{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Stationarity and detrending (ADF/KPSS)\n", "\n", "Stationarity means that the statistical properties of a time series i.e. mean, variance and covariance do not change over time. Many statistical models require the series to be stationary to make effective and precise predictions.\n", "\n", "Two statistical tests would be used to check the stationarity of a time series – Augmented Dickey Fuller (“ADF”) test and Kwiatkowski-Phillips-Schmidt-Shin (“KPSS”) test. A method to convert a non-stationary time series into stationary series shall also be used." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This first cell imports standard packages and sets plots to appear inline." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:02:52.634316Z", "iopub.status.busy": "2022-11-02T17:02:52.633794Z", "iopub.status.idle": "2022-11-02T17:02:53.956047Z", "shell.execute_reply": "2022-11-02T17:02:53.955312Z" } }, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import statsmodels.api as sm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sunspots dataset is used. It contains yearly (1700-2008) data on sunspots from the National Geophysical Data Center." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:02:53.962013Z", "iopub.status.busy": "2022-11-02T17:02:53.960568Z", "iopub.status.idle": "2022-11-02T17:02:53.969363Z", "shell.execute_reply": "2022-11-02T17:02:53.968757Z" } }, "outputs": [], "source": [ "sunspots = sm.datasets.sunspots.load_pandas().data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some preprocessing is carried out on the data. The \"YEAR\" column is used in creating index." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:02:53.974728Z", "iopub.status.busy": "2022-11-02T17:02:53.973496Z", "iopub.status.idle": "2022-11-02T17:02:53.983308Z", "shell.execute_reply": "2022-11-02T17:02:53.982721Z" } }, "outputs": [], "source": [ "sunspots.index = pd.Index(sm.tsa.datetools.dates_from_range(\"1700\", \"2008\"))\n", "del sunspots[\"YEAR\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data is plotted now." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:02:53.988225Z", "iopub.status.busy": "2022-11-02T17:02:53.987081Z", "iopub.status.idle": "2022-11-02T17:02:54.285201Z", "shell.execute_reply": "2022-11-02T17:02:54.284509Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sunspots.plot(figsize=(12, 8))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## ADF test\n", "\n", "ADF test is used to determine the presence of unit root in the series, and hence helps in understand if the series is stationary or not. The null and alternate hypothesis of this test are:\n", "\n", "Null Hypothesis: The series has a unit root.\n", "\n", "Alternate Hypothesis: The series has no unit root.\n", "\n", "If the null hypothesis in failed to be rejected, this test may provide evidence that the series is non-stationary.\n", "\n", "A function is created to carry out the ADF test on a time series." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:02:54.289610Z", "iopub.status.busy": "2022-11-02T17:02:54.289051Z", "iopub.status.idle": "2022-11-02T17:02:54.295874Z", "shell.execute_reply": "2022-11-02T17:02:54.295265Z" } }, "outputs": [], "source": [ "from statsmodels.tsa.stattools import adfuller\n", "\n", "\n", "def adf_test(timeseries):\n", " print(\"Results of Dickey-Fuller Test:\")\n", " dftest = adfuller(timeseries, autolag=\"AIC\")\n", " dfoutput = pd.Series(\n", " dftest[0:4],\n", " index=[\n", " \"Test Statistic\",\n", " \"p-value\",\n", " \"#Lags Used\",\n", " \"Number of Observations Used\",\n", " ],\n", " )\n", " for key, value in dftest[4].items():\n", " dfoutput[\"Critical Value (%s)\" % key] = value\n", " print(dfoutput)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## KPSS test\n", "\n", "KPSS is another test for checking the stationarity of a time series. The null and alternate hypothesis for the KPSS test are opposite that of the ADF test.\n", "\n", "Null Hypothesis: The process is trend stationary.\n", "\n", "Alternate Hypothesis: The series has a unit root (series is not stationary).\n", "\n", "A function is created to carry out the KPSS test on a time series." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:02:54.299939Z", "iopub.status.busy": "2022-11-02T17:02:54.299458Z", "iopub.status.idle": "2022-11-02T17:02:54.305483Z", "shell.execute_reply": "2022-11-02T17:02:54.304910Z" } }, "outputs": [], "source": [ "from statsmodels.tsa.stattools import kpss\n", "\n", "\n", "def kpss_test(timeseries):\n", " print(\"Results of KPSS Test:\")\n", " kpsstest = kpss(timeseries, regression=\"c\", nlags=\"auto\")\n", " kpss_output = pd.Series(\n", " kpsstest[0:3], index=[\"Test Statistic\", \"p-value\", \"Lags Used\"]\n", " )\n", " for key, value in kpsstest[3].items():\n", " kpss_output[\"Critical Value (%s)\" % key] = value\n", " print(kpss_output)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The ADF tests gives the following results – test statistic, p value and the critical value at 1%, 5% , and 10% confidence intervals.\n", "\n", "ADF test is now applied on the data." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:02:54.310262Z", "iopub.status.busy": "2022-11-02T17:02:54.308843Z", "iopub.status.idle": "2022-11-02T17:02:54.328363Z", "shell.execute_reply": "2022-11-02T17:02:54.327712Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Results of Dickey-Fuller Test:\n", "Test Statistic -2.837781\n", "p-value 0.053076\n", "#Lags Used 8.000000\n", "Number of Observations Used 300.000000\n", "Critical Value (1%) -3.452337\n", "Critical Value (5%) -2.871223\n", "Critical Value (10%) -2.571929\n", "dtype: float64\n" ] } ], "source": [ "adf_test(sunspots[\"SUNACTIVITY\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Based upon the significance level of 0.05 and the p-value of ADF test, the null hypothesis can not be rejected. Hence, the series is non-stationary." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The KPSS tests gives the following results – test statistic, p value and the critical value at 1%, 5% , and 10% confidence intervals.\n", "\n", "KPSS test is now applied on the data." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:02:54.333868Z", "iopub.status.busy": "2022-11-02T17:02:54.332601Z", "iopub.status.idle": "2022-11-02T17:02:54.342558Z", "shell.execute_reply": "2022-11-02T17:02:54.341950Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Results of KPSS Test:\n", "Test Statistic 0.669866\n", "p-value 0.016285\n", "Lags Used 7.000000\n", "Critical Value (10%) 0.347000\n", "Critical Value (5%) 0.463000\n", "Critical Value (2.5%) 0.574000\n", "Critical Value (1%) 0.739000\n", "dtype: float64\n" ] } ], "source": [ "kpss_test(sunspots[\"SUNACTIVITY\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Based upon the significance level of 0.05 and the p-value of KPSS test, there is evidence for rejecting the null hypothesis in favor of the alternative. Hence, the series is non-stationary as per the KPSS test.\n", "\n", "It is always better to apply both the tests, so that it can be ensured that the series is truly stationary. Possible outcomes of applying these stationary tests are as follows:\n", "\n", "Case 1: Both tests conclude that the series is not stationary - The series is not stationary \n", "Case 2: Both tests conclude that the series is stationary - The series is stationary \n", "Case 3: KPSS indicates stationarity and ADF indicates non-stationarity - The series is trend stationary. Trend needs to be removed to make series strict stationary. The detrended series is checked for stationarity. \n", "Case 4: KPSS indicates non-stationarity and ADF indicates stationarity - The series is difference stationary. Differencing is to be used to make series stationary. The differenced series is checked for stationarity. \n", "\n", "Here, due to the difference in the results from ADF test and KPSS test, it can be inferred that the series is trend stationary and not strict stationary. The series can be detrended by differencing or by model fitting." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Detrending by Differencing\n", "\n", "It is one of the simplest methods for detrending a time series. A new series is constructed where the value at the current time step is calculated as the difference between the original observation and the observation at the previous time step.\n", "\n", "Differencing is applied on the data and the result is plotted." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:02:54.347637Z", "iopub.status.busy": "2022-11-02T17:02:54.346469Z", "iopub.status.idle": "2022-11-02T17:02:54.650028Z", "shell.execute_reply": "2022-11-02T17:02:54.649127Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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TRs3zvB19Vq6urmJ5eRkrKytYWlqq+nAIIYQQQgghJfFzH/oaPnfnKbz+xVfig195ABftncUtb78m/Q8SUhDTOtRpDzchhBBCCCGEuGJ8DjdD08hkwYKbEEIIIYQQsiMZeMHQNPZwk0mDBTchhBBCCCFkR9IfBHu4mVJOJg0W3IQQQgghhJAdibKUN5hSTiYTFtyEEEIIIYSQHcl4DzcLbjJZsOAmhBBCCCGE7EhkLJhecO/wIUxkl8GCmxBCCCGEELIjGYR6uAGq3GSyYMFNCCGEEEII2ZH0QynlAPu4yWTBgpsQQgghhBCyI+mPxm7PaAo3C24ySbDgJoQQQgghhOxI+oNhxa0X3P0+C24yObDgJoQQQgghhOxIwmPBAKA3KsIJmQRYcBNCCCGEEEJ2JOIebzZqaNRrABiaRiYLFtyEEEIIIYSQHYkU1/WaX3Czh5tMEiy4CSGEEEIIITsSKbgb9RqaVLjJBMKCmxBCCCGEELIjUQU3FW4yobDgJoQQQgghhOxIZA53vQ6lcPf6DE0jkwMLbkIIIYQQQsiOZDBSs5v1Ohr1YWlDhZtMEiy4CSHW+fydp/AfPn0ne6gIIYQQ4hRRuBt1oNVgDzeZPFhwE0Ks867r7sQHvngfbn3wfNWHQgghhJBdTL/PlHIy2bDgJoRYZ6vbBwCcWtuu+EgIIYQQspvxFW49pZw93GRyYMFNCLFOb7TbfG6jU/GREEIIIWQ3EzmHu0+Fm0wOLLgJIdYZjHabz66z4CaEEEKIO2TN0WzU0ByFprGHm0wSLLgJIdaR3qnzmyy4CSGEEOIOzuEmkw4LbkKIdeThd5aWckIIIYQ4wvM8SG1dr9fQZEp5pWyPMnxIEBbchBDr9PrDsJJztJQTQgghxBF6Ya0r3N0+Q9PK5n/87f14xr/7DG66/2zVhzJxsOAmhFhHnn8MTSOEEEKIKyShHBgp3HUq3FVx20Pn0e17uO2hC1UfysTBgpsQYp3eaBzHOfZwE0IIIcQR+vSvZt0PTWMPd/lIMvzKVrfiI5k8WHATQqwjO8vnNzrwPD70CCGEEGIfXeFusIe7UuQ9Z8E9DgtuQoh1ZGe5N/CwutWr+GgIIYQQshvpa/O260wprxR5z1dZcI/BgpsQYpXBwIMuap/daFd3MIQQQgjZtYwp3KqHm6FpZSMK9+o2C+4wLLgJIVbphyzkDE4jhBBCiAt063i9BircFSL5PbSUj8OCmxBilXDfFAtuQgghhLhgMNrkb9RrqNX80DT2cJcPe7jjYcFNCLFKeFeZBTchhBBCXCBFXqM2VLaVwt1nwV02XaaUx8KCmxBilfCu8lkW3IQQQghxgKw5RsK26uHusYe7dPpaaNqADoMALLgJIVahpZwQQgghZRBWuGUsGHu4y0fe84EHbHQ4oUaHBTchxCrhXeXzLLgJIYQQ4gAJaq3XxVI+6uGmpbx09GR42sqDsOAmhFiFlnJCCCGElIFYl8VK3mRKeWXo7zkL7iAsuAkhVqGlnBBCCCFl0NdSyvVfmVJePn0W3LGw4CaEWIUFNyGEEELKQNLI6zUq3FWjJ8OvbrGHW4cFNyHEKuGH3NmNdkVHQgghhJDdzCCscDdE4WZKednogssqFe4ALLgJIVaRG+5Mc3h72e4OsNXpV3lIhBBCCNmFqLFgVLgrhz3c8bDgJoRYRR5+y/MtzDSGtxiq3IQQQgixjSjcMg5MUsp7TCkvHaaUx8OCmxBilb6WGHpgzwwA9nETQgghxD79UY3XoMJdOYEe7m0W3DosuAkhVpGHXEMruDkajBBim/7Ag+dxUU3INNMbqaoyh7vJHm4AqOTeSEt5PCy4CSFWkYdcs17Dwb3Dgvs8C25CiEU6vQF+9D1fxM988GtVHwohpEIGVLjH+H//8Fb8yHu+iJXNcotejgWLhwU3IcQqYu+q12vYv0BLOdnZvP/z9+JPvna86sMgIU6sbOP+Mxu48b6zVR8KIaRCZA53vR7s4Z7mOdxfuPsU7j+9gU/cWu6zq8ce7lhYcBNCrNLTFG5ayslO5uTqNv7jZ+7Cv/vL71R9KCREuzecfDCgpZyQqWag5cbov06zwi291H9044Pq/XHNYOBBfymOBQvCgpsQYpW+6uGu46CEpq2z4CY7D1kwbHU51m7SaPeGG3t9FtyETDVqLJhSuEc93FOaUu55ntpseODsJv723jOlvG74Xryy1SvldXcKLLgJIVbp6Snle6lwk52LFNqeN932xElEFG7PqyYciBAyGaig1mGdPfUKd/hZ9Yc3PFDJ665udXlv1mDBTQixykDbbRaF+/wmC26y89js+Mp2tz/dibeThijcADCl62pCCPy2kkZY4Z7SlPLwRsP1d57C8XObpb9upz/Adnc6P4MoWHATQqyiK9wMTSM7mS2t4KbCPVkEC25+NoRMK8pSXguOBZtWhVv/dz//iv3wPOBjNz/k/HV1C//oo+Asbg0W3IQQq/S1OdwyFuzservKQyIkF7rC3ZvSfsBJpa0pJ9wMIWR6kQ03KbQlpXxa79l64fv6F18FAPj4146rNhxX6Anly/MtAEwq12HBTQixSqCHe88sAGB1u0dLLtlx6GFp3Sm1J04q+uKRAjch00tY4W4pS/l03hj0Z9XLv/cw9sw0cG6jg4fOurWV+58DsI8F9xgsuAkhVhloCve++RZGzz72cZMdx1bHT1md1sXbpEJLOSEE0ELTQj3cvSndJNVdhs1GHfMzTQDuLfZdEVsadV/h3mTBLbDgJoRYRX/41dnHTXYwDE2bXPSCm6PBCJle1CZ/qId7WjdJdZeh/qvr90Os7M16DUujgps93D4suAkhVpFkULnJ79/DgpvsTNjDPbl0tILb414IIVOLbLj5c7hHPdzTWnD3g2uwRkkFtzgKGlrBTUu5DwtuQohVwvaumcbwNtNlwUJ2GNtaD/e02hMnFb2Hmwo3IdPLoCJFd1LpadZuQLfYO1a4tc+BoWnjsOAmhFhlENNPxT5LstMIKNxTunibVPSUct5bCJleVFjXWA/3dN4Xev3gBkRZazBfbKmz4I7AecH9yCOP4B/9o3+EgwcPYn5+Hs94xjNwyy23qO97nod3vvOduOSSSzA/P49rrrkG99xzj+vDIoQ4Qr/pAlChaYMpffiRnQst5ZMLQ9MIIYC25qhR4QZ8N5Y/Jm20AeH4GaYr3Etzox7urV7SH5kqnBbc58+fx4tf/GK0Wi18+tOfxne/+138p//0n7B//371M+9+97vxvve9Dx/4wAdw0003Yc+ePXj5y1+O7e1tl4dGCHFEP2Tvqqvd1coOiZBcbHX9xQJD0yYL3VJOtz8h04tsuIVdddN6z/YV7pGlvFa2wk1LeRRNl3/5u971Lhw9ehQf/OAH1deuuuoq9XvP8/De974Xb3/72/GqV70KAPCRj3wEhw8fxqc+9Sm89rWvdXl4hBAHhHu4ZTbmtO42k53LlqZw8/ydLKhwE0IAQOpqNYd71Ls8rffs+DFprhVuX1mXgnuVBbfCqcL9F3/xF3j+85+Pv/f3/h4uvvhiPOc5z8Hv/d7vqe8fO3YMJ06cwDXXXKO+try8jBe+8IW44YYbIv/OdruN1dXVwH+EkMmhH7J3ya8eF8VkhxEcC8bzd5LQe7indWFNCPE33MI9y9Pbwx1tKXfd1ifKOhXuaJwW3Pfffz9+93d/F0960pPwmc98Br/0S7+Ef/bP/hk+/OEPAwBOnDgBADh8+HDgzx0+fFh9L8y1116L5eVl9d/Ro0dd/hMIIRlRBffoZj+qt5kkTHYcW0wpn1g6ml2UtxZCphcp9OpMKQcw3tZXRUr50vzQQM053D5OC+7BYIDnPve5+M3f/E085znPwRve8Ab8wi/8Aj7wgQ/k/jvf9ra3YWVlRf13/Phxi0dMCClKL+ZmP6XPPrKDYUr55NLuciwYIZPIJ245jv/vT7+Frz90vpTX66sebox+lZCw6dwk7ao1WHAsmOsNCP11qXCP47TgvuSSS/C0pz0t8LWnPvWpeOihhwAAR44cAQCcPHky8DMnT55U3wszOzuLpaWlwH+EkMlB+njCPdxMKSc7jS2mlE8s7OEmZDJ579/cg4/fchz/13/9Kv7+B27AF+8+7fT1BmMp5dPdw92PSSl3/X5E9XBvdvpTG14XxmnB/eIXvxh33XVX4Gt33303rrjiCgDDALUjR47g+uuvV99fXV3FTTfdhKuvvtrloRFCHCH3Vnn41R3PgHzw7Ab+/V99FydWONmA2CVgKeeiYaLQU8qZD0HI5KDfN29+4Bx+5g9uxn2n1529nijcag53Y7p7uLvhOdw1eT/cPsP0Hu7F0VgwgCq34LTg/uVf/mXceOON+M3f/E3ce++9+NjHPob//t//O974xjcCAGq1Gt785jfj13/91/EXf/EXuP322/GP//E/xqWXXopXv/rVLg+NEOIIpXA3ROGWr7t5+H3khgfx+18+hv9580NO/n4yvWx2/LFg07p4m1R0hZt7IYRMDt3RtfnHb/h+HFqcBQCc2+g4e71BqI2NPdxBS7ko3a6dQHoPd6New+LsqI+bBTcAx2PBvu/7vg9//ud/jre97W34tV/7NVx11VV473vfi9e97nXqZ9761rdiY2MDb3jDG3DhwgW85CUvwXXXXYe5uTmXh0YIccRYD7dKKXfzehvtYVFEhZvYZDDwsK0lYTM0bbLQU8ppKSdkcmiPdsCOHljA4lwTp9faTotfWXPUI0LCPM9DTZJbp4RuKKVc2vpct0WFx5Etzbew1u5R4R7htOAGgFe+8pV45StfGfv9Wq2GX/u1X8Ov/dqvuT4UQkgJqJTy0e6qPOxcBRuJferMetvJ30+mk23NsgxwLNikoaeUT6uSRcik4XmeKvhmGnW14e4ywyU8ilQ2++V7UnhOC/1Q4dt03NYXfl1R1pfnW3jkwhYL7hFOLeWEkOkj/PCTZ5+rm70ojyy4iU30hHKAoWmTRrCHu8IDIYQo+gNPXY8zjXopI6kGXqjAbPilzTS2AsmzqjV6H+oljQUbV7iHmi4L7iEsuAkhVlG7nKGETFc73D2lcLvrESPTx1ao4O7TUj5R0FJOyOShO09azZqyM7sc3SdrjnqMwj1thAvfpuM1mKBSykevJ0nlq9u92D8zTbDgJoRYJXyzV2PBHN3rxb52er3NtGJijbDCTUv5ZBEITeN1T8hE0O3512KrUfcDu0pQuJuhHm5gShXuUeHbkh7uihTuvbPDgltydqYdFtyEEKv0Q6FpdceJoXKT7/QG3Ekl1tBH2wAMTZs0OBaMkMlDFO5abbgGUAq3y9C0fig0rTblCrcazzVKKS9tDnfY3Rj8+rTDgpsQYpWwvct1D3dXs7Cxj5vYQh8JBkynUjKpeJ7HsWCETCDyPG416qjVan5LmUtLeaiHu16vqXXHNG6UKoU7tAHhuvDtqfnfw9LSdTvhToMFNyHEKmO7nDW3D1w9zOrMGgtuYodwDzdD0yaHbt8LBKWxh5uQyaDT8xPKAb3Yc/eag1BQK+AXfdOoroat3fKr69abXqiHu4z+/Z0EC25CiFXkpis3+ZrjHm59B5vBacQW4ynl06eUTCqd0GdBBYWQycBXuEVtHn7daWja6K+ua73bKh19CjdKldI82vQQ8aNf8hxuKtxBWHATQqwS7uF23cejh1nRUk5sMd7DzUXDpNAOfTb8aAiZDGQzbKZZnq14EFpz6L+fxvt2L5yjU5LS3O8H3Y1UuIOw4CaEWGW8h3v4q6tgo6DCzYKb2GHMUj6FC7dJRe/fBmgpJ2RS6IZnQJcRmjZaAwQUblF1p7CHW43nagTHgjnv4Y5RuPnsHMKCmxBilV6oh9tPKXf0eprCfZo93MQS42PBpm/hNqmEC24qKIRMBmM93CX0D8utOaqHexqLPT+8rJxJMYLvbmRoWhQsuAkhVumrXU7Z4R5+nSnlZCexFUopn8bwnUlFHwkGcCwYIZOCnlIOaKGpJczhbmgVTXOae7iV6FHuWLDYsDbuVQNgwU0IsUy4f8h5Srn2EDnN0DRiiXAPd3cKF26TSrsbUri5oCNkIgj3cNdLUbiDm/zD35dTZE4iEvBZvsIdfF3Xa7+dBgtuQohVBqEe7hrHgpEdiFjKZ0cLR6aUTw7s4SZkMun2ginllSncjentH+6FrN1lBciFFe6yCv2dAgtuQohVxhRu6eNxdM8NW8ppLyU2kNC0xbkWgOlcuE0qnXDBzc+GkImgE7aUl1B0yaZ7Xevhnm6FO5ijU5bSPDahhinlAVhwE0KsouxdajTE8OuuFsV6IdTuDbDe7iX8NCFmiMK9NN8EwIJ7kgj3cPOjIWQy6MZayt29Zt8LKquArupOnzNpvJe6nAC5XsjaL44DbogOYcFNCLHK2AzIutvd1XB69Bn2cRMLSA+3UrhpKZ8YaCknZDLp9obXokopd7zhrv/djYDCPXz9qVS4w73UJRW+Y3O4p9hlEAULbkKIVcIPP38Op5vXC4/A4GgwYgOxlC/NDRVuhqZNDuMKNz8bQiaBdshSXkpoWpLCPYX37fG2vnIU7m5MaBot5UNYcBNCrCK7q43SUsqHr3d4aQ4AR4MRO2x2h60JSyOFuz+F1sRJJZxSzoKbkMlAhaY1g2PBXKqcg8F4wd0oKShsElEp5Y1yrd39MSs753DrsOAmhFhFBWeEe7gdLIo9z1PK4yXLLLiJPbbYwz2xhC3ldPsTMhmoHu5QaJrLokvuzXWt4JaU9GncKB0LLyu5h1u1E9amd9MjChbchBCrhIMzXPZw67vmR6TgpqWcWCCcUh7OCiDVMZZSToWbkInAD00L9fGWMYc7IqV8Gou9ruqlDvbRO5/D3ZfA3NBmC+/PAFhwE0IsU2YPt/4wFYX7NEPTiAU2JTRtdqhwM/hlcgj3cHMUICGTQacXGgtW6hxuvYd7ekPTxhTuRjnvRdxI2Gn8DKJgwU0Iscr4SIrhry4WxbrqeGR5HgAt5cQO/lgwUbi5aJgUaCknZDLpjO6TY3O4y1C4o3q4p/C+3VU93MEcHddqfz+c31N3J7bsRFhwE0KsEu7hrjm0M+kPU6Vw01JOCtIfeEqp8Xu4uWqYFDgWjJDJZGwOt+MpJQAgS4uolPJpVFfDCnezJGv3mMLtODB3p8GCmxBilTGFW9107b9WVyuCmFJObCEzuAFgcVbmcHPRMCm0uxwLRsgk0g2NBVMJ2Q6vUdkMrbOHGwDQVYVvMEfHvcIdXPtxDncQFtyEEKvE9XC7eOD2lH2thkN7ZwEMC272dJIibHaGI8FqNWBhtgFgOhduk8qYws3PhpCJQJxBM43yii7Zdw8o3A0pMqfPmaSs3Y2Qwl1aD3d5my07CRbchBCrhBVulynlUnA363VctDgDANjuDrDR6Sf9MUISkYTy+VZDjbfpsRFtYhjr4eZ6jpCJoBNWuEuYwx2dUi737em7OSghYkzhdvsMGx8JS4VbhwU3IcQqcXO4Xdx0xVLebNSwMNPEwsxQjeRoMFIEsZQvzDTUaBWGpk0O4bFgdLQQMhnIfVJ6uMsYDdWPSClvTbGdOSx6+Aq349eVsDamlEfCgpsQYpVeTFKli+dtL5SIepFmKyckL5JQPj/TmOrwnUklPBaMlkVCJoNuaCxYGSrnYDBecE9zD3dPuQyCazDXCnd8fs/0fQZRsOAmhFjD8zw/MbQmKeXuHrjd0I7qRXuHtnImlZMi6Jbyae4FnFTaveCCkm5/QiYDsZTPNMpTuP1Cz/9aU90bpu/mEFf4ujZp9SsKa9spsOAmhFhDL6pVcIbL0LQBFW5iH1/hbqrzmJbyyaHdHS6i51rDFhIqKIRMBiqlvFmerVgUbqaUDwk7/xolbT7EKtxT+BlEwYKbEGIN/eHWCPVwuwlN83u4AeCixWHBfXq9Y/21yPSgerhbtJRPImIpl8wGLugImQz8lPLhtVnGHO6oHm7ZKJ3G+3aswu1Y7A/n96hCnxuiAFhwE0IsElS4wynl9l+vq1LKh6+xONsEAGyNxjoRkgc5f4ahacNzq0vf8sQglnJf4a7yaAghQmesf3j4daehaezhDiBKdis0Fsy9wh3K7ymp0N8psOAmhFhD38msh+Zwu9hp7g1CI0im+CFL7CGW8rmZhjq3eE5NDqKizdNSTshE4VvKSwxNi1S4p9eZJJbyRqiX2vV70Q8JIKp/fwo/gyhYcBNCrNHvRyjcTi3lQQtTszG9szeJPaTgXmg1Aj2IHD81GYjCPT/DgpuQSaLbG16Ls6FNcJe2YmWhjujhnkZnUm8QLHzL2nwIW9nVZgvvzwBYcBNCLCI33FrN31V1mVLqp5TXR79S4SbF2dbmcLfq/mOS59VkID3cVLgJmSzCCrdrldPzPDVytE6FG4Dv/BMhol7CpgcwnlJOhTsIC25CiDX6oZ1VwB8L5qJ9yE8pF4V7VHBP4a42sUcgpbzhn8t0TkwGklIuoWm83AmZDNolz+HW/15d4W5OcStQL1T4qs0Hx8+vXjg0bVRhUuEewoKbEGINubEGxnM4tBXFKdzTuKtN7LEZMYcbALpTONN1EgmHptHqT8hk0B0LTXM7h1tfVzQa45Zy10XmpDFsfRr+vlmytTssuJTRv7+TYMFNCLFGODQD8Hu4XSyKx3q469O7q03sEUgp1yzl07Z4m0QGA08lIYulnAs6koXBwMPptXbVh7ErkYJ7VizlVSncFbaXnV1vV+ay62mbwo2Q88/1fVI++wZD0yJhwU0IsUZ4LATgNiGzryzlI4VbLOVUIkkBZA73/MwwNE3WcVS4q6ejLWT90LSqjobsRP7tX3wHL/jNv8HtD69UfSi7DhnVqSzlqn/YzesFCu6IsWCuR2GFeeDMBl7wm9fjzR//RqmvK+htT5I/4nrTQwj3cIvCTQFkCAtuQog11A234d9a5KbrZA63hIOEdlTZa0uKoFLKRwWdLFx4XlWP2MkBhqaRfNx1Yg2eB9x3er3qQ9l1dHrhUZ3Dr7tSOfV6uj4BCvedJ9bQH3i4++Raqa8r9CI2IMoYl+p53lhKuet2gp0GC25CiDUie7jlgevQUi4P9xYt5cQCW51gCnaD2QATgySU12vAzMi2ygUdyYK4JHg928Xz/HaP0kLTvBiFe/T6ZX/Ga9tdAP7GQ9noVvawEOF2Frr/+7LHke0UWHATQqzRi+jhVinlLkPTGuXt5JLdj59SPiy45fyaxpmuk4YklM82G5p7htc7MUeuY6Yn20V/7s6ExoK5eq/1Yk5bdlSmcK9tD/M/uhW5oeT9qEeMZnVZ+Eb1jrtsJ9yJsOAmhFijH7IUAXr/kP3XGxt/wbFgxAL+HO4mAF+t4UZO9YilfLZV1xaSVR4R2Wl0qXA7Qd+QnGkE+4ddWcr1NUct4KyrZi0gBXe7IoW7G9HWV0bBrf/dSll32E64E2HBTQixRngOI+BbytyklAdHkDClnNgg3MPNbIDJQSzls8260wkIZPci6iMLbrvoNupWWOV0PBZMTygHqlS4h5byqtxQUZNiXLsMgOTecV5nQ1hwE0KsMYh4+MlUJRc33W54LBgVbmKBzdFYMJnz3FKLN55XVaMU7mbDabsK2b1IYcjzxi7Sv12raUWXY4Vb/t56qJppVtbDLZbyqhTuYJAs4H8GnufQadDXFe5wQj2vM4AFNyHEIqIABsaCOVwU99TDZWQp544qscBWN6hwy+Ktqr484iM93DNNWspJPmgpd4PcH2cadbUZJv28rnu4J0bhblcbmhY1Kaap7Ua4+hzkfS5zs2WnwYKbEGKNyB7uur+7ahs/pVwUbhZGpBjd/kCdP6rg5kbOxCAqGi3lJC8suN0gReaM3j/sMMMF0Czl9WDBXZWdWRTu3sCrpNBUQbKBxHb/987S4lWeToS7kfdnACy4p5bBwMMf3fgg7j1VzaxAsjtRinOgh3v4q4ubrm8pp8JN7CDqNjCeUs5Wheppd/UebloWSXbYw+0GKfZazfHArjJC03SqUrhXRwU34G8OlklU4aur/67OeVn7RQXmurSy7yRYcE8pX7z7NN7+qW/jV//yu1UfCtlFRPZwl2Aplx5bech02WtLciIzuOs1X6kRS16Xi4bK0Xu460zBJTnoTMlYsM1Or9RNhSiF2/WmWFzB7SvcZaeUd9Xvq+jjDosQQPC9cbUB4Y+EjX7d3X6tmcCCe0q588RQ2V7d6qb8JCHmJPZwO3j2jCncDSrcpBhScM+3/FCuFhXuiUEfCya3GaonxBTP81QhtJvPm5XNLq6+9nN4/Ye+Vtpr+gr3eEuZa4W7PtbDPZpYUnJ72ZqucFfQxx2pcGu/d/U59CI2Pup198r6ToIF95TywJkNAByfROzi3+wjLGUOx4I1w2PB2MNNciKLxtlRQjmgjQXj/bJy9LFgLu8tZHfSH3gqT2Q375/dd2YdK1td3Hj/2dIyDqTAbAXU1eGvrhTOQUoPd+mW8i1d4S7/vhReEwF+Wx/g7v2IKvT13/MezYJ7ajk2Kri560RsErXLKRvPLs41eb3WqND2H7K7eCVFnNKJCJ0RBwU3cqrHTynnWDCSHb0I2s021432UGnt9AZY3eql/LQd9JRyQVnKy+7hrsDt1ukNlANH/r9s/DWY/xnUajXnm5NRPdz1EnrHhcHAw1fuPYMLmx2nr1MEFtxTyrGzLLiJfaJ2m/0bvf3X64Z2c1sVzd4ku4euSr73H4/KUs6NnMrRU8o5FoxkRQ+yKru/t0zWNWvzqbXtUl5TnsczEaFpZRfcVWy+6/3bQDWhaSrXplGu4p9uZXfysoov3XMar/sfN010LhUL7ilkbbuL02ttALt7h5eUT+lzuEM93PK6HAtG8hK9aKTCPSmIws2xYCQP3UDBXeGBOGatrRfc7VJeUwrMVhUKd6iHW1xv/RLv2Xr/NlCRwh2xBgPcz8RWyrpW6AfS0R3fo0+sDDeVHhyJiZMIC+4p5MGzm+r3VAKJTSJnMVaQUs7zmuRFBf9oC4cWWxUmBr+Hu8GxYCQzesG9m1sRqlC4/R7uKIebo4J79PfWJ6CHO1xwV5FS3g+12Qmux6RF5feUGZomVv7V7XLaJ/LAgnsKkf5tgIoNsYvczOuBgnv4q4sbblxKeRUPOrI76EaMN/HPK94vqyaYUs6xYCQb3Z7Ww72LT5x1TeE+uVqOwt2NULhdW8plDzSscFfRwz0JlvJujMW+7vhz8MeCRW98uN7cks2elQmevMSCewrRC+7dvMNLykd2m6P6eFycauF+JSmSdvNCirilKyqNZinneTU56Cnlsieym8c7EbsEe7h373mjF9ynSi64Z5slWsonKKU8rK52KxkLNp5SDrh3/8X20jv+/AV5LkzyqGMW3FPIA7rCvYsfOKR8+v34pEqnCnc9qHD3Bh77OkkuVA+3tmChc2Jy8Hu4G07bVcjupDslBfdaFZbyiMBJl6GpgF9gjqWUV9BeFla421Uo3DFKs3OFO6bQl01R15+DKNzt3gDb3b7T18oLC+4p5H5d4d7FDxxSPr3B+M2+7tBSND6Hu7yeIbI7EUuevmhU8915TlWOWMpnmnUW3CQzgYJ7F583G1WEpkXN4XYemjb8Nb6Hu8yU8klQuINtdoLrDQg/rC34uuUp3P57vbo9mSp3aQX3f/gP/wG1Wg1vfvOb1de2t7fxxje+EQcPHsTevXvxmte8BidPnizrkKaWB85S4SZukJtqVA+3m9A0KY5GBbf2kOG5TfIgi6RmoOBmGN+kIIt6fSwYs+yIKYHQtF18PeuW8tMlFdxRPdxK4XQVmqZSyoNfb1YwWWI8NK3880uJEGGF23HAZJTYAmjKuuPNrUDBXdLc+ayUUnB/7Wtfw3/7b/8Nz3zmMwNf/+Vf/mX85V/+JT7xiU/gi1/8Ih599FH81E/9VBmHNLWc3+jgwqa/+7ObHzikfCJ7uB0GG41ZyrXXZcFN8kBL+WQT6OF2uJlHdif6wnw3b6DpKeUnV0uaw625TwR/U8xRaJpBD3dZ7WXjoWnlW5t7cQq3CpFz8wxLm4fuutagwg1gfX0dr3vd6/B7v/d72L9/v/r6ysoKfv/3fx/vec978LKXvQzPe97z8MEPfhBf/epXceONN8b+fe12G6urq4H/iDnHRuq2XBMsSohN+hG2oppDS1GSpbzH4ojkIEqlkd9zqkP1+CnlHAtGsqOrjrv5vNHncG92+gHF2xWdiM3KhuNrNK7Q00eTlbXMHbeUV6Fwx6SFq3WYo9cdRCvrzZIU7k5A4Z7SgvuNb3wjfvzHfxzXXHNN4Ou33norut1u4OtPecpTcPnll+OGG26I/fuuvfZaLC8vq/+OHj3q7Nh3IxKYdvTAAoDdvcNLyifKVqQ/CG3vNPdC/bYNKtykIN2I4B85n7v0LldOW7OUcywYyUp3WhTudrDoOFWCyt2JtJT7U0pcKM1pyipQXh/3Wrv60LReyvvh6r2I+xxcp9QL4nwCJnc0mNOC+4//+I9x22234dprrx373okTJzAzM4N9+/YFvn748GGcOHEi9u9829vehpWVFfXf8ePHbR/2rkYK7ice2gtgd+/wkvKJuunq91/bN91uqF+pVqup31ONJHnohlwTANAQOx7PqcqJGgvGiQTElGlJKRdLuTx/ywhOE0VXH6moz8d28X6r3JjwHG7NZVfW5zwJoWk9tekRXXC7SylPmcPt+K0IKNzbU9bDffz4cfzzf/7P8dGPfhRzc3PW/t7Z2VksLS0F/iPmSEL5Ew+PCm6OTyIWiZqJqQeo2b7X9xLGkJSZTkp2D34Pt2YpZ0p5AM/zcP/p9UoKlqixYLu5cCJ20edw7+be/432cGPqsv1DN2MpBXfEvVN//rsQeNLmcAPl3bfFyrw83wIQPNfKIk3hdj+HO1hWltX2055mS/mtt96KU6dO4bnPfS6azSaazSa++MUv4n3vex+azSYOHz6MTqeDCxcuBP7cyZMnceTIEVeHNfVIQrko3ADteMQe/YhdTn3n2fYCJ2r2I/ttSRGiZskyNC3IZ75zEi/7T1/Eez57V+mvrfpEaSknOQj0cO/SE6fd66vr5PGH9gAoyVKeEJoGuFE5JYyrMaZwa4V+SWsBUbgP7p0BUJHCrXqpQ+O5Kla4y5rDDUxhaNqP/MiP4Pbbb8c3vvEN9d/zn/98vO51r1O/b7VauP7669Wfueuuu/DQQw/h6quvdnVYU43neTh2elRwX+wX3FQCiS38WYzRlnLbBXc4pVx/baqRJA+9iD5EjgUL8vWHzgMAHji7Wfpr+wp3vbQEXLJ7CFrKKzwQh+gJ5VddNCq4S1S4WxGhaUC5Cne9XoO8dGkKtxTce4YFd5UKd9mFbz+iFUt/XdduEr2He1IV7qarv3hxcRFPf/rTA1/bs2cPDh48qL7+8z//83jLW96CAwcOYGlpCf/0n/5TXH311fj+7/9+V4c11Zxeb2Oj00e95t+EAc4wJfaQkRONGIXb9s0+ql9Jfs+NJJKHqEWjjFipYq7qJPLw+S0A1Sg4srCaa9Uhot1utgYTuwQL7t35jJBE8j0zDVyyPGzpLDM0bSZiDjfgtoc7XHADw6Kz2/dK7OEeFnoH98wCqKjgFhEiPBasIoVb/te5wt3XLeWT2cPtrOA24bd/+7dRr9fxmte8Bu12Gy9/+cvxX//rf63ykHY1D5wZqhGP2z+PuVZDfX1YmDRi/hQh5kT2cAcs5XZfrxsxc1Ip3CyOSA6SUsq5iTPk+Pnhs6QKi72fUs6xYCQZz/PQ6Q8w2/TXN7r1dLc+IsTavGe2iYsXRwV3mQp3TGiaCyeKCk2LKLgbo4K7jPtUpzdQ96YDI0t5p4INyai2PsB9L3VcD3dZlnJxPgGTaykvteD+whe+EPj/ubk5vP/978f73//+Mg9janlsZahKXLZvwXlfDZlOom72wXPNkcKtvYbYy2n/JXmIGm3TZJtCAKVwV1Cx6GPB5N7CeptE8W//4jv4s1sfxmd++QdVeJh+zu7WVgRRuPfONXHx4lBtLaPglgIzKsQUcGQpj+nhBmQtMChlLbCmFXliKa9iQzJqyob+/+Ur3CX1cAcU7sksuJ3P4SaTg6RW7p1rBm5OVG2ILfwebs1S5qiHezDwlGLejAi44nlN8qA2cZrjlvLebm36zMBGu4dzGx0A5Vsme31/8TxUuIdfn3ZL+aMXtvAvP/FNfOfRlaoPZaK4+dg5bHT6uPOxNfW1aRgLJj3ci7NNXLw0LLhPlmApl80M3VJeq/m91C42OAYxPdyAvhYoo+AevucLMw3lIJ1IhdtVwS1rv7hxZK57uDWFeyrncJPJYrPj9/XU67XSeivI9ODbivyv6Q9cmzfdrlZQB2Ym01JOCqAs5dqmkcoFqOicurDZwW2joLKqETs5UL6Co49+0VPKp/0Z9me3Pow/vfVh/OEND1Z9KBOFFDz6eRMouHfpRs1GR1O4l4aW8rXtHra7/aQ/Vhh9goBOw6GdWT7OuB7u4c+UV3AvzbXUhkMVDqBuSg+3q82HvkpHj06Ld+0mCSjc0zaHm0weonAvzA47CcraeSLTg9/DHT2L0eapphc/geKIM5NJATpRoWkVn1P/4k++iZ/6r1/Ftx6+UMnr6zx8bkv9vuyCuxNTcE/7I+yxkXopVmIypK0Kbr/Q7EyBwi3F397ZJhZnm5hrDe9fp1bd2sq7Ee04gN9f7SY0bRTUGmEpb5SYvSGW8sW5ptpwqEbhji58XU90iJv/7fKz12l3gynl3gQ+FFhwTxGb3ZHlZWR3oRJIbBM7ksKBEqWft5EK9y5dTBG3SPK2HvxTdZvCA2eH4xzvO71eyevrBBTuXrnXWLvnb4Y06rXSAnkmHSmktrtsedBpRync2jm7W88b1cM920KtVtOC09zayju98c1KwH/+u7h9yv5JVGhamXkuoqouzjXVhkMVKeXduDWYc4U7ee3nuu1Hf697Aw9bjt0ceWDBPUVshhXuki4EMln0Bx7e8JFb8JY/+Yb9vztiDjcAv4fLlaVcez3f/svFJ8mOLEiCoWnVjgWTBfTZ9U4lr68jgWlA+QtKWUSJZdPFfWUnIoWUruQS//3Q1S/dlbFbz5t1rfgDUFpwWjdiLBjg1k3pu+rGv1fm5ruvcLfUGqSK0DS1Bov5DFyd877CHeducPKyAIaqffjZPIl93Cy4p4gNrYcbKPdm9K8+8U289U+/6fx1SDr3nFrD//nuSXzytkesF6VxtiLfzmTxtfr+jmqtRoWb2CF6Dne1mzhiEZWwsio5fs5XuMu2TD56YVjsHx71pdbVpnGphzFxiMLdpsIdILWHe5eeOL7CPSy45XpxHZymQtOa4Zay4a8u3m+xSEenlJffw121pVxcWK2xNZgEf1ajcLtsXdU3fmdH7/0kzuJmwT1FjCncJYUZrGx18YlbH8af3PIwe8wmgG897CfZ2i5K4xJD6w7cFPHjL9w+WMjuJmq0TZkLtzD9gYfNzvDePQkFt65wl63gHDsztNZfedEeAO5Vm53AYODhzPrIUk6FW+F5XqSlfJp6uPeM1nqHSlK4o+6dgNvrNC43Rn/dMu5TfsGth6ZVUXDHiB6O3UBS6IfXY2XUGfpGo5zrkziLmwX3FDGucJcTBLShFdmuUzJJOnrwkm1LaPwsxuGvNnc5lfU39KD10zip9pDsRAX/NCtMndU3KSeh4K4ypfzBUS/7lQeHBTfHggHnNjvqXsjnq49+repWe/3ru7Xg3tDmcANQo8Fch6Z1YkLTXGYtRE1GKeN1w4ilfKny0LTxlijA/Xo/dhxZCZ9Buz+8vms14MBoBvokzuJmwT1FbI1UkoUZUbiHX3d9M2LBPVncrivclgsIlRgac9O1mRzZo8JNHBA1S7ZV4SbOmrZTX3XBvbLVVUoOUP4GxLEzw2L/qosWALifLbsT0Isohqb56EW2roB1tSJot05okU26xVnp4S4nNE31cDfLmwEtf2dkaFqJc7hXtZRyPzStirFg0Wsw1+t9NYc7JIDI8sxpwT26vmebdSzPtwCwh5tUzIYquIcKd1kJjvK6ABcEVdPpDXDHY2vq/20rVL2Y0LSGg17LtHmT07wIJ/mJalWoMhdgkhRu6d+WdsmyQ9MkrV0s5RwLBpzUiihuaPvo6mJcD7frdrqqWBvr4S5H4ZbNjJlGI/B1p5byxB7u0Rq3hMI3YClXCnf516OvcEf3cLtaF8X2cJcwfrijhfUtzQ0LbircpFI2xVI+W25oGhXuyeHuk2uBRbLtglseqOGbbs3FWLCYcBB57S4t5SQHSZbyKlwTuqJ8tuKCW/q3L12eBzB8r8qad9ofeHjo7LDg9y3l3Fw7HVC4+XwV2oGCO2YO9y7dqVkfqa1iKZe+1tPrJVnKS1S443JjAL29rNzQtFaFLUjdOKXZscLdHUR/DmXco5XC3WpgaaRwr25PXl4UC+4pYqMdtpSXEzijF9wcW1It39T6twH7BUTcaAi52dsNTYtRuBtchJP8yHmlF9xVjppb1xYOK1vdSoJ4hIdH/duPPzQseD2vvOvs0Qtb6PQHmGnUcem+YcFfd3Bf2WnoNuHtCnpGJ5W2kcJd6iGVRjilfKE1/LXtcEPG87zIeydQksIdUXBX0cO9ONdSSdlV9nCPtdo5V7jjWvzc1xkBhXt+eK5T4SaVohTuUMHtWrXZpKV8YtD7twH7CndscIZYyq2OBYu5wVc8M5nsbKJmyVZpKV8LTXa4sFndQkIU7sePLN1AedeZ2MmPHphXnwct5cHk6U6vPMfBpBOwlOs93Nr5uluDNcNzuEVxdnmt6n93eCyYX/jaf91ES7nq4S4zpVxXuMs/v1RLVJzS7CqlPKadsByFe1hjzLZ8Szl7uEllDLTRMgtiKXcwqimKdVrKJ4ZvjRXclhXufnSAiYuxYGkp5f1dupgibvGdE/45LAuoSgru0HiTKvu4pYf78Yf2qq+V1cf9wFkJTPOL/TL6Ayed8GzlNlVuAKHQtEBKuT4WrNRDKoXBwFO5OaJwq03ogbsNGf19nQkp3C7ncCeFprnuW9ZZnZA53L7oUa7zL7WH2+FnoCvcy8pSzoKbVIQ+n3NhptweblHWASrcVbLd7ePuk8PAtBlVQJTTwy33fpsL4/g53NWpkWTnE9nDXeI81zDroV60sxtu+zCTEIX7yoDCXVLBfSY4Egzww9um21IePB+4qT0kLjRN//puPG82tPWWzOGW573LFhD9fa1mDnfVPdwyFqylWpDKDpUEtNGsjXKV5th2whKEvcge7i32cJOKkP7tWg2YawYLbtdJnett3VLOxUBV3PHYKnoDDxftncGR5eGYEOsp5TH9VA1l/bQ5Fiy6h1vNm6SlnOQgylIuC8gqcgHWQgV3VQq353lqBvfR/fPq/Sm94NYVbs1SPq1W6nDyNDe1h8T1cAdC03bhpqw4CluNmuol1kPMXNnK5T5Qr5VrK1brgIQebtdrgU5voM6xJT2lvMRQSaEXM5rV9fSW9DncTl4WgH9NzzbqWBq1UdBSTipDVOaFVkNdAKUp3LqlnKFplSF28mc8blntwNp++Kb1cNu86aallFPhJnnoRiTtlrVwi2K9PRkF9/nNrmpLunTfvH8P6ZXznhw7O65w17W+zWm83D3Pw2kq3JF0YlLKd/tYMHHE7J1tqukgur3Y1fQOZettjpcVLls/ugmvW1Z7md72s3euWYqjIA55RoVb7epqXeTmvejFhKaVonD3tB5uWspJ1aiE8pHFCCjvZrRBS/lEoAruy/Y5C/WQm+5YD7cDS1lUr63+/1UkSpOdjZ60qy9S5ZyqYtTcpCjc0r99eGkWc60GWpqK45pef6Be/8qLFtTXgwX37iue0ljZ6qr3f3H0bOem9pBAD7cemqZtEO3GTVk1g3vOX+vpM5m7jvqK4xLKAbduyqj7tdAsKXtD7tF7Zhpo1GuB4r9sW3mcy7DpWGlOU7hdblZ31Px3rYebCjepCj+hvKG+VobVA/CLfYC771Vy+yMXAADPumzZD4GyfBOUemRc4ZbvO5jDHR4LVuIoELK70BdmAUt5vTrFQtSTA3tmAFRXcEv/9mX7hwWvXHdlBAM9emEb3b6HmWZdzQAH/GwIYDqv95MjO/m+hZZSdripPcRkLNhuDNvzFe6W+lqtVnPmahP0oieMy+CsOGUVKG8t4CeUD99zfU1SlgNI6KkMkrjwMlcKd8r8b6cKt/Rw+ynla+3exDlYWHBPCWIFnJ8ZV7hdj0wIzOFmwV0Jm50e7j21DmBoKVeKnSOFO66Hy+b9rxvTu9VU6v1k3WzJ5KNfDwFLubZ4KXuUkFjKLz8wLHTPVlRwP3JhqDBftn9Y8JbZwy0jwa44sBBwz+gK9y6snVKRGdwXL85itjX8PPiMHdKOsZR3drulfHS/WNTcjIA+LtOVwh29AQ64tRUrC3VEwV1W26Q/g1tS4f1jmRSF2+VotuHfG5NSXnPnbhD0zR75DDxvfKRm1bDgnhKiFG6XyZE6AUs5R5ZUwr2n1jHwgIv2zuDipTnNUu6qhzs8FsR+D1dcaBrHgpG86GpEK0LhBsrv45YF9BUHhwX3ufXqergBX2lvOdq0i0IKbj0wDQguKnejWpmGBKZdvDinwlD5jB0ytQp3hKUccH+9JvVwu3RTJhX6ZSnc8p5LKnytVgsEp5VJL8ba73pd1I2bw13C6EalcDcbmGs1VFjgpNnKWXBPCVE93GUFAdFSXj33nR6q208Yzc9tNdy4G/zd1eDXXWzu+JbycK+SzBzdfYsp4ha9R1vfqdftimUX3GJXvGIUFlaVpVwWL0sh22QZC8pjo4Tyq0IFtyZwT2UPt4wEu3hpFnMjhZvP2CGB0DS9h1u7fj1v96ncemiajhSAri3lkUqzgw13QY0HjejhLmuNK5tc8y1f0FIOoJI3wPoxCrcverh6XfkconvHXV5nUnDLOT6ps7hZcE8JkQp3CemBQDg0jYuBKrjv1HDB+oSLhwW3PJxs91/2Y/p4XPRwx4WlSHHUp6WcZKSr9b/VtGpOX0SUbSlXBXfFlvLV0XHIYsaVSyYKGQkmKr/Q0EPTdlnhZIJvKZ/D3Gixz2fskEBoWq8Pz/PQH3hjauduU7nDaqtQqaXcYdElm/xRhX5Zbjdp45C2DgCVKdzdmJ52tS5y3sMdNxashJTy0Xs+qbO4WXBPCRujHu6FmQiF2/FCRe/hZqBLNYwr3G7SO9OSKm2+nISDjD1Y6tUlSpOdjVjKw4vGWq1W2v0yjPQHSrF5frNTycxpmWsqixlJKS9DwXng7LB//KqDQYV72seC+ZbyWVVwt/mMBRB8Hwbe8LqNKjZ3W9ie6uEOW8qbbi3lSeO5XBZd3ZjWMsDf+Hd9z/YtzVob0mhdUkaopDAYeCrLIratz/Uc7pixYC43tjohhXtSZ3Gz4J4SNlXBPd7D7fqBs0lLeeX4BfdwwdpyNDordpfTwc1e7WyPpWIypZzko2PQD1hGz7I6nt5ALeYkNK0/8CrZufct5cPFzGxJoWnBkWC0lOsohXtpVi32ORZsSFhZbPcGkefqbjtv1mIs5a4dKZ3RZmVkSvnoOnVRdKlU7nqEwt0oZ5NU1rVzuqW8AoU70BIVI0S4Whf1VA939HqsDEv57CjHYlJncbPgnhI2R7ueC7PlFtye5yWGpnV6A2x1uEBwSa8/wANnhgvWJ14cVLg7jkLTxhIyRytjm8pcN0bhdjXyjOx+4nIBgGrGzenuoAN7ZtQi+uxGu7RjEKTgVpbykWLmekH56IVt9AYeZpt1HFmaC3yvVqs5aVfZKUgP9+ElWsrDhJX+drcfWWzuto1ZFZoWLrhF7XUcmlb+HO7R60Yo62X1cEcr3OX3cOvncpzL0LnCHds7Xp7CPamzuFlwTwliKd8TMRbM5QNnuzsIWP3Ci4FXv/8reOlvfT7Qb0Xs8vD5LXT6A8y1/Bm2TQcKt/TIAeMFd83BDndcGqdv/aW1kmQjzlIOVDNuTtSq+VYDzUa90lncohYsldzDvdYevu7+hZnASDDBxcjBnYDneSFLuYSm8b4HAJ1+cE0Rq3DvsrdrfXSdjqWUO94gk8IyqvB1WXTFjQcFfNXbeQ93SGEFfKW/VIW7rxfc0SnlrtT+Xpyl3PE4MmB8w0OCPSV3ZFJgwT0lSGiabikvI8xgPTQHT58R2u0P8N3HVnFytV1Z8u40IHbyx1+0V33mLQcBKvppNDaL0UEPdzcmFdO3y0/ZCpwUJkmlcZXsn4QUm7J4loK77OA0z/Nt7OOhaW7fD79Hc3xBDZQzdmYSWW/3sDV6nl68OKcW+9y8HjKmcPcGSgnTlcjdtjErU2HCc7hdb5CpHu7SQ9OSlPWSeriVpXw8NK3MFqQkhdv1GOC4lPJGCZsendE9T/Vwzw/PfSrcpBLkJqwnV7re8QL8Ql/Qd983NSu5Pv+W2EX1b4/s5IAeoGJ/TBcQ38Nt84EbN4e7rIcs2X3oKeVhmvXyWxVkxI8EIB0cFdznSy64t7sDtRkhCvdMaQV3/EIecDMBYSdwcqRuL842MT/T0Czlu6uAzMt4D3dfnUuzzboT19UksBY3h7uklPKZZoQLxaG400vYkPOTucuylEco3CVaysWxWK9hzA3k2l7v5/fEhbU5eVkACQo3C25SBVvdcYW7jDADfQY3EAx00YvxskcnTBNqJNghP3BIFQ8Wdx31h1qcpdzqHO6Y4qgKJZLsDuLaFIDypjroiKVc1Kr9FSncYidv1GtqtGRZKbzKqhpbcJcz3nLS0APTAHAOd4jxHu6B2mCeadb9sai77DGxPnLFhMeCuU4pbydcpw2HM6CN5nA7L7iDY6kAdzk5SShbd9R74fg+GdfDLaeDy/tzbA83Q9NIFUjhW/ZYsI0xhdtfDOjFOIsjd9wbGgkG6HYne599UsHtIqCvG/NwKSsohew+kmbJukr2T8If8TNcQBysqId7RUsol/nkZfVwd2N6A4XGlPZwn16T/u1hkBwV7iBha73ew91q1HdtK8J6aJNOcG8pT9+sdBOaFp+OXlbQpVxzkSnlFYSmRd0rXa/3y5xQEybsMDi0ONyEvOfUeiUjNONgwT0liJq8R1e4S1AGJGVXjSwJWMr9YpyWcjd4nod7T40X3C5GHAX7h6JtRTZPtfg53PWx4yHEhE6SpbyS0LRRD/dssIe77IJ7NTSDG9DmcLu2lKco3C7cMzsBFZgmCjfHggWIspTrGQ0NB21OVeN5np9SHrKUN0uzlJcbmiZiTRVFpqAU7ta4wl1mD7e8Vrjo1b/m6nxX67F6eD1WXkq51BkvfPxBzDTrePDsJu48sebsdbPCgntKUAr3rK5wu+91lde9aO9wUaAr3IEebircTji30cHKVhe1GnCVNsO26eBhoJ9H4fu9iweub/+NvsF3d9FCipRDksJdxViwcD9mVaFpYs1b1grusnoU03q4y2iNmkTEdbBv9JnMjtS1Ni3lAGIs5T1/Q62KFhHXDFX84b8nPBZMeqtdOXSSQ9OGv9q+d3qelxiqqHKKHBe9cq7plvIZxxb+KOT9LbslajDwlMMozt3odg530NK/d7aJH/qeQwCAT3/7hLPXzQoL7ikhSuEuI1BCLOWyUGz3BsriEVS4WXC74L7Tw/7tx+2bx/yMHuhh33atjwQT26lQd6BCxVrK1XnNc4pkI6mHW+6XZW4OjoWm7a0mNM23lGsKd6OcBaVc562IMCZgeseCySJTbKwcCxZkXOEeBGzPLtqcqmZDmwqjj4AF3PcUd3rx7iBX77X+97Uie7jLCVDdVgVftaFpcn4nKdwuznddSBlzN5ZwnYV7uAHgFU8/AgC47tuPOXvdrLDgnhJkDreucJfRWyEPAFkoAn6/hd7DXaZNc5q4L6J/G3Bjj42bwa1/zW5KeUxoWgVp0mR3kGgpr+C8GgtNW6jKUj48Dhm3AugL+HIs5VFBQEA5C7pJRPUtSsHNsWABRHUUlVNPKZ9p+gW3i1aE7zy6gtf87ldx0/1nrf/dSSg7+WxzLKXataU8aaSiq7WmXkgnKdzOU8pVD3dUaFoFCnfZBbee3xOew11C62pUSvyPPPUwWo0a7j65rtbBVcOCewro9f35kwtaqEMZNyOxjYvCDfi28oDCTTXSCfdF9G8DbvqL4lIqATcqVDd2LNjuswqScjCzlFcZmjZszTm70S7tGABf4dYt5eXN4U5LKR/+Om093GEbK0PTgsjGg7hD2r1BoCh0KTj879sfw60Pnscnbn3Y+t+dhGzQ7ZltjH2vNEt5RA+3q80NvZhNciW57+GOGAtWQWiarKPDRS+gJ8W76KOPn/9dlcK9PN/Ci55wEQDgugmxlbPgngI2tZ6uBe1GXMaFIAvG5fmWuunKgiCgcNNS7gR/BveewNddjM6KS6kE3JxrKiwl9HpVpEmT3YHq8YxYNCpLeQUKt+rhHjmFtruDwIala1YjLOVq0oHjwMuk+b6Am0DGnUC4b3GWY8ECyCJcgv7a3b62eVNz1lcM+K0gJ1a2rf/dSWx1x6fRCK4t5XIfKFXh1v4tSX3LrjdJk8aCVdLDHeEGctlC2u/HF9wuR8IJ4TncgtjKPz0htnIW3FPA5qiwbdZrgUCLZglK4KZmcVIpqhEKN9VIN0gP9xPDlvK67L7atJTHJ2S6UKHi+m2pcJO8qB7PiHNYzrMyRxiGU8r3zDRUoXt2vTxbuYSmBVLKy+rhFidLnKXcoXIzyYxZykXhpqUcgP/+BBRuLfG+4VDhlrDDx1a2rP/dScjaSh9PJbguADuJoWlurlHZVK/VotcdZbUBiYg0q73vs1Uo3Akp5S4dHfozMX4krLv3IUrhBoAffdph1GvAtx9ZxfFzm85e3xQW3FOABJctzDQCYVZlpAeua/O/wwuCQEo51UjrbHf7OH5+eJN5wsVhS7l9hVs+wihLuYs+Hjlnwr1bqjBiDzfJiFjykizlZZ5XvqV8WDTUajU1i/v8ZnkF90rEWLCZsnq40yzloy+XaSk/tbqNG0vuzw0TVnWkh5uW8iFK4R65MvQ53DONuh+u6eC82VAF93apc4C3OlJwJ9irnfdwlzeSqpug6Oqv67yHO1HhLu/zT8rRcTkuNTEw1/FnMBh46twLK9wH987ihVcdBDAZtnIW3FOAKNx7QmMiylACRcXeO9sY6zHTC+4ydwGnhZOr2/A8YL7VUIt0wUVR2ktQuGsOerh7g2jliwo3yYuyRUb2IZaTeKuzFkopB/zgtDJHg6nQNO04SpvDnWIpr2Ke8j//42/gtf/9Rnzz+IXSXjMMLeXJjCvcfWWndj2HWzbKNjt9pXaXwfbo3zzXjOjhdlwAdpXKOP7avrpq9zXjglOFMlycgH+u6Rsdora2S1zbJk3ZcLkuSmon9K8z6y8LILjhG5Uf8HdHtvIv3H3KzQFkgAX3FCBFrz4WCignPVAePAszTbUgkDmh+ggLFkf2kU2M+ZCzAXCToNmPKYABN3M4Y1PKHaj3ZDpImiVbRTZAODQN8Pu5N9vlFVbJoWmue7jjF5FANWPBxCp807HqVG4/NC1oKQ/Pn55GPM9XvZTCrc/hbtadKm/r2rVZZh+3bymPun+5daQkK9zDX22vNX2XW4zCXcLoW8B/3/XQtCp6uBMLX4eO1qTAXLX2c1Rn6BsasxGbPZcfWADgbxpXCQvuKUCU5PBcxnIUbl9dV5a33rjCTUu5fRJHHDkoHuQ8inJ3+cFGNi3lcSnlI+sULeUkI2oBF2XJq8AiKOFLezV3kq/alHfPjOrhnilpQel/JtHLFdlLLHMsmLi0vvXwSmmvOXYMonC3xFLuF1TTNiItjL4IV6FpmqW81ag5TW1eH10vwNBWXhbthB5u15byxJRyR/3D/mZcssLt8h7leZ6WpzCucJfp3kxS/F2u95N6xxsOrexA8P2N+ndX8TnEwYJ7CtB7uHX81EJ3J6Ko2HtmG2rXVXYDN7TQtEm4GHYbcUESgB54ZO8mOEhQuEVNsGspHz1cxuaNjv5tVLhJRtQCLiqlvIR+wO1uX6mn292+2jTbq1m5y+pL1IlKKVeKmeN7tyqS4izldfubeWlIGvTtj1RXcMeNBQP4PNULbt1SHujhdngdbQQU7vKC02QjaD6i4HZvKU9IKXcWmpYcqFjGvbLb99SEhMBYsJJCJXUmWeF25aTVW2vCTk6gGqdBHCy4p4C4Hm6XqYWCFNV7ZrXQNEkp1x5KtJTbJ8mK6eImlDgWzIEK1YtRuF2OvyC7G5M53C43ct7wh7fiB9/9eRw7s6Hs5ACwV3Mn+Wnp5Zzfg4Gn+lCXK0wpj7L5A9VYyuUZ9uDZTaxsdlN+2g1+32jQUg6wj1vfcBB3yHAOt9bD7bTg9q/dMhVu2QiaTUgpd20pj0wpd9QvL/ficHCq4DIoTNCnAkT1cJeqcJuEfjrt4S5vJJyQJCzpXy+zlz4OFtxTQKzCXcLun+z07tFSymVnfrPrP5Q4h9s+Sf2oTQcBUIm7nC4s5TEPW/m3DXeeWXQTc/xrJt5S7jKl/N6Ta+j2PXzxrlMBO3ldu6bKVrjX2j2l4CzNR4WmlTOHe1LGgg0GXmDxVpXKHQ5Na9RrahNk2keDyXsz06wH1h36hppS/CyfN57nYV1z701KD7fzlHKtPz6Mq375XspmnPo3O7xX6pkJ+nG43uCIQt6PSNHDkcsASFO43T6v/GkN45tMQHkbwyaw4J4C4nq4Xcf1A/5O78KMZinvjSvcXaqR1ukkqHWS+OtC4a5H2HpqDhbFKpEztBDXb/o8rUgWkq6ZMhJvN0cL5q89cD4yobys49ARO/lcqx6yTJbbwx1nKS97LFhYKfnmwxdKed2449A/E44GG9JR701dbUi0e30tSbvuLDl7s9OHfiqWqXDL5548h9uRpdygf9h2sRc3GlQoQ1SKszRXo3DHW+xdvhdGKeWO7s/6tR7FbEnTNExgwT0FxKWUu1649foDtSjYq4emRfRwT8LFsNtIstoohdtFD3fSHE6Lp5ofmhZSuLX/Z1I5yUJcm8Lwa+5TymWO7s0PnMPaKHhpb8w4x35J98yViP5toMwe7mQVq+yxYFshu/btFQWnhXu4AY4GE/TNCLFXB+dw15wpb+uhMWClKtyj4i95LJjb0LSowseZpTzF/eIHhbm7R21HXIdAtSnlUUqzbu227fzrD+I3W1wLe+2Ugrus55QJLLinAGXrng2NBXNkqVKvq6WQL8z6Dz41h1tXuCfgYthtJO04Nx3YbEx6uG0+cHsxN3n94evS/kt2H0mWcte9033Nqnx6rY3vPLoKIBiYBlSgcEcklAP+defaMpmUHA/47pmy3CzhYrYKS/kwGTmYUg74ave0F9zRCvcgcg6364L7sVJD04af+/xM/Iahq8IjKTPGtzPbfc1eakq5+x5uuQ7DrgLXIXVR9BIUf5fOvyQru2tLuWkPd5mfQxwsuKeAzY4/C1tH7f45OhHldVuNGmabwZRyz/MCCjdD0+yTFADlYrdbdjkjd1cdbO7EJZTqN32eVyQLSdeM6/tlWDn93J2nAARncA+Po9zQtNWIGdxAeQqObymP6+Ee/lqWpVw+p5lmHbUa8MiFLZxZb5fy2kJv4KlFc8BSrp6x072B3Y6zlGvnkiubs2QvLI02yla3e4EQNZdsJ4wFc71hKO955L3TwYY74G+6x87hLmFzMmokGFCNpTypl1rPAbFd/PYTrOyuMzbCWRZh9F76qjN9WHBPARuqh7vc0DS/f3v44JnTFO52bxDYZSszWGJakDEdkaFpDgKgknq4XfTLxfVv6Q8bl/ZfsvvoJCX7O7YnbnaCi/KvPXAOALA4G61wlxWatroVLCCEspSDJOUMcDvuJgopavYvtPD4i/YAKF/l1vvI9YWmCghjaBqA4TkqGxKxoWmWzxtZ9xxemlPXbll93KqHuwJLeWf0nidtVlY1h7vv8B7lt3YE3/MqLOXdpJYohwW32Tgyqy+pSFO49fOxapWbBfcUsCmFb9xYMFeW8pFlXHoQVQ93r6+C3AQWRj4nV7fx0v/4efy3L95X6O9p9+NvRC7soGqXM6qH20Fwhtzkww/4er3mZAwZ2f0kWvIcWwS3O8FrUc7vcGhao+FWaQ+zkqZwlzSHO66HuypL+VyrgWdetg9A+X3cumU8quCedoU7YClv+ZZyvWXEVW+pjNDbO9fEJfvmAJTXx73dHW8zEFxbyjsJPdyuErKTHEmAX+y5HOWo+uZjFO4yx1EluQz1Ytj252Cy9qsqpVw/H6sW9lhwTwFS3I6NBXM8r1hPKAcQsJSHLVZV7zxNEjcfO4cHzm7i098+Uejv6SZYvFzYy/pqlzPKVjT81VbB7Xleon1KFUcsuEkGEkfpqfulI4V7NCZxvtWAbhIJh6b5Cnc5i4eJ6eGOUbEaJY8Fk2J2vtXAMx63DAD4VslJ5W1N1dGTkedUcTntCrf//uiW8k5P7+Ee/qzt80bWNntnmziyPA+gvD7uqizlw0yBaGs14C40zW8ri1G4Ha9xgSSFu/xxVHFBskCo4La83jZRuF3dnzMp3BVnRbHgngJix4I53nlSVvbZoKW83R2MKdxV7zy55rGVLeOHjSxwi1pXk3Z/dVuqrYdgYkKm5R5ufYMmyT7l0kpGdh9JlnIVVuYs82J4Tzy4dwZPPryovj4emlZND3c4pby8sWDJlnLZ3yurP0+S5GdbDTzrqBTcJVvKu9F9i+FJINNKR08pb46nlOuWclehaXtnm7hkqWyF298MCuPS4twbeGoU2mxj/LWdKdwpPdxl3Cvjeojl/8tc2yb1Ujdq7hRu5QxLtJRX08PdqPsTCaqehjR1BffNx87hf9/+WNWHUSobnaDSLLhOcJSdXklHDyjcoX7F3Wwp//xdp3D1tZ/Df/rsXUY/Lz2TRRf2Sq2LmF+rBxDZslvJeVRGD7e+GRGZwl6ClYzsPpQrJGGUnivXxJbmRPq+Kw+or4dD08pQbXTiLOWiKAw8t8eSZil3vXEcxh+9VMfTLllGvQacWmvj5Gp5459ETQwrmbSUD9EX4Urh1nu4m+4L7j2zTRxZHhbcj5V0biQr3KNnogOVT7epRymNrmzF6Snlw697nsOCL2b2eVktNzppoocszWznkCQr3MNf3YWmJSvcgH9+lGnvj2KqCm7P8/CLf3gL3vix23B6rdxU0SrZbAeVZkE2wdwp3KMHTzg0rdcPjAQDdrel/O4TawCAWx88b/TzvsJd7D1RVpvIACj7o7OSLN4N9eBzoHBH7ObKjjd7uEkW1Ki5iHO4pXqnXYWmyUifJp5/5X719XBoWhnJuzqrkro8HzyOYBiNu4VMkk0S8Avusi71LfU5NTA/08ATL94LALjjsdVyDgDxs2fl/6dd4Q5YyjWbvf9MrDkbi6pbyi9ZrqaHO9xPDGgFoIMLpZ1WcDt6r1N7uLV7hrt09miFdaYChVueTY2U9hvbOoRRSnlFc7iB8txYaUxVwb3W7uH8ZheeB6yNipppoHqFe7hQ82eEDsYSeau+EFwiY2QePm/WxyUWzqIL+0R7rHZDtvXeqx7uiJu97KzaOtf09yZR4d7F51VZXH/HSfziH96C8xudqg/FOcq+HLlodGtPlPvEQquBF1ylK9zVppSnhaYBbheVaYvqsseCbYu6PHqeHdwzC8DfmCiDOEv57AQq3J7n4d/9xXfw25+9u7TXDM7hHr4nA8+/xlqNurNCQMaC7dUV7rIK7hjnA+DWUi7vd1Oz7+q4CqjrxowGFVwmcwtxBZ//fnultbuoINmY98PfrC1T4XZrKU/r4da/V3Xr6lQV3KdWfVV7WpQvz/M0q2JYKRn+6jqlPMpSHu7h3s2Fkbz/j61sGxXRsnArqvonza/VH0S23AVJdqaGZRVKv8HXIizsZRclu5k/+MoxfOY7J3H9aC70bqaTEDTYdKxwb402IednGrhkeR5HDwwDl/YtzAR+rux+tLgebn2jy6Vt0jSJuLSxYJrCDfgbymXNWgbik3nVM3aCQtPuPrmOD331AfzO5+4prfCICk0DfLu32x7u0XSWuSYuGYWmnSg7NC0isdmlpTy1j9aRstpT94YYRVcfEeqovSzOxq8XgGUVevJvjCp89a/bV7jje7jdz+FOTikHdHs/x4KVxqk1f5dxN1uYdTr9gSpOFmaDJ6RSbBy9F0rhHpvDPd7DXeXn8dV7z+Ctf/pNnFl302Ygu+r9gYcTBr1cssAtuhBIWqjWajXfImuth3t0s0/o4bYXmhZ/gwfcj3CaJkSxOevo+pgkugkLOP96cRuaJoXcu37qmfhnL3sivk+zlwMVzOGOSSnX7yEur7NuQmuMHAdQxViw4fGIA2G9TIU7JhFaDyadFKSVauCVV3i0A6FpWsG9rRXcrhTu9vB60Xu4z292ndv8Pc9Ta42yLeVpKqMrcUf+LXHtJrryXbbCPRNouSnn5iT/xrQNCFcKd1I6uqv3P5vCXe1GpNOC+9prr8X3fd/3YXFxERdffDFe/epX4667gsFR29vbeOMb34iDBw9i7969eM1rXoOTJ086OR69b3talC+9V3qhFbaUl5NSvjBWcA/UcS2NFitVhaZ94a5T+NkPfg1/csvD+LSjMD1dzTexldtKKe+k9LbY3vWTjzDJUmar4O6lJBdT4baHnL/nNne/pTxutjvgfoNSjW8c3Sdf9MSL8Ja/8+SxBF7X1vYwcZZywK1NVUhbVJc9FmwrpGiJg2u9VIU7JaV8ghTu2x7ys0tczYAOo78/tVpNLbhlRvZMs+ZsXJE4+/bONrA011StfK77uDv9gUoKn5tJtpTbdhqkBVe5su/3DNtNAHdFr7/5FR2aBpR33su/MWo0K+Cvi2y33ySmoztei6W5KwD/s+jsZoX7i1/8It74xjfixhtvxGc/+1l0u138nb/zd7CxsaF+5pd/+Zfxl3/5l/jEJz6BL37xi3j00UfxUz/1U06ORy+4pyW9WJTk2WZ9bOHm2uoRl1Le7vkK9/LCcBHXqUCJ/Mq9Z/CLf3ir2nV31YO31c1YcI8WuEUfEJ0Uu5XtJG9lK4p4PXnwWevhTngt/eu7Of2+LKQQnIoe7qTZ9Y7UAUFPKU+izM2kdq+v+oHDlnJAW8hU2cNd8liw7VAq8d7Z4ftSZsG9HTP7V2/bmhRu08JCy0oJDqteakSTdn27akVYU6FpLdRqtdL6uPW+/SRLuedgqkCarbeq0LRareb8frkdk6dQxTgqc4XbTVp8pNiiOZBc3KONFO4SnlMmNNN/JD/XXXdd4P8/9KEP4eKLL8att96KH/zBH8TKygp+//d/Hx/72Mfwspe9DADwwQ9+EE996lNx44034vu///vH/s52u4122y+cV1fNk0FPTYjCffzcJv7stofxCz/w+LHkcNtshmZh67geLyPBaGoOtxaaJovLffMzOI6t0nu4b33wHP6fD9+Cdm+AmUYdnf7AWQ/elqZwHz+3mfrzUvgXt5Qnq8C21SmT4Axb99u0sJSyVcDdjFzH5zZ2f9Bk0iaV6zYF2Zibn0l+JpSZUi4jCmu18fA2QFcOHBbchpbysp7p6nNSBffw13J7uGMU7gmzlJ/b6OD+M77AUp7CHSwAZ5sNrMH/fFqNuhbkZfe1w0LDJctzuP/0Bk6suu3jliC9ei2uJUabTDLwkNDympm0osd9aFp0gQkM75e9gedsozRuLBgw/Bz6A69Ehdush9u2S8tkQg0wLLpj9gJyY9TD3Sx/RFsUpfZwr6ysAAAOHBgmsN56663odru45ppr1M885SlPweWXX44bbrgh8u+49tprsby8rP47evSo8euf0vpnXdkCTfgP192J9/7NPfjgV445f63NBNXEdVz/eiilPKqHe99I4S5TifQ8D//mz7+NrW4fL33yIbz+xVcCwFiQmy22slrKlcJd7D1JUuv0r9seCxbVw217UZw2f9N2f/o0oxTuCi3lG+0e/usX7sX9p9edvk7SzGfXSonq4Y5YuOm01Eap+3Nb2lv2zjbVollnpuFewTG1lJe1t9YO9cnuHT3f1sosuEXhDp0rkzYW7OuanRwoseDuRivcQqCH27LqJn3iiyPnw5GlYXBaWQr3XKsRGSTqcqqAaWiadUu5crql24mrsDSXrawmFb6Afq+0/Tmkiy368dnEROGenbaxYIPBAG9+85vx4he/GE9/+tMBACdOnMDMzAz27dsX+NnDhw/jxIkTkX/P2972NqysrKj/jh8/bnwMusJd5UL81geGD6FbDOcyF2GzHT0SDChvAblnJmgp7w08pZxIEE+Z4VY33HcWd55Yw8JMA//5p5+jUoCdKdwBS3mywt3u9dWOXeE53P3kG1HT8mJZFdyRsxiHv1oLTUuxlLvaybVFf+Dh//nwLbj203dUfSiJ9AeeOh/PVWgp/+tvPYZ3X3cX/uNn7kr/4Zz0B54q2qIWcLavlzBbMeMbw7juJdeJSygXlHLg6D3xPM94LFhZlvKwwl1tSnm0wl1VD/enb38MtzxwTv3/raE1TlmFh7yOvD/hcLmZQEq53WOKUrgB9z3c4WyBMC6nCqQVPa56h9XGe4rCDbicwx2flTPj+P4YRin+KXPJbb8XSe2EQYXb/mdg1MPdHB7DrraU67zxjW/Et7/9bXz5y18u9PfMzs5idnY2158NFtzVLMQfW9lSSdVff+gCPM+L3I20RTi4TMd1mEF4Drf+IJDF+7IquMu7EP5g5Cz4v593GZYXWurBOAkK95rWR94feIXOjyS1Tv+6rc2OfoISZXtn1X/Qxqj3jmfMF+W+0+v4mztO4gt31fD/vfwpkerhJLCpTROosuCWe+Z9DhVu/R4UPdvdbZtCOKU8jjJ7uJMC0wD3YTTDe+Dw93H3MVd21ThUz+boeVZNSnl0GrXfw13+wvKxlS38k4/dhtlmHX/71pfh0OJsIDANKFPhHr4/vsIdCrTSQ9MsHpLneVgf3TP3js6L/XuGG/rnN9225Gx3kx0y0s/cG3jWBY52StuHa0t51OhTobQe7oj3faaElhudftpYMDWezc3nEKlw1xwr3P34DQ+h7M8hjlIU7je96U34q7/6K3z+85/HZZddpr5+5MgRdDodXLhwIfDzJ0+exJEjR6wfxyRYyr/+0AX1+5WtLo5p/U0u2ExQTdwX3KJwDx88+gVxdrR431dywX3szIaaJ/yzL7oSgL8Z4Sr0Rle4T6wmz+IWRUkosrhPmikM2A8WS7IV1S3bPuWY0xRuFyNQbCDFa2/gqWthEtE3i1a2upWF0Mn79dC5TWdKZrDgjhqr4/Z+KfeJdIW7xB7ubXEiRe/Nu04p1wsDUSnC2L63pBGncJebUh7dtyiL/nYFCvfptTY8b1js/48v349ef4BvHh+2EUrRU9ZxjSncESObXAR5bXb6aoNIWg1kEsvadjkFd1jN13F1vXZikroF/722+rKp40H113a15k9SuF07gML4UzbKDU1LSinXv+QioFm115iklO9mS7nneXjTm96EP//zP8fnPvc5XHXVVYHvP+95z0Or1cL111+vvnbXXXfhoYcewtVXX231WLa7/UAKdRn9b1GEe5r0AtwFZ9eHC9X9I9u0TlNdfG7ei41O0FpVq9XURXF+TOEuZ7X0oa8cg+cBL3vKxXj8ob3D45sRhdvNgklXzvsDL7GXK5yUXuQhkTRTGPBvjrZuQkk93LZ3uLsJN3hADwSczB7uC1o/9EmD2exVEXZ9XNiqJjhN3q/t7iDgVLJJoLiLHAvm2lJumFLuuPDXWUmxlLvu4dYnKMQGJDrqS4xjPKW8goI7ZpGpB5OWjf7v/8MbHsQN95/FVrePpbkmrji4AKC8lPJwj3vY6txq1p1k2Iirr17zN2QWR9dOeDPdNtuj9zYqoVxoObpeOyluOmdjwQbJogLgXuFOCu2S96Os876XMhbMVTJ/Yg+3th60/bpAeuskMCWhaW984xvxR3/0R/jYxz6GxcVFnDhxAidOnMDW1tBWu7y8jJ//+Z/HW97yFnz+85/Hrbfeite//vW4+uqrIxPKi3A6tEirylJ+26jAPrw0tMV//bjbPm5ZnB5aHLfh17VdR9uqked5Y5ZywF+kiGIloWll7ACubHXxiVsfBgD8/Ev8zZ8F1YPnZvdddp7lYZdkKw8/lIuM7Eq7EclNyHpoWqTCPfzVnqXccOTZhPZw6/bCSS64N0KbUFXZyvX368Gz6Un/eZB7UL0WfQ7bDhkMI5sbcT2YQpmjZlYNLeXOCm5tgRR3rcva0sViLoqwdXdvJT3c0rc4OWPB9OfnZqePX/mz2wEAz7l8vzqny57DLQVPtMI9/L3NQmxNW/NIK5i4Q9Yctxxsd6PbDHRaltvIhHaKuu7KTen3LCco3I4DVJPed1fvdxxqAyI2pdxNW5Tq4a4gNK0dMyJRZ3YaFO7f/d3fxcrKCl760pfikksuUf99/OMfVz/z27/923jlK1+J17zmNfjBH/xBHDlyBJ/85CetH8upteCitgpLeac3wO2PDC1W//jqKwG4V7jl333x0njB3XR4IbR7A2UfChbcwRO/zB7uP/nacWx2+njy4UW86AkH1df3zrpTuD3PUxbEqy7aAyA5OG01ZDvrF1G4R32VcbvOtucK95TqHH/TtRaalhYOMuE93OcDCrcbxdYGWyGFu7qC23/dB8+6acNJC+dqOl64+Zby5GiVMnu4ozZNdWQzr+PoedrVphHEZVnUSraUhxfY0qu73u6VFtymVLWxHu7qFG45V2Qj4pELw43l516+3z9PyprD3Q++P2M93HpKuQOFe692vYg7JPxst812Smga4NBSLu933PPYVTq23LNjFF3AffZGosJd8nmfpDQPvz781ba1W639IjY+arUa5Nbtsoc7UeEueeMjDueW8qj/fvZnf1b9zNzcHN7//vfj3Llz2NjYwCc/+UlH/dvVK9x3PLaKTm+AfQst/F/PeRwA4M4Ta86szICv7F+8ODf2PT2oyfYFeGGkSDXqtUCIR/hhICnlA8/9AvL6O08CAP7R1VcEFm+ywN1wEJrW6Q/Uv+tJhxcBpCncwXOhiMKtCog4hbthd7GsAjtibroAYKtW6SXsqALaWLCKdzTjuKApticmWOEOW8rPT0TB7UrhTt6gajrqfxOS8jZ0ypwxnzRWEtAWMo4WlH6PZvxSxdV4pzjClnLZjOj2vdKso6pfN3Rvl/9vV6Bwi6X8JU+6CN9zeK/6+vOu2F/6eCSleonCrW1MiINFbcpaPG8kOC+q4C5L4U4aKyg5CLYLbt/CHxeaNvzVvqVcQtOq7OGOV/dnHDuAwvjjUlOECEdzuGOt7A7v0e2Ye6FO2RsfcZQ2Fqxqwn1/VSzEpX/7OUf34dJ98ziyNIf+wMO3Hl5x9pqy0XBxhKXcpcItKu4ly3OB3bZwf9G+eb+33PVN6fi5YaH7tEuWAl+XUDcXlsDtjv9vetLFw0VIYsEd2gUv8pDomCp2tkPTIpQo2zfc9AdLecFSedAL11MTXXCHLOUVzeK+sKFZys+5tZTHbVA1HY/j2prAlPK0vnL3oWnJrSNAdWPBVMGtORLKspXHqWpVjgWTf/viXBNv/OEnAgBqNeBZR5fVgrddkvI+rnD717Scs/LosNmKsB7hCJEU+81O3+kaJ7wRFIUowbaVvrQebhcBdYBfQCVtyLlPKY/vnZ84hVuUZlcKd8zrupwk0U4ZSQdMSWjaJDFmKa9gIf714xcADHuaAOC5V+wbft2hrTzJUl53GNcvReVl++cDXw/3uSwv+L2BLh9Gvf5AKYlHQ8e0oI0Fs90HuNkdPoCb9ZqZpTzUw13kc+mkjOqwvVgeJNzsbS+KlfIVsxB33W9blJ3Swx1WuM+tl19wd3oD1RsJAA85spT7i7eYXADXc7gNU8qbjmapRrEpqlmMzX3GkWImKNdBwmKqqrFg8ixr1GvqMysrOC1tDne375XeTrOu2alf+cxL8Qs/cBXe/uNPw+JcS20MlK1wzzSGr6tvTMjz0MV5s65tOgj6712OjsuSUm5bcEqbw+3Cvg+kp3ID7luBkvrX5bjKOu/Tprc0HbXa9ftphb5dh6NOJ8HSL8xMQ2jaJBEOTauit1MK6+dcvm/469H9o6+7CU7r9AZqYR9lKS9D4b5s/0Lg6+GxEXoYj8vi6LGVbfQHHmaadVy0N7j5oCsUW5ateLpqJe9FFoW7yEJWzeGOsVv5iaWWVOeEXU7bixv/tXamwq2nlJ+Y4B7usYK7AoX7wlbwNV0p3P7iLVnhdvHs6PYH6jpMsoQCegCR+8WDqcLtroc7PYW4zLFgg4FvG9c/p7KTyuMW+fqGdtnBabq626jX8G9+/GkqnHS28h5uTeEe/d5lD7e+pmg26ur6cdnHbaRwN90UgEl9zIC7TbGeScuJ4zyXpLFgZSvcSeO5APfW/tjNavn8XVjKDRTumZI3PuKYmoI7bCkvq6dCOLPexkPnNkcWq30A/ML768cvOLHDnV4f/ptbjRr2L4ynzLpMD4xXuP0bcq02HMklh+HyM1HHs28+0Ls+PKa6OoZwKnNR9JmtoqwnzeIO93AXKRi7KbbrpuXdbtXHE/F6ruZwx+1sT3oPt96TvJMs5VX0cEu/uxQ4Fza7alyVTfwNqrTQNM/6/Vrf2Ei3lJfXw73VDQZhhSnLUp6UQmx7AkISeo/2XFTB7bhPN3wcY5Zy7f/L6icXogLDhLILj3Bfp74xIc+GhoMiYH2U1L53LvgelNHHrVodEpS+piNLeVrR03C0KWaSUu4ye8Pz/A24qI0O1/fHMJL5U7rCLfk9JVvKPc/zN9eMQtNYcJeC9DIf3DPsGS5b4RZ1+4mH9qqb79Mft4xmvYbTa22V6GkTWcgf2jsbmfBaq9XUYsVdwR1UuOe0i2LPzHB0Rhn9FaK4Py60AQAM3wfZkd60PBpMV4gu2juLmWY9cRa3TYU7rYd7xnJyY2IPt/TLlZZSPukKt/85n93oqOCVScMfVTV8n89tlj+HW5LRL1meU+6UhxwEp4ndLHYTR1MNbN8v5T7RqNdiW0AEVyN2othM6St3H5qWvGkIaOMtS9mA8K/TQME9J8Gb5Rbc4Ratunb+lK1wy1iwyIK77NC0UAGob0z4PdwuLOXD+2P4PRBbuctZ3Co0bSZJ6XNjKffH1CU/j13N4U66Z7q8X+qbWhOhcPeTlWZXhW83ReF21cOvv/+JCrdkSNBSXg6icF+yb2itLnshrgLTRqo2MHxgf++lS6PvX7D+mmoG99K4nVxwpZb4lvJ4hVsWcTMl9NvGbQAI0sdt2xKoB+zU6zVctm/4fhyP6eO21cPteV5qX5WaVW3JmjpIuOnWLI8FSZs36Z/Xk6dwe56HC6HPOdzyMilIIfi40XlbjcI9fM19Cy1ccXB4/T54zn4fdyfFnqin79u+X6r+7VYjdvyVoBSbEvIJ0izlrq16ynUwIZZyKWqGc5z9z0k2bF0nUQtxc7gBX82t0lIexg9Nc39M/YGnrk95f/RiaCZUcNssAuI2HWQay6rD80POiSSF25WlPG2tUXdkKU7beAfcKtzBgjsiNK10hTvZUu4qQE71cMd8DnVHPfz6eWymcO/isWCTQq8/wNmN4YL20uX50dfKfePvPLEGAHjGZfsCX3/qKDH7/tP2F5Cn1uITygUXPR2DgacU+6TQtD2jRZzrMCIg3uLuH4ufJGqTsEIkCntcH3d4wZb3BqE/XNIt5ZYV7qg53JZDM9KsZK5HOBVhdbunrrdDo2tzUmdxi2InG1VVzOGWHIoDe2ZwxYFRwe1A4VbJ9ykbVID980qs+2l2ckB3b7hfxJmOBXNdcCdZRl3N+I1iKxSYJiiF27JDKg41hiniXJWFf9mzuH1LecQmgBTcJRQenQjVKyql3EURIM/v8KaDUrgr7uGu3FJuW1k1uT84zLyQTY5aLdoZpe6PZfdwx7wfdUfjuVTWRtr8b8ufvz71IGlTlqFpJXJ2owPPG154ktZdRuCMjii+smAUZOfTxSzu0yNLeVLB7aKn49RaG92+h0a9hiMhdV1/GMj86zJ2n+IUd3Uso0WCbUvgdih5OC04bXwsWL7zVN+8iLsRzVje6Ei62ddtK9wpO9u2NxNsIortfKuBy0f3g0lNKpeCS66bKgpuec19CzO4fKRwO7GUKzU1eRMHsD/H1HQkGOBfX6WMBVMZFNEp5S21kHEVmmZgKS+xh3s7NBJM8EPTymm5UD3cEcnIshlQ9mgwE4W7jMKjE2Hz1cNaReV1YTWO23Qoo4c7nJ4fheuU8vjQtOGv1sdRyf3BYCyYi/VlWxsJFuVMUud9SesQP0SuXCEirfXI1aZoR8tdSXKGld3SEsdUFNzSv33R3hm/uCtR+fI8L1ZhlTAaF71fvsIdbylXPdwWLwR9Bne4INIXKntGD6UyAg3SLOWue7jlc5bP/+GYpGUJTZOfz7sY0BfAcT2pTcsbHaK41SNufPI8LM9SXu6ooCyIYrt/oaU2pCa14FaW8tF5u9Xtq6+VhWxQ7C/JUp422x2wry5vhu4TSZTp3kjbCChvDnd6D3cZ17rfJxtXcJelcMdbytUs7gm0lJdRcIvqWK/510rkHG4HCrcajTZXfg/3lkquTxqP5MZNaDoWzPPsjQYFtHVAzCQWwG1KuWrtiNnkKDusy3R6i/3xtyIsRW/M1h09s9R9MCX3RCncLLjdo2ZRL86pC6DMhfj5za5aUF26L1hwS9Fpu9ADtII7Yga30HTwfiTZt/XQNF/hdj3LdYDHVobHFJ7BLcgiwfbGh7/zN/z7pRf2RESB1ekN1EPzwCjcL+/GULuvLTpKm8M9/DVyLJjlxU1a75br2ZtFOL/pK7ZybUadD5PAxuj8Hd47h+/p+ZJHg6kNij0zuPzAcJa9G4U7+Zyq1WrOwvhMZ3AD2gLSsWrieZ5yXqX1cLsuuCenh9tXtHSkwCo/pTxe4W5XZimvuuAeV70iC27VV2zvtdcjxoIBvpOxDIU7adNOCjHbiqtpaBpgd62p7tkGCreLDcrthNYOoPzQtF6KpdzZ8yvlOeGq0A+P/4tDrnmGppWACg9bnFUffJk7HaL4Xrw4O2ZFW3DUOwz4Gw2H9ib0cDvY5ZV/79EINXk2UeF2s2I6sbKNgTe8KR6KsdfLjWLDUWja/OiGcLHq2R0vsNY0O/m+0Ri3/JbydCum7dFZvYTREPI1W5vbvZTerTKDpbKiFNs9LRweKdynJrSHWx6ke2Ya2L8w3AQq21YuQW37F2aUwv3Y6ja2u33c8dgqXv7bX8If3fhg4dfppVjKAXeLNz+cLFohKOMYwrR7A1XEpinc7nq408f+yO3GxWjNMPI5zcUo3LafH1EMBsmjcGQzoOzJB9K/Hqlwl7jgjRqZpv9+LDStRIV7reo53K4s5SkjFfVRrDbdlL4DJuGeLS04Du5RKqgu5j13vSGpMxiYB+VaV7gNLeWuerjTJnu4FvVMmY6Ce9UPD6vCapqk+O5x1DsM+MnHiQq3g/cjyb4d1cPddGy7Oa6NBIvr83AVmha2lF8sBVZEKrUkmC7ONtVCKu+iWsIhkm5EKkDF0mef3MM9+hlrlvLk3q1GibOKs3J+Y7jo2rcwM/GWcv1BKq6L0gvuTb/gPrhnBntmGvC8YdDkL3/8G7jr5Br+/OuPFH4dE/uyul9a3shJW7AEjqGkHm69dWAhdQ63qx7uCbOUqyToUGiaspS7L7gDybwRn4tvKS9vcdnpDdRxRSnccpxlWsr1oiNqDreL8yZO5Zcebrehaek93K4s5SrEL64dR1t32TSdpWW5AI5TyidI4dZriKhrEHBn7U6bZuEqpd5XuJOfm2U7DeKYjoJ7zQ8PczUGKwk/sGu8AHWlcPcHHs6sDxeqST3cLiwmiZZy7WGwoMaCud19SuvfBrTQNFcK9+hzls2Pte3eWC+s9HctzbcKh36phWrSqAR5+Fq6Cck5FNnDbTk0Iy2d1LZ6bxO9J3nSLeWbmvIqBXfZlvILWs97rVbD5QeHtvK3/fntavqDjWPqGLhClEPKeg93MLshibJSyre0EVhxC1rX6a+TZimP62nfU2LBrVvFkyzlZfZw68/NPRGL7lnHTgidToTdvrQe7u3ogttXuMsITSvfUp5m7W24UrhTslyGr+2yhzs5LM61A0hHntWNei12A0Ap3JYLX7VOiAnXtD2lRkjb8BDKHs8Wx5QU3P486mYFC/GkAtSVlfncRgf9gYdabRgWF4eLpM6kRHC9962slPK0kWCA/4C0rnCH+qoWZ5vq97IRJMju9+JcU9uVzXeetg0U7pblzSelcEeoznXLN9xeSnHkqlfJBn5omq9wT6qlXO/h3V+Rwn1OWfCHry+THr55/IL6GSnKi2AyYsZVBkiaQqAj19fAs28N1JF7YaJi5jw0Ld1SXuZYsO1eTA93mQV3RCiYzmwFoWny755rRW/OVNXDLegFkWxCq1FFls4bz/OUyhg/h7sES3nSHG5H16uyMjdiFE5tE97WvbM/8FSLmokryU0Pd/I9sszzXq7BhZnoxHRAU7gtrrUHA08TlpJ7uO0r3ONuliiocJfI6bVxS3m5Cne8wupK4ZZi7uCeGSO7ja2bYGAG94FkS3lZc7jTRoIB/udge8EUXkjXav5ouvDsZUko1xXuvJsQvsKdVDwMv2dr91XOoaQebluL4rSQlkkeCxYMTRsW3OvtXimL9azoc5gPVNDD3R94WNnyNygAqD5uAHjREw4CGLoGihafPQM1teFgwQIgdcESdQyA/QVM4JgM+srl/uJ6DnfSglrWlqUU3DGbEGX2cEtBOdeKXljLPXG7xMVlXKEpVDEWLNjDrRXfqofb7ubZVrevXBbhHu6lMhTuXvoGmVyvtgWnpDF1QPCeZWuTUF8vJm7IOWzBMVW4y1BWJXg57hoE9PW+vePRxw+WHZpmqnCXMXrYhKkruF0tmJJIKvhUSrnlHm4/KC7eTg7Y72OSGdzNeg2HIwLKApby2aDC7coiaWIpd/U5RIXsHF6UPu5ohXtprqksUnlvjCahaX5R6n4Ot6wLbZ1nKh00xj5XxcaaKbpFeu9sUz0gJ62Pe5hSPW4pL7PgXt3qKhVDggSfcGgvgGEI5nt/+tkAhmpv0cWsiaW8qPMkjs1MCrc2nszhcywtoRwoYSxYL73gduHSiiN2LFgJBZWQttlYxVgwsVJHBaYBemia+2OKSnCfC/RwBxVuWxs18h7Ua+OtIaqH2+FYMBNLubjabBcenRRHnb4Hb2uTUL/nVKVwp12L8vUyLOW6wh2HCkm2uDmpi4VxLVGucjbSwvqEmRI/hyTSI1F3OP2B5/dwL5U/FixpBjfgLqzrtBYUl4RthVvN4N43PoMbiFa41aKt5+YzecTAUi4qzobl8WybEaM6Do0U7rCNWPVwz7XUzbOowp1oKW/Y3XxK6uH2FW4rL5WucJfU55oHPQQMAA4vzWL9dA8nV7dVMTkJdPoDdV9YmG1U0sMtdvLF2aa6T/zksy/FQ+c28YpnHMHFS3PYM9PARqeP85sdLI+K8jyYqKmNhpvFW5aU8vF54OlFeq5jMlDdnYemjd7npOT4ujbj1zVbMfOv9zoMPw3jjyKK/lzEUlxmaFrcOCxBlM9yUsojQtMClvJRaJrlHm79PQg7Dxbn/LFgnufFWn7z4nleppRy24VH1HuuU6vVUK8Nn/+23m993RLVWiH4Ipv9cy/tPXe9ttVJGssnuNh82NJcP/WYz0Fu37YdWeYp5bSUl8KjF7bQ7XuYadRxZGmutMAZIWkGN+DvRm12+lbtFnpQXBK2d7zU5sK+aDU5WuF2Z0vUZ3AnFdx7Ztwo3NsRypUo3CfjFO75VuHxHWnjIQD7D1+/h9t9aFrag66sJOc8iMItiu3hCU0qD6dUV9HDfSHUvw0MP/N/+fIn43svXQYwtOYDxTcCfDU1oQ3DUQDPpoE6JejXl8vzOzxhIQr3PdzSV58Umjb8tRRL+ei+M6Zwzw6v5fVRQeUStdkYY9+tJjQt2c4646jQi8I4NM2y2BA3EgwAluaHX+tp/a420TcyyraUDwae2nBLsvbafr/14MqoNjbB5WSitI1/5ewo4byXzb44lwngxtq9abBZ7MpSLnb2tFYs+XwYmuaYB85uAAAuP7iARr1W+nzepBncQPAktXkjPmUwEgzQCxM7J2Jav7S+0yyjZlzNhgRCM7gT5pEvzLpRuMOhaYD/mZwOKdxiR1yaa/rhfjlvUB0Dtc52n3OSvcd2wZ2ucE/GDTaKcYVbCu7JCk6TB6mkVEsPt4w1KwN5rf0JyvX+PcPvFQ1OM1K4JaXc8nm1ZWDfDh8D4LZlwmRUmWvlwMRSXuZYMLmfh4OppCWpN/Ccq7hpfYuyzihDTRZEXZP3IUwVoWmzMQq3msPtSuGOKHjmWw113bpoO9A3V5I27WYcOFL0TZSkDX7bjgJZt8w06omOAbXOcTkWLGaTQwL6XE1x0JG1q0nha/O9MJmwIZ+9K2dY2kY1Fe6SOHZmWHBfORol4/Lii+L4uWR1da5VV/2tNu1o/uzx5B5uf9fRzuum9UsHFe6QpdzBJojJDG7AnSVQ3Yx0hVtC08IKtz4WrGCCuF88JKl1douHpIJFzeG23MMdq3CXuAjPQrvXV4VMuOA+sTJZCrfq4R1dG1LYni1R4Q4nlEex35bCLbPdK+gXlkLOpOCu1Wql9C1vGhyTS3cSoLfGpFvKy7jU28pmHzxHdCu16/DDtKCmKhRuX92N3hirPDQtsofbrrsvbiQYMLxmZTSYiz5ueR426jWjfmab16u+sRN3TsqxAeWNBhXcKtzJ12KZ2QW+pdzgM3BgKU96Ttj+7NVrRwhaUbQ0AcvlZI80pqbgfvyhUcFdsqVcFN+jEYndwPBGrPq4LaqrppZyf5fXzvtxPIPCvWcmaCm3PdsWMAtMA9z1cCsLoq5wL0aPglpVCndLc2LkDU0Ttdmg/9KWxSshOEVuuLbut6Yp5VWnUoYRFbZe82ezygZMOESvavzZmsNz6OCe4XGe3+w4t80KF0JugCh8S3lBhVvU1MRkfzcbtpsG9m2dMkIBfdU9KaXcsaVcBTEmbIKUOBZsK8b6X6/XVFvSuuPgtLR73/zo89qynAuTRNpiX461zB5u/f3Rn0nhgtvWAjwtqV0FpzlUuFMLj6Z9N6G+iZK0wW/bUaBGBibYyQE4bSOV9z1O4ZZnfBkTSLJYyq32cBtszLreqE4773XnRZXBabu+4H5gTOEu21JuEtjl93HbwtRSbvsClH9v3AZDIDRtVsaCuQuWePjcaMMj4f0H9PC6EhXu1TiFu6mNSstpKe+lK0O2Z9IrG3tEwWLbTrZTFW59JJhYYY9MrMIdtBRLz3l/4DlZNEZxPtTvHoXYzS8UVbjl/I2YIy84GwuWITQN0M5vh8+xrU50v7LOjMN79/DvnbCxYAm99ntLWlynjWCSwr+MADdhveMHhkUhG+1lKtz6Irter6lzVYWmlahwA37x5WIWt8lIMMCNm1Df4EhyEdYtq5xSQCfdG4BqFe7leTvtTiZsJLQ0CC42J01aj2yv/wQTdR0IniNVthnu+oJbFO6rLgoq3GUtxP2e5qSRVHaLPc/z/ILb2FJe/P3oDzw8eiHdQi/I4tJl8I6xwj3rb3pYtdtEpZSPPpPV7V7A9uePBfND0/J+LiYjjmy+757nB6dEWsqtz+FO7mN0Pds9L9KTrBeQF09sD3fwAT7XaqjF/PmSbOXyOgcMFO6iYW7++WsSwONmLFjYqhxHGeGfm9303jznY8EMWmPKtJTHKdyAf504L7hTUspdbOCnkbbYL3MsT9yzQf5/rIfbUvG5PnLHxb0HS1pSuW2k8EiydAOam9CBwp02msl2+6JseqZZymXeuguRLc1tIs/5dm/gvMVjY3QOxG16AdqUDYvvhclmsTNLecTY3ShmAgU3LeVO6PYHOD4quKTglovPlo02DROFWxY0G5YekKtbPXUTPJRmKbdYcJ9dH87gbtRrqi81zHyrgdlmHY16DUuj3T+XlvIHzyVb3IU9DsLrBgMvMtV2aa6pNh50W/nq1shSPt/yw5nyzuE2UIZshqbpN7GkHm5rBXdKqnOZs3mzEGWRlraP02vt0qzaJkTZnKWXuqw+buUISOzhthyalrBwLBpmGIe/MWeocJcw3tJEPXDew52hr76M3ryoFiFhUQVvVmspX3A0ajSJNHV3RjtfXYSj6rRjCkBxBLjq4U6z1ZfRw22ucNvv4U5KKAfsq5wmIZeAW5EtzWm3d7apzjPXKndacCGgbTJZVbjHXZxjr2t5s0UwtZTXtcDsKoPTdnXBffzcJvoDD/OthrLx2k7lTiI4gztJ4R7tSFt6UEsv6OJcMzW9z2Zhsqo9dOPGNDQbdfzOP3gO3vvTz1YPZ1eWcs/zcPfJNQDAkw4nzzeea9VVUWhrwbStBWXoi9Zareb3cWt9u7rCXbT1ISkxXGhaXCzrD/CoB2/DsgqV9pB31WtbFLFI66nbMt+60x84GRmTl82IguugzOIureA2SCm3FZpmkuzvSC0xtcYJflr6ZKSUO1O4J9ZSPn48pSncveRFvlpPlGkpT1F3y+yhjApN0/9/fCyYnddNSikHoAQGJynlveQNaMGFpTzu/Q4jl7C90LT0zbjh64p4Ub7CXavVsE9s5Vtun5lGlnIHmw8qXDPh3HNR6APZnpszjvNGTNjVBbeMBLvyoj2qt6TMsWDnNjpqAX3pvnhrtwrssrQj7dvJk9VtwO7un7/Dm6zS/J3vPYKfeNal6v9dLdoeXdnG2nYPzXoNj78oueDWw+tsfQ56aE14jIzfxz38rLr9gVrgLs41C8/7NVmozlhVuPXglPHXrFnc3e4PPLVoS1O4ywpHNEXv4RYWZhrqOiyj18sU2QBc0K5nZd8uWNyaYmYpHy5oCoemGVjKXYTOeJ7nJ8IbFtxltEZtddIXUv4ixlEPt4GlvEw3S1I41d6SC+7Y0LSWmwDQJEzHggHuFSYpgsYU7qYo3MPzxbbNVa6XuILHZQ93O2Nas1VLucHmPmA/NE2cEmmhaS5FNhN1f9mSAyuNjZRNL8DNvTJTSrkjZ1jaRhPgr0vLHJcYZlcX3Peflv5tX10uOm4pC6JuH16aTdz9s70j7SeUJ/dvA5rNx8JDx8TSEsVMw01xdNeJVQDAEw7tTX0YAH4fty2Fe7Pj737WQw+FsMKt73ovzjU1BatgSrlJaJqF910euvUaIt0N+peK2qY7vWQ1HfCDr1yGSuXBt5T7im2tVlPhKisO7IZ5idq5dqnSROGHpqWPBSsammYyu77lYPHW7g2U8yNJTdYpY0PJT5+NX8DpVmEXBa8U8ibzfcvoxkiykKqC2/G1oZKRY94Tef5ulahwpyV0N+s19QxwX3BHF0FyDsmvti3OGynziP0ebpeW8vIV7rS58ILtkDqTCQaAu6BLIDlEUdhXUnCaSilPeIa42Kj1nVDxz4m6o01RU0s54N6NZcKuLrhF4Zb+bUDf7Sqv4DYdSWWr50p6gWVubhI23481A0tL9DHIjE67n8mdJ4Z28u85smj083ssfw7bCeMSLg4p3NLXtWemgWaj7s8NzG0pT7dbtdT7bqHgTlHU9SK86Lmmh4/EPeRd2siKEFdAyi74JBXcUTvXotK4WDSG8TxPFdEHSpjD3TMouF1YuXUnTNaxYE7ncI8WcEmBNHq/u4uFjJq1m5Acb3PTOI0kRUVSyt33cEtKeVxo2ug51rUbAJrEeoq7rVarqULXtcIUG5rWirOU21a403q4HYSmJbQ66LgoOjr9aEdBGNsqZ89AVABQ2C2YhInCLc/6FceW8rSWBsBN4Wsy0lI+IlehaSbTPeQzYg+3Ix44MwzMkpFgAAorh1l4OGUmtSA7UrZ6uP0LIP0ktJngaGopD+P329r9TO4eFdxPMSy4lcJtSRlI2n0LK9yqf3u0G9os2INskhzasuj2UEpUTLGijwsp+nLykGvWa7G722VurGUhbq50meNDTBGLmm4p9wtu9+rZWrunzs2ksWD7RhuL291iSbBp5zDgF35WLXmjY55p1FPVGsGFtX3suAws5brV22XBnZxSPvx1Unq415ynlKeFpg0/L88L5oi4xKR/VK4r1z3corjOhFyFP/DEi7A838IzHrcMwP6m1UbK3HrfHeRC4ZZ50OVbytX7naY0u5rDbapwuyi4u8mbX0B5CvemWMoTik8XG7VbBu1QdUefgVpjG0z3cHHuZ2VXF9zhkWCA292uMCYJ5YBvxbDXOyypgekfr82dp/wFt5sLQRTuJx/OpnDbtpRH2USlh/uUUrhHCeUj21mzoGXUKADK4vuelvCsK9xFzzUTG1ezxI21LMSFgMlD2UWCbV62RmOhApZyh7bIMBdGI9TmW43Ez3pxtqk+7yIqt1JTjdowyp1jGqbo2EATokLzxo5DU55d9HGrvnoDS7nrR/pg4KnNvqQe7tIU7tgebv/Yykoql825pGe/FMBSpLhCCvrw+/MvX/5k3PaOH8XRA0PHoW2Lc9r1sqR6uB2EpomlPHUsmATU2u/hjpsLL1i3lGfu4XZgKZewOpMebsfPdpOWThduIJPnl+3NFkGNBTNwhpU5mjCOXVtwb3f7eHQlOBIMKCfdVTCZwQ1oCrdlZdXEZtGwqHKmJZXG0XJgKe/2B7jv9DoA4MmmlnKZh24pbMbffUtXuM9uDAvvpflRcnvBvqOuQZCJ3s9lq686bpdbfyYWLbhNbFwulEgbRIWmAZrC7dh2lgW1gKxI4T5vYCcHRkmwEpy2kX9RY9LD7fcD2ntoZ00oDxyHS4U74f4l6ONWnCrcCZbyssaC6VboxB7u0gru6M+lXq/5s7hLCE4bDDwjO+tsSQtecQBEPfv0jV81OcPSebOZYm8Nb1bee2oNL//tL+GvvvVo4dfeNlT61DPf4rWSVeG2ZWQUMcI0pdxF3oWZwi0ZI+4Kbs/zUnMUADebD1sJrZOCs9A0Azu7YLOFMi+7tuB+8OwmPG+4QNQXbC5Cb+IwVbgX1M64nYejSU+FIPeqMlPKw7iwlB87s4Fu38Pe2Wbq+y/IDcOapTzhcwinlH/2uycBAM+6bB8AbVRazsVJx8CKqX+v6OfvK9zRr1ev2XstI4W7YA+8K+ShG85XmMTQNGUpj+zhdl9wn1ObE+lZFPssBKf1DHIPmg4KXZM5pnHH4fI5Ztof53IhY2IpL2ssmD6yL7ngdlvkqlFECYqiP/nE/XW6qb0vSc/+snoo4xTuMLKHY03hTlEYF+fExTT8uU/c+jDuOrmGv/iGvYI7XeF2YCnvJ28ACfYVbrGUpyjcDvMuzHq45dnubjN9u+sHby4kppTbFyJMnFC2P3shi7joeqKGCbu24BY7+eO1kWBAOcoAYD6DG9AVbrvjqEwWcDYvwPWcKeUuHgIqMO3w3sDnn4Tt0LSthPRGUbhXtro4t9HB39wxLLhf9ezHAdA3hgr2cBuEpgHFb0JpMzHrDnq4kxXuyRsLNhh48T3cC+53wbOiLOV6wT1boqU85r2KYr+F0WB+sn9SG4aDBUuGpFXBZfKuYLpx67I3zsRSXtZYsG2t1z5qEoOaw+342jBJhV6w7JpLQjba67Xk0K6ZiIL73/3Fd/D2T91u9XhMVEfAV1w9z47ytpFmKZ8PBk5+7dg5AMGNnLyYbEIDjizlBnkxgDaH21pomukcbneTidLmcAN+we3y2a67akzmYbtpiUoo9C27SYDh80b+HVS4K0YK7is1OzmgjQVzvMthOoMb8Hek7FvKy1W4/aTSdEVKx8WoChkJ9uQjS8Z/xvZYMD80bfwyW5pvqpv0H934ILa7A1x10R48/XHD45WHRF7rV1pPNRDcGe4WLEzTCvxAD3fBcy1uzqqOFEYDS4spG6xt99RmQ1i1nUSFO8oiqRRux7ZZALjxvuGC9NDibOrP7rOQVG7Uw+3AUr6dw1LuerzlYOAZWcoBt71xJpsgZY0F2+omK8uLc3adanHIhmNScbVgeRM/Cd1OnrS57Z8n/dGx9fChrz6AP7rxIav3vQ3DmfZ68r0N5S3NESIK90anj/V2D7c/shL4c0Xwx4JVYCk3eB4DDuZwD9LdL0Dx9rwk2gbj2MoIRN3URoKFR9DquLB2m4SmNRwo3AHHkUFe1axSuFlwW+cBKbgPhgruktKLTWdwA/6OlK3QtCyWcpu9rr6lPJvC7aIH8C4VmLbX+M/YDr1JspTXajU1GuwjNzwAAPjJZ12qFiz+WLC8oWkGY8H0wKOCu35pIW02e7hNZo7qBb5rN4spYpFemGmM3RP2TWLBHWEp31uSpfyWB87h47ccBwC89vuOpv78fqUi5C+400bbAW4cUiYKQRnHoaOnW6cVLr5q5i40LWkTpKyxYNspToQ9pfVwp6tqeyy3qSUhz8vFlFYy2TSRIkWfV26j6BTOrZtlP+ixADZaqmTDKe56kQ0ZAPjyPWfUuW1F4e6ZKdx6UGrR3BahY+A4A+zbijtqWkk1KeWDgWfUvuCPBXOvcCfZyQHHzy+D9ZjNWlfuGY16LTU/AKDC7RRlKT8UVrhlPq/bN/24YWAa4CurtsaCZZlNZ3PnySQ4JYqWg50nlVCeReG2nRbfTV5IHx7Zys+MFgg/+exL1feKKlhGylC9Zu0GnNYzXqvVVK9l0XPNZMGpH8ek2MplE/Bx+8YzBSZB4T691sbNI5sjAGx2x3uLy0gp7/QG+Nd/PrSZ/vTzj+KFjz+Y+mf8Wdz5j0uuAZM2DBeW8iQrYJim4yySLLPB1ULG6ViwJIV7+KvrHu40225ZoWnbylJuonC7d6KYPvfDTgj9OWuj6ASGzwZx31y0J9kZY3Nyhu4kiFt3tRp1dS197s6T6us2LeVpNnq5t3mevXtY29RSbtlWLPdr8x5uu/cn/X5nNhbMXQ+3nH9p+UnyXti8V5qEfjYcvu58q2HUNiprQqaUO+DY2TiF27/huLSaisJ91CCwy3rvcIbZdDb730xmcUYhDwFblp/1dk+9/6YzuAG/99zWIiVt508UbgB4xuOW8YRDvhrfLKhwmz4EbbkLTFLRbVk/d6rCfddJ2QQaPyeXF6ovuN/88a/j7/+3G3Drg6Pews74XE9Raba7A2fWrN/72/tx98l1HNwzg7f92FOM/oxNS3lc8B/gZsqFiSUv7jhctUbJvWuuVU+0KAKue7jNNg4B95Zyue/E3c/1gtuWehiFyYZjmZbyDcPpJHK88mzSnWS2FO5zG8Prv1mvqZ7pOGwGecqaodWoJT4D5Zg+d+dp9TUb//atlHNT0DeubD0XOymp+YJtW7GsjZImGAD+mt/2OmBbtzQb9HBvdPrO1FWlcKc8Q+qWnxue5/kbxgkCX93BWLAtw9wCQcYSUuG2zB2PreL0WhuNeg1XhRTushbipiPBAL/Qs5UoqlJvW+YKt40LcD1nSrkUfbZ2nsROfvHiLPan2Mp0lMJtyYa3ndJLL8FpwNBOrlM0DdlEGQL8hWzx0DQDO66lm66Rwq09hCclqVzOy6hNoH0l9HklsdHu4cb7h4X21x+6MPpahKVcu7Zd2MofOruJ911/DwDgHa982tj4tDj2Fwym8TzPty8nLOBcqCVbndFiOVdKuZtzeytDkJufwWF/IdPLYil3vLG2pW1CRCHtFn1tXrcLVGhkQr+uv4lfhsI9vObSnvvh0LRAwd21c5xnNTt5muqlrwWLnjtyr0y7XqSP+8x6W33NbmhaWvHp/5ttrbfMQ9PsXqd+oKLZ52z7/iDXYaNeU0V9FItzLeXuc7Whbip22X5udPoD9XclzuG2mBUlmKSj67jcGDZlVxbcf/DlYwCAv/v0I8oCKTQDBbe7N950JBjgF3q207GNQtPE5mNh11EeOpnHglm2lKv+7QzqNuBgHnpKWrwo3LUa8MpnXRL4XrNgIWwyTmf4OnZCoKR/M0mJsjW+x0Thrtd9C/ukWMr95PwIhXtUcK9udysJebvtofPqYXjvqfXY0Kxmo67uKy5s5X/5rUfR7g3wwqsO4FXPvjT9D4woqnDr11liSrmDsDJl3c9iKXccmpY2U1hnxlEYjed5RrPRS7OUp/TJ6i0BLjMO2gaWcrlmy+jhXlcKd1q4XlBh0gUG2XQqytkNs/5twF/7AMULAeUGSln7LGl93PLyNhTutulYMIu5Leq1DTbAAfu2Ynmup/VwuwpNM5kWAAz/3VKHuBoNtmm49radd7EVaKVIT0e3WXCnZWqEYWiaA86st/G/RnMNf+7FV419vxno7XRvKTfq4Z7xH0Q2TgbTdFlAD1Eo/rp5e7htW8oloTyLnRzQQ28shdelWF6eOLKQv/gJF+GS5eDGTKugkmZSAAPFC3uhbaJwW7J+mj7gWyVNJDCh2x/gvlPrAICnROQKLI0Kbs8rJwE8zE33+73b955aD4Rm7QkVXS5ncZ9Y2QYAvOCqA8bj/IDiCrd+/0tSTFzMd8+yQSo0HId/ZpkN7ofR2D0W/flscl9xvVHlK9zR70m9XiuljztLaJqt3ugkTNU1FZqmFG77PdxnR8rxRXvTJxvom7JFCxDTZPRFTQB65uOWAQzfj6LXsckmNDD8Nxd1z4UxDk1TRZeVl9WCYatRuE2D6gD3o8FMLeW2Q6NlY7bVqCVvirpIKZf7sbHCzdA0a9x3aqgeffTGh9DpD/Dso/vwvCv2j/1cswSr6XAGt1jKzRVuwI7KnSWl3FZ6oOd5Wkp5Rku5ZavH3SeHhU2UkpiE7R7utIX0NU89jPf/w+fiva999tj3ilr9OwY91YBuKS+qcKePIbNl/TRdXJQ1n9eEB85soNMfYGGmEXlPmGs1lB1wpQJbuR6Wdu/pdbUYrkXM1pVF46oDhfvU2rDgvthgFJiOtI7kVrh72Yq7qlPKbS+aw6S1w+jYuoeE0f8+k7Fgri/z7V56n+wey6Mlo2gb9MwuzLg/DsH0uZ9kKbf1zBVL+cG9Zq0ofpBXsdfdVAV3isI97xfcP/g9h9TvtwtuOPjFX/qSXtZbtgoP49A0yxtj/hhHMxu97XulqcINuJ9CYnoN2m6/Ma01XMzhzho2Ks+QToUCzK4puP/fP7oNx89t4g9vfBAA8HMvGVe3geFF79pqenajg+3uALUacEnKDG5geKOSXbqiDx69f8xsDrednsR2zx9Cn2YtC2N7Drcsuo8sp7/3OrZ7uLdSrKL1eg0//sxLInfjlfKc83MxGXE0fB07DgcTC7st66epwu3qQZsH3U4eF0JVVVL5drePbxy/oP7/wmZXbRhGJYAqFc+Bwn1qbahQHVrMdu3u00Ln8iwm9H7GZszno3/Pbg93DoXbUfKukGXT1sWUieHf53+OST3ctlpV0thO6eEG/GvDqaXcoIe7qjncScyqlPJ+4M8BxQtOIYulHLCnvJn2k+qjwV7yxIvU74sq/GnuCx3bmQuZFW5roWkjhTsl1NFVSrnpOgQAlkctT64U7g3DFiDbPdymE5HqDsSP7ZSWzTCtJhVuazy2so1X/s6XcWa9jSNLc3jF04/E/qzrwBk1g3txLjW5UbBV7OkPriyW8qL3Xv3hGbagpiHWX1sPgLzWdttBM2k93ElI4dov3MOdYru2ZAeV10t6+MhNt3DBbahw+71b1fdwJwWmCfvmRw9lR31ecXzj+AV0+gMcWpxV6vvtj6wAiH6QurSUn1odFtx6gr8JMhbM84DVHBsW+oZRkpXdHytpP201T2iazbR0nc0M964ZR2E0XcNNEBcjZ6LYNvic9o7cH4+tbDk5hp4WUpScUl5eaJqpujYbWvDqmwG2UsqzWMoBrbe04HW0aZjULr28M406nnV0n9q8KfrvTxtZp6Na+MoeC2Y5OEtEgrQ1TsNRa5mp0w7QQlGdK9zluv42DVspbCfUA9mCPQG34Z6m7JqC+8BCSylD//hFV5jZAh0tVrLYyQVbgV36QywtQAOwt/un+rhmGqljZMJIz6StCyGvtV3NQ+/0rVhfTEd1RNEouLD3x3SZ7f4WVbg7qp8qPaW86FtrrnC7DZbKwp0GQX5VKdxiJ3/BVQfwxIuHuQLfelgK7vFz19Usbs/zcHqkcGe1lLcadSyOrvc8tvKewfkLAA2Zw23x2eFPlciicNufB66TRXVvObLq6SPBkjZByrKUywIvaRP96tHM+N/+m7utFZE6evp50kJ/z2x5CrdpWGqipdySwn0uo8LdtKZwm2UeyGbls44uY67VUBsjRRVuaXcwsZTb7mXNOhbM1saYiASplnJH7TdZFG7lwHI0i1syBNI2fGy3RG0abhar+d8OWrFMx4KFN/yqYNcU3P/ldc/FfKuBpbkm/sH3XZ74sy3HCa9ZEsqFeUsWMH0YvEnh6+88FXrZ3KoyELSU25hfajoXNIy+YLCxANjKEDwURt6TvOqsGtXRMJvLWXTzyURRr5Xcw+0qnTQPd50cBvklFtwVzeKWgvv7rzqggvxuTyi4XSncFza7ytp9KGPBDQD79gzfv/M5bHsmadiAb1+0+ezIYyl33cPtqwfp91B1/7a8kDEZCQaUNxZMzeFO+Jze9LIn4pLlORw/t4X3fe4eB8fgP5eS+tp9x5x7hXstb2iaJi5sW9oYODMquA9mtZQXHQsmKeUp1/APfc8hXHXRHvyj778CgL/JVmRzZjDw1PPepPiwnZnT1jbGkrB9nfoKt9kkFldjwUxcrGUp3AuGBbetTY9tw2eX305g5WUB+M8ojgWrgGdetg9/8y9+CJ9+8w+mzl5uWBqFFEeWGdyCPKyKKtxZT0JbvYB5R4IBoZnJFmY0y+I567HMNuuqz3jTwkIlq+VFp/gcbrMZlXITKjqT06RnXL5lrYc7ZTffZgJ/ETbaPRw/N9yEi0ooF5YjZnH/7hfuw3//0n3Ojq3bH+DWB88DAF5w1UGlcN8zCqFMLLgtL+alf3v/Qsu4FUdnv+qTy64imGYeuDinsti3w8fhuoc7i8JteyFjuglS1liwLYPRS3tnm/jVn/xeAMDvfel+3DmamGELZd9t1BM31Mvs4Ta1s44r3P6x2TpOsZQbh6ZZKkBMQ9Oe/rhlfP5fvhSvevbjAPiKdJF/v6nrQbBuKR9dF2XP4VYbcinCkqt1QJaUbOc93Gr9beYysFX7mAZ+upgkYdLio+OHprHgtsLj9s3jcfvSVWXXM0zzKNx+qmixB4/c+E1tFrbs9aajQaLQi8Lix6GPM8q2aK/VaqqPe8PCAiDPQlooojybzq8FNNu1JYV7JjE0zU4irFK402aOToil/O6Tw+L10OJsotVRzeIe7YKfXW/jXdfdid/833c6GzN0+yMr2Or2sW+hhSddvFcV3PKWRfdwu7GU+wnl2QLTBH8Wd/bjUsVUyiaOC7Uky8xrdRyuFW7D3jzAb1tx1cNtugnieixY2/Ac+TvfewQv/97D6A08vO2Tt1s9rrZhQJXfwz05Y8HkmEUR1dV3W2PBzimF28whY0t1zbJBpSOfU5HQOP29mzOwN9t2pHQM8lsAvaWs5JTy0Xp/4Nm9R/iCikFommuFWyzlaYWv5fYb06RwF6FpWYICAYamVUZZoWmZFG5LISdZ7Ym2boK+rSyPmuufhkV3n+QhPteqp96Io1iwONYly2idMEV2ZU3n1wIWx4IZLI7rls61zAp3xZZyk8A0QLOdjQrGB85uqO+dGam/tpH52y+48gDq9RqeMLKUC1GbRaJwr1q2lJ/MGZgm+LO4O/juo6v44d/6Av6Loa23behGcRHAs6kWSxks5Q56yYPHlD312PZCRka1JW3iAeX3cJtsoP67n/xe7Jlp4OsPXcD1d56ydgym9z7bIy6TMG0nmxltkHYiLOU2Cu6tTl+dt+YK9/DXwgV3zjY2ZSkv8O+XdUarUTNa8zQtudoECTFNU7j9osvKy6p1TpqVvaEp4DZDu7YzOBjVWDBXPdyG16Bttd90Y1bqDBfjNE3X167GV2ZhKgtuFUjl4I3POoNbkN6L4gp3Pkt50QvBt5W1Un5yHL0Hp+hnsp4zME3YY0kZ6PYHytady1Ku+k2y97XrC1/T0VlF33cJMEl66Mq+StGH3raaf2nYw12xpVwfCZZEuIf7wbOb6ntn1h0V3MfOAhgGpgHDedZ6/2NUESgKt+2xYEUVbrGUHzuzgV/8o1tw7MwG/vr2E0Z/1p9jm+KacHBOqf7PDPcs9wr3BISmDcwUrNLGghlYyoVLlufxkyPb8C0Pnkv5aXPahve+hZbdEZdJ5J/DbTel/OzG8B4506gbP/+blsIHN3IEHwK+HbnIeiPLeQnYH8PqK9yGs5itK9xmwbCAG4XVZANOQtPc9XCbPUN8N5Cd1zV1cdpqJ9TJsuEBaPcfFtzl0nIUogBkn8EtLFjY6dT/fFZLeeEHjmEfVxS1Wk19JkWVo8IF96ydsJmAzStHwa33tWf9aPTiOdVSbqm9wkThlgdu0WA8U5VnUuZw32WQUA6Mp5Q/oBXcpx0o3KfX2vjyPWcAAD/wpEPq60+42Fe5o3qz/FnDli3lBRVuWdR89KaHVM+8nCtpbHXMJgrYTnnt9geqAMkyTtF2P2SYLFkgrnq4u6qv3qxH033BPWplMdzMfvbRZQDAN7UZ90UxtpTP+usJ11Z708W+LHjlmrRtKT+7PrKT751JTLXXsbUJvKU2zTJayq0o3DKXPZvSZ6uPt2M4Fsy2rdjUUq4r3FbDLjOstVXB7WwOt5lLyrYIYboxG27d8DwPx89tFloL5h4LVnAEbhGmsuD2FW77b/zxc8NFcpYZ3IA9K3NmS7mlm2CRlHLAL/xsKdx5j0P10he04kl6Y71mNjYiTKOA6i87ePVa8GETha3+S1VwJync6qZb6KWMe7ibjuZvZsHzPNx10sxSHu7zeki3lDtQuP/stofRG3h41tF9gc2AJ2oFd/RYMDcp5XlHggmicOuIIpiG7JabbuLYWjTq9/uFDIt11wq3aRgOkH0O98pmF3//v92AP7rxwcSf6xqOaivbUm7SJwsAzzq6DwDw7UdWrZ0vUqymFTf65o2t/ui44zENKZ0JtR7YnsMtCrfpSDBAU10tKdxZchgAXxksktLuu3PMzkvrlnLD8VjW53DL/SFljaMr3DaDkrMUfMvzw3NydbvrZJM0q6V84BUXPgDtOWG4US2boh/66gP4gXd/Hn9668MFXjvbFCA1JYEKd7nIA9zFiZ8nMA2wZ2U2TcsUrFmqCirLttKyi4S36X9u05K1f77VMN5t1ymS3G66UAX0jY5in78/hiwhNM2SEmWscDtOcjbh9Hob5zY6qNWAJ11sVnCvRinc63Z7vwYDD39880MAgH/4gqOB7z1R6+NOspTbLrhPrhYNTfPbWd70w08EkEHhNlw82bpeBLGTzzTrRter4HrSRh5LuWnBfdOxs7j52Dl87KaHEn+uO0h3zQBljgXLFoL5xEN7Md9qYL3dw/2n160cQ9tQzZxr1ZXVvujmcRJZQkrlfi3P+HVnCrf5hp0t1TXPaD/AV0eLrPvEEWW69rJpKfc8T5vDXXJo2sBsneNK4VZjAo0K7uGzyfPsO8M6Pb990bTgBuzcL7OmlMtriuvv2JmN2D+TxlaG9x/wxSDb4yuzMJUFt8txQXkLbmsKt+GMYsHWrmNRK7fs2NtKS897HPLALJoK7Qfs5FT8tcI1azCSqcULsGcHNUlFV+N7bM3hTlO4tT74qpAHy5UH96Qu1PeFxlo96FDhvvH+s3jg7Cb2zjbxymdeGvjeE1Ms5f4cbtsp5cUs5T/wpEN4zuX78K9/7Cl4zfMuA5Bd4Tad7W5rEyfv/cp18Odm17wn1U9/NTsWKQDTAr1MLeW6wGVDtYkjq4Wx2ajjGY8b2cpHc+2LYmopr9Vqvl3ZYVJ5lpDS2TGFWyu4rSjcw/vmRTkUbltzuLMq3LLeKLLhcHJluFF5ZNlso7Jl0VLeG3jKWVK2pbxn2MNdq9WctOBk2YCbadbVhlSarfxLd5/G7RnuF3rNkLbpZTtAbqtrFpoW3hSV66XIBsh2hh56gKFplaHseA4W4hKYdvSAeUI5YE/hzjLOBdBSdwsX3PlSOgV7lvJixyEL7qJKu19w57vEdBtUN+Pi3h/RZVJw21HKsqWUF3oplSidrnC7c7KYovq3UwLTAH8XfKPTx7mNTmC8le2U8o+N1O1XPfvSsWslzVIuBfdGp2/tvfU8T4WmHc6pcB/YM4M//ycvxht+8An+CCLD3WzTABbbPdzrOac72Lpvx5FlpGHWTTtRRdOedVkt5YBbW7kslHUnRRrPvMxuH7fpxhBgL4g1CXG5mGwY6aFp7V4/sBFqQ+GWkWCZLOVSiBWdw53zOpb7TZGxYDLd4ciSacFtLzQ4GNBqFppmKyncdGwg4KYFJ+tYKrWhnhCcdm6jg5/94M34fz7yNePjkGfIbDN908udwm22US3uBtkkKFKDyaaw6fsv7ZMMTSsZNXvYwdP524+uAsihcFvqHc6eUj78tajNp7Cl3FIv8XqGBUDkcViaUbll2NsSh74rm/Wm1OlleBBZUoHlzyemlFt64JqqPLYS2Itwp2FgGuD3RgPAtx6+EPieTYX77Hobn/nOML37H7zg8rHvX7I8p+4f0QW3X3DYSipfa/eUcyGvwq0zqyWSmjgqlGsitYfbbi6AGieUURlzrXBvZ3iOhNOn05BnRVrBLQ40U+UMcPd+9PoDZd3dF5EVEIf0cYev57yY3vsA/7NzORpM7ksXGdi4Z7RNsPAmgA2FW44li6XclvK5mSFkUGfewmd0QlpxjAtue1MF9A3NtOvUT8i228PdTOnh1n/G5hjFrAHFKqMlYTTYhc0OBp7fHmGC3EdNRCZXBXeqwh26zuQZUMQpJkGn5mPBhj9HS3nJuLKUf/P4BXzz+AW0GjX88JMvzvRnF2wp3Bn7zGzNlS0aVtay1BspGxZ50tKB7AFAcWxlCB2KQx4SWY/FDzBLfxDZspSbqOo20oQ9z1MPeXP7b3UK992GgWnAsJhbHF0/3xpZymQRc9piwf1ntz2Mbt/DMy9bxtNHlledWq2GJ41Ubr24FmaadbXgX7VkKz81WjQuzjVzpfqH0XtcTVRutXgy3Km3dU7lvW+6bIsCshUQEiJmqlKKnXCz00u0gEsBn7ag1r/tKql8RVOlZKauCc+6bB8A4I7H1ozzBJIwDagC7K0pkpA2kEMGQYf6xky4dc5qD3cOhbvoeSMbZ5lD01RKef7rWLIvzBVue5ZyuUYb9VpqQKvtOdymYwMBN/fLrC0m+0JjP6OQ9W9v4BlvTGRxSTVqdgtu0+wC390w/P9NG5byrCnlVLirwdVYsA9+5RgA4CeeeanxbqMgPdxFd6OzKqu2gixE6cpqqRJsFX6F09It7f5uqptB/kssb7ifH2Bm3sNd1O1hoqrb6OFuByxsZpbybkUFd3/gqYLbROEGgKXRYl4UsWeNLKln1uyFpn3ytkcARKvbwv/3d5+Cf3z1FfjB77ko8vtiKy+adSCokWA5E8rD6EnSJoWO6Sxb2wu3zYwtQILL0ZZAtpRyKTJMVUoptgZe8maIqaVcX+jbKLhPr7XVdStIe8fSXNNogS8cPTCP/QstdPoD3PnYWvofSMFXuNPPlz0lKNzSBmJScMsxd3oDtTEu6/+tbr9w/71Yyg/uNS+4bUzO6PYHahGfV+EuovCrgnvZ7N7pwlJusgFkOzRNRCKTdU4z51oqie2MbYMmo8H0z8S0MFRBwQb3avsKt2R9mM7/Divc+Y7B87zcKeWmTiwXTGXBbUvV1Tmxso2/+tZjAIDXv/iqzH9e9XBbSsfOOhasaMElD9DFuWot5cXT0u0U/ts5Q1R08i7us6WUj3b9Ct6E/NA0k5Ty/K+jh2ClKaGS5NyvaEfzoXOb2O4OMNeq44qDe4z+jDyUv3F8qHA/94r9AIYL0qKBisBwJJPY3H/0aYdjf+5FT7wIv/aqp8eev7aTylVgWs7+7TDNRl1dP1kU7rSHd8uypTzv/cplD3d/4CcPm2zcKuty1+xc0AvAJPXVZNQgYL+H+//3+zfhx/7z3yrXBQCcH9lA92dQT4GhW+SZI5Xbhq3cTylPv7fLueyyh/t0hutWWcr7vqX8wMie76Vsvphwdj3HWDALIYj6OZw/NC3/fVQK7sOVWMrNxtQBLuZwjyzlKaFpgP3sDSB7D7eMBjMtuE2vB7mfmohMtVpNCR9lKtz10Psv9ULez6PTH6h7vWnB7Z/3U15wv//978eVV16Jubk5vPCFL8TNN9/s9PVaDuwlf3jjA+gNPLzgygN4xmXjNs00bPVwZ03HttVXU3Qcl61xO0WPw5qlPKPdJYpWzv5qZe/OkFJe9FrINoe7iMLtzzdPs5q2HDxks3DXiWGew5MuXky12wnS5yX9iE+7ZEmdQzb6uL9+/DwA4MqDC0Z9l3HYTipXgWkW+rcFUV1MAonaKvneTE21F5qWL+TRZbuEXhCbbNz6faimCndf+338807dU1It5fZUm+1uH3eeWENv4AVG1pwfqadZ+rcF6eOWTbQiPHhueExpTgxAD2LNtqY4fm7T2P7ub5QZWMo1hUmcMboaXUTl9TzPTynP1cOd+6XV+9tq1IyeuTpzBZPkO70Bzoys9FkLbhuW8iyZAu5C0zL0cNssuHNayi9sxbvV9OeK6Ro06zNEhcnamMNt2HoUnncvz4C8n8d2x39vTN9/uTarnFpTecH98Y9/HG95y1vwb//tv8Vtt92GZz3rWXj5y1+OU6dOOXtN24umrU5fzRT9uZdcmevvsDX/ObOl3NJ7sZ7B1hKFrcj+LKmpUdhSuGXXOe9xAPlTtk1GdAl+SnnB0LReur1L1s1FrIPb2ti7tPnmrpOc0xAl+XsMEsqFcALyFQf34KLF4aLURsF924PDgvu5l+8v9Pf4BbcdhVuSdrO24iQhi1mbCrfthZtSJzJaUfMGKpog70Wtli2cazujpVx/rSjMU8r93xe1JT9yYUv9Xgo4wFelDmRIKBekLaSown3DfWdVO8g1T0vPiPHb1MzXFHedWMMPvPvzeMvHv2n086dXs/dwA35w1NJcSz0zivRxb3T66jrPYim3UQRK8ZBnc71oD7dke7QaNeUWSMOmpVzec5ONBhXQa3ssWN28h9tmgGqWsWCAn/2wkqRwa88qU9fhZsbcInm7bDw7TFPK5TX7ngfP8wor3HKvaNZrRutcwF+b9gdeZbk+lRfc73nPe/ALv/ALeP3rX4+nPe1p+MAHPoCFhQX8wR/8gbPXbFoqMoRPfeMRnN/s4rL98/jRpx3J9XfoCneRRcOm4Vw8wcYCstcfqEIob4FpK1HaD03La22Pnin7tQfO4e994Kv4zqNmKsVX7jsLAHj+lfkLm7zvSZ4e7qI2myxjwYosbrKEBlUdmiYjwUwC04TlUCDTlQcXcGik2Jy20Md920MXAPhW9bwszoql3JbCbbeHG/DPEZNZ3MZzuC0n3+fNnHB5biuboMGmFqBbyk1D0/yC20jhLtFSfvzcpvr9WW2D65xYynMo3GIpv/f0eu7Mg/V2D//qT4dF8D984eV40ROisxV0ZPN7I0PBfc+p4T0r3MMehxR8JtftbKDgHt439sw21WSAIuFu50Yq71yrnsnWbcPht5UhJTqMspTndDaeGM3gvnhxLpDWn4QvKhS/d3QyZApYt5QPzC3lThTujOKWr3AnFNza8ZkW3HJPMT3vbY1L1VuP0l5bV7i3uwPIEjBvK0fW/m0g+BypanJNpQV3p9PBrbfeimuuuUZ9rV6v45prrsENN9wQ+Wfa7TZWV1cD/2WlaVn5+uOvHQcA/MzVVxpbR8PIjTctSCaNLcMdJ8HGWAzdIpg7pdzSQ2Cj4BzuOIv1X3zjUXztgfP461GffhIXNjtKzfiBJx3KdRxA/tmRpgtVwN6Yo46Bjd3GHG5d4U6j6rFgd2UYCSYsaQX30lwT+xZmlEWyaFJ5f+Dh6w8NFe7nFS24Rwr3qq0e7lXz8CVTlKU8S2haavK93fCdzZz3K6XYOEgpzxKYpv9cHkt5kpVWFKy0jUObY8GOn/cV7tPaaB7p4c5jKT+0OIvH7ZuH5wG3P5zPVv6b//sOPHx+C5ftn8e//rGnGv0ZtRGSociX8FNT58qpDCOp9M9RAs72zjbVYr3ILOozG6ORYHuy3T9sFIEbOYMPAc1SnvPf7gemmTuDbLn4AO25b5IUbtlSbnp/AOy7Wj3Py2wp93u44zfOAwp3xtA0U5FJ9XAXTebP0Hqkz7vXNx3zrvfztGzq50lVfdyVFtxnzpxBv9/H4cPB8J7Dhw/jxIkTkX/m2muvxfLysvrv6NGjmV/X3+0q/qafXmvjm8cvAAB+8tmX5v579B2iIju9VVjK10cX3kyznrmHSbDVV5RlREIUcT3cspNnolB85d6z8Dzgew7vzfQgDNPM+WD0R3SZjAWzU5Sa9FPZUBN2isK93e3jgbPDfsssCve+eX9Bf+VFw6C1i0ZF6Jm1YgX33SfXsNHpY+9sM5PNPQrboWkSvmTah2iCspQbKNxbhhs5+v2yqH0Z8O+dWS3lTYcp5X7BbXYvX2j56dMmxxNQuBOedZ0Mc3ZttKsAwMMxCveFjZGlfE92SzkAPPWS4fV23+n1zH/2q/edUS1r7/6/n2m8sFZjwTIUc/J8M3GubLR76vMz2Sir12vq+SAbGAszjcwZAFGokWAZ7OQAII+rItfRVoGA1KIp5aJwZ8m+sLkR3e6ah6bZnMPdH3hq495kakDeiS9x6KFdaaMkBVG47z21jlsfPBf5M4GUckPhbUONpDN0tVp6L+ScNWk90je29EI9dw93Rjs/EFybVpVUXrmlPCtve9vbsLKyov47fvx45r+jmTOMKoov3n0aAPC9ly4VWiw26jVlrSqSRpxlfqq8LlBsVEPRZHDAXuFnK6U8bCmX4zIpuP/2nuE5UUTdBvIXjJ0MKeW2nAUmNnZxfhY517Ip3NWFZNxzch0DD9i/0Mqk2uqWckk2F4W7aA/3raP+7Wcf3ZfbiSP4Y8HsWMpFqXFiKTdQuNuGO+b6Q9vG4i1vyKOLSRuCLGYWUka9CPqixySgS88pSfr5LE4dXUEpwvHzesHtK1HnCijcgK+8Jqlbcfyvrz8KAPjp5x81spILsumcReGWDbSNTj/1/JZNsoWZhvHzVp4PonDvmW1qfcwFLOVK4c5YcFsIkCqicPsp5TkV7rVsCeWAnpdjwVLeNw9Nq4dmMRdBXydWkVKeJ7TrWZftw5UHF7C63cPf+8ANeNd1d449mwKW8qxjwYwVbjubtZsZWo+a2maLvobO+3lsZhQWgWFCu62sqLxUWnBfdNFFaDQaOHnyZODrJ0+exJEj0b3Qs7OzWFpaCvyXlYZFW+Dn7xyGu73sKekhJmnsyWjNiyKvpbyIslxUVQbsjKoY7p4N//22Q9Pao/9P2wzxPA9fulsKbvPFURR5swY6GYJMfNt6/s9f321OKvJttC/kU7jLv7neOUoof/KRRaM+WEEPTbviwAIA4NBeO6Fptz0kgWn7Cv09gN3QNF0psxmaJn2F20YKt1jKzWc+21i85bWUu00pz/YMmW3W/XnKBs8u/R5qNBbMYOOwZqFdBQCOn9ND0zSFu0APNwAcGF3DehCbKZKW/qInHsz059RYsAzrCX0xvJ5ybefJXZBnkt/D3bAyi/qMUrizbdjJqVXkOsp7DQN+wdDte7mKgJMjhftIhvumbBrasNWKe6hshVu/97YMQtNsrwXyhHbNzzTwv970EvzUcx+HgQf87hfuwz/5o9sCP5MnNC1rbpG/EV3svcjSeqTn9+j3/LyfR9Y6R1Dn/jQq3DMzM3je856H66+/Xn1tMBjg+uuvx9VXX+3sdZsWikxguCCQ4uqHLRTc81pwWh76A09dRKb2poaFhcpGwYRyQC8u838m+vuWezxZjNIuN8K0mab3nd7AoyvbmGnW8cKrsi2Qxo6lnm83LstC1R+VkP991/+syViwIiLUtppDm36j9cdClX9zldChpxzJtiEYVLiHBbevcBcLTVMJ5QX7twG7BfepHEqZCTKr2EThztrDDdgpdouGptkcbSlsZlTsarWaspWnbRbrCbVpP69Syg3cGOGxM3nRFe4zgR7uYYG4P6elXBKkz+couO8fFdxXjVpMTJHncZZCVi+y11LcK6JwZ3HwyPMmWuHOfy+Rvy+7wl3c4ZcnwEnQ7zd5VO4TOXq4m5ba9wBd4S43NK2XV+G25AjKO/Z1eb6F9/z9Z+Pdr3kmAOCbockF+v3claVc5a8khLeZsJUhoFkfv6dvuOb9PPK+/y0L690iVG4pf8tb3oLf+73fw4c//GHccccd+KVf+iVsbGzg9a9/vbPXVMVdwQv/lgfOY63dw4E9M3jWKIm0CHkekDr6DTt7D3cBhbvgKC7AzlgwuZCb9ZqRAprlOEwt5WInf8GVB3I9gHVaOfs0ZXPApOC2Mf9c3ylP6uEuO6V8ebTITUoFdcWdOQLTgGDBPdbDXUDhPrPexgNnh8XEcwqOBAP0Hu7i7+0pB3ZywF8EZhoLZphSDtgaqzJ5Pdx+T6r5MZkGp213B4HN3SS7cxZLudTkRQqnte2uUl6B4PUmhXJehXv/qBA8lzASKIrV7a46jiszFtwLOTbw9edb2mbaqTU/IdsUKbilh3vPTFNTuPM/+6XfPmsPtw17rTgIsl7DwPA5Jueu6Vg9nVMyTjHLZ2DRUi6tOHnmcP/nv7kHP/QfP5/ruaYfu0nGg+2wS7VBm3ON97zR9JpwUa07PM0L7mzrbwlmXSm4LtrM8JzQN7Z00Srv55E1q0qQc7+oup+Xygvun/7pn8Zv/dZv4Z3vfCee/exn4xvf+Aauu+66sSA1m2Sx49364Dl88CvHIsNYvnDX0E7+0u85VLgnEvDnZibZllc2u/jtz96Nx1a2xr4ni7daLd0aKcjCrYhQIg/pvXNFeriLPwT0XpYsNt6o4whb2+W40izlf3vPGQDF7eSAnkScL6XcJDTNRoCKboMymcNdVg/3/pE9O4+qVJQ8CeVASOFWlnLz0LTPfvckPvzVB8a+/vXROLAnXbx3bPRYHmwq3CfX7M/gBnyFOy392PM8zTmRYinX7is21OX13CnlyZM2ev0B7j21litETBZSJteY4PeiJp8P4eIvKdAri1PHxgQEsZNLUbi23UO714fneWrT7kBGBVWQsLWs96IHRur2RXtnsTSX7bpVoWkpriydtUwFd3aFWzbBbPRwr7d7+PpD5/HIhS11LAcyppTbaHPyHSHZ1z+1Wi33v9/zvFwKd6tpLzTNZDqJELbv/9W3HsWDZzdzzaeXe2+rUTNa69nu4c6rsApxmx76Wsr085ENnwXDZ4g8/1cLbpZnaT2S+3OvPwg8A4rO4c5uKa8u1wcA7Pn3CvCmN70Jb3rTm0p7vSxhSv/6k9/GXSfXcNn+Bfzo04KbAJ8b9W+/1IKdHDDr4f7ozQ/iP19/D2576Dz+8OdfGPieBDnMG85PBfwFZJHFY97gHx0bhZ8sXguFt4nlJLzzqCzl8YuQdq+PG0bzt4sGpgH5k9vbGR6CM+o18t+AlPUz5eFXdkq5qFHncwQVFeH8RkctALOmgR9emsNl++exd7apFrKicG90+tjs9BIXdr/yZ9/C2Y0OnnfFfjz9ccvq6xKYVnQcmGArpfzRC1v436NRe7YV7jlDhVv/ftoCql6voV4bFnY2Q9Oy3rPSNo3/w6fvxP/48jH8/s88Hz/y1Gyb11sZgzf1n01TKcPFX5LC3dPuK2nYsKuKnfzJhxdxx2Or6A08nNvoYGGmqf5ePWMhC1IInstYcEv/9uMzqtuAv4G/mcGqva4twtPcK7ks5SGFac9Mwy84M7bSvf6DN+NrD5wPfC1zSrmVgjv79aIzP9Mc3duzFdxr7Z76M9l6uC2OBVNzuDOEpo3eayn48qw9uj2ZYJBNWLLVgrOdU2EV4j6DgKU881gw0/FkdhTu7QzPCV/hDq6hcyvcOTc8ZqfdUl4FpgEKnufhwXPDB97n7gwGux0/t4l7Tq2jUa/hhywUV4CZBezh0ZzQv73njOoTFeTBmuUk1C+EvCNVZIdtb4EebhuWchvW9lbMjbljYCm/7cEL2Or2cdHe2UyjoOLIPYe7Z55SbmOjo2NoYS97Drcsji9ktHEW5d7R6J/H7ZvPfC7ONOv4m7f8EP7qn75EbV7smWkox8qZtfgFu+d5Kk35xvvPBr7nB6bZKrhlDne+9/bsehtv+fg38IPv/jyu+85wBOSzj+6zcmyC6uFO6eHXFfBM6fcFC+7+wMtV3ALpio0Uat9+ZDXzceUZc+SPdkoumsL3z6Qio5NJ4R7+WmQs2PHRSLDLDyyowu3MWkep0gszDaNe1SikhztrwX3/6Xz924C2gZ9B4Y6zlHueh/9580MBNbJIaJo6xlnNUp5R4f3uo8NzW66FuVYdT7skW2aGjdnQRULTAH/8XtZ/vwSmLc01Myl9NtrIhHaGgNZwv7wUfHlUzu5ofWbSv62/tu0e7ryWcnm/egMvIEDon4mp7Tmr4GWr4PaTwtNft6Fttuj3/Lzrzu3coWkyhYgFd2mYWnVXtrpqgf/5O08HHuafH9nJn3f5fizn3PUOI4uupAek9OwAwAe/cizwvazpskAwdTfvblPe4B8dG1YPG2npsVYfSSnv9GMXdVLUXP2Eg0pxKUIzp/qcxYppY7fbdGFsQ4XaCQr3w+f9hXse5lqNwGzRWq2mgtNOJ/S7bXb6KpDu5mP+nM+Ndg/fGFnKn3+l3YJ7vd3LVeR88CsP4JNffwS9gYcXXnUAf/Czz8fPv+QqK8cmmI4Fy5o4qzZsCy7eNguEPKYFf8piTSynWZCF2FKGFiHT8UbhgtxWSrmNsWCymX3ZgXk1xuvMRlvdP/L2bwN+2NpWt58po0Up3IdyKNx5erj10DRtM+1bD6/gbZ+8HW/+42+or6nshSwjqcYK7kauHu7tbl9t9N/69mtw87/5EXzt31yTeTSrDdfVZkF7sfy5rD3cJ0drwaz/5hmblvIMCrfuJmj3+mptnec4ZE2U1MKmY3uqg6+w5iuhdNdOVxN3cs3hVjkghj3cI3da0dC0LM4OMSL0Pc+Kwp2n1gH8+4+NhP48TGXBLQ/wtAXTYyv+YuXE6ja++5ivFnz2u0PF20Y6uSA9GEkPyNNr/jF98rZHAjvm2zmsTTbG3PjKcv5C14bSasPaHrcDJselJ8GHkYXqJRn6qZLIm0TczWApb1kIEDRdGJfewz3qt9zs9I2Sqm3xyGjh/rj989b+TpNZ3Lo69bUHzqlF5I33n0WnP8DRA/O5lLIoFmeHD23PyzZ2SLhv5AL4Fz/6Pfj4L16Nlz3lcO7chThMx4JlOacAO0GTgL9oyBPymKZwy/l+MkfBLS6J/Rn6lUXlSLPFjivcBqFpBiqWGgtW4CMRhfvo/gXVxnF2vaMcMnkTyoGh60r+HVk2AI/lTCgH/HXAdndgvLDVP59VrfiWtdD9ZzbUmkPuRYcyjOIKn+d5U8rlPWzWa1ieb+HixTnV5pIFfxM48x9VbBbc6DcNHAyTp38bsNvHmkXh1i3lq1vFii65N5gq3M2UzIusbOXIudDR10r656Cvf03Wwr3+QD2/zBVuSSkv1g62lWGahb6xVaWlfKrHglWFaYDCiZXgYkVmbt9/eh1/e88Z1GrAK54ePS88D3uULS9B4R7ZuBbnmmj3BvifNz+kvpdnGLxecOcthDashqYVHwtWzFIefRz6BRpnKxdFwNZooyxZAzpqDneGlPJiPdxmIW0NC2PBsijcS3NNdX6XaSt/5MKo4N5XbsGtW0DPb3Zxz6lhUfvF0ejCH/qeQ9aK2rlWXW0I5Ukqf3CUmP60S7NZQLMwZzgWLOviSWUrFFy8yX1kYcY8c0NIS91VCvdK9oI7z8zpeYNnV9T3kzZr/GyIclLKpYf76IEFXDTabDi73lYFZhGFu1arqT9vaiv3PK+Qwq0vwE3syp7nBedwa7+/oG0SfPPhC+j1B2qm+MVLBQrumabW/29ecJ5d9zeFitzTfKtr8XVHntA0wFdJM1vKRwV3VoU777jRKFTB3ciWVK23IuXq4ZaC27CHu2F5qsN2QVdDoODW1pa9hJTy2x46j9sfXgl8TU/8Nt3wEUeuLUu5yXNTb93Q7/mFQ9OyppSzh7t8TJVD2dWVh7mEpH1olAL8I0+5OPOojiTkARkXzDUYeCqo5Jde+gQAwIe/+oC6MDdzJPdZUbitKMvFe2zWcwYQRR3H+Fgw/7jiPp81Cz3kgWMxzBoI08mgDPmp7AVSyg0V9ZqFfrksamStVsO+Ub9S1t7JIjxyYXjfsFlwH1r0e0rjCG8E3XzsLDzPwxfukoLbnhunVqvlTir3PA8PjdREmTXuAtOxYNs9WTgYLt4s9QPmDUwD/AVkrMI9uk5yKdwbouiaF5gLhsFX8m+Wx05SkZXJUl7zF/N58DxPpZQf3T/v93Cv27GUA37Cuem96PR6G+vtHuq14SZAVvSRU0nhdMJWtx/I19A30vTRit86voKzGx143vBaOJDhfYnq4Z7LkdKdd+52GButCHnG6OnkTSn3C+5sYZNOLOUG986gwq0V3DnWnfJnTNY4QP48nDiKppQ36jV17ulrr06MpXyr08c//L0b8Q//x42BNqK19vB9nGnWjfMlbPdwZ1G4PVuhaTmvOfZwV4DpxXdiNHrrh588XKh+/fgFHDuzgU/c8jAA4OdebLfnUHow4gq685sd9AYeajXgZ190JQ4tzuLUWht/ffujAHRLufkCTh9zk7ePyaaynKXw+z/fOYFf/cvvqBuQWNtd9JLrxxWncNsYj6ajsgby9nBnsZRnfPjqfbsdw5A2+XYRFSqLwg34wWll9nE/MlLKXFjKT6/HF1DrocL3xmPn8MDZTTx0bhOtRg0vesJBa8cD5J/FfW6jg/V2D7UacNl+lwW32ViwrImztvoBRZ0wHeei00o5BrlOzm50MrdT+Aq3uUXXVOGWZ5ukdie1T+WylOf8SM5udLDV7aNWG163B/dGWMoLZrVIwW16Lzo2Cky7bP9CrrC2Wq2m1gImbR/h+0fQMRNUuCVL5qK9M5nySsKuqwUtpTyLpVoK7rxj2oSGBUv5Ro51l478uSwKP+C7V7IklAP69BMblvLhMZu46fzNjWCxl6c1x7eUZ9skLeJk0JG8gbyhaUC0vbkbU3yvbQ/zpNa2ewFVW36/mOEZIj3cRQvuLEWvLuzp95W8bVkqtC7nHG4q3CXSMBy3JAr3c6/Yj6ccWYTnAf/8j7+OrW4fTzmyiKstL2CVwh1z41WzJhdmsDDTxD94weUAgOvvGCrv0g9XvsI9SukskFKe5yHwHz9zFz74lQdw4/3DgKgiipE6jphQhYClPEbRk69nCRtKIn9omrkVM08/11v+5Bt4xX/+W1XIGIemqT7LAgW3zEs2LLhFlSrLUu55nhNLuYzeSVK4pfAVFenmY+fwhVG44/ddeaDQRlQUflJ5NoX7wZG6fWRpLncPnAnyd5sr3IYFt6URM0UyJ/QAoqjQOv3frAdtmpDHQr1gWnCPvi/nc1KR0ctwHys63kn6tw8vzmG22fBbODY6qqd9X0GFe39GhbtI/7awYJgeDwRncAPBhfGFDT1A7QJOjbJkLl7MGtjlf5aSXeD3mldXcBfZBC7aw51H4QeKW8ptBEdlUbjVhvvACzwz8hT+We4NwOQp3EB0+2LAUq59Xb+f63b89ZHCnUXksTaHWzlq019b35TTX7eowp07NI0Kd3mkqQOCCqVYmlPhaN8a9VD83Euush7yIzfsOIX7VGjupYzAkHTVPGmZtVqtcFKnzO60YSnPsvN0flREiT11veB4jvBx6AtZ/bjiVBnf0m4ntb7VyLcrmyU5NE9Y3We+fQJ3nljDA2eHC0LpQUpT1Ov1YioU4O+omxZH+zOqSkU5t9FRtvdL9tkJzwMMe7hH59/zLt+PmUYdp9fa+MMbHwQw7N+2TV5L+UNni6W4m+KnlJuFppkr3HZ6uH1nUPZFm967GPUc04uXLEnlW52+er8yWcoN+3Dl2SbPsLhnHVDuWLDjo2fo0QPDTTKxlJ9dbyvFv2hxJ9br8yUW3PIsNFGPxxVu3VLuH/OZ9Q6+cfwCgGwjwYBgwS3ZBXMRmzV//a3H8JEbHoj9e2xZysOzofOwmXO0n6DGgpUUmmbTUt7OkBejv9dFFW75M6aW8oaFrBqdoj3cQPREnDhLue5Sihrdl0VkUgX3VreQ+JEpNE2rlYq2EwBFQtNks8nOeSC8+Y+/bvRzU1lwm4amicJ9yfIcXqalkR/cM4OffNal1o9rT4r9S8ZwyGLlspFlVQruPCnlgH8x5D35la3FQmhall1X2d2TMUy+wl38Juh5wYdwN2Apj/581M3PlsIt4SYZP5csC9U8AVDykJUFkmlomiyKi40FM99RB3wbaFkKt6jbhxZnc8/sjcIopXx0/h3cO6NmWssc35c+2V7/trCYc7yIBKa57N8G/HMkTTmTha7pOWWvhzu/FbXRSHYm6ZsMWYLTRM2dadRViKcJonKkjwUbfv+iUUGb9PNZLOVFRw7qCeUAcNEe/3o7P1J391mylJ8z3Py7v0BgmiAL0qSNDSHcKhUOYdSRKS2HMhbc+j1RioRwD/Ng4OFffOIbeOf/+o7KrAkjgW1ZNoWikEdkoYK7wHWs/7ksCndfy/PJqnDbtJT7CnfG0DTtmZEnLV3a2JqG7QzWFe6cCqtOqsKt3cP1SRv6dZknt2hpVHAPPGA9w8jAMFmK3kZA4S7mbgCKK9w2LeUPnt3A34xcxmlMZcFtesNRPTLLc3jO0X1qZ+h133+FEyvkgqHCLTYuWRycWW9ju9vPPZuuqB3PxjiurPbprjYOQTYcbPRQ60Wq3Jw9zzMKTbMR2qbTzNlfnWcOd3/gGe129voD9b7IQsO0wPdTyouEpo0UbsNiNmsycFZOrW4HHoyPOrCTA36BcmY9PTRtca6JFz7+gPr6kaU5fM/hvVaPB/DH38kmgykPnhsWElcctBc4GcVcxtC08nu4898v9IVm1HHo/+YswWmivu5baGVycBlbykMKd7fvxdr7uobZEIDWrpLzI5FN28tGrgtf4e5YSSkHsoem3T8anVdM4TZPAJeFvGxwBCzlo02CK0ebZHeeWANQUOEenffKUj46xnObvksors/03MZwLVQ8NC057T+Nbn+gnn95W+qUpTyDwn1mvY3BKLTuogxj2QB/02Or2y/0LAYy9nDroWkFbcWicFfWw52zh1in1RwPTYubwx1UuDVL+bb/zDdlrtVQ1+FKASEiS9Fb154lunOmaA93boXboqVcpsCYMJUFt8kc1bXtrlrAHlmeQ7NRx6+84im45qmH8XMvvtLJccnCKy5RVHY0ZQzH0nxThSU8fH4rl6UcKFZwe56nrJF5e5gAXx013XnSi15ZLKm0dAu95IB/Iwyr7lEFtz5SpYjSryOL6tyhaQbKkD7H0sRdoP+M9AXK8ZWRUp5V4Za+SxeW8ntPreP7r70eb/64byd62MEMbgBqLvB6uxe7MNM3fF5wlV9w2xwHpiMFs1jETSnNUi5jwQwV7qw93N2iPdwZLHlhAtkboftDrx+cu5xF4T6f0z6tLOUps5Tl36zPbo47n33baAmWci2hHPAL7t7AT9QvainP0sPd6w/U6xbr4c4Qmja6f4hiGrCUjxbm4daUQxnVVb0w2xNSuGX9omcOxJ0bfg93tmIzTKPgM0nfYMqrduZJKZdr+tDe2cC9wAQRJPoDL6Cc5kHWAybta3oifMBWnENt9Hu4zf7trZSpDlmx2sMdCE2L6eG2qHADdvq4s0yM0c9R/d9Ydg/3rAOFW6bAmDCVBXfTwBIodvLl+ZZ6aP2DF1yO//Ezzy8cnhKHvE5cCrYfVDJ8yNRqNbWwf/j8Zn5LeQG7jT5KxMr8a8Nj0G86UuRYCU3TbuByIwwXvFGfz3bXX+TansOd9aak5nAbPAQXtJulSZ+ffuMPW8rTU8qL93BnV7jtWMo32r2xxfzdJ9cw8IAv3nVauQNE7b3MssK9ONtUY6vibJZ+P1cLz718v3q/X/pk+/3bAHDFqGCWXn5THixhJBhgPhZMvm+6eFKqWJVjwbQNlPDGcfjfm6WH+5ymcGdhzjBpWmz0+xZm1L02LhND7mNGlvKChZM+gxsYnjuycSqL68KWctXDnX4veuTCFrp9DzPNOi5dzn8vyRKaJlks8nrro3ue53l+wR26lxzKqK7qzyRp/QorvLLOSTpue6Fpw1/z9rLK8bUaNaPnbRR55pDLPTfPxu5CqwG5fay1iz0Xs+TF6FlBq1t6UnX+OdymoWm2lU3Vwz2Tv4SK6uHuxqjd+j1dX/vmbWO0MRosSx973J5Q0R7uhVa2f3dUMnwRtrt93HDfWeOfn86C26BvVe/fLou9WsBJ1E697PzqyaAyVufh81uapTzbSVgkqVMsLfVasd2+ZsRuX+LrakXvqbWhpd6Gtb1Wq40py+FjilK4RQ2o1fKHp4QxnRcfRinOBg+jZqOuzjuTXlz9xi8L5Y5hcIrcdAullGft4bYQmvbdR1fxrF/9P/iNv74j8HV5vzY6fdVv+cho8+dSywV3rVZT1/3JtegCSm+p2DPbxP/7Q4/HS598yEn/NgBcedHw3vPg2c2x+1XcJtFGu6c2DK444NhSnlnhLjfxtkjIY71ei81ECBfcWSzlUljlVrgNLeV7Z9PHQWWZtlDUUi7npP68D1t1i1rK9+8ZLnJNerjlfnLVwT2Zxm6FkU18o9C00WcjYY8Db3hv2+z0ldr2/CsPBJ5vF2ecAT0bCE0LWsrbvQEGA0+1zgG+6h3GVsFdtPdfrbkKrH3yKNzffWwVAPDUSxYzv169XlPP/LiJK6a0M2zu1zWFe8XSHG49PDKJ+Ry2/SSshKZFqK0mlvJohTvbZqAenJYXJX4YPDdrtVpk0e152deDnuf5lv6MGx55sqKSuOWB89jq9nFor9l9aDoLboObrMzgzpoAWQTp4e4NvEhV5vR60FIOBIPTilrK8wQYiFVtz0yzkG01a0p5WGV+9MKWbykvqDCHwyzCxxQVmramqVW27Lt+gng+hdt093dJjXdKv/nqAVRbYwp3SmiahREs8vqmgWQ2xoLdfOwsegMPtz50PvB1/cF3+yMXAACPrrjp4QaAw6PrPm7MkyhU0mbyr17+FHzo9S8oFOySxGX7F1CrDa9F3Sb7sZsewlPe8Wlcf8fJsT8jNtnl+RaWCyqGaZgq3GrhYPg+5d0IC7NZwFI+PI7ojePw3O18Cne+gtt0LNjCTFNL0I5e9GexlBeZtKEv4PTgK70/eEYbX5WXgyP78/mNTqr1XWZwF7GTA36bV1ybmo48ww7umVXn+Np2V21WzjTqWJxt4umXLqs/k7WHezagcI8s5dr7utXtq3BYILpA6g88XNjKtzEUplEwpXzTwmSUuRwK93cfHRbcT7tkOeUno5FnRJyb0hRf4TZPqh4MgmuNPOvOLG1zgH+OZR29FoeVHu6I4k9/L9oxoWlFe7gBf81XROHOaquPa33IuuHS7g0gt8+stY7tsWAydvXFT7zI6Oens+A2KO6qULj13uPwwsXzPE3hjiq481vKmwUKIRuqMuCro6YXX3hn9vj5LWs91Mp2Mjo/wgv2KIXbn8Ftr4ho5Qx0yWq3WlK7nekP34DCnTE0zR8LYnRYia9vqkaKpdxE4T673sZb//SbuPXBc4Gvi008/HDSFw3fPD4cF/iIox5uwHe2xCmWNkIDszDXauCSUQ/nA1of91/f/ii6fQ//+fp7xv6MJJRf6dhODpiPBdvK2KbQbBRbpAtFW2DisjfCfZknV9vGvc1qBFbGgnu+Zaakbmp5H0lFuh5UaWYpH/6a5xkWWMBpz05d4d6fMUQuCrGk90JziKNQI8EKJJQD/r/HqIdbW7zrI/9ks3J59B4866hf5GUN7AqPBQOC191Wtx9QuKOK0PObHfV57S+4aaf3FeehSA6DsBDqYTfhjseGoXVPu3Qp12vKM6JMhVu/X60WHAsm9wbT0LQsTg8Ttiw4G6JEJpOxYFZ7uA3WfHFk3XTQC279np71OarfE/KGptnq4ZbAtB94klnb3lQW3CYhYSqhfMn+wjmORr2mColwUbfe7qkTPNZSPgqsyapo1QuMBfML7mK7/82MPTZroffn3lPryk5YuPhvJivckQW35YRyIN+MbMC/aZv2lMkmgclup37jl/NNpQmnvJ7a4S5R4RalbmWrm3pj/8x3TuJPbnkY/+Vz9wa+LhkB4YdTUOFewWanp8bnOCm4ReFO7eEup+AG/OC0B0c9hZ7nqcXgtx5eUfN6hYdGCeWXO04oB/yFQNpYMDWH2/C+aWumqxoLlvPzasYEAck1KipGpzcYG+sUx7nNfCOwfEt5SmiatkHrL4LH/4zu6km7rwD///bePEySqzrzfiPXyqy9uqu7eqnuVmtpqbWrBaKFkCWQJTGyAYPlsWEAGZnNshmPeWyQYUDgGbCRgA/zYZYxyHgbL+PB1sciI4zMYmTAQrKQkFpqtPVWvdZelXt8f0SeGzduRmTGdiOzK8/vefRIqq6uzMqMvHHPfd/zHjuQMcwZiLyBG5Aea51kE4xqJwes65FGrXWaxR3HDG7APsT31cNdlgtu6/1fLFVFwU3F7UVbxwBYm/agCl/OReFOSfue1Urd4eBxK0LlnAG/BZcXUSe0rFZanRFBKSgp7Z04tljCiaUyUgawa2NwSzlgv/bqPioo9v04wBzuOCzldMjvs90iTJ98O4LeM9xw6yuXDx+8erjlQ5LFkIJX1B5u0zQDhaYBztwRWZgKeuBCdVAunQr8+bdD06xr7omZhY5rsReH5lbx1LElpAzgRTvX+fo7fVlwe1nxZLqhcAPyLG7nQkib7OF8xvEhd1jKafEPeBO0FZvgpz52Qnk8qrJvS7lyMrtvZkH8d9Dfv/W5UD95s4fbR2ha3DO4AX/hfm5UffZUEyMF/5ZyeeEnO509h9tnD3fIgts0zRAp5dnm3+18c6E/f05J3SaFW3195FP6xw7PC7v08EAmVqcDQQdtx3pE4Qbs4DN6zY4vlh328j974FnH94sZ3JoTygH75lprmG2TcO0gPp8BPDFZymntHAp5WGm3Rimhac2N0PBAVtii/SaVz0VMKV/pMGqIDhkGc5m2Crd8H/A1cihC4eS1gVvnULjjCUod9zmLmwruMyMq3PQaL7u0QaksSQd2ssJN7iA6vHzxWeuxYTiPl54bPBsil7avdblIlfuY5dA0twOcuPq3gWj5NUA8CndQuzPZyc9YPxi64Btq3p+iKNyLpar47K730VrgCE1zzGIOkVLe8J/vANivsZ+DJz/EkVKec1Fbac8JeKeUy68dtZGFVbjDFtzyPtCv21DOoqDHB0Io3AF6x1XkQ45vP3kcL//Ed/COv36ow99y51vNdPLLto37bo/rz4I73XnDJM/gThIqXFUVlU59J5WQEnkWN53UBJ7DHcHqK2+gopANailX0jX3NeeCDubSkUJm5OdCY39aFG6XRVuPwh3sNSGEFTPj73Wg4tBXaFqblPJOinrUHu5K3bZ++j1VzTb7DoHOtnK6pg7MrjhuAmQTr9QaDrVULsBL1YZYgHX0bwNSD7eHwk3X4EiiBbdT4aYwH9qAfvmRI44CnA4ltiVhKZduyO1CUkohrXHRQ9OijTFMe/Zw28nBNOLJb3Ba2JnTdM8xTW8Lf71h90pbCjf1F7cWGvIhY8bHeh5lLJjXBm69rHAPxnOARgcgp5a816JStS4O+c5YPxTp8eh9PLnsvmbILEoHdkIBLdVEv/RYc5M8MZjDA7e/DB/7pYsDPx/5HiG74qj4Xq3UcVRWuF0OY0TBHcMhSCpqD3fFvp7D0ik8UIXW2N1SL31Q4ujhJlFqRLpe2kG18WKp5ni9o/RwZ/z2cAd8jTsRdJSkG3YPt3tKua853CHbKEciFtzyPiiMpVx+vkEzisKOBAPs9adUreNDX30cpgkcOBVsrCnxrSet/m11VGI7+rPgptPwtmPBrBte0gq314m0OhKMkGdxk20w/FiwEAp3TJZyt5mE7aCT2cnm6/Hk0SUA8ah7Qm2vefVwty7a4qRRh8Id4H0xTdN3TzUxEmAmo8NS3jx4KIuQtg6haRF7uOX3wY+FjSBVaa5Dwb0sFHtTBE2tVuo4KRWM8qGE2of5tUdnAOgruNv1cJumKSlUesPIZKgXm3q4n2gefF177gZcsGUElVoDf/PDA+L7k1W47TWp3bxZoVb4DU2LqYc7auCSlwOGPqO5TEocGPsNThP24cAKt/07eNk2ZXWpmEsLK72b6kRrmGF4h+3IRBkL5mULXt8lhZtGPo0WspF7lMkBR3PG2+FUuMlSXsOcyyFMOmWE6mnPOwpu+/Wmw46VSt0x9tDtWjqpQeEOH5oWro1PpuCz9YUQ/dubwvVvA7YwEKXgPjwXbCIHfUbVw88kxoIVA7oI2uFIyY5ScGda97zVhnvBXfKawx2yjSzIns8N+v0zKcP3eyBbygfzGV/h1e0eO0wbBz3X7+w/IfYqYQLUqvUG/nW/NQ4syBSYPi242898Xi7XxGY6aYV7yGMTQjchuX8bcM7iJkKPBQujcMfQwwRIRa7PJ0Gn8edOWT1MsnISFTtYgSzlakq5t8I9rKGHO8gJsHxa6LuHO0CAhrzwLysKt9853GFUKOuxrcczDP92eUAKTusw/1a+kZFiS0oTId+gqPg+r7nxoX5lHf3bQHuFu1xriI1LkpZyUqpJuX6c1JdNI3jDi3YAAP7i355DvWGiWm+I13N7Aj3c6ZQh1hU1uVsmaC6AuH/ENIc77JrlpbSTCyWfTQuF26+l3Fa4gxV66ZQ9h9gr/InUpXTKQD6TEq0/boFe8prip7CLMhas5HHgIqeUx1Vw27O4vQtuOaE8alAbzRU/PLfacWMrq2UjwlJeFQf5YzGo/DmPgpte+6MLJUdB5qpwN90B63yO4mlH1ILbntISITRNKgb93Bt/ctgK6AwbmAbY94jFCJbyw3PWmuK34PZOqQ5hKafQNJ9uxkKb9pWgyAf/0Xq4W9soZUt51ZFYLivcrT3cSc/hFj3sAQ4cZOdpMZfx5TR2I4q7wC2lPMyIsOdOrmCpXMNgLo3zA3wO+7Pg7qBQkBogn/QmRVGcPKoKd2tCOUHBaUTosWCRFO64RnEFSyk/TznljcPS7RWaNijcBy493Dos5Snn8/BD0N5HINhYMHnhp/46vwU37R3Dbm5EIZHxtwknqPewU9+k/L6SzUgtuOelQwnarFx1ljMwQ7fCPb9abVFD6LkYRvQMgyBQ4XxquYL51aoouM/bNIyfv3gzRgtZHJpbxd8/eFBs+vOZVOBxQmERo8HaKNxBA3C8eqeDYJqmnX8RdiyYR/aGbCmfCmApL1Xr4uAyqMINyLNu3TfxtoU+DcMwxD3DTcWkDbXfUKQoY8FWPDZwcg930BA5L/wo3DSDe2fEwDQA2DgygGzaQK1hdnQ52Kn5WWdK+Wq4NgM3HAW3dN0Xmyn3pO4TborkqaY9PhaFWzgjwv39OELTaCxYvWF23PyvVGri+ggzg5uwFe7wY6FshdufKJXyuGeHs5T7C2ol5JaFqHiFLAbFrYdb3oOXa+7/Tfd60zTFZzao0BO14BZFb4B7l6xwD+XTYn8bdD9I63UhRA93Li0X/f7GhrpxYNbaH05PFAO1sPZlwU03Z69Cplv924AdoKMq3BSUtGHEreB2bvDDWspDjQWLuGkkqFirN0xfmybavG0dLzgeO2ovOWBvqOnmR6dhVLitVOotz1FHaFq2w8HQvY/O4Kmji46vydd08LFgwULTZAs20LnAT0dQoazHDneySWpdJ0u5fHJM1ueDs87+Hqel3PpvdQaj3xP/oIwUMsKSeVxRuUWGQC4TOcMgCEP5jLDe7j+2iJ8ep83gCAq5NP7Li7YBAH737x/BHfc8BgDYFvAmFQV6vUo+FG6/m6c4erhL1UbkqQrpDpbyfCaFqVHrvfFjKaeMg0zKCOXU6TSLW7XQ2yOrvC3lfjfUtJcLcw+zA5C8e7jjKO7kn9NW4Y4poRywrhFajw526FWU1