGs7xE1pbo5SWytmiXl8jaAi5P8p7w3nOtf9dLEWqDE5nh7lew91L4YDBx11HqyBPgjefgQAMAypv/hsJiOPxYjQ0TCAQCgUB/iMBfhNFqyopx48ZFrdxo6ov2vRypPIOzVQ362W0TkQ0pnqBcCIzkO0vXZtIbXsKeMpn2vB8POt+TXEFv6MdpLRoyr0jdy4LUXViN3diRUZTsiJc3FNEuL1bq3Ptbf8yxk8Nrh559l5ycTHt7O6mpqWEN/iXyPY1mWRaLJWbupSzLdHR0YLPZfKYRoxMFgvBRUlKitQmCIBG+i1+E7wSC6DNcR6mRCCSQWlJSEnDg1Vd6yWxG+clC5EcW9x1c8xHSEccFlH84bBmKQLVG0pZIpg+XT8OVXvg09PTCp+HLP1buY6z5NND0wqe+iaU2SQT+wkys9MhyOBykpKRoVr5eSG3+QN12mfPCkudIvsva+yQAtrYv6Mw6BdmU7p1AMvZtKq6w2OQ3CswqWkleyl4UBRo4Krrla4i2dU4EFEJhON+ZTCZsNhsdHR1RtkrgDy6XC5Mpdh5lbDZbTNkjECQqdrtdPOfGKcJ38YvwnUCQuISzfkszjsLw95eRr/8ZdHfB+q9QOjuQUtPCkn+o6KUt04tO0I9WvegE/WjVi04QWrVCvJ0KM7EyddXevXvJzs4eOWEY0du0NpJsJ7m9bz09V/LYsNgViO8k3Jjte0hqX4ekOOhJnY7TNh4FAxIykuIa0aZw3svZY94nL2XvwXyHuG8x4LtIoG2d668xclMV6dV3ZrOZjIzwTKHaO+orWtqiWV60tQFUV1czZcqUqJQVqj4xfZVAED60+M4VhAfhu/hF+E4gSFzCXb8lkxnpuLko770OLhesWw0nzAtb/qGgl7ZMLzpBP1r1ohP0o1UvOkFo1QqxaJFAECSKZMGRPF7dt6ccEnUbktu+ILvuYWyt/yW57QtMjr0HbfPE9KM94m98Ro33ATG1XVSQxIg/gUAgCBIRkBUIBAKBQCAIN9KRx6vbyvqvNLREIBAIBAJ9IgJ/CUp6evrIiQShIUm0555Jd/oRNI++AqTwDKANxHcm+z5vk2Q7aQ2vYlAcnvOOfb4uixiDA1D6CUjFSp07Y+KzWpsQd8SK7wSBI3wnEOgTUffjF+G7+EX4TiBIXCJSv0vKIeXg9J4bv0OR3eEvIwj00pbpRSfoR6tedIJ+tOpFJwitWiECfwlKcXGx1iboAre1gPb8c3HayoPOQ2naj/z5Ryg9XcDIvnMkl6nbBrnT65wkO5Bkh8+0gsgSK3XOYnSMnEjgRaz4ThA4wncCgT4RdT9+Eb6LX4TvBILEJRL1WzIYYdI0z05XB+zcFvYygkEvbZledIJ+tOpFJ+hHq150gtCqFSLwl6BUV1drbULCI8l2JHfnyAmHQVEU5P+9C+WxJSjP/QsY2XfOpBIUjMiGJCTZPsgm+k3v2TZqfkj2BYyk3xF/os7FL8J38YvwnUCgT0Tdj1+E7+IX4TuBQHsURYnIX3V1dUTylSZN77N9w9cRsz8WtMban1506kmrXnTqSatedAqt4f/zl/DMTRgBXnvtNZ577jlOP/10Lr30UgAcDgdLly5l1apVOJ1Opk+fzpVXXklmZqZ63f79+3n00Ueprq4mKSmJ2bNns2DBAoxGo5qmurqapUuXsmvXLnJycjj33HOZM2eOV/lVVVW8+eabtLS0MG7cOC6//HLKy4Mf1SVILCR3J3nb7wagpfASHCmTgsuoqwN27wBAWf0BXP7rES/pzP4BnTlzAUjbt8xrOk9JcXit66dIxkHXR5LBKyXpJ/AnEAgEgvhDEWv8CQQCgUAgiFGqqqpYsWIFRUVFLFq0SGtzAueQfoG/NR/DqT/2jAQUCAQCgUAQcWIy8FdTU8O7777LuHHjvI4/9dRTrF27luuvvx6bzcbjjz/OkiVL+MMf/gCALMvcc889ZGZmcvfdd9Pc3MzDDz+M0WhkwYIFADQ0NPCnP/2JuXPncu2117J+/Xr+8Y9/kJmZyYwZMwBYtWoVS5cuZeHChVRUVPD222+zePFiHnzwQTIyMqJ6LwSxSVL7OnU7c+9TNJTdBQZL4Bntbwj8GqnvJaWkeE/rKMnegb9wrTvoPyLQpwUf1R3D+Mxd2MydON1mrc0RCARRpLm5mdbWVgoKCkhKStLaHIFAIBAIBIKYIp6flSorK6msrFT3JUlCkvzrtORvuoimzy9EKamA2i2eDs9rPkE65iRtbAkyfSzZEmh6YUvs2xJoemFLeNILW8KTXtgSnvSRzDvmpvrs6enhr3/9K1dddRUpKSnq8a6uLj744AMuueQSpk6dSllZGVdffTWbNm1i8+bNAHzzzTfU1dVx7bXXUlJSwsyZM7ngggtYsWIFLpcnGPLOO++Qn5/PxRdfTFFREZWVlRx99NG8/fbballvvfUWp5xyCieddBJFRUUsXLgQi8XCypUro3szQmDixIlam5DQSHKP94Fggn4AHW2DDgXiu/7r+QEYZDsofYtmK1EO/A1qegIYfhzvaFnnXLIZu8vzI1aMXgkc0V7GL3r23RdffMGvf/1rfv7zn/Pb3/6WmpoaANra2rjxxhtZs2aNxhYmOqKt1RI91/14R/gufhG+E8Qb4lnJfyJVvyVJQjrnYnVfef1ZFLd7mCsij17aMr3oBP1o1YtO0I9WvegEoVUrYi7w99hjjzFz5kwOPfRQr+Pbtm3D7XYzbdo09diYMWPIzc1VA3+bN29m7NixXlN/zpgxg+7ubnbt2gXAli1bvPIAmD59upqHy+Vi27ZtXmkMBgPTpk1T0/jC6XTS1dWl/nV3dwd3A8JEY2OjpuUnOuae3ep2S8HPgs5H6Rq8RqA/vktuWUXK/v9g7drkddwz1adT3c/ZsQRk58DLI0hfoM8lm9DTCEBR5+IX4bv4Ra+++/LLL3nggQdIS0vj/PPP9zqXnp5OdnY2H374oTbG6QTRyUJb9Fr3EwHhu/gl5n3n62eHaKp1i3hWCoxI1m9p0qEweYZn50ADfKNtwDXm27IwoRedoB+tetEJ+tGqF50gtGpFTE31+d///pft27dzzz33DDrX0tKCyWTyGgUIkJGRQUtLi5qmf9Cv93zvud7/B07XmZGRQXd3Nw6Hg46ODmRZHpRPZmYme/bsGdL2V199lWXLlqn7paWl3HvvvWzdupX29naysrLIz89n06a+QM2UKVPYtWsXbW2eUV+FhYVYrVZqa2sBsFqtlJeXU1NTg91uB6CkpAS73c7evXsBz0NrcXGx12LrEydOZPv27TQ1NQGQl5dHeno6W7duBcBoNDJp0iS2b99OV1cXAEVFRQDU1dUBYLPZKC0tZePGjbgP9sgaP348bW1t6gc4OzubvLy8qGlqbGzURNPkyZMHacrt8vQWdCtGNtSbKC8nKE3t9btJp4+ePXVUb9hIU1PTsJqsDZ+RZhjckNi72rBYreq+0dVCQ30d2fnFPv3U3t4eVj8dfbArQZs9k3+vX8hxmS2affYKCgqwWq3s2LEjJE3+fva2bNmipol2fXIP6DXZ1NQU9vo0ZswYJEmKiqbx48dTU1ODw+EIu598ffaqq6tpampK2HavpKQkKprGjRuH3W6nvr4+4pp6/VRXV0dTU1PU/JSWlsbYsWOD0rR7927y8vIIBy+//DKTJ0/mjjvuoL29nZdeesnr/IQJE3j33XfDUpZAEIs0NTVRWFiotRmCIBC+i1+E7wTxhHhWCoxI129p7lkoG74GQP7gLYyHHROxskZCL22ZXnSCfrTqRSfoR6tedILQqhUxE/jbv38/Tz75JLfddhsWS5DTJmrIj3/8Y84880x1v3e+1fHjx6svryVJYsqUKV7XFRcXD8prYJry8nKv/ZSUFLKzs4e9JiMjY9CxgfulpaWDyh4YFJ00aZLXflJSEvn5+V7HJk+eDPRpjpSmwsJCCgoKvMqKlKbefJWDU1X212RwtWFo8kwda5TclJdPCFpThtnk1TnV/OKjnLC9BvPJZ2A4a8GQmqzdo6FjcOAv1dCC7LZ6HSvIz0E2mYb87PWfGzhUP21ZvR6bwUmPKxmQ1Ps6ZcoU9V4OpSkUPw3UBH2+C9dnb2CjPTBNTk6Oz3rYn1A19TKwzpVn7SIr+QAAFqOD7OzssGjq9VPvvZQkKWKa+qdRFIXy8nKvz2a4/OTrs1dYWOiVLhKawPPZ638vI6mp10+95UVSUy+KopCSkkJOTs6w14SqqZdJkybhdrvVayOhCfo+e/3bsGA0jRkzZlDZwbJz504uueSSIc9nZGSoAc54QVEUr3scSyiKEtQAdglIkvycXCPM+qN9L7XwXbTKTPR7KXwXn+Vp1V7Gsu+UAQ11IHkMl1aM8PaNr3sW6ucjnJ+vRHxWimsOmQEFY6B+N2z6DmX7ZqTSCVpbJRAIBAJBQhMzgb9t27bR2trKb3/7W/WYLMt8//33VFVVceutt+Jyuejs7PQa9dfa2qqOzsvMzFTnbe9/vvdc7/+9x/qnSU5OxmKxkJ6ejsFgUEcI9uJrNGF/zGYzZrM5QNWRI1yjCgSDsXRuDF9m3V3e+9XrMAHKW8+j/PACJIPR52Wysa8OOJPGYrTXY1A8AWaDbPdOrLjCZ+8IfFT3A2yyx2ZJR9N8grZ1bnxWrWZlJwKivYxf9Oo7q9VKT0/PkOf37dtHampqFC0KnKqqKlasWEFRURGLFi3S2hw/CPw7bY4xM/xmCAD91v1EQPgufhG+E8QTifCsFE0iXb8lgwHmnoXy9N8AkF9+CsOiu706ekYLvbRletEJ+tGqF52gH6160QlCq1bETOBv2rRpPPDAA17H/v73vzN69GjOOusscnNzMRqNfPfddxx99NEA7Nmzh/379zNhgqen0IQJE3jllVdobW1VRwZ8++23JCcnq1OFVVRUsG7dOq9yvv32WzUPk8lEWVkZ69evZ9asWYAnALl+/XoqKysjdwPCTHp6+siJBEFhT5kMja8C0JUR4hQVPtb4U+npAVuKz1OyKa3PHtskTMZ0kjrX952XLGogUIpi4K8/eusbq2Wd63+vNzZOJ7t8yKQCH4j2Mn7Rq++mTJnCRx99xBlnnDHoXEtLC++//z6HH364Bpb5T2VlpddzlSRJ6ssfLV4CDYeERDDfammS7847vguRIqI72vcyWuWlp6cnrLZEL0/4Ln7Lin3feXc7DORaKUJtcCIz3P0K9l6G0weJ8KzkC39mSAhm5GRaWprf1wWav5r+mFNgxavQsNcz6m/D131r/4WadwD4qzXStkQ6fVR8qnHevQifRteWWPJpoPkLn4YnvfDp8ES6TQrkOj/nH4o8ycnJjB071uvParWq6+nYbDZOPvlkli5dyvr169m2bRt/+9vfmDBhghq0mz59OkVFRTz88MPU1tby9ddf8/zzz3Pqqaeqo/HmzZtHQ0MDzzzzDLt372bFihWsXr3a64HwzDPP5P333+fDDz+krq6Oxx57DLvdzpw5c7S4NUHRu7aQIPyYHHvZP+43NJbeRkfej0LLbLjA38DRgP1wJpWo20ZnI9LBIB+Ay5yDPW2Guh/twN8heWs5duwKjh+7AmTHyBckCLFS59bvO1JrE+KOWPGdIHD06rsLL7yQpqYmbr75ZnV9mt5nnt7Rc+edd56WJsYP4kVvXKLXup8ICN/FL8J3gngiUZ6VqqqquO6661iyZElEy9m2bVtE8weQTCakHy1Q95WqlyNepi+ioTUW0ItO0I9WvegE/WjVi04QWrUiZkb8+cMll1yCJEksWbIEl8vF9OnTufLKK9XzBoOBm266iccee4zbbrsNq9XK7NmzueCCC9Q0+fn53HTTTTz11FMsX76cnJwcfv7znzNjxgw1zbHHHktbWxsvvvgiLS0tlJSUcMsttww71adAH0juLrL2PAGAI7mcljFXhJSf0j1c4K8T8D082GXtW0vK6GyhJ/0wrF2bAXCbc1GkflU7yoG/4oytFGd4GrlG5SydTfgpEAgEkWf06NH8/ve/58knn+SFF14A4M033wQ8a4BeccUVg9Y7FISIiA8KBAKBQBA3JMqz0nAzJIxEoCMoo5L+yONR3vg3NOyBjd9CbQ1SaYU2tsRA3pFOL2yJfVsCTS9sCU96YUt40gtbwpM+knnHdODvzjvv9Nq3WCxceeWVXsG+geTl5XHzzTcPm++UKVO47777hk0z8AEr3jAaA5heSuA3Rkejuu0y54SeYVfH0OeGGfGnGKx9Njn347QWqfuyKR1F6ltvMpoj/i6e/CgZ1v5raMpRK1trtKxz4n10aIj2Mn7Rs++Ki4u5/fbb6ejooL6+HkVRGDVqlG6nPw0e0YLGI3qu+/GO8F38ksi+a+p28cqGJiblJnNCifgeTRTEs5L/RKt+SwYj0qk/Rnn6EQDkqpcx/uKmqJTdSyK3Zf3Ri07Qj1a96AT9aNWLThBatSKmA3+C4Jk0aZLWJiQkJud+ddttyQ09w2GCe/QMc64fRnc71s7v1X1L5ybclr7ei5IcvcBfsqnbaz+YuZDjFW3rXN99TjYPM4pU4BPRXsYvwneQmppKeblY2DNYFIN4FI5HRN2PX4Tv4pd4950yTEePh1bv5Zv6Lt7a1Mwh+cnk2sxDphXEH+JZaWSiWb+lY072jPprbYJ1q1HqdyMVjIla+fHelvmLXnSCfrTqRSfoR6tedILQqhUxs8afILxs375daxMSktTGN9Rtt9n3NJwBMcwaf8pw6/8B3el9a7k5k4rVbaO7DUt3Tb+MojnV58BAn34Cf7FS586Y+G+tTYg7YsV3gsDRq++WL1/O4sWLhzz/xz/+kXfeeSeKFgkE0UWvdT8REL6LX+Lddztzjh7y3Df1fR0ud7bYo2GOIMJE+lmpqqqKa665hosuuohbbrmFmpqaIdN++OGHzJ8/3+vvoosuCrrsSBDN+i2ZzUg/+KFnR1GQX3s6qh2G470t8xe96AT9aNWLTtCPVr3oBKFVK0Q35wijKIomo566urqiVm409UX7XvYvz2Tfi0FxqPuOpLFB26M070d56C5oOTB0ou7OYfNvzz4VlzkPl2UUTstoHEklSIoTs323mqYt90e4LKN85hONe6nIChwsR0vfRYNYqnPhtkP4Lnwk8r0U33WRvb4/K1euZMqUKUOeLyoq4r333mPevHlhK1MgiCW6uvybFUEQewjfxS/x7rvqsedqbYIgikTyWWnVqlUsXbqUhQsXUlFRwdtvv83ixYt58MEHycjI8HlNcnIyDz30UMBlRYto129p9mko/1nm6Qj91SqUt15A+uFPolJ2vLdl/qIXnaAfrXrRCfrRqhedILRqhRjxF2aqqqq47rrrWLJkidamCMJMUse3XvuKIcmv65SuTuTn/on873+huDyj75SPqmDPzuEv7O4e9rRitNGVeTwOWwWKMZnmMf9DS8HP1PM9KZPpzjgatznbLzvDgTRwhJ+OpvrUkgDXgRUIBHFOfX09RUVFQ54fPXo0+/bti6JFAoFAIBDEIOKniG6J5LPSW2+9xSmnnMJJJ51EUVERCxcuxGKxsHLlyiGvkSSJzMxMrz89IyXbMFx8rfpDVnn7BZTWZo2tEggEAoEgsQhpxN8f//hHTjzxRGbNmoXFYgmXTXFNZWUllZWV6r4kSUgHH2akKL6dLyoqimp5EF19Wmjrv25eIDYobzwHHy737JQfgjTrRKTG+pF/h/Z0BazToDj7GWjx6/qw3ksfWQ3MP1E/l1rWuVZ7ms/jkSovWujBd4lYnviuC+91vjCZTLS0tAx5vqWlJajyNmzYwBtvvMH27dtpbm7mhhtuYNasWcNeU11dzdKlS9m1axc5OTmce+65zJkzJ+CyBYJAGO5lriC2Eb6LX4TvBPFEpJ6VXC4X27Zt4+yzz1aPGQwGpk2bxubNm4e8rqenh6uvvhpFUSgtLeXCCy+kuLh4yPROpxOns++3vSRJJCcnB2yvv2hRv6XDj0X6wY9Q3n0d3G6U1R8gnXpOxMvVS1umF52gH6160Qn60aoXnSC0akVIgb99+/bx17/+laSkJI488khOPPFEpk2bFvWXcAJBNOhJPwzZmIS1YwNdWSf6fZ3ywVt9O9u3wKwTUXoGjOabehisX+t9rHv4Nf58IfUL/CmG6AfjB9V8MeIvKqzecyTlGbvJTdmHrIiB3AJBojNhwgQ+/PBDzjjjjEEvgbq6uli5ciUVFRUB52u32ykpKeHkk0/mgQceGDF9Q0MDf/rTn5g7dy7XXnst69ev5x//+AeZmZnMmDEj4PIFAoFAIBAIwkGknpXa2tqQZXnQiL3MzEz27Nnj85rRo0fzi1/8gnHjxtHV1cUbb7zBbbfdxp///GdycnJ8XvPqq6+ybNkydb+0tJR7772XrVu30t7eTnZ2Nnl5eWzatElNM2XKFHbt2kVbWxsAhYWFWK1WamtrAbBarZSXl1NTU4Pd7lnLsqSkBLvdzrZt20hOTiY9PZ3i4mKqq6vVfCdOnEhjYyNNTU0A5Obmkp6ezrZt2wAwGo1MmjSJ7du3q9Ob9b70rKurA8Bms1FaWsrGjRtxu90AjB8/no5ps8h693UAnB9WYTj5h2zessVvTRaLZUhNe/fuBRikqbu7mxkzZnhpysvLIz09na1bt6qaJk6cSG1tbUCaysrKaG9vp7GxESCsfurp6aG+vt6nJl9+Sk5Oxmq1emkK1k9tbW1emnJzc70C3f74qaKiwi8/bdiwYUhNvvw0adIk6urqVA3BahrKT+3t7X77ady4cdjt9oD8lJubS0ZGhl9+2rJlC8nJyX5pysrKIi8vLyJ+KioqCthPEydODOiz193dzdSpUyPmJ4fDMWQb4a8mX35SFIXdu3f71OTLTxaLhZSUlLC15dHy06ZNmwKuT3v37lXzCaefGhoaaG5u9ttPY8aMAQjIT1lZWeTn5/vtp+7ubjIzM0f0U1paWlCfvWnTpuEvkhLiojM1NTV88sknrF69mtbWVjIzMzn++OM54YQTKCkpCSXrhKCxsRGHw7MuXDQDotXV1cPOaR9Oej9C0dAXzbLCVZ574Y/UbenokzBccR3uO6+F3Ts8B3PykU49B+W5f3hdJx09B8MV1/tdjq3pQ1Ka30dSPNOJ9qROozN7HrIxCcWYOih9JO5l9ubbMBnc6n590W8xJGVGrLzhiHZ5Wta5Z/9dy08nv05eSj2yIrG/4o8RLS/S6Ml3iVRetLVBfPnObDaTl5cXFlu2bNnCnXfeSXZ2NqeffrraY3znzp0sX76c5uZm7rjjDiZMmBB0GfPnzx9xxN8zzzzDunXrvKY3f/DBB+ns7OTWW28NqLxIPC+9/nwzhjDkNacyDfuH77K652j12PTv/s43034Rct5qGaelkZZuDFt+idzWQHzVfVGeN8J38VdWL7HuO2X7FuQ/LlL3jY++gfuRP8LXnwGw/AdLB11z+nsXA3DOnPvUY3eeXMzMwhTA8ztuf3I+a44buTOMnnAoMuf+ZPByEnp4VmpqauLnP/85d999t9e1zzzzDBs2bOCPfxz5d5jL5eK6667juOOO4yc/8b2u3VAj/hobG72O+yIYPwRSvwPNf6T07gduhU3fedJc/wekSYeGLW9f+Ks13DqjnV5Ln0Yr716ET6NrSyz5NND8hU/Dk174dHgi3SZZLBa/n5dCGvEHUF5eTnl5OZdccgnffvstn3zyCe+99x5vvfUWRUVFnHjiiRx//PFD9mQSCBKZ3jX91P0dNSidHVBfpx4z3Hw/ytpVg6/tDmwxUJOjXg36ASR1fEdSx3d0ZP+AruxTArQ8OPo3VTtaKrAWhe8lpkAgEAg8VFRU8Nvf/pZ//etfPPnkk17n8vPzufHGG0MK+vnLli1bBvU2mz59+iCbBAKBQCCIF0LsFy2IESL1rJSeno7BYBg0jWhLS4vf6/aZTCZKS0vVUUG+MJvNmM3mgO2LR6TZlSgHA3/KileRJh2qsUUCgUAgECQGIQf+ejEYDMyYMYMZM2bQ2dnJv/71Lz777DOee+45/v3vfzNlyhTOOOMMDjvssHAVKRgGm82mtQmJheIiufUzZFMm9tSp/l/XOOBhfv8+qNsOB4cPSyfMQ8rIQulsH3xtgIE/xeD7h0Fq03vYU6bgthYElF9weH4o7+8axXtbz6Fyeip6mXhS1Ln4RfguftGz7w499FD+93//l9raWvXFUUFBAaWlpVEbAdLS0kJGRobXsYyMDLq7u3E4HD7Xf472mjWCxETPdT/eEb6LX4TvBPFGJJ6VTCYTZWVlrF+/Xp0VQZZl1q9fT2VlpV95yLLMzp07mTlzZlA2RAIt67d02LEouaM870qq16LU1SIVl0asPL20ZXrRCfrRqhedoB+tetEJQqtWhC3wB7Bx40Y+/vhjPv/8czo6OiguLubEE0/EZDKxcuVK7r33Xs455xwuuOCCcBYr8EFpaeQelPRI6v4qbK3/BaAr42g68s7y78J9dd77TgfKrm19+wWe+ZKl6UehvP6cd9oA1/hTpKF7BKYeeIfW0RcHlF8wvF97GlYJ7K6DL3F11GFWyzp39OgvyUvx/Jg1SDq66WFCtJfxi959ZzAYKCsro6ysTGtT/GakNWsCnT8fhl7nIFzU7a7D1NwM/eOTYY6ttra0YjAGvnZDuNajgNDXQpk8eXJY1qPwR1NhYaGaJpKaglk3JNb9NLA+FRQUYLVa2bFjR1Q0Aep1kdKkpZ/GjBmDJEkR1xTMulbBaur1U1dXF9XV1THrp65tWymhj+rqasa0t5FGYOzcsQNrs0eTPsZbBUckPnuBrFnjL5F4VjrzzDN55JFHKCsro7y8nOXLl2O325kzZw4ADz/8MNnZ2SxYsACAZcuWUVFRQUFBAZ2dnbzxxhs0NjZyyinRmZXHH7R8ppaMRqS5Z6H8+18AKB9XwUXhm059IHr5/aAXnaAfrXrRCfrRqhedILRqRchr/NXV1fHxxx/z3//+l/3795ORkcHxxx/PiSeeOOilyz//+U8+//xznnjiiVCKjCu0WuNv48aN6o/rSJPI61n0ljdq6y3qMZdlFE1jf+3X9fJ/XkZ55akhz0v/cyOGI4/3pF31ATQ14l7+EganA3JHYbznUb9ttTW9T2rTe0Oebyi/x2s/EvfypReaSOo3xm/e2elYrYaIlTcc0S5PyzrX9PljTMrZqp4f6Otwlxdp9OS7RCpPi/WG4sl34Vy3ppe6ujr27dtHZ2enz6nJZs+eHXTe/qzxd8cdd1BaWsqll16qHlu5ciVPPvkkTz3l+7tvuDVr4mqNv/V/55upYo0/rcqLp7ovyvNG+C7+yuol1n0XrjX+7jipiMNGe9ZHF2v8+SYe1vjrJVLPSlVVVbzxxhu0tLRQUlLCZZddRkVFBQB33nkneXl5XHPNNQA8+eSTrFmzhpaWFlJSUigrK+MnP/lJUC8GI7XGXyD1OxLrIyk9XciLLgGHHWypGB54Esk8eOaIUG0B/7XG2rpRgabX2qfRyLsX4dPo2hJLPg00f+HT8KQXPh2eSLdJUVvj7ze/+Q07d+7EbDZzxBFHcOWVVzJ9+nQMBt+T+02ZMoUPPvgglCIFftLb+1IQHlzmHEzOAwC05Z/v1zWKy4XyxrPDppGy+n4wGY49GQD7h//B0toEPYFN9SkbU9Xtrozj1BGK0WRgU6WnNTJipc69W3MO08u1tiK+iBXfCQJHr76rr6/nr3/9KzU1NcOmCyXw5w8VFRWsW7fO69i333477Jo5elqzRhA59Fr3EwHhu/hF+E4QT0T6WamysnLIqT3vvPNOr/1LL73Uq5NULKJ1/ZaSbJ4pPz9bCV0dKF+vQTrYQTrcaK01WuhFJ+hHq150gn606kUnCK1aEVLgLyUlhauuuoqjjz7ar/lLjzzySB5++OFQiow7FEXRLPgRrXKjqS/a91It7+D/smTBaR2t7g977Xuvg8s1fJqM7EF5yZYkz0ZXF7Is+x357x/4k+SewWUNKCdS93LWmA8Yl7UZCWh1XIFizY1oeUOhRb2LhTrX1J0fdjuE7+KvHC3KE991kb2+P48++ig7d+7k0ksv5ZBDDiElJSUs+fb09Khr4AA0NDRQW1tLamoqubm5PPfcczQ1NfHLX/4SgHnz5rFixQqeeeYZTjrpJNavX8/q1au56aabwmKPQCAQCATRJpqjKAWRI1LPSoLIIR17sifwByir3ocIBf4EAoFAINALIQX+fvnLX5Keno7F4nsIvsPhoK2tjdxcz4t/q9Ua9qkbYo2qqipWrFhBUVERixYtGvmCCBFP6/3EAwa5G/AOro2E8vKAac7mnA4fLvc+lj24PlgyMqFxD8hucDjAavWrPNnY92MmqX3dMCkjR56tnqKM7aRbWwFolmOnl0OkiaU6pyiKeGkRALHkO0Fg6NV3Gzdu5Mc//jGnnXZaWPPdunUrd911l7q/dKlnWrTZs2dzzTXX0NzczP79+9Xz+fn53HTTTTz11FMsX76cnJwcfv7znzNjxoyw2iUQDGT8+PFamyAIEuG7+EX4ThBPROpZSWv86VgeTGezsrIyv68LNH+/850wFXLy4EAjVK9Dbt6PlJkTVlvAf62R0hmt9LHg00jn3YvwaXRtiSWfBpq/8Gl40gufDk+k26RArgsp8HfNNddw7bXXcvzxvnvifPnllzz00EO88MILoRQTVwyc8kGSJPUFfDRfxLe3t5OcnBy18iC6+qIa1FDc6gg6xZgcVNnS0XOQFlyFPCDwZzAOXs/HZbLQG0qXerqQkpL8K8TQFyCUkAfbgAzS4PLCdi8VhfMPeXpA3oMDUNEOSEWrPC3r3ECJ/dudSJQXLfTgu0QsT3zXhfc6X6Snp/s100KgTJkyhRdffHHI871r1Qy85r777vORWhAILqeCIitIBtFpwx/a2tpI8vf5SBBTCN/FL8J3gngiUs9K0SZaHcvb29s1r9+SwYBy9Mnw9gugyPDZh1B5btjLiQWt0UAvOkE/WvWiE/SjVS86QWjVCt+L8YUJl8s15Hp/gsjS2NiotQkJg7lnBxKeaLrbHMCI1dQ0dVM6Yz6SJGG459G+Y8fP9XlZd/+XwwGs8+ey5OM2ZQCeNf4GIskOJFcHyc0fY7Tv8ztf/xnc40CW9bPGX6zUufKc9cjy4MCvYGhixXeCwNGr7+bOncsnn3wi6noC8el7HXy4ol1X35uhoNe6nwgI38UvwneCeCJRnpUqKyv5y1/+ogb9ejt4hvuvsbExYnkH9HfMSap25fOPEltrhP/0olNPWvWiU09a9aJTaA3/n78EPOKvq6uLrq6+YER7e7vXtE+9dHZ2smrVKjIzMwMtQiCIKdIbX1O3Hcmlfl2j2Hugo92zUz4ZqaAIACl3FNIV18OubUinnefzWnWNP4DODv8NlYw0F/0Ck30PzuQybK3/9T4t95CxdylmRz2uti84MPZ6//MOEvH6MjpI/e704aM/ZY9yqobWCASCSFNYWIgsy/zmN7/hpJNOIicnx2dHq6OOOkoD6/RC+EfmdbTJ7N7ppLjE9xT6AoFAIBAI/EM8K8UnUn4hSkkF1G6B3TtQWpqQMrO1NksgEAgEgrgk4MDf22+/zbJly9T9J598kieffHLI9BdccEFQhglCIztbPByFi+bRV2B0t2Nr+QSXtWDIdIrLCds2w7hylDf/rR6X8gu90hmOngNHzxkyH/OovvRKYz3S+El+2yqbMnCYMkBRUDB4TflpcHdhdtQDYHLuB8UFUkiz/Q7A14i/+O5hGQiizsUvwnfxi1599+CDD6rbTz/99JDp9DTVeqLgcoouM/6g17qfCAjfxS/Cd4J4QjwrBUZM1e8pMz2BP0DZ+A3S0SeNcEFgxJTWCKIXnaAfrXrRCfrRqhedILRqRcBv/adPn05SUhKKovDss89y3HHHUVrqPQpKkiSsVitlZWViEXCNyMsLYEpKwbDIpgwsPdtxWcfgshYPmU555u8o/31v0HHp2JMDKi+ltLxvZ3+QU3JKEl2Zx5PS8nE/A13YbYdg7frek8Tdg2JKDS5/f83Q0Zi/2Kpz+rnv4SC2fCcIBL367o477tDaBIFAU/Ra9xMB4bv4RfhOEE+IZ6XAiKX6LU2ajvL2wTWnN3wDYQ78xZLWSKIXnaAfrXrRCfrRqhedILRqRcCBvwkTJjBhwgQA7HY7Rx11FGPHjg27YYLQ2LRpE1OmTNHajITBnjZzxDS+gn6MGYc0cVpAZe1samFc705XAFN9DqAz9zRkUwZJ7WtRDElgMKMYrep5g9yDm3AG/vS9xp+WdW5zcxkTsrep+/q56+FBtJfxi159N3nyZK1N0BUNe51kaG2EwAu91v1EQPguftGL78I/kbNAC8SzUmDEVP0umwgWKzjsKGtXIY8aDbYUpNmnIfmYrjVQYkprBNGLTtCPVr3oBP1o1YtOEFq1IqR5/s4///xw2SEQxDXK7p0+j0ujAw+Ku5NsfTuBrPHng+7MY+nOPFbdlw196wcaXc24Lbkh5T8SiiJCUNFgc1M59fkbKUirA0DcdoFAIAgfG77p4Zgk72NtaeN8JxYIBAJBXCMeowUCbZHMZpSJ0+C7L8Heg/LaM54TPd1Ip52nrXECgUAgEMQRAQX+etf2O+ecczAYDF5r/Q3HeeeJL2dBfGJr+S9GVxNuczY96UeiGKw+07k2rOPBQxbwTXYFv9j0MkfvXw+AdNScgMuUrcnqtrLqfdxbqpHO/imGWScGpcHgbMboakGS7UhK35p76Q3L2F9yc1B5+o/46awFIuAqECQ+LS0tfPDBB2zbto3u7u5Ba6pKksTvfvc7jaxLQAY0q9vHnaaNHQKBQCAQCPwiEZ+VFEUZ8bdesL8F/b0u0PwDSd+bVjr3EpQdW6Gtue/cxyuQ5/3Ya9RfJLVGUmc00gdyTTR8Gqn0gVwXaz4SPg3PdbFke7z6NND0wqfhuS5YWwK5LqDA30svvQTA2WefjcFgUPdHQs+BP38ezCLB5MmTo1ZuNPVF+15aO9dj6dkBQFfakT6HUimKwnkNE2GUZ/+xirM4av96DJf9CmXa4QEPv6o47AgUgwF6f5g01qO89H8oR54QlAZb88fY2j4bdNzobg/v/RzwQ+q/O+aROTUtqIYpHES7PK3rnNJvYqJwtzvCd+Ejke+l+K6L7PX92bFjB3feeScOh4PRo0ezc+dOioqK6OrqoqmpiVGjRpGTkxO28qKBVs9LMUeY7kMitzUQX3VflOeN8F38ldVLrPtOGdBDw5NHEPaK7yO/8Pl7RDwrhZ2qqipWrFhBUVERixYtilg5sTY1qjR6LNz2Z5Q3noNP3/Uc3L8Par6HCaFNnxZrWiOFXnSCfrTqRSfoR6tedILQqhUBBf5eeOGFYfcF0XswG4m6ujqKioo0Kz9RMDqbAHAbU8FgGXReURSWVTd5HWuyZtD+vy+TmdRXvfa2OwAoTBucx0B219czOncUNOztO9hyIBjzPTYOMUoxkuxpH8vG/TM5TEoeOXGCoGWdM0kuTAZnvyPiZUUgiPYyftGr75577jmSkpK4//77sVgsLFy4kMsuu4ypU6eyevVqHnvsMf7f//t/Wps5LLHyvBRziMWl/EKvdT8REL6LX2Led2EKGomn6MQgEZ6VACorK6msrFT3JUlCkvx7WPA3HcCuXbsoLi4OyLZA8g80vSRJSFk5cMm1yBOnoTz+Z8+JVe8jTZwaUt6Bao2kzkimj0WfRipv4dPo2xLpvCOtVfg0POmFT30TS21SSGv8CQYz3INZoI4Mhba2tqiWB9HVF5WyZAdGdzsAbnPOoDK7nG4uebkGh9vz8zANI9mSiTrFzvPfHeAXswoA+L6xi9ve24mswF9OK6Eka8BCQQNoa2tj9Kgx3oE/AFlGMhoDlqEYB5dnt02kLfesgH44jIjBzFNf/xKTJCErnuk3FAbnn6ifSy3r3Gnj3ycvpd7nuUiUFy304LtELE9814X3Ol9s3LiRs846i9zcXDo6PGvB9k5fdcwxx7Bx40aefvpp7rrrrrCVGW5i5XnJb6JkkuTjezOk/OKkfgRKPNV9UZ43wnfxW1bM+06SvIJ2kiRBEPaG9fdRAjPcPRLPSvFHW1ub1iYMiTTzGJTkFOjuRFnzMcq5lyClZwadXyxrDSd60Qn60aoXnaAfrXrRCUKrVhhGThIYdrudDz74gHfeeYfGxsZwZy8QRA2Ts2+UndvsPQ2Ioijc8u5ONeg3UUrmAlMec41ZnG3MoWpLC212NwD3fLwblwyyAp/XdfhVtpRfOPigvScoHbIxddAxh60C2ZwZVH5DIknY3TZ6XDYcbk+wUUyTEx3EqwmBQF8oikJGRgYANpsNg8GgvtQCGDt2LNu2bdPKPIFAIBAI4hbxXJ0YiGelxEGyWpFOmOfZcTlRPvyPtgYJBAKBQBAnhBT4+/vf/+41PZPL5eLWW2/ln//8J48//jg33ngj27dvD9lIQeAUFvoIHAkCwtxdq267Lfle557+upHtzXYMwCXGfE4wZqjnsiQzErDwta08ta6B1h63eq43UDgchYWFvnunOoIN/KUNOqZI5qDy8geLsZs0azMZ1gNIsiNi5cQasVLnnvvmGmQi599EJFZ8JwgcvfouPz+fhoYGAAwGA/n5+Xz33Xfq+U2bNpGSkqKVeQJBxNFr3U8EhO/iF736TnRjjE/Es1JgxHr9lk4+EwwHZxX6eAXKwdGbwRDrWsOFXnSCfrTqRSfoR6tedILQqhUhTfVZXV3NCSecoO5/+umn7Nq1i2uvvZaSkhKWLFnCSy+9xI033hiyoYLAsFqjv65bomF07FO3HUkl6rbTLfPyhiYMwOWmAp/XJmOgyyXzygbv9f96XIMfUN/b2sIH21q58NBcpo1K8fjO7CNw0xNk4M+UPuiYYohcYGjaqC+YUbgagE3unwGxs6hpJNG2zolXEqEg2sv4Ra++O/TQQ/nss8+48MILAZg7dy5PP/00DQ0NKIpCdXU1P/zhDzW2UhAUYqiJX+i17icCwnfxi/CdIJ4Qz0qBEev1W8rJg6mHw7dfQGsT7NoG48qDyivWtYYLvegE/WjVi07Qj1a96AShVStCGvHX0tJCXl6eur9mzRrKyso4/vjjKSoq4pRTTqGmpiZkIwWBU1tbq7UJcY/R1axu95/q88+rPGvvHWYYPIVmL1MNtr58gAopiWxMNHW7vNI53DJ//aye6oZu7vtkD+DxnTTnDDBbvDMNcsSf28eIv6T2b7A1f4y5O4zTmyguZhas5tCCz/sO6Wiqz1ipc4p4axwwseI7QeDo1XfnnHMOv/rVr3C5PN8pZ5xxBvPnz6e9vZ2uri7OPfdcfvKTn2hspUAQOfRa9xMB4bv4RfhOEE+IZ6XAiIf6LR16pLqtfPtl0PnEg9ZwoBedoB+tetEJ+tGqF50gtGpFSCP+rFYrXV1dALjdbjZs2EBlZaV6PikpST0vEMQbBpdnMU4FI4rRMw2IW1ZYtbOdCimZGcME/kqkJNbgWUNguiGVwwypOBWZ1c3eC3zWtfZNhdm7JiCAlJ2L4U+Povz7UZQvP/UctNuD0qEYbYOOWbs2Ye3aRGfGCbhs44PKdyCS7OTIMZ8MKDz4KTgEwaOjeKtAoEtSU1NJTe37DpIkiXPPPZdzzz1XQ6sEAoFAIIg+He1utm+2U2Ayk621MYKYIVGflRRFGbFzbbCdb/29LtD8A0k/bNoph/Wl++5LlDMviKjWSOqMRvpArtHMp2FIH8h1seYj4dPwXBdLtserTwNNL3wanuuCtSWQ60Ia8VdWVsb777/P9u3beeWVV+ju7uaII45Qz+/bt09dUFkQXWJpWGm8YnB7AneyMRUkCbescMkrNeRhZrbR+3M9ZeNTnHSsU91Pl0ycbMggDzPTJU/Q0CwZSO/2jrUPHAEIfb6T0rOgsKjvhL07OCGSgdZRF/g8ZZDDGZgf3PDoacSflnVO6nfvTyp9E2TnMKkFAxHtZfwifAetra3U1NRQU1NDa2ur1uYIBFFB1P34RfgufolV361e2UFtjYPPNmaJmS8EPonnZ6Wqqiquu+46lixZEtFyYrV+90fKyYMx4zw72zcjv/4sijPw373xoDUc6EUn6EerXnSCfrTqRScIrVoR0oi/n/zkJyxevJibbroJgKOOOory8r55ttesWcPEiRNDs1AQFP39IAgOe9pMJFcriiEJgM92tdNpd3OBKc8rna2rniJpF5biPArGdFK/2/PwWWZIpsyQ7JVWlj3Te1qMnph7/1F+vXj5zprUz6DgRvx5tMygp6OapM71Xscld2QDf3oa8RcrdW50+g626+i+h4NY8Z0gcPTsu++++45nn32W7du3ex0vLS1lwYIFHHrooRpZJhBEHj3X/XhH+C5+iVXf9XTrp6OhIDAS4VmpsrLSa1YtSZKQJP8C3P6mg+DqdyD5B5p+qLTS8T9AeeFxz87bL8IXn8D1f0DKyfc770C1RlJnJNPHi0/DkV74NPq2RDrvSGsVPg1PeuFT38RSmxRS4G/8+PE8+OCDbNq0iZSUFCZPnqye6+zs5NRTT/U6pkf8mYohEmzdupXx48MzheNIRFNfNMtqzzlNLU9SFL7a0+lzXb8TVt+C6fxLUBSFtHQD9buHzjMFAy3dLvJSzJ4y7C7SMDJaslCr9HCg00nz3h19vrP0Bf6Unu6Q5nDsyjgGR3IpRmczKa2e6UMN7s7w3VMfwab+n/9o14Nol6dpnRvQ5sthbneE78JHIt9L8V0X2ev7s2bNGv785z+TkZHBWWedRWFhIQB79uzh448/5p577uG6665j1qxZYStTIIglampqYjYIIRge4bv4JV585zJYqB17Kim1DgoBp8mGbAjptYcgDhHPSoERL/VbOvmH4HCgvP6sp1d1w16UV5+GKxf5nUe8aA0VvegE/WjVi07Qj1a96AShVStCfgJOT0/nyCOPHHQ8JSWF008/PdTs446qqipWrFhBUVERixb5//ARbuwhjA4T+Ka12cUMQ5rXsUM2PYNRcUGOZxRgxWQrW74f+t7bMNLS0y/w1+Om0phFhmSiQLawcX83mf191394sKMnJPudyaU4k0sBSG77AoNix+gK41Qnvl5q62jkWUzVOR3d93AQU74TBIRefff8889TXFzM73//e5KTvUeW//jHP+Z3v/sdzz//vHiZJUhY9Fr3EwHhu/glHnz3RPmZHEcy20rOhM+7MJhL+PqEK5Alo9amCaKMeFYKjHio3wCSwYB0+vkoUw9D/sN1noNrV6P0dCEl2fzKI160hopedIJ+tOpFJ+hHq150gtCqFWHp+tbd3U1jYyOdnb5HD+lp1N9wUzEEOnQzVBK5vGhr29XmIKfV4rUqZkrnHkp2veOxp7gMSZIwmiTKD7FSM0TwzyYZ2NPuZEKu56G0vUemSLIAUGFIxn2w+qj6kpLVCTSVN59HOmoOki0lZD2K0QYuO0Z3KyZXE25zTsh5+vaIPMhX4nMZ/vI+2XkMY9P2YDY61eORsEX4TpQXa2XFU3nhtHPfvn1cdNFFg15kAdhsNk4++WSee+65sJUnEAgEAkE8sLzoBApNBer+V+lh6Igc5ecMQXgQz0qJjTR2PNKc01A+/A84HShfrUY67hStzRIIBAKBIKYIKfDX3t7O448/zueff44sDz3C5IUXXgilGEEQlJSUaG1CXCO5u1EMZsDTO/T+T3Yzz5Dtlebor/7oCXaVTkDK6/uBOX6ilT27nHR1yKSmGcgrMLF9mwPcnhF/f1m1lxPGpbOjxU5tYw9F9E3nubWph7Vd6Tj3djKjMMVrqk/aW1Feexppwc9D1icbkzG6mgGwdG6kO/O4kPP0PeJPP2tuaFnnmuzZ7OsooijDs36Fjm57WBDtZfyiV9+NGTOG1tahR2y3tLSoU1oJBIlIvNZ9RZaRDIaREyYw8eo7gfCdIL4Qz0qBEY/1WzrmZE/gD1CWv4gy4yiklMFLswwkHrUGg150gn606kUn6EerXnSC0KoVIQX+/vnPf/LVV19x2mmnMWnSJFJTR/6SFUQHu91OSkroI8P0SlrDKyR1rsdtTKGp6Fp2tjpQjIo6YqPswKdYHW0ASHNO87rWYjVw8umeKUF70zcdcNHaJJMsGTAA//pyH1VbWhiF2asWvvZ9EwBr63t46txySEryyltZuRzCEPjrzjgOc8NLHhtlR8j5AfiONeknAhVLdU7R0X0PB7HkO0Fg6NV3P/3pT3nwwQcpLy8fNN36mjVreO+99/j1r3+tjXFBotWayH4TLdPCdB8SeT1R8NR9m82/Kb1CJSz+sPegXHtB34FpRyCdfCZMnjFoNLDwXfhI5HupRXuZyL4bWHZMfx/FCL7uUSyth5yIz0qRJC6fqUsnQEkF1G6Bhr3IT/4vxmtuGfGyuNQaBHrRCfrRqhedoB+tetEJQqtWhBT4++abbzjjjDP46U9/Gi57BGFi7969ZGdnj5xQ4BOjqwUAg7sL2ZjCFHMykuJ5MWNNlpi0Yama1nDs4CklBr7EsdmMtDZ5RsXaMFK1xZO/TfLd67vV7qbbJZNsSfJ5PlTcpvQ+W5XwBP76vxU90JXPe1t/TMG0THLDlHuso3WdE68ngkdr3wmCRy++u/feewcdS09P54EHHiA7O5uCAs+o8/r6epqamhg9ejRVVVUceuih0TbVb2JlTWRBfLJ3716ysrK0NsN/3n3Ne/+7L1G++xLpnEug8hxNTNKKuPOdQEX4ThDLJOKzUjSJx2dqSZKQrroRZfEi6GiDrz9DaW1Gyhi+nYpHrcGgF52gH6160Qn60aoXnSC0akVIgT+r1UpeXl64bOGdd97hnXfeobGxEYCioiLOO+88Zs6cCYDD4WDp0qWsWrUKp9PJ9OnTufLKK8nMzFTz2L9/P48++ijV1dUkJSUxe/ZsFixYgNHYt6B3dXU1S5cuZdeuXeTk5HDuuecyZ84cL1uqqqp48803aWlpYdy4cVx++eWUl5eHTasgtjG4PKP5ZGMqSEYOl9PURexSzQ6w93h2Sir8yi8puS8QmIKBDtwAJOO90HweZhrxrNPWYZdJNg5eiF5RlJDXinKbs+nMOA5FMuNMHh9SXn0Y2N85CiTY0zaODkcmLsxhylswHKNT91J8cJpPAGXomZcFAkEcsnPnTp/Hc3M9XSsaGhoAMBgM5Obm4nA4hrwmVoilNZH9IlomhXmN1nhZAzPWywq1PPmNf/s8rrz7GobTzg17ecEgfBef5SWyNi3K6y0zJr+HYozh7pEW6yEn4rOSL/wZkRrsyEl/rws0/0DSB2x7dh6cMA/+s8xzffU6OOaksJQTSZ3RSB/INbHk00h+fmPNR8Kn4bkulmyPV58Gml74NDzXBWtLINeFFPg74YQTWLNmDaeeemoo2ahkZ2ezYMECCgsLURSFjz76iPvuu4/77ruP4uJinnrqKdauXcv111+PzWbj8ccfZ8mSJfzhD38AQJZl7rnnHjIzM7n77rtpbm7m4Ycfxmg0smDBAsDzwPenP/2JuXPncu2117J+/Xr+8Y9/kJmZyYwZMwBYtWoVS5cuZeHChVRUVPD222+zePFiHnzwQTIyMsKiNdKkp6ePnEjgG8WNwd0OgGzKoKXHhaXfyLy8r17uS2v1b0ReUnLf9bmSmX2KJ7g3cMRfimSg8WD97XC4yeu3dqBKVyf4MXf9cMjmbDpyzwDC94PabUzjzY2Xepejo2FoWta5owq/8toXU30Ghmgv4xe9+O6RRx7R2gSBIKaIp7qv7N839Mn21rB06Ion4sl3Am/iwXf6qUmCgSTqs1K0ZkiIh/o9JJNn9AX+NqxDGiHwF9daA0AvOkE/WvWiE/SjVS86QWjVipACf0cffTQbNmxg8eLF/OAHPyAnJweDjwXry8rK/MrviCOO8Nq/v6kxDQABAABJREFU8MILeeedd9iyZQs5OTl88MEH/OpXv2Lq1KkAXH311Vx33XVs3ryZCRMm8M0331BXV8ftt99OZmYmJSUlXHDBBTz77LPMnz8fk8nEO++8Q35+PhdffDHgGVW4ceNG3n77bTXw99Zbb3HKKadw0kmeB4aFCxeydu1aVq5cydlnnx3k3YouxcXFWpsQtxhc7UgHAyduUwbPfLOfQsWK9WCQrrhupZpWmuTf1CC21L56cYwxne9dXchAMt71pVCyUC4lU6N00+FwI1lSMCy6G3nJbX2J2lpCDvxFCz2Fn2Klzu1oKUfJGzxSVDA0seI7QeDo0XcOh4N///vfTJkyZdBzk0CgF+Kp7svP/E3dlo6eg3TeZcg3XKIeUz5egTS70telCUk8+U7gjfCdIF5IpGel4WZIGIlAOpUEU78D7bQSSPqA8h4/CcWaDPZu2PA1KAqSj/eSvQSqNZI6I5k+rn0aYHrh0+jbEum8I61V+DQ86YVPfRNLbdLQ34Z+8Lvf/Y7a2lq+/fZb/vznP3Prrbdy8803D/oLBlmW+e9//4vdbmfChAls27YNt9vNtGnT1DRjxowhNzeXzZs3A7B582bGjh3rNfXnjBkz6O7uZteuXQBs2bLFKw+A6dOnq3m4XC62bdvmlcZgMDBt2jQ1TTxQXV2ttQlxi8nRoG7LpnSadrvUoF9SshOzu1s9L804yq88s3K8Y+yTJRtXGEcx0WDzOj7FkEKJIYkfGLNot7s8ZUw6FGnOaX2JHD2ByIkeB6N8GdYDHJK3lsl5X5GiDNPLPcGIlTr3ce0ZyAar1mbEFbHiO0Hg6NF3FouF9957j9bWVq1NEQg0I17qvrJnJ1Sv8+wYDEjzrxi09pDSLzCoB+LFd4LBCN8J4gXxrBQ48Vy/JZMZJh18f9feivLf94ZNH89aA0EvOkE/WvWiE/SjVS86QWjVipBG/P3iF78Ilx0qO3fu5NZbb8XpdJKUlMQNN9xAUVERtbW1mEwmUlJSvNJnZGTQ0tICQEtLi1fQr/d877ne/wdO15mRkUF3dzcOh4OOjg5kWR6UT2ZmJnv27BnSbqfTidPpVPclSSI5OTkA5YJYwdxTq25v7srjMFeaup9h6Bd0y85FKirxK89kmwGzRcLp8ETHjjaOPOy3o6ffeLn+U4rawxP4s3ZuwNRTh9HdQUfeGSgG/6YtHYpea/NS9nLs2HcBqJYrAf9G/AqCR5IGjK0Mcg5qgUAQH5SVlakdmgQCQewiP/4XdVuaezZSWnwsGSAQCATxTqSflaqqqnjzzTdpaWlh3LhxXH755ZSXl4943X//+18eeughjjjiCG688caI2ac3DCecivzNGgCU5/+FMm480tjxGlslEAgEAoG2hBT4mzNnTpjM6GP06NHcf//9dHV18dlnn/HII49w1113hb2ccPPqq6+ybNkydb+0tJR7772XrVu30t7eTlZWFvn5+WzatElNM2XKFHbt2kVbWxsAhYWFWK1WamtrAbBarZSXl1NTU4PdbgegpKQEu93O3r17Ac+8scXFxV7R5IkTJ9La2qoey8vLIz09na1btwJgNBqZNGkS27dvp6urC/BMeQpQV1cHgM1mo7S0lI0bN+J2uwEYP348bW1tNDY2Ap41GfPy8qKmqbGxkaampohrqpBa1HLf2SqT08/PhZ8tVbf3HDGHtupqvzVNnJrP+rXd+MvOugaYmMn27dtJbm0n7+DxzqYD7Dh4b0Lxk7thDZmyZxTrXsOhSLbRIfnJLHdxxoQ1FKTVqeXYe7rp6enR5LNXUFCA1Wplx44dQWsC/z97Bw4cUK+Ldn3qj6JItLS2Ur9rX8ia+vtpzJgxSJIUFU3jx4+npqYGh8MRdj/5+uz15puo7V5JSUlUNI0bNw673U59fX3ENfX6qff+RctPaWlpjB07NihNu3fvJi8vj3BwySWXcM8991BcXMycOXMwGsX0vgJBrKF0tEHddnVfOnFe3/b8K1BefLwvrc7W+RMIIoWoRYJeIvmstGrVKpYuXcrChQupqKjg7bffZvHixTz44IODOpn3p6GhgaeffppDDjkkbLYIPEjTj0Q6sRLl4ypwOJAfugvDTfch5RVobZpAIBAIBJohKUp4hoY0NzfT2tpKQUEBSUmhjRzqzx/+8AdGjRrFsccey+9//3v+7//+z2vU39VXX83pp5/OmWeeyQsvvMCXX37J/fffr55vaGjgl7/8Jffeey+lpaXccccdlJaWcumll6ppVq5cyZNPPslTTz2Fy+Xipz/9Kddffz2zZs1S0zz88MN0dXUN2StrqBF/jY2N6svraP6gd7lcmEwhxXX9pvcjFA190SgrY/cTWLu3AHDXxoUUdWar50577xJ1/T/Db/+EVD7Z73w7O9x88Ha73+lbxzn56dGel8Tyf15GeeUpz4mZR2O8+ha/8xmKlMa3SWn9FIDmMQtxJoc2Mk/pbGDU3r94Hat2zyVv4sme81H8nGhRnpZ1ruurv1GS4enRunTdrzliXja5GeaIlRdp9OS7RCov2togvnxnNpvDFvi74YYbaG9vp6WlBbPZTHZ2NhaLxSuNJElez0OxTiSel15/vhlDmPI6JulzVvf4N713KEw7PJmS8tCna07ktgbio+7L77yG8tITnp3CYoy/f6QvT5cL+RfnqPuGJU8hpWeFVF6wCN/FZ3niO7ePN19oUbf/z1XPZSb/X/Sf/t7FAJwz5z712F0nFzOj0PO+wb3wRzTaRvHFsfHzfRoNHIrMuT/JHnRcL89Kt9xyC+PHj+eKK64APMvU/OIXv+C0007j7LPP9nmNLMvccccdnHTSSXz//fd0dnYGNeKvsbHR672TL4LxQyD1O9D8A0kfSt6Kw47859th60bPyRlHY7xm8HsTf7VGUmc00ieCT/1F+DS6tsSSTwPNX/g0POmFT4cn0m2SxWLx+3kppDX+AL744gt+/etf8/Of/5zf/va31NTUANDW1saNN97ImjVrQspflmWcTidlZWUYjUa+++479dyePXvYv38/EyZMAGDChAns3LnTay73b7/9luTkZHXEQEVFhVcevWl68zCZTJSVlbF+/XovG9avX6+m8YXZbMZms6l/Wk/z2TvqQRA4RrdnNIiCibyOvh57Btxq0A+A8YH11EtJNZKZ7X9Pwx673Ldj6NcI1O8OqNyhkE19U5gaXB0h56f0vzcHkXQ05WSs1LmfzngIg9yptRlxRaz4ThA4evVdamoqo0ePZvLkyVRUVJCTk0NaWprXX2pqqtZmCgQRI9brviLLKB+8pe4bfnSh13nJZEI6fm7fgdaWKFmmPbHuO8HQ6MV3YvBtYhCpZyWXy8W2bduYNm2aesxgMDBt2jQ2b9485HXLli0jPT2dk08+OSg9kSYR6rdksWK49nbIOBiU/uZzlL11g9IlglZ/0ItO0I9WvegE/WjVi04QWrUipC57X375JQ888AATJkzg+OOP56WXXlLPpaenk52dzYcffug1cm44nnvuOWbMmEFubi49PT18+umnbNiwgVtvvRWbzcbJJ5/M0qVLSU1NxWaz8cQTTzBhwgQ1IDd9+nSKiop4+OGHueiii2hpaeH555/n1FNPxWz2jH6ZN28eK1as4JlnnuGkk05i/fr1rF69mptuukm148wzz+SRRx6hrKyM8vJyli9fjt1uj8jUppGiqamJwsJCrc2IS5rHXInR1c7upiZM/WLjR7b1vcBBkoLqyVhSbuXrNV1exzKzjbS0uED2zs/u6AuaSYcdi7LsSc+OIeR4PQCyse+HjsHt/0jEIfPzGeTTT+AvVuqcQVJ8BmEFQxMrvhMEjl59d+edd2ptgv4QzWpMEfN1v6kRDjT07U/3MVo0rd96z+2tg88nKDHvO8GQJKLv9mcdQm7z917HdNRvMaGJ1LNSW1sbsiyTmZnpdTwzM5M9e/b4vGbjxo188MEH3HfffT7P+2KoGaUiRaLUbyklDWnujzzvThQF5Z1XkS651itNomgdCb3oBP1o1YtO0I9WvegEoVUrQgr8vfzyy0yePJk77riD9vZ2r8AfeEbgvfvuu37n19rayiOPPEJzczM2m41x48Zx6623cuihhwKeedolSWLJkiW4XC6mT5/OlVdeqV5vMBi46aabeOyxx7jtttuwWq3Mnj2bCy64QE2Tn5/PTTfdxFNPPcXy5cvJycnh5z//OTNmzFDTHHvssbS1tfHiiy/S0tJCSUkJt9xyy6CHO0FiohhTcRlT+aTBgvVgcM+dIpOz8Ss1jeGq3waVd1q6d9Du5DPSSEk1svytFtwDBmk5nf1G/OWO8gT8ZBmM4ZlixzvwF/qIP58vRRXZx0FBuJEG3nxZvLEQCASCeMbpUDBbxLCTeEV59Rl1WzryBCSzj+m3U/tmlVDamsXaZAKBBqw5/GZ1uk+BIBJ0d3fz17/+lauuuor09PSRLzjIq6++yrJly9T90tJS7r33XrZu3Up7e7um647n5uaSnp7Otm3bgMDX6B5u3fHc3FyvkZMjabJYLIM1HXEC1jdfQLJ341rzMftOPIPi0jJV0969e/1ao3vixInU1tYGpKmsrIz29vaIrDve09MT0Frq7e3t9PT0BL2Werj9VFFR4ddnb8OGDUNqGmot9QMHDqj3IlhNQ/mpvb3dbz8Fs+Z9bm4uGRkZfvmp9175oykrK4u8vLyI+KmoqChgP02cODGgz97evXsj6ieHwxFQuzfUZ2+gJkVR2L17t99+am1txeVyRaQtj6SfNm3aFHB9am5uVu9xOP3U0NBAc3Oz334aM2YMQEB+ysrKIj8/328/7d271y8/paWlBfXZ6z/rwEiEtMbfRRddxCWXXMK8efNob2/nyiuv5Pbbb2fq1KkAvP/++zzxxBM8++yzwRYR92i1xl9DQwP5+flRKStR17N48t0Gcpo86wBkjDZw3Bv/D1o8Fc/wz1eRDIEvEC7LCp++10Frs5tRo00ceXwKkiTxyXvttBxwe6XdlNTFDWeNVvfd1/9M7REu/c+NGI48PlhpABh79pBT91cAutOOoH3UuSHl52jbQ1HDX72ObXDOIfeQU4HEXmcFtK1z7V/8k/FZter577NuICcnJ2LlRRo9+S6RytNivaF48l04160BzzTkH3/8MWvXrmX//v2A54fj4YcfzgknnIAhTKPDo0XMr/Fn/ZzV9uis8Qfw3dpuxhSbOeyYvnWtHQ6Ztau7MJokDj/ahsE4tLZEbmsgtuu+oijI/3OWui9dcAWGH5w1ON3XnyM/stiT5vTzMfz4Z0GVFyrCd/FZnvjO7SOUNf7As85f/zX+fn9KMdMLxBp/wxEPa/xBZJ6VXC4XP/3pT7n++uu9ZrZ6+OGH6erqGrRuX21tLTfeeKNXWf3v04MPPkhBweDP7FAj/iK1xl8g9TuW1o0aKr38xF9QVq8EwHDt7UiHHqme81drrK0bFWj6RPPpcAifRteWWPJpoPkLn4YnvfDp8ES6TQpkjb+Qhg5ZrVZ6enqGPL9v3z6xxoxGBNKbTOAbZ1dfTDzFIqlBP0onBBX0AzAYJE74QSqy4hnA11u5i8ZZaDnQ7ZVWdg2Iyefkq4E/5V/3oUyZgWQLvn65jX1r/BmdB4LOR8Xn6D79jPjTss69vuUMzql4h5KsLUDfl4HAP0R7Gb/o1XddXV0sXryYmpoakpOTGTVqFADfffcdn3/+Oe+88446TbogvpAk+PZLz/PA7p1OZsxS1ADfhq97aKx3AbBts53yQ5I0s1NrYrrub9ngtSvNmu073ejivu2GvRE0KLaIad8JhiXavmtvdbO/wc2YcWas1uh1ZhGP0YlBpJ6VTCYTZWVlrF+/Xg38ybLM+vXrqaysHJR+9OjRPPDAA17Hnn/+eXp6erj00kvJzc31WY7ZbFaXq4kGidY2S4cdqwb+5PffwjDtCPXdS6JpHQq96AT9aNWLTtCPVr3oBKFVK0IK/E2ZMoWPPvqIM844Y9C5lpYW3n//fQ4//PBQihAEydatW5kyZYrWZsQd5u7tmHt2IhtsJMtZgBWA0pYv+xKF2LNWMkgMDBsafcQRFdeAA+4BB/bvg7HBB/4UY9+PHEvPdgzOFmRzZtD5+S5EP7+cta9zfZ9LEfgLDO19JwgWvfru3//+N9u2bePyyy/nlFNOwWTyPM65XC4++OAD/u///o/nn3+eyy+/XGNL/UdRlBhvu6Jj28Bb4Lkvnu3G+r4e/i1NrmHvV7TvZbTL27p1K5MnT45KWYFoU5wOlPtvVvelC66EtAyfeSiZfS97lQMNahrhu/CRyPdSi/Yymr6TZZmPVniWImjY4+So2SkjXOFBCsukubH+fRQb+GzXQrxv4bzvkXxWOvPMM3nkkUcoKyujvLyc5cuXY7fbmTNnDuAZ/Zednc2CBQuwWCyMHTvW6/qUFM/neeBxLUm4Z+opM8GaBPYe2LAOecltGK65FSnZlnhah0AvOkE/WvWiE/SjVS86QWjVipC6zl144YU0NTVx8803q2v5ff311zz//PMsWrQIgPPOOy90KwWCKGHp2kzqgSrSG1+hwNqsHk998599iUzh73nndAz+kSPJEnL/Hz8Dfwi1tYRWqNRX/Z3W0UiDIo2BIQ9YV661Jwunot/RCFFFGrDKn3hXIRAkNGvWrGHevHmceuqp6oss8PRCnzdvHnPnzuXzzz/X0MKRqaqq4rrrrmPJkiVamxI39H8MkGX47qtu1q/tRpYVFLG2a2yw6n3v/RlDTw8rmc2QnuXZaWqMoFECQfzRv79j477QfqMI9Ekkn5WOPfZYfvazn/Hiiy9y4403Ultbyy233EJmZiYA+/fvV9cbEmiDZLYgHdFvaZRN36G89IR2BgkEAoFAoAEhjfgbPXo0v//973nyySd54YUXAHjzzTcBmDx5MldccUXU1gGIVbTqwW40GqNWbiL1bpXcXX3bLk9PPKdBxphkBbvnnHTWgrDbkT/axIZvvI+Zkeh0uEm1eIYDSj/+Gcpf/6CeV1qaQhpRpygKbdmnkd70HyTZhcuYFtoIvX7Xft8wk1W75pE5UaJAJz3Yta1zA/Zld1htEb4LH4l8L8V3XWSv709HRwejR48e8vyYMWPo6OgIW3mRoLKy0mtKLEmS1CmYorlmlf9Ex6balgFT6Pe7L/0/Qvv29L0I7+6WaWp0k51rVNcO7rs8uvcyWuUZjcaY06bs34fy7D/6DhQWY8gdNXymOXnQ1gytzeByeYKBfpYXbvTsu3guL5plRdN3A8uJ9j2Nze+h2GK4exTs/QvnfY/0s9LA55j+3HnnncNee8011wRdbqQw+pqCKM6RFlwFo8eiLHsSFBnlk3dQjpqD0RjSa9C4IRF9OhR60aoXnaAfrXrRCUKrVoT8jVdcXMztt99OR0cH9fX1KIrCqFGjYmo+02hSVVXFihUrKCoqUkc9asHEiRM1KzueMTr79cw7GPhTTHgW5AMwmpAqwj9cNzXNyOHH2mhtdlPzvR0ACxId/QJ/TD0cDjsG1q727LeG3ouwK/N4HKlTkI0pYLCElJdTSuHrvUcjAY2dhYCuZvrUtM4dNuprSrM2q/tieqLAEO1l/KJX3xUUFPDll19y6qmn+jz/5ZdfqmvZCOKL5ZtbOMGY4fPcUE37vt2eIOC+PS6aD7jJzk38F1qTJk3S2oRByE/+b9/OqDEYf//IiNdI2Xko2w9+fzfvh/zCCFkXO8Si7wT+IXwniCfEs1JgJGL9lixWpHlnI1usKM/+HQDlkxVMPO18FJcLyZTYz0uJ6NOh0ItWvegE/WjVi04QWrUipG+6ZcuWMWvWLMaOHUtqairl5eVe53ft2sXnn3+uq+k+Y6UH+/bt2yktLY1aeZAAvVsVBbO9DgBZkbC7PGvgWZOB5gOeNAVjIqZzdLGFgjEKm7/vwYBEqmRkW7OdwjTPOoOSJKHM+zFyb+CvrSUstsiWHE/+IebjMmbw1Z7ZXscUtO2xG83ytKxzZZm1g45HQrfwXfhI1HsZ7bLiyXfhvC/z5s3jiSee4J577uH000+nsNATLNizZw//+c9/+Pbbb7niiivCVp4gfvA1dXgiokXdHw7F7YZN36n70kmn+3dhTr+ZUQ406CLwF2u+E/hPPPgunE8giqLQklaK0xDS6igCjUjUZyV/ZpQKphNobW0tJSUlftsQCAGtlRuJvI89BV5+Cnq6UD7/COXzj+DYUzBc+v+ib0sU0ye0Twfgr9ZY85Hw6dBESqvwaXjSC58OT6TbpECuCynw99JLL1FQUDDkosS7du3ipZde0lXgL1bo6uoaOZHAC0nuwiB3A7DfkY1b8Uy3lFf/fV+igjERtcFgkJCNLgxuMxmYeGdLK1v293BiSTpl2UlgS+1L3D28j92ygtEwws9fRcZkr0eSe1AkE67kcUHb7rPh0cf7R0DbOtffyx/Xnkb61GTNbIlHRHsZv+jVd6eeeiqtra28/vrrfP31117nTCYT5513HvPmzdPGOEF48VrqV0dfqiMQa3VfeeUpr31ptu/p3waRndeXR9P+KE0oqy2x5juB/+jNd7u2O/jmqLtAkbU2RRAEifKsFK0ZpRK5fktmM8qMWfDZh30HV72PcuFVSFarZnZFmkT26UD0olUvOkE/WvWiE4RWrYjo2PaOjg6vhZQFgljG4GpXt3d39k37kdte25dm1okRt8NscaN0mzFKEt/Xd/F1fSdf7ung4TPLwJqkplPsPT6v73K6WfzRbmqberjxxDFML0gZtrzsuofV7Ybye4K2u/d9ZIb1ALOKViJJCvtME4DZw14XDxiczSjGZBRD0siJNaHvZfC2pslMk0S7KxAkOvPnz6eyspLvvvuOxsZGAPLy8pg2bZpup1tPRPqH+kTcLzZROjtQ3nlN3TfcdB+SyTz0Bf2QcvL6fHygIey2CQSC4PnmC0+HUCQx4i9eSYRnpeFmlBqJQGebiKX04c7bcPhxyP0Df4Dy5INIR56AdPhxUbUlmumFLbFvS6DphS3hSS9sCU96YUt40kcy74DfDm/YsIENGzao+59//jn19fWD0nV2drJq1aohRwMKIktRUZHWJsQdRnebut1h7wuWFTSu7Us04+iI25GebqH14O9MG0bsuNjV6vAcSOoXeLJ3+7z+g61t5DaamSal8OF3rcMH/gb8kDW4WpFNvtcWGgnZLWOUnCSbuxibuRWAbntWUHnFEs6WjRQ2PkUPyXSW3YBitPlMFyt1TgHxdjhAYsV3gsDRu+/S09M57rjhX1YIEoPuLhm3S2srYoeYqvtb+80MkZaBND6ANR36jfijqTF8NsUwMeU7QUAI3wniEfGs5B8JX7+nHAZFJVBX23fsq1XIX63CcMsDSKUTtLIsYiS8T/uhF6160Qn60aoXnSC0akXAgb/q6mqWLVum7q9Zs4Y1a9b4TFtUVMTll18evHUCQRTpP+LP4UgDQEbBurfGczB/NFIU1nhISTbQenDbJhloPhjDcbhlzJZ+gb/qdT6v72x2U27wTPWYdcASUNlGx4GgA39JrjouPeyxAUfjPwBlrX8LgwlsdLN757tklJ6ltUmDGNTXI/5vu0AgGIb9+/ezf/9+r0Wja2treeutt3A6nRx33HHMmjVLQwsTkPYWCOwrNTwo0NLk4tP3OjQoXDASiqIg//UP6r70458FlkG/Nf4UnQT+BAJ/0PJRVg9T7uoB8awk6I9kNmO4+X7YtR35Tzd6nVO++zIhA38CgUAgEAQc+DvrrLOorKxEURQWLlzIwoULOeqoo7zSSJKExWLBYtHiDYkAoK6ujoyM4AI4esXg6hvxJzs9U3+4JAdS70/PtOhMB2K3twCZACTTF2jscshkJntXWaW9FSnN28+Gnr6fq1l+TPnYnnsmafvfAsDoasJJWXCG+/iJLiXAyLNVu47gR6UrANjTABmlvtPFSp3LtdWDO7JrUSYaseI7QeDo1XdPPPEEdrud22+/HYCWlhbuuusuXC4XycnJfPbZZ1x//fWDns8EwaN8+wUccaomZX+1qksM5B5ArNR95aP/eO1LRxwfWAa2FLAme2ZxOKCPwF+s+E4QOHrxnWhuEwPxrBQYeqjfksUK4yehSJLXewqltkZDqyKHHnzai1606kUn6EerXnSC0KoVAQ9fslgspKWlkZ6ezsMPP8wJJ5xAWlqa119qaqoI+gniDrclj57UQ9nlGEOHIxPwTH3ZizTtiKjYYTS51e1SKYkJUjJmJDqc7sGJuwcvGBro+vNuc05f2c4DPtNIbt/rCXqV6/OtZPz/dDa7UtVtoztG+wD3M+uHk57FrIiRIQJBIrN161amTZum7n/88cc4HA7uv/9+/vGPfzBt2jTefPNNDS0UhAsFcDrj/7s0UVFWfdC3U1iMlOx7OvChkCQJcg5O99nUiCIH+BAnEAgEAp+IZyXBUOw/Zq73ge2bhniXIRAIBAJBfBPSvIV5eXlYrdZw2SIIIzZbYC8eBGBPnUpbwYU8teN8mrpHATC2ra/3l/SDH0XFjpRUs7o9zpDEicYM5hoy6XIcfBk0eWY/owcH5FzuwB5a3aZMdbv/dKe9pDa+Sd72u0jZ/59B5/rj62FZSoDAn13pi6qZhtGjbZ3ztkv8cAkM0V7GL3r1XUdHh1cPsq+++orJkydTUFCAwWBg1qxZ7N69W0MLBYLIEgt1X9lRA9s3q/uG2/8SXEa96/y5nNDROnzaBCAWfCcIjmj5TpFllIa9QV0bji56MdrNTxAg4lkpMPTUNnefeBqGm+6DsomeAx3t0FivrVERQE8+1YtWvegE/WjVi04QWrUi4Kk++6MoCu+99x4ffPABDQ0NdHQMHmUiSRLPP/98KMXENYqiaPISvqSkJGrlRlNfNMpy9fSVMWb3Z56N7DywWKNSfknpaLZ/712XRhusdDrcnvJHF8MGz/p+ir2bgfN/uV1DB4GaD7jYssFO0TgzhcWeAKNs6GuQDO5OFEUhqf1rrJ3f05V5HLbWVQCktHxMZ+YcFGMSvpBlX/dGVsuPdj0IV3lKv/4RkiQPma+WdW7wC4qh7QxHeZEm2uUlansZ7fLEd11kr+9Peno6jY2eaQE7OzvZsmULCxYsUM/LsowsRg4lBoF+bHTyxrq0dIh5t6OI8mFfhyjpZ1cjmYOb7UTKyetz84FGSMsM2bZYJhZ8JwiOaPlO+df9KF9/BSf9KyrlDSpfk1IF4UY8KwWGntrm0vHjAc+MTsq2TQAo2zYi5RdqaVbY0ZVPdaJVLzpBP1r1ohOEVq0IKfD3zDPP8NZbb1FSUsIJJ5xASkpKuOyKW6qqqlixYgVFRUUsWrRIMzs2bdrExIkTNSs/rnH2baa01Hk2CqK3ZtrOXTVIUsGg9Xye/2Y/FTlJJNvt6jHl0/cgKxdqvodDj0RKSkbxMSNoL6tWdqLI0LDXxelFJiRJQjb2Bf4kdxcoLpLbPsPSs5Okzu+8rjc6G3EZi31nnqAj/salb1O3bcbBU6v2omWdq2sfw5i0fj2j4/+2RxXRXsYvevXdtGnT+M9//oPNZqO6uhpFUZg1a5Z6vq6ujpycnGFyEMQPokH3xcaNG5k0aZJm5SttLSifvuvZSbYhzZodfGa9I/4AmhqhpCI042IcrX0nCJ5o+U756r8wREdDgcBfEvVZyZ+O5cF0NgvkmTrQ/ANJH8m8e1G1lvXpVT5agTxrtmcK7ijZEun0uvSpxrYIn4YnPUROq/BpeNILnw5PpNukQK4LKfD30UcfcdRRR3H99deHkk1CUVlZSWVlpbovSZL68ND/ISLSuN3uqJYH0dUX9rIOVpq9HU4sskHtMW91tHnKKyyOmj5FcZOWYaCtxbsHYm2Tg2e/3c/Cro6+14CffUjP1i3s6JQp31KN+adXg4+Oi5IkIbsVr/X/Nn5nZ/L0ZCTJhGxIwiD3YJA7kQxmetKPwuRoxCB3e+VjlLtxD3EfFB8vJyWUQfct3j6X47O2qNs2U9eQ+WlZ51btPoYcaxflORsOnhl838NZXrSIVnmJ3l5GuzzxXRfe63yxYMEC9u7dy9NPP43JZOJnP/sZ+fn5ADidTlavXs1xxx0XtvKigVYzJMQ6PgfTD8fB+5jIo4vBU/e1HO0rP/bnvp2J08CaFLw9/QJ/yv4Gnx2pIonefJco5WnRXkbTdwOJarni+8gvfN2jWJodIVGelaLVsdztHqb3cIKhap0wFQqKoL4OajbAus/gsGO0NS6M6NKnCY5edIJ+tOpFJwitWhFS4M/hcHDooYeGyxaBQDMkuYu87XeTSjpnFlfwRd0PkJUejLLDc37itBFyCC/WJAMDI3gWJJZvbuF/5pzm6QkLKNm53D76h9Skj+XHO1dyKcCA9sXhVrCaJJxO7/y2bXJwyLQkJKNEa8FFKJIZxXhw1K7iHBT0s9sm4EgJcGRNgv1oVuJkDrUEu+0CgWAAmZmZ/OEPf6CrqwuLxYLJ1Pc4pygKt99+O7m5uRpaODKxMkNCrKO4XFqbIBiAoiiw8Rt1Xzo8xBfH/QN/TY1x8qQhEESaIDvZhNkKQfySCM9KMHzH8pEItNNZLKWPhi2SyYRy9kXI/7gXAOWf98IFCzGccmbUbYlUemFL7NsSaHphS3jSC1vCk17YEp70kcw7pMDf1KlTqamp4Qc/+EEo2QgCpL2lmT1f/hunbGXSSRdjMpsHpRl/cN5ygX9Yujyjumy0YTV6gn1G54G+BFGcdmn8+PHUGaGx3vtlnxUD4Ibxh6jHursd1KSPBeDVsSdxKWCQvRuATocbq8lAp33wUMAD+93kjTLgtJUDYO6qIX3f85jsgxe3VqTh164Z2EOzuuFwmiyF6GUSPu3rnHjVESza+04QLHr3na9Foy0WCyUlJdE3JkBiZYaEWGNQv43PPkSSjvI/gwEvBONlRGygjB8/Xjtt2zd7PfNIR80OzZbc/D6/NzVqVg904bsELC+aZWnhu16ifU/1/D3kL8Pdo1iYHaGXeH5WiiZ6eqb20jrzGJh6OKz/yjPad9kTKEfPRkpJ087AMKFbnyYwetEJ+tGqF50gtGpFSIG/K6+8ksWLF/PKK68wd+5c0tLi/8sxHtj95QucWLILgHc+fI0Zc88flKatrY2kJLE2gr+YHI3qtkv2BLhsnbs9B4wmyMiKmi1tbW2UlOdRv9tJ8/6+4XsWSQIF2t0SKbZU6Oqgy+kmBQMFkoWdip3mjh4MA94advbIZNs8/w+ktclN3qi+wLHR1YbZvtunXYphcIDZO0Ffwev2HMvavSdgHE3cB/66nClkWFsB2NQ6iSOHSBdTdU4M+QuImPKdICD07Lu2tjZee+011q1bR2Oj5zssLy+PmTNn8qMf/YjMzExtDRSEh6b9MMLXrx7Rsu4rn7yjbkuX/r/QX1RnZIPBALLsWeMvwdFzux3vRNV3IvAmCAPiWcl/9NQ299cqGQwYfnkb8t/vgW/WgMuFsuYTpJNO19jK0NGrTxMZvegE/WjVi04QWrXCEMrFv/71r2loaOCFF17gyiuv5Gc/+xmXXHLJoD9BeDl89C51uyCp1mea3gdbgX9I/aa13NHiGd2X1rbHcyArF8kQUlUJiMbGRkwmieNPSaNgQl9s/jRjNrmYONDtgqJxAHSYkjndmM1JxkyOMqSxfXcTBsX7h/LSlY3Ut9np9jXir83ptW9r+XhIuxTD4N6S/WmXRvP2pgt5e9OFbDlwcGrUBIg/9bj6GusdHeOGTKdlnfth+duU51Sr+2JdksAQ7WX8olff7dq1i0WLFvH2229js9k4+uijOfroo7HZbLz99tv85je/YefOnVqbKdAAvbwq16ruK243ytrVnh1rEtIRJ4Scp2Q0QtbB6eYOJH6bptd2OxEQvhPEE+JZKTD0VL8HapWMRgxnX6TuKy88hlLvuzN0PKFnnyYqetEJ+tGqF50gtGpFSCP+jjrqKDENhiAh6L+eXafDM3I1o63OcyAnz9clUSHNZqSevik/K43ZfLqjndOyi8mimg5rJhmSpxpPMthoa92HQbF65XGoK5U3/tvC0RWpg/JvqHXTc6hMUrIBc1cNJse+IW2xtf4XtzmH7kzfC147Saa+4/+zd97xcRRn4//OXtOdpFOXJUu21dxxA2yD6SVgesuPEAhJICEhISGFFEJIIAUS3vS8kIQ3gSSEJIQaakyHYEy3jXuRbdmSLVldJ+n67fz+WOlOZ53KSVd1+/189NHt7uzMPPvszs7OM/M8M8P2STX9DVCKCBlMVZk4A3A02EzOI/ak/3XX0dEZmfvuuw9VVbnjjjuoq6sLO1ZfX89PfvIT/vznP3PbbbclqYY6sUJvzVOMjW+Ds0/7XTsfYbGMnn68FBZDRyv09yLdLkSWNTb56ujo6GQoel9JJxpEZTXMrIUDeyDgR73tBsR3fo6YlTru2nR0dHR0dKJlUoa/G264IVb10IkxhYWFya5CWiECnuBvb0AbxCl0DhjBEmz4G6o7u80QdixLKDy4tZVXs07gd+JF+s15Ycd7e70oEeb7lzsseLyRhw93b3OzZLGHgkP3RTyuGrJRAv0AGD2HRqy3jDA8ORVWno3X8JfMZ04MufZ/23gjtct0v3DRoLeX6Uum6q6+vp5LLrlk2EAWQF1dHeeccw7//ve/E1+xKU1iJrrp0+nGR7Kefbn5/eBv5fTzYpavKCpF7t6mbXS2wfSZo5+QxmRquz0V0HWnk07ofaXoyKTneyRZlfMu11x+Aqgq8j+PIq7/dgJrFlt0nU49MkVOyBxZM0VO0GVNFlEb/vbu3Rt1ITU1NVGfozM5SkqSt0otHVECvYAWGs0b0Fw72jxdAIiyGQmty1DdmczDhwAtCDqw0JAzfZjhr9+pYJYi4sihxzvc1SdAT3cA1WgfuUJDbHdCekdMpg7J/uqlv8Ko+OjwliL56sh5pwEGJRRnMcvoGjFdqjxz3oAViKxrncikiu50oidTdZeXl4fJNLKB32w2k5eXN+JxndTlWOXI1fmCwBRYPR9rkvXsy10DbrWNRliwNHYZFw6Rp2NqG/4ytd2eCiRSdzKB0yAemXV6wsrSSRxTta8kpRxzcu1EJt8WFxeP+7xo848mfTzzHmREWZcdh7jz/5C3fgHUAKxfh/rr2xGXfQoxozrmdYl3el2nia+LrtPYpIf4yarrNDbpdZ2OTrzbpGjOi9rw953vfCfaU/jXv/4V9TlThfF0zKJl2+Fyls/QfI4fcExnWoT8d+7cyYIFC2Ja7kgkclVXvMoy+DoAzc2nKg34pR+zd8AYOH9JQmUcqjujcfhHbzYGPPhpsRbhNueGHXN7FUZyDuXxhWToln7yB1yEdrUHkCj0lFxGTucLeG2zcRRfSOHBPwCgGnKwuOoBEKp3xGthUTupym8koJowGzQDoUEE8E2gYYoFsSov29Qb/H16+atIGbnTn0rPnJRqTK93uupuvKSS7tK5vGSs8E0n3cXy+px77rmsWbOGk08+mfz8/LBjnZ2dvPDCC5x77rkxK08ncVhF+Ep/KQQun4p5cmG5pxw7d+5k4cKFCS1T7t8DbS3aRs1chMkcu8yLSkO/O1tjl28Kkgzd6cSGeOuuu9PPlvUuiqsvZlbjixPKYyLmwn9Wr55QWTqpzVTpK61Zs4bnn3+eyspKbrrppriVs2vXroT1qZPNaLKK4mlwwRXIJ/+u7di2AVm/Db7wHcTCZQms5eTRdTr1yBQ5IXNkzRQ5QZc1WURt+PvCF74Qj3pMGRLRMdvXsxC/qg02HHYmdjXaVEQEXMEYfw5vAQA+X1fIfWJpebKqhjHCE1omzHRKPwdtJVhMOQyNLrPHk8MKQ+RP3voGN9MHUterLo41hIyGUpW47cfgth8T3Nc540bth+pl2r7bARBqyCXqkeSp+1hZ+2zYPoXACKnThy53EXkWx8BWeqy6mAouVnV0dEI888wzw/ZlZWXx5S9/mRUrVlBWVgZAc3Mz7733HmVlZXo7MIXQ13CnBuq/Hwz+FseeFNO8RXFpsIchO1p1l686Gcmbr/ShBqCr9lJK2zckuzo6acZU7SutXr2a1atDxmkhBEKM7y0x3nSpmD6pdTntXOTaF7XYuwBeD/K+XyB+9heEceyQGvp11OuSKXVPpbpEm16vS2zS63WJTfp45h214e/UU0+N9pSMYrSOWbSKHIk292J6PdpsI0egY8R8Y1XeeElkebEsyxjoDv7u9eRr+wbcfJKdi2K1Je1a5tgN5BUY6OkKGdBWGezUyCwOZxVSZsoOM/zlHrFSYCjT1VDKLvxhx9wuiS1n+GqCnLanMLmbQvWSvhGvhXJEnqCt+Dsyfbrdly/sO5fPLb0H0OL9jZZfsmQbWurSsnX4WRiXuqSb7lK1rKle3lSWbTLlTaaef/vb30Y8tnbt2mH7Dhw4wN/+9jfOP//8CZepkyroJqBUQPb3wtb12kZBMeLEj8S2gKJpod8dbbHNW0cnTVCHzBf0mkcJQzAqepuZqeh9JZ1YIbJzUX70O2RzI/Jvv4OG3dDXC7u3wfwlya6ejo6Ojo7OuIna8KeTHugudMaP3zKdtprbeO39RmSzNoMru69ZO1g8bZQz48NQ3QkhOOkjObz1Wj8drSHDWpkws65sJUW9h8LOna/YxlXG7JIsNrX3sXggllBfn4otZ7jR0OhpweRpDNVnlBh/BnzD94nhxsB0wejaj731EU6eEXK/pYyy7iJVnrljKt5gvTp2DAKdEKmiO53oyRTd3X333VGf09vbO3aiCKxZs4ann36a7u5uZs2axbXXXktdXV3EtK+99hq/+93vwvaZTCb+/ve/T6hsHZ3xkvBn/721WiBoQCxdiRglbtSEKCwO/e7qiG3eKUamtNtTkamqu3OUAv6jdiW7GjqTJJF9panIVH2+IzEeWYXJDDNq4MwLkX/6BQByy3pEGhn+dJ1OPTJFTsgcWTNFTtBlTRa64S8NyTXup9S6H4BAXzlQOyxNY2MjM2bobkDHi1SyaHIUYPdqj0Re/0AMl4pZCa/LkboTQrDoGCuv/Sf8w6RImHBYCimcQBlVRRbeaAvl1+cIUFo2fBDrSEOfUCMY/qQEIRAykuEvfV195jf/FUV1Ma8oNAAnRjH8JfWZE6nvpiaV0dvL9CVTdFdSUjKudD6fj/fff5833niDDz/8MGoD3Lp163jggQe47rrrmD17Ns8++yx33HEHv/71r8nLy4t4jtVq5Te/+U1U5ejoTJZEP/tyx6bgb7Hi5JjnL0xmyLKC2wW9PTHPP5XIlHZ7KpJI3ckJrtybyFkVioWZ0sIBOXJIA53UJ1F9palKJrXNUcm6YCkIAVIiN78P/++auNYtlug6nXpkipyQObJmipygy5osdMNfGjLDvonTanYC8OSOJcBxw9I4HI5h+3RGx+MMGXVK+w4CIGYkfuVUJN3l2oevxisSRvzmnAmVUVpgokeGVuPt2OymerYlzBWdrfNVTJ6DYedFMvxZ+jaT0/EcpQwfqEpnw99g3MewfaMY2FLqmUuDeBWpRErpTicqdN1pMT03b97M2rVreffdd3G5XNjtdk444YSo83rmmWc444wzOO200wC47rrrWL9+Pa+++ioXX3xxxHOEEOTn509CAp3RkKRLdNnEkshnX0oJ9du0DasNaubEp6DcPM3w1ze12zW93U5fUlF3HW2x8S6SxfCQBzpTh1j2laYqqfh8x4toZBU5dmTVbNi3C5obCdzwUSgsQbnmq4iauXGs5eTRdTr1yBQ5IXNkzRQ5QZc1WeiGvzRkZeXu4O+qvKZRUuqMFyklHndoaK1owPCXjBV/IzFtupHDh0Ift0XCRK8S/bxWh/RzfKmNHkJGuYAfDjX6qJhpDu5T3C3DT45g+DN6mzH4w41+3oAZs8GrufocWBGYbmzpnsFR+Y1h+xQx8oq/ZPLeoeVcMPvZ4LY+SKyjM/XZu3cvb7zxBuvWraO7uxuAE044gdWrVzN79uyoYwr6/X727t0bZuBTFIVFixaxa9euEc9zu9188YtfREpJdXU1H//4x0ed3ebz+fD5QivEhRBYrdao6ppJNMuKZFdB58BecHRrv2vnIZSR4ylPitw8aGuB/l6k3x97d6I6OmnF+N5h617pi3M9dNKZWPeVdDITcfxpyH0DfWGvF1oOoj5wN8r3f4NQ9EkDOjo6Ojqpi274S0PGM6hfXl4e93pMFaxdb+Dze1leYKS5czGqBJunUztYUJTw+oyku0XH2PB6+unq0Ax25cKMT47PEOWQfuxCe9xfDnRzeVYRFy8qwLdNxSS0zmprc8jwt3OLm2KHgfmh8HbsaFtCQakNcYQhT/EPn8ng9OZgtnYOJFOBOA2SxZFCw/APwdFi/CXzmdvTXcvOtsXMLdFckekL/qJDby/Tl0zT3eHDh3njjTdYu3Ytzc3NFBYWcuKJJ1JXV8evf/1rVq5cyZw5E1uN5HA4UFV12Oq9/Px8Dh06FPGc6dOn84UvfIFZs2bhdDp56qmnuPXWW/nlL39JUVHk9+cTTzzBo48+Gtyurq7mrrvuYs+ePfT29lJQUEBpaSk7d+4Mplm4cCGNjY3BmXPl5eVYLBYaGhoAsFgs1NXVUV9fj8ejuWqrqqqa0HVINbarRxGNWTQQCNDc3E5np9aPKSkpwW63s2fPHgAMBgPz5s1j3759OJ1OACorKwFoatImk9lsNqqrq9mxYweBgNbnqK2txeFw0NbWBkBhYSElJSVhelqwYMGE9OTxeGhu1mIr2+12ZsyYwdatW4P5zp07l7a2tjCZioqKgmniKdPChQvpffEpBv0ruOoWIvr74yJTgS0nuOZoz6aNzD5medxkGqqnsrIyLBYL+/fvj7lMke49VVWD58VLpnjee2M9TxUVFQgh4i6T2WxOmEyDenI6nWzdujVuMsHIEx0GZRguU+wnRzQ0NGDoiE/eU4l43HuLFi2adL3i2VdKBaSU2kr0MdJES3l5+bjPizb/aNLHM+9BxitrMM3JqxH9fcjnHgHfwETog/uRH74LS1dOuC7xTq/rNPF10XUam/QQP1l1ncYmva7T0Yl3mxTNebrhb4pisViSXYW0wdbzFgZ/F2fMsPBg5xK8gV4UObAaLq8g4fUZSXdWm8Kq03J49tHQ6roiMb7Z4AtOyuJXrzXTQ4DTa/IwGQRFNhP/Ubs5zZAPQHenJrOqSnZtdWOZForndNAxizcPrGZRsZWqI2ZGGj3NYdvegBmnL4d8q/ZRJ6QfKdLP8GcQw10HjbbiL7nPnAiLhSLGaRDW0dDby/Qlk3T33e9+l/r6eux2OytXruT6669n3rx5ALS0RFihnQDmzJkTNng2Z84cvva1r/Hiiy9yxRVXRDznkksu4fzzzw9uD862r62txev1BvcdGRA70irCI9PU1dUdkSJCXNopjsFgoLS8nLKyMiB0fY+8VtXVw12ZHxnHcfD+GiQrK4vS0tKwfYP5Dn58TERP2dnZFBaGRyw+8pzy8vIwQ39/f39QxkFiLRNocuXUDwxcG4xkn3YuwpYdF5nUvILg5L7aksK4yQThehrUXTxkipSmpqaG7OzssH2xlmmQBQsWAKHnIF4yDepp8FoKIeIm05HPXLxlGsqCBQvCdBdrmfZu6R52bKR8RjtHSjmplVxVVVUsLMsetT46ktqCPERRKK5ednY2BQXat/NI757x3HuTIRX7SpNlzZo1PP/881RWVnLTTTfFrRyz2Tx2oilCtLIKRYHzLodTz4UNbyEfuBsA+fffQ0ERYtaR/c/UQNfp1CNT5ITMkTVT5ARd1mShG/7izHhmZE0GQeT8Gxoagh+78Sae8sW7LBHow+DvAsDpywXA4O7QDhaXgcWaUPlgdN2JIzxJZA8Y1KRUEUcczM5V6O9VmVFrYsl0G3dfVs3+bg8LSjWZagss7JFuThtI3+dQ8bgDbHxXi223o20p80s2kGPuYVf7YgB8viPuN6li9B4Obh50VFHfsRCHJ58trW5cBsFxNQYtGHaCr+NkyzMqkQx/EnWEfFPpmZMjtAvxKi/WpNIzF2um8rVMtGyQXrqb7Pn19fWUlpbyyU9+kqOPPhqDIbYTKux2O4qiBF1hDdLd3T3uGH5Go5Hq6upRB9dMJhMm3YVh/MgQr2UNDQ0xHSwekQN7oFNbwcT8xQhb9ujpJ0PJEENm036YWRu/spJIwnSnE3N03emE4XUnuwbDiHdfKRmsXr2a1atXB7eFEOM2bEdjAN+/f3/Uz3e0BvZo0scz72hlHcxb5OQiT/wI8o0XtJh/PV3Ie+5E3Pl/Ye6541n3aNLrOk1OXeKZXtdp7PLXdRqb9LpOI5NKbZJu+IsxiZqRpRMbTJ6Q+7IO5zQACnsH4ibWzYt0SkoihELA24PBHJpdfLLzcdxnfhRbgeYkLNdi4KhptuDxmfnaDASfDLn7bDnop7VZM3j5VAuPbPkcWUYnLr/m5MrvDx+4FqobMeD+slWtYc3u/xd23GUOcFwarvYDKLK1Dtv3ZP2FXHBUEiozBnZzD3lZncFtqUf509GZclx77bWsXbuWn//85+Tk5LBy5UpWrVoVs0FYo9FITU0NW7ZsYcWKFQCoqsqWLVvCBpxGQ1VVDhw4wLJly2JSp1RCb1UzE7n+7eBvsey4uJYlZlQH7zPZGtm9ro5OpiATHHvtyDY+GZOZdCZPvPtKOjpCCJQvfw/1Nz+A/fXQ3QH7dsKcFBwk0NHR0dHJeHTDX4wZbUZWvIJHR8rXYrEkPFh1IsuLVVmK6gn+7nBqrmnye3ZrZUyfGXfdRWIs3S062srm9a5h+7Mde3EXhwZbxfOPY/N6UK78fMR8DIrCJ5YU8/amXk4yaAbDQ42+sDQSJWj0A/D7A5qhTxgwufZi7Xk3eMxDDsOQw69dut6XXa4i+ty5I+aXzGfu/LpnKc1uC+1n/DNBJ1JeokhUeVO9vUx0eanUXsaDiZY32XqeffbZnH322bS2tgZj17z88svk5+cHB7QmW8b555/PPffcQ01NDXV1dTz33HN4PB5OPfVUAO6++24KCwu58sorAXj00UeZPXs2ZWVl9Pf389RTT9HW1sYZZ5wxqXqkInurzh87kU7CSJSbX7nhLe2HEIghcXziQmFx6HdXR3zLSiKZ5KJ5qpEKunM5Vfx+Sa498sRCgWbEm2zPQPeaPw6mTU92DYaRiL7SVCUVnu9EMVlZRW4e4vTzkH/+DQByx2ZEChr+dJ1OPTJFTsgcWTNFTtBlTRa64W+KMjzOjU4khBoyoHkCWQAUDK74y82LdErcGUt3s2rNwwx/RfluCup3Uz/E8AcgX3sORjD8Aayenc/jH4ZWirUfHu7eEmBe8QaWV76G2eClp+9j+Kw15B/8E2LI/Fi3zB1+4hSaLKtKZdTjyXzmhAhd6Lb+MgKm9FxlmSz09jJ9yUTdlZaWctlll3HZZZexd+9e3njjDdatWwfAn/70JzZs2MCxxx7LokWLovYtv2rVKhwOBw8//DDd3d1UVVVxyy23BF19tre3hw2Y9fX1ce+999Ld3U12djY1NTX8+Mc/prKyMmbypgptxUuSXQWdISTi2ZfNTdDcqG3UzEPY4xz3uSAzDH+Z2G5PFRKru+HGGbdL5eVnHUgVTjg9h8KS+AxlCDGlPmHihlBS93sjnn2lQdasWcPTTz9Nd3c3s2bN4tprrx3xGXnnnXd44oknaGlpIRAIUFZWxgUXXMDJJ588YRljTSa1zbGQVcxdFFqlv3Mz8PFJ5xlrdJ1OPTJFTsgcWTNFTtBlTRa64W+KUl9fn1I3WqqiBJzB394Bw1++S1s5Jez5yajSmLoTimD+4iy2bwrFVaiYJsjt2EJ93eUAZPcPuIjKjmCMG0K2ScGFipRy1NmP/V47ZoMXAKOnBcXvCDP6ATgCRcHfOeYecs3dqCYPIpCFNMQxJk6caHdOo9gWil8opYIYZf5wKjxzftXIUzs+Rc3C4StCdUYmFXSnMzEyXXc1NTXU1NRw9dVXs2XLluDA1iuvvILZbOZvf/tb1Hke6blgKLfffnvY9qc//Wk+/elPT6DmOjqTIxHPfnC1HyCOPj6uZQFgywGzGbxe6G6Pf3lJItPb7XQm2brbucUdXIn3/rp+PnKhPYa5h75rpES3/I1J+qyai0dfad26dTzwwANcd911zJ49m2effZY77riDX//61+TlDZ88nJOTw6WXXsr06dMxGo2sX7+e3/3ud9jtdpYuXRoDKSdPsp/vRBILWUVRKRRPg/bDsGsLsqsD8gtjVMPYoOt06pEpckLmyJopcoIua7IYfQmLTkriV0Md7YAaeaadx+OJuF8nHKPnYPC3w11AQKpke3u0HUky/I1Hd9VzwpcNm6xm7L0NzGx8iSxXOwt3PKAdGMPwJ4RmvnMzuj+bPl8oH0V1YvS1DUvT6FsQ/D23+EPOnfsQ59c8gdHTPIY0qcn7TaeEbRdnH2Z+8bYR06fUM6fHJYmKlNKdTlToutNQFIXFixdzww038Mc//pGvfOUrLFq0KNnV0tGJG4l49uWGUHw/4hzfDwbcz+UPrPrr6hw9cRqjt9vpSyJ1d6hs1bB9qiqH/I5vd1fvSU89YtlXeuaZZzjjjDM47bTTqKys5LrrrsNsNvPqq69GTL9w4UJWrFhBZWUlZWVlnHvuucyaNYsdO3ZMRqSYkkltc6xkFXND949682eQ77wek3xjha7TqUemyAmZI2umyAm6rMlCN/ylIZtbZgV/7+5KDQtyumLwdwGgSkGXuxiP9IRWsiXJ8DceDAZBVZ3mlkQIyK/IQVizOWrnA5z+5tcp7howUJnGdl1yyykVOMcw/PkCIUOjUD2IgDvs+EbzbXTsCH0i+1XTkPTeMeuQikRy7Xli5RtJqImOjo7O+DGbzaxatYpvfetbya6KThJInzUYqY3s7oAGLeYzldWI4mmJKbhgwHuC24l0OUdPq6MzhWkuGyOmpoQtEWKexwIxGChQZ8oymb6S3+9n7969YUZDRVFYtGgRu3btGvN8KSWbN2/m0KFDLFiwYMR0Pp8Pp9MZ/HO5dI8uqYY48UwwDox7qCryvl8iX346uZXS0dHR0dEZQkq5+nziiSd49913OXjwIGazmTlz5vCJT3yC6dNDgaO9Xi8PPPAA69atw+fzsWTJEj772c8G48+AFoPmj3/8I1u3biUrK4tTTjmFK6+8EoMhtDpu69atPPDAAzQ2NlJUVMRll13GqaeeGlafaPy2J5JdXcfT2jcXgDZXZBcnVVVVCaxR+qIE+gFw+22AAK9DO2AyQ25+Uuo0Xt0tWGKleJqRHLsBW46BwIwq2LU1PJF37FkG80ts7GT0dN4ww58bIQNhxw9saQJCsWnCDH8yPQ1/ATl8Na0iRjaQptIzp49VREcq6U4nOnTd6ehkJvF+9uXWDaGNJcvjWtZQREFx6B3e3QFWW8LKThR6u52+pJLufD7J/j3DvzEuMhShjBK+QEdnsjgcDlRVDRt/AsjPz+fQoUMjnud0Ovn85z+P3+9HURQ+85nPsHjx4hHTP/HEEzz66KPB7erqau666y727NlDb28vhYWFlJSUsHPnzmCahQsX0tjYiMOhjWmUl5djsVhoaGgAwGKxUFdXR319fXA1QlVVFR6PB6/Xy9atW7Hb7cyYMYOtW0PjCnPnzqWtrY3OTm01enFxMXa7nb179wJgMBiYN28e+/btw+nUJq0MxntuamoCwGazUV1dzY4dOwgEtLGE2tpaHA4HbW2aN6HCwkKKi4vDDKhjyWQ2m0eUqblZ8zx0pExerxe/3x8mU0lJCXa7nT179gRlmjt3Lg0NDaPKVPXj39P913uwb9f6Depjf6VzehWHB8YSYqknt9tNS0tLRJki6SknJwe32x0mUzL1NHv27HHpadu2kJelI2WKpKd58+ZhMBiC12KiMo2kp97e3nHradasWXg8nqj0VFxcTF5e3rj0NPicjkemgoICSkpK4qKnysrKqPU0d+7cqO49r9eL2+2Om568Xu+IbcR4ZYqkJyklBw8ejChTJD1ZrVb8fn/M2vJE6Wnnzp1RP09mszl4jWOpp9bWVrq6usatp4qKCoCo9FRQUEBpaem49eT1eoPuPkfTU25u7oTuvWg8FggpU8cn3B133MEJJ5xAbW0tgUCAf/7znzQ2NvLLX/6SrCwt/tof//hH1q9fzw033IDNZuO+++5DURR+9KMfAaCqKt/85jfJz8/n6quvpquri7vvvpszzjiDK6+8EoDW1lZuuukmPvKRj3D66aezZcsW/vKXv3DzzTcHfayvW7eOu+++O8xv+9tvvz2i3/aRaGtrw+vVPkpGi6EWDY881EGW0DoSjkAHV11ZOyxNZ2cnhYWJ8TE+eAvFSr5ElpXT/iwdHe04u0ys3X8u/p6dXPjeHVA7D8PN/5NQ2QaZqO4C99wBG98J35lfiOFnf4mYfuij/5t/tVArrMFtn1TpQ6VAaHMDBCrXHvMz7VjWTJAqJo/W8PfmrOK5txbR580Pnl9XuJlTqp/TjhdfgCt/VcKv5WTKk6rK28/u4KL54TEfPH4zPfN+EPGcZD5zyqZfUGzT4gG19FbSYDyFmkVHxa28eJPo8qZqe5no8tKpvZwIk5XPZDJRUlISyypNKeLRX3ryoa6MGwA+7pRsSspMU7qtgfg/+4Hf/hA2vw+A+NZPEXXzEyKb+thfkWseA0D5+o8Q85fEvcyppruhTOXnYCq9c+WeHagvPMFzhV8YMc0FH8tnwzv9NDX4Yl4+wGuBbuql5tHkx2fOYF6BjTVP9MSlrKmAV6pcdsXweyET+kqdnZ1cf/31/PjHP2bOnDnB/Q8++CDbtm3jzjvvjHieqqq0trbidrvZvHkzjz32GN/85jdZuHBhxPQ+nw+fL3S/CyGwWq20tbWF7Y/ERPQQzfMdbf7RpI9n3oOMV9Zo8lYf+mNotV/VbJRv3IGwZMUs/4mk13Wa+LroOo1NeoifrLpOY5Ne1+noxLtNMpvN4+4vpZSrz+9+97uceuqpzJgxg6qqKm644Qba29uDM4mcTievvPIKn/rUpzjqqKOoqanhi1/8Ijt37gzOYvjwww9pamriy1/+MlVVVSxbtoyPfexjPP/88/j9fgBeeOEFSktL+eQnP0llZSWrV6/muOOO49lnnw3WJVq/7anGoPVYZ3T6is/jP93ns3b/uQDY3NosAVFWkbQ6TVR3wpYzfOc4/AoLIWiwhLvufCjQhneI+0+JgtuvGQYVfw9dlV+kteaHtFfdwiHTOWFGPwCXPzv4Wwn0RSFFauDz+4YZ/WD0FX+p8syV5TahiPRcZZksUkV3OtGj605HJzOJ57Mvex2wdb22UVgMNXNGPyGW5BeF6tHVkbhyE4jebqcv8dKd+tNvwfq34pL3xEmZudE6KYbdbkdRFLq7u8P2d3d3D1sFOBRFUSgrK6OqqooLLriA4447jn//+98jpjeZTNhstuCf1WodMW0syKS2OR6yikuuhuIybaNhN+rvf4L0x2eiwnjRdTr1yBQ5IXNkzRQ5QZc1WaSU4e9IBpdh5uRoBo29e/cSCATCljRWVFSELTPftWsXM2fODOt0LV26FJfLRWNjIwC7d+8etixyyZIlwTwm4rc9kT7Yp2VtZOX0+1k5/X5Ks8b2I68zOr19IWOO3XlY+5GXmJnIMcWWPXyf1x22sm/EU3MUWgdccu5UnXiQeI84r9eTD4DidwABUEyoxlw6Wv3D8uv1DjH8+XvHL0OKMDhJ4EgUkaqDAHLUTR0dHR2dzEBv/ieP3PQeqFrfUCw/GaEMd/0dN+xDvIr0ORJXro6OThgN9fokutHI5HeN0WikpqaGLVu2BPepqsqWLVvCVgCOhaqqY67c00kfhCUL8YWbwTowDrJ1A/K+XyXd+Kejo6Ojk9mkVIy/oaiqyl/+8hfmzp3LzJkzAW0WldFoJDs73MCRl5cXnHEVaabVoGvOoWmOdNeZl5eHy+XC6/XS19cXtd/2sXywR+sPFkb221uVv42jyjU/sy1OLcbfkf5g/X5/cN94fRFD7PxgT9YXcaz8K49HJlevn3y0mHSF/Zov7iZhpneg/AULFiRUpq6uLrZu3Rq1TPl9ToYt9A0EaGlqpKR8+qh+sAvN2fwn0EWJMHF4wADoI3x1m9OnGeAFkt3bNpBlL2PGjBk0NXYA4c9kmy80I1H19gTlTuS9V1ZWhsViYf/+/VHraefOnVTlDlxCVUGVBkwGH0JoLloi3XsulytufuXHuveOxON2B+sSq+epoqICIURCZKqtraW+vj7o9i/ebcTgMzdV272qqqqEyDSRmAaTbcsHdZcoPeXm5jJz5swJyXTw4MGUd1+lk/6883o/Z11kx2yZ2i5O7fbIMa5jgfww5DZdLF0Zt3IiIazZoQF1V39Cy04U8dSdTnzJFN25ulQaNmf2YP1B1UOFYhk7YYZy/vnnc88991BTU0NdXR3PPfccHo+HU089FYC7776bwsLCYKiZJ554gtraWqZNm4bP52PDhg288cYbfPazn02iFOFkyvMN8ZNVzKiGL92K/PVt4PMi31+LbGtB+dKtiPzETyzXdTr1yBQ5IXNkzRQ5QZc1WaRUjL+h/PGPf2Tjxo388Ic/pKhIc3uzdu1afve73/GPf/wjLO13vvMdFi5cyCc+8Qnuvfde2tvb+e53vxs87vF4uPrqq/nOd77DsmXL+MpXvsKpp57KJZdcEkyzfv16fvrTn/Lggw/S19cXtd/20XywxzpmTc6272Iza0aZD5uLKD/pGzHJd6KkazwLxdeNNFj5w7+6mT7wYXPqf2/E5u1G+d6vETNrkhI/Y6KoLz+DfOj/hu1Xfv13RHbusP1DZXtyeyf3r28NHjtuRg7Zhw1UqyED3omznmNu8WYAOmZ8hYBFc2Xx8rMOnH3hRsKDqotbj/1fFCHxGYvpqropreKsdHZ2MK/z5xGPtdbeCUm+H46U7alH9/CRqteYlV8PwLvOj1K1+Ji4lRdv0um5i5apfC2nst4gM+LWJJPW1taY95ee+ld3xsX4A5g+w8Sy47T391Rsa+KJ9HqQX78avB7IzUP87M8gNAcpCWlH9+5E/vRb2sbp56Fc8bn4lzlFdBcJ/Z2bHqifuwiA5858YMQ051+ex8Z3nDTtj3+Mv6/Nmk7vwZHd+2cCu1UXs5WRXUt6pMplHysYtj8WfaXS0tIJnZto1qxZw1NPPUV3dzdVVVVcc801zJ49G4Dbb7+dkpISbrjhBgAeeugh1q1bR0dHB2azmYqKCs4991xWrVoVdbnxivEXDakUNyqesk60Lmx+H/X3P4FBL0J181FuugNhNEZMn86yZopOUyV9NGSKTqPNX9dpbNLrOo0NGRfjb5D77ruP9evXc9tttwWNfqCtuPP7/fT3h8+A7enpCa7Oy8/PH+ZvvaenJ3hs8P/gvqFprFYrZrN5Qn7bE+mDfTyW2qGrEXQik9v2FMV7f8AXjvobFoMLrwxg83ZrBwuKRj03nkxYd9kRXH0CeNyR9w9h9ez8sO1vnDCdZouXwJB5Adtaj2HNrstxZB1Ndter2DpfAe9wo98B1Y0L6HFrs9pM/nYUXxci4AYZ2YVmSuFpp6rjnhEPqzIQcX8yn7l+Xw59ntAq5hSdz5Gy6O1l+qLrLn1Zs2YNX/va1/jFL36R7KpMOXodkd9TU4lt27bFJ+MdmzWjH8Di5Yl18wnhbtv70y9G8niIm+504k48dKdKSa8xvrHLdHTiwerVq4OT0u+8886g0Q80w9+g0Q/giiuu4Le//S1///vf+fOf/8yPf/zjCRn94kkm9anjLatYvBzlOz+DgmJtR/125FP/GP2kOKDrdOqRKXJC5siaKXKCLmuySClXn1JK7r//ft59911uv/32YbO9ampqMBgMbN68meOOOw6AQ4cO0d7eHlyZN2fOHB5//HF6enqC7jw3bdqE1WoNugubPXs2GzZsCMt706ZNwTyG+m1fsWIFEPLbvnr16vhdAJ2Eovi7EUgKLV14Aln0MWCUsudDTuosyx0vwp4f2Sg84LJuNCxGheuXT+PFPd1cubgEk0FBZsETvR0UCyPFwsRRrmkAGL3ryHI3IRE0upcB2syE/aqbdaqDflROUOw0dM8hL+tt+i1HYXI3YD/8CAFjAZ0zvwqKKWZyxxp34zOUipFjdAYCARQlpZpOHR0dnbRj9erVYX0qIURwpttUWMGSVCRJu5aJLC8eZalvvhj8rSxdEVZGQmQrLAn15Vqb0/56pkJZU728dJZNSsktLzay64Tv8/Vtow+KCyEGPzl0EsBYUwgtQsHnk5jNkeeRT/Q+0d//OlMFMbMW5QvfQf2fb4Pfj3zxSeSp5yIKi5NdNR0dHR2dceDxq9y/vpVsk8JVS4oxpGkfJaVGr++77z7Wrl3Lt771LaxWa3DFnc1mw2w2Y7PZOP3003nggQfIycnBZrNx//33M2fOnKDRbsmSJVRWVnL33Xdz1VVX0d3dzUMPPcTZZ5+NyaQZG8466yyef/55HnzwQU477TS2bNnCW2+9xc033xysy1h+23XSHyWgzaR2+rMBgd2xTzswozo9PzryRlil6BnZiDWUc+YUcM6ckMsWm0mhGz/d0o9lyOJgg6qtuPX4s1j3Rug6OVHpH4gL6EOyq30xuzsWsfiEGcw7/D0AjP5OzK69eLPnRiVaIikN7IERJvg7PHkEAiqmFLRbylG2dHR0dHQyB/0NMDGkzwc7NmkbObmwMHYus8eLsGRBYQl0tkFrc8LL19FJJPWdbna0u0AY+PnCq0lmtLNiYQq6+pTbPwT7oiTWJj3wuCVmc7JrkXlIKcf07jJR7y/jPS/a/KNJH8+8oz1v0nWpqoPTL4AXngC/D/Xb18JJZyOu+jxCMSREVl2nia2LrtPYpI/2vFSqe7rqNNr0maDTZ3d2sWZ3NwCVdjOn1WiLy3rcfu5+pwWArx5fTrZZG0D2qxKDCE1iimebFM15KWX4e+GFFwDNNcJQvvjFLwYNbp/61KcQQvCLX/wCv9/PkiVLwoIiK4rCzTffzJ/+9CduvfVWLBYLp5xyCh/72MeCaUpLS7n55pv561//ynPPPUdRURHXX389S5cuDaZZtWoVDoeDhx9+OOi3/ZZbbhnR1WeqMXdu6hpWUgLVGzT8uXw5AFhcWow7kZ88N58wCd2VlkNeIfR0hu8fx4q/SGSbQtYvFyF3ngbpAqEZ/obSKEPlSCHp8+YD4PYeGSMjtV2QBVQTGIa7JN3Zvpg395/NsZWCsqzh5yXzmZtXtI2FpR+EduiuPqNCby/TF113OjqZSTyeffnBWnA5ARALliGSNcsnv1Az/PX3Iv0+hDEFZxtNAr3dTl9irTtvYPz91aYGb0zLPpKjlGw2q/3aJEaXE9LP+UtMkfoUkpRhzZo1PP/881RWVnLTTTfFrZzBifSZQCJlFasvRf73eXBr/QveeB6qZ8OJH4l72bpOpx6ZIidMfVmllHgDcsJyBlSJKsFkSNyilfpONx8293NWXT45Ayv+fQEVnyqxmcYOjzAeWaWUvH+on7IcE5X25M4u+teW9uDv37zdwjtNfZwzJ59HtnSwpVVbYPPo1k5OmJVLj9vPz9c2U5xt5M4zZ6bU/ZtShr+HH354zDRms5nPfvazYca+IykpKeE73/nOqPksXLiQ//mf/xk1zZFuqNKJtrY2ysvLk12NlMXkOYgY+KDpcGouZS3egVgq0yqSVS1g4roTJhPKt36C3L8HDuxBrnlMO+AdO8ZfJPKyQg23UwYwCB+lOQcxCi0/byDc+nVgiOHPZlFg4Ps8x/1BWDq/pXJC9UkU3e5isk2Nw/Zbjf18bNHv6WmETsOXKMzJCzuezGduefn7pOMi1VRBby/TF113OjoRyIDx2ng8+/Kd/wZ/i1POiWneUWHPD/129MAUcwumt9vpS8x1F0VbteEdJ5VV8TWCzxFWNsj+uJYxVdjmd7A6K8OtowliNNfoYxGNF6P29vaon+9ovSRFkz6eeUcr62TqInLzUK/+IvLPvwa/NrlY/vtBxDEnIKy2Sec/GrpOk1OXeKbXdRq7/JOt0/99u4WX9/ZwUY2Fa4+vjipvp0/luy8doLHHy3dPqeDo6Tmjpt/X5aHT5eeY6dnBenn8Km8e6KXXE+CsunysppCXt6F1V6Wky+Wn36dyy4sH8AYk9Z0evn3SdHrcfr77UiOHer3cfHIFBVlGnD6V2UVZuPwqjT1elpTZUAbyO3S4jZJp07AYFPZ1eTjo8JCXZaQ810R+lhGLUeHhLR38Y1M7FoPg56tnMTM/fNxZSsmeTg97u9xkGRVqC7P456Y2sk0KVy8t5bWGHh7Z0kFptokTZ9lZUmbD6VOZU2xlW6uTJocXi0Hg8ql0uQNU2M0UWo14AiqVdgsVA8bGbpcftz+8o/p2Ux9vN4XHYH9ieydPbA8tvmns8XL1Y/WsnGbi1DklLK/IHZdxNp73Y0oZ/nSiR4zwxdTZ2al/VI+C0d0U/N3Wr12nArdmzRdzFialToNMRneitBxRWo7a1Rba6ZmY4e+0mjye3dWFKrUVf1ZTP+fO+VfwuHvIir8WGT4LNzsrZPibrq4NxuRwGmagGtPzI3Fm/h4AsoHXdmzmzGNPDDue3Gcu1A5sbD4ety07SfVIT/T2Mn3RdaejM5wMsPvF/NmXbS2wfaO2UVgMsxfELO+oyQu5XcfRNeUMf3q7nb4kXXdxbtwUITKjAR0HY12GetWJaYT4fjrpSdKf7wSSaFmVFSfDipMJ/P6nsH4dOLpRf3cn4nPfQuTGb2xE1+nUI1PkhInLKqUkIMGoRD8z3uVTsRhF0FB1JG6/igAsRu39p0rJ5sNO8iwGqgqygnms3e+gtshKbaG2r9vtp9vlp7HHS16WAatJ4eW9PQA8uddDH80093rxqZJl5dlcsqAwbAXdgR4P7f0+5hZnYTMZ+NfmdvZ1aQsvfv/uYf5wYTYGRXC4z4snIDEKwZrdXexsd6EIwfY2FxI4eZadHItCl8vPpsNO+ge8s715oJfz5uQTkJKWXh9ZJoWmHi9vN/bi8quoR3QK3mrUDIb3vHuYJoc28Hvn6wcjXrNzZudTVWBhY3M/7zb1EpCOiOmMiuCMmjyer+8GwBOQfPnZBkpsRmwmA6U5Jrpcflr6vPQN8yqnsaa+J/i72x1gV0d0Y+FGBZZX5NLp8tPvnZynuncO+3jn8CHysgz8YnUVJdnJ8+CiG/50MhKDvyv4u9utDajUdGzRdhQk19VnTDCHjHLS4yb6Vx7UFmbxm3Orae338fb+XlxN4Q1Vl6s0+NswpIRzZudj6gtt9/nzsZm0GRDd3QK/SyXLmrofikbFN2Ya2RvB12cSGbzaHr+FDw6dTEVN5Jepjo6Ojs7UJ+CXtBz0UVRixGzRl4OPB/nKsxDQPvDEcaclN9Zzbn7ot6M7WbXQ0Yk7qWZjqxIWqg1Z9E0rS3ZVdHR0piDK/7sGdccmcPbBzs3Ib18LH/8c4uSzk101HZ1xE1C1OKOGcRrWXD4Vpy9AoXX85oc3Ghw8slvh47m9HD8zN6zsXe0u/u/9wyhCYDMpuPwqLp9KQJUIAT2eAE6vSnmuidWzC1g9Ox+zQfDqPgctfV5qCizMzLPwQn0Pc0us1BVm0e32s+5AL49v68RmUphXbOXEWbmcWp3HUzs6eW5XN26/Sq8ngCKgwGrEF5D0+wL4h9igDAIGvZgrAi4/qogd7W42No/uTWDQCAiwu8PNhy1Olldk825TH829XnoHDF1ZRsH0XDN7u0Le1lr7fVz6z53kWgz0ekY3Vv13f+Rxwp3tLna2u0Y990iufqx+XOn+MxAjT2Pke8avyqDRbyhtTj/gZ3/PxEJYRYNf1Yyao2EQUFdkZWVlDg9sbBs1LUCu2UCxLbmmN93wF2fGE3w5WrpcFrLN2kPZ7c5hWoT8S0pKYl7uSCSqnFiWpfi6g7/7vLkEpEpu/yGtjBx7MEZaImUbJCa6M1tCv93uiPmNp4wZeWZm5JnZdtiJRzXQ5SqiwNoBQEtfyGXnYellXnEWd35kJooQPLAu1AAe6J9Daf5eADYcOoFpeT5mVMffV/NEr6FR0Vxw+FVj8PeRqJ7sYfmn1DMX43Yn0c9BostLKd2lcXlp216Ok8mWk4zro5OZuF2S9990UlRqYNVpuWOfkIaUlJTELC/p9yPXvaxtKArijAtilvdEEHkFQYOI7O6c0OStVCaWutNJLFNddwViasXTnAxj9VimWrukM/Wf76EkS1ZRPA3lxu+j/vJ74PWA34d87C/I405FDB2/iRG6Tqce8ZbTF5Ds7HAyKz8Lu0Vbcdbl8rOrw8XR5dk0dHv4yesH8auSW0+tYE6xDSkl21pd2LMM5GcZ2d+tuZX84GAfRoPgncZe+rwqly4o5BNLS3B6VX7/XgsdTj8l2SYq7GaOKrXx+LYO8rKM1BZauO+DVlQp+OkbB7GZFCrtZhyeAC19Y0/SH+RQr4/717fy+LYOFpTaWHcggkFn+/BdTp/K+uZ+1jf389u3W4YdD0hod0YeJxwauliV8NDmjnHXdygjGeLcfhlm9BvKWEa/SBTZjHSMIMsgs/IsZJkU9nS68R+59C9KLAYwKpqxdnFZNotKbXS5/bT1+/iwxYnbP3wln9WopQ/W2WrU7plpNl7b5+BQr7biUBEEVyZeMLeAU6rtPLChDYcnQLvTR59XZV6xlVOq7fR5AyhAud1Mh9NPl8vP49s6h5UtgBNm5fL5Y6fh9KmU5ZrxqzK4mtSgQH2Hm48uLMLhCTAzz8JDm9txeAKUWfy0eIwsKLUmd0IpuuEv5iQi+PL+rjJKcxoAaOqrIlKY9dzcqTnQEysMAW2mgyoFLl8OPnWg8SwqRZiSG0A0JrqzDFnx9/B9cMKZCMvEO5OluSY6CPDK3os5s/Zxer15NPVofqh7pJ+Nah8rsnOCS+LNWaGGbWfnIjw9KooI4FeNWGQrkLpx/gxCe/GNZPQD8Mjh1zKpz5wYfAFr1103L0SH3l6mL7rudHRGpqN1ci5KUhm7PYausbZ/qM2+B8TRqxBDY+wlg4Ihrj272kdOl6bEVHc6CUXXnU4Q3fI35cik5zuZsoraeSi3/Qb1l9+HjlZw9qN+/WrE+R9DnH1pTAeIdZ1OPQbl7PUEeP9gH/NKrJTnjn/8UkrJ2v29NHR7OGdOPrlmAy/u6SY/y8gx07P5/suN7OpwY1TgtOo8PrqwiFteOhA0Dg01rtzx+kG+fFw5r+3r4Y39o6+SAnhsWydv7HdgNRnY362Nv25vG27cemVv+LbTp47psjHLKMLisQ1d/dbtDkQ2+kWJ3WLAMQHjGmirxFbNzGW63Ux9h5sPDmkrALNNCqqUHDXNxjVHT6PH7ee2VxrxDrEglmYbKc02YTEqbDnsxDNw7MRZufgCkneOiDkHmtvM8+cWMCvfzP0ftIIQ9HsDqFIzpJ1abWdOsZXTqu30uAO81dgbNOplGRXqO9209vm4YnExc4utADh9Adx+yc0v7OfwgAG2Kt/ClYuLeWpHJ1taXZxRk8cNK8t4bV8P/T6V53d30+TwMi3HxA0ry6izK2TbrBGvUa8nwNM7O9nU4uSMmjwWlFhxB1RqCrLodPnZ0e5ieq6Z6oLQWPfF8wt5/1AfdYVZlNiMODwqLr8afCZ+dOZMIBSnsNBqRAgRnJA9tL09f24B33u5EYfbz5ePL2dFRQ4SzQ28lJLcAUP4UBeyF88f7i3w+hWa1wi3201WVmp4itMNfzFmtODLsXqJb2y/jB0d2k3nCHREzHfv3r0sXJjYWHWJtGJPtizFry2ldvmykSiY3QMzMcoqIuadSNliorssa8j4owZgzaOIiz8RMel4ZJtTZOUVHHS7i3l06+eC+3erLl5XtWs53W4O5mW1ai8wRQjcXQoHzdVcvuheAPa75yPEJycuW5REq7t/bfs0nz/616OmsRg9w/JNhWfOoPgwCB+gxuWeTfRMlUSVlwq6m0rlpV17GSUTlS/ZM710dKYSe/bsidmzrz7+QGhj6cqY5Dkphsb06xjbhUy6EUvd6SSWWOtO6lPVUpaxdKP3aKYemdQ2J1tWUTod5bM3od71bW2Hx4187K+I8pmwZHnMykm2nIkkHWX1+FXueuMgh/t83HTCdGoKxzYS7Nmzh4OWCv6yvpV+n0qWUfD9U2ewobmfTYf7qSvMosBqDBrU8rOMuPwqUkp2dbjDVnc9s7MTX0CGrVIbxK/Ci3t6eHFPT9j+oQu+ut0BfvRaU1Qyt/Zrbhsny8JSK7ecXIlBEViMAgH0eQO81dhHWY6JxWXZNHS5eXhLB+sO9AbfaDUFFlQJDd2RV839v4VFXLWkmLcb+/jNW824/CpV+RauObqEpeU5SCl5ob6H+k4XF8wtZLrdjFERNDk89HlUcswKHxzqY2VlLm1OH2t2d+P0qlxzTCkz87TFA1JK3j3YR2OPl/PnFlC/YztHHTUDgAq7mdtPn8ELu7upKcziuBk5TMsJGXZ7PX7ea+qjIs/C3GIrUkpcfpUed4Ant3dSYTdz3twCAiqYDJrB6qRZdgyKoNcToKHbw1GltjA3rflWI+fMKQjWDeAjdfnDro3NZMBmgq8cV84T2ztZVm7j7Lp8jAaFpeXZHO7zMSNPGxM+o1Y7/7TqPLa0OllSZsNmMrB169YRn9Nci4ErF5dw5WLC6iKEoMhm4oSZw70yWIwKJ8y0B9PmW40Mr7lmvCuyje7Vochm4p7zq1Elweszmb5OKrVJuuFPJyPpmvFl/rvhAFlt2owNa+9+AETFrGRWK3YcsbpPvvIsjGD4Gw85ZgNOqQ5r+TpkaKn98TNCK29yLAZcQ9J6A6H6KKqbfbs9ZFkF5ZXJXV0ZCb8cu1k8tvA9YH78KzNOBi+1UQnw6aN/yduOi4DqZFZJR0dHR0cn5ZGOLmjap20YjIijj09uhSDM8Cen4Io/HR2d1Gdsk6xu+ksW4wklM1H38uM9L9r8o0kfz7yjPS+uctbMhekz4dCB4D717h8hLroKTj0HkT3cq8lEZNV1Ovm6bD7sxOEJcMLM3DEnckaT/9M7OoMrv772nwZW1+VxWk0eflXy0OYODjm8TLebybMYyDIptPX72Nuu0OsPuZ90+yW3vBS6h3a2j74ybihDV8hFw/wSK51OP4f7I7vdtFsMHDM9G4tRob7DTbZZ4bRqO6/vc7DpsJOABLNB8L1TK7FbDPzunRZ2drgxGwTHz8jB45fUFmZR4T/MQeM0Kuxm8rMMuP2SRdOsHO7zUZ5rDjNeSSnJNil8pDYvuD0r38I3T5zOgW4PL+3toTTbxHlz8lGlpLXfR1mOmYZuD2aDQnmuiT5PAHuWNhZ43IwcFpTW0OH0MWvAmDWo27Pq8jiLvLCyK3LNMPDITs/VjGjTckwcVWoLSzfIioocVlRov4UIP7agxMqCEmvE87JN2mq9ofWxGhWsOQqfXz4tmM6ohN4VBqG9se0WA4un2YblOZTx3L8LSq0sKK0IppVSYjYIZuSZh+WRY1Y4rjInbH882qRYtjGKGH481dqkaM/TDX9TFIPBkOwqpDSq0c4+xzTyezWrv901MKN6evINfzHRnfmI2UKKMqnsss0KLoYva28fMPwZBFQNWXJdmm3i8UAnxxi0t583EDLwzbDuY+OOelr7K5i7NMCcuZGXeicLOY4PWcFw39Op9MxJObx+OiOTSrrTiQ5ddzo6mUmsnn35+vPB3+Lks5Pu7h0AazZkWcHtgs6pt+JPb7fTF113OoMI3fCXMBIRSgYy6/lOBVmFEMirvgCP/xX27Ajul0/+HQ42ID73rUmXkQpyJop4yVrf4eb2V5tQJTg8Ac4dWBkF4PKp9HkDlGRrY4o9bj9//7AdT0BlZWUu7U4f7x3sZ2mZjYvnF/KPTe1sbOmnIMvIvm7PsNhqa+p7WFMfvsKuw3Xk6rj4tr0z7Ga+sGIaRTYTf9nQyvsHNcPklYuL6XL7WVhqZUVFDt6AyvP1PWxr09wvnlGTR2ufj26PnxNn2jEZwusppeSUKjt9XpWtrU5m5FmosGt97js/MpPtbS5qC7OwmkLjljt3trNq7nBXipV50YUwmplv4dqjS4PbClCWoxnzhrqNHDT6BbctBuwWw4SNPuNFf06nJqkkq274S0Nm5bzBKdXvI5C8um8hUDsszbx58xJfsTTD7QoZRwqcrQCI6TOTVZ0gMdFdzhEzxCbZ6FhNCq4jjF1SSjoGlulPt4cPlE3LMbFJ9nPMwLQXiQFfwITJoBkKL5j3IAcds1i7bTVz5lZNqm6xZjwmUqMY7p4guc9ceGdE/xSPDr29TF903enoZCaxePZlfy/y+Se0DUVBnH7+pPOMBUIIZEExNDdCZztSyinlKlhvt9OXWOsuzmNpOpNAV03qMFoombGI5t0xkec72ndTNOnjmXe0ssarLsrsBfDtu5BrHkc+/tfQgQ/egs42RFFpxPPGm7+u0+jyllLyxv5e1h/qQwiB2SB4t6kv6N7y/95v5ay6fDYfdrKt1cXTO7vw+FXsWQYsBoXWISvgXm8IxZTbfNjJ3z4c6sEhspvJ8ZKXZeCqxSWcVJXLw5s7+LClH4Mi+MSSEnwByZ4uN9NzzRgVzVgpJdR3ujlmejZ1hVYUBYptJrpcflp6vcwqsCAQuP0B8rOMwWtz88mVePwqASmxmcLHEy1CcOG8Qi6aH7qO4zHI2bOMHD8zPB6j0SBYVJY9LG2879943o/RpE+15zTa9Kn0nkml65Iq7xnQDX9pyZyiHeRatNVXRbbOiGn27dtHdbXu6m80TO6Qiaesa6f2o7wySbUJERPd5R8xM2aSK/4UIVDMIswdtxsV38BnYaU9/CVfbDMRAJ7xd3C+UavLkSvpKuz7WV7xGvDpSdUtpkiVU2a8FLbr2Z0fZ1b+Lo6a9kFwn1EMd2uQzGfO4ckjP2vo7DD9cz0a9PYyfdF1N3UYj+sqnehJ1DVNtO4aGhqoqqqaVB7qS0+BR4uBwglnwrTpEeVItGxSSigs0Qx/fh/S0Q32/PiWl0BiobvxkhTdTcGyBomH7nIwUCUs5ImxhyX0N0TqIIh8D072vtT7Ackjk/rUqSarOPUc5KZ3oX67tkOqyFefQ3z005PKN9XkjCeRZG3t86FKybQcU9gg+YZD/TT3+TAbNONellFhQamNP71/mNcaHKOW89GHdg3b1+MOQATvWOOhyGbkSyvLOOjw8mGLk/WH+sjLMnLVkmJOq87D6VNx+gI4fSp2i4Hulkaqq6tRBuT59NHDjcPLj3CtOJKBoMBqpMAaevdmGYensxgnN444GTLl/s0UOUGXNVnohr80pCIvNHsk2xTZh7PT6UxUddIOk3MPBk8LC3MVunqr6PWbyHG3gS0HkZV8t5Ox0J1QFMQFH0c+/U9tR59j0jPGrTYBQ/pB7oEVgGaD4FPLSsLSDvrbbsHHP/ytqEg+Y/AOy7PQ1oYroGIwJK9DMZSA38PC0g1h+1x+G1KG18+kDDf8JfOZe3LXRzmp8i2Wlr81sEf/aI4Gvb1MX3TdpS+Jcl2lMzWZ7LMvex3wzL+C2+KMCyZbpdhSMGQCV1d7XA1/iUZvt9OXWOtOSskFhkKyReq4Q9LR0L8kMo9MaptTTVZhtWH49l1IRxfqtz8Dfj/yjReQF1yBsGSNncEIpJqc8SCgStbud9DY5CKr2Euny8+ONhd7Ot2sO9CLRHPZWJJtZEVlLgYBD34Yn/jJuWaFRWXZLCyx0uUOYDYIDELw1I5OejyaYfBTS0tYXJbNdLsJgcCkaGNnR0/P4YJ5hfR7A2QZleB4Wq7FQK4l9I5scbmCRr+pTibcv5A5coIua7LQDX86GYe15y2y+rdyXi08vu0aOlwDnam8gtFPTDOUCz9OYOdm2LUF/H4tVozVNvaJI2CxKkcY/iQXzy/k/x1VRI55+Af7Tz4yk++8eADngIHwoGMWFfb9YWnMBg8HHQFKClLD8Ofxhhsn93bOpcddjHqEA1Cz4ku5D2IpxdCN5FVER0dHZxyM5rpqKrk1TDaJvpaJLG+wLCklu7d52Lll+GS4o462UlVnHlYv+ch9oY25i1Aqxo7xnNBrWVQa7GeIznZE1ey4F5kM3enlpVdZsS5PCBGV0U9/M6QSo7ubnOh9or//dTIZYS9ALD8J+dar4OxDvv0a4pTVY584xeh2+/nz+jaEgE8sKaEk20Rbv48PW/qZnmtmQak2piWl5I/vH+Y/u7sBhUcO7I2Yn8MTwOEJsKdzbBebRkXw5ePKqC3M4t73DrP58PDB+5l5Zk6qsjO/xEpzr4/3D/ZxzpwClpVnR1xld/GCQg50ezAbxDB3mEeucs6OMK6mo6OjMxl0w98UpbIy+S4rUxWDvxsAVQq6XcVY3Pu0A6o68kkJJJa6E3kFIQNVn2NShr/s7HDjV7v0cda0vIhGP4AFpTZOmJnLmwe0FaqPNx7PJ2sdtPVPw2h2UJV7CJupn9ZOByUFw4P2JgOfL7SSr7Gnmlf3XUztvqfwl5jC0pkUH0euX0z2MxfuSlU3/EVDsnWnM3F03enoZCaVlZUEApLtH7rYt3u4R4FBtqx3sW+3h5UnZ5Odo/VXZNM+5NuvBdMoKRLbL4yC4uBP2dU+pQweerudvui6yxzG+pKYSm2SjkYmPd+pLKs44wLN8AfIZx4i8OG70NOJ8tlvQFlFVHmlspyReP9gH8/Xd/NuU19w3zuNfeRbDTT3hsZpzqzNY0lZNhua+3hl7+iuOctyTPhUSYfTH7b/tGo7C0ptOH0BXqzvocmh9SW/tLKMU6vzAPj2SRU8+GEbBVkG/t9RxTT3ammm283BVXeLpsFZdfmj1sGoCGoKJ75ycyjpptPJkCmyZoqcoMuaLHTDX5xJRMyakfzrT8W4LrEoSwn0A+DxW5Eo2PubARCnrB6WfzLiDMRSdzInFDhXOrqheFpYOdGQZw038PURYE5R1qj5fPPE6Zzb6qTfq3LXfw/y3qbL6ZJ+fjjnTao4BICztxMpC6Oqy3iYyDX0ekKDh25fFqet/RpWdwcbZn+SnbbFzC3eBIBZ8eKJcK8k85kLM/zFuC5TOUbOYHlTsb1MdHnp3l6Op6xknq+joxNCVSXPPdozdkKgv1fllWd7WbbSRmWVGfnKs8Fj4uxLEEcfH69qTpzCkOGPzrbk1UNHRydDGb3PInTTn45OXBCz6qBuvhbvr7tT+wPUv92N+Madab0q9v2DfXS5/Bw/MxejIjjQ7SGgSna0u9jY3M/GluGr61x+FVdv+AT9l/b08NKe8D5gqc3A7GJtkvuiaTbsFgNziq2UZGsTuNv6fby8t4d3m3qpKcji+hVlGAfcaZ4zu4A39juYlmNi0bTsYJ65FgPXL9fGz4QYvlpPR0dHJx3QDX8xJtExa8QInfKDBw+Sl5cX9/LTERHQOhRuvxbPr9QxsOLPlpOsKoURS92JHHvoDunpnFRe+VlG/hvoZbkhF4B+SyDM3/hILBxwxXBajZ2X9jq0DpZ5iHzu0WdpJRJTbyi+n9vno9jdAUBDaynN/sWUZB+i0NqOSfGzuaWfRWWhjmEyn7kzq9cwv3jbkD26gSEa9PYyfdF1p6MzOpON75uKtLf6ePt1FRjuJvxxf2h13HIll0olNEiz4R0nWe52Ct58SdthsSLO+1j8KzwRCofETu6MTyyaZNHU1KS322mKrrvMYcwvian1WkkrxjPpbSKTzZqamrDb7WMnnED+0aSPZ96DjFfWeNdlpPTi8s8gf/5d8A5xTbl7G/J7X0Re+XmUBUvHlX+ydbq11cl7B/s4syaPra1Ofv9eKwB3v9My5rk5ZoWKXDO7O92oEgqsBgKq5rZzKEZFcM2yEqoDzSxYUDdiPYttRj52VBGXL9QmnAsROmY2CM6oyYsoV7LugZFItk4Tkfcg8ZJV12ls0us6HZ14v2eiOU83/MWYZMSsGSnfdI75ELeyVB+K1FZ1uf2aQaqsR/MFLrJzpt61nD4j+OEm33oN5ehVEy4r32pks+xHBqCXACI3unp+bvk0KuwWqgosZPWFOnvGgCOu13e8ebtdXcxhbXA7oIbOE9JPXlY7WUYXACaDj+ff72LxBeHG4mTdJxW5TUccic9Ab9o+BylW1lQvbyrLNpnypprxRUcnGTQ1eNnwjpOhRr+9qotX1Z5hA9Vr1C5KVBMXGUPuxN/60MbppjyyPF2Ij1yEmIQL9LgyxAW67Jpahj8dnUHU7k4gd9zpZXcHML4BI53JoU8hTB0SPbFcJ/mIqtnwpVuR9/8quOIPgNZDcPePkd/6CczSjFzJ/r7w+FUe39bJ5sNOVs3M5ey6PPp9Ks/u7OLRrZ1I4N/bu8aVl9WocOnCQk6dlUtelgGz0UCXy8+BHg/ziq1YjArb25zsancTkBK/CsfPyGFGnoVt25rjK6iOjo5OmqIb/qYoNluKDmQkmUE3nxBa8ZfrOqztmLc4GVUaRkx1t3Ql5BdqHcYP30W6XYgs64SyKrQaUYFNUruGS7OyRz/hCMwGhUsWFCKEwNVcAAOqsMm+0U9MEPsbmpg5JJRfIBDqRBsI8NGF94WOqQY+VvIGcGVwX6o8c8/suAqRr1CT7IqkEamiO53o0XWnozM6UmqzmqcCju4AG98LdwPVpHp4RQ25e5qRZ+bM2jz6vSoPb+mgDR/PBTo51xByKf7+kq9x3Ic/w3z2xYmqetQIkxmZmwe9PdAxtVx96u12+hJz3fU5iMrwt2MzlJ8Q2zroTIgp8lpJC0abWD4W0RiFbDZb1EakeKaPZ97RypqM6yLmL0H+5E+gCNQ/3AUb3tYO+H3I3/4ASsrh8CHEl25FzF4QMd946NQbUDEbFPq8AXa0ubh/fRuHBmLfbWtz8acPWscso7YwC5MiqMwzY1QERVYjx83MpSLXjEERwZUsQggKbSYKbaFBmgWl2SwoHT4OlQ46jUV6/TmNXf6pch1TTafRptd1GplUapN0w98Upbq6OtlVSEnCDX82fKofk68PplVM2CAWa2KpO2E0IeYuQr7zOkgVujqgfGJBRouzTWHb5TmmEVKOjS2vMGj4yzOmhqtPQ8ALQ0TyeUNuTIUS7lfeoAQoNIcPPib3mdM6x05fNof7Kym0T86ta6aht5fpi647ndFwo2JjbJfUU5opsmyjucnL+2+Gv3d3qU7eVnsB+Ofls7GZwnV91ZIS/Krkn5vaeWlbF2caCgBw2Kt44aR7ONdkTe27o7BEM/z1dCH9foRxany26e12+qLrLnMY69Whx/ibemTS850usg6+9w1fvAXZ2Y76vz+Epgbo69X+APW5RzB85baI509GziaHh9f3OagusODxS8wGwZr6bna0ufAGJEYF/OrY+Qzl1Co7XzquHJMh9u1Huuh0smSKnJA5smaKnKDLmiyGB8fQSXkO9oRmRh5wVERMs2PHjkRVJ61Q1JDhz+O34vM7EYCorEpanY4k5rrLC81yn0ycv1xzeHNRnmuecF5kFdPhKqahaw6dfdPpcfsnnles8LvCNr2+UIf0qJkHhyU3Gzxh26nwzEkpBv4nuSJpRiroTmdi6LrTGY2XA4mZBLFeTY2V65EIPPoX5JYPkl2NSbFziyvM6OeUAf7iP8x/VQdeJP/62JxhRr9BjIrg6qUl2E2dPOnvwCtDo1Tvre2PeE7KUFis/ZfqpOM0pxJ6u52+xFx3en81bdHNflOPTGqb01FWUViM+NKtcOQkoC0fIP2Rx1LGI2dbv48ntnXwwMY21h/qxxeQ9HkC3PLiAR7e0sFdbxzi12818z9rD7GpxYk3oDXcQ41+tYVZfG1VOdUFobjKZ9Xl8fsLanjwo7O5ZlkJd5w5g6+dMD0uRj9IT51OhEyREzJH1kyRE3RZk8XUmDqaYeztqkHKBgAOO2dETBMIBCLuz3TEESv+hF+bKcWM1LHGx1x3eQXBn7Kna8IfakIIvnXSdP7njUMUZBk4bSAA8kSQShYP77sGs0szJrbs7uP0RfkTzi8WiEC44a/LE5LPaBw+nc0owjvYyXzmjtSpPo4SHXp7mb7outMZjTbp41F/Gx81lsS1nE7pi2v+kyHw2vMoLz2B8tM/IYpKk12dqNm9zc2uraGJNqqUvBzoxo/kmOnZ3Hh8OVnG0ecxypYmvv/6z/jo8bezQe1jpUGLEdbW4ufwIR/Tpk/cg0E8EYUlofd5Zzukof4iobfb6ct4daf+7R7kri0on/m6FqtKJ+3QvyUyj0xqm9NVVlFYApd8EvnI/eEH9tdD7bxh6QOBAHs73ZgNgso8y7DjHr/KLS/up7VfG9d4fFt0k4zml1g5bkYO580pwGRQWDUzl3UHeinPNTO3OORN66L5haPkEhvSVafRkilyQubImilygi5rstANf2nIHscZHOzVZjY7Ah1Jrk16IYWZLnUaJr8Tpy8bo2cgLkx+/DsjSWOI4W+yM8ZPmGnnL5fasJkULGMMtI1FabmR7r2aQW3vQS+nL5pUdpPGIN3B3y/s/iiefbuC20bDcMOfQQRS7qM429zHrPydeJSsZFdFR0dHJyVwEaUfogmQau+Coaxf/GVWrr8LuW0j4qSzkl2dqNi11c3OLaF38z7VzX/VHoQBvj03wKplkSe/DUV63Ki//ymKx8m/Xv8OT5zwGXqU48gT2ifQO2/2cc5FeZjMKegEZXDFHyA72/QVNjppgWzYjfzv8wCoP78Vw93/SnKNdOKB7upTRydJnHEBwpKltbMH9gAgN76DiGD4290Lf9nYgMkg+OlZs6gt1MYIpJTs6nDz27eag0a/kVhQYiXbrNDS5yOgSk6usnOgx8vJs3I5bkZuWJwps0Hh1OqJTw7X0dHR0Yk9uuEvDRlPN7u2tjbu9UhHvDkLeaZrOrJBu4pWz1qAlJoFH2vdifyi0KBk9+RdRRVYY9NszJtl5e292gpMnzP+A7NjYSI0uOgJWDh+9yPB7Szz8NUcBuFnaDc5qc+cCA07n1n7b97uOC15dUlD9PYyfdF1pzMWqWyUSwQdhQu1H2nmA7qnyx9m9NuvunlZ7UYAX1lRztHTh89cj4T6u5/AoQMAmMoruOKKM/nJW+3UtFjJFgaEKnj7rX5OOiV3jJwSz7AVf1MEvd1OX8alu6HfGh7XyOnQ2+dURqbZO0Nn8mRS25zOsgpFQZyyGrlgKeotnwNArnkM1e1EXHgVItceTLuu24bEgzcg+caaBq5YVIzZINh82MkHh8LdnZ83J5/93R56PAGae734Vbj26NIRV+ulWhuRzjqNhkyREzJH1kyRE3RZk4Vu+EtDTKKHHJO20s8jI8c0cTgcZGXpq34i0d7hpwjNrVOesxWMJqhbkORahYi57opDRk354pNw+Wdil/ckyMs3AJJsUy9Vpm6gLKn1MYnQAGPZ1ocxypBZb33zIuaXN4WnV8INf8l85vQ5t5NDby/TF113OqlAag19pD/OvgBvvRoakApIyStqN9NzzXxtVTlziq20traO+eyrD/0Rtm3QNixWlOtvRliy+PbJFXzhn3u5wFgEQHdLgD073dTOTbG2pCC04o/OtuTVI8bo7Xb6Mj7d6S3iVGBMLQr962OqkUlt85SQtXgaVMyCg/sBkK/9B7nhHZRbfk6XNZ8PDvaxs2Ooq3T4x6bIk4gumFvAZ47RxoyEEPR6Ajg8ASrs5vjLESOmhE7HQabICZkja6bICbqsyUI3/MUZKWXMZ8OUZ3/I+fPeBeCF+jlIuWxYmra2NkpK4hvTZpBEzvaJRVmKM/R7Tut6KC0HgyFi3smYyRRr3ckj3JgG7roZceXntY5iAjnyWppMgosX3E+RtR1fwMRBzwKs5siG7FiUNxYWJdQxNjmdYce8rT7+s+tyFKFy/MwXsVt6MAh/WBkp9cxJNab3bqKfg0SXl1K6S+PypkJ7ORqTlS/VZsamGvHoL4E+BA2gCgWlqSGu92Cs8vZ6VF5/vhf/wMyabunn34EO6oqy+MlZM1GEQEo55rMvD+5Hvvx0cFtc9ikoq0BKiSLgprPKefalHmYrWgyaLRtdVFaZMEdw+Zm0dvsIV5/xqof+zk3P8lL1nXtktUarp/5aTF8EkXWr95Xiz3j6SxO5jtG0zdHmH036eOY9yHhljXddJpN+a6uThou+xZk7X8C09nn8Xi+Gnk7W//Qn/HLhJ+gzWkfJCbJNCqfV5FGVb+HUantY3jlmhRyzMkb7res0Gen153Ty+es6jU16XaejE+82KZrzdMNfjFmzZg3PP/88lZWV3HTTTXEp47gZG4K/S2yTd92YaRgD2gxFv1Qp6DsAx5yT5BrFF6EYkMVl0N6i7ajfhrznDsSd/5fcigH9/iyKAJPBx/Nb93Pxspqk1SVLCa34M/f2hh07adufeTn/pyAMrKjUmk2jkjrBWre1H8UxZe9iUDSXqfokXB0dnVQnEf2lRJHqw5SqYkJ59VnknIWw7HiEkoLx7AbYvskdNPoFpOTZQCfFOUZuOaUCZZwvN9nWgvzBjeE7j4hvOKfYSv3Rbpo3eJkmzCgIXvh3L+f9P3tYvJqkYs8HxQBqYEq5+tSZ4owxEBHwS3q6AxQURp50qZMajKUZX8q/+aYOU6m/pBMb9nd7+P7LjQQk7KpazdGfO4s/bmgf1diXY1Y4qy6f6nwLuRYDc4qzsJlCk6719lhHR0dnaqIb/mLM6tWrWb16dXBbCBEcQIjVQILVFDI4GIQaMd/CwsKED1wksryJlmVv/hsfnd2H02vn+b1nanlVzxkzv0TKFg/dibMvQf7996EdHa0gVYRiSOp9Ms0acl11qngJIT4f1/JGY3d3HU5nESaDlyz3C2HHsn0OLnj9BgC8R50KaDH+huadzGfuvUMn4PXlceKs57UDUsalLlO1TZnq7WWiy0v39nIsJlpeyhgTUoRE9Jd0NAKKGWPAg7z3f1Bu+C5i6cq4lTUZ3XW0+mncF4qp+7ragwuVv55Xh8UYbqwc6dmXPi/yx18L26fcdT/COPyT57y5hfy9uw0aQvveXN/HScfah6WFJLTbipFAQZHWZ+tqj3v5+js3PctLuXeuEGEmoSPTv/16H10dAQqKDHR1VMa+kjpx57D00iS9o94Lel8pdozWXxqLaK7nRNrmeKaPZ97RyprM67Kr3UVbv48ut58HN7Zz/MwcDjl8BAYa2tcbenkdYASjX46vnz9s+A3Wm+/EWF4aMU286p7IvNNJp5NJrz+nscs/Va5jquk02vS6TiOTSm2SbviboiTKhU66YXTtp9LeT5/HTkDVVniJaeVJrlU48dCdKJ8xfF5mZ7vmGz6J7Hcfy5ycNwGYm9tAaxLrsr7tGPYFtNiPZweeAkC58TaomKm5C3vh31q6lmXkmQL4VAOzKjpwuzopKKxNsWdOn7EXDamlO51o0HWnMxaJaA1lire5qmIK/b7nDsSV16Ocdm4SazQcl1Pl7f/2Bbc3qH3slW7uPHPmMKMfRH72pd+P/Ov/givkrlv58vcQQ1xmHsmVK4r5d1MXRr9WRtseP4eqPUwvskxGnNhRWKwZ/vp7kR43wpIasSImg95upyey9RAl9VuQBXmILNsoCUd3DdfVoU1gHfyvk5qM9lZ7OqB7HJqKZFLbnEqydrn8/PbtFkqzTXx++TQMSmgwd1NLP7e90og65IF8Za9jzDyPtQf48nM/ZF3JYuY69mNzdiPeeB4u/0w8REgJUkmn8SRT5ITMkTVT5ARd1mSRur5+dCbFzp07k12F1EP6MajaYJDbbwW/S9tfOj2JlRpOXHRXHmFGbfvh2JcTJZaaU4O/3X4LgYCatLoIVetkq1KiqD7EylMQi45BFJaAMRTYekd7HdvbjmF/13zKm37DvO772b9rXdKfOSnF0I3kVSQNSbbudCaOrjsdnbEJDDH8Ach//AH1H/ciuzqSVKNwpCrZ+K4TdcAO0CP9fCj7uPWUShZOi2xgOPLZl84+1C9cinzn9eA+8bHPIhYvH7VsIQQXXJxPV5a20tCEwguvOvD6k9cfGYooHPLROEXcfertdvohAwHUH34N8cDdyH/+cazUIx7xB/T+qc7UYc2aNdxwww1cddVV3HLLLdTX14+Y9qWXXuL73/8+11xzDddccw0/+tGPRk2fDDKpbU4lWR/b2sGG5n6er+/mt283c98HhznQ7aHL5ecXbx4KM/qNhN1i4OolJVx7dClXLi7mG2fPIdescHbzO1T1a+Fe5HtvINWpO+EilXQaTzJFTsgcWTNFTtBlTRa64U8nYzB6DjPofKbbXYTi6werDXLzklyzBJCbB/lF4fvaWpJTlyFY7Tk0OqoAyDJ6ONyTvBmkykCnOoCKADAPme1vCPm/R2od5pLsQ1gM2kDhCuOziankKEhE2JaOjo6OTuqvxksE7gjun+Srz6J+6xrUZx9GetwRzkoMUko2vOuk/bA/uO/lQDcfW1zM8sqc8eXh6EL92ifC9omPfw7lzAvHdb7RoLD6lDy8aMa+ooCJJ//bNU4J4sxQw18KTNjSyVB6e8CjTZiU614eMZmUErl/z4jHvv9SY1yqp6OTaNatW8cDDzzARz/6Ue666y5mzZrFHXfcQU9PT8T027Zt44QTTuC2227jxz/+MUVFRfz4xz+ms1NfPZnpPLOrO/j7tX0OntrRxVee28fNL+yn2x1uqFMEzCnKYll5Nt84YTqPXjGX/z2/mvsvqeOjRxVx0fxCPraoGKvZhLjgivCCujtRf/pt5BSZRKSjo6OjMz50w59OxmB2hWbVtfZXYPE5oHR6RsQSEEKgfPrGsH1y19Yk1Sacbn/IINnavD85lZASw6DhTw7M8h/J8DcwU+5QbxW+AdegXa4jjKoJ5lOL7+Xkqv8Et4U+0K2jo6OTMFK9xT1YdvyIx+S/H0T90uUErruQwLevRR6IPGgfL3ZucXNwvzaJRkrJmkAnTmOAi+cXjut8uWMT6k2fAjW0Qk9c9QWU08+Pqh6l+WZK54QiIGS1GXhyawoMyE4LeaWQrYeSWBEdnbGRrzyDfO4RenJnsb3uCvps5agv/JvAb37AoT37aezwJruKOjox4ZlnnuGMM87gtNNOo7Kykuuuuw6z2cyrr74aMf2NN97I2WefTVVVFRUVFVx//fVIKdm8eXOCa66TKtR3uPnt280Rj6kSWvq0vlGh1chPz5rJ9cun8eBH6/ifs2dx++kzOKnKjskgmJlnwWQYPp4lzriQPZ++CXHNV0I79+1C/cWtSGd/XGTS0dHR0Uk99Bh/aUj4up7IRquFCxcmpjJphMHbFvzd2ldBlmcbojS14vtB/HQnFi5D+f1jqDf8P22ArCU1Zt36zaHYOwWuLcAxia+E6uFLx/wSv2pif/cseAXIihwg2yL6yTUrGBQ/qjQAPkwGLwsXJO+ZU0RowNMXMI3LJYhOCL29TF903enojM3BWeewZPc/x07Y2Y76o69pv+sWoHzma4g4xgJu2O1h9zZPcHud2kuHwc+9F9ViNow+N3HhwoWorz6L/Nd9YfvFNV9FWXX6hOpz4pJcntkVWq1xeLOPjmofhdbkfS6JadNDhuXDB5NWj1iit9vpj9y5BUwmRM1cpN8Hfb2I/ELkQ5ob0DdX/giAfVXncs4jn0IgcTV28bHlt0+q3EOjTGLQ0UkUfr+fvXv3cvHFFwf3KYrCokWL2LVr17jy8Hg8+P1+cnLGt7I9EWRS25wsWTucPn755iG2tLpGTWc2CLwBiSLgGydMZ36JjfklNmQU4TyEEMw54RSk3w+b3kd+8KZ2oPUQ6q9vQ/nklxCVVZOQJrXIlPs3U+SEzJE1U+QEXdZkoa/4m6I0NqaGUSdlkCom9z7tpwSHJ58cdwekoOEvnroTRlPI5Wfb4ag6j/HCXLyM9v5pvN14Oq82nIQ3CXH+/AEvipCYDV4UxTewM+R2bOhKgpOr3+HyRfdy2cL7sBg192gmxZsSz1yvJ48HNn6desf8ZFclrUgF3elMDF13OqNxave2hKzGm+04kIBSJofLUhDdCfXbUL9znbYS8LoLCfzoqwTuuRO5PzYxidoP+9iyMTTwtVHtY7t08qtzq8jPGtnQJqVEbnybwHUXIv9xLwRC72rl+psnbPQDEIrguFOyg9vlwsIfXjuMP5mzaaZVBH/Kw1NjxZ/ebqcOUkrU99aivvN62DeBDASQW9YjO9tR//MY6l9/G3ae+vNbUH/yTeSBvag//Crqt65Bvr82Yhn11ZrL3daKiT+bQYQ+dKGTfBwOB6qqkp+fH7Y/Pz+f7u7uceXx97//ncLCQhYtWjRiGp/Ph9PpDP65XKMbiyZLJrXNiZJVSokvoNLQ5ebhLe1c+8SeMY1+ly0o5HcX1PCppSX8+IyZI8Y6Hg+NjY0IoxHl+m+j/Oh3YBvo4+zbhfqDGwn85nbUda8gfem/GjtT7t9MkRMyR9ZMkRN0WZOFvuJviuJwOJJdhZTC7KrH6NNcNh3qnYVPtZDnaoPSlUmu2XDirruKWdDZBs4+aDkI02fEt7wxKJpu57G3PoVRFeRJSUOHhzmlkVfbxQu3J7TiwB8YcOs5dAbckEDYgcDwQQezwYPD0QMk91oOose0ig69vUxfdN3pjManW16nDSuUlMW1HEUmfsJKtLy6+mecX7kXFh6NMJmRHW3Q0Yps2A3th5GvjhGr9sBeOLAXdePbiEs/iTh6FZSWT8hdeme7n7df72fQzrBTdfK+2sePzphBea454jnS54VtH6K++gxs3RB2TKw4BXHNjdrkpklSUmaioNRAV6v23q9wWPjje4e5fsW05LiGz7GDNRtc/VqfbQqQCu22fH8t0u9HrDwlI1z+j0j9duT//Y/2O+BHrDoDAPnSU8hH/zzm6eqPvhr6fe//REyzu/YyZu97Eqnoww46OgD//ve/efPNN7n99tsxmyO/8wCeeOIJHn300eB2dXU1d911F3v27KG3t5fCwkJKSkrYuXNnMM3ChQtpbGwMtrPl5eVYLBYaGhoAsFgs1NXVUV9fj2fg+7eqqgqPx8POnTtxOBzY7XZmzJjB1q2hsCBz586lra0tGJOwuLgYu93O3r17ATAYDMybN499+/bhdDoBqKysBKCpqQkAm81GdXU1O3bsIBDQ3rG1tbU4HA7a2jTPTIWFhRQXF4etnBxLJrPZPKJMzc2aK80jZWpubqa8vDxMppKSEux2O3v27AnKNHfuXBoaGqKSqaamht7eXvY3t3H/HoVDrrHfMblmwXl1dg53dLHE2EZPs4NLF2oybW0PyeR2u2lpaYkoUyQ99fb2UlJSEpQp+8JPMePFR6GjVTthy3rklvUEHv0zvZU1dC0+DqV2Xtz0NHv27HHpadu2bSPKFElPg/feYNkTvfdGep56e3sjyhTpeZo1axYejycqPRUXF5OXlxdRpiPvvcHndDwyFRQUUFJSEhc9VVZWRq2nuXPnRtVGNDc3U1JSEjc9eb3eEduI8coUSU9SSg4ePBhRpkh66unpoby8PGZteaL0tHPnzqifp/3790cl03j11NraSldX17j1VFGhTayMRk8FBQWUlpaOW0/Nzc14PJ4x9ZSbmzuhe2+0iUNHImQqLPmZwrS2tuL1ajNoYvVheXjtr1hcrt18D246hY9ccvawNNu2bWPBggUxKW8sBm+hRHw4T7Ss7I4XyOl+DYBX9l7Ivq75LHv3NqZ/5xZEUWnMy5sM8dadfPZh5JN/1zau+wbK8pPiVlZYuaNcy6df7EJ0aQY1d7Wfjy6ffMy8aHTX1d7EvJ7fAbDl8ByKHn4R8fO/IozaIIX6+F9hzeMAHLriEo6ZNdyNy8vOj3HUoiWTrvd4OFI2+44fYTW5cHjyeGTL9ZhyWzn7nNlxKy/eJLq8qdpeJrq8qdheDmWy8plMJkpLR37fZDptbW0x7y8FvnMdh/t8fHDir2OS30jsb3+PWcXL41pGLCgoMbB8VTaWrMirZmSvA7nxbW3AP4r4L8rXfgjztfffWLrzuFX++0Ivbpf2PO1X3bysdnPd8mmcOye0KlH6fdDZjtzyAXLHJtjwdsT8xGnnoVz5+XHXdTwEApKX1jjw9ml1fCfgoD3bx+8vrElKWxr4yTdhr/aRqfziAYQ9P67lxZutW7cmzP1NJNnkri2oP7sFAOXG2xCLYudiPhnvXDxu8HkRuXlR56E++XfkM/8Kbhv++BQAgesunFTdnjvzgbDtc1/6JO8cdT0dZasmla9O4ng30MsKQ27EY3/yawPaT141b9ixWPSVSkpKJnRuovD7/XziE5/g61//OitWrAjuv/vuu3E6nXzrW98a8dynnnqKxx9/nO9973vU1taOWo7P58Pn8wW3hRBYrVba2trC9kdiInqIpm2ONv9o0scz70HGK+tE6wLwk/8e5J2mvmFpTIrgisXF2C0Gji638eaBXhZNy6amMCvm9Ykkp/R6kK+vQb78dMgAOIg1G+Wnf0LYshmLTNNpqqTXn9PJ56/rNDbpdZ2OTrzbJLPZPO7+kj71LsasWbOG559/nsrKSm666aa4lLGjYxltfYcBcHgjx14pL089F5bJxBAIzS7udmkx5QqFc1SjX7KIu+7Kh6xKS5HZ4+UlZlq6NHddHZ3+MVLHHq93yIo/v4L45p1Box8A3Z1DjkdukPPy8uNVvSjQ6qbP5ogOvb1MX3Td6YyKlCgJmN9mkIGxE6UAXW0B9u7xMH9h5FX1IteOOOksOOks5J4dmlvPpgbkGy+Mmq/6q+9DcRmYzZCbhzj5bMTMWjBbIL9Qc5etCCQK6992Bo1+DunnFbWbL87P4kxTO3LXIeShA5ohoqdz5AINRgL5hRgvuRoRh8lLBoNgxXHZvPFSLwLBciWXV/q7+cl/D3LLKZUxL28sRN185IDhjwN74KgkxEKOIclut9V/Pxj6/dsfBI1diURzmSugpAz1d3eCECg3fBcxQnzpYed3tiG3bYTZC5E//Ap4PSjf/imiLsqJMNmRDTuj4TNk0ZddQb5jDwKorzqfrrw5LNj1INmu1pFP1Ocapx1d0k+B0IeLjsRoNFJTU8OWLVuChj9VVdmyZQurV68e8bwnn3ySxx9/nO9+97tjGv1AM4KaTJNfyT5ekt02J5J4yrqz3cW97x1mb1dofGFOURYrZ+RSZDVSV5TFjDwLoA3gXjivMG6TRSLJKcwWxEcuQp5xAezdgXzp6VD8P1c/8o0XEGdfEpf6xJNMuX8zRU7IHFkzRU7QZU0Wek8uxqxevTqswyeECL7IY/VCb3cvptejuSP0qB0R87VYLAl3XZPI8qIty1l4Op6cxbzzVjO93jwCUsWclz3ufBIpW9x1N216yDDU3pL0+0T6fJSb+2lXBIXWNhAOhIidW7bxyOf3hTrmgYBA5OaFnScWHo18+zUt7Qgu8FUZYPNhJ7PyLeSNEp8olhwpm93SzQkz19DonoYQc+JeXrxJVHlTvb1MdHlTqr2MwETLy2h3cslCSkQC3HAa1fQw/AHUb/FgNStUzbaMmk7UzkPUaqs55NU3aIP2fT3Ije8g//a74Se0twR/yp2bh01AkcCGo79Oe+FSAHxSZU2gi9VNazn9tacYt5aq56B86VbcBhPm7LFnpE+UgiIjNbMt7NvtRRGCE5U8/tnUyst7ujmjNj9u5UakYlbwpzzUiEhzw5/FMvq9FwuklCO3uaoaMa3sc0DbYdQnHkAsOx7ltHM1d6DG4X06KaVmhLXaoKAY+dp/tMmEy45DvvIs6jP/RBx7EuLUc6GoJMygF7jr21C/XdsQImgQU79zHcqtv0IUjT17V/3V94dN3lPvuhnlf/4MufaIbm+lGgBHN9jzkf99Afn33w/P97XnUE49d8RyJYJ1K35Af3Y5c3c/TGn7enbVXQ7AB9ZiTnznVt455pYRz9bRmSqcf/753HPPPdTU1FBXV8dzzz2Hx+Ph1FNPBbTVf4WFhVx55ZWA5t7z4Ycf5sYbb6S0tDQYCzArK4usrLFXeiWCRLTNqcJkZG3r99HY4+GoaTbMBoWAKnmhvptOl5+2fh+vNzgYGhr42ydNZ9VMewxqHT2jySkUBeoWIOoWIJv2of7gK8CAq+fTz0ck0OgcCzLl/s0UOSFzZM0UOUGXNVnohr8pSkNDQ8Lc6KQDAVMRXkMh9e0lZAkFr+pB5E/enWQ8iLvuhsY6am2OXznjQH36IeRT/8BuncbHb5iO2eClw51HS/+xlGQnrrOp+kPuUnx+hs2AFseeCPvrIRDArxoi5rF2Zxs7Okz4bCp3XDgLo5JIQ0vo62JeyYf0tR2bsLKnAnp7mb7outMZFSlJREtskIlfqT4ZNq93kV9kIL9wfJ8BQgjNQGEvQJy8Gk5ercXc27Ie9d67IDC64dNtzuPtY7+L06b1P/xS8qraw2X1T3BB09rRCy+fgTjzQsTxpyFMoVhIDQlwF7lgqZWe7gCdbQGyhMJxip3fvt3C+uZ+vnliRVzLHooonxEymbQ0JazceDGedlv2OpCvP4eYvRAxNzyGhezvg34HonQ6cv8eZHMj4pgTYO9O5L6dyHWvgFRRPvsNzU1sWSUUl2rua+vmaytRh+b3p18gp89EDlkJKLd/SOD9tbB7G+LYExAnnYWYvwTZchD1x1/T3GsCGIzayok1jw03dr/2HPK15wBQvvcr5Av/Rr7z+hGJhpzV50D9zmdh2XEop6yGugXIh+8DazbiuFORzz8OEsQxx4/osUP91jWhDUVBHH8a5OQhLrka9affgobdo1/3v/8BWTN3xOMbj7qe/mxtBvPO2ZeT7TwUqn5OJQfLTqArP/LEM93sl47oWhuJVatW4XA4ePjhh+nu7qaqqopbbrmF/Px8ANrb28MmH7z44ov4/X5++ctfhuXz0Y9+lMsvvzyRVR+RTOpTT1TW5l4vN/2ngX6fSmm2kY8tKubdpr6ILj2rCyx8YkkJx1bkxKLKE2K8corKaliyAj58F7o7tIkhn/pyWk1azJT7N1PkhMyRNVPkBF3WZKEb/tKQHOMBquybANjfWw6M7SpCBw50esgSWlwbGXClrOEv3ghLFuQVQE8XtBxEqqo24ytGSLcL/D5Ezugz2+T2D5FP/QMAq7uNbtciSnOaKcrq4cX9Bzl9QVXM6jQWAZ8XBuyMakAMm90tjEbExz6rHX/8b8PO39p6DHluO1eWNFJgbaG1xcv06bFfcTcS4ogPc6G7U9LR0UkzpJRhsVFilCmC+K/GM6aJq8+hvPlKH+dcap/4oI7RBEtXovxei3+rupzw7L+gcR/09kBTAwAdBfOGrQB6Ve3mxD1PRjb61cxFfOQimFUHtmyELTRgduT9Ee8w5ULA/MVZvPmyFu9wvmJjhrDw0P42trbu5nunVI4rJk+0DJOzLGRklIcOxFzuyeYnfT54/nEtXtDco2BaBSK/ENnVAV0diFm12iqznZvhwF5q2w8TyM1DrL4U8gqQD9wDrn7NmJabBz6fts2A2WH1pYjymcjnn4BD+0MFz18K2zdq6e775ZHV0gx0g3Uc+C8uugp2bwuv/7v/jSzYri3a8ffeQL73RuQ0AT9yzWNjXCFQf/S1MdNohUlY/xbq+rfAkhU0MA4tQ7796vjyUlXkmy9r5zz/+PjOGaOuzWXHj3quOyvyt9WhosV0lp847jropAeR2o5Jtydp9A1zpKenodx+++1h2/fcc08CaqQTD/q8Af7b0MviMhv/+3YL/T5t1Xhrv5//fbtlWHqDgCsWFXPZwiIMCZwIPFnERVcht24Avw/55kvIHZsQq84ArwexYCliwdJkV1FHR0dHZwLohr80pDx7OyfX7ADg9X3uiGlSaVlpqrB1v4vBGGgWZzNUpKbhLyG6m1UHm96D/l5o3KttxwDp6Ea99Xrw+VC++wtEZVXkdLu2ov7ye8FtRaq0teZSmqOtQJzWtxmIfG5cCIQMf4HA6B30SB7d9nbOo9bWxanVzwCwsUNCAg1/RyL1GbpRobeX6Yuuu/QlETGRkSpKAprDeLn63Kz2s0iJjztLNQDPPuKgoELhuJU5tLf6sdoUvB6J1SbIzo28un0kRJYVLvt00JAopWTLB0727w1fDflGoIeTSh1cdvQZMP3TkJ2DUKIrCxL37BcUGVm4LIutG7T+do4wMEdY2eVy8fU1mhFqRWUO3z5x+rABvm6XHyFgd4cboyJ480AvL+7p4fKjijilys60HNO4vAOILBuyoBi62rWYiyO4n0wUsqsD+a8/we6tmoHOP0TH69/S0gxN/85rYeebAPp7kX/57fDMHd3D9615PHKvZsDoFw3yyb9HfU7S8ET+xksWkZvS8Pt3j31GxFQbl30j5vXRiS8d+JhNarig1EkMmdSnHq+sflXyg1ea2N05dnt8VKmVIpuJC+YWMLt4fPFa4000OhWVVfDxzyH/NmCk7mhFPv1PAOSL/0a57beI6TPjUMvYkCn3b6bICZkja6bICbqsySKlDH/btm3jqaeeYt++fXR1dfGNb3wjGDAZtEGEhx9+mJdffpn+/n7mzZvHZz/72bCgiX19fdx///188MEHCCFYuXIl11xzTZjv9P3793PfffexZ88e7HY7q1ev5qKLLgqry1tvvcW//vUv2traKCsr46qrruLoo4+O/0UYB6tmbQ3+LshyRExTVxcbQ85UQATcmJ3boctHtqmMfp+daV27YFFlsqsWkUToTiw6BrnpPQBk/XZErAx/T/4DXE4A1AfuxnDLzyOmUx/7y/Bz398DNdrv6Ybhs+fiihoK3CfVMQbhIozvBlQjrX2hGfnWQE+sajYuXtx7IbUFu5lfshEYvgJQZ3T09jJ90XWXviQiJrK24i927aEqJUqEuhnjEEdwo9rHRrWffaqbC43xm6jUdVDlP48P70vOqDKzZLkVEeVsdSEEAb/kg7edHD4YbvR7yt/B5SuL+EjdrBHOHj+JfPar6sxBwx/AyYY8ClUjb6u9ALzb1MdlD+0ad34Pb+ng4S0dAMwttvLFFdOoKhg+wB4Wa3j2Am1lmseN2LcTMeeoiYozIuN57uS+Xcg7dSNOJqIqY7vg31A0nyUJqItO/DkovWO+PUdrM/R4yPFjPB4SJrJysra2dtznRZt/NOnjmfcgY8kqpeSN/b38dUMbHa7wvowi4I4zZ9DU4+XpnV3UFWVx1eJiimymYJ6pcB1hAjo98SOI3Dzki/8OXx2vqqh//wPik19ClJZHXZdU0Gmi6pJyOo1TXVJJp9Hmr+s0Nul1nY5OvNukaM6LnX+/GODxeKiqquIzn/lMxONPPvkk//nPf7juuuu48847sVgs3HHHHXi9oUH73/72tzQ2NnLrrbdy8803s337du69997gcafTyY9//GOKi4v56U9/yic+8QkeeeQRXnrppWCanTt38pvf/IbTTz+du+66i+XLl/Ozn/2MAwcOxE/4GFNfX5/sKqQMBl8beYcf5tqqJ1hS9jYA0zu3IwqKk1yzyCRCd6J0emijpzNm+cqhefVGNn7JPgfsC8UYUb78PZSv/oD8/dvxBrRBhWlZ7TjciYuZ1NBfzYv1l/Lq3gto7xndRakxMLyB9UsjR08PuYHKVXpjXsfROOio4kC3bgCZKHp7mb7outMZFSlRYug2bKScDHEw/L2v9uFH0opv7MRxoLHByzOP9LB3lwevd3zy9XQFePpf3Tz3WE+Y0c8nVZ6hg69+pJyP1OXHpH6JfPaFEJxzaXjf4Cglm88ay4h+rWI4O9tdfOW5BtYfGh4fKLzAY4I/5ZYPJlnqxJA+L+qffxOfzAtTs0+uEyJgGD5z2Z1VGLZdI1JjlYuOzlRizZo1fO1rX+MXv/hFXMvZs2dPXPNPJQZl7XH76fMOn9X7xPZOfrmueZjRD+CS+YXML7Hxkbp8fnteNTceV06RbeyJEclgIjoVS1civnEn4qrroXZe6MCuLchbr0f93heQ2zbGrpIxIlPu30yREzJH1kyRE3RZk0VKrfhbtmwZy5Yti3hMSslzzz3HpZdeyvLlywH40pe+xHXXXcd7773HCSecQFNTExs3buQnP/kJtbVa3Ltrr72Wn/zkJ1x99dUUFhaydu1a/H4/X/ziFzEajcyYMYOGhgaeeeYZzjzzTACee+45li5dyoUXXgjAFVdcwebNm1mzZg2f+9znEnAlJo/H40l