{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Autocorrelation for irregular time series\n", "*R.A. Collenteur, Artesia Water & University of Graz, 2020*\n", "\n", "In this notebook the autocorrelation function for irregular time steps that is built-in in Pastas is tested and validated on synthetic data. The methodology for calculating the autocorrelation is based on [Rehfeld et al. (2011)](#References) and [Edelson and Krolik (1978)](#References). The methods are available through `pastas.stats` package (e.g. `pastas.stats.acf(series)`). The full report of the methods underlying this Notebook are available in [Collenteur (2018, in Dutch)](#References). \n", "\n", "1. [Create synthetic time series](#Create-synthetic-time-series)\n", "2. [Compute the autocorrelation](#Computing-the-autocorrelation)\n", "3. [Autocorrelation for regular time series](#Autocorrelation-for-regular-time-series)\n", "4. [Autocorrelation for irregular time series](#Sine-wave-with-non-equidistant-timesteps)\n", "5. [References](#References)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import pastas as ps\n", "\n", "import matplotlib.pyplot as plt" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Create synthetic time series\n", "Two synthetic time series are created with a known autocorrelation and a regular time interval. The first is a sine wave with a wave period of one year. The second is a series of correlated noise generated through an AR(1) process. Both synthetic time series have a length of ten years and a daily observation time step ($n=3650$). From both time series three time series with irregular time steps are created:\n", "\n", "- **Time Series 1:** 3 years of monthly data, 3 years of bi-weekly data, and 4 years of daily data.\n", "- **Time Series 2:** 3 years of monthly data, 3 years of bi-weekly data, a one year gap, and 4 years of daily data.\n", "- **Time Series 3:** reindex time series using the indices from a real groundwater level time series." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "index_test = (\n", " pd.read_csv(\n", " \"../examples/data/test_index.csv\", parse_dates=True, index_col=0, names=[\"Date\"]\n", " )\n", " .squeeze()\n", " .index.ceil(\"D\")\n", " .unique()\n", ")\n", "n_years = 10\n", "index = pd.to_datetime(np.arange(0, n_years * 365, 1), unit=\"D\", origin=\"2005\")\n", "index.name = \"Time [Years]\"\n", "\n", "# 1. Sine timeseries 1: equal timesteps\n", "np.random.seed(0)\n", "data = np.sin(\n", " np.linspace(0, n_years * 2 * np.pi, len(index))\n", ") # +np.random.rand(index.size)\n", "v = pd.Series(data=data, index=index, name=\"STS_SIN\")\n", "\n", "# 2. Sine timeseries with three frequencies\n", "v1 = pd.concat(\n", " [\n", " v.iloc[: -7 * 365].asfreq(\"30D\"),\n", " v.iloc[-7 * 365 : -4 * 365].asfreq(\"14D\"),\n", " v.iloc[-4 * 365 :],\n", " ]\n", ")\n", "v1.name = \"STS_SIN1\"\n", "\n", "# 3. Sine timeseries with three frequencies and a data gap\n", "v2 = pd.concat(\n", " [\n", " v.iloc[: -7 * 365].asfreq(\"30D\"),\n", " v.iloc[-7 * 365 : -4 * 365].asfreq(\"14D\"),\n", " v.iloc[-3 * 365 :],\n", " ]\n", ")\n", "v2.name = \"STS_SIN2\"\n", "\n", "# 4. Sine timeseries with indices based on a true groundwater level measurement indices\n", "v3 = v.reindex(index_test).dropna()\n", "v3.name = \"STS_SIN3\"\n", "\n", "# Convoluting a random noise process with a exponential decay function to\n", "# obtain a autocorrelation timeseries similar to an Auto Regressive model\n", "# of order 1 (AR(1))\n", "alpha = 10\n", "np.random.seed(0)\n", "n = np.random.rand(index.size + 365)\n", "b = np.exp(-np.arange(366) / alpha)\n", "n = np.convolve(n, b, mode=\"valid\")\n", "n = n - n.mean()\n", "\n", "index = pd.to_datetime(np.arange(0, n.size, 1), unit=\"D\", origin=\"2005\")\n", "index.name = \"Time [Years]\"\n", "n = pd.Series(data=n, index=index, name=\"STS_EXP\")\n", "\n", "n1 = n.reindex(v1.index).dropna()\n", "n1.name = \"STS_EXP1\"\n", "n2 = n.reindex(v2.index).dropna()\n", "n2.name = \"STS_EXP2\"\n", "n3 = n.reindex(index_test).dropna()\n", "n3.name = \"STS_EXP3\"\n", "\n", "# Create a DataFrame with all series and plot them all\n", "d = pd.concat([v, v1, v2, v3, n, n1, n2, n3], axis=1)\n", "d.plot(subplots=True, figsize=(10, 6), marker=\".\", markersize=2, color=\"steelblue\");" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Theoretical autocorrelation\n", "In this codeblock a figure is created showing the time series with equidistant timesteps and their theoretical autocorrelation." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Compute true autocorrelation functions\n", "acf_v_true = pd.Series(np.cos(np.linspace(0, 2 * np.pi, 365)))\n", "acf_n_true = pd.Series(b)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Computing the autocorrelation\n", "\n", "The autocorrelation function for all time series is calculated for a number of time lags. Two different methods are used:\n", "\n", "- binning in a rectangular bin\n", "- weighting through a Gaussian kernel\n", "\n", "
\n", " \n", "Warning \n", " \n", "Calculation of all the autocorrelation functions can take several minutes!\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "lags = np.arange(1.0, 366)\n", "acf_df = pd.DataFrame(index=lags)\n", "\n", "for name, sts in d.items():\n", " for method in [\"rectangle\", \"gaussian\"]:\n", " acf = ps.stats.acf(sts.dropna(), bin_method=method, max_gap=30)\n", " acf.index = acf.index.days\n", " acf_df.loc[:, name + \"_\" + method] = acf" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Autocorrelation for regular time series" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(3, 2, figsize=(10, 7), sharey=\"row\")\n", "\n", "for i, name in enumerate([\"STS_SIN\", \"STS_EXP\"]):\n", " sts = d.loc[:, name]\n", " sts.plot(ax=axes[0][i], style=\".\", legend=True, label=name)\n", "\n", " if name == \"STS_SIN\":\n", " acf_true = acf_v_true\n", " else:\n", " acf_true = acf_n_true\n", "\n", " acf_true.plot(ax=axes[1][i])\n", "\n", " axes[2][i].plot([0.0, 365], [0, 0], label=\"true ACF\")\n", " for bm in [\"gaussian\", \"rectangle\"]:\n", " acf_name = name + \"_\" + bm\n", " acf = acf_df.loc[:, acf_name]\n", " if bm == \"gaussian\":\n", " kwargs = dict(marker=\"x\", markersize=10)\n", " else:\n", " kwargs = dict(marker=\"o\")\n", " acf.plot(label=bm, ax=axes[1][i], logx=True, linestyle=\"\", **kwargs)\n", " dif = acf.subtract(acf_true).dropna()\n", " rmse = \" (RMSE={:.2f})\".format(np.sqrt((dif.pow(2)).sum() / dif.size))\n", " dif.plot(label=bm + rmse, ax=axes[2][i], logx=True, **kwargs)\n", " axes[2][i].legend()\n", " axes[1][i].set_xticks([])\n", " axes[2][i].set_xlabel(\"Lags [Days]\")\n", " axes[2][i].set_xticks([1, 10, 30, 60, 180, 365])\n", " axes[2][i].set_xticklabels([1, 10, 30, 60, 180, 365])\n", "\n", "ax = axes[0][0].set_ylabel(\"Noise [L]\")\n", "axes[1][0].set_ylabel(\"ACF [-]\")\n", "axes[2][0].set_ylabel(\"Error [L]\");" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Sine wave with non-equidistant timesteps" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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UVgE79o3cnje9Dks+Ng+/Wd2pPstOCoJap9ZOlLVOJ6XUOmupn0TxGdwde8bq5ZKz5+GrD/wtJwC3VumQUeIU3JHCsPO3rEkIFYv21vLpqPtbVm2ZMXkcvnH2PJz/n8/n3L/8JfVBMWD02slG1d5vKwyKS4DOVUtd+/nsnpPq56mrnMfO8VVtJ9/q2/kLmvG3jtwMgIpVsSHLzLx85wwie1KZTODAhhqszwpgd+4dVL6iWDfOkLPGCdXKs+ykMKh16u1EVet0kk+DrFj1UJWdfKV+xWZwe/pyHdJ50+uwsKUeE6srcipwqHWE2GNdXDL9LdVJiFUd3TmLVYCxiL9nf26gHCV/K18FYL4M7qCCLLsX+8wUxwwdDofu/Xz5nlMQz1PHa6fLmc+3+rawpV75npB8e9KqKhLYZ1nNVNEoId+1f+Hkg/HUG9tz7i92RdH62pm3g9hPQwqHWqfWjmriWFqaL0tTa8n+qGhMlU9rFrbUY2b9eKUZXOvPm3apdcURxyaAxB7r4tLhmcUla9VZQ21VUXZKXQEYhL9lpzW6Mri6tI7LijHGbu8b8cbClvrAO1RaxXfm5PF57w9CpC/8wCwcNHVCzn2be/ZjlSVL7Zd8176wpR7zptfl3F9d5AB2u5VD1a8dCT/UuuLQoXW6yJelmTN1Ai78wFiH8Dce5hk7Yac1MyeNczzOL9Q69ZgLad9/ah0u/dnKov/ukWBY1dGNHz+9Xsn7Y7e4pBq7jLT18xlEtUpQ/pad1ujSIF12GBTHGLMsLikQm/18pDCsZdotDTW45IRZ+MLJB4859id5ujr7wVoiZGKWN6vCbuVwck2uWFpvk/hBrSMm+brSf/Hkg3HJCbPQ0lCTc39UGlNR69QTxEKaXQCnMrALC6qfU77zqV64sAus7KrOCsUuIz13Wm6g2tHVh/ssWy38sKqjG29uy9UwUwNU+1ulRpfWxetVIznEsSwubtiJsfX+zT25mY9i7ZglL/lK/YppTLWqoxtrLSI9kNljovoPj13Jk/UPkvU2iR/UOmJi7Uo/M7MlBRhb6lesBlnnIdvpN7WutOQrk1bdBHBVRzcuvnvlyPnuv8LYwhHE1g5dZd92dlQ/J7vz6ZpeoLp82i4jna/fQDFlzQ+v7oQ119xYV533GlRv4QhK6+ywatt7lu2AqmBQHHOi3CzFL6X+Q1EIdmJ80NQJOY0StmTKmgu15yT6MyeNywmKi/mDYFem7XYNKjBXDnWJNAkX1Lro2lGJVWfMLSn5HitGg1Z1dGNLnjJt1XYA+yyJ6sXTOGIXcKleSHt4dedIk6HBVBoPZzqOqw7sdPVPcLKj+jnZnU/1woWdb2D9fNlVu3nF7vNvljVnJw6KKWu2K9N2uoZCsTtf0H6dyYClgdfabXuK7gmRD5ZPlzEqy1+czqWjdEjX/iDVduycnS+cfDCycxrmWA/Vdtwe84tVpOdNrxtZBVVpZ1VH95gZnSbcZ0esUOvCa0c1urTOmqURMMq0VdsB7DPC1p4QWxT0hIgbTmXSKvfSWzN25m3VWzt09U9wsqP6Odmdz1y4uPbMw5QE/3a+wdRMdtVk7bY9RZU1O33+D7Rs4VBZBvyB2aMLw6o1yLpQYJ5PV1lzED0h8sFMcZmicrXR6VxBlNnkW9nVVWajy87ClnocbllRLGb/m1OZncoSPOvPBrWvxalsSPWqL4k21LrC0GVHNbq0ztqnwdw3GAR2ZdpfOPlg/OGN7SNaqGImctzQNSv9/AXNeKj9PQwNS1QmxUjGTnVGWtfzcbKj+jk5nU9lBZBdAKe6rNmJIP2toOzc98KmMdviGi0LCSrsOHHJCbPw3399N+c6duaZ314sDIrLFJUOj9O5VNpxcjqD2B+UT6BV27Hui8gWFGtzlWLKgJ1KilWWGzudS6VIO5UN2a36BvEHjoQfap27LR1ap4tSaV22Xqvc/+ZUpq168TSO6Oo3sLClHvdf+cHAAzudz8fJjurtKjq2v9h9DlWXNTv5Orr8LZV2lr80Nmtu+ltWXnq3O5CyZmBskiWIAJxBcZmi0uFxOpdKO05Op8o/FE4OqWo7dk2pALV7NZzOpctOkHt9s8uGdK76kvBDrbNHl9bpJAxap3L/m1OZNqB28TSu6Oo3QDvhxS3beWBDTc7jxZQBO/k6UfTrrAsE87KqYqxJiCCrVXT0i2FQHEJ0NDdR6fC4lb6osuPmdKoScLeMjyo7Tk2pALV7NXTts3M6l1WkrfP1iiHbjupVXxIc1Lr8xE3rdBIGrbvwA7PwSueanMcLdRStVTHZC4CAvkY3hEQZP9nOYnH6TJbKrysG67my90Wft6AZ972wKWfhLoiyZkCP1jEoDhm6OgsC6kt67M6lyo6uzIWuskGnplRxZO60OryY1Rxr3fZgugcCald9STBQ65xtxEnryo0g97+5OdXUOkLG4pTtDJpSfCatGdz2jmDKmhe21OMDs+tzfLug0KF1DIpDRlSbm+hCR+aiVGWD1q6EKgnD/MrzFjTj/hc3IZ1ZUkxLNoUpZ6h1zsRZ68JCkLpoXZgjhJQOp2ynSlZ1dKPd0gHerilVkOj0t+K0EMegOGRw5T4cRLFs0A6/Ih2Uo7iwpR6LWnJXFIMqsyHhh1oXDuKkdYCzfunKnhBiJYozv92I03NS1Qj04dWdI4EoACREcGXaTtDfKgwGxSGj3FfuiXrcRFqno6hqRVFlJ2tSGqh1RDVuC4BRrFah1kUfnVtFdKHzOekIvlU1cbJui1vksuhYTGd6N+KUwdVF5LrPCCHOEkKsE0KsF0IsyfP45UKIHUKIlzNfn1dle1VHN3789Hqs6gi2dn5hi7qB8iS6qHKG3ET6vAXNSIjRx01HsRCcRkypREcXwnKGWkeiiNsCoJk9yabQ7ImuYJVaFyw6tC7fVpGoo+s5mcH3959ah0t/tjKw98natElVEydrYGo3MrIQdC2QldPCXKQyxUKIJIAfAzgDQCeAl4QQj0gp37AculxKeZVK23Fc6SPhxur8bO7ptznSH1aRVlVm4zZiSiXsuBoc1DoSVbxkaVRlTzb37s+5HVSwSq0LDl1aF8etIrqek67eE7oa1qkaGalz73I5LcxFLVN8PID1UsoNUspBAA8AOFfFid1WC+O40kcKR8fq8kFTJ+Tc3tKzP/DMnUkhK4FuI6ZUwo6rhUOtI37QVTUQBPl0QUXWY1VHN7Z05y5SzrHotSqodcGhUuucPifmVpFrzzwsNouMup6TGXwnBbQuKATZW2Xe9Lqc+woZGell77KqDG9QWfRiCeI9ilSmGMBMAO9l3e4EcEKe484XQnwYwFsA/klK+V6eY0boGxx2XS2M40pfHNGx90TX6vIXTj4Yf3hj+8j8t0KHonsRRhUrgTpHTMW5fCdIqHXxIU5apwpdWvfw6s6cuZwCwBdPPtj3eYKA2ugdVVrn5XOiqqFdmJpbqXhObs9HV+8Jnb1VVIyMfHt7blXeYdPGjpgKKsNbqoU5He9R1IJiLzwK4H4p5YAQ4gsAfgXgNOtBQogrAVwJAFNmzsFEl/IMNoWxx4tIx8mB01XOk2/+WyFlzV6EMYgSvbiPPIgK1Dp1UOvCPTZLl9ZZFwA/MLt0HbzZUXuUbK2bNct9QVaV1un6nMStuZXX56OjQ37UmvBZtW1oeOxWNRVaFyZ/S8d7FLWgeDOAA7NuN2fuG0FKmV3/8jMA3813IinlXQDuAoAjjj5Opj2sFsZtdIUKvIiaKiF3E2ldf5h0ZtJUrMh5EcYolegVMvKgnLMn1Do1UOvCXzVQKq0LUi/dtCtqznyQZGvdokWLpMvhANRoXdz215bjolvURhjp0rqwjJgC9LxHUQuKXwIwVwgxB0YwfBGAS7IPEEI0SSm3Zm6eA2Ct20lrqpL4KTMjBeFF1FQInxeRVlkKFYZyHlVEKeD1gpdmOsye5IdaVzjUuvD/vsRN67xkaaLmzMcRXZ+TuAXfOhfdvCyMR0kvdGmd3xFTQLBJiKDfo0gFxVLKlBDiKgBPAkgC+IWU8nUhxE0A2qWUjwD4qhDiHAApAF0ALvdybl2ZkTDtB1GBF1FTIXxeRFrFHyad5TzlnL1UST6RZPbEHmpdYVDrSDEU2rzQS5YmSs58XNHxOYlb8K3r+YSpBDjq5NOaOCUhIhUUA4CU8nEAj1vuuz7r+28C+Kbu6/JC1JqWeMGLqKkQPq8iXewfJp3lSbpE2nreMP0xCLLDI7MnpYNaR60rBWHSOhWOYiFZGhJv4hR8m7aCfj5hKgFWRSFaF5S/FackROSC4igTRycE8CZqxQpf3FZIdYr0UTMmOd7Wic4VRWZPSge1jlpXCsKkdUE4itQ0oos4VYjEcXHJi9ZZ/a1Vm3oC8bfilIRgUKyRODohOonTCqlOkX59S6/jbWCseFpvqyJOK4rEHmpdccRJ63QSJq2Lk6NISJwoZWM8VXjRuvMWNOOBl97DcMbhSqdlYAvUcVmwY1CskTg6IXGkFCukQQqKdZ6dNSAHgCMtq4zW217wUs5DR7E8oNZFgzhlg4Cx2uZF6+qq/btBXksX4+IoEkLc0bktzovWLWypxxWL5+Anz20AAEgA9T41KUxbUnTAoFgzbHJD/FBsVsOrSL9mWWV8et37uOQE9zmP2XgtXaSjWB5Q64huvGRpuvsGIWA4iABw91824Iwjp/v63QlTmTYhJBx43Ranq1oFAHYPpHJuW309N8pN6xgUx5A4NrkpV4rN4HoVaWG5/ae1233vPfFSzqOCclu5JPZQ64iJ1wXAEw+agoQAhjO6OFzAFg5qHSHEitdtcSqqVbxircTzW5mnS+vCQqLUF0DUk6/JDYkm1lU9v6t8XkX6vAXNSGRFxuZeXz94KdNWQbmtXBJ7qHXExOsCYL4KBr+OopfSRRVQ6/SwqqMbP356PVZZFlXCRlSuM2x4XVxSncG1q4ozq1VM7v7LBt/vqa69y7q0LiwwUxxD2OQmPhS7ymfFTqSL3eurcy9Nua1cEnuodcTET/PCqGzhoNYFj85qk2K2erAqpnDOX9CMh9rfw9CwRGVS2E76UNFbxQvFVqtw7nJwKA+KhRDXejhsn5Typ6ptEwM2uYkvQa4OFuMo6hwxVW4rl8Qeah2xIw4dZql1waNrfFyxQW1cx9zpYGFLPe6/8oOufyeKrczzcz0Li0hCxHHucqGo1uIgMsX/F8B/Yuw2xWy+CIBBcYDEratoGNHR4EfnXN9iiOMcQBINqHXBw2Zmo0QhS6MraI8DuqpNig1qdVbF6Pq869QVL38nrIHpesuWMJUUs2in098Km5YE7RMHERT/t5TyJqcDhBC1AdglBIAeodVVyhTVub5xyNIQEnbipHVRIYxZmqgsnoYRXdUmxQa1uq5T1+ddt6540cqofo6C8rfCuAAYtE+svNGWlPLrdo8JIc53O4ZECz+NH3Q0iTCF9vtPrcOlP1sZmC1dDX7Mvb7ZlPNc32JEmsE0KQZqHZuZAeGsilHRKDFu9A0Oe/4MLmypx5dPPSTQ99EMaq8987CCA0Ad15n9eR/08HkvVOv86koxmupVK/k5yqWYBcCg/K2gfWLdjbb+HcBvNNskAeFnpa/YVUGvGRFd+250ljJFpSmMDvyIdFRXfUn4oNaxmZkdYaiKKbZRYhzZsHMvvv/UulA1z4rCVo/6mqqcLFy9w+93MVrnR1d07cfm5ygXPwuAOv2tIDVXd1DstM+YlIhCS/D8OGXFOHB+BLFYB87ra8EGP6XBj0hHtfScBAe1LtcWtU4vfrInfqtiuHiai5QIffOsMGKOC5IwSkm7HX5ni9E6P7qicz82P0f2OL02cfG3dAfF0v0QohNdK33FOHB+BLEYB87va6Fy1bfU+zSiipNIL2ypx0fmTcNTb2wfuY+rcuULtW6UUmpdOWHNnqza1OM5e+K3dFH1jNWoIwSQFAh186wwcuJBU1BdGbzWAd51JSr7sb3OQ44jOrPsQWpdECOZ1iB/8CsATFNtjxSHrpW+YkTJryAW6sDpHM3w53Xvj9yucJibVyxhFGmdztophx2QExQHNXeQhB9q3ShxdObDqHXnLWjGAy+9h+FMdJtOS8+vtd+9y7pmrEaFgxon4MtnHhbq5llhRJfWBXVNTucIWuOOsnzmrLdVEUatA4C50+pyguKgfL0gtS6ITPHHAzgnCQhdK31+j7X+XBS6Q3rl4dWdSA2PrhuddtgBgT0nPyJdzOqbH5E+b0Ezlre/N/Ia/Hnd+4HtPdE1d5CEH2rdKHF05sOodQtb6nHF4jn4yXMbABjZAqc9mk64lXVS63KpqUriy6ceEqiNuG4t0KF1folCtcrrls+c9bYqitE6P/gNvnUtzAWpdcqDYillh+pzkuCIiqjrEERdr4U1A+BGMQ6cH5EuRtD8iPTClnqclpXBTQ1Lz3tP/Iq0tXynnJtmlDvUulwbUXgt/BBGrQOA3QOpnNteHThqXTSIQrBG9PC2Za6xk6+ny68rJgnhV+t0LcwFqXVBlE8/JqV0zBZ7OYboG2xOUR8ljK9FMQ6cH5EuRtCKXSH1Kmq6ypOIXqh1+onba2HVNj9a9/S693HJCbM82fGrdYU6cNQ6QvRTaLDqtzFeMX6dH60rJgmhS+vCRBDl04uFEI84PC4AHBGA3VgRx66GpDAKDVb9irRVwNZbAmon/Ih0MegqTyL6oNYRFfjp7GxtuPentds9Z0+odYTEl0KDVb+N8Uq53cFrsKpL68JEEEHxuR6OCWaqc4yIYyMUUhiFrr4V2700jHN9y1Gk4w61jhSL3wXAKIwPodYRop9Cg1W/jfGKSUKQ4AhiT/Gzqs9ZjsSxEQrRi1+RLsZR9JOlISQbah0pFr8LgDrHhxCiAl1bTModVSXAbo3xiklC0N8KDt1ziolH4tgIhZQWN5Eu1FH0m6UhJBtqHSkWvwuAgLseEhIWCt1iwkA6vBSahKC/FSwMikNM3BqhEDUEuUpYiKPoN0ujkyCHvBN1UOuISoIMeMOapaHWFYeuALIQO4VsMWGvhnBTaBIizP6WLoLUukCDYiHEeACzpJTrgrSjG66+EZNCfhf8jtoI+17fQrI0uhw4XXPz4gq1jpjwd6GwLA21LvzoCiALtVPIFhP2alCD10Uwv34dUNjiXSH+VqH4XQAsldbVVasLZRPKzmRBCPEJAC8D+H3m9rEuXam9nvcsIcQ6IcR6IcSSPI9XCyGWZx5/QQgxu1ib2Zii9v2n1uHSn63EKssfSBIOVnV048dPrw/0/Sn0d8HvqI3zFjQjkdUu1SyzcaMQkVYhal6EvlAHzq9Il7LDY9Sh1kWDMGudLnRpXSFZGl3Bar4xU8Qb+QLIMNkxt5hce+ZhvgPppAB7NfjALgnhhq4RalZtO2RanevPFKJ1q/I8bzdd1aV13X2DORME7v7LBmV/kwILigHcAOB4AD0AIKV8GcCcYk4ohEgC+DGAs2GMdbpYCGEd7/Q5AN1SykMA/DuA24uxaUWXeEaBQpyxODlwhf4u+B21sbClHh+ZNy3nPutIkXwUItKFiFohDmkhwWohIh2HuXmlglo3CrUu3L8LurROWm6fPm+aa4Cia2HObswUcUdXAFmMnYUt9fjyqYd4zgoWEkjrJKyaWmgSopARaoUEq7q0buWGXTkLgEkPC4C6tO7Eg6bkvEfDHt8jLwRZPj0kpewVIkeqrX9T/HI8gPVSyg0AIIR4AMYIqDeyjjkXRkAOAA8B+JEQQkgpbW2/v2fAczkqO6UaFFIGpKtZhK6yoUJ/FwoZtXFK1vB1wJuoFSLShYhaISJdSLBaiEhb8ZNpXtXRjeSEKdN9GQg51Dr/UOvC/7tQKq079bADXH+m0IU5v4uNxUwPiKPW+UFXsz/dTQXD2qtBp6b6xUxCZPtbXpIQhfh1hQSrurSuvqYqJ2C74qSDXF9vXWOmzN/rQqYHuGldkEHx60KISwAkhRBzAXwVwPNFnnMmgPeybncCOMHuGCllSgjRC2AKgJ12J92+ez8u/dlKTx8ydko1KMQZ09UsolAHzq9DWujvgq7MaiEiXYgDV4hIF0IhIl3ofuxVHd24+O6VSNbWzyz0esMItc4/1Lrw/y5YV7y9rL6HWesAYKJln5zbYmMx0wPiqHV+0RVAhjVQ1YkuTQUK64VQSBKiEKLk1+0ZSLn+jM7+N4Xsx/aidUEGxV8BcB2AAQD3A3gSwL8GaM8XQogrAVwJAFXTD/H1IaOoFeaM6WoWUYgDV+gqZCG/C0fNmISkMFbyK5PCU7YzzGXAhYh0IRQi0oVmTx5e3YnBVNrbEnHIodYVB7Vu1FYhvws6GnSdv6AZD7W/h6Fh6VlTC0GF1nmpVlnV0Y27V2wcuS1g7KNzo9DpAXHUulmzZpX4aogdujS1UK3TVQYcN7+umGoVHXjRusCCYillH4yg+LrMXuBaKeX+Ik+7GcCBWbebM/flO6ZTCFEBYBKAMRugpJR3AbgLAKqb5sowloSFmUKcsUJ+ptBMiF8HTlcZ4qqObtz02OtISyCZELjhnKNCIxilxIujWIhIF5o9eTugsp9SQK0rDmpd4egsebz/yg+GMpNdSPbk4dWdGM7aK5JIiMA+s0EtYpaCbK1btGhRsdv1SEDo0tRCtS7MwWqYKdTf0oUXrQssKBZC3AfgiwCGAbwEYKIQ4k4p5b8VcdqXAMwVQsyBEfxeBOASyzGPAPgMgL8CuADAn532EwPAtInjQtmIIOwUkjnw+zO6yvZ07ZkzRVoCkFJ6Wv2PI2Eus8k3diUuUOsKg1pXGDoD8LBWNRSSPbE6bwtnTQ7N2BUyShzHlOl6Tjo0Ney9EEpFkJ/5IGfE6yDI8ukjpJS7hRCXAngCwBIAqwAUHBRn9ghfBaMUOwngF1LK14UQNwFol1I+AuDnAP5bCLEeQBeMwNmRA+qqAxe0OIqnLnQ4O3F0SMOMzjIbvx0erWNX4gS1LtzESesA6h2gJnvi1dH0q3VxXgAMGl1VEDqJ23MKey8EXehMQugiqJnIQQbFlUKISgCfBPAjKeWQEKJoV1NK+TiAxy33XZ/1/X4AnyrWjkriJjRxJW4OaZhZ2FJYh8dC8NvhMU7lhLqh1kUDnU2FqHfA3Gl1OUGxKgfOil+ti/MCYNDorILQRRyfU6kqSLw0UNVFmJMQhVJI524vGfIg5xT/FMC7AGoBPCeEaAGwO0B7oSXsMx6JXha2+Js3qAovIq1L0ACjw2M2YerwSAqDWkeslErv3AhS26wU4sAVgl+t4wJg4eiabayTOD4nHazq6Maf170/crsiwGZ/hUwvMZMQ2YQlCVEofrXOa1VMkI22fgDgB1l3dQghTg3KXphhCRkplkLK4goRaauA1VW7S0QhIg2ww2McodaRqHDegmYsb38PqWEjffLnde+7lhRS64hJHKsg4vicdPDw6s4RHQGA0w47wNNrV0gSwjqazW1Um4nfMVNx0zqvVTHKg2IhxGVSynuEENfaHHKHapthh0JDiqWQsrhCRLq7bxACo3M+7/7LBpxx5HTHny1UpP2KWqEiTfRBrSNRYWFLPU7LchRTw9K1pJBaR7IJa3O3Yojjc/KL32C10IqLQpIQhc5K9xus6tI6XXh9j4LIFNdm/q8L4NyRRZfQsMlNPNFVFnfiQVOQEIAZTw972HvyTFZGGvAu0n4pVKT9Qge0OKh1JKq4OXCFOqR+odYRUjp0lQAXkoSwjov06uv5DVZ1aZ0uvGqd8qBYSvnTzP83qj43cYZNbuKLrtU3M6Dx2il1VUc3/rh2e859QfVtKZVDSsIHtY6UgkJmpRcCtY6Q0qGrBNhvEiLfvtigFrZ0aZ0uvGpdYI22hBDNQoj/EUK8n/n6jRAimJ3nBACb3JQTYZkzZ92nkRAIrMFEqRxSEj6odaQU6JrpS60jqljV0Y0fP70eqzh6yzPWRMB6S3ZWFfmqqpySEDr9rajhps1etS7I7tP/D8AjAGZkvh7N3EcCgp0DS4OOPzp2c+ZKjdVZWxSD/UhRXxEtB6h1paGcHWydWRpVuDmK1Lp4Y1bUfP+pdbj0ZyvL8nNbCDr9LT9JCJ3+lq4FwELx+x551bogg+KpUsr/J6VMZb5+CWBqgPbKHrPJzbVnHsZyQuhx4HT90TlvQTMSWT30zTlzYcOPwPsl7CJN9EGtyyVOWhdWopClsTqKqzb1lN37REaJY0WNDq0rd38rCguAQb1HgY1kArBLCHEZgPszty8GEP1PZMiJQudAHQ1ydO051DXsfmFLPRb52OsbN4oRaZ3zSIk+qHWjNuKkdWElClma8xY044GX3sNwJnpPp2XZvU9kFJ0j8uKkdeXubxWzAFjImKlCMGcvZ4+ZUjF7OchM8WcBfBrANgBbAVwA4B8DtEc0Uuhqnd9sQ6F2dK2Q6izjDDILWwr8iGcxIn3egmZUJEfl0pxHSogXqHUGLFnPxY8e+9G6YhYAF7bU44rFc0ZuSwD1Mfu7Qbyjq6ImbloH+Pt8x22EWjELgOctaEZVRQICQFVFAucFWE1zymEH5NxW0SU8sEyxlLIDwDlBnZ+UjmJW6/xkG4qx43eFtNBVzrDOZY2CSPsZe1CMSBcyj5QQgFqXTVi1Lgr40bpiy7R3D6RybgfVObfcicpIOB0VNXHTOr+UaoSaLr/OzwLBwpZ63H+Fnr8TQXQJVx4UCyGud3hYSin/VbVNopdiyuj8iFoxdvw4cMWW5Pj5oxMFkfaT1ShGpIsRtGKz5k6lUNy7TEyodWNt+Tk+7IFDqbTu6XXv45ITZuU9ttgybV3j+8oZFWW8Yf9s+CGOWueHKMwv16V1gL6tTUFoXRCZ4n157qsF8DkAUwAwKA4pXkW6mH0qfkSt2P0wXj+YuvbKFSvSfkStGJH2k9UoRqR1jT3wQ77SRRI/qHXB7wuOwixpXVpn3ev2p7Xbsaqj29PrweaF4aPYz1FYPxs6qkjiqHXFjFCLm18XdZQHxVLK75vfCyHqAFwNYy/xAwC+b/dzpLT4Eeliy+i8ipqucj1dzSiKFeliyo39iLSfDG4xIm3XUj/fa6KrbMhaughpeyiJKNQ6PY13otCYS5fWnbegGfe/uGlEW8xOqaXUulUhGesXRYr9HIXxs6GriiQqWqerYVSp/DqnahVdme8wEsieYiFEA4BrAVwK4FcAFkgpqb4hxq9I6yqP0GEnKiLtx4ErJgPgpySlGJH24yjqWrm0xsDpwb6eQAyRkkGt07PfS2cAXih+qlWK0To/3Wx1ad3KDbssC4CSS4AeKfZz5OezoavMWmegHgWt8xOsFuNvBbEvNh9+qlWK0bqw4nVxMYg9xf8G4DwAdwGYL6Xcq9oGUU8UHJggiYJIew1WozBjDvDnKJZqz056oK98lkjLBGqdviA/7I25/FSrFIvXMmhdWldfU5WzCDjcv3u77cFkDMV8jrx+NnSWWcdRF4t5j7wGq8X6W7p6APhJQsSRidXewt0gMsVfAzAAYCmA64QYWZ8QMBptTQzAJimSKDgwcUCHQ1ps91IrQe478+oo6lq5tDqgicrqmkAMkZJBrdOHrgC8UMLoKJZK64RIJAMxRPLi5bOhO3tLXRzFa7Cq2t8KCj9JiLixqqMbd6/YOHqHQ01MEHuKg5x9XJboKp8JuwNDvFFs91Kd2ZOwMcYBTSQrS3Ml5Qm1juiknB1Fal340Z29pS76p1h/y4pTEqLYBEWQTfvCzMOrOzFs2Stid2xgc4qJGsLapZBEB79C6Cd7wu6lRBXUOlIKytVRJOGH2dvo4VdPvCYhorItLoxYFy7SqYF8U5IAAMzqhpx85TOEBImZPckmX/aEIk1UQq0jhJBcFrbU48unHsKAOKact6AZiawuWGYSwkpUyrRLieckTTqdsnuIQXHIMctnkgKxaX5A1FDqvb4UaaISah0JM6yKIVFlVUc3fvz0eo7gKoKgPv9ekxCqy7TjgF2WvRhYPh1yWD4TDXTshQzbXl+KNFEJtS4a6Nr3HSaiXBXDYD686PgscVtKYYSxM32xP+OVqGhGEI0SGRQXAZvChJ84/dEJY6fUbKIk0lER/bBArQs/cdK6sBGlqpiwLZ6S/Oj6LOnsYB0nwu5vBUWUFgCDaJTI8ukCMQXt+0+tw6U/W8myFJ94KecptuRH13ukay+k1zKbuKFCpIMosykXqHXFQa2LPjqrYopdsPO6R5GUFl2fJZ3bUnSVaXu1U8z1lKu/FaUFQEB9MiYymWIhRAOA5QBmA3gXwKellGN+04UQwwDWZG5uklKeE8T1cPWtcLyskKpYRfX6HhWbYdE5NqEcO6WqEOlyXfVVAbWucKh18SQoHVaxAFjOY6aihK7Pkq5tKboy317tqLiecvS3yn1bXGSCYgBLAPxJSnmbEGJJ5vY38hzXL6U8NuiLoXNQOF4cOBWOuJf3SIVwev2jU4578VSgQqTpKBYOta5wylXrTHvUO3vyZYRVZWnK0ZmPGjp7KOjYlqJr8dSrHS7mqqHctCRKQfG5AE7JfP8rAM8gf1CsBTaFKRwvDpwKR9zLe6RKON3+6JTrXjy/eCkdLFSkvfwc9xqPhVpXOOWodQD1Lh9e9vqWe5am3IhTDwVdi6de7XAxlxRClILiaVLKrZnvtwGYZnPcOCFEO4AUgNuklL/Nd5AQ4koAVwLArFmzCrqgOAmaTrw4cKoccbf3SJdwctUyP2FqCpOvdBHp4SHtF6IYal3pKEetA6h3+ShkC0eUmheGARVa54U4VkEU+5x0Vcx5tcPFXHfiqAHFEqqgWAjxRwDT8zx0XfYNKaUUQsg8xwFAi5RysxDiIAB/FkKskVK+Yz1ISnkXgLsAYNGiRXbnIgHhxcnW4YjrEk6dDmmUhC5Me33zlS4O9++OfCchal1pKTetA6KdpQl6HmkYtnDEdQFQh9bprILQFXyrek66Kua86qUOXY2SvxWmJERYCVVQLKX8iN1jQojtQogmKeVWIUQTgPdtzrE58/8GIcQzAI4DMCYo1kUcVxTjRpwc0ii10wfC5SjmK13cONi/ryQXE0GodeFHV8Y/SlmasM8jDYK4LgDqQFcVhM7gO2z7gaNC1PytMCUhdOJn4SJUQbELjwD4DIDbMv//znqAEKIeQJ+UckAI0Qjg7wB8V+tVZsF9VSQbHQ5pUO30g1wNDYujaCWs1xVGqHXESlRK7svRUeQCYOHEcctV2PYDR4WojS8KUxJCF36rYqIUFN8G4EEhxOcAdAD4NAAIIRYB+KKU8vMA5gH4qRAiDWMG821SyjdKdcFxWxUj4UdVoxaW2RA/UOtIVClHR9EKFwC9E8ctV7qeU5QqSLwQVGO8fEkIVYmJcvus+62KiUxQLKXcBeD0PPe3A/h85vvnAczXfGm2xG1VjIQPN6EsVAC9ZE/e6+or6NxhxfpaRmmvUKmh1pEoU26OIrWuOOK05Srbnq6tFVEJhv1+TgrVEWsS4qV3c5MQUSvTDhNvb9+Tc/uwaXWOVTGRCYqjSNxWxUj4sIqnKtyyJ/e9sAlrt+WKTVAircuB69o36Hib2EOtI3HGugAYlAZR60g2UQog44j1c7G5pz8QO+ctaMZ9L2yCmdCUAH7y7Du4+x8WAdBbph31BTPr9Vrfw6HhtOPPJ5RfEclhYUs9vnzqIYEL26qObvz46fVYZa2dJ9rQ8R5YVxQljAyuSZCCln2u5S9tGvN4UCKty4FrqK1yvE2codaVD3F7D5x0c1VH95gFwIGUs2NVKEFpnfX5UesIceegqRNybm/p2R+I5i1sqceM+vE5923csXfk+3zZzkL/zrr5iJt79+fcDvuCmV2W3cSv1jEojgFmk5vvP7UOl/5sZWwcFVXocOB0vQfnLWiGsNyXncFV6VQ5nau6Ilc65k0PTqQrk7m2CnXgrOe1Zn+spU/lVlIZBah1zsRJ63TipHUPZy06mlz4gcJm4LppXVDBqtVRpNYR4s4XTj44x98KMgkxc9K4nNvZn32/2U4nnLRuVUc3tnTnZsPnWBYGwobVJzaz7CZ+tY5BcQzI1+QmCjg5cKqcO10OnK73YGFLPT4w2z74VOlUOZ3LKiwHNtQUbMdNpNdZVkkPmVZXkB1rdmfttj2xcOjLCWqds404aZ1OnLTO2kxn3vQ6XHJCYUGx30VLVXsUrc48IcSdfP5WUEkIp+BNl1/38OpOZFVpQwD44skHF2xLB25Zdr8wKI4BZpObpEBkmtw4OXAqnTs3B06VQ6rzPXBylFRmAHRlE9xEWtVemnzZHadVXxI+qHX2xFHrdOFH64pZALRqXXYVjMpmOm4VRSQ86NqKELctD06ofK5OWqBrG4Iuv866APiB2dHY0+6UZfcLG23FAJ1NblZ1dCux4zTCReV4F6euuCpnq7q9B6petzjiR6SLGXlwyQmz8N9/fTdnf6DpKK7q6MZL78bfWYg61Dp7wqJ1pj3q3VjmTqvLaV64bvuekUaJKhcAzQzXizaaFvVmOnFB13z3cpojr/q5On1W4r4NISrPx+l98Kt1DIpjgo4uhSrFxsmBUznexcmBUz1b1e490CnSKnGyE+Q1ZO/1Vf3cDmyoGdM0BxhbNgRw5EFYodblJwxaB0TTAdeldU6j7lQ20wGcHdqoNdMpBToWdnTNdw/LHPkovqa6Gn2Wyq9z8rfisFjm9/1jUEzGYCdcKsXGyYFTnQ2yc+B0zVbVKdIqR4c42VH5h8K6/23ttj2474VNuOSEWcr/INmJvjUjLWBkaW4tyhoJO9Q69YTFAfeD0+gVlRq0sKUeh02ry1mYW58JhlU20wHstS6KzXR047SwozKwc6vu0GFHtS07dC2Wqda6htoqYMe+3NsZdPlbKoNVu94qC1vqIzuqzen18duolUExycFJuFSLjVO2QUc2SFcppi6RVj06xOmPgdNjfjlvQTPufSF3xNPyl4ygWKUdwLuDG5W9NKRwqHXBoDMAV8VBUydgfZbOmKNXFrbUK9cga7BrapAurbNrpvOzoqzFC7uFHdWBnd3nUpedIGzZoWuxTLXW2ZXmBu1vZQdzKoPVCz8wC690rsm5z6xWUa1BurB7fVZ1dOPNbf4atTIoJjk4CZdOx0oXcXJIVY4OAcb+MdizP2X7WDF7Txa21GPe9NzsiXXkkyrsRD8OZULEH9S64OxE7bX7wskH4w9vbB8JFs1uzQtb6pXvG9TleNrZsZZpH17EOL24YrewE0Rgl+9zqctOULbyoXOxTKXW2WUhg/a33szK4KoaSwk491aJ6h5pO6376bPvjFkAdKsAZFBsw9DQEDo7O7F//373g2PE4sY0Dj+nCVICQgCNEwawdu3akcdrAJw2HUDfNqxdu831fOPGjUNzczMqKyuDu+gIoFKk7VbFrM5OS0NNwaNDAOeyZpVlQwBQNy6/FOkq54lq2ZAKqHXUOtXoCsBVsbClHodPz1/WrGufXam0rtgy7SjhVetqACz/9CwMpIZRXZFEVUYD3DRDFbrsFGqrEK2L4mIZUDp/K3uMmjXbWWywavW3TE2L257iDZbRTDMmj3P9vWNQbENnZyfq6uowe/ZsCGEdblAa9g2ksG8ghdrqCtRWB/fWqbIjpcSuXbvQ2dmJOXPmKLzC8sa6KjY0bKyFWcW7Mlnc761dWfNhFucRKK5sCLD/w6OrpDCqZUMqoNZR64h9WfPGnfvy3l8o1LrSoULroqZNqm0Vo3VRWywD7Muag/C37nthU05mc+eegUCagNppQ1STA3Y9Iazv3czJufOM88E5xTbs378fU6ZMCZWTuHHnPmzfvR8bd+7DvoGU+w8VSG11BQ6YOK5oIRZCYMqUKWWVgdIxC3CuZU9ER1cf7nth05gSG+ttvyxsqUeLZSbnYCqNnz77zphjiykbAsZea7HXboeuuYJRglpHrSuEuM09zadB972wCTv25jpcxTalKpXWBWUnSqjQOlWaERY7fm2Vm9bZlTWr9iXMapVsevoGx2SkzRLgYrDTIDPBYndcWDnIosmbMz0hCoGZYgfC4iQChqMopTRWjKQcWdULO26voa55lnHqrmiXwbVmOlSUxVlXP4eG02NKUhonVBVVNmSeN99t1VkaK+Y+6aiukKqCWlc81LpoZYCs5NOg5S9tGnPcF08+WLkdQP2YJDtnnloXHq2LKuX0GjqVNavGrlolGy8lwH7tDA2nsaqjGx2WbXFVAfV2Uc0XTj4YT72xPee+nzz7TkFaF35PIwLoKHOpra4whEhKCCEi4SS6YedYqXbqdNnR2V2xpaEmR8AGU+lAMhBezjl1QvHzfHVlaezGEUR1hVQ31LrCoNaFn3waNGjRi5aGmqKfp9XO0LDEqo5ubLaMSSo282TnzOvKVMeBOJZKE3/kS0Ks374nkMUlL5/NieOK71mRz04QFYC6WNhSj5n143M0dOOOvQVpHdWwSIIu9bvllltw5JFH4oMfWIBLPvZhfPGSc3HJxz6MY448HJMmTcKxxx6LY489Fs8//zwee+wxHHfccTjmmGNwxBFH4Kc//antedetW4dTTjkFxx57LObNm4crr7wSAPDMM8/g4x//OADgl7/8JRKJBF599dWRnzvqqKPw7rvvAgCuu+46HHjggZgwobBAJZ9jZTp1339qHS792UolpXm67JjdFZMCOd0VgygzzJfBDSJTnO+cOuzs3j8USJYmn8jf9sTaMSuk5dR8xivlqnV9fX1obW3F4YcfjiOPPBJLlizx/dzKReuA6JZVe9G6YvcNAmOzLx1dfXkdUrfRIW6cl6fEcv32Pdht+dxabxODIPXO1Lqjjz4aRx9zDE499VR8+IMfwLzDDi25X3fWWWfhmGOOwZFHHokvfvGLGB4e9v38dGpA0LbMgCubrn2DgSwulcrfCqoCUCcTLYtJlclEQVrHJakiyS71e3NLLx5fsxWnz5umZNX8r3/9Kx577DGsXr0a1dXV2LlzJwYHBzFjxgw888wz+N73vofHHnsMgNFVsaWlBS+++CKam5sxMDAwInL5+OpXv4p/+qd/wrnnngsAWLNmTd7jmpubccstt2D58uVjHvvEJz6Bq666CnPnzi3o+eVr0R9EBkKXnXzdFYMqM8wnyH2Dw47HqLLjdkwhWBsibO7Zj4pE7nlVZGkuOWEWvvv7tejpHxXH17fsHnNcsRnpOFLOWvfP//zPOPXUUzE4OIjTTz8dTzzxBM4++2zPz68ctA6Idll1vgxuTVXS8ZhCyDcn9MWNu3Juq9g3uLClHo11Vdi5ZzSDtbmnf2xwJ61tfAgwqndrt+7Ga5t348OHTsVHjphW9HmtWrd2Yye27NqDqdOb0P7XFbj/5/+BP/z+cQDqtW7fQAq7+4cwc6a91j344IOYOHEipJS44IIL8Otf/xoXXXSR5+enUwN02ZpYXYHNWbcrkwls251b2aFicUmXv2U9x979KdRbKlNUVADqZPf+oTG3B6wLCB60jkFxkZilfm9u6cV1v3sdqeE0fvG/G5V8OLdu3YrGxkZUVxu/nI2NjbbH7tmzB6lUClOmGCv21dXVOOywwxzP3dw8+kd3/vz5eY/7+Mc/jueeew7r1q0bc74TTzzR83PJh51jpXqWnS47pq3s9z2oMkOrAOzYO4CdllJjFSuK+exUV+Y6iir+GMydVocX381d6d2+O3ePXUqR81Y7rjInKM73OhWbkY4j5ap1NTU1OPXUUwEAVVVVWLBgATo7/e0pKwetA6JdVm3VgY6uPkydkOsoqtC6fAtzu/fnnndKXZWS1626Iler9w6m0Nufa+uIGZOKthNHaqsr8Oa2PVia0boH29/DvVeo17pZM6ZjuKoOUkoIABWJ0WoElVo3nJbYuHMfdvcP4e9OOxOvtq/M69dNnDgRAJBKpTA4OOh7/7BODdBly+oHbentH/M5Gq9g/60uf8tarbJtzwAGLBUBkasgsfyeDgyncxYEAXaf1kJtdQXmNNZi464+pIZHP5x/eWsH3t+9v6iSmzPPPBPvvfceDj30UHzpS1/Cs88+a3tsQ0MDzjnnHLS0tODiiy/Gvffei3TaPij6p3/6J5x22mk4++yz8e///u/o6enJe1wikcDXv/51fOc73yn4eTixsKUeXz71kBEhM526a888TOmqny47VpzKDIvBugLW2z805hgl2U6L0OzcO4jdltl1Ayn/5VVW8pX6DVqeowo7wNgyG2kJthsVOaRxg1oH9PT04NFHH8Xpp5/u+bmZxF3rgOD0TgfWDqbAWF1VpUG1ln2BQSVrrVrXPzD2+rkAmJ/a6gps7u4f1brhYLSufeX/Yk5jLaZNHIfpk8YjmRDYN5DC+7v3o7p2ojKtS6XlSKWPEAJf+uo/2WrdRz/6URxwwAGoq6vDBRdc4Ov56dxGpktvrP7W3jyfo88uPqh4Q5r8rXzbyKxBviqt04VV6/bneY+8bElhUKyA2uoKnD5v2uiHM5nAzPrxRe9FmTBhAlatWoW77roLU6dOxYUXXohf/vKXtsf/7Gc/w5/+9Cccf/zx+N73vofPfvaztsf+4z/+I9auXYtPfepTeOaZZ3DiiSdiYGAg77GXXHIJVq5ciY0bNxb0PPxideqibEeXQ5oaHutVqXB2jmyaOOa+PRaxqVZQzpNv/FNQ/S2tq7HcPuydcta6VCqFiy++GF/96ldx0EEKHCDES+tMO7oCcNV8IY9eDubRVRVYHbhEQGJn1TprQ8FJNRWReo90c9KhU7Vo3a/vvwcHTByH8VXJkYyuaefOH/9EidZVJASEEJm/qwL/57JLbbXuySefxNatWzEwMIA///nPvp5fPg0Ioq+BnS0dyHTu52h6XbWS/bde/K3JChptXXLCLNRV52ag0xHfRWHVun2DY4NiL1tSWD6tiOyytcOm1WHaxGolI0WSySROOeUUnHLKKZg/fz5+9atf4fLLL7c9fv78+Zg/fz7+z//5P5gzZ46jYzljxgx89rOfxWc/+1kcddRReO211/IeV1FRga997Wu4/fbbC3oOYaFUI1GCGFg/eXzuXjGrnk2vq1ZiM1+reyuqyu/2DeY6GQH5o2NWfSP+t0A75ap1V155JebOnYtrrrnG5zPTjy6ty2crCL3TwcKWekweX5FT1mxFhUMKGGWR2ZRK69h52plSaF12Rte0o0LrkgmBOY21mDi+EhPHV2BS7ThHv27cuHE499xz8bvf/Q5nnHGGr+enaxtZPltBYN2GYF1HH1ZU6uHF31KSkQZQXZUcE3BHGkuW3fqOeF0ApCIqxFyN/+DBU0ZW5IoZKbJu3Tq8/fbbI7dffvlltLS05Bxjltls39WDZ555xvHYbH7/+99jaMhYWdm2bRt27dqFmTNn2h5/+eWX449//CN27NhR0HNxIrusJqhOgtaVyvte2KTFTlAdET/7d3McH983pEbsTEfRCVXld9ZGYVZUZKSJGspN65YuXYre3l4sW7bM5zPLJU5al89W1DpOW6lw2ReoyiF10zpVWJ154h/dWped0e3v24dVK//X9lgrblpXW12BieMrRxZDrFq3d+9ebN26FYBRGdPW1obDDz+8oOeZTZS3VQD5M7jZ5MtKFoKbv1VdkdDWEVrVAqAu3N4jrwuAzBQHgLn3rti5c3v37sVXvvIV9PT0oKKiAocccgjuuuuukcfNMhspJfr27cWtt92OL3zhCxg/fjxqa2sdVxOfeuopXH311Rg3bhwA4N/+7d8wffp0vPnmm2OONWbopfGFL30ZX//atSP3f/3rX8d9992Hvr4+NDc34/Of/zxuuOEGX88xu3tgRUIAQiA1rL6TYPZK5eBQGtf/7jWkpQzUzlAqjd+s7gwkY3PJCbNw82Ovo28of+2vtbynGKRDad+EqqSy5+UmWaoy0tYsOymcuGkdAAzJBP7xyv8PS7/xzwCAzs5O3HLLLTj88MOxYMECAMBVV12Fz3/+876eY9y0zmorSL3ThVNzwvEKHdLaqqRjYKzKIT2yaeKY+cfZpFLcO+JG9gzhILVu30AK3ZlZt6ad9DiJG675Pq75ypeUad3A0DD6B83nVIWvfvWruPrqq43num8fzjnnHAwMDCCdTuPUU0/FF7/4xYKeZzZ2DQCjglsGt7JC3f4HJ3+rUuE+C7dGrKoWAHXh9h551TphbTJTjixatEi2t7fn3Ld27VrMmzevRFfkjfd378f23fuNxgkApk0chwMmjlN2/n0DKXT3DaK7bwiQEkIY5Td+/xg4vZY/fno9vv/UOqTl6B5SCSApgGvPPAxfPvWQ4p5EBtMhHUqlIYRAWkqkZbB2kgE6vgBw2NInMGDzQa+pSuKNm84K3E51RQLrbvY+msaJBf/6B3Ttsw9Wf/P/fUjJ63ffC5vwL/+TfywPABwytRZ//NopAAAhxCop5aKijYYEal1+TMc3mRDY2rvf6ARbgN6Vk9ZZbQWtdzo44vrf2warKrXuyv9qd3TgvvP385UE4Ks6unH+fz5v+3hddRJrbjT+TlDrxmLOKpZSAkKgoaYSk2uqCg6Iw2SnUH/OxMtraW6tqK+pQnffYGABsQ47c697fMyefJPGuiq0X+evxNwOXf7W/BuexJ79+beKJBPAO99pVWJHJ0d86wnbRFG2T+ykdZGpRxRCfEoI8boQIi2EsBVuIcRZQoh1Qoj1QoglOq9RF2YZYTKrzKaYch47Gxt37kPXvsGR/S0ys79FJWZZTQLIPA+j6YjqEhtzpfLC42fhtMMPQEUymFKebDvzmibmdOlduWGX+wl8kHZY0KqvUVf6Uu1QUuh0DX759EL7JghJAWV/5C45YRaSDguuUVshjTv7BlJGJ/KAtW777v3Y0rM/ML2Lm9ZZbQWtdzpocNBNlVqXr6mXSQJQlpFe2FIPp6rBw11KDsud7NnsUkrs2jdYVJOtsNlRff5szAWz7z25Dv/yP2sC22Khy47T519lqXEyqK57FuZNt+/EnPA5hissDDlUSHr1iSMTFAN4DcB5AJ6zO0AIkQTwYwBnAzgCwMVCiCP0XJ6BGbAGJTbZDtzW3v1omjQO0yaOs13xu+WWW3DsscfmfN1yyy2e7FirCFQ7o4DxR/v6jx8JIYzmBWlp2Ln+40cGsqL48OpO/OGN7RgeTuP0edMCy2Y8vLoTr3T2jmSFgnBInfZIfPnUucrsXHK8vYM2TsFsPpMlH9OXrXSqLte1ZyfqBK11po2NO/eNlBU21FYFpnXGr4SRiw4i+I6r1pm2gtY7HXzJQTdVli4ubKm37a6vs3ZvydnhrhApNeZs9myCCCb92ilU60w7ZgfqIAMwc2uF+fsc1GKZLjtOgaLKhfSjZtgvVDVa5qYXwzfK7LPv1SeOzJ5iKeVaAG6DxI8HsF5KuSFz7AMAzgXwRoE2fQ0uV1ma4mQjuzPhcFo6lhFed911uO6663zbGRHpIst5vJTnd/cN5gQp6bREd5/6PZ8rN+zCwJAhnsMS+POb7zuu2Bdrx0QIBOL4HjVjIl58N/9qqMrAbsnH5uEnz23I+9ilJ9g3/VBJfa26PwYAUJEUeUuhork+Wjxh1DrTzshsTSlRmUzY2lGhdUIINE0ah+G09L1vsBy1LtuWSVB6p4NLTphlu7XiyJlqehqMIJA3AlbdT3BKbRXet+mhEMX3qFj8aJ25j9i6jUy11tVWV6Bp0jhs6ekf/ZVwsFOM1hl29gOQ2Nq7H+Mqk4H4dWZlzOBQGmkEUxVj2qlIiJzxacmkejtzD5iAN7buyfuYSn/rG2fPs93yoDLZ4fTZV5ns0ImK9yiaz9yemQDey7rdmblvDEKIK4UQ7UKI9nwdlceNG4ddu3Z5+vCb6ChNyV7pC0Kcs+2YA+UPaqzFzPqagoRz165dI00f7DjxoCmozKpnDSrLcOJBU3JWRtNSBlLiZ7UDIBDH126lL4gPtZ0LoTq7a52dZ3LtGYcptdM6vynv/bMss5LjQFS1DtCjd9laN6exFlMmVOOAieN8B8TlqHX5bAHB6J0u7LZWqM6qHmMTZH/86BlK7VzzkfzaWe20hySiBKF1tdUVaK6vwUFZGhGEDg1bypfqayoDtFO4dnvVOnNrxdc+ehi+8/fz8bWAZgkvbKnHpxYdOOKjCAAXLGxWbudfPzk/7/2Vih0up+tWXcVm52/pSnaoxu498iN1ocoUCyH+CGB6noeuk1L+TqUtKeVdAO4CjIYM1sebm5vR2dnpawTRYCqNnXsHzOQq0hOqsSuAFZfhVBoDqWFUVySxaXfw6xrFuFLjxo1Dc7PzwOyFLfW4/8oP4jerOyEAnLdAvaCZdm4696icbqxBOKQ67eSbq3nOsWqdKgA4aW4jnnt7Z859zZPVNToy+ebHjhiTqalKCuV/DJZddBweeXnLmHmDd1x4rFI7YSDKWgfo1TtqXbht6eATx8zAb1/eknPf5PHeZlz64bdXLcbsJW059wkY2qSSS06YhX999HX0W5r3/KPLWL8oEoTWWQlqp7xVU+WEauzZpl7vVGi3F60D9MwQBgwd/c3qTgyl0qisSOD8Be7X5peFLfWYUJXEXksjvs8F0IPk2OZJeLmzN+e+uVNrldvJ529VJPRuZVOJnU/8iWO8+8SR6z4thHgGwD9LKdvzPPZBADdIKT+auf1NAJBS3up0znxdCgvF7IIXxbbz5YKu90iXnQ/c/Afs2DsIAeDcY2cod6pM/uHnL4wExs2Tx2HFktMDsXPfC5uw9H/WIA1j5NNrirpo52Pe0ifQnxmRs/wLHxzzPpVDR9ZCodaFH53vUZx+H6554G8jgfHUCVV4aamazrL5OPS6xzE4LFGVFHjrlo8FZufYG59ET38KCQFcedJBYxxfal3piZtvohNdz8ntc6SKT/5oxUhgPHdqLf6QmYihGp3+li7cfGInrYtbUFwB4C0ApwPYDOAlAJdIKV93OmcUxZMQEjx0FAkh5QC1jhBSDsRlJNPfCyE6AXwQQJsQ4snM/TOEEI8DgJQyBeAqAE8CWAvgQbeAmBBCCCGEEEJI+RKqPcVOSCn/B8D/5Ll/C4CPZd1+HMDjGi+NEEIIIYQQQkhEiVz5dBAIIfYAWGfz8CQAvT7ud3qsEcDOPPertuNkq5Dz6bLj9Jiu164QO4VeQ6nfo0LPV+r3yMmW6tfuMCml/ZT7iEGtK+oa+Dkq/BpKbafQ85XTe0StC/97VGo7hZ6vnD5HcfOJnWyF+bUrTOuklGX/BaDd4bG7/Nzv8jNa7DjZKvC6tdgJw2tXiJ0wvHaF2AnDaxfV3++ofvF3IZjfBb524bbD96i41y6KX+X0HvFzFP7Xrojr5mun8fc7MnuKS8ijPu93eyysdgq9BpV2VNsqp9euEDuFno/vUTwp9XsU5d+FUj+nqL52fI/U2yn0GsqJuL1H/Bypt1PoNai0o9pWOb12Bf1+s3wagBCiXWrouqjLjk5btBN+W3Gzo9OWzuekgzi+bnF7TnztaKcUtqh14bdFO+G3FTc7Om2FwQ4zxQZ3xcyOTlu0E35bcbOj05bO56SDOL5ucXtOfO1opxS2qHXht0U74bcVNzs6bZXcDjPFhBBCCCGEEELKFmaKCSGEEEIIIYSULQyKCSGEEEIIIYSUL3ZtqaP8BeBAAE8DeAPA6wCuztzfAOAPAN7O/F+fuV8A+AGA9QBeBbAg61zDAF7OfD0SoJ1ZAJ4CsDZzvtlB2AJwatbzeRnAfgCfDOg5fTdzjrWZY0RAdm4H8Frm60IFvw+HA/grgAEA/2w511kwZh+uB7AkQDu/APA+gNeCej525wnAzjgALwJ4JXOeG4N8jzKPJwH8DcBjpdajIL8KeN0K0roAbNnqnSo7oNZR6zxqnWJbjnqn8rWT1Dqn141ap1nrArBlq3cF2KHWUevcdSZoISvFF4AmjIpFHYC3ABwB48O8JHP/EgC3Z77/GIAnYHw4TwTwQta59mqy8wyAMzLfTwBQE5StrHM2AOjKtqXKDoAPAfjfzC9xMvOLfkoAdlozH6oKALUAXgIwscjX7gAAHwBwC3IFIAngHQAHAaiCIQRHqLaTeezDABYgv3iqej55zxOAHQFgQub7SgAvADgxiOeUdb5rAdyH+DuKWrQuAFvPwEbvVNrJOie1jlpnq3WKbTnqncrXLvM4tY5aFwqtU2zLUe8KsEOtU28rdlpXcqHT8QXgdwDOgLES1JT1Zq3LfP9TABdnHZ99nKN4qrCT+SVZoes5Zd13JYB7A3pOHwSwCsB4ADUA2gHMC8DO/wXwraz7fw7g08U8p6zjbrAIwAcBPJl1+5sAvqnaTtb9s5FHPFXbsZ4nSDuZ34XVAE4I6jkBaAbwJwCnIeaOot/Xze5zlPnes9YVYws+9a6Y55R1H7WOWjfmPEHbgge9K8YOqHXUuhBrXZG2fOldoZ8jUOuU2EJMtC72e4qFELMBHAdjBWOalHJr5qFtAKZlvp8J4L2sH+vM3AcA44QQ7UKIlUKITwZk51AAPUKIh4UQfxNC/JsQIhngczK5CMD9QdiRUv4VRtnE1szXk1LKtQE8n1cAnCWEqBFCNMIoIzqwyOdkh5fXVIUdz6iyYzmPcjtCiKQQ4mUYpUN/kFLmtaPCFoBlAL4OIO3h2NigS+sU2PKsd9S6nOdDrdOgdSpsedU7al1hUOvyPieTUGidgufkWe+odZ7OE4ituGldrINiIcQEAL8BcI2Ucnf2Y9JYepAeTtMijSHPlwBYJoQ4OAA7FQBOAvDPMEoHDgJweYDPCUKIJgDzATwZhB0hxCEA5sFY3ZkJ4DQhxEmq7UgpnwLwOIDnYfwh+CuM/ULKn5NXombH6Tyq7Egph6WUx8L4fTheCHFUEM9JCPFxAO9LKVe5XVOc0KV1imx50jtqXS7UuuC1TpUtL3pHrSsMap09YdE6Fba86l3UNEiXHWpdYcQ2KBZCVMJ4E+6VUj6cuXt7RjRM8Xg/c/9m5K5ANWfug5TS/H8DjL0hxwVgpxPAy1LKDVLKFIDfwth3EMhzyvBpAP8jpRwKyM7fA1gppdwrpdwLY8/IB4N4PlLKW6SUx0opz4Cxx+GtIp+THW6vqSo7rqiyY3OewJ6PlLIHxkrzWQHZ+jsA5wgh3gXwAIw/2vd4vb4ookvrFNpy1TtqHbVOtR03rVNpy8RO76h1hUGtC7/WqXxObnpHrfN1nkBsmcRF62IZFAshBIz9B2ullHdkPfQIgM9kvv8MjPp28/5/EAYnAuiVUm4VQtQLIaoz52yE8ca8odoOjAYCk4UQUzPHnZZtR7Etk4uRp8RGoZ1NAE4WQlRkPhQnw+hWqNSOMEo3pmTOeTSAo2F0eizmOdnxEoC5Qog5QogqGGVKjwRgxxFVdhzOo9rOVCHE5Mz342HsKXkzCFtSym9KKZullLNhvD9/llJe5vQzUUaX1qm0BRe9o9ZR61TbcdM6xbYc9Y5aVxjUOkc7JiXVOpW23PSOWuf7PEHYip/WyYA2K5fyC8BiGOn4VzHaov5jAKbA2Kj9NoA/AmjIHC8A/BhGB7o1ABZl7v9Q5vYrmf8/F4SdzGNnZM6zBsAvAVQFaGs2jJWwRICvXRJGAwVzDMEdAdkZlzn/GwBWAjhWwXOaDmOFdzeAnsz3EzOPfQzGauU7AK4L0M79MPbsDGXu/5xqO3bnCcDO0TDa6L8KY7TC9UG+R1nnPAUxbz5TwOtWkNbp1DvFdmaDWketc9E6nXqn8rWj1lHrwqR1OvWuADvUOmqd65fIGCGEEEIIIYQQQsqOWJZPE0IIIYQQQgghXmBQTAghhBBCCCGkbGFQTAghhBBCCCGkbGFQTAghhBBCCCGkbGFQTAghhBBCCCGkbGFQTAghhBBCCCGkbGFQTAghhBBCCCGkbGFQTAghhBBCCCGkbGFQTAghhBBCCCGkbGFQTAghhBBCCCGkbGFQTAghhBBCCCGkbGFQTAghhBBCCCGkbKko9QWEgcbGRjl79uxSXwYhJGSsWrVqp5RyaqmvQxXUOkJIPqh1hJBywEnrGBQDmD17Ntrb20t9GYSQkCGE6Cj1NaiEWkcIyQe1jhBSDjhpHcun3VixDNj4nPMxG58zjguDPb8/7+X4R68GHrna/vEVy4DnfzT2mrLPbdq02tv4HHDPBbn35bNnfc4qX3MSP364CLh1FvDYtfbHPHYtcOuBxrEkelrn9xxR0Lp856f2ESfuuQD47sHOWvf8j4A7jqTWmVDrSq912T9vd5sQzTAodmPmAuDXl9sLzMbnjMdnLgiHPb8/7+X41x4GXn/Y/phEBfDUUuP/fNfy/I9GbWbbM6/loFNy77Pae/Rq4IFLR685+7YpxlYRzhbgbKG1+57Ei64NwEAv0P7z/M7iY9cajw3sBuZ8WP/1hZGoaZ3fc0RB66znt2qdef7ujWO1zurE5tM6al782PAM0LfTXuue/xHw1HXA7k5qnQm1rvRaV4hfR1+OBIyQUpb6GjwjhPgFgI8DeF9KeVSexwWAOwF8DEAfgMullKvdzrto0SLpWGaT+ZC3ffhLuLPzKWzbtw3Ta6fj6uYz0frcfwCf+qXaPzbF2vP7816OB5yPWXwtsOKOsY9PmIfWlb9C24mfwZ171xr3V0/G1ds6AQB3Tm/GtoGePPd1Y/pwGh+uPwrPda3BtmQC08c14OrZ56D16TuN67noXuP/By41/j/5G8CKO4xrefZ2475ZHwQ2/dU49rXfGMJ81HnAlLnGseZz27waWHyN8VpsXm0Is3kfiRbfPQgYThlBMYArpjViZU1NziEn9vXh7u07gZqpwNfX255KCLFKShmb9ErstM7vOcKudd2vGVqXT/smH4fWlb8CzrwZaDracDiztW7+p4D2XxiP73o7V+uevgU45mLgjd+Ovh5WraPmRY8Vy4z3f6gPAHBzw2QsnzQx55ARrUtUAtfvtD0VtY5aF3q/7ulbgFOvG9U3q1931PnGz1j1jH5dPPjhIqDnPeDgU4FLHsh/zGPXAq/cD1SOB76+Ie8hTloXtaD4wwD2Avgvm6D4YwC+AiMoPgHAnVLKE9zO6yqeANpWfg83rP0l9ifEyH3j0hI3zLscrSf+s78n4oFi7fn9eS/Hux1j9/i5k4/E73pez7m/Ii0hBDAknO+DlIDlmAlVE9Cb2jdGXCdW1ELIYfQO78fExDgIAeP7tISoHI/e4f2YPpzG1ZOOQetrTwBzzzT+gFiF1hTh7ICZjmN0uKXJcBKrJ+GKyZVYOX58zu8QAEBKnNjfj7v/v3ccT1V2jiKip3V+zxEVrcurfRXjDE2z0zpRCTE8iJ6EQAJAWgg0DaVwdXULWt9ZaWjeh64adSTNRUNqXjS54whgzzZADhsB8cQ6e6075p+M994Gap0BtS7Efl1G33oTwvDlZp6B1r89bJzk5G8YC0SpAeC4y4zAiH5dvLixAZDDxveHnj02MDYrAO0ezxCboBgAhBCzATxmExT/FMAzUsr7M7fXAThFSrnV6Zz1LYfL05f8Io+t0e/XV38TqUTXmGMq0g2YO3AbIMY8ZJzD9nnkO3b0znVV38CQGGuvUjbg8KHbXc/xRsXX8/58lZyC48T3kBBAMiGQEAJCACuHrsUAdo05frxoxFmTfoiEEHii9yr0pceuNNcmG3HR9J9i+bYvYu/wjjzXlIBEeuzFqsDqSHr8mfEiierhlOE8CoG0lGgaTuPq3n1o3dcPnH79qJjScYwWdxxplAoCmD/7QPvfDymx5vLXHE8VN0dxyux58qPX/T/HY96sdNcewP/Hzo61Ffb2jkh919M5bPUOU7BQfA8JIZBMuGvdRyf+EMmEg9YlGnFRU4m0rhgyOpmQxtUlAKSB/Jr38v2GU/nGb0cyRWM0b81vgIY51LtSY2qdSGJ+ywxqXRZTZs+TZy111jon7ZmXuj3PTzgjbD0+AzudKpXWJQTw+91fCZ/WefXrTF1DAmk5jElpCQF48+uyM9B2fh31LTzccwHw3gvGljdkKgDHZyoAM78qBw8M4LdbtgPJauBb79ueyknr4tZ9eiaA97Jud2buGxMUCyGuBHAlAExoOgjVlYmcx61rBak8ImTen0jkfWjMOUbuz/eYHPkHADCE/PaG0IWh4XTec2ffNVSR/+cHsQtbevqRlhJpKTGclpASGGjclTeC70/vxKOvbEFaAumWnXmP2ZvaiWV/fBsTDt+RV8fSMq3MgR5DIScWAv1Ioz9pvHHpzH1bK5JY0lCHbzbUQb71E8NxbJqEpv2v4epKidanbwGO/jSw9dVRMTVLGM3/VyyjoJaSey4Aps8HdnfikzOmOR8b2C9luMjWutqmgzE07OzIDFU6aw9gr22FYKdVQ+hC/9BwUecYlLuwqbsvo3dAOi0dte6xV120briEWlcMmYtKm/9n7s6reQcegKZtT+DqKU1o/dNNhiMJjGqcWdZ40b1GWSID5NKR2g8AaKupLvGFhAOr1g0MuWidg/a4/awVL5KoVeukxMCUiGqd1xOP6FkaEAK9ydGfc/Xr1v6HoXHP3m6UXlv9uk/9Mlff6NeVlo7/zWwTEbhi2pRMBWDuIe9UVeGTM6bht2f8rGAzccsUPwbgNinlisztPwH4hpTSsYbGS5nNmQ+dia37xiacm2qb8NQFT3l/Ah4p1p7fn/dyvNMxvz/vSZz18EfzPp4QCaRlCLMnfpDGCqQ0sy1CoCk1bJRib3hhdLUx+/90ikKqm+8ebDSdOfRszB98zfWP65rPrHF8PG7Zkzhqnd9zFKt1T57/JD76mxhrnYnFN5iMBJZ09aJ1ID123595mwGyPu65ANjfC3S+iIUtzRi0W53PQK0bC7WuzLUuy69rGkrhatGA1i1vGwuBTUeP3ddsZpOpc/oxfTsEWwHorKLRYzOAA7NuN2fuK5qrm8/EuHSukzAuLXF185kqTq/cnt+f93K80zGJhLB9/FN1h4+5vyItUSnd71OakioGISAt2ZatFUks2bsG86fV4sy1/4G2g07IDYwTFcaKY6KCnV91UTHO+P+tJ5wDYilxYrJezzVFjKhpnd9zFKt1QmjSulJrnxA5Xz1CYklDHebPmIyTnvsq2v7n/xjHZQfIrz9sLARufG60IzYJhu4OoPNFoPl4DFLrCoJaFxKtKxVZft3WygosSfZi/oEH4Oi3foL5z34JZx5Qh7a5i3MDYlPn6NfpY8UyoGE2AKOZoCNFli/ELSh+BMA/CIMTAfS67Sf2xMbn0Prcf+CGeZejqbYJAgJNtU1GI4Ln/sN9Hpxue35/3svxbsc8/6P8jzedjqWvPIkbmk4fvb+6Hjf39uFfe/rQVF1vc5+x3+3CSUeiaTgNAWBSsiZ84moNkA/IBMhHf8I+QKazGBzTjgSQEU7b/QsSSSlx9/pXnGd7liNR0zq/54iI1nnSvlKQ0bseDI8GyH+52j5ApuMYPJ0vuh5CrcsDtS4UWhcqvy6zACgz/2f7dSetuBZtv7vcOM7MHNOv08MbjwBb1wDJ6vzNBBUSqfJpIcT9AE4B0AhgO4BvA6gEACnlTzIjmX4E4CwYI5n+0a10GnApszFnrtm1y3d73C/F2vP7uJfjs0vk8h3z/I+MeXZn3pzb3dI8t7WRgWnP/N76uNVe1jW0nXo17nz3EWzb32V0KWyY7959OjEOgzKFfpnSt4800wCiKTVsdEh89dHc8Sknf4Pl1aq55wJg8izglfsxf+YU5/Kad7NaDyz6HPDxO/IeWlYlhVHTOr/nAMKvddbzW7Xvnd9g29CeMfqWt/u0SBp77QppRugXKQEITE5WY8muLrT2D41tZLP4WmDn2yw7VMUPPwDsesu+6zQASIkLd+/B0q4e4za1zoBaV3qtK9SvS1agZ2ivcS7dDRxMv244jatnfGSsX2cuCtKnU0tG65CsxvwDD3D07Q4WVfjtZ1Y7ni5W3aeDwFE8zcZJbnOBVX0IirXn9+e9HP/o1UYXiXPutL/mRIUR5GVfU/a5TZtArr2NzwH/+wPg7746ep/VnimeR55n3Jd9e/75znOKzTb9ANqOOw93bv6DIbSiEmJ4AD2JhPEBC9JxlBI1iUpc39Vr7yxaXzviH1M4F30O83c+5RwUb92dmWOcAKYcDHwl/+e/rBzFqGmd33MA4dc66/mtWmc6mzvfBt60OGTZc4qz9sO1zV2MO3textbKipF+CCOZmCA0z81xNBcEqXeFs2IZ0LMJaP85jp594EgJ6BiyFwATlUD9bGodQK0DSq91hfh1Wf5dW3UCd06qxdaK5EhX/ezu09r9OjMgztZoLgCqIePbtdXWYMlUh4RHOo01HZ2O45gABsWueGnIQEqI9Y9B9m3zeyBXhE0BNsU1W2hnfRDY3G4I18bngLefQttRZ+PO3lewNZkYGVcygipRtXMWmUVRw72fBt5+0lk4szMn1ZOA9BBwnf0Oi7JyFEn4yKd11u9NrWuYM+rEzlyQq3VHfHJ0bufOt4HXHx51KgPWPNsFQepd4dx1GrBjLTDnZOeGglJiTccWY7ZnohK4fuzoHRNqHdFKIX7d8z8Cnr7F0LFnbx/r1236q/EzmQVCnX7d5IpaLNm1C62Lrs5dAKTOFceKZcYCcGc7TmhpRp/DuJ/bduxC674+43a5zCkOAopnjMkntOYcOsBY1ct2GE2hbZwL/PkmtNWMz+84FiuoUuLCSUdi6dsvMYuiirtOA7a9ipOaD0BPMpn/mOzMSXIc8K3tjqeko0giiVXrrJpnao7pSNpoHlRllZ30jk6jfzILgIDA/NnNtguAJ/b34+7tO4GJBwIHHA5c9pDtKal1JPRYdS2fX7f1VSNwPuZiT36d6ozyhXv3Y+nu/TlVivTriuCu04DtRjdpt9Lp0W1xAqhpAL6+Ie+hDIpdoHiWKX4dx8z/bQcciDtlN7ZWVhQnpsyiqCXjKLq263+/32jtX9MIfP0dx1PSUSSxwovmPX2LkVk87XpDh9Y8iLZxSdxaPwm9yUThmpdP7+g0FkZmAbBtfKVjVcyIk0itI+WCV7/ODJL/dBPaasfj1oaJ6IUsfiGQfp1azAVAkcT8lhm278n44TRe3NQJQADJKuBb79uekkGxCxRPkkM+UU1U5O5ryWSX2w47xSjPqUgW5Swya1wkK5YBm54H3v6jN+E89GzjtXXInAB0FEmZkK153RuBo8437s9ujrP11VEHcsokw4EsRPOcnEbqnTcyjqJbOeGarb3AwG5gYjNw7euOp6TWkViTr1Iw377lrIXAGxsmod8cS+cX+nVq8LgAOFI6XT0ROOlrjq9vOc0pJqR4Fl9jlOVk/59OGV0U0ylD4N74LXDqdWjd8AKemvclrNm+D7dNmI+m1LBxDj+LTUJgee/rOGH6JLS9mOkMmt3yn63+3enaCGz8i5HhskNKfHtXl/H9tjWuATEhZUO21n3iTuP7zauBo84bbSDz7O1ARTVa//6/seLDP8KaLT24rWsPxkv41rs+mcKSyTW4+fAPjR1dR71zp64JEEn0uTnrA7uB5uOByvF6rouQsGL167L1zfTvmo4eGSXX+sEleHHbbtw2PJF+XSmpbQTSQ7ipscFxcaJ1X7/xTZELDgyKCfGCU4CccepGAmTTWQS8i6ido/js7bnzPkl+tq0B0g4BcYYR4UztD/iCCIk4TgFyJsPSeuL/xYvv78Nt0083HEc/AXLGabx57geod35YsQzYuxWQaftjMg0FAQD9PbYdpwkpW7L1zRoom8Hryd9A665to35dTx8miWrvOke/rjhWLAMEgESl+wKgEECyGjhgXlEmGRQT4henADlTItN64v/Fi9uznEXAs4g6ri5SQPNT2wgMD6Cttsb5uIkzgcoaoL5Fz3UREgfyBchZJYetrz5qOI5bDcdxPIQavWM2ZSxmVYwLI7OJCSHeMHXOzq8795dYcdIdWPO+URk4Pp2mXxckXioAAYxPS2ORcPp8YN45RZlkUExIMVgDZDtncfs+XDjpyOJWF+ko2pMpJ7xtSr3z/p/dnUZXyiKFk5Cyxc1xPP5avLh9b/F6x2yKCy6v7cRmPZdBSNzI59dZ5hC3vr0CL27bTb9OB06vb/a2uP27i96rzaCYEFXYOYsZ8Vv65vOZLErS1+oiyws9ItPosWs6k83Gv7DJBSHF4rIgWKjeMZviwrY1wPCQe1XMni3Aos+xKoaQYrBWyViaZtGvC5DMtri2WueeCCPb4hTAoJgQ1VidxTFZFH+ri3kdxWdvN7rEktE9di5MGk4DEMC4usAviZCyIntB0Kp3W3Z5dxqdssbUO4NM4xnXqhiZBno72VCQEFVYFwBV+3VcAMwlsy3OVeuQ2U+swLdjUExIkKjIolgdRXOVcspciicwuu/E0UGU+GZXNwBpzOwkhKhHsdN489wP5OodSwyNrSIQHqpihDGPnRCijuwFQJV+nbWcutx1DvChdWr2EwMMigkJHqcsSgGOYtv4SjajyYfLa9jat99YTaSjSEhwODmNb79UuN6xxHAUl06sRlUMFwAJCQzFft2Ycupyr4zxWwEIqWRbHINiQnShKGt8Y/1E7kWx4mHfCYQAEkljRZEQEixWp7FAvftmfS1LDE1WLAMa5zofY1bFJCq5AEhI0Cjy61gZY6FEFYAMignRiYLVxX6Z4h5jK+mUhz12EphzElA/R991EVLuFNlbQQLcY2zyxiPA07cYDrMDrfv6gWQlFwAJ0YGKrDErY/KjuQKQQTEhpcBuddFLeSH3GOeybY23ztMybXjY7DxNiF5csinj3LIpdpmUctO72kZgqA/Yuc75OJfyakJIABTj1wH5K2PKdQEQKEkFIINiQkqFS3mhq1tjt8e4HB1Fp5mdUuLC3XvAxjOElBCHbMpL23djfKLS+eepd5l57An3cUxCsCqGkFJQ5LaRnMqYcl4ABLxVAAJKtY5BMSGlxqa88Nbuff73GJebo7himTH+SiQdD1va1QMkq1hOSEipscmmfLurt7CeCmWXRRG4qbHBfatIXROrYggpFcVsG+EC4AjuFYBqtY5BMSFhIM8ok9b+Ic97jMu2c2HXRuP5TjnE+TiRMEpsCCGlJ0/W2LfelW0WRaLPISCeNJw2torsdu/cSggJEIdy6hoPlTFlnfDIbItzIgitY1BMSFgwHcWdbxu3T/6G5z3GZb3fLjXAPXaERJHF1+TqnZc9xvmyKD2bgHsu0HbZJYGdpwmJHjbl1Nd7qIwp24THimXAjGPhti3um13dRpWgQq1jUExI2GiYk7cZjWNYV87lNumU+x47gHvsCAkjpt5Z9xgLh0xKdhbliE8C7b8AJs+Kt96ZVTEzFjoe1to/wM7ThIQNSzm1p8qYck14dG0E1vwamHSg42Gt+/YDFdVKtY5BMSFho9A9xvn22216Pv4CCnhrxsA9doSED7s9xt3OmZR+mcIVM5qNgHjRZ4E3fhv/hcB0Ctiy2vmYpuOM14EQEi5sKmOY8MhDagDofc/5mIT6CkAGxYSEkQL3GOfst0ungI6/loWAOjVjGJ92ad5DCCkthewxFgIrU1244pCjjYC4HMoL08Noq6l2Pmbry8bfDFbFEBI+8lTGMOGRhxJVADIoJiSsFLLH2Cy3qasyguFyn3MnJb69q8u9qy0hpPRYMyluDWkygXHZlBemh9yrYtIpYONzrIohJIyoTHjMXKDvuktAKSoAIxcUCyHOEkKsE0KsF0IsyfP45UKIHUKIlzNfny/FdRKiDOseYw+O4vIJ4+M/585L4xkArfv62I2VkKhg0TvXhjTlVF4opWNVzKThtNFpn022CAkvqhIem122UkQc13FMARCpoFgIkQTwYwBnAzgCwMVCiCPyHLpcSnls5utnWi+SENVk7zGmoziK2XhmfL3zcY2HApU1dBQJiQIFNqQpi/nFwsFlG+nGKthki5AoUGDCo+248+Lp03lFSly4e08gp45UUAzgeADrpZQbpJSDAB4AcG6Jr4mQ4KGjmJ/UgHuw270ROPU6YN45eq6JEFIcecqoT6xo8F5eCMSzOsaF1n19pb4EQohXCkx43Lnlj+U5uziLpV09gWyLi1pQPBNAdjuyzsx9Vs4XQrwqhHhICJG3p7cQ4kohRLsQon3Hjh1BXCshavG73w5l4Ch6acYg08Cut8t2jx21jkSS7CzKEZ/E3etfxQkV9d7nF8dpEdDjVhGIJJB0acQVY6h1JHIUkPDYmkzEN9kxonVuAW8ikG1xUQuKvfAogNlSyqMB/AHAr/IdJKW8S0q5SEq5aOrUqVovkJCCybPfLuGnjDpuAgqPzRjKGGodiSSms2jOIV70Wfxsy2aMdykvvLF+YvwWAbs2Ak/f4q5zQhhVMWXaeZpaRyKJ34SHlPFNdpha50YiASz6nBEYKyRqQfFmANmZ3+bMfSNIKXdJKQcyN38GwHnSPSFRwrqquK8f3/Ew5y6WjmIG18YzhJBosvgaoGfT6Bzixdfi2y7lhf0yFc9eCqkBQ/sdkWVdFUNIZPHTYDDuPWNSAx6CXQnIYeCyh5SajlpQ/BKAuUKIOUKIKgAXAXgk+wAhRFPWzXMArNV4fYQEj7mqmE4BiQpPc+7GOIoxb+UPYLTxDCEkulz2EDB5Vk554acnHeHoMMa1l4KnuZ2EkOiRJ+ExOV2+PWNKpXWRCoqllCkAVwF4Ekaw+6CU8nUhxE1CCLOLzleFEK8LIV4B8FUAl5fmagkJkIY5wNGf9j7nziqgMW/lb8LGM4TEAEt54bfebncso45rLwVuFSEkxlgSHktmfKRsmwuWSusiFRQDgJTycSnloVLKg6WUt2Tuu15K+Ujm+29KKY+UUh4jpTxVSvlmaa+YkACwmXNXIypsf6RfptB29CfiUWrDxjOElBeW8kLHMuqY9lLgVhFCYk5WwqP11Uc9zS6Om84BpdO6yAXFhJAsrPtQunc7CmhsWvmz8Qwh5UWeLq1uMz3j3EshB24VISQeLL4GOOp8X7OLy0bngMC1jkExIVHGp6MYq1b+bDxDSHlhKaN2m+kZi14KZlWMcHbXWvf1AQ6VQoSQiLB5ta/ZxTk6F2W/LgRax6CYkKjjx1GMWSt/Np4hpMwwq2PKpZdC10ZDrxsOcj6u8VCggltFCIk8fmcXxyVbHAKtY1BMSBywOIq2ZcUx24PCxjOElBl5ZnqOj3svhdQAsHOd8zHdGw1N51YRQqKPz9nFsckWl1jrGBQTEgcsAtrk1IggLquKYOMZQsoSa9Mtr70UouosplPuVTEyza0ihMQJn7OLY+HXlVjrGBQTEheyBPRqD638Y7GqaAcbzxASX/KUFzpli7cmE5F3FlkVQ0iZ4bNnzJgeChGtjCml1jEoJiQuZAmol1b+kV5VnH8+G88QUs5YqmMcs8VSRn4RkFUxhJQhfnrGWHsoUOt8w6CYkDgxc4HnVv6RzRabwXvTsc7HzVzExjOExBkfvRRurJ8Q3UVAJ1gVQ0i8seicm18X2WaqbskOU+sCTHYwKCYkTvhp5R/VbHHXRuC+C4GtLzsft+0VNp4hJM746KXQL9PRXAT0QOu+vlJfAiEkKHxmiyPZTHXFMuC137gmO1r7B4w9xQHBoJiQOFHMHpSoiCeQmVE85HwMG88QEn+89lKIarZ4/vnuxySrjS9CSDzxkS2OZMKjayPw6oPAFpexeRJA0uG5FwmDYkLiRiF7UKIknhk4o5gQYu2l4LwIGLFs8YplwNZXXfsnAGng1OtYFUNIXPHj1yFP062ZC/RcZ6GYi39y2Pm4ZGWgWsegmJA44nMPSqQcxQxOHQrZeIaQMiKrl0KsFgG7NgJ/vME9KGZVDCHxx+LXeWqmajbd2uySgS01m1cDBxzpnuxIDweqdcqDYiHEAg9f81XbJYRkUUy2+CgP5XohwLZDIRvPEFJemL0U4rgIKNPA8ECpr4IQUmosft3St19CDexHF/XLFNqO/kQ0dK5rI7D1ZQ/jmKLXffpZAN8D8H2Hr0cDsEsIyaaQbPFF9xp3hDl74gE2niGkjIj5IiC3ihBCAOT0UDAqYxxG0QmBOzf/wfg+7FUxACDTjuOYdBCE9ZeklKdJKU+1+wKwIQC7hJBsfDqKtzZONb5/4NLwriquWAY0znUvJ0xUsvEMIeVEjBcBuVWEEAJgbDPVgbRjtnhrMhGdqhgXmlIu+40VoDwollKepuIYQogCrI6iw3y33uE+IyAGwruq2LXREHe3GcVNxwCXLGfjGULKhTguAmbgVhFCyAhjtM4hWwwRnR4KTkiJq3v2IOhWWFry1EKIG3TYIYRYsIpnt4N4ShmNvXapAWDzS87HbHvF+J+NZwgpH+K2COgBbhUhpAzJ1rqBNGCbLZZoq45Htrh17x4j4RFgskNX8fY5muwQQqx4dRSjMMdz/vmATHvYY5cwBsETQsqHOC0CcqsIIcQOi9YZA3zzEIWO+yuWAYmk+zgmAHj/jUDHS+kKip1aiRFCgsSHoxj6OZ6bVwNNx7p3KJTcZ0dIWRKXRUBuFSGEOJHVdGtycpztYf0i5Nniro3A6v8CRNL5uEQSmHNSoOOldAXFCzXZIYTkw+Io2gaUUXAUt77s2KHQaDzDoJiQsiROi4DcKkIIsSOr6daSXV3OHfenhDxbDAAJ++0uAICm44BZHwpU64KYU3yl9T4pc9M2+Y4hhARItqN40b2YXFFre2joHUWnLDAbzxBC4rAIyK0ihBA3Zi7w2HE/a7vIijsCLUEuCJFA2ziXTPG2VwK/7iAyxUuEEOc5fJ0P4OoA7BJCnGiYMzKCZMmO92M1xzMbNp4hpMyJwyIgt4oQQtxYk1kQ8zqfPTPfOMgS5IJIp7xpXcALgEEExc8C+ITD18cB/CEAu4QQJ8ySkwcuzey1s//4j8zxPPkb4RFPs/GMGyLJxjOElDuFLAKmUxov0AVuFSGEuOGj436/TKHt6E8YgXGiIlxVMSLhrnUOz00VQcwp/kcPX9eotksI8UD2quIulzmeDQ3hEs+ujcDTtzivJALG46dex8YzhJQzYxYBXZzF6oShdWGqjOFWEUKIE3467guBO7f80cgUh7AqxhYp8c3u3VqqYnQ12lKGEOIsIcQ6IcR6IcSSPI9XCyGWZx5/QQgxuwSXSUg4scy2q3FoDN+b3h8+8UwNeMjmSGDX22w8Q0i5k70I6OIs3jp5wkhmORSLgB7gVhFCyJhssYNftzWZCFdVzIplxmLktlcdDhLGjGK38XQKiFRQLIRIAvgxgLMBHAHgYiHEEZbDPgegW0p5CIB/B3C73qskJMRYVxW7HBxFiFA2oPHUeIYQQnw4i73JjG48cGnpFwG5VYQQ4hU/fp2Uo1UxYfDrzNFz9bMdDpJA46FARfBaFzXv8XgA66WUG6SUgwAeAHCu5ZhzAfwq8/1DAE4Xwq3ekpAywpItFraOYshm280/H0hUuDdjWPAPLJ0mhPh0FmEExEDpnUVuFSGE+MHi18HOrzOrYsLi1wFGBeDOdc7HdG80rjlgrQtiJNMvs77/jOLTzwTwXtbtzsx9eY+RUqYA9AKYkuc6rxRCtAsh2nfs2KH4MgkJMRZHUcJjF+pSO4qbVwPHXebcjCGdBl6+J3zjBkoItY6UNV6dxbAtAnKriG+odaRssfh1TcPDtof2JhLh8esAIJ1yrwCUaS1aF0Sm+Jis70M7eklKeZeUcpGUctHUqVNLfTmE6CXLUWwatm9e0C9C5Ch2bQRW/5f941Lim7u6DUeScztHoNaRssbiLE5O2ziLYepCnenG6uoosnQ6B2odKWtMv27FHbh65hkOW+NC5NdlcK0A1EQQQbHdu6CCzQAOzLrdnLkv7zFCiAoAkwDsCvCaCIkeWY6io3gKgRsbQuIoAq7dB9l4hhAyhqxFwCXde231rl9ItFWJ0u+327waOPg03DalwdlRnH0SS6cJIQaLrzH8tMXXovXVR+21QwjcOCVEVYCAYwVgU8o+662aIILiZiHED4QQP8z6fuSryHO/BGCuEGKOEKIKwEUAHrEc8wgAs2z7AgB/ltJ2uYSQ8iXjKLa++qjzuBLI0o8rYeMZQkihmIuA6RRaByUc99vVh2C/XddG4N2/oCdhHxBPGk4DG/7MrSKEkFFmLjBGaS6+FpOdqgClRNv4ypHMcmh1REpc3bMHulpgBWHl/wJYBaA96/vsr4LJ7BG+CsCTANYCeFBK+boQ4iYhxDmZw34OYIoQYj2AawGMGdtECEGOeIZ+XAkbzxBCiiVRAVx0LyY7LJz1JpLhyKCkBuwfM2cUyzS3ihBCRtm8emSU5pIe+6oYY7vIhBEfEJtX671OYDTZkbBPygAwxjFpaqAaRFC8HMDjUspfZX8BeDzzWFFIKR+XUh4qpTxYSnlL5r7rpZSPZL7fL6X8lJTyECnl8VLKDcXaJCSWZIlnJMaVsPEMIaRQGuaMLOwt2dXlvN+ulBkU01F0mcnZuq8PcKjwIYSUIdlVMQNpR7+uX6bRdvQnSlcVYyZmDj7N+bhDzwbe+K0WLQ4iKP4BgJPy3L8YxtxgQkgYiOC4EvcZxYQQkgdzoeyBS9HaP+S8366UGRRzbmfDQc7HaZrbSQiJIIkKd79OCNy5+Q/G96Xw6zavBo74JPDWE87HbfizNi0OIiheKKV82HqnlPJ/AHw4AHuEkEKJ2LgS9w6FURu9TgjRxppMqfHJ38Bkh5ElJc+ghGhuJyEkYlj8Oqds8dZkCf26zESRtgl1zselU9oqAIPwIJ1SOfRYCQkTURpXIhLOM4qH00DTMXQSCSH58diFuuQZlBDN7SSERAw/VYAQpe2hINO4c3JdKMYxAcEEqe8LIY633imE+AAATlMnJGxEYVzJ/POBZKX942bjmfffCG8XRUJIabF0oQ5tBgWsiiGEFEGEqgC3ViRtH5vk0EE7CILqPv2gEOIGIcQnMl83Angw8xghJEyEfVyJGXzPzteqYJTW/iHjG3ZjJYQ44WW/XSkzKKyKIYQUgyVbbDSGyUMIqgBtl/7MZIdGlAfFUsoXARwP43lenvkSAE6QUr6g2h4hRBHmuBJhv2o3Mq5Ep3h2bTSafPV1OR/XdIxra39CSJkThQyKU+dp01Hc9gqrYggh9phat+IOTE5U2R5W0ipA2IbrADJd9jUSSP2NlPJ9KeW3pZTnZ76uB3CoEOLHQdgjhBRJzriSbudxJdUJ/eKZGgA2v+R8zLZX2HiGEOJMmDMo5jgm6VwyaDiKCVbFEELsWXyNoV2Lr8WSrh7HHgq31tfpXQA0tc4NkQQc5sqrJtBNKUKI44QQ3xVCvAvgXwG8GaQ9QkiBZI8rccqeCIFbJ5eghJqNZwghqghrBsWc2+k2junQszmOiRDizswFRlVM/xBqHOaa9yYTo9tFjjo/+Ovq2gg8fYvrPHYkEsCp12lLdigPioUQhwohvi2EeBPADwG8B0BIKU+VUv5QtT1CiCKyx5Wk7TMVvYlESfbaOTWe0d2MgRASYcKaQTHndrqNY9rwZ1bFEELcyfLrrt/ZZa91UqJtfKWhK2t+o8evGx5yD4qnH5PR6muCvx4Ekyl+E8BpAD4upVycCYTtBwISQsJBdhfqHodxJSXaa2fbeKYEzRgIIREnO4Pi0IV6JIOio4Q6hHM7CSERJruHwv4h++OEwK31kwyte/1hPf0KRAJt4+x72ADQ3jshiKD4PABbATwthLhbCHE6HJqLEUJCQnYX6oG0/TgQIXBjw0S9pTYu6G7GQAiJONkZFKcu1FJzH4WQze0khESY7B4Kp17nXAUoM0Hzyd8wqlaCJp1yHz0n01p7JwTRffq3UsqLABwO4GkA1wA4QAjxn0KIM1XbI4QoJjOuZLJDSXI/skptghRPsxmD676TSq3NGAghEcdrF+oS9FEI09xOQkjEya4C7Op1qAIE2uYuDkcFIEqjdYE12pJS7pNS3iel/ASAZgB/A/CNoOwRQhSQLZ7de1z22k0ymsIkKoLLnnRtNAS66Vjn45qOAS5Zzj12hBBvWLpQT07b7/Ia6aOgqQt1mOZ2EkIijqUK0FZfhMCdvS8b3wdZFeMl2WFqnUNzsCAItPu0iZSyW0p5l5TydB32CCEFki2eg9J5r50cAhZfG/yqotdxTAD32BFCvJOzCOjSR8HsQh3UdpEsR9F1bqdmR5EQEgMSFcCp1znqy9ZkMviqGI/Jjtb+ASDhsudYMVqCYkJIxMiUUF+/02lmsdCTPfE6jokzOwkhfrAsAjqVUN85uXZklnsgGRTTUXQbx9R4KMcxEUL8kbUA2ORWlvz0Lcb/QWaL0ylgi8vWu6bjDF9UIwyKCSG55Oy1G3bIFeub4enajIEQQgrF7KPgUEK9NZlxzh64NLgMSmogM47JQet6OjiOiRDij6ztIlfPPMN5X/E4Ddni9DAgXQYTbXtFu9YxKCaE5GLpVmgrnULg1no9DWjC1oyBEBITPDehkcB9FwZbGSPTmXFMDgWO0+ZrndtJCIkJGa1r/dvD9scIgRun1AdfBZhO4eaGyc7HyLT20XMMigkhY8kptXFpQPP0LcGIZ4ibMRBCYoJ1FJ0DgY9mEgnc1jDRuSpG89xOQkhMyMxmB4DJiSrbw/o1VQE+ONF+9Fypkh0MigkhY8kutZl0rHOpTVCOYoibMRBCYkamCY2tUyQEbm2YFGxlTDrlXhXD/gmEkELYvBo46jzg5G9gSVePy3SRuuC0bv75zg0FS5jsYFBMCMmPWWqz4QU4zvBsmByceIa0GQMhJEZkVcZ8as8+W2cx0MoYNziOiRBSDIuvMbrnP3s7WvuHnKeLJAMaQ2cmTg4+zfGw1v6hkiQ7GBQTQvIzc4Exh3jxtc4zPIMSTwBID6OtxqXTagmaMRBCYkRWCfXS3fsdDw2kMsbLVhFwHBMhpEjWZKpMTv4Gru/abZ8tljIYrXvjEaM3Q1+X83ETppUk2cGgmBCSn82rR+YQO87wlAHuP0mn3DtPl6AZAyEkhiQqgEuWw7kyJoASao5jIoToIGe6SBqOWjc5gEaqtY3AUB+w+SXn4/ZuK0myg0ExISQ/PmZ4BtmFmp2nCSGB0zBnZA6xY2VMIhlMZczIOCYHujeyKoYQUjjZ00VcxtD1JgKoAvzQVYBIoq22xvk4kSxJsiMyQbEQokEI8QchxNuZ/+ttjhsWQryc+XpE93USEjs8zPBU7iiy8zQhRCem8/XApc6VMUF1Zk2n3B1FVsUQQoolewydbq373x8AUw7BTY0NthWA46UE0kPF2yqAyATFAJYA+JOUci6AP2Vu56NfSnls5uscfZdHSAwplXiy8zQhRDdrfpNVGWNDdmXM07cAa9WtvbtuFSGEkGIpVRXgimXA5FnAznXos9M5KfHtnV1GprgERCkoPhfArzLf/wrAJ0t3KYSUCaUsoWbnaUKIbkYqY+wD495E0giIh/qNhTtF2WJuFSGEaEN3FWDXRmDNr4HGwxwPa+3bDyQri7dXAFEKiqdJKbdmvt8GYJrNceOEEO1CiJVCiE/quTRCYo5f8dyztXhHkZ2nCSE6ya6M6XGrjAGw6LOGk1fMIiC3ihBCdFOqKsB0Cuja4HzMIWeULNkRqqBYCPFHIcRreb7OzT5OSikB27nPLVLKRQAuAbBMCHGwja0rM8Fz+44dO9Q+EULihF/xBICNfyk+W8zO00qg1hHikezKGJfOrN9qbDQC4mIzKNwqogxqHSEeGVMFaEMA20Vckx2A0fSwBMmOUAXFUsqPSCmPyvP1OwDbhRBNAJD5/32bc2zO/L8BwDMAjrM57i4p5SIp5aKpU6cG8nwIiQV+S6gVwnLC4qHWEeKTkcoYe40ZEormeG5bY3SedtsqMqGJW0VcoNYR4hMPWje6XaQPqGkszl56GLc1THJOdrzzJ+P/EiQ7QhUUu/AIgM9kvv8MgN9ZDxBC1AshqjPfNwL4OwBvaLtCQuKMJ/FMjB5bqKPIckJCSKnwWkKtao5nbSMwPOCePSnR3E5CSEzxVQUIoLIGmPPh4kqo00OOyY4EYFTfPP+jwm0UQZSC4tsAnCGEeBvARzK3IYRYJIT4WeaYeQDahRCvAHgawG1SSgbFhBSL5712wM2TaopzFN94xFiVdCsn3Lef5YSEELVYSqiFXWUMFM3xrGsCRMJxRImB5FYRQog6fFQB3tjYAJx6XeF+nZnscEJKfGr3XiBZDfTt9G9DAZEJiqWUu6SUp0sp52bKrLsy97dLKT+f+f55KeV8KeUxmf9/XtqrJiQm+Nhrt3xCTXGOYm2jUaazZZXzcY2HsJyQEBIMmcqYT+/pc86gFFNCPVIVk7QfUYLMVhFWxRBCgsBDI9V+UeQCoNk74ZAzHA9b2tUNHHcZMK80E3UjExQTQkKAB/EccRQLpa4JSFSirWac83HdG1lOSAhRj1kZ8/QtWLprl/1x2SXUhTSh8dJkS0p8s7uHVTGEEPXo6kJt9k5458/Ox9U0Au2/YPdpQkjI8SqepqOYqDAGsN9zgX9bMu1eTsjO04SQIFh8DbDxOWMO8aLPuvRREMU1oUmngK0vOx7S2jfo/7yEEOKGri7UZu+E8S7zh/f3GKPuNjzj7/yKYFBMCPFGtnjuH0KVw77i3oQA5n8KaP+5c8MsK1lNtlhOSAgpGTI9MofYOYOCwpvQbFuTmcde5XzchGncKkIICY5MFWCNo19ndqHuN6pb/GhdpneC65hNSEAOA5c95P3cCmFQTAgpiJu69jg6imj/uX9H0UuTLSnxza4elhMSQoLjsoeA9HBwTWhWLANmHAsMD+C2hsnOjmLfTm4VIYQEQ9Z2ket3drl3oc4sFvrSukzvBNcxmyVOdjAoJoR4p2EOMOckAHB2FAHcPKUAR3GkyZbzzM7W/v1er5gQQgrHbxOaPVu9LQJ2bTQcy8bD3B1Fyc7ThJCAGNku0ofWQcBpAfBbjVMM3fLTcCtCyQ4GxYQQ7yy+BpjQNOIoAvb7ipfXTfDvKNY1Aclq95mdTcexnJAQEix+m9AAwMa/eF8ETKeAXevtHzebbA0PALu3+rlyQgjxzr6dRmXfqdc5LgAOCYw2UvXq10Uo2cGgmBDijyxHcXLaoXzar6O4Yhmw13D8XJtsbX2Z5YSEkGDxM8ezoc7fuUf2Ezt32W/d11/SuZ2EkDLgiHNGKvs8NVIFvC8ARijZwaCYEOKPLEdxSY+zePpyFLs2GiKbHnJvspVOGeU+LCckhATNSBMa+y7U/UKgbXymYZaXDEqmG+ttUyY7LwBOOQSoqAamz/d92YQQ4gnLAqBw2BrXm3BqlGXBT7Jj2yslT3YwKCaEFEzrQBpVDuLp21EEnJt3meWEzJwQQnTgtQmNnwzKPRcAk5qBZLXjfmIAQG9nyR1FQkiZkFkA/PSePueO++OrvI3dHEl2pNyTHRIl753AoJgQUhiJCmD+p3DTjp1qHEWznHBCraPZ1n39RjMGZk4IIUHjtQkNLBkUp0VAkQDafwHUz7a3KyUu3L3X+J5NtgghQZO1ALh01y7740y/zsvYzYxfZ9t/Bsg02eoG0kMl753AoJgQ4p+GOSOCaDiK9ow4iulhQyDzkTOeZJJzic3cj5Z83wkhpIzIaUJjX0INYLQyxmkRcN9OQ8N2rnM819Ku7oxDSQghATOyANhvjF1yoDchjIA4WW2sE9otAGa2ibTVjHc8X2v/QCgqABkUE0L8s/gaYMvLWY6iU8MtoG1cJTA8aD/w/Y1HgFfuBw49272ccOOzLCckhOgjuwmNWx+F+kxljNMiYG0jkB7CzQ2Tne1ObGbnaUKIPmR6ZA6xm19385QGo2rPbgHQ3CZSWePeO2HB5aHoncCgmBBSGD4cxVsnTzCE9pX7gbWPjD1mYI/Rsv/tJx1NThpOG8exyRYhRBfZTWj6nUtj+oVwXgTM2k/84MQ6Z0exvwtY9DnDUSWEkKC57CFjQc9DI9XldZmtbnYLgN0dRjZ5zsnuyY5X7g9FsoNBMSGkMHw4ir3JhCF6Q/1A7QFjGzM0GELoOJ6ETbYIISHAMYPitghoOor1s5122WG8aUMOG44qIYRopLV/EDVOjU+RVQXo4NfhrSfsT2D2TghJsoNBMSFECa4l1FUADj3LEMjujtEHskps3Fr2t/an2GSLEKKfhjnAnJMAwDmDAqA3mcwsAvYBELnZYtNRdNpPLCW+vauL+4kJISXlei8zi02/rr97VOtWLDP2GierXbeJLO3ZHZpkB4NiQkjheHUUhcC/NE4ZXTGccvDoqmJWiY1Ty34ARkBMCCG6WXwNMKEJgJcMijQWAZPVRlmhmS3OWgB0cxRb9w9zPzEhRD9Zfl3rQNoxUdGbTBh+nVXr3ngEeOcZIJF03yYiKkKT7GBQTAgpHIuj6BTSpgUMR/DQs0ezxSuWAeMnGgd4KbEBDLFmky1CSAlxy6B8q7HB+H54ACPZ4i1/MxYAj7nY3VE87jKjkWEIsieEkDLC9OsyYzcnDztXrFwxbZrxTbbWDewxbg8PuW8TCVGyg0ExIUQZn97T79yYYeLE3Gzx098BtrzircTGHE9S11TyfSeEkDIkO4Pisgg4JATaxiVHMyh/+T7QcJDxYPvP3R3F9l8Ax1wMzDtH2eUTQognssZuLnFZAFw5vmqs1k05GADQNr7S3kb2NpGQJDsYFBNCisN0FNPDxsB3xxJomZstTqeMge0yjeVumZNFn2M5ISGkdGRVxgDui4A52eKhfqDzRaD5eOcFQNNRTFQAW1/mAiAhRD/m2M1kNVr3DzkuAI7RusF9hn936NnufWIGMz8jEQqtY1BMCCmOxdcYgjY8CCz6LC7c0+ecLZ6UlS2WRlmO42oiMpmTV+7neBJCSGnxsQg4ki2GMBb/AKDzRdcFwNZBGMfXNKq9dkII8cr0+SOlzY4LgMjWOoz4dXjrCfc+McdcHKptIgyKCSHFYw58f+V+LN3pki2WEldMy3X2lk6dYv8zZuZkqA/o7eR4EkJI6bAsAtakHRbphMC/NDYAWcXSbttExqdl6BxFQkgZYlkArHBslpWVLQYAkXTVuknD6ZEeC2HZJsKgmBBSPJc9ZASsQ/3AoWfhwt7dLntQxqOttgYA0FZbg5TTuYUwMicA0LVR5VUTQoh/shYBr9/Z5ZhBSQuR4xw6ZonNBcCQOYqEkDIkewHw0LNw8/s73bPFGb8OcthV677Zk2meuvEvoSidBhgUE0JUIdMj8+qWdvW4tOAXWJJZVfwXpywxgPHD6dHMybg6xRdNCCE+GVkE7EPr/mFUOXXNEsJwDuGeJc5ZAAyRo0gIKVOy/DovWmf6dZ+cMc311K37h4zmXCHy6xgUE0LUcNlDwK53jO8PPds5WwwAQmB+SzMcdwgzc0IICSP7dhoOHYCbdu5y1joA82cf6Jo5ObGvjwuAhJDwcNlDwN73vWtdxq97p6rKUesu3L3H6DodkvnEJpEJioUQnxJCvC6ESAshFjkcd5YQYp0QYr0QYonOaySk7KlvGeks7SVbPPJlQ0JKtO7PNG1g5oQQEhaOOAdomg8MD3jKoDh35QcAgbu37+QCICEkXBSidS6+39KuHqPr9AFHhGIUk0lkgmIArwE4D8BzdgcIIZIAfgzgbABHALhYCHGEnssjhBSSLbZFSnxnZ5dRvhOyEhtCSJmz+BogLX1lix23iaTTQPPxxo23nuQCICEkHPjVOhe/7sS+PiN5AgD7d4dK6yITFEsp10op17kcdjyA9VLKDVLKQQAPADg3+KsjhIxgyRYfkBp2dxbzkJASrf1DxmiS+tnMnBBCwkV2BqV/CCf2O48tscXcJpKZY4zK8eqvlRBCCsWSLT54cKgwrTMrYjJzjFHfovxSiyEyQbFHZgJ4L+t2Z+a+MQghrhRCtAsh2nfs2KHl4ggpC7KzxSKJP3VugXAe/T4WM0sMAIlKYHBvqFYTowS1jpCAMDMoiUogPYS7t+9EnRT+nEUpcfDgoLEACAD9PcBX2oO42thDrSMkILKzxTKN327Z5v8cUuLC3buBxsON29vWhG7EZqiCYiHEH4UQr+X5Up7tlVLeJaVcJKVcNHXqVNWnJ6S8qW8BJjYbQ9wbD8etO5xb+edgOol9A0aWuOEg4Pgrg73eGEOtIyRAjjgHmJDptNp4OJ7v2ISklN70TkokpcRvt2w3tC5RyW0iRUCtIyRAjjjH8O3SQ8DEA3HbDg9bRkykRN1w2thLvPNNIzAOYUVMqIJiKeVHpJRH5fn6ncdTbAZwYNbt5sx9hBCdXPaQIXiNhwM730Trvn6j26CbgEqJA1Ipw0mUw4BIMktMCAkvi68BDpg3onWomYqXOzrdA+PM4y93dAI1mQBu3CRuEyGEhJPF1xi6NfFAYPd7aN3XZwTG6bSr1iWlxPPvbQZEJuzs2xnKiphQBcUKeAnAXCHEHCFEFYCLADxS4msipDz5SjswuAeAACCxtKsHt+3YhYQpoHm+Lty9B3/q3Dp6jvH1zBITQsLNZQ8BfTuM4LbPKNt9uaMTBw8O2mrdAakU1nR0ApW1oz87vp4LgISQ8PKVdmCgd+Rmq6zFmo5OHJBKjQ2MM1p38OCgsfgHGI1Ta6YCM47TeNHeqSj1BXhFCPH3AH4IYCqANiHEy1LKjwohZgD4mZTyY1LKlBDiKgBPAkgC+IWU8vUSXjYh5c3xVwLP3g4M9QEAWvf1oXWf8T0aDweuegF4/kfAU9eN/dnKGjqJhJBo8PUNwHcPMoLcoX0AYFS8AMZ9120xvv/uISOBMwDjWPNnvr5e80UTQohPTvoa8JfvG/uLM1r2p86taKutwZ1TGrAtmcT06sm4eksHWnf35P5sZS2AdOj2EpsIWVD3sHixaNEi2d4evjQ+IbFgxTJDQAf3GqUzySpjDufH7xg9ZuNzQNvXjAZdUgLJSmDyrJKX1wghVkkpbeeiRw1qHSEB892DjDEjMjNffeYi4PN/yD3mvouA9X80siYybWw1uW7r2HNphFpHCPHFdw8C+rszJdECOOQjwCUP5B5z30XA208Zfl0iCYybaCwglhAnrYtMppgQElEWX+Oe7Z3zYeCql3RcDSGEBIcXh8/qOBJCSNSIodYxUwxACLEDQEfm5iQAvZZD8t2nk2Lt+/15L8e7HWP3uNfXN+qvud9z8DUP52veIqWMTRvTMtA6v+fg546veSnQ/Zp7OZ5apxd+7vQTxtfc7Tg/r3m++0v9mqu4Bn1aJ6XkV9YXgLu83Ffqawry570c73aM3eNeX9+ov+Z+z8HXPJyveZy/+DvAzx1f8/J4zcPwnMP2epf69eDnjq+5l+P8vOb57i/1a67iGnRqXdy6T6vgUY/36aRY+35/3svxbsfYPe719Y36a+73HHzNw/maxxn+DvBzp8o+X3N/6H7NVdmMKvwd4OdOlf0gfAyn4/y85vnuL/VrDoQzhskLy6cJIYQQQgghhJQtzBQTQgghhBBCCClbGBQTQgghhBBCCClbGBQTQgghhBBCCClbGBQTQgghhBBCCClbGBQTQgghhBBCCClbGBQTQgghhBBCCClbGBQTQgghhBBCCClbGBQTQgghhBBCCClbGBQTQgghhBBCCClbGBQTQgghhBBCCClbGBQTQgghhBBCCClbGBQTQgghhBBCCClbGBQTQgghhBBCCClbGBQTQgghhBBCCClbGBQTQgghhBBCCClbGBQTQgghhBBCCClbGBQTQgghhBBCCClbGBQTQgghhBBCCClbGBQTQgghhBBCCClbGBQTQgghhBBCCClbGBQTQgghhBBCCClbGBQTQgghhBBCCClbGBQTQgghhBBCCClbGBQTQgghhBBCCClbGBQTQgghhBBCCClbKkp9AWGgsbFRzp49u9SXQQgJGatWrdoppZxa6utQBbWOEJIPah0hpBxw0joGxQBmz56N9vb2Ul8GISRkCCE6Sn0NKqHWkbLlngsAkQA+dBUw58P5j3n+R8BrDwNHnAMsvkbr5ZUaah0hpBxw0joGxYQQQgiJFyuWAd0bgW1rgP17AAFg51vA208CjYcBg3uBqglA/Wzj+M2rgL6dQCIJDO4BXrwLqGsC9mwFjr+y7IJkQggpNxgUE0IIIST6rFgGrH3ECILHTQS2vmLcnx4y/hdJQA7j5vR2LG+oA9AHDL0BAeDT41JY2gdAwgieIYDdm4FEJfDyvcDf7gG+wswjIYTEFQbFhBBCCIk291wA9HcD214DhgeM+xKVQHoIbRPqcGv9RPQms3qLCjHyrQSwfGIdlk+sAwBUSYmbdnahtT9znp1vAc3HA3edVpal1YQQUg4wKCaEEEJINDGzw7UHAJvbgWQ1kKxG27gkbpzSgP5EJvjNCoLzkvX4oBBYMnUKlgK4eccutNYfB3S+aOxJFmBQTAghMYQjmQghhBASPVYsAzY9b2SH3/o9cOjZwPAArmicjCVTp6A/mTCCXbeAOB9CICUElkxtxM19bxn3ybRRgv3DRUqfBiGEkNLDoJgQQggh0WHFMuDRq42AeONfjOZYySq0bX4Ox8yZhZXjqwoLhPMhjNLqttoao4S680UGxoQQEkMYFBNCCCEkGtxzAbD2UeDVB42AOMPN9XVYMrUBaUBdQGwiBP5laqMREDceDux8Exhfb1wLIYSQWMCgmBBCCCHhxswOT55l7B1ODwMA2sZX4fgZDVg+Ybz6YDiLNCQ+1DLLCIjNjHF/t3FdhBBCIg+DYkIIIYSEF3Pv8KsPAmt+DSz6nLF3uKEOSxrq0J9I+A+IpTS+vCIE9giJ01tmGQFxstqYgbz2EX92CSGEhBIGxYQQQggJJyuWAYkKoOOvxu10Cm3rf4sFxewdlhIX7t6D23bswqTU8GiA7BYkC4H3hcQV06YZt4cHgSPP82+fEEJI6OBIJkIIIYSEDzND3PFX4ORvAM/ejpvrqoxSacBbQCwlBIBJ6TR6EwlMTw3j6u4etO7rA4CR/80xTkumTnE+rxBYOb4KbeMq0Pp31wNdG4ymW19pL+qpEkIIKS3MFBNCCCEkXGRniNMpIyA+/EP+9g5LiRP7B/Dqu534y7ij8eq77+GprbvQWlEPTGwG6mYClTXG98MDaN3Xhwt37wHcqqqFwLcOaDQC4vafs+kWIYTEgJIGxUKIs4QQ64QQ64UQS/I8Xi2EWJ55/AUhxOzM/bOFEP1CiJczXz/J+pmFQog1mZ/5gRABdt4ghBBCiDqyxy09eztw8jfQVjsex0+fiOW9r/sql56Ulri7ay+QrBqdYzztKOADVwLXvg587Q3guq3AhGkw3aGlNYfith07gTQcy6mHING29n423SKEkJhQsvJpIUQSwI8BnAGgE8BLQohHpJRvZB32OQDdUspDhBAXAbgdwIWZx96RUh6b59T/CeAKAC8AeBzAWQCeCOZZEEIIIUQJZrl01qilthfvwNL6CUi5pm9zGZeW+GbPXuNGIgk0LTQyzlf+eezBR5wDCBjzhztfRGvj4WjteBPHzJ5ljHiy4VtTG9H6bqbp1vtvANOP8nWNhBBCwkMpM8XHA1gvpdwgpRwE8ACAcy3HnAvgV5nvHwJwulPmVwjRBGCilHKllFIC+C8An1R+5YQQQghRh7WhFoxxS9+cXOMtIDazulKiKTWMG7r3oLV/0LhvzknA4Z8ALnso/88uvga44s9GttecQ9x8PL6zY6drtviKadOMoDs9bHSjJoQQEklKGRTPBPBe1u3OzH15j5FSpgD0ApiSeWyOEOJvQohnhRAnZR3f6XJOAIAQ4kohRLsQon3Hjh3FPRNCCAkp1DoSasxy6UQFsOIOo6FWogI3T6rBkoY6SI/NtC7c2481W3qwpvFMPPXeZrTu6zeC4fmfBmZ9yAh83fhKOyCHR0qiW/cP48T+QfvAeKTpVqXRibrpWJZQlxBqHSGkGKLaaGsrgFlSyuMAXAvgPiHERD8nkFLeJaVcJKVcNHXq1EAukhBCSg21joSaro3G/OFnbwcWXwusuMNXQy0B4LaePizt7TPKo805xtOOMoLhc+70FhCbfKXdyPomqwEAd29/37Ub9a2TJwCLPmvY7t7o3RZRCrWOEFIMpRzJtBnAgVm3mzP35TumUwhRAWASgF2Z0ugBAJBSrhJCvAPg0MzxzS7nJISsWAa8eBcAYXRfbZgDfOgqYM6HR4/Z+BzwxxuB7neB8Q1AdZ2x986Pg0kIIflYscwIIBvnGlnidAptL96BG6dNRL/HhloJKfGdnj60Hn+tEVSnU0DLB4HJs4CP31H4tR1xDpAQQOcq4MybMXn9L9Ajh2wP761IGgFxOgXs2Wo8N+okIYREilIGxS8BmCuEmAMjcL0IwCWWYx4B8BkAfwVwAYA/SymlEGIqgC4p5bAQ4iAAcwFskFJ2CSF2CyFOhNFo6x8A/FDT8yEkvNxzAdDdMXp73ERg7/tAOuPo7XoLePtJGHkXZJzULCewbyeQqAT2bgdevBsY2G0EycdfSeePEOIPc//waw8bt0/+BtpevAP/MrkGaQx7zhB/p6fPKJPOdKnGzreNBb5iNWnxNcC7K4Azbwa6NmDJ9q1YMrVxRB7HICXaqhNo7YexJ/qDVxVnnxBCVGEuQB51fm7iI5uNzwFrfqNGPyNMyYJiKWVKCHEVgCcBJAH8Qkr5uhDiJgDtUspHAPwcwH8LIdYD6IIROAPAhwHcJIQYgjE44YtSyq7MY18C8EsA42F0nWbnaVKerFgGrH0E2L8HmHKwEfhmk6wGRBJtNdX4VmMDhhwc0abhYVzd1YPW3Vlb9of6gTcfNZxHuwY2hBBiYjpnU+aO7h9+9na0vXgHvllf67m/dKWU+FdrhnjX20aptCouewh47Fqg/edobT4ef9v9FpZPrMsfsAuBG+snoHVgNzD/U8D//sDe+SSEENXccwEgEkYCY/+e3MfGTQS2vgK8fC8weQ7aJjXgzuEt2CaA6RK4el8arbu2GA0Dj7m0NNcfEoR06KxYLixatEi2t7eX+jIIUYMZDEMY3VCHB4z7Dz0beOsJ3Nww2XDusvHYzAYAJqfTWNK12+jsOjwATGw2MscTphn78WKEEGKVlHJRqa9DFdQ6UlI2Pgc8kHG6Tv6GsX947ge8zx+WEjVS4vruvYb+JCrUZoit/HARML7emEOcrMbRBx5g3/hLStw2YT5aX3scmLkImPeJSGVcqHWERBCzCnDKwcBbT4wkOu6sn4xtFUlMTw3j6u4etO7rQ1ttDW6c0oD+hMjR23HpNG7Y2YXWQQDHXAy89SRQOd7w557/EbDhmVglPpy0rpTl04QQlZjiOOck4P21wFCfkQ1OVqNtXBI37l+D/tmzAEhvDqiVzM/0JJNY0jgZf9u9B0u7U4CZPa6bYTiRMQuMCSFFkl2+d9G9wAOX+ts/LCVqEpW4vrvXKJc2CSJDnM1X2oG7TjN0NJHEp/fsw/K6Wtts8Z09L6OVM4sJIUGQraObVxvJj4E9RhXgrreA5uPR1v0avjV1ykjl39bKCiyZOgVLpmYG9+TRrv2JBP5l6hQg2YzW9p8bdzYfD9x6oJHwOPSjmp5g6Ylq92lCiMmKZcDdpxlZk11vAe0/B465GG0TJ2PxjEbMP/AALJk6Bf3JhLEnrpCA2IoQWD6xDp9sajRum7M9RRK44wiOJSGE5I5beu3hkSxx26lXY+mkGvR72T8sJS6cdCRe2NZrlEsnMmv55ril+jnBPocjzgEOPgVID2Pprm7HQ7dWJI0SRGC04RYhhBTLimXApueBv90L/Pd5wNpHgW2vATvfMvq9ALi57y0syQqIRxBi9MuGtBBYMtyJ+bMPxDGzZ+HmvreMgDiRLKseCcwUExJVzDLppmMzmeHVIyXSV7z3O6yc4mtKmX+EwDtVVfhQyyw83/HmaGBcMQ6YuSBY24SQcGPTTOvWp/8/9CYTRndnNzLzh5dufX6k3DrQcul8LL4GuPd5Yw7xos9i8vtPoidpf+1t46uM0m423CKEFMKKZYYPZfYluOcCoL/bqEARCWB4AG09b+DWmY3oTVhym8UkPTI/mwYy/RMSWPrxXxmP3ftpQKZjVUadD2aKCYki91wA9GwyguH2Xxj7QCrHo23zczhmziysHD9ez3UIgT1C4ujZs9DWv8kIiI+9FHjsa8Y1EkLKi+zssBnEArj5b3diSX2tERB7IZMhXrpn0CiTNucYp1P+Zw8Xi0yPzCFe0rN3pL/CGDINt0b2Om9ere8aCSHxYOYC4NeXA49ejbaHLsSZsgNHV27HmdPr0VY7HjdPacCSqVPQm0zmZoFVVAGaCIEHzd4z91xgTCfp7wYeuTrWFTAMigmJCmaZ9L2fNuZwZgfDax/AguZGLJnagDRQnDj6bb4nBKQA/mXqFLQdfppRvr3rLaCng4ExIeVEdnbYDGJX3IGbD/8QltdWezuHlKgRFbitpw9L38xkiBMVxvzhdKo0zasuewhIDwPplJEFdqBfCLQddx7w9C2ZhoeEEOKDOR8GPvVLtL31P7hhz2vYmt4PKQS2ViSxpH6CfV8DxUhIzH/2SzizaQraJtQBW/4G/O2/Yl0JyPJpQsJO9hgTs4FWZQ3ajjobd257AlubG0cD2SKD4Sop8fd79uKRCROMDoUmHs6bFgI37n4VrYCxx2XnW/A8Y4UQEm3MgNgyaslzMy1gNDv89ktGQP3s7aMziEsVEFtJVKAGAn12jwuBOzf/Aa1D/cbWlhXLwnHdhJDwYo5Umtg0ctedB0zD/vT+3OOs5dJBIwS2VlbghimTADmM1vGzgD/cYPRaiKGuMSgmJKyYwfCercDGvxgO56nXAU/fgpvrqrB87xqgMvMR9hsMZ4LoGinRLwSmD6dxdVc3WvcZrt7Srp6RQ0dGOHmw0Z8Q+OSM6fjtlm3GHVMONsQ+5vtQCClbrLOHs7PDva8DXpppARAQuLVnH1rz7R8OQ0DcMAc4+tOASOL6tfcb3VxtntfWZGKk3BpHnaf5QgkhkcHUz8mzjCq7ZDXaasfjzkm1ho5oyAh7YX8igTsbp6K1402gsgaYeUOpLykQGBQTEjaynczXHjYcQgBIp4zMS/M09MtU4WIpJS7cvQdLe/aNNG0AAFTWGrelNALwdAqAxNLuPThuYHB0vh1gb1sIvFNViZsbJmNp4weNuXmNhzIwJiRumM1gZi4A/vJ9475CZg8DqJQS/3r4Z9A67XijQ3V2djiocUt+WXyNMbPzqevQmqzGTVKiz/b5CSMgNrWbEEKs3HOBEQybzQgXfQ5ta+/HtxrqxnaQLoR8FYRFVBVuFWkjID71OqNfgtkILEZwTzEhYcJsu//qg6OOYaICbeOrcPyMBiyZ7HGMSTZSGmXMUqJpKIXbJszPNK8ZMh5vXgRMORRo+RDw7W7ghh7gtKVA41xjxJIcRuu+PrzYNwFr3n0PdVI47zsWAssnTTQCYrOMWlBqCIkNZqn0ry83bl90LwCg7cU7cPy0id4CYikBKTE5UY1/7elD69N3jp7ryPPCkR228trDIzOLr9/V46CDEm1V4cjwEEJChtmM0OwNM/9TAIC29b/FNw9oVBIQCylx245duG3HLjQNpSCkRFMqPXLfpNTwiAaPfHmgbeGnDd907aOx7BlDT5WQMJDdsbXjr8Z9mczw8TOmYElDHfoTPktpMiJ34d5+rHn3PaypOgpPdW5B62uPGw265n4UmHYUcPgngK+8lJvJXXyN0UW6bjpQPWl03FLj4Xi+Y5Mn25+cMd0IvCtrgEnNsRRQQsqO7L3Di68Ffn052ra/iMUHzvC+aJfZO7xmay/+0rndmD8MjMwx1t5d2ivmzGIArf1D9scJgVvNLtRHna/n2ggh4WTFMmDjc6Pfm80I1/za2GbR/gvcPGM2lkyuKawNiyWgHZdO49adPWjdbyQ0ntq8Ha++34+n3utE674+tMoarHhvs+EXbtqCNYd+ETVeEheZfglIDQCb24H3XgB+uKiQKw4tLJ8mpFSYZdLAaKk0MNKk5ua6KiyfMB5e9+SNICUghDHfc+cuQ3R77wfe+r0xx3jXO8Y4J7dy5sXXjDqmP1yUM4f4wuoDsXzgPfcy6sZGLJ19rrFXZsqh3p8DISRcZJdL//ry0b3Dcz+A5W/+0vtIkOxmWhmtG6mK2fl2uMvyFl8DPJLR7IpqCNj3EuxNJIzntPVV4H9/wO0jhJQTpn931PmjmjnvE0aPmI6/Gtrw9C1oW/cgbmw5EP2yu6DeMFUA/n73HjxXW4ttyYTRH6a7F619A0CyEmhaBKQlUNMATJppXM///sDoJF0/B/jI9QCAyjeHAQ/j8rYms7bcDewGWv4uVs0EhfQ7fiWGLFq0SLa3t5f6Mki5kL1n+NnbjTLBzFzLthfvwK0TxxuzPDPBrS+kxIkVDbh7/atGMPzK/cBQfyYw7ixu+PoPFwHjJgNNRwPtP8cV0xqNecgu17hmYyazfOjZxnONkHMohFglpYzNUii1jvjCDIQ3rx7NDn/ql8Zjv77c395hKVGTqMT1Xb1GltVsprX4WiMYbpgTDccqS79vXvU9LK+bkP/5S2BN5TxjvufcjwKXPqj9Uv1ArSNEIRufMypfUgPA6dejbctfcGfvGmxNJpAAkAYwPtPotKD+MFLiwj37sHRvyii/zjTpwsGnABNGO1i76urG54B7LsDRBx4A6VHHD0il8KfOrYZP986fgdpG4No3/D+HEuGkdSyfJkQn1jme5p7h6gQWv/mfWFJfawTEQEEB8YW79+DujrdHSnKMMukzjczwpQ8WF5B+pR048pOG+AK4e0cvTuzvd96LIiVubphsiOdbTwDdHYXbJ4ToI3vfcL5y6RlTfQXEF046Ei9s6x0tlTbnGJvNtKIQEAPGdR51PvD0LVi6q9vhQGkExMnqnDErhJCYs2KZ8f9F9wKJJG5u/x6W7HsDWyuSgBBIZwJh31viTKTEhdUHGs1S06lMGfbnjO1wsz5k6Kn55aara34DDA9h+vCwN9tC4P2KClwx5zAjIB4eAKYfPfqcI05Jg2IhxFlCiHVCiPVCiCV5Hq8WQizPPP6CEGJ25v4zhBCrhBBrMv+flvUzz2TO+XLm6wCNT4mQ/GTvGTZHjQA5e4Z7PZSujCHTIKEpNYzbpp9uNNAa6jMyxIs+qyYYzmbDM8DEZqOBVnoId2/fiQonUc9uugUAc06KjXgSEjtMndr4nJEhzhqx1Hb0J3Dmm/+J+dNqseTNX6J3uK+w2cOm/oW1mZYXnv+RUYFz6NmOh93cUA9UVGfGVS3Tc22EkNKQ7edlmhDevOjvsXziBHU2pDS2xr37GnD69Yatlg8aTbuu/LN/PW2YA8w9A1d39WJcOu3tZ4TAStlnBMSHng10vmj8vYgBJQuKhRBJAD8GcDaAIwBcLIQ4wnLY5wB0SykPAfDvAG7P3L8TwCeklPMBfAbAf1t+7lIp5bGZr/cDexKEuJEtkmZ2OGuOZ8HdpAFMHk7jtq49WLN5F57a1o3Wvz1stMqf+1Fg6jxDJFWXKl/2EHD8FcCEacbtQ8/Gze/v9JYtXvQ5I1hf+4jaayLk/2/vzOOjqs7//z6ThOwLCUtighAEZEnCIiAqIFZFNIpWwKVutBZbrQq2VWNFREXFalWqX+tPqyKVKopW0VTFDREQKSAY3EA2SQhLVrJvc35/3DvDJJm5M0km+/N+ve5r7tx77j1nbmY+Oc85z3keoWU4AsEkjjF0yhHwatZS57rhjEOfGOvJwLfI0kBMYDiLi8qZ/8OG4wZxZ5wdboi2G4OO+9cT46kjqRRvREUYro2fPSi6JwhdFQ/9vMx3r2fFoS/8mms42m5nfnG5oaEOb8MTT2++liaOgZzNpAfEsNAe44xU7QtnJw8wDOKJfzRmnLvAwF97zhSPB37SWu/RWlcDrwEXNyhzMfCyub8SOFsppbTWX2utD5rHvwVClVLBbdJqQfCGo4PpzlUaR9qSiCbl8XRijhJmHSzii6E3kl7l0iHrf5ohlFe93rwRQ1+ZOA/6DHO6RKdX1HjuGMLx2WLH+ubwPhKJWhA6Aq7GcMP0Su/MZuL620ntG940rXJElj5cxhen/5X0i5cax13dpTurMezg6pVgrwN7LRkFRR4HBe0AW5Ya3jthvdqwgYIg+AXXyNGux96de3wr+hm2vVq/n7fxUf4SFdLsapXWBDWMKo3iroJjMGASpF7mH2+bnK3G4OcfvyM9OIHVoal8M+T3LC4s85p684iuIzPtIuNzZ70OBXub344OQnsaxYnAAZf32eYxt2W01rVAMRDXoMwMYKvWusrl2Eum6/Q9SvlxiEYQPOEqkg3X4bmI5PiEGHN2uIlBtLQmTAUasy4NRwlTLzO2lowWNpWrV0LpEacbdUZRmXV5bebtHDLNcKWWvMWC0H64M4ZnLW2UXqm4rtw410SD2Okq7Wpod2Z3aQvSq6xnVTLDgo20dMmTu8RMiiB0Kxwa6S6l0jevG8bw5hdh9NWAY0lcDBmxkdibaX3E1NXxcEEJD0SkGjO3QIItmIV9JpM+499GOqTUGf7xtpk473i0/6tXwuk3w+ePkF5SSqi3GWOlePjgx1BbATWV0AWsrU7dM1VKjcBwqf6dy+GrTLfqSeZ2jYdrb1BKbVZKbT569GjrN1bomjR0O/zm9Xou0plpFzH1+2dITTBEskLRZGM4xhbM4qJyvsrJM4LU2MxMao6ZYV8DKvib4dON9ShBYaQPmUGYl9niv/SJMwzigGBDPKWD2CaI1glOvBnDJ/Ru2nphB1obrtJDZ9dfOzzxj8dTLHVmd2lP2ALhVyssU9Pd1yvWWNay7vEus+6uoyJaJ/gVRx9l2EXw2lVkbnyMqdlvkbbzWaaemERmaA8yQwKYeOIJpOatJvUEx6QHzXKZtmnN4rxivugzjfQqO+m71rE6/ny+CTiZ1ddsJv38pw0tnbXU0NXWYMebRsTsuiruzSsg