TK3lPKxQgwKd9pd4aaNuxpY6VYgnRKp6TGGpoX8LFNvfJSDdlkgKVXab/73zSzCNK12B9XtGIThGMaCHRZtl1EV7hAp5Y2QKeU+XQTtiJKSLePWw+1QXqV7lnxgTO/ZarUu7iFB951BcnvcKIm9mP/fX37/i/lM6PtoKQZLOQD8+jVnAgg3Iowm10wHbI3ry4Lbbb7x08eX8K/7TwDoXkI5YF9Eqm35mIelHHAW3IYRrL8V8N64+SEuhVsOv/BjK5ftb7LCH6+l3Klwy5sudZMYtpemHek2rQ8/ObyAt/3Fg/jN/+1MWKSNaspn7yMQcCyYpDjQjcfvGLJUxLFgJUnhDgIdlHQajSR/5sgiTYFpBBXZjYYpvn/35hFH6qYuS7lhGOLATVUslzQc+PiFksq/8fgx1BsmxopZoaz+1nXn4FdfvAMAcH8zVG57AoFpBB3OtFe4g/ZwRx8LRteOYYRPuvXqgZPHtQSxlFPLxVgxF8rK3Mm2uaTcK+ig1K2oCtqjqcNSPlrIitc4Nks5Kdx+Cu6ICeUEBasemPXu4y7X6mKz70gpL7emlEfB0cPtSCm3vv6conC79feTwh2HpTwV0VL+78/OAgAu3Bo+wCybTonD9U49xlHnbxNx9nD7dXTFWXAHncNdCOAi6ESUlGwZ1UkJOF8LR0q5VHxX6g2Ua3Vxz0+FuIdQqvbCai3UAURJqMxBLOX2fw/m0pF7uMNYyq02HeDSbWP4xT3TAML1cNPhpSp2dqIvC+60y/zSX//LH+F1f/J93P2vz2CmeXJHm8YkET3cHpbyyQ6W8kI2HXizlImgcNuqRTSFWz759mMrX5QCouSLPmhao+tzURZCOoEckk7l1OA0OyE6vhYEu4e7dUH46fEl8W95waLFw2//NiCPBet883Uq3DSHO5ilPGzBHVbhnvAdmuZScKs93M1DiaVKTSSmjwxkcZG04dqqSeEGgI00GkxRuBfL4caDxAEV0Pc2Q+POmxoRa1A2ncL7f/58fOyXLhab7TiUO7/QY7azjQW9gWdiULipkChmw09V8E4plxVu/5ZyKqzCBnV1mnW7orihCmIEZuv3yyqSH6IolSL1Nuv87BiGIQ4s3O67YaDC3VfBHdPnxA5O81a45ftZS2iaMoc7CnJOgltKOSnccoiaysklCk2L/p6kI6SUH18s46ljSzAM4IozJiI9j4Gsu7NR5SdHmv3bEQLTgHh6uIMKU6qlnP43zFiwsCnlQHRbeZSUbBm3oGDvlHLna7RYqjnaGIPu+UkgqNQbbQNFvSiF2IupoWlhhT4SQcK0+eycHML977wGf/VrLxJrTMMMfg0KhXucFe6OiDmq0otMp3Uf/PJP8I8PHwbQLYXbuoBbFG6ylLsW3PYGP8w8SFoIw2wgVdUiLHKx5ufil8dwyb9/1MJffi5iDrdUxA56vD86FEY3JwZBhaCcqE3/L/8Ofgg0Fkxa+OnGY6eit1/0owbUlEMq3H5D09ws5bS4UyFLhxL0WuUyKQxk07hwi1Vw59IpR7px3PSkwj1hFQZUKJzr0lv46su24u/ffiVuuXIH3rB3R2LPTR4D4kXQABj7Og6vlMSxbnq1nNg93GlxaDy70tr3ryIK7pD2aerD9VK41YBNW+Fu3fRTcNj0hN8EZOvfdJi3/9gSnm4eSnaiXUr9Ha84H+942dmBgnHaISzlHm6buZWKKMZ3xBQsSLbHg20Ublo/irk00ilD6uGuioPKOBRur9A02rifVH539x7uZmhanCnlIQ6Bv/+MlVJ87tRI5NdGnkPeDprB3W2Fu9EwcSRiaBq1KIRxCtEeMZvytxeQXQRhgtNkFVg4YiJmpeSU0DTTNB1iU8O013Z17V4q1cRnNkzO1GDzcw6E6+NerdguKr/I7/9gLnxK+b89bX3uXrBjPNDfI3Y059fLa1FQ1wP1cLPC7QO7Z9k+EacPoWkCTx2zbtRTPntT4oRuQvJJZ6laFxt9N0u5fMoS5tQtypgbMYcyYu+0NWbE+m8/F7+92OiwlDsT0+UxW143Ki2haS4plsRhSXmVlYvFpuU5yM1gNMCICHnhX67UmjeJYJbysC1UYU5VAf+hafJ7Or9axfxKVRxsUEAN3ZxIGaDDiou2jgGw7OQ6+5M3eCjcOubA+2XHeucprxpkSFywZRR3vOL8wH1PURCWcg+FWx7xkvdpEcyGmB6gshxxJBjgJ6U8hdFCVhxQHVtoTbeXmQ2ZUE4Ucu2LBrX9SPRwu4xZfPKYZZ09Z6O/YCh5LFi5VscvfOpf8ZpPf8/XPa1dCM/P7t6I3/7ZcyKnhRMTzaRvL4WbDq2mRgZiuZcBksI9661wqw4ZOribX62JNS8OhdszpVxZ07c11wi1ODJNUxwMdXssGG38X7QzmroN2EJJu0OxRsMUo4x2RwhMA6Qe7pAF98nlCir1BgzDf9ZRWvkM0fsXJqzXDjr0X8KEncW9b2YRL/zQP+OL33sWQDRLs4zaw+0meFU8RtMulmqR7vmGYYiw3FAFd4jXwFFw5zPCaex3MhFg1UX/cXAOAPCinevaf3MHZFFKTof3A/dwB0Du+6g1TFSkkTry4tkNhXvQZRNCAUm5TErYf2XkWdzFbPAPXyqCrSouhRsIllTupXAPxRCaplp97ILSTtZVk8op7VPPHO7W18Or4KZ5yEH6ZCk0rVRttB2fBDgX/oZp/T8tVp1U9aj9cuEV7s6Wcjnxkwqqn55YEkoyWfhI2aZ/003r2nMn8SsvnMbv3LAr0HMLykaP1Gk50yBp1BFfUe2OcWJbyt2va8eIF98Kt7uVOwgibDKCI8crLV22lBuG4XsWN6muYQuZYhvFGpALbuv76JDWbYzYk83C4uyABXfDBOZXqs3e42pHiy4Qn2LlB7JBz69WXQ9S47aTA3bLmZpHIaM6ZGhdOzy3KvriR2MouEcLWZy3aQQXT485U8oVoWBH8/dX7b+L5ZrYH8RTcFv/DtPm9G9PnwIQfeMPyJZy7/vvc6dWsFKpYyCbwhnrhyI93lDeei/DhqbR/mPDcN5/zoLybeuan4Uw6yjd/zYGaPsMm1R+/75jOL5Yxld/fMTx9yNbypURVW7rgWfBXa5GDuoNIrSolDyCJtuRcljKw6WU/+i5OVTrJjaNDohDubBkJJGvXPd/TSyXa+LAlBVuH8iz++oN0/EB/OzrL8cLd0xgZCATKQgjLKKgkzYKxxZtO7nbSbs8iztITD8RpSdR7cuLQt6H/RNwBlYNaVC4c0rhL/qi0ymxuHlZyuOdw+0dziTbA+UwHLJiBrEjDuczYuHp1NOlFi4rlbrDAdAO1fYZlJIoJIIq3E1LeZvQNDnx86wN1ib/+0+fQsO0rkvaANPNiV6n4eZNK59J48Ovvgj/6cJNgZ5bUKilRE0pX9QQ2ueX7dKNL50ycNaGaJvBOMl3CE2T15qgPdxhD44AqfiMcEDoqXBLlnLA3pR2KrhpExHWHtspNE1V9UWquYvK9uRRy2V2js9riV4L0zQda7Of/sQwI27CMlrIirV2zmU9evp4vIFpADDd3BscmV/1TOQVB3bN92ZYCdIs5tKB11030ikDX/7Nq/Clt1/p2MuoxQsdGKtuCZrBXcylIyuMQHix4fhiGftj6t8GJHdIm2Lwseb87V0bh30HonoxJIXiheHIPI0E819wqM9ZKNwhnEK0lgWZJGRPUQj2O1OeCz1mqRZ8BrUbreG8ra8DFYLqviuqwg1Io8E6hMm6UYqocBclS3mQ959cJXt3rovsOjIMQ+z1gwSnHZR6yIPa+fuy4Jbf+FqjgZWqrWyNFrL4m7e+CD9873VaezG9cFNQyQrYbnYtFZ1hZvBGCZyJwxpJeAXGtTymtGC2KNwxKHy21ce5EMqWcvn9kTd5ehTu9pbygw6FO/iGLZUy7B7lDvYitXBZLtd8W8rtsWDRFO6g6aByaJpXIqec+Llro7XJf6C5uG8ZKzhSPQG78B5JWFHupHCTcpEkY8WseB12rh+MZSMcFwMdxoJRQZZJGb6VmnatHn5RR2SFgRSCdmPBAGBzc1PaLjQLsB0gEyEL7o5jwZTD2aJon3J+/3K5Jlo5/FrKae9Vb5iOn9fp8Bawi7ow7rCgpFOG6F2ddXHcPBPjDG5icjiPfCaFhgnRd6uiOtVUp0xcKe2A9RqobTfqmkEHxmpxRD3ecY1pC2spp/7t82Lo3wacY6u8+PEhq+C+YEt0IYju95VaZ1ebG4eofztA26UamjYxFM5SXq03REtVkIJbHAj6WBNkaN08Ml+CaZqhErrdUHu45fuJHdxrXZe096EC0erhjuaqHIkwizuMK8hpKU+H+uzZbRzRXSUAOhbc1XoDr//89/Ghrz4uvnYgZEI50KcFtzOgy75Bk+XEMIxYTnPDYBfc9qLQbiQYQW9+mNC0KHNl47BGEvTc3eayyixJ1t98JoWxYlZs4uJQ+NQNNX0Ys5mUUKTkgrtca4iFUUcPt7qhXixVHYnicm/e02RJDBi443c0mGptWq3WpRE+7U8co4zuAexFPuhnkzaL1brpmogMODecZJH+4TOWZXDLeME+DW6xlCdb4FJoWktKecSbbxQMwxAWUK/+7W7RSeEO04sWh8IdRyuOnx5uADhnyipaqf/TC5pvHCb9Fegc/ETrOt1nvRQnylCZHM77DnCT1xZ1be6EHZqWzHZovM1osKc1WMplB5xXH7fqkFGVm7DXhF/UfQsp3KVqwyEExBmYBoQvuOPe+IvPThuF+9FmwX1hjAU34J6h0Ikjc6Rw+y94WxTuIhXcwd0Fpmmtw+sDJNWLPvmAlnJSuCu1BmZXqvY9I66UcqXgzqYN5JVCkA6M1zcPKRZL1RZXSlCiFNxh7psOS3kuY+9vfR64xNm/TagHGypPHl3Ed546gT/5ztPiPkVraNCEcqBPC275c19rmEJtCFOsxs2gS9FJ9lHabLtxZlPRDHPaSkpJGOUxrjncAFzVYzfkmdeGYcAwDKHoxnEj9loIc+mU+D2XpJsUbVYMI3p4nAy9L6qSdlhRKQ6cstXuZ0POcB0R/TzBLOXL5ZrDct+OyD3cNWch4ZdCLi3UvlmPsCLZnkW9QXRT2TJWsJPcFUu5W6aCTmgs2JySOq2jpSEIZ01aroA4NoNx0mksWDhrXAw93GWn2hsGrx5usjwONA+mqKf+J01LqhdzEcOoaMyXl2WTNvZDqqVc2QA/eZQC0/y3JsgurWUlcLQTqzEpVn6Z8BgN1miY9vod8+g82hwe9Ci4VYfWYC7t2CfFqXC7Ib/2w/mM6O8FnAc4s3Er3FLYXhAe+Gl8gWmA/dnxOqwyTRM/Phifwp1OGfZEnBB93IeblvJNARRuNTSN5qgHtZTPSP3bQQJK7fXJf8Fdqzcc2QdH5lftA7q4Q9Notngq1dLfTYeo65su16VyLXJQryoiBKEk3IYRQtMC9nBT//bm0QHf0ys6kcu0V7jJbt8wgUeanz+ylIdRuLuzO+syhmEgmzZQrZuWpbx5g44aghAHbgr3iSWr4G5ncX/1ZVuxWK7hphA9pKkQvRSAdZHSyVAxhkKz2GYuq8yCS1jE/3zVhfjhs6fwgh3Rb4DqqZdsmR7KU6idfZMSm5VcJtaEaq+xP2Qn3ziSx9GFMo4ullCu1bFSrovFk0Y1+WWUZnF3WHzVnsjVSt33KLKoPdxqb2oQxos5zCyUMLtScU2WdCrczj/fMlawDyRI4W4W3mFGckRhpJBBLpNCpdbA8cWy+F10tDQE4beuOwdnbhjCL79wuiuP7wW1H3gVXvZJvf9DHDulPLylnNY4PQq3M3WdRgg9c2IZq5W6530uag93J0s5rZnF5hpK63251kC9YYrf56lmwX32Bv9JzIa0tsj3Tj922bhSh/3ipXAfXSxhtVpHJmXEnuRPG1T5cFZGPbAzDKvNiO61cQSmtUO+JidH8o7P40qlLj4nZCkPO7pOxW873Q+fPYX/95v7cf35G3H12ZP46fFlGAbwwhj6twE7fMqr4H7+1AoWSjXk0infbRadGMpnsFKpi4T6IBwOOBIMQMveiA5Ngh7Az8wH798G7HbLIJbyI/Mlx/o6M1+K7YCOimoK55XHq6pWZ9r7UA3g6OHuQmhamEOHdEtoWjBnrewqiWtqhCi4PULT5qT98EPPz+FFO9cJS3mYNbovC27AWmirddOylFMPVy8U3C6W5RPNoBA6EXT9e/kMfv2as0I9Jl34nQoheVOkPsc4QtMGXYpZN9z6VS+eHsPF02ORnwNgb6grLgthJtUamqZrBjKFplWVBYn6Gy/cMoqF1ZNYrdZxaHZVhIJtGh0IfHikKrhetCjcAULT0j6vMy9KIYojYqyYbRbc7r+frL6p6ZdbJ2SF2xqFZo8FS3YJNQwDG0fyOHBqFccWS2LR72ZoGgBsW1fEbdeGW390QocznRTuML1osSjcUXq4fczhBqxWpPVDOZxYqmDf0UVc4rFOzsWWUt7eUq4q3IClitPh1T4KTAtQWMhKpaywe7USyMSVOuwXWkvU4E0KvNw2UfSdJ+AXynjxspS7bd6HB7Ki4I5jJFg75M8fhcMWsmmsVuuO6+nUsiU+xGUpF66rDvek//395/GtJ4/jW08eF5v0uPq3gc6WcurfPnfTcMesFL8MDWRwbLEcTuEOYSkHrLWT1itaZ4JmYRwJWXDbwXT+f1819+LIfMm+Z0RcL9QebhK8cpmUVAhSwW09Jl33i+WauId0R+EOvheTU+othTuY4zHuNg7A3rN67Q/mHQX3LABpJBhbyv0jR9LTIpdEaEonqOhcrdbFhehH4Y4C9Va020Aulqp48R98E//1rx8SX6MNVD6TcoxaC4vXyC0V3fZZ1VIuerglS7n8HNUZpnFhpzg6FwMquLeMFWzlYnY1kh3RVnA7Wcqdz2WlIoemtT91pFPJEGM3HY8dRuGWg9PcWJLew8lhp8KyZawobk71htUH3i2FG7CzHI5Kc5W7rXD3Kp3GgoWxlMeSUh7DdAe/oWmA3Vv/k8MLrj+rUmuIayj0HO4Oo42WRetWRjw/Or+V/w4p3Lum/FvK6R5mms52H6+wPJlSwgfuFEi2qBxu6ujfJmxLubvCbR/Y2e+9HJym3VIuvfYUDOkWJGaHpsWzFxIHNR3cfbTxJncREO/Gv9BhZFWcgWnEcL5VPPBDpdbA8eaeNIjCDThVTnsOd7B1lAJDNwUYCQZ0nqLgxvNKwT0zX4rNEWM7KZ2ti5lUymF1Nk1T7H3WyQo37YPDhqYNOF17QQhz6OBIKc8GU7h19G8DrROJVORJEg8dmINpmuLQkkPTAiA37KtWt24iKx70wT65TAW3npuenw3kk0cXMbNQwv1PHBNfizOhHJAs5R1CPHTMvJbJKuO4qpKCK/rMKwko3EIRdlre6HR5y3hBbKQOnFoRCbc7whTcfhXuqm2vB6ybV7XmU+GOmFIeReGmDaN3D7etcBuG4VC5t4wXMJBNCefDwmpVHEwk3cMNWK0EAHBMSiqPGqCyVqFNkdd4KPp6EIU70+Em7cXMfEkUk7Eo3B7rtn0wZX9OyFb+kyPufdx0EJUywgcBFjv0oaop5YZh2LO4m5vghVJVKFhnBbCUk3rSaJiOMWO+xoIlbCmnDbKqLOqYwU3Q5tArqd7tnipv5OnAUReqwg3IBZL9OmkLTetwT6L74l03X4w/+pVL8ca92/Hr154Zy3MAOgcOxhmYRniNOO3E0YUSTNPaAwR9H+hzKo91C9qaE1bhLvoIplOhgpvOCQ7Pr9pjBEPsQ2TUHm6xz8xIlvK61bZJlyfVAEulqtTDHe6zGUXhFq9BAPGDDkVJoEt7CEpuUP+2LDLFQccebum1Ob5Yxk+OLIjDya2scPtHPl1Z7SFLeT5jX4i0KTuxaN1ktCncPgpuexxSTXxA4kwoByD6ozvNSdRtn815zEfMZ9xD06LOQ/RCdg3UXAruzWMFYSk+MLuCZ06GHykz4rOHm9QzCv6xxoLZVqh2RJ7DXQ2vcHeaxU2bX3p/tzV74NMpAxubFkf5UGJRjAXrosItJZXrOvQ53fGrcAcJ4rOtcME2iq/7k3/D9f/Pt3Hvo0ekw8rwa2fnlHL7Z1Nw2uNH3JPKT63Y/dthcyg6WspdDmipqKJ73VNNO/nUyECgIi8lWcrlDBA/oWkrCYem0X1iUSm4w4w68gvdJ44tll1fE7cDO9m9k6TCTeub2/U0q6mHu9Oef1Gy1r/i4s34wCsviHU/Rgn5bp8d0zTx6CHLmRJrwe1xHXaCHHabRwcC99LSofvIQBbZkOGTM83AtsAFdwSFm9ZPWeHWNYc7q4SmyS6dyeFWhTvsPWTUp6vRDRGaFqBmopqLrrsgCvejzcDPy7aPx9a/DfgpuJ0CzT3/cRiAdfARpqWgjwtuW8W0b7jd36wahp0euVyuYaVSEx/wdZoKbj8Xvqx8Ul+XnbQbr8Ld6cRVt31W9HC7WMrbhaaFtfZ4kZE2vvLoBErN3DxWEMrFwVOrogdwR8CRYEDwsWBUwK4E6OFOSYp9GJ6YsTYdm0JsSIXC7WEpX1beQ1K4p0YGxMGHGKOxYo9l64qlXCjcdsEdNbF0rdIpmGM5iwAAb7hJREFUpTzM5ilo2AtgbZqfPbkC0wT+618/jH1NpTvK2mn3cDt/NzdLuV1wL7gGRM0uW5/7KL26boqkjNsBLRXf9D6IwLQACeVAtLFgcfVk+oXWjEXlPkeHeDrU5PFiVuwrqGCSWXI5xHZYygcTVLhHSOFuTZXWNYe70yGw7jGQ7VLKD5xaxfxqNdbANMBWRoMq3EdCJJQTtAcYLWSRTgdfR63Hb1rKA/dwB08pJ0cIhePNyD3csRfc9j5KHgsm51DQdb9UrkXed0ZSuMkVFCBPgD5r5CSmfZWf1iw6aCP3S1zYTgKP0LSmQENuhi//xxEA4dRtoI8LblkdsOdwd1/hBuTxWHWcbAamDWRTsQSTueEnqVNWPqloidtSTr93pwVRdw93Ru3hlhZC1x5uTYp7RpprXRWjIxpiLMZWReF+9mS4kWCA/7FgdLJJC7+8WHdOKQ/f+3pssYTHmv2nV529PvDfJwXf6zTfTim3PmOUVL5F6tORXyOhcHfBUk4K0LFF6zoo1+riUGg4pL1srWLP4fZSuIOPN8koLSd+kDM5ys2EeSDamkHrtmptd/udzlg/iHwmhZVKHc+52IppTY+iZHZWuFtt9LRppT97MkRgGnB6jQUb8ujhpnusjkM8wzDa9nEvuhxiyxv5uMLBvCi6KdwuqdJRg/1U/N6TFiP2y3aCfle34pf6t3dNxReYBni3NnQiTEI5QZ/TkUIG2QCWYqLRMMVB88aAPdxiDneAlHJSuK9oFtxH5ku2QBc5NM2prooe7rTh6O+WD1DFYV1JDk0Lt17Q3iVKaFqQ14A+a3TIHOTgmj73YzEfRorXueb+HOi1efGZ1p6TDivD9G8DfVxwy+oA9Xz1SsEtFO5KTYRTrBvMx2qlkPGTuisXYnOi4I73daOTL98Kt3ZLeetYsEGXoBG31PQ4yEqxjrQhOLpYRsO0VPj1Q3mxiXr8yAJWKnWkjHDpiaPK2CsvaPEfdym4O83hpj82Q1jKv/3kCQDARVtHQ1n55BuVG+p7+PILpnD1OZP4tavOEN9DieTzUg93NxTujYrCLWcexNXesVagk+k4U8rDhKbRpjZlWNcwUYzUw+2uELj1cGfSKZw7ZRWxbsFpp2Kw6hbajN3xGiEpQkKbm1iawb0rYMEtjwVbkUPTOvRwm6bdUpacwu3u5BKTDzQd4rXr43ZLPJbXtrg3uioDrgq3M1U6jmA/FT+f5UbDxFKF3hs9rwMddLgFxuoITAPs9zqowh02oRxwWsrTkuOt01g24tRKBZV6A4ZhH8z4pZMDR2WhVBUtaDRudrVaF6FtUTMfshlnSrk8XlW2OsvruRy46HZIFgTa861W656Wai/ChI3S+017aNHO4ePAZa5p7R6L6aCNoD1r2eM5UKF/za5Jx9fDjm3s34JbUgfssWC9YcccklRUUrh1BaYB/saCyYUYXYQrlXgLX1vh7tDDrdtS3rIQ2mPBhlwVbj0hbqmUITaSdApMdvJNowWkUoYIkKDFenqiGOoUnIrJzmPBmgp3kVK/ZYXbX0p5p4AaN/5lnxXW9zPnTHb4TnfsfrX2PdzUMrBhZAB/9qYX4vrzp8T30Gbr+GJZuB6SHgsGyD3c1o2fnnshm45lWsBaQowF8wxNCx6AYx9Q+t+kyC0In3/jC7BjXRGFbBrbI8xb9uzhdrGUA+2D0+aEwh2Hpby14JbXdNmpRTbPZaXgDmopTzt6uGVLeXs1q1JviBaXpBTuYY/e2QXNuRC0SXRTuN0Sj5NMKc9nUtixroj1QzlsaSqn6vVEh7uGEd9Bp5/RRIvlmgit0qVwD0uuRhUdgWmA7LQIW3BHs5R7ZdS0g2Zwrx/KB97nBO3hpoOpdYM5rBvKi7WRVO+4LOVU7NIeL5e2A1rL9YYjk0OsHeWa+Hth99/yZyjoLO4wYaP03tP70EsKd6fQtAu2jDoCAsMq3L1RYXYB17FgPaNw25sQKux0BaYB9gehnUVS/kDSqd9SOd6DCruH25+lXJfCrS6E9O+cw1IuhaZpnMmcTaWspMrmonRYGgkGWIvmeDEr3pMw/duAv7FgpmmK18JWuK2NumE4xz64kQ45FqzeMPGdpyyFO2zBPdxhc2H3l3q/h3QifHDWTi6NK78gCKRwz61UUa7V7bF0HJjWQqfQNDtxVm8Pt+zKmRzO497fuhqrlXokRdlW59Qe7tbQNMAeDeYWnEaBXVHGLdH6Xak1UG+YjvWAfn91hOSgpGLOr1TF8zg7oMJN9zBT6eHupHDL9vfkUsqbvbPKWqTbtiwUbmUWN406BNwVbsPQp+wShmHgK+94CWoNU7wPRSW5m+41sjoaFT9zuOmQNpdJhQrs9INXYrhpmkLhjr3gFgp3sGKLeqhDWcpJ4S5kHQf0ft1CMyH7t4HOSfAqVHDTQdWm0QJmV6pC3IjLUk4/r+KwlFs/Ww5Nky3l8uUadh+cThkYHshgsVTD/Go1UI2xGuag2nCGpqU9HFpuiII7JmcLoe71VajgHi/mcOm2MXzjcUv4CeMiBfpZ4ZaGztPpe1KWsk4MSsFcJ8lSnoDC3S51Vy7ESA2xFe54Xjf6vVd8Wsp1bUxa5nBLVp8h2lTWG+JDqtPiLlofms/hkMvpsmxvCTtSxu5P9r75yrZcOu0V80nTqY4tD6mQY8H+4+Ac5lerGBnI4JLpsUB/lxCbXI9ry897SMoTKUTD+UzoROcojBayolB5+viy9kyD05mOY8FqIQruED3ci2Jue0Y8XtSkZTeFWz4Ua1G428zifvyI9bUgs69V5ANr1aVEqpJ6oCVSyit1/OjALADrMDHoWios5VImC9C5X5M2jtm00TGDIi7clEVrH2I9F10KNx3SHlFC02RHgKOHu/kexFngtmMwn3EExqmZADo23fYhcOcJLTonUgx6OLAOzlqBadm0gXMifDbd8GptaEejYdqhrSGKXruH23lNVaW957GFEr7+2Izre3KkaecO2r8NBJ/DTUr2NlFwOx8z7tC0mmwpl/6sLGVyDGRTjtetmEtH+mzS523OY3qLF1Es5cUwPdxkKS/EbClXZqHLVOt2C8toIYtLt42LP+Me7oDIvTu9FpomB3OdEJZyjQq3D6uvU+G2nhNdjFH6EGXUmaxe2Aq3nhsgLXa0ENCcaauH275GSEkRoWkaDgBE60PzhnRIKNz24i+ftoUuuAdsdcprkyoX3BRaQwt1p/5tQJqVG7Dg/pd9xwEALzl7MrRletgjqIjw45qg3kp6D3SrPl4YhoFLto0BAH70/Kz21P7Tmc4Kd4jQtBA93DrUS7eUV/kzqhbc59Jom4WSOMgFrE00BRJesDm8ipbPpEThqwanqaGEhLzm//2DBwEAP7t7Y+DHli3lcgHRKaU8jMMhKnQNVKRAJFnt1vU53tgsGI5K0w3kx86lnQouPc+4+qWDoqZK67CV0j3Jj8Kts31oWOqnljNO6CDsnI3DsavrYULTfvT8LBbLNQzlM9i2LsQc4ubrPTKQcWTUyIeXd/x/j+Etf/4gvrv/RMvfnxEJ6cELbir0/M7hfu6ks+BWx5BF7uGWUtobDdPRuujs4bYVbsMwHPeQqCIP2aQpBdwPjYYp1tVAlnKhcFt/R6TU+zi41qVw59tYyuV8opFCFpdKYs8WLriD4Z5S3hsbVmEpL9dxQijc+gpuPxtI1x7ucqsNLQqDAUPTdCvcanpkNm3ZIclGQ89Dr8LtVNOEpVz6wG+dsP97R8iCezCXEXOy6b1+7uSyGMUF2EnPssVwrvm9WR/9VGFTyr/1pFVwh7WTA87TfLfQtmUfRautcK80f2b3EsEva562/ui5Oe0hgqczoofbKzStRqFpwXu4qwF6I5akHu64cFMInAW3czM0lM+I9H3ZVv7MyWWsVOoYyKawczK8imYYRosNmKB7hdqCQYfch+dW8fXHjgIAfnHP1sCPTWuLaToPbL3S6YnVavKH7fJrQAcxdKBdzKW1Ke1TI1RwlxzqoddhyCXTY9gyVsDLL9yk5fl0Qu25pXvNaIz95NRaaLYJ7hL5CxoPWOm+0zCdnx3aa4VRdDs+Zt59PF07vvyINRbpZ3dvDHUAIFvKHRk10lpKExxoGosM2dnDzKovBgxN66hwR1wz5D1TtdFw7DNzNJpWCU0DnPf5qIdzJJycXC53+E4beS54MIXb+jcJdH6ctYClpqvjaONCHGy4KNzzq/ZBWzpl4LLt43jBjnG85rKtoQ+/+rbglguZXlO46QRopVITBbfO0LSUn4LbkVJuXYhkRYvrdSNlv2NomqaQMiIrtRsA9ocxl3H2oKgFt44DADvczxma5rCUSwr3zpAFdypliGJgoVRFrd7Aaz79PbzqU/8qfj954R+U+jWBzoFpgF2oBBG4Ty1X8MjBOQDAz+wKX3DTe1atm67F16LYdHbu4SZ7cjcC04jLtjcL7udntY2lWwvQ4ZiXa6MUQuHMpoMfHFFBFed7ZKe8ygW3fSjm9pkkWzn1hQJ2KNPuTSORrcNes25PNV1R6ueLDpe/8sgRVOoN7N40EiqNWb6HOXq4O4SmxTVTNwjplB2+SQcxuvu3AWByOI+UYR3QnJA22F4OrXVDeXz3XdfiXTeeq+05taOopJRTK1ucCndaaoPyUrmTULgL2bQ48JYFhwWlFSVO1GuwE42Gia/+2Cq4f+6icIcwcmgaYE9ikVVOauFzOyyjhPCpMJbyrPMApxNqD/eUMnc86pohuwKrddM9pbwuF9zW48mHtlHbyEjIIyetH+T2rCD3TQp7JTu2n+lIgO2oldfNuMhKBxsqVOeMNov8gWwaf/e2K/HRX7o49OP1b8EtJc2uxlw4RsUOD5NTyvUr3G3HgrnO4e5cpASBfm+rKHJfFE3JMqirZzUr+jqclnJSHtRZ3Dot7lnJNmqapmtCKN0QculUqCATgm6C86s17Du6iBNLFZSqDWE/LUv9rupnxY8qQxuKICnl33nqOEwTOHdqONIp/2AuI07T1eA007Q36e2uKdVC3lWFe9oquJ85sSw2Bmwpb8W3wh1g7U+7bBI7oeNQzlXhpn6/TNo1U+Hy5nibB54+Kb5GdvLzI9jJCa8k4O817aFq8JMoqpqb65svD65uA/baUpU2qEDn0LSVLljKgdZD2wWhpuhbU7LplNhHHJ23C+52Yy11jSL1w4BSIJHiFKfKJbmaPQ/QknhvDMOwR46W5IJb30FM0B7uHz57CscWyxgeyOCqs9eHesz1zVBGteiSX3sqftzCzeJQuMu1RscxZPWGKbJayDqvq4cbsPaYbnO4K7WGOHjINw+Ph2NUuCkb6mSAgpvel1w6FeiA9tevPRN3/+oLhIMp69IS5YbcShL3epRLN8PpXBXu+PvG+7fgdlG4eyU0zR6PVcfJZf0Ft5iH6HHhm6bp6OG2FW53m2BY5HExKx5J5avVuhjjok3hTrmHptEiOJhz3qh0jimTRxAtrNbEa75FKqwv2jKKsWIWLzl7fSSFinqUF0pVPHxgTnydClTavOYzqZaC21cPd4jQtH9tbtSjqNuAdbLuNRpMvqbaHR6pCoeuebl+GC1mcdYGy/5LlnsOTWsl32EON/XzBbGIyYe1flnUYCl3G08m+v08LPJXnWVtlH/wzEnxvY+KOb8jkZ+TGnQFWPeP+5tj/a49d4Pz+yUbcy6dwqsu2RLqcWltUe2xncaCrXbp3k/3Crqv6iysZKhQOTJvB6eRctxNx44b6mGMjh5u+X7pdV9Kwn0AOPu47ccmhTv+Yl/eZ/px63ylqW7fcP5UaEvtR3/pYtx9ywvE4V5GcRPK/60elpmmKaWUBxcW5JbRTknlR+ZXUWuYyKYNoaarRb6akRGUdMqw25PqDXFwmkunHIVgqWYfogKItYebDkACWcpDJJQD1ut/7a4N4trxq3Dr6t8G2o8F03LAF9tPOs1wD03rjRsObULmV6tCTdaZUt7pwi9VG0LtBewbNKmCxZhSyjPplFjEPNOkmze/lKHPBug9h9vZQ7NcrqNcq0eeh9gO+4Zk4uCcPRdSVmTGB3P4t9tfhj954+WRHotO8BdWq3j4+Tnx9eUWS3m6pTD1MxMzFWIsGAX8nBWht5Twmn9L15phtHe5qAq3TsXDD5c1g9OemLH6cbupuPcqtEmpS6E0MmKeaICCKxPCUu425zgqbgq3fCjmxjkbh7B+KI9StYEfPTcH0zRFwR2Hwm2rkvZn7CdHFnB0oYxCNo0rzphwfL/8ebtu94bQye10D1M/2x3HgnWhhxtoDawSM7g1BzHKfdwEOWS2hhx1owv18Ib2QmMx9nCnZEu5Zw93Mu/NkEuIGV3POu418j28k6283jDx1R/PAABuCmknByw3nnzo5pYfROu0WhQvlmtirx7GUi6viZ1s5c9LnwlaW+THHMimYplQIizN0tSbTgr3kKPgjnZdUF1xKkBoWlxBk37DR4XSHOPnnmhXcFOhH+fnvm8Lbjn4hjYHgz2mcB+cXYFpWsXluIaLjaAL3+uEVx0VRTOfadGKs9CUT13dWJQConTZ3drN4QacY9sc6bIaCu6sNKtQnO6Otd5sBrLuFtIgiIK7VHMo3HYPt52WqRYofizl6Q7XmRt0yjgaw6LnNRpMtATk2l9T6nPotiK0Z/u44//ZUt6KrPS6qdxiLFgAtSLMHG6alR5nwZ0mS56jh9vZ76diGAauOmsdAMs9cnB2FQulmjV2KODsazdUVRIA7n/CUrdffNa6lk2afMh98+XToR/Xbhdx3qs6jQXrRg83AMlto/Zway64myqdHEilhkP1CmoegA7FKZPqXHCL90azg0htMwBsO7sOdd2aK26tIYsdZnH/4JlTOLFUxmghixefGc5O7gY5TWVBh1r41DRx2v+MFrKhHCmplGHP4u5QcB88ZTlA5PFPg/mMuOfHtV7Ie01Z2Mm2CU2Tr4Wo1wWFpgXp4S6HaMNyw82h5casBmcLkfPRwx3rVITYftJpBl3QqxXbTtorlnLahNCNcGIwp3UOJp3UefUk0qIvXrNqHaVq3R4LFuPrVuyQVK4j7Vclp9wEVIV7ULoxioTXiPMQvZAtV6T2hjnd9QNZpA/PrWL/8SXxdVFwk3qWTYk0YsJPaBptit02Nv/02Aze+IUfiJBAIk51wZ5/69xcLFOCcocNlXpz69ZYMOKybUrBzZbyFuRWB7cQnlIIS3GYHm4dwXbuKeX2oZgXL27ayr+7/wQeO2yp27umhn25VDrh1sP9zSfc7eSA3So1NTKAq88O3zZC4Veqwt2LY8EA+3CztYc7KUu5S8G9Lnz+hw48LeVxzuH2UXAnpXAPulrK9drZ/fZxf/mRwwCAG8+fimWdILIuRZcITVPaQY4IO3n4/Y9Yn6r+JuGoqipZ2eMquOW9Jq3jWcnpWXUJTZNV7ciW8ub6e3LJv6VcjNKMOKbOr8KthpfFSbs53GwpjxHaNMlhYL1iKScFlexw6wb19W8DnS98uuFsGi2IG9T8ahUrGsYR2XNZPQruBEYgUWFda1jhGqK3RhnLsFyuaZ3BDUib6ropbIAbdBXczU3gv+4/4UgSb1W408hISZpAUIW79c/+/IHn8K0njws1jFhYjc9SZ8/idl5bdLrf6T3MZ9KOviXdPX2dOHNyyLFB7/bz6UVSKdueV3JVuMPP4e6VHu66o4fbPhTzggruRw7O4Xs/tcLToszfllFVyVPLFTzUdMtcu6u14L5s2xj+x6suwJ+88fJIB5ZkDVatsZ0U7pWuK9zV5r8TUrhdLeXNcKheU7iV9oS5prV0NMYQI8OwR1PVTRPfeeo43vxn/+54fRLr4XYpfunepKt9yU9SeaNh4t5Ho9vJ3UinWw8NK819hqpCH40QmEYUPEIdVeSZ2DL02AMxiUzZtF3wyRNfvOZwA0oPd0yhaaeWKx2D5AjRwx1Z4fZ3cE2fex0uXz9jweJwVxJ9W3DTyRqFleQywRL3dKKGkK0f1mcnB6T5yF6W8mbRM1rICnvFqeWKCPCK86BCTQBX0V3gAvJYMNPxQaSv0wfwkUPz2g8ARLhfw8SxReuGs3FYT8FNv5c8Mgho7eGmolNuwQjUw+1yndGman7VqT7b6kL011e1cRJ+FW7Aufh2u4c71ZwNSbDC7Q5tVNwUbhGaFaTgdunhbjSnCHixqGEsWNZlsypcKG3Uh81jBeycHETDBP7u3w8CAM4PMYrLDTGHu/l5/taTx8SUAbcJCoZh4L+8aHuoUWAyKdHDbb3O9J536uEO43CIA3H4Rwp3jOtcO6jgJntupdbA4WaA2nSvFdzqHG5N4UlpKVvkc99+Gvf95KgYfwUkk1IOuN+fxIGzputiSLkO3fjJkQWcXK5gKJ/B3jPXxfr4bmPByFmofnbjVLg7WcqF2pxy7mvosaOquwTlBVXqDXGA2zIWrOo8FI4zNI0s5bWG2dI66gU5ToK0YbnhtzVrXqul3HuKiT2GkFPKI0PFNS2mvdK/DbRu/LUr3B1CgOTNAN3s5JTTWBVuKZDMjUQUbo9wDTqNfOUlW5BOGbjvJ0dxz39YVqshTTdjWU0jS/nGET3XA1nmqG6gx6bTb3UzLx+0+BsL5l1w082VNlXW1+xAujjsfKQetRbc/nv05E1XL4SUybZyLrjd8RoNZpqm6OFupwir2MmyVpFtmiZe/env4T/90XddrWmAnrFgaSnfgfBjKQfstHLaPF2wOXpCOWAXSfRzv/mElaD/Uhc7eZzQWTkdAq9rbiQ7ppRXu1NwDyluG51p1DKih7tZvByaW4VpWoeokxonoYRBLo5q9YZ4reLeeIsZ7qaJ505a9nq61wLJKdxkFU4qpdx6zM4K9wNNF8wVZ0z4us8Hwa2P1ys0bWbB2nNGGQ+qOnC8kEd0ydDnJ671QijctQaqNdtSTl8vuyjc8n0+6jWZz6TFzzjpMzgtrjWzF1LK283hFgo3W8qjQx8kUrh7xU4O2JZyQudIMEBSuH3MoaSelkPNGYUpI/h4gHbQwceyl6W85M/+GwW571NW2unruzeP4NarzgAA/NX3nwegL1CFrlPZUh7lhtMO9RT90mYK9qJLaBrg7N33NxbM+rfbdUaFj6xw00GPYViBZlEZEZY950ku/X7q5871Z8gKdxfHghFycBqHprkz4DEarFxriMOlIAq3rHo0TGuD/PCBOTx+ZEEkfqvoSBtuO4e7w+9DtnLA+lyeOxVPwS33cNfqDXyrOQ5Mf8Ht3BhPNK2SZZ8p5UlbykWAoxKallQP93KljsVS1RGY1s2Z224Us9ZrUWuYjhTlOC2egP05KlXrODRn7WvITQYkn1JOew7TNLUX+25Fvsr3fmqN5oxb3Qac43kBOFr41HaQ44vWNTA5HH4/LBw4HVpN1Nweglw6cR1uyz3c1YZkKZfC1OTsHMB5+BLH86DDSb+zuMsxrZlZIfR1Ck1rtpJotJS7HZTPsaU8PjLUw91cTHslMA1wUbg1jgQD7NfC66RpQdosjjdPew42C+7BDsnOQfGrcOtMDJWTS+kkNJMyHGMgfuu6sx2zsLVZyqWZ4HTqvkGXwi0t5OmUgRfttG6wrWPBmgW39DtnfdiL6ETTzXlL1s45ueCW+rfjGMHhbSkn10TnhVXeEHfbUg4AF0+PiYOMXng+vYhtL3auKXIxFqSHOy2pHrVGw7FWff+ZUy3fL4+ejPNQxO7hDq5wv2jnOnHdnLVhKLb7HxXc8ytV/NE/P4WFUg1jxSwuVQL+4kZdHyaarrBKvdE2lIcCgBIvuJUeblHUaf4MF3MZUbzNzJd6NqEccO7JDjcV+eF8RhRpcUGW8udPrYhr5fiirXAnNSN9iAJjm49XqtqzmXUp3Op4OpVqvYEfNNe0K2NMJyfU/KCqVHyp6zW1nUXZa9muifahaXQAoPZw33jBFP7z5dN4+zVnhn4OMnIPN1npM6mUoxBsDU2Lz1IOAOsCBqcJS3nENdNvDzeJMONJz+HWoKz3bcGtWsqTnsPZDjUBer3mgluEWXVSuAsZoXAfbJ4ExzWDmxgUCkmHHm6NBXc6ZQepUIGvnnQWcxn8/qvOF/+vS12kBb9Ua+DkMlnKdSnc9sKya+OwcFbQa0A3QGEpl65TPynl7ZwUFF4lK9zzq/H2Nap9k4QYC+bjWpZPO3shpGwon8F7btqNW686wzHChLHxspTTxiGTMgJZJeUDuVrddKhDP3ApuHWNDnRPKW8/h5sYLWRx0dYxAPEFpgG2ZfP/PnQIf/TN/QCAX7p8Wns+ivrj10nzvNvZylebacXd6uGma0co3Am4ZjZJo8FoBnev9W8D1maYrvEjzf3G2GD8m246rHn6+LL4GhXccbc1tYMOfNW+/pShr+VRHEJ7KNyPHJzHcqWO8WIW505FHxuoIk9hsf5tr2WqCr0SIm9DZcB3aFqz+FXuCyMDWfzhL14kxIioyHO4aRxaNpPyHZrmJ3emE7RWnvBpKS/5dFF1ImhKeZy91ETeIzTNNE07pZx7uKNDFzrd6JI+4W5HJp1y2LR1W8o79VLIp+90ykSW8jg+8DKkmnpZnMQcbo3FjmHYG3Aq/N0KypeeuxE3XWildm6OEOTRDlK4Z+atXrts2sCEppnssrpyybYxaS6oteCrCciyBduPpZwOMdx7uL0t5XGpPkMePdxitJufHm5Hwd0bivKtV52B//5zu3vOEtor0PWqhqaVQp7UZyRLea1hOg4Hf/jsqZYNxIIU5BXnSB2xbkubhU5zuGX+8wusudf/6cL4koflwmBqZAAf/88X4903nhvbz/cirVz7cqJtO1t5t8aCqT3c9rxl/WvKRik47fmTvatwA/ZBCCncOjbd9Dl65oQ9CvNYs+Cm9yeutqZ2DClqs9y/rWttVx9T5QHJTh6Hy0wlq+RQyEqjGpq2GkNIbzHrt+B2t5THjaxki9C0lGQprzdaCtw453ADURTuaK+N7x7uZkq5nh5ud4V7uVIXzytOS3n3JZoukVYs5XEXjlEZzGVQqloX2jrNBXenkyZbabStvdTrpCaqR4WKvBUvS3kCCjdgFZCVmm0XzXlsYO+6+WJce+4G/Ox5G7U8D7Kv0gHHhuEBLTc+wKmuXDI9Jt2Mrfe/rIxQKgQMTbPHgjmvM9M07YJ7xT5ljTsddlj5fYilAIc49FwGsvEWT4w+KFFWHQtGORHBC27n7F51bu7jRxYcqdt2YFrcvacuoWnkQvGxGfqVF27Dqy/b4qs498s1uzbg6nMmcen0GN76MzsTy0ZRe7hHC1lkUgZqDTsYzw3aPCbtcJMDHOVe3STaQuSk8l62lAOWELJYqtkKt4ZNN107ssJ9armCSq0h9odD+Yy2+y5BbQa0LiVhZbcP1d0Tqmls4F4NdnJACqAkS7l0eNiicMfgRvGfUm4XvzpxjAUTNvZOCne8PdzrpdFgfijF1MPdKayZHosOHHR89r16uCmhPJdJxZpRpW3H+Oyzz+LWW2/FGWecgUKhgDPPPBPvf//7Uak439RHHnkEL3nJSzAwMIDp6Wl85CMf0fWUHIgE5nJ3LGWdkA8AdFvKaXPmFSQhj6agi54sV36CpoJAC+JShzncuu28pGiTepXzsEwXcmn84p6tsSYZOp5H8zo9PEczuPUdvsgneZdO2wo3HTqIzXymdSxYsJRy59erdVN8zalwx2uz9JrDvRwg+Z6eC/dLnz54Kdyf+/bTAIDt64IVGymp5aRWb7TkTai2cl3BR24KgV9LORFnsQ1YoVx/9qYX4r/97DmJBpGqxdBgPi0OUtqNBlutdqeHW57DvVqtS7263bGU92rBXRQKt1Vwxx2YBth7wZ8eX3J8/cRSOdGDENrzLSmuB52P7Tb7myhV6/j352YBAFdqCEwD5FBY63PoVLid66qtcIf/rPpPKXe3lMeNCE2rmeI1kC3ljh7u5n1stJDF5tEBbBodiOXzMBEwNC2sM0zFLaFehezk6ZShRWTLSWnwMradPF53ibbV/YknnkCj0cBnP/tZnHXWWXj00Ufx5je/GcvLy7jrrrsAAAsLC7j++utx3XXX4TOf+Qx+/OMf401vehPGxsbwlre8RddTA2B/0ElsU/umu428qOi2lNMHbtbjhEu29qobtLgV7kGhcHullPsPuIoCFZA0ZsZPKJgOaMEnR4GuGdyAZdW6ec9WrFbrOHNySNyUljxC0+RDqiBzuNUTTfmgZ361ikbDRCplxK9w59tbyv0s6HSD64X+bcYfYg63dFO999Ej+MeHDyNlAO+96bzAPzObSjVnp5qOSQaAVXC/qTnFALDVo7ivGTeFIIilfC2hClHFXAYD2RSWyu17uEsx9IWGYUQqdOhAO50yElHaNzYL7idmFkWL1tbx3iy4qUCiA2cdKhdt/OVRYIBlK7et/vrXe7WfOolxZF5BogDwo+dmUak1sHEkj53rB7U8vppDISuNraFp0QtuoXBX24em2ZbyZBTucr1hP6ZkKS/LKeXNNT2dMvBP/+1qmIjnQIActCd8WspLMR1Sive+TWiasJPHXPgSXqFpFJgW+0SEWH+axI033ogbb7xR/P/OnTuxb98+fPrTnxYF91/+5V+iUqngC1/4AnK5HM4//3w8/PDD+NjHPqa/4Fbu0L0UmgbYC+FQPqO9v4x6gmdXKqLYkVmQLOVV5cIsxnzqRAW8V0p5Ej3cgL0QrniEpiUFXaczYiSY3sOXO2++WPz3oNJPr27m5cMWLweAjHxZmaYpFlBZeWyYlrthZCAb+zgWr9P8ID3c65rpx7rbPJj4sJVO6zo7uVTGe770KADgbT9zZqgE7XTKAOpWsUsW0PVDeZxYKuMHz55yXN+6gh4zLgoBFZdx2uBOB1RL+WA+Ldapdgo32VQHEr7/0/2rYUKMexweiHfihxekcD9ycA4AsGE433MOP4L2ZTMae7hTykdl/VAOJ5YqOLZQEkpnEgq3mhhuF9z6HnuoTWYO2cmvPHO9tutSHQsmh6ZV65bqm0mnYJpmLPOfiz5D02qSvVsnJORUa05Ludxb7DZ5Is5rYj0p3H7ncFfiucekO0xHAmyFW5eDVO6Vl+/ZNC0n7gO+RO/K8/PzmJiYEP//wAMP4Oqrr0YuZy+iN9xwA/bt24fZ2VnXn1Eul7GwsOD4JwzqyVChh+ZwA3Yhq3skGACRPN4wnZZeQh4LNqYEdvlJdg4CWdQ953CXqadK7waBTr5I4fYTCqYDVcXaoCmh3A25QJX7rMnaVAhoKU8rva+EuiGm00VSfuI6ZRySfh/58Umh9DNq7upzJvGOl56Fd79cfxAUEw+ywm2aJv77Pz6Kk8sV7No4jP963dmhfiYVu9V6Q1w/L9o5gYFsCqeWK9h/zLan6lKqRA93vfWz1HcKt2opz2XEOqUqZTLdGgtWyKbFeni46V5Kqk2FQtOouOlVOzlgF0g0F1uLwi0Vk9m0IdL7jy2WpUPf5BTu1ao1w35ROAs1KtxtQtN0zt8m7PygVks5YOdulKoN4UaN4qos+OzhJrU5o13htu8jNekx5fTsuFLBvSDxwHcPdy0eS7mflHLqpR7XFBRM+3zTdD6PeTGDO97HTayK2L9/Pz75yU/irW99q/jazMwMNm50hk3R/8/MzLj+nA9/+MMYHR0V/0xPT4d6PqrCrWvsQliooNRtJwesi442g6dWnB860zQdY8HGlbEccffp2XO43QtuXVYPFdHDTQp3tyzlyvG7rpFgbtB7UW+YlrVJsZQ7erh9vD7yKbm8xqqhRrTY2ZbyeHu4AeeBDm02/CjcuUwKv339Llymea4wEx/yWLAfPT+Hr/54BpmUgY/+0sWhC1P5IIxS/MeKWXFdyPO4dSlV7j3c/kPT1hItlvJ82g7La1Nwl7oUmmYYdk8itQsl1aYypdxDerngpoMQusR13Pflw5rp8SKmmg6AY4tlR1K4buT7z3KlHrvDyw1qs5IVbtM08an79+OhA3MAgL0xjcByIyNCw5op5Up4FRXG8iSIKIdj9He98oqIxFLKHXO4G+JrciFIexW/uRxBIVFvdqXimHghY0pBt3FNdhD9+z4U7jFNnwG5FVK+9uY01RmB38F3v/vdMAyj7T9PPPGE4+8cOnQIN954I26++Wa8+c1vjvSEb7/9dszPz4t/Dhw4EOrnqAV3r1mqqJCV54nqxKuPWw50GRnItli64k53F5ZylxPIesMUlvK4T55UqNBd7hCaphv1OtVtKZcpZtMiHGqxVJPsqs053NJ7H1ThlpPK1Q2xKLhj3nDkM2mxwMo9a0FSypnTjwEpNO2fHrMOcm+6aJMjSTwosh2ODuUGcxm88AzLwfUDR8FtJx3HiWsPd9V5KNYvqGPBhvK2wq0G4hAOm2oXMlyowKb+5KQU7onBnMOx1YszuAl1X6Y67OJAvsduW1fEhmHrHnt8sWQHxiZwb8hJYVlL5VoyPdwktCxX8JVHjuDp40t4+1/8CHf+0z6YJvBrV52h9fpQVU41LZr2BiuSjTlKWrxvS3mD7N3J9HBX6qZtY1fGR9L+RJdrabyYg2FYxf3sSqvD9ZP//BT2fvibwokTV0p5WnE3uEHWbt2WcsDprtA1iizwJ/md73wnbrnllrbfs3PnTvHfhw8fxrXXXosrr7wSn/vc5xzfNzU1haNHjzq+Rv8/NTXl+rPz+Tzy+ehFR1opEJJMVPUDqYdJ9YpODObw3MmVlj4ONdDFMCy7C21i4nYGCEu5i8K9WKoKW5F2hZss5U31qms93OnuKdyplIHBXAZL5RqWy7WWzbysCgXt4W64nJgScyuqwh3fez2cz+BkrdIsggowTTNQaBpz+pGXlM5/efI4AODG893vL36RA1/oUG4wn8HlO0jhPil6wuj6invT3j6lvLcOkHWj9pgWc5mOCne1boqNftI93IC93hxOWOE2DAMbR/M4cMp63F5WuFXnwbjGsWAAsGPdIDY0g0mPLZTFhjwJhRuw709LpWQK7nVDOWRSBsq1Bm77qx+Jr+fSKXzwlefjl1+4TdtjA1JrTrPo8iq47fF90V4L/ynlTXu32uAfM86xYPSYhqMQpK2SLtdSOmVgvJjDqeUKTi6XMTnsrDm+8fhRzCyU8K/7T+Dmy6ft0LSIa2YmQA+3juwGwPrd6bBBLrgXVvUo64Gv3snJSUxOTvr63kOHDuHaa6/Fnj17cPfddyOlXLx79+7Fe97zHlSrVWSz1i923333YdeuXRgf12vZ7PXQtMu2j+Mvvv88XrRzovM3x4AITlMLbqmPiDY148WcCPGKXeHO2wuiGuBGymchm9Y+AzmnjgXrkmKknrDqTCl3YyhvFdxL5Vr70LQAKeWA0sPtMZLBHgsWY8E9kMHJ5YqwkZeqDWFXjPtaZnoDOiD68aF5PHdyBblMClef4+8e5oVth2sIS/lgPoPLto0jnTJwdKGMowtlTI0O2KFpsfdwO0fqAHAN2OkHVNHLGgtGzgbZKlhBrWFi/VDecdDXDYWbDhJp5JVO67DK1MiAXXAHHIuXJIWs8zOjM6UcsEYEksJ9bLEs3pOkDkOG6P5UrkoJ6fqui5GBLP781itw76NH8O/PzeLxIwvYNFrAJ197aSJtU62haYqlXFG4o35O7TncnVLKkwpNax441BqOoDa5ECR0runrBpsFt8toMNr3UevLatV2G0QhHaiHW89nwDCsw41yreFuKe+2wu2XQ4cO4ZprrsH27dtx11134fjx4+LPSL1+7Wtfiw984AO49dZb8a53vQuPPvooPvGJT+DjH/+4rqcl6PWC+5WXbMEN509pTygnxj2SCuWEcmKsmJUK7pgVbqmIW6nWHaqjHWSgf2MixoJ1W+GWDqnymVQi4S0y9P5aBbdzMx80NC3l1cOtKFBk55GzA+KCih4qghabIXyG0XujAZl4oDX0R8/PAQBectb6yIcrshXSnuNuzX7eNDqAg7OreP7UiqPgTqaH2zmztV9IK/fzwXxG6t231hfTNPFzn/wulso1PPDul4mNYyZldGV9HxrojsINAFOjBQBWMO3ppHDraCVTC27KzTm2WBItXEkdhtD+Z6lcT2wG+N4z14lgtFK1jnwmlUhaPtA6FqwlNK15WEbCR9R9OhXsnVPKkxkL5tbDnU2nHIUgobMWWDeUw1PH3JPK6TmolvK4QtPajgUjhVtTwQ1YYlG51nBayk+3sWD33Xcf9u/fj/3792Pr1q2OP6MG/NHRUXz961/Hbbfdhj179mD9+vV43/vep30kGNCaPthrlnJA7wdMZZ1HD7c8g5uQL/6453APZFNIGVZBtlKuOQruJD58hBgLJnq4u5tSDlh28qRuhMRQ831fKtXsBOQshaaF7+E2O/Rwm6Yprr04Fz0xi7tZJNGBymAuE6k3jOld1OLz+vM3enynf+hartbtgpvuIdPjRRycXcWBUyt44RkT+nq4KaXctYe7vw6P1LFgxaytcNub9joOzlqbxp8eXxKHLt3Kb6Hr4URTVUqqhxsAppqFZD6TwmQPjzhU3xstoWmGXHAPivvaiaWK2HMkqXAD1v12oZTsYwPJ7jkBySnULDYrSvFFh2KrMczglv9+55Rys/n8kglNq9RNobBSkZ/LOAtunXtQGnd60mUWN41tbVW44+rh7jyHe1RTSjlgrYGLcIamzYuxYPE+rrZP8i233NKx1xsALrroInznO9/R9TQ8UXszei00LWlI4VZTykVoiKQyyhH9cdtwDcPqG14s11qC0+Zd1HZdCIW7Qgp390PT1HTZJBiSxrTZCrf1teAKt/3fbkUCsbBaRana0DID1Va4rWtpSdOMZKZ3kK14KQN42XnRC2663uU53HQNTU8U8MDTwIHZFQB26E3cG2dZ4aZ+8VK/zuGWFpd8JoVMOtUyf50KGAB47uQKzlg/CKA7dnKg9XpIXuG2AtN6+aBRLrAGc3payegeaxjA1vEC0oZl5603TDx70voMJ3UYQqMpl8rVRHq4u01LaFqLwq1YyiMX3PbotXZUE1K4xRzueqNl9jcVgoBVbOv8nFJSeVtLefOwkvZrUddNuS3LC90p5QAcM88JXW7a/rorS/S6pTxpKKVcncXnrnDrK7gBa6QL0BqclqSlPJdxjgXrVg+3fMK6IcGEcoKKCCulnOZBNhVuqZ2AXq92GM2NDOC0lKs3v7mVqnivKawvLoYVSzkVQ3G3RjC9g3wSf/n2iVhGLdrFbsN2STQ/K2TRpR5ZXZZyeTNIn6f+Vbjt/6Y1i953Wrfo8BgAnj25bCeUd0vhVgqpJHu4L9g8AgC4ZHossccMg7z260goB+zDms2jBeQzaWTSKeH4O9FU/JJWuBcdCndy10XSqGPBPEPThMIdNTTNup5qDbPFvi5jp5QnF5qmjiKTH1t3JodQuJddFG6ylM+XUJPC3WKzlLdRuGkfqGsON2Dv7auOHu5mSvnpYinvddSer74vuL1C01ySop2W8vhfN2vjWu5qwU2LHRVk3evhdlrKk0aei65u5osBLeWAZd+rm6brWLBs2kC1bmJ+teoa1hcHI5JFHpBHgq3dTU2/I29W4rCTA87+M/XQhsbokMK9qMkaKt/Dao0G0ql034amyWPB6MCWXgM3hfvZE8u4eOsYgO4p3KpqmsToKeKKnevwz+/8GWwZKyT2mGGQN/W67vt07exYb/eyTw4PCKs/kGAPt3TALaYbJJzbkiS2wu2eUk6FNrmIoh6OyZ/11UrdU0ipSonhOqFw3kqt0TKKTH5uujM5SOE+4apw18VzpJYcII6xYE2XWJse7tkVPeO5ZMiqTwcL1XpDOFvjftz+uitLqAVCL/ZwJ4lnaFrJzVIuFdwaFG57Frd7wa3TXkJQy8GKsJT3Qg938gq3bXFrDU1zjgXz9/rQ5sZZcFsLHY1jmVupuob1xYGt2Fs/Xw68YtYmstr7s7vjKbhlO/eKMlZu67i1cT94asUxdi7ugltuiyJLJo8Fs+8febKUN9ctWlMAy1IeVy9iWNQ2liR7uAHgzMmhrv3ufpH3Zbo23fRZ3jYxKL62QRmNlJTCTffbY4slkVCd9HWRJLSGVSk0TSm+VEt51GDTXCYliuiVqndSuao268LOCrJdfqT65xwKt97P6fohd4dro2EK9wEA7D+2JD2naK9NJ4W7VK2LvaGuOdyAfbBBjod56T4Rt7ukbwtuVrideIamuajKDku5hoMKexa30sOtKTnQDbJI02LQLcUoK22qu6lwz61UhW2VFv9sOiVuClmfrw/ti51jwaz3mQ4UnAp3vO+1sJSXFYWbe7jXLFOj1ufmoq2j2L5usMN3+yMjWQGXFbvj9ISlGh5ZKGGpXBMblrivMafCrRTc/dbDLd3OB4Wl3BmaJm+knpEs5d2697f2cK/dwios8nujy1ZKlvId0ng0teBOquilNeLQnDUFJps21rRbhQQFUjlVm/dq87MbV2gaYKvk7ZLK1X5qXajhvIBdaCepcE94hKZVFMfBT49bBXc+E72nXLz3HgW33FY4rHF/pvZwU9/4yECmpU6MSt/uMtWU8m7ZynoFUriXK3WUqnVx8i0KH6nIlW98RQ3KoFC4vSzlCaaUe/1/UsjX6YaEZ3ADdk+Z3NsjL/6FXBqV1YZ/hbu5gMnzJekUmwqj+dWq6LeM+3BFHQtGtt9uvLZMMpy3aQR/+9a92B7jvGE6nafrCLA3y5NDeQxkUyhVG9g3Y8XeGEb8h5Oy3bFeN1GrN8TmZS1v0t2QN0a0KbfHglEPt11wH18si81lt+796gHMWg7HCotsIdZ139+7cx0efPYUXnL2pPianJeSkwL4dEP3pyNiVFw28ckkSUJrWNXDUt4amhb9M1LMpbFYqrVNKheW8oRC02RxiR4zm6DC7RWapgbaUsEdx+dBzkFxQw5M0/kZsHu4rXvnosbshP66K0vIdryBrN4EwNOBkYGMWPxmpaRykVLu0sOdy6S0FKKib9gjpTzJHm6v/0+KdKq7lnJ1dA3gtDq9aOcE1g/lfBczNILFoXBXSeG2it6lck1Ym+LuXxtWerifOGIVROduGo71cZje4oVnTMTqEKHPJY0tSRm2omoYhrCVP35kAQAwpGHsXCplhxBWGw3HCBm2lMsKN/VwOw9w6TBkoGsKt9LDnWBo2umCIzRN0+vz9mvOxCN33IDdzSA5wHkAm2QPNd1vZ+YthTvJvv5uQE6hWqfQtGo8c7itn2G9pu0Ubiq+dI+DpR5uWeGmfbhD4dZ8gLq+qXAvlmuOMa3URkj89PgygHgOKakGa5iWdV2F6hDdAhu9tpV6My+gefih4wB0bX+a2yAXMjps0acbhmFgfDCH44tlnFquYFNzbIitcNuv0eZm0Ipqu4qLQY+U8rluFtw+Urh1P48NXRkL1lS4m2pQTrESfea/7EG1bvpOcae/2q6HG4AI59BnKbeupSdmrILo3KkRz7/DMCr0uaQDycG8M9xveryA/ceW8JNmwa1LvcykrKDBesNUCu7+Okt33M/JUp5RxoJJCjdgH4b041iw04ViVn8PN9DaYijvbZK0+ouMkbKeyQa9hjoWTLUwr6o93HFYyrNkKffu4SbVVbvCrfRw59IpcR/JJ1hwjxQswa3WMHFquSL2+GXF4k893HFMdpA/c3XTRArO1zqJkWCANAu9+bvaIahccMeGPFKl32dwExNFu+Am3FLKt4wV8L/ecLm2udBeoWlu/eS6yCkLre6TTi/ohjSUz3Slz5gWHbom1IXfMAxfI8EIKtbdUsqH8mkM5TNYKtfw/Knm/NOY3+thKQV2drmCowvWQcKuKVa4Gf/QZoFcN+qhLSWV/6TpoNC1cU43C+5a3YRp2pu2fnNsOXu4m5byrDN9Vk4pB4B9R633phcK7kI23TUXVS8zkLNfk7GCvtFAKrKlPEmVWR0Vt9YPYaigJWW7WrP2BYZhtZ3FPYcbsIv2kscsbtO0g8JkJ6wO1IJbLvAdoWma1yjDMLBuKIejC2Wl4HZ3mcZxACC3RNXqJtRfcX6VEsr1fu7VHm6dBXffrvBuPV/9jtssbjul3Llh/NndG3Hh1lEtz6MojaKS6aalvFtzuOl5dGMGN2AXqLMrtNBGHAUhUsrtr9GNL59Ni/f2ABXcMW84ZEv5E01L6fREgUPTmEBkRMFtrZXqHPfppqV8X9NBoW6k43sezdEqksLdb+o2YLeqALZllBTuslC4rfsJJfKSs6Zb9395zVnrhVVY5JTyJLJbCNlt1Q2F237stX1dtCrcdPhu/d7dCE2TU7N1Cy1qaJq875T3nAMJrOl0oEXKMmCvkSpxK9xufdyJKdzCUm697zon1/TfnbmJfGHHEcSwFphQkspN03RVuHVDF/qKFCRRrTfEyZPuEy+gNXW7W+rDZdvGsWf7ON7wou1deXz1lC/qZt5w7eG2FtuCVHDrUrjl0DS2kzNhySiWcnWjTEnldG3r2jjL48nE2L4+SygHnAU33T8o2IfeA1K4L2rO3ya6NhZMuia4f9sd2X2QxDhQYlKylCfZw62uE2t5JBjQOhaMFG76vW2FuzmHOxv9vbAt5R4FtzQGS7elnIo92g7Jzttsggo30Jp5AdgWf5piJL43howQR+inSw/3vKbRsCrqWDCdk2v6787cxKFw93lCOaEq3KvVujjtS/KmQ6faS5LCLfffJWHxyiiWzG4V3KPFLP7+7Vfilhef0ZXHV5W5qJt5ehllS7k8D5f69Ohrunq4K/UGHjk4DwA4j+3kTEAyqqVcuTlTaBqhy0GRlUarUKJsvwWmAYDs/CwqoWl0EEEF94VbnM6sbrWU5TNpsdlb60pmWNIpeyxWEgftxEA2Ld6T4XxyRa+6jqz5Hm6xfjlTyqnIUi3lqpMoDKSSe6WUVyW1VXvB3SacN8nQNMAu6kuSjZzuKeODOUeGQvwKd2vBTRNAdO/3VUv5MlvK4yfjCFnpvw2KGzQa7FQzHZDUm0zKSLTPjTan8gkkbWyH8hmhLulEtZB3y1LebdRCIepmnpQo2UFUEgV3qqVdIPaxYJKb5QfPnAIAnLuJFW4mGGpKedGjh5vQ2cMNWJa8fraUp43W+3k+41S46R5ykdIK1c2RoLSZXOtKZhR+4dItuHTbGM5YP5jo41JwWjdSyom1fhAjFO66MzSNPhdUFNMBfDyW8vYp5VUpKCyru4dbyb9x9HAnXHCrjiDAPqzMZ1LY0uzrtr43+vMxDKOlpUBG53guGTWlnBVuDWTYUt7CRPMEixRueQZ3krMgaVGVFe4k+7cBlx5uzSedvUprwR1tyRAFt6RwU6EwIFnKibg3O6mUIX6nQ81Zp+eyws0EhJTl+RU6CHRuBEcLWcfJvL6UcrmHuxma1ocFt2MsWN6pcJNiQwfI29cVHetMNwtuWovWemEVhT94zUX40q+/OPHrmvq4k1SZ1fDFtd5qQAVmre6hcNeU0LQYLOW0v1ypuqeUk9qaThnawyfbjZ91hKYl4FqiPnHnWDD7ENdZcMfzfOSWKBVSuHWvjeocbg5N00CGLeUtTAxZJ7pUcB9uFiQTg8lZuQD7QpfHNnS74O7XBNliLg35rCXqySYdGNddUsoHMumWYBwdyo+8gA9kU9i+LlnlhDn9oY3CYpubs6xyD2uylDt6uMlS3of3M7cxn7ZiU0ejYQrFZGQgix3r7Pemm1NKqJhb64XV6chZG4YA2HkMSSAfCANr/yCmJTSt5sy8EAp3jKFpHS3lzaJfbSvUgWopz3mFpiWQyyGvlwQV3LlMSiSXy98bFfH+19sV3MmOBWNLuQbkDxOPBbOYKFJomrUxeej5OQDARVv0pJF7MShSylst5ckV3L3Rw91tDMNw2LDjSik3XQruQq7VUq5jIypvaHZtHG6ZwcownSBlmS5jN/vZtNTHrXMON2AF/QinSB8q3PJHmDbU5MYp1xpYqtREMNFIIes4ZGOFm3Hjd27chbt/9QX4+Ys2J/q4cotjkiPJugE5TUldpH/boWkNmKYpxJckUsrpOSQxClbdV3qOBUtC4VbGKAL2hId8Jo2t43bBHdeaKbdEqSwIS3kyPdxlUXBbv7OOQ/L+uzM3kefr8VgwC1KyTzYV7ocOzAEALt02lujzGGy+H8tdVLhbTh77cBNLyCd9cVnK69L6uiot6uqsVd0KN8/fZsKgqh/uCre9QRlKoIdbHq/Xb6RcLOX0OpgmcHLJuqflMikMZNM9pHBzD3evMjKQxbW7NiSSGSPjVLjX9nXROhasNTStXGuIw7JY5nA314VVjzncZG/XHZgGtBd2HD3cXVK46f3Q0cMN2Acubj3cZO1OylLOc7g1kk633qD7HTEWbKWCesPEw8/PAgAu3Tae6PMQlnJZ4aaZfAnN4mRLuY2cVB51M089UdTDbZqmCOlQe7izaUOLlUoufngkGBOGtLJRcju0dVjKNY8F6/s53CnvHm4AOLZQAmAXtjukAK5ujQUDgEu2jcEwWoPcmP5Fvj+t9YMYKrirako5WcqrdYf1Ww2nDEOho6Xc2pskcdDSMn425VFwJxqa1ppSns+msUWjwl1taylPqodbLbjjvy/0baXpsJT3oSLgxvigtbjXGyYePjCHhVINA9lU4iog9eBV6g1Uag3kMinMJW0pV1PK+7jgjlfhtv7daJ5oyvalgWzKcaAyqimsT17Az93ECjcTHFXh7mgp13SoK0KH5Dnc/VhwS28HOaRy6RQMw1K4jy+VAdghjL1iKf/1a87C667Ynth9jel9hvuphzvtVLjdxoKtVO0wyDjav+yUcvfQNHoOSez5WsaCSanl2a6Fpskp5XpD07xSyk3TlBTuZOdwL3NKefw4QtPYUg7A+lDTRfbPjx8FAFy0ZSxxdbconSzRokiW8qTCZVSrTz9byoc1WMppfS1X5YLbqXDrOt2X++JY4WbCkFHGxXSylOsbC9a05NVlhbv/7mdpF0u5YdgznI8tNAtuUrglS3m37/9cbDMysrK25gvu5vpVox7uGvVwW793w7TdjXF9ToWl3EPhpn7iZCzlSg+3h8KdRGha3jU0zT7EnRjMiecRf0q5s4d7pVIXRbh2hbv5PldaFG4uuGMjzaFprpDK/c0njgFIvn8bsBYhWmzo4u9+Snn/BmvJJ31RF1rRw920lNPYj0zKQDbtDE0b1vRe0++zcSSfeAI/szbwo3BvlRTuIU2bhqxrSnn/3dbzWWuaQj6TcijWtF4dWySF21pTJgZz2LGuiMFcGpPNecsM0wsM5aV74Bq3lKsFlz2H2/69aWpOXNOEij5D05JIKU+nDIc7x6FqJx6a1iy4a24KdxqGYYik8rhcQVmPHm6yk6dThnYHkqxwm6YpFG4drrS1fXzWBhq6XmuYLbMP+5mJwTwOnFrFEzOLALpTcAPAeDGLowtlHFssY+t4URTc3MOdPLFaypt/nXq46ZSZFnt5LJiuhFbaxLC6zYTFTw/3QDaNX9yzFQdOrWCb1M8d6/Nw9HD3r6V8tJDFH776IgwNZBz93AOZNICq6OGmAz3DMPClX38xSrU6Z7gwPQUpegPZ1Jp31tG+ihRusvUWcmmkDEvhPrVSEV+Lg84p5Q3Hc9NNLpMSNu6cZClPvofbZQ63eF7Wn124ZRRPH1/GtnXx3M+85nAvSgnlOtoKZXJp63qo1BsoVe2APh33hb6+06SbBXe3LWW9xIRS0CYdmEacs3EYRxfKeHJmEZdtGxe2om6NBVvrN752yJaeuMaCUQ83Kdy02A/lMuJGq6t94Kqz1+Mvv/8cfuHSLVp+PrP2yfqwlAPAXTdfrPV5kA1w38yCPRasTzNJfukF0y1fI7Vf9HBLa9k4u1uYHsQeFbe21W3Atm1TkSv6p5tOleVKHaean904AtPkn+OdUm7tTZIquLNpu+D2spQnklKeaW8pB4AP/cKFeOvVZ+K8mLJvvHq4FxIKTAOcCvdi2aozDENPq1H/VhGwP1BsKbeRNyGbRwewcWSgK89j10brA01Ke9fHgvW1wm1/PqIu/FQM0Oky3WiokE+lDPEe6+rhvmzbOL7/e9fhVVxwMyFRw3t0BKz44dXNa/jT3/opfnxwHkB/Ktxe0CZS9HBzvzTT4wz20Wx2teCqSmOoaF9OlvK49um2pbx9aFoSPdyAc2+Z9fjvJC3lcq4OOQ5o3zeYz2D35pHYVOeOCnde/3pN4lql1hAzuAdzepT1vr4z08akHxY2v6yTCu5uqdsAcE4zGX2fUnCrc5p10WIp7+NNrNxTFnUzTy0B9H7SaaocCiIK7gJ/LpneRN2MdcuW/MpLNuO68zaiWjfxg2dPAejP0DQvaF05tugcC8YwvQrlPfSHwt0cySQKbltdpnXsJPVwx2wpL1UbwmknI55DKjmF2/5vd0t5EqFpwlJekxVuvUGc9oGLMzQtqZFggKRw1xuif1vHSDCgzwvu377+HLxx73acOTnU7afSM4w7Cu6xrj2Pc6ngPrqIcq0u7D/dGgvW36FpksIdceGlAxO14JZPr0eL1vdwei/Tq7SmlHenyDUMAx969QWObAtWuG1ovZpdoSkXfIjH9DabRy1X4Zax7rgLk0RVuElRzaZbFe7YCm6p5UYuLgkKcJNHdOnEaxRYrluhaW0s5XHjNYfbLrj17wHpd6vWGyKkWZdjra/vPq+7Ynu3n0LP0SsK