diff --git a/C3/L4B_expectation_maximization.ipynb b/C3/L4B_expectation_maximization.ipynb index d8dcd7a..cb43000 100644 --- a/C3/L4B_expectation_maximization.ipynb +++ b/C3/L4B_expectation_maximization.ipynb @@ -26,7 +26,7 @@ "colab": { "base_uri": "https://localhost:8080/" }, - "outputId": "ed245c82-18cb-49b2-b837-7775390c4b03" + "outputId": "ff15b423-068a-4ddc-cfae-c6c8f54f24d5" }, "source": [ "import numpy as np\n", @@ -66,7 +66,7 @@ "base_uri": "https://localhost:8080/" }, "id": "1EF48VnKjPkY", - "outputId": "8b264e3b-5fd0-4edd-8f82-3d37026e4486" + "outputId": "6e325279-2731-4029-ee26-cbe1b3bf1a48" }, "source": [ "### Example of an EM algorithm for fitting a location mixture of 2 Gaussian components\n", @@ -76,7 +76,7 @@ "from scipy.stats import multivariate_normal\n", "\n", "## Clear the environment and load required libraries\n", - "np.random.seed(0)\n", + "np.random.seed(1)\n", "\n", "## Generate data from a mixture with 2 components\n", "p = 2 # Bivariate normals\n", @@ -112,7 +112,7 @@ "output_type": "stream", "name": "stdout", "text": [ - "The first five samples of C_i are: [1 1 1 1 0]\nThe first five samples of the mixture are: \n[[ 4.36442604 6.04723685]\n [ 4.68620826 5.13527039]\n [ 2.88742341 2.68439491]\n [ 6.40435818 6.59778308]\n [-1.17312341 1.94362119]]\n" + "The first five samples of C_i are: [0 1 0 0 0]\nThe first five samples of the mixture are: \n[[ 0.12182127 1.12948391]\n [ 3.29215478 4.14244718]\n [-0.37528495 -0.63873041]\n [ 0.42349435 0.07734007]\n [-0.34385368 0.04359686]]\n" ] } ] @@ -125,13 +125,13 @@ "height": 493 }, "id": "4iNDl1JDTe53", - "outputId": "841cc6f7-f15b-49c5-9805-68c762333adb" + "outputId": "668eada6-d086-4854-a6a9-4cba7316d5c8" }, "source": [ "### Plotting the true distributions\n", "\n", "# Plot f(x) along with the observations just sampled\n", - "sns.kdeplot(x[:, 0], x[:, 1], bw_method = .4, hue = cc, fill = True)\n", + "sns.kdeplot(x[:, 0], x[:, 1], bw_method = .9, hue = cc, fill = False)\n", "sns.scatterplot(x[:, 0], x[:, 1], hue = cc)\n", "plt.xlabel('xx')\n", "plt.ylabel('Density')\n", @@ -145,8 +145,8 @@ "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": {} } @@ -169,13 +169,13 @@ "height": 754 }, "id": "PW_61-jwUMNX", - "outputId": "5ba61f4b-36eb-4335-8ea9-26fb9105be16" + "outputId": "8f1ddf55-5110-4b65-e508-08ff0dc62b86" }, "source": [ "## Initialize the parameters\n", "w = np.ones(KK) / KK # Assign equal weight to each component to start with\n", - "mu = multivariate_normal.rvs(mean = np.mean(x, axis = 0), cov = np.cov(x.T), size = KK) # np.array([2.95, -0.996]) Random cluster centers randomly spread over the support of the data\n", - "Sigma = np.zeros((KK, p, p)) # Initial covariance mat deviation\n", + "mu = multivariate_normal.rvs(mean = np.mean(x, axis = 0), cov = np.cov(x.T), size = KK) # Random cluster centers randomly spread over the support of the data\n", + "Sigma = np.zeros((KK, p, p)) # Initial covariance mat deviation\n", "Sigma[0] = np.cov(x.T) / KK # Covariance matrix of first component\n", "Sigma[1] = np.cov(x.T) / KK # Covariance matrix of second component\n", "Sigma[2] = np.cov(x.T) / KK # Covariance matrix of third component\n", @@ -209,15 +209,15 @@ "output_type": "stream", "name": "stdout", "text": [ - "The initial guess for w are: \n[0.33333333 0.33333333 0.33333333]\nThe initial guess for mu are: \n[[ 5.34344983 8.01364371]\n [ 0.17828835 8.38357575]\n [-0.86430113 -0.29487313]]\nThe initial guess for sigma are: \n[[[3.66397944 0.68055918]\n [0.68055918 3.35317368]]\n\n [[3.66397944 0.68055918]\n [0.68055918 3.35317368]]\n\n [[3.66397944 0.68055918]\n [0.68055918 3.35317368]]]\n" + "The initial guess for w are: \n[0.33333333 0.33333333 0.33333333]\nThe initial guess for mu are: \n[[ 4.54873655 3.65964081]\n [ 3.66839328 5.70280922]\n [ 1.70491136 -0.07722635]]\nThe initial guess for sigma are: \n[[[ 3.34787295 -0.09543668]\n [-0.09543668 3.56539587]]\n\n [[ 3.34787295 -0.09543668]\n [-0.09543668 3.56539587]]\n\n [[ 3.34787295 -0.09543668]\n [-0.09543668 3.56539587]]]\n" ] }, { "output_type": "display_data", "data": { "text/plain": "
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\n" 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/feB2HpaGvif1HSmy5f84MpmMBQsWALBhwwZNvre3NwDbt2/X8ZDv1q0bpqamOm1V9zVgZ2eHtbU1J06c0DEizMzMKh3S1XdUKhXnz59nyZIlTJkyBYBx48ZplUPdvq4ALly4AECfPn10ynr06FHpl2pmZiYAbm5uOmUBAQE6eWfOnEGlUtG3b986yVZBamoqf/75J5MmTeLQoUP4+vri7++vU6+kpISTJ0+ycOFCZs+ejVwuZ+zYsTW2X3EMAgMDdcq8vLxwdXUlKirqoV6CBQUFhIWF4eTkRIcOHaqtm5eXx82bN3FxcdHcW/cyYMAAAM6fP//A8tSW/v376+RZWFjQsWNHCgsLuXbtGlD9Mbw3/2FkPnXqFMADX0e1pbb3Uk33pETlSIbE/zD29vZs3LiRAQMGEBsby+LFizVlFSMT9z9E7O3tqxzqqxgyr+xllJKSQn5+PgEBAZiZmWnylUoly5Yt08yF6jtdu3bFwcFBJ7/iK7GoqEiTV93xrI5169YBsGDBAiwsLDT5BgYGWuf4Xk6fPg3A888/r/WwdXV15R//+IdO/dTUVH799Ve6du3Khx9+WOkDumXLlnh6egLl02cDBw7UqaNUKjXTahW69+nTR0vuCio7RlWxevVqAD788EPs7Ow0+XK5nC+//BKFQsGqVatqbKcmli9fDsD3339Ps2bNtMrkcrnW13zF8th///vfyOV3H722traaZbIVcjckU6dOpWPHjlp5ixYtwsrKit9++03j2xMSEsL169fp27cv48eP16o/fvx4+vfvz40bNyr1xakt586d4+jRozz11FNVBpHz9/d/6OdDdfdSXe5JicqRpjb+R6hwZJLL5ZoQ2X369MHIyEgTIvveufOzZ89y/Phxxo8fT0hICMePH8fR0ZERI0Zw48aNSueFT548SX5+Pm+//Ta2traaudhvv/2WnJwcli9fzrx58wgLC2P79u0YGhoyYMAAbGxsOHz4cKUvGn3jmWee4fXXXyc4OJibN2+SmZmJl5cXo0aNoqioiGXLlmnq1nQ8q+Lo0aP8+OOPzJo1i/DwcLZu3UppaSmjRo0iOzub+Ph4Hee9s2fPcuTIEQYMGMCZM2c4fPgwjo6OjBo1in379uHu7q7TzxtvvIGPjw///Oc/mTp1KsePHyc5OZnmzZvTpk0bunXrxuTJk4mJicHExIRDhw4RHR3N6dOniY2NxdjYmCFDhuDn58fOnTs1X8LvvPMOQ4cOJSgoiKioKPLy8mjbti0jRowgMzOTn376qcbjfPLkSb744gvef/99rly5wu+//05+fj4jRoygXbt2HDt2jH//+9+1OmfV8fPPP9OnTx+mT5/OzZs32b59O6mpqbi4uDBgwABWr16tmWb78ssvGTFiBGPHjuXSpUvs3r1bE0fC0dGRL774gpCQkIeWqSZ2795NSEgImzdvJjExkT59+tC3b1+io6N14lhMnz6dAwcOsGnTJrZv387169dp1aoVY8eOJScnh2nTplU7jVcbnnnmGQ4fPszq1auZPXs2p0+fJisrC1dXV9q3b0+7du3o0aOHlv9WXTl06BDvvfceK1euZOvWreTl5ZGVlcWKFSvqdE9KVE2jLx2RUsOl+ykqKhKpqakiNDRU/PTTT2LYsGFVrsu3trYWK1asENHR0aKwsFDcvHlTfPrpp8LExKTS6IiAGDZsmDhx4oTIzc3V9Fmx5EqhUIg5c+aI8PBwUVBQIBITE8W6deuEu7t7tcuz6qpvU4lsWdlvunXrJv7zn/9oooUWFBSIyMhIsXr1ak2kwtoez+qSTCYTb7/9trh27ZooKioS8fHx4rvvvhMWFhYiJydHnD9/Xuc3FhYW4ocffhDJycmiqKhIhIWFiZkzZ1ark4GBgXj99ddFSEiIyMrKEkVFRSI2NlYcPHhQvPXWW5qogEqlUrz77rti9+7dIjY2VhQWFoqUlBRx8uRJMWvWLGFgYKBpc8iQIWL16tUiPDxcZGVliby8PHH9+nWxbNky4e7uXqdzOWnSJHHs2DGRk5MjCgsLxZUrV8T8+fO1Ilvef97rsvyzIj3zzDMiKChIZGVlicLCQhEVFSXWr18vOnXqpFXPyMhIzJs3T4SFhYmCggKRk5Mjjh07Vmkk0JquJSHKY51UVlZT9NJp06ZpYjSkpKSI1atXa8W8uDf5+vqKdevWiYSEBFFSUiISEhLEL7/8Inx9fet0DKvTx9zcXMybN0+EhoaK3NxcUVBQIKKiosRff/0lZs6cqRV7pKZl0VUdlzlz5oirV6+KoqIiIcTdJdB1vSelVGlqdAGkJCUpPaLk7e0thBBiw4YNjS6LlB5tehhDSUpSqi5JPhISEnqIo6OjTtwMExMTli5dCsDWrVsbQywJCQk9RPKRkJDQQ95++22mTJlCUFAQiYmJODk5MWjQINzc3Pjrr78kQ0JCQqLekAwJCQk95MCBA/j7+zNo0CDs7OxQqVTcuHGDZcuWSc5jEhIS9YqM8jkOCQkJCQkJCYk6I/lISEhISEhISDwwkiEhISEhISEh8cDovY+Era0thYWFjS2GhISEhITEY4eJiUmNG/3ptSFha2vLpk2bGlsMCQkJCQmJx5ZJkyZVa0zotSFRMRIxadKkJjkq4ejoWOWWvo8r+qgT6Kde+qgT6Kdekk6PD/qkl4mJCZs2barV+7PRo2I1VDI1NRUHDx7UCq/alNKCBQsaXQZJp/9dvfRRJ33VS9Lp8Un6pFdt36GSs6WEhISEhITEAyMZEo3Izp07G1uEekcfdQL91EsfdQL91EvS6fFBX/WqDsmQaERsbGwaW4R6Rx91Av3USx91Av3US9Lp8UFf9aoOyZCoA/7+/qxZ/V9279zHXzv2sum3LfTs2fOB2+vdu3c9Stc00EedQD/10kedQD/1knR6fNBXvapDr1dt1CeDBg7i7Tf/j2Wf/0xyYioA1jaWzJ77f3h7b+eXX9Y1soQSEhISEvVJ9+7dNYaBEKJWv3FwcGDOnDkNKVa9ULE7cEhICKdPn37o9hrdM7ShUn2t2lAqleLQgSDR2XuQaOfeTyu19+gv9u0+KKysrOrcrqGhYaMfo/pO+qiTvuqljzrpq16STo8+TZgwQYwbN04oFIo6/U4mkzW67LVNCoVCjBs3TkyYMKHScmnVRj0yfPgIjh06Q2lJqU6ZEIJtm/bx3LNT69zu888/Xx/iNSn0USfQT730USfQT70knR49bm5u/Pnnn6hUqjr9ztbWtoEkqn9UKhV//vknbm5uD9WOZEjUAq+WXsTciquyPPpmLC1betW5XTs7u4cRq0mijzqBfuqljzqBfuol6fToqe1Uxv0olY+fx8CD6lqBZEjUgvj4OzR3c6yy3MXNmYSE+Dq3GxMT8xBSNU30USfQT730USfQT70knR4fSkpKGluER45kSNSCnX/tZOCw3sjllR+uMROHse6X/9a53b179z6saE0OfdQJ9FMvfdQJ9FMvSafHh+zs7MYW4ZEjGRK1oLi4mJ9+/p55/3wT82ZmmnwjI0Nee2cGQccOkZKSUud2X3nllfoUs0mgjzqBfuqljzqBfuol6fT4YG9v39giPHIev8mcRmLzls0kJyfz3idzMVAYoVKrMDBU8OPKH9i+fVtjiychISEhIQHAq6++yrvvvouzszPh4eG8/fbbHD9+vMH6kwyJOhB8NJjgo8EoFArkcjmlpbqrOOrCvn376kmypoM+6gT6qZc+6gT6qZek0+NDTk6O5m9zU1Pmv/EqwwP7YaBUUlpWxt6goyz+7nvyCgoapP+JEyeydOlSXnvtNUJCQpg1axZ79uzBz8+PuLiqFw08DJIh8QCoVKo6LwkC6NatG2NGjUWhVHLo8AEKGuhCakyMjIwaW4QGQR/10kedQD/1knR6fKgI9GRuasreX1bj28IThUKhKX9x0gT6de/K8KkvNIgxMXfuXFatWsWqVasAmDNnDsOGDePVV19l/vz59d4fSD4SjwQLCwv+3LqNaZNncu5oBCH7LzOoz5PM+2AeLi4ujS1evRIYGNjYIjQIj7NeFsbm+Dh40K1FOwa27s4I/3482T6Q8d2HM7B1D7q1aE8rxxbYmFkiQ9bY4j40j/O5qgpJp8eHZs2aATD/jVd1jAgApVKBj6cn896ofx8RAwMDunTpwv79+7Xy9+/fT69eveq9vwqkEYlHwI8/rGTDzzu5Hh6pyYu5dZsXzSaxZtV/GTZiyEOv45WQAFDI5bRybEFbFx98HDxpYeeChYl55ZXzYVb/SVpZRaXFxGcmE5uewK3U21xPiuZOZtIjkFxCQr8YHthPx4ioQKlUMKJ/PxYs+bpe+7Szs0OpVJKcnKyVn5ycjJOTU732dS+SIdHA+Pj4UFKg1jIiKtjw83bGTRrB0KHD2LdPP5ZCLVu2rLFFaBCaul5tm3vT1yeArp7+mBub1fyDKjA2MMLLwR0vB3cGtukBQFZBLmHxN7gUd4OLcdfILcqvL7EbhKZ+rh4ESafHh4oVfAY1BKYyMGi41+/9H6YymaxBP1YlQ6KBGTRwECeCQistCxzeg6OHTjNs3HC9MSQmTpzI6tWrG1uMeqcp6qWUK+jfqhtPtOuPi3XlAdOyCnK5nZFAYnYqGXlZ5BTlU1RajFqoGTRgICdDTmJuZIqNmSUOFra4WDngYGGLXHZ31tPKtBl9fQLo6xOAWq3mWlIUZ6PDOBNzmfS8rEelbq1piufqYZF0enywtrYmPT2d0rKyauuVltXdz64m0tLSKCsr0xl9cHBw0BmlqE8kQ6KBUavVKJWVD2/Z2luhVCpQqaq/4B4nnJ2dG1uEBqEp6SWTyejv25UJAcOxM7fWKisoKeLC7atcuH2Nq4k3q33RD5ryJIevn9LJN1Ia4mnrgo+jB37NvfFz9sLE0BgAuVxO2+betG3uzYze44hMjuV09CXORoeRlJNWv4o+IE3pXNUXkk6PDwYGBgDsDTrKi5MmVPr8LytTsScouN77Li0t5dy5cwwZMoRt2+6GJRgyZAjbt2+v9/4qaFKGRN++fXn33Xfp0qULzZs3Z+zYsTrKL1y4kJdffhlra2tOnz7N66+/ztWrVxtJ4prZs3cPSxZ/w7HDug/stORMBgzvzR87NjSCZA1DfHzdQ4U/DjQVvVrauTGz3wRa2mtvsnM14SYHrp7gbMwVSlW1W5ZclU7FZSXcSI7mRnI0f10OQiGX4+vYgk7ubejq2Y7mVg6auj6OHvg4evBcj9HcyUziXGw4l+KuE5EcQ2kjGchN5VzVJ5JOjw8VYQEWf/c9/bp3xcfTU8uYKCtTERkdzWff/dAg/X/99df88ssvhIaGcvLkSV5++WXc3d354YeG6Q+amCFhZmbGpUuXWLNmDX/88YdO+XvvvcfcuXOZMWMGERERfPjhhxw4cIBWrVqRl5fXCBLXTFxcHPlFOXTt1YmzJy5olcXeSqD/4J4c/6DhAoU8arZu3drYIjQIja2XUq5gQsAIRncYoBWq/VxsOFvP7eNWat3Xh9dWJ5VazbXEW1xLvMWG03/hau1EN892dG/ZAU+7u6uOXK2dcLV2YkzHQZSUlXIr9TYRyTFEpcYRl5FEck4aZer6H869n8Y+Vw2BpNPjQ2ZmJgB5BQUMn/oC8954hRH9+2FgoKS0tIw9wUf57LsfGiyOxObNm7G1teUf//gHzs7OXLlyhZEjR3L79u0G6Q+amCGxd+/eauOvv/3223z66af8+eefAEyfPp3k5GSeeeYZfvrpp0clZp15/Y1X+c+KHxg0og/B+09SVqaiV2AAdk4WTJ3+bGOLV6/Mnj2bTz/9tLHFqHcaUy8nCzveHjKdFnaumrzY9ATWhPzBtcRbD9zug+p0JzOJO5lJ/HHhAE4WdgR4+hPg2Y5WTp4a3wpDpQFtnL1o43x3V1y1UJORn016XhZZBTlkF+aRW5RPfnEB+SWF5BUXlP9dXEhuUQG5RXkPZHjo4zUo6fT44ODgQFJS+UqnvIICFiz5ut5XZ9TE999/z/fff//I+mtShkR1tGjRAmdnZ631sSUlJQQHB9OrV69qDQlzc3OtZTjFxcWPdIe24uJiXnzpeTw9PRk54gmMlUqWrviCMWPGaKxXCYnKCPD05/UBz2L6tzcP3owAACAASURBVI9CqaqM38/tY+elw6jU6kaWDpJy0vjrchB/XQ6imbEZHdxa49/chzbOXjhZam8TLZfJsTO31vHrqI684gIy8rJIy8siKSeNxKwUbmckEpseT2FpcX2rIyEh8QA8NoZEhRdqZetjPTw8qv1tfHy81h7xhw8fZu3atezatYtXX30VKA/YoVQqGThwIADLly9n/PjxuLi4kJiYyObNm3nrrbcACAoKori4mGHDhgHwww8/MHz4cDw9PUlLS2PNmjW8++67AISEhJCRkcGoUaMAWLVqFf369WPMmDEYGRkhl8uZN28eAGfOnOHOnTs89dRTAKxbt46AgAD8/PwoLCzk66+/Zt68ecjlci5cuEBERASTJpXHAfjtt99o06YNHTt2pKysjC+++IJ33nkHY2NjwsPDuXDhAs899xxQPqTo4eFBQEAAAJ9++imzZ8+mWbNm3Lhxg5CQEF544QUAtm/fjr29vSaYyZIlS3jppZewsbEhKiqKAwcOMGvWLAD27NlDYmIiCxYsAOCbb77hmWeewdHRkTt37rB9+3Zef/11AA4ePAjA4MGDAVixYgVjxozB1dWV5ORkNmzYwJw5cwAIDg6moKCAESNGAPDjjz8yZMgQWrZsSUZGBj///DPvvfceACdOnCA1NZUxY8YAsHr1anr37k2rVq3Izc1l+fLlGvlCQ0OJjY1l/PjxAKxfv55OnTrRtm1bioqK+Oqrr3j//fdRKpVkZ2fTsmVLpkyZAsCmTZvw9fWlU6dOqNVqPvvsM+bOnYuJiQlXr14lNDSUadOmAfDHH3/g6upKt27dAPjss8947bXXsLS0JDIykqNHj/Liiy8CsHPnTmxsbOjdqzeOBaY4FppqrttcdSHLD//CqClP0XZkd/bt24eRkZEmsM+yZcuYOHEizs7OxMfHs3XrVmbPnq255svKynhi0HAM1HIO7TmAZYEBX77zCVm52ew+sI+xE5+iRKHi6PFj5OTk8MQTTwCwcuVKBgwYgLe3N5mZmfz444988MEHAJw6dYqkpCTGjh0LwNq1a3Gw9cDWC+7kxXFk236mjpuMsUpJaW4RJjJDzA1N7r9Fq8TcyBRzI1PcbZvrlBXKSik0VHEz9TZ7zhxm3OSnAYiMjGTQoEH06FG+fPXzzz9n1qxZWFtbc/PmTY4cOcLMmTMB2LVrFxYWFvTt2xcon1+eOnUq9vb23L59u1GfET4+PmRnZ/Of//wHGxsbFixYoBfPCFNTU/r374+NjQ2mpqZN9hnh4OCAhYUFJSUlWFlZAZCRkYGpqSnGxsYIIbTiMxQWFlJYWIhSqcTJyYnMzEyMjIwwNS2/h5OSknB0dEQmk1FUVER+fj62trYAZGVlYWBggJmZmaauvb09CoWC4uJicnNzsbMrN8yzs7NRKBSYm5fHh0lOTsbW1halUklJSQnZ2dmajcNycnKQyWSaIFkpKSlYW1tjYGBAaWkpmZmZODg44OnpSc+ePSkrK2Po0KFA+ahGxX1dEzKgSUZCEkJoOVv27NmTEydO4OzsrBk2Avjpp59wc3PTXED3Ympqyo4dO3jmmWcoLCzU5D/qEYmq6Nq1K2fPnm1sMeoVfdQJHq1eRkpDXh/wDN1bdtDkhdw8z4/Bmyguq9t162RhR7cW7fF38cXbwR0zo+pf4mq1mqScNKLT7hCRFEN4QiRx9RyQSilXYGnSDAsTc5oZm2FuZIqZkQlmf/9rbmiKubEpFsbmWJlaYGtuhYGi5m+e2PQEzsWGk2tSyu6jB+pV5sZGH++rpq7TnDlz+Oabb+r8O1NT08du+4OqdK14h44ePbpanR6bEYkK48HJyUnLkKjN+ti8vLwmeWKHDh1a6xvJ0NCQN157g6FDR1BaUoqhoQFHgg+z/NtlTUq3uuh0P7169cLV1ZXY2FhOnz5dz5I9HA+jV12wMbPkvWEv0cK+3B9CrVbz6+md/HU5qNZtyGVyurdszwj/frRyalGn/uVyOc2tHGhu5UBv784ApOdlcf72Vc7GhHElPhLVQzpMlqlVpOdnkZ5fuxgUMmRYmTbDydIeFytHPO1c8LR1wdPORcvA8LBtjsffIxcDHTtxNCKU4IizZBfmPpS8TYFHdf09SvRRJyjfEqEpPZMfBY+NIREdHU1iYiJDhgzh4sWLQPl63f79+/P+++83snQNi6GhIb9v3sqhXSd579V/aSKU9e7flT9+38b4CePIz2/a0Qaro1/ffnz04UIun7tOQlwyvQMG8s+PP2XBR/P08kFTFT4OHrwz9AWszSwAKCguZNmhdVyMu17rNgI8/Xm2+yitJZoVZORnE5MWT1JOKpn5OQQOGsCevXswUhrSzNgMO3NrnK0ccLN2xFBpqPmdrbkVQ/x6McSvF3lF+ZyJDuPErQtcSYh8JKHdBYLMghwyC3K0nEuVcgVeDu60c/Glk3sbWtq7aZw93WycebbHKCZ1HcnZmDD2hR9/KMdUCQmJqmlShoSZmRne3t6a/7do0YIOHTqQkZFBXFwcS5cuZf78+URGRhIZGcn8+fMpKChgw4bHMw5Dbb1qZ7/xFod2neTwPu1loiHBZyktLeP99z7gHws/aggR60xdPYU7dOjAu+/M44M3PqOk+O6wvYmpCf/8ajGz57xOREREfYtZZxraAzqwVTde6jtB84WdnJPOkr0/13qfC0uTZrzcbyIBnv5a+bfTEzgaGUpozBUSs1O1yo7HXSQjI0OnLYVcjrtNc/ycvWjv1go/Zy+NYWFubMbANj0Y2KYHWQU5nLx1kVNRl7iRFI14xLOkZWoVN5KiuZEUze/n9mFp0ozuLdoT2KY7XnblcTaUCgU9vTrS06sjt1Lj2HU5iFNRF5uEo2pdeJQe+I8KfdQJIDU1teZKekaT2v0zICCAixcvakYcvvnmGy5evMgnn3wClDvxLF26lP/85z+Ehobi4uLC0KFDm2wMiZqocGariSFDhnFkf0ilZWdOXKBnj971KdZDUVudKnj/3Xl8+ckPWkYEQGFBIUsXr+Td/2sao0111au2GCoNmNVvEq8GTtEYEVcTbrLgz29qbUS0d23FlxPe0zIiriXe4pOdK3j393+z89IRHSMCqtZJpVYTnXaHXWHBfLb7J17670d8tX81xyPPUXTPSgkrUwtGtOvHx2Pe5PvnFjGz7wQCPP01K0weNdmFuey/GsI101Rm//Yv/rxwgKyCu9MaXvZuzB40laWTFzCsbR+M7hl1aeo01PXXmOijTgCWlpaNLcIjp0mNSAQHB2v2cq+Kjz/+mI8//vgRSdSwuLu716peSXFptUPIBfmFKBQKVKqGD/ZTE7XVqQJrKxsy0ipfAhsfl4Rrc7dKyx41ddWrNnjYNOfNQc/hZnM3VPDeK8dYd3Jbrb+YR7brz9SeozVD+lkFOawJ+ZNTURdr/G1tdSouK+FMdBhnosMwVBrQ2d2P3t6d6eTupzF+rM0sGOzXi8F+vVALNbfTE7mVepvb6YkkZqeQlpdJVmEeBcWFDT5y4e7uTnJOOhvP7Ob30H30aNmBJ9oHaqKBOjSz4YU+43m6yzD2XjnG/qshTX4jsoa4/hobfdQJyqei/9doUobE/xq1HQIzMjKottzE1LhJGBFQt2E9uVxOWWn1cj+OetWEXCZndIcBTAgYjvLvF3FxaQkrj23hWGTlG7zdjwwZz/UczZPtAzV552LD+T7ot2pfikq5Ah9HD7wdPLBNVfLe8JcwUhqiFmoKSorIzM8mMTuV2PQEotLiKCnTDrddUlbKqahLnIq6hImhMQEe/nRv0Z4Obq000x9ymbzcIfKeqJcVqIWakrJSSspKUanVqIUaIQRqBGq1GpVaRamqjOKyEgpKisgtyierIIe0vEySc9K4k5lMWl71sVfuPVdlahXHb57n+M3z+Dl7MbrjQDq5+wFgYWLOxK4jGNtpEMERoewJCyY+K6XGY98Y6ONwuT7qBFBWw2Zd+ohkSDQiv/zyS63qBR8LomffAE4e033JtOvYhouXL1Tyq8ahtjrB3xuaGcoxMDSgtER3fwhTMxNU6qZxU9ZFr+poYefKrH6TNKsyAGLS4ll+aF2tX2IymYyX+07UbPMNsPXcfraE7q3ya7+FnStD2/amR4sOmN6zBNTFw6rKfspUZUQkx3Ap7jpnYsJIuE++wpIijkWGciwyFEOlAf7NfWjnWu5T4W7jrBXKuwK5TI6xgRHGBka10rUy8oryuZUax/XEKMLiI7iZeltrxK6qc3U18RZXE2/hYdOcUR0H0MurEwq5AkOlocaZ9GrCTQ5dO8mZmDAdI6oxqa/rrymhjzoBpKenN7YIjxzJkGhE5s6dW6sQsUuXfcMfv2+jpKSUc6cvafL9O7TmhTcm8fTEpxpSzDpRW50q+O+6NTz7wlOs/WGTTtnzr07mx5+ahkNWXfW6H2MDIyYGjGCEf1/NC1atVrPj0hG2hO6pdShomUzGK/0nE9iqm6aNn45u5siNypfL2jezYVrPMXRr0b7OMisVyvLdP5t7M6X7k8SmJxBy8zzHIkPJyM/WqltSVsr521c5f7t8Az0jpSEets1xsXLE0dIWWzNrLEzMMDM0xdjAEAOFEoVcgVwmRyaTIZfJkMvkKOQKDBQKrVUj92P+dwTNDm6tmcRIcgrzOBcbzslbFwiLj6zxXMVmJPDd4V/ZdGY3I9r1Z2Dr7prdTSv0LSwp+rvNi1yOv9HoRsXDXn9NEX3UCcDR0VErRMGjpjabX9Y3kiHxGJCfn8/4CeP44P35PPvSOPLzCjE1M+bi5Qs8PfEpsrJqtx6/KbJx00batvVn3j/f5Pf1u4iLjaeFtzsTpo4i9MIpdu/Z3dgiPjTdW3Rgeq+x2Jrf/fq/nZ7Aj0c3cTOl9hvpyJDxSv9JGiOiTKXi28O/cCrqUqX1B7Tqzoze47S+/gtKijgXe4Ur8ZEMHjucJcu+pqisGLlMjrmRKXbm1rhaO+Jl706b5l44W9prflsRp2Fyt5GE3YngyI3ThMZcqXSXz+KyEiKSY4hIjqm1fvcil8kxNTTGwsQca1MLHJrZ4mRpj5uNEy3t3DRLZKF8imJA6+4MaN2dzPwcSvOVOFrYkVzDtuapeZmsO7mNLef2EujbjSF+vXCxdgTAxNCYPj5d6OPThZKyEq4lRnH5zg3C4iO4nZ74yFeoSDyeGBsYManrSAI82qKQK1CpVYTGhrPp7G4tx+X6pKbNLxsCyZBoRI4dO1brunl5eXz40XwAlEplk52Hq0onpVKJqakpubm5Oo6jH/3jQ3x9fXnpxZk87TKc2NgY3ps/h+jo6Echcq2oy7mqwN7cmhf6PE1nDz9NXklZCVvP7Wfn5aA6BXaSyWTM6jeJwFbdgXIjYtmh/3ImOkynrlwm58U+4xns10uTl5mfwx/n9xMccVYTHVN90picorsrnopKi0nLy+R6UhQHr50EwNHClgAPf3p4dcTX0VPTfsWIQF5RPiG3LnAsIpTIlNjaH5waUAs1ecUF5BUXkJCVQjg3tcodmtni7+JNR7c2dHBrrTGWrM0soBCWT1nAxbhr7L1ynIu3r1X74i8sKWLPlaPsuXKU1k4t6e/blW4t22NuVB7a2FBpqNEXIL+4kMiUGCKSyg2lyJTYBnspVPAg119TRx91AjSrCI0NjPjn2LdwsXJAIb+719Mwv974u/jw0bZlDXLd1LT5ZUMgGRKNSE5OzgP9rqkaEaCrk7u7O4v+8THOTi7kZOdhY2fFyVMhLP7sU4qKijT1IiIieO/9dx+1uLWmLudKJpMxrG0fpnR7Qms04HzsVdaE/EFKbt3mUOUyOa8GTqGfb/m+Byq1imWH1lVqRCjkCt4ePE1rKuPA1ROsP7VD56FVG52Sc9LZFRbMrrBgHJrZ0s83gP6+XXGwKN8jwNzYjGFt+zCsbR+Sc9I5HXWJ87fDiUiOadBYDSm56Ry+ns7h66cxUCjp6NaGfr4BdHb30ziwdnRrQ0e3NiRkpbD3yjGCbpypMcT49aQoridF8fPx32nv2oqunv50cG2NXbO7G42ZGZlo2oby6aW4zEQik2O5kRTN1cRbNTqE1pUHfVY0ZfRRJ7jrID6p60gdIwJAoVDgYunApK4j+O+JbY0hYr0jGRKNyBNPPKGJmaEv3KuTh4cHa1etY8mi77lzO0FTp0efLmzZvJXxT49rEnue1Ibanit7c2teG/AMfs3vBlbLyM9iTcgflb74a8JQacBbg6ZpYkSUj0Ss40z0ZZ26MpmM2QOf0xgRZaoyvg/eyPHIc5W2/eTIJyhMzMbDrjm2ZlYYKQ0pU6vILconOSft7yiYd6cHUnLT+f3cPrae249fcy8CW3Wne4v2GBmU+zM4WtgyuuNARnccSFFpMTdTbhOVFkdiVgoZ+dnkFRdQ+rcRrFQoMTYwLN9j4++9NUwNjTE2MMJAYYBMJkMIQUlZKfnFBWQV5pKam0FCVorOS7pUVcbZmDDOxoRhYWzOJ69+gCKpSGPsNLdy4IU+45nUdSTBEWc4cPWEjuPo/ajUKi7cvsqFv30+XKwc8Hfxxd/FB19HT6xM706tyOVyPGxd8LB10YwCJWWncTXhJmHxEVy6c4P84ocLmazvzwp9wtLSksLCQs10RmUoFAq6ePhLhoSERE18+s/FfPbRdyTGa++Fcur4OaxtLJk2dRo/r/q5kaSrf7q36MCs/pO0NsbaH36cDaf/eqAtr61NLfm/Yc/j7VC+u22pqoylB/5LaOyVSuvP6DWOHl4dgfIplCV7VxEWrxsV1NXaiSfa9ccvw4ZPxs6uVoasghwu37nB6ejLXLx9jTK1CoEgPOEm4Qk3WX38d7q37EBv7860be6teXAaGxjh7+KDv4tPnfWuibyifG6m3uZawi0u3blBdNodTVlOUR6ppoUs3riYzu5+jGzXXyODmZEJI9v1Z2S7/lxNuElwxFlOR1+msKSoqq40xGelEJ+Vwr7w8uiyDs1s8XXypJVjC1o5eeJmrb1KxcnSDidLOwa26YFKreJaYhRnY8I4HXWJzAL9/BKX0KYqI6ICZQ3ljxOSIdGIrFy5srFFqHcqdDIzM6OZuZWOEVHBgT1H+ec3//fYGBLVnSu5TM6zPUZpxXRIyc3gP0c2PPD+Dm2bezN70DSsTMu3/y0oKeLLfasIT7hZaf2hfr0Z7l++FXaZSsWX+9foGBEmhsZM7TGaAa27lwewqoW/oJWpBf18u9LPtyt5Rfkcv3me/eHHNUtVC0uLCbpxhqAbZ2hmbEanv30WWju3xM7cuobWHwxzYzPN1MKU7k+SnpfFmejLhNw6T2RyLCtXrkQIwbnYcM7FhuNu48wI/3708emsWQ1SsTrjpb4TuBR3nfO3r3I57jqptZySSMlNJyU3XTPaY6Q0xNvBnTbOXvg198bX0VMTrEshV2iMqum9xmocVc9Gh9V6tY4+Pyv0jbS08lG8mnygHnbzu6aEZEg0IgMGDGDTJt1lj48zFTpZW1uTlqK7j0MFZaVlqFWPj+d7VefKxNCYOYOnaxzxoHzL75XHttTqS/d+DBQGTOw6nCfbB2qiVabmZvDF3p+Jy0is9DdtnFsyvdc4zf9/OrqJS/dt9NXCzpV3hj6PfTMbTV6pKOPUzYtcT4wiOSedgpIilAoF1qaWuFo74u3gTmunlpqlkebGZgz378tw/75cuH2N7RcPaRlKuUX5HI0M5ejfQbWsTC1wt3HG0cIWa1NLzIxMyv0XhKBUVUZRWTEFxUUUlBSSV1xAfnEhRWXFlJSVohYCuUyGsdIIM2NTbEwtcLSww8XaES97N62pBVtzK0a068eIdv1Iyk4l3bCIFVtXa3YXvZ2RyI9HN7H+9E4CfbsyqE1PzeoMA4WSAE9/zdRRck461xJvcTMllui0O9zOSKzV0s/ishLNKA3n9mGgMKC1Uws6urUmwNMfp79Xv9zrqJpdmMuBqyfYd+W4ltNrZejzs0LfaNasGZmZmYTGhjPMrzcKhe7Ig0qlqnJk8XFEMiQakXs3KNMXKnRKTU3F2UV3B8oKTEyMUYmm6zR6P5WdK0sTc+aPfEUTwbFMVcbaE39y4OqJB+qjnYsvL/Z9WmvJ5aW463x7eH2V0SqtTS15e/AMlH8/rHZcOkxwhPaOqe1cfPm/YS9oHD8Ligv588JBOjzRk+9++rVamZRyBf4uvvTx6Uw3z7v+EJ3c29DJvQ3XEm+xJXRvpSMlWQU5ZDXQML6jhR3tXX3p7N6Wdq6+mq9/J0t7nIDvnv2IsDuRBEec4ezfwaXyiws0jqPeDu709u5Cj5YdsDGzvKddWxwtbO/G6RBqkrLTuJOZRFxGEncyk0jISiEhO6VaA6NUVUpYfARh8RH8cmoHbtZO9PDqSF+fABz/9t2wNGnG012GMar9AA5cO8H2C4eqNCj0+VmhbxgZld9nm87uxt/FBxdLBy1jQqVSEZ+dwqazexqk/5o2v2wIJEOiEcnMrF/P7gfBysoKhUJRb9HYKnQqLi4mNi4G3zZeRFzTHd4fO2kEv25YXy99PgruP1fWphZ89ORrmi/b3KJ8vtq/mmuJUXVu276ZDc/1GE2Plh00eaWqMjae2cWuy8FVLl1UyhXMHTpDM/1xKe4Gv53epVWnbXNv3hv+EobK8jDrEckxLD34X9LzsnDt3VqnzfspU6u4GHeNi3HXMDXcyoBW3Rnerh8Of49stHH24h+jXufynfK+o9Ia5kF1P8k5aRy4msaBqycwMTSmq2c7+vkE0NbFG7lM/veXfys6uLWisKSIszFXOBV1kbD4CErKSrmZcpubKbdZd2IbLe1d6eDaGn9XX60pCSgfQWhu5UBzKwetlTBqoSYlJ53Y9ARi0uK5lRZHVGpclQZfXGYScaF7+T10H22cWzLErxfdW3ZAIVdgZGDIk+0DGdymJ39eOMiuy0E6sTmawrOivtFHneDuqo2i0mI+2raMSV1H0MXDH6VcQZlaxbnYK2w6u6fBlgwHBAQQFBSk+f8333wDwNq1a3n++ecbpE8ZtZopfTwxNTVlx44djB49moKCh/Oabggac6OtJ58cxWuvvkFuVj5lZWU4ONny62/rWbt2zUO1e69O1tbWbN74O5v/+xenjpfPJRsaGTL66WG4ednx4swXqt2MrClxr17NjM34ePSbGiMiNTeDT3f9UOkOm9VhbGDE2E6DeKJdoOZFD3AtMYqVRzfVGDJ7Zr+JDG7TEyj3yZj/x9daLzI3ayc+GTNbExL7TPRllh/6RfOSUigUyET5Mkl/Fx/cbJyxNGmGXCYjv6SQ5Jw0bqbcJuzODS1Z5DI5vbw78VSnIZpjUMHxyHNsPLub1Nyqp7UaEltzKwa06k4/366aL/97qQgudSU+kutJUUSnxVOqujuyYKBQ4mnngpedO552LrjbNsfVylEzElMTCVkpXE28RdidCMLu3CC/pLBaWZ9oV25A3Nt+UnYqPx/7XcvHpalsylefNHWd5syZo3kJ6ztV6Vrbd6hkSDQiCxYsaPAQsY6Ojnh5eZGamkpkZCQAM2Y8T2DvIXy7ZLVm+26FQsGzLzxFflkGiz5e+MD93a9Ts2bNeOP1N+nXN5CyMhUymWDT5t9Y/+v6x8aIgLt6GSkNWTj6Dbz+3kkyOSedT3auqHPcgL4+ATzbfZRWhMasghw2nP6LoxGhNUZOHNq2Ny/2eRooD0/9j+3LtVYvmBoa89lT7+BkaQeUb+j11f7VmtgOhkoDlry5ELN0gYWJeY3yxqYncOjaSa1YDDKZjN7enZnQZbimnwp5/rocxI6Lhx5otQqUGysets1xt3HGwcIWM0MTFHI5Jaoy8orySc/LIjE7ldsZiTqxIRYsWMDiTxfT2rkl/XwCtIJL3Y9KrSIhK5X4zCQSslNIzkknJSedtLwsMvKzKFOrkMlkODSzxc3aCRdrR5pbOWj+rm7PEJVaxfWkaE7dusiJWxfIq2IJqJWpBeM7D2Fwm15aKz/2hR9n/akdlJSVPpJnxaOmqev0oIaEk5NTo4bIfhAe1pCQpjb0FCcnJ5Z+vQw5htyKiMXe0QYXDye+WPIZz0x6jndmaW/FrlKpWLdyCwuXvIOLiwvx8fH1Ikdubi6ffb6Yzz5fXC/tNSYymYzZg6ZqjIj0vCz+WUcjormVAzP7TtCKM1GqKmN3WDB/nj9QqxdvR7fWPN/r7v4qPx7dpGVEALwW+Izm5R6VGseyg+s0RoSPowdvDHgWpwIzMNH6GUWlxajVaq2NvaA8PHbF1ttbz+/nwNUQVGo1xyPPcfLWRQa36cnTXYZhYWKOodKApzoPYWDr7vxycjvHb56v9fFpYefK4DY96d6yA82MzWqsrxZq4jOTuZEcw42kaG4kRYMAgeBa4i2uJd5i1fHfaefaigBPfzq5tdEKVa6QK3CzccLNxqnS9nMK88gsyCYjP5v0/GzSczMJi4/g4NUTJOak0czIFC97N1rYu+Hj4IGXvZsmIJZCrqBtc2/aNvdmeq+xnI25wr7w4zorebIKclh1fCv7r57gxT7jaePsBcCwtn3wc/bi6wNra338JCQaA8mQaEROnTrVIO1aWlqyYf1Gliz8nvi4u57+xsZGfP7tIsIv3ajytzu27Gfa1OkP/OJvKJ0am1OnTjExYITGuz+/uJDFu3+s9XJBmUzGqPblW4ffO41xNjqMX05tJzmndj4q3g7uzBkyQ/Pluv3iIZ2AU4Pb9KJri3ZAhe/GGs1Xe3/frrzcb6LmZadWqzkZdZHjkee4kRyjCZxkoDDA1dqRts296d6ygyY8toWJOc/3foqBrbuz4vAGYjMSUKlV7As/ztHIUMZ1GszIdv0xUCixMrXgzUFTGdq2DyuPbiYus+qvNGdLe57vPZ4Obq1qdRwqkMvkuNk442bjrJnmKUguYu6QGUSmxBKVGkdMeoJWcKnmVg74OXvh7eBBCztXXKwdtfwi7sXCxBwLE3M8bHW3RAfIKsglLiORFvvLGQAAIABJREFU6LQ7/HX5CFGpcTS3cqSjWxs6e/hpHGeVCiU9vTrS06sjt1Ju88f5Azpe+3EZiXy8YwVD2vbiue6jMTIwxM3GmU/HzSH4sm4AsqpQKBQ8NXYck8dPRKFQsHPvLtZv+JXi4oYN411X9PVZkZ9fuZ+MPiMZEo1IQw1/zZr1Kr+t3qFlRAAUFRXz4dzP+feKRUDljo7Jial06u37wH0/bkN6tcWixJCnOg8ByoesvzmwljvVvBjvxcrUgtkDn6PtPcGZkrLTWB2yVWeZZnW0sHNl3shZmuH0U7cu6jhXOlrYMbXnaM3//3Nkg2bEZKhfb17s+7SmLC4nmW/2rCE+qzzWhwwZ1qYWmBmZUqYq405m0t8vyCDcbZwZ03EQfXy6AOBh68K/xr3NquO/E3TjDFC+Z8WG039x6NpJpvYcQ1fPcmOmlVMLljz9LrvDgtkculdnKmJsx0FMCBiuMW6gfGTkwu1rRCTHkJSdSk5RHiq1GkOFARYm5tg3s8HV2pGWdm642zprBf8xVRrTvWUHut/jvJpVkENidiopORmk52eRVZDDpTvXCbl5nqLSEsyNTLAwaYa1mQVWphZYmzTD2swSGzNLrE0ttGS7FyvTZliZNqOd6917JjY9ngu3r/HtofWUqcro6xtAX58umiWrXg7uvDv8RSKTY/jvyW1EJt/do0Qg2B8eQnh8JHOGzMDNxhlTQ2OGOQcQ2yqqyl1eK3BycmLnlm0U3Uwn7WwsKrVgWo8xvPny60ya8Qw3blT9EfGo0ddnRWlp09l+/lEhGRKNyNixYwkPD6/3dvv3DWTeG59VWpaXm09BfiHNLMzJzdFdaubTuiURkQ/+sGkonRoTe3NrJrQdrPEmWn9qZ6URIyvDx9GD/xv6guYlohZq/rocxJbQvXXamrqVUwveHz5TEzUzLD6Cbw+v1/KlqNgdtMLQ2B8eotnWu0fLjlpGxN4rx2jevw3xWcl0dGvNgNY98Hfx0fIlUKvVxKTHczYmjCPXz/Dt4fXsDgvm5X6T8LRzwVBpwKuBU7Azt+b3c/s0v0vOSefLfavp4NaaGb3G0dzKAblczpMdBtDTqxNrQv7gbEwYRkpD3ho8jS4ebTW/TcnNYNuFgxyPPFfjvhgVGCkN8bJ3o7VTS1o5t6CdeysUQq5Vx8q03EComDaoDaWqMopKi8nIz6a4rISSslJKVWUIBHKZHBMDI6zNLHWmYCrCZY/tNJik7FSCb5xl3h/f0Ma5JaM6DKCFnSsAPo6e/Gvs2xy4eoJfT+3QmtaKz0phwZ9LeW3AM/Ro2QG5TM4rgZMxMjBk75WqN7va/MtvJO8JJz/97rLbpPNRZNxIYOOa9QT07dFkHBz18VkB5Svh9NVIqgrJkNBDVGWqah0ZCwoKsLGx0jEk5HI5YycNY9zTo6v45f8eMpmMNwY+p3kxnbx1kd1hwbX6bY+WHXlj4LOaYfP0vCy+PfxLnZeI9vTqyGuBUzRRGa8m3OTfe1fpREX8f/bOOjqK83vjn7Vs3J0EhyRocPfiDi0UhxpQWrRAgfIthRYoVrzQAsVa3Iq7uwUJCQlR4u629vtjktlsSYIX6I/nnJyzuzM7M+/O5J1n7n3uc9t4NRS1F7FpiWy+8jcg6Bu+bNlPXG/v7RNsuXaQWU3/x6weY8S0xT8hlUop7+BOeQd3etVux4kHl9h6/RDT9vzCoEbdRSfNj+p2IFedx/47pw2+f+exP5N2zqdrjVb0rN0WI7kCO3Nrvmn/CbmqPINKBa1Oy98+p9h169hzESwQzKAeRAfxIDoIbsO0qdPYuGqdoF2wd6O0rQuu1k5imeyzQiGTo5DJn6rVyFOrSMhIJisvBzOlCU6WdqKZmLOVA33rd6JXnXacD7jBomPrcbd1pl/9LqIuo22Vxni7e7Ls5GYexuo73uaq81h8fAMDG3UTXVOHNelFnlrFKf8n0wJ16tTBKF1nQCLEY8zMITMgnu7durF7z57n+h3e4z2ehvdE4g1i/fr1r2W7mVkZ2NhakZyUWuRyGztLRk/5lJULNhAUGAqAq5szI8YNZuWqZaSnp7/wvl/XmN4UutdsjadLeQDi0hJZfe7ZnPg+8GrEp80+FG8o9yMDWXxiQ7E+A0VBJpXycb3OdPNuLX5257G/geahAJbG5vRr0EV8/9u5beSq88SmXwU37TMPr7Ll2kFaetSnXKIFCie9jXVadgaP4sJJyU5DKTfCzcZJ1AYoZHI6Vm9OnbLVWHTsD/64uJvYtESGNO4BQP8GXQhLjOJuhGE0S6VRs/v2cS4H+zCkcQ9qlRZaqhcmEZm52Sw7tVnUMLws1m9YT2RSNI+TosW0Cwjltg4WttiaWWFnZo2DuQ1WJhZYGJthqjTBWKFEKTfCSCZHLpMjl8mQS+XIpDKMZHKDiorCMJIrcLXWm6+pNGrCk6ORSqS42TohlUhRyOS09mpI88r1OPbgIj/8vZwmlWqLHWIdLGz5vtsoNl7axxFffcRBh45Nl/dhZKykXWVBA/J5s49IyUoTo00FaNmsBVkhxWttUgJjaNuyzVtDJP5rc0UBXpUnz7uE90TiDaJBgwbs3r37lW/319UrGDL8CxbP+e2JZU1a1OPchTOs+2Mt48aM5/MK/dFqtcTHx/K/mVO4d+/5O1QWxusa05tAaVsXPqrbAQCtTsfyU38+k+112yqN+azZR+L7U/5XWHN+x3O11XaxcmBUqwFUciojfnba/yq/n99RpEf/gIZdxLTEuYDr3I8USn371uskej0Exz/m93M76FitOUOb6C21HyfFsO36IW6G+aLVGR6jnbm12MfDWKHE0cKWGd2+Yu7h3zh07ywmCiV96nXMb3X+MeO2zS3SaCc6NZ65h3+naaU69K3XSTS0ys7L4bdz214ZiQDhGjy0/yBl7UrhZuOEk5U99uY22Jpa5WsaLEss23weaLVa1FqNgYC2wIsCICMni8iUWNxsnPMtwmV0qt6cxhW8WXthJ99s/1nsFiuTyhjWtBdOVnZsvLTPIG2VbKPmwJ3TdKnZCqlUytdtBjFtzy8GXUyzsrKQGRXfCEquVJCVXbyvxb+N/9JcURhmZmakpKS86cP4V/GeSLxBeHl5vZbtnjt3jsaNmjD5h1FsXrObyMfRmFuY0bV3OypXL0O//n1RqVSMHvv1K9mfXC7H2dmZzMzM1zamfxvCjbGfKLJLMM02CDsXh2aV6hqQiH0+J/nr6oFn3q9MKqNrzVb0rt1OvDmpNRo2XdlXbG68vL07LT0aAMLT/abLQkqjtK0Lnao1BwQjpqUnN1GnTDUDEnHM9wIbLu0ttnlUYkYKW64d5ITfZb5uPRAP53IYK5RMbP8Z0/b8wu5bx6nsXBZvdy9szazpXL0Fu24dK3Z8FwNvUbt0FZFImBgZM7rNIFysHNhz+8Qz/05FwcrEnNZejeju2piPhjURo0GvE1KpFKN/RCpUGrWYzjI3NsXDuRy5qjweRAVR3sENY4USa1NLJrT7hJN+l5l7+Hd61W5Hj1ptAOhUvQXGCiW/nd0ukgkvLy9m756NvbkNDSt4Y5rf42XqnsWiodaev/fy2UeD4X4YRcGmhhsbv1/wun6K58Z/Za74J4yNjd/0IfzreE8k3iBeZ5nQ3J/nULNmTUaOGIWLswvZ2dls/nMj3/14CO1zPBmXBIVCwXfTptOoYRMeh0ZhaWWBkYmUBg0acvXqu13a1a1mK8rn+0U8Toom0vXpwr8abh6MaPGx+H7P7eNsvXbomfdZw82DoY17GrhFRqXEsfzUZoLii7eeHty4u/h6580jYr+GgQ27i+H4XbeOo9Vp+bKVXisRIU9h7YVd4nul3IjKTmWxM7cmT60iOP4xMWlCJ8P49CRmHVjJhHbDqFW6CmZKE75qPYDv9ixh3YXd/NL3W2RSGe2rNWWvz4lioy8tPOrRpGJtg89kUhkf1+9MBYfSLD216akaCQtzM6pWqoRnxfJUKFOacqXcsFZZkBWajU6jAxWC1V4RkCtlKIwVyORSVCo1qlw1mjwNEl0xX3gBFJAIjVaLBIFsKBVGVHGtQGJGCmEJUXi4lAOgjVcjStu6Mu/IGqJT4/iieR9kUhmtPRuSp1bxx0XhiT0zMxMdOlae2UIpGyfcbV0obedK/wad2XBpLyBUQdwKvEfFmmWJuxNqcEy2FVyI06Rx586dVzbOl8V/tUzyVc2v7xLeKSIhk8mYMWMGAwYMwNnZmejoaNavX8+PP/74TrkkFmDx4sWvdft37txhxMgvXsu2JRIJmzf9xbmj15mwTm9uZWZuyvTZM5i3cDbnzp97Lft+3XC2tKd3nfaAMCn8emYrQfHhJX7HzcaZcW31zbOO+l54ZhLhaGHHoEbdDHs5aLUcuneWbTcOl3hj9Xb3EisRolLiOOp7AQBP5/KiJ0NsWiIH7pzm245fiCH9cwE3WHFaaNhlrFDSq3Zb2lVpInb6LIBfdBB/XtlPYFwYKo2aX45vYE6v8ZSycaKiYxmaVa7LuYDrXA+5R8MK3liZWFDVtdITWgkAM6Up/ep3Ft//emYLTpb2YlltvXLVmdH1K2YfWi26QMrlMry9vKjnXYN6NapTw8uTcu5uBtv1Px9EhL9hqbOZrSnWzpaY25thZm2C0tyInIxcYgMTiAtOJDtX38tCUhzreEnI8klcwY1FKpViZ26Nnbk1t8MfUMWlIkqFEZWcyjCzx2hm7V/JkhObGPPBIGRSGR2qNSM2LYFD986Jc0WuOo/FJzYyp9c4jORGdKjWjEuPbhMYJ0Qhhn81kqULFtO4XyOygxJAC8blbPF7/IjPBgx9LeN8Ubzu+e9NIS6uZGv7141vv/2WXr164enpSXZ2NpcuXWLy5MkEBDxbpdmL4PXH/l4hJk+ezIgRI/jqq6/w8vJi0qRJTJw4ka+/fjUh+n8bU6dOfdOH8MJo374DYQHRnDtpGHno0a8tMyYuYNrU6W/oyF4enzfvI6YVDt47S1B8eInnykxpysT2n2KafxO+FnJXfJIsCXKpjF612rKwz2QDEvEwJoRvdy9kU749ckn4uF4n8fXWa4fESEBhgebOm0ep4e4peh3EpSex5vwOpk6dioO5DbN7jqO7d5snSAQITbl+6P41zSrVBYQb2doLO8XlBdUEV0LuGHynKHSt2VIsg70afIczD6+x7foh5h7+nax87UkFx9LM7j2O0YMGs33lUoLOneTo5j/48ZtxdG/3wRMkIiE8mYh7ehKhdFXi3rYMkZZxXEu4x+G7Z9l34gSntl3m9t++RPnFos41bIglU8hQmhshV76e5yqpVIpUKjU4l7VKVyE0MZLEDCGX7mLlwPSuX+IXHcSqM1vF9QY27Ianc3mD6y8iOUYkqVKJlGFNe4tkSKvV8tX40bTq3p6f9/3GgkNr6di/BwOHDSYn5/nb2r9OvMvzX0lwdta7pEolMlysK+DhWh9P1wZ4uNbHxboCUknxWpaXRYsWLVixYgUNGzakbdu2yOVyjh07hqlp0TbxrwLvVESiUaNG7Nu3j0OHhH+isLAw+vXrR926dd/wkb0YJJIXfxIyMTFBLpcXWWHRq1dvhg4ZhhQZMrmMO3dus2jxwlfKlAcPHMLyuRuf+FwilZCbm0foowi8vLzw8/N7Zfv8N9C0Uh2q5RtHxaUlsuPGEaD4cyWRSPi69UADO+plp57eR6SCQ2lGtuxnYM2cnJnGn1f3cyHw5lN7bQDULl2Fcg5u4n6v5t/MHcxtqFVayD8nZCRz8dFNfuimJ9sbL+0lV52HTCdlWpeRovtinlrFxUe3CI5/jJnShGaV6lLKxgmZVMbIlh8TkxZPYGwYvlGPCIgNpbJTWcrYueJq7UhAbKi4/dK2Lk8cq4lCSdsqTQCh3XpBOB7A57EfO/yPMKBmF+Q6OU4W9lR0KEOdetWRGxlOUVnZOfgGBHDPP4AHgY/wkpWjjJUgbPzt3HZO+l026OHQp25HetdpZ7CNHFUut8IfkJ6TSVXXirjZOKNRFe+tIJFKhD8JaDU6NFohFfKs/786nQ6JRIKRXIFWp0On0yGTSvFwLkdw/GNUGjXOVva4WDkwqcNn/LB/OS7WjvSq3RaZVMZXrQcQ+4/r6fD987TwqE8ZO1cqOLjTpGItAyvy1NRU/v7772c6vjeFl5n/3gVIJTIqOHmjVJgajNXOwgVzY2uCYn3Q6l69p0fHjh0N3g8bNoz4+Hjq1KnD+fPFe5C8DN4pInHhwgVGjBhBpUqVCAwMpEaNGjRt2pSxY8eW+D1zc3ODfvC5ubnk5T2b2c3rxM2bN5++0j/QrGkzJoyfCDoZebl5WNtasGXbX/zxxzoAFi74BV2ugh8nLSU7W3gCqVbTk+1bdzFoSP9X1o/e1NS0SEOrAF9BkBgfl4S9vf0Ty99mmBmZMLiRXm+w9sIuscyyuHPVs9YH4k07NTudBcfWlRhFkEgk9K7dTrxJgOCUeejeOXbePPpcrYV71PpAfL3rpl7g2KxSXVFoePLBZdxsnKmU7xURlhjF9VChMscoPBsXK4GIRKXEMffw78TmayIA9vmcYliTXrSr2kSoKGjci6l7hMY+V4PviP4TXi4VOOV3BY1Wg0wqw9bM6oljbVuliVhVcj7wJomZKVSpVJG+XTvTs31bSjk7kZWazc2998jNzCM9PpP7xx/iVNeBS7duc+nmLa753MU/KFifKpBI2fDJXEDQcJzyE6JjBedqSOOedKreXDyGyORY9t4+QUhiJMOb96FxhVoGx6jVaglOeExmbjYuNg7Ym9kilUjQaXXotPobuRTpExoMlUaNXCor8uZY+DOpRAISCSq1CoVcQXkHdx7GhCCXybA3t6GSUxmGNu7Jmgs78XQuRxXXijhY2BIfaiig1Oq0bLq8j++6jASgV+12XHx0+5kI6NuCF5n/3gUUNLdysir7BIkAkEikKBUmOFmVJTolqKhNvFJYWQn/j0lJr68j7zvX/XP27NlMnjwZjUaDTCZj2rRpzJ07t8h1CzqXtWjRArlcz5lOnTrF+vXrOXjwICNHCv+Ix44dQy6X07q1EBJeunQpvXv3plSpUkRHR7N9+3bGjBkDwJkzZ8jNzaV9eyGPvmrVKjp06EDZsmVJSEjgjz/+YOLEiQBcvHiRpKQkunbtCsDatWtp3rw5lSoJT71z5sxhypQpAFy7do2IiAh69RIaMm3cuJG6detSpUoVsrOzeRT4iE+GfcqjgFD87wcRERpD646NcHV3Jj4+luDQIJo1aUGgfwhb1+2nz9DOGCkVhARGkJyQyudj++Pj48OaNb9TpkwZMZLz008/MXr0aCwsLHj48CEXL17kk08+AWDfvn04ODjQuHFjAObNm8dnn31GyxYteeDziJOHL9G1j6A2v3rOB1d3J9zLuVDJszzfTBxP69atcXJyIiIign379jFq1CgATpwQFPoffCDcDFesWEH37t1xc3MjNjaWv/76i3HjxgFw9uxZsrKyRKa9evVq2rZtS/ny5UlKSmLNmjVMmjQJgEuXLhEfH0/37gIhWLduHU2aNMHDw4P09HSWLl3KtGnTALhx4wZhYWH07t0bgPSbETQp4w1AkiyLkSunMXnyZORyOVFRUZw9e5Z+/QSx4rZt22hWvQHtHesgQYJWq+WhaQIqcykPHjzgxo0bDB48GIDdu3fj5uZGo7oNKJ1ugYVK76GQrM7gt/Pb6fiRYAK2f/9+bG1tadJEeHqfP38+w4YNw97entDQUI4cOcKIESMwVcmpmCo0n8qRqQmwTmHJ0iX06dOH5sZemGiE693PJgm7HGMcs4WbeIRZBkkmOWzfsIVZnb9CggSVTsOU3QsZPFw45+fPnyctLY3OnTuDDuyCtZSyEnwSbkrDWfjbUmaNn06FNGGCuhJ5D9OaLlRNtEWmk5KmziLUOYvMzEwWL17M1ClT8UyxRakViJO2ugk1qpbH2VbvYVGAtMQMbuy+i1YlkIVYkyxizbLYsWMH5cuXp06dOuh0OmbPns2k0ROokysQoXsxgeiqCdu7efMmpYzsaOciXN9anZZQaRIZtpAWFk8dZXlMCpV/xmUno7KXY6SRYZEue+nSUC06pIWYhg5dkTqMwus9SAjB076s+P5iuh+2pZ2onGyNDCk6dARYp3D+1mWDOcLsYQ4V7ITfIECZwPSlPzFlyhSkUim3b98mICCAvn37ArBlyxa8vLzw9vZGrVbz888/M2HCBIyNjfH19eX27dsMHDgQgF27dr30HGFra0twcDDHjx9n+PDhABw+fBhTU1NatGiBubk5s2bNon///m/lHOHo6Mj06dPJy8vD2lr4X0tKSsLU1BRjY2N0Oh2xsbFiKiM7O5vs7GwcHBzQaDRYSUtjJC++giNPnUOqVtBepaSkoFAoMDMTzM9iYmJwcHBAJpORm5tLenq6+GCWmpqKTCbD3Fzo2hsbG4udnR1yuZy8vDxSU1NxcBCijGlpaWzfvh17e3t69OhBXFwcNjY2KBQKVCoVycnJODo6MmXKFLZu3YparaZdOyGC9+uvv9KjRw/69+//32oj3rdvX+bPn8/EiRPx9fXF29ubxYsXM378eDZufDLMXkAk+vfvT3ah+um3JSLxPG10ZTIZx46cYMIXM4u0uJ0y62sUxlJWzNtEYnzRzHPmgm8xNTdi7ryfOH3mdJHrPCuqVavGtEkzmP3dUoPPBw7vwamDV/hsTB8+6vthMd9++1DG1pW5vScglUrJUeUybtsckjL1hl7/PFfmSlPmfThR7CS59drBEssX3W1dmNzhMxzyyx61Wi27bh1jz+3jz+UvUYDRbQaJ1Q8rTv/FuYDrgGAFvXqQIH4Nin/M1N2LmNNrPOUd3NHqtAzf+D1pORn0qt2Wvvn6im3XDrH79vFi91W4Zfm6C7s46nsBFysHFn8s5LjPBVxnxem/2PTpzxjJjQhLjGLSzvni96u6VuR/XYWbg6WzOfV7eRtsX6VSc+ryZfYePc6Rs+dxt3BmWucRyKQytFotM/5eXmTprbOlPUv6CaTwfOANlp8SxKPTpk7D7pFGrH5ZfXYbp/yvUNGxNP/rMko0w4pMjmXD5b1k5WUzps1g8dwUIDo1ngdRjwhNiCQmLYHUrHSsrS3p3u4DurZqjZnchMzkLFJj0kiOSkWrMZxKC6IOoE9v/BNqjVosMT7me5F2VQUCGZ+exPjtc+lUrbloNHYt5C4Lj/1h8H1vdy+mdBIE1XcjHvLTwVVP7ONtxX+9jbinawMU8uJJqUqdi39Uyb1TXhbLly+nc+fONG3atMSOzv+v2ojPnz+fuXPnsm2b4C54//59ypQpw5QpU4okEgXIyMgo8Ud4F9C6dWuunLtVrE/+nq1HmPj9l8WSCICQwDB8bt1nyrfTXppI3L9/n5t3rjL+u+GsX7WdpAShMZSNjRWTZ37JwMH9X2r7/zaGNOmpL5W8ecyARBSFz5p9JJKIe5EB7L19sth1q7pW5JtCYszkzDQWn9iAf8zzWWUXwMbUigblhIZUadkZXA66LS7zynfhBLgb4Y9CJqeMnSsAEUkxYmloVVd9A7FzgTdK3F9Mqj7dUbTNtERwhMy38C6ouACoUKY0k3p+Bvk8vnR1fRdNnwd+/Lnnb3YfOUZKmt7W2Tf9ETtvHKVv/U5IpVI+b96HybvmP0G4CvemMDXStz03UcspZSM8vflFB3HK/woKmZyvWg8UScT1kHssO7UZD+dy/K/Ll+KxqzRqTvtf5YTfJcISo/QjlEgobeOCpcycW5fuc++aP5UqlqVtmybU7OCFDogLSiD8bhQZCUJZo0KuIE+twkiuKFYPUJh61C9XnfuRgVQrVQkHC1s6VWvOwXvnaF+tKbZm1tQvVwNXa0cDEyqfx37EpMbjbOVADTcP7MysScz8/2WG9LbiaWmm152GWrp0Kd26daN58+YlkohXgXeKSJiamj5Ro6vRaIq1rn3b8ddffz3zui7OLsRExhe7PPJxNAqFvNhmXACu7s4c3n+SQL9QatSowd3naE1cFBYsnE/Tpk35cvxXmJuZI5PLuXn7OpOmTninnN3ql6tO1fweFdGp8UX20ih8rppUrE2jCsJTdXpOJitO/VXspODt7sWEdsPEKpCguHDmH11LctaT/RCeFa09G4hlpscfXEKl0VchVHAoLb72jw7BydJe1GKEJelvjAWGUOk5mWJ30OJgXMjOukD/YWWiJxQZuZk4W+r1MAnpybi7ujB5xBf07tCOixtuoEGLQinHspQ5f+79m3XbduLzoHgh7h6fE9QuU5VKTmVwt3WmfdWmHLpnWE6clpOBWqNBLpNRytaRBrVqYmVhgS4uDZQCyctS5tC5dUtKG7uIotKHMSEsPrEBWzNrxrUdKpIIv+ggfj2z1UAnYmViQXfvNjSpWEusOCmMpFspHL9xAWM7JdUaV6b+hzWJfZRA4MUQ8rIFElHYoOqfkQmFTE56TiYWxmZYm1pyM8yXKi4VxCZnh++f58CdMwzOtyJvX7XpExVB5wJu0KeeENJvVMGbA3fPFPu7vk14nvnvXUKBFiEtKxE7CxckRRij6XRa0rJen5X2smXL6NmzJy1btiQ0NPS17acA7xSR2L9/P9OmTSM8PBxfX19q1arF+PHjWbdu3Zs+tBdC9erVCQl5ulsiwKOgR3zYrSFnTlwqcnklj/L43LlFjz4d2LRm5xPLLSzNsbO3ISYqjviYRDHfVqNGDVxcXAgJCXmhOuMLFy5w4cIF8X23bt3eKRIhk0rpV1/fo2Lz5b+LdHksOFeWxuYMa9JL/HzN+R0kZxUdvajp7snE9p+IoeubYb4sObHxmbtaFgWpREprz4aAkB456XfZYLlbITOrsMRIA3OrglJD0AsAnyWt4uFUTnwdnRr/xH5iUhPEqAeAV7UKfDd/FEojI+KCEtCohX1E5yVQu3MP4p9B9KXT6Vh3YRc/9RqLVCKlR60PuBX9gKp3ciGKAAAgAElEQVQelanhWRmPCuWpVLYMGbczyUnLxdXakQPrfkcqlfDwQjCP7wqkafinH2PtYsWNvXdJiRLI24efdaTFgAaEX4rCKDv/3IT7svDoHwb2440r1OLzZh9hqjR58gALQS6VoU5W43PwAXJrOfU71aRB31rcPeJPakwaCpkclUaFQiZEJv5JJiyMzURC1KRiba4E36FxxVpYGJvRrFIdTj28Sv9GXZFLZDStVIeNl/cZHOeloNsikahbtto7QySeZ/57l2BiYkJeXh6xqaGYG1ujVJgYkAmdTkuuKpvY1NDXsv8VK1bQv39/unfvTnp6Ok5Owv9qamrqaysBfqeIxNdff82sWbNYuXIljo6OREVFsXr1ambOnPmmD+2FUL169Wcu0bp06RKzfvgJUzMTsjKf9MvvM6Qrn34xhAXzF9GlV1vCQyJxK+NKYnwyYSGPmTZrHEvn/w5AJa9y+Dy05NiREzzyDyM6Io6+PQfh6GrLN5PG4+/v/6+M6W1AK48GYsOlB1GPuBF2v8j1CsY1pHEPsRvkpaDbXAku2imwslNZJrQdJpKIS49usfz0ny+khyiM2mWqYG8hiApvP/Z7IoztaGEHCCWOyVlplMt35yz4rACJGSk4WNhibWqBlYkFqdlFN2ozU5rS0qM+IOTzfaMeAYZeEcEJj2lRuZ74vn2H5iiNhKf8wkZRqw9sfSYSUYAUdRqPs2IoY+aKlYkFR5esw62aYWnpvUh/ctJy0Wp0ZCZlYmFvjk6j/42lchlarY60WCFKZ2JpjFNpeyxSzYjJFlIESjMjRk0bRIPu3hw7f5EDJ09R0bI0X7bSp+fy1HncefwQ/5hgEjJS0Oo0WJtYUta+FLVKC/bgAOoUNWc2XcGtoQu1u1XF5+ADkiNTUcgUaNAiQ1pkmiMrLxtLE3OMFUpSCp2Llh71OeF3mXRjFTa5MsyVplQrVYk7j/X/o9Gp8USlxOFq7Uglx7IYK5TPVf3zpvCuzRXPChMTE1JTU9HqNATF+uBkVRZLE1skEqkQichOIjY19LWUfgJ8+eWXgCBALYyhQ4eyYcOG17LPd4pIZGRkMG7cOFGp+67jeQSfpUqVwtzCnMW//cjcGUsJDhTKwWztrBn1zSfs3reDmJgYFi6azx9rN3D3ph+3rt+lag0Pxn47nF1b9hPoH4yTiwN2jtYM//RLvhszTywRBbC2sWLFslUMGTaQiIiI5xqLXC6nVKlS71RtuFwqo2e+qyLAn1f3F7tuXl4e1UpVommlOoCQEvjjQtGmU06Wdkxs/6mYj78S5MOyU38+0RDrRdC2SmPx9THfC08st8kvvSzQeBR+ci0gNQAPooPErqatPRsUKRSVIOHzZh9hnk+cLjy6SXpOJgqZnNr5XTwzc7ORWyhoV7spuhwdEqkEK2cLcnJzWbVpC+Uz3DA1MiYjJxPfqMCnjs/J3o4e7dvRpU1LGnjXJDMpm2s7fACI8I02IBIajQatsf43/XvfScJyoqnvqi/r/HXDX2gVWuopqgGQrcvhUWgY8hR9ObhbNRfMLUxp2agBLRs1YNoXI7m85aYoYDgfeIMNl/YW27lVIpFQv2wNBjTsipOlHUYyBRGXo9lz4jifD+lLTnou2Wk5IonQ5XtJFP5fsTQxF1/XcKtMWGIkZexKUcmpLPbmNiRKs7BB0NjUcvcyIBIgdJd1tXZELpNR0bG02LTtbcbbIHh/HSjsIaPVaYhOCfpXyjwL8Cbm4HeKSPzXMH/+/KevlI+Vy1cxfdw8pFIpA4b1xtXNGa1WS05OHs6l7Ng+Yhvu7u7Mn7uILwd/a6CT2PDbNr6fOxG5Qk6jFrXJyEhj4Q+/G5AIgJTkVFbMW8834ycydvyYZzouuVzO9O/+R6OGTQgPicTcwoz9fx9i3rw5nL/wesxPXhVaejTA3jy/ZDDMl0dxxdtgL1ywkHkfThTfb77ytyhcLAyl3Ihv2n0i3hjuRjxk6anNr4REuFo74u0ueFbEpSVy57GhDbVUIhUFnQWCx4xCN7/CuoazD6/Rw7sNUqmUnrXa8igunHuR+tSWmZEJnzfvI2pBsvNy2HrtMCCE/AvC/TnGeRxYtZobOwS9jZWzBQdOnWLG4mWYao2Z2X00AD6P/YuNxsjlMjq0aM6gXj1o1aiBgeeLpYM5lk4WpMWmk5GYxW/rt3HD/x6+gY8IDgvHzcqZOb3HAxD0IJwlJzYadDe9du0O9yICqDdQIBJXfHzou2Acnzf/iA+8BFJ2PeguClcFbi5CGV/orcciiXDysMfd1hX7QBvSHxdNJHQ6HVdD7uDz2I8xHwymTpmqGMkVeMrK0bJPf8b0H4oHZYVzpJAKvT2KmOyTM1OxMbPCzcaZQ/fOii3ca7p78uPK+awb8hNSqVTU8xRGYFyYWPFRweHdIBLPM/+9S4iNjX3Th/Cv4z2ReIOYOHHiM/0zVa1alfiYFKIjhQt03szlBstbfNCYwYOGUKF8BX5dtPEJsaVGo2HO90tYvv4nOnftyPq1m0lKLFrHEPgwmM/H9CtyWVHYtPFPLp64Jfbb6DusC39vPcHUnyajVCo5cfLlOjq+LkgkErrWbCW+L3CwLA5zRk/HPUcIXwfGhnL24fUi1/ukaS9KF1RJJMew6Pj6Itt+vwg6VW8hvj7qe+EJgaeykCgyO08Ibcem6QVdBSkcgJi0BOKVWTipzFEqjJjaeTgJGSlcfHQTOzMb6papKpIFjVbDkpObSM5KRSKRGNhvt+/RjORwvUbk4PWzLD0gVFD1qqWP9hQmKQUwNzVlyIe9GD7gY0o5Oz2xPDAklMNnzpHyKJXGpYQow+ljlznme1FcJzQxkqzcbEyVJuINtnHb5pBfOFLGzpWrhdJPBWkp40JleTOWLSP2p0Q8ypejS5tWNDQWKmJkChlezStRXeHJsI96s+/4SRasXsPD4KLz+rnqPBYe+4PvOo+gimtF7Mytae3RiP+tXsKMHl/h5VQBTd6T10JBdEJRKGKkLlSd5elcntpdmhIWFEU5BzfcbJ1Ryo0MtDYhCfoIYlHOom8jnnX+e9fg5OT0/45MvJvlDv8RGBkZPX0loJZ3Le7eLF7hfvv6PerUroOnZxUC/IoOoWVnZfM4PAqdTvdEJOKfUKuf7cbXunVrIkPiOXtCL/hTGMnJzs7hh8mLmDxpyjNt502gXtlqoq31ncf+BhPxP6GQKSiVp3+a33B5b5FVGnXLVBPbeWfn5bDw2B9k570acZOlsTnN8/tdZOflcNL/ye6qcqn+Sb6AvGTkZolVGRUc3MUKDoA4yxzR5VIqkeJoYUvPWm1pXrmuSCIyc7NZdHw9t8MfANCpZgvcbIQnd2sXS6ycLYgO0JcjbjmjTw9Vdi4rvvaL1l+XJsZKRg8bzO3D+5g5YYwBiQiPjGLBb2tp3LMPDXt8xA+Ll3Hg6hlxeSWnstStUZ2BPbszY9xofv/5RyycheiPlYkF9/cfZHBvvSV29yYf8NeKX9BKhWhIeafSlHJ2MnAfLTCgehgcwqoNW9DmCetmkiXerGUyGb06tOP8zi2smPV9kcSn4HdfdXYr6vxKmvZVm6KQyTngox+DTmZ47RREJwpSSAA2ZpZiNU45ezeMjIzEa1QqkYrnoABRKXHiOS9lXfSxvW141vnvXcO7lN59VXhPJN4g7t2790zrpaWnYWllXuxyK2tL0jMy0DyFAOTm5AqOa9bmxZbMmpmbotaU3CiqAMOGfMq+7UcNPgt+KKQH1Co1D31D8Pb2LuqrbxztqzYTXx98isq9lWd9FPmujNdD7hEYG/bEOkq5EZ807S2+/+PiboN6/5dF15qtxIjDKf+rTyUohYlOwU3cWKGkSiGR5N3791h0bD0bL+3lVtgDg+/nqvI46XeZiTvmcSNUEKD2ad+JoU17iutUaFCGG1fukZUsiH8fxoQQX6iUtGy+42JadoYYGfmoc0eu/b2L78d+jW2+WyDA4TPn6D3iK2p37sGcFavEp34jhYIKlfUlrd1atubopnUsmfEdXw8dRI/2balQRb9claLG3MIEczvByVOVpqJhDW8cSgnlriZyJVe27+DjD/WVOpVcyoiv5YXSKg8eBVGtbSdmLVkhikRlMhkfd+vC1X07mTpqBKYmTzoXxqYliiJcC2MzPJ3LczfioUgM0jOKb59dcN5KWTsRnX/9uFjZc//ePaJS9deTk6Wdwfc0Wo1YleNg8aRj6NuIZ53/3jUUNj/8/4L3ROIN4ln/kY4fP06T1vWKXd6pZxs2/7mRtPRU7Bxsi1xHKpXi4GRLcnIyu/bspEefDkWuN/iLj/h9zepnOi4LCwtSkg1LH0MC9b08EmITsbOz++fX3jicLO3FxlxRKXHcKaLldQEkEgmdq7cU3++4WXQKpJt3a9Gg6nb4A84GFJ36eBGYGZmIIss8tYr9d04VuV7hstXC0YkCIgCIFRggXH9anZaD984y78gavtn+M7MOrGTKrkV8sn4qv53bLvbE2L16BZ826i1aVztUsGPhX+vY9Zf+9zjz8Jr4WiFTYGMm+C5EpcRRvrQ7e9f8yqrZM3HNL0fTaDRs23+Qht0/ZOCYCZy5fFUM87dsWJ9ff/qBh6ePsWnJAv0gi7DrsCml7+3xODCK4McRSK30408ITTJYJyE0Cddy+qf26Z9+xZ9LF9GpVQuy1DliNMHZyp609AwWr1tPrY7dmPHLUpLyS5tNjI2Z8MWnXNm7k65t9CmyAvgUEkOWs3cjT60iIikGAHPj4rswGhkLfiOlHVxJzBL2JZfJCQ0INvD7KLjWCqNAYGtubGZw/t9WvO1E4kUjC+8ikXjZKMp7IvEG0b//s7k/Zmdnc/TYIT4Z9aR2oWHT2tg5W3D9+nWWLl/M8DEDi9xG7/6d2bl7BwCrVv2Kcxlrvpr4CU4ugklP2fLufDvza6ITwjh0+NAzHVdISDAVKpU1+KxNlybi60pe5QgMfPtEX80r67vFnvYv2aLW293LIAVS2O2wAGZGJnTO1y+oNRrWX9zzCo8WOlZvLrb4PvPwWrFmVqpC4frC+fabYb6kZQu6mYblvUUr6MLXnw4dj5NjuB8ZSHDCY9RaDR7ly7F6zizObNuMY44NKdHCfnUKGLlyBuu27KRxeUG7kKPKNXDYNDXSaxDs7K05u/0vmtXT/+5Hzp6nae+P+fK7GQTmN6QyNzVl5KD+3Dy4h12rV9CnSycsLcxJj9drfnJ1eWzes48pPy+g1xejqNO5Bx4d2oui0pjQePZeusHoRbPE72zdfIBxi+eI7wNuh6CwkiOVCZNnUlgy7Zo1ZdPiBdw6uJcsiRDtcbV2FMtps3NyWbZ+E3W69GTZ+k3kqYTfupSzE+sXzeOvZYsM0h2FTa0KCFUBEZAWYVBUAKlMWCZHRoumDcTPP+zeSzyHAOZKsye+m56rj3SYKV9fy+hXhWed/94UtFqt2PvieWBrW/TD3NsKMzOzJ4wenxfvicQ7gsVLfuFh8B1+WfMDw0Z+TP9hPZm7fBpV6pRlyNBBAFy9epXjZw4zZ9lUatWrjpm5KZU8yjPx+y8xs5WzerXeh3/kqBGs3bSSPp90ZOYvE2jbsyE/zfueWT8+uyfHr6tXMvCz3kUuc3Z1xNhMQXh48ZUQbwoFPSq0Wi3nn2IP3dpTP5kfKaLcEqCVZwPxRn/64VViCt1EXhZyqYz2VZsCQvj6b5/irbjVWo0o0ivceEqlUXM0/9jlMhlDGvUodhtSqZQ2TRrz17JFXNqznd4d2xN0JYzIB4J4TKPTMn3HYh6GBtOgXA1RS3Ep6LaBZXVeIbfNymXLiSmA0IhI+nw5hgGjxxMQEiocq1LQTPgc+ZsfvxlHmVJ6G+2k5BSuHNYTlPl/rmXGL8vwfxRMpXJlGNbnQ5bOnI65vTDhW5lY0L1+fb7/9ms0UuG3qOpaifTcTEIT822Cs6BVr4E8jBf2n5etIiFUSF24OjlRu3E1cX+daui7hwKkpWcw45elNO39MScu6M3h2jdvxqXd2/i070dCiWcRoZNnMSLLKGTlb2muT2daKE0MvCEKu40WwHD5yzUeew/Ys2cPo0aNeiEy8a7AzMyMUaNGsWfPyz38vK/aeIPYsWPHc62/avUqfl/zO7Vq1cLIyIifFt4lI8OwQmPdurUcOnSQzz79nA+6NiI2LobZ82eQnp7OvHkLqOpZFa1WR0JSPEuW/sIXwz974eMPCAjgzIUTTP7hK9at2EJ8XCJnjlyhQZPa9P+0B4OGDHjhbb8uuNs4i1bJD6KDSrSqNlEoqZXvl5Cem4lPeNGC11aFyMbT9BbPC+/SXmIp6dXgOwYahKKQo87FXGYqEpsCHLp3lrZVGmNtakm9ctVp6VFfvP6kUil1a1SjS5vW9Gz/gZh60Gq0+J19RLS/Pje//ORmUSPSvJAJ1T8jO16VyyNTytDkakiLTScvR8X63buYtXQFWYXEvp1atWD2pAm4uxpWGpy8eJl9fx/H07i82K5cLdXw89yJeFQszz8RcDGY8DtCtMjGyJSOrVsQoBQ+k0mkrJ8+l6ysHMJvCGSie+027LxyVGx4dXTXOezr2NK+ZTNcPB0Jvh6OVqOlU80WpBtnseukoRYoKCycvqPG0PWD1syZPAEXR0fMzcyYN3USXdu2Zt1qvbtsSpZgMKWUP11cmJyaimO+/kEi1Yeb29auQXh7fdt4WRGpi8JW6e9CauN5579/G2FhYWzbto3PPvsMmUxm4A9REkxNTd+J3k4SidC1eNu2bYSFPan7eh68JxJvEOXLl39uW2qNRsONG09pshQTw48/6UO7NWvWZPmSX/ltyWY2LRec5FxKOTH925ns2PMXW7dtff6Dz8fyFcu43uAaX309GisrayRSHecvXKDXhz3eSqts79Je4uvC2oGiUNPdU0wRROQmFukF4WrtKCro/aKDRQvpV4U6ZaqKr88GlHzeAbJyszFXmop+EuLneTmsu7Cb8e2GAvBF8z7EW2dgbCujdeOGBsJHgIykTHyOPCAnRXjK1eq0/H5uO5fy0xcWxmZiuWVMagIBsaHid/v36MqCad8ScjmcCN8YNGotm5fsZe6e1SKJsLGyYuF339K9nf7mqNFo2LX/KMePXKSiVWm6ldGXmUplUhp2q4G1y5P9LgCMTPU3aVVOvsahsqNILmIC46nZqQqRd2LQqDQ0q1iXlj0akngjCUuFOS5mDvy44Fd+WLKM8Z9/Qs2qHjy+G41Oo2N4i7506dCKiXN+JiHJkMjtP3GKM1euMmPcaIZ+KFinN6tXF8tkU+IfCVGOgkiIbb6uQavTFp/eKJSrPnruPFVsBHGssbGSr4cOFs25dE/xJXkXKgdeZP77txEWFsaSJUue6zsdOnTgyJGSy8n/a3hPJN4g6tSp869ccAvmLWL6+HlkpOtzqNGRsfwweSHzVn7H8RPHSUx88QYyV69e5epVIfowbdo05s2b+9LH/LpQw81DfO3zuPiSWoDqhdZVulkVuU7hKoibxdhrvwzK5psSabXaZ3KGzMwThF5mhbphymQyqntUpqa3J3mWaozS5MikMpzTrHAr44KpTFhXp9OREpfOtVN3kCTpxJtdriqPlWe2cCXYR9xm9VKVxcqfayF3xf3MHD+GEQMFLU/ZOu5E+MWAFkpbuPDb4FlcCb6DSqGiT4/O2FpbEXE/mtzMPEKCIoiPSMTB3Ja+NToajMnEUkm1tp5YOVmgUqm57fuA274P8A0MJDwyivTMTJq616ZZGUGDcer2HeZ++Qs21lZ81XAA1kpLUqLTiI6Op1QVJ8LvRKHVaCktdcSjY1nunxBuZoMadePbXYsYOe17vD28mNL2C1BBcmQqnjXLc37nFr6aPpOTFw373aRnZDJh1hz2HT3Bkhnf4WRjT2KoQKJ1Eh3RGfHIpFLc8/uTpGdnYlVkF1WQ5f/mao2aqJg4kUjIFDI0Kj15cHR4UsRcVPnv24x/a/77t/FfHVdJeE8k3iCeNVT2MmjcuDH3fQIMSETh/e/68xDDhn7CgoWvxhjm3xjTi0ImlYph8oSM5KdGDzydhWZVao2GDHnR+W33QuY/j+JeLjxYFAo7VRYOXReHAkdLuUzON599SsO63tSrWQNzU0F8p9Pq8D0VQEyAMPaIe9FE3ItGJ9GRp1ahlBkhQyI+GUcmx7L05Ca9viAf5ezdxNe+UYFYW1qydt5sWjbSp3k2H9jHn/v3MabNYKRSGaZGxjQsL5g9Rd+MJRpD0x4Hc0ORmrG5ErfqLthWsObIuXP8ffwkIeERNK5bm/reNRg5sD9l3UphJFNwbecdMpOFsXdr04h+H7YhKjYWv4uP0MUI1+QPM5YSnRfH2KZDkCLl8b0oGg+og4W9GekJmZSxK8VXXQawdP8mfB76MTN9Bd91+RKpREL4nUikMgnbVixm4e/rmLty9RPX+rlr12n+UX+WfTYdE7WgUShdzZUTPTfww0/LxC6jmXnZxRIJk3xtQ0pWOlbGeo3E0Vs+VHfUN0br3uEDYuSJ/LFjl/iZUaHUycs0hvu38DbPFS+D/+q4SsJ7IvEGMXv27Ne+j8qVPQj0K77Dnr/vI4a0LF5897z4N8b0onC3cdGbD8WU3HVQKTcSnSDDk6L4ac2iItcrXIYXk/rqRJYFKHCoNFOaCF0mi3nSdHF0oF3zplQpWxHyez6NHTIUE0vDFIdEKqF0A1di0hPQRGmQSaRotVqkUilKWaEbkSqP/XdPs/f2SVRF+IpYmugFaLYO1qxdNZeybkL0JE+lYvKc+WzcJQi4Ju1aQBvPRnSv0wY5xefuJVKwsDfH2sUSu9K2ZMtzWLHxT/afOEnXD1ozaeQX1PDUR4k0ag0JocmE3noskghzO1PMbATS5OrkhHUbSy79eROAzzp+SKD8MbduPaBuqWpo1FrOHbhOveY1uLFHiKo0K12XStPKMuWXhfhGPWLt+R183rwPAKG3IshIyuLrAYOoUrECw6dON9B7yKRSetdsh0mOcI1JFVLK1XHHyNSIsb2HEJUvWDWSCSWe/+y3AYji1bj0RNG+XaPVMHLSJDrUbMaQBsL/qrGZkgXffYuzowNzVggi6sJRqFdlhPY68TbPFS+D/+q4SsJ7IvEGMXbsWBYvXvxa9xEfH0e96l7FLnd2dSQu7tUZJ/0bY3pRlLXXVwMEldBXA8DFykEM7YcnRRU7rsJWy9mvoeNieFI05RzckElleLlUMLCadnV0pHv7D+jZvi11qguVBv7ng4i4J3TczM3Kw8TSmKjYWC7f8uGazx2u+dzFN/ARGo2GiWMmEHz+HvYWNtQuXRWNVkNkSiw3w3w5H3iTzNziBWM5Kv0T75Jp3+HqJoTt45OSGDJ+Eldv622pkzJTqdu2Ou37NCcjKZOslGxOnbvCgZOnyVHl0rp5Iwb364GZtSlSmZS09Ax+XvUbW/Yd4PP+fTm3dQtyrYzs1BxCbgqkITMpi4ykLHTaQg2SJDrCZTFYhz0mPSWZimXLYGNlhZmtKZlJWWQmZtPvk85oO+o4v/EaaEETp2H49O/4suMAVLEqtGotFSWlOb5pPUO+mcQJv8vIpDKGNumJVCIlITSJ86HXKOPhyra5Sxg79yeys3Oo7FSWTtWbi/0xtDota8/vROFtRKMa3sQGCiRTJ9GJ3Vs1Oi1yiUzUTOSpVRjJBZIRkRwrNohLyEhh9JjRhJ/zFceqNBOuu2+++BS5TMaspStEcqfSqF/Ltfiq8TbPFS+D/+q4SsJ7IvEG8arLikxNTWnSpAlyuZyrV6+SlJTEsWPHGDt6Aru3HCwy5Dbkiz4ozRR8M34ia9b9/tICybe5VMq9kK1weFJ0CWsiei2AEGmoYlahyPXyCj2tK+WKV96++Vb4A1p4CNURzSrVxT82mE6tWzKwZzdaNmzwhEOpsZk+qvDrH3+x6+JRQh4Xbf9tZG7MrlvHXui4UtT6VtePb0Vh72rDvaAAhn3zLZEx+pSFRCLhl/9NZVAv4UnazNaUn9b8yu9btiOTyVg0fQoDe3ZHlaMiLT6D69fucuzEBco7u7Pxy5/R5Gi4te3pxkXmdmZ4tqiAtbMlObl5+KWnc+j0WR4EPqKcrBRljYUbfEpMOg5lbSlX252QG4+Ry2Q0dPam3+zxrBzyPeZyU9LiMzALN+XQhjUMHPMNR29fIC49iZEtPxYbn0U/FMj37G5PdiJWa9SsOb+T0w+vcuKLyyz+YipOOkHTYGlnTnqCkGYs0DQUENakzFTRsyQ+I0lMa0Umx2JW3hFnSwdxH7/v2sa0iUK76LGfDiUuMQkbmaDjSSmhEultwts8V7wM/qvjKgnvicQbhJ9fyWK/Z4VEIuF/07+nQb1GXLt4B7VKzfBPRxEZE874CeNYu+43Jv8wil9++o3c3DzxO/2G9CQuJpHFc1fTsFkddu/Yx9gJX3P37t03PqbXAddCPQgikktuqmNdKIednJVW7LiSM/XOns6WDqRmP9kR9GVwM8yXjNwszJWmNPOoyxfj++FexvmJ9e75B3Do9Bki/KLp7tkGgAC/kGJJBLzYuXJ1cmL0sEEM7tmTm7vvkZWSTXpCJqc3XOHwnXPYyqxIN84kLScDiUTCoulTGdizO2qVhuz0bOYu/Q3/+8F8WKc93Vu0wUFny9l1V8RKCwnQ3lPwzSioGCkSEjC1MsHaxRKnig7YulmJaQJjpRG1qlWhVjWhdDfSPwa/U48A2LbjAB36tKBcLTei/GLJzcyjumtlejZuy8w9K/ix11iMZAqi/eMwNlOy/del9Bk5miu3fZiw/Wd61W5Lo4re2JgULb4Nigtn3cVdYidZN2sn7NRWIBPSSjnpxY+psEBSpdbrYUITI1H5JVLXRrDy1uq0LN+6meTcNBZ89y0AM8Z8zbm1QgluQsbbVy1VFN7mueJl8F8dV0l4TyTeIK5eLdlV8Vkx+8c5pCeomTzqJ/GzfTuOULeRN+vWrmfAwH6kpKYy8xMw914AACAASURBVJdvSE/NxNzMAmsbK04dvcAvc4T86uVzN7h324/FS5byQbvWL+x09qrG9DpQ8LSXo8olOSu1xHVNC+WbM3KzCCxmXCEJehGip0t5HsaWrL14XtjbWaOyUkMOSJGQGpgqEonQiEi2/n2APUeO8yi/DrycvZtIJErZOBa7XXj2cyWXy2hevz79uneh2wetkcuFaaNGe0+u77uLJkeDTCelS42WdKnREhDMsaQyCYpkBadWXxJTEK0c69Oqdb5NdyakZqYXtctCO4eE9GQcHG1xcrbHyMwIY3MjTKxMMDJWIFVIiE1NJPhuOLl5KoyVRrg4OeFsbye2Izc21aefvMpVZNiEb2lcpxYjuvQj6Lzwu/Wp1YEMSRYrTv3FuLZDAAi5+RidVsefSxbSYfAnBIaGseHSXrZfP0zHOi34snd/ZDoZUqmE0LhIfly/ksBCglsLYzMmtPsEeX4JcUhiBGVthMiIRCpBp9UZlIIWaCKSM9NwtNRHxALjwoiPTqNne0HIGpOaQJ5axR87duHs6MA3X3xKTpqeoMS+QkO014m3ea54GfxXx1US3jtbvkEMHTr0pbdhZ2eHl0c19u96MkR947IPGcm5eHt7c+TIYTp16cD23X8RFBjCyMGT2L55n8H6GemZXDh1nS6duzyxrWfFqxjT60LBRB2fnvTUdQtbTKs06mLHdbdQn46WHvVfWf2+lYUFM8aN5saBPfQY0A6FUjiemIB49u87SY/PR1K3S0/mr14jkggQIi0FJLBwZUVRKG5MUqkUr4oVGPJhT9bOm03A6ePs+HUpvTq0E0lEZnY2y7dt5quNMzn78PoT5YZyqQypToomT2OgYygKOepcYtIS0Cq0mFgqxbECoAZ7Ext06TpiAuMJ94kk4EIIdw4+4PquO1zd6kPo4cdEnozG73Agxzad59zBO4z4fDrfTprPht92439Z33m0skdZjm76g/SMTLpNGIncVtiXKkfN6A8GIbGW8MeF3eL6obcjCL8cyfp5P2NiLBCSbFUuu68cY9za2ZRv6k61th50GdCaBk30DepsTC35X5cvRfKamJOKi4U+NVHwmxSQiLi0RLEp2+3wB2KZslarxT86iOH9PxGrMoLj9f1s5q5czcmLl0WxKQipkHcBb/Nc8TL4r46rJLwnEu84unTpyumjl4tdfvTvM/Tt87H43qOyFxfP3Ci2RMnnhi91atctctm7DAtjM1HI9iyhXwNCUEI5V1x6oiiAdLV2pI1no5c6TqlUytCPenHjwG6+HjoIY6VwYy3lrS8zTbyfzOUbt4s8hyqNirAkwYTJ3dblqT0X7G1taFK3Np/0+ZAF0yZzeMNawi6d5cKurSyaPpUe7dtiZalP8yQkJTNv1e/U6dSD+avXEJOcwMozfzF80/csO7WZE36X0JppsbA3w9TaBBMrY5JyU7kfGcj1kLuEpUdj42aFuZ0ZcqP8iIFcibOlPVKVlOy0XFS5Ty9z/SfMjc0oZ+9G/XI1cMgxoW/dTnxQthGl1I5kJwoVDBKZBIdydpiaGLPypx/4sFN7vlg2HW1+W+/kiFTmDJ3AnXh/1p7fKRqQxQUnEn8lkR8/G29wXdzzD2DU9B/E97MmjMXe1oaG5Wsy78OJlLYTyjVlSgVOdo6is2VRHg+Fqyz8Y4JFk7PAuDCy8nIwU+vJVeGol06nY/T3M0mK1l/TWqP/f+WH7/Fm8T618Qaxd+/el96GqakpmSnFq+szMjIxNdWLf9LSUrG0KrqGHfJbkqc/JdxcAl7FmF4HbEz1johPS2uA4LJYAJlMXuK4dt44SvVSlQEY0rg7Eckx+McEP/cxelaswJLvp1G3RnXxs5zcXH7fsp3lGzYxrsUQKjqWwc3Gmb71OvHn1f1Fbsc36hHl7N2QSqTUcKvM5SAfpFIplcqVpaaXBzU8PanmUYnqnh6M7/P00t/k1FROXbrC3qPHOX7+okH+vgDpOZlE5cYx88ux1PTyJC9bRXJMKpv+3EtuSi4VHEvrQ/cRJf/+Ko0anUSHmak+vZSTm0tqRgZ56jxy1SqsrS1wcXHC2MgIjVpDXlYeORl5xUY/clS5rDq5lQi7OIZ8KLRC/37s14RGRDL3wG9M7TgcgFjfeBZ8MZkBP35DXHoSY9sOwUShJDczDzccWTHgf1wMvMWNsPtEJMVw4ORptuw9QJemrUiJTGVR329RagtZYUtAk6uCQtKIf9pby4xkuOX7kSRlpmBjqtdf3AwTKjUyHyeBreAr4RcVZPD9mPgEHtx7hI1UuMbbtW/KgeunS/yN3wa8rXPFy+K/Oq6S8J5IvEE4Ozvj6+v79BVLwJUrl/li6FdcvXizyOX1Gntz6fJF8f2u3TtZuuhXrlwo2m65fbcWTJwy9oWP51WM6XXAuhCRKOh9UBJy1IUaIMmNsHG2LXZc/jHBHH9wibZVGmMkN2Ja5xFsurKPEw8uF2mr/U9IJBK+HDSAaV+PRGmkvwntOHiEWUuXi1UQq85uY06v8ShkcrrUaMmtcF/8op8kLD7hfqJWYVCb7nwz8TPqVK+KRaEmUCUh5HEEd/38uXHvPtdu3+Gu30N0OpBKJMilcoyNlSjlRpgYGWOhNMXOwoYOTZrRpHpt8gJUnLtylbxsoZrF29YTimmGmJ2Xg0qrxtrcEq1a/zsVpJUKBJgAMmTYmhkKHLPissgiC5lCho2rJaVrlsLSyQKdRktupgp1nhqNRsO+0yf5edNvZKtyuTzLh/DIKKaPGQXA4v9No3733my9cYiP63YCQB4v45uun/DLwfVM2DaXuYO/wVIrkHE7M2u6ebemm7fevpsouLr9/9g774Cqyv+Pv+6+l703oiAgqAwH7hy5y5Xmai9Hw8yG2d6ltstsq1lpWmqauTVNHIjiAgQBQfbeXO7+/XHwXIhhw76SP99/Xe4Z9/mcc3iez/mM91ugDldhvX8ypRyTvpXoigRREt3O2YbKQuGZ3JN8pIk67eH0k6jkSjo5CbUVZbUVZJcX/OFUEpQGBahAqVEw4abhPP3O0iYcF+0R7XWu+Ke4Vu1qC9cdiauIvn37smdP62qOfwYJCQn4veSFt68n+blNc6N29rYMHzuQJaNfEr/Lz8/nQnYa4yaPbFZXMXr8UAqLc8nOzubv4krY9G/AQd0oKvMnOitqdVrxs53Kht6XsWtF7AY87F2I9O+CUq7gvoFTGBcxlAPn4zmdk0JmSW6LbIOuzk4sf/0VbhxgTYmkZlzg8dfe4tDxE032zS7LZ92xbdzWdxxSqZSHh97OUz8uFWmx1SoVwwf2Z9yNw5DlyzDpTbgrXBjYsydyZfN/9dr6eo6fOsO59HRSMzJJSkvDVGmim1cwnT0CiHIIZWDfaGT9/5wAVGFKG0V+ErB1EiIMddX1WIwWNEo1GmjiRPwRFiwYjUYsCMqlLWlUmAwmSrLKKckqx4IFhasKz2AXukQHIZFIeKT7nVyszufrdYKQ1vtfryQsOIgpY0fj6GDPK08+zsPPvkB0WBihtgKbaW+f7qxZ8BGeMUF4B/tCXgEXE3Ioza5AIpdiaWPMxdoyugyIpvREG0ynDU6EQqOgqlhwIuoNOi6W5XFrr9EAJOaep6i6lH5BUWKr6PGspGan6uDqjW0DkZWjlz12NjYMiunNjv2/t/777QDtda74p7hW7WoL1x2JawCz5z7AN6u+Y++2WHZvPYDBaGTQ0D5Mmj6aRx97BIOhKTPhwoVPsujpZ3n70xc4dTwJiwWieoVz6MhB5i949CpZ8e/CvhHdcHX95R2J6norpbi9+vJ94SaziSXbv+TO/hNF2W8PB1em9BzFlJ6jAIEnoLi6jLLaSkprypHbyHng7ml0CvEHhMK6j1d9y1uffIZO3zLF8ZbT+4jy70JX32Dc7J2ZM2Q6e3OPcsctE7ll9Agx6nBufxo5iQWYjWYK00qQukk5duoMJ5OSOZV8jrMpqcye+yCvvy50+rjbOfPwsNvpEtNcWfOvokpbw8WyfPIrilHI5Qzo3gOlUUFtubbF/aUyKTKVlILiEhw0diik1mlJggRFQ22L+J1UgtJGiaHe0MwJkSDBWKont7SAtCOZ9BkdhXsnV15e8Chbdu+luKwMuVyOzN5NZJa8ZcQI+t4wkpXffsOYvh24cETo1rBU6ynYk4w2uQj3DvZEjg1HrzVweO0JpBolMkc1iWfOojPoUdupGDlqECobJbH7jrftRDSCDh1Ss+AcHcs5w41hVodyV7Kg6TGwc0/xu8PpCfwRkX5dxM/OvgLTakxkRLt3JK7j2kGjANt/Az4+PixevJgxY8ag0WhITU3lvvvu48SJE832tbGxYfPmzYwfP75dyrrKZLImufh/AoVCweTJU5g4fhJyuZw9+3bzzTerqK1trrFxCUqlkh49eiCRSDhx4gQ6XfMed1tbW3r37o3ZbObYsWNotS0vBpdwJW26kpjaawyTe44E4I2tn3KqUbdFSwhy78AbtwhkQzsTD7Ly8KY/bVeoVydu6TGCCL/Q1lUe/wClnZL4C2fZdGQXSXnpWNr4t3S1dWLxlCdEBydkYCAdInya7JN3oZCkbYLI18WKfJ78YUmz81y6V75Onrw0/mFRrhyEIj6tSYdFbkGlUqBRq7Gx0SCXy5BIJUjlMuRKGQqVHIVGQVpuFis2/cTp8yl08wmmT2Ak4d5BzQizQEhplNSUE+jvj1F7+a6OvwKpUo75D+kEZx9HwoZ05rXPl/PZd2vYsPZHHAss+Hd2xNVfqNv4fVUcXn1DsXExYmdWkrTvPLVlzecMtwBnqktq0dXqcQxw51B6AqdPnKKrf2d6d+6OrvbPa1ycyUmlu59QW6PQKNiUtJubOg0GhC6OR9e+gZONPR/PfB6ZVEZpTQUPff9KsyLbF25+kK6+wQD0m9kTWycNW3bv5e7HF/75C3cV0F7nin+Ka8muP7uG/qciEk5OTsTGxrJv3z7GjBlDUVERQUFB7VKu+s9g9uzZfPLJJ1fkXAaDgbVr17B27Zo/fYxer+fIkSMtbpPJZLz+6htEdI8iIe4sEomURQuf5/CRg7z6WvPJ7BKupE1XEvZqa/dCdf3lncrGBZnONo5/ya6Uggu8+evnONs4EukfSohnR/ycvfB0cG1Sq9EY+ho9Ee4hRIwLoaiqlO1nf2d38uEW0yF9YiIJ6OtL2UnhuT9/6AKOnvbI7KT8vGsPm3bs5kBcHK+Nn08ndz86OHkT5O5PekPboI1GTZegQObcfz8Xz6cRLglCZhAWfI2DmsCYDrgHuCBXtT095BUWsmX3Pjb8shMXiQN9A6O4K3pii86T0lZBRmE29XV6At388HfxxlDbvH5AoZZj62xDhbaKLfsFCm2z2czEUSMI8u2ArlZHWU4lJkPLE7VcrSBHWU1leiHBDQJt5XmVHFmXQKRXCD179sRX5UJm8incPFSNfldB1p4zDHl4GHKznj63RnH0pzPoanQY6633oCTLKiNemVVMV7kfXWOENtvGToTeYkSj1giFli2g2lJPJ3dre27IgE70Ku0m/r0xYRdmi5lRXQeKxZl7zx1p9n9nr7ali7cQRSqsKsHGUWDDdHJs+TlrT2ivc8U/xbVqV1v4TzkSCxcuJDs7m3vvvVf8Livryisu/q/g7Ox8tYfQKpZ9vJyk4xf47lMrydWalRsZO/FGlix5myeffLzF49qrTX81tVFRVy2KWbnYOaFy1lz2mD+ivK6S31Li+C0lTvxu4ogRfPDss+jrDGgr6zmVcI7M1BwC3fxE4iIPB1fu7D+R8VHDWB+/nT3JR7BgITQokMVPP8GgGIEy+zwXyDqZi8VsYf+6ozy1fgnFldaFbmfSQWYPFlp/Hxw7E02whh7duhIU0EGMFFx0DSL1oFCwaediQ8+JESjUzacFs9lMRnY2Z8+lcvxsIicSzmJvsqVfUDSPD7y7RedB46jGzd8ZvcHAhcQc/Oy84A/1nio7FQeSj3Ho3AkennMnvSLCqCmtY/9PcTjZ2KNWuCFBgovaEYlUgqO3Azq9hKrclmXv9VVaPNCQVl3GjrOx3H3DJOwUNpiNZlxrnJg36i6Kj2cCoFRbUyaXHBNpw0ItlUmxcbLDNyqY1N0ncPSyp75a12bEQSqTYuusoaikDI1E1aoTYVZJqSqoxLdBVtwjyA2DzoinjUCjnV2Wz28px7BVahgZPkA4Bgv7zx9rdq5+gVGio3H8YiK3Sa6cAN+/jfY6V/xTXKt2tYX/lCMxfvx4duzYwbp16xg8eDC5ubl88sknfPnll20eZ2dnJ7LcAeh0OvSt5KD/l0hLS7vaQ2gRQUFB2Kod2bczttm2Xzft4cUlC/D09KSwsDnxTXu1ya5xRKINMapLMFvMVGircLF1wtXWkVNpzYvc/ioG94nh0zdfQaGQgzOsPLyBJ5a+hcViQSVX0iMgnCGhMUT5CyJrTjYOPHDDVAaHxqB1q+eROXehVFgXv3JNFQW1JXjZumEjU3NHzATe3bUSgJioCEaMGIRUK8VsMNPB1puBI2KaLJ4Wi4XcRKvmiEe0G6dSk8nJLyC3sIic/AJy8vPJyM4hMzsHnV5Pjw7hDOvSl0f63IFc1rwI08ZJg0eQG46edpRklpGdlA9msJFbVUjlGjl+YV54dnbns3VrOJuVyujug1BmyohPF3Q1It27gJW/idr8Omrz275vMpVCXLz7d+5BVMdweo6NpCqnktwkodNBXWpCq6gBCTj5Cl0gRr2R+up6pDIJErMBJEJ0oSKnlM5DowEIHxaCjaOa2nItR9adALOgVVKl1HPsSBy9wyOwQU11SS0arJGOeqOuibBbaX0l5UWVdPboIIzHQUVAtB/HN1pFzr4++BNmi5nxUcNENVDbTq7s2LQVqVLOyaQzPP3CMxQUFHBDSG/xuJTSTPFzecXlW5yvNtrrXPFPca3a1Rb+UzUSl/Lz7777LuvXrycmJob333+f2bNns3r16mb7X8rvDB48WGTkA9i7dy8rV65k69atzJ07F4CdO3cil8sZNkxo6/rwww+ZPHkyvr6+5Ofns27dOh59VChE/O2339DpdIwaJRTRffrpp4wePZqOHTtSUlLCihUrePLJJwGIjY2lrKyMcePGAfDVV19xww03EBwcjF6v55133mHRokUAxMXFkZOTwy233ALAN998Q69evQgPD0er1fLuu++yaNEipFIpCQkJpKamMm3aNADWrFlDWFgYUVFRGI1GFi9ezOOPP45arSYxMZGEhARuv/12AH766ScCAgLo1UtoM3v99deZN28e9vb2pKSk0L1bBB5u3lRVVhO79ziOzvZ0ixZyuWu/2sK9j0xDbSdn79497Nq1i9mzhR78bdu24e3tTVSUwPD33nvvMXPmTDw9PcnJyeHnn3/moYeEtrvdu3cDMHz4cACWLVvGhAkT8PPzo7CwkO+//57HHhNqFPbv309dXR1jxowB4LPPPmPEiBEEBgZSVlbGl19+yVNPPQXAoUOHKC4uZsKECQB8/fXXDBgwgJs9+qAxyTGYjCR7VIAE4uPjycrKYvLkyQB8++23REdH07VrV+rr63FKNxLSEB7/uTKOI3FHmTFjBgA//PADISEhREdHYzabefPNN1mwYAEajYakpCTi4+O58847AdiwYQO9oiJ5a8E81EphIT9+LpX9p5M4f/48Bw4c4L777gNgy5YtBHkFMDp0AE566wIklUvpckMQPl08qaip5cCpsyz7eiWudk7c2WUMcosQETD4Suh3YxROdkL9RGpsBhdPCQRVwQM64dvNi5KKKg4cOYKtxgnVOeFN/HxRFtpw4Zjff/8drbaOSeMnoFYq2LNzJ6Ojh+Cud0Ciaz5d2Dhp8AxywyPIDalMQuaJHPJTi5rMLBYs5OlKiRrYhYheoVQWVHE2NpW6Qu2friNpDRKFDKdQb6o9JWQeTca1QoHm0uItgdCBgegMRjKPWBVfnUPc6DlcKFIszCknJa8UD1d7ugR5Ul+j41xcJqVZ5SjkCox6PTKJBIvFgtlowWy6fEuv1qhDKpE0kWYvMlZhp7TBxixvGLeE3pMiSdydKtZjlKq1vPLDh4wZMoKRjtFIkYAEFBHuSBQyTIW1aFRqFN3dORkbT0CR4CBrZUZ0ITKmDB0EwNHkFD7+5vt/bY6IjY0VI8M///wz7u7u9O/fH4AlS5Zw//334+LiQkZGRrM5wsbGhsGDB6NSqXjrrbfazRwRGhpKdXU1H374Ic8++yxw+TninXfeYeHChcjlck6ePElycjJ33303Op3uL88Rfn5+xMQI9PFvvvkmDz74II6Oji3OES4uLgwYIESrli5dyj333IObmxuZmZls376dOXPmALBjxw5UKhVDhgwB4IMPPmDq1Kl4e3uTm5vLTz/9xLx58wBhXTQajYwcKdSSLV++nIkTJzJz5szL1kj8pxwJnU5HfHy8eAFBuDC9e/cWH+LGuORIzJw5s0mRYHuJSDz77LNi1Xx7whuvv8nRvUlknG85bRQRHY5viCNLli5utq292rT89hdxsXWirLaSud++9KeOeXT4nfQPEt5IzzmX8eJbr/6t31arVOz8dgVdQ4SCuG379nPngqcuq2cyacBw7uw7CX2N9VktlVbwxNeLqdNZOQKGde3L7IHCYiGVS+lzaxS2zsICU1lczbH1wttuSV0589e8gcFoxM3FmSXzXsC2ISChdzXiFuqCp7srrs7O2Nk0HF9YTfK+89T8ofBQZavEK8Qdr2B37Fxt0dXoyDiWTV5KYZMZRauvZ3fyYertdLz89HxUBgXpcVlU5DVXqFTbq3D2cWTl1g0cTT5FWW0ldXotFgvMmTmDWbdOo7a8jqzUXIoyS7FXNe2mySzJZVPyHl5YtADFRROlF61pHoVa3oSXAqDH+G64+DlxdP1Jastq6TezFxV5lST/lvannIU/Qq6SozXWo6/TN2EU1Rn07Dl3mD6dInG1E7oqavVa+k/pSc7JfHGc2WUFPLvxPXRGPYvGzhIjUwDKXl7o4638EXYeTtSggyJhXvvy9/WMmjSIe6ZOAeC2eY+zff+Bv2zD/xLtda74p7iW7Lomiy3z8/NJSmoaYk5OTha9xdZQU1PTLrs22ivi4o4S3atfq45EdEw3ftn14/94VP8Mdg2LTk19610sf0RJTaOFyPTnuBRawnOPPCg6EakZF5jzzAuXdSKG9e/HR+++iFKmIDU2g9wkIY3kanZi3rA7eG/XKsyYmXvHTB6fdR858fnknM3HbDSTuCeVWp961m/dxrb9B1gw9B7CvANxs3Hmixdfo0dMN3y9PEk7nElmvqAOGtM3AreApsxRuUkFnDuQ3qSrwsXPiQ4RPrh2cKZeryMl7QIXf81FVa1E1iiyUF1fy77zccg9ZNzz6BRC/TtxPvYCRRlNaxvKa6s4mZ/M08/Mxs7VlgvZOfx4bBf333Mfg/oNoKq6is9WfMlH33/D5Imj6Nw1AL+u3hgNRrJS80g6fB5NQ+Smo5svjw2+Cy+LPX5jvUk/epGsBMG+S06EXCXH2EDBnbj3PB0ifagprSVyXARSmYTk385jNlntlcplKFQypDIpSMBgsVCnq+dCThZFFSXIFXJuHjwEbZWeuvI6FMibaIXEZZymtLaySdFkSU05QYMDKEgqEp2IWp2Wd3Z+jc6oZ3hYvyZOREuoKaqABrru6vpajlw4ybIRAl23tr6e3+Oa11Ncx3X8W/hPORKxsbGEhoY2+S4kJOQ/W3C5devWqz2EFrHlly3Me2Q+O7fup7qqaWGii6sT424ZRZduQSx47ElWfbOCn36yOhXt0SaFTC7qbNT8ifqIS2gs7pVy8u8x1UV0CWXWTCFaoK2v5+4nnqbmMk7tkL4xfPvB2yLLZYlNBauObuK2Xjcjl8mJ7hDOa1Pm02dSFF27CA5KcP+OlGaXo62sp6qohm83byahKJlZM6fTv2s05YlCzjzEpRO+XkKRX32Ntd1X4yDUMJSWV1BSVkZhagn6C9ZISI2ljlMVKZxPyaTwhxLyi4oJde3EzN4346ixF2KbgNFipN7BQOchHZkwfwQSiYTsM/kcXnOiCedDbnkhm07uITbtBB+89Bz2bkIV5uHTZ4nd8Rslxy5QfrgAF1s178x/mQqVnrsff5TvPnibAF9f5Ao5QV07ENS1AxX5VZz7PZ2aklosZgupsReordBi66wRVTYvIXxIZ3IS8ynLqURXoyO/pJaQadG4OduQeSJHdCLiLpxm7fFf2bL6cwJ8hdbaJ157i5XrNxDmHUifwEh6dAjHw8GV0qymXWNGk4mjF06RnJ/OmG43EBMYIW5LzEvDpbsTynIFhRkCgZfBZGTpjq/IrywmwNWHu/o3L5g0ZrZQ89BQGLr97O/cPGIYrs5CtGPr3t+ovUybdntAe5wrrgSuVbvawn/KkXjvvfc4dOgQixYtYt26dcTExDBr1ixmzZp1tYf2t+Dg0D5btEwmE/PmP8yH733Mj9//Suy+OKRSCTeOGczU28bz2KwXyM7KRaNRM/WO8fTt20/s4miPNtkorYV+l1gg/wwKK61MjV4Obn/rt99Y+LhY6Lvk0y9ISW9bg6NbaAir3lsqOhGbd+1h1tPPYTAauVCYw5Oj7sNWpaGDozd1SXWYgkwghVU/bWT9xm08NvQupBIpt/Ubxye3vYyNgwaDzsiB5KNYzBaK0kvwjnTn9LlUavPqkDV4AO+uWIFSo8DdxQVXjRO2OdZr5tDJnrCozgxU9UalVCC1yEiPzWwSXZBIJXSI8KFjD3+x60NXqyNxTypljbQ1Kuqq+eHYVvalxGGxWLht0nhmTBDUZqtqahg29CaSvz2I2SjUbhjq9RTGZdBxYFeWLfuUaXNnc+voEdwyZhSV1dVEhYfh5O1AzORIUg9fIOe0kKvJTWxEI90ogZtyMIPIMWEc23Aai9lCRXIeETECIVh1qTVate7YNl5Z9KjoRBxNOEXWmVzeNwea/wAAIABJREFUmbpQ7Lb4I7LK8jiQcowLJTmMixzK/YNuFbcZTSY2nNiJZ6gb/RU9KG64diaziXd3riA5Px0HtR1PjLSqfNoEulF/sRyz0YRE2XJErFanZUfSQXY9v1L87su161vct72hPc4VVwLXql1t4T/lSMTHxzNp0iTefPNNXnjhBS5cuMD8+fP5/vvvr/bQ/hYGDRrEgQPtM4959uxZJtwyjrvuvJuX3nmM4OBgtm/ex8P3LkJbJyzGWm09qz5fx8NP3kv//v05dOhQu7RJrbAWLeoMf742JreiSPzc2bvjX/7dGwf0p18PocYiLTOL5avbfk4d7O345r0lYn3C1r37uH/hsyK5TXJ+OkWO5YRY7DHojFQWVBP7UzwvbvyI0+dSCPD1xeJsgQqQWCSkH8mi+8guyBRSpA5STBUmdLV6Pv9qHd2iQ3Cxd6CqVqBnfuaROcgUMiwWC0fXn6QGYVH1j/AhZEAnUfWypqyWhK1nqa+2RjPcApwJGRgkchgAlGSXcWp7MhaDNRqwM/Eg38dtRauvJ7hjAI/ee7foRAAknM/EodhGdCKkchmRUwahUCvJP5uFWgLrvviOk+cT6TdpKk729nh7uKNWqygqKSW/qJg+ARE8OGwmkgYHydbVhshRYZw7kCZEIWr1XDiZR0JRKlFuwcilcvISC+nctyMZFy5ii9AlcdeMyUwcNQKAstIKTm5JZPbgaU3ul0QqwdnHEbeOLrzw+fvEnz7L1F6juaPfhCb7pRZm8sWBdcRERDLSewCVBUJ9iNFsZMm2LzmVk4JKruSp0ffh4SC0gKYVZZFWd5L7bpxG7uEUZD52mPKaty1vOLGTSWNHEtypIwCx8Sc4dup0G09Z+0F7nCuuBK5Vu9rCf8qRACFs9P8xdHQ1UF1dzcfLPmLb9l/58rOVpKVcQC5v/ma0dtUmZj04h0OHDl2FUV4e8kaUywbTn5eoLqkpp6a+Fju1LTbGv/6v8tCdt4mfX/twWYuqmY2xZNFCAnwFcabjZ87ywMLnmjDkLV70JPdPn0pVcQ0nfj6DUW9CX2agl1s3+s6M4sX5jyCzyDj0fTyGeiOFaSXsSVnBjvhYpg8Ygy/Cm/TEfsPp3CeA+E3WBUciFRbe4swyakoEJ8LO1Rb/nt5U19RiMBmpKKgk60CumKKQyCXIOsgoUJeSuC+D0vJycgsL0dQq6edp5Teo0ddxtPQ0miANb974OH2jo8SF7xI+Wf0dA2+8maLDZ8TveswYysVjKRSda6T9cgz8Q31Z/eVKpt91G8VlZU3Oc+B8PBMmTsC30haJREJtaR3a6nrCh4VwZO0JjHoTxWnFBIf7IykR0h45iQUczIon93wRfToJaYi5MwX+DaPByI6VvxPk1kH8jdSiTAaPiSE0KhC5Ss4nK77DEzfenfp0EybP4uoy1h77lUPnE5g+8CYmht0o8lAYMPLCxg/JKMlGIZPzxKh7RQKt0poK3t6xgsr6aiZNmIhP72BKLM2F5gqqSojNSuDwB+vE7179cFmz/a7jOv5t/OcciWsJ77777tUeQpuQSCS8/NKr9O87kMMHjuPl7cH4KaMpLirl/bc+w2gQFsaSojKRhKU92iRteJsGWmXkbA0phZn0DOiK3CKlg4s3F8vyL38Q4OftxeC+QitXetZFftn7W7N9JEjwcHDF3d6ZXl27Max7H2rL6tBLDdzzxNNN9Dbm33s390+fCoCdqw2/F52gt31X5DI5o7oOJHxYMGqVEHlxC3MlP0EozgyzD2L+qnvQ1er5fZVAjFV2sRz6BDQp+MzMzsHJyYG8ZGtKoHOfAGw0wht6bYWW7Nh80Ymwd7cjckwYajtrtAcg80QOaUcyxb9d/J24YXgfJmpGtnidKqqqWLz8Cz7/fi27hoxGKpdhNpqw93TGqDM0dSIaUJqSS9CEXgQGBpKRYU0VRYZ1Ydq4m5g4bgBlqeVkxAntnkl7zxMxKRJViCvGs0KUyVvijiZIReH5Eow6I5u376VHZyuzZH2tHrW9mh+/24m7Rni2K7XVfLBnNS899whd+wjt0Ad3xuNb4UFIeIB4bKW2mo0ndrM7+RA2SjULx95PlH+YWKthsbEw7/PXKKutRCFT8OSoe4nwE2q/anVaFm/7QmRWnTh1Mg/OmcvMKdPBw5OcHWewNHSUfL7/B+bfdzfuLkKR7MYdu/4z0Qhon3PFlcC1aldbuO5IXEXccccdfP7551d7GK1iyZK3Kcmu4bEHXhC/+2ntLwwYHMPzbzzOi08K7Z8Ojvaipkd7tMlotr7VX3pL/rM4nZ1Cz4CuAPQJjPzTjsSkhrA4wNrNv4gOjEwqo2dAOAOCetDdL1RUbQRI+CWxYbxGpkeM5XdNPPGZiQzo3YNnH5kr7vfQ8y+x7pdtjIoYyL39hI6lcwfScfRyYPUvm/jo6294e+pCFGY5sjopVcU1OLjbYetiQ21ZHVXFNZQWl6NUWcmp/Dy8kCnllGULXVEqWyWuHYQF1Gwyc2bHObHbwdnHkaibwpEpml7LrISmToR/hA8h/TuJ0Y5LMBiMJCQmsWXPXlb/tInqhmdn7U/ruLPvBApOZOATGUh2fGqr17c6uYBpk6eyZs1qJo0aweSxownrHCRud+xpR0VeFWU5Fehq9Sx9cRldBgUR5OIvXIPCahx8rTSbE2JG0HdYDNlHLwBQV6GlIr8ab6kHBuoxW8y89esXzJh+M8P698NisXByVxL1afXiPazT1/PzyT1sO3MAnVFPd98QHh52O0429tZxBTow/bX5VNRWo1GoeHL0/XT16QwIrbJvbfucrLI8cX+z2czHnyzDaDTSscROpNXemRhLtaSOB2YIzqW2vp6X3vuw1evVHtEe54orgWvVrrZw3ZG4inB3d7/8TlcJnp6eBAYE881HbzfbFrs/jv439CYouCPp5zOZNG0MK1Z9BbRPmxrrVWiUqjb2bI6jF05xV/+JSKVSRoT3Z/PJvS3qX/wRo4fcIH7euGMXKrmSEeH9uSliMC62Tm0eK5fKiekUQUynCAqrSokaFibWKLyx7FPW/bINpULBvAV34VBhS15yIWajmY1f7OC7I5vZvOIzlNUKUg6kA5ByNINi2zI8XdxE4iNTlQlZI2lxo95EbnahyJ+gVxvZd+QIZrMFS5EZSUNdpVlp5qIyn/Qd2RhNJgwGIxKJBFuDGscy68Jc56TjRGkSB9cdp6aujtLyCgqKi8m4mE1KRgZ1WisPxiV8+/13zLl3FrYXS5DJZZj0LaeCZAoZjh4abo8exhO3N2/9NhpNrN+6jfWbfuXeqCmoFUqGhMTQb1hPastqOb39HAC/7z6GHBn+Lt742rpjp7E6RjmJ+VQVWmsSLpTmEhTWgQUPCCRM5w6kU5pmbQ8+mZ9C0LBIFkx/hnnGpziyaR+dJG4i2ZZSoyBsaGdmPruAiupqHNR2LBo7i0B3odCzTl/PW79+TmphZos2R2gCcHUXHJbc8kK+PbKZJc89JRblLl/9PTn5BS0e217RHueKK4Fr1a62cN2RuIq4ePHi5Xf6H+CuO+9i2tQZmIwWFEo5584lkZuXw55fD7Z6zC8bdzF8zGCCwwLx8HcUWejai02N0Viky0Ft12z7uJvHce899yOTylEo5ByJO8xHH39IWVkZ5XVVHEpPYGBwTxw19kyPuYlVhza2+XtqlYqe3YQw+fn0TEIdOvH0kFlN3kyFcdVyLj+D6J7hhAYHYjKY+G3/UZxkDuK+ng6u5McXYSgxUuVYw7tffA3A608uoG90FCaDiZLscvQ1erxs3VjxzJsEBXTAZDCRfjQTo85EZXYVw+8eQGVhNeVpQqti0cUyjFJrmic7txCF3ho5CAnviH93H8wmMwe/OYYegXq674QeOLg3vYaFucWc/SVVVCxNrs5g44FdnEvPaFUOvSXodDrG3TqRb79chdzFDu9uHanIKRa3y5UyAqL98O/ujVzZfOo6evIUazdvRe3syudffsnYoYPx6upORWolWCDzeDZ+Md7UmOqwk9nQycUP+84eVKcJ6Y7acutz0tiJAHAL8GTZIy8BUJJVJnaFmMwmzuqymfbYveQfOEf+hlMggSCph3isawdnug4LZsXGDZw4m4SbnTPP3jQHHydhn+r6Wt7Y+hkZJc3TOADDw/rhWi84EXqjnvd3r0Jjo2bK2NEAVFZV89Gq5sy+7R3tca64ErhW7WoL1x2Jq4j2UDS6fNmnlObX8Nz8pRj0wmIREhbEolfmsXbVplaPq62p5YbhfVixIpG777lLDN23B5v+CIPJQKW2GkeNPR4OTUmXFr+5BLXMkcXPL6e2RlhIevSO4Md1G7jtjhkCPXr8dvoERqKQyRnb/QbKayvZfGpvq78XHhyEVCIlJ7GAjINZ3DPwFnGb2WLmeGYiu5JiOZN7HhuNmtTXd6FSKikoKuaZB9/DbDYT4RvCpB4jCPMWwvUlmWVUaKvwc/KkY7Af904TGAz1JgNfxf7IHZHjAcg9VUBAVz8S01MpNJfiihNYID+lEJ8wL3EcVYU1eAa6cqmB01lj14TfQm0vRG5KssrQa4XnwiPIrZkTAZCXUISlgX/BK9idG4cP4BHJnegNBk4mJpOUnoGrpy8ShZr4UydYsWolNTUtC6cVFBQw/OZRhIaG8vPan9A42aKtqMW9kwthQ4ObaIUA5BeXorB1pF4H3p0imHabJ+vXf8+Wrz+jf88eGPVGDmbFY9QZKUgtwj6yE51viKIgVkibKPVWYa3izDIkMoloS2MEd/LH1dkJi8VCwu5EsSvEtXcnHh5yKwmr9wokUdCE2dO/hx8hfQKwWCx8vHI1Xg5uPH/zg7jZC2mj0poKXt+6vEmHUGP0DOzOPQOtUZcvDqznYlk+U8aOFmtivv95C1XVlxeia29oj3PFlcC1aldb+Gck99fxj3BJ5+Nq4cYbb0RfK+GHbzaLTgRAanI6Cx9+lZl339Lqsb37R/HSyy/w3gfvNinau9o2tYa8CuHN1sXWSaQvHjBgAM72Hnz58XeiEwFw4thplry4nHfffg8Q5JkLHayh+Nv6juOZsbMJ8w5qohMhk0rp7NGBCd2HE7v6GOf2pyFrxIh5OP0kT6xbwts7v+ZUTgpmi5m+PaLE8PSv+/ZjMpmwWCycykkhyZxOxKguKDXC4umkceCl8Q/z/AMPied8/u332XvqMLY+gk2GeiP7fzlK3KnT3HzrjeJ+6QkXmfrwPCwNJRl1ZXUoNVYdiPpqHbo6a/Tgh19/5Zkl77Jl4z7xu20n9/Piux/w9udf8eXadWzcsYvffzsmsjOq7FR0GRwkpmGUCgUxURHcPXki4wb2ZkS3UGbdOJ7Du/Yz7iZr22dLSElJYeSEsfiOj6LbuEgix4SLToTFYuHH7TvZHneKykIJp76J49yaI2T8eJQAs5x3nl5A/549AJAr5bgFODccB6nrjuIT4IdEJty38rxKHL2E6I+2sh61vW0LowFNg1bPxfRcJDrBPolUQsXxi5xas5/wsX1wCfRudlxwTAASiYQL2TmY6k28MO4h0YnILS/k+Z8/aOZESKVSFj25kMO/7OPpsQ8gb6jrOZxzmgPn4wGIDO8i7r87tn12S10O7XWu+Ke4Vu1qC9cjEv+Pcd89D7B86XctbisqLKG8vJLQ8M6kJDVVs7N3sOOG4X14dekz/4thXhFcKMkhzDsQgGCPAE5mJzP7gbms+Lhlqu/c7HwUMjVubm6UlJRQpqkn9rcDTOs9FoBI/y5E+ndBZ9BTWluBVCLF1c4JRYMU+KW3eIATWUmsi9/GhZKcZr/To1tX8fPB+ONNtt00bKgQBfC058dPtuFl54ad2paaszXUBtdxPi+TlT9uYNGDs4m+MZxD3x/HbLJgKjRy972TUWoUOHrZU1lQjVlr5p0nn8ZQZCT7tFDMp6+3Og5pRzKbUEPv2H+AGrR07SVERCwWC/vPxpFfWkJeYSHGBq6HuUNmMCRU6E755uBGPjy8mtCgTnQLCWbk4MG4OFrTOSpbJT5BSvR19Sx99kWSziWTnp7e6j27ePEiL734NCvfsWq6HE86x6wnF2Hr6MiqpZ+S/rOwsLp1dCF8SGeUNlbnSFtVT+rBDIozm7aIlp9PxyfUg9ykAsxGcxNKa5W9Bm1F87f7S22b6eetireXujCq8kqJW7mjWVEpgNlsQSqVYKvU8MzYOaLWRlZpLq/98ilVLUjar//uB5xLZVzcclL8Tuqk5t7bH2J/7kkSTibg1Ij0KL+ouNk5ruM6/pe4HpG4iti5c+dV/X1bWzsqyluXGz59MpGnXn6QsRNvRKVSIlfIGTZyAK+/v5BHHn2oCcfBJVxtm1pDcr51wYruIOgYODo6UVJU1tohZKbn0KGDwB+wc+dONpzYxeLtX1JSbS2yUymU+Dh54OXoJjoRILytega58WPqDhZv/6JFJwIgKMDKT5CUer7Jtv49BTKrWoOWp9e/Q1Ke4NAZ6o2c/DWJT1Z+j6O9PbNvn4HaXo1XqJBzl0lkXDyVC8DvqVbnxFRiwtnH0WpfIwlxi9mCvbv1bXzFksXs++FbOngIb9kqWxW/rv6KhF9/Ji8uliOb1rPs1Rfp2zkSgHqDji3x+9h76DDLV3/PvJdeo1pqx4EVR0ncm0pJlvU6K22UuNlY+Hzp0lauvICbRo/hy6VviX+X15jQKR2o0+uZ/+A8io6kgwRCBnQiamy46EQYDSZMMjsOfX+8mRMB4BXshneotYahJMt6P1tyIgDqKrWcTErGQe3c6ngbU3GL59MasZgt5MYV4OUosKNmlxXw6i/LW3QiRo4YiZfZgeIzTWn/LXIJaT8e5cOlQmthabmVlruDT/NIyH8B7XWu+Ke4Vu1qC9cdiauIxtLmVwNabR32Ds1z3pfg7evBrVMnk1eWxpOvzObZNx9GJ6/g5gljSUxsWXviStjk5ubGXXfdzdy5D4qS5P8UZ3JTRTKqvoGRyKRSdLp6bO1sWj3G09udoiIh7HzJrhNZiTy69nU+2rOaQ2knyKsookZXR019LdllBRw8f5w8RRGD7uxN91FdyKksbPX8AJ5uruLnvEJriNvbwx0XJ+Ht9cTZRLT6epbs+AqVo7BYaivrCcCHiaOGi0yYcXmnxYLHnMQCvl7zIyt3bRB1MArSSlC4Wu216K2OoFQha1JDcUmH49LiKJVZ37ZlMhnBnToyZcwY1DIhT69xUTN0QF8xrdGpUyd0RTXotQbyzxVxcmsSh9ccFx0KiURCZKAfvSOtOhSNccOgG/jopVeQXyLKulDK8W8OIz1ZxrYNW+gYEEBtaRURo8LoEOkrHleUUcqRXcmYJJoWF3aAsuxyHL3skbVAO62r1iJrSCUhlWCWCeeoLddi5+qJudbQ7JjGkCkaOZMSCTUyBRdP51GeKzjsOrOeN3/9jOpWxOMeemAuebHnmn0vkUsx1OtR1Uvp1KkT8aetxF233jSmzTG1V1zt+e/fwrVqV1u47khcRQwbNuyq/v7Kb1Zwy/SxLW5zcXVCqZaRlZXF6m9XM23GrUyZeguffrpc5IxoCf/EJolEwuK3lvDF8hU4KnwwVKiYc+88tvy8FW/vf/bWpdXXczxLcH6cbBzo0ymS775fzbgpLRMl2TvY4eBiQ06OEElobJfRbOJg2gk+2LOax354k/tWPst9q57jifWL+WjvtxRZysW3Y5VS0eL5L+ES4RPQRGjJ19Oq55DZMAaNjYpe4yKQq4QFsE+nCIZ36yfut3bbVjw6C2+9Rp2RAzvimHXndFz9hbdoXY2Or7/bhMKmoQXWaMHJWwiRm/QmGvF2kXwmnZU/bqBaK9zr2uo6vlyzjs279nAq+Rx6g6GJCJeLsxNrPnqPnd+uoJO/H0ajUaxDEO0r13JyaxJZJ4VoiUQi4cX5D7d4XV5/4RVUpgZnxmIh9ZDA71BTVEHViRxUKhVRN3fFI1BwxMwmM8n70zi9PRmzmxq5WonS1krZHdjbGvkpz69Cb7bBpG8eUQNIvdhAcmW2oHEUojQmgwlTRjVKRdv30yVQcMYkUglBE3qz5P0POHfIGg3rP6kni198Cg9X1xaPVxTrW5Qwl/sJKSJ9pRYvLy92HzxESZkQSZk8ZhQxUS07ZO0ZV3v++7dwrdrVFq47Ev+PsWPHdtx8HBg3eWQTal//AF9eWLKAp5956n86npdefIXyfC0vPL6UfTsPcjT2OMveXsmyJatYveq7f+zp70y0trPe0mMkW7dupXO4P0NHDmiyn6u7Cy+//QQvvPjc3/qd6kYdCY6XEfBpzLQpabSS29laIweXKvJ9PD3ROKgJGxwsblOVKDHUG6iprcXGRkNgD39x27CQvtwxaQJeIda+9rKUPGyCrAJkCo11Yayu1InjyUrN5fFX3yTporAIypDx9rKvuOeJpxk2/Q469h/CpLlzMTdEQLRVQjFqj25d2btmNb5uLshc1E1suoTzhy+grRFqDvr1iBZpwS/B09MTZ6lCZM0syRJUTS+hOCkbH0cbXHwanCCDiZNbE8WWTIlUisVkImLSAJBAxx5+dOzhJ9YwVJdouXiqaaulvFE3iEpu/WzRWZ0Nja2iyfVqCbYejgSMjiBwZl/e/OJddBllyBqmWd9wT5x9HZk0agRHNq1nzu0zmjgmHV19qT6T19qphbG52pKVlUW9Tsc7Da3AAJ+98SouTo5tHHkd1/Hv4bojcRXx4YdXl4nOYrFw7/13U6krYOmnz/H6B0/z9qcvMPH2G7nvgbtJTW2dWbA1/F2b7Ozs6NUjhq0b9zTblptdwP6dR7jllubkQ38FiXlppBQIb7b+Ll4MD+vHbbfPwMFTzntfvMSiVx/hjQ8WMXvBDB5d8DCnTp0Sj/0rdhWVWlUxvS5DTlPdKLpjb2etUTA2qj+5pB6qbuju8OzsRo1c6DIx682kx10kp6CQzgEB2LvZ4dSwwPo4eWCsNOLeyRWLRFjwYzpG8OTbz4vnbrxAJxw5I9ZydHTzxc3OmfONCJIu1ZYA6PR6jiSc4nyBsL2uQkviKaHGw8Hejq+WvsnXq76m46jIZjYrNCr0jYjBenQPb7Ldzs6ORg0l5Kc07Wqwc7XBSSk4BRaLhcR9aaLCqJ2HE9HRUSSs209Rag6DHxlPUEwAUplUlEqvr9EiD3UletZIaHAu9JgorBbum5ej9Z7pa63iZLoaHSply1GMS3jn2+Xc88zD9BrUl582bhALUY0mEx9t+46yCqG2wdHBntefXMDhTeuZevMYFDI5Dw6d2aR1tDH0p4rQONlSYawlL09wNr76YT1HEoSCzA6+Pnz7/jto1H+NcO1q4mrPf/8WrlW72sJ1R+IqYvLkf7YwXgmYzWaWffIxI0cPZ+Lkmxk1djizZt9PZmbm3zrf37Vp0KBBxB1MaHX77m2/M3H8xL917sb49shm8fPMmJvxtHPltddfZcToG3lo/iymTJ/IjNumkZSU1OS4v2JXVq71rTKog38be0JhsVWqvHE6o6LKKtLk5iKkJrQ666JW41RPvUH4OycxH12VXoxi+Hf3EffLPp2HXCGj0CAskrYqDU4KexT2wptwTWktZfWCGqWH2plzDY4WwJDQGI5lWnPxw8P6Nxv/7w3tiAD7fjrM3kOHAXB3ccFJJeW7PRsIvX0gvr2C8QzrgP/QbvhNiubjrz6z2ufctIAxLy8Pe3vBkzAZTE0KNQG6DO4sRjpS84oIHTOAfrNuYsCccYQMi+ZUXAIV2cVcjEuhJjtLjETI1cI5LUYzVUeyKDqdhcZVqBGS1ptJyhWKWeVSGdWGOv6I6pLaJtoiIYM6EzEhCntf6/j3HvyN5ORkADp7dBBZTBOyk/hh+1b6TryV73/eIrZMd/TzZfnrr7Bl6WcEuAr3zaCCDkO7Im9EYW4X7UvAxJ7c//Bs8TuTycQDTz1LQcMz1Cc6kpXvLBHbids72sP892/gWrWrLVx3JK4ifP8Q0r3aaMwH8XfRlk0ODg48/tgT/LL5VzZv2sqKr1fRs2dPQHjrNhhaV8c06A3IZP+8iCm1MFNMcagUSp4cfR92KhssFgvl5eXoGi3WjfFX7lVKunUxDg/p3Oa+GdnWbo7QoEDx88W8Rs5IQ2dHQbG1zc/P35NNCQKbKBbQX9RR20Ao5d7JlTqTEGkoySqnrkJLvsnqsIzqOoAOXa3ORmGZ9bz2alvxORjVdSBF1WUibXOAqw8Dg3s2Gf9vKccoqBTO3cUrkAMbjonpkcF9evPBxx/Rf9RgPtz1DT+m7uWpj18m5oZ+VJRZOyXq6pvSZb/5/PNcqu0sySpvWovh54Sjp1AvkJaVxfrtu0nZfZzDn28l9tMtnFi7D1NDgaRcJcPJS3AUjGYLjU5DcUoOuUdS0BZbHbbSmkbdG8bmz0FlYRUKtfUZNOkMePja0bhmc+KY4eL96u4TIn5/PFOozyktr+CRF15h6PQ7+O3wUWFseiN1WVbHZWvyHpauXY7LmC50mhZD4Iw+VGkMjJw4lqyspt0ceUVFzHh4vphOGz6wP6ve/W84E+1t/rtSuFbtagvXHYmriPz8PycA9V9CazZ5e3uz8aefqSmx8Mwji3l23mK++2wzCx55mrlz5nLkyBF69Wu9YGzQsL7s3dc87fF3sPrIZrJKhYI/b0d3nr1pjkhS1Rr+yr2qqKriYkNUIiKsS4vS65dwNsWaPoruag3xV1XXkJ2X3+QcpeUVomx2ZHgXfj1zABpeWitzq5Hrhd+RSiVoba2Lc9apXPwDvcgsEWwO9uyIXmpAKhf+/QM9/NHqhf37BUZy4qIQjXHQ2DEpegQ/xm8Xz3VP/0kiFwIIrKGf7l8rpmIGBvbg9I5kDDojqgbmxbq6OtatW8fHnyzj4EHBiYvuZrU1PdNKKTz+5nFMHDxU/FuqsRUjCXYeToSPtip0vrnsM9b9tB778KaFuJaGzgp7VzsxcpFXWkFdcRVtQau3Og/VLTBvmgxmkn5qWKj5AAAgAElEQVSztuheIvCyNHLAX1/4OHGbf+LMzl+YNNgq3HauwKpSCsJ9nzznYcbfN5vDuxMw1AtOtFewOx+//SL3ThjDU08vIGbYAHoP6c+u3bsoLGy5A+j0uRSmP/yYWKw7YtAAvv3g7Xaf5rgW5z+4du1qC9cdiauIdevWXe0hXHG0ZtOH73/MkheXc2i/9Y21ML+Yt174iBuHjMbJyYnCknx69mnuTNg72DF+6khWf/vNFRmj3mhgyfavKK8VFpZAd39enTAPT4eWK+nhr9+ruAY5Z1uNhqjw8Fb3ayz7PCimV5Ntl/LfthoNvSOE6xJ3UqjbcHZ0pFtYMJmGXHH/aJcwDAZhEe0zLAptQ+oj/1whw/sOYE/KYXHftPhMfMOFDgOVXElepRCVkMvkqBUqsVV2XOQQ6gz1HE4XxmKntuXp0Q80cbyS89P5dP9aMZJRnFHG4TUnSD2e0WKxpY1GzdihgwGhUyUh0ZpGWjh/ATYq4RiDzkhxZhk9Zwyl3wNjCRsZTYNPQWZOLpt37SE3N5fTGUm4d7fKeBsaxLQc/K33U6mXCdSWbUBvtrZ2yqUtT40mvdVp+HXXbyxa/DalZVYulkv2+nh64qQSalWkcik/fPkBL85/mL7RUU0Km2PjT5CRYHWkOvYUUmH9ekSz/Zuv+GrJG3Tw9bns83ck4STTHnxUpDkf1r8f6z75EHvblpk62wOuxfkPrl272sJ1R+Iq4tFHH73aQ7jiaMkmPz8/DDozeTktqxN+9+UGHpzzEPMfm8eoSYN46Im76RzSCW9fTybcOorXP1jII48+SF1d87z130VJTTmv/rKMijrBmfB19uStWx5nQOcef9qutvB7nLV2YHCf3q3uV1ZRyckkIaceGdYFn0Z1EpfqDQBuGjYEgB0HrJ0nk8eMZvW+zdg4CkWETjIHftsphMs7dvQjo0boTDCbLJSkljFgRC8xDaHSK7FztxWlwAPd/USCpG6+wSQ0RCVkUhkLRtzDjyd2UNDgbHRw9eHl8Y/Qu3sPbr31VkaPHs3RrNPEVZ0Rz6ev0+NUac/70xYxtvtgHDVWvpJZM6aLzIybd+4Rhb0UCgUetjbiOQpSi8g7dYGjK3Zw+ItfKU6yRgO+3bBJdFweeGgOycZcgmf0wy8mBIfBneg8tS9plnJ0ej0Wi4X8hJYFsRpDZzSIDpRcak1hKB2tTpN7j47iZ5PBxOff/0BKujXa8PqyT9h76DC1tVqxk8XGQU3XkGDm3XMXW1d+wdldv7L0mYX0jY4iyN0fX2fhniflpfHQay9x/kKmeL6Jo0ZweOM61nz2yWXTFYdPJHDr3EfELp/+PXuwfvmHONi3zhVzNXEtzn9w7drVFq47EtfxryM0NJTUpAutbk9LvUBgUGd0Oh0zZk7jsxUfETMsjLFTB5GafZqRo4dz9uzZKz6u3Iointv0AbnlQsjYRqVh3o138MzY2XRw+We8FY0diRv6xDTbLpNKCXD1YUDnHiT8lkh6XBYXjmcza+xUPOyFN+kd+w+ib4gwTB47CoVczpbde9E21BRMH3cTWbm5SH2sqRNtVr1IxDR22lBR8jw3sYC7x0/ibIU1lZIcm05AtB8AEiQ4OljprKP8u4gdHC62jjw+4h6W/7ZGdLz8XbxYOPReHr/pPhbPXUjG4Viee+Yh+s3ogVtHqzCal6M7d/WfyKe3v8yL4x7igeG3MmfydMwmMyaTqYlqpVqlxEFtjWBkn20aIvZs1Lb647Yd4meTycRD8x9h6IRRvLlxOWkFWYyaNo7b77ubz79dS/K+NFEPRKlREDEmnLAhnQnu3xEHT+siO3bEYOQNHTIe7tZoRn0j8qiiEmuNQkjHjjx67114uQnjMlvMrN6wiVvnziNmzC3ifahH36T+yNPNlXunTWHryi9YvvBl8fvfzx/nlz37GDB5Oo+98oaYxlKrVPTvFsbBn9YyoFfLju4lxJ08zcQH5ordIb0jI9j42bImlNrXcR1XGjLgpas9iH8LCoWCGTNmsGbNGjHk255gNpvJzr78m9J/CS3Z5OjoyID+N3D8yOkWj3F0ciCiVwgbNm4ABAXIPXt2s33HNhITE69IEWhrqNNr2Z96DDc7J7Fq3svRjZFdB9DRzZcaXR1F1WWYTKa/dK8qq6u59aYxODs64u3hwVdrfyTI1Z8hoTFM6TmK+wZOZnS3G+gTGIkjdlTkVVGeW4m7zJmx3W+gR4dwKmqqsHexpUvnIGxtbEjLukjC2SQ6+PoQGdYFtUpFnVbL9qO/Myi0J7o6PQrk5JQU0DHYD1cXJ84kpaA2KsEC2iodE+4awbHY09grbcFo4dSFc/h6eqGvM4AJ1A5qjDojMqkMjUpFta4OjUKFvdqWSP9QtqbF0icsGmO9HovJTGVOCaY6LU5uNqhsVciVcgxag7hwX4JEIsHd3oVAF38KU0rIOplL0vE0pFrwcHDFVmXDfTOmERPVDYlUgsEkQ1tjERQ1LYIaaXC/TgAknE3i4xZks3U6HampqVRVVZGTmc2Q0N5E2YdhqbY+P91Hh+He0QUHdzscPe25eDJPrE8YO30wOWeEqJmLu6Oor2HvbCdcH6B77xCKMhraRP3cmX7nzVRkVGGoNyJXyXn3o2eZfdt0BnTtgb5IOOZo2inmvvUiZ84JTpy/jzeKBk6U7BP56BtqLYIHdeJifh75RcWcSj7Hqh83IpVK6dGtKzKZFGdHR2ZMGIebszMH4+NFvZM/orCkhD2xhxk//EZsNBq8PNwZ3Kc3m3bu/kuy7v82rsX5D64tu/7sGiqh1c7l/z5sbGzYvHkz48ePv6Jh8SuFXr16ER8ff/kd/0Nozaad23ez8KE3MLbQmXHH/VPYeWAzu3fv/l8MsVX07tidO/tPxMO+qdR4WW0l2XVF7Dt1iLSiixRXt67PAcKi6WnvyqL75tAnNJLKgipK88qRSVovumwNudVFTJ07Fo2DmnPpGQycPJ3ADv4c2vADcrmcmtpa+kyYwufPv4Y2USi2M0vN9J3RAwdHO0wGE9s++w21VCi86zY8BKWjkvgfT4vKpTvTDzEqZIAon62yVYqLqFwlQyaXiX9LpBICovyoq6gTF9RLcPJ2wGwyU1XUtFDRPsCNggs52ErV/BkoNQqMBhNqexvsPJwpSc/D3tUGrxB3ZAoZm3fvYeOuXVgsFqQSKQqZHBulBicbezzsXQnzD8JN49REmdVgMuLQzZm+gyO5RLhZlFHC6e3nxLF37OHHya1CSsetowslDTod9u62VBcLUYluI0M5uzMFAI8gVyJGhbH/qyMYdEY0DioG3C6ksXKTC0jeJ7SThgwMxD3EhaMJp9h/NI7fjx4jqGMAt44eA4mCk2PnakPfaUK0YffBQyxe/hknzgpjCQ36P/bOO76p8m3j3+zRdO9Fd6GlQMsesmSDiLLFiYqgKC74KSJuxIUiIi5QBEFB2SB7711mKRS6997Zef84JWlsy1aQ18uP2uQ8OTn3SfI813OP6w7l+4+mEVOrAuhCcgpjXp9iJSf1oXFoCCt++MYqw37k5CmGjH3erl387cTdOP/B3WXXta6h/xGJ24gpU6Ywbdq0230ZtxQN2dS7dx/GPTWeD9+chU5n2xV17NKGHgM7MGLkMDuVx9sFmURKz6iODGzR3a46oTa0Bh355UWUVJWjNegwW8xIaxYzV7Uj7hpXuwZe9SGvrJDzuSmkFmaRV15I+zZxjB05goqiKs7HJ1srMACQQMv7YnDzd+HZKW+xdO16PnvzdUYPE+rV127dzkdzvmP2mLcouCQsfhXKah54UqgaqL1gShUS2g2PI/9SIef3CuGmKr2WJYf/5ImOD1qTBaVKKcaanToiUDkqrTF/AAdXFR7BbuRdLLR7/q8QS8VE3hOGX5QX1aVaijJKSL+QReqFTDw1bg2+7lbiRPo5Fu5fRXpxDh4eHkx49jmaBoajjy9EXLOp35C8myAnf6LchRLcUznnaeYjlG9mlebh5yw0+Vp9fhv3RwoSyBmGHPJlJcQhtPQ2Kc1omjnQyN8PbYrWKgUee19TPBrZa2VcTE1j6/r9hJqFUkGPSDdie9on5a7evJW3v5hFWmYWU6ZMIe/SBd568QXUqhphLZ2O16Z/yi8rVjVoe+PQEFbN+xZPN+Feb99/gIeefxmDseFS638Kd+P8B3eXXde6hv4X2riN6NKlC7t3777dl3FL0ZBNFy9eJDc/mzfemUSbDnG0aBXNiMfup8pYygsT6u8kejtgtphJyktlw5ndpBRmIZNI8dS4IRHbFnapRIqzyhFvJ3f8Xb0JcPXBz8ULT0dXNEoHJPVk/Cs0cnaePcTq+O3M37uCZcc2cSj5JIm5yWQU53LiYgLPPv0w/mE+BDcP4M05X+Dn6I1GqQYL5FzIx9FDwz33tGLBHyvYd/Q4owYNRK1SERkaQnxCAskFGYRqArGYLciNMk6kniMqOgwHVzWVJdVUFlVhNlkozSkjsnMoVaVaKourkEmkRPoGs+LoJmL8hcXTbDRjwGiVdzbqjMg1cmt/CoPWSGlOOUbdlRcki9lCcWYphanFVJdWk56TzZdLFrD+5C5WxW/j4KUTDBk+AG9/NxRqOSKxyK4F+43AgoWUgkz2XDjKvD1/sPbkDmsiaVVVFVXpJUSJ/FFKhOTFwymnWHdkByNb9kckElGpr0YtV6GSCQu2o9oBLCBTSunfrytF6UL+QdvuLejYKo6sBCHHJiDch1b3xKBSKkk6koKhUrg3ZZpKZAqZney5m4szGq2aslxBx2JDwh7+3LuTxmEh1nyGxmGhPDF0MBKxGLnGiS++/oY1m7fRpnkMPl6eSKVS+nXrgoerK9v2H6iXiBcWl7Bt3wEG9+2NUqEgJDCAoAB/1m7dflP3+Fbgbpz/4O6y628Pbchksjtyca6NO90j4e7uTmFh4dUH/otwLTb5+Pjg4OBAeno6+jsoZtsQFFI5bSJb4Kf2INjDHz8XL9wdXJBL6/ZdqNRVU1BRTE5pPmlF2XTt1pYhQ/qgcFAw5rUpLN/QcIvhV595ijfGjwNgwbKVvPHRDCbc+ygtg4SdqkgsIrZ/NEt2/snUz2YysEd35n/+CQDVWi33jX6G5waMwrlMSCCUqWSUeJcxqH8vDDojh36Pt3oPnAI0tOwTw/G1ZyitWcwkcgn5oiJctI7WsECFrgrNVTQ2LkPppEQik6At1zbYEKsORKBQy5GrZMiUUsryKjHq7cmJe5gPHv4OiIDT586zeOUaJGIJYrEYs9mM0WykSq+lTFtJYXkxOomJnHx7zQVXtTNxjaK4t0k7IryDrc8nF2Tww57fea3f0zgrhGRTnwgPci4I1S1qFxVVJdU1z3ti0Bmt+R/thsdRlFHChZqGYo27hBEY44vFYmHXTwcxaI3IlFK6jG6HSCQit6CQjOxsVEolTcJCObzshDVk0uXJdqTnZvPlTz+jkMmZOPZpu86wiZeSGTd5KifPJSKTSnl/4kuMeWiE9fiGnbsZ89obVFXX7x1qG9uc5d99jUopkKMPZ39j16vjduBunP/g7rLrb/dI5OTk4Orqak1uuh14/fXX2b17Ny4uLmzcuLHO8TvdIzF48GBOnTp19YH/IlyLTRUVFRQXF98xXoirwWQ20bl3d37buJy9ScfYcHo3K45vZu3JHaw/tYt1J3eyMn4LSw7