2FVIGgz9kgOr35eCXkrKe3VBYksRajUxCdJc35EO9sz12+fqHDFAaI3eA5fYPYWCQVJx1MWLxcqSUGEqn0ekspCz3MPkWB3/f3sL/W5aYVZndrmz6egoAyPa+O2pa4VF4bOtnOGHm85TlNgFQYmuhrig0Ky7P1Et//Ko7vE4I5BB3S/qKv+jQ28v0RdedzqhIycjmuthhSpM29z+BTg5KLzkozFdsLFFyxjxn6wYXWze4KCkzMqvWjNWmYM8zoBgEfr+ku8NPT1eAbR9GdoO1S3WxydTHT8+eRXmuOWayJPrZNxgFZ19i5/knwldHXmMs49VAN3vk5Nwy/uDVJm4+qYLjZ+ZGPC4WLgveZXLzerj0U5MqbyLIB+6G5sbwnSYz4orPIladGXQ/Kj1uLSZQbp62PegKVyiwfSMdr/yHoos+DsXTEFbb2OW2HER99M/w4buIk85CXH4t8sP3kH+a+CC4uPJ6OHQA+dpzE84j0whEWPG3be7VYdu5YrKmcB0dnSMZzUPCWESzgtLj8US94jKe6eOZt8fjYUebi+++dACrSeH202dQnmvmvaY+1h/q57/7Q+96RcAZNXk0dHuYnmvm44uLxywrVa7jRHUqhIBTz4VTz0Vueg/19z8JufU+fAj569tg+UmIEz8SVey/eOs0Ve6veKbPtOc0XeseTfpU02m06XWdRiaV2qSUMvyNRmtrK93d3SxevDi4z2azUVdXx65duzjhhBPYtWsX2dnZQaMfwKJFixBCUF9fz4oVK9i1axfz58/HOCQ2xpIlS3jyySfp6+sjJyeHXbt2cf7554eVv2TJEt577734C6oTc5Shhj+vHcVRj1H1QX5qxvhLCMXTwGQGnxe5Y3Ps8h0a52Wk+DNDZoiJhZr7XCEEytVfpPvQWsoGxrzam/ZxeHYp03JiN1A4En6fGmwMzcrosZqyFcludzFuf2hW8ynVz4anMTn50kN7WFCTy/lHFSRmFqAc2vCnxyC0jo6OTnyRKAloD43HHE+gNe7FTIrjT8uhwCn41VvN9Kkq76l9+KTkWEMuB1UPz6td2DGwTMmhVhm+aqetxU9bS3Qr8Z8NdHDOsgK+Pq9sSrhvM5sVzrrIzgtPhhv/TjPkcxpgLIIexU+Lxctp1XZcbkmx3ciMHDNmi4LPK3E5VRSD4KanGzh8xGrOn75xkC+tLOPM2rxhZQt7vhaPeX89NO1DOrq1fXFGSgnbP0T91ffD9itfvAWx7LiI5whLFlhCrkvDYjguWMZhaaZ4RvW46yDKKjB86dbwfStPgZWnhOrp7Ef9ysdDx8++FNnWAuvXwfGno5x/OfK9tch/P4hYfhLilLPB5w83/FVWQVNDKI/zP4Y81KjFHawPTe4SJ5yBuPSTyC3rkZFWQB5/OmLeIoTFivqHn45bzkTTb52G2evAFHABIE5ZjXx9TVganzBglAEEkVf86ejo6KQrT2zvJCChz6vyjYGYvUdy2YJCrlhUjNmYUo7SEopYvBzltv9FbngbuX4dNAx4bnrvDeQH65C3/y+iPDVD6Ojo6OjopJHhr7u7G4C8vPCP4by8vOCx7u5u7PZwVzwGg4GcnJywNKWlpWFp8vPzg8cG045WTiR8Ph8+X+gDXgiB1Rp/dyeSyAMpVVVVcS87XQhb8efNpbLtbcjJRaRQsM2hJEJ3wmKB6jmwawv0dCL7exHZkWeZR0VgiNFMiTzrVx4c6FgLAbXzQ3WacxTq1tdgoN942/zn+L+9dVy8uHx4JjEm4Au5MbOM0SoWmjTXwq39FUgE1QWR4/qcY1Ho3WfmscOdfO6CaTGraySm5+5nun3oB4tu+IsGvb1MX3Td6YyKKhPSHBqEEin8a0pRXGrkRPI4fqad9w/1MS3bxMx8Cw53gHxrPtczDSkl/21w8Mo+Bz0tAc4w5E+orHUBB9ukk/89r5qZ+fHpayXr2bdkKVzwsXw+WNfPocZww52/A7IxUouRA02akbSNANsZvjrxgiFxG/tlgCcC7biR3P1OC+W5JhaWDl8JJ+YvQe7XXJzKje8gTj47lqINQ7qdqF++YviBilkjGv3GQzx0J2zZKHc/Ant3QPUcRJb2DaaqanD1gjjvcjjv8tBJFgPKjbeh/vYHACiXf4bDb27mYF8BNTNVCi66IJhU7tyC7GhFrDwFYdD6t2LVGchpFch9uxBFpcgNb8EFH0cUT0MIgVRj7wI4KO8FVyCffii4rfzyQUSuHbl3J+rjD8DO0Sf1tZQczfolX8XsdXDa2q9jUL2IVWfQ8eFePOY8StrW8/sFV7Gn9Bhy+hr56q4neXf59+Imj46OTvLJlD71ugMO/rE3i0bHyC62TYrgmqNLOWd2XlpPXIqVTkVZBeKcy5BnXYz82z3INwfCJKkB1O9/EXHy2YhzPoooju+Yx2hkyv2bKXJC5siaKXKCLmuySBvDX6rzxBNP8Oijjwa3q6urueuuu9izZw+9vb0UFBRQWlrKzp07g2kWLlxIY2MjDoc2c7i8vByLxUJDQwMAFouFuro66uvrgy6NqqqqyI5Q/tatW4O/586dS1NTE/6B1VclJSXY7fagj1mDwcC8efPYt28fTqcTgMpKzdrS1KS5LrTZbFRXV7Njxw4CA8ac2tpaHA4HbW1tABQWFlJSUhITmTweD83NzQDY7XZmzJgxTKa2tjY6Ozujlkl2HMA2YIPq89mpczTgtubQsHXruGRasGBBQmXatm0bNpst7nrqyy1g0MmXY+c2jHOPmrxMQgRN0W6Xk/7W1nA9KQqzW7S6e3Pz2VtfHyZTSZ82QutXjeztnEfrYQdbDZ0TuvfKysqwWCzs379/TJly5SGm5ZjwqyasqKPqaZbqwSsDbD68EoAL5v6N0pxDHMnli/6Ppp4q3j94Krv39DO7tiZuz9Pq2Y9hVEIrMaQakiFWz1NFRQVCiIS0EbW1tdTX1wfjt8a7jdi1axc2m21KtXtD9VRVVZUQmWbNmoXH46GlpSXuMg3qqbe3F5vNljA95ebmMnPmzAnJdPDgQUpKUtPF9NQlMSv+UnFIyGQRGA3gckrmHhVafWVQBCsrQxN98q2hTwEhBKdU53FKdR4BVbKn0813nj/AbJHFfMVGoYi8et0nVXoJsN3gZLvXxSeWFHP7vEoscZwh7/F4yM6O1CNODMesymaJX/Lmy304uidn9s0WBj5hnEaP9PNooJ3vvtTI4x+fg+GIwUZx9CrkmscAkC8+iTzprLgMSMpeB/Klp5DPPRzxuHLE6rtoiZfuhMUC85eE7xvh+vi8KlKC6aijEZ/7FqgBmLeY9zbNglw4rMK5Q/OZe1TE51zUzkMMxEASy45DSknLQR8Nu73UzLUQKXKh8r8PIV94ErnuZcRln0b+609avO3aeSgXfwL54Xuaa9e3XgF7AeLiq8BkgsOHUP/1J8TcxSjnXIY6bzH0OhBLVgTdrIqauRi+cYe2UtPnRZg1w3vgugtDFaiew/rarwLgNdtpKT2WipZ19Esbbx+r6dbQ9gG1JcdQC5BXwLvLF6OjozO1SfZ7NZ4EVMl/dnfR7Qrw5I5OvIHIfcO6wizOnZPPkvJsim0mrS1NY2KtU2EwID59I/Lc/4d62w1Bb0/yv88j31uLuPqLKMtPill50TCV79+hZIqckDmyZoqcoMuaLNLG8De4Kq+np4eCgoLg/p6enqAlNT8/PzigN0ggEKCvry94fn5+/rCVe4PbQ9P09PSEpenp6Qkej8Qll1wS5h508EOztrY2OHgthGDhwoVh582YMWNYXkemqaurG7Hckc7x+/3D9h25XV093M3OkSsd582bF7adlZU1bMXkggULgJDME5EpOzubwsLwAPFHnlNeXk5ZWVlYWeORqaBXwkDoFac3l4L+Q1iPXhY8N5JMg8cGO3vxlKm8PHxFm81mC0sXKz0dWXbu7PnID97Qfvd1o2RnT1qmwJrQKr8ss5nsgTosXLgQKSWyuxPp0gbzzTOrw87Ny8tDdXez+3AeFYUH2N89hx5nLnVzy7AYlXHJNFRPg7obj0yryp9gbr42i/69bSuZNYqe1APbmebfzfScXqxGJ351ZDeelXkN9Hg24czTBlwmoqdI996Rz9zQJS0NXXPo8RVw1BjPf6R7b6TnafBaCiFicu+N9TxJKamrqwsbsJvo8zSeNuLIZy4eMoF27w29lvGUaVBPg+XFU6ZBpJRkZ2dTVFQ06jmTlWmQefPmsXXr1nG15ROVCUL33tCP/4nIVFFRMaxsnTgT4xh/I+UkUtD0t2yFFXu+gd4eleJp0Xf3DYpgTrGVv11ex6NbOtjZ7mRLq4scDMxRrHRIH/ulhwUlVo6ZnsNJ03O4Kq8IoyEx7rCam5uHtZ+JxmgUnHJ2Lv19AbZucNHZFsDnm/j9lieMfMZYxgP+w7y2z8EZtflhx0X1bKhboLmdbGmCQ41QMXOSUoRQ//Ib5Jsvj3hcXPYplNWXTbqcZOuuvy/AK8/2AlBeaeLYE04EQB0yEByYhC33/Te1fm57q5/zb/gu6rqXEctPhj3bEQuXIbJsiAs/DhdqrknljCrUDe+gHnMKhtJixDzNyCaOOjo84/IZGL76g+CmmK29Ywb7SlJKutoDZOcqWLIUMIdW24pTz2XH+i1sz6virC9cBy8MuU+lhBnV7O4qALRB3EDJMRO/ADo6OmlJstvmePKXDa08taMr4rFfnVOF1aTQ7vSxoMSGQUm9Pt1EiZdORWk54lM3Iu/7ZWinqx/5fz9D3bMD8bHPJnyl5FS+f4eSKXJC5siaKXKCLmuySBvDX2lpKfn5+WzevDlo6HM6ndTX13PWWWcBMGfOHPr7+9m7dy81NTUAbNmyJTiIPJjmn//8J36/Pxjnb9OmTUyfPp2cnJxgms2bN3PeeecFy9+0aROzZ88esX4mkwmTKQFxvHSiRvFpRlyXz4ZXVbB4uqFmTnIrlQpMHzIAfuhAbPJUhgz4RXJxNLDaD0CUDfcFL5asxPL9f/LPJT8GYIYI8I8P27nmmNJhaWOJUYRWy1lMYzSL1mwWWzdSV6StJGzpHd2n/cLS9bzTNguKV0y6niMx2K3ucJby8t5LCJgPc1TcStPR0dFJE1SJEqPZ2rtUJzUisgt3gzl+Lv0i0S8DFO/7N66ayEaYmYtMlJQZNbfztshut8eLzWTgk8vC38G+gESVMmxFX7rPip8M2TkGVpykfUNIKXH2qwT8YLEKzGbNzaSUEpdTEghIXP0q7/y3f8T8LjMU8+yurmGGPwCxdCVyIN6c3LUFMUnDn9yzA/X+X0Fr86jplP97Mq3dnQ1l43pn8Hdzk4/WZu0vHrewWLoSw1LNQwTLT8TvkxhUiRgysCzKKlmfW8Dh13wsPtbDzJrR3ePKI84fpGG3ly0bXFiyBGecb8dgCKXxXPIpvoPWb23c3k8tIVeypuNPwnfcIppeii6Gp46Ojk468MzOzhGNfhfOK6C6wIIQgvJcc4Jrlt6IladAQTF0dyDf/S9seg8A+fLTyJefhll1KJ/5uh7/T0dHRyfJpJThz+12B12EAbS2ttLQ0EBOTg7FxcWce+65PP7445SXl1NaWspDDz1EQUEBy5cvBzR3YEuXLuXee+/luuuuw+/3c//997Nq1aqgpfXEE0/kkUce4Q9/+AMXXXQRjY2N/Oc//+FTn/pUsNxzzz2X22+/naeffpqjjz6aN998kz179vC5z30usRdkBDx+heyBQSanL/LH4ZGxDjMWGUAJaKtA+725+PxOBBJRnbqGv4TprqIq+FPu2hKbPIcOCslIhr+Dod+RDH9GI5Yf/QYeagFjNtnCQNOePojzxGPTEDeZZssYnX5bNk53KI1BGXugJM+7B4if4W9wHcpgzM8MHn+dEHp7mb7outMZndit+NuiOqkxhAx/jaoHJwGapZcLTYk1/D0X6OQzvQ24Rji+cLaNeNpoTAZBsh2cpuqzL4QgO2e4sVUIgS1bu2a5dgOzas3s3+NFUeCU1bmsfakPn1e7V7OFAV8XdDh9FNnCJxWKOUcF72j57MPIFSdFHaNZqgHYvB717h+NK73ype/F1OgXb921H/bh9UpMWYJtjU4W1lgpzg/121o7fBgJGa1HMsJ2tPmx5yn4BVhNw1eyqqqkqyNAXoGBjlY/777RT1FpuO672v1s3e+krdFPRYWZw/v82HIUTludy/q3nPT3BzAogq4ObYnhh++5eLm7h08vKxl2zXsdAd75bz+ufpUAktxjBLVksX+Pj3mLstiyQWsRPG5JT2eA1hYfhw/5WHS0jU2bfVxuKOalQDfr9vVSawwZ/jb7F+F5Se846oyP1wM9YyfSSUtS9b06UaSUvLy3hz+93zrsWEmW4I+XzpkyE1pGIt46FXMWapObVpyMfH0N8u+/Dx3cX49617e1+Lonnx10PR0vptr9OxKZIidkjqyZIifosiaLlDL87dmzhx/8IOTC5IEHHgDglFNO4YYbbuCiiy7C4/Fw77334nQ6mTdvHrfccgtmc+hj7sYbb+S+++7jhz/8IUIIVq5cybXXXhs8brPZuPXWW7nvvvu4+eabyc3N5bLLLuPMM88Mppk7dy433ngjDz30EP/85z8pLy/nm9/8JjNnxs6dzmRo7Cmk0KZ1YLa1L9XiLxxBJHdmmYji70UMDJH0++wInwOs2VAxK8k1G5lE6U7k2pEzaqBxLzTuQzY1ICqrJpepMmTAQx0+iCBbGkPlRzD8geY7fpZnF9YyqLA3cJaxH1/gi5ji6D7MKHzB39asrFFSgrBl4+kO1aXk/7N33uFxFefifudsk1a9d1uSZcsFV8AGm2KDAYPp/dITWgIJJD8IuemQBALhQkguJDcJEEIIxRB6senF2BQXXGRbrrIlS7J6l1a7e+b3x1orrbSSVvLuSrs77/P4sfacb8p3vnPmzJlv5puYao/zn+8/nUUT3/U4Fku9H2o5RJ0Of7NIOTD0p2J4VHsZuijb+Z+VK1fyxhtv0NTUxMSJE/n2t789ZMjxtWvX8sILL1BbW0tmZiZXXnkl8+bNG1Q+qEjdbyv+nP3a1TacfK67JhZpIrCDGd7QGNzZGObjWEDoP/vT50RjjdVISDIQG2dg2QUJvPtaM7Yu1312nBbHuoPtnDE50TNhfhFMLIL9u6G5Abn6fcQZFwxZluzqgD2lkJGN/pMbfaqfdvuvkLXViPRsxIy5w8pLXaJLPFaZDUZ/2+m6RIiB+/E5HBKDAfeKyQN7u3E6IT3LSGycq79ZfdBOS5MTW5dO2e5uYuI02ls9n421uzqwpHSSn2UhLdOIHenTB/CaD9uwCZ1n7TUsn5xE+j7Xc27Mhxlp0Wz62uVo0wyuLQIB6ms8Y4Su/qDNlQaNQ3tdE8U6WnXefrUZaccrdaUO3j7YTJTQmH9SDLFxGkII1nzYRrfNdX8YEHSshy2H9zL46jNP52VXl86uba69aj//0FWHeGHkQuPAXQd77jmFwhfqBrtxFUFDSjnsKvvRrMLPzc31Od1I8x+JvD/yXlveyqvbGiit73IfO29qErsbuthe28m3j83yqaxA6hkM+WDaVJy8DNlYB2+/2HuwvRW54glYvwZ5x2/QjL5FSAvk/TvebDSebTpWefcQKF2VTf0jr2w6NIFuk0aSblw5/mbMmMGKFd43kgfXh99ll13GZZddNqhMbGwst99++5DlTJw4kV//+tdDyhx//PEcf/zxQ1d4jPiq6hy2HnJ9zLU6vIdw6rvvUSQjcFLvzCBJq6GtOw5zVz1i2YUIHzsdY0FQbTfzaJfjD5DbNh65469v4+Ntxd+OLa7/hTbkvjQzzpmBqepZUq2H0KVgQ2MrE1ITBpU/UsyHV+05dCMW69COP6Jj6O4YvJHVa3dBP79yjLGdQH0mSy97WPU6ABW+oNrL0EXZzr+sWbOGp59+mhtvvJHJkyfz1ltvce+99/LII48M2GMRoLS0lD/+8Y9cccUVzJs3j9WrV/Pggw/ywAMPjI/JUkEaz9bG2X4wIjjb7I0pof7sG42Coqme/Y2TTo/jvdddzuR4YWT19hZOL0rw2MPN6QDt2tuQv77Ndeylf+Dc9CXanfchtIGGl63N6Hdc671P5gWZko7hN39BGox02yRGk8DeoRNt1Wisd7Dtm04kMHVmFLX1Drq6dfQOqDwwdC9n6mwLFfvstLXoIHQE2qDRCYQYOnJByUbX//lFZsp2d3uc6+/068FWLymt76J0K0Tje/hbi9T4ljET9vUec5TBprLe9bb6KPYDHMp3MlWzondABzofv9M68syB9Ws6hhdSKEaBVJMLg87KlStZtWoVubm53HHHHX7Pf1N1O09trKW1o4vL5mRympcw06HEO7sa+evXnqv8lhUlcN3cNPe85NId24Hpwa9ckNm2bRvTpwdPT+38q5Cz54MQyJeegp6oUnu2wyvPII89AepqIC0TJhT6dcVlsHUdKyJFT4gcXSNFT1C6jhXjyvGn8A27nkSXdH20ygCvJAp1nKYUXjp0NTGHnJi0bmI71iLmLRzrao0bxOz5yJ5ZWX3DcI4WZ5+wl/32+JO6DjWVrh9ZuYjYwZc+G9LSqd8dS6r1EJqQVO7ZzYTUwMX7jDa6BnC6HNGIaO97OLmxxqK3Dz5i093UzfvrZnHS3B2YDa4BqSRLE3X2JnRTor+q7EZK6V7VmhZTzWVH/YUdjQVAsd/LUigU4c2bb77JqaeeypIlSwC48cYb2bBhAx999BHnn3/+APm3336bOXPmcO655wJw+eWXs2XLFlauXDk+wqNLHW2Eg5RrnS0cbxhZaA5fBi7ecjaw3OB9g+/tegfTNKvXcwBVspss0RvdIq67bciVjJGw4i8ciYrWmH1s70qymHYDf19fw03HZNDe6uSLT9vpaNOBRFj6tDtdbNtB8n/9R+zLr0GLjaG8rJuuNjvxdaWkNm7DUXgRLfH51KXM9K0iLw++/2APaz8aXqYvOzbZen/IoZ9KXyew9nf6KRSKwBPcwNYKgGXLlrFs2TL3byGEzw4TX+RsDsm+RhsgaO5yjsgZM1LHjb/z3tvQxRflrdR22Ik1G9he28muPqv8cuPNXDk7lYUTXP26vtNjxouegZYPdl1EoWsMQt55L2z6Ev0v97vGhd57Ffneq71yZ12KuOCqgNZlrPIOtLyqi3/kVV38I6/q4h/5QOatHH+KsKejXceim3HoZvLaDkJqxlhXafyQkeP+U1ZVHHl+fR1//WeXtzSC4/B5H2zQaY91/93Q1HLkdRsEqTuJNrkG2Trs0RAz+OArADEx6HbPff10Keiwx/J1xWJs1WuZufE/rN15IkVnW8iJ3w9AYtn/0DDpl6D5d+NwKT0HeWMtLViMtsETKBQKhRccDgd79+71cPBpmsbMmTPZuXOn1zQ7d+7k7LPP9jg2e/Zsvv7660HLsdvt2O29kyeEEEQPN+FitEhAShqknWTh20p/2yDDmkP5Iobrdr/jbKBKDu6kaJJD7xX7obOJK43p7t/f3vMGdjn4MqOe0IiK0CMzx+R2/M3QYmAP/K3xELktFo8uVl/aYnPYOu1bsBegZ8DTQEPydBqSx8dMU4VCEXp4e4uoN0v4YTb2usO6naFj4cqWbu5atR+7l+1FwBXa81vz0sN+H7/xihAC5hyHuOTbyBceH3Bevr0COWUGYsZcpK4jn/sbcuMXiGMWwdmXjXj/YoVCoVB4Rzn+QpBky3aOy/kEgK01BeBll7/iYrXapwdnn70rMmQ9wji+b/tg2k5YY5DJadBQC2U7kR1tCGvs8AkHw9lnILLfij/qe0NuiJR0hiM6tlfmmsL3OevFbB48s4CMWP86zjo629GE6x7psFuIjhpmADo2AeueSjoWxGA1tfNF+Slsq5mHPBw6arJtJUa9mynlH9DYdR45hxeOGIWThvoKktMK/Vp/r986ofPNNi5Q7WXoomznP1paWtB1ncTERI/jiYmJVFZWek3T1NQ0IARoQkICTU1Ng5bzyiuv8NJLL7l/FxQU8MADD7Bnzx5aW1tJSkoiPT2d0tJSt8yMGTMoLy+npcU1CSQrKwuLxUJZWRkAFouFoqIidu/ejc3mmviQn5+P5fCKv7edjVxlHP69M1rEMGEUO3wMszgYnf2ckbH2TiY27uRtqWMSGk4pMfQZ2KqqqqKhoQGAtLQ04uPj2bNnDwAGg4GpU6eyb98+Ojpc4QBzc1177lZUuCYAWa1WCgoK2LFjB87D7/VJkybR0tJCbW0tAMnJyaSlpXnYafr06aOyk81mo6qqCnBthJ6Xl0dJSYk73+LiYmpraz10ys/Pd8sEUqeee6+1tTXgOvXYyRqfTEdLb18kq8HCKKJJjikN0k4UGgdlN5O1ADn2j5BuqWOOhLi4CoUf0ft8ZPiz3QNXWz5zpo8rkxV+w9xnb9ZQcvz9Z1u9V6dffqKFc6YmcWphwqBOv0j5fhgPempLz0VPSkW+8HeIiQNNgwOurWb0Jx5Gu/FO5Or3kF99CoD84A3YswP++/cIg++huceDrsEgUvSEyNE1UvQEpetYMb49IGGAL5svj5TCxE3kJ7s2aq9uq/Oaf21tLZmZmX4tdzCCOat8RGUdXgql2Xs7fCnRzoBvWHqkBMt2bt3mHgcfvAEOB3Ljl7DwlNFn6ugTAtNu97h+svZQ77mU9GGvrbVoFtS8B4AmdF4+agW/+ugcYtPTmZJqZVJyFC9va2BBbiwLJwycEear7VpbelcTdnabibJEDR1nSghyHId457NLMKYlInbtRE7s7ZRmt5S5/25ss8LhsebmriR22tNYkHrk95THde3vYAUE/m13gv0cBLu8cG0vg11eOLeXcOT6qRVYLi644AKPVYI9gzKTJk2iu7vbfaz//m15eXkD8uovU1RU5PHbWTwTtm+iawTByUZjJcMwjr2ePD9zNnOiYeBeiYOtMuxLq3QSJ1zvGqO9FZN0srlpEyJhMrv1Ti41prlls7Ky3M9Fz/Xtf60KCgoGlNHfiTt16lSP31FRUaSnezpQe/Ltub9HY6eYmBiSkz3DoPZPk5WVRVZWlvt3VVVVwHXqoUenvgOIgdCpR6ZgopMP3hq4t1ubdPK6s55uJMdrcRQPER7WG/0dxAAHdRvNOHACM7UY9/Em6cCGTjomarGTLsxs0dv5Rm/DdviONiI4e1oSnXadozKsHJcXy+bqDixGQd3Bboqzorg4I5mSmnZKKjqZnBFFXZeDpzYcYtHEBE4pSMBoEJTWdRJvMbBoQjwlNR08vKaS7i6JHUmaMFEkojDGCoqLo/h4Xwv76rqIwYAZwUJDPHXSQYIwkNEnHG6jtJN0eJXvN3obc7SBk9recTZyjiEZbRSrQb5wtmBEoAnBPC95A+zXu9iit9OKk/8aYuLB+85GKmQ31xlVRBLF+KfvO9Jbu5eUlAQM/u4ZrN1TjB2ejr/xG8xVSkmnQ8dqMlDbbuejvc3uc3cvyaXbKclLsJAdP/wk4dra2gH3YTgyXvQU8453/RMCqevo//sb2LoeWpvRH/7FwARlu2Dz165xKh8ZL7oGmkjREyJH10jRE5SuY4Vy/PmZQG++DDAjo3fmvdXkPaRfQ0ND0AZDxyvmjlLi6t7kvInp7Kybx/6WDAzJ3vfXGU8E23Zi3kLXzCpA7tiEOCLHX584VPZ+Yc3qPB1/w2GOS6HjYBxWk2vwy2rq4Ad5n5BkaWZfQyZ/2TybS9LK2Lw9hZKo45mRPrIBsB462ttx6EaMmoMumwGihs9HJKex8OtHAbCZ4nh/wlkIoUF3KzHdTW65mlIHbTnxmAw2Pi07i8b0ocO5jQZdwhPr7yIluobzpz91uILKwTASVHsZuijb+Y/4+Hg0TRuwWq+pqWnAKsAeEhMTaW5u9jjW3Nw8qDyAyWTCZPIt7OaRol13G/qffzeiNKNpPbVhHXeuXEtlJ2anYEG/PQS7kXRJnahBVh8tqvmGd9KPZp4WS7m0McfhWtV2Y8k/+cGx/88lFGE9+oaGhnHzMeVvomM0Tjs3jk/fbcN2OGpFl9SpSO7iW4XpPPZlNZ/pLXym905cSsfEVM3Ker2VdnQmiyja0GmQdpyAw4c7+0t9oLOxMMnCmVOSiDJqRFcKrkxK47xpg/elj8lxOcFmZvQ6EWdlxjIrs9c5ltddyYwZvbYrTu1dETgnK4anL5oMuAZ5W21OYswGDJprYPrMKUlu2Q67k9vf2kdNu6tvZQCyhYU6aUdHUiSiqZbd1OOgQrdxtjHFo66nzIzn5S11XNzHad6DwQy7nJ0UOnvr9q6zkdrDefc4P5EwTUQTfdgp/5mzmWO1OLbJDjbobe60jzuqMSG41otzr0yOLjz7amczJ3iZSKBQBBL1hRF+WAzjP9Rnp13ntx+XU1LTycn58eys76KnqpfMSGFOVsyIQnqGcx+iL+NRT6FpaN+6Hf3XP4DmBs+TqRnuMSP55/vQz78Kcfr5CNPwztzxqGsgiBQ9IXJ0jRQ9Qek6VkTYMEHgGWrz5UDFFx8s32DHMw9meb6UZbYdxOhoYEpKAxXNU3A4YhEpo4vzHs7XkoIpSIPBFabzwN4jK7tvqM/DezgJIZAH9sDrz7pPifRMn8ppK7od8777MWquQZ2c2GoAZiTt49GkfQA49pzHuh3tHNVnkKkvw5VT3plJybb/h1GzozdtIXuxZdg0IjnN/eFrsbcyY+e/qUs+iqm7nveQm7/5Jf6V8hcshigkGl1tI9swfTh62xeBLns/2gSBuYfC+TkIZ92CXV4463Yk5Y33PUaMRiOFhYVs3bqV+fPnA6DrOlu3bvXo1/RlypQpbNmyheXLl7uPbd68mcmTJwelzsMhktMw/Pxh+PeOwJYzyP4yPfR1CzYPErRxl+xkpvD+Hrtj27NcmD6Hj3WXk1UcfgNldjXw+Np7EUg+Wfy3kVdcMW6xRGmcfp7LqbOvoRObU3JxahJCCE7Oj8eoCbbXdvJpWQstNidry1up0Xud8Ltkl0d+09KiuW5uOrkJZuo7HHy4t5nTJiWQm2BB13U2H+rAoUNGrIm8BAtdDp0oo6cj+qR8T4d1oBFCEB81+Keq1WTgb+dNoqHTQYrVRH2HnTiLgbZunQ/3NFPd1s052YkUpURR2Wpn1edNTHP0PmOXzEhhW00nrx+q5+SEeI6ZEUucZiA104jJJMg9ZGTdmg5MUqNonpmfp+fQ0OHAaBBkxpr5xQcHqGrtpjSug+kyhvlHxXD2hASklHRtdrKhpM2jvnYkLzpquaSPo/F9ZyNnTUmkODWaKcZo1q/pcJ9rPOy01XCtwNwjuzjN4HJ8luld7JCd7HB0koQRDTgnO5lqYzedFTIg4VW36R1MH+Eq00BRLbvJFP4N/a/wDV25/sIOU98Vf47xZ19dSv6wppKtNa79bz8u6530khhl4NypSYMlVYxTRHwi2q0/Q3/xCbDGIvIKID0bseAkl0Pw4H4A5KvPIHdvQ7vpLkT0+Hj/KBQKRaihHH9hSlrawNmrkYahu3eFWX1HBpqtCSYPDEE13gi27YTJBNkToHwfVFUgbV0IS9ToMnP2WdEmdddvown52buecrn5vuVniqFx0k+J3fkg+xqn0dCZxgkTV7lPlzVOwambaK/uZmddJ5NTokY8uN7WrgMCh27GYOv2LX2q54zt/PL3yC93hSUVl3wb+eKTAGhIirc9zr6ZtwFg6/B/+JSeHCV96z3+PtrGM6q9DF2U7fzL2WefzWOPPUZhYSFFRUW8/fbb2Gw2Fi9eDMCjjz5KcnIyV1xxBQBnnXUWd999N2+88Qbz5s3j888/Z8+ePdx0001jqEXgkEhg4DvCMILBCG+ts+iX63BhYUWf87GOTp/LDici6dkvSPZ04lgOO+SOyrByVMbIB8JizQa+Na838oIQgtmZnqsl+jv9/Ik/bSeEIMXqWkHc839ytMbFR7lW9/U8S2kxZqxHGdjxTa9D1GTQ+O3SCYPmPSsrllkXeYbx7LvP9MNn5g+YaCWlRAjBKYUJvFRS75E2PcbEX84t5O4Py9lyyOXg+/WpeczO7HVGOudDVUU3dXF2/lNSj9kgePKCImLNGq/vaKSywkZ9g51Neh8HIQ7+ck4h2fFmpJQ8sraKL8paSBUmmqSDuVosHeiU6h0ca46jO9XJqoNNZAgzxxoGhsofjF16J9v1Di4ypvqcpl7aSRHBWeGtGJ4DehcTtFF+4x1GfWGMPb5sJTOS8PJmrbcNszl1n9KONHz9aLdaaet28tTGWr6saPMqe8v8TGLN2ojrk5aWNuZ6BkPeVz0DXRevsvlFaD8aGJVDXHo98i+/g67D/dutG9B/ehNk5EBtFWTlIW79GSLKs2+kbBrcugRaTwicrsqm/pFXNh2aQLdJI0mnHH9hSnx8cGfljkeMhx1/Dt1Aqy2R1JaNiOw5Y1spHxgL24mJRcjyfS5n3f7dMOWo0WXk6BfK0m53Of7K9/WWddxihOb7Rs3SEE2V+TK+KE/DbOhi0YRV9Iyx5CftpLY9i6WmNrRdH/Ls3hM4Z9YEbE5JqtWI3aljNg5dVkenThQumRjRNaSsm9TB92ERqenItEyoda1OzG4uw5K6kRhzC+1CAOf6VoaP9GwtJWXvR9s4X1g07lDtZeiibOdfFi5cSEtLCytWrKCpqYn8/Hx++tOfukN31tXVeQxyFxcXc9ttt/H888/z3HPPkZWVxY9+9CMmTBh8MD1c6LkKWY5Wigonc6BkYJjEHqTH39476SOZuiG8SGTmmKg+aCctMzK69urZD13GynYT883s2tqF0wGzjjnyFXFD7Q2YE2/mrhOzeXd3MzcenY7JIEiMMmLUBLcfn8Wfv6wmJ97MrH6O27wCM3kFLgdedoaZjFgTcRZXH/W8ackwzRXy7vIVO91p7jklz72nlRCCK2alctO+ve6GJC3PSF6ShfmGWM6cHE99p5N/HqylVto5ll7HX/+9EEv1Do99JC+ckcxfS/qE7feB/dIWEMefcj6NnH87auhE5wbN9/Do3q6zuvbBJ9BbyZiN42ePv68q2uiyO4kyaTy7uZ6ypt5QyJqAm4/NoK7dQXVbNzMzrMzPjR3VgGxcnO+THkKZUNRTTJuNfPhfsHUDPPEw2LqgrcX1D6ClCT56C8682CNdKOo6GiJFT4gcXSNFT1C6jhWRMToQxkgvM88B9uzZE9kbZet2DPY6AJq6UpFoTD+4GjLOHuOKDc+Y2K5oOqx2rVjT33ge7Xu/QFgsI8/H2d/x1w3RVmiocx8SV9064mxjJxUzu6mcLaUmGjrTSbHWuM/pUuPE/JUALGQ7zXutVNnieacpC4uQdKYs4OyZ+YPm3d3pcDv+4ox2n+ojoqMH//CNS0T77k/Qn/877NxKfFcdOZlfEGdxdVZrdldC7vkQ5Z99yaR0Mj/3Q+Itjb31U5/lIyLi28sQRtnO//QPWd6Xu+++e8Cx448/nuOPPz7AtRp7FtRugczFHsce+voPZN/2I7RhJlsM78gbGcLLINfcBVbqahykpEdG1149+6HLWNnObNE46bQ4Otp10jIC/5wsmhDPogkDnZxpMSZ+dcrQEUiEEMzJ8h76N9qkkRVnoqrV1Wftv+ozI9bMT07KYX+TjXOmJmE1eU6AS4vRuP/0CVS1dNO+znXMZBH816IUnv+wnk6nTjNOKqWNZulkviEO3ShZPiuRryqrYPA5Dh7MXhjN5tXeV+kogk/nsHvR+oYK9Rl8htpKZjh8kbP0WeFtd8oRRc8ZaaSdoeQ3V7dz36cHBz1/w9EZLJs8eFjPkdRl7969I3oP+VPPYMqPVM9A1mUksprRBHMWwC8eQb7+HHL9ao8tZeSqVxAnnYGIdb1jpZTKpmNQl0DnHWhdlU39I69s6p3x1CYFLo6LQjGGGO11budHY2cqDukkNbp7dM6sCEAcewLEufaSYcdm9O9dgn44XOWIGLDirxtp64LGw46/wuJR2yDv6DxOuzid5s7eDVKdukZqTLWHXIK5g6lx1VyXt5H/yv2Gk+xvDZnvsfFfcnzeu8zOXEtqdLdvlSmeCT3hUHMmep6LT0TkFWD40X0w5zgEcLC5N6xVOvvp2PW6b+X4gJROZmZ8zcTE3X7LU6FQKBSenFb55YBjBe1VRBu1YTveg63y64vo4/4bTlrzImE0CTJzTJhMasm3QjEYsfEG0rNMiOG89eOcXy3J46zJifxqSS5GL7oclxfHZTNTBzj9epiWZuWUSYmceFosWbkm5hxrpSgtmjsvyiY130i5tOEEtsh24mdonLosDk0TnJ3ju9NnQp6FwoQjCyupGH8ot1/4YfII9Rl8C0spaeh08M6upgHnNAFnFCXy85NzOWtKYtDrphhbREY22o13oD30NNqd98KMua4THW3o992J/OYL5J4d6P99A/n/egS5a9vYVlihUCjGIZExLTgCMRh8D6UYjhi6e51BjZ1pdHXWoOWO//39YGxsJ8wWxHlXIp/5s/uYfPdVdKMZ7YKrfM/I24q/mqre3xk5R1RPk1nDcPSFVG5qIjthP4facok2dgyZpii+goMOJ6ZBQn5Oid9NurUWXWrsr/MtxKmIiUP7wT3IA3sQRdPQf/PD3pNpvSv5RFYO8htobDBB73Y65Efvo9LpwGg48iZY9pn9BrB6/xlU2wycdMQ5Rw6R3l6GMsp2Cn8z2JDXoCupNcFwUab6nq6S3XRJnSjhOfduRKE+RxHWKtxQz37oomx35GTFmbnp2MHDzvtKYrKRYxb19kWjjBqzMqx8vM8VpWLppAROPqp31WKsxdN2rzjquH1KNgf2DjJxbmyjBioCgDJp+CGEwGwQdDsl3WPg+FuxtZ5nN9d5PffXcyeRHuv/cMGR8h4KFz1FTBwUz0RLzUT/7Q9dYT9rq9Efu88tEwXoD/4UccVNaIvPGrvKBphwsakvRIqukaInKF3HCrXiL0yZOnXqWFdhTDHaevegaOpMJa61DJGbP3YVGgFjZTvt5GUwxXMpsnx7BXJvqe+Z9F/xZ+tC7utNL7Jyj6SKAGhGM4Y5N7E//efYOyeQHb9/gIzd6fmB8HXZIRo7HQPkAGJNrjBE7d0xRKcl+1wPUTQN7ZSzERMmIU5eBinpaLf9CqH1Nqti4VIAzF/s4mCL58rAmkMVPpc1JH2+zw62TKS0bg4VLdn+yTtCiPT2MpRRtlP4n8EHvfY7e2PcVcqege6Bq20c/RxzfX85gVecngNcbdKJvY+UTQ2tDot69kMXZbvxzZLCBJZNTmThhDium5vuca6/7a4+Po3pcwbul5iZ6+qHd1qcA84BNEvvfXJf6JY6ZbqPe3IrFAqfMBtcfZlg7/FX32Hnxa31Xs+dXZwUEKcfRM57KNz0FClpaD9/GAqLvQtIHfnv/0N/9v+Q9m5k6Rbkrm2j2gdyvBJuNh2KSNE1UvQEpetYoRx/IUhzl9n9d2Wr99me+/btC1Z1xiXG7l7HX2NXKhNr1oWM428sbaf94B7EGReCuTccp1z9HvrXq5FdnUOmlVIOXPHX2QHbNvX+Lp7pl3oKg0Z0fAxRx5zK/jVJlK7LpfxVExUP7uSlN4/n6W/+H9tr57jlndsbeOqNWuo7XPuh1Lbb+XBvM59v247V5NKrtTsGkZrurbhh0a66hQM3/wwx82jPembmoN18F9mHNtP2z2/4pmqB+1xnS2P/bEaF3v+aM/jenwrvRHp7Gcoo2yl84YoY7zPJvTHU0MCSzX+mVO/gG72NvfLwwLOXMJ/POmsGHOtLOzr/cdRRI7vZqrdTh4NNehvdUkeXkvedTW7Z0yu/GJBeF6r7rp790EXZbnyjCcF352fy4xNzBqzw62+7JYUJmEyCOfOtREULMrKNTJlhYdbRLmdgU7STUr1jwGSIF511bNJHvv/fR84mXnHWUyN925PbV9Y5fdy4MML51Nk81lVQBAizwdWv6HYE10HyyrYG7LpnmTcdk85dJ2Tz7Xmj+y73hUh5D4WjniIlHe2/f4/2/V/0brmSlErbzPluGfnR2+i3XIz+Pz9D//1/o//mB+jP/Q1ZP3T/PBQIR5sORqToGil6gtJ1rFChPgOMlNLvM0wqmlOxGFyOrf2tU5nnJf+Ojo6gzWwJ5gwaX8sy2lzhJbudZppssRxf+w0y50aGjcc1yvL8SbBs57UMowlx0bWw5Czkf9/gkvvsXfjsXWRuAeLnDyE070uWZf/VfoDsaEPu2Oz6EW1FTij0r25mC1FX/4ieHUSklEx75U2+cECrLdEtlmxpYXJHFu98sp1zF0/h2bcbyXWauH7u826ZpuZokqdljPge6WEwu8lJ0wCI76ikrq2P89TWNOpr0Ted9PhYOjwALf177wb7OQh2eeHaXga7vHBuL+HI9Qun2aahRr7JRo3tyPIQwNTGnfxKbxlwrr9pu/u5D3Uv7sRGHLzubHD/tiF5zlmLCUEHOtfveo0aawqX7n0XcdNdsLM3rVM5/ujoGDrMt2L8omwXurhslzTgeF6BmbwC84DjE5MsPL2/lnJhY6nBM93XehuztdgRlV8hbdiQtOLkG72NNEwclN3MN8SNKJ/+bJcdHMOR5RFI9utdTNTGdr/EKtnNTjn0JFBF6OJe8acHr6+65VA7b+3snQh7VIaVo9KjOXNyIkKIYfdPPhIi5T0UrnoKIWDWsWgz5kHFPsjIpmLPPqbNnY987m+u7Wb6Ur4PWb4PuasE8dOHEOMoBN9ICVebeiNSdI0UPUHpOlYox5+fWblyJatWrSI3N5c77rgjIGWsO3Q5W2pcL6tOp/fQCBGNlOyPvZjqLfsxaXY6HO2YLGZIThvrmoUOiSlgNIGjz4zain1wYC/kT/aextvKs50l0H54Fm3xrEGdhv5CCEHysTNJffUrWhIT3cfjoxpZXvwcGbEH2b89lxNjj2fZ5Bfd53UpcH5ZAQtT/V+phCSwRIGti+a97XxmWkZ7dzwHrckU+iF7KXtDssRZGkmw1KM72v2Qs0KhUCj6og27+96RYUe6Q34ur/ka7Vd/gqYFMOUo2NkbNjsqJw/2NAyWjUKhUIwLzpmaxOZDHeg2HQ7Pmdg7yjCdupQekyrWHV4xmC8sgyXxGW2cR8pwBPjdowgtfJlYPtLJZm7Hn0P3Ke1I8+8r79Qlb5Q28tzmOnr8jJfPTOHymalu2ZHk74+JtP7Ke7zJjyRNIOsSsLw1DSZMcv8UJ5wGBVOQf3sQqsoHypfvQ/7yFmRBMcTFIxYthZyJQzqZlU2Dn/do0o2nuoeqTUcqr2zqn3SjrctI0inHn59ZtmwZy5Ytc//uO1spULOWvOWbm5sb0FlSvtZjTMoSgo1V6TTVujqPxvZSxOJlaEcwsyeYugXbdt7KEgYDzoxsONhv/7xdJYiCKd4zctgHfpauW92b5/Q5AZ+9B6Dl5bMg5hUav6yASa7BgKOze+sxMb4C6fzGI82XawrIr1+LZh44W9lXBrObEALn9Dmw8QtMh+rZmXoxAJ0tThw6mAyjvx5CCI+4dPGWZi4+6nF2NeYjxKxR5ztkeUEkWOWFe3sZ7PLCub2E0esX7HqGGoGIkOBfdK8rwqWuow8zQ35UWkkJ6Vmuf8D9p03gr+sOMT8nlqRz7kS+/m/4ZGUf8X77Cobx6mKAnJyckFntq8rzRNku9MrqIScnh71bfa+DSRPcvcS1v3dlaSONJWWw6ws+zDvFq/ynzmZOMiR4PfcfZx0SWGaqZfqmd3l4+pWAt11WR463VdmK4fEa6URFR/A7wZhY7g716XT1xQLVZ23qdPDQmiq2HOpdCTEn08olM1ICUt5g5OTkBLW8sSJS9IReXUXORPjpQ7Dla8jJh8wc2LIe+ehvXIK11a5/gPzgDUhKRWbmIk5YCo31yPZWxEnLECnjc9FAJNo03IkUPUHpOlYox18IIqUO4vAqH+l90/RIp7rGThQuR19qcynizBPHuEahhzhmEbKf40/uLR1EGujuHnisuc8+dtNm+6lmQyOEQFz//0gsLaGx822SogeuitBE7yo5m8PChDVvQ9G0wNVp6izkxi+Y0FjKgcPHooWBr3e1sXDqkYUW6rviz12eGsBQKBTjnGAMZPnCh84mTjEk+iQ76DDYME3uqB1/fZiaFs0fzszvPXD0ImQfx59CoVCMZ7KLk8guTmLan97g8cPH9uidTNKi3TI7ZScnMdDxVy/tNOP65k0T3Whe+r5Hgk31m72irsr4YKiJ5cPhq1zPij8JOKXLae/P/J265MuKNv6+vobGTleUIE3AKYUJXH90OkbDwBDmI3U+jkR+pJORA1mXQMqPZtJ1oK97IPN2L7iIioJj+4z/zT4W/fQLkO++MjBhYx001iG3f+M+JN9/Hb71A1dI0LwCiEsApxMR43t4amVT/+QdqnUfifx4s+lI5ZVNB5cdL3VXjr8QJCN6Mxcf9T4An+/PBQauwKqoqCAhwfuMyUjA1iLd+75Nbt4OeVePaX1GwnixnVhyNvLLT6D6YO/Bst2DJ+gfS70vyanuVQvBQhROofIvLxG3zIBTN2J3mom1uMKOJkbXsbHqePIS9lL2jUaO7kQUzzyi8oaymzjhNOS61cTv2kadvZVUk8vZV1tn9yo/Irw6/hQjYbw8c4qRo2wXuoxFhARvNEjf22FvkyqEEH5pdJemC96v6Zv/MDPuhWdtBpMNlRWxI+XgwYMk9gnpHQzC9VoGuzxlu9At6+DBg0DvDOYjLXut3uJ2/B3UB9+ItUH2bicgM3KQHo3ukdVh0+GQoTWym3Qx+sgfkchQ9lfREUILs7HX8WZzSkx+2p2jzebkz19V8/XBNrqdvb2WpGgjPzohmxnpVv8UNEIi5fshUvSE4XXVLvkW8pSzkc0NrhChe0qRm76E7ZsGCtu7kX/7fW8/Oyoa6XSiff8XiCBNZh8MZdPwI1L0BKXrWKEcfyHIvKwv3X9HGwf/SIpUzM1fU2gx0+LMpNVpIDtJUx8Ro0DExKL98o+wbxf6i09C2S6or0G2NiPivDRg9sHvRTFvYfAHXYxGkrMncuhPbyKcDnDoNNy8jAmJ5cRbmpmbtZbt/9dATnMVZE9AnHZe4OpitmC46370N57nmJLnSTuhCKupnQo9HTj9iPLWpcbBlolYjF2kWg8BnisaFQqFQnHkCDn6FX/eSO1qpC4qyf3bYhSeGQ0X7kyFQ1MoFGPAgpNj2FtqI79olHvr9fke6ELyrrORTGFii95BnFmDYbqwHXHJcNLpcHib+5F8XbRJJ1Y0VuqNxGIgBo0tsuNwPsH5TtmudzBNGxtnx5GgvqTDG0ufrSfsTv/0L+o77Pzyg3IqWjwnB8/KtHLHwmwSo9VQpCK4iJQ014R0QORPhlPPRjoc6L/94cAtbvrS1QmA/o8/ov3u766VgAqFQhEiqLdtCJIR1+7+26h5D/VptYbeB4U/ELqNhNqXOb8Yatsz+dc3y9Amzxjrao2I8WQ7YTLDlBmIounIsl0AyHWfI5acNVDYNoTjb8nyQFVxSMSF12AsmgZSov/7/yjfYWDCcb3nE5qrIDYe7acPISyjHMA4jE92S04lu2010zJd4Udlc9cRlQnglCZW7rock2bjmrmPAMrxN1LG0zOnGBnKdgpf+cjZxBIfQnqOZrhruDS+5CmERt8Rb7H8smEyjWzHn3r2Qxdlu9DFarWSnmkiPdPktzwPSBsHpOsbIk4MP5h66qQE9iXNgc8rR1zWi85azGh0evEujsSx1SwdJIiRDaPs0Tv5Wm+lDT0kHX+KgaxcuZI33niDpqYmJk6cyLe//W2Kioq8ypaXl/PCCy+wb98+amtrufbaa1m+fGy+j71h7uP463aO/jvSqUvau53o4OH0M2mC+bmxLJ2UwNysmDGflB0p76FI0RNGr6swGtFu+Qn6Px9FpGYgLroW/b47ob5moHBjHfoffomYMQ+RX4TcuRUa6xHnXYlICs4+lcqm4Uek6AlK17FCOf7ClIKCgrGuwphgtFW5P9zqOzKwth5AzA8tx994tJ2YuwD5/msAyI1rwZvjr2+oz+RUaKhzpV10KiI9a0w2axdCIOYsAMAw9zgm3P/f1HekkGJtoLQsm/jkGrTr/98RO/3AN7uJ/CnE1VUg5TSEgIyoeo7U9ddzWZ2yd7DEoBx/I2I8PnMK31C2U/hKlRwiHLUvDPoOk149e9v0DqZrVpqlA4cPrj/N4DkIJpZdOFyFhs0znFHPfuiibBe6BNp209KioXrg8Z7W8ReLc8mNt7C3YXQRb5zg1ek3GN1SxywG7j02mtZXAG0jKFsxvlmzZg1PP/00N954I5MnT+att97i3nvv5ZFHHvEa2stms5GRkcHxxx/PP//5zzGo8dCYDJ6hPkeD3Sn573f3s7vB8+s2I9bEPafkkhlrHnOHXw+R8h6KFD3hyHQV6dkYfnSf+7d21/3ITV8hv/4Udm3zFC7dgizd4vEekJ+/D5YoxOKz4IKrEdrA94a/UDYNPyJFT1C6jhWBa5EUAcOX7tKOHTsCXo/xiNHWO/uzviOD3MbtUDh1DGs0csal7SbPgJR01987S5Dtrcjd25HbNyF1J/pn76L/3wNucXHC6Wi3/gxx/Q8R1942RpUeiOnkM+h8Yj1lr9qIfXcD2v2PI6b4xzHsk92ycjEIjaYuV3i3eEsTn37xJV+Vt47aMdqTTu/j+NM0NbAwEsblM6fwCWU7hb+52L7L63Fv+/v14O3Ml3oLn9LMm84Gn8rV+g0SCPMwE1Ii2++nnv0QRtkudPGL7Ybo7353fuag5wwC5mbFDDjuLzeCt3xUb1oxGG+++SannnoqS5YsITc3lxtvvBGz2cxHH33kVb6oqIirr76aRYsWYTL5b8Wsv+gb6rPbMboOxsf7mgc4/VKsRn5zah6ZseNr/8xIeQ9Fip7gX11FcirakrPQbrgDJk+HoxchLrwGoqIHT2TrQq56Gfm7O5HvvYbsaPNbffqibBp+RIqeoHQdK9SKvzDF6fQeAjTcMdqq3H/Xd6YzParRL6u5gsl4tJ0QAjH3eNeqP6cD/QdXDi2fnYeYs2Dc7QchFpyMcfd2DOs/R/zXTX6ddeiL3YSmIc64kB3V0RxfsA6Aow3beOPzIl43lfPbiyaMvGD3t5nAqWsYNF2t+Bsh4/GZU/iGsp3CV3wdxpqydAlfr24fXrBvxl4ydwLl2NyrSzI66zkU3RsGSOs3+N3f8Td8uZHt+VPPfuiibBe6BNp2yUPs+fWHswowaIH7svCWsw2dKL/Nkx593cfqe0pG+gyTQXA4HOzdu5fzzz/ffUzTNGbOnMnOnTv9Vo7dbsdut7t/CyGIjh7C8XAEHGmoT6cu+c+2eo9jiVEGfnPqBDJizWMS+WcoIuU9FCl6QmB0FclpaD/6netvIZBLzoLdO5BV5cjP3oW2Fmht9ky0fw9y/x7kK09DUip0tCNmHYs48yJXPll5AMiWRoiJR+4rhcYGOHqhTysFlU3Dj0jRE5SuY4Vy/AUYKaXfOzr9cxss/2B1sILZkRuuLNF1EABdCira4jh28qQjqt9YdVKDUe6Iyzh+MRwO9zkkUVZk8awBg5LBvpZeyxMCcdV3EVd9NyB18im/E04j+Tc/Q/9eBprQKUjaSayAo+1x7DvURX768I7qvuUIRysXTn8RCRgOr/QzCB2nH3UbF7YLkzLD+VqGc3vpj3LG26CHIrDcsSibx77snYw0q3E3Te3VfJ3qWmXefwWhZrEAnb4XoO4nhUIRhkTlCroqBrZvmbFBXiUldT5yNnG+MdUv2Y23yZAjJdTr709aWlrQdZ3ExESP44mJiVRWjnzvycF45ZVXeOmll9y/CwoKeOCBB9izZw+tra0kJyeTlpZGaWmpW2bGjBmUl5fT0tICQFZWFhaLhbKyMgAsFgtFRUXs3r0bm80VMjc/Px+nvTd87sHqGqan51NSUuI+VlxcTG1tLQ0NrigGqampxMfHs3fvXmxOeGG/gapWl2yyWXJCuuTUqenEyk5KSlyRFKxWKwUFBezYscM9IDpp0iRaWlqora11pU1OJjU11cOBOpxOZrPZq042m42qKlc/LD4+nry8PLdOVVVVA3RKS0sjPj6ePXv2AGAwGCguLqasrIyOjg4AcnNzAaioqBhUp8LCQlpbWz108pedurq6qK6u9qqTNzu1trbS1dXlodPUqVPZt2/fiHTyl50mT57sk522besNr+mLnaZOnUp9fb37WoxWp8Hs1Nra2qtTQTFlwgKXFWGxWJiUkU7l5x9BQy1pn6/C0H34WXI4oNZlK7n2Q+TaDwFozy3EarUidm6lL44zL2FX8bxh7dRzrXzRKSkpibS0tIDYKTc3d8R2Ki4uHtG9V1VVNXo7DfM8TZw4ke7u7kHbCF918mYnKSUHDx702U7Nzc04HA6/tBHBtFNpaemIn6fGxkb3NfannWpqamhsbPTZTjk5OQAjslNSUhLp6ek+26mqqsonO8XFxY3q3ps5cya+IqQaifIrK1euZNWqVeTm5nLHHXdQU1NDd7drXxl/rS6K3f5zYsyuAf7NVclknHDnAJmuri6ioqL8Ut5w9NxCwYjZPmRZup20vfegCZ3GzhT+9dVSLj1OIqbPCUx5ASJYthupblJK5G9+CBX7BheaOgtx9uVew2cG+1oGuzxf7SYdDuT3LiH5h3OwGF2Nf1njZD7YeyHWIjhl3sB9IQbk0Ue3Q2VlzHL+zeN8Q2ci9qPuGoUWw5cXDMar7fxBOF/LcG4v4cj1M5lMpKen+7NKYUVtba3f+0s9fPnWB/yhKY8rjQOv/0uOWi42prl/H3tCjNcVf0fl7GVi5UYusC9yH3v547vQfvEIrfET+WRVq/v4kvPjiLUYuOT5UroP75VzeuUXNFjiWZcyHYDMzjqqo3sHlC89KoUVW3tny7925dBhyuWWdeh/+rX7t+Hvr3ueD+O2BkLr2VfleaJsF3pl9eAP2zn/eA9/cE7hs4y5A869duVUWjod3P1KBUsMie7ju/VObr00A/Phfcg+LWvhoc9dDpYiEcXiPrJD8bjDywaCh7nIkEKScDkXG3UbZ3x5Nzcdezs3GAeGH22SDhLFyOZP79O7+EBvAvCa51Ds1Tsp1I5spVeP7r6W/bijmnMNyaQLV4jGQ7KbN/qFrvb2nvJHXyktLW14wTGkoaGB73znO/z2t79lypQp7uPPPPMM27Zt47777hsiNdx6662cddZZLF++fEi5wVb81dbWehz3xkjtsGJrHf/eVAfAz07OYX5unE/517Tbuf/Tg+xtdH3TGjW477SJFKdGe5X3pT6jGaMYiTyM4Ls9wHUJtPxI2uxA1iVSbCptXcjKA8jV78GOzdBUD90+7jFuMKD94B7E1FlDiimbHnn+6jn1j7yy6dAEuk0ym80+95fUij8/s2zZMpYtW+b+LYRwGzBQH2be8m1tbQ1YKIiR1COYZZls5WiHQxzWtmeT1rgdUXSBX+oVTN2CbTtfdRNCIL//c+Qbz0NcAmLRUvRn/wq7SxALlyIuuBphHbj3xmjL8xfBKs9XuwmTCefEIuo7U8mOc80wiTG3Mi1tAx12E0Kc6HOZQgiPVR/1Hem8v+dCWhxOzpvpf70j3Xb+JFyvZbDLCiXbBdvmCj+TmIR2wvXw7z7x+pNTIWci0c5e29ZJO2aj6/c1c9J4fH0NAEuq1/FS4eluOdFv2l2suXef1qQoA8MS4fP2WlpaguY8UvgXZbvQxV+2u2nXK0xtLmOqsYM7Cj23D4iPNnL7WVl8ubKNaNHbFgb6DSr6lGCTDqJtrokY5bqNPO3It404kvpHdms//oiPj0fTNJqamjyONzU1DVgFeCSYTKag7QfoGerTtzvurdJGntpYi113yceYNX5yUs4Ap994JFLeQ5GiJ4wPXYUlCvInI/Inu7/75O7t6P96DFqaXKFBB8PpRH/o566Qn0YTcmcJaBrixNORB/YgJk1DnHK2W09p64LmBkhKQ4zDfUP9wXiwaTCIFD1B6TpWKMdfCOLLh0NtbW3ErSwwd+51/13VOoGZYo3r5RtijGfbieQ0xLXfd/82/PCeMazN+GIkdtOWX8qG3WVkz3Y5/tJiqkmLqaayPR3w3fEHnuEDW2xJtHUn0Kn7OLNMAYzvZ04xNMp2imDzw4VZvLe7iUtiG9HOfghhMGAywHvORrKFmc16O1fh2stv2eQktJf/SXxbHcUtB5CxvSu6RUIi9JmwbzYI7joxm68q2rh4RgrDEuEjwerZD12U7UIXv9hOCGIcXZxZuRYycryKTEy08LVs9fjo7Tt5JtABi1K7GnvL8tLYRnjzG/EYjUYKCwvZunUr8+fPB0DXdbZu3eoxATyU6FlNC745/jZVt/P3wxObADJiTfxicS55CUfuJA8GkfIeihQ9YfzqKoqmYbjnUQBkRxvs3wMxsZCTD/tKkUJDPv0oVB5wJVi/xuMdI199xvX/hrXIrz6l4fRLSP38XeSq/4DTCRMmof33AwiTObiKBYHxalN/Eyl6gtJ1rFCOvxCkpi2a/GRXGKottUcxsmAh4Yveusf9977mdIqnFYxhbRSKwRGz5zPpX0/ydMPZRHe1ctqSAyRGNZEdU8OGsm3k5k/3PTPZuwG7lK5BEU0MvzG0QqFQKAYy2MLMnuOLCxJYXJAATPQ4v1/a2C9th2VdwiaDYFndBmhtBkD2yVxEW8HuOUlj0YR4Fk2I97GmauhZoVCEMWLInwEtLqujzu9NrFrzH16cffbZPPbYYxQWFlJUVMTbb7+NzWZj8eLFADz66KMkJydzxRVXAOBwONz7IzkcDhoaGigrKyMqKorMzLEfzem74s/m0IeQhNK6Th5Z07uH8dJJCXx7XjoxZh+iFSgUEYywxsK02b0Hiqa7InjcdT988DryzReGjuixfzeT//47z9fTgT3IF/8Bl92AMKhnUKFQDEQ5/kKQ0vrJ1He4NphssHmfKZmcnBzMKo0LDrSkki3aMGhOumoPIc4/bqyrNCoi0XbhwEjtFjcxh9O+cu3Nt7r4Os4u/BqA9JaPQE4bfPR5AAM7h5oaXhgR6pkLXZTtFH7HD83nYFlIH2R8Rg49MBfuqGc/dFG2C12Cart+k9gGnZThY3YfOBuHF3LnqSPU5ArFECxcuJCWlhZWrFhBU1MT+fn5/PSnP3WH+qyrq/NYpdrQ0MBdd/Xuv/7GG2/wxhtvMH36dO6+++4g134gfVf89YTu9MZXFa088NlBenyDszKt3LogEy3EwtlHynsoUvSE0NZVWGMQ516BHpeIfO5vkJqOdstP0f/zFGzdAFl50NkOTQ1e08uP3nLtK1g0DW3ZRcj6GsSESTCh0LVCvu4QclcJbN8M+UWIginI/bsRU2YiciYEV9kREMo2HQmRoicoXccK5fgLQfY0L6WixTWbwyHrvcqM902xA8G7u08m3r4Uo9bNpNYXIfOEsa7SqIhE24UDI7WbtvxS9L07wGaj4J23cHw3G6PmINdawaYNz5F19BU+5SMl7lGP7Pgypqetx2ToRHeejmYIv5APgUA9c6GLsl34IKUMePi2wfjc2cwiQwLJ1GCxFHqVkYwkvJzsnbArfXf3jUR/mdwndEhSyoC0wb6WwS4vNTU1aGWG+7VUtgvN8saivfSH7UTRNOSWda4f0+d4zIgYMm/ZG3TTU8x7u2oXOomxRrqjdP5dVUsLziHrtV5v4xRDIgAF+9/BpDuGlB8poeUW8Q1v9jrS+2Os+gGjYdmyZYOG9uzvzEtPT2fFihVBqNXosPTd48/h3a4f7Wvhz19Wu51+U1OjuGNRdsg5/SByvh8iRU8ID121JWchj1kEUVaEyYTh9ruR7a2ImDhkYz36k3+AHZsBEOdeAR3tyPdfcyW2d8P2TejbNwEghQbzjnc5/fbv7i3ki49636WAOPZExKXXQ0JS8BT1kXCwqS9Eip6gdB0rVDy4MKW0tHSsqxBUmtsdxHS7/NgtDsH0fKvHLLtQItJsFy6M1G6isBjtoX+h/el5kvOy2dvYO9tqdsIW9uze4VtGfVZ9RBm7OH7C+xyT8zm2zs4R1SeSUc9c6KJsF7qsXLmSH/7whzz00ENjXRW2y06eddSwQH4yZIQdXxms99F3jd6RdlFEXgEsuxAmTUPcfveRZRaC7Ny5c6yroBglynahi19st/Q8mH8SzD0Ocf5VPifz2OPPh9V4rUYnS86MI6ZQDOv0A9gru/jQ2URt7RekNJVikk7+38KsQaRDxzmlUPiCqW+oT+fAiAL/9/Uh/ri2yr0a8MSJcfx26QQSo0JzHUGkfD9Eip4QPrqKuASEydT7OybO9X9SCoY7fsuum3+Odu9f0c65HHHhNYjzroC5x0FcgmdGUof1n0Nfp58X5Nefof/oOvRf347cVYL+wuPof/8f5GEH4wB5KZGbvkKuXxPwiRrhYtPhiBQ9Qek6VoTmmzrCMYlm0q07AYnosgKTxrpKY87X29owHP4gdLbtx7gkNMN8KiILoWmgaWgXXkPNf1Yw5bzec7lt7+NwTMZoHDpWuxwk3FtbSxPRsQlezykUCsVY03+mvBDCPbA7FhN3OtDRhBjUIadpms/10rTB5tX1pu8fklmIkettuOi6YWWCfS2DWV446xbu5YWzbsEuL9R0E2Yz3HjniPPue87j78HkD8tpmu/13U8XP6leCYB2812cXJBAxRfNQJTPeQyGCMM1f77ay195Klz4EiFhpAPyfff463bqHunf29PEyl1N7t+L8+O5dUEGBuF7OSOKaDDCuo/W+eBLukDXJRi6BsJGI5VXNvWfvDM6BtIyXemMRsTyyxCAdNiRK56A1e+Bo9+K9ZyJLufge6+Brav3uNHYK1tRhnzwp646AfKrT+GEpYjCqdBYj6w6gJg1H7l7G3y6ypXm4uuQp1/gSlNdATFxiLgEpJQD2vJA2nSk+Y83m44kzXiqu7Kpf9KNti4jSaccfwEmEKGr4s0VnDPtEwC+OJCFlCcNWnYwGOuwNpq9ifbqGjQyAJjUtgVZeO3QG+MeQXnBIBjlhnP4o7Eo74jKnFjEJEcrOx+rJ/P6IuKjmkgyt/Dm6weptceQNdXEibPivJZjt+vgxTfY1dbit2ugbBd65YxFeeHcXvqjnFAKXxWxSOmPrkP/TN1/eUzTUGObCoVCMSpG0k6PJAzhY+cUknbxA9DShEjNGEXNFAr/s3LlSlatWkVubi533HFHQMowewn1KaXkuS31vLi1d2uZWxdkcNqkRNWnVSjGGcJoQlzxHeTlNyI0A3L/HmTlfkhOQ0yegdA05HFLkA/9DHQd8cNfg64j33gONn7hPdPV7yNXv+/+Kdd97nn+lWeQU46C3duRLz7ZG5I7Jg7OvwriEyEjG2qqkPv3gDUGFp6KiIn1TSnVzigUfkE5/vxMMDpmy6escv8dber2KjN9+vSAlD0uqX6XG6d9Q11HBu/tXcbco1JDerZgRNkujDhSu4lLvkXc/T+mtGQmxx7dRFXrBNrt8ViB5h1OvmrfwPzj5rrjwznbK2lvbaaxy8LqQ2cQZeykIGk7KdZaAOyd7UeqUsSgnrnQRdlO4RvC98BsAf3G7LPiL3S7KeOCGTNmjHUVFKNE2S50CSnbHW5jfd3X5OHTcsiKO7w3tnL6ASqg6XhhqAgJw+GrnKVPhJnGLgfPbq6j1ebknT4r/c6cnMjpRZ77gI10zGUk8oHMe6RtWSDrEkj50bTZyqbjW344PYXBNcQv8ouQEyd55C0yspEPPAlSR2iHn/lbfor+5vPI1551/U7PArMFKsqGr4zTgbzPywr+9lbkv//iNYnc9BXijt9CazM01EFMLCI9C+l0IgwGZFsL7NmB/OJjppZsRJ6yHHHelcNeH+lwIIzGcXM/jkR+vD2nI5UP5HMayLoEWn48tUnK8ednghG6qn823vItLy8nLy/PL+X5yliEtdEcLSTZNoOAOHMTnfX1mE4/xe91CaZuwbZdsJ2kuq7zr3/9i6ysLBYvXozFYgloecHS70jtJgqL4W+vkvWPP7KjrojWrlT3ublZnzMv/XM2fL2ThKPOpb2xiqM6n0QTkraO49lY51r1260bWGj9CADZ3eGhu6472bn5c6Sjm/yZJxJtsdDt0Ol2Oom1mHh5bT2HqhzMmhHNouJ473UMsXBSvhLu7WWwywvn9hJU+KpwRkydNehApxi1p67vvlQKfzEWz77CPyjbhS7jxXaTU3tDbxYmWaBloEx1tGtyrC+v3hc++QnmS17wufzRtOWqB6AYz/Rd8be2vI215W0e56+cncrFM1KCXa2AMV7askATKXpC5Oh6xGNOQoDwDBclzrgQGuqQLc2IK252hetctxqcDmhudO0XGJ8EFfugqwsKpyC/+Bj27Bh5BXZuRb/5fG8V87rCT761Avn5B4ipM2HCJGiqR+4sgW6bSyAxGeproaEWzr4McdYlyNpql3MzPXvk9RsDIuXeBaXrWKEcf2FKS4uXL6AwRDv0AQbhCp61vXYu88zlCOuiMa7VkRHutjMYDKSlpVFaWkpdXR3nnHMO8fHeHU2hhL/sZrroWmJ+9X3WFl1LR5KNCXENzMt2hVWYl7IZe8V2TAa7ewShOHULO2rn0emIpdXWZzWJvdkj3/1bP+Gk2PcA2Lilkda048lveJXMqEY+q1+IsWIuucJC5UYHH9nryHTswKlZyCsspnPXWzilRlzx2cTHxADQ0NxIe+U3xGZMJSk5y2f9atts1NVUozeWkVk4i5SkpGHT6FKyYf0Gcuw7iTZ20ShTSZ95Bl12QUq8adj0wxHuz1w4o2yn8Cuz5yPrnAHLvu/nrFrxd2SoZz90UbYLXcaL7XLjLdx2XCZ7G22cEBvP7k0297n3nY04kKSYXMMcg4X6vLPkX1gdXeR21GCSznHrmTuo24YXCgLj9PIo/ITFOPja2CkpUVwyIyWsJrCNl7Ys0ESKnhA5ugZCT2EyI675njuErxACcfySIdPoC05G/vX3ULIRoqIRS5ZDSjq0NsHBAy7HocEAJjMkpbr2GVy3evAMhwrr2VTvcjR+8fHAc5UHerN45V84V70MHYcjX809DjFpKuKYExEpaUPqM5ZEyr0LStexQjn+QpwRBK8KO4xdB0nq+AoE2J0mNpRlsvyMCWNdLcUwOBwO9yq/+vp6XnzxRS699FLi4uKGSRkZiPhEzD95gGVPPwbf/Am7IZrP5PkcP3UbRs3hcvr1Yc2B03HoJnSpY2qucx+fl7KRp1+dRZ0jhrzJUZzg3O4+NzdxA9g3wOFLfkbm+5SIRr6oWEq2tZYLop7qLaAat9yuHS1U5l8NmiSn4kmmRtch69/l0z2LEZhJktU0xx/NlKlTPOrY3uUEdA5ufpcTkg93+BKA+pV0VEezufkorEUnkZnau8pxz8E6OpvKscSloR8q4azkT/rkuJPN6518WXEyLUndXHV6Og3NjcTHxmEyHrkjUKFQRCZCiEGXcohRD3vKPn/1zcMzv9Hnr1AoFJHHqZMSORVobnSwG5dzrNbeTJlw/Z16eJhjqJZ1TuOuPr/82wZ/o7cxQVhIFqYA5K5Q+JekKANZUZKqLs87VRNwzaLo5skAAEwfSURBVNy0sHL6KRSKI0dEWeG2XyFaGiE+sTd06GHkdbchLFFIKRFCIKVET0qF9151CWTlISYWIUs2uMJ+9qVgCmLBydTu3U3q1x97dwqazGD3su1VR5/tbjZ+gdz4BfKN5xELT3HtPdjUgGxqgM52l1Nw4VJEzgRkVwdy09euVYz2buTubRAdg3bjne7w37LbBkajaw/FbRvRP12FMEch5h2HmHPcqK6j9KaDQuFnlOMvTMnK8n0FTiginJ2w73kOf0uxvnIhsxIaEekLxrZifiAcbdd3A3Cj0chRRx3FwYMHaW5upr29nTfeeIOLLroo4GE/A4k/7SbSszHceS8Amq2Loj/9mvcOTKDwWAsT4iuINnW4ZTNjyznQPJmTdj6M4YLz6XLsJMrYhclgZ1r8frbXzqNzB6yLOp0JM570Wl5bdxy7Go5iSsomTpi4ctB6TU7Yy4aS99lcvYCovBzSousQAk5O+riP1GbYDbsaJ7Fiz1KsRgvxzmhmZnzJCbkDZ3lZTZ0cl/o1NH3Np6WL2eo8mo56nZlR5Zwx+SWwA8kD6xJl7EATkNhkYfXru5mf+xGxUQ3sjr6QvMIpdNgcNDXX0V5dBtYsJk7MoVuH6jY7k5JdndADByvJSEsOy2cuUlC2U/iObxOl5OCevyOvQZ881BDakaGe/dBF2S50GSvbpVgHH7JISDIyY240zbsq+LCpFTgcBtS91YaPhfjZsWGTumroFSGDEILvH5vCb9Y20enQSbAY+M78DJKijUxLs4519fxOpLyHIkVPiBxdx5OeQghEovcQwMIS5ZZxH7v4OsQZF4DF4nIcAtJmg8r9EJ+E/PhtSM1AnHg6QtMwzW1Au+pmcDigoRa5ZR3UVSNOPAMxaSrS1oV8/3XXuYY62Lree0VtXciP3h5wWO7ZgXzvNcgrgENVYOscIKP/9CbXSkYhoLEe4uIRM+YhP3/flQcg136ImH8y4rrbECYTct9O5NqPEDkTEOlZ0NUJs451hSeNjnE5Qmur0f/5v7CrhIJFpyEL8qGrA3QdrLEIa4xnXTs7oPogckIhQnOt0JbrP0dWliNOOw8RFT2krQZD6q7oeT15BprxdP/6gmyoRX/kboi2Im77FSIm1ue040lX5fgLU0LZgTIkUsdRu5G4uneJt7QC0NiZwu4yC6dde9IYV84/hJvtysvLWbNmDUuWLCEtzbXEPjMzk0suuYQVK1bQ0tJCXV0dTz/9NPHx8bS0tFBQUMDSpUs98qmqqgLAbDZjsViwWCwYjYdn846DWYiBspuwRGH40X3M27cL+elKdh+S1E2bTYyhjZSP1yJi13Jm8nYMP/4pmEyse7+UEwo3A5AeU8n22nkANHal8fzm73L5rN6Nlhs6k9lSNYfylqNod1iI2v0xNamZpMUcwu60YDF2edSlujWXrYeOxSlNfFG+lBTrIdJiqr3WOze2kkyRAE6XbbbXzmV62gZiLYMveY91dmOpMmIBKu35dDmiiOpXhx6mpG7hUFsOO+tno0sDCZZG4i3NHK3/g8qNOSSb28i3NEPPt+p++Pem79Fmt/KxrOfs/E+Yn7aV7v0mNjUVUBczhaSUXOwGK10HdyNbK9GJReTMJCc3k/3lnUzMjSI6yoBDl7TZnCRGq1foWBNu7aViHBDAQAp9V/yNg9dWSKOe/dBF2S50CYTt/mfZRD7a28zSSYmjzqNwigWmTOLxN/ZCy+G9/Q6fGyzUpwyCV67v60Q1+YrxTn5KDL9ZGsd7u5tZOimBKamjG0gOBSLlPRQpekLk6BrKegohEAme27wIiwUKXNGixEXXepyzWCyI6MODOXHxiImT+qWNQiy/FABd16HuEMJghKQU6OyAsl3IdauRn3/g2qfQG1LCgb1DV7y+pvfvpga3088jm68+QW5dD+lZUOaKJiDx8lmZm4/IK0Cu+9y9YtHy2Sr0z1b1yhhNiOWXIE45B7nuMzBHId9+EarKYfJ0uPFOOLAP/f8ecJVTsQ/t5rtAaC4nqRAIoxHpcCDrqiEp1e2Idde3qgLMFvS/PwiV5YgzLkCceg70k/NIc3A/ct9ORFIqTJ0FmoaUEvnWC3DwAOKy6wd1BPcQzPtX1lZDYjLCZB59Hu+85LruAB+8Aef+l+u4rsPeHWCyDLgvexhPz6oatRyGlStX8sYbb9DU1MTEiRP59re/TVFR0VhXa1DaO9qp3vQFzU3VaEawGmwYRTdSmnFIwaHOPGo7U4mP0jA21WJMMJAVVwm6E2k0gQ66cCKlRpRwYDRJWmzRtDuNVHRNJ8Ygcep20CVphv0kWhoxmhx0OaJAOtEMEpwGHGgIAZp00tydTlV7IbrRhslowtnVzvTE9WgmgQEdTWgYDDoGIZHSgRRgAISQbKk9huaudBxSR0q4sPgNcuIPweFnqMMexatbpzFzYRYHK12OIafTicViIT09Ha3PzIXy8nK6u7vdziKn04nBYKCzs5OoqChMJhO6rpOWlkZUVG+DJ6WktrYWm83GunXrkFIyZ84coqJcq4aklOi6TmZmJmZzb6NSU1NDe3s7Qgg0TUM73DD2lNuTzmq1kp6e7k5XVlZGWloadrvdLS+EcNevq6uLqKgohBCkp6e79QHo6OigsrISk8mElBJN03A4HK6XrHvmq8BsNpOZmelx79TW1tLR0buSTHrbXFdK4uLiSO0TktHhcLBz505sNhtOpxOn00l7ezvNzc20tbXR2NgIwIoVKzjnnHOYOHEiAFarlXPPPZcXX3wRm81GZ2cnnZ2uWTY9afry4YcfUl9f73GsRyeLxYKmaRgMBo477jimTZvmlmlvb+ejjz7CYDBgMBgwGo1IKTGbzRgMBpxOJ1JKoqOjmTt3rsf1rKqqoqKigujoaAwGg/s69r2WQgiio6NpampixowZHmk7OjpwOBxue/fU0WDoDYWQmppKdHTvh1VXVxc1NTUDbaCZkSef47p2jXXI7m7Mv7maWE24X2aNjY2YUop4fV0HIsGMo66Lxvb1mKLTMBmsyEObWVmRgiMzGaOwMFFqTD1pGlGvvYFDOIg973SqN6xlX7UTEhLo6mwicbqJplYLbc2CCsdxGI1mhACnNPKfHRdwVNJH5Ca3kGZtIMbc66SLNnWisY92WxQSidEQwwd7zyKt6n3S2lrQsnLZb5BMym9hYnI9zV2xfFlegFPvdSR+UzmVCUkV2PQ49h2IZWpdJXbNSGuBAYtVUt2q4XSWs3zKy1j7lJ0dd3DA/bOvcQpdjhicjnoSpAOD7tq03mywc2zKTmAn9ESGiMMd3vTlkgK2r2tB17vZtKaMa+e9gkFzkmpw0GqLxu60IISOhk5rdxSddhNmUxS76qZT2VJMm7MJu2xlesoOMuIaSLG0U98WT4K1g6TodgxCp7krllabBbuMp7w5m+q2FCAKodmx2buZmb4DtC4smsSkdWMQZgzGbpq7o9EdTiyaE82YwOaq47HpTWySMWR1VjMjpYpUSzNIHc1kxih1jCYnQpN06maMmiQpqpM9zbOpb8+lXdjplt0kygomJx3A4ZCAhpASsCCMBhptBoyaTpwFDIZ4dnUUEO3QiRGdtFRXEh3fTXyiA6N0gtCxmjpodCQhhcAkXXuEdwsLukikttFMnEWjXrOiNdeRn3iAKLMD4RB0G2MQCDr1boRmweF0EI1GbHQMdfZM7EYr9o4u6htbSbXWEW910mw3YTVIDGYz3boNW7cNh9RIMIHRYKLBGYU0TKRFGsHeTVdzHQVxzTiNNlc7bdBok9PIn5BE8dTxM0NLEVwG9/sNPWy7IDeWLyvaKEzq18mXXv9Ug8BHSFlZmcc7VxE6KNuFLoGw3eSUaCan+MfB4K2NnZTsfRBL9ncIqkZZESL0jD8MJzNSysrKmD59OkXzo4bNY6T5j0Q+kHn30KPrWNcl0PK+6hnouiib+k9e2XQIUjN6Z1ZaY2D6HMT0OXDhNbBvFyAhMQWZkORyjq39CPneq9Dc6AoduuAkxLxFrrQmM/Lx/4GqisHLy8pDLFmOfOkfrtV8HW1up9+gVJQhK8qGlnHYka89i3zt2YHndm1D3vVtpOizQm/DWvSbL3A5HTs7oL0NYuNcf9u7wWTGmZwKuo44/hTX6sGekKuHka8+g3zt3zB7Phy9yLWlWFura7VidAxy/25Y+6FLFmDJcsTlNyK/+hQO11M2N7r2eszOQ2T3bsHVE+4VoGLLJibnZIHZAm0tkJYJtdXIjV9AVwdi1nyYMccVTnWod9CHbyF3bkGcfTkiN98tK995yZUXuGwRE4f47k8QU3r7rrK91eX7EBrC1omIS3Cl37kVYuMRORN7ZT97r/fvN57DWbYLMWMu8uN3oLrClcctP4HimbB9E2gaFBYj4hIC3iaNJJ1y/A3BmjVrePrpp7nxxhuZPHkyb731Fvfeey+PPPIICQkJY109N53tnWxf8y7ZUTuZlNJEQZoOg+xd+uFuQbN+DF0dgHkCMd1rWJi3ZdgybA6NZzYtoe/24lmZq5ib0zBs2k2VrRxqnY/WDbIbcLazqGCPT7rtbzyaDpIwCUDAVwdyuOCoQwDsrTPzWkkc9e172LPKM7/TTjttgGPrzTffxG733B/NGxdccAF5eXnu3y0tLTz//PMeMhUVA18AV155JSkpvTMcSkpK2LJl+Gubn5/Pueee63Fs5cqVNDU1DZv2v/7rv9yr6MDlvHv77YHL2PsTFxfHdddd53Hsq6++Ys+e4e0yY8YMTj31VPfv7u5u3n9/4KyX/uTl5Q2wSXJyMueffz6fffYZlZWV7uN9HWE92GwDN7fvaey6unqdPk6nc0C6vXuHmcVzmKOOOsrD8VdRUcHatWuHTZedne3hbAR49913aW5uHiRFL+eccw4FBQXu37W1tbz66qs+1fe6aUdhiY93/16/fj3btm1z/ajp8WKVQJ/Q4WWYuWThaWRk57gd4xNvvIG//vWv2N/suXeM0NgOmGAD4H7yP+b6ZCstxLLblsC8eZl8VZvJyjXNQBKakMzI7KLTrrGnzoykN7TnUfExHFd8HJz9/xBC0NzczIf//CcfVptJjE4jN8HOocYPcOi9Iy9vNgKY+P7pxzHjnOkIoxEj8NX777Hpq+3ARgAe+jgBTSSwqKCNY/M6ibH0zujqsMdg1OwcbClAoFPbvBq7s5lXNunMOH3o61veXEhjp8spb3e2cqjpA2yOLtJiXfdYirUVaHXL9212DzRORwhBnDGJprZyjM7dHJPpki1IqqMvSdG9sejtjjTq2g93lCQ0N7/ISfP3og0zIGV3GtlSdTpRWhwLgHZjK8XJW5md7X3FZF+6bHnUNk4jGogGbLYvOXHWMJ1WQJeC0g3H0Y6gHWiik2PjPuak/PZ+kvsGpN1RO5vahmW0doEZ2N/4Od86dh9mwwDRAbyx40qaGlxticO5D+lcw5lFTcOma+pK5j8lx/fMG+FQwxfMKixnUmrvA/LPDceyvblBOf4iGJNpkIdtmCV6P1iYxfqD7czKHDwklueKv357/KlBZ4VCoTgi+o6B9LSpcRYDvzttArvqu3hyQ++s/YEr/gZrhEe/DNzDEakaecUoWblyJatWrSI3N5c77rhjrKujUCgUIYWIjYeZR/ceONxZEKefD6ed53LaGQwIo8kz4S//BHYbUnc5hUR+kSvc57ZvkPZuxNJzXXln5iAf/a0rH4DcfMif7HIoOh0uR1zdIWjvHTdCM8ApyxGpGdhffw5jaobLcel0wKavhlfK2wrGmqrev1uaev+2d8Mh11irfN2LM7HvdfnmS/jmy+F7Ph+9hfxslWuFYQ+7SpC7SlxZCc3lQDWbobEemZ4NdhtFjfVD5i0/WQlJqchFS2HSVNi5FXnYmSqKZ7quUUc78vm/ueR3bIaLv400Gl17Rb7yL88M21uRD/8CufRcxNmXwfuvId9cAbrzcD0FcsY8l8Nu89dgNMJ/PwhGI3LNBy579GXLOlfIWXeFdeRj94I11uX4BbBEIbPyKDpUiZ6dB3kFiEuuR5j63V9BRDn+huDNN9/k1FNPZcmSJQDceOONbNiwgY8++ojzzz9/bCt3GIGB119r4vLp60iLdQwrH2X29Aj6+ikjvEhK6dsHjBCeaQdZZO1Tufsa0vhyv5Vth6LYU2dmsI+0tWvXUlRUhKnPw2U2m31y/PV3HLkdKcOg656a9V3FNxRav3jKFovFp3oCHDp0yMPx56vXfzQzbkZLfHw8M2bMYN68eQN0BcjIyODiiy9G13UaGhpobm4mvo8zq4dZs2bR0dGBzWaju7sbm83mXmXocDjcqyP7rrqEgfYMFP2Xcnd3B3ajXpPJRFxcnMcxXwcVNm7ewlm5vc7t+vp6n+8565XXEyMEPW6Rltdec5/TpWBLlfdZ20mz53nMtGlt7e34NHUaaeoc/HUkps7y/G32vNY2h+u+en9nPB/uiiMp2oldFyRGJXHeueegC0Fq+z7y08t5dq0NuxO6HBr3rMpgcpqNtBgHmXEOZmZ3caDRRHOXgZbuPBo6FxzWq/d5qWwxYTFKNAHRJh2DBk7d1ZYa+9zerbZEjzp+dcDKyZPaiDIN/ez1D6+aZO0c1ukH4NAHeswSony79zu6PWOVa8K3e0ETErPBRrfTNTPYqFm97r3tU16a0efJ9probWuldGIQvrZ7nu2PJswejmYAHYFPF1wRcvh6ayYmG8mo+ZqGxGnYzX2fjaFzsJoMnJg/8N01WB3UXXZkjKfwKYqRoWwXugTTdgcNNgqdrj5lm9nXvrz3dnp6upXp6dZ+jr9+KMecYpyybNkyli1b5v7dN/rMcIzE4WyxWEbsoA6kfCDzHqmu4+m6jERe2XRs6hJIeWVT/+XvbksH2R9PGI0uB5CUMGeBSzYpFQqLPeWmzUbe9zeXcy8pxSXjpS7SboeSDeB0wqSpiMRkAMonTvOIKig3rEH/4A2Xw/Dg/t5yjl+C3L4Zmg5HQUvPdoUNXf+5dwUtUWAbZhK40BBLz3E50zZ95VqFN6is8Jxh5RjC/yB1l6OzZz54TeXgsv1prIM3nx9wWG7fNFC2ox359P8OnZ/uhHdfQb77ipd6Ss+9IR0O5G9/6Htd3fVo6/3b1gVlu1zOtj074FAl4orvDHtvBvJeV46/QXA4HOzdu9fDwadpGjNnzmTnzp0D5O12u8fAeU/4v0BQ1RJLUarrgVxfdTFWQzR76jNIiz1It0NQWhtLZVsSnU4LGmYcmNAcNoyGbtqJo9NZhsnphM5OWqMNrCx1rS4RSDQhkcLo+hiS4NA1zAYBGOgWbRhpA6PALo1sbyjiUHsMVpOTVpsFTUi6nUaMmsQoJDo6EkGnzEKzNCHoRji7MYlOXt80EV0z06kLnLqGJjR0Cd0OiUFzhULUEZiiY4iPPoghxozJrJEj4jlgP5H4PAPzJvSGW+xx7vSEUuzs7KStrY2kpN4Y0vPmzcNms+FwODAajWiaRnd3t9sZpes6mqYNcDrFxcUxe/ZsDAYDzc3NtLe3k5mZ6X7QesJ49rd3Xl4e8+bNw+l0umXA5XTrCb9pMpk8wmYCFBUVUVdX55bpqZfT6UTXdXfIz57wlH2Jj49n7ty5OBwO98d5j5PPaDS68+u7qq2HyZMne6xY7Lm2/f/u62gEl0N18eLFgGulntFoJCYmhujoaPd+fH3rMRiappGamjrgevRwzDHHDJl+MFJSUrj++uvdDsKe0Kk2mw1d1zEYDO77wtRvFkZBQQExMTHouu6+5n3Dq/T8HRsbOyAE8KxZs9z3Zo/detL0dUb2Xz0cHx/P/PnzB9VHCIGU0h3utS8TJ04kOjraXdee8LI9bVPP754wsz33pBCCOXPmALjT9oSEFUJgt9tpb29H1/UBZU6YMIHExER33jabDbPZjMlkwul0YrfbMRgM5ObmeqQzGAxMnjzZq5O35/oO9jLLzc31CJfaN01fEhMTEYkpGIDkea6O1cxuB+3t7dhsNneI305ca9L29SzEM0HRtCImH74Xpe6kvcPE1i3Hst/ezZ4GDaPZiKOlBadmwhJrxWmzIVsb0bqbyJt4FJYYA3rrIUxmG/EJRky2Qj7aH49J2nE4INqi095tol3LwtnZgmbQMRlMGK3ZxCTUo9t0kA50Ry6vbbNilA6iLUaaujTiLA7a7FHY7BKz0DEYdKKiMkF24xCNVGEkXraypTKPbdU6QrfjNBhB13FIEwajAZsTTJokxiyos8Wga4100UmLrhEnY/hgTx4d3UY06QQkGgakBhaTjsQAOlii4miW9Ri1KJy6RHS1UNE8kQ93t+GUEovBTlwUtHSbcOgGLJrD5UQVJhrtybR37MMSFUU7GmZzBp/ubsdi0rEYBR12DSkFdt2OZjBjF0aihU6sOY6mrg5a9GoMusSGgy5nHusPWml3GBFOG0IzYZcCiY6GAU2C0RBDp8yj1XkIm2ZElxpd0RPZXAN7W2yYNCdSgi5rmZwztPNGEf4cvfl/kQjeWfpP97FRjwnHxrtneMo+k1+Uf/nIGM9h9xVDo2wXugTTdjsMHdjtkm4kMtrHCT59/h6uie0f6nMkAyiOQG4GO44YTku7U8dkGDipUxGaRFLbHCm6RoqeEDm6RoqeEFq6ioQkOLx/4WDjnsJkgjkLBhzvr6eYtxDDvIXu37JkI7KpHnH8Eqg+iHzlX4iMHMTZlyEOOy3lto3o//gTZGSjXXSdyzk4fS6yrRn54j8Q1hjESWcgv/gYuX0TYtGpiKmzQdMQufmuPDrakJ9/gOxoc61kjIlFREUjD28HJQqmQHwi+k9ucIUR7cEa63Jm2lzbNpE9wbWisane5RCLiXOtxjNbXGEwk1KQ3TZEdAyyphIRlwhTZ7rCq25YC1vWD74n4wgQJ50B8UnIlf8Bh28T230mrwDtipvRH/p5rwO0sBj2lnqVHeuoD8rxNwgtLS3ouk5iYqLH8cTERI+QhD288sorvPTSS+7fBQUFPPDAA+zZs4fW1laSkpJIT0+ntLT3RpgxYwbl5eW0tLiceFlZWVgsFsrKygDXDIeioiJ2797tDnOYn5/P2sqFbK91ee6dMhopJTvqZ9PYEYdIn8as4+dxYONGEqyucFNpaWnEx8ezZ88eYoAsg4GpU6eyb9++w3u65boH5XtCWFqtVgoKCtixY4fbSbF8UiotLWZqa2sBB8nJC0hLS6O0tJSYwzodM6xOURQVHcXu3UnYbDYSDutks9moqnItTY6PjycvL4+SkhL3tSouLqC2tpaGhi4spHnoBC4nQl+d4uPj0TSN5uZmt06JiYkDdJo1axYtLS2HdXKFnoyPj/co+6ijjqKiooKWlhaSkpJ8tpPD4XA7Hr3rVHxYpwZKSkrcOn3xxRekpaUN0AkYYKcex01fnY499tgBOvXYqe+9d+DAAfeqq6ysLHJyctwOosF06rFTSUmJW6fS0lK3E6agwGWnnrKHs5M3nbzde5MmTfJJp773XmZmJhaLhf379w+rU8+eglVVVUPaaTCdiouLWbt2rduJlZuby9SpU33SqaqqiqqqKrdOFRUV7pV8w7URu3fvHqDT7NmzfXieijl06JCHTvPnzx/STj2OzJ58enTqcfAOZ6eamhpqamo8dJowYYLX52nSpEns3r3bvWqyx1HXV6dFixb5ZKcemR6dkpOT3Xt49tx7GzduJC0tzcNOhw4d4tChQx46xcXHe957cfFe7RSTlcVUi4WosjLAgMWSTlHRQredDMCEIdq9WLr66JTooVPR4Xsv0YudCnNr+zxPXcBCrFYr+fn5lJaWDvo8TfN4npzALJ/fT4bdu7Ednkk2ceIx2Gwzqa6uxgjExMeTk5dHU0kJGmDvYydnQwMzJ0BaWsrh58kB5KMbDEzso5MRzzaiBSiaYOW0w3aqru4iLW0OaZMmYRnk3nMe1mrmjBkkeug0E4vlGA+dzjn8PPXcN/3fT3FxcUyYMGHEbcTUqVM5ePDggIkTivGLt0gHo0G76U70+37k+phJSIbm4aMzKIan5/2nCD2U7UKXYNrOIeAz3fW+XiBih5F24S3U56Cyvq679hLhxi6lT8u2w32Vd3WbnbwEtYI3XIiktjlSdI0UPSFydI0UPSFydB1OTzFjbm8fIisPcctPB24ZMX0uhgf/0efIZNd/5jTEzXe55UX+5MHLscbC0nMR9FsA0l/uqluQb61AHLMIlpyNsESB0w4HD0D+ZMThsWEpJUiJ0DTXvoImM3vKyoa26aKlyMZ65LrVyOoKiE9CW3gKOB3Ikm+g/hBy7UcgBNr3fwENdchtG5FbN0CDaxxIXHq9KwzrYR3kgpPQn/iDa8+/omloF16LnDTVdX7nVuSXn0BeIdi7kS8+6aqHNda1Z2JjPWL6bPivm6Cz07VKs2IfZE1AmExodz2APLAHUTwTkZmD3PYN+h/vBl2n7rSLSD/7ItfKzTFGyGDG/AshGhoa+M53vsNvf/tbpkyZ4j7+zDPPsG3bNu677z4P+cFW/NXW1roHr/3l5X1pxXYMegZGoWE3HOTYuUnkTcr2kCkpKfH75uuDMdzqnFAtayzKg+DZLtyvZbDLC9dnLhLKU7YLvbJ6CCXbmUwm5fgbgpqaGr/3l3r46u0Peagpl6uNGQPOveSopQmXU/zVK1yhW/SbzgPg7aVPu+XmzGsjtyhnVOXLliak0cSdn9Syt9E1SWNGejQlNZ1umVvnZ3BaUeKo8vdaZhi3NeAKw+7Lhun+INyvpbJdaJY3Fu/cYNruptf2UNPumiixIDeWn5w0fPt78+t7OdTm+h4/NieGn53sGW3i/Gd7Jwx+f/vzLDm0wf1b/PVVr9fy2efKiTd4RgIo07vI16KGrMuXzhYKtCjShWtyXLXs5k2na4LQDcbMoZJ6cFC30YXOJO3IIgk97qj2uezVzmZ2yE7ONiSTebj+tdLOa856D7n/XZ4/wPHnj76Sr9tlRCq1tbXDbtEwGjuMpE890vxHIh/IvHvwVddA1yXQ8sqmwa+Lsql/5CFwuiqb+kd+rGwqpQSnw2NPRiklclcJoqUJjl7kPU1bK8TGuSOo9c9bSukKB9rUgFh2kWsV5yh0lRX7wGZjW5czoG2S2Wz2eWxJrfgbhJ4VY01NTR7Hm5qaBqwCBFcntX+YwEBx8aXT+vwaWBeFQqFQKBSK8czKlStZtWoVubm53HHHHWNdnWE5ksF1EZ8IUqL3XY0yQGjU2SsUCoUCuHB6Mn/56hAAp3uZSHHDrld5fPL5GHUH8+t828PdG02MfOV2KDTxLzvq0IA6H/SLMgpizAP3l1YoFAqFQqEIFEIIMA70vYjJMwb9XhdCuKN1DZWvOOPCI69fboHrjz4RosYa5fgbBKPRSGFhIVu3bnXvt6XrOlu3bvXYXHm8kp+fP9ZVUIwSZbvQRNktdFG2C12U7UKXZcuWefSn3BusE4gVLL7lN1S5fes3Wvru66f12+RPcOT5eyPYewoEq7z8/Pyw1S3cy1O2C92ygmm7/iGJfCn3tEmJOHWwGAXH5sQOSHPGwbVkdDaQ1VlHjLNrQP6+lNEoHXyjtzNH8y38aCjRjU4bvu2r8/3jskixDj7pebT3yVjvgxPJRFKfOlJ0jRQ9IXJ0jRQ9IXJ0jRQ9Qek6VijH3xCcffbZPPbYYxQWFlJUVMTbb7+NzWZj8eLFY121YbHZbMTExAwvqBh3KNuFJspuoYuyXeiibKcIJW5dkMkdK137zt58TAa3vrlvjGsUuqhnP3RRtgtdgmq7EezX14NBEywvThr8PJKjG3aMukqt0sl/nHU+y4faHn8j2f9lfm74OT5DBSmlO9TXUDIjxWazYbVafa7DSBiJfCDz7sFXXQNdl0DLK5sGvy7Kpv6Rh8DpqmzqH3ll06EJdJs0knTaiEqIMBYuXMjVV1/NihUruOuuuygrK+OnP/2p11Cf442qqqqxroJilCjbhSbKbqGLsl3oomynCBb+WIUwKTmKPy0v4LGzC8jtty+SYmSoZz90UbYLXcbKduPFaaaPyDUW+gylrdmghpGCxcqVK/nhD3/IQw89FNByIqltjhRdI0VPiBxdI0VPiBxdI0VPULqOFWrF3zD0D0WlUCgUCoVCoVCMhomJyuGnUCgUwxFoF5s4ehFy/eeuv3/5R//nP27clYpQZ6jQ6MMx0klL40le1cU/8qou478uI5VXdfGPvKqLf+RVXfwjH8i8leMvTImPH3rjSsX4RdkuNFF2C12U7UIXZTtFIBDXfA/5+nOeBwO8uEFtazQy1LMfuijbhS5jZ7sANJBzj0O78jsQEwsiMA28Z6jP8d/ID+VsHf+1VxwpkdQ2R4qukaInRI6ukaInRI6ukaInKF3HChWjIUzJy8sb6yooRomyXWii7Ba6KNuFLsp2ikCgnXg6hgf/4XHMH6E+Ff5DPfuhi7Jd6BJuthNxCQjNMIzU6NcernW2uP9e0+dvhWI8Em7P91BEiq6RoidEjq6RoidEjq6RoicoXccK5fgLMD2bLwf7X0lJyZiVrf4p20XiP2W30P2nbBe6/0LNdoqxQ1398KKkpGSsq6AYJcp2oUswbRfwNjsI7+R6HCz88lcklf6TWuwBL0+hOBIiqW2OFF0jRU+IHF0jRU+IHF0jRU9Quo4VKtSnn1m5ciWrVq0iNzeXO+64Y6yro1AoFAqFQqFQKBQKRejQxy8XyguuE1v3YTJHjXU1FAqFQqFQKBQRiHL8+ZmhNl8OdpiocC4vnHULdnnhrFuwywtn3cK9vHDWLdjlhbNuR1KeChUZ2ijzKRQKxdgQmObXtxV/43W1+E69kylatF/zHK+6KhQKhUKhUChGhwr1GaYUFxePdRUUo0TZLjRRdgtdlO1CF2U7RfBQnr/xhHr2Qxdlu9AlmLYLfKhP38TSZaf7b6uja+TlFE2DgikjT6dQBJlIapsjRddI0RMiR9dI0RMiR9dI0ROUrmOFWvEXptTW1pKVlTXW1VCMAmW70ETZLXRRtgtdlO0UQUMt+RtXqGc/dFG2C13CynY+7vEXL23UHv472tk94tET7Uf3IT7fCAdGlk6hGAxf9o0ezb7StbW1ZGZm+lyHkTAS+UDm3YOvuga6LoGWVzYNfl2UTf0jD4HTVdnUP/LKpkMT6DZpJOnUir8wpaGhYayroBglynahibJb6KJsF7oo2ymChXL7jS/Usx+6KNuFLmFlO823Vl14jKuMfOBHaIYRpxkvjGagS+F/Vq5cyQ9/+EMeeuihgJYTVs/3MESKrpGiJ0SOrpGiJ0SOrpGiJyhdxwq14i/AGI1Gd6c5mPv7xMXFYTKZglJWMPUL9rUMZ9uF+7UMdnnh+sxFQnnKdqFXVg+hZDujUXW5hsJgMLivkb/voYSUJKaYY0k1Rg04d22cif3GZE4vShxgo9T0Xvkoq3ZENvR2/xSnx7r/To6J8us9Es5tDbie/WA9U+F+LZXtQrO8sXrnBst2RWkxNHc5AchNsvqlXMMdv0W++i+wxiGOW4w4nOdQ1zIhIx7d5HoXGGwxFBscAF7fJ32Z4HRikwKj0Uh8YgLFXb378Q2Xti9S17Chk6p5pmnXGXBsKIodscOWPcURSxe6+3eWFk2qZgbAKI0UO3vfWYPZ40jvS4MhdB2lgWLZsmUsW7bM/dtkMg17fUdjh7i4OMxms0+yI81/JPKBzLsHX3UNdF0CLa9sGvy6KJv6Rx4Cp6uyqX/klU2HJtBt0kjGwIRUU7kUCoVCoVAoFEFk5cqVrFq1innz5nH11VePdXUUCoVCoVAoFAqFQqFQKMIGFeozSAQ6NENfOjs7+fGPf0xnZ+fwwn4imPoFs6xglxds24XztQxmeeH+zIVzecp2oVtWJNgunFm2bBl/+MMfBjj9wvkeCudnP5jlRcKzH67lKduFblnhbrtwvk/C/V0XSfzrX//yWXYkdhjNPTJSO49EPpB5j1TXQNYlkPLKpmNTl0DKK5v6L39lU//IK5t6Z7y1ScrxFyQqKiqCVpaUkn379gU1Ln8w9QtmWcEuL9i2C+drGczywv2ZC+fylO1Ct6xIsF0kEs73UDg/+8EsLxKe/XAtT9kudMsKd9uF830S7u+6SGLDhg0+y47EDqO5R0Zq55HIBzLvkeoayLoEUl7ZdGzqEkh5ZVP/5a9s6h95ZVPvjLc2STn+gsQZZ5wx1lUIKMHUL9jXMpxtF+7XUtlOlTceCedrGc52g/DXbzwQztc4nJ/9sSgvmIT7tVS2C83ywtluEN7XMpxtF866jTUjubaBtsNI8w9k3QOpa6DrEim6RoqewZAPZN6hatOR5q9s6h95ZVP/EOi6qD3+wpCOjg6uu+46nnrqKaxW61hXRzEClO1CE2W30EXZLnRRtlMcKeoeCk2U3UIXZbvQRdkudFG2UwxHJN0jkaJrpOgJkaNrpOgJkaNrpOgJStexRK34C0NMJhMXX3wxJpNprKuiGCHKdqGJslvoomwXuijbKY4UdQ+FJspuoYuyXeiibBe6KNsphiOS7pFI0TVS9ITI0TVS9ITI0TVS9ASl61iiVvwpFAqFQqFQKBQKhUKhUCgUCoVCoVAoFGGAWvGnUCgUCoVCoVAoFAqFQqFQKBQKhUKhUIQByvGnUCgUCoVCoVAoFAqFQqFQKBQKhUKhUIQByvGnUCgUCoVCoVAoFAqFQqFQKBQKhUKhUIQBxrGugMI3XnnlFb766isOHjyI2WxmypQpXHXVVWRnZ7tluru7efrpp1mzZg12u53Zs2dzww03kJiY6Japq6vj73//OyUlJURFRXHyySdzxRVXYDAYxkCryOPVV1/l2Wef5ayzzuK6664DlN3GMw0NDTzzzDN888032Gw2MjMzueWWW5g0aRIAUkpWrFjBBx98QHt7O1OnTuWGG24gKyvLnUdbWxtPPvkk69evRwjBggUL+Na3vkVUVNRYqRX26LrOihUr+Oyzz2hqaiI5OZmTTz6Ziy66CCEEoGw3Xti2bRuvv/46+/bto7GxkTvvvJP58+e7z/vLTvv37+eJJ55gz549xMfHs2zZMs4777yg6qoIDqq/FB6o/lJoofpLoYnqL4UOqr+kCCQrV67kjTfeoKmpiYkTJ/Ltb3+boqKisa7WqFmxYgUvvfSSx7Hs7GweeeQRwLf+xHglWG3BWDOcno899hiffPKJR5rZs2fzs5/9zP07FPSMpO8WX3S9++672bZtm0e6pUuXctNNN7l/j3dd3333Xd59911qa2sByM3N5eKLL2bu3LlA+NgThtc1HOzpjVD7ThVSShnQEhR+4d5772XRokVMmjQJp9PJc889R3l5OQ8//LD7xfX3v/+dDRs2cOutt2K1WnniiSfQNI3f/OY3gOvj7kc/+hGJiYlcffXVNDY28uijj3LqqadyxRVXjKV6EcHu3bv5wx/+gNVqZcaMGe4GQtltfNLW1saPf/xjZsyYwemnn058fDxVVVVkZGSQmZkJuBr8V199lVtvvZX09HReeOEFDhw4wMMPP4zZbAbgvvvuo7GxkZtuugmn08mf//xnJk2axO233z6W6oU1L7/8Mm+99Ra33norubm57N27lz//+c9cfvnlnHXWWYCy3Xhh48aNlJaWUlhYyP/8z/8M+Kjzh506Ojq4/fbbmTlzJhdccAEHDhzgL3/5C9dddx1Lly4dE70VgUP1l0If1V8KLVR/KXRR/aXQQfWXFIFizZo1PProo9x4441MnjyZt956iy+++IJHHnmEhISEsa7eqFixYgVffvklv/jFL9zHNE0jPj4eGL4/MZ4JRlswHhhOz8cee4zm5mZuueUW9zGj0UhsbKz7dyjoGUnfLb7oevfdd5OVlcVll13mTmc2m7FarUBo6Lpu3To0TSMrKwspJZ988gmvv/46v//978nLywsbe8LwuoaDPfsTkt+pUhGSNDc3y0suuUSWlJRIKaVsb2+Xl19+uVy7dq1bpqKiQl5yySWytLRUSinlhg0b5KWXXiobGxvdMqtWrZLXXHONtNvtQa1/pNHZ2Slvu+02uWnTJvmrX/1K/uMf/5BSKruNZ5555hn5i1/8YtDzuq7LG2+8Ub722mvuY+3t7fKKK66Qq1evllJKWV5eLi+55BK5e/dut8zGjRvlpZdeKuvr6wNX+Qjnd7/7nfzzn//scezBBx+Uf/zjH6WUynbjlUsuuUR++eWX7t/+stOqVavkdddd59FePvPMM/L2228PsEaK8YDqL4UWqr8Ueqj+Uuii+kuhieovKfzJT37yE/n444+7fzudTnnTTTfJV155ZewqdYS88MIL8s477/R6zpf+RKgQqLZgvNFfTymlfPTRR+UDDzwwaJpQ1FPKyPpu6a+rlNKj7++NUNX1uuuukx988EFY27OHHl2lDD97hup3qtrjL0Tp6OgAcM9o2bt3L06nk5kzZ7plcnJySE1NZefOnQDs3LmTCRMmeCw1nTNnDp2dnZSXlwev8hHI448/zty5c5k1a5bHcWW38cu6desoLCzk4Ycf5oYbbuCuu+7i/fffd5+vqamhqanJw6ZWq5WioiIP28XExLhDXQHMnDkTIQS7d+8OnjIRxpQpU9i6dSuVlZUAlJWVUVpa6g45oGwXGvjLTjt37mTatGkYjb3RzWfPnk1lZSVtbW1B0kYxVqj+Umih+kuhh+ovhS6qvxQeqP6SYrQ4HA727t3r8W7VNI2ZM2e6751Qpbq6mptvvpnvfe97/OlPf6Kurg7wrT8RqkRam71t2zZuuOEGbr/9dv7+97/T2trqPheqekbSd0t/XXv47LPPuP7667njjjt49tlnsdls7nOhpquu63z++efYbDamTJkS1vbsr2sP4WTPUP1OVXv8hSC6rvPUU09RXFzMhAkTAGhqasJoNBITE+Mhm5CQQFNTk1umf9zynvANPTIK//P555+zb98+fve73w04p+w2fqmpqeG9995j+fLlXHDBBezZs4d//OMfGI1GFi9e7L72/UOg9LddT0iRHgwGA7Gxscp2AeT888+ns7OTH/7wh2iahq7rXH755Zx44okAynYhgr/s1NTURHp6uodMT5va1NQ04GNDET6o/lJoofpLoYnqL4Uuqr8UHqj+kmK0tLS0oOv6gHdnYmKie0JAKDJ58mRuueUWsrOzaWxs5KWXXuKXv/wlDz30kE/9iVAlktrsOXPmsGDBAtLT06murua5557jvvvu495770XTtJDUM5K+W7zpCnDCCSeQmppKcnIy+/fv59///jeVlZXceeedQOjoeuDAAX72s59ht9uJiorizjvvJDc3l7KysrCz52C6QvjYE0L7O1U5/kKQJ554gvLycn7961+PdVUUw1BXV8dTTz3Fz3/+c3dMdUVooOs6kyZNcsdbLigo4MCBA7z33nssXrx4bCunGJK1a9eyevVqbrvtNvLy8igrK+Opp54iKSlJ2U6hiCBUfyl0UP2l0EX1l0IX1V9SKBThSM+qZYCJEye6HYFr165VfYwwYdGiRe6/J0yYwMSJE/n+979PSUmJx6qbUCKSvlsG07XvfrITJkwgKSmJX//611RXV7v3jQ4FsrOzefDBB+no6OCLL77gscce45577hnragWEwXTNzc0NG3uG+neqCvUZYjzxxBNs2LCBX/3qV6SkpLiPJyYm4nA4aG9v95Bvbm52e5UTExMHeJKbm5vd5xT+Z+/evTQ3N/PjH/+Yyy+/nMsvv5xt27bxzjvvcPnll5OQkKDsNk5JSkpyz1TpITc31x0mpOfa99iih/62a2lp8TjvdDppa2tTtgsgzzzzDOeddx6LFi1iwoQJnHTSSSxfvpxXX30VULYLFfxlJ29taM9vZcvwRfWXQgvVXwpdVH8pdFH9pfBA9ZcUoyU+Pt69Oqov3lYmhDIxMTFkZ2dTXV3tUz8wVInkNjsjI4O4uDiqq6uB0NMzkr5bBtPVG0VFRQAedg0FXY1GI5mZmRQWFnLFFVeQn5/P22+/HZb2HExXb4SqPUP9O1U5/kIEKSVPPPEEX331Fb/85S8HhOEoLCzEYDCwZcsW97HKykrq6urc8XWnTJnCgQMHPDoCmzdvJjo6esAHu8I/zJw5k//5n//h97//vfvfpEmTOOGEE9x/K7uNT4qLiweEOKmsrCQtLQ2A9PR0EhMTPWzX0dHB7t27PWzX3t7O3r173TJbt25FSul+6Sn8j81mQ9M8X2+apiGlBJTtQgV/2WnKlCls374dh8Phltm8eTPZ2dkqbFUYovpLoYnqL4Uuqr8Uuqj+Unig+kuK0WI0GiksLGTr1q3uY7qus3XrVo89mkKdrq4ut9PPl35gqBLJbXZ9fT1tbW0kJSUBoaNnJH23DKerN8rKygA87BoKuvZH13XsdntY2XMwenT1RqjaM9S/U1WozxDhiSeeYPXq1dx1111ER0e7PcVWqxWz2YzVauWUU07h6aefJjY2FqvVypNPPsmUKVPcN9rs2bPJzc3l0Ucf5corr6SpqYnnn3+eM844A5PJNIbahS/R0dEeMasBLBYLcXFx7uPKbuOT5cuX84tf/IKXX36ZhQsXsnv3bj744ANuuukmAIQQnHXWWbz88stkZWWRnp7O888/T1JSEsceeyzgmvE+Z84c/vrXv3LjjTficDh48sknWbhwIcnJyWOpXlhz9NFH8/LLL5OamuqOpf7mm2+yZMkSQNluPNHzId5DTU0NZWVlxMbGkpqa6hc7nXDCCbz44ov83//9H+eddx7l5eW88847XHvttWOisyKwqP5SaKL6S6GL6i+FLqq/FDqo/pIiUJx99tk89thjFBYWUlRUxNtvv43NZgvpcL9PP/00xxxzDKmpqTQ2NrJixQo0TeOEE07wqR84nglGWzAeGErP2NhYXnzxRRYsWEBiYiKHDh3imWeeITMzk9mzZwOho2ckfbcMp2t1dTWrV69m3rx5xMbGcuDAAf75z38ybdo0Jk6cCISGrs8++yxz5swhNTWVrq4uVq9ezbZt2/jZz34WVvaEoXUNF3tC6H+nCtkzpU8xrrn00ku9Hr/lllvcnbLu7m6efvppPv/8cxwOB7Nnz+aGG27wWDZaW1vL448/TklJCRaLhZNPPpkrr7wSg8EQBC0UAHfffTf5+flcd911gLLbeGb9+vU8++yzVFdXk56ezvLlyz3iVEspWbFiBe+//z4dHR1MnTqV66+/nuzsbLdMW1sbTzzxBOvXr0cIwYIFC/j2t79NVFTUWKgUEXR2dvLCCy/w1Vdf0dzcTHJyMosWLeLiiy/GaHTNd1G2Gx+UlJR4jXd/8sknc+utt/rNTvv37+eJJ55gz549xMXFsWzZMs4///xgqKgIMqq/FD6o/lLooPpLoYnqL4UOqr+kCCQrV67k9ddfp6mpifz8fL71rW8xefLksa7WqHnkkUfYvn07ra2txMfHM3XqVC6//HL3nlK+9CfGK8FqC8aaofS88cYbefDBB9m3bx/t7e0kJycza9YsLrvsMg8bhoKekfTdMpyudXV1/O///i/l5eXYbDZSUlKYP38+F154IVar1S0/3nX9y1/+wtatW2lsbMRqtTJx4kTOO+88Zs2aBYSPPWFoXcPFnoMRSt+pyvGnUCgUCoVCoVAoFAqFQqFQKBQKhUKhUIQBao8/hUKhUCgUCoVCoVAoFAqFQqFQKBQKhSIMUI4/hUKhUCgUCoVCoVAoFAqFQqFQKBQKhSIMUI4/hUKhUCgUCoVCoVAoFAqFQqFQKBQKhSIMUI4/hUKhUCgUCoVCoVAoFAqFQqFQKBQKhSIMUI4/hUKhUCgUCoVCoVAoFAqFQqFQKBQKhSIMUI4/hUKhUCgUCoVCoVAoFAqFQqFQKBQKhSIMUI4/hUKhUCgUCoVCoVAoFAqFQqFQKBQKhSIMUI4/hUKhUCgUCoVCoVAoFAqFQqFQKBQKhSIMUI4/hUIR0Tz22GPceuutY12NYfn444+59NJL2bNnzxHl8/jjj/Ob3/zGT7UaGe+++y7f/e53sdvtY1K+QqFQKBSK0aH6S8FD9ZcUCoVCoQhdxmufac2aNXzrW9+iq6vL5zQVFRVcfvnlHDhwIIA1UygUgUI5/hQKxRGzZs0aLr30Ur766qsB5370ox9x6aWXsnXr1gHnvvvd7/Lzn/88GFUMGVatWsXHH38ckLxramr44IMPuOCCCwKS/3AsXrwYh8PBe++9NyblKxQKhUIxlqj+kv9Q/SWFQqFQKBTB4tJLL/XpX0lJyVhX1Su6rvPiiy9y5plnEhUV5XO63Nxc5s2bx4oVKwJYO4VCESiMY10BhUIR+kydOhWAHTt2MH/+fPfxjo4ODhw4gMFgoLS0lKOOOsp9rq6ujvr6ehYtWhT0+o5n3n33XeLi4li8eLHf83777bdJT0/3sEMwMZvNnHzyybz11luceeaZCCHGpB4KhUKhUIwFqr/kP1R/SaFQKBQKRbD43ve+5/H7008/ZfPmzQOO5+TkcPPNNyOlDGb1hmXdunVUVlaydOnSEac97bTT+N3vfkd1dTWZmZkBqJ1CoQgUyvGnUCiOmOTkZNLT09mxY4fH8Z07dwJw3HHHDTjX87tnEEwRWBwOB5999hmnnXbamNZj4cKFvP7665SUlIzZgJpCoVAoFGOB6i+Nf1R/SaFQKBQKRX9OOukkj9+7du1i8+bNA46PVz7++GOKi4tJTk4ecdqZM2cSExPDJ598wmWXXRaA2ikUikChHH8KhcIvTJ06lc8//5zu7m7MZjMApaWl5ObmMnfuXJ588kl0XUfTNPc5IQTFxcUAfPTRR3z66aeUl5fT0dFBRkYGZ555Jqeffrq7jPvvv5+KigoeffTRAeX/7Gc/w+l0cv/997uPffrpp7z11ltUVFRgNpuZPXs2V111FampqUPqous677zzDh988AGHDh3CarVy7LHHcsUVVxAbG+uWu/XWW8nLy+P888/nn//8JwcOHCApKYlLLrmEk08+2SPP/fv38+STT7J7927i4uI47bTTSE5O5i9/+QuPPvoo6enp3HrrrdTW1gKuUBIA06dP5+6773bnY7fb+ec//8mnn35Kd3c3s2bN4uabbyY+Pn5InXbs2EFrayuzZs3yOF5SUsI999zDD37wA6qrq3n33XdpbW2luLiYm266yWNG1913301rayu33XYbTz75JHv27CEpKYkrr7yS4447jm3btvHMM8+wf/9+UlNTuf766weUV1hYSGxsLF9//bUayFIoFApFxKH6S6q/pPpLCoVCoVCEL4899hjbtm3jscceA1whxL/3ve9x1VVXYTabefPNN2lqamLq1Kl85zvfISUlhf/85z+8//77tLa2Mnv2bG655RaPvhTAxo0beeWVV9i3bx9CCKZNm8ZVV11FXl7ekPXp7u7mm2++8RrCfPPmzbz44ouUl5fjdDpJTk5mwYIFXHHFFW4Zo9HIjBkzWLdunXL8KRQhhtrjT6FQ+IWpU6fidDrZtWuX+1hpaSnFxcVMmTKFjo4OysvLPc5lZ2cTFxcHuEI2paWlccEFF3DNNdeQmprK448/zsqVK91pFi5cSE1NDbt37/You7a2ll27drFw4UL3sZdffpnHHnuMrKwsrr32WpYvX86WLVv41a9+RXt7+5C6/O1vf+OZZ56huLiY6667jsWLF/PZZ59x77334nA4PGSrq6t56KGHmDVrFldffTUxMTH8+c9/9tC1oaGBe+65h4qKCi644AKWL1/O6tWrefvttz3yuvbaa0lJSSEnJ4fvfe97fO973+PCCy/0kPnHP/7B/v37ueSSSzjttNNYv349TzzxxJD6gGs1gRCC/Px8r+dfe+01vvrqK8455xzOP/98du3axZ/+9KcBcm1tbdx///1MnjyZq666CpPJxCOPPMKaNWt45JFHmDt3LldeeSU2m42HH36Yzs7OAXkUFBRQWlo6bJ0VCoVCoQg3VH9J9ZdUf0mhUCgUishj9erVvPvuuyxbtoyzzz6bbdu28Yc//IHnn3+eTZs2cd5557F06VLWr1/P008/7ZH2008/5f777ycqKoorr7ySiy66iIqKCn75y19SU1MzZLl79+7F4XBQUFDgcby8vJz7778fh8PBpZdeyjXXXMMxxxzjte9RWFjIgQMH6OjoOPILoVAogoZa8adQKPxC331rZsyY4R7UOvnkk8nMzCQhIYEdO3YwceJEOjs7OXDgAEuWLHGnv+eee9wz3wGWLVvGvffey1tvvcWyZcsAOOaYYzCZTKxZs4aioiK37Nq1axFCuAeyamtrWbFiBZdddpnHQND8+fP58Y9/zKpVqwYMEPWwY8cOPvzwQ2677TZOOOEE9/EZM2Zw33338cUXX3gcr6ys5J577mHatGmAa7Dtu9/9Lh999BHXXHMNAK+++irt7e088MAD7oGkJUuWcNttt3mUPX/+fF544QXi4uIGDRkRGxvLz3/+c/d+L1JK3nnnHTo6OrBarV7TABw8eJDY2NhBZbq7u3nwwQcxGl2vhZiYGJ566ikOHDjAhAkT3HKNjY0e12bWrFn84Ac/4I9//CO//e1vmTx5MuCKbX/vvffy5ZdfDth/JyMjg08//XTQuioUCoVCEa6o/pLqL6n+kkKhUCgUkUdDQwN/+tOf3H0MXdd59dVX6e7u5v7778dgMADQ0tLC6tWrufHGGzGZTHR1dfGPf/yDU045hZtvvtmd38knn8wPfvADXnnlFY/j/amsrAQgPT3d4/jmzZtxOBz85Cc/GTYiQnp6OlJKKisrPfqWCoVifKNW/CkUCr+Qk5NDXFycey+a/fv3Y7PZ3KGpiouL3TOHdu7cia7rHvvV9B3E6ujooKWlhenTp3Po0CH3rCKr1cqcOXNYu3atx2bJa9asYfLkye6QVF9++SVSShYuXEhLS4v7X2JiIpmZmZSUlAyqx9q1a7FarcyaNcsjbWFhIVFRUWzdutVDPjc31z2IBRAfH092drbHrKtNmzYxZcoUj9njsbGxHgNivrJ06VL3IBbAtGnT0HXdHfJqMNra2oiJiRn0/JIlS9yDWD35AgNmj0VFRbFo0SL37+zsbGJiYsjNzXUPYgHuvw8dOjSgrJiYGLq7u7HZbEPWWaFQKBSKcEP1l1yo/pIL1V9SKBQKhSIyOO644zwmFvX0AU488US306/nuMPhoKGhAXA56Nrb21m0aJFHn0vTNCZPnjxkfw2gtbUVYEDo0J7+zrp169B1fcg8etK2tLT4oqpCoRgnqBV/CoXCLwghmDJlCtu3b0fXdXbs2EFCQoJ7z5MpU6awatUqAPeAVt+BrB07dvDiiy+yc+fOAQMcfWdnL1y4kK+//pqdO3dSXFxMdXU1e/fu5br/3969hETZxXEc/42ON8pLqWVKC31DJ3NGTCuzgu5RC3EhKS3qjS6bCioQKYqoVgWtWtTOwK5kJZGLLmqUaBFZpGYXsowgmywRp7I0513ITD7jWGpe3uz72UjP5ZwzrX6cc57z//df9/NNTU1yOp29doi79Jyw8dTU1KTPnz9r48aNXu97Bh1v9W/GjRtnOB7r/fv3hkkel571YPrLsz9XWPvVcVySDJN//W3X4XAYroeHhxsm0qTuCcbw8PBe1/oal2scnu0AADDWkZd+IC+RlwAA+Ft4ZghXBujruisbvH37VpJ04MABr+0GBQX1q3/PfJORkaHS0lIdP35cp06dktVq1ezZs5Wenu6uNe35LpkE+LOw8AdgyFgsFt2/f1+vX7/W06dPFR8f776XkJCgkydP6uPHj3ry5IkmTJigyZMnS+qePDp48KCio6O1du1ahYeHy2w268GDByopKTHsPkpNTVVAQICqqqqUkJDgPrYqPT3d/UxXV5dMJpN27drVK7BI3buw+9LV1aXQ0FBt27bN633PIxC8tS/9fNLodwy2v/Hjx/90squvdvv73EDG9enTJwUEBBi+WgAA4G9BXvqBvNT3uMhLAACMHYPNBq6/W7duVVhYWK/nen4t6I2rTvSnT58MG5D8/f21f/9+1dXVqbq6Wg8fPlRlZaWSkpK0Z88ew7hc2cjVFoA/Awt/AIZMz7o1T58+1apVq9z34uLi5Ofnp7q6Oj1//lwpKSnue/fv31dHR4fy8/MNu528HVkQGBiomTNnqqqqSmvXrlVlZaWmT5+uiRMnup+JioqS0+nUpEmTFB0dPaDfMHnyZNXU1MhisQzZREtkZKTXI5yampqGpP3+iImJUUVFxS9r24wEu92umJiYUR0DAACjhbzkHXnJiLwEAABcG8BCQ0Nls9kG/L4r49ntdkM9Yql70dFqtcpqtWrdunW6ePGizp49q9raWkNfdrtdJpNpwHkRwOiixh+AIfPPP//Iz89PFRUV+vjxo7tejST5+fkpNjZWV69e1devXw3HVrl2EvXc7fz582fdvHnTaz8ZGRlqaWlRWVmZGhsblZGRYbg/e/Zs+fj4qKioqNcOaqfT6T7jvK+2u7q6VFRU1Ove9+/f+3VElKfk5GQ9e/ZMr169cl9zOByqqKjo9WxgYOCg+viV+Ph4OZ1ONTQ0DHnbA/Xy5UvD1w0AAPxNyEvekZeMyEsAACA5OVlBQUG6dOmSOjs7e93/Vd29uLg4mc1mvXjxwnDd85hySe46y579NDQ0aOrUqaO+KQrAwPDFH4AhYzabNW3aNNXX18vPz09xcXGG+/Hx8bpy5YokY72a5ORkmc1mHTp0SEuXLlV7e7tKS0sVEhKilpaWXv2kpKQoKChIhYWF8vHx0Zw5cwz3o6KilJubq9OnT+v9+/eaNWuWAgMDZbfbde/ePS1ZskSZmZlef0NiYqKWLl2q4uJiNTY2ymazydfXV01NTaqqqtL69esNx2T1R2Zmpm7fvq2DBw9q5cqVCggIUFlZmSIiIuRwOAznpMfGxur69eu6cOGCoqKiFBoaqqSkpAH1543FYlFwcLAePXo0JO0NVkNDgxwOh2bNmjVqYwAAYDSRl7wjL/1AXgIAAFJ3zb9Nmzbp6NGjys/P17x58xQSEqLm5mZVV1crISFBGzZs6PN9f39/2Ww21dTUKCcnx329qKhI9fX1SklJUWRkpFpbW3Xt2jWFh4cb8mdnZ6ceP36s5cuXD+vvBDD0WPgDMKQSEhJUX1/vPqqqJ4vFoitXrigoKMi9k0jqPnpg586dOnfunAoLCxUWFqbly5crJCREx44d69WHv7+/UlNTVVFRIavVqtDQ0F7PZGVlacqUKSopKdH58+cldRdNttlsSktL++lv2Lx5s+Li4nTjxg2dOXNGvr6+ioyM1IIFCwy78vsrIiJC+/btU0FBgS5duqSQkBCtWLFCAQEBKigoMPw/ZWdnq7m5WZcvX9aXL1+UmJg4JBNPZrNZ8+fP1507d7RmzZrfbm+wqqqqFBERMaqTaQAAjDbyUm/kpR/ISwAAwGX+/PmaMGGCiouLdfnyZXV0dGjixImaPn26Fi1a9Mv3Fy9erCNHjqi5udl9XHxaWprsdrvKy8vV1tam4OBgJSYmavXq1YYv+2pra+VwOLRw4cLh+nkAhonJOVwV1QEAP3XixAldv37dvRN/uL17907bt2/X7t27ZbVah70/Tx0dHdqyZYuysrIM9YwAAAD6Ql4CAAAYvK6uLu3YsUNz585Vbm7ugN49fPiwTCaT8vLyhml0AIYLNf4AYAR8+/bN8O+2tjbdunVLFotlRCaxpO6i0IsXL1ZxcfGI9OepvLxcvr6+WrZs2aj0DwAA/t/IS+QlAAAwtHx8fJSTk6OrV6+qvb293++9efNG1dXVhiNCAfw5+OIPAEZAXl6eZsyYoZiYGLW2tqqsrEwtLS3au3evEhMTR3t4AAAAo468BAAAAAC/j4U/ABgBp0+f1t27d/XhwweZTCbFxsYqOztbNptttIcGAADwv0BeAgAAAIDfx8IfAAAAAAAAAAAAMAZQ4w8AAAAAAAAAAAAYA1j4AwAAAAAAAAAAAMYAFv4AAAAAAAAAAACAMYCFPwAAAAAAAAAAAGAMYOEPAAAAAAAAAAAAGANY+AMAAAAAAAAAAADGABb+AAAAAAAAAAAAgDGAhT8AAAAAAAAAAABgDGDhDwAAAAAAAAAAABgD/gN3dz7ZLuW+XQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1800x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.cm as cm\n",
    "# Set global style\n",
    "plt.style.use(\"ggplot\")  # Clean style\n",
    "\n",
    "fig, axs = plt.subplots(1, 3, figsize=(18, 5))\n",
    "fig.suptitle(\"Spectral Analysis\", fontsize=16)\n",
    "\n",
    "# --- Intensity Plot ---\n",
    "axs[0].plot(wavelengths, intensities[0, :], label=f\"I at t = {timestamps[0]:.0f} s\", linewidth=2)\n",
    "axs[0].plot(wavelengths, intensities[len(intensities)//2, :], label=f\"I at t = {timestamps[len(intensities)//2]:.0f} s\", linewidth=2)\n",
    "axs[0].plot(wavelengths, intensities[-1, :], label=f\"I at t = {timestamps[-1]:.0f} s\", linewidth=2)\n",
    "axs[0].plot(wavelengths, static, '--', label=\"Static\", linewidth=2)\n",
    "axs[0].plot(wavelengths, zero, '--', label=\"Zero\", linewidth=2)\n",
    "axs[0].set_title(\"Intensity over Wavelength\")\n",
    "axs[0].set_xlabel(\"Wavelength (nm)\")\n",
    "axs[0].set_ylabel(\"Intensity\")\n",
    "axs[0].legend()\n",
    "axs[0].grid(True, which='major', linestyle='--', linewidth=0.6, color='gray', alpha=0.5, zorder=0)\n",
    "axs[0].minorticks_on()\n",
    "axs[0].grid(True, which='minor', linestyle=':', linewidth=0.3, color='lightgray', alpha=0.4, zorder=0)\n",
    "# --- Absorbance Plot ---\n",
    "axs[1].plot(wavelengths, absorbance[0, :], label=f\"t = {timestamps[0]:.0f} s\", linewidth=2)\n",
    "axs[1].plot(wavelengths, absorbance[len(absorbance)//2, :], label=f\"t = {timestamps[len(absorbance)//2]:.0f} s\", linewidth=2)\n",
    "axs[1].plot(wavelengths, absorbance[-1, :], label=f\"t = {timestamps[-1]:.0f} s\", linewidth=2)\n",
    "axs[1].set_title(\"Absorbance over Wavelength\")\n",
    "axs[1].set_xlabel(\"Wavelength (nm)\")\n",
    "axs[1].set_ylabel(\"Absorbance\")\n",
    "axs[1].set_ylim(-0.4, 2)\n",
    "axs[1].legend()\n",
    "axs[1].grid(True, which='major', linestyle='--', linewidth=0.6, color='gray', alpha=0.5, zorder=0)\n",
    "axs[1].minorticks_on()\n",
    "axs[1].grid(True, which='minor', linestyle=':', linewidth=0.3, color='lightgray', alpha=0.4, zorder=0)\n",
    "# --- Absorbance vs Time Plot ---\n",
    "WL = [482, 408]\n",
    "idxs = [np.argmin(np.abs(wavelengths - wl)) for wl in WL]\n",
    "\n",
    "for i, idx in enumerate(idxs):\n",
    "    axs[2].plot(timestamps, absorbance[:, idx], label=f\"{wavelengths[idx]:.0f} nm\", linewidth=2)\n",
    "\n",
    "axs[2].set_title(\"Absorbance over Time\")\n",
    "axs[2].set_xlabel(\"Time (s)\")\n",
    "axs[2].set_ylabel(\"Absorbance\")\n",
    "axs[2].legend()\n",
    "axs[2].grid(True, which='major', linestyle='--', linewidth=0.6, color='gray', alpha=0.5, zorder=0)\n",
    "axs[2].minorticks_on()\n",
    "axs[2].grid(True, which='minor', linestyle=':', linewidth=0.3, color='lightgray', alpha=0.4, zorder=0)\n",
    "plt.tight_layout(rect=[0, 0, 1, 0.95])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e144b268-1e9a-4922-abb0-f07332cc93d9",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "## Data Cleaning and Absorbance Subset Preparation\n",
    "\n",
    "This cell prepares the dataset for focused analysis by:\n",
    "\n",
    "- Selecting a narrow wavelength range (e.g. 480–484 nm)\n",
    "- Normalizing absorbance values\n",
    "- Removing unwanted time points (first spectrum and last 300)\n",
    "\n",
    "The resulting cleaned subset is suitable for targeted visualization or kinetic analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6e4e5535-a63a-4ab4-98c2-cad8f5eb3acd",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Define wavelength range of interest\n",
    "wavelength_range = [480, 484]\n",
    "idx_range = np.argmin(np.abs(wavelengths[:, None] - wavelength_range), axis=0)\n",
    "\n",
    "# Extract and normalize absorbance data within the wavelength range\n",
    "absorbance_subset = absorbance[:, idx_range[0]:idx_range[1]]\n",
    "# absorbance_subset -= np.min(absorbance_subset)\n",
    "wavelengths_subset = wavelengths[idx_range[0]:idx_range[1]]\n",
    "\n",
    "# Filter out specific time points (e.g., first frame and last 300 entries)\n",
    "# Adjust indices as needed\n",
    "time_filter_indices = [0] + list(range(-300, 0))\n",
    "absorbance_subset = np.delete(absorbance_subset, time_filter_indices, axis=0)\n",
    "timestamps_filtered = np.delete(timestamps, time_filter_indices)\n",
    "\n",
    "# Create subplots\n",
    "fig, axs = plt.subplots(1, 3, figsize=(18, 5))\n",
    "\n",
    "# --- 1. Absorbance Heatmap ---\n",
    "X, Y = np.meshgrid(timestamps_filtered, wavelengths_subset)\n",
    "contour = axs[0].contourf(X, Y, absorbance_subset.T, levels=30, cmap=\"coolwarm\")\n",
    "axs[0].set_title(\"Experimental Absorbance Data\")\n",
    "axs[0].set_xlabel(\"Time (s)\")\n",
    "axs[0].set_ylabel(\"Wavelength (nm)\")\n",
    "fig.colorbar(contour, ax=axs[0])\n",
    "\n",
    "# --- 2. Absorbance Over Time (Averaged Across Wavelength Range) ---\n",
    "mean_absorbance = np.mean(absorbance_subset, axis=1)\n",
    "axs[1].plot(timestamps_filtered, mean_absorbance, label=f\"Mean absorbance ({wavelengths_subset[0]:.0f}-{wavelengths_subset[-1]:.0f} nm)\", color='tab:blue')\n",
    "axs[1].set_title(\"Mean Absorbance Over Time\")\n",
    "axs[1].set_xlabel(\"Time (s)\")\n",
    "axs[1].set_ylabel(\"Absorbance\")\n",
    "axs[1].tick_params(axis=\"x\", rotation=45)\n",
    "axs[1].legend()\n",
    "axs[1].grid(True)\n",
    "\n",
    "# --- 3. Absorbance Spectrum at Start and End ---\n",
    "axs[2].plot(wavelengths_subset, absorbance_subset[0, :], label=\"Spectrum at $t=0$\", color='red')\n",
    "axs[2].plot(wavelengths_subset, absorbance_subset[-1, :], label=\"Spectrum at $t=end$\", color='blue')\n",
    "axs[2].set_title(\"Absorbance Spectra\")\n",
    "axs[2].set_xlabel(\"Wavelength (nm)\")\n",
    "axs[2].set_ylabel(\"Absorbance\")\n",
    "axs[2].legend()\n",
    "axs[2].grid(True)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c7d5078-c42e-400c-9895-74c70bf8c89e",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "## QY ON->OFF Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1278e43d-1709-4d17-a60d-98adc64c61e4",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== Fit Results I=1.427e-02 W ===\n",
      "Parameter 1: 0.0096 ± 0.0001\n",
      "Parameter 2: 0.9765 ± 0.0604\n",
      "Parameter 3: -0.0000 ± 0.0000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== Fit Results I=1.040e-02 W ===\n",
      "Parameter 1: 0.0129 ± 0.0001\n",
      "Parameter 2: 0.9972 ± 0.1030\n",
      "Parameter 3: -0.0000 ± 0.0000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.integrate import solve_ivp\n",
    "from scipy.optimize import curve_fit\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# === Physics constants ===\n",
    "h = 6.62607004 * 10 ** (-34)  # Planck's constant (J·s)\n",
    "NA = 6.02214086 * 10 ** (23)  # Avogadro's number (mol^-1)\n",
    "c_vaccum = 299792458  # Speed of light in vacuum (m/s)\n",
    "wl = 505  # Wavelength (nm)\n",
    "v = c_vaccum / (wl * 1e-9)  # Frequency (Hz)\n",
    "volume = 23e-4  # Volume (L)\n",
    "l = 1  # Path length (cm)\n",
    "eps_on_482 = 65474  # Molar absorptivity (L·mol^-1·cm^-1)\n",
    "eps_off_482 = 65  # Molar absorptivity (L·mol^-1·cm^-1)\n",
    "eps_on_505 = 0.4166666667 * eps_on_482  # Adjusted molar absorptivity at 505\n",
    "eps_off_505 = 0.4166666667 * eps_off_482  # Adjusted molar absorptivity at 505\n",
    "I_w_list = [14.27e-3, 10.4e-3]  # Irradiance values (W/m^2)\n",
    "\n",
    "# === Experimental data ===\n",
    "# Assuming 'timestamps_filtered' and 'C_exp' are already defined\n",
    "\n",
    "# === Initialize parameters ===\n",
    "lpopt = []\n",
    "for I_w in I_w_list:\n",
    "    # Compute initial concentration based on experimental data\n",
    "    C_exp = mean_absorbance / (eps_on_482 * l)\n",
    "    C0 = C_exp[0]\n",
    "    I_0 = I_w / (h * v * NA) / volume  # Photon irradiance (mol·L^-1·s^-1)\n",
    "\n",
    "    # === ODE definition ===\n",
    "    def dC_dt(t, C_ON, QY_ON2OFF, QY_OFF2ON):\n",
    "        C_OFF = C0 - C_ON\n",
    "        Iabs_ON = I_0 * (1 - np.exp(-eps_on_505 * C_ON * l * np.log(10)))\n",
    "        Iabs_OFF = I_0 * (1 - np.exp(-eps_off_505 * C_OFF * l * np.log(10)))\n",
    "        dCCF_deri = -QY_ON2OFF * Iabs_ON + QY_OFF2ON * Iabs_OFF\n",
    "        return dCCF_deri\n",
    "\n",
    "    # === Fitting function wrapper ===\n",
    "    def model(t, QY_ON2OFF, QY_OFF2ON, offset):\n",
    "        sol = solve_ivp(dC_dt, [t[0], t[-1]], [C0], args=(QY_ON2OFF, QY_OFF2ON), t_eval=t)\n",
    "        if not sol.success:\n",
    "            print(\"⚠️ ODE solver failed:\", sol.message)\n",
    "            return np.full_like(t, np.nan)\n",
    "        return sol.y[0]+ offset\n",
    "\n",
    "    # === Fit the model to the experimental data ===\n",
    "    initial_guess = (0.001, 0.01, 0) # QY_ON2OFF, QY_OFF2ON, offset\n",
    "    bounds = ([1e-4, 1e-4,-1], [0.2, 1,1]) # ([min1, min2, ...], [max1, max2, ...])\n",
    "    popt, pcov = curve_fit(model, timestamps_filtered, C_exp, p0=initial_guess, bounds=bounds)\n",
    "\n",
    "    # Extract fitted parameters and compute uncertainties\n",
    "    uncertainties = np.sqrt(np.diag(pcov))\n",
    "    lpopt.append(popt)\n",
    "    print(f\"=== Fit Results I={I_w:0.3e} W ===\")\n",
    "    for i, (coef, incert) in enumerate(zip(popt, uncertainties), start=1):\n",
    "        print(f\"Parameter {i}: {coef:.4f} ± {incert:.4f}\")\n",
    "\n",
    "    # Compute fitted values\n",
    "    fitted_values = model(timestamps_filtered, *popt)\n",
    "\n",
    "    # === Plotting ===\n",
    "    fig, a = plt.subplots(1, 2, figsize=(15, 5))\n",
    "    pastel_colors = [\"m\", \"#f9955e\", \"#5080e0\"]  # Mauve, orange, sky blue\n",
    "\n",
    "    # First Plot - Concentration Over Time\n",
    "    a[0].plot(timestamps_filtered, C_exp, \"1\", color=pastel_colors[2], label=\"C exp\", alpha=0.6)\n",
    "    a[0].plot(timestamps_filtered, fitted_values, \"-\", color=pastel_colors[0], label=f\"C model for QY1={popt[0]:0.4f}, QY2={popt[1]:0.4f}\")\n",
    "    a[0].set_xlabel(\"Time (s)\", fontsize=12, fontweight=\"bold\")\n",
    "    a[0].set_ylabel(\"Concentration (M)\", fontsize=12, fontweight=\"bold\")\n",
    "    a[0].set_title(\"Concentration Over Time\", fontsize=14, fontweight=\"bold\")\n",
    "    a[0].tick_params(axis=\"x\", rotation=45)\n",
    "    a[0].grid(linestyle=\"--\", alpha=0.5)\n",
    "    a[0].legend()\n",
    "\n",
    "    # Second Plot - Residuals Over Time\n",
    "    residuals = C_exp - fitted_values\n",
    "    a[1].plot(timestamps_filtered, residuals, \"1\", color=pastel_colors[0], label=\"Residuals\", alpha=0.9)\n",
    "    a[1].set_xlabel(\"Time (s)\", fontsize=12, fontweight=\"bold\")\n",
    "    a[1].set_ylabel(\"Residuals\", fontsize=12, fontweight=\"bold\")\n",
    "    a[1].set_title(\"Residuals\", fontsize=14, fontweight=\"bold\")\n",
    "    a[1].tick_params(axis=\"x\", rotation=45)\n",
    "    a[1].grid(linestyle=\"--\", alpha=0.5)\n",
    "    a[1].legend()\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2648678b-14af-4192-a8ab-68eb923b0250",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "0949bfc7-0b64-4601-bbe4-55600e05baab",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "# OFF -> ON"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "24817ab9-3538-49fd-bef9-334b580649fd",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "## Load Experimental Switching Data\n",
    "\n",
    "We begin by importing the required library and loading the actinometry measurement data from a CSV file. The dataset is stored in `exp_data` for further analysis\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6c913e44-824f-4b4d-99ea-a8e2d3d819e1",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [
    {
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       "      <td>451.463333</td>\n",
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       "      <th>1</th>\n",
       "      <td>2025-04-04 13:18:36.280977</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>45.038457</td>\n",
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       "      <td>31.823580</td>\n",
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       "      <td>49.623210</td>\n",
       "      <td>...</td>\n",
       "      <td>441.215062</td>\n",
       "      <td>443.642284</td>\n",
       "      <td>457.935926</td>\n",
       "      <td>446.339198</td>\n",
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       "      <td>440.405988</td>\n",
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       "      <td>450.384568</td>\n",
       "      <td>450.384568</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2025-04-04 13:18:37.311192</td>\n",
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       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>31.823580</td>\n",
       "      <td>22.114691</td>\n",
       "      <td>42.341543</td>\n",
       "      <td>53.938272</td>\n",
       "      <td>58.792716</td>\n",
       "      <td>...</td>\n",
       "      <td>450.114877</td>\n",
       "      <td>450.384568</td>\n",
       "      <td>433.933395</td>\n",
       "      <td>450.923951</td>\n",
       "      <td>459.823765</td>\n",
       "      <td>444.721049</td>\n",
       "      <td>440.136296</td>\n",
       "      <td>459.823765</td>\n",
       "      <td>459.823765</td>\n",
       "      <td>459.823765</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2025-04-04 13:18:38.352852</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>54.477654</td>\n",
       "      <td>32.093272</td>\n",
       "      <td>37.487099</td>\n",
       "      <td>50.162593</td>\n",
       "      <td>59.332099</td>\n",
       "      <td>...</td>\n",
       "      <td>440.675679</td>\n",
       "      <td>443.372593</td>\n",
       "      <td>440.405988</td>\n",
       "      <td>445.530123</td>\n",
       "      <td>430.966790</td>\n",
       "      <td>437.439383</td>\n",
       "      <td>452.272407</td>\n",
       "      <td>429.078951</td>\n",
       "      <td>429.078951</td>\n",
       "      <td>429.078951</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2025-04-04 13:18:39.383552</td>\n",
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       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>39.644630</td>\n",
       "      <td>36.947716</td>\n",
       "      <td>37.756790</td>\n",
       "      <td>31.284198</td>\n",
       "      <td>61.219938</td>\n",
       "      <td>...</td>\n",
       "      <td>425.033580</td>\n",
       "      <td>463.599444</td>\n",
       "      <td>445.530123</td>\n",
       "      <td>451.193642</td>\n",
       "      <td>443.642284</td>\n",
       "      <td>453.620864</td>\n",
       "      <td>435.012160</td>\n",
       "      <td>434.203086</td>\n",
       "      <td>434.203086</td>\n",
       "      <td>434.203086</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2025-04-04 13:18:40.416396</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
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       "      <td>33.172037</td>\n",
       "      <td>42.341543</td>\n",
       "      <td>18.608704</td>\n",
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       "      <td>...</td>\n",
       "      <td>453.620864</td>\n",
       "      <td>446.878580</td>\n",
       "      <td>429.888025</td>\n",
       "      <td>438.518148</td>\n",
       "      <td>424.494198</td>\n",
       "      <td>439.327222</td>\n",
       "      <td>434.203086</td>\n",
       "      <td>451.193642</td>\n",
       "      <td>451.193642</td>\n",
       "      <td>451.193642</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2025-04-04 13:18:41.449506</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>28.317593</td>\n",
       "      <td>28.317593</td>\n",
       "      <td>30.205432</td>\n",
       "      <td>32.093272</td>\n",
       "      <td>42.611235</td>\n",
       "      <td>...</td>\n",
       "      <td>461.172222</td>\n",
       "      <td>433.933395</td>\n",
       "      <td>444.181667</td>\n",
       "      <td>432.315247</td>\n",
       "      <td>436.900000</td>\n",
       "      <td>419.909444</td>\n",
       "      <td>459.014691</td>\n",
       "      <td>448.766420</td>\n",
       "      <td>448.766420</td>\n",
       "      <td>448.766420</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2025-04-04 13:18:42.486227</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>40.453704</td>\n",
       "      <td>46.656605</td>\n",
       "      <td>20.766235</td>\n",
       "      <td>49.623210</td>\n",
       "      <td>65.265309</td>\n",
       "      <td>...</td>\n",
       "      <td>446.878580</td>\n",
       "      <td>450.114877</td>\n",
       "      <td>426.382037</td>\n",
       "      <td>429.348642</td>\n",
       "      <td>425.842654</td>\n",
       "      <td>437.169691</td>\n",
       "      <td>444.990741</td>\n",
       "      <td>449.036111</td>\n",
       "      <td>449.036111</td>\n",
       "      <td>449.036111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2025-04-04 13:18:43.531508</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>32.093272</td>\n",
       "      <td>29.126667</td>\n",
       "      <td>25.890370</td>\n",
       "      <td>38.835556</td>\n",
       "      <td>52.859506</td>\n",
       "      <td>...</td>\n",
       "      <td>447.687654</td>\n",
       "      <td>445.260432</td>\n",
       "      <td>448.766420</td>\n",
       "      <td>435.281852</td>\n",
       "      <td>428.539568</td>\n",
       "      <td>415.594383</td>\n",
       "      <td>435.012160</td>\n",
       "      <td>425.303272</td>\n",
       "      <td>425.303272</td>\n",
       "      <td>425.303272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2025-04-04 13:18:44.565058</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>31.014506</td>\n",
       "      <td>39.105247</td>\n",
       "      <td>51.780741</td>\n",
       "      <td>29.396358</td>\n",
       "      <td>63.107778</td>\n",
       "      <td>...</td>\n",
       "      <td>433.124321</td>\n",
       "      <td>458.205617</td>\n",
       "      <td>449.845185</td>\n",
       "      <td>447.687654</td>\n",
       "      <td>442.833210</td>\n",
       "      <td>439.057531</td>\n",
       "      <td>423.145741</td>\n",
       "      <td>439.866605</td>\n",
       "      <td>439.866605</td>\n",
       "      <td>439.866605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2025-04-04 13:18:45.595041</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>22.923765</td>\n",
       "      <td>31.553889</td>\n",
       "      <td>55.017037</td>\n",
       "      <td>56.904877</td>\n",
       "      <td>46.926296</td>\n",
       "      <td>...</td>\n",
       "      <td>417.212531</td>\n",
       "      <td>438.787840</td>\n",
       "      <td>431.506173</td>\n",
       "      <td>446.069506</td>\n",
       "      <td>422.066975</td>\n",
       "      <td>419.370062</td>\n",
       "      <td>452.272407</td>\n",
       "      <td>428.539568</td>\n",
       "      <td>428.539568</td>\n",
       "      <td>428.539568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2025-04-04 13:18:46.624883</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>32.093272</td>\n",
       "      <td>27.238827</td>\n",
       "      <td>28.047901</td>\n",
       "      <td>29.126667</td>\n",
       "      <td>47.735370</td>\n",
       "      <td>...</td>\n",
       "      <td>431.506173</td>\n",
       "      <td>435.821235</td>\n",
       "      <td>436.630309</td>\n",
       "      <td>460.363148</td>\n",
       "      <td>428.809259</td>\n",
       "      <td>440.405988</td>\n",
       "      <td>453.890556</td>\n",
       "      <td>438.787840</td>\n",
       "      <td>438.787840</td>\n",
       "      <td>438.787840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2025-04-04 13:18:47.658044</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>26.699444</td>\n",
       "      <td>39.105247</td>\n",
       "      <td>36.678025</td>\n",
       "      <td>15.642099</td>\n",
       "      <td>52.050432</td>\n",