0Ms642KbIjMkCAJ7gAro9F6A7WkU5wD9XN4nmcfcllFKBQLRQL75Pgn4D3Ct1nq34wKtdY75WgL8G8NNuxFa6+e01mO11mN79+7tlw8kdBMauke7zoa4RJJO7RturMMLDDCMwCaKZIhds7ighC+yD9eP2OqYHW7LmWF3TJwHo64yIlxvfoEFeQWek3YCdq1ZFNcLbAGw94vjOZqFVkW0rhvjqlWejOEf32Ri36jmGcPgnB3+IucI6X3HO9chdxlXaU/EJhuan/sNNosZlQplqz9AILQaonWCX3HoZdxgMkODWPj9S+RWFaKVIre2lLt6RpDRO47igIDjutnMaNJhdjsPFZSQXlljRJN2BCN0FxsmeXLr6WrPZAg3fjvpZeUsCuyHzW737EqtFIvjYo2+4OYXOr0XYHu2/n/AYKVUslKqB3AF0DASxSqMQFoAM4FPtdZaKRUDZAIZWuv1jsJKqUClVC9zPwi4ENjRuh9D6Ba4M4QbpCkh9xsyB53O/J4RzUurpLXhfWJGk16YcLaxZtjVVdrhgthRZl0mzjMMXCA98UwmVJRbiueKyFBj314Hh7Lapo2C0N1oaAS7Dt7VM4YjyDj0CcXNDPaXUGc3ot43dJeetbRrG8RgfLbcb2D13cw6Vmqx/k6TmTBEgm0JQmfBoZ+OWdl1j7M4LpZKW32TSTcnpZKZMcSGMvp6NbUsjkjlq0PHSO97qqHV9lrI39U+/TxHzJiwXjDkfNL3bWX7/mzLS4oCbMfzJFfkd+rZ4nYzis01wjcDHwLfA69rrb9VSt2vlJpuFnsBiFNK/QT8EXCkbboZGAQsaJB6KRj4UCn1DbANY6b5+Tb7UELXxJMh3CBNSerOZ8ko/45aWzN+VuZsyzeHy8ga8ntWHykxokk7ZoU7mjHsSs/+zqBbzx/Ow9vCkkVRYVBXbbjaPOU2f7ogCE3FNSBMwxlhh1Z9+ntS1/7B6cVS3IzYBg436azDZaweeiPp37zr3l26o+lUa7DjLQgINuI8eEIpllTtN4IMjri07domCIJvuE56uMaFMQ3jzMk3UVRX6ZeqErSNrNxitk9+mqwzn2F1aCrpP64x+no5m4/3+Xom+6W+ZnH1SrhjN5QdPZ52yQqHFyBA9uZOPVustI+ht7syY8eO1Zs3b27vZggdhXVPmmHqtx5fA/bG7HqG8JKcjwy3aN3ETmVDtCbMFsSCgmLSK2oMQXR0LvN2GS56naFz+dQ4yN8JY69n0b53WBER6vG52LRme22CmdtuHMz5uI0b6ztKqS1a6y5juYvWdUEcegWGTs1aahile9caM8KTb+Lhna9RbK9stmsfShFjCyYjv8DQKTNCtVMX7bXHNbMz6JW/WDUXvjUGL1N3Puv5+WpN1pDfQ0Jah31GonVCt2Ldk8YSrpQZxnuHln1uZn49804yNz3Owz0jjMFDPxBi1ywsLjeWw617vL5WO/qbHUkfnhoLcYMgexOpfcOty2pN1r4DRlDBX604HryrA2KldWIUI+LZ7fFiBDNrqeEm99mDLBo4ihVVB1qed86dMewixp3O9fCVmcbaFzPtUuqAfp4njDVk7fsZAkPgF/d06M8qHUWhQ+LQLBfjl1lLjXOmIbxk3ypyqwqbP3CnNTEBIWQMvoL0tc8cv78jh7HDMO5Inbi2xuFF9NmDTO0bQ25QoPtyDqP480cg5VK4aEmbNtMXROuELknD/p1rP8+hZWfeSWbOFyw5lkVuYAA2rXGGl2rhpIdSCq01CXV25iaea3gAmnV25L6PE1PjRu58FrvVszDThc4fc5vxP0nbG6+F7iBYaV3nneMWhJbibd3dusfJHHiq4XK481lSk3q1zCBusA7vq0PFjQNodda0JVevhOJsw0VwyDRi7HUWhTVz4vsaBvHnj0jALUHwhKtLtDv3aMf7oRc1CpqVW1VonGvGmrcYWzCLh87mi9yC48GzGqZX6k5u0p6YOM/4G9SUM7fomHVez48XGNouCIL/aZhP2E3/LvOd2Uzd/TJpn9/E1K/ms2jo6UztE+Fc+pYbGABgGH+OrSlobQQb1ZqYOjuLC0r45mBR4yVxnamflzgGPn+EWSXe8xaviAwzYifsWg0Dp7RZE/2Jh2FNQegiuM6oNBwxdIjlxD8anUrTCF7y6e8NcewbDqVZYAol0DyRRBFjt5NRVGoEznJ1kXbkMc7bdXzNcGdF2515iDMio8mIi3L/vJRiY2iwYRDXVknALUFw4KpXcFyjZi2tr1f2WuPYa1eRGRrEkvgkcvuGw6FPmteZA6MjFxRBxkkzjZnhieNh1vjj9TvSgLjmtRSgLM9ISxc9jAwOeSyWGRpCerV45glCk2ioie7O2wKhYC9s+LuRPillRn3tnPhHMjf+lYU9o6ikFpQit6qQFZUFEOg/MyjaFsK6QwXH3bAdg2COSY/O2M/L2QqRCczP+xGUzXJpHFqzKDKY+b3OhD1rjJzHnQyZKRa6Jg1HCd3NCOd+A4ljYfV8MnvAxPhYMkqznKOFQItcZ4JQLC4qJ+vM/+OLs/5RP5K0a8e2owbQaipXr4TSIxAQTHpljXW4La3J7KGMgFsJoyRnsdA9aTi70XAGOHmyoRX/vpzMw5uYmtiXtJ3PMnHPK0zacAepCdFkxIQ1f1YY6gXPqpdWydVrRmaFPTN8upGHOO9Hz5qnFA/Hxhj7jjWMgiB4p6EmQn3dtAXC6vnQa7ChVTveMmaEN9xJWt9wpn76exZtfYK/xEZRaWvwC22J11+DWdMQu527hlxxPCWdI2BWRw+U6g1bIOT9CIEhzB9wMTFWeYuV4o3oSNj5QaedKZY1xcjak06Nu5nghuvszPXAmWf/iSW73+RQTQlRKghVV0WRI6R+SwNmgXNWGMy1eIXFpI+de3xdMkDWm8ZrZwmg1VRWzYWs1wEjyvSKSM+jitG1dazrO83IySfr7NoE0bp2puGsh6tOOY5tePq4Xu1bxaHKAqJsIZTbK6lpqUbB8XVuGEs55p5wjhFB2mVNsnO/O68XbgrmbNWizY+xIirCveZpTVbs2Ubnfc+aDrfeTrRO6LC4BA1ckr2aQ2W5xLtqlyMI6uSbePinNyiuLav/G/RH/84kSGseKCiB029x6nN8UCRzjx6uH4Swq2jnKzONaNLRSbD5BTKtvADhePwE6JA6BxJoyysinh2chh1Jd8avI1rzD+/WN0C/fYvM0CAejo1tfvRVK0yxTXAj0PVeO8v6kZay7kn4eQPsXgN11aQOSLIQT8jKLTJcqONTYM6nbdhQ35COotBs3Ln9NTSC9641dOqHd53BsfxuBMPxeAYBIcztfUZjI9g1qCB0nQ5dW7F3Lfz7cqgpN4MMejCKe0018nkOPg+uer3t22mBaJ3Qrnia4DDJ3PgYC79/qV6u4BC7nYtjUlhbV0huWa5fjd9GaE2Y1iwoNJfBXbG8ceRoU8vrDXJ2FZ77BRzeAcCpSb0p95R61GEUr77byHV8x+42bKRvSKAtoXPhzaUwcYwRNXDV3OPuhaYL9NQTk0j7/CYmfnYjk4rXO90Li3WVf8VSa2JUIIvjz/acr9PVPbq7dDAnzjMCTdRVQ9I4EmqtA245XajD+3TqhO9CN6GhNrk77sh32VC3HJ0n0zU584O5TP3sRtIKP2XiCb25xwyOpZWiWFf5bVY4xhbM4ogRZOUWs3ri46RPW9LYPdqhVeIm3Tw2PG0EGUwcZ11u8wsQEAxRCW3TLkHoqFj18xz7G552Lq1asm9VPYMYoNJmY0Xxt4ZBDH7v4zlqcwZHzT5KekW14RrtksfYGWdh+pLjOtrViE81XuuqqPDynDPXP2jsJI3rdEvjxCgW2hZ3ncqGx2yBxqi7u3V1Gx9j6lfzSUuIZurRj1j0n8uZ+sM/SE3uR8ahT453KgNsFNmrmh90piFaO9eLJdTWsTj+bL44VEz6yTOOryFxZwh3xw6mthtimL2JuccsIhYqxcMxEc7gXJ054bvQRfBk9DpwHZBreNzRiXtj9vFZjoYG8O4XmLplEYsGj2Nh7sfkBtjQQHFduf9nhYN7Ho8gfcofjJkN145cQyO4O2qVv9B2mLoIRlxiWWxRbE8IDIa4wZ2usygIHvGlX/fu3Pq62VBLreInLJ9AbmWB+7r91L9zJcRuZ3H+MbYfLCJr8v+x+qx/GJMeZy8w+qeOuDDujN+uqqOxydCzPwSFER8U6bmcUiyO6wlDzoe9n8P3q9qujX5A3KcRN5tWo4nug+7c+by6FLaWu0zD/HLRI0nf85W4HPrK48OhPB9+cQ9pO59FW60/2XcAbEGQkNbhXKjFpbAL4S2KKTjX8/KrFe7L7V3rzG2ZedZcc33bIeLD45kbMYz0jS+TOeE6lpR+7zw+OaAn7xTtqD/L4W/dcizjCO7J3AHTj+cVdpfHWHSqdTC/GyMToj3n83S4UHfAOAqidd0MX6M6N/R0a7h8zeE67K1f55rf3FHGVUtba+mIGwLtmgitKbYp4mvrmGyLYK0u41BgAPG1dUY+4ZNnuM/J7nCT7qpxYawwvxOZGx8lIzbSel1xTj7UlHe6pSKWRrFS6pi3ewO5WushLWhfuyPi6YXmiqenzpgjaELaRSw5+DGHAmzEB/dk7qFsAJbEJ3GoqoiogFDKa8taVRwbYbpFZ/Q9k/QtrxtRRRPSPBvBjhRP3U0cveH4Tnz+CIsiAlkRGe5xnd3lJWXMzy+Esb+BmBM71LOUjmIHxxdD11PHzV25hgNyrkZv0lSnsZl5eBMLv19aL5ppiF1zccwI3in6tn6UUz8ZwIF2TURgCMV1lUTZQlC1FUanruE64YaGsGvntQP9trocZpDBRVEhlnqX9fMhCAiCtMvEKG5FurXWQcsHADc8bUR1nrqofmqdBjrZUHOs+3WFxNfZmdwzhbWFOzgUYCMqIKz1+nkNtVdrYmw9yCgoIr2k1IiQnDy5cQyYhsFRu6MB7A5n7IQK5vRPZqOq8ahzi4/mk14NjLwSDm4zovR3kGfYEqP4a631aC8391qmo9OhxLMpwufuC9bU6/0xe+IinpnxySzZuqR+R/KzJc5cmoeqijzOngTaNUrR+kaw1oSqAILraimyKWxKYcdwi3Y7IyxGcPNYNRe2v+pDwC2ZPWkrupTWOc77Yug27LhZGLwkTzaDujQ2ehcOm83UU25m2lvTOFKZ37g+RwB6P+BqBMeHxDI3ZjTpG182Oqn2WuPZQX2NEkO4/XCJvJ+aGOe5s5hXSHqN7fiMWQdBtK4VaWutA/8MAHo63wSvGLf9ulYOiIVSJNTWMbmiirWhwcYMsC2YuUePkl5WYbhBOyY73PXvpJ/nnnVPGu7Q4X1g5weW/bpQu51Nvc8z4iioALj27Q6jdy0xigdqrfd4ubnXMh0dS/H0h5g1haZ28lp63tfyPohn5uYlLOwZSaW9xnl5iC2Ii4+V8E5YcKvMnviMa5ToqDTSd7wPg6ceHyUUt2j/s/wy2LUaxv6GtLzV1i7UucVGR19mT1qVLqV1Dcp5M3QdeDJ47xl6LacN+SX5Rbv53Vf3UVBT2qgqm9aeXWObSgMNbGQED5hO+id/M7xVTr/5uPeF6+yM4/O7euGIXrUPq+bCt29ByqWkFnheBhJqt7Pp5Bs7XABG0boGdHat88MAYPqEP3s835peMd6wKRt2bW98HBsP9Z1iDB4Onnp8htvV+G3o1i162TRcJsFSd/0/z+U0LD6aR3pZOYy9Hi58vO3a6IVWScmklFqvtT6jRS3rIFiKp7/ErCk0sZPX4uv9IJ5njb6Bi96cxpGaksbt8ePsSeN7N3aPAYh2dS8MimTuSTOOdzDttfU7l9C4UykjhS3nlZmGO3TWGyyKCGBFpOf8nZeXVDD/WDkkT4ITT+8wz71bdRQ7o9aZuNOmYLvm5qSpjE46g+KyXIrLjlJckc//HdlAqa5pfBMfO3Q3RQ5nedkeI8VbAzx11hre25lKpCrXyHPpzgh2eT4ejWCh4+AwtD6+n0kBBykKCHBfzpGKrv9ponWtSHfSOlcjtl7ZLx9l4Q8v1yvbQ2uujkljeK8RlFYf4285n1Bir2pUTygBXBiSQGZlLuW4ySLR1hMbJiF2zcUh/Xin8ucG6ZnMZ1Ab2HjwsKFmioY2n1dmGm7nwJztT7AxNNTj9yBAax6MSCV95qtt2EDvtJZRfEBr3a9FLesgeHWz8ZOYNYWmCJ8/rndXvofWXBt3CsPiRnCsIo/HD35Cib260bVKa8+zgOB/l8IeERTXlhlrU0JPZG3ZPg4FBTrXr6RX1BhuuCkzjIvEvbD9cLpQV3nO34kxA7c9x3RH9ddssR9mA7pVRxE6jNYFa81v+5zB6MTTKKsspKyqmPLqEsqqSiirLaW8ppyy2krK6iopq6tmky7BjZnrHovO3N19JtIr/AQWZb9PvpsBvoTwBFbPXN2k2RPXXJqHynKJd81pPuwiQ6cazO6IEdxJ2fA0rL6bzPAwMnp7dqHO+vkQBIX6z4VatK4RnUXrQrTmTwNnMHnoZVRWFlJdXUJl1TGqq45RWV1CdXUZlTWlVNeUU1lbztMFX1PiZlAvWEOK3Ua5rqMCTTmaowE2676ZFVoTZ9fk2/yUwaMJ1IufEBiOUorimlKXZSRLyUy5gCXke/67iW62HqbOAaQOONGyf58QnsDqU+Z3qL9FaxnFP2utT2xhw6YBS4AA4J9a68UNzgcDy4BTgHzgcq31PvPcXcD1QB1wq9b6Q1/u6Q5f1p40x0its9dRY6+hxl5DbW01NbUV1NSUU1tbSU1dJTU1FeZ+FTW1leZ+NTV1ldz/4ysU1ZY1umd0QCi3nvALQBtpILRGm6+OY1prnjr6JcfcjP6FEcA5gT0pq6umVFdTbq+ljDr2KY29Bbo3L2Y0L5V8T3Fd82dP3K09cetS+JlpMF2x3PihOUYFHR1M8Gz8ilC2LQ4X6iHTSKveYe1C7W+j2OHO6Knj6Yh+OeJSI7+gG7pdRxHPA2SXx6SR1nc01bUVVNVWUF1bSXVdFdV1VVTVVlFjr6aqrppqew3VddVU6Vqq7eam64wNO1XaTjXauR1TNKnjprQmTGvCNYRhIxwb39rsHv8xPzNkNtHhfYmOSCAmuh+zPv0DueWHGpVzGLyenoFT7/uOd9+ZbrTOroEB7EiB5Bq51d1slGhU5+W5X8DhHaDtpJ4Y79ko3n8Qzr3ffy7Ufpj5FK0z8NSvq6uporwij/KKAsoq8qmoLKSsssgcsDtGWXUJFdWllNWUUVZbTrk5aFdRV02ZvZoyXcuPuoq6VrQvx6pwwgN6EGYLJiwgmDcr9nss+9bpjxAZGss1G/7CoYqjjc479HDqyqnH8wC70JJ+ndelI67xE1y9ZhzRoM+8s/EyEkcZf8/wC415fAQcy4Yh53NqVRblDfJHu6KAbw4WdSjPGCutC/Ry4aWeTgGhLWxUAPB/wLlANvA/pdQqrfV3LsWuBwq11oOUUlcAjwCXK6WGA1cAI4ATgI+VUo4I2N7u2SyWZK+uv3YCqLQp7v7hZZZ8v4waNDVALZoaBTU0raPnK8V1FTxwILPZ15frWjZX5xmdSRVApC2IeFs4e+zFHq9ZeeoDREfEc82GuzlUcaTR+YTwBK6/eBnxezJZuP6exmuK+0zgnYNrLWZPDhEfHHM8SmHvvhyqKfHsUnj0AOx4y9h3/MAS0o7n3IT6OTgdG9TfF1ofbXfmIb4sNoYVUZ7D+GcGB5BeUQ2Hslpe77onoddgY/+1qxqnz0maanyv7HWQOqPl9XUh3GldtVL8qzgLit3/bWxaE6w1PTT0APNVEawUPbDRQ9mIVAEEqR4E2wLpYQughy2IHiqQV6sPemzLiyl/IDwklvDQWMJC4wgP701IaC9sQSH1ynnquCWEJzDptD/VOza333luO8Jzk6Yab/auNWYc3M0guQzIpSdPJp0/O6/hjdkwdRHp6x4nvaEBfPKMxp21hrmCHYhGdV7iUyF/F/Q6mSCd6zFoZGbf/qR//ojh0eQPcrYasTCsZj4deVXlu+XEU7/unh9e5qXvllGOnTI0FUpRYfO9PxdqtxOmcQ7chSkbsSqQOs+2A/fH/4LgoHBj6xFBcHAkwT0iCQ6OIjgkmuDgaIJDYrn8/as55GFQ7yVzUM/BBgtdHDz4AgDmnXiBpR7OTZrqwStmqBevmAb9uobRpwuyjAjVnuInTF1kGL4Jacc1MeVSw/Pw9Jsb9/nAs6YK/iUo1JmHeEEPPHvFAPG1dVBbBXvWwGk3uy3TkfAWaOslq4u11r9udsVKnQYs1FqfZ76/y7znwy5lPjTLfKmUCgQOAb2BDNeyjnLmZZb3dEds/2H63L+8aNne74JvcD8ToeGMijBs2oYNG4oAbASgtA0bgSgCjE0HoAgEAp2vEIgmyNwPAnpgJxDowefhmVTayhtVF2yPZHzF9dgJwJgbtqFR5nuFHYXGRlbo36mxNTZ0A+2xDKluPHm+s0cGtbYCy/IR9jfYHrKaqgbr9kZWTqXUNosRVdsZXv0oj8b1oVyVEqYjuCM/l2ll1dza5wq2hmyhVhXQt87O2PJR/KXwC56M+QsA84oecu7fUXgvr0dcS2aE0WEYUbXdef7b4JHOYyfV7GRVxCwPfzGho7Do6FwG1P5EIHWkWbhQR9fW8cWBHFaHXkheYN8W/W3nFC3htMq1vBlxFeH6DR7sFVGvgxqkNQ8czSf9hEmWOfS62uxJS7XurLJr0YRQRwh1hFGnQqhTYdSoUGoJQiuLXp8HfNEeb3jTJgcOLbmt90ynHgXqWMZUnsITR1fydvjlXFK2op7WuOL4Xv2t54J656eXvsHuoCF8GzzSozaJZnV9ppe+QR0BzCpZxvgBvT1qXUJNLatyCvhrz/vcfs+aU+clZSt4qOckPo7YXu93EGLXLIxMJf3HNZ4zSCBaVw8NI6tCCdKBBOoeBOgeBNADmw5BqVCUDgXC0YRiJ4I6IqlTkdQSRY2KpkaFuNXCttQ6X8r6qocNz59XmsRD+Zn8JS6dDyOyferX/anwfgCndjbUUunndS7uyF/AmOpN1BDEKQM8e8WMr6jgn4fz/NKv88TwE6K496IRPpdv9kxxS4xeH0gEDri8zwZO9VRGa12rlCoG4szjGxtcm2jue7snAEqpG4AbACISTvLa2EAdS61yI2Y6lkKbb2LWFNIqizyI2QTyA4Z7vX505XgP159CqZt+65jKUyzLG4K1spE4jnSKZ4CzMzmg+rigTSszhLB/zRBKbbPqdR6fjJnEvKKH2BR8ej0h/GvP+zipZqezHUbZv3BSzU5nmW+DR7a4MyG0Dcds0QRSx+rQC4HtHssVB9hYHXohkys+Jjuwf4vF06brmFG6nEkn9qFG1Q8UUqMUi+NiSY9MaFEdnQF/at3hwIl+b5837fGGN216MmZIo05XqW0kQ6qPf79KbfBkzBDngJwnbXk+Zi4bqqbU0yKg3nfVkzaJZnV9VkXMYk7REgKptSyXGxjA/oABnF6xpsWd/t1BQ5hX9BBvh1/O5rD/UtXAlbHSplhStI30s+7u8rNn/tS6GhZTo/BrkNC20jpfyrr22dzp4dvhAVxd8jyvRM6h1Hap87xDR1+JnMNfClcQpo2+mbd+3ZchxnfP8b6hlko/r3MRZS+mSoXwecg5RNd9TXGgm8CCSrEpNJSnotOYXfIFT4b+pe0b2kS8zRRfqLV+z/IGPpTxcN1MYJrW+rfm+2uAU7XWN7uU2WGWyTbf78YwchcCG7XWr5jHXwDeNy+zvKc7WmtNcbPpaNGnGyZpb4inJO+O4B/geZ2HrJ/r+rhEoZ7UN9IiKqsm68ARqKuCwedZzuB6xVx/lBlsIyPWg8u21mSd+Yzlb6mrzZ50Va3zaS2lqzuz1f1Ej4SWYOYrnpQQS1GAB0vHn8G2XFJ1pfYN91gs66TrLb/XonUGXULrwHvZf19ef1laQxzfq4br3l2DunnSS9HRrs+6J6HoZ9j8gnVgQQzPmNWVERDTH65e2bbtdEOzZ4qBR5VSOViPlT0ENNkoBnIA1+jVSeYxd2WyTffpaIyAW1bXertn07FaY7b2Geg73u9h+5m1tP6aNQdmkBdfhNGn630p7xBPT5/RXmsYxPYGo+OuguhpnYesn+v6XL3S6Cjaa8koLCUjLsrzuuKQANKrw8z80U82/5/q+r9D6iwWH/nQc+RMpYxy8v07TmfSOjA0xeq86xozX75LokdCS4lNhrPuJmPDYjJ6xXjWH5vNCBjU0vWPBXvh27fIHH0pHPrEbX02rY1ywnG6staB97K/WnG8rDs86aXrcU96KTra9Zk4D54aB0B6eZWxptUDuYEBkLcTYk8yJkk6gGHsCW8zxWswlrVbUaC1bnKkGtPI3QmcjWG4/g/4ldb6W5cyfwBStda/NwNtXaq1vkwpNQL4NzAeI9DWJ8BgDOPd8p7u6FD57FqaWqGp17d1Enuhe2LOngCkJnoeUQy129l08o3w2YPQZxjM+bR59T01DvJ3kpp8osci0bV1rCsPh1v+57FMt5o96WxaJwgdEUeU3OoyUvuf4NFLZXFAEunZ3xrBg1oSbd+sb2qfSKPz6Q7xiqmPaJ0gtBxHzuKENFI/v8k65WaPFNj5PiSONTLFtOP3vCVriqe0SotwrhG+GfgQI33Si1rrb5VS9wObtdargBeAfymlfgIKMCJOY5Z7HfgOqAX+oLWuA3B3zxY1tCmjc/4Qz5bOZjT1epk9EdoYheeRtgqlyPzyr6TXlENYr+ZXEpsM+Ts956TVmrsKCiGm668p9pnOpnWC0BHJetPwmlI2z1qnFEuq9pNe2zhtYpNJngxXLCf385s8Fkmos7e8nq6EaJ0gtBzHjO/etcTY7R6XxtlRhkFsC4LDWXDOvW3YyKbR9FChfkRr/V+t9RCt9Ula6wfNYwtMgxitdaXWepbWepDWerzWeo/LtQ+a152stX7f6p4tYuI870KVPFlG9wTBithkSJ4EwGUlpWZebTcoxZLocAgINqzndU82va5XZkJ0knEPC9LLyuHId8YIvSBaJwj+IDbZyLWeMMrSzS43MMBIWVeS2zydc/DKTPj2bc/ntWZujxPhX5eK1jkQrRME/2B6qpxXVu65X4dmTt/eYK8xZpY78OBPuxrFgiB0EybOg4gEsNcxP7/QsmhuYADYAmDvF1DYjHVwygabX4SIPtblopKMQCI73mx6HYIgCO6YOA9SZsCRb0morbMuq2yw/8vjASmbg7LB5hfwGPpFKdJ3f2kY61ZrSAVBEJpK1ptQW8Xa0FDL+C0bQ0PIjIyGAZNbNgjYyng1ipVSNqXU6W3RGEEQujAluVBXDWOv92eWi8ZEJhjGbvEB63Jlh41ANz2TW7M1giB0N7LeBFsgcyttFrMnAHZInWUE/GsukQmgAlAe5qWV1qACoGh/y4xvQRAEDxwK8hK3WSmW9IqDzx9p3mRHG+HVKNZa24H/a4O2CILQldF2GPsb2P4qlx0rse4s2uuM7VBW0+tJNeL+LYqN8VLQBvm7xEVOEAT/EpsMZ95JeuFRy2KZvfsZXi0DpzS/rpJc0HUEetDTQK1B10HfVJkpFgTBv8Qmw9kLiPfmFQMc0jWNs9R0MHx1n/5EKTVDKU9z44IgCF64eiUUZ0NNOfOLyiyLLooOM2aVR1za9HrW/x1iB/J6lIf8xACoDi/OgiB0UhLHGDMigJVb85LAShgyrWVaFJUAAcHUeNC6GqWM+ArxKTIAKAiCf5k4D/J3MbeolBC7dUC/KC/nOwK+GsW/A94AqpVSx5RSJUqpY63YLkEQuiJleRAUBucs9FxGKVZERRi5r8EIJNMUlA3yfkR76oxqzYSKcsPtUFynBUHwNzlbjVRL8WlYZbXMDQyA3Z82351w3ZPGTLG3+Qpd5z25piAIQlPZuxa+eZ30kmMstMdYegBWK2UsbVMBTe/XtRE+GcVa60ittU1rHaS1jjLfR7V24wRB6GIMnw5n3Q2fPUiMt1HDgj2w+m4o3N+0Osw1dla9wOcP58GxbEOgBUEQ/IlLsC2vOmcLgLjBzQs+kzgGfvoUaiutDWN7rWE8C4Ig+JOcrdBnGAyZRvqBHZZGZYVSEHmCERjw4Ndt1sSm4HP0aaXUdKXUY+Z2YWs2ShCELsrEecbIYk05GflF1uuKN79gvMY2YzZX++ims+Xlpt9bEATBG1lGVPuMgiJrneszvPnBZ5Inw+iryIyKsa5j6oPQX+KlCoLgZybOgzmfQukRsAUxy1u8mLwfjNfhF7dJ85qKT0axUmoxMBf4ztzmKqUebs2GCYLQRSnLg4Bg0iut19Etio0xXK2jk5rmamMG2rLEFmSsswuJ9P2+giAITSS9wst64VxzxiTFB91qyLonIWUGS3r3sZ4p3rtW1hMLgtB6xKcCML+k2rJYZngYJI6FEZd0yNRMvs4UXwCcq7V+UWv9IjANSG+9ZgmC0GWJTzVcBm0BnlMzKcWKqEhIPtOYMVY+StUrM+HLZ/C6gM5eA6OvhmHTm9BwQRCE5uDZYM0MDTbSMjUnMnTBXnhlJofqKjwWCbVr2PUhbHi66fcXBEHwlaBQY3mcJ5Ti7t5xcM698O/L4ftVbdc2H/HZfRqIcdmP9nM7BEHoLsQmQ/IkAC4rKbV2tdn5vjGjG5Xg270Pfm1cowK8l83dJrMngiC0DrHJkHYZ9ByAx0E6pXi4Vxx8/Urz3KdTZ4C9xjIdSqVNGZ4x377V9PsLgiD4gpmGjs8fsYyjUAfG5EVNOYT1arPm+YqvRvFDwNdKqaVKqZeBLcCDrdcsQRC6LBPnQUQC2OuYn19oWXRRXE9jVrkk1zdXm54DjFddh9XsDMrmdPcRBEHwOxPnGQG08n607CQWK3yPgdCQnK1wwin0r6n2OLgYX2feW/ROEITWYuI8yNsF9loyCq0nOzJDAoylccmTO5wLtVejWCllA+zABOAt4E3gNK31ilZumyAIXZWSXCMP8djrPZdRihWREcb+3i98m0mJTwFlM9YjW7lQxw2SdEyCILQue9bAkPPJyC+09ohBN29NccFeyN3GptBQ92uKtWZuUWnT7ysIgtBM0ssrPZ9UiofjesLIK+GT+5ufjq6V8GoUa63twB1a61yt9SpzO9QGbRMEoaui7UYe4tiBhFl2Fk3sdXAoy7qMM2dngLEe2UPgGRtA3k5JxyQIQutyxq2wf711JxHgnPsg95um5+40gwpazTOnlxTDmGtlEFAQhNbHFggn/YKTqj17rxTbbMezi3QwfHWf/lgp9WelVD+lVKxja9WWCYLQdbl6pfG6+m4W5BVYu9oE26Cuyvv6k8QxsP9LIyenJ7Q2UgbIGjtBEFobMy0Tg8+zLrf1ZVg9HwZOafr9lc3jQhEFRkyGba8Y+igIgtBaxCYbQQN3vs/bBw9bFs2MiDCWxvkwJ9KW+GoUXw78AViLsZ54C7C5uZWaRvVHSqld5mtPD+WuM8vsUkpdZx4LU0plKqV+UEp9a6aLcpSfrZQ6qpTaZm6/bW4bBUFoZcwcwemVnoPEoBQP94z2bf3J+r8bguxlBnh+4TEICJI1doIgtC6O4DO7VluXy9sJSeMMd+umYFrDgR68YgKVgsBgw9huTnRrQRAEX5k4D3Z+aOwPOd9zOUe/zhboWwrNNsTXNcUZWuvkBtvAFtSbAXyitR4MfGK+b1hvLHAvcCowHrjXxXh+TGs9FBgNnKGUcn36K7TWo8ztny1ooyAIrUlwpGHsjr7aslhxgM0I8//Zg9Yh/JUNNr9IZp8Tres9YYy4TguC0Po4gs94YVFcLGRv8j31nIPiHDjpF9R48LSp0Rr6nwF2u0TaFwSh9QkKNWLFRPa1LFYcYDMGDDP/BH9tiTnpX3xdU3y7n+u9GHjZ3H8ZuMRNmfOAj7TWBVrrQuAjYJrWulxr/ZnZtmpgK5Dk5/YJgtDaDJ9uBFvY/IJldFYAPl5ohPAv3O+5TGQCBPRgSWCFx/XETq5YLmvsBEFofWKT4ZTZnjVOKd6IDDe8V5oajTXmRCMFnRU73zfKCYIgtDa3bIYRl8C2V72X/WiB6SUz3vf7r3sS9q61LrN3bbOjWrfXmuK+Wutcc/8Q4G5IIRE44PI+2zzmRCkVA1yEMdvsYIZS6hul1EqlVD9PDVBK3aCU2qyU2nz06NHmfAZBEFrCxHlwcBsEBJNRUGy9rjg0yNgZfrH1PbWd3EAvOYpzNhtBbbrJzIlonSC0I4ljIOsNMgqKPGqcHWD0tfD5I02LxqrrjDXDVgQEmynquj6idYLQAdjwNNRVkVDnRXd0nWEQnzjB93sX7oXXroK9a8nck8nUlVNJezmNqSunkrkn0zCIX7uq2VGtW21NsVLqY6XUDjdbvV6t1lrTjKXWSqlA4FXg71rrPebhd4EBWus0jJnllz1dr7V+Tms9Vms9tnfv3k2tXhAEfxCfCrYA0qssZoqV4r64WMMlJ3ag5with7LAXmNZXbQjZ+fGfzSzwZ0P0TpBaEey3gR7Lenl1dblti6zDhLYkHVPGpo3+mqCPBjbQVobGluc4/t9OzGidYLQASjLg6Aw5taEWk52XHJCAhz9AX7e4PvMrgbstWS+M5uF6+8htywXjSa3LJeF6+8h853Zho42M4CXT0axm/XEXtcUa63P0VqnuNneAQ4rpRIAzNcjbm6RA7jO9CaZxxw8B+zSWj/pUme+1rrKfPtP4BRfPp8gCO2PVWqmCpvpDr36bs8u1OFeolNrzV0FhY43TW+gIAhCczDTlFjjZQlJQxLHwJHvYfML1HhYLlKjlOEZ09So1oIgCM3FXBqXfmi3xwE7lGJ3j0CorYLda6zjxTh4ZaYRsdoWyJLIECobTIJU2mtYEhls3LOZAbwsjWKl1B0u+7ManHuoWTUarAKuM/evA95xU+ZDYKpSqqcZYGuqeQyl1CIgGpjXoE0JLm+nA9+3oI2CILQ2scmQPAnsdV5TMznz2oVENR5VfGqsGaTGepwvvawcAkNg0LktarYgCIJPxCYbMQzKCyyLLeoZ1bT7rv87RHtcIXYcZYN878G+BEEQ/ELiGPj6FQgIJtyqTweGd58vKTfBGUyV1FkcCnDf1zsUEAAnjDbiMzQDbzPFV7js39Xg3LRm1WiwGDhXKbULOMd8j1JqrFLqnwBa6wLgAeB/5na/1rpAKZUE3A0MB7Y2SL10q5mmaTtwKzC7BW0UBKG1mTjPmLStq7JOzQQsio0x1scd+a7xepGSw0ZAGeXDDLCy4TGxpyAIgj+ZOM+IYZDzP8/eMErxRmQEaDvEDfbNlVDZIO9HMvuleC4CEDdIggoKgtB25GyFk6aALYBim7WZmRkW4lvKTXAGU2XziwR6iNQfZbdDX8+a6A1vRrHysO/uvc+Ybs5na60Hm27WBebxzVrr37qUe1FrPcjcXjKPZWutldZ6WMPUS1rru7TWI7TWI7XWZ2mtf2huGwVBaCPM9SecvcBzGaVYERVpuM7Y64y1dK6kGY4smWGh1nX1Ggqpl0knURCEtmPPGhhyvqU3jB0g+kRY97gx0+KNsjxQASzRBR6j7YfYNRTs8e1+giAI/mDiPMOAtQUSr4I8l1OKe3rFGllIPnvQu06Z/b5FcXHUaPfLTWqUatw/bALeknVqD/vu3ncpampqyM7OprKysr2bInRBQkJCSEpKIijIQjC6C8Ong+1S+OxBJsSGsTE01GMnLzM4gPTS8sauNjEnQq+h3B9eap2OKe8HGHMNnH6zHz9A50a0TmhNROsw1vSuvpt0WxAZVvMJx7KNnOw5W727/6VcCge3WEbbr7QpIy+7L/frBojWCa2JaJ0LPZPhzDuZu+FhMnr19Ngvq1GKzO9fI33kld51qqoE6qp4PbKPx/uVK2WUaybejOKRSqljGLPCoeY+5vuQZtfaCcjOziYyMpIBAwagvOU8FYQmoLUmPz+f7OxskpNlxpKJ82D5ZVBTzvOHy0kd4GGdnFI83DOK9IpqQ4HWPWlcu+5J2L8B8ndSHpHo/lrnPWzw7VtiFLsgWie0FqJ1JjveMrxh+ozAyELpYdAvMpL0zx8xDF5vnH4z7FsH1Ts8FolXPSD7f95T2XUTROuE1kK0rgGJY+Bfl5Jur+H+uBjDWHWHUiyJiyV9+6sQnWQcc5cu85WZTtn0OiMb0sT4DC5Yuk9rrQO01lFa60itdaC573jfpYdCKisriYuLE+EU/I5Siri4OBmtduXwt8brkPMtixUH2AwXatdohQV7Yd8XeFvREWrXYAsyUpQITkTrhNZCtM5k+HRjBjh3m+cySrEkLMCInOoLr8yE/N141D2tmRt+srFGec+aJja4ayJaJ7QWonUNyNkKQaGQNJ4FeYWWQVQP2YCackPPPLlQD5wCeTtBefaMATPt5pHvjHzFzcDXPMXdEhFOobWQ71YDgkKNPMQDJlqmZgKMNcV1VUZwLZ9z22nuzbeO/tqdke+j0FrIdwtj5iNvFyibpb4ZrtB2SPEhncjAKZC/E6t5k/Qd/zWi+1+9sqkt7rLI91FoLeS75cLEeUbU/aM/GN59FoTYTQ07ZbZn9+nTb4apD5IZFuz5RlpzV3GZsZ/1ZpObDGIUd1iKiop45plnWr2eSy65hAkTJjQ6/thjjzF06FBGjRrFuHHjWLZsGQBTpkzh5JNPZtSoUYwaNYqVK+WfreAHbtkMsQNh9d1eUzNlhpgjhWWHjVHFQ1lgryMz3HpFR3pZhWFMH8v1Z8uFFiJaJ3QbtJ0F+dazJsSPNDp03gb8EtKMaPxWBARD1hvNnjUR/ItondCtyHoT7LVmukzPVNgUmSedZvQBX5npvtC6JyEhjSVxcZZxY9IjBxl54Zs5PiFGcQfFSjxra2v9VseWLVsoLi5mz549zuPPPvssH330EZs2bWLbtm188sknaJd/4suXL2fbtm1s27aNmTM9fIEFoalseRmA9Ioaz2WU4i+9Yo39hNHwxmwjB2ddFffHeQ7mABhCGRQG5Xn+a7PQYkTrhG6DspFeWmZdJne7EffAKhLruidhx5sQn2Z9r/hUGHGp4cootDuidUK3IjYZ+g6HuioSai1SbirFktocWH03HPzafZmvnoNll5DrzWrN2Qyps5qdYUSM4g5KRkYGu3fvZtSoUdx+++2sWbOGSZMmMX36dIYPH86+fftISTmei+uxxx5j4cKFAOzevZtp06ZxyimnMGnSJH74wX1mqrfeeouLLrqIK664gtdee815/KGHHuIf//gHUVHGYvWoqCiuu+661vuwggAQHGnMbARYhyuwK0Vm/EmQvQkqCqGqFMBzIAfnhTWQfCYMm+6vFgt+QLRO6DYEBkNUkpdC2ujUrf+75yIFe2Hbq5DzP+tb5WyGXoPdB64R2hzROqFbMXEe2DUEhTG3NtR6XbEyzyWNc+8lE5UAus4Ho1UZsRuaqXneok8LwH3vfst3B495L9gEhp8Qxb0XjfB4fvHixezYsYNt27YBsGbNGrZu3cqOHTtITk5m3759Hq+94YYbePbZZxk8eDBfffUVN910E59++mmjcq+++ioLFiygb9++zJgxg7/85S8cO3aMkpISBg4c6PH+V111FaGhRj7YTz75hLi4ON8+tCBYMXw6RPSC3WuIsdspCvAQUEEplgRWkA7QIxKqir3eOsZu5rTbvx5+9Zp14W6MaF19ROsEvxFrpCjh44UQG++xWGZYCOmbX4DB51nfr856nZ6Bkmj7HhCtq49ondAqDJ8ORaNI3/wiGQM8DwhG1dkhaTzs/RzKjjQ2as+5F5ZdjPvsxAZGMNXAFgVTFaO4EzF+/Hivod5LS0vZsGEDs2bNch6rqmoczfLw4cPs2rWLiRMnopQiKCiIHTt2cOKJJ3ptx/Llyxk7dmzTP4AgWDFxHizfAHVVZBSWkhEX5dEdOjcwwIhUvfN9ABbFxni+r9ZkFBQZ5fN/8nuzBf8jWid0ORzp4xJGoTjkPjyWUiyJiSK9vKJ+2rmGpM6Ar//Fop6RHqszZlR045zuQodCtE7o0iSOgc8fgbG/gbzVHosVB9jg56+NNcgj3KSkW/93iLJIuekIpmqvaVHcGDGKfcBq5K8tCQ8Pd+4HBgZitx8fM3GEgbfb7cTExDhHIj3x+uuvU1hY6BTjY8eO8eqrr/Lggw8SERHBnj17LEcVBaFVKMuDgGDSK2vI8FbWNIgBVkRFWgdfqKg2ZomvWO6fdnZRROsEoRUxO4g60fMsXG5gAKhA2P8lnOZhhnf93yEygTeilHvd05pZ9lCIGwLaam6l+yJaJwhtQM5WIx3dZw8Sk9DTswcgsCgmnPm9TjPyuttrjw8IvjLTmAEuPgA9+3m8Pr2s3Ngp3Nvs5sqa4g5KZGQkJSUlHs/37duXI0eOkJ+fT1VVFe+99x5grBNJTk7mjTfeAIyE4tu3b290/auvvsoHH3zAvn372LdvH1u2bHGuP7nrrrv4wx/+wLFjhmtRaWmpM0qhILQq8alGHmJ73XGXZw9cckJf3+9rCzJEtplh+oXWQ7RO6DaY+pNQZxF0BgC79brigVPgWA52jyFWFfN/3glxJ0k6pg6EaJ3Q7Zg4z4h+X1NOhlXkfaWMyY2d78Oh7UbcBOc5W71JEEtsQUZ8mmYiRnEHJS4ujjPOOIOUlBRuv/32RueDgoJYsGAB48eP59xzz2Xo0KHOc8uXL+eFF15g5MiRjBgxgnfeeafetfv27WP//v31QvYnJycTHR3NV199xY033shZZ53FuHHjSElJYdKkSdhs8lUR2gCXaIXeBHR3jx7WbtMNSZ5k3F/oUIjWCd0KWyBza6yDzmT27gebX/CcymTPGuh1Mp5zFGvoNdToSG54uqUtFvyEaJ3QLTEN3PTEM70WzQwPAxT8vOF4wK3DO1xKWARUDY4yIvK3IJiq0lb58roJY8eO1Zs3b6537Pvvv2fYsGHt1CKhOyDfMQ88NQ7ydwKQOuBESw20aU1ydTW7e/Tw6EY4oaKC5/NKYNSVcNGSJjVFKbVFa91lFlqJ1gntgXzHTNY9abgBfryQ1BPjPS75SKipZXVuvmfN2vA0rL6b1AH9POgeZO07AEOmGR4yPswWi9YJQsuR75gbXplpeLcAl+z4u+f+GpBQW8vqAwcBG5xyrZFaacNTUJ7HotierIiK8NjXyzpSAXfs9tocK61rl2EipVSsUuojpdQu87Wnh3LXmWV2KaWuczm+Rin1o1Jqm7n1MY8HK6VWKKV+Ukp9pZQa0EYfSRAEfxEcabjAJI3n8mPHLGdU7GApsADPH86DuqoWBV8QBEFoMY6gM17SzuUGBhjLSFJmuC9grzUCB3pEGwbxiRPEfVoQhPbFoUGr7+btg4cti+a6rjne9ZGxPrjKWHLwuieD2EFFoeGq3QLay3ciA/hEaz0Y+MR8Xw+lVCxwL3AqMB64t4HxfJXWepS5HTGPXQ8Uaq0HAU8Aj7TmhxAEoRUYPh0GnQPZm5hfUGQtgmB53jhjytzhb/3UQEEQhGaQsxVSLoU+I7zGTGDAJKN8Q9Y9CT+8632N3c73Yf+GZjdVEATBb2x8xni1HMwzyAwPB+xGtOldH4EtgMzwMI+LRcDs5ek6+OS+FjWzvYzii4GXzf2XgUvclDkP+EhrXaC1LgQ+AqY14b4rgbOV8tajFgShQzFxHmT/z9gfcj49rDqPVj9vrbmspAywG2lJgkL92UpBEISmMXEexA2GnP9Zx0wA2PeF4WrtWFfn4LtV7o1lQRCEjkpQmGEQ7/3cupxS3NOrp5GzOPt/xiyxvY4lPWM89/e0ZlZFLQQEt9gjsL2M4r5aa0fLDwHuwsgmAgdc3mebxxy8ZLpO3+Ni+Dqv0VrXAsWA29wHSqkblFKblVKbjx492oKPIgiC3zlhtDMP8f15BdadR08oxfz8QlABEBgMt2z2fk0XRLROEDoQO94y0s6VV1qXCwozXK0bphdJudS3NEu2IIhKaH47OyGidYLQQblls6FbNRWEauu5yhqlWFS+0wg0GBwFdVXGkhIL5h/OhdFXw/gbWtTMVjOKlVIfK6V2uNkudi2njUhfTe3xXqW1TgUmmds1TW2f1vo5rfVYrfXY3r17N/VyQRBak6tXwqEsANLLq5qXUF2b6+q0HeJT/Nq8zoRonSB0IBxp55R1J4/yPKitanzcjDxtFXlfAUT0NYLUdCNE6wShA6PtMGQa9+blWU90KMUbUZHGzHCpsQbZq7EaHAWbXzS8a1pAqxnFWutztNYpbrZ3gMNKqQQA8/WIm1vkAK5ZmpPMY2itHa8lwL8x1hzXu0YpFQhEA/n+/3Qm6570vqh779rG7k+CIPiANjqOuo5FR/ObNltsRp1m5/tmBFYfZlYEz4jWCYJ/iE2GtMsgdqBVYH1jXZ27GeGBUyDvx+OdRjdogGPZLe4gdktE6wShdRg4BXa+T3pZudeidjACCtprjr+3ouqY0dfbs6ZFTWwv9+lVgCOa9HXAO27KfAhMVUr1NANsTQU+VEoFKqV6ASilgoALAUcSK9f7zgQ+1a2ZcypxDLwx27OA7l1rnE8c02pN8DcLFizg448/9su9cnNzufDCCwFYs2YN0dHRjBo1iqFDh/LnP//ZWW7p0qUoperV+/bbb6OUYuVKI2rde++9x+jRoxk5ciTDhw/n//2//wfAwoULSUxMZNSoUc6tqKjIp/Zt2bKF1NRUBg0axK233oq7r4rWmltvvZVBgwaRlpbG1q3GWq79+/czZswYRo0axYgRI3j22Wed15xzzjkUFhY27WEJjRl/A4QasfXSy6uIrKtrkmH8/OE8Y+dQlkRgbSmidZZ0Za0DCAgIcNY5ffrxHJBXXHEFu3bt8v1BCcfXFef96NlFTikejo0xjGLTY8aJvRaikrx3EnsNaXEHsVsiWmdJV9c6gGPHjpGUlMTNN9/sPCb9Oj+w4y1josMWZExa+Mk8C9XmBErZkRb39drLKF4MnKuU2gWcY75HKTVWKfVPAK11AfAA8D9zu988FoxhHH8DbMOYHX7evO8LQJxS6ifgj7iJau1XkifDrKXuBdQhnLOWGuU6Cffffz/nnHOOX+71+OOPM2fOHOf7SZMmsW3bNr7++mvee+891q9f7zyXmprKa6+95nz/6quvMnLkSABqamq44YYbePfdd9m+fTtff/01U6ZMcZa97bbb2LZtm3OLiYnxqX033ngjzz//PLt27WLXrl188MEHjcq8//77zvPPPfccN954IwAJCQl8+eWXbNu2ja+++orFixdz8OBBAK655hqeeeYZn5+T4IGJ84y1wOZs8YYDB327TmsuP1Zy/H1Vieeygm+I1lnSlbUOIDQ01FnnqlWr6t33r3/9q09tEFwwO4cJtXUeixQH2Ixoqgmj6s9KFuyFMuv1sjaAvJ3O3KBCExCts6Srax3APffcw+TJ9f++0q/zA8OnQ+JosNfw/OE8S08ZgDl9ewFYLhVBa+7NKzC00g8mbbsYxVrrfK312VrrwaabdYF5fLPW+rcu5V7UWg8yt5fMY2Va61O01mla6xFa67la6zrzXKXWepZZfrzWek+rfxh3Auon4XzggQc4+eSTmThxIldeeSWPPfYYAM8//zzjxo1j5MiRzJgxg/JywxVh9uzZzhE4gIiICMAY2Zs8eTKjRo0iJSWFL774grq6OmbPnk1KSgqpqak88cQTje5x//33M27cOFJSUrjhhhucI25TpkzhzjvvZPz48QwZMoQvvvjCbfvffPNNpk1rHDA8NDSUUaNGkZOT4zw2adIkNm3aRE1NDaWlpfz000+MGjUKgJKSEmpra4mLM2KmBQcHc/LJJzf7uTqeybFjx5gwYQJKKa699lrefvvtRuXeeecdrr32WpRSTJgwgaKiInJzc+nRowfBwcEAVFVVYXdxz50+fTqvvvpqi9onmIy/wTCMTRZ7c6PWmmC7nfkFx4z3QWEQ0aeVG9lNEK3rllpnxaRJk/j444+pra1tURu7HfGp0COcuaXV1nrWawhsfxW+X1X/uOlS6BatmXWsRGaKW4JoXbfVui1btnD48GGmTp1a7xrp1/mBifOgwuybeTM/lWJjaCiZ4WGssFgqAoYnIdA4KGEzkAUnvvB+RmMXpoZEJsC/fmm8luRC76Gw5hFjc0d8Kpy/2OPt/ve///Hmm2+yfft2ampqGDNmDKeccgoAl156qXOkbv78+bzwwgvccsstHu/173//m/POO4+7776buro6ysvL2bZtGzk5OezYYXieu3NNufnmm1mwYAFgjJK99957XHTRRQDU1tayadMm/vvf/3Lfffc1cs3Zu3cvPXv2dBqOrhQWFrJr1656I3FKKc455xw+/PBDiouLmT59Onv3Gl/w2NhYpk+fTv/+/Tn77LO58MILufLKK7HZjB/VE088wSuvvAJAz549+eyzz/jxxx+5/PLL3T6PNWvWkJOTQ1JSkvNYUlJSPTF3kJOTQ79+/RqVS0hI4MCBA6Snp/PTTz/x6KOPcsIJJzjbUFVVRX5+vlPwhWYycZ4RgdWcLU4vqwTyyegVa4ikq1BqTWSd64yyzXC/7qZRp5uFaJ1oXYNyCQkJVFZWMnbsWAIDA8nIyOCSSy4BwGazMWjQILZv3+78mwk+EJsMZ95J+kf3kBGT6KGQMmaF7TVQ6eLtkjrDMJQtmF9QBEHVkP43vzW5yyFaJ1rXoFzfvn3505/+xCuvvNLos0u/zk/07A815XAsm3gCyPWyEGR+7zjr1JtgTJz0Ge5cbtcS2st9uusREmMIZ/EB4zUkpkW3W79+PRdffDEhISFERkY6RQtgx44dTJo0idTUVJYvX863335rea9x48bx0ksvsXDhQrKysoiMjGTgwIHs2bOHW265hQ8++ICoqKhG13322WeceuqppKam8umnn9ar59JLLwXglFNOYd++fY2uzc3NpWH0xy+++IKRI0eSmJjIeeedR3x8fL3zV1xxBa+99hqvvfYaV155Zb1z//znP/nkk08YP348jz32GL/5zW+c51zdbD777DMATj755HquN81xw/FGv379+Oabb/jpp594+eWXOXz4sPNcnz59nO7UQgu5OxdCYyAgBLCTXlZO1v5sFtdFkxCegEKREJ7A4vxj9V2sA4JaHJ5fcINoXT26g9bt37+fzZs38+9//5t58+axe/du5znRumaQOAbWPQ6Dz7MopMkMDTJ2406CV2Ya27dvW88UAzgcE3e86YfGdmNE6+rR1bXumWee4YILLqhnWLsiWucHrl4JQaGQNJ65R494jULtkw+Svc7IMOKH2DEyU+wLFiN/ThyuNZPvgM0vwJQ7W23NyezZs3n77bcZOXIkS5cuZc2aNQAEBgY63XjtdjvV1dUATJ48mbVr15KZmcns2bP54x//yLXXXsv27dv58MMPefbZZ3n99dd58cUXnXVUVlZy0003sXnzZvr168fChQuprDyeV9ExUhgQEODWdS40NLReeTBcad577z327t3LhAkTuOyyy5yuNADjx48nKyuLsLAwhgwZ0uieqamppKamcs0115CcnMzSpUs9PiNvI4qJiYlkZ2c7j2VnZ5OY2HjEPjExkQMHDliWO+GEE5zuSzNnzgSM5xcaGuqxfUITuWMP3NcTsBnpTAadQ/qvXiO9YbnHU+DYASNHZ3CEMdMs+I5onWidm3KO14EDBzJlyhS+/vprTjrpJEC0rlnkbIWJfzS8YBKi3ZdRivviYknvmQI7P4Cpi4zjq+92FLCoQBszJ90sJVOTEK0TrWtQ7ssvv+SLL77gmWeeobS0lOrqaiIiIli82PiuiNb5iVs2w1PjSC8r5/5esZRbzQRbndOay4+VQl0VHLNe6uMrMlPsD1zXmvzibs9BGprAGWecwbvvvktlZSWlpaW89957znMlJSUkJCRQU1PD8uXLnccHDBjAli1bAFi1ahU1NcZo8v79++nbty9z5szht7/9LVu3biUvLw+73c6MGTNYtGhRo+h7DuHr1asXpaWl9da0+MKQIUPcjjQCJCcnk5GRwSOPNHZBWrx4MQ899FC9Y6Wlpc5/EADbtm2jf//+lvV7G1FMSEggKiqKjRs3orVm2bJlXHzxxY3uM336dJYtW4bWmo0bNxIdHU1CQgLZ2dlUVFQAhtvQunXrnOthtNYcOnSIAQMGWLZRaCL3FsLCQliQB796zX2ZP+6AhcVGmTtaP6RAt0O0rhFdXesKCwupqjLWbOXl5bF+/XqGDx/uvG7nzp2kpHTfPODNYuI8yNsF9lpL07bCpiB7E4z9jRF1es8aCOtlnrWYYQnrZbgSyqBg8xGta0RX17rly5fz888/s2/fPh577DGuvfZap0Es/To/snctFO2HwBAW5Be1KAr1/IJCYxKkPM8vTZOZ4pbiLviCa5CGZgZlGDduHNOnTyctLY2+ffuSmppKdLQxovzAAw9w6qmn0rt3b0499VRKSoz1RnPmzOHiiy9m5MiRTJs2jfDwcMAYQXv00UcJCgoiIiKCZcuWkZOTw69//WvnCOTDDz9cr/6YmBjmzJlDSkoK8fHxjBs3rkntDw8P56STTuKnn35i0KBBjc7//ve/57HHHmsksOeff36jslpr/vrXv/K73/2O0NBQwsPD640muq49ASPsvy/C9cwzzzB79mwqKio4//zznXU70iv9/ve/54ILLuC///0vgwYNIiwsjJdeegmA77//nj/96U8opdBa8+c//5nU1FTACNQwYcIEAgPl5yV0IUTr3NIdtO53v/sdNpsNu91ORkaG0yg+fPgwoaGhjVwmBd+5rKSUFZERHmdEFiX2Z37WG5ByqRFN+qePrKOxgtFBlMjTzUe0zi1dXeuskH6dH8nZamrZx6SXVvJ1j0CvwbQ8YgsylpM4BwtbhmrNNL6dhbFjx+rNm+sH4/n+++8ZNmyY9YXeohG2MFphaWkpERERlJeXM3nyZJ577jnGjOk8ufH+85//sGXLFhYtWtTeTWlT5s6dy/Tp0zn77LMty/n0HRPaFaXUFq312PZuh78QrWsduqvWPfHEE0RFRXH99ddblhOtc8OquUbArLoqUgf089ghtGnN9px86DMMSg5BdSkj46OweygfWmdn0+Fj0O/UJq2xE60zEa2zpLtqnfTr/MyqubB1qbGvAhjd/wRqm2gUR9fWse5AjhFpP6a/z3pnpXUy5NEScrZaC6NjZDFna7PE84YbbuC7776jsrKS6667rlMJJ8Avf/lL8vPz27sZbU5KSopX4RSEToVonSXdVetiYmK45ppr2rsZnZOSXKirhl4nA+Ueizljsxbuh4pC0HXYaRxACTByduYXQG0NnHGrv1vcPRCts6S7ap306/xMbLIxu2tqWnidneLAgCbd4q6CQmOnuswvQbZAZoqBFowoCkILkO9Yx0dmTwSh5ch3zA2vzISYE+HrV5h4Qi/PHUKtycrJh+h+kPcjoEgdkOR+ZllrsvZlG9Fd0y6Di5b43BzROkFoOfIdawLrnoQNT0F5HmkD+qGbMlOsNVm9phoB8MJ6wR27vV9jYqV1EmhLEARBEAShLbl6JRRnQ12VMeNhNUERnQT5PwGKzHAv0W8HTwWbOAEKgtDBmTgPAoJBBRBfW+f7dVpzUnU1fL0Mxl4PJ4z2W5PEKBYEQRAEQWhrCvYCkF7hJe9w3k7QdYDmvl6x1gFpyvPhiuWSjkkQhI7PqTdA7EnMLSwm0G73Xl5rArTm7YOHoa4Gcr/xm+s0iFEsCIIgCILQ9vTsD0PON6KnWpAZHubcr/DmYpiz2egoSjomQRA6OoljoHAv6WVlLMor8Ck907b9x3NRG0tK/IcYxYIgCIIgCG3N1SuN/MNjLaJ3K8V9cbGgfAxCE5Vk5DMWBEHo6ORsNWIg2IJILyu3zNsOEGO3Gy7XANggoq9fmyNGcRfl7bff5rvvvmuVe0+ZMoWGASy8MW/ePNauXeu8/uSTT2bkyJGMGzeObdu2OcsNGDCASZMm1bt21KhRpKSkAFBeXs5VV11FamoqKSkpTJw4kdLSUgACAgIYNWqUrJGCTQAAGThJREFUc3MkXfeG1ppbb72VQYMGkZaW1ijhvYMtW7aQmprKoEGDuPXWW3EEqbvnnntIS0tj1KhRTJ06lYMHDwLw3nvvsWDBAt8fkiAITUa0ru20buHChSQmJjrr/e9//wtAVlYWs2fP9vkZCS6ccStkvWF09jxQYVOm+7QFWjOhogKO5UiO4i6KaF3baZ2Dv/3tbyilyMvLA6Rf53cmzoO7DkB8GoDl2uIArcnIL4S6KojqB3EnwS1N+856Q4xiP5G5J5OpK6eS9nIaU1dOJXNPpt/urbV2JmP3ldYUz6aSn5/Pxo0bmTz5ePqC5cuXs337dm666SZuv/32euVLSko4cOAAYETyc2XJkiX07duXrKwsduzYwQsvvEBQUBAAoaGhbNu2zbllZGT41L7333+fXbt2sWvXLp577jluvPFGt+VuvPFGnn/+eWfZDz74AIDbb7+db775hm3btnHhhRdy//33A5Cens67775LebnndBuC0NkQrfNMV9c6gNtuu81Z7wUXXABAamoq2dnZ/Pzzzz61Q3Ah602w15JRcMzSdXBO315eb/X84TxIGiczxX5CtM4z3UHrDhw4wOrVqznxxBOdx6Rf10oMnw4BIcwtLCLEze8izK55MCKV9DLzuVfk+90ghnYyipVSsUqpj5RSu8zXnh7KXWeW2aWUus48FqmU2uay5SmlnjTPzVZKHXU599u2+DyZezJZuGEhuWW5aDS5Zbks3LCwRQK6b98+Tj75ZK699lpSUlI4cOAAjz76KOPGjSMtLY17773XWXbZsmWkpaUxcuRIrrnmGjZs2MCqVau4/fbbGTVqFLt37+b5559n3LhxjBw5khkzZjh/0LNnz+bWW2/l9NNPZ+DAgaxcaSxYt9vt3HTTTQwdOpRzzz2XCy64wHnOldWrV3PaaacxZswYZs2a5Rzdc+XNN99k2rRpbj/naaedRk5OTr1jl112GStWrADg1Vdf5corr3Sey83NJTEx0fn+5JNPJjg4mJbwzjvvcO2116KUYsKECRQVFZGbm1uvTG5uLseOHWPChAkopbj22mt5++23AYiKOp4zsqysDGWu+VJKMWXKFN57770WtU8QOgqidd1b66y46KKLeO2111rUvu5MekW155NKsTE0tN7aYo9kbzJSPQktQrROtO62227jr3/9q7NPB9KvazUSx4DNRnpIEgsTziEhPAGFIiE8gcWTFvPVlGdI3/MVTH0QBp8H/c9olWa0V9z+DOATrfVipVSG+f5O1wJKqVjgXmAsoIEtSqlVWutCYJRLuS3AWy6XrtBa3+zPxj6y6RF+KPjB4/lvjn5Dtb3+P7TKukoWrF/Ayp3uo6INjR3KnePvdHvOwa5du3j55ZeZMGECq1evZteuXWzatAmtNdOnT2ft2rXExcWxaNEiNmzYQK9evSgoKCA2Npbp06dz4YUXMnPmTABiYmKYM2cOAPPnz+eFF17glltuAQxhWLduHT/88APTp09n5syZvPXWW+zbt4/vvvuOI0eOMGzYMH7zm9/Ua19eXh6LFi3i448/Jjw8nEceeYTHH3+8kWvJ+vXrne1oyAcffMAll1xS79iMGTP49a9/zZ///Gfeffddli9fzr/+9S8AfvOb3zB16lRWrlzJ2WefzXXXXcfgwYMBqKioYNSoUc773HXXXVx++eXcdtttfPbZZ43qvuKKK8jIyCAnJ4d+/fo5jyclJZGTk0NCQoLzWE5ODklJSY3KOLj77rtZtmwZ0dHR9eoaO3YsX3zxBZdddpnbzy8IHQnROtE6b1r39NNPs2zZMsaOHcvf/vY3evY0xrTHjh3L4sWLueOOO9x+fsECWyCMvBLyVlsWu99b5Gkw1hTvXevHxnVNROtE66y07p133iExMZGRI0c2qkP6da1Azlb41QpInkw6kO6uzKylRrmrXm+1ZrSXUXwxMMXcfxlYQwOjGDgP+EhrXQCglPoImAa86iiglBoC9AG+aN3mWtNQOL0d95X+/fszYcIEwBi5W716NaNHG/m4SktL2bVrF9u3b2fWrFn06mW4VsXGxrq9144dO5g/fz5FRUWUlpZy3nnnOc9dcskl2Gw2hg8fzuHDhwFYt24ds2bNwmazER8fz1lnndXonhs3buS7777jjDOMEZvq6mpOO+20RuVyc3Pp3bt3vWNXXXUV1dXVlJaW1lt7AhAXF0fPnj157bXXGDZsGGFhx0fHR40axZ49e1i9ejUff/wx48aN48svv2TYsGFON5uGPPHEE26fiT958MEHefDBB3n44Yd5+umnue+++wDo06ePc42xIHR2ROu6t9bdeOON3HPPPSiluOeee/jTn/7Eiy++CIjWNZvYZDjzTvjsQSbEhrExNNSj4VvuzSAOCDYCz9zwaSs0tHshWtd9ta68vJyHHnqI1avdD1KJ1rUCvkTLT55sbK1IexnFfbXWDj+GQ4C78GGJwAGX99nmMVeuwJgZdl2IM0MpNRnYCdymtT6AG5RSNwA3APXWC7jD28jf1JVTyS3LbXQ8ITyBl6a9ZHmtFeHh4c59rTV33XUXv/vd7+qVeeqpp3y61+zZs3n77bcZOXIkS5cuZc2aNc5zrm4qDYMMWKG15txzz+XVV1+1LBcaGkplZWW9Y8uXL+eUU07h9ttv55ZbbuGtt96qd/7yyy/nD3/4A0uXLm10v4iICC699FIuvfRSbDYb//3vfxk2bJjH+r2NKCYmJjrXugBkZ2fXc+UBSExMJDs727IMGP8ULrjgAqdRXFlZSWhoqMe2CUJrI1q3xnlOtK5lWte37/F/1XPmzOHCCy90vhetayYT58Hyy6CmnOcPl5M6oJ/nshZGcXSdHWwBkJDq/zZ2EkTr1jjPidY1X+t2797N3r17nbPE2dnZjBkzhk2bNhEfHy9a14VptTXFSqmPlVI73GwXu5YzDVrff7H1uQKXmWPgXWCA1joN+AhjFtotWuvntNZjtdZjG452NZW5Y+YSEhBS71hIQAhzx8xt0X1dOe+883jxxRedaztycnI4cuQIv/jFL3jjjTfIz88HoKCgAIDIyEhKSkqc15eUlJCQkEBNTQ3Lly/3Wt8ZZ5zBm2++id1u5/Dhw/XE1sGECRNYv349P/30E2Csp925c2ejcsOGDXOWcUUpxQMPPMDGjRv54Yf6bky//OUvueOOO+qNfILhslNYWAgYI5jfffcd/fv3t/wsTzzxRL1ADQ0DNkyfPp1ly5ahtWbjxo1ER0fXc7EBSEhIICoqio0bN6K1ZtmyZVx8sfFV3rVrl7PcO++8w9ChQ53vd+7c6YywKAjtgWidNaJ1vmud65q8//znP/W0TbSuBRz+1njtNdRzGatZYq25q7DYv23qhIjWWSNa55vWpaamcuTIEfbt28e+fftISkpi69atxMfHA6J1XZlWM4q11udorVPcbO8Ah5VSCQDm6xE3t8gBXIdMk8xjmNeNBAK11ltc6szXWleZb/8JnOLnj+WW9IHpLDx9Yb2F4QtPX0j6QLde8c1i6tSp/OpXv+K0004jNTWVmTNnUlJSwogRI7j77rs588wzGTlyJH/84x8BY7Ts0UcfZfTo0ezevZsHHniAU089lTPOOKOe0eaJGTNmkJSUxPDhw7n66qsZM2YM0dHR9cr07t2bpUuXcuWVV5KWlsZpp53WSATBiNbnTnzBGG3805/+xKOPPlrveGRkJHfeeSc9evSod3z37t2ceeaZpKamMnr0aMaOHcuMGTOA42tPHJuvUQovuOACBg4cyKBBg5gzZw7PPPOM85zrWpZnnnmG3/72twwaNIiTTjqJ888/H4CMjAxSUlJIS0tj9erVLFmyxHnNZ599Rnq6/74HgtCeiNZ1b6274447SE1NJS0tjc8++6yeC6NoXQsICjUM4jzPa1y9kV4jyUT8iWhd99Y6K0Trui6qKW4VfqtUqUeBfJdAW7Fa6zsalIkFtgBjzENbgVNc1hgvBqq01ve6XJPgcMtWSv0SuFNrPcFbe8aOHasb5mf7/vvvLV03ugOlpaVERESQn5/P+PHjWb9+vXOkrKlMnDiR9957j5iYGP82sgNz+PBhfvWrX/HJJ5+4PS/fsY6PUmqL1npse7fDX4jWuUe0rmVUVVVx5plnsm7dOgIDG6/Kku+YD/xtOJQeYlK/eIoCApp2rdZkDfk9fP4IpFwKFy3xfk0DROu6B6J1LUP6dZ0fK61rrzXFi4HXlVLXA/uBywCUUmOB32utf6u1LlBKPQD8z7zmfodBbHIZcEGD+96qlJoO1AIFwOxW/AxdngsvvJCioiKqq6u55557mi2cYCRA//nnn7uVeP7888/87W9/a+9mCILgBdG6lvHzzz+zePFitwax4CPxKbDrIBlRI8kozfIeZdqB1lx+rAQ+WQhnLwR7bWu2UujkiNa1DOnXdW3a5T+Y1jofONvN8c3Ab13evwi86OEeA90cuwu4y38t7d54co1pDqeeeqrf7tVZGDduXHs3QRAEHxCtaxmDBw92plARmom2w9jfkJ71BhkJ0d7LuzC/oMjY2boMbt7k/7YJXQbRupYh/bqujSxCEQRBEARBaE/OuBWy3oCaCiZUVECTlraZXblit8k2BEEQBB8Qo9iC9lhvLXQP5LsldCTk+yi0FvLd8pGcrRAZD/Yanj+ch0/O01ozoU4BdohKgv5ntHIjOz/yfRRaC/ludX7EKPZASEgI+fn58iUX/I7Wmvz8fEJCQrwXFoRWRrROaC1E65rAxHlQfjxsysNH831KVvn8gZ+NyNVBoXD1ytZrXxdAtE5oLUTrugYSFcMDSUlJZGdnc/To0fZuitAFCQkJISkpqb2bIQiidUKrIlrXBE4YDXvWgL2G9J4pPF+9n909ergPuqW14WYNRiqnsde3aVM7I6J1QmsiWtf5EaPYA0FBQSQnJ7d3MwRBEFoV0TpB6CBcvRJemQm2QNj5Pm8Dc/r2YmNoaH3D2DSInz+cZ7wPCoO9a9ujxZ0K0TpBEKwQo1gQBEEQBKEjcPVK+OtJzrfPH86H61ZB8uTjZf59Bex7//h7ex3cUj8nryAIgtA0ZE2xIAiCIAhCh0FDWC8YfF5jgxjgV6/BkPONGeITToGz/tI+zRQEQehCyEyxIAiCIAhCR+GOPd7L/Oq11m+HIAhCN0JJFD5QSh0F9ptvo4HiBkUaHusF5LVB0zzV39rX+1LeWxlP5315vu6OdbZnDk1rsz+euaf6mvvMW5uG7fVH/U15Rr7U119r3buFbeowdAOta+o9ROtE69qC9tY6X8qL1nW+351oXdPoiFrnrVxTtM7d8fbWOn+0oe20Tmstm8sGPOftGLC5vdvUmtf7Ut5bGU/nfXm+XeGZN7XNfnrmbutr7jNvg2e82d/1N+UZtfXn7WhbF/7d+XwP0TrRujZ6xu2qde3xmTvS1oV/d6J1bf/M/ap13so1Res8PON21Tp/tKEttU7WFDfmXR+PtSUtrb+p1/tS3lsZT+d9fb6d/Zm3Rn3NbVN3euZNuUd7f972Rr4DonXtUb9oXdt/z/1VZ2dFvgOide1Rv6/1Naddvv4t2vuZQ8e0Ydwi7tPNQCm1WWs9tr3b0Z3ojM+8rdvc2Z5Re7S3sz2j9kaeV9vTGZ+5aJ01onUdH3lebU9nfOaiddZ0dq2TmeLm8Vx7N6Ab0hmfeVu3ubM9o/Zob2d7Ru2NPK+2pzM+c9E6a0TrOj7yvNqezvjMReus6dRaJzPFgiAIgiAIgiAIQrdFZooFQRAEQRAEQRCEbosYxU1AKfWiUuqIUmpHe7elK+PuOSulYpVSHymldpmvPduzja4opUKUUpuUUtuVUt8qpe4zjycrpb5SSv2klFqhlOrhxzpjlFIrlVI/KKW+V0qd1tGekYe/4yil1Eal1Dal1Gal1HjzuFJK/d18Vt8opcY0oz5PfwellHpQKbXTfFa3msenKKWKzbZsU0ot8Ndn7+yI1rUNonU+1Sla17g+0To/IVrXNojW+VSnaF3j+tpW69oyVHdn34DJwBhgR3u3pStv7p4z8Fcgw9zPAB5p73a6tE0BEeZ+EPAVMAF4HbjCPP4scKMf63wZ+K253wOI6WjPyMPfcTVwvrl/AbDGZf9981lOAL7y49/h18AywGae62O+TgHea+/vT0fcROva7zl3tN9xg/aK1vn+dxSt6wSbaF37PeeO9jtu0F7ROt//jl1G62SmuAlordcCBe3djq6Oh+d8MYZgYL5e0pZtskIblJpvg8xNA78AVprH/dZmpVQ0hjC9YNZfrbUuooM9Iw9/Rw1EmfvRwEFz/2JgmfksNwIxSqmEJtbn6e9wI3C/1tpuljvS5A/TzRCtaxtE66wRrfNYn2idnxCtaxtE66wRrfNYX5tqnRjFQmehr9Y619w/BPRtz8Y0RCkVoJTaBhwBPgJ2A0Va61qzSDaQ6KfqkoGjwEtKqa+VUv9USoXTwZ+RyTzgUaXUAeAx4C7zeCJwwKVcs55Xw7+D1vor4CTgctOt532l1GCXS04z3XLeV0qNaPrHEQS/06F/x6J1PjMP0TpBsKJD/45F63xmHl1E68QoFjod2vCR6FBh07XWdVrrUUASMB4Y2orVBWK4r/xDaz0aKMNwq3FtT4d7RiY3ArdprfsBt2GOivqLhn8HpVQKEAxUaiOP3fPAi2bxrUB/rfVI4CngbX+2RRBaSkf8HYvW+YxonSD4SEf8HYvW+UyX0ToxioXOwmGH24X52iHdwkx3l8+A0zBcRQLNU0lAjp+qyQayzdEyMFx5xtA5ntF1wFvm/hsY/2jAeDb9XMq16Hm5/B2mYTwvR53/AdLMMsccbjla6/8CQUqpXs2tUxD8RGf4HYvWeUe0ThCs6Qy/Y9E673QZrROjWOgsrML44WG+vtOObamHUqq3UirG3A8FzgW+x/jxzjSL+a3NWutDwAGl1MnmobOB7+jAz8iFg8CZ5v4vgF3m/irgWjOi4ASg2MVlyCc8/B1+wBgpPMssdiaw0ywTr5RS5v54DD3Mb97HEgS/0WF/x6J1TUK0ThCs6bC/Y9G6JtF1tE53gChvnWUDXgVygRqMUYrr27tNXXFz95yBOOAT88f2MRDb3u10aW8a8DXwDbADWGAeHwhsAn7CGD0L9mOdo4DNZp1vAz072jPy8HecCGwBtmNEETzFLKuA/8NYs5MFjPXj3yEGyDTv+yUw0jx+M/Ct2ZaNwOnt/V3qKJtoXfs95472O27QXtE63/+OonWdYBOta7/n3NF+xw3aK1rn+9+xy2idMm8iCIIgCIIgCIIgCN0OcZ8WBEEQBEEQBEEQui1iFAuCIAiCIAiCIAjdFjGKBUEQBEEQBEEQhG6LGMWCIAiCIAiCIAhCt0WMYkEQBEEQBEEQBKHbIkax0KFRSpW2UT1rlFI/KqWmm++XKqX2KqW2K6V2KqWWKaWS/Fzno0qpQ0qpP/vzvoIgdD5E6wRB6A6I1gkdlcD2boAgdCCu0lpvdnl/u9Z6pZkIfB7wqVIqRWtd7Y/KtNa3K6XK/HEvQRCEJiBaJwhCd0C0TvAZmSkWOh1KqYuUUl8ppb5WSn2slOprHu+tlPpIKfWtUuqfSqn9SqleSqlwpVSmOTq4Qyl1eVPq0wZPAIeA8826/qGU2mzWdZ957BdKqbdd2nmuUuo/SqkAc4Ryh1IqSyl1m98ehiAIXRbROkEQugOidUJHQIxioTOyDpigtR4NvAbcYR6/F/hUaz0CWAmcaB6fBhzUWo/UWqcAHzSz3q3AUHP/bq31WCANOFMplQZ8BgxVSvU2y/waeBEYBSRqrVO01qnAS82sXxCE7oVonSAI3QHROqHdEaNY6IwkAR8qpbKA24ER5vGJGGKK1voDoNA8ngWcq5R6RCk1SWtd3Mx6lcv+ZUqprcDXZv3DtdYa+BdwtVIqBjgNeB/YAwxUSj2llJoGHGtm/YIgdC9E6wRB6A6I1gntjhjFQmfkKeBpc3Tud0CIVWGt9U5gDIaILlJKLWhmvaOB75VSycCfgbO11mlApksbXgKuBq4E3tBa12qtC4GRwBrg98A/m1m/IAjdC9E6QRC6A6J1QrsjRrHQGYkGcsz961yOrwcuA1BKTQV6mvsnAOVa61eARzGE1GeUwa1AAoaLThRQBhSb617Od5TVWh8EDgLzMd1plFK9AJvW+k3zeJPqFwSh2yJaJwhCd0C0Tmh3JPq00NEJU0plu7x/HFgIvKGUKgQ+BZLNc/cBryqlrgG+xAigUAJMAR5VStmBGuBGH+t+VCl1DxAGbATOMiMUbldKfQ38ABzAEG1XlgO9tdbfm+8TgZeUUo5BqLt8rF8QhO6DaJ0gCN0B0TqhQyJGsdCh0Vp78mZ4x82xYuA8rXWtUuo0YJzWugr40NyaUu/sFpyfCDzvUnY7MoooCIIFonWCIHQHROuEjoq4TwtdiROB/ymltgN/B+Y04doCYKkyk7w3F6XUFozIha/4UPZRjHUqktNOEISmIFonCEJ3QLROaDOUEVhNEARBEARBEARBELofMlMsCIIgCIIgCIIgdFvEKBYEQRAEQRAEQRC6LWIUC4IgCIIgCIIgCN0WMYoFQRAEQRAEQRCEbosYxYIgCIIgCIIgCEK3RYxiQRAEQRAEQRAEodvy/wF8pmJXzPk7lwAAAABJRU5ErkJggg==", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(3, 3, figsize=(16, 9), sharey=\"row\")\n", "#\n", "for i, name in enumerate([\"STS_SIN1\", \"STS_SIN2\", \"STS_SIN3\"]):\n", " sts = d.loc[:, name]\n", " sts.plot(ax=axes[0][i], style=\".\", label=name)\n", " axes[0][i].legend(loc=3)\n", " acf_v_true.plot(ax=axes[1][i])\n", " axes[2][i].plot([0.0, 365], [0, 0], label=\"true ACF\")\n", " for bm in [\"gaussian\", \"rectangle\"]:\n", " acf_name = name + \"_\" + bm\n", " acf = acf_df.loc[:, acf_name]\n", " if bm == \"gaussian\":\n", " kwargs = dict(marker=\"x\", markersize=10)\n", " else:\n", " kwargs = dict(marker=\"o\")\n", " acf.plot(label=bm, ax=axes[1][i], logx=True, linestyle=\"\", **kwargs)\n", " dif = acf.subtract(acf_v_true).dropna()\n", " rmse = \" (RMSE={:.2f})\".format(np.sqrt((dif.pow(2)).sum() / dif.size))\n", " dif.plot(label=bm + rmse, ax=axes[2][i], logx=True, **kwargs)\n", " axes[1][i].set_xticks([])\n", " axes[2][i].set_xticks([1, 10, 30, 60, 180, 365])\n", " axes[2][i].set_xticklabels([1, 10, 30, 60, 180, 365])\n", " axes[2][i].legend(loc=3)\n", " axes[2][i].set_xlabel(\"Lags [Days]\")\n", "\n", "axes[2][i].relim()\n", "axes[0][0].set_ylabel(\"Noise [L]\")\n", "axes[1][0].set_ylabel(\"ACF [-]\")\n", "axes[2][0].set_ylabel(\"Error [L]\");" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Exponential decay with non-equidistant timesteps" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(3, 3, figsize=(16, 9), sharey=\"row\")\n", "\n", "for i, name in enumerate([\"STS_EXP1\", \"STS_EXP2\", \"STS_EXP3\"]):\n", " sts = d.loc[:, name]\n", " sts.plot(ax=axes[0][i], style=\".\", label=name)\n", " axes[0][i].legend(loc=3)\n", " acf_n_true.plot(ax=axes[1][i])\n", " axes[2][i].plot([0.0, 365], [0, 0], label=\"true ACF\")\n", " for j, bm in enumerate([\"gaussian\", \"rectangle\"]):\n", " acf_name = name + \"_\" + bm\n", " acf = acf_df.loc[:, acf_name]\n", " if bm == \"gaussian\":\n", " kwargs = dict(marker=\"x\", markersize=10)\n", " else:\n", " kwargs = dict(marker=\"o\")\n", " acf.plot(label=bm, ax=axes[1][i], logx=True, linestyle=\"\", **kwargs)\n", " dif = acf.subtract(acf_n_true).dropna()\n", " rmse = \" (RMSE={:.2f})\".format(np.sqrt((dif.pow(2)).sum() / dif.size))\n", " dif.plot(label=bm + rmse, ax=axes[2][i], logx=True, sharey=axes[2][0], **kwargs)\n", " axes[2][i].set_xticks([1, 10, 30, 60, 180, 365])\n", " axes[2][i].set_xticklabels([1, 10, 30, 60, 180, 365])\n", " axes[1][i].set_xticks([])\n", " axes[2][i].legend(loc=2)\n", " axes[2][i].set_xlabel(\"Lags [Days]\")\n", "\n", "axes[0][0].set_ylabel(\"Noise [L]\")\n", "axes[1][0].set_ylabel(\"Autocorrelation [-]\")\n", "axes[2][0].set_ylabel(\"Difference from true value [-]\");" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "- Rehfeld, K., Marwan, N., Heitzig, J., Kurths, J. (2011). [Comparison of correlation analysis techniques for irregularly sampled time series](https://doi.org/10.5194/npg-18-389-2011). Nonlinear Processes in Geophysics. 18. 389-404.\n", "- Edelson, R. A., & Krolik, J. H. (1988). The discrete correlation function-A new method for analyzing unevenly sampled variability data. The Astrophysical Journal, 333, 646-659.\n", "- Collenteur, R.A. (2018) [Over autocorrelatie van tijdreeksmoddellen met niet-equidistante tijdstappen](http://www.artesia-water.nl/wp-content/uploads/Autocorrelatie_niet_gelijke_tijdstappen.pdf), Artesia, Schoonhoven, Nederland. In Dutch." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.7" }, "vscode": { "interpreter": { "hash": "dace5e1b41a98a8e52d2a8eebc3b981caf2c12e7a76736ebfb89a489e3b62e79" } } }, "nbformat": 4, "nbformat_minor": 4 }