99kbhmEY1mL702PLAKy+iqTcCGqBndRpZy8iJyxHPWmlULS5ZhCKULilG8qYZks5w0RFTrBNGd2d5bxheAAffOUFeMf/fghAf6aUe6G+FrymML3ONbs24FOvvQyX7+je/isp5IK70TBFSnk2nRJ7DWEpz8az95PX6pVKvaU33E4p74bC7dHDnUhomq38E/Icbh3Qa9yaUt48IE1C4abQtFpD6wxuoM8VbqaV8aa6mE0bOH9z91KcC7k0dqwbBAD8sGmVHM47E2h1klNsPkk9bi8ip/hHPWkl1XpuhRTu1qCnN+zdjqvPmcR1522M9FgMowu5h1tXv1cQfv6iTXj1ZVtgGMDuTZy+T6gBctzDzfQ66ZSBmy7a1LX8nCSRi9qyNI4ql7bH+8WtcKdShijm3WZx2ynl3dlrun09kdC0NinleU0Hyt493MlZyslhUKk1tM7gBvpc4WZaOW/TCDIpAy8+a33X0253bRzGMyeW8YNnrIJ7rJhcqmzG49SxHxlypJTH08M916aH+2XnbcTLuNhmehi5h7sXxkoZhoGP3nwx3v9z5ztG6/U76nrFbSoM0zvI66gcYpbLpMT+M+6C2/pZGZSqFdfRYLWEx4L5U7i7aynXFRpM739rDzeNBdO/XtPvxgU3kzjTE0V87/aX9sTGZNfUMO59bAbfbxbcST4n+aSx7wtueQ53xJNWrx5uXSeoDKMDWZnpVv+2imEYXGwrtCjcHJDKMD2Ds+C2C71s2hCf3dkVKrjj++wWxLSU1qRyYSlPrOC2X4NMV0PT2ljKNT0+tRTUPHu4uxOaxj3cTGJsGO4NKxMFp51ozmFMtOBOscJNOAruqKFplFJOlvLmgt7NHliGCYrDUt4DCjfjjrpRZUs5w/QO8sElBeMahrW+0p6A3MbxKtzWz2prKU+ojdCPwp3EWNoBqfCsN0ykU4Y9FkxbaJp7D/dCgqFpcsG91BwLxj3cTN+xq1lwE0mqN6mUIU7f+j3111lwRwxNox7uVevUmm54SZzgMkxcyKrEYIzKCxMvA8oBIY8AZZjeIZ0yQPEXpHBn0ykYhtGyJ4hrDjcgz+J2Sym3R5MlgVxYy/eV8WIWxVwam0cHElHbZTcQWcmTGgvmOYc7kdA067U1TWC+6aZgSznTd2xfN4h8JiU+9Enb3LPpFGqNel+PBAPUlPKYQ9NqrSnlDNPrsMJ9eiBbIQeyKZ5RzjA9RiZloFo3xeE7FUCq6y1OhZv2MatVb4U705XQNPu/i7kMvvqOlySWpSQ/TqnaQDGXwFiwtJ1SL9MNSzkAnGruS4d4DjfTb6RTBs7eaM9IT77gNpr/7u+PSSGbBtUXcYWmlWsNlKp1kYLZ7YA+hgmCbIXUdXNmoiMf5PFIMIbpPWgtXa1aRRYVQOqeIHFLeZdD0wBgx/pBTI0m0+KZThliz0vZOiR26XIgeirc5eRD0wBgdlmvwt3flQTT8+zaaI+4SbrgpoU/1+eWcsOwUuu3TRSxaSza4j+Uzwh1cG6l6ppSzjC9jqxwF1nh7lnkTTv3bzNM70FF12rFOY5LLbgLMbbuUACbW2gaBXgl5WzMeljKuwEdUIqCuymI0KzquBFjwepqSrn1viQRcplJp4SgNMuWcqafOVfq4x7rgqVc/nc/82dveiHqDTNyL5FhGBgrZHFyuYL5VbngZpWQOX2QN0a6AlaY6MiW8l6YvMEwjBOyblPxS/sttWc7ToWbfvaKq6W8eynl3d5r5rNpLJZrIqlcWMoTVLhN05Qs5cms2dm01bpKCvcwK9xMPyIHp3WjhxtIJiGy1zEMI7YbkN3HXRE9VFxwM6cTjh5uDk3rWZyWcn6fGKbXSAtLubOHe0BxFsY5yaSXUsrl/WVSRb4X5DQs1eqo1RsiIT7JlPLVal38f1Ihl+RiPcmWcqafObeLBTedvGYz/R2aFjeUNj+3WhUnqVxwM6cTvTiHm2lFVmbYUs4wvUdWKNx2SjmQkMLtmlLevR7uXLct5VnbUk7924C+lHJ672WFm9TtdMqI9T1vBx0o0O/MBTfTl0wO5zE5nAcAbBjJJ/rYOVa4tUCtAfPcw82cpsgJtpxS3rvkOTSNYXqajFpwZ9x7uItx9nBnqYe7Fyzl3qFpSUP7sHK14Si4deUYkVOs3rAfi0aCDeUzMIzkXQb02DrgnQLT0xiGgT/65Uux//gSztow3PkvxAj3cOthrJgDYM3iLlEKJo/rYU4jMjwW7LRgwKFw8/vEML0GuYVKqqW8JTRNh6W8NTTNTilPKjTNfpyuW8ozssJNjgPD0UIVJ2493AsJjgQjssqBgi7XGt+BmJ5n75nrsPfMdYk/rhgL1ucp5XFDrQHzq1WUuYebOQ2RNyA8Fqx3caSUs8LNMD0HFV0toWk653BTwe0SmmanlCez73PO4e4RS3nNHtmqy04OSD3c9VZLeVKBaUCrwj2c1/PYXEkwjAccmqYHmsU9t1IVN7xCjl9j5vRB3oxxaFrvwmPBGKa3SaeclnK3OdzZtBFrAVzMevdwk8KdSUrh7kFLeUmylOsci+umcJOlPEmFW/0ddSncvMtlGA/EHG4uuGNFpJRLY8F0nqIyTNyk2VJ+WiCn6/JYMIbpPajIXFVD06SCO86EcsBvSnn/9XDns62Wcl0J5YA0h9vRw53cDG5CLrjzmZQ2az9XEgzjgejh5pTyWCGF2wpN45Ry5vSDe7hPD9hSzjC9DRVd5HYjW7WcvxBnYBrQKaW8aSlPaN8nF3uZhEaReVEQBXcDlRpZyvUr3HVXhTu59Vo+6NAVmAZwwc0wnogebla4Y2WsIIWmcUo5cxoin4DzWLDehUPTGKa3UceC5ZpuN/mwLO7xUFTAu/VwC0t5Qgq3PApMp33bD7al3B4LprWHm8aCufZwJ7dey4cKOg/QeZfLMB5kuIdbCzSHe3a5KhZ1VriZ0wk53EbniTgTDR4LxjC9jVC4K6rCLVnKYy+4SeFuTSm3Q9P6sIc7I4WmkaVcoxjirnAnX3DnElK4eafAMB6IOdycUh4rNIf7+GJZfC3uHi2G0cnwQBa3XLkDuUwqdrsjEx8FDk1jmJ6GikwqfmnfJRfZcSvc7Szl9liw5Hu4u20pp0OOcrUhpZTrLLitn+0cC5a8pVze43PBzTBdgBb+bp86rjUovKhSt4MyWOFmTjfueMX53X4KTAcKuTRe/6LtqNYbmBjMdfvpMAyjkGlRuJsp5Rl9PdztQ9Os4i+pmdjy2NluiztJW8opCb7bCnc2oRYxLrgZxoObLtqEnxxZwHXnbez2U1lTqGnB2bThSH1mGIaJi99/1QXdfgoMw3hAs5jt0DTr/zPpFLJpA9W6Gb/C3TzgrzVMVOsNR8FFidnZhPYkcg93ryjcckq5zkMA95Ty7ircOnu4ueBmGA+uPmcSV58z2e2nsebIpFMYzmewWLZOMgd4JBjDMAzD9B2toWl28TOQTaNar8Xewy3/vJVKHaMF+zFJ4c4mpDY7eri7rHDnpZTyctdSyrvQw52QpZy9sgzDJA4FpwH2Is8wDMMwTP9AKicVeLLiS4pr3Ap3Lp1qCWsj7JTyLoSmJZSM7gXZ+Eu1eiJjwdIuPdxdmcPNY8EYhlmrjEkFdyHHyxDDMAzD9BtqRo78/wVRcMdbBBmGgWLWPancTinvgsKdUDK6F3TAsVpJqIc75TYWbO1aynmnyzBM4sh93GwpZxiGYZj+Q81vkW3VVHDrmGLilVSedEp5LmP9/obR+lokjejhrjVQruofC6b2cJumuabHgnHBzTBM4owV7MRgTihnGIZhmP5DVXXlQpdSs+O2lMs/k8LaCGEpT3gOdzaVgmF0u+C2nkvZkVKeXA93qdoQ9nJWuBmGYWJA7uEe0HiCyjAMwzBMb5JR+pbV0DRAT8FdaNrUVYWbCr6k+qlFwd1lOzmgppQ3e+oTSSm3XnOykxsGMKjhPffCWXDre1ze6TIMkzhjsqWcFW6GYRiG6TtUG7UcmrZ+OA8AmGz+O04KzYP+VaWHW1jKM8kUwONFy+03Vsx1+E79UHuflVLetJRrbPmjwwZSuBeadvKhfCZRtV92Vei0svNYMIZhEmesyAU3wzAMw/Qz7Szl777xXLzkrPV46bkbY39cCmKTLeWmaYqxYKryroup0QF85r9cho0jA4k8XjvIbViqJWMpTyuhaaRwjyRoJwcUhTvmgD4ZLrgZhkkc7uFmGIZhmP4mrRS2csE9PVHEL79wm5bHdQtNk+dBJ2nxvvGCTYk9VjvcLOVJ9nB3IzANAPJp7uFmGGaNMuJIKedliGEYhmH6jXYKt05EaJpUcFfrcsHdf/sSSiQvVeWUcn2CiJpSvlTuTsEtK9ynfUp5uVzGJZdcAsMw8PDDDzv+7JFHHsFLXvISDAwMYHp6Gh/5yEeSeEoMw3QRtpQzDMMwTH/T0sOdUO900UXhrjYLPyC5lPJeQh6/Rv3UWhXutHtoWpIJ5YDzcOW0V7h/93d/F5s3b275+sLCAq6//nps374dDz74IO68807ccccd+NznPpfE02IYpkuMcUo5wzAMw/Q1qpKcSydzAF/ItqaU12SFO6Ee7l5CFj8WVq3iV2doGrUT2D3c3Ve4dT629ivqa1/7Gr7+9a/jrrvuavmzv/zLv0SlUsEXvvAFnH/++fjlX/5lvOMd78DHPvYx3U+LYZguIvdwF1jhZhiGYZi+Q1W4k+qdti3ldko5JZSnUwZSqf5TuLPplHg/5psFt86xYGoP90KXC+50ytCq6GstuI8ePYo3v/nN+PM//3MUi8WWP3/ggQdw9dVXI5ezN9833HAD9u3bh9nZWdefWS6XsbCw4PiHYZjTC1nh1tkjxDAMwzBMb5JRC+6EMl3cQtOo4FafUz9BmTq2wp3cHO65lQoAe1RaUuSaLovBXFrrODJtr6Rpmrjlllvwtre9DZdffrnr98zMzGDjRmfcP/3/zMyM69/58Ic/jNHRUfHP9PR0vE+cYRjtDGTT4lSRe7gZhmEYpv9otZQnVHA39x3yWDCyNvdjYBpB+7HlCs3h1vdakJuh3uydn12xivykZ5JTW6Pu3vHAr+S73/1uGIbR9p8nnngCn/zkJ7G4uIjbb7891id8++23Y35+Xvxz4MCBWH8+wzDJMNZMKuceboZhGIbpP1ot5d1MKW80n0MfK9yKAKI3pbzZw92icCcbmnbBllH8wqVb8JsvPUvr4wQ2yr/zne/ELbfc0vZ7du7ciW9+85t44IEHkM/nHX92+eWX43Wvex2++MUvYmpqCkePHnX8Of3/1NSU68/O5/MtP5NhmNOPsWIWxxbLGNAYysEwDMMwTG+iFrc6e4Zl3C3lVuGX6WOFO68IIEnO4T613B1LeTadwsf/8yXaHydwwT05OYnJycmO3/dHf/RH+B//43+I/z98+DBuuOEG/M3f/A2uuOIKAMDevXvxnve8B9VqFdmsdaJx3333YdeuXRgfHw/61BiGOY3YODKAJ48uYWIw2cWVYRiGYZjuk1bSwJMLTWumlMuW8qa1OdvXPdyKwp1oDzdZypNVuJNCWxTctm3bHP8/NDQEADjzzDOxdetWAMBrX/tafOADH8Ctt96Kd73rXXj00UfxiU98Ah//+Md1PS2GYXqE9960G9/dfwJXnb2+20+FYRiGYZiEaVG4E7eUt6aUJxXc1ouoLX46LeWqwj3bpdC0pEg2e11hdHQUX//613Hbbbdhz549WL9+Pd73vvfhLW95SzefFsMwCbBrahi7poa7/TQYhmEYhukC3erhbmsp72eFWymwdR6ApKWCu1Sti/difI26HhMruHfs2AHTNFu+ftFFF+E73/lOUk+DYRiGYRiGYZguk1Et5Qmpy26haZxS7haaprOH2/7ZJ5bKAKwifCThOdxJ0b9XFcMwDMMwDMMwXaFblnIaC+Y2h7u/C+7kQtPS0nt/fNEquMcKWa2zsLtJ/15VDMMwDMMwDMN0hVZLeTLFFlnKV6t14b6lgjvTz2PBMslZymXr/oklq397rQamAVxwMwzDMAzDMAyTMLKanE0biamblFIOAKWqVWhTWnY21b+lkRySls+ktL4fzoLbUrjXamAawAU3wzAMwzAMwzAJIyvcSVq5C1JhudJMKrdTyvtY4ZYs5Trt5IDzvT9BlnIuuBmGYRiGYRiGYeJBtpAnWXCnU4YoKKmP204p79/SSA5N0zkSDAAMwxBFNyncE4NsKWcYhmEYhmEYhomFdEq2lCdbkhSlPm4AqInQtD5WuKUe7iQC7OyCe23P4Aa44GYYhmEYhmEYJmHkPl7dFmYV6uO2FW5OKS/kJEu5xpFgBL3/x9lSzjAMwzAMwzAMEy8Zh6U8WWWZksrtHu6mpbyPC26HpTyj11IO2Ar3cRGaxpZyhmEYhmEYhmGYWMh00VJOwWmrTYW71mgq3Cm2lAPJOA5I4ebQNIZhGIZhGIZhmJjpVmga4JzFDdgKdz9byvMJppQDdg//YtlyGbDCzTAMwzAMwzAMExOOsWCJ93CTpdzZw53p59C0BFPKAWcPPwBMDLLCzTAMwzAMwzAMEwuympzvVko5WcpZ4XYU3EmklKuHG2wpZxiGYRiGYRiGiQmnwp1waFrWK6W8jxXuTHdSyokxtpQzDMMwDMMwDMPEQ7YX5nBzSrnAmVKe3BxuABjOZ9a0u2Dt/mYMwzAMwzAMw/Qk6S6Gpqk93JxSnvxYMDmlfmxw7arbABfcDMMwDMMwDMMkjGwpTqJnWEbM4a6qlvL+LY0GEk8pt9//8TXcvw1wwc0wDMMwDMMwTMI4Cu6EU8qHByxFdWG1CoAt5YCaUp5saBoX3AzDMAzDMAzDMDHiCE1LOKyMZj7PrlQAADUOTcNAJllLuVPhZks5wzAMwzAMwzBMbBiGIQrcpK3c482Zz7PLToW7ny3l+YQt5bLDYS2PBAO44GYYhmEYhmEYpguQypl4wd0s8OaaCjf1cKuzofuJfCYFw7D/WzdyaBpbyhmGYRiGYRiGYWKGRoMl3cNtW8othbvWMB3Ppx8xDEMU2okU3HIPN6eUMwzDMAzDMAzDxAuNBks6pZwszKvVOkrVup1SnulfhRuwg9OS7uFmSznDMAzDMAzDMEzMkK04aUv5yEBGFHyzKxXbUt7HCjdgB6clklIuFdwTXHAzDMMwDMMwDMPECxVdSSvLhmHYtvLlKmoiNK2/FW6aT570HO4xTilnGIZhGIZhGIaJl0yXLOWAbWOekxTufk4pB5K1lDtC0wZZ4WYYhmEYhmEYhokVKnC7UejKwWk0FizT5wX3a184jReeMYE9O8a1P1Y/zeHOdPsJMAzDMAzDMAzTf3RrLBhgK9yzKxXUGk2FO9XflvLX792B1+/dkchjUTtBLpNCIatfUe8m/X2MwzAMwzAMwzBMV5CLrqSxe7grQuHOduF59Ct02DJRzMEw1vZBB19VDMMwDMMwDMMkDvVwdyOsjPqGLUs5pZSv7cKvlyD7/loPTAO44GYYhmEYhmEYpgtQcFY3QtPGpdA0O6WcS6OkoMON8TU+EgzggpthGIZhGIZhmC5w5ZnrMDKQwQVbRhN/bDs0jVPKuwFZyscH177CzaFpDMMwDMMwDMMkzu/eeC7eef0uR2J1UtihaZKlvM/ncCcJKdxjrHAzDMMwDMMwDMPooRvFNmBbma2U8qalPMWlUVJcuHUUhgG8IIERZN2GFW6GYRiGYRiGYfoKZ0p501KeYYU7KV55yRZcd95GDObXfjm69n9DhmEYhmEYhmEYCUopXyjVxNcyrHAnSj8U2wBbyhmGYRiGYRiG6TPGCq1hXd0YT8asfbjgZhiGYRiGYRimr8ikUxgecCqsnFLO6ICvKoZhGIZhGIZh+g51BjSnlDM64IKbYRiGYRiGYZi+g4LTCE4pZ3TAVxXDMAzDMAzDMH0HBacB1niyVJdGlDFrGy64GYZhGIZhGIbpO2RLeYaLbUYTXHAzDMMwDMMwDNN3jEmWcg5MY3TBVxbDMAzDMAzDMH2HrHDzSDBGF1xwMwzDMAzDMAzTd8ihaRlWuBlN8JXFMAzDMAzDMEzfIYemZbmHm9EEF9wMwzAMwzAMw/QdDkt5hssiRg98ZTEMwzAMwzAM03fIoWmcUs7oggtuhmEYhmEYhmH6DmdoGpdFjB74ymIYhmEYhmEYpu/ggptJAr6yGIZhGIZhGIbpOwq5NAayVjmU4bFgjCa44GYYhmEYhmEYpi8hlTub4rKI0QNfWQzDMAzDMAzD9CVjVHBnWOFm9MAFN8MwDMMwDMMwfcl4M6k8wwo3owm+shiGYRiGYRiG6UuEpZx7uBlNcMHNMAzDMAzDMExfQrO4OaWc0QVfWQzDMAzDMAzD9CUTg5bCneGCm9EEX1kMwzAMwzAMw/QlZ20YAgBsHhvo8jNh1iqZbj8BhmEYhmEYhmGYbvBzF23G9EQR528e6fZTYdYoWhXur3zlK7jiiitQKBQwPj6OV73qVY4/f/7553HTTTehWCxiw4YN+J3f+R3UajWdT4lhGIZhGIZhGAYAkE4ZuGzbOPKZdLefCrNG0aZw//3f/z3e/OY340Mf+hBe+tKXolar4dFHHxV/Xq/XcdNNN2Fqagrf+973cOTIEbzhDW9ANpvFhz70IV1Pi2EYhmEYhmEYhmESwTBN04z7h9ZqNezYsQMf+MAHcOutt7p+z9e+9jX83M/9HA4fPoyNGzcCAD7zmc/gXe96F44fP45cLufrsRYWFjA6Oor5+XmMjLAVhGEYhmEYhmEYhtGL3zpUi6X8Rz/6EQ4dOoRUKoVLL70UmzZtwstf/nKHwv3AAw/gwgsvFMU2ANxwww1YWFjAY4895vmzy+UyFhYWHP8wDMMwDMMwDMMwTK+hpeB++umnAQB33HEH3vve9+LLX/4yxsfHcc011+DUqVMAgJmZGUexDUD8/8zMjOfP/vCHP4zR0VHxz/T0tI5fgWEYhmEYhmEYhmEiEajgfve73w3DMNr+88QTT6DRaAAA3vOe9+A1r3kN9uzZg7vvvhuGYeDv/u7vIj3h22+/HfPz8+KfAwcORPp5DMMwDMMwDMMwDKODQKFp73znO3HLLbe0/Z6dO3fiyJEjAIDdu3eLr+fzeezcuRPPP/88AGBqago/+MEPHH/36NGj4s+8yOfzyOfzQZ42wzAMwzAMwzAMwyROoIJ7cnISk5OTHb9vz549yOfz2LdvH6666ioAQLVaxbPPPovt27cDAPbu3Yv/+T//J44dO4YNGzYAAO677z6MjIw4CnWGYRiGYRiGYRiGOR3RMhZsZGQEb3vb2/D+978f09PT2L59O+68804AwM033wwAuP7667F79268/vWvx0c+8hHMzMzgve99L2677TZWsBmGYRiGYRiGYZjTHm1zuO+8805kMhm8/vWvx+rqKq644gp885vfxPj4OAAgnU7jy1/+Mt7+9rdj7969GBwcxBvf+EZ88IMf1PWUGIZhGIZhGIZhGCYxtMzhThKew80wDMMwDMMwDMMkSVfncDMMwzAMwzAMwzBMv8MFN8MwDMMwDMMwDMNogAtuhmEYhmEYhmEYhtEAF9wMwzAMwzAMwzAMowEuuBmGYRiGYRiGYRhGA1xwMwzDMAzDMAzDMIwGuOBmGIZhGIZhGIZhGA1wwc0wDMMwDMMwDMMwGuCCm2EYhmEYhmEYhmE0wAU3wzAMwzAMwzAMw2iAC26GYRiGYRiGYRiG0QAX3AzDMAzDMAzDMAyjAS64GYZhGIZhGIZhGEYDXHAzDMMwDMMwDMMwjAYy3X4CUTFNEwCwsLDQ5WfCMAzDMAzDMAzD9ANUf1I96sVpX3AvLi4CAKanp7v8TBiGYRiGYRiGYZh+YnFxEaOjo55/bpidSvIep9Fo4PDhwxgeHoZhGNof7wUveAF++MMfan8clYWFBUxPT+PAgQMYGRlJ9LG79Tv32+N267H78drq5mP30+N289oC+uu17ubjduuxee3ix9UFr1398bjdeux+XLvW6ntsmiYWFxexefNmpFLendqnvcKdSqWwdevWxB4vnU53ZfElRkZGEn/8bv3O/fa43X7sfrq2uvnY/fa4QHeuLaD/Xut+/DwBvHbx4+qD1661/bjdfux+WrvW8nvcTtkmODQtILfddlu3n0LidOt37rfH7fZjd4N+fK377XG7Sb+91v34eeoW/fha99vjdpN+e6378fPULfg97g6nvaW8X1hYWMDo6Cjm5+e7qrAzaw++thhd8LXF6ISvL0YXfG0xOuHrq/9ghfs0IZ/P4/3vfz/y+Xy3nwqzxuBri9EFX1uMTvj6YnTB1xajE76++g9WuBmGYRiGYRiGYRhGA6xwMwzDMAzDMAzDMIwGuOBmGIZhGIZhGIZhGA1wwc0wDMMwDMMwDMMwGuCCm2EYhmEYhmEYhmE0wAU3wzAMwzAMwzAMw2iAC+4E+fa3v42f//mfx+bNm2EYBv7hH/7B8eeGYbj+c+eddwIAnn32Wdx6660444wzUCgUcOaZZ+L9738/KpWK4+c88sgjeMlLXoKBgQFMT0/jIx/5SFK/ItMlol5b//Iv/+L5PT/84Q/Fz+Frq//odG0tLS3hN37jN7B161YUCgXs3r0bn/nMZ8Sfnzp1Cr/5m7+JXbt2oVAoYNu2bXjHO96B+fl5x895/vnncdNNN6FYLGLDhg34nd/5HdRqtSR+RaaLRL2+nn32Wc+16+/+7u/E9/H11X90uraOHj2KW265BZs3b0axWMSNN96Ip556Svw5r11MO6JeX7x29RdccCfI8vIyLr74YnzqU59y/fMjR444/vnCF74AwzDwmte8BgDwxBNPoNFo4LOf/Swee+wxfPzjH8dnPvMZ/N7v/Z74GQsLC7j++uuxfft2PPjgg7jzzjtxxx134HOf+1wivyPTHaJeW1deeWXL9/zar/0azjjjDFx++eUA+NrqVzpdW7/927+Ne++9F3/xF3+Bxx9/HL/1W7+F3/iN38A999wDADh8+DAOHz6Mu+66C48++ij+9E//FPfeey9uvfVW8TPq9TpuuukmVCoVfO9738MXv/hF/Omf/ine9773JfI7Mt0j6vU1PT3dsnZ94AMfwNDQEF7+8pcD4OurX2l3bZmmiVe96lV4+umn8Y//+I946KGHsH37dlx33XVYXl4GwGsX056o1xevXX2GyXQFAOaXvvSltt/zyle+0nzpS1/a9ns+8pGPmGeccYb4/z/+4z82x8fHzXK5LL72rne9y9y1a1ek58ucPsRxbVUqFXNyctL84Ac/KL7G1xbjdm2df/75juvENE3zsssuM9/znvd4/py//du/NXO5nFmtVk3TNM2vfvWrZiqVMmdmZsT3fPrTnzZHRkYc1xuztonr+rrkkkvMN73pTeL/+fpi1Gtr3759JgDz0UcfFV+r1+vm5OSk+b/+1//y/Dm8djFuxHV98dq1dmGFu0c5evQovvKVrzhOUt2Yn5/HxMSE+P8HHngAV199NXK5nPjaDTfcgH379mF2dlbb82VOH/xcW/fccw9OnjyJX/3VXxVf42uLcePKK6/EPffcg0OHDsE0Tdx///148skncf3113v+nfn5eYyMjCCTyQCwrq0LL7wQGzduFN9zww03YGFhAY899pj234HpXYJeXw8++CAefvhhx/rG1xejUi6XAQADAwPia6lUCvl8Ht/97nc9/x6vXYwfwlxfvHatbbjg7lG++MUvYnh4GK9+9as9v2f//v345Cc/ibe+9a3iazMzM44PJgDx/zMzM3qeLHNa4efa+vznP48bbrgBW7duFV/ja4tx45Of/CR2796NrVu3IpfL4cYbb8SnPvUpXH311a7ff+LECfz+7/8+3vKWt4iv8bXFeBH0+vr85z+P8847D1deeaX4Gl9fjMq5556Lbdu24fbbb8fs7CwqlQr+8A//EAcPHsSRI0dc/w6vXYxfwlxfvHatbbjg7lG+8IUv4HWve53jdEzm0KFDuPHGG3HzzTfjzW9+c8LPjjmd6XRtHTx4EP/0T//U0V3BMIBVEP3bv/0b7rnnHjz44IP46Ec/ittuuw3f+MY3Wr53YWEBN910E3bv3o077rgj+SfLnHYEub5WV1fxV3/1V7x2MR3JZrP4v//3/+LJJ5/ExMQEisUi7r//frz85S9HKtW6Nea1iwlC0OuL1661T6bbT4Bp5Tvf+Q727duHv/mbv3H988OHD+Paa6/FlVde2RJYNTU1haNHjzq+Rv8/NTWl5wkzpw2dri0AuPvuu7Fu3Tq84hWvcHydry1GZXV1Fb/3e7+HL33pS7jpppsAABdddBEefvhh3HXXXbjuuuvE9y4uLuLGG2/E8PAwvvSlLyGbzYo/m5qawg9+8APHz+ZriwlyfQHA//k//wcrKyt4wxve4Pg6X1+MG3v27MHDDz+M+fl5VCoVTE5O4oorrhBBoQSvXUwY/F5fAK9d/QAr3D3I5z//eezZswcXX3xxy58dOnQI11xzDfbs2YO777675aRs7969+Pa3v41qtSq+dt9992HXrl0YHx/X/tyZ3qbdtQVYyZp333033vCGNzg2FQBfW0wr1WoV1Wq1ZR1Kp9NoNBri/ynhPpfL4Z577mlxV+zduxc//vGPcezYMfG1++67DyMjI9i9e7feX4LpWfxeX8TnP/95vOIVr8Dk5KTj63x9Me0YHR3F5OQknnrqKfz7v/87XvnKV4o/47WLiUq764vgtasP6HJoW1+xuLhoPvTQQ+ZDDz1kAjA/9rGPmQ899JD53HPPie+Zn583i8Wi+elPf7rl7x88eNA866yzzJe97GXmwYMHzSNHjoh/iLm5OXPjxo3m61//evPRRx81//qv/9osFovmZz/72UR+R6Y7RL22iG984xsmAPPxxx9v+TO+tvqTTtfWz/zMz5jnn3++ef/995tPP/20effdd5sDAwPmH//xH5umaV13V1xxhXnhhRea+/fvd6xbtVrNNE3TrNVq5gUXXGBef/315sMPP2zee++95uTkpHn77bd37fdmkiHq9UU89dRTpmEY5te+9rWWx+Drqz/pdG397d/+rXn//febP/3pT81/+Id/MLdv326++tWvFn+f1y6mHVGvL4LXrv6AC+4Euf/++00ALf+88Y1vFN/z2c9+1iwUCubc3FzL37/77rtd/756bvIf//Ef5lVXXWXm83lzy5Yt5h/8wR/o/tWYLhP12iJ+5Vd+xbzyyis9/5yvrf6j07V15MgR85ZbbjE3b95sDgwMmLt27TI/+tGPmo1Go+3fB2A+88wz4nGeffZZ8+Uvf7lZKBTM9evXm+985zvF6B1m7RL1+iJuv/12c3p62qzX666Pw9dX/9Hp2vrEJz5hbt261cxms+a2bdvM9773vY5RS7x2Me2Ien0RvHb1B4ZpmmaMgjnDMAzDMAzDMAzDMOAeboZhGIZhGIZhGIbRAhfcDMMwDMMwDMMwDKMBLrgZhmEYhmEYhmEYRgNccDMMwzAMwzAMwzCMBrjgZhiGYRiGYRiGYRgNcMHNMAzDMAzDMAzDMBrggpthGIZhGIZhGIZhNMAFN8MwDMMwDMMwDMNogAtuhmEYhmEYhmEYhtEAF9wMwzAMwzAMwzAMowEuuBmGYRiGYRiGYRhGA/8/YgyqVO4NDlMAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sunspots[\"SUNACTIVITY_diff\"] = sunspots[\"SUNACTIVITY\"] - sunspots[\"SUNACTIVITY\"].shift(\n", " 1\n", ")\n", "sunspots[\"SUNACTIVITY_diff\"].dropna().plot(figsize=(12, 8))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "ADF test is now applied on these detrended values and stationarity is checked." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:02:54.654752Z", "iopub.status.busy": "2022-11-02T17:02:54.654465Z", "iopub.status.idle": "2022-11-02T17:02:54.673346Z", "shell.execute_reply": "2022-11-02T17:02:54.672526Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Results of Dickey-Fuller Test:\n", "Test Statistic -1.486166e+01\n", "p-value 1.715552e-27\n", "#Lags Used 7.000000e+00\n", "Number of Observations Used 3.000000e+02\n", "Critical Value (1%) -3.452337e+00\n", "Critical Value (5%) -2.871223e+00\n", "Critical Value (10%) -2.571929e+00\n", "dtype: float64\n" ] } ], "source": [ "adf_test(sunspots[\"SUNACTIVITY_diff\"].dropna())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Based upon the p-value of ADF test, there is evidence for rejecting the null hypothesis in favor of the alternative. Hence, the series is strict stationary now." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "KPSS test is now applied on these detrended values and stationarity is checked." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:02:54.677876Z", "iopub.status.busy": "2022-11-02T17:02:54.677598Z", "iopub.status.idle": "2022-11-02T17:02:54.689539Z", "shell.execute_reply": "2022-11-02T17:02:54.688946Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Results of KPSS Test:\n", "Test Statistic 0.021193\n", "p-value 0.100000\n", "Lags Used 0.000000\n", "Critical Value (10%) 0.347000\n", "Critical Value (5%) 0.463000\n", "Critical Value (2.5%) 0.574000\n", "Critical Value (1%) 0.739000\n", "dtype: float64\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/opt/hostedtoolcache/Python/3.10.8/x64/lib/python3.10/site-packages/statsmodels/tsa/stattools.py:2022: InterpolationWarning: The test statistic is outside of the range of p-values available in the\n", "look-up table. The actual p-value is greater than the p-value returned.\n", "\n", " warnings.warn(\n" ] } ], "source": [ "kpss_test(sunspots[\"SUNACTIVITY_diff\"].dropna())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Based upon the p-value of KPSS test, the null hypothesis can not be rejected. Hence, the series is stationary." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion\n", "\n", "Two tests for checking the stationarity of a time series are used, namely ADF test and KPSS test. Detrending is carried out by using differencing. Trend stationary time series is converted into strict stationary time series. Requisite forecasting model can now be applied on a stationary time series data." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.10.8" } }, "nbformat": 4, "nbformat_minor": 4 }