       "      <td>...</td>\n",
       "      <td>454.429938</td>\n",
       "      <td>436.360617</td>\n",
       "      <td>442.024136</td>\n",
       "      <td>430.157716</td>\n",
       "      <td>414.245926</td>\n",
       "      <td>442.293827</td>\n",
       "      <td>455.239012</td>\n",
       "      <td>451.463333</td>\n",
       "      <td>451.463333</td>\n",
       "      <td>451.463333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2025-04-04 13:18:48.687960</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>28.856975</td>\n",
       "      <td>48.005062</td>\n",
       "      <td>20.226852</td>\n",
       "      <td>31.553889</td>\n",
       "      <td>71.198519</td>\n",
       "      <td>...</td>\n",
       "      <td>450.384568</td>\n",
       "      <td>430.697099</td>\n",
       "      <td>435.281852</td>\n",
       "      <td>444.451358</td>\n",
       "      <td>427.730494</td>\n",
       "      <td>423.685123</td>\n",
       "      <td>427.191111</td>\n",
       "      <td>448.766420</td>\n",
       "      <td>448.766420</td>\n",
       "      <td>448.766420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2025-04-04 13:18:49.728411</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>46.386914</td>\n",
       "      <td>16.720864</td>\n",
       "      <td>24.811605</td>\n",
       "      <td>49.353519</td>\n",
       "      <td>66.074383</td>\n",
       "      <td>...</td>\n",
       "      <td>445.530123</td>\n",
       "      <td>414.515617</td>\n",
       "      <td>448.227037</td>\n",
       "      <td>417.482222</td>\n",
       "      <td>448.496728</td>\n",
       "      <td>453.351173</td>\n",
       "      <td>438.248457</td>\n",
       "      <td>452.002716</td>\n",
       "      <td>452.002716</td>\n",
       "      <td>452.002716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2025-04-04 13:18:50.761486</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>43.420309</td>\n",
       "      <td>33.711420</td>\n",
       "      <td>38.835556</td>\n",
       "      <td>42.071852</td>\n",
       "      <td>33.441728</td>\n",
       "      <td>...</td>\n",
       "      <td>426.112346</td>\n",
       "      <td>430.697099</td>\n",
       "      <td>435.551543</td>\n",
       "      <td>419.639753</td>\n",
       "      <td>442.293827</td>\n",
       "      <td>444.721049</td>\n",
       "      <td>445.799815</td>\n",
       "      <td>443.372593</td>\n",
       "      <td>443.372593</td>\n",
       "      <td>443.372593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2025-04-04 13:18:51.804446</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>49.029889</td>\n",
       "      <td>31.553889</td>\n",
       "      <td>54.612500</td>\n",
       "      <td>54.855222</td>\n",
       "      <td>56.797000</td>\n",
       "      <td>...</td>\n",
       "      <td>444.424389</td>\n",
       "      <td>446.366167</td>\n",
       "      <td>434.472778</td>\n",
       "      <td>437.870889</td>\n",
       "      <td>425.249333</td>\n",
       "      <td>440.055389</td>\n",
       "      <td>437.142722</td>\n",
       "      <td>441.754444</td>\n",
       "      <td>441.754444</td>\n",
       "      <td>441.754444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2025-04-04 13:18:52.839511</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>48.274753</td>\n",
       "      <td>22.923765</td>\n",
       "      <td>25.890370</td>\n",
       "      <td>37.756790</td>\n",
       "      <td>51.241358</td>\n",
       "      <td>...</td>\n",
       "      <td>440.405988</td>\n",
       "      <td>435.281852</td>\n",
       "      <td>447.417963</td>\n",
       "      <td>419.370062</td>\n",
       "      <td>424.224506</td>\n",
       "      <td>453.351173</td>\n",
       "      <td>436.900000</td>\n",
       "      <td>436.360617</td>\n",
       "      <td>436.360617</td>\n",
       "      <td>436.360617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2025-04-04 13:18:53.878424</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>42.476389</td>\n",
       "      <td>30.097556</td>\n",
       "      <td>45.146333</td>\n",
       "      <td>61.894167</td>\n",
       "      <td>50.971667</td>\n",
       "      <td>...</td>\n",
       "      <td>430.346500</td>\n",
       "      <td>416.754056</td>\n",
       "      <td>439.569944</td>\n",
       "      <td>423.793000</td>\n",
       "      <td>442.968056</td>\n",
       "      <td>466.269389</td>\n",
       "      <td>450.735167</td>\n",
       "      <td>458.259556</td>\n",
       "      <td>458.259556</td>\n",
       "      <td>458.259556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2025-04-04 13:18:54.916155</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>25.890370</td>\n",
       "      <td>25.890370</td>\n",
       "      <td>51.780741</td>\n",
       "      <td>30.475123</td>\n",
       "      <td>61.489630</td>\n",
       "      <td>...</td>\n",
       "      <td>437.978765</td>\n",
       "      <td>442.024136</td>\n",
       "      <td>432.584938</td>\n",
       "      <td>438.518148</td>\n",
       "      <td>450.654259</td>\n",
       "      <td>449.575494</td>\n",
       "      <td>460.632840</td>\n",
       "      <td>452.272407</td>\n",
       "      <td>452.272407</td>\n",
       "      <td>452.272407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2025-04-04 13:18:55.948033</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>59.601790</td>\n",
       "      <td>38.296173</td>\n",
       "      <td>29.666049</td>\n",
       "      <td>50.162593</td>\n",
       "      <td>24.541914</td>\n",
       "      <td>...</td>\n",
       "      <td>444.181667</td>\n",
       "      <td>463.599444</td>\n",
       "      <td>450.114877</td>\n",
       "      <td>422.606358</td>\n",
       "      <td>468.184198</td>\n",
       "      <td>443.102901</td>\n",
       "      <td>443.642284</td>\n",
       "      <td>439.596914</td>\n",
       "      <td>439.596914</td>\n",
       "      <td>439.596914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2025-04-04 13:18:56.982133</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>30.744815</td>\n",
       "      <td>42.611235</td>\n",
       "      <td>33.441728</td>\n",
       "      <td>31.823580</td>\n",
       "      <td>69.040988</td>\n",
       "      <td>...</td>\n",
       "      <td>418.021605</td>\n",
       "      <td>428.000185</td>\n",
       "      <td>425.572963</td>\n",
       "      <td>442.833210</td>\n",
       "      <td>442.024136</td>\n",
       "      <td>445.260432</td>\n",
       "      <td>419.639753</td>\n",
       "      <td>460.363148</td>\n",
       "      <td>460.363148</td>\n",
       "      <td>460.363148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2025-04-04 13:18:58.028200</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>27.427611</td>\n",
       "      <td>38.835556</td>\n",
       "      <td>20.145944</td>\n",
       "      <td>31.553889</td>\n",
       "      <td>34.466556</td>\n",
       "      <td>...</td>\n",
       "      <td>440.298111</td>\n",
       "      <td>455.589611</td>\n",
       "      <td>441.269000</td>\n",
       "      <td>441.026278</td>\n",
       "      <td>425.006611</td>\n",
       "      <td>456.803222</td>\n",
       "      <td>439.569944</td>\n",
       "      <td>443.938944</td>\n",
       "      <td>443.938944</td>\n",
       "      <td>443.938944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2025-04-04 13:18:59.065314</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>46.117222</td>\n",
       "      <td>22.654074</td>\n",
       "      <td>29.666049</td>\n",
       "      <td>25.890370</td>\n",
       "      <td>47.195988</td>\n",
       "      <td>...</td>\n",
       "      <td>450.923951</td>\n",
       "      <td>437.169691</td>\n",
       "      <td>430.966790</td>\n",
       "      <td>448.496728</td>\n",
       "      <td>440.405988</td>\n",
       "      <td>447.417963</td>\n",
       "      <td>440.945370</td>\n",
       "      <td>438.248457</td>\n",
       "      <td>438.248457</td>\n",
       "      <td>438.248457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2025-04-04 13:19:00.095774</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>27.427611</td>\n",
       "      <td>19.175056</td>\n",
       "      <td>21.845000</td>\n",
       "      <td>35.437444</td>\n",
       "      <td>56.311556</td>\n",
       "      <td>...</td>\n",
       "      <td>459.230444</td>\n",
       "      <td>430.346500</td>\n",
       "      <td>448.550667</td>\n",
       "      <td>450.007000</td>\n",
       "      <td>441.511722</td>\n",
       "      <td>440.055389</td>\n",
       "      <td>448.065222</td>\n",
       "      <td>437.628167</td>\n",
       "      <td>437.628167</td>\n",
       "      <td>437.628167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2025-04-04 13:19:01.128261</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>37.217407</td>\n",
       "      <td>14.293642</td>\n",
       "      <td>28.317593</td>\n",
       "      <td>41.532469</td>\n",
       "      <td>47.735370</td>\n",
       "      <td>...</td>\n",
       "      <td>436.090926</td>\n",
       "      <td>438.518148</td>\n",
       "      <td>440.405988</td>\n",
       "      <td>449.575494</td>\n",
       "      <td>436.630309</td>\n",
       "      <td>434.472778</td>\n",
       "      <td>456.857160</td>\n",
       "      <td>436.900000</td>\n",
       "      <td>436.900000</td>\n",
       "      <td>436.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2025-04-04 13:19:02.160391</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>38.350111</td>\n",
       "      <td>26.942167</td>\n",
       "      <td>51.699833</td>\n",
       "      <td>39.321000</td>\n",
       "      <td>55.097944</td>\n",
       "      <td>...</td>\n",
       "      <td>447.579778</td>\n",
       "      <td>415.055000</td>\n",
       "      <td>426.220222</td>\n",
       "      <td>448.065222</td>\n",
       "      <td>453.890556</td>\n",
       "      <td>439.084500</td>\n",
       "      <td>436.171833</td>\n",
       "      <td>442.968056</td>\n",
       "      <td>442.968056</td>\n",
       "      <td>442.968056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2025-04-04 13:19:03.202006</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>17.529938</td>\n",
       "      <td>40.993086</td>\n",
       "      <td>41.532469</td>\n",
       "      <td>46.926296</td>\n",
       "      <td>44.499074</td>\n",
       "      <td>...</td>\n",
       "      <td>450.114877</td>\n",
       "      <td>456.048086</td>\n",
       "      <td>430.427407</td>\n",
       "      <td>442.563519</td>\n",
       "      <td>452.002716</td>\n",
       "      <td>427.460802</td>\n",
       "      <td>436.090926</td>\n",
       "      <td>438.248457</td>\n",
       "      <td>438.248457</td>\n",
       "      <td>438.248457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2025-04-04 13:19:04.242210</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>40.777333</td>\n",
       "      <td>30.583000</td>\n",
       "      <td>21.845000</td>\n",
       "      <td>37.864667</td>\n",
       "      <td>57.767889</td>\n",
       "      <td>...</td>\n",
       "      <td>445.395278</td>\n",
       "      <td>432.045556</td>\n",
       "      <td>443.210778</td>\n",
       "      <td>457.531389</td>\n",
       "      <td>459.230444</td>\n",
       "      <td>443.453500</td>\n",
       "      <td>444.181667</td>\n",
       "      <td>436.414556</td>\n",
       "      <td>436.414556</td>\n",
       "      <td>436.414556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2025-04-04 13:19:05.280109</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>39.914321</td>\n",
       "      <td>42.341543</td>\n",
       "      <td>25.890370</td>\n",
       "      <td>47.735370</td>\n",
       "      <td>55.286728</td>\n",
       "      <td>...</td>\n",
       "      <td>420.988210</td>\n",
       "      <td>461.981296</td>\n",
       "      <td>433.933395</td>\n",
       "      <td>445.530123</td>\n",
       "      <td>432.315247</td>\n",
       "      <td>430.966790</td>\n",
       "      <td>468.184198</td>\n",
       "      <td>435.551543</td>\n",
       "      <td>435.551543</td>\n",
       "      <td>435.551543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2025-04-04 13:19:06.334964</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>47.330833</td>\n",
       "      <td>22.815889</td>\n",
       "      <td>44.418167</td>\n",
       "      <td>56.797000</td>\n",
       "      <td>54.127056</td>\n",
       "      <td>...</td>\n",
       "      <td>436.171833</td>\n",
       "      <td>445.395278</td>\n",
       "      <td>470.152944</td>\n",
       "      <td>423.550278</td>\n",
       "      <td>433.744611</td>\n",
       "      <td>440.055389</td>\n",
       "      <td>435.686389</td>\n",
       "      <td>432.288278</td>\n",
       "      <td>432.288278</td>\n",
       "      <td>432.288278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2025-04-04 13:19:07.367506</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>37.217407</td>\n",
       "      <td>27.778210</td>\n",
       "      <td>31.553889</td>\n",
       "      <td>29.935741</td>\n",
       "      <td>46.117222</td>\n",
       "      <td>...</td>\n",
       "      <td>450.654259</td>\n",
       "      <td>430.427407</td>\n",
       "      <td>424.763889</td>\n",
       "      <td>450.654259</td>\n",
       "      <td>428.539568</td>\n",
       "      <td>447.957346</td>\n",
       "      <td>458.205617</td>\n",
       "      <td>414.515617</td>\n",
       "      <td>414.515617</td>\n",
       "      <td>414.515617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2025-04-04 13:19:08.397854</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>19.417778</td>\n",
       "      <td>21.602278</td>\n",
       "      <td>53.156167</td>\n",
       "      <td>47.816278</td>\n",
       "      <td>58.738778</td>\n",
       "      <td>...</td>\n",
       "      <td>425.734778</td>\n",
       "      <td>431.074667</td>\n",
       "      <td>465.055778</td>\n",
       "      <td>443.453500</td>\n",
       "      <td>457.774111</td>\n",
       "      <td>450.007000</td>\n",
       "      <td>429.375611</td>\n",
       "      <td>440.055389</td>\n",
       "      <td>440.055389</td>\n",
       "      <td>440.055389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>2025-04-04 13:19:09.427097</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>31.014506</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>30.475123</td>\n",
       "      <td>34.250802</td>\n",
       "      <td>61.759321</td>\n",
       "      <td>...</td>\n",
       "      <td>450.923951</td>\n",
       "      <td>466.835741</td>\n",
       "      <td>455.778395</td>\n",
       "      <td>454.969321</td>\n",
       "      <td>448.496728</td>\n",
       "      <td>444.181667</td>\n",
       "      <td>456.048086</td>\n",
       "      <td>430.697099</td>\n",
       "      <td>430.697099</td>\n",
       "      <td>430.697099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>2025-04-04 13:19:10.459716</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>42.880926</td>\n",
       "      <td>25.350988</td>\n",
       "      <td>49.353519</td>\n",
       "      <td>52.859506</td>\n",
       "      <td>56.904877</td>\n",
       "      <td>...</td>\n",
       "      <td>453.620864</td>\n",
       "      <td>463.329753</td>\n",
       "      <td>446.608889</td>\n",
       "      <td>450.384568</td>\n",
       "      <td>426.382037</td>\n",
       "      <td>446.878580</td>\n",
       "      <td>425.033580</td>\n",
       "      <td>424.763889</td>\n",
       "      <td>424.763889</td>\n",
       "      <td>424.763889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>2025-04-04 13:19:11.491974</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>48.274753</td>\n",
       "      <td>23.732840</td>\n",
       "      <td>23.193457</td>\n",
       "      <td>43.420309</td>\n",
       "      <td>68.231914</td>\n",
       "      <td>...</td>\n",
       "      <td>464.138827</td>\n",
       "      <td>446.878580</td>\n",
       "      <td>434.472778</td>\n",
       "      <td>427.191111</td>\n",
       "      <td>429.348642</td>\n",
       "      <td>449.575494</td>\n",
       "      <td>443.911975</td>\n",
       "      <td>432.045556</td>\n",
       "      <td>432.045556</td>\n",
       "      <td>432.045556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>2025-04-04 13:19:12.537711</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>26.429753</td>\n",
       "      <td>11.866420</td>\n",
       "      <td>58.253333</td>\n",
       "      <td>47.195988</td>\n",
       "      <td>54.477654</td>\n",
       "      <td>...</td>\n",
       "      <td>428.539568</td>\n",
       "      <td>410.200556</td>\n",
       "      <td>443.911975</td>\n",
       "      <td>435.281852</td>\n",
       "      <td>435.281852</td>\n",
       "      <td>451.193642</td>\n",
       "      <td>427.460802</td>\n",
       "      <td>444.990741</td>\n",
       "      <td>444.990741</td>\n",
       "      <td>444.990741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>2025-04-04 13:19:13.572105</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>39.105247</td>\n",
       "      <td>12.405802</td>\n",
       "      <td>27.508519</td>\n",
       "      <td>33.711420</td>\n",
       "      <td>52.050432</td>\n",
       "      <td>...</td>\n",
       "      <td>438.787840</td>\n",
       "      <td>444.721049</td>\n",
       "      <td>435.551543</td>\n",
       "      <td>450.384568</td>\n",
       "      <td>452.811790</td>\n",
       "      <td>440.405988</td>\n",
       "      <td>443.911975</td>\n",
       "      <td>448.496728</td>\n",
       "      <td>448.496728</td>\n",
       "      <td>448.496728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2025-04-04 13:19:14.604002</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>28.047901</td>\n",
       "      <td>20.766235</td>\n",
       "      <td>52.589815</td>\n",
       "      <td>32.902346</td>\n",
       "      <td>50.971667</td>\n",
       "      <td>...</td>\n",
       "      <td>430.157716</td>\n",
       "      <td>430.966790</td>\n",
       "      <td>440.675679</td>\n",
       "      <td>451.463333</td>\n",
       "      <td>422.336667</td>\n",
       "      <td>423.145741</td>\n",
       "      <td>442.293827</td>\n",
       "      <td>432.045556</td>\n",
       "      <td>432.045556</td>\n",
       "      <td>432.045556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>2025-04-04 13:19:15.637091</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>24.272222</td>\n",
       "      <td>48.544444</td>\n",
       "      <td>36.947716</td>\n",
       "      <td>49.623210</td>\n",
       "      <td>57.174568</td>\n",
       "      <td>...</td>\n",
       "      <td>441.754444</td>\n",
       "      <td>445.260432</td>\n",
       "      <td>443.372593</td>\n",
       "      <td>440.136296</td>\n",
       "      <td>447.417963</td>\n",
       "      <td>464.408519</td>\n",
       "      <td>452.002716</td>\n",
       "      <td>450.654259</td>\n",
       "      <td>450.654259</td>\n",
       "      <td>450.654259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2025-04-04 13:19:16.672483</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>30.744815</td>\n",
       "      <td>46.656605</td>\n",
       "      <td>33.172037</td>\n",
       "      <td>44.229383</td>\n",
       "      <td>35.059877</td>\n",
       "      <td>...</td>\n",
       "      <td>442.024136</td>\n",
       "      <td>443.911975</td>\n",
       "      <td>449.305802</td>\n",
       "      <td>473.578025</td>\n",
       "      <td>440.945370</td>\n",
       "      <td>427.730494</td>\n",
       "      <td>444.990741</td>\n",
       "      <td>448.496728</td>\n",
       "      <td>448.496728</td>\n",
       "      <td>448.496728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2025-04-04 13:19:17.706073</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>26.699444</td>\n",
       "      <td>25.485833</td>\n",
       "      <td>38.835556</td>\n",
       "      <td>39.563722</td>\n",
       "      <td>34.223833</td>\n",
       "      <td>...</td>\n",
       "      <td>427.919278</td>\n",
       "      <td>464.570333</td>\n",
       "      <td>442.968056</td>\n",
       "      <td>430.589222</td>\n",
       "      <td>443.210778</td>\n",
       "      <td>447.822500</td>\n",
       "      <td>436.414556</td>\n",
       "      <td>434.230056</td>\n",
       "      <td>434.230056</td>\n",
       "      <td>434.230056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>2025-04-04 13:19:18.742677</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>42.341543</td>\n",
       "      <td>25.350988</td>\n",
       "      <td>37.217407</td>\n",
       "      <td>48.814136</td>\n",
       "      <td>53.398889</td>\n",
       "      <td>...</td>\n",
       "      <td>433.663704</td>\n",
       "      <td>434.742469</td>\n",
       "      <td>429.618333</td>\n",
       "      <td>416.673148</td>\n",
       "      <td>452.002716</td>\n",
       "      <td>450.384568</td>\n",
       "      <td>427.191111</td>\n",
       "      <td>437.709074</td>\n",
       "      <td>437.709074</td>\n",
       "      <td>437.709074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2025-04-04 13:19:19.775702</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>19.957160</td>\n",
       "      <td>19.148086</td>\n",
       "      <td>30.205432</td>\n",
       "      <td>35.059877</td>\n",
       "      <td>60.950247</td>\n",
       "      <td>...</td>\n",
       "      <td>436.630309</td>\n",
       "      <td>451.733025</td>\n",
       "      <td>443.372593</td>\n",
       "      <td>444.721049</td>\n",
       "      <td>439.057531</td>\n",
       "      <td>449.575494</td>\n",
       "      <td>452.542099</td>\n",
       "      <td>426.382037</td>\n",
       "      <td>426.382037</td>\n",
       "      <td>426.382037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>2025-04-04 13:19:20.805906</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>28.856975</td>\n",
       "      <td>18.608704</td>\n",
       "      <td>24.811605</td>\n",
       "      <td>34.250802</td>\n",
       "      <td>48.274753</td>\n",
       "      <td>...</td>\n",
       "      <td>453.890556</td>\n",
       "      <td>457.126852</td>\n",
       "      <td>443.102901</td>\n",
       "      <td>454.429938</td>\n",
       "      <td>430.427407</td>\n",
       "      <td>456.587469</td>\n",
       "      <td>459.014691</td>\n",
       "      <td>438.248457</td>\n",
       "      <td>438.248457</td>\n",
       "      <td>438.248457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>2025-04-04 13:19:21.836857</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>39.374938</td>\n",
       "      <td>45.308148</td>\n",
       "      <td>22.923765</td>\n",
       "      <td>46.926296</td>\n",
       "      <td>51.780741</td>\n",
       "      <td>...</td>\n",
       "      <td>432.854630</td>\n",
       "      <td>438.248457</td>\n",
       "      <td>461.981296</td>\n",
       "      <td>421.257901</td>\n",
       "      <td>444.990741</td>\n",
       "      <td>424.763889</td>\n",
       "      <td>445.260432</td>\n",
       "      <td>432.854630</td>\n",
       "      <td>432.854630</td>\n",
       "      <td>432.854630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>2025-04-04 13:19:22.871144</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>46.117222</td>\n",
       "      <td>30.825722</td>\n",
       "      <td>21.359556</td>\n",
       "      <td>50.971667</td>\n",
       "      <td>54.612500</td>\n",
       "      <td>...</td>\n",
       "      <td>439.812667</td>\n",
       "      <td>450.007000</td>\n",
       "      <td>443.210778</td>\n",
       "      <td>427.919278</td>\n",
       "      <td>446.123444</td>\n",
       "      <td>436.657278</td>\n",
       "      <td>435.686389</td>\n",
       "      <td>438.113611</td>\n",
       "      <td>438.113611</td>\n",
       "      <td>438.113611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>2025-04-04 13:19:23.908302</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>36.678025</td>\n",
       "      <td>40.184012</td>\n",
       "      <td>36.678025</td>\n",
       "      <td>38.026481</td>\n",
       "      <td>49.623210</td>\n",
       "      <td>...</td>\n",
       "      <td>456.857160</td>\n",
       "      <td>446.339198</td>\n",
       "      <td>452.002716</td>\n",
       "      <td>449.036111</td>\n",
       "      <td>438.248457</td>\n",
       "      <td>430.966790</td>\n",
       "      <td>444.990741</td>\n",
       "      <td>429.078951</td>\n",
       "      <td>429.078951</td>\n",
       "      <td>429.078951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>2025-04-04 13:19:24.941178</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>42.476389</td>\n",
       "      <td>23.058611</td>\n",
       "      <td>19.417778</td>\n",
       "      <td>60.437833</td>\n",
       "      <td>46.359944</td>\n",
       "      <td>...</td>\n",
       "      <td>444.181667</td>\n",
       "      <td>419.666722</td>\n",
       "      <td>431.074667</td>\n",
       "      <td>431.802833</td>\n",
       "      <td>450.977889</td>\n",
       "      <td>439.327222</td>\n",
       "      <td>444.667111</td>\n",
       "      <td>449.764278</td>\n",
       "      <td>449.764278</td>\n",
       "      <td>449.764278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>2025-04-04 13:19:25.976058</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>51.511049</td>\n",
       "      <td>24.272222</td>\n",
       "      <td>33.711420</td>\n",
       "      <td>52.320123</td>\n",
       "      <td>46.656605</td>\n",
       "      <td>...</td>\n",
       "      <td>439.327222</td>\n",
       "      <td>427.191111</td>\n",
       "      <td>442.293827</td>\n",
       "      <td>436.090926</td>\n",
       "      <td>438.787840</td>\n",
       "      <td>457.396543</td>\n",
       "      <td>440.945370</td>\n",
       "      <td>476.005247</td>\n",
       "      <td>476.005247</td>\n",
       "      <td>476.005247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>2025-04-04 13:19:27.008444</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>39.105247</td>\n",
       "      <td>31.823580</td>\n",
       "      <td>39.374938</td>\n",
       "      <td>48.544444</td>\n",
       "      <td>43.959691</td>\n",
       "      <td>...</td>\n",
       "      <td>465.756975</td>\n",
       "      <td>429.888025</td>\n",
       "      <td>436.090926</td>\n",
       "      <td>446.069506</td>\n",
       "      <td>452.811790</td>\n",
       "      <td>452.272407</td>\n",
       "      <td>422.606358</td>\n",
       "      <td>450.923951</td>\n",
       "      <td>450.923951</td>\n",
       "      <td>450.923951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>2025-04-04 13:19:28.045717</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>49.892901</td>\n",
       "      <td>51.511049</td>\n",
       "      <td>49.083827</td>\n",
       "      <td>28.856975</td>\n",
       "      <td>68.501605</td>\n",
       "      <td>...</td>\n",
       "      <td>464.678210</td>\n",
       "      <td>440.136296</td>\n",
       "      <td>429.618333</td>\n",
       "      <td>453.081481</td>\n",
       "      <td>443.372593</td>\n",
       "      <td>436.900000</td>\n",
       "      <td>429.078951</td>\n",
       "      <td>444.451358</td>\n",
       "      <td>444.451358</td>\n",
       "      <td>444.451358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>2025-04-04 13:19:29.076808</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>31.553889</td>\n",
       "      <td>12.405802</td>\n",
       "      <td>43.690000</td>\n",
       "      <td>38.565864</td>\n",
       "      <td>67.153148</td>\n",
       "      <td>...</td>\n",
       "      <td>446.069506</td>\n",
       "      <td>463.869136</td>\n",
       "      <td>433.933395</td>\n",
       "      <td>441.754444</td>\n",
       "      <td>440.136296</td>\n",
       "      <td>431.775864</td>\n",
       "      <td>449.575494</td>\n",
       "      <td>435.012160</td>\n",
       "      <td>435.012160</td>\n",
       "      <td>435.012160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>2025-04-04 13:19:30.113538</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>45.308148</td>\n",
       "      <td>30.475123</td>\n",
       "      <td>34.520494</td>\n",
       "      <td>14.023951</td>\n",
       "      <td>46.117222</td>\n",
       "      <td>...</td>\n",
       "      <td>460.632840</td>\n",
       "      <td>444.181667</td>\n",
       "      <td>438.248457</td>\n",
       "      <td>440.405988</td>\n",
       "      <td>437.978765</td>\n",
       "      <td>444.451358</td>\n",
       "      <td>427.191111</td>\n",
       "      <td>440.405988</td>\n",
       "      <td>440.405988</td>\n",
       "      <td>440.405988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>2025-04-04 13:19:31.146010</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>54.207963</td>\n",
       "      <td>27.508519</td>\n",
       "      <td>37.217407</td>\n",
       "      <td>35.599259</td>\n",
       "      <td>51.780741</td>\n",
       "      <td>...</td>\n",
       "      <td>447.687654</td>\n",
       "      <td>442.024136</td>\n",
       "      <td>470.341728</td>\n",
       "      <td>459.554074</td>\n",
       "      <td>424.494198</td>\n",
       "      <td>434.742469</td>\n",
       "      <td>444.181667</td>\n",
       "      <td>436.360617</td>\n",
       "      <td>436.360617</td>\n",
       "      <td>436.360617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>2025-04-04 13:19:32.180604</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>30.475123</td>\n",
       "      <td>33.981111</td>\n",
       "      <td>43.690000</td>\n",
       "      <td>40.993086</td>\n",
       "      <td>52.050432</td>\n",
       "      <td>...</td>\n",
       "      <td>429.348642</td>\n",
       "      <td>444.990741</td>\n",
       "      <td>419.909444</td>\n",
       "      <td>431.506173</td>\n",
       "      <td>430.427407</td>\n",
       "      <td>437.709074</td>\n",
       "      <td>461.981296</td>\n",
       "      <td>444.181667</td>\n",
       "      <td>444.181667</td>\n",
       "      <td>444.181667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>2025-04-04 13:19:33.213159</td>\n",
       "      <td>1</td>\n",
       "      <td>off</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>35.329568</td>\n",
       "      <td>29.666049</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>37.217407</td>\n",
       "      <td>57.983642</td>\n",
       "      <td>...</td>\n",
       "      <td>433.124321</td>\n",
       "      <td>441.484753</td>\n",
       "      <td>441.484753</td>\n",
       "      <td>455.778395</td>\n",
       "      <td>451.463333</td>\n",
       "      <td>437.439383</td>\n",
       "      <td>442.563519</td>\n",
       "      <td>438.787840</td>\n",
       "      <td>438.787840</td>\n",
       "      <td>438.787840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>2025-04-04 13:19:46.247957</td>\n",
       "      <td>1</td>\n",
       "      <td>static</td>\n",
       "      <td>16.990556</td>\n",
       "      <td>24978.543889</td>\n",
       "      <td>42.840472</td>\n",
       "      <td>38.350111</td>\n",
       "      <td>28.277139</td>\n",
       "      <td>32.767500</td>\n",
       "      <td>58.010611</td>\n",
       "      <td>...</td>\n",
       "      <td>426.220222</td>\n",
       "      <td>443.817583</td>\n",
       "      <td>446.123444</td>\n",
       "      <td>449.036111</td>\n",
       "      <td>430.467861</td>\n",
       "      <td>437.264083</td>\n",
       "      <td>419.545361</td>\n",
       "      <td>451.220611</td>\n",
       "      <td>451.220611</td>\n",
       "      <td>451.220611</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>58 rows × 2051 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     timestamp  cycle    type  186.85486  187.31995223015844  \\\n",
       "0   2025-04-04 13:18:08.282867      1    zero  16.990556        24978.543889   \n",
       "1   2025-04-04 13:18:36.280977      1     off  16.990556        24978.543889   \n",
       "2   2025-04-04 13:18:37.311192      1     off  16.990556        24978.543889   \n",
       "3   2025-04-04 13:18:38.352852      1     off  16.990556        24978.543889   \n",
       "4   2025-04-04 13:18:39.383552      1     off  16.990556        24978.543889   \n",
       "5   2025-04-04 13:18:40.416396      1     off  16.990556        24978.543889   \n",
       "6   2025-04-04 13:18:41.449506      1     off  16.990556        24978.543889   \n",
       "7   2025-04-04 13:18:42.486227      1     off  16.990556        24978.543889   \n",
       "8   2025-04-04 13:18:43.531508      1     off  16.990556        24978.543889   \n",
       "9   2025-04-04 13:18:44.565058      1     off  16.990556        24978.543889   \n",
       "10  2025-04-04 13:18:45.595041      1     off  16.990556        24978.543889   \n",
       "11  2025-04-04 13:18:46.624883      1     off  16.990556        24978.543889   \n",
       "12  2025-04-04 13:18:47.658044      1     off  16.990556        24978.543889   \n",
       "13  2025-04-04 13:18:48.687960      1     off  16.990556        24978.543889   \n",
       "14  2025-04-04 13:18:49.728411      1     off  16.990556        24978.543889   \n",
       "15  2025-04-04 13:18:50.761486      1     off  16.990556        24978.543889   \n",
       "16  2025-04-04 13:18:51.804446      1     off  16.990556        24978.543889   \n",
       "17  2025-04-04 13:18:52.839511      1     off  16.990556        24978.543889   \n",
       "18  2025-04-04 13:18:53.878424      1     off  16.990556        24978.543889   \n",
       "19  2025-04-04 13:18:54.916155      1     off  16.990556        24978.543889   \n",
       "20  2025-04-04 13:18:55.948033      1     off  16.990556        24978.543889   \n",
       "21  2025-04-04 13:18:56.982133      1     off  16.990556        24978.543889   \n",
       "22  2025-04-04 13:18:58.028200      1     off  16.990556        24978.543889   \n",
       "23  2025-04-04 13:18:59.065314      1     off  16.990556        24978.543889   \n",
       "24  2025-04-04 13:19:00.095774      1     off  16.990556        24978.543889   \n",
       "25  2025-04-04 13:19:01.128261      1     off  16.990556        24978.543889   \n",
       "26  2025-04-04 13:19:02.160391      1     off  16.990556        24978.543889   \n",
       "27  2025-04-04 13:19:03.202006      1     off  16.990556        24978.543889   \n",
       "28  2025-04-04 13:19:04.242210      1     off  16.990556        24978.543889   \n",
       "29  2025-04-04 13:19:05.280109      1     off  16.990556        24978.543889   \n",
       "30  2025-04-04 13:19:06.334964      1     off  16.990556        24978.543889   \n",
       "31  2025-04-04 13:19:07.367506      1     off  16.990556        24978.543889   \n",
       "32  2025-04-04 13:19:08.397854      1     off  16.990556        24978.543889   \n",
       "33  2025-04-04 13:19:09.427097      1     off  16.990556        24978.543889   \n",
       "34  2025-04-04 13:19:10.459716      1     off  16.990556        24978.543889   \n",
       "35  2025-04-04 13:19:11.491974      1     off  16.990556        24978.543889   \n",
       "36  2025-04-04 13:19:12.537711      1     off  16.990556        24978.543889   \n",
       "37  2025-04-04 13:19:13.572105      1     off  16.990556        24978.543889   \n",
       "38  2025-04-04 13:19:14.604002      1     off  16.990556        24978.543889   \n",
       "39  2025-04-04 13:19:15.637091      1     off  16.990556        24978.543889   \n",
       "40  2025-04-04 13:19:16.672483      1     off  16.990556        24978.543889   \n",
       "41  2025-04-04 13:19:17.706073      1     off  16.990556        24978.543889   \n",
       "42  2025-04-04 13:19:18.742677      1     off  16.990556        24978.543889   \n",
       "43  2025-04-04 13:19:19.775702      1     off  16.990556        24978.543889   \n",
       "44  2025-04-04 13:19:20.805906      1     off  16.990556        24978.543889   \n",
       "45  2025-04-04 13:19:21.836857      1     off  16.990556        24978.543889   \n",
       "46  2025-04-04 13:19:22.871144      1     off  16.990556        24978.543889   \n",
       "47  2025-04-04 13:19:23.908302      1     off  16.990556        24978.543889   \n",
       "48  2025-04-04 13:19:24.941178      1     off  16.990556        24978.543889   \n",
       "49  2025-04-04 13:19:25.976058      1     off  16.990556        24978.543889   \n",
       "50  2025-04-04 13:19:27.008444      1     off  16.990556        24978.543889   \n",
       "51  2025-04-04 13:19:28.045717      1     off  16.990556        24978.543889   \n",
       "52  2025-04-04 13:19:29.076808      1     off  16.990556        24978.543889   \n",
       "53  2025-04-04 13:19:30.113538      1     off  16.990556        24978.543889   \n",
       "54  2025-04-04 13:19:31.146010      1     off  16.990556        24978.543889   \n",
       "55  2025-04-04 13:19:32.180604      1     off  16.990556        24978.543889   \n",
       "56  2025-04-04 13:19:33.213159      1     off  16.990556        24978.543889   \n",
       "57  2025-04-04 13:19:46.247957      1  static  16.990556        24978.543889   \n",
       "\n",
       "    187.78500323297956  188.250012996982  188.71498151068454  \\\n",
       "0            33.859750         28.155778           33.738389   \n",
       "1            45.038457         22.114691           31.823580   \n",
       "2            31.823580         22.114691           42.341543   \n",
       "3            54.477654         32.093272           37.487099   \n",
       "4            39.644630         36.947716           37.756790   \n",
       "5            19.687469         33.172037           42.341543   \n",
       "6            28.317593         28.317593           30.205432   \n",
       "7            40.453704         46.656605           20.766235   \n",
       "8            32.093272         29.126667           25.890370   \n",
       "9            31.014506         39.105247           51.780741   \n",
       "10           22.923765         31.553889           55.017037   \n",
       "11           32.093272         27.238827           28.047901   \n",
       "12           26.699444         39.105247           36.678025   \n",
       "13           28.856975         48.005062           20.226852   \n",
       "14           46.386914         16.720864           24.811605   \n",
       "15           43.420309         33.711420           38.835556   \n",
       "16           49.029889         31.553889           54.612500   \n",
       "17           48.274753         22.923765           25.890370   \n",
       "18           42.476389         30.097556           45.146333   \n",
       "19           25.890370         25.890370           51.780741   \n",
       "20           59.601790         38.296173           29.666049   \n",
       "21           30.744815         42.611235           33.441728   \n",
       "22           27.427611         38.835556           20.145944   \n",
       "23           46.117222         22.654074           29.666049   \n",
       "24           27.427611         19.175056           21.845000   \n",
       "25           37.217407         14.293642           28.317593   \n",
       "26           38.350111         26.942167           51.699833   \n",
       "27           17.529938         40.993086           41.532469   \n",
       "28           40.777333         30.583000           21.845000   \n",
       "29           39.914321         42.341543           25.890370   \n",
       "30           47.330833         22.815889           44.418167   \n",
       "31           37.217407         27.778210           31.553889   \n",
       "32           19.417778         21.602278           53.156167   \n",
       "33           31.014506         16.990556           30.475123   \n",
       "34           42.880926         25.350988           49.353519   \n",
       "35           48.274753         23.732840           23.193457   \n",
       "36           26.429753         11.866420           58.253333   \n",
       "37           39.105247         12.405802           27.508519   \n",
       "38           28.047901         20.766235           52.589815   \n",
       "39           24.272222         48.544444           36.947716   \n",
       "40           30.744815         46.656605           33.172037   \n",
       "41           26.699444         25.485833           38.835556   \n",
       "42           42.341543         25.350988           37.217407   \n",
       "43           19.957160         19.148086           30.205432   \n",
       "44           28.856975         18.608704           24.811605   \n",
       "45           39.374938         45.308148           22.923765   \n",
       "46           46.117222         30.825722           21.359556   \n",
       "47           36.678025         40.184012           36.678025   \n",
       "48           42.476389         23.058611           19.417778   \n",
       "49           51.511049         24.272222           33.711420   \n",
       "50           39.105247         31.823580           39.374938   \n",
       "51           49.892901         51.511049           49.083827   \n",
       "52           31.553889         12.405802           43.690000   \n",
       "53           45.308148         30.475123           34.520494   \n",
       "54           54.207963         27.508519           37.217407   \n",
       "55           30.475123         33.981111           43.690000   \n",
       "56           35.329568         29.666049           16.990556   \n",
       "57           42.840472         38.350111           28.277139   \n",
       "\n",
       "    189.17990876260572  189.64479474126426  ...  1032.9632529736894  \\\n",
       "0            40.898694           38.956917  ...          449.157472   \n",
       "1            32.093272           49.623210  ...          441.215062   \n",
       "2            53.938272           58.792716  ...          450.114877   \n",
       "3            50.162593           59.332099  ...          440.675679   \n",
       "4            31.284198           61.219938  ...          425.033580   \n",
       "5            18.608704           38.296173  ...          453.620864   \n",
       "6            32.093272           42.611235  ...          461.172222   \n",
       "7            49.623210           65.265309  ...          446.878580   \n",
       "8            38.835556           52.859506  ...          447.687654   \n",
       "9            29.396358           63.107778  ...          433.124321   \n",
       "10           56.904877           46.926296  ...          417.212531   \n",
       "11           29.126667           47.735370  ...          431.506173   \n",
       "12           15.642099           52.050432  ...          454.429938   \n",
       "13           31.553889           71.198519  ...          450.384568   \n",
       "14           49.353519           66.074383  ...          445.530123   \n",
       "15           42.071852           33.441728  ...          426.112346   \n",
       "16           54.855222           56.797000  ...          444.424389   \n",
       "17           37.756790           51.241358  ...          440.405988   \n",
       "18           61.894167           50.971667  ...          430.346500   \n",
       "19           30.475123           61.489630  ...          437.978765   \n",
       "20           50.162593           24.541914  ...          444.181667   \n",
       "21           31.823580           69.040988  ...          418.021605   \n",
       "22           31.553889           34.466556  ...          440.298111   \n",
       "23           25.890370           47.195988  ...          450.923951   \n",
       "24           35.437444           56.311556  ...          459.230444   \n",
       "25           41.532469           47.735370  ...          436.090926   \n",
       "26           39.321000           55.097944  ...          447.579778   \n",
       "27           46.926296           44.499074  ...          450.114877   \n",
       "28           37.864667           57.767889  ...          445.395278   \n",
       "29           47.735370           55.286728  ...          420.988210   \n",
       "30           56.797000           54.127056  ...          436.171833   \n",
       "31           29.935741           46.117222  ...          450.654259   \n",
       "32           47.816278           58.738778  ...          425.734778   \n",
       "33           34.250802           61.759321  ...          450.923951   \n",
       "34           52.859506           56.904877  ...          453.620864   \n",
       "35           43.420309           68.231914  ...          464.138827   \n",
       "36           47.195988           54.477654  ...          428.539568   \n",
       "37           33.711420           52.050432  ...          438.787840   \n",
       "38           32.902346           50.971667  ...          430.157716   \n",
       "39           49.623210           57.174568  ...          441.754444   \n",
       "40           44.229383           35.059877  ...          442.024136   \n",
       "41           39.563722           34.223833  ...          427.919278   \n",
       "42           48.814136           53.398889  ...          433.663704   \n",
       "43           35.059877           60.950247  ...          436.630309   \n",
       "44           34.250802           48.274753  ...          453.890556   \n",
       "45           46.926296           51.780741  ...          432.854630   \n",
       "46           50.971667           54.612500  ...          439.812667   \n",
       "47           38.026481           49.623210  ...          456.857160   \n",
       "48           60.437833           46.359944  ...          444.181667   \n",
       "49           52.320123           46.656605  ...          439.327222   \n",
       "50           48.544444           43.959691  ...          465.756975   \n",
       "51           28.856975           68.501605  ...          464.678210   \n",
       "52           38.565864           67.153148  ...          446.069506   \n",
       "53           14.023951           46.117222  ...          460.632840   \n",
       "54           35.599259           51.780741  ...          447.687654   \n",
       "55           40.993086           52.050432  ...          429.348642   \n",
       "56           37.217407           57.983642  ...          433.124321   \n",
       "57           32.767500           58.010611  ...          426.220222   \n",
       "\n",
       "    1033.3204920667242  1033.6776665334785  1034.034776362471  \\\n",
       "0           435.807750          441.026278         435.443667   \n",
       "1           443.642284          457.935926         446.339198   \n",
       "2           450.384568          433.933395         450.923951   \n",
       "3           443.372593          440.405988         445.530123   \n",
       "4           463.599444          445.530123         451.193642   \n",
       "5           446.878580          429.888025         438.518148   \n",
       "6           433.933395          444.181667         432.315247   \n",
       "7           450.114877          426.382037         429.348642   \n",
       "8           445.260432          448.766420         435.281852   \n",
       "9           458.205617          449.845185         447.687654   \n",
       "10          438.787840          431.506173         446.069506   \n",
       "11          435.821235          436.630309         460.363148   \n",
       "12          436.360617          442.024136         430.157716   \n",
       "13          430.697099          435.281852         444.451358   \n",
       "14          414.515617          448.227037         417.482222   \n",
       "15          430.697099          435.551543         419.639753   \n",
       "16          446.366167          434.472778         437.870889   \n",
       "17          435.281852          447.417963         419.370062   \n",
       "18          416.754056          439.569944         423.793000   \n",
       "19          442.024136          432.584938         438.518148   \n",
       "20          463.599444          450.114877         422.606358   \n",
       "21          428.000185          425.572963         442.833210   \n",
       "22          455.589611          441.269000         441.026278   \n",
       "23          437.169691          430.966790         448.496728   \n",
       "24          430.346500          448.550667         450.007000   \n",
       "25          438.518148          440.405988         449.575494   \n",
       "26          415.055000          426.220222         448.065222   \n",
       "27          456.048086          430.427407         442.563519   \n",
       "28          432.045556          443.210778         457.531389   \n",
       "29          461.981296          433.933395         445.530123   \n",
       "30          445.395278          470.152944         423.550278   \n",
       "31          430.427407          424.763889         450.654259   \n",
       "32          431.074667          465.055778         443.453500   \n",
       "33          466.835741          455.778395         454.969321   \n",
       "34          463.329753          446.608889         450.384568   \n",
       "35          446.878580          434.472778         427.191111   \n",
       "36          410.200556          443.911975         435.281852   \n",
       "37          444.721049          435.551543         450.384568   \n",
       "38          430.966790          440.675679         451.463333   \n",
       "39          445.260432          443.372593         440.136296   \n",
       "40          443.911975          449.305802         473.578025   \n",
       "41          464.570333          442.968056         430.589222   \n",
       "42          434.742469          429.618333         416.673148   \n",
       "43          451.733025          443.372593         444.721049   \n",
       "44          457.126852          443.102901         454.429938   \n",
       "45          438.248457          461.981296         421.257901   \n",
       "46          450.007000          443.210778         427.919278   \n",
       "47          446.339198          452.002716         449.036111   \n",
       "48          419.666722          431.074667         431.802833   \n",
       "49          427.191111          442.293827         436.090926   \n",
       "50          429.888025          436.090926         446.069506   \n",
       "51          440.136296          429.618333         453.081481   \n",
       "52          463.869136          433.933395         441.754444   \n",
       "53          444.181667          438.248457         440.405988   \n",
       "54          442.024136          470.341728         459.554074   \n",
       "55          444.990741          419.909444         431.506173   \n",
       "56          441.484753          441.484753         455.778395   \n",
       "57          443.817583          446.123444         449.036111   \n",
       "\n",
       "    1034.3918215422202  1034.7488020612445  1035.1057179080635  \\\n",
       "0           437.021361          448.672028          442.968056   \n",
       "1           431.506173          445.530123          440.405988   \n",
       "2           459.823765          444.721049          440.136296   \n",
       "3           430.966790          437.439383          452.272407   \n",
       "4           443.642284          453.620864          435.012160   \n",
       "5           424.494198          439.327222          434.203086   \n",
       "6           436.900000          419.909444          459.014691   \n",
       "7           425.842654          437.169691          444.990741   \n",
       "8           428.539568          415.594383          435.012160   \n",
       "9           442.833210          439.057531          423.145741   \n",
       "10          422.066975          419.370062          452.272407   \n",
       "11          428.809259          440.405988          453.890556   \n",
       "12          414.245926          442.293827          455.239012   \n",
       "13          427.730494          423.685123          427.191111   \n",
       "14          448.496728          453.351173          438.248457   \n",
       "15          442.293827          444.721049          445.799815   \n",
       "16          425.249333          440.055389          437.142722   \n",
       "17          424.224506          453.351173          436.900000   \n",
       "18          442.968056          466.269389          450.735167   \n",
       "19          450.654259          449.575494          460.632840   \n",
       "20          468.184198          443.102901          443.642284   \n",
       "21          442.024136          445.260432          419.639753   \n",
       "22          425.006611          456.803222          439.569944   \n",
       "23          440.405988          447.417963          440.945370   \n",
       "24          441.511722          440.055389          448.065222   \n",
       "25          436.630309          434.472778          456.857160   \n",
       "26          453.890556          439.084500          436.171833   \n",
       "27          452.002716          427.460802          436.090926   \n",
       "28          459.230444          443.453500          444.181667   \n",
       "29          432.315247          430.966790          468.184198   \n",
       "30          433.744611          440.055389          435.686389   \n",
       "31          428.539568          447.957346          458.205617   \n",
       "32          457.774111          450.007000          429.375611   \n",
       "33          448.496728          444.181667          456.048086   \n",
       "34          426.382037          446.878580          425.033580   \n",
       "35          429.348642          449.575494          443.911975   \n",
       "36          435.281852          451.193642          427.460802   \n",
       "37          452.811790          440.405988          443.911975   \n",
       "38          422.336667          423.145741          442.293827   \n",
       "39          447.417963          464.408519          452.002716   \n",
       "40          440.945370          427.730494          444.990741   \n",
       "41          443.210778          447.822500          436.414556   \n",
       "42          452.002716          450.384568          427.191111   \n",
       "43          439.057531          449.575494          452.542099   \n",
       "44          430.427407          456.587469          459.014691   \n",
       "45          444.990741          424.763889          445.260432   \n",
       "46          446.123444          436.657278          435.686389   \n",
       "47          438.248457          430.966790          444.990741   \n",
       "48          450.977889          439.327222          444.667111   \n",
       "49          438.787840          457.396543          440.945370   \n",
       "50          452.811790          452.272407          422.606358   \n",
       "51          443.372593          436.900000          429.078951   \n",
       "52          440.136296          431.775864          449.575494   \n",
       "53          437.978765          444.451358          427.191111   \n",
       "54          424.494198          434.742469          444.181667   \n",
       "55          430.427407          437.709074          461.981296   \n",
       "56          451.463333          437.439383          442.563519   \n",
       "57          430.467861          437.264083          419.545361   \n",
       "\n",
       "    1035.4625690711953  1035.8193555391586  1036.176077300472  \n",
       "0           451.463333          451.463333         451.463333  \n",
       "1           450.384568          450.384568         450.384568  \n",
       "2           459.823765          459.823765         459.823765  \n",
       "3           429.078951          429.078951         429.078951  \n",
       "4           434.203086          434.203086         434.203086  \n",
       "5           451.193642          451.193642         451.193642  \n",
       "6           448.766420          448.766420         448.766420  \n",
       "7           449.036111          449.036111         449.036111  \n",
       "8           425.303272          425.303272         425.303272  \n",
       "9           439.866605          439.866605         439.866605  \n",
       "10          428.539568          428.539568         428.539568  \n",
       "11          438.787840          438.787840         438.787840  \n",
       "12          451.463333          451.463333         451.463333  \n",
       "13          448.766420          448.766420         448.766420  \n",
       "14          452.002716          452.002716         452.002716  \n",
       "15          443.372593          443.372593         443.372593  \n",
       "16          441.754444          441.754444         441.754444  \n",
       "17          436.360617          436.360617         436.360617  \n",
       "18          458.259556          458.259556         458.259556  \n",
       "19          452.272407          452.272407         452.272407  \n",
       "20          439.596914          439.596914         439.596914  \n",
       "21          460.363148          460.363148         460.363148  \n",
       "22          443.938944          443.938944         443.938944  \n",
       "23          438.248457          438.248457         438.248457  \n",
       "24          437.628167          437.628167         437.628167  \n",
       "25          436.900000          436.900000         436.900000  \n",
       "26          442.968056          442.968056         442.968056  \n",
       "27          438.248457          438.248457         438.248457  \n",
       "28          436.414556          436.414556         436.414556  \n",
       "29          435.551543          435.551543         435.551543  \n",
       "30          432.288278          432.288278         432.288278  \n",
       "31          414.515617          414.515617         414.515617  \n",
       "32          440.055389          440.055389         440.055389  \n",
       "33          430.697099          430.697099         430.697099  \n",
       "34          424.763889          424.763889         424.763889  \n",
       "35          432.045556          432.045556         432.045556  \n",
       "36          444.990741          444.990741         444.990741  \n",
       "37          448.496728          448.496728         448.496728  \n",
       "38          432.045556          432.045556         432.045556  \n",
       "39          450.654259          450.654259         450.654259  \n",
       "40          448.496728          448.496728         448.496728  \n",
       "41          434.230056          434.230056         434.230056  \n",
       "42          437.709074          437.709074         437.709074  \n",
       "43          426.382037          426.382037         426.382037  \n",
       "44          438.248457          438.248457         438.248457  \n",
       "45          432.854630          432.854630         432.854630  \n",
       "46          438.113611          438.113611         438.113611  \n",
       "47          429.078951          429.078951         429.078951  \n",
       "48          449.764278          449.764278         449.764278  \n",
       "49          476.005247          476.005247         476.005247  \n",
       "50          450.923951          450.923951         450.923951  \n",
       "51          444.451358          444.451358         444.451358  \n",
       "52          435.012160          435.012160         435.012160  \n",
       "53          440.405988          440.405988         440.405988  \n",
       "54          436.360617          436.360617         436.360617  \n",
       "55          444.181667          444.181667         444.181667  \n",
       "56          438.787840          438.787840         438.787840  \n",
       "57          451.220611          451.220611         451.220611  \n",
       "\n",
       "[58 rows x 2051 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "exp_data = pd.read_csv(\"DATA/prot1 OFF2ON.csv\")\n",
    "\n",
    "exp_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dae06343-767c-42fd-9f97-eed4f28dbff3",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9a73b077-fc98-44b3-967a-ef4db7b4656e",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "intensities=np.array(exp_data[(exp_data[\"type\"] != \"zero\") & (exp_data[\"type\"] != \"static\")].iloc[:, 3:], dtype=np.float64)\n",
    "static=np.array(exp_data[(exp_data[\"type\"]== \"static\")].iloc[:, 3:], dtype=np.float64)[0]\n",
    "zero=np.array(exp_data[(exp_data[\"type\"]== \"zero\")].iloc[:, 3:], dtype=np.float64)[0]\n",
    "wavelengths = np.array(exp_data.columns[3:], dtype=np.float64)\n",
    "timestamps = pd.to_datetime(exp_data[\"timestamp\"][(exp_data[\"type\"] != \"zero\") & (exp_data[\"type\"] != \"static\")]) # Convert timestamp strings to datetime objects\n",
    "timestamps = np.array((timestamps - timestamps.iloc[0]).dt.total_seconds()) # Convert to seconds since the first timestamp\n",
    "\n",
    "def compute_absorbance(intensities: np.ndarray, static: np.ndarray, zero: np.ndarray) -> np.ndarray:\n",
    "    EPS = 1e-12\n",
    "    num = intensities - static\n",
    "    den = np.maximum(zero - static, EPS)  # Éviter division par zéro\n",
    "    absorbance = -np.log10(np.maximum(num / den, EPS))  # Éviter log(0) ou log(négatif)\n",
    "    return absorbance\n",
    "\n",
    "absorbance = compute_absorbance(intensities, static, zero)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d68f64ee-cb65-4991-a460-e37ba4410a92",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.cm as cm\n",
    "# Set global style\n",
    "plt.style.use(\"ggplot\")  # Clean style\n",
    "\n",
    "fig, axs = plt.subplots(1, 3, figsize=(18, 5))\n",
    "fig.suptitle(\"Spectral Analysis\", fontsize=16)\n",
    "\n",
    "# --- Intensity Plot ---\n",
    "axs[0].plot(wavelengths, intensities[0, :], label=f\"I at t = {timestamps[0]:.0f} s\", linewidth=2)\n",
    "axs[0].plot(wavelengths, intensities[len(intensities)//2, :], label=f\"I at t = {timestamps[len(intensities)//2]:.0f} s\", linewidth=2)\n",
    "axs[0].plot(wavelengths, intensities[-1, :], label=f\"I at t = {timestamps[-1]:.0f} s\", linewidth=2)\n",
    "axs[0].plot(wavelengths, static, '--', label=\"Static\", linewidth=2)\n",
    "axs[0].plot(wavelengths, zero, '--', label=\"Zero\", linewidth=2)\n",
    "axs[0].set_title(\"Intensity over Wavelength\")\n",
    "axs[0].set_xlabel(\"Wavelength (nm)\")\n",
    "axs[0].set_ylabel(\"Intensity\")\n",
    "axs[0].legend()\n",
    "axs[0].grid(True, which='major', linestyle='--', linewidth=0.6, color='gray', alpha=0.5, zorder=0)\n",
    "axs[0].minorticks_on()\n",
    "axs[0].grid(True, which='minor', linestyle=':', linewidth=0.3, color='lightgray', alpha=0.4, zorder=0)\n",
    "# --- Absorbance Plot ---\n",
    "axs[1].plot(wavelengths, absorbance[0, :], label=f\"t = {timestamps[0]:.0f} s\", linewidth=2)\n",
    "axs[1].plot(wavelengths, absorbance[len(absorbance)//2, :], label=f\"t = {timestamps[len(absorbance)//2]:.0f} s\", linewidth=2)\n",
    "axs[1].plot(wavelengths, absorbance[-1, :], label=f\"t = {timestamps[-1]:.0f} s\", linewidth=2)\n",
    "axs[1].set_title(\"Absorbance over Wavelength\")\n",
    "axs[1].set_xlabel(\"Wavelength (nm)\")\n",
    "axs[1].set_ylabel(\"Absorbance\")\n",
    "axs[1].set_ylim(-0.4, 2)\n",
    "axs[1].legend()\n",
    "axs[1].grid(True, which='major', linestyle='--', linewidth=0.6, color='gray', alpha=0.5, zorder=0)\n",
    "axs[1].minorticks_on()\n",
    "axs[1].grid(True, which='minor', linestyle=':', linewidth=0.3, color='lightgray', alpha=0.4, zorder=0)\n",
    "# --- Absorbance vs Time Plot ---\n",
    "WL = [482, 408]\n",
    "idxs = [np.argmin(np.abs(wavelengths - wl)) for wl in WL]\n",
    "\n",
    "for i, idx in enumerate(idxs):\n",
    "    axs[2].plot(timestamps, absorbance[:, idx], label=f\"{wavelengths[idx]:.0f} nm\", linewidth=2)\n",
    "\n",
    "axs[2].set_title(\"Absorbance over Time\")\n",
    "axs[2].set_xlabel(\"Time (s)\")\n",
    "axs[2].set_ylabel(\"Absorbance\")\n",
    "axs[2].legend()\n",
    "axs[2].grid(True, which='major', linestyle='--', linewidth=0.6, color='gray', alpha=0.5, zorder=0)\n",
    "axs[2].minorticks_on()\n",
    "axs[2].grid(True, which='minor', linestyle=':', linewidth=0.3, color='lightgray', alpha=0.4, zorder=0)\n",
    "plt.tight_layout(rect=[0, 0, 1, 0.95])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "3c216339-6ec5-4b96-83c0-dc362b5aacf3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# la premiere mesure doit etre viré\n",
    "\n",
    "# Define wavelength range of interest\n",
    "wavelength_range = [480, 484]\n",
    "idx_range = np.argmin(np.abs(wavelengths[:, None] - wavelength_range), axis=0)\n",
    "\n",
    "# Extract and normalize absorbance data within the wavelength range\n",
    "absorbance_subset = absorbance[:, idx_range[0]:idx_range[1]]\n",
    "# absorbance_subset -= np.min(absorbance_subset)\n",
    "wavelengths_subset = wavelengths[idx_range[0]:idx_range[1]]\n",
    "\n",
    "# Filter out specific time points (e.g., first frame and last 300 entries)\n",
    "# Adjust indices as needed\n",
    "time_filter_indices = [0] #+ list(range(-45, 0))\n",
    "absorbance_subset = np.delete(absorbance_subset, time_filter_indices, axis=0)\n",
    "timestamps_filtered = np.delete(timestamps, time_filter_indices)\n",
    "\n",
    "# Create subplots\n",
    "fig, axs = plt.subplots(1, 3, figsize=(18, 5))\n",
    "\n",
    "# --- 1. Absorbance Heatmap ---\n",
    "X, Y = np.meshgrid(timestamps_filtered, wavelengths_subset)\n",
    "contour = axs[0].contourf(X, Y, absorbance_subset.T, levels=30, cmap=\"coolwarm\")\n",
    "axs[0].set_title(\"Experimental Absorbance Data\")\n",
    "axs[0].set_xlabel(\"Time (s)\")\n",
    "axs[0].set_ylabel(\"Wavelength (nm)\")\n",
    "fig.colorbar(contour, ax=axs[0])\n",
    "\n",
    "# --- 2. Absorbance Over Time (Averaged Across Wavelength Range) ---\n",
    "mean_absorbance = np.mean(absorbance_subset, axis=1)\n",
    "axs[1].plot(timestamps_filtered, mean_absorbance, label=f\"Mean absorbance ({wavelengths_subset[0]:.0f}-{wavelengths_subset[-1]:.0f} nm)\", color='tab:blue')\n",
    "axs[1].set_title(\"Mean Absorbance Over Time\")\n",
    "axs[1].set_xlabel(\"Time (s)\")\n",
    "axs[1].set_ylabel(\"Absorbance\")\n",
    "axs[1].tick_params(axis=\"x\", rotation=45)\n",
    "axs[1].legend()\n",
    "axs[1].grid(True)\n",
    "\n",
    "# --- 3. Absorbance Spectrum at Start and End ---\n",
    "axs[2].plot(wavelengths_subset, absorbance_subset[0, :], label=\"Spectrum at $t=0$\", color='red')\n",
    "axs[2].plot(wavelengths_subset, absorbance_subset[-1, :], label=\"Spectrum at $t=end$\", color='blue')\n",
    "axs[2].set_title(\"Absorbance Spectra\")\n",
    "axs[2].set_xlabel(\"Wavelength (nm)\")\n",
    "axs[2].set_ylabel(\"Absorbance\")\n",
    "axs[2].legend()\n",
    "axs[2].grid(True)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6d7393f9-6147-49cf-bf23-3ca452c91136",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== Fit Results I=3.800e-03 W ===\n",
      "Parameter 1: 0.0014 ± 0.0013\n",
      "Parameter 2: 0.4951 ± 0.0044\n",
      "Parameter 3: 0.0000 ± 0.0000\n"
     ]
    },
    {
     "data": {
      "image/png": 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fx1gZWZYxZcoUNGjQANdccw3uvvtuPPzww3jkkUe8vsla1b9Nyj4P7dq1w6BBgzBx4kS8++67OHDgAFJSUmq0/URE1cXpXMr4+++/8fXXX+Pw4cPIzc3F5MmT0b1791p7vGXLlmH58uVey5o0aYJ58+bV2mMSVUVCQgL2798PoKRYpigKJEk653Zlv97YsGHDcveXXVZREbVhw4Ze017o9Xqv+2VZLvdYALwKtOdq27mULaiXdXbhsaK2VdcFF1xQbtnJkycxdOhQz1c9K+NwOM7r8Uud/VydneXZtyvKsrLnqyrPVWxsLHQ6HZxOJwDg6NGjFa579n2NGzf2/HzbbbfhmWeegSzL+Pnnn3HkyBGsXr0axcXFAEpO1rt16+ZZvyZeK76yDLQmTZp4fi6dEsnXfRrNmVODsjnVxPNCRHS+6vp8/b777vP5njZgwADccccdtfa4RBQcRo4ciQ4dOmDr1q2eqSKXLFmCU6dOYe3atZAkCbm5uVAUpcr7LH1Puf766zF58mS8/vrrcDgc+Pnnn70GGiUlJWHVqlW46KKLKt1fXl6e5+fw8HAYjUav+339XebL2cdQ0d8Wr732mtdUlRWp6t8mb731FkaMGIFt27bh9OnT+Pbbb73uHzFiBD755BOfg42IiOoSi+hlOBwONG/eHJdffjleeumlOnnMpk2b4oknnvDc5i8GCgZXXHGFp4iem5uLr776qkrzosfExHh+zsjIKHd/2WUVjaooHblcqqLifdnHAkrmay5bCK1s/caNG2PSpEkVrtu0adPzalt1hYWFlVu2cuVKrwL6yy+/jHHjxiEyMhJ///33OU+qq+Ps5/bsLM++fb5ZVkStVqNnz57YuHEjAGDnzp04cOAAWrZsWW7dZcuWed0uO6KlWbNmuPzyy7F27VooioKlS5fiu+++89xfdhQ64H38F110kddI9rNVNL+8rywD7ew8yipbOK9ITTwvRETnq67P12fNmuX1geKxY8cwY8YM9OzZs9Yfm4gCb+DAgZ5znrvvvhvvvPMOAODHH3/E4sWLcfPNNyMqKsprm2uvvdbrXPRsnTt39vw8Z84cPP7449i6dSv+/fdf7Nu3D19//TVOnjyJo0eP4t577/WcC1ek7OMXFhbCZrN5FdJ9/V0GlK89lJ17XJZlHDx40Od2Za/71KRJE6xYsQIdO3aETqfDlClTqlRgL6tp06b4+eefceDAAfz666/Yv38/du3aha+++goulwvLli3DwIEDy52zExHVNRbRy+jUqRM6depU4f3FxcX45JNPsGXLFlitVjRt2hRjxow5ryKWSqUq90uXKNDuv/9+vPvuu57pGe655x4kJyejQ4cOXusVFxfjww8/xLXXXosGDRqgV69enmJmVlYWvvvuO88ULpmZmV6Fy4ourllVF198MTQajWdKl9mzZ2Pw4MEwmUyedU6ePIn4+HhotdpybRswYADat2/vtU9FUbBu3Tqv6Syq6+yCpdVq9WpbVZ0+fdrr9tixYz0XPT27cHyux6+q7t27Q61We/L/8MMPcc0113ju//DDDz0/q9XqWh0BeOedd3r+cHC73XjooYfwxRdfeB3fRx995DV9yMCBA5GUlOS1n9tvvx1r164FALz99ts4duwYgJLn6eabb/Zat1evXp6v2Z46dQo33ngjEhISvNZxuVxYuXIlevToUUNHGvz4vBBRMKjr8/WIiAiv219++SUaNmyICy+8sFr7IyJxvfDCC1i6dCny8/MBAM8++yxGjx6NsLAwdOzY0TOly+nTp/Hggw+WOx/Pz8/Hd99953k/Onz4MKKjoxEVFYWrr77a83fTgAEDcN111wEA/vjjj3O2q2vXrl63P/74Y4wbNw4AcOTIEWzevNnndmfXIbZt2+Y553/33Xcr/GZh2b9Punbt6vlbwG63Y+XKleds79n++usvpKamomXLll6DZYYMGYKvv/4aQMnzwCI6EQUai+h+eP/993HixAlMnDgR0dHR+PXXX/H888/jpZde8po6wB/p6em46667oNVq0bp1a4wePRpxcXE13HIi/1x00UV47rnnMG3aNAAlr9OuXbti8ODB6NSpEyRJwoEDB7BmzRpkZGTgyiuvBFAyV/Zzzz3nObEaPnw4br/9dkRERODjjz+GxWIBUDIieeLEiefVxujoaNx555148803AZScWF144YUYOnQooqKisG/fPqxYsQKnTp1CVFQUbrvtNsyYMQPZ2dlwuVy45JJLcMMNN6Bly5ZwOBzYu3cvNmzYgIyMDKxfv/6c08Ocy9nFxdGjR6NXr15QqVS4+eabq/y1yrPnXR80aBCuvvpq7Ny5s9x0UJU9/n333YerrroKGo0G1157LVq3bl3htrGxsbjtttvw/vvvAygp1ufl5aFnz57Ytm0b1qxZ41n3lltuQWxsbJWOpTpGjRqFxYsXez6A+eabb9CuXTsMGzYMZrMZv/zyi+ertUDJ6+LVV18tt59hw4YhKioKeXl5XlO/DBo0CPHx8V7rPvDAA3j77bdht9uRk5ODjh074oYbbkDTpk1hsVjw999/Y8OGDcjLy/P88VMf8HkhIhHUxvl6KZfLhU2bNmHQoEE1/m00Igp+UVFRuO+++/D8888DAA4cOIBPP/0Uo0ePxiOPPIIxY8YAKLmOTPv27fF///d/iI6OxunTp7Fjxw5s3rwZjRs3xqhRowCUjOh+6qmn0K9fP7Rq1QqNGzdGUVGR5xo+pY95Ltdeey3i4+M9Re977rkH27dvR3R0NBYvXuyZwvBsERERaN26Nfbt2wcAmDlzJnbs2AGbzYYff/yxwsdr06aN51vL33zzDe666y40atQIy5cvx7///nvO9p5t5MiRyM/Px2WXXYaEhATExMTg4MGDXtO6cOAhEQWFgF7WNIjdcMMNyi+//OK5nZWVpYwcOdJzJe1Szz77rLJkyZJqPcYff/yhbN26VTly5IiyY8cOZfr06co999yjWK3W82o7UU159dVXFb1ef84r1B8+fNizzcaNG5WoqKgK11WpVMpLL73k9TgVXWleUSq/arzNZlOuueaaStuWm5vrWX/Lli1KXFzcOY+n7GPceuutPq9mryiKsn79+gqfB7vdrjRu3Njn/rdv364oiqJ88MEHXst9cTqdSmpqqs/9lG3b2e1WFEXp1KmTz+0+++yzc7bfYrEol156aaXP0yWXXKIUFhZWKStFUZS+fft6tb2qCgsLlRtuuOGcuTVv3lz57bffKtzPPffcU26br7/+2ue6K1asUMLCwvx67Vf3+Hw5+7l86qmnKly37HoffPCBZ3llr6+yfe7s+yp7zVfneSEiqi11cb5e1pYtW3zun4hCx9nnx2XPrRRFUTIzMxWTyeS5/6KLLlJkWVYURVEee+yxc54jlf1bZ9asWedc/7XXXvOsX9nfTF999ZWiVqvLbR8eHq507ty5wnO79957z+fjpqSkKBdccIHPc9tNmzYpGo2m3DZms1m57rrrKmxjRc9rmzZtKn0OYmJilCNHjvgbJRFRjeNI9Co6duwYZFnGgw8+6LXc5XLBbDYDAE6cOIGHHnqo0v0MGTLE8wl12a+iJiUloVWrVrj33nvx888/4/LLL6/hIyDy34QJE3DDDTdgwYIFWLt2Lfbu3Yvc3FzodDokJSWhX79+GDlypNfUGZdeeil2796NV155BatXr8bhw4fhcrnQqFEj9OnTBw888ECNTfVgMBjwzTffYPny5Vi0aBF+++03nD59GkajEUlJSbj88su9plDp1asX9uzZg/nz5+Pbb7/F/v37UVRUhPDwcLRo0QI9e/bEkCFDcOmll5532/R6Pb799ltMnToV27ZtQ0FBQbX2o9Vq8eOPP+KRRx7BypUrYbFY0KpVK0yYMAH9+/f3mlrlbF988QUmTZqEjRs3+n3Bo7CwMKxbtw4ffvghlixZgr/++gsFBQUIDw9H+/btMXr0aNx+++1Vmkv7fJnNZixbtgwbN27EwoULsWXLFpw8eRJOpxOxsbHo2LEjhgwZgltvvbXchZTKGjt2LN566y3P7YYNG3q+Nnu2oUOHYvfu3Xj99dfxww8/4PDhw7DZbIiKikLr1q3Ru3dvDB06tNzFU0MdnxciCma1cb5e1vr169GxY8dy1w4hovojPj4ed9xxB1577TUAwJ49e7BixQpcd911eP755zF48GC89dZbnvNVWZbRoEEDXHTRRejXrx9GjBjh2dfQoUNhs9mwdetWHDhwAJmZmXA6nYiPj0fnzp1x11134f/+7/+q1K5rr70Wa9euxVNPPYXt27dDr9ejb9++mDVrFmbPnl3htDDjxo2DoiiYO3cuDh48iJiYGAwbNgzPPfcchg8f7nNkee/evbFmzRo88cQT+P3332EwGHDJJZfghRdewOeff44vvvjCr+d01qxZ+P7777F9+3acOHECp0+fhlar9VzX6JFHHik3VSMRUSBIij9VlXpkxIgRmDx5smd+r61bt+K1117D3Llzy12Aw2AwICoqCi6Xq8KLdpQKDw8vN7diWY899hhSU1MxevTo8z8IIiIiIqIQVZfn61lZWbj//vsxefLkSi9kTkREREShiSPRq6h58+aQZRn5+flo27atz3U0Gk25eYj9YbfbkZ6eXumVvImIiIiIqLzaPF9fv349IiMj0blz5/NtJhEREREJiEX0MkqL2KUyMzNx5MgRmM1mNGnSBL1798b8+fNxyy23IDk5GQUFBdi1axeSkpKqdUK9aNEidO3aFXFxccjNzcWyZcugUqnQu3fvmjwsIiIiIqKQUNfn6wAgyzI2bNiAvn37Qq1W19ShEBEREZFAOJ1LGXv27MEzzzxTbnnfvn1x3333weVy4YsvvsDGjRuRk5ODiIgItGrVCiNGjECzZs38frx58+bhn3/+QWFhISIiInDBBRdg1KhRaNSoUU0cDhERERFRSKnr83UA+OuvvzBz5kzMmzcPTZo0Od9DICIiIiIBsYhORERERERERERERFSBoJrO5e+//8bXX3+Nw4cPIzc31+tCQb7k5uZi0aJFOHToENLT03H11Vfjtttuq7sGExEREREREREREVFIU517lbrjcDjQvHlzjBs3rkrrFxcXIyIiAtdddx2SkpJquXVEREREREREREREVN8E1Uj0Tp06oVOnTlVev0GDBhg7diwAYP369bXVLCIiIiIiIiIiIiKqp4KqiF4XiouLUVxc7LmtUqlgMBgC2CIiIiIiIiIiIiIiClb1roi+YsUKLF++3HO7devWmDFjBmw2G2RZBnCm0K7VaqHVaj3rOp1OuFwu6PV6qNXqcssNBgNUKhW0Wi2Ki4tht9shyzKMRiMkSfKsb7PZoCgKTCaTV9usViskSYLRaPQsUxQFNputXLFflmXY7XZoNBrodDrPcrfbDYfDUW75+R5TqVA8JkmSUFRUFFLHFIo5lR5TZGSk1wdhoXBMoZhT2WPSarUoKCgIqWMCQi+n0mMq2+5QOaZQzKn0mErPOULpmEItJ7PZ7LNfUfXk5ubC5XKd935MJhOsVmsNtIjqAvMSDzMTC/MSC/MSDzMLbhqNBtHR0edcT1IURamD9vhtxIgR57ywaFlPP/00mjdvfs4Li549Er30D7OsrCyv5eeDnUMszEsszEs8zEwszEsszCv4abVaxMfHB7oZIaOmztnZd8TCvMTDzMTCvMTCvMTDzIJbVc/X691I9LNHG9UGdgyxMC+xMC/xMDOxMC+xMC+i6mHfEQvzEg8zEwvzEgvzEg8zCw2qc69C/qrtIj3VLOYlFuYlHmYmFuYlFuZFVD3sO2JhXuJhZmJhXmJhXuJhZqEhqIrodrsdR44cwZEjRwAAmZmZOHLkCLKzswEAH3/8MebPn++1Ten6drsdBQUFOHLkCNLS0uq66V54oVKxMC+xMC/xMDOxMC+xMC+i6mHfEQvzEg8zEwvzEgvzEg8zCw1BNZ3LwYMH8cwzz3huL1q0CADQt29f3HfffcjNzfUU1EtNmTLF8/OhQ4ewefNmxMfH44033qibRhMRERERERERERFRyAraC4vWtcouUuRyufyav0itVsPtdtdU06iWMS+xMK/apygKNBoNwsLCamR/4eHhKCwsrJF9Ue1jXmJhXsGPFxatWZWdsxcVFcHlckGSpHPuh+cTwaey8w++14mHmYmFeYmFeYmHmQU3Xli0hrhcLhQVFSE8PBwqVdVmv5EkCfxsQhzMSyzMq24UFRXB4XBAr9ef975cLlcNtIjqCvMSC/MiKuFwOCBJEiIjI6u0Ps8nglNF5x98rxMPMxML8xIL8xIPMwsNQTUnejCyWq1+FdAB8IRcMMxLLMyrbphMJjgcjhrZl81mq5H9UN1gXmJhXkQlHA4HjEZjldfn+URwquj8g+914mFmYmFeYmFe4mFmoYFF9Crwp4AOoEpfIaXgwbzEwrzqRk0+zzqdrsb2RbWPeYmFeRGd4c/vLp5PBKeKcuF7nXiYmViYl1iYl3iYWWhgEb0W8KRcLMxLLMxLPDUxJQzVHeYlFuZFVD08nxAL3+vEw8zEwrzEwrzEw8xCA4voREREREREREREREQVYBGdiIiIiIgohBw/fhwJCQnYvXt3hets3boVCQkJyM/Pr9HHTkhIwOrVq2t0n0RERESBxiJ6LQiWCxVlZmbi8ccfR8+ePZGcnIyuXbvi1ltvxaZNmwLdtKASLHlR1TAv8TidzkA3gfzAvMTCvIiqJxjOJyZOnIiEhAQkJCQgKSkJF198MWbMmAG73X7e+27SpAl27NiBCy64oAZaGnh8rxMPMxML8xIL8xIPMwsNmkA3IBQFw0n58ePHMXToUERERODxxx/HBRdcAJfLhQ0bNmD69On46aefAt3EoBEMeVHVMS/xOByOQDeB/MC8xFLXeZW+B5edT9rXMqJgFyznE5dddhnmzp2L4uJi7Nq1CxMnToQkSZg+ffp57VetVqNBgwY11MrA4+8m8TAzsTAvsTAv8dRlZoqsAJKP83UFkFQ8Xz8fHIleC87+I1JRlHIn6r6W1aRp06YBAFatWoVBgwahRYsWaNOmDe666y6sXLmy0m0//vhj9O3bFykpKbj00kuxcOFCz32TJk3ClVde6XkDcDqdGDBgACZMmADgzFdHv/rqK1x77bVISUnB5Zdfjp9//rl2DrQG8I9+sTAv8fAiKmJhXmKp67x2H1Ow+V8ZdmfJOYzdWXJ797HgKEgSVVW583W5gvN1uXZf2zqdDg0aNEBCQgIGDhyIPn36eAa7yLKM119/HRdffDFatGiBK6+8Et98841n27y8PNx///1ITU1FixYtcMkll+DTTz8F4Hs6l3Xr1qF3795o0aIFrr/+ehw/ftyrLS+//DL69+/vtezdd99Fjx49PLf//PNPjBo1Cu3atcMFF1yA4cOHY9euXRUen9PpxPTp09GpUyekpKSge/fueP311/1+nvi7STzMTCzMSyzMSzx1mVnuglxkTMmAO8cNAHDnuJExJQO5C3LrrA2hikX0WnD2SXld/8GZm5uL9evX47bbboPJZCp3f2RkZIXbfvHFF3jppZcwdepUbNiwAY8++ijmzJmDZcuWAQCee+45WK1WPP/88wCA2bNno6CgADNnzvTaz3PPPYe77roLa9asQZcuXXDbbbchJyenBo+y5rAoKxbmJR6dThfoJpAfmJdY6jqvSJOEzHxg1e8yNv8jY9XvMjLzS5bXlUAMTqDQc/b5RDD8wfnvv//it99+g1arBQC8/vrrWL58OV544QX8+OOPGD9+PCZMmOAZnDJnzhzs27cPixcvxoYNGzBr1ixER0f73PeJEycwfvx49O/fH2vWrMHo0aMxa9Ysv9tosVhwww034Msvv8TKlSuRnJyMm2++GRaLxef6//vf//D999/j7bffxk8//YT58+ejadOmfj8ufzeJh5mJhXmJhXmJpy4z06XoYP/djuPDjyNjSgaODz8O++926FL4ujlfnM6lDkSaJOw7pWDV7zIaRknIyCv5akVSXO38wXnkyBEoioKWLVv6ve3LL7+MJ598Etdccw0AoFmzZp6T8xEjRiAsLAyvvfYarr/+epjNZrz33nv47LPPEB4e7rWfsWPHYtCgQQCAWbNmYf369Vi6dCnuvffe8z9AIiIiCohm8RIaRKqw6R8Zx7IVxEcAfdqqYNCVP6fxZ+oXf9bdfUxBnlVBtxYlj2t3Kth+UEaUSUJqUsm6iqxAcSiQrTJkmwzYAdkmQx2nhqaRxud+qX7TpehQsKwAx4cfh7GbEbbtNkACzP3Ntfq4a9euRatWreB2u+FwOKBSqTBjxgw4HA68/vrrWLp0Kbp27QoASEpKwvbt27F48WL07NkTJ06cQLt27dChQwcAqLQ4vWjRIiQlJeGpp54CALRs2RL//vsv3njjDb/a27t3b6/bL774Itq2bYuff/653Ch2oKR4n5ycjO7du0OSJCQmJvr1eEREROQf8wAzjF2NSJ+UDstaCwztDWg0txHUMepAN014LKLXAX/+4KwJ1R2JZbVaceTIETz88MN45JFHPMvdbrdXkbxr16646667MG/ePNx3333o3r17uX116dLF87NGo0GHDh2wf//+arWLiIiIqq62itelDDoJXVqosHqHjC4tKj6fqazY3a4poNgVyEUyZKuMfQfcsOTJaBOlQFsMOArcOHxMhklW0FCvQLEqkG0lBXFjjgz7aRl7HAr0bgXuIhlRzpKfDzhkKHYFit33uVDkQzHYNyjaq+BOBATuD85evXph1qxZsFqtePfdd6HRaDBo0CDs3bsXNpsNN954o9f6xcXFaNeuHQDglltuwfjx47Fr1y707dsXV111Fbp16+bzcQ4cOIBOnTp5LSt7vl5VWVlZePHFF7F161acPn0abrcbNpsNJ06c8Ln+iBEjMGrUKPTp0weXXXYZrrzySvTt29fvxyUiIqKqU8eoETc1Dmlj0hA3NY4F9BrCInot8FXEruofnDUhOTkZkiThwIEDfm1XVFQEoOSroWefZKvVZzqcLMv47bffoFarcfjw4fNvcIDx699iYV7i4YVvxMK86k5NFLvtdnu5/VZlpLa/68oOGUqRAnehG4pFQXGWGxE7XXCcAvLl/4rhlpKCuGwpWdeY44YzW8Y/Nhn6YgVuq4wYuwKtU8Z+m/d7uQ5ADICsMssi/vv/tI/nrqKJ6WRfy7QSZL0EySDh32wJ2fm1921AEoev84lA/MFpMpmQnJwMAJg7dy769++PTz75BG3atAFQMoK8UaNGXtuUfiX88ssvx6+//op169Zh06ZNGDVqFG699VY8+eST1WqLSqUq97y4XC6v2xMnTkRubi6effZZJCYmQqfT4dprr0VxcbHPfaampmLbtm348ccfsXnzZtx9993o3bs33n33Xb/axt9N4mFmYmFeYmFe4mFmoYFF9FoQ6CJfdHQ0+vXrh4ULF2LcuHHl5kXPz8/3OS96fHw8GjVqhKNHj+K6666rcP9vvfUWDhw4gM8//xyjR4/Gp59+ipEjR3qt88cff+Diiy8GUHLyvXPnTowdO7YGjq7mBTov8g/zEo/T6Qx0E8gPzKvu1Eyx24HUJO9L3HhNI2cCsk+5obbJaBqjwJqmQC6U4S5wQ7bICEuXUXDchR02BWHFMpwFMsw2GQa3jMP2/4rmRQoUZ/n33tYACv/7V5Gyk71VdNIpmSSoTCpIJhWsKglOrQR1mAoxcSpowlSe+1VGFSRj6boSrJKEP9OBzheqERFT5v6y/+slONzApn9kZBUA8RHAoFr8NiCJIxjPJ1QqFR544AE888wz2LRpE/R6PU6cOIGePXtWuE1sbCxGjBiBESNGoHv37pgxY4bPInrLli3xww8/eC37448/vG7HxMQgKysLiqJ4PrDbs2eP1zrbt2/H888/jyuuuAJAyXQt57ruUXh4OIYMGYIhQ4Zg0KBBGDNmDHJzcyucv90X/m4SDzMTC/MSC/MSDzMLDSyi1wJJkgJ+Yj5z5kwMHToUgwYNwuTJk9G2bVu43W789NNPWLRoETZu3Ohzu4cffhhPPPEEIiIi0K9fPzidTuzcuRN5eXm46667sHv3brz00kt455130K1bNzz11FN48skncfHFFyMpKcmzn4ULFyI5ORmtWrXCggULkJ+fj1GjRtXV4fslGPKiqmNe4jEajbDZbIFuBlUR8/Lm73Qn/qxflWumKC4FcoGM8CwXjv/jwsb1MmIgw5LphtoqI8KkQoatGHKBDHehG3K+DLlARod8N1z5MlROBQ3+25cTQJqPY4wv87Oh9HEB+BpXKpkkqMwlBW+nXgVjlAoas6pkWZgEVZiq5J9ZVVL4NqtQpJLw2ymge6oaUXHqkn2EldwvGSRIqjPHm2NRsHqHjIGdVIgxV17oli0K8nbI0HVSwVTJugY16uzbgCSOYD2fGDx4MJ577jksXrwYd911F55++mnIsozu3bujsLAQ27dvh9lsxogRIzBnzhy0b98erVu3htPp9Myv7sstt9yCBQsW4LnnnsONN96IXbt2YdmyZV7r9OrVC9OnT8ebb76JQYMGYcOGDVi/fj3M5jPzwicnJ+Pzzz9Hhw4dUFhYiBkzZsBgMJz9cB7vvPMOGjZsiHbt2kGSJHzzzTdo0KCBzwE9leHvJvEwM7EwL7EwL/EEIjN1nBrRd0ZDHcepXGoKi+i1oKKTcqMOSG0mwVgHF8RNSkrC6tWr8dprr+HZZ59FZmYmYmJi0L59e8yaNavC7UaPHg2j0Yi33noLM2bMgMlkwgUXXIA77rgDdrsdDzzwAG644QYMGDAAAHDTTTdh3bp1mDBhAr744gvPfqZNm4Y33ngDe/bsQfPmzfHBBx8gJiam1o+7OoL1jyjyjXmJR6PhrxqRBFNetTW3d01fxLJK62uBthEK3Lluz7/IXBl9sl04etANZ44bKQ4ZMYoMJV/Gofz/CuKFZyYoKXu58NLyk+O/f76UHZ+u+q/QrYpQQRV+5p86Qg2VWQWHXsK/eRIuvECN8Dh1yf1hqnL/S2r/C9Aui4LCHTK0nVTQn6MwTlRXKjqfCPQfnBqNBmPHjsWbb76Jbdu2ITY2FvPnz8exY8cQERGB1NRUPPDAAwAArVaLWbNm4fjx4zAYDOjRowfefPNNn/tNSEjAggUL8PTTT+ODDz5Ax44d8eijj2LSpEmedVq1aoXnn38er7/+OubNm4drrrkGd911F5YsWeJZ5+WXX8aUKVMwcOBANG7cGI8++iiee+65Co/HbDbjzTffxOHDh6FWq9GhQwd89NFHUKlUFW5T0fNCYmFmYmFeYmFe4glEZpp4DWLuDs46nKgkhdUoACUXyfE1l19BQQEiIiJ8bFExlUoFWfY1K2foO378OC6++GKsWbPGc9GjYFef8xIR86o71Xn/8yU8PByFhZVN+EDBJJjy2nVUrqSAraqTdY9lldwHBWdGi8sKusYqaCTJcJ92w53z37/TbuSdcON0mgvqAjcMVhlKnhtqixtq2/mdbklhEtSRaigRKuRJKsQmqGGIUcMQZ4Db6C4pjkeooI5Ul/wfoUaBRsKPh4Ere2oQG1l5wcqfEeD+8mff/qxrcyo4cEpBy8YSjOcYXV6bx3cuWq0W8fHx516RqqSmztl5PhG8fGUZTL+bqGqYmViYl1iYl3iYWXCr6vk6P74iIiKioFSV6U5qZN0cGeoiGU0jZFhPyHBnu+E67YI72w19thvds1zIPe4GctyItbihtshwADhaQbujKjogCVBFqqCOVnv9c4apcNAqoXVbDcIbqEsK4ZEqqKPUUEWVFMQlbclx5FgU/FKmGFzZCbnaosCdKVdr9HhN8uebeP6t6/vbAOe7XyIiIiIiorOxiF4LOLhfLMxLLMxLPHa7PdBNID/Udl7+TKXSLF5Cg0gVNv0j41i2gvgIoE8FF4Ust264gksSAHWeE9Z9briyXHBnlvyvy3SjW4YLBSdckE67EV/ohiRXPGc4cGaucA8JJQXuGDU0sRqoYkp+VseooYnRwGZSYUeOhK5dNIhuooE6umSEuK+Cdo5FwakdMjp0UiHCz1HSleVVW8Vrf/lX7K76urXVBqofeD4hFp5LiIeZiYV5iYV5iYeZhQYW0WtBfT4pb9q0KU6cOBHoZvilPuclIuYlHl9fu6fgVdt5+TvHuEEneV0UUq9BySjxDDdcGa6Sf+kuuDJLfm5x0oVGJ9zQF7iRVlz5+8XZ9WJVlAqaOA3UcWqoY9VQx6lLbseqYTOrsP20Chf30CImUQ11lLrSEd6KRUH+DhnajirozlEYP59id2V5BUPxmihY8XxCLDyXEA8zEwvzEgvzEg8zCw0sotcCzrEoFuYlFuYlHpPJBKvVGuhmUBX5m5c/I8uByqddke1ySUE83QXXqf/+pbtgPV6MCw67kFPkRnaWCzjHOai+zM+qSBU08Rqo49XQNPD+3xauxs9ZKvS+RIu4ZhrPlCm+yBYFlh0yNC1U0NTwnNrnU+xm/yKqHp5PiIXvdeJhZmJhXmJhXuJhZqGBRXQiIqpVarU60E0gP/ibV1VHlss2Ga5TLsSddKHvsWIc2lkM5ykXWuS7EGlxoTjDjQM57gofxwygbLlLHauGuoEamkYaaBqe+WeLVOPXHBV69dYitpkGKkPFF9R0WxTYdshQN1RVWkAH/J/upK7m4Gb/IqL6gO914mFmYmFeYmFe4mFmoYFFdCIionrA3xHjVRVpkrAvTcb3B5xoaHeh8EgxtKddMBW7cSLHBdfJkn/uswrkUWV+LjuwXDJIJYXxxmf+KXEaZOnVSLhAg7BELTTxGkg+5kUHAL1TQcopBebGElQVrFOqti5iWZ31iYiIiIiIKHixiE5ERFQP+DMX+dnFddkhozitGK4TLrhOuEp+TnOh+EQxXGnFSD3lAlwl20b/tw83gKKz2iCZJGibaKFpooE7XoPDUKN1Ry0im2s9hXNVlMpnUb9BFY+T84AT1U+SJMHpdEKnq+Wvf1Ctcjqd5/XBLhEREVFtYRG9FnB+RbEwL7EwL/Fw7rfgUNlc5IpbgeuUC8XHilF4vBDHd9pRfKwYkXkuuE8Uw51R8TQrHhrAEa1BWHMtjE01nmK5psmZn8sWyHMsCk7ukNG+kwphNTzHeH3C/kVUwmw2w2KxwG63B7opdB4kSYLZbC63nO914mFmYmFeYmFe4mFmoYFFdCIiqlVudxUKsFTrEgwyovRO7NrihONIMZrnuRBfUAz3CRf2pxV7RpIDJScHGgDOMtvLOgnqBA2MSVpoE7TQJGqgTdRC21QLTYIGBWFqrNmpYGAnFWKqUBSvqznDQx37F1EJSZIQHh4e6GZQLeF7nXiYmViYl1iYl3iYWWhgEb0WqFQqjpatgokTJ6KgoAD/+9//qrT+1q1bccMNN+Dvv/9GZGSkz3UyMzMxYcIE/Pbbb9Bqtfjnn3/OuV/mJRbmJZ7S0YH1lb9zkZ/P3OXuPDeKjxTDecSJ4sPFZ34+Ugx3dsmJW3yZ9b3Ga2oBbaIWhmQDVE1UkBI02K/SIMusQXiKFr16aGDUV3yRTsmiAFAqbV9ZnEqlZtT3/kVUXew7YmFe4mFmYmFeYmFe4mFmoaHiv4ZJeJmZmXj88cfRs2dPJCcno2vXrrj11luxadOmQDet1rz77rvIzMzE999/XyvH6Xa7sWDBAlxxxRVISUnBhRdeiJtuugnbt2/3rPPKK6+gU6dOyM3N9dp2z549SE5Oxg8//AAAePXVV3HttdeiRYsWaNu2bY20b+XKlbj00kuRkpKCK664AuvWrTvnNlu3bsVVV12F5ORkXHLJJfj000/LrbNw4UL06NEDKSkpGDx4MHbs2OF1/+LFi3H99dejTZs2SEhIQH5+foWP53A40L9/fyQkJGD37t1+H2Nubi6efPJJdO/eHc2bN0fnzp0xadIknDhxAkBJsXHkyJEYPXq0z+No27YtTp48ia1bt2Ls2LHo1KkTWrZsif79++OLL77wuz1l2e12TJs2DRdddBFatWqF8ePHIysrq8rbT506FQkJCXj33Xe9lu/atQujRo1C27ZtcdFFF2HKlCkoKvKebTohIaHcv6+++spzf0ZGBu677z707t0biYmJePLJJ8/rWP1R3+c23X1MweZ/ZdidJQVmu7Pk9u5jvgvO51pftstw/OtA4apCnH71NE5NOIVjg4/hwEUHcPCigzg26BjS70vH6ZdOo2B5Aey/2T0FdHWcGppOBmT3McN4XwwavtIQiZ8nIvnXZLQ62ArJm5PR+svWaDi7IRpMiEXb2yJgbWFAp87aSgvoAEeWB0p9719E1cW+IxbmJR5mJhbmJRbmJR5mFhpYRA9Rx48fx9VXX40tW7bg8ccfx9q1a7FkyRL06tUL06dPD3Tzas2RI0eQmpqKlJQUxMXFVWsfTqfT53JFUXDPPfdg3rx5GDduHDZs2IDPPvsMTZo0wfXXX4/Vq1cDAB544AE0adLE63kuLi7GxIkTcd1116F///6eZYMHD8Ytt9xSrXaebfv27bjvvvtw4403Ys2aNbjqqqswbtw4/PvvvxVuc+zYMdxyyy3o1asXvv/+e9xxxx145JFHsGHDBs86X331FZ555hlMmjQJq1evxoUXXogxY8YgOzvbs47NZkO/fv3wwAMPnLOdM2fORKNGjap1jLm5uRg8eDA2b96MF154AVu2bMGbb76JI0eO4JprrsHRo0chSRLmzp2LHTt24KOPPvI61pkzZ+K5555DkyZN8Ntvv6Ft27ZYsGAB1q5di5EjR+LBBx/0fMhRHU8//TR++OEHvPPOO/j888+Rnp6OO+64o0rbfvfdd/jjjz/KPTfp6ekYNWoUmjdvjpUrV2LJkiXYu3cvJk6cWG4fpcdd+u+qq67y3Od0OhEbG4sHH3wQF154YbWPkfwXaZKQmQ+s+l3G5n9krPpdRmZ+yfIK189TsOYHJ3752IKfn8+F+pVsGB85icM9D+NAywM4esVRnLrzFE6/eBqFnxfCvsMOOa/kGxruWDXkjgZEjIpA3KNxaPx2YzRb0wwt/m2BFn+1QNTSpjhyX0OETYhF5IhImC42QZughaQ+vxO7kpHlKhh1PEEkIiIiIiKi0MLpXELUtGnTAACrVq2CyWTyLG/Tpg1GjRpV4XalU6x07NgR77//PpxOJ+6880488MADmDVrFpYuXQqDwYApU6Zg5MiRnu3++ecfPPnkk/jjjz9gMBgwaNAgPPXUUwgLCwNQMoL7ueeew6effgqVSoUbb7zRMz1BKVmW8cYbb2DJkiXIyspCcnIyJk6ciMGDB1fpmHv06IG0tDQAwPLly3HDDTdg3rx5OHHiBB5//HFs3rwZKpUK/fr1w4wZMxAfXzKpwUsvvYTvvvsOY8eOxWuvvYa0tDTPfsr6+uuvsWrVKnzwwQcYMGCAZ/mLL76I3NxcTJ48GZdeeilMJhNeffVVXHXVVfjmm28wePBgvPbaaygoKMDTTz/t2W7y5MkA4HPkd3W8//776NevH+655x4AwJQpU/DTTz/hgw8+wOzZs31u89FHH6FZs2Z46qmnAACtWrXCr7/+infffRf9+vUDUDK6f/To0Z68X3jhBaxbtw5Lly7F/fffDwAYP348gJJR7ZX58ccfsXHjRrz77rv48ccf/T7G2bNnIz09HVu2bEGDBg0AlIzAXrJkCXr37o3p06dj8eLFSEhIwDPPPIPHH38cffv2RdOmTfHwww+jb9++uP766wEAEyZM8Nr3HXfcgY0bN+K7777zfNDhj4KCAixduhTz589H7969AZR8K6Fv3774/fff0aVLlwq3PXXqFB5//HF8/PHH5T5UWbt2LTQaDZ5//nmoVCWfe77wwgu48sorcfjwYSQnJ3vWjYyM9DwvZ2vatCmeffZZADX3mqvP/JlypVm8hAaRKmz6R8axbAXxEUCftioYdBIURYE7ww3HPgece51w7ncCex1ov88JpaCkKB79337k//4BgCpCBV0LHZwJWpyM0MLRRAtzax1OmTRQjCp0a6FCo3jfxWyOGCciIiIiIiLyD4voflIUBYqt8jlfZdTOfM2SUarSV0Byc3Oxfv16TJ061auAXqqi+cRLbdmyBY0bN8bnn3+O3377DQ8//DB+++039OjRAytXrsTXX3+NqVOnok+fPmjSpAmsVivGjBmDLl26YNWqVcjOzsYjjzyC6dOnY968eQCAd955B5999hlefvlltGrVCu+88w5Wr16NSy65xPO4r7/+Or744gu88MILSE5OxrZt2zBhwgTExsaiZ8+e5zzub7/9Fg8++CDMZjOeffZZGAwGyLKMsWPHIiwsDJ9//jlcLhemT5+Oe+65B8uXLwdQkumRI0fw7bff4r333vMUKs/25ZdfIiUlxauAXurOO+/Et99+i59++gkDBw5Ey5Yt8eijj+Kxxx6D2WzG/PnzsXjxYr8veNWqVatK77/uuus8BfLff/8dd955p9f9/fr184yQ9+X333/3FHzLblNaVHc6ndi5c6enWA6UzEneu3dv/P77734dS1ZWFh555BH873//g9Fo9GtboORDlq+//hrDhg0rVyg2Go249dZbPR9oREdHY8SIEVi9ejUmTZqEa665Bnv37sX69esrfYzCwkKv5/yLL77A1KlTK91m8eLF6NGjB3bu3Ini4mL06dPHc1/Lli2RkJBQaRFdlmVMmDAB99xzD9q0aVPufqfTCa1W6/W6NBgMAIBff/3Vq4g+ffp0TJ48GUlJSbj55psxcuTIoPja2NlTz4SC3ccU5FkVdGtRUgy3OxVsPygjyuR7nm+DTkKnSBnbNttxoVKM/CXFyNzrgHO/E3J+Bb8zVIC9gRbhF2hhbq2HtqUWuhY66FrooI5Te7JNdCrY9I+MwwXwKtBX5FxzkZfNiwX34BeK/YuoLrDviIV5iYeZiYV5iYV5iYeZhQYW0f2k2BQcaHUgII/dcn9LSBV8/b+sI0eOQFEUtGzZslqPExUVheeeew4qlQotW7bEm2++CZvN5hm5+8ADD+CNN97A9u3bMWTIEKxYsQIOhwOvvvqqp2g/Y8YM3HbbbZg+fTri4+Px3nvv4f7778c111wDoGQkbdkpQxwOB15//XUsXboUXbt2BQAkJSVh+/btWLx4cZWK6LGxsdDpdDAYDJ4i608//YR///0XP//8MxISEgCUzEV+2WWX4c8//0THjh0BlEyt8uqrryI2NrbC/R86dKjConbp8kOHDnmW3XHHHVizZg1uvvlmjB071usDg6r6/vvvK72/bFE+KyvLM7q+VFxcXKVzcmdmZvrcprCwEDabDfn5+XC73eWmxomPj8fBgwerehhQFAUPPfQQbr75ZnTo0AHHjx+v8ralTp8+jfz8/EozKP1AJDq6ZOzuiy++iMsuuwy//PIL3n333Urz/frrr/HXX395jdofMGAAOnXqVGm7SqdfycrKgk6nK/chVXx8fKUZvPHGG9BoNBg3bpzP+y+55BI888wzeOuttzBu3DhYrVY8//zzAEryKzV58mT07t0bRqMRGzduxLRp01BUVFThfuuSKBeC9Wd0eaRJwr5TClb9LqNhlISMPAWQgKQ4CYpTgfOAE46/HXD84yj5/28H3NlutAZQ7vRJBWiba6Fvo4eutQ661jroW+thaaTBmj3AwE4qxJgrfu836CR0aaHC6h0yurSovIBeFWXz4sU/g58o/Yso2LDviIV5iYeZiYV5iYV5iYeZhQYW0UPQ2dOk+Kt169Zeo17j4+O9Rsiq1WpER0d75sTev38/2rZt6zXqvVu3bpBlGQcPHoRer0dGRoZXMVKj0aBDhw6eth45cgQ2mw033nijV1uKi4vRrl27ah/L/v370aRJE08BvfT4IiMjsX//fnTs2BGSJCEhIaHSAmupcz23Wq3W87MkSZgwYQJuvPFGn/NXV0XZUcYi+9///geLxVKlOdPPV9kM4uLicNNNN2HNmjUYOHBghdts2bIFkyZNwosvvuj1WjebzTCbzbXW1p07d+L999/H6tWrKxwx3qZNG8ybNw/PPPMMZs2aBbVajdtvvx3x8fFe/fShhx7y/NyuXTtYrVZP4T3QwsPDUVhYGOhmnJM/o8tLp2jZsq0YuesdSMhwIvG0E+69Tuzf7wCKfTyABNgbahGRqoP5Qr2nWK5toYXKx0U7iywKUEvfbKqMKHlRCeZFVD3sO2JhXuJhZmKpSl6KXDJopNyAEwWQVBx0UZeCqX/xdVE1wZQZVR+L6H6SjBJa7q98hLdKpaqVT5kkY9XegJKTkyFJEg4cqN6I+bJFSKDkzVCj0ZRbVpPHWPrVlkWLFpW7sKJOV/vzCPia9uZsycnJ2L9/v8/7SpenpKR4LS993tRqdbXa5c90Lr5GPGdnZ5cbaV5WgwYNfG4THh4Oo9EItVoNtVrtdRFRwPeo98ps2bIFv//+e7kPBa655hoMGzYMr7766jn3ERsb6/nww5f9+/dDo9GgWbNmXss1Gk2lz//PP/+M2267DU8//TRuuOEGr/v8mc4lPj4eTqcT+fn5XqPRK3uufvnlF2RnZ6N79+6eZW63G88++yzee+89/PLLLwCAYcOGYdiwYcjKyoLJZIIkSViwYEG5Yy2rU6dOmDdvHhwOB/R6faXHQCUqG10OAK7TLjh2OmDfaYdjV8n/TU+4PNtby+xLFa6Cvq0eugt10F+oh76tHnKKDofyJTRsLFXp4pucSoWIiCi4sFhE9Vnuglw4DzoR/1g81DFquHPcyJqVBV0LHWLujgl08yhA+Lqg+oRFdD9JknTOKVVUKlUgBg96REdHo1+/fli4cCHGjRtXrkB8dpHvfLVq1QqfffYZrFar57G2b98OlUqFFi1aICIiAg0bNsSOHTtw8cUXAwBcLhd27tyJ1NRUACWjw/V6PU6cOFGlqVv8advJkydx4sQJz2j0ffv2IT8/H61bt/ZrX0OHDsV9992H77//vty86AsWLECjRo1w6aWX1ljbAf+mc+nSpQs2b97sucgnUDKdTWUXtOzSpUu5C3yW3Uan06F9+/bYvHmzZyS3LMvYvHkzxo4dW+XjeO655zBlyhTP7YyMDIwePRpvvfXWOadLKaVSqTB48GCsWLECkydP9poX3Waz4cMPP8TAgQMRERFR5XZt3boVt956K6ZPn46bbrqp3P3+TOfSvn17aLVabN68GYMGDQIAHDhwACdOnKgwg+HDh3vNoQ4AY8aMwfDhwzFixIhy65cW45cuXQq9Xl/p623Pnj2IiopiAd0PZS8AevJgMRqnO9A6vxiud+04tNMB10mXz+3sjbSI6KBHeKq+pGB+oR6aRI3PbxekRlW9Pf5MpcKCOxERUe1jsYjqM12KDgXLCnB8+HEYuxlh224DJMDcv/a+uUvBj68Lqk9YRA9RM2fOxNChQzFo0CBMnjwZbdu2hdvtxk8//YRFixZh48aNNfZY1113HV5++WU8+OCDePjhh3H69Gk88cQTGD58uKfoN27cOMyfPx/Jyclo2bIlFixYgIKCAs8+zGYz7rrrLjz99NOQZRndu3dHYWEhtm/fDrPZ7LOgWBV9+vTBBRdcgAceeADPPPMMXC4Xpk2bhp49e6JDhw5+7WvIkCFYuXIlHnroITz++OPo3bs3CgsLsXDhQqxduxaLFy8uN4q/MidOnEBubi5OnjwJt9uN3bt3AygZ8R4WFub5uarGjRuH66+/Hm+//TauvPJKfPXVV9i5cydefPFFzzqzZs3CqVOn8NprrwEAbr75ZnzwwQeYMWMGRo0ahc2bN2PlypVYtGiRZ5vx48fjoYceQvv27dGpUye8++67sNlsGDlypGedzMxMZGZm4siRIwCAf//9F2FhYUhISEB0dLTXdDoAPMeXlJSEJk2aVPkYH330UWzZsgU33ngjpk+fjjZt2uD48eN48cUXoVKp8Oyzz1Z5X1u2bMGtt96KcePG4ZprrvHML67Vaj1zqvsznUtERARGjRqFZ555BlFRUQgPD8fjjz+OLl26eBXRL730Ujz22GO4+uqrERMTg5gY7z+4NBoN4uPjva5p8MEHH6Br164wmUzYtGkTnnvuOUybNs3zYdj333+P7OxsdO7cGXq9Hj/99BNef/113H333V77Ln2NFRUVIScnB7t374ZOp/P7A6VQI9tkOHY7YPvdBvsfdiT/YUfSqZKCeX7ZFSVAm6KFob0B+nZ6GNobYE3W4fsD0jnnLa9tnLuciIio9rFYRPWZeYAZxq5GpE9Kh2WtBYb2BjSa2wjqmOp965pCA18XVJ8EVRH977//xtdff43Dhw8jNzcXkydP9prmwJc9e/Zg0aJFOH78OGJjYzF8+HD069evbhpcgWC4YEBSUhJWr16N1157Dc8++ywyMzMRExOD9u3bY9asWTX6WEajEUuWLMGTTz6JQYMGwWAwYNCgQXjqqac869x1113IyMjAxIkToVKpMHLkSAwcONBrTqgpU6YgNjYW8+fPx7FjxxAREYHU1NTzmkdbkiR88MEHePzxx3HddddBpVKhX79+mDFjhmedqs4hL0kS3nnnHbz33nt49913MW3aNDidTkRFRWHNmjV+FyLnzJmDzz77zHP7qquuAgB89tln6NWrl1/7AkrmoZ8/fz5efPFFzJ49G8nJyXj//fdxwQUXeNbJyMjAyZMnPbebNWuGRYsW4emnn8b777+Pxo0bY86cOV59aMiQIcjJycFLL72ErKwsXHTRRVi8eLHXFCUfffQR5s6d67l93XXXAQDmzp3rVWw/l4SEhEq3iYmJwcqVK/HKK69g6tSpyMjIgNvtRteuXfH99997it9V8dlnn8Fms2H+/PmYP3++Z3nPnj2xfPnyKu+nrKeffhoqlQp33nknHA4H+vXr57kIaKmDBw96fYBUFTt27MBLL70Eq9WKFi1aYPbs2bj++us992u1WixcuBBPP/00FEVB8+bN8dRTT2HMmDFe+yl9jQEl87GvWLECiYmJnmljaksg5347+8KgiqLAecgJ+x922P+0w/6HHY6/HcBZg8wVCdAka2HqaIAh1QB9ez30F+mhDvc+GZScClKdSkiNAOdcfWJhXkTVw74jlmDJi8WiqguWzKhqqpqXOkaNuKlxSBuThripcXztB0iw9S++Ls4t2DKj6pGU870KZQ3asWMH9u7di5SUFLz00kvnLKJnZmbi4YcfRv/+/XH55Zdj9+7dWLhwIR599FF07NjRr8fOyspCcXH5K8EVFBT4NT0E1S+7du3CqFGjMGrUKDzxxBOBbo7Qjh07hj59+mD9+vXl5pavzCeffIJp06bhrbfeqvTioeS/mnr/q+nrRJxdGK9oGQDs2utC0e82JJ90oPivkqK5nFe+LeoGahg6G2DsbITzAj02uHUY0EsT0NHlgVJb1/Wg2sG8gp9Wq/XrOiJUuYrO2f0Vin0nlOfrDra8HP84kDYmDYlLEqFvy6nzfAm2zKhy/uTF13/gBWP/4uuicsGYGZ1R1fP1oBqJ3qlTpyrPjwyUTGHQoEED3HLLLQCAxMRE/Pvvv1i1apXfRfSaxM4hlvPJKzU1FZ9++inWrFmDI0eOoHnz5jXbuHrkxx9/xJgxY85ZQD87rxtvvBFRUVHYv38/+vbtC6PRWNtNJT+FhYVV+sm7P0VxANh9TEGeVUG3FioYdBLsTgXbD8qIMkm4MFyGbbsNtl9ssP1qg36XHXqX97QsslaC+kI9IruXFM0NXQzQNDkzh7nNqeCiU6E1utwf58qLggvzIqqeUOw7oTxfdyjmFeqYmViYl1gfRDIv8TCz0BBURXR/7d+/33NhylIdOnTAwoULK9ymuLjYa/SKJEksutF5adeuHdq1axfoZgjvtttuq/a2V199dc01hOpcZUVxX/N8R5ok7DulYNVvbjR2umH7xQbTP3YYDtpx8JCz3PrqRhoUtDEgO9kAXUc9ul9thNGsqrA9nF+ciIhExPm6iaguqOPUiL4zGuq40JqyI5Q/iKwLofq6ICpL6CJ6Xl6e58J6pSIjI2Gz2eB0OqHTlR9GuGLFCq/5jpOTkzF79myYTCbP6Fan0wmHwwG9Xg+1Wg2VqqTYoigKFEWBJEnlPp1UFMWzniRJXqNlS5eXqsnlFbWlppbXZtuD5ZhKhdIxhWJOpW0p7V+hdEzBmpNarYZOp4PT6YTRaIRGc+ZXht1uR3FxMUwmE9TqMydKVqsVbrcbZrPZsx+dTud5TwwPD/dqY2FhIaLMKhw5rcb3uxQ0iVHjZI4bxcUykhuqER5+5g9/t9uN/P35iN3mRO8tNuSsL4A688xk5qVzkxnaGGDuZYahmwHazlqEtQhDoUODlb/Y8X89DAjXu877mICSC7RWdEwqlcpzAd3S59disUCtVsNkMnkdk9VqhVarhcFg8Cx3uVyw2WzQ6XTQ6898HbLs76eyv+McDkeNHROAkDumUMyp9Jh0Op3n2ELlmEItp7JtJKpNnK+77rBYRPWZJl4TkkVlfhB5fkL1dUFUltBF9OoYNmwYBg8e7Lld+seO1WotN7+iw+GA2+0uN9VHabHpbGULWWW3qWiqkJpYXlFbamp5bba9ouV1fUylhcdQOqa6WB6oY1IUxed9Ih9TsObkdrvhdJaM7LbZbD4f02q1+lxusVg8P5vNZk/bfH2FrWksEB/uwqZ/ZOxLK0Z8BDAgVQWDTkHu4VzYtthg3WKFdYsVxUfOvE+rAchqQHeRHuE9TTD2MMLYzViuWOB0OlFU5ICzWEZRkRv60mlbzuOYyvJ1TLIs+1zudrt9Lj/7W1Jl216aQVkOhwMOh6Pc8po4ptIC5dlEPiYg9HICSo7JbDZ73R8Kx3Q20Y/JarV6fQhAwSGILgtVo0L14m7BlheLRecWbJmVEmnKjroUrHnVJZE+iGRe4mFmoUHoInpUVBTy8/O9luXn58NoNPochQ6UTBav1WprtV2cD10szEsszEs8FRWWyjLoJHRpocIPm4vRLseBgs9tSN9qhfOfswpeKsDQwQDTJSa4OhuwQaXHgJ718wKgtaUqeVHwYF5E1cO+IxbmJZ5gzYxTdvgWrHnVNVE+iGRe4mFmoUHoInqrVq2wY8cOr2U7d+5E69ata+wx+GkREdH5UavVcLvdPu9T3ArsO+2wbrAif10ROv5pR+FZb7v6C/UwXmKE6ZKS0ebqiJKT2RyLAnlH1T5UMeqA1GZSvb1YqD8qy4uCD/Miqh72HbEwL/EEa2acssO3YM2LfGNe4mFmoSGoiuh2ux3p6eme25mZmThy5AjMZjPi4uLw8ccfIycnB/fffz8AYMCAAVizZg0WL16Myy67DLt378bPP/+MRx99tMbapNFoUFRUBJPJ5PWVr8qcPZ0LBTfmJRbmVTecTmeV3/N8Kf0AUpIkmEwmFBYWnpkmJtONoo1FsG6womhjEeS8M3lKANTNtTD3MZUUzXsZoYn1/avKn8I4LxZadaV5kRiYF1H1hHLfCcX5ukM5r1AVrJmJNGVHXQrWvMg35iUeZhYagqqIfvDgQTzzzDOe24sWLQIA9O3bF/fddx9yc3ORnZ3tub9BgwZ49NFH8eGHH+Lbb79FbGws7r77bnTs2LHG2hQWFgaHw+HXi52fMImFeYmFedUNSZJgNld/RM7uYwryrAq6tVAhzCkj76ciHP6yCMY/rFDt956iRRWhgqm3Cdo+JqRfYETLjjoYdecueLMwTkREVB7n6yaqnChTdlBghOIHkURUMySF85UAALKysnxehKo6wsPD+QmTQJiXWJiXGI7uLcaBzy2I2G5FxC4bJJv3twf0HfQI6xeGsMvCYOhkgKRhMTxYsI+JhXkFP61Wi/j4+EA3o8atXr0aK1euRF5eHpKSknD77bejZcuWPtfdsGED3nzzTa9lWq0WS5Ys8ftxa+qcnX1HLMxLPMGemeMfB9LGpCFxSSL0bfWBbk7ABXte5I15iYeZBbeqnq8H1Uj0UMFRsmJhXmJhXsFJURQUHyyG5XsLLN9b4PjNjqZlPqJ1R6kRfpkJEVeEwXSpqcIpWijw2MfEwrwoELZu3YpFixZh/PjxaNWqFVatWoWZM2di3rx5iIyM9LmN0WjEq6++WsctrRj7jliYl3iYmViYl1iYl3iYWWhgFaMWWK3WQDeB/MC8xMK8AqfsPOcAoLgUWH+1ouiHIhT9UITiw94jA/Xt9FD1C8PvTUzoM8yA2AhVnbeZ/Mc+JhbmRYHwzTff4IorrsBll10GABg/fjz++OMPrF+/HkOHDvW5jSRJiIqKqrtGngP7jliYl3iCPTNO2eEt2PMib8xLPMwsNLCIXgu0Wm2NTQ1DtY95iYV5Bc7uYwryTrtx0TEbHOuKULSuCHJ+mYuC6iQYLzHC3N+MsCvDoE3QIseiwP4XILF+Lgz2MbEwL6prLpcLhw4d8iqWq1QqpKamYt++fRVuZ7fbce+990JRFCQnJ+PGG29E06ZN66DFvrHviIV5iSfYM+O1A7wFe17kjXmJh5mFBhbRa4HBYGDnEAjzEgvzqnuyRYZlnQXGzwuh3WRFtvPMPC0uswq6fmFoeK0ZYX3DoDKXr5Zr1GoA/PqaKNjHxMK8qK4VFBRAluVyo8qjoqJw8uRJn9s0adIE99xzD5KSkmC1WvH111/j8ccfx9y5cxEbG+tzm+LiYq/XtiRJMBqNNXYc7DtiYV7iYWZiCcW8FFkBpDPfogX++2atAkgqsa/HFIp5hTpmFhpYRCcionLchW4U/VCEwm8KYd1gheIoKZyrABQ30uB0lzCgbxi6DTPBaKp4mLlRB3RM0cKoYxGdiKi+at26NVq3bu11+6GHHsIPP/yAUaNG+dxmxYoVWL58ued2cnIyZs+eDZPJBFku+RaU0+mEw+GAXq+HTqfzrOtwOOB0OmE0GqHRnPlzx263o7i4GCaTCTqdDuHh4QBKvmLtdrthNpu9ii1FRUWQZdmzXqnCwkKoVCqEhYV5limKAovFArVaDZPJ5FnudrthtVqh1WphMBg8y10uF2w2G3Q6HfT6Mxc1PJ9jUqvPTEsRasek0+mgVqtD6piA0Mup7DGV7WOhckyhmFPpMZXmFUrHlP5aOhz7HYh6JAqqaBWMTiNOPH0ChtYGNHygoZDHVKr051DIqVQovfZ8HVPZ98RQOaZQyqmqJKV0ktt6Lisrq8Y+FeJVd8XCvMTCvGpW2XnO3fluFH1fhMJVhbButEIpM+Jc21yL8MHhMP+fGUVJOqz5U8HATirEmM89ioOZiYV5iYV5BT+tVov4+PhAN6PGuFwu3HTTTZg0aRK6d+/uWT5//nxYrVZMmTKlSvuZO3cuVCoVJk6c6PP+ikai19Q5O/uOWJiXeJiZWEIxL8v3FmS/kA0ogLGbEbbtNkAC4h6Ng3mAOdDNOy+hmFeoY2bBrarn6xyJXgtcLlegm0B+YF5iYV41a/e/btjXWtDwFwvsm61AmbqEtkVJ4Tx8cDh0bXWeT2utFgVA1T9/ZWZiYV5iYV5U1zQaDVJSUrB7925PEV2WZezevRsDBw6s0j5kWcaxY8fQqVOnCtfRarXQarU10mZf2HfEwrzEw8zEEop5mQeYYexqRPqkdFjWWmBob0CjuY2gjhH/YrKhmFeoY2ahgUX0WmCz2QLdBPID8xIL86pc2ZHlFS1TihUUbSxC4YpC6FdboLcrsP+3rj1Ri/xeZjQdEY6ki/Ve+6kuZiYW5iUW5kWBMHjwYLzxxhtISUlBy5Yt8e2338LhcKBfv34ASkalx8TEYPTo0QCA5cuXo1WrVmjUqBGKiorw9ddfIysrC1dccUXAjoF9RyzMSzzMTCyhmpc6Ro24qXFIG5OGuKlxIVFAB0I3r1DGzEIDi+i1QKfTwel0BroZVEXMSyzMq3K7jynIsyro1kIFg06C3alg+0EZUUagZZYTBSsKYFlpgTvnzBzlmuZaZPcyI62zGeEX6tCnbcm2FTHqgNRmEoy6ClfxwszEwrzEwrwoEHr16oWCggIsW7YMeXl5aN68OaZNm+a52Gh2drbXh7AWiwXvvPMO8vLyEBYWhpSUFMyYMQOJiYkBOgL2HdEwL/EwM7EwL7EwL/Ews9DAOdH/wznR6y/mJRbmVbljWSVFcyhAwygJebsdiNpUiIbbLFBOnPkKmTpOjfAh4QgfFg5DRwNyi4DVO+Qqz3PuD2YmFuYlFuYV/EJtTvRA45zo9RPzEg8zE0so5+X4x4G0MWlIXJIIfVv9uTcQQCjnFaqYWXDjnOhERPVQs3gJsW4Fu97Jh/6HQjQ4XPJptwJACpNgHmhGxHURMPU2QdKULZbz81QiIiIiIgot6jg1ou+MhjouNKZyIaLAYRGdiCgEKG4F1o1W5C/Nh+V7C2JKB+lpgLB+YQi/LhzmAWaojKqAtpOIiIiIiKiuaOI1iLk7JtDNIKIQwCJ6LeA8R2JhXmKpj3lVdrHQ4iPFKPi0AAWfFcCVfma6Fs1FehzsHo5Od0Ygrtm53+r9nefcH/UxM5ExL7EwL6LqYd8RC/MSDzMTC/MSC/MSDzMLDSyi1wKHwxHoJpAfmJdY6mNeZ18s1Jrnxp4PCxH+fQFUf9o966miVYi4LgKRIyNRlKRD1g4ZqpiqjTw36iSkJtXsXOil6mNmImNeYmFeRNXDviMW5iUeZiYW5iUW5iUeZhYaWESvBXq9nh1EIMxLLPUxr0iThH0nZfz4iRUJmwuhW1+ISNt/c5hLgKmfCZGjIhHWPwwqfUnRXHYqtTay3F/1MTORMS+xMC+i6mHfEQvzEg8zE4soeSmyAkg+vqGrAJKqdgYEBSNR8qIzmFloYBG9Fuh0OnYOgTAvsdS3vGSrjIjvC9D5w3wU7zlz3JpmWkSOikDE9RHQJmjLbVebI8v9Vd8yEx3zEgvzIqoe9h2xMC/xMDOxiJJX7oJcOA86Ef9YPNQxarhz3MialQVdC129mvdclLzoDGYWGlhEJyIKQo79DuQvykfBZwWQC+WShToJp7uHIeWuSDToZ6pXoy2IiIiIiKh+06XoULCsAMeHH4exmxG27TZAAsz9zYFuGhHVAyyiExEFCcWpwLLagrxFebD9bPMs1zbXIvLmSMiDIvDbEQltOqlYQCciIiIionrFPMAMY1cj0ielw7LWAkN7AxrNbQR1jDrQTSOieoBF9FrAr2iIhXmJJVTyUpSSOc0lSULxiWLkL8lH/sf5cGe5S1ZQAWH9wxB1axRMfUpGnedYFOCIHMBWV0+oZFZfMC+xMC+i6mHfEQvzEg8zE4tIealj1IibGoe0MWmImxpXLwvoIuVVVn2e017UzMgbi+i1wOl0BroJ5AfmJZZQyWv3URlFP9uQsCYftnVFwH+1cSVWjdibIxE5OrLcXOdGHYLmYqH+CJXM6gvmJRbmRVQ97DtiYV7iYWZiYV5iqe28aqvYLeKc9jX1XLCPhQYW0WuB0WiEzWY794oUFJiXWII5r7KjyytaJjtkFH5VCMPbedDvdaD0SCztDDh9VSRajwpHXBOVz/0H08VC/RHMmVF5zEsszIuoeth3xMK8xMPMxMK8xFLbedVWsVvEOe1r6rlgHwsNLKLXAo2GT6tImJdYgjmv3ccU5FkVdGuhgkEnwe5UsP2gjCiThLZmN/IX5SPvwzzPlC2SQULBFeE4enkkwtvq0KdtyXahJpgzo/KYl1iYF1H1sO+IhXmJh5mJRbS81HFqRN8ZDXVc/ZvKBaj9vGqr2C3inPY19VyI1sfIN6ZIRFRDIk0S9p1SsOp3GQ2jJGTkKdAfd6DJTwU4/G0hFEfJqHRNIw2ixkYhckwk8rUq7N0ho1+L0CygExERERFR/VLbc19r4jVBO/1HKKjNYrdoc9qLWPin2sMiOhFRDWkWL6FBpAqb9riR90MRWn6fD+MOG/67VCj0HfWIHh+N8EHhkLT/nTxalIC1l4iIiIiIqKaJOPc1eROt2F2b+FxQKRbRa4Hdbg90E8gPzEsswZyX4lTg+KIAKW/kwH2ouGShCjAPNCP6zmgYuhq8RmPUF8GcGZXHvMTCvIiqh31HLMxLPMxMLDWdl4hzX4uE/Us8zCw0sIheC4qLiwPdBPID8xJLMOYlF8nIX5yP3AW5cKW7AAAuowrmURFofGc0tM20FW5r1AGpzSQYdXXV2roXjJlRxZiXWJgXUfWw74iFeYmHmYmlpvPiFBi1S/T+VR/ntBc9MyqhCnQDQpHJZAp0E8gPzEsswZSXO8eN7Jeycaj7IWQ9mwVXugvqRmqYpsZh5xtJMD8aX2kBHQCMOgmpSSoYQ3g+9GDKjM6NeYmFeRFVD/uOWJiXeJiZWGojr9IpMABwCowaVlf9q7aK3aVz2mvixRnXe77PBd8TQ4M4r1iBqNX85SAS5iWWusxLUUrmKz/7gjjFJ4qRtyAP+UvyodhL1tEmaxFzXwzCrwuHQ5Jw0SklpEeX+4N9TCzMSyzMi6h62HfEwrzEw8zEwrzEUld5iXQB12C/mC37WGhgEZ2IqAK7jynIsyro1kIFg05C4R47Dr2UC8O6Qkj/XS1Un6pHzP0xMF9thqQu+eVsBJCaFLojy4mIiIiIiIiCBS9mS3WBRXQiogpEmiTsO6Xgx0+taPp1HvRbi2D87z7jJUbE3B8DUx9TvbxYKBERERFRbajtEaVUd+rj3NcUGLyYLdUFSSmdr6Cey8rKqrGJ/tVqNdxud43si2of8xJLXeZl32VH5ounYf+xyLPMeFUY4h6IgbGTsZItqSz2MbEwL7Ewr+Cn1WoRHx8f6GaEjJo6Z2ffEQvzEs/5ZJbzdg5HlNYx9jGxMC/f3DlupE9Kh32nPeguZsvMgltVz9c5Er0WsGOIhXmJpS7ysu+24/Tc0yha81/xXAVkX2JGy8di0aCDvtYfP9Swj4mFeYmFeRFVD/uOWJiXeM4nM44orXvsY2JhXr6VXsw2bUxa0F3MlpmFBlWgGxCKzGb+chcJ8xLL+ealKArO/gJO6TLH3w6cvOMkjl11rKSALgHh14UjalUSjtzXEJoWvFJodbCPiYV5iYV5EVUP+45YmJd4zicz8wAzmi5vCm2SFpa1FmiTtGi6vCnMA/g6qC3sY8FBkSv4W1X2XlYf8qrqcyGK+pBZfcAiei3g/MhiYV5iOd+8dh9TsPlfGXZnyS9fu1PBtm9t+Pemkzja/ygs31lKiudDw9F8Q3M0fr0xNCksnp8P9jGxMC+xMC+i6mHfEQvzEs/5ZlY6ohRA0I0oDUXsY8Ehd0EuMqZkwJ1TMmrZneNGxpQM5C7I9VqvPuRV1edCFPUhs/qA07kQUb1SerHQVb/LaJLnhPr9HMT+/N+0LRJgHmxG7KRY6FufmbbFqANSm0kwspZOREREREREtYBTGZ1R3eeCF7Ol2hSURfTVq1dj5cqVyMvLQ1JSEm6//Xa0bNnS57oulwtffvklNm7ciJycHDRp0gRjxoxBx44d67bRRCSEZvESYgrc2P9kNkwbLZD++zaYedB/xfMLys95btRJSE3iJ8dERERERHT+FFkBJO/RqYqiAAogqfh3R31lHmCGsasR6ZPSYVlrCbqLY9al6j4XmngNL0BMtSbopnPZunUrFi1ahOuvvx6zZ89GUlISZs6cifz8fJ/rL126FD/88APGjh2LuXPnon///pgzZw4OHz5cxy0/o6ioKGCPTf5jXmI5n7zcOW5kPpWJk1ccQdiGkgK6bkAYkn5IQpMFTXwW0On8sY+JhXmJhXkRVQ/7jliYl3hqIrNQHlEabFNVsI8Fj6pMZVRf8gqlaZ3qS2ahLuiK6N988w2uuOIKXHbZZUhMTMT48eOh0+mwfv16n+tv2rQJw4YNQ+fOndGwYUMMGDAAnTp1wsqVK+u45WfIshywxyb/MS+xVCcv2SYj5/UcHO51GHnv5QHFgLaXEX/PSkTE602gv5DF89rEPiYW5iUW5kVUPew7YmFe4qmJzEpHlGrig/IL9OdFl6KD/Xc7jg8/jowpGTg+/Djsv9uhC9C1mNjHxMK8xMPMQkNQFdFdLhcOHTqE1NRUzzKVSoXU1FTs27fP5zbFxcXQ6bx/0eh0Ouzdu7dW21qZ8PDwgD02+Y95icWfvBS3gvyl+TjS+wiyX8iGXChDf6EeCR8nIPKDRFiTWTyvC+xjYmFeYmFeRNXDviMW5iUeZlY58wAzmi5vCm2SFpa1FmiTtGi6vCnMAwIz9zXzEgvzEg8zCw1B9ZFuQUEBZFlGVFSU1/KoqCicPHnS5zYdOnTAN998g7Zt26Jhw4bYvXs3fv311wo/5SkuLkZxcbHntiRJMBqNNXYMRFT3FKVkYvPSOQUVRUHRuiJkP58N514nAECTqEHclDiEDwuHpJKgciq8WCgREREREQVE6VQVaWPShJ+qgmpWKE9l5C8+FxRMgqqIXh1jx47F22+/jYkTJ0KSJDRs2BD9+vWrcPqXFStWYPny5Z7bycnJmD17Nkwmk6fw7nQ64XA4oNfrvUa5OxwOOJ1OGI1GaDRnnjq73Y7i4mKYTCao1WrodDqEh4fDarXC7XbDbDZ7XTCkqKgIsiyX+ySqsLAQKpUKYWFhnmWKosBisUCtVsNkMnmWu91uWK1WaLVaGAwGz3KXywWbzQadTge9/swo2/M9plKheEylxxFKxxSKOZUeU2n/KntMfx12wS7r0fMCPeSdVhx7PA3WrRYAgDpKjcaPNEb8+HhIeslzTA1iTWgQGxzHFIo5lT0mnU4HlUoVUscEhF5OpccElB8pIfoxhWJOpcdU9j0xVI4p1HIq20YiIiKic+HFMc/gc0HBRFJKh3AGAZfLhZtuugmTJk1C9+7dPcvnz58Pq9WKKVOmVLit0+mExWJBdHQ0lixZgj/++ANz584tt15FI9GzsrK8lp+P8PBwFBYW1si+qPYxL7H4yutYloI/f3ag0UenEbW1pAgoayVox0Sh+SMxUEfxU+tAYh8TC/MSC/MKflqtFvHx8YFuRsioqXN29h2xMC/xMLOqcfzjQNqYNCQuSYS+beCmmmReYmFewUmRFUCC16AKRVEABYiIjGBmQayq5+tBNSe6RqNBSkoKdu/e7VkmyzJ2796N1q1bV7qtTqdDTEwM3G43fvnlF3Tt2tXnelqtFiaTyfOvNqZyYccQC/MSy9l5yTYZYYtz0Pah44jaWgRFAixXhiNxQxJazIxnAT0IsI+JhXmJhXkRVQ/7jliYl3iYWdUEy1QVzEsszCs45S7IRcaUDLhz3AAAd44bGVMykLsgl5mFiKCbzmXw4MF44403kJKSgpYtW+Lbb7+Fw+FAv379AJSMSo+JicHo0aMBAPv370dOTg6aN2+OnJwcfPbZZ1AUBUOGDAnYMZROW0BiYF5iKc1LURRYVluQ9UwWXMddAABNdyP+Gh6LvkONMJulc+yJ6gr7mFiYl1iYF1H1sO+IhXmJh5lVTbBMVcG8xMK8gpMuRYeCZQU4Pvw4jN2MsG23ARJg7m9mZiEi6IrovXr1QkFBAZYtW4a8vDw0b94c06ZN81xsNDs72+urEcXFxVi6dCkyMzNhMBjQqVMn3H///V5zZ9a1sLAwfsokEOYllrCwMGT/kY2sJ7Jg3WQFAGgaaxD/ZDycl4XB9mfQzFBF/2EfEwvzEgvzIqoe9h2xMC/xMDOxMC+xMK/gZB5ghrGrEemT0mFZa4GhvQGN5jaCOkbNzEJE0BXRAWDgwIEYOHCgz/uefvppr9sXXnghXnnllTpoFREFmrvAjePPH0fmO5mAC5D0EqLvjkbM/TFQmVTIsSgAWEQnIiIiIiIiorqljlEjbmoc0sakIW5qHNQxnF42lARlEZ2IqCxFVlDwWQGyn8+GO7tkfrGwq8IQ/1Q8dEk6z3pGHZDaTIJRV9GeiIiIiCjUVXZxN0nFKf+IiCiw+HtKTCyi1wJF4UhYkTCv4FSai/1PO7KeyIJ9hx0AoG+lR9xTcQi7rPyUTUadhNQk/sIJNuxjYmFeYmFeRNXDviMWf/PKXZAL50En4h+LhzpGDXeOG1mzsqBroQuK+afrA/YxsTAvsTAv8ZydGX9PiYlF9FpgsVgC3QTyA/MKTrv/dsH9+mmYVhYAAKQwCQVjYuAYE4WklvxKlEjYx8TCvMTCvIiqh31HLP7mVdnF3ahusI+JhXmJhXkFN3WcGtF3RkMdd6ZucXZm/D0lJknhR1gAgKysLBQXF9fIvtRqNdxud43si2of8wo+ltUWnHw0A8gqycV2ZTiOjIyBK0aDHq01SIzh25ZI2MfEwrzEwryCn1arRXx8fKCbETJq6pydfUcs1cnLneNG+qR02HfavS7uRnWDfUwszEss1cmL04cElq/M+HsqeFT1fF1VB22pd0wmU6CbQH5gXsHDle7CyfEncXLcSSDLDU1zLdJnNcGeOxrAlKDBoM4qtE3iJ7OiYR8TC/MSC/Miqh72HbFUJ6/Si7sB4MXdAoB9TCzMSyzVySt3QS4ypmTAnVNSyHXnuJExJQO5C3Jrunnkg6/M/Pk9pchKuSlhFEUp+XCE6gyncyGigFNkBfmL85H9fDbkQhnQADF3xyBmYgyi3BLSdsjo0kIFg46fkBMRERHVRxxFSURUfZw+RGycQz04sIhORAHlPOBExiMZsP1qAwDoO+rRaE4j6C/Ul6xg4SerRERERPUdCwhi44cgFEpEfD2bB5hh7GpE+qR0WNZaOH2IYPghSHDgdC61gHOJiYV5BYbiVHD6ldM42v8obL/aIJkkxD8Tj2ZfNztTQPeBeYmHmYmFeYmFeRFVD/uOWNxuN3QpOth/t+P48OPImJKB48OPw/67HboUXYXb+bq4G9WNs/sYp5IIbnxP9E+gX8/VzYvTXAVORZlV9feUeYAZTZc3hTZJC8taC7RJWjRd3hTmASyi1yWORK8FVqs10E0gPzCvumfbbkPGlAw49zkBAGGXh6HBrAbQJmrLrWvUAanNJBj/+/uIeYmHmYmFeYmFeRFVD/uOWKxWa7VGUWriNRylHiBn9zGOogxufE/0T6Bfz8xLPBVl5s/vqdIPQdLGpAnxIYiI39g4F45ErwVabflCIAUv5lU3FEWB2+pG5lOZOD7sOJz7nFDHqdHojUZosqiJzwI6ABh1ElKTVDD+Nx868xIPMxML8xIL8yKqHvYdsZTmxVGU4ji7j3EUZXDje6J/Av16Zl7iqY+ZBfobG7WBRfRaYDAYAt0E8gPzqht7vrdh7xXHkPdeHqAAYTdE4NSCpjjayez1yeS5MC/xMDOxMC+xMC+i6mHfEQvzEo+vzPghSPBiH/NfIF/P55MXp7kKjPrYx6ozDVuw43QuRFSrFJeCnNdzoJt3GnABxdFqFD3SALtamwAFaGYS82s8RERERERERCLhNFdiE+lDkFC8mG21iug5OTn4999/kZaWhsLCQgBAeHg4EhMTccEFFyAmhh2SiADnASfSJ6bDvsMOADANMmPvzXHIgBrxJqBPWxUMOhbRiYiIiKhqRCogEBER1STRPgQRbR73c6lyEd3hcGDDhg3YsGEDDh06VOm6LVq0QL9+/dCvXz/odOIO068ul8sV6CaQH5hXzVNkBXkf5iF7RjYUuwJVpAoNZjZA+NBwmIqA1TtkdGlRvQI68xIPMxML8xIL8yKqHvYdsZTNS7QCQn1VUR/jhyDBie+J1ROo1zPzEk+wZhaKF/+sTZKiKMq5Vlq5ciW+/vprFBQU+LXziIgIDBkyBIMHD652A+tKVlYWiouLA90MIuEVnyxGxsMZsP5UcvVpUx8TGs5tCG2Tkgtp5FgUrN4hY2AnFWLMfFMmIqLQptVqER8fH+hmhAyesxMRERHVjJy3c+A86ET8Y/FQx6jhznEja1YWdC10NfaBteMfB9LGpCFxSSL0bfU1ss+aVtXz9SqNRF+8eLHn58TERLRv3x7Jyclo1KgRzGYzFEVBUVER0tPTcfjwYezcuRNpaWkoKCjARx99JEQRvSbpdDo4nc5AN4OqiHnVDEVRUPhlITKnZ0LOlyEZJMQ9HoeoW6Nq9BNM5iUeZiYW5iUW5kVUPew7YmFe4mFmYmFeYmFe4gnWzHQpOhQsK8Dx4cdh7GaEbbsNkABzf3ONPUYofQOpSkV0k8mEK664AldccQUaN25c4XqtW7fGpZdeCgA4deoU1q1bh3Xr1tVMSwWi1+uDsnOQb8zr/Llz3MiYlgHLSgsAQN9Rj8avNoauZfnpnIw6ILWZBGM1Z3piXuJhZmJhXmJhXkTVw74jFuYlnvqWmehTItS3vETHvMQTrJnVxcU/Q2katioV0d9++23o9f4NuW/cuDFuuukm3HDDDdVqGBEFP0VRYPvVhvR70+FKdwFqIGZiDGIeiIFKq/K5jVEnITUp+E8kiYiIiIiIqiJ3QW6tT4lARFQbQu3in7WpSkV0fwvoNbUtEQUvRVbwz8wcqBechiQD2hQtYl5phJ1hOkSdBFKTAt1CIiIiIiKi2lcXUyIQEVFgVamIDlTvSrIaTZV3H1KC8SsaVDHm5T/XaRfSH0yHZn3JxUNz+5jheqQB/nBKQD6QFFd7I82Zl3iYmViYl1iYF1H1sO+IhXmJp75lVhdTItSm+paX6JiXeJhZaKhylXvMmDF+7ViSJCxdutTvBoUCh8MR6CaQH5iXf6y/WD3Tt0gGCdFPx+NoqhlZhRLiI4A+bVUw6GqviM68xMPMxMK8xMK8iKqHfUcszEs8dZlZsMxHLvKUCOxjYmFe4gn2zELp4p+1yfekxTVAUZTa2nXQ4xQ2YmFeVaPICnJez0HaDWlwpbuga6lDs2+aIe7mKHRpWfJG26VF7RbQAeYlImYmFuYlFuZFVD3sO2JhXuKpy8xyF+QiY0oG3DluAIA7x42MKRnIXZBbZ20QHfuYWJiXeII9s9KLf2ri6+eMIlVVa0X0+kyn0wW6CeQH5nVurtMunLj5BLJfyAbcQPh14Wj2bTPo29b9LwLmJR5mJhbmJRbmRVQ97DtiYV7iqcvMdCk62H+34/jw48iYkoHjw4/D/rsduhS+bqqKfUwszEs8zCw0VOsjBqPRiEsuuQRXXHEFUlJSarpNRBRErNusOHXfKbjT3ZAMEhrMbICIkRFeX5ckIiIiIiIKhGCaj1ykKRGCZRocIhID3zP8KKLPmjULa9euxZYtW2Cz2bB27VqsXbsWzZs3xxVXXIHevXvDZDLVZluJqA54pmJSgJzXc3D6pdOADGhbatHknSbQX1B+9LlRB6Q2k2Dkh6tERET1wurVq7Fy5Urk5eUhKSkJt99+O1q2bFnh+j///DM+/fRTZGVloVGjRhgzZgw6d+5chy0molAWLPORl06JIILcBblwHnQi/rF4ILxkGpysWVnQtdAJcwxEVHfKvmeoY9T18j1DUvycvNzhcGDLli1Yt24dDhw44Fmu0+nQo0cPDB06FImJiTXe0NqWlZWF4uLiGtmXTqfjlXcFwry87ToqIz/dhWavZMK+yQoAsPU3QzW1AVLbBn5+LOYlHmYmFuYlFuYV/LRaLeLj4wPdjBq1detWzJ8/H+PHj0erVq2watUqbNu2DfPmzUNkZGS59ffu3YunnnoKo0ePRufOnbF582Z89dVXmD17Npo1a+bXY9fUOTv7jliYl3gCkZnjHwfSxqQhcUliQKadFI3le0vJdJ0KEHZxGIq2FQESEPdoHMwDzIFuHlWC74niCYXMyr5nGLsZYdtuC5n3jKqer/s9J7per8fll1+OmTNnYs6cOejZsycAwOl0YtOmTdi2bZv/rQ0xoneM+oZ5eQs/6UTkPWmwb7JC0Us4fl88DtzdEJFB8pVE5iUeZiYW5iUW5kWB8M033+CKK67AZZddhsTERIwfPx46nQ7r16/3uf63336Ljh074tprr0ViYiJGjRqFlJQUrF69uo5bfgb7jliYl3iYWfAzDzCj6fKm0CZpUbCmANokLZoubyp8Maw+YP8STyhkVvY9w7LWUi/fM6p9YdE///wTn332GbZv3+5ZJkkSoqKiaqJdQjMajYFuAvmBeZ1R+F0him85Dn2GC66GGvz9bALkQREY1FmFZvHBMccV8xIPMxML8xIL86K65nK5cOjQIaSmpnqWqVQqpKamYt++fT632bdvn9f6ANChQwfs37+/VttaGfYdsTAv8QQiM5HmIw8WpdPgSJIU0GlwyD98TxRPqGRW+p4BoF6+Z/g1N0N2djZ+/PFHbNiwAadPn/Ysj42NRb9+/XD55ZcjLi6uxhspGo0m8FNeUNUxr5ILRJx+5TRy5uYAAIyXGGF8qTH+PCqhbwsVDLrgKKADzEtEzEwszEsszIvqWkFBAWRZLjdwJioqCidPnvS5TV5eXrlpXiIjI5GXl1fh4xQXF3tN2yJJUo3+Acq+IxbmJZ5AZCbSfOTBRkLg/t7jxQr9x/dE8TCz0FDlFGfOnIndu3dDlmUAgFqtRufOnXHllVeiQ4cOXm94RCQO2SLj1IOnULS6CAAQNS4K8U/GI9cO4Kgc2MYRERFRvbRixQosX77cczs5ORmzZ8+GyWTy/D3idDrhcDig1+uh0525urnD4YDT6YTRaPT6o9Vut6O4uBgmkwk6nQ7h4eEAAKvVCrfbDbPZ7PU3TVFREWRZ9qxXqrCwECqVCmFhYZ5liqLAYrFArVbDZDJ5lrvdblitVmi1WhgMBs9yl8sFm80GnU4Hvf7M3M3nc0xq9ZnRYKF2TDqdDmq1OqSOCQi9nMoeU9k+FirHFIo5mc1maMI0gASEhYVBVsl1fkwn5p6AdZ8VCU8lwNTYBNdpF048fQKaFA0i7ohgTj6OqfTnUDqmUMyp7DGVfU8U/ZgAQCWVtN8YbgyZY6qKKl9YdOTIkZ6fjUYjevTo4fPCQWWNHj26yg0JtJq8sGh4eDgKCwtrZF9U++pzXs4jTpy8/SSce52QdBIavNAAkSNL+nWORcHqHTIGdlIhxhw8H5LV57xExczEwrzEwryCX6hdWNTlcuGmm27CpEmT0L17d8/y+fPnw2q1YsqUKeW2ueeeezB48GAMGjTIs2zZsmXYvn075syZ4/NxKhqJXlPn7Ow7YmFe4mFm4nBlueBc5YRukA6a+LofLRvKFyusLexf4gmlzFxZLhR8XoCI4REBec+oDVU9X6/W0dpsNmzYsOGc64lURK9Jdrs90E0gP9TXvIp+KsKpe05BzpOhbqhGk3ebwNjlzNekjTogtZkEo66SnQRAfc1LZMxMLMxLLMyL6ppGo0FKSgp2797tKaLLsozdu3dj4MCBPrdp3bo1du3a5VVE37lzJ1q1alXh42i1Wmi12pptfBnsO2JhXuJhZuLQxGtgHG+ssUGF/jIPMMPY1Yj0SemwrLXA0N6ARnMb1bu5lv3B/nV+AjGFUChlVp+nzqr2hUWpYoH65UPVU9/yUhQFuQtycWLMCch5MgydDEj6NsmrgA4ARp2E1CQVjEE0HzpQ//IKBcxMLMxLLMyLAmHw4MFYt24dNmzYgLS0NLz33ntwOBzo168fgJJR6R9//LFn/WuuuQZ//fUXVq5ciRMnTmDZsmU4ePBghUX3usC+IxbmJR5mJpZA51XfL1bor0DnJbrcBbnImJIBd44bAODOcSNjSgZyF+TW2mMys9BQ5ZHo119/fW22I6SYTCZYrdZAN4OqqD7lJdtkZEzNQOHnJV8jihgRgQazGkBlEOfztPqUV6hgZmJhXmJhXhQIvXr1QkFBAZYtW4a8vDw0b94c06ZN81xsNDs722t0V5s2bTBhwgQsXboUn3zyCRo3boxHHnkEzZo1C9ARsO+IhnmJh5mJhXmJhXmdH12KDgXLCnB8+HGvKYTM/Wtv+iBmFhqqPCd6qOOc6PVXfcnLleHCidtPwPGnA1AD8U/FI+r2KOEuClxf8golzEwszEsszCv4hdqc6IHGOdHrJ+YlHmYmlmDIy/GPA2lj0pC4JBH6tvpzb1CPBUNeonPnuJE+KR32nfY6mUKImQW3qp6vizP8lIiqzb7XjmPXHoPjTwdUUSokfpyIqNujAt0sIiIiIiIiIqjj1Ii+MxrqOE7lQrWPUwhRdVRpOpcVK1agf//+MJv9+2qDxWLBDz/8gGHDhvm13erVq7Fy5Urk5eUhKSkJt99+O1q2bFnh+qtWrcL333+P7OxsREREoEePHhg9ejR0uiC7IiJRAFh/tuL42JOQCmVommuRuCQBchMtNv8rI8okITVJrJHoREREREREtS0QFx+sz+rzxQqJSAxVKqIvXboUX3zxBbp164YePXqgffv2MBqNPte12WzYtWsXfvnlF/z6669wOp1+FdG3bt2KRYsWYfz48WjVqhVWrVqFmTNnYt68eYiMjCy3/ubNm/Hxxx/jnnvuQevWrXHq1Cm8+eabkCQJt956a5UftyZxniOxhHJeBV8VIGNiBiSngqI2Bhyd2ggnbRpk/C4DEpAUJ97JXyjnFaqYmViYl1iYF1H1sO+IhXmJJxQyy12QC+dBJ+Ifi4c6Rg13jhtZs7Kga6ELuWJvKORVnzAv8TCz0FClInpERAQKCgqwZcsWbNmyBZIkoWHDhmjUqBHCwsKgKAqKioqQnp6OzMxMlJ1mPSIiwq8GffPNN7jiiitw2WWXAQDGjx+PP/74A+vXr8fQoUPLrb937160adMGvXv3BgA0aNAAl1xyCfbv3+/X49Ykt9sdsMcm/4ViXoqiIPetXGTPzAYAmK8xI/Hlhsg+DBzLVhAfAfRpq4JBJ14RPRTzCnXMTCzMSyzMi6h62HfEwry8iTBCOhQyC8TFBwMlFPKqT5hXzajLKYSYWWio0pzo8+fPx4033ugZCa4oCtLT0/Hnn39iy5Yt2Lp1K/766y9kZGR4CuhRUVEYPXo05s+fX+XGuFwuHDp0CKmpqWcaqFIhNTUV+/bt87lNmzZtcOjQIRw4cAAAkJGRgR07dqBTp05Vftya5u+0NxRYoZaX4laQOS3TU0CPuiMKjd9uDFOEGl1alHT5Li3ELKADoZdXfcDMxMK8xMK8iKqHfUcszMtb7oJcZEzJgDunpCjjznEjY0oGchfkBrhlZ4RCZuYBZjRd3hTaJC0say3QJmnRdHlTmAeIf2xnC4W86hPmVTNKpxDSxFdpfPF5YWahoUqvFL1ej6FDh+Laa6/Fjh078Ouvv2Lv3r04deqU13qNGzdGmzZt0KNHD3Ts2BEqlX/XLS0oKIAsy4iKivJaHhUVhZMnT/rcpnfv3igoKMATTzwBoOTTnf79++O6667zuX5xcTGKi4s9tyVJqnBqmuoqOyKAgl8o5SVbZZy69xSKfigCJCD+qXhEj48OdLNqVCjlVV8wM7EwL7EwL6LqEaXviDDiuC6IklddEWGEdKhkVnrxwbQxaSF98cFQyau+YF7iYWahwa+PW1QqFbp06YIuXboAAGRZhsViAVDyqYq/RfOasGfPHqxYsQJ33HEHWrVqhfT0dHzwwQdYvnw5rr/++nLrr1ixAsuXL/fcTk5OxuzZs2EymSDLMgDA6XTC4XBAr9d7XZzU4XDA6XTCaDRCoznz1NntdhQXF8NkMkGtVkOn0yE8PBxWqxVutxtms9mrwxQVFUGWZYSHh3u1rbCwECqVCmFhYZ5liqLAYrFArVbDZDJ5lrvdblitVmi1WhgMBs9yl8sFm80GnU4HvV7vWX6+x1QqFI+p9DhEPyY5R8aBkQdg/cMKySCh0WuN0HhkY69jyiuyAJARFhaG8PAzz0GwHpOv115p/xI1p1DvT76OSafTQaVShdQxAaGXU+kxAQi5YwrFnEqPqex7YqgcU6jlVLaNRP6qT3MyU9WZB5hh7GpE+qR0WNZaYGhvQKO5jUK2wEtE5fFDVqK6JyllJzAPMJfLhZtuugmTJk1C9+7dPcvnz58Pq9WKKVOmlNvmySefRKtWrXDzzTd7lv30009YsGABFi1aVK6wX9FI9KysLK/l5yM8PByFhYU1si+qfaGQl/OgEyduPoHio8VQRauQ8EECjN3Kf8PC5lRw4JSClo0lGAWdziUU8qpvmJlYmJdYmFfw02q1iI+PD3QzQkZNnbOL0ncs31uQ/UI2oMBrxHHco3EhOaVERUTJq645/nEgbUwaEpckQt9Wf+4N6lAoZRbMz3NNCaW86oPw8HAcnXOUH7IKhH0suFX1fL3uh45XQqPRICUlBbt37/Ysk2UZu3fvRuvWrX1u43A4yn0torIR8VqtFiaTyfOvpqdyAc6M5CMxiJ6XbbsNx4YcQ/HRYmiTtGj2VTOfBXQAMOokpCaphC2gA+LnVR8xM7EwL7EwL6LqEaXv1Kc5mSsjSl50RihlVpcXHwyUUMqrPigqKoIuRQf773YcH34cGVMycHz4cdh/t0OXojv3DqjOsY+FhqAqogPA4MGDsW7dOmzYsAFpaWl477334HA40K9fPwAlo9I//vhjz/pdunTBDz/8gC1btiAzMxM7d+7Ep59+ii5dugRkehkAnmlhSAwi5qUoSsnX2VdbkDYqDXKuDH1HPRK/SoSuRWj/0hQxr/qOmYmFeYmFeRFVj0h9p3ROZgAhPSdzZUTKi0qEUmZ1efHBQAmlvOoDWZb5Iatg2MdCQ9D9FujVqxcKCgqwbNky5OXloXnz5pg2bZrnYqPZ2dleI8+HDx8OSZKwdOlS5OTkICIiAl26dMGNN94YoCPg1zREI2Jeu48psH9dgMg5mYAbMF4ZhiMPNkCBVY3UQDeulomYV33HzMTCvMTCvIiqh31HLMzLt2AeIc3MxMK8xFKaV3258G0oYB8LDUFXRAeAgQMHYuDAgT7ve/rpp71uq9Vq3HDDDbjhhhvqoGVEwSHs2wLoZmcCCmC7Khy7bo8HnBKSTOJO00JERERERFVXOkKaiIiIal9QFtGJqGI5b+fANSMbEoCC/4vAvhvjEB8uoU9bFQwCz3VORERERL4F84hjIiIiovog6OZEJyLfFEVB9svZyH4uGwAQfX80kuc0AFQSurRgAZ2IiIgoVNWHOZmJiMh//JCVqO5IiqIo1dlQlmX89ddfSE9Pr/Aqs9dff/15Na4uZWVlobi4ONDNIPJJURRkP5uN3AW5AIDYqbGInRCLHIuC1TtkDOykQoyZRXQiIqJgo9VqER8fH+hmhAyesxMRERFRTarq+Xq1hjIcPXoUL730EjIzMytdT6Qiek1SqVS88q5AgiWv0s+zyl44V1EUKG4FWdOykL8kHwAQ/2w8osdFB6SNwSBY8qKqY2ZiYV5iYV5E1cO+IxbmJR5mFhiKrABS+b8poQCSquJBV8xLLMxLPMwsNFRrOpf33nvvnAX0+iwsLCzQTSA/BEteu48p2PyvDLuzpJhudyrYvNuNvePTSwroKqDhyw29CuhGHZDaTIJRF6hW171gyYuqjpmJhXmJhXkRVQ/7jliYl3iYWWDkLshFxpQMuHPcAAB3jhsZUzI832iuCPMSC/MSDzMLDdUaiX7o0CEAQGxsLK666iqEh4dDpeL06kTnI9IkYd8pBat+l9EwSkJmloymc9Oh3m4FNEDj1xojfEi41zZGnYTUJE7jQkREREREVN/pUnQoWFaA48OPw9jNCNt2GyAB5v7mQDeNiEh41SqiR0REICcnB2PHjkW3bt1quk1E9VKzeAkNIlXY9I+MtDQ32r6aDuMOGyS9hMbvNOaJDxEREVXI6XSiuLiYI52IiOox8wAzjF2NSJ+UDstaCwztDWg0txHUMbzoJBHR+apWEb1fv3744osvkJ6eXtPtCQnVvFYrBUgw5WXQSejUQMHRh07BuNcOySQh4X8JMPUxBbppQSOY8qKqYWZiYV5iYV71zz///IOdO3dCr9dj6NChsFqtePXVV/HXX39BURR07NgRDz30EAwGQ6CbGtTYd8TCvMTDzAJHHaNG3NQ4pI1JQ9zUuCoV0JmXWJiXeJhZaKhWEb1t27Zo0KABli5ditzcXLRt29bnqJcLL7zwvBsoIovFEugmkB+CKS93gRsFt59A+F4HpHAVEhcnwNjVGOhmBZVgyouqhpmJhXmJhXnVP99//z22bt2KHj16AAC++eYb/Pnnn577//zzT3zxxRcYPXp0gFooBvYdsTAv8TAzsTAvsTAv8TCz0FCtIvrMmTM9P69atQqrVq0qt44kSVi6dGn1WyYwtVoNt9sd6GZQFQVLXrJFxombT8C10wGXWYW4RSyg+xIseVHVMTOxMC+xMK/6p/TaRO3btwcA/P777wCA1q1bIzMzE3l5edi+fTuL6OfAviMW5iUeZlZzFFkBpJIai2eZogAKIKlq5vpYzEsszEs8zCw01NrVQOvzVxVMJk69IZJgyEu2yjhx6wnYf7NDilBBfj0B4R35NWxfgiEv8g8zEwvzEgvzqn/y8vIAAPHx8ZBlGcePH4dKpcL06dNxyy23AACysrIC2EIxsO8EB0VWyv3dqChKSdGwDOYlHmZWc3IX5CJjSgbcOSUFOHeOGxlTMpC7ILfCbdRxakTfGQ11XNXmQmdeYmFe4mFmoaFaI9H79u1b0+0gqrdkm4yTY0/Cts0GVbgKiZ8kwsACOhEREflQXFwMAHC73Th16hTcbjcaNWoEg8GAyMjIALeOyD+5C3LhPOhE/GPxUMeo4c5xI2tWFnQtdIi5OybQzSMKCroUHQqWFeD48OMwdjPCtt0GSIC5v7nCbTTxGvYhIqIaVq0i+r333lvT7SCql2SHjJPjT8K62QopTELCRwksoBMREVGFoqOjkZ2djWXLliE8PBwAkJiYCADIzS0ZlRgRERGw9hH5ozrFQaL6xjzADGNXI9InpcOy1gJDewMazW1UpQuGEhFRzTnv6VyKiopw8OBBHDx4EEVFRTXRJuFxniOxBCovxang1F2nYF1vhWSUkLAoAcZunAP9XNi/xMPMxMK8xMK86p8OHToAAA4fPoydO3cCADp37gwAOHr0KACgadOmgWmcQNh3goN5gBlNlzeFNkkLy1oLtElaNF3eFOYB3kV05iUeZlaz1DFqxE2NAwDETY2r8QI68xIL8xIPMwsN1RqJDpTMtfjee+/hr7/+8sxjJ0kSOnbsiHHjxiE+Pr7GGikaq9Ua6CaQHwKRl1Ks4NS9p1D0QxEkg4SEhQkwXcw5sqqC/Us8zEwszEsszKv+GT16NNLT07Fnzx5IkoRLLrkEl112GQBg27ZtUKlUuOiiiwLcyuDHvhM8SouDaWPSKiwOMi/xMDOxMC+xMC/xMLPQICnVuAJoXl4epk6d6rmw0dmio6PxwgsvICoq6jybV3eysrI8c0yeL61WW2P7otpX13kpLgXpD6Sj8OtCSDoJTT5ogrB+YXX2+KJj/xIPMxML8xIL8wp+Wq22VgaX2O12qFQq6HS6Gt93MKupc3b2neDi+MeBtDFpSFySCH1bfbn7mZd4mFnNO1c/OR/MSyzMSzzMLLhV9Xy9WtO5fPHFF54CukajQUJCAhITE6HRlAxsz83NxYoVK6qz65BgMHBOa5HUZV6KW0H6pJICOrRA4wWNWUD3E/uXeJiZWJiXWJhX/WUwGOpdAb0mse+IhXmJh5nVPHWcGtF3RkMdV/NzoTMvsTAv8TCz0FCt6Vx27NgBAGjXrh0mTpzouahRYWEh5s2bh927d+OPP/7A2LFja66lRIJTZAUZUzJQ+HkhoAYav9WYF00iIiKiSr355pt+byNJEu65555aaA1R7ajN4iBRqNDEaxBzd0ygm0FEVG9Vq4iek5MDABg0aJCngA4A4eHhGDRoEHbv3u1Zh4gARVGQOS0TBUsLABXQeH5jhF8dfu4NiYiIqF7buHFjtbZjEZ1EwuIgERERBbtqTedS+tXRU6dOlbuvdFl9/nqpy+UKdBPID7Wdl6IoyHoqC/kf5QMS0OjVRgi/lgX06mL/Eg8zEwvzEgvzIqoe9h2xMK/gpMgKzr7EmqIoUGSFmQmGeYmFeYmHmYWGao1Eb968Of7++28sXboUubm5aNmyJQDgwIEDWLNmjWed+spmswW6CeSH2s4rZ14O8t7PAwA0fPn/27vz8KjK+///rzPLmSX7kEDYEjaRxSAii2KxIIqoWKkoVLStGy5V61qsK25oUeuOrbYqonyKSOWruNUFRQUrIigiRVQMEEJIQjIkk9lnzu+P/DIyQkgyzOTM+8zrcV1el5nMch+f3PHmzpkz3ZB7Zm5KX8/oOL/kYTNZ2EsW9jK+OXPm6D0EQ+LckYW90lP90/UI/hBE0U1FMLvMiNRFUHNfDdT+KpTLFL2HRx3AOSYLe8nDZsaQ0Cb6ySefjE2bNiEYDGL58uWt3idTqaqKYDCo9zConVLZy/2iG3se3AMAKLqnCHkz8mJnaygKF5aJ4PySh81kYS9Z2Mv4hgwZovcQDIlzRxb2Sk9qPxUNSxqwY9oOOEY54PvcByhA9knZbCYMe8nCXvKwmTEkdDmXY445Bqeffnqr3z/jjDNwzDHHJDwo6Ww2m95DoA5IVS/P2x7svqkaAJB7RQEKLiiAP6jhk81RbNyutfFoag3nlzxsJgt7ycJemc3v92PPnj2ora3d7x86OM4dWdgrPWVPykbvpb1hLbXC854H1lIrei/tjexJ2WwmDHvJwl7ysJkxJHQmOgCcd955OOaYY/DJJ5/EroPevXt3HHfccTjssMOSNkAiibyfebHrD7ugRIG6iTn4enwBuv0vit1uDVCA0kKehU5ERESJ+eijj/DKK68c8POJgOZ3uy1evLiTR0VEmcjsMqPwxkJUnFuBwhsLYXaZ9R4SERFRSiS8iQ4AAwYMiF0PnYiaBf4XQOUFldACGrImZaH3/G5o/E7D9loNRbnAuMEm2FVuohMREVHHff7555g/f/5B7/PzD/ojIiIiIqJD065N9Ja3hObn58NisbT7LaKFhYWJj0wwXudIlmT2ClWEUHFeBaJ7o7CPsqP7k91hcphwdH8Nb6+P4uj+3EA/VJxf8rCZLOwlC3tlnrfeegsAkJubi4aGBgBASUkJ6urq4PF40KNHD+Tn5+s4Qhk4d2RhL3nYTBb2koW95GEzY2jXJvoVV1wBRVFw55134vDDD8cVV1zR5mMy+W2kgUBA7yFQBySrV6QugoqZFYhURaAerqLncz1hciT0sQN0EJxf8rCZLOwlC3tlnvLycgDAb3/729gZ6RdffDH69OmDBx98EOXl5bjuuut0HKEMnDuysFd6MxeaUXBJAcyFP13Khc1kYS9Z2EseNjOGdu/wdfRtoZn8NlJ+YIAsyegV9Uax83c7EfohBEsPC3q+2BPmAl4PMBU4v+RhM1nYSxb2yjw+nw9A/Ds+w+EwbDYbTj31VDQ0NGDBggU6jU4Ozh1Z2Cu9WYoscF3mgqXop3P02EwW9pKFveRhM2No15nogwcPhqIocDqdcV/Tgamqyt8yCXKovbSQhspLK+Ff74cp34Se/9cT1h7WuPs4VKCsRIFDPdTREueXPGwmC3vJwl6Zx+l0wuPxIBqNwul0wuv14quvvsLQoUOxbds2AMB3332n8yjTH+eOLOwlD5vJwl6ysJc8bHZwWlQDFMTtNWuaBmiAYkqf/ed2baLfcccdB/2aKJO0vMtCURRomobdN+yGd4UXil1Bz+d7wnbY/r9hdKgKykrTZ+ITERGRTC6XCx6PB16vFyUlJdi8eTNeffVVrFixAo2NjQCar5dORERERCRB/dP1CP4QRNFNRTC7zIjURVBzXw3U/ipcl7n0Hl5MuzbRf27p0qUAgAkTJqBLly5x3/P5fPjxxx8BAEOGDDnE4RGln43bNbi9Gkb1N6HxgVo0LG2AZgJCdxfDMdKh9/CIiIjIwPr27Yvt27ejqqoKJ5xwAjZv3gwAsQ10AJg4caJewyMiIiIi6hC1n4qGJQ3YMW0HHKMc8H3uAxQg+6RsvYcWJ6FN9JdffhkAUFZWtt8m+rZt23DnnXfyg0VJjI72ynMq2LJLw2d31KH78/UAgIrLi3BYmk1uo+L8kofNZGEvWdgr8/zmN7/BSSedhPz8fBQVFaGxsRH/+c9/UFdXh8LCQpx44ok47bTT9B5m2uPckYW9EqfXW+TZTBb2Sp1UzEH2kofNDi57UjYcIx2ouq4Knvc8sA+zo/ihYphd6fVZgwltoh9MKBQCkNkfLBoMBvUeAnVAR3uVFCnIXtWE2uf3AADqL3DhuBvyYVd5uZbOwPklD5vJwl6ysFfmcblccLl+elvrlClTMGXKFB1HJBPnjizslTi93iLPZrKwV+qkYg6ylzxs1jazy4zCGwtRcW4FCm8sTLsNdKADm+ibNm3Cpk2b4m774IMP8PXXX8e+jkaj+OqrrwA0XzQ/UzkcDvh8Pr2HQe3U0V7+r/zYc/1uAMDuyXkYcqOLG+idiPNLHjaThb1kYS+ixHDuyMJeidPrLfJsJgt7pU4q5iB7ycNmxtDuTfRvvvkmdi30Fh988EGr9+/Zs2fioxLOYkn6Cf6UQh3pFaoMYecFO6H5NViPd2LH77pgqMIN9M7E+SUPm8nCXrKwV+a58sor27yPoih4/PHHO2E0cuk1d/S6tIZ0/FmXuI6+RT5Zf0bZTBb2Sp1UXKaCveRhM2NISUWLxYJzzjknFU9NpJuoN4rKCyoR2R2BeriK7IeLge/4lx0iIiLqPDU1NXoPgQ6BXpfW+Dlu5meWjrxFPl3+jBIZiYTLVBClA3OhGQWXFMBcmJ5zpN2b6KNGjUJRUREA4G9/+xsA4Ne//jWKi4tj9zGZTMjKysLAgQORk5OT8KDefvttLF++HG63G6WlpbjwwgsxYMCAA973jjvu2O8yMwBw1FFH4aabbkp4DET70qIaqv5YhcDGAMwuM3ou6Imwy4yyEg2OzL1yERERERF1gF6X1vg5bpRSa9LlzygREWUeS5Elrdch7d5E79OnD/r06QMAePnllwEAo0ePRr9+/ZI6oNWrV2PhwoWYNWsWDjvsMLzxxhuYO3cuHnnkEeTl5e13/xtuuAHhcDj2dWNjI/70pz/h2GOPTeq4OsLv9+v22tRx7elVO68Wnrc8UFQFPZ7tAWuJFVYAZaU8U6ezcX7Jw2aysJcs7JV5Xnrppf1ua2xsxPr16/Hss8+iS5cuuPPOO3UYmSx6zZ1UvK0/EdI2SvmzrvMk688om8nCXrKwlzxsZgymRB40f/58zJ8/P+kb6ADw+uuvY+LEiZgwYQJ69eqFWbNmQVXVVq+/np2djfz8/Ng/GzZsgM1mwzHHHJP0sbVXKBTS7bWp49rqtXfJXtQ/UQ8A6PZgNzhGOTpjWNQKzi952EwW9pKFvQgAcnJycPzxx2Pq1KmoqKjAwoUL9R5S2tNz7rS8rR+Abm/rz56Ujd5Le8NaaoXnPQ+spVb0Xtob2ZPScxNd6s86Lao1XyZn39s0rflyOp2sI2+RT8afUanNMhV7pV4yL1PBXvKwmTEkfE30cDiMzz77DD/88AO8Xi+i0Wjc9xVFweWXX97h59y6dSumTp0au81kMqGsrAxbtmxp13OsWLECY8eOhd1uP+D3Q6FQ3B9eRVHgcCR3U9TpdMLr9Sb1OSl1DtbL+5kXu2fvBgC4rnIhd1puZw6NDoDzSx42k4W9ZGEv2pfP5wMAfP755zqPJP1x7si6Rq/UXul02ZzOfou81GaZir1SL5lzkL3kYTNjSGgTvbGxEXfccQcqKioOer+ObqI3NDQgGo0iPz8/7vb8/HxUVla2+fjvv/8eO3bsOOjrLlu2DEuXLo193bdvX8ybNw9OpzP2i4BgMIhAIACbzQZV/emC14FAAMFgEA6HI+6Tdf1+P0KhEJxOJ8xmM1RVhdlshtfrRSQSQXZ2dtyH9jQ1NSEaje533fjGxsbYdeVbaJoGj8cDs9kMp9MZuz0SicDr9cJqtcb9wiAcDsPn80FVVdhsttjth3pMLYx4TC3H8fNjqt9Uj8qLKoEQkH9GPvrc3QeKSRFxTEbs1HJMDocj7nYjHJMRO+17TKqqwu/3G+qYAON1ajkms9lsuGMyYqeWY2pZcxjpmIzWad8xJsOTTz65323RaBR79+7Fxo0bY1/Twe3bkNKf1F7SLpuTTFKbZSr2koW95GEzY1C0n7+/rB2effZZ/Oc//2nzfge6ZuPB1NXV4bLLLsM999yDgQMHxm5/8cUXsWnTJtx7770HffzTTz+NLVu24MEHH2z1Pq2diV5TU5O0t1fk5OSgsbExKc9FqXegXpGGCHb8ageC3wVhG2ZD73/3hsmZ0NWPKMk4v+RhM1nYSxb2Sn9WqxVFRUVJe74ZM2a0eZ9jjz0W11xzTdJeM50ka82u99wJ14TR8O8G5E7LhaUo4TcHH7LA/wKoOLcCvRb1gm2wre0H6ETvXociUhdB1XVV8G/w63YN/EQc6p9Ryc0yEXvJwl7ysFl6a+96PaFdwa+++goAcPzxx8du+/3vf49zzjkHNpsNgwYNwu23397h583NzYXJZILb7Y673e1273d2+s/5/X6sWrUKJ5xwwkHvZ7Va4XQ6Y/8k+1IuJJOm/XS9Qi2sYdfluxD8LghzNzN6PNuDG+hERESU9hRFwXHHHYeLL75Y76FQG1re1q/nBjqQ3Gv00oGlwzXwE5Euf0aJiIjSRUL/R6ytrQUAjB07Fh999BEAoH///jj88MOhqiqef/55fPvttxg6dGjHBmOxoF+/fti4cSNGjx4NoPntqBs3bsTkyZMP+tj//ve/CIfDGDduXAJHlFy8zpEsXq8XG7drcHs1jOpvQsPdNfB+6IVmU+C7rzus3a16D5H2wfklD5vJwl6ysFfmmTNnzgFvdzqd6Nq1a9IvH2NUnDvNOvs62YliL3nYTBb2koW95GEzY0hoE91kaj4r1263w2KxIBwOo76+HgDQvXt3AMC7776LM888s8PPPWXKFMyfPx/9+vXDgAED8OabbyIQCGD8+PEAgCeeeAIulwszZ86Me9yKFSswatSo/a6lqYdIJKL3EKgDIpEI8pwKtuzS8OncevR81g0A2P7Hrjh8BN+pkG44v+RhM1nYSxb2yjxDhgzRewiGwLkjC3vJw2aysJcs7CUPmxlDQpvoOTk52LNnDwKBAFwuF6qrq7FkyRLs3bsXH3zwAYDEf8syduxYNDQ0YMmSJXC73ejTpw9uvvnm2OVcamtr4z60CQAqKyuxefNm3HrrrQm9ZrJlZ2fD4/HoPQxqp+zsbJTAg9yNfux+tvldFvW/d2HcH3JhV5U2Hk2djfNLHjaThb1kYS/ja3kHaEcVFhYmeSTGwrkji/RemXjZHOnNMg17ycJe8rCZMSS0id6zZ0/s2bMHbrcbZWVleP/997Fz5048++yzsfsMGDAg4UFNnjy51cu33HHHHfvd1qNHDyxZsiTh10u2n2/yU3pTFAWhnSHs+WMVlChQOy4bh9/k4gZ6muL8kofNZGEvWdjL+K644ooOP0ZRFCxevDgFozEOzh1ZpPeSctmcZJLeLNOwlyzsJQ+bGUNCn5Z47LHH4sgjjwQATJs2DS5X/IIgPz8fF1xwwaGPjqgTRP1RVF5SiUhdBOahNmybVcQfcERERCRWy4elExERERFRciR0JvoJJ5yAE044Ifb1ww8/jDVr1qCurg6FhYUYOXIk7HZ70gZJlEo7btyBwJcBmPJNyH2sO7SahH63RERERJR0gwcP3u+X+zU1NaipqYGqqujRowcURUFlZWXsUovFxcUpG4/H48Gzzz6LL774AoqiYMyYMbjgggsOuva/4447sGnTprjbTjzxRFxyySUpGycRERERUTIpWgdPVQkEAnjmmWcAAKNHj8bIkSNTMrDOVlNTg1AolJTnMplMiEajSXkuSq29i/di9/W7AQXo+WJPmMY68f0uDQO6K3Dwci5pifNLHjaThb1kYa/0Z7VaUVRUlLTn27ZtG+bMmYPDDz8cV199NZxOJ4DmzyN69NFHsWnTJtx+++047LDDkvaa+7r33ntRX1+PSy65BJFIBE8++ST69++Pq6++utXH3HHHHejevTtmzJgRu01V1djYOyJZa3bOnfbTohqgxL8VXdM0QAMUU+esl9lLHjaThb1kYS952Cy9tXe93uFTbm02G1avXo2VK1fCYknoRHbD48SQwf+VH9U3VwMAutzQBVnjs+BQFZSVmriBnsY4v+RhM1nYSxb2yjwLFiyAz+fD5MmT4zahnU4nJk+ejGAwiBdffDElr11RUYEvv/wSl112GQ477DAMGjQIF154IVavXo26urqDPtZmsyE/Pz/2TyIb6MnEudN+9U/XY/fs3YjURQAAkboIds/ejfqn6zttDJnQS4tq+12KSdO05l9iCJQJzYyEvWRhL3nYzBgSum5FaWkpAPCTZVuRk5Oj9xCoDZG6CCpnVUILaMg7JQ+uP2bWB/1IxvklD5vJwl6ysFfm+f777wEAW7du3e97Lbcd6HvJsGXLFmRlZaF///6x28rKyqAoSmxcrfn4449x0UUX4frrr8f//d//IRAIHPT+oVAIXq839o/P50vKMbTg3Gk/tZ8K/xd+7Ji2A7tn78aOaTvg/8IPtZ/aaWPIhF7p8MuKZMqEZkbCXrKwlzxsZgwJnUp+3nnnYe7cuXj55ZcxYMCAlF53kSjZtIiGXVfsQnhnGNY+VvR5qg98puT+xYyIiIgoFbKyshAMBrF06VLs2LEjtqH9ww8/4LPPPovdJxXcbjdyc3PjbjObzcjOzobb7W71cb/4xS9QWFgIl8uFbdu2YdGiRaisrMQNN9zQ6mOWLVuGpUuXxr7u27cv5s2bB6fTGTubKxgMIhAIwGazQVV/2tANBAIIBoNwOBxx75z1+/0IhUJwOp1QVTX2F1qv14tIJILs7Oy4S5Y0NTUhGo3u9xffxsZGmEymuP/OmqbB4/HAbDbHnWUfiUTg9XphtVrjrhsfDofh8/mgqipsNlvs9kM5JrPZHLs9mceUd0oeisYXofwP5fC+74VjuANFDxTB3s3eacekqirMZrOhO0WOiGDn0p3YefZO2Efa4V3jhclsQtEZRbFjk3RM+84xI3Uy4p89RVFivYx0TEbs1KLl3410TEbstO8x7fsz0SjHZKRO7dXha6IDwJ133oldu3ahvr4eJpMJxcXFyM/Pj39iRcHtt9/e0afWTTKviZ6Tk4PGxsakPBclX+28WtQ9VgfFrqBkeQkKxxSylyCcX/KwmSzsJQt7pb9kXxN9yZIl+Pe//33Q+0ybNg3Tp09v93MuWrQIr7766kHv8/DDD+Ozzz7DypUr8eijj8Z97+KLL8b06dMxadKkdr3exo0bcdddd+Gxxx5r9WScUCgUtzZXFAUOhyNpa3bOnY4L/C+AinMr0GtRL9gG29p+QBJlSq9IXQRV11XBv8EP+zA7ih8qhtllbvuBaShTmhkFe8nCXvKwWXpr73o9oTPRN23aFPv3aDSKyspKVFZWJvJURJ3K8x8P6h5rvmZntwe6wTakc/8CQERERHQozjrrLDQ2NuKdd9454PdPOukknHXWWR16ztNPPx3jx48/6H26deuG/Px8NDQ0xN0eiUTg8Xj2O6HmYAYMGAAAqKqqanUT3Wq1wmq1tvs5iYzA7DKj8MZCVJxbgcIbC8VuoBMRERkRPxk0BfjbpfQU3BpE1dVVAID8C/ORe2bz25HZSxb2kofNZGEvWdgr85hMJlx00UU45ZRTsHbtWuzevRtA8yb30UcfjZ49e3b4OXNzc/e7TMuBDBw4EE1NTdi6dSv69esHoPmsck3TYhvj7VFeXg4AKCgo6PBYk4VzRxb2kofNZGEvWdhLHjYzhoQ20Z944olkj8NQTCYTP3k3zUS9UVTOqkS0MQr7KDuKbvvpbRrsJQt7ycNmsrCXLOyVuXr06IFf/epXnfqavXr1wvDhw/HUU09h1qxZCIfDePbZZzF27Fi4XM0f0l5XV4e77roLV155JQYMGICqqip88sknGDFiBLKzs7F9+3Y8//zzGDx4MEpLSzt1/Pvi3Ok4c6EZBZcUwFzY+WdHs5c8bCYLe8nCXvKwmTEktInecgH2/Pz8uIu3U7OsrCz+limNaJqG3X/ajeDmIMxdzejxVA8o6k8fIsBesrCXPGwmC3vJwl7G13IZxb59+8LhcMRdVvFghgwZkpLx/PGPf8QzzzyDu+66C4qiYMyYMbjwwgtj3w+Hw6isrEQgEAAAWCwWfP3113jzzTcRCATQpUsXjBkzBmeeeWZKxtdenDsdZymywHWZS5fXzqReev6yIpkyqZkRsJcs7CUPmxlDQh8sOmPGDCiKgjvvvBOHH3543Pe2bt2Khx56CIqi4PHHH0/aQFONHyxqLC1/rBVFQf0/61EzpwawAL1e6gXnMc64+7KXLOwlD5vJwl6ysFf6O9QPFv35unvGjBltPkZRFCxevDjh10xn/GDRzMRe8rCZLOwlC3vJw2bpLaUfLAr8tEn5c8FgEDU1NYk+LVFSbNyuwe3VUFYXQM3dzX8eGy7pgh+621Gm89iIiIiIOqKj57wkcI4MEREREREdRLs30b1eL7xeb9xte/fuRW1tbezraDSKdevWAWi+3k+m4l9c9JfnVPDDljAqrt8FNQy4j8vGjhPyMMqp7Hdf9pKFveRhM1nYSxb2Mr7jjz8eiqIgLy8PAPDLX/5S5xEZA+eOLOwlD5vJwl6ysJc8bGYM7b6cy8svv4ylS5e2+4kLCwsxf/78hAfW2ZJ5ORfSn6ZpqLigEr53m+AvtqJ6fi/8YoQFdnX/TXQiIiKiVDnUy7lQPK7ZiYiIiCiZ2rteT9np4scdd1yqnjrtmc2yPwTGCNwL3PC92wRYga1Xd8OII1rfQGcvWdhLHjaThb1kYS8Cmt8NunPnTpSXl/NMp3bi3JGFveRhM1nYSxb2kofNjKHdl3MpKirCkCFDAACbNm0CAPTp0wdO508f0qgoCrKysjB06FCcdNJJSR6qHE6nkx8YoKPANwHU3t18maGsGwrh7Ws76P3ZSxb2kofNZGEvWdgr86xZswZr1qxBVlYWLrjgArjdbsydOxfbt28HAPTu3Ru33347cnNzdR5peuPckYW95GEzWdhLFvaSh82Mod2b6OPHj8f48eMBADNmzAAAXHjhhTj88MNTMjCiRES9UVReXgktoCHrxCzYf58PfMkzsoiIiMgYPvroI3z++eexa6O/9tprsQ10ANixYwdefvllXHTRRXoNkYiIiIjIcNq9ib6vOXPmAABKSkqSOhiiQ1V9WzVCP4RgLjaj+OFiBG0KykoAh6r3yIiIiIgOXXl5OQDE3iH65ZdfAgDGjBmDnTt3oqKiInYbERERERElR0Kb6C2Ldp/Ph+3bt6OpqemA119suV+miUQieg8hIzW82oCGxQ2AAnR/rDvMLjMcAMpKD/5houwlC3vJw2aysJcs7JV59u7dCwDo0qULwuEwdu3aBbPZjD/+8Y9Yt24d/vrXv6Kurk7nUaY/zh1Z2EseNpOFvWRhL3nYzBgS2kRvamrCc889h1WrViEajR7wPoqiYPHixYc0OKm8Xq/eQ8g4wW1BVM+uBgC4/uiC8zhnG4/4CXvJwl7ysJks7CULe2WelrW3z+dDRUUFotEoevToAYvFAofDAYAfXtUenDuysJc8bCYLe8nCXvKwmTEktIn+j3/8A59++ulB73OgM9MzhdVqRSgU0nsYGUMLaai6ogpRTxT2UXZ0ua5Lhx7PXrKwlzxsJgt7ycJemaewsBBVVVVYuHAhsrKyAAClpaUAEDsDnR8q2jbOHVnYSx42k4W9ZGEvedjMGBLaRF+/fn3zgy0WHHHEEcjOzuYZL/uw2+2cHJ2o9v5a+Nf7YcozofsT3aFYDn75lp9jL1nYSx42k4W9ZGGvzDNy5Ei8/vrrqKmpQU1NDQBg9OjRAIDvv/8eANCnTx+9hicG507qaFENUJrfmRy7TdMADVBMHVunt2AvedhMFvaShb3kYTNjSGgT3WQyAQDOP/98nHTSSUkdEFFHNK1sQv2T9QCAbg92g7WXVecREREREaXOjBkz4PF4sHbtWlgsFkyYMAFjx44F0Pyho926dcPRRx+t8ygpk9U/XY/gD0EU3VQEs8uMSF0ENffVQO2vwnWZS+/hERERESUkoU30ESNG4JNPPoHT2f7rThMlW7gmjKqrqwAAeb/NQ86pOTqPiIiIiCi1VFXF5ZdffsDv3X333Z08GqL9qf1UNCxpwI5pO+AY5YDvcx+gANknZes9NCIiIqKEmRJ50G9/+1t07doVL7zwAtauXcsL5P9MOBzWewiGp0U1VF1dhUhNBOogFUVzihJ+LvaShb3kYTNZ2EsW9spsHo8H3377LTZs2KD3UMTh3Emd7EnZ6L20N6ylVnje88BaakXvpb2RPSnxTXT2kofNZGEvWdhLHjYzBkVL4BNAZ8yY0fYTKwoWL16c0KD0UFNTw+sTCVL3ZB1q59ZCsSsoebMEtsNteg+JiIiIaD9WqxVFRYn/sv9Aampq8M9//hNfffUVNE2DoihYuHAh/vznPyMUCuHaa69Fv379kvqa6YJrdjkC/wug4twK9FrUC7bBXKsTERFRemrvej2hM9HbI4G9ecNQVVXvIRiab50PtfNqAQBFdxUd8gY6e8nCXvKwmSzsJQt7ZZ66ujrceuut+PLLL2PrbU3ToKoqSkpKUF1djVWrVuk8yvTHuSMLe8nDZrKwlyzsJQ+bGUNC10QvLCxM9jgMxWazIRgM6j0MQ4p6o6i6qgoIA9lTspE3M++Qn5O9ZGEvedhMFvaShb0yz5IlS+B2uwEARUVFqKmpiX1v0KBB+PTTT7Fx40adRicH544s7CUPm8nCXrKwlzxsZgwJbaLPnz8/2eMgapOmaai5pwah8hAs3S3odn+32O2Koug8OiIiIqLU+/LLLwEAZ5xxBkaMGIE5c+bEvte1a1cAzWerE+nNXGhGwSUFMBea9R4KERER0SFLaBOdSA/fLG2C+vxeAEC3h7oh5DDh881R5DsVlJVyE52IiIiMr6GhAQBQVla23/dMpuYrNXq93k4dE9GBWIoscF3m0nsYRERERElxSJvon376KT7++GPs3LkTgUAAjz32GF577TUAwKRJk5Cbm5uUQUrDt2gkX2RvBOp91QCAPSfnorrIgd1fRAEFKC08tA109pKFveRhM1nYSxb2yjw5OTlwu9344YcfMGjQoLjvbdiwAQCQl3fol7szOs4dWdhLHjaThb1kYS952MwYEtpE1zQNjz32GFavXh13u6qqWL9+Pb7//nvk5OTg5JNPTsogpQkEAnoPwXBqbq8Bdodh6WNF06VdUF2roSgXGDfYBLt6aJvo7CULe8nDZrKwlyzslXkGDx6MTz/9FEuWLMGwYcNitz/55JNYuXIlAGDo0KF6DU8Mzh1Z2EseNpOFvWRhL3nYzBhMiTzorbfe2m8DvcVRRx0FAPj8888TH5VwNptN7yEYiudtDxqWNgAmoPsjxRgxtPl3P0f3P/QNdIC9pGEvedhMFvaShb0yz5lnngmLxYJIJIL169fHbm/ZQLdarTjjjDP0Gp4YnDuysJc8bCYLe8nCXvKwmTEktIn+wQcfAAAGDhyISy+9NO57PXr0AADs2rXrEIcml6qqeg/BMMK1YeyevRsAUHB5ARyjHEl/DfaShb3kYTNZ2EsW9so8JSUluOGGGw542cTc3Fxcf/316NWrlw4jk4VzRxb2kofNZGEvWdhLHjYzhoQu59KyQf7rX/8aTqcz7nstC3q3231oI6OMp2kaqv9cjcieCNRBKrpc30XvIRERERHp7qijjsL8+fPx1Vdfxdbl3bt3x7Bhw2Cz2VBeXo4+ffroO0giIiIiIgNJaBPdbDYjFArB7/fvt4nespA/lN+yvP3221i+fDncbjdKS0tx4YUXYsCAAa3ev6mpCf/617+wZs0aeDweFBUV4fe//z1GjBiR8BhIf43/boTnLQ9gAYofLYbJ1vzGCYcKlJUocPAXeURERJShVFXFqFGj4m7bsGEDli9fjq+//hqLFy/WaWRERERERMaT0CZ6SUkJtmzZgpdffjnuw0M3bdqEV155BQASPvtl9erVWLhwIWbNmoXDDjsMb7zxBubOnYtHHnkEeXl5+90/HA7jnnvuQW5uLq677jq4XC7U1tbut7nfmfiBAYcutDOE6tuqAQBdru0C+xH22PccqoKy0kO/FnoL9pKFveRhM1nYSxb2yhxr167F22+/jT179qCgoAAnnXQSjj32WADAunXr8NJLL6G8vFzfQQrCuSMLe8nDZrKwlyzsJQ+bGUNCm+gnnHACtmzZgsrKSjz33HOx2++88864+yTi9ddfx8SJEzFhwgQAwKxZs7Bu3Tp88MEHmDp16n73X7FiBTweD+6++25YLM2H07Vr14ReO1mCwaCury+dpmnYfcNuRBuisB9lh+tKV0pfj71kYS952EwW9pKFvTLDl19+iQceeCD2dWVlJb755huEQiFUVFTg1Vdfjbu/yZTQxx5lFM4dWdhLHjaThb1kYS952MwYEtpEnzBhAr755ht8/PHHB/z+L3/5S4wbN67DzxsOh7F169a4zXKTyYSysjJs2bLlgI/54osvcNhhh+GZZ57B2rVrkZubi+OOOw5Tp0494F8gQqEQQqFQ7GtFUeBwJPfDKh0OB3w+X1KfM5PsXbgX3o+8UOwKih8phmJJ3lnnB8JesrCXPGwmC3vJwl6Z4c033zzg7S+++CIaGhpiX6uqigkTJuDUU0/trKGJxbkjC3vJw2aysJcs7CUPmxlDQpvoAHDllVdi5MiR+Pjjj+M+0GjcuHE45phjEnrOhoYGRKNR5Ofnx92en5+PysrKAz5m9+7dqKmpwS9+8QvcdNNNqKqqwj//+U9EIhGcffbZ+91/2bJlWLp0aezrvn37Yt68eXA6nYhGowCaf0MUCARgs9niru0eCAQQDAbhcDhiZ70DgN/vRygUgtPphNlshqqqsFgs8Hq9iEQiyM7OhqL8tBHc1NSEaDSKnJycuLE1NjbCZDIhKysrdpumafB4PDCbzXGXqIlEIvB6vbBarbDbf7rUSTgchs/ng6qqsNlssdsP9ZhapPqY3N+4UXNPDQCg5x090eWoLik/JkVR4PP52EnIMTmdzrj7G+GYjNhp32NSVRWBQMBQxwQYr1PLMVksFsMdkxE7tRxTy5rDSMdktE7JuMTgjz/+CKD5conTpk2Dpmn497//jW3btgFo/jl7xhlnYPLkycjOzj7k18sE+7al9Mde8rCZLOwlC3vJw2bGoGiapuk9iBZ1dXW47LLLcM8992DgwIGx21988UVs2rQJ9957736PufrqqxEMBjF//vzYmeevv/46XnvtNTz99NP73b+1M9Framribj8UOTk5aGxsTMpzZRItomHHtB3wf+6HY6wDvV7qBcWU2rPQAfaShr3kYTNZ2EsW9kp/VqsVRUVFh/Qc55xzDqLRKP70pz9h5MiRAIA1a9bgr3/9KwDg5ptvxpFHHnnIY5UgWWt2zh1Z2EseNpOFvWRhL3nYLL21d72e0K9CamtrUV1dDZPJhEGDBsV9b/PmzYhGo+jatSsKCws79Ly5ubkwmUxwu91xt7vd7v3OTm+Rn58Pi8USd+mWnj17wu12IxwO7/fbHqvVCqvV2qFxUeeof6oe/s/9MGWbUPxwcadsoBMRERGlu5Z3S+57pn5ubm7s38vKyjp9TEREREREmSShTfSFCxfis88+w7HHHrvfJvo777yDVatWYcyYMbjuuus6NhiLBf369cPGjRsxevRoAM1/adi4cSMmT558wMccfvjhWLVqFaLRaGwjfdeuXSgoKNDt7RJ+v1+X15Us8L8A9jywBwBQdGcRrL067xcd7CULe8nDZrKwlyzslVmWLVsW2zzf91rof//73+PupygKLr/88k4dmzScO7KwlzxsJgt7ycJe8rCZMSS0y9zyIZ8tG937GjVqFFatWoXvvvsuoQFNmTIF8+fPR79+/TBgwAC8+eabCAQCGD9+PADgiSeegMvlwsyZMwEAkyZNwn/+8x8sWLAAkydPRlVVFZYtW4ZTTjkloddPhmRdFiYTaJoGLaSh6poqaEENWSdmIWd6DjRNi7uuaCqxlyzsJQ+bycJesrBXZlm/fv0Bb1+5cuV+t3ET/eA4d2RhL3nYTBb2koW95GEzY0hoE73lzJd9P7SpRcsHNu17dkxHjB07Fg0NDViyZAncbjf69OmDm2++OXY5l9ra2rjN1cLCQtxyyy14/vnn8ac//QkulwunnHIKpk6dmtDrJ4PT6YTX69Xt9SXZuF1D8Lk65GwMwJRvQv7crlj1rYZ8J1BW2jmb6OwlC3vJw2aysJcs7EWUGM4dWVLZS4tqgIK4v2NqmgZo4OUlDwHnmCzsJQt7ycNmxpDQJrrT6URjYyPWrl2LESNGxH1v7dq1AACHw5HwoCZPntzq5VvuuOOO/W4bOHAg5s6dm/DrJZvZbNZ7CGLk1Ibgf74eAOCeVYivdpgABSgt7LwFK3vJwl7ysJks7CULe2WGs846S+8hGA7njiyp7FX/dD2CPwRRdFMRzC4zInUR1NxXA7W/CtdlrpS9rtFxjsnCXrKwlzxsZgwJbaL3798fX375Jd5//30EAoHYRvq6devwySefxO5DdDCapsE8rxqmoAbfcAe2jMhGkRMYN9gEu8qzPoiIiIgA4Oyzz9Z7CESGpfZT0bCkATum7YBjlAO+z32AAmSflK330IiIiCiNJLSJfsopp+DLL78EAHzyySexjfOf34foYBqWNMC3ygfFrqDHA13xzR4FR/fnBjoREREREXWO7EnZcIx0oOq6Knje88A+zI7ih4phdvGsQSIiIvqJKZEHDR8+/KBnxJx11lkYPnx4omMSj9c5alu4Ooyau2oAAF1u6AJziarbWNhLFvaSh81kYS9Z2IsoMZw7sqS6l9llRuGNhQCAwhsLuYGeBJxjsrCXLOwlD5sZQ0JnogPNG+UjRozARx99hF27dgEAunfvjnHjxmX8pVwikYjeQ0h71bdXI+qOwnaEDQWzClDv128s7CULe8nDZrKwlyzsRZQYzh1Z2EseNpOFvWRhL3nYzBgS3kQHgH79+qFfv37JGothZGdnw+Px6D2MtOV5xwPPcg9gBro92A2KRYFD1VBWosChwwnp7CULe8nDZrKwlyzsRZQYzh1Z2EseNpOFvWRhL3nYzBgOaRPd5/OhpqYGTU1N0DRtv+8PGTLkUJ5eLEXhNb1bE2mMoPrmagBAwSUFsJfZAQAOVUFZqT7/3dhLFvaSh81kYS9Z2IsoMZw7snRGL3OhGQWXFMBcyEu5JAPnmCzsJQt7ycNmxpDQJnpTUxOee+45rFq1CtFo9ID3URQFixcvPqTBkfHU/qUW4V1hWEut6HJ9F72HQ0REREREBEuRBa7LXHoPg4iIiNJUQpvo//jHP/Dpp58e9D4HOjOdMpvvcx/2Pr8XANBtXjeYHAl9ri0RERERERERERFRp0loE339+vXND7ZYcMQRRyA7OxtmM9/21qKpqUnvIaSdaCCK3X/aDWhA7vRcOMc59R5SDHvJwl7ysJks7CULexElhnNHFvaSh81kYS9Z2EseNjOGhDbRTabmM4jPP/98nHTSSUkdkBG0dombTFY/vx7B74IwF5pRdFuR3sOJw16ysJc8bCYLe8nCXkSJ4dyRhb3kYTNZ2EsW9pKHzYwhoetpjBgxAgDgdKbP2cTpJCcnR+8hpJXAlgD2PLYHAND1rq4wu9LrXQvsJQt7ycNmsrCXLOxFlBjOHVnYSx42k4W9ZGEvedjMGBLaRP/tb3+Lrl274oUXXsDatWvh9XqTPS4yCC2qNV/GJQRkTcxC9q+y9R4SERERERERERERUbsldDmXSy+9NPbvDzzwwAHvoygKFi9enNioyDD2vrAX/rV+KFkKut7XFYqi6D0kIiIiIiIiIiIionZL6Ez09tA0LVVPTUKEKkOovbcWAFB4UyGsPa06j4iIiIiIiIiIiIioYxI6E72wsDDZ4zCUxsZGvYegO03TUH1LNaKeKOwj7Mj/Xb7eQ2oVe8nCXvKwmSzsJQt7ESWGc0cW9pKHzWRhL1nYSx42M4aENtHnz5+f7HEYislkyuhP3tU0DZ63PGh6pwmwAt0e7AaYmm9Px8u5ZHovadhLHjaThb1kYS+ixHDuyMJe8rCZLOwlC3vJw2bGkLLLuWSyrKwsvYegq41bIqi4pQYA4LrMBa2vik82R7Fxe3pe4ifTe0nDXvKwmSzsJQt7ESWGc0cW9pKHzWRhL1nYSx42M4aEzkQHgEgkgjfeeAOrVq1CZWUlAKBHjx447rjjcNppp8FsNidtkCSL8//qEakOI1howeaT87H7iyigAKWF6XcWOhEREREREREREdHBJLSJHg6HMXfuXGzatCnu9vLycpSXl2P9+vW45ZZbYLEkvEdPQgW3BhFd6AYAuC/tgu0eBUW5wLjBJthVbqITERERERERERGRLAldzuX111/fbwN9X5s2bcKbb76Z8KCk07T0vGxJqmmahuo51dCCGpzjnRj82xwAwNH903sDPVN7ScVe8rCZLOwlC3sRJYZzRxb2kofNZGEvWdhLHjYzhoROFV+1ahUAoLCwEBdddBEGDBgAAPjuu+/w3HPPoaamBh9//DF+9atfJW+kgng8Hr2HoIumd5rgXeEFrEDXu7rCoygA0v8HRab2koq95GEzWdhLFvYiSgznjizsJQ+bycJesrCXPGxmDAmdiV5VVQUAOPfcczFixAjk5uYiNzcXRx99NGbOnBl3n0yUideDj/qiqJ5TDQBwXeqC2l/VeUTtl4m9JGMvedhMFvaShb2IEsO5Iwt7ycNmsrCXLOwlD5sZQ0Kb6HRwTqdT7yF0urr5dQjvCMPSwwLX1S4AgEMFykoUONJ8Pz0Te0nGXvKwmSzsJQt7ESWGc0cW9pKHzWRhL1nYSx42M4aELufSvXt3bNu2DYsWLYLD4YhdzuX777/HokWLYvehzBAsD6L+yXoAQNGcIpiczb+bcagKykrT91roRERERERERERERG1JaBN97Nix2LZtG2pra/GXv/zlgPf5xS9+cUgDIzlqbq+BFtDgHOdE9mnZeg+HiIiIiFLklVdewbp161BeXg6LxYIFCxa0+RhN07BkyRK8//77aGpqwqBBg3DxxRfzpBsiIiIiEiOhy7lMmTIFgwYNavX7gwcPxqmnnprwoKSLRCJ6D6HTeN7xoOn9puYPE72nKxRF3pnnmdTLCNhLHjaThb1kYS/qbOFwGMcccwwmTZrU7se8+uqreOuttzBr1izce++9sNlsmDt3LoLBYApHenCcO7KwlzxsJgt7ycJe8rCZMSS0iW6xWHDbbbfhnHPOQUlJCaxWK6xWK0pKSjBz5kzceuutsFgSOsndELxer95D6BRRXxQ1c2oAAAWXFEAdkOYXP29FpvQyCvaSh81kYS9Z2Is62/Tp0zFlyhSUlJS06/6apuHNN9/EmWeeiVGjRqG0tBRXXnkl6uvr8fnnn6d4tK3j3JGFveRhM1nYSxb2kofNjCHhnW6LxYKpU6di6tSpSRyOMVitVoRCIb2HkXL1f6tHaHsIlu4WdLm6i97DSVim9DIK9pKHzWRhL1nYi9JddXU13G43hg0bFrvN6XRiwIAB2LJlC4477jhdxsW5Iwt7ycNmsrCXLOwlD5sZQ7vPRI9EIti2bRu2bduGpqamA96nqakpdp9MfquC3W7XewgpF9wWRN0TdQCAotuLYMpK6E0NaSETehkJe8nDZrKwlyzsRenO7XYDAPLy8uJuz8vLi33vQEKhELxeb+wfn8+X1HFx7sjCXvKwmSzsJQt7ycNmxtDuM9FXr16NJ554Ak6nE48++ugB7xOJRHDHHXfA6/XiyiuvxLhx45I2UNKXpmkAELvmec2c5g8TdRznQPbp/DBRIiIiIqkWLVqEV1999aD3efjhh9GzZ89OGhGwbNkyLF26NPZ13759MW/ePDidTkSjUQBAMBhEIBCAzWaDqv50WcFAIIBgMAiHwxF3iUm/349QKASn0wlVVZGTkwOg+S3WkUgE2dnZcZ/v09TUhGg0Grtfi8bGRphMJmRlZcVu0zQNHo8HZrMZTqczdnskEoHX64XVao37C3Q4HIbP54OqqrDZbLHbD+WYzGZz7HajHZOqqjCbzYY6JsB4nfY9pn3nmFGOyYidWo6ppZeRjsmInVq0/LuRjsmInfY9pn1/JhrlmIzUqb0UrWV3tA1/+ctfsH79epx22mn43e9+1+r9FixYgLfeegvDhw/HTTfd1O6B6K2mpiZpb63IyclBY2NjUp4rXXy9LQq3V8Oo/iaEP2pC5e8roZmB0AslOOKXsn+jZsReRsZe8rCZLOwlC3ulP6vViqKiIr2HcVANDQ1t/jnq1q1b3F9QPvzwQyxYsAALFiw46ON2796Nq666Cvfffz/69OkTu33OnDno06cPLrjgggM+LhQKxa3NFUWBw+FI2pqdc0cW9pKHzWRhL1nYSx42S2/tXa+3+0z0iooKAMCQIUMOer8jjjgCb731Vuz+mSgcDus9hKTLcyrYskvDm5+GMfjP1TADqJ2Sj95DbG0+Nt0ZsZeRsZc8bCYLe8nCXpQMubm5yM3NTclzd+3aFfn5+fj6669jm+herxfff/89Jk2a1OrjrFYrrFZrSsYEcO5Iw17ysJks7CULe8nDZsbQ7k30+vp6AG1fx6fl+we7xqHRJfuajemgpEhB1zwTNtxWB/OuMMJdzDjqni5wupS2H5zmjNjLyNhLHjaThb1kYS/qbLW1tfB4PKitrUU0GkV5eTkAoLi4OPb3gGuuuQYzZ87E6NGjoSgKTj31VLzyyivo3r07unbtisWLF6OgoACjRo3S7Tg4d2RhL3nYTBb2koW95GEzY2j3JrrdbofH48GOHTtwxBFHtHq/7du3x+6fqVRVRTAY1HsYSWfeHUb+y24AQMEtRXC6zAd/gBBG7WVU7CUPm8nCXrKwF3W2l156CStXrox9PXv2bADNl2cZOnQoAKCyshJerzd2nzPOOAOBQABPPfUUvF4vBg0ahJtvvjnuupadjXNHFvaSh81kYS9Z2EseNjOGdm+i9+rVC5s3b8Zrr72GY489Fvn5+fvdx+12Y/ny5bH7ZyqbzWbIyVFzTw0Q0NAw1I4upxrnw0SN2suo2EseNpOFvWRhL+psV1xxBa644oqD3mfJkiVxXyuKghkzZmDGjBmpHFqHcO7Iwl7ysJks7CULe8nDZsbQ7k30UaNGYfPmzairq8O1116LKVOmYNCgQSgoKEB9fT2+/fZbvP7667FPNR0zZkzCg3r77bexfPlyuN1ulJaW4sILL8SAAQMOeN8PP/wQTz75ZNxtVqsVixYtSvj1aX++z33wvO4BFGDH7wrRT5F/GRciIiIiIiIiIiKitrR7E/2kk07Cf/7zH1RXV8Pr9e53hsm+unXrhhNPPDGhAa1evRoLFy7ErFmzcNhhh+GNN97A3Llz8cgjjyAvL++Aj3E4HHj00UcTej1qm6ZpqLmzBgCQdXYuBoyzw6Hfu2+JiIiIiIiIiIiIOo2pvXe02Wy48cYb0aVLl4Per7CwEDfeeGPC1zh8/fXXMXHiREyYMAG9evXCrFmzoKoqPvjgg1YfoygK8vPz4/7Rk9HeotH4WiP86/1QnAq6/bkQZaUmOFTjnIlutF5Gx17ysJks7CULexElhnNHFvaSh81kYS9Z2EseNjOGdp+JDjRf5/z+++/Ha6+9hk8//RTV1dWx73Xt2hVjx47F6aefjuzsxK6XHQ6HsXXrVkydOjV2m8lkQllZGbZs2dLq4/x+P/7whz9A0zT07dsX55xzDnr37p3QGJIhEAjo9trJFvVHUXtvLQDA9QcXLN069EdGBCP1ygTsJQ+bycJesrAXUWI4d2RhL3nYTBb2koW95GEzY+jwjmh2djZmzpyJmTNnwu/3w+v1wul0wm63H/JgGhoaEI1G9zuTPD8/H5WVlQd8TI8ePXD55ZejtLQUXq8Xr732Gm699VY89NBDBzxrPhQKIRQKxb5WFAUOh+OQx74vm81mmAniftaNcEUY5mIzCi4t0Hs4KWGkXpmAveRhM1nYSxb2IkoM544s7CUPm8nCXrKwlzxsZgyHdFqx3W5Pyub5oRg4cCAGDhwY9/W1116Ld999F7/5zW/2u/+yZcuwdOnS2Nd9+/bFvHnz4HQ6EY1GATS/zSIQCMBms8VdliYQCCAYDMLhcMBi+ek/nd/vRygUgtPphNlshqqqUFUVXq8XkUgE2dnZUPb5IM6mpiZEo1Hk5OTEja2xsREmkwlZWVmx2zRNg8fjgdlshtPpjN0eiUTg9XphtVrjGoTDYfh8PqiqCpvNFrs9kWPyVflQ91gdAKDXnF7I65Yn/pj27dRCURQEAgFDHZMRO+17TPs+j1GOyYidWo5JVVWEQiFDHRNgvE4tx9Ty/zAjHZMRO7Uc0769jHJMRuu07xgpfaiqyr/MCsJe8rCZLOwlC3vJw2bGoGiapuk9iBbhcBjnnXcerrvuOowePTp2+xNPPAGv14vZs2e363keeughmEwmXHPNNft9r7Uz0WtqauJuPxQ5OTlobGxMynPpafctu7F3wV7YhtpQ8nYJFJNxroO+L6P0yhTsJQ+bycJesrBX+rNarSgqKtJ7GIaRrDU7544s7CUPm8nCXrKwlzxslt7au15v9weLdgaLxYJ+/fph48aNsdui0Sg2btwYd7b5wUSjUWzfvh0FBQe+9IjVaoXT6Yz9k+xLuRhF8Psg9r6wFwBQdHuRYTfQiYiIiIiIiIiIiA4m7T4lcsqUKZg/fz769euHAQMG4M0330QgEMD48eMBNJ+V7nK5MHPmTADA0qVLcdhhh6G4uBhNTU147bXXUFNTg4kTJ+p2DEZ4i0bNPTVABMg6MQvOXxj7bchG6JVJ2EseNpOFvWRhL6LEcO7Iwl7ysJks7CULe8nDZsaQdpvoY8eORUNDA5YsWQK3240+ffrg5ptvjn3YaG1tbdz1Jj0eD5566im43W5kZWWhX79+uOeee9CrVy+djqD5GpuSeVd50fRuE2AGim4z/tuPpffKNOwlD5vJwl6ysBdRYjh3ZGEvedhMFvaShb3kYTNjSKtrouspmddEdzgc8Pl8SXmuzqZFNWw/ZTsCGwPI+30eut3bTe8hpZzkXpmIveRhM1nYSxb2Sn+8JnpyJWvNzrkjC3vJw2aysJcs7CUPm6U3kddENwqLJe1O8G+3hqUNCGwMwJRjQpfru+g9nE4huVcmYi952EwW9pKFvYgSw7kjC3vJw2aysJcs7CUPmxkDN9EpJuqLYs+8PQAA11UuWLpwkhMREREREREREVFm4yY6xdT/vR7hqjAsvSzIvyhf7+EQERERERERERER6Y6b6Cng9/v1HkKHhXeHUfdkHQCg8OZCmOyZ80dDYq9Mxl7ysJks7CULexElhnNHFvaSh81kYS9Z2EseNjOGzNkp7UTJ+oDSzlT7YC00rwb7UXbk/CpH7+F0Kom9Mhl7ycNmsrCXLOxFlBjOHVnYSx42k4W9ZGEvedjMGLiJngJOp1PvIXRI4H8BNCxuAAAUzSmCoig6j6hzSeuV6dhLHjaThb1kYS+ixHDuyMJe8rCZLOwlC3vJw2bGwE30FDCbzXoPoU2apkHTNABAzd01QBTIPi0b9pF2nUfW+ST0op+wlzxsJgt7ycJeRInh3JGFveRhM1nYSxb2kofNjMGi9wBIHxu3a3B7NRxR4YN3pRewAuUzXNizXUNZaWadiU5ERERERERERETUGp6JnqHynAqq6zVsn1MLAKiZnIddWVbkObmBTkRERERERERERNSCZ6KngNfr1XsIbSopUpD1kRd7tgURdpjgP68Ap40wwa5m3ia6hF70E/aSh81kYS9Z2IsoMZw7srCXPGwmC3vJwl7ysJkx8Ez0FIhEInoPoU1aSEPDQ3sAALun5OGo4daM3EAHZPSin7CXPGwmC3vJwl5EieHckYW95GEzWdhLFvaSh82MgZvoKZCdna33ENrU8HIDQuUhKAVm7D41X+/h6EpCL/oJe8nDZrKwlyzsRZQYzh1Z2EseNpOFvWRhL3nYzBi4iZ4CipLeZ3RH/VHsebj5LHTnZQWIOjL7j0G696J47CUPm8nCXrKwF1FiOHdkYS952EwW9pKFveRhM2PgNdEz0N4X9yJcGYal2IKC3+ehrE6BQ9V7VERERERERERERETph5voGSbaFEXdY3UAANe1LjhzzCjL0XlQRERERERERERERGkqs6/jkSJNTU16D6FV9c/UI7InAmsfK/Jm5Ok9nLSQzr1of+wlD5vJwl6ysBdRYjh3ZGEvedhMFvaShb3kYTNj4CZ6CkSjUb2HcEARdwT1f6sHAHS5oQsUK6/JBKRvLzow9pKHzWRhL1nYiygxnDuysJc8bCYLe8nCXvKwmTFwEz0FcnLS8/oo9X+rR7QhCnWQipwz0nOMekjXXnRg7CUPm8nCXrKwF1FiOHdkYS952EwW9pKFveRhM2PgJnqGCNeEUf9M81nohbMLoZh4FjoRERERERERERFRW7iJniHqHq+D5tNgP8qOrElZeg+HiIiIiIiIiIiISARuomeA0M4Q9r6wFwBQeGMhFIVnoRMRERERERERERG1BzfRU6CxsVHvIcTZ8/AeaEENjrEOOMc59R5O2km3XnRw7CUPm8nCXrKwF1FiOHdkYS952EwW9pKFveRhM2PgJnoKmEzp8581+H0QDUsaADSfhU77S6de1Db2kofNZGEvWdiLKDGcO7KwlzxsJgt7ycJe8rCZMbBiCmRlpc81x/f8dQ8QAbJOyoJjpEPv4aSldOpFbWMvedhMFvaShb2IEsO5Iwt7ycNmsrCXLOwlD5sZAzfRDSzwTQCNrzW/ZaTwTzwLnYiIiIiIiIiIiKijuIluYLX31wIAcs7IgW2oTefREBEREREREREREcnDTfQU0DRN7yHAt9aHpveaADPQ5foueg8nraVDL2o/9pKHzWRhL1nYiygxnDuysJc8bCYLe8nCXvKwmTFwEz0FPB6Prq+vaRpq/9J8FnrujFyo/VVdx5Pu9O5FHcNe8rCZLOwlC3sRJYZzRxb2kofNZGEvWdhLHjYzBm6ip4DZbNb19b0fe+H71AdFVdDlGp6F3ha9e1HHsJc8bCYLe8nCXkSJ4dyRhb3kYTNZ2EsW9pKHzYyBm+gp4HQ6dXldTdMQjUax5/49AIC83+bB0sPCt420Qa9elBj2kofNZGEvWdiLKDGcO7KwlzxsJgt7ycJe8rCZMVj0HgAlz8btGrwrm1Cw3g/FriDr0gJ8sjmKfKeCslJF7+ERERERERERERERicNNdAPJdQDh5+sBAE2n5eLt7SZAAUoLuYFORERERERERERElAhuoqdAJBLR5XWLvvMjsNkPzarguxPzke8Exg02wa5yE/1g9OpFiWEvedhMFvaShb2IEsO5Iwt7ycNmsrCXLOwlD5sZA6+JngJer1eX193zSPO10B3TcxEqsODo/txAbw+9elFi2EseNpOFvWRhL6LEcO7Iwl7ysJks7CULe8nDZsbATfQUsFqtnf6avs998K32AVbAMaug019fMj16UeLYSx42k4W9ZGEvosRw7sjCXvKwmSzsJQt7ycNmxsBN9BSw2+2d/potZ6HnTc+DuTsnZ0fo0YsSx17ysJks7CULexElhnNHFvaSh81kYS9Z2EseNjOGtLwm+ttvv43ly5fD7XajtLQUF154IQYMGNDm41atWoVHH30UI0eOxOzZszthpOnBt94H74dewAwUXFGAiAqUlShwqHqPjIiIiIiIiIiIiEi2tDsTffXq1Vi4cCHOOusszJs3D6WlpZg7dy727t170MdVV1fjhRdewODBgztppOmj7pE6AEDumblQS1U4VAVlpSY4eD10IiIiIiIiIiIiokOSdpvor7/+OiZOnIgJEyagV69emDVrFlRVxQcffNDqY6LRKB5//HFMnz4dXbt27cTRHlg4HO601/Jv9KPpvSbABLiucnXa6xpJZ/aiQ8de8rCZLOwlC3sRJYZzRxb2kofNZGEvWdhLHjYzhrTaRA+Hw9i6dSvKyspit5lMJpSVlWHLli2tPm7p0qXIzc3FCSec0BnDbJPP5+u016p7tPks9Jxf5UDtz+u3JKIze9GhYy952EwW9pKFvYgSw7kjC3vJw2aysJcs7CUPmxlDWm2iNzQ0IBqNIj8/P+72/Px8uN3uAz5m8+bNWLFiBS699NJ2vUYoFILX6439k4o/yKraOZvZgc0BeN70AABcf+RZ6InqrF6UHOwlD5vJwl6ysBdRYjh3ZGEvedhMFvaShb3kYTNjSMsPFm0vn8+Hxx9/HJdeeilyc3Pb9Zhly5Zh6dKlsa/79u2LefPmwel0IhqNAgCCwSACgQBsNlvcH/RAIIBgMAiHwwGL5af/dH6/H6FQCE6nE2azGaqqIhgMwuv1IhKJIDs7G4ry0/XJm5qaEI1GkZOTEze2xsZGmEwmZGVlxW7TNA0ejwdmsxlOpzN2eyQSwa7HdgEA8qfmo3BkIYDms/l9Ph9UVYXNZovd/1CPqUWqj8nr9cJqtcZ9cnGqj0lRFASDQUMdkxE7tRxTTk4OgsGgoY7JiJ32PSZVVVFfX2+oYwKM16nlmGw2W9xrGuGYjNip5Zha1hxGOiajddp3jJQ+bDZb3HqC0ht7ycNmsrCXLOwlD5sZg6Jpmqb3IFqEw2Gcd955uO666zB69OjY7U888QS8Xi9mz54dd//y8nLMnj0bJtNPJ9S3HI6iKHjkkUdQXFwc95hQKIRQKBT7WlEUOBwO1NTUxN1+KHJyctDY2JiU52pN8PsgyseXAxpQ+k4pbENtbT6GDqwzelHysJc8bCYLe8nCXunParWiqKhI72EYRrLW7Jw7srCXPGwmC3vJwl7ysFl6a+96Pa3ORLdYLOjXrx82btwY20SPRqPYuHEjJk+evN/9e/TogQcffDDutsWLF8Pv9+P8889HYWHhfo+xWq2wWq2pOYBOVPd4HaABWZOyuIFORERERERERERElCJptYkOAFOmTMH8+fPRr18/DBgwAG+++SYCgQDGjx8PoPmsdJfLhZkzZ0JVVZSUlMQ9vuXtvj+/vTOl+i0awW1BNCxrAAB0uaZLSl8rE/AtNbKwlzxsJgt7ycJeRInh3JGFveRhM1nYSxb2kofNjCHtNtHHjh2LhoYGLFmyBG63G3369MHNN98c+7DR2trauOtNpqNAIJDS5697og6IAM4JTtiPtLf9ADqoVPei5GIvedhMFvaShb2IEsO5Iwt7ycNmsrCXLOwlD5sZQ1pdE11Pybwmus1mS9kECe0M4cfjfgRCQO//1xuOUY6UvE4mSWUvSj72kofNZGEvWdgr/fGa6MmVrDU7544s7CUPm8nCXrKwlzxslt7au143tXkP6jBVVVP23HXz64AQ4DjOwQ30JEllL0o+9pKHzWRhL1nYiygxnDuysJc8bCYLe8nCXvKwmTFwE12QcFUYDYt5LXQiIiIiIiIiIiKizpJ210Sn1tX9rQ5aQINjtAOOY3kWOhERERF1rldeeQXr1q1DeXk5LBYLFixY0OZj5s+fj5UrV8bdduSRR+KWW25J0SiJiIiIiJKLm+gpkIrrHIVrwtj74l4AgOsaV9p/uKokvC6VLOwlD5vJwl6ysBd1tnA4jGOOOQYDBw7EihUr2v244cOH4w9/+EPsa4tF37+GcO7Iwl7ysJks7CULe8nDZsbATfQUCAaDSX/O+qfqofk12I+yw3m8M+nPn8lS0YtSh73kYTNZ2EsW9qLONn36dADAhx9+2KHHWSwW5OfnJ39ACeLckYW95GEzWdhLFvaSh82MgddETwGHI7mXWonUR+B+3g0AcF3Ns9CTLdm9KLXYSx42k4W9ZGEvkmLTpk24+OKLcfXVV+Mf//gHGhsbD3r/UCgEr9cb+8fn8yV1PJw7srCXPGwmC3vJwl7ysJkx8Ez0FEj221PdC93QvBrUwSqyTsxK6nOT/m8npo5hL3nYTBb2koW9SILhw4djzJgx6Nq1K6qqqvCvf/0L9957L+bOnQuT6cDn9CxbtgxLly6Nfd23b1/MmzcPTqcT0WgUQPNZXYFAADabDaqqxu4bCAQQDAbhcDji5ojf70coFILT6Yz7ntfrRSQSQXZ2dtzJKk1NTYhGo8jJyYkbW2NjI0wmE7KyflqXa5oGj8cDs9kMp/Ond41GIhF4vV5YrVbY7fbY7eFwGD6fD6qqwmazxW4/lGMym82x2412TKqqIhgMGuqYAON12veYnE5n3P2NcExG7NRyTKqqwmKxGOqYjNiphaIo8Pl8hjomI3ba95ha5piRjslIndpL0TRNa/e9DaympgahUCgpz5WTk9Pm2TXtFfVH8eMxPyJSE0Hx48XIPTM3Kc9LP0lmL0o99pKHzWRhL1nYK/1ZrVYUFRXpPYyDWrRoEV599dWD3ufhhx9Gz549Y19/+OGHWLBgQbs+WPTndu/ejauuugq33XYbysrKDnifUCgUtzZXFAUOhyNpa3bOHVnYSx42k4W9ZGEvedgsvbV3vc7Tl9Jcw78bEKmJwNLDgpzTc9p+ABERERFRB5x++ukYP378Qe/TrVu3pL1et27dkJOTg6qqqlY30a1WK6xWa9Jek4iIiIjoUHATPQX8fn9SnkeLaqh/qh4AUDCrAIqV10JPhWT1os7BXvKwmSzsJQt7UTLk5uYiN7fz3u24Z88eeDweFBQUdNpr/hznjizsJQ+bycJesrCXPGxmDPxg0RRI1mVhmt5tQuiHEEy5JuTNzIvdrmkaeBWe5ElWL+oc7CUPm8nCXrKwF3W22tpalJeXo7a2FtFoFOXl5SgvL4/7y+E111yDNWvWAGj+S+MLL7yALVu2oLq6Gl9//TXuv/9+FBcX48gjj9TrMDh3hGEvedhMFvaShb3kYTNj4JnoKeB0OuH1eg/5eer+VgcAaDw1F0FVgR2AP6jh8x+iyHcqKCvlmenJkKxe1DnYSx42k4W9ZGEv6mwvvfQSVq5cGft69uzZAIA5c+Zg6NChAIDKysrYn0uTyYTt27dj5cqVaGpqgsvlwrBhwzBjxgxdL9fCuSMLe8nDZrKwlyzsJQ+bGQM30VNg309/TZRvrQ/+z/2AVcH2E/Ow9YsouuUr2O3WAAUoLeQGerIkoxd1HvaSh81kYS9Z2Is62xVXXIErrrjioPdZsmRJ7N9VVcUtt9yS6mF1GOeOLOwlD5vJwl6ysJc8bGYMvJxLmqr/e/O10HOn5eDkiSpyncD2Wg25TuC0ESaUFHETnYiIiIiIiIiIiCjVuImehoI/BOF52wMAKLisAHZVwdH9m1Md3d8Eu8oNdCIiIiIiIiIiIqLOwE30FDjU6xzVP1UPaEDWiVmwHWZL0qioNbwulSzsJQ+bycJesrAXUWKSOXe0qAZN0+Jv0zRoUa2VR1BH8WedPGwmC3vJwl7ysJkxcBM9BSKRSMKPDdeE0bC0AQBQcHlBsoZEB3EovajzsZc8bCYLe8nCXkSJSebcqX+6Hrtn70akrvk5I3UR7J69G/VP1yftNTIdf9bJw2aysJcs7CUPmxkDN9FTIDs7O+HHup9zQwtosB9lh2OMI3a7QwXKShQ41GSMkPZ1KL2o87GXPGwmC3vJwl5EiUnm3FH7qfB/4ceOaTuwe/Zu7Ji2A/4v/FD7ceGeLPxZJw+bycJesrCXPGxmDNxETwFFSeya5VFvFO7n3QCaz0Lf93kcqoKyUhMcvB560iXai/TBXvKwmSzsJQt7ESUmmXMne1I2ei/tDWupFZ73PLCWWtF7aW9kT+JfmJOFP+vkYTNZ2EsW9pKHzYyBm+hpZO/ivYi6o7D2sSJ7MhfdREREREQSmF1mFN5YCAAovLEQZpdZ5xERERERUTJxEz1NaGEtdt3EgksKoJj5WyoiIiIiIiIiIiIivXETPQWampo6/BjPGx6Ed4RhdpmROz03BaOi1iTSi/TDXvKwmSzsJQt7ESWGc0cW9pKHzWRhL1nYSx42MwZuoqdANBrt0P01TUPd3+sAAPkX5MPkYJbO1NFepC/2kofNZGEvWdiLKDGpmDvmQjMKLimAuZCXckk2/qyTh81kYS9Z2EseNjMG7tamQE5OTofu71vtQ2BDAIpdQf75+akZFLWqo71IX+wlD5vJwl6ysBdRYlIxdyxFFrguc8FSZEn6c2c6/qyTh81kYS9Z2EseNjMGbqKngZaz0HNn5PJDiIiIiIiIiIiIiIjSCDfRdRb4XwDeFV7A1PyBokRERERERERERESUPriJrrP6v9cDALJPyYbaR9V5NERERERERERERES0L0XTNE3vQaSDmpoahEKhTn3NUGUIPx77IxAGer/eG46jHJ36+kRERESUWlarFUVFRXoPwzD0WLMTERERkXG1d73OM9FTwGRq339W9zNuIAw4jnFwA11H7e1F6YG95GEzWdhLFvYiSgznjizsJQ+bycJesrCXPGxmDKyYAllZWW3eJ9IQwd4X9wIACi7ntdD11J5elD7YSx42k4W9ZGEvosRw7sjCXvKwmSzsJQt7ycNmxsBNdJ3sXbQXUU8U6kAVWSdwMhERERERERERERGlI4veA8hUOb/KQXh3GPbhdigmRe/hEBEREREREREREdEBcBM9BdrzWa3WnlZ0vaNrJ4yG2sLP1pWFveRhM1nYSxb2IkoM544s7CUPm8nCXrKwlzxsZgyKxpIAgJqaGoRCIb2HQUREREQGYrVaUVRUpPcwDINrdiIiIiJKpvau13lN9BQwm816D4E6gL1kYS952EwW9pKFvYgSw7kjC3vJw2aysJcs7CUPmxkDN9FTwOl06j0E6gD2koW95GEzWdhLFvYiSgznjizsJQ+bycJesrCXPGxmDGl5TfS3334by5cvh9vtRmlpKS688EIMGDDggPf97LPPsGzZMlRVVSESiaC4uBinn346jj/++E4edfu1XEFHUZSD3kZERERERJ1Pi2qAcoD1ugYoJq7XiYiIiDJN2m2ir169GgsXLsSsWbNw2GGH4Y033sDcuXPxyCOPIC8vb7/7Z2dn48wzz0SPHj1gsViwbt06PPnkk8jNzcXw4cM7/wDaYeN2DW6vhlH9TbCrCvxBDZ//EEW+U0FZKRflRERERER6qn+6HsEfgii6qQhmlxmRughq7quB2l+F6zKX3sMjIiIiok6Wdpvor7/+OiZOnIgJEyYAAGbNmoV169bhgw8+wNSpU/e7/9ChQ+O+PvXUU7Fy5Ups3rxZt030SCRy0O/nORVs2aXhjS+i6JavYLe7+UyX0kJuoOuhrV6UXthLHjaThb1kYS+ixLQ1d9R+KhqWNGDHtB1wjHLA97kPUIDsk7I7aYS0L/6sk4fNZGEvWdhLHjYzhrS6Jno4HMbWrVtRVlYWu81kMqGsrAxbtmxp8/GapuHrr79GZWUlhgwZksqhHpTX6z3o90uKFJw2woRcJ7C9VkOuEzhthAklRdxE10NbvSi9sJc8bCYLe8nCXkSJaWvuZE/KRu+lvWEttcLzngfWUit6L+2N7EncRNcDf9bJw2aysJcs7CUPmxlDWp2J3tDQgGg0ivz8/Ljb8/PzUVlZ2erjvF4vLr30UoTDYZhMJlx00UUYNmzYAe8bCoUQCoViXyuKAofDkZTxt7BarXGvcSB2VcHR/U14e30UR///l3UhfbSnF6UP9pKHzWRhL1nYiygx7Zk7ZpcZhTcWouLcChTeWAizy9xJo6Of4886edhMFvaShb3kYTNjSKtN9ETZ7XY88MAD8Pv9+Prrr7Fw4UJ069Ztv0u9AMCyZcuwdOnS2Nd9+/bFvHnz4HQ6EY1GAQDBYBCBQAA2mw2qqsbuGwgEEAwG4XA4YLH89J/O7/cjFArB6XTCbDZDVVUEg0F4vV5EIhFkZ2fHfShRU1MTotEosrKyoFr9yMqyIyfHjMbGRphMJmRlZcXuq2kaPB4PzGZz3Kf5RiIReL1eWK1W2O322O3hcBg+nw+qqsJms8VuP9RjatHWMeXk5MT995ZwTIqiIBQKGeqYjNip5Zhyc3MRDAYNdUxG7LTvMamqivr6ekMdE2C8Ti3HZLfb48ZihGMyYqeWY2pZcxjpmIzWad8xUvqw2+38y6wg7CUPm8nCXrKwlzxsZgyKpmma3oNoEQ6Hcd555+G6667D6NGjY7c/8cQT8Hq9mD17drue5+9//zv27NmDW265Zb/vtXYmek1NTdL+QOfk5KCxsbHN+9V5NLy9PorJR5ngyuaZ6Hppby9KD+wlD5vJwl6ysFf6s1qtKCoq0nsYhpGsNXt7507gfwFUnFuBXot6wTbY1ub9KTX4s04eNpOFvWRhL3nYLL21d72eVtdEt1gs6NevHzZu3Bi7LRqNYuPGjRg4cGC7nycajba6uLZarXA6nbF/kn0pl45wqEBZiQKH2vZ9iYiIiIioc5kLzSi4pADmQl7KhYiIiCiTpd3lXKZMmYL58+ejX79+GDBgAN58800EAgGMHz8eQPNZ6S6XCzNnzgTQfHmW/v37o1u3bgiFQli/fj0+/vhjXHzxxbodQzgcbtf9HKqCslKega639vai9MBe8rCZLOwlC3sRJaa9c8dSZIHrMleKR0Nt4c86edhMFvaShb3kYTNjSLtN9LFjx6KhoQFLliyB2+1Gnz59cPPNN8c+bLS2tjbuepOBQAD//Oc/sWfPHqiqip49e+Kqq67C2LFjdToCwOfz6fba1HHsJQt7ycNmsrCXLOxFlBjOHVnYSx42k4W9ZGEvedjMGNLqmuh6SuY10ff9kC9Kf+wlC3vJw2aysJcs7JX+eE305ErWmp1zRxb2kofNZGEvWdhLHjZLbyKviW4UNhs/dEgS9pKFveRhM1nYSxb2IkoM544s7CUPm8nCXrKwlzxsZgzcRCciIiIiIiIiIiIiagU30YmIiIiIiIiIiIiIWsFN9BTgdY5kYS9Z2EseNpOFvWRhL6LEcO7Iwl7ysJks7CULe8nDZsbATfQUCAQCeg+BOoC9ZGEvedhMFvaShb2IEsO5Iwt7ycNmsrCXLOwlD5sZAzfRU4AfGCALe8nCXvKwmSzsJQt7ESWGc0cW9pKHzWRhL1nYSx42MwZuoqeAqqp6D4E6gL1kYS952EwW9pKFvYgSw7kjC3vJw2aysJcs7CUPmxkDN9GJiIiIiIiIiIiIiFph0XsA6cJiSd5/CpPJBKvVmrTno9RiL1nYSx42k4W9ZGGv9JfMNSYl778n544s7CUPm8nCXrKwlzxslt7au75UNE3TUjwWIiIiIiIiIiIiIiKReDmXJPP5fLjxxhvh8/n0Hgq1A3vJwl7ysJks7CULexElhnNHFvaSh81kYS9Z2EseNjMObqInmaZp+PHHH8ET/GVgL1nYSx42k4W9ZGEvosRw7sjCXvKwmSzsJQt7ycNmxsFNdCIiIiIiIiIiIiKiVnATnYiIiIiIiIiIiIioFdxETzKr1YqzzjqLn7orBHvJwl7ysJks7CULexElhnNHFvaSh81kYS9Z2EseNjMOReNFeYiIiIiIiIiIiIiIDohnohMRERERERERERERtYKb6EREREREREREREREreAmOhERERERERERERFRK7iJTkRERERERERERETUCm6iExERERERERERERG1gpvoSRCNRhGNRvUeBlHG0TRN7yEQGRbnFxEZCdfrRPrgeoIotTjHiDqPRe8BSFdRUYFXXnkFe/fuRXFxMY4//ngcfvjheg+LDoGmaVAURe9h0AHU19djz5498Hg8GDZsGEwm/h5QGs6v9MX5ZQycY0T743rdePizLn1xPWEMnGPpi3NMPs4vuRSNv7ZKWGVlJW6++WYMHz4cXbt2xfr162GxWDBu3Diceuqpeg+P2lBZWYkVK1agoaEBffr0wVFHHYXu3bsD4A+1dLRt2zbcf//9sFgs2Lt3LwoKCjBt2jQMHz4c2dnZeg+Pfqaqqgr//e9/4fV6UVJSgpEjR8JutwPg/EpHnF/ycI4RtQ/X67JxvS4L1xPycD0hC+eYLJxfxsNN9ARpmobFixejqqoK1157LQDA5/Phrbfewn//+18cd9xxOOOMM3QeJbWmoqICt956KwYOHAibzYavv/4a/fv3x9ixYzFx4kQA/KGWThoaGjBnzhyMHj0aJ5xwAqxWKxYuXIht27bh2GOPxeTJk5Gbm6v3MOn/t2PHDtx+++0oLS2FpmnYsmULRo4ciYkTJ2L48OEAOL/SCeeXPJxjRO3D9bpsXK/LwvWEPFxPyMI5JgvnlzHxci4JUhQF9fX1cLvdsdscDgdOOeUUWK1WrF69Gi6XC+PGjdNvkHRA4XAYy5Ytw7HHHotLL70UQPNvCBcvXowVK1YgEAjg1FNP5Q+zNNLQ0IBgMIgxY8agW7duAIBrrrkGixYtwpo1a2C323HyySfDZrPpPFIKBoNYtGgRfvGLX+Ciiy4CAGzduhX/+Mc/sHz5cgSDQYwePZrzK41wfsnCOUbUflyvy8X1ujxcT8jC9YQ8nGNycH4ZFy+elICWk/f79u2LaDSKysrK2PccDgcmTJiAPn364J133kEgENBrmNSKlrc+tfzA0jQNxcXFOO+889CzZ0989tlnWLt2rc6jpH2Fw2FEo9HYfAoGgwCAc889F0OHDsU777yDqqoqAPxgFb2pqoqmpibk5OQAaP4gt379+uHKK69ENBrFe++9h/Lycn0HSXFCoRDnlyCcY0Ttw/W6bFyvy8P1uixcT8jDNbscnF/GxU30BLQs5o466ihUVlbi1Vdfhd/vB9D8wyo7OxvTpk3Dli1b8L///U/PodLPRKNRhMNhuFwueDwehEKh2O2FhYWYNm0aIpEIPvnkE51HSvvq06cP8vPzsWTJEgDN/1NqaXfBBRcgJycHy5YtAwD+Nldnfr8/9hffFpFIBD179sRFF12EHTt24MMPP9RvgASg+QOJKioqADRvMHF+pb9oNAqg+VIUFosFDQ0Nse9xjhHtj+t1ubhel4nrdVm4ZpeBa3ZZuF43Pm6iH4Li4mJce+21+OSTT7Bo0SI0NDTEflhZLBaUlJTA6XTqPEoCfvphZjKZYLFYMH78eKxZswbvvvsuFEWByWRCNBpFt27dMHPmTHz66afYsWOHzqPOXH6/Hz6fD16vN3bbJZdcgoqKCjz66KMAAKvVikgkAgAYPHgwzyLTkcfjwc6dO1FZWQm73Y4pU6bgvffew2effQaTyQRFURAOh9GrVy+ce+65WLlyJWpra/Uedsaqq6vDDTfcgMWLF2PLli0AgEsvvRTbt2/n/EpT5eXluP/+++H3++FwOHDyySfj3Xff5Rwjageu1+Xgel0Wrtfl4ZpdFq7ZZeF6PTNwE/0QHXHEEbj22muxYsUKPP3001i9ejUqKirw5ptvoqGhAV26dNF7iBmvsrISb7zxBurr62O3DRkyBOeeey6ef/55vP/++wCaF+wAYLfb0aNHD15LTCcVFRX461//ijvuuAPXXnstPv74YwBAz549cf7552PDhg146KGHEA6HY38J3rt3L2w2GyKRCN+61sm2b9+Ou+++Gw8//DCuv/56LF26FMOGDcPJJ5+Mxx57DF988UXsL8MAkJWVhfz8fM4vHe3atQterxderxfvvPMOfvzxR/Tp0wcXXXQRvvzySzzwwAOcX2mkvLwct956K3r37g273Q4AGDVqVGyOrV27lnOMqA1cr6c/rtdl4XpdHq7Z5eGaXQ6u1zMHP1g0CUaOHIm7774bCxcuxKJFi2AymWAymfDnP/+Zi3KdVVVV4dZbb0VTUxMaGxsxZcqU2CdWT5o0CYFAAE8//TRqamowZswYFBUV4b///S8ikUjshx91noqKCsyZMwfHH388+vfvj61bt+LJJ59Er1690LdvX4wcORI2mw3PPPMM/vSnP6FHjx6wWCxYt24d5s6dC7PZrPchZJSKigrceeedGD9+PCZMmID169fjxRdfxAknnICpU6ciFArhwQcfxAUXXIDRo0fD6XTif//7HywWC99iqKPS0lIcddRRGDFiBN59910sX74cZ599NsaOHQur1Yp//etfuOGGG9CzZ0/OL51t27YNt912GyZPnoxzzz03druiKDj77LOhaRr++te/co4RtQPX6+mL63VZuF6Xh2t2mbhml4Hr9cyiaPwVVdJ4vV54PB74/X7k5+fHFn+kD7/fj+eeew6apqF///549tlncfrpp+NXv/pVrE00GsXHH38c+8uUw+GA1+vFjTfeiH79+ul8BJnF4/Hg0UcfRY8ePXDBBRfEbr/zzjvRu3dvXHjhhbHbfD4f/v3vf8Pj8UBVVUyaNAm9evXSY9gZq6GhAX/961/Rt29fnH/++QCarzF77733Yvr06bDZbAgGg9i6dSsWLFgAl8sFh8OB+vp63HLLLejbt6++B5ChotEoPB4PbrvtNsyZMwfff/89li1bhtLSUlRVVSEvLw+XXXYZli5diqamJs4vHbndbsyePRulpaW45ZZbEI1GsXDhQuzatQs1NTWYNGkSevfuje3bt+OFF17gHCNqJ67X0wvX67JwvS4P1+wycc0uA9frmYdnoieR0+nkNRXTiMlkQr9+/ZCTk4OxY8ciJycndu2wloW5yWTCL3/5SwwePBi1tbUIBoMoKSmBy+XSefSZJxwOo6mpCccccwyA5oWDyWRCUVERPB4PgOYFn6ZpcDgcOO+88+LuR51LURQMHz481gsA/v3vf2PDhg1wu91oampCr1698Lvf/Q4PPvhg7NPHDzvsMBQVFek0alIUBbm5uejfvz+2b9+O0aNHw2KxYP78+QiFQjj//PPhcDjw29/+FgDnl94GDhyIPXv24PPPP8e7776LSCSC0tJSFBUV4Y033sDQoUNx/vnnY8iQIdi5cycAzjGitnC9nl64XpeF63V5uGaXiWt2ObhezyzcRCfDUlUVv/zlL2Nv8xw7diwA4NFHH4WmaTjjjDOQm5uLSCQCk8mEIUOG6DncjJefn4+rrroK3bt3B/DTQsDlcsU+cENRFCiKAq/XG/sLMN8CpY+cnBxMnjwZDocDALBq1Sq8/PLLuPrqqzFs2LDYb9tXr16N6dOno0ePHjqPmICf5ovJZMKmTZswfPhwrFmzBtFoFIWFhfj222/Rq1cvDBw4MO7+1Pny8/Nx0UUXYdGiRXj00UcxaNAgXHPNNcjJyQEAfPzxx3jmmWcwatQoHH300SgtLdV5xEREHcf1uixcr8vDNbtMXLPLwPV65uEmOhlay4I8Go1CURSMHTsWmqbhscceg6IoOPXUU7F8+XLU1NTgyiuvhM1m4/+AdLTvgrzlQzeA5g9JabFs2TJYrVaccsopMJvN7KWjlsU40Pwb+Pvuuy/2tuohQ4YgLy8PW7du1Wt4dACapkFRFBxxxBGorq7GP//5T6xfvx7z5s1DeXk5XnjhBVgsFvTt2xdWq5XzS2cFBQWYOXMmXC4Xhg0bhpycnFjDcePG4eWXX8amTZtw9NFH6z1UIqKEcb0uC9fr8nDNLg/X7HJwvZ5ZuIlOGcFkMkHTNESjURx33HFQFAWPP/441q5di927d+O+++7jBxOlkZZe+/4GHgBeeuklvPLKK5g3bx4/MCXNFBUVxd6SFo1GEQ6HYbfbUVJSovPIaF8tc6pr167429/+hry8PPz5z39G165d0bVrVwBAnz59YLVa9Rwm7cPlcmHq1KlQVRVAc0NN0+DxeJCbm8trKRKRYXC9LgvX6zJxzS4D1+yycL2eObiJThmj5X9EmqZh7NixeO+991BeXo558+Zx0ZCGWhblJpMJXbp0wWuvvYbXXnsN9913H/r06aP38OggTCYTli1bhi1btmDGjBl6D4cOYODAgbj00kvRv39/lJaWxubb6NGj9R4aHcDPr9+sKAreeustNDY24vDDD9dpVEREycf1uixcr8vGNXv645pdDq7XMwM30SmjKIoS+8Tkb775Bvfffz8X5Gmq5WwWi8WC999/Hw6HA3fddVfsrYeUnj799FNs2rQJq1evxq233hp7yy+lF4vFgvHjx8fmGd8CKseqVavwzTff4NNPP8Xtt9/ODyUiIsPhel0Ortfl4ppdBq7ZZeJ63bj48b2UkXr37o158+bxgx0EOPLIIwEA99xzD/r376/zaKgtvXr1QkNDA+68806+bS3NtSzGSZZevXqhrq4Od911F+cYERka1+tycL0uD9fscnDNLg/X68alaJqm6T0Ios627/X7KP35/X5eA1OQcDgc90FTRJRcnGNElAm4XpeF63V5uJ4gSh3OL2PiJjoRERERERERERERUSv4vhAiIiIiIiIiIiIiolZwE52IiIiIiIiIiIiIqBXcRCciIiIiIiIiIiIiagU30YmIiIiIiIiIiIiIWsFNdCIiIiIiIiIiIiKiVnATnYiIiIiIiIiIiIioFdxEJyIyiG+++QbTp0/H9OnTMX/+fL2H0yq/349Zs2Zh+vTpeOWVVzr8+L///e+YPn06rr/+emialoIREhERERGlBtfsREQyWfQeABERHdgVV1yBmpqadt13zpw5KR5N8rz99tvYu3cvrFYrTjzxxA4//rTTTsOKFSuwY8cOfPrppxg7dmwKRklERERE1Dau2Q+Ma3YiMhpuohMRGUTfvn1x1113AQDy8vJ0Hs2BRSIRvPHGGwCAUaNGITc3t8PP0bt3bwwcOBBbtmzBa6+9xgU5EREREYnBNTsRkUzcRCciSlPXXXcdQqFQ7OuHHnoIbrcbAHDBBRegb9++se+VlJTA6XRi0KBBnT3MDlm/fj327t0LADjmmGMSfp7Ro0djy5Yt2Lp1K7Zv346SkpJkDZGIiIiIqN24Zm8d1+xEZCTcRCciSlP9+/eP+9pqtcb+vaSkZL/F9zfffIM777wTAPDLX/4SV1xxBQBg/vz5WLlyJQDgpptuwvr16/HJJ59A0zT84he/wO9+9zvs3bsXzzzzDDZu3Ai73Y6JEydi+vTpMJl++ugMTdPw4YcfYsWKFdi+fTvC4TB69OiBCRMmYPLkyXH3bc2aNWsAAIqiYNiwYXHfa2xsxL/+9S98+eWXqK+vh9VqRUFBAfr27YtJkyZhyJAhsfvu+9g1a9ZwQU5EREREuuCanWt2IsoM3EQnIsogzz77LHbv3h37+j//+Q98Ph82b96M6upqAEAgEMArr7yCoqIiTJw4MXbf+fPn46OPPop7vm3btmHBggXYsmULrrnmmjZf/9tvvwUAdO3aFU6nM+57Dz/8MDZu3Bj7OhKJYNeuXdi1axeKi4vjFuS9e/eG1WpFKBSKPScRERERkRFwzU5ElH64iU5ElEHcbjcuueQSmEwmPPXUU9A0DR999BHy8/NxzTXXYOfOnXj55ZcBAO+9915sQf7f//43thjv0aMHzj77bNjtdrzyyiv47rvvsHr1aowePfqg1zqMRCKoqqoCABQXF8d9z+fz4ZtvvgHQfJ3Is88+GxaLBTU1NdiwYQNsNlvc/c1mMwoLC7Fr1y5UVFQk5z8OEREREVEa4JqdiCj9cBOdiCiDnHrqqTjxxBMBAG+88QZ27NgBAPjNb36DsWPHQtM0vP766/D5fLHFM4C4s1lOPvlkdOnSBQBwwgkn4Lvvvovd52ALco/HA03TAABZWVlx3zObzbF/z8nJQXFxMbp37w6z2YyTTjrpgM+XnZ0NoPktpURERERERsE1OxFR+uEmOhFRBhkwYEDs31sWtMBP13JUFAXZ2dnw+XxoamqKfX/Xrl2xf3/uuecO+Nw7d+5MeFyqquK4447DJ598gg0bNuC6666D2WxG7969cfTRR+P000/f762kLYt7IiIiIiIj4ZqdiCj9cBOdiCiD7LuoVRQl9u8Oh+OQnzsQCBz0+9nZ2VAUBZqmxS32W/zhD3/AkCFDsG7dOuzYsQPV1dUoLy9HeXk5vv/+e9xyyy1x9295jpycnEMeOxERERFRuuCanYgo/XATnYiI2tS9e/fYWStz5szB0KFD97tPWwtys9mM4uJi7Nq1K+5tp/t+/8QTT4y9ddXr9eK+++7Dt99+iw0bNsDv98NutwMAwuEwamtrAQC9evU6pGMjIiIiIjICrtmJiFKHm+hERNSmcePGYe3atQCAJ554Ar/+9a/RvXt3NDQ0YNeuXVi/fj2GDx+Os88++6DPc/jhh2PXrl2orq6G1+uNO8vmqquuwpgxY1BaWgqXy4W9e/eiuroaQPPbQMPhcOy+FRUVCIVCseckIiIiIsp0XLMTEaUON9GJiKhNxx57LL744gt89NFH2LNnD/75z3/ud58jjzyyzecZM2YMPvzwQ2iahg0bNuCYY46Jfa+2thbLly8/4OOOPPLIuOtBbtiwIe45iYiIiIgyHdfsRESpw010IiJqlyuvvBLDhg3DihUrUF5ejmAwiPz8fHTv3h0jR47E2LFj23yO4cOHIz8/H263G2vWrIlbkJ9zzjnYuHEjKioq0NDQAAAoKirCyJEjMW3atLjnWbNmDYDmD1fq3bt3Eo+SiIiIiEgurtmJiFJD0fhRyURE1In+3//7f/i///s/qKqKv/3tbx3+kKEdO3bg+uuvBwBcc8017fqLABERERERtR/X7ERE8Ux6D4CIiDLL5MmTkZeXh2AwiHfffbfDj3/jjTcAACUlJTj22GOTPTwiIiIioozHNTsRUTyeiU5ERERERERERERE1AqeiU5ERERERERERERE1ApuohMRERERERERERERtYKb6EREREREREREREREreAmOhERERERERERERFRK7iJTkRERERERERERETUCm6iExERERERERERERG15oMUVQAAAFFJREFUgpvoRERERERERERERESt4CY6EREREREREREREVEruIlORERERERERERERNQKbqITEREREREREREREbWCm+hERERERERERERERK34/wDFFNtOzS+NTgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.integrate import solve_ivp\n",
    "from scipy.optimize import curve_fit\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# === Physics constants ===\n",
    "h = 6.62607004 * 10 ** (-34)  # Planck's constant (J·s)\n",
    "NA = 6.02214086 * 10 ** (23)  # Avogadro's number (mol^-1)\n",
    "c_vaccum = 299792458  # Speed of light in vacuum (m/s)\n",
    "wl = 405  # Wavelength (nm)\n",
    "v = c_vaccum / (wl * 1e-9)  # Frequency (Hz)\n",
    "volume = 23e-4  # Volume (L)\n",
    "l = 1  # Path length (cm)\n",
    "\n",
    "eps_on_482 = 65474\n",
    "eps_off_482 = 65\n",
    "eps_on_405 = 0.1847826087*eps_on_482\n",
    "eps_off_405 = 25343\n",
    "\n",
    "I_w_list = [ 3.8e-3 ] # No actinometry for 405nm LED\n",
    "\n",
    "# === Experimental data ===\n",
    "# Assuming 'timestamps_filtered' and 'C_exp' are already defined\n",
    "\n",
    "# === Initialize parameters ===\n",
    "lpopt = []\n",
    "for I_w in I_w_list:\n",
    "    # Compute initial concentration based on experimental data\n",
    "    C_exp = mean_absorbance / (eps_on_482 * l)\n",
    "    C0 = C_exp[-1]\n",
    "    I_0 = I_w / (h * v * NA) / volume  # Photon irradiance (mol·L^-1·s^-1)\n",
    "\n",
    "    # === ODE definition ===\n",
    "    def dC_dt(t, C_ON, QY_ON2OFF, QY_OFF2ON):\n",
    "        C_OFF = C0 - C_ON\n",
    "        Iabs_ON = I_0 * (1 - np.exp(-eps_on_405 * C_ON * l * np.log(10)))\n",
    "        Iabs_OFF = I_0 * (1 - np.exp(-eps_on_405 * C_OFF * l * np.log(10)))\n",
    "        dCCF_deri = -QY_ON2OFF * Iabs_ON + QY_OFF2ON * Iabs_OFF\n",
    "        return dCCF_deri\n",
    "\n",
    "    # === Fitting function wrapper ===\n",
    "    def model(t, QY_ON2OFF, QY_OFF2ON, offset):\n",
    "        sol = solve_ivp(dC_dt, [t[0], t[-1]], [C_exp[0]], args=(QY_ON2OFF, QY_OFF2ON), t_eval=t)\n",
    "        if not sol.success:\n",
    "            print(\"⚠️ ODE solver failed:\", sol.message)\n",
    "            return np.full_like(t, np.nan)\n",
    "        return sol.y[0]+ offset\n",
    "\n",
    "    # === Fit the model to the experimental data ===\n",
    "    initial_guess = (0.001, 0.2, 0) # QY_ON2OFF, QY_OFF2ON, offset\n",
    "    bounds = ([1e-4, 1e-4,-1], [0.1, 1,1]) # ([min1, min2, ...], [max1, max2, ...])\n",
    "    popt, pcov = curve_fit(model, timestamps_filtered, C_exp, p0=initial_guess, bounds=bounds)\n",
    "\n",
    "    # Extract fitted parameters and compute uncertainties\n",
    "    uncertainties = np.sqrt(np.diag(pcov))\n",
    "    lpopt.append(popt)\n",
    "    print(f\"=== Fit Results I={I_w:0.3e} W ===\")\n",
    "    for i, (coef, incert) in enumerate(zip(popt, uncertainties), start=1):\n",
    "        print(f\"Parameter {i}: {coef:.4f} ± {incert:.4f}\")\n",
    "\n",
    "    # Compute fitted values\n",
    "    fitted_values = model(timestamps_filtered, *popt)\n",
    "\n",
    "    # === Plotting ===\n",
    "    fig, a = plt.subplots(1, 2, figsize=(15, 5))\n",
    "    pastel_colors = [\"m\", \"#f9955e\", \"#5080e0\"]  # Mauve, orange, sky blue\n",
    "\n",
    "    # First Plot - Concentration Over Time\n",
    "    a[0].plot(timestamps_filtered, C_exp, \"1\", color=pastel_colors[2], label=\"C exp\", alpha=0.6)\n",
    "    a[0].plot(timestamps_filtered, fitted_values, \"-\", color=pastel_colors[0], label=f\"C model for QY1={popt[0]:0.4f}, QY2={popt[1]:0.4f}\")\n",
    "    a[0].set_xlabel(\"Time (s)\", fontsize=12, fontweight=\"bold\")\n",
    "    a[0].set_ylabel(\"Concentration (M)\", fontsize=12, fontweight=\"bold\")\n",
    "    a[0].set_title(\"Concentration Over Time\", fontsize=14, fontweight=\"bold\")\n",
    "    a[0].tick_params(axis=\"x\", rotation=45)\n",
    "    a[0].grid(linestyle=\"--\", alpha=0.5)\n",
    "    a[0].legend()\n",
    "\n",
    "    # Second Plot - Residuals Over Time\n",
    "    residuals = C_exp - fitted_values\n",
    "    a[1].plot(timestamps_filtered, residuals, \"1\", color=pastel_colors[0], label=\"Residuals\", alpha=0.9)\n",
    "    a[1].set_xlabel(\"Time (s)\", fontsize=12, fontweight=\"bold\")\n",
    "    a[1].set_ylabel(\"Residuals\", fontsize=12, fontweight=\"bold\")\n",
    "    a[1].set_title(\"Residuals\", fontsize=14, fontweight=\"bold\")\n",
    "    a[1].tick_params(axis=\"x\", rotation=45)\n",
    "    a[1].grid(linestyle=\"--\", alpha=0.5)\n",
    "    a[1].legend()\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "aa09bd83-2671-4ad1-8da6-91dc1cbd3b65",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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}