/yYrjW9h8dh/7L8VzNvsi5cZKHhkqSHsbTSbWbNnW4PucOX+BJ4cNRaGQEx0Rzq+r17I+fhc+Th40cvcDC+RfKqR3/3s4eOYE2/YdwNPNjbiYaGRSKX27deH5ae/SrUU7xAYRZqMZbwcPDqacJDw0CI9AV3IS87CYLejK9JRV6IjuEkZJdin6KgMWkwUHkZrgWH8qarwXl8mSWCqu05ZbIpPYPWfUGTFUC+eRKaWonBTI5FIsUG9HS+v9NZjQVxmoLtPVO666uILC1GIKUouhQkSwhz++zgKZc1Q6oFaocFQ64ObgjL+rNwPu6U2AyoNO4XH0jr6HEW36MaJNP1oHx9iFq7K1+QS08GVgZDckJsHj5OCqpqKo0qqmKZVLMNY07lIHqSk4L4SOZCopXs08SD+Wja6m5XpQK3+QQkleOVlnBCLj5u+Mb6QQFtGo1fh5e+Hp7kZ5aQXJB4WEPI2bmqDYANxcnOnXrSuN/P2Y+tkXZObk0rKpkGjp4erKqAcGUlFZxaETJ9myZx/pWdn07NwJiURCeHAQnVq1YvWWrej1dee6zJxcEpIu8kCfXohEIjq3bcOpc4kkpaTWGftP4d86/0mlEjxc3fDx8sTTzRUXZydkUik6gx6z2fKvtas+XOsaesOaw2vWrGHChAlMnDiRtWvXMnv2bLZta3iSvNVo3bo1zzzzjF1jpX8bgoODb/cl3HLcjTZB/XZpDTprv4uGcOB4PMWlpbg6O9OzU0ekUkmD2fZl5RV8u+hX/jduDDKZlDeeH8fYyVP5evti5FIZbUOaYzKaObn+HLOmvEmv0aOZ8unnREWE0aFlHN4e7iz5ZhaPvTCJN/uOQ2wSU5xZSlRMKIdPnMTDzY1mfZpwYn0CFrOFogv5JFTqcPV3wWyyCKEPo5mU45l4R3hQVVJt3TGbjWZEEhGYbR1LTQbBDolMgsVisZOyNmiN1mqI2jBbLFhEZkETQSQCiwWzyXJFolEbYpEIF7UTLuorlzNGNm+4fNeisBDRJoSAUl8yz+RQbRY+Q4WDHAsWDNXCdZtlFqrLhGOOHg4ozXKr/9Y/2helSEFpjrCJUjkpcfV2RiQSkZNtkxx3CxCIi8lsBovF2oCtusDmORA7S0i4cJGoiDAAmoSFsnDmZ6zatIWhzz7Pe6++RIuoJshlMj783yu0jInmxXc+4NfVa0nPzmbhF5/h5KihXVwLfp8zi6HjXqg3oXL9jl188NUc3npRaN0+54N36TriYasK6z+Nf8NcoVQo6NS6FR1axhLXNJrw4CACfH3qHWs2m8nJz8eImEhvD46cOMmeI8coLi2td/zdhBvWkXjqqacICAhgypQptGjRgk2bNnH27FnGjx+PRvP3CqA4ODiwaNEixowZQ3Fx8dVfcIeioKDg6oP+ZbgbbYIbt8toNLFljyAs5eSooX1c7BXHz1m4iIKaPhRD+/clrmk0ZouZWVsXkpAttPTWVxvIP1LI7LffQm8w8MiLE62iSMEB/iye8znz9i2ztvjOOJ2Nv9gbH08PDiSdoEn3CCGoCRRnlVFZWElMz0icfWw6ErkXCtBXG/Bt4m2V0raYLFgsFkRikbURFgiEojaJEEnF1vOD4InRGQ3ojAYsFgsSJBj1Jow6I0a96ZpIhEgsQiwVYzAb0Bp0dt1RrwadUY9Oqsct2JmAZr64ujuTtDeFjFPZVo+KQWykqLSUqmIhjCFTShEbbUYENvcj/ZSgayGWiPGL8iTpaIqVWLgEOVFWXkFFVRXZF2zdSj1DhfCERCy2kgiA3Eu271NYTBBREWEkp6Vzrpa41aDePZn3yXRmfD+PXcdtpdND+/dl+Xdf4+rszJ7DR7n/6bHW70ybFs1ZOPOzBsWrvvzxZ5bVaHA4OWr44aMPrKWo/zTu5Lmic9vWzPvkQxJ3bGLpnC95+enRdOvQrkESASAWi/Hz9qaRtyfPP/4I8z//hPM7NvHn/LmMffgh3F3rT96+G3DLqjYGDhzI888/T48ePaisrGTBggXMnj2bxMTEW3F6O8yfP5+ioiJeeeUVtm/fTnx8PC+//HKdcZfjO6NGjaK6RocehHrzOyE2L5fL74jruJW4G22Cm7NrSL8+fP/RB4Awkb/35ewrjn965DA+nvw/QFArvG/0MwA4KNR8NOQVq2CVq78zmzP38+l3P+Dj6cGqud8SHixIRReXlvLxh9/TM6iD9bwRHYIJigvAYLKQcjCZtJO2hVTlrCSmV2PK8ys5v/eSHTFQOivBbEFbXtf7IpKIsZjMwm6srJTMkiJyy0sprKygtLqKSp0Ok8WeKMgkEjQKJS4qNR4aR7ydXAhwccPdQVOvpPb1wGQ2oTcaMFvMyBUy5FIZlivkgxrNRnIrCvFz8kJUw36kCgkmg9l6b5xCHCnPrcBSJTwOigsgMMaHfb8ew2w0I5aI6PRIGxQOcooySzi2ShBPc/F1ovWDzanW6rBYLNZqC5PRxK6fDmEymJDKJXQZ3Q6xxLanO3rqNEEB/nZdUb+av5AjJ0/x9QfvoFELOStnLyTx4DPPUVBUTNPICFbN/QZXZ2cAlq79k2envF2vzY4ODmxf8gshgYIY2Sff/sDH33x/vbf6pnEnzhX3duzAWy8+T7MmkfUeLyopITk9g7yCQsoqKjCaTMikUhw1Grw93Any92+QMOj0elZs2MSXP/7M+VrqpXcybkv5Z2xsLDNmzKBbt26A4AJduXIlzz77LPm1OhfeDEaMGMGUKVNo06YNOp3umohE165dkdZi3du2bWP+/PmsW7eOZ599FoBNmzYhlUq5916htGvWrFkMGTIEf39/srOzWbp0qVX6dMeOHeh0Ovr06QPAt99+S9++fQkODqagoICffvqJSZMmAbB3716KiooYOHAgAPPmzaNLly5EREQQEhLCM888w+TJkwE4dOgQGRkZDB48GIAFCxbQunVroqOjqa6u5vPPP2fy5MmIxWKOHz/O+fPnGTFCSLj69ddfiYqKIjY2FqPRyMcff8yrr76KUqnkzJkzHD9+nEceeQSAZcuWERQUROvWQm+HadOmMWHCBBwdHUlMTGTv3r08+eSTAKxatQpPT086dhRaSH/yySc8/fTTuLm5cenSJTZv3szYsUJr4/Xr1/Pwww9TVKPI98UXXzBq1Ci8vb3JyMhg1apVjB8/HsCqGdGzZ08Avv76awYNGkRAQAC5ubksXrzY+pnu3LmTqqoq+vXrB8B3331Hr169CA0NpaioiLlz5/K//wkL7759+8jPz2fQoEEA/Pjjj3Tq1InGjRtTXl7OrFmzmDJlCgBHjhwhNTXV2vb3l19+IS4ujqZNm6LVapkxYwavvfYaUqkUb29vZs6cyUMPPQTAkiVLiIyMJC4uDrPZzPTp03nllVdQqVScPXuWI0eO8Nhjjwnfty2bWfv91wBkFxbRvGc/nnvuOZydnblw4QK7du3iqaeeAoSQoaeHB9+++yZuNUqTv27cSnZpOSkpKRzZfZB37htvLVv0jvAkVV3C+cxsFi1YwJqfvsfPU1BaNJlM7NoYjynFRqJDWgcS2qYRIpGIvLQizmxKtCZGisQiwto2wiPYncRdFynOsnfJuvo5IZFJKcoswWw0YzSZOJ+XQ0JOJpcK8tAZby4PyVGhJNzLh2gff4LcPRHfJKm4EowiM2aJBZlRUtt5glwls6saMWsseLi5UpQmVGqonZW0HRbL6c2JQs4Ggrei8T1C2eix1acoyhDuW0zPSHxq8iNqIz0hm8TtgnfJt4kXTe+NxGgyWVU1ASqqqimrrsbP3VYieyEji5+Xr+SlR0fhUbNYJSanMGfpcoJCQnF1UDP83s44qFQA/PrnRmbOm1/vHOHh5MhDPboik0kxmc28M+cH1m3a/I/MEWq1mq5duxIZGcmzzz57R8wRfXv1YtyIIYQH2LriApRXVrLj4BFQqsgqKOK7uXMbnCPi4+NJSEjgw/ffo6K4iMqiArq1a0uAj7fdOc1mC/tPnuLtGV/Sv2ZdWL58OQEBAbRtK6jgTp8+/YpzhJubG506dQLg008/ZfTo0Xh4eJCSksKGDRsYN05I2t64cSMKhcK6Jn/55ZcMHz4cX19fMjMzWbZsGRMmTACEddFoNNK7d28AvvnmGx544AFGjRr19xMJiUTCsGHDGD9+PB06dCA9PZ2vv/6aJUuWMGjQIKZOncqxY8esH/DNICAggCNHjtC7d29OnhRcff9mj8TdVG98GXejTXDzdh1c9QfhwUHo9HoadejSYJ7EZfTp2pnFsz4HICM7h/YPDKVaK3gEwr0a8d4DLyKpqazwa+rN5IUz2HP4KI4aB76f/gG9u9xjPdeOVQcwZtq25b6NvYjqFo5YIqa6TMupjecoy7eJSKmclTTuEoah2kDSgRR0Ffa/FYPcwpG0i+w/m0iVruHfkVomR6NUopDKkIolQv6ByYjWYKBCp0V3BS0DZ5WaNkGhtAwMQX6NrnexRAQikXVSE4mE/5jMJrQ6HTq9HoVUjlJWtyumWCKEa0wGm/fEK8wdk8FEYQ2JkEjFxA6KIeH4BaouCfOJASPpjjlonBzQmFSocwSvg0VmwRwpwtXFkYjgYKunAODwshPWSpm4gU1xD7R5HgwGAzKZrRpo6979dG3XxroR2nXwMG98MoPfZs+0utn3HzvOkLHPo9Prua9Hd36uqeQxmUwMfGosB4/Xn0f2+nNjmTT2aQAOHj/BgNFj/lEtlztlrmgR1YSFMz/Dv9aCf/z0Wb76eSHrtm2/6m/1r/irXY1DQxj1wP08/MBAu+9BSVkZUz+byeJVa27eiL8Jf7tHws/Pj7FjxzJmzBi8vb3ZvXs3s2bNYsWKFXZfxgcffJBffvkFh1vQhW7QoEGsXLkSY60JSCqVYjYLrlWFQmEnp3ynl39269aNHTt23O7LuKW4G22Cm7dr3icf8kAfQSCqzcDBXEq7uoTu0jmz6NFJCE1Mn/Mdn30313qsVVBTJvV9yuqO94vxYsK30zh+5ixisZj/jRvDq2OetHaaTDqSSsoh23tqPDW06NMElZMSs8nMxUNppMZn2M0Gjh4OOHo6oK00UFFYRUVpJXsuJnIoJQnjX2TLVXIZwR6eBLl44uvsgofGEUU95bG1UanTkV9RRlZpMalFBaQW5tc9r0xO5/DGtGoUglgkvunQx19RX6KoSCwisJkvBWnF1pwJCxbWp+zCZDRzX3g3632PHRCNR5AbRr2RA0uOW8M/Mb0a4xPhCUBVtZaEpCSKikvw1XiRc0DIodC4qWk3IgDJKh8AACAASURBVI6qai0OapX1/Q1Go13ewvb9B2kf18Jaurl9/wGmfPI5K+d+g5e7EOZatHI1E95+H4DJ48cx8Rlh95qWmUXnoQ/Vm3ypkMvZ9cdiwoOEcNgLb733jy5qd8Jc0bp5M5Z9+xWamvUpr7CQNz/9wppHciNoyC61SsnTI4czYfRjdoTit9VrefWDj9Dqrpy4fTtwrWvoDSdbpqSkMGnSJDZs2EDLli3p1q0by5cvr8NoL126RG5ubgNnuT5s3bqVmJgYYmNjrf8ePnyYRYsWERsb+7f2ZPg7cDkEcDfhbrQJbt6u7DxbaM/d1fUKI22Y8skMDDWS4i+Ofhw/L5ub/GjqGb7bucT6OOt0HjPHTaF5k8aYzWY+mvMdD4x5lvQsIUEwvHUQzfo0sSZJVuRXsH/pcc4fzsBoFPIn2gxugcbdphlRXlBJ1rk85AopliA58w7tYN+l89bFXiISE+MXyKg2nXi5e3+GtGhH28aR+Lu4NUgiRLVyARwUCoLdPekYGslDrTvyas8BDI5tQ6iHzc5qg55NCaf4cd9O8isaKDMXgUVkwczVf/9iqVhIpJQI9+GviaKuAc74NvEm/VS2lURU6bVsSt/L0D59uT/yXiuJCGkdiEeQGxaLhXM7L1pJhKu/M97htgZjapWSVs1i6Nm5E9WpNs9oQHNfRCKRlUSUVwoVMjKpFLPFYp3Pundox+kLSdaunt07tOeFJx5j5PiXqKzxtD78wP2MGiS4yT/+5nv2HT0GQCN/P955+YV674VOr2fiBx9ZH08eP/aqHUZvJW73XBHo58viWZ9bScTB4yfoOuzhmyIR0LBdVdVaZv20gDYDh7BkzTrr8yPvv49l382+Y7u0XgtuWEfCbDbzyCOP8Ouvv16RKOTm5vLll1/e4OXZQ6/Xk5+fb/fvqFGjSE5OZuHCuk187nQdiaeffvquUUC7jLvRJrh5u7q0a0u72BYA/LpqLRk59bdUr42iEqFstHXzZshkUtxdXVi3bYf1eEpBJtVGLS0CBInmirxKhvTuQ3x6ArkFBaRnZbNo5WpUSiVxTaNwdNfgEeRGYXoxRr0Ji8lCaVYJJ88k4RIYREFCBn6NvXD01FBRKJSCWiwWNhw6xvy1W6muCWNIpRJ6tYtjZIeONHH1xVXtYPUUWIxXW8wtlGsrKauuoKSqlDJDJSKVDE9/byx6Ex5qDc38GxHt60+1wWAlD5V6HfEZqTir1Hg7Odc5q6jmn6vBYrbU2GV7zmwx4x7kiluACyVZZZRkl1k9M9ll+bjFOtO3dRdyTxRYn/eJ9KRUU8HardvZv/EYqgohXKIz6vlu/1LW7tjOiYRzFBQV4+jggLOjI/nJhaTFC6WWamclWfJ88goKCfQTSlUVcjklZWUoFQpEIhEikQij0YhYLMbf24sNO3cR5O+HTCqlWZNIEpIusmLDJu7v1QOALu3asGLDZkrKyth35DgPP3g/cpmMuKbRbN27z47MXkZaZhbNo5oQERyEo0ZDUWkpR07e+k679eF2zhUikYhFs2YQGSo0gtt54BDDx79IaXn5TZ/7anZpdTrWbdtB4qVketzTEblMRoCvD+3jYlmxYdN1h1L+TlzrGnrDHom0tLQGPQCurq48+uijN3rq//Af7jr4eHpa/y6+DgG3T7+ba61DHzagH9ER4XbH153YyS8HV1sf558v5LNHX6NdC6HMtLyykjc+mUGPUY+x88AhnDw1tBsWh1eYTTXRWa/g7IoDFOVWcWpTIhcPpCKRilC5KFh35jg7LyRYxwa7ezKuS0/ua9WKpu3D6TCqJc36NKFRCz+cfZyQyK7SmMwCjkoHPB3d8Hf1IcDJG0ezgrKMQky1FC09NE48GNuG0R264ukoaEaYzGZWnzzKvD0bWHdyB9vPHSQh+6K1tfn1oLiqjIOXTpKuz8En1JOSzDIyz+RYEy2NJiNHc8/Q69FOeOhcSTqQYn1tWnU2g959jv5PPM3GlbuI1oRZj83ZvpiN+3ezZss2Zv20gLGTpxLb7366D3uUIxtsIkXhHYLp1fkeoiPCmfvbUmvowcXJidIy22ImlUqtC8ug3j35bbVtJ/vuKy+SkHSRhctXAoLg1edThcTt1MxMPpz9rXXs+6/WzSG7jOlf28a9/NRoa3XJ3YxBvXvSoWUcACkZmTwx8bV/PLSwatMWBo5+xtouvn1cLLPefesfvYZbhRv2SBw7dozly5eTlVVXzCQ6Opp169bx3nvv3eTlXR0///xzvaqWcOd7JC5cuEBFRcXVB/6LcDfaBDdnl1wmY/rrE9Go1VRVa3nvy9nXrOqp1ekwGI3c27GD0FXUw50VGzfbjTmfk0K5vpK4QEFKu7pUS6+4ThQai7mYngZAXkEhS9b+yaETJwkJCqBlpxjULipKMksFHQczGKt0KByVKJ3UIJaw7twpDifaukt2i4xmQEwcKqmcymKh+2fGqWzKCstRO6vxCnUntE0gQS388Qx2w8XXCSdPDXK1DKPOiMJdw6WMVKp11RjNZkSI7CoV6oOTUkWsfxBVeh3ZZULSY4XeSGxgY9qFRGMwGbiQl8rh5FMcSzvD8dQEkssyiU8+i5OvI81bN8HNzwVXP2cU7nJ2njzEieRExGIxzQMjcZE6UVlSbQ3Jmi1m9l88zsGSU4x/9BGSdqZQUWiLDS89vJ4vNyxAq9PRrXFbxnUbafXG/H5kA5vO7q3XjiHNehPmEQhAvr6YsLZBOKhVKBUKWsY0ZeGylbi5uODi5IRSoaCopMSaE2GxWKy5Lk3CQvlj3XqaNWmMVCKhZbOmjJv8FkP69cHZ0ZHgwADOnL/AheQUTiQkMKhXD9xdXQnw9eFkQiJJqXWVLPMLiwgPDiI6Ihy1SkV+YRFHT5254udyK3A754rZ772Nr5dA7p9+bYpVh+VW4Hrsyi0oZOfBQwzp1weFXE5UeBhpmVmcPn/hll3PzeBv77VhMplo3749hw8frnOsY8eObN++HYWibnb0P4k7Pdly+PDhLF269HZfxi3F3WgT3Jxdzz/+CO++IpQOr968ldETX7+u1yvkco6uW4FvTY5ExweHk3gpuc64DuGxvNTrcS6nCsjVMpad3cQvG1fXGds+LpYPXp9EVGAjkvanknPe3u19KDuZTfHxAFgsZtIKzuHr5EjnyNa0C2mOk6rheK5ILMLBTY3aWYXKSYnKUYHCQc7vWzfz+by5lGnLBaVHQCwSo5IpUCtUaBRqNAp1jXKlI65qZzwdXfF2csfHyYMjaSlsPy+01haJRDzS9h6C3DwavI7rgRETm0/tZeOZPbSIiOKFPg9TUWCbM8q0FXy9bRHx6UIX1QfjejKy7QDr8Q2nd/PT3uX1nrtrZBue6z4KEPItJv3+CQaRkU+nvMaQfn2s4+YsXESPjh1oHCaUkmbm5ForCap1OlQ18+mRk6dxUKuIChc8Ia+8/yEFRcUs+OJTAJJSUuk4eAQmk4n+3buycOZnAJxIOMe9I+v3FEeFh7Fn2W8AXEpLp+39Q/72Co7bNVcE+ftz7E/Bi3Ole3KjuBG7alfbFBaX0GrAA9acmduJa11Dr0vSLDAw0E7WNC4uDqXS3g2mUql45plnSEtLu74r/n+IiIiI230Jtxx3o01w43bd36sHU154DhDyimb9tOC6z6HT65n98y9Mm/QKAGNGjbBLkruM/UnxFFWW8u7gFxAZReirDAwM6U7gcF8+Wvo9llp7hgPH49l+8ixPvPQqjzw4iMHde1F0toTS3HKySorZXEt6vm1UEJn7TpCYW0BibjI/7V1GE59QYhtF0dy/McEe/nbXYTFbqCiopKLAfiKMJIBvH30HgHJtJaXV5RRXlVFcWUZBRRF5ZUXklOVzMuMcpdX2OzoRIjwd3fB1DcWMCovFwor4Q4y9pwcq+Y1tWJSOCtwDXYhPP8dLn08jxj+CsV1HEOUbZkci9l08zo97llGurUQhlTOu6wg6hre0Hv/z1E5SzVnMfHsKnVq3wsPVFaVSQVpmFomnLiFNs0WQ5+3+nYIKQX/imdff5PiZs3wwUQg7PPfow0yd8SXjHx2Fj5cn/j7epGZmEeTvh0qhoLi0DFdnJ1o3j+Gz7+daicRrz46l1YBB7Dt6jI6tWhIeHMTgvr35fd16/ty+k/gzZ4ltGk2LqCZ0aduGXYfqbv4Ski6y88AhurZvS2ijQLq2a8OOA4du6L5eK27XXNE2trn173V/QxfUG7Fr7dbtrNi4mQf79MLd1YUnRwzlyx9/vuXX9nfhuojE6NGjefvtt7FYBKncOXPm1Blz2c13WbzpPzSM0rtQg/1utAmu367QRoH8b9wYhg2w6ad8vWARx8+cvaH3X7RiNZOfG4vGwYGh/frw5qdf1BvTTcxO5rmf3+Wrp6Yi1UrAArGuTZj1+BTeXfa1dRG7bFNGdg4fzfmOT779gS7t2vBoj0GsPxBv3Y12Couke0hT+kW0IUubz7xNf3Aq/TxnspI4k5XEItbgoFAT4RVEuFcjgtz9CHD1wdvJ3a71+l/hqHTAUelAgGv9ksNl1RWkFmZxqSCd8zkpnMu5RF55IXnlhYR6tcBB6UyFTsfbf/5I746xdG/Vnkj/YPSVevTVBow6I5VVWpKSUyguK6PaoKWkqoy88iJ69ujIsKH9UDgo2HfoGJu27OHTYf/Dz8VePErqIGXa8m85liK4+YPc/Xixx2P4u9r0Bn4/up4+Q7vyeb/edWzwdfYkMz8bg0jI/ThTmMSepGN2Y75ZuBiTycT01yYCMPm5sbzw1rt8/9EHSCQSvN3dqdZqUSmVOGpsJfRD+/dj7dbt3NejO94e7jzy4CCmf/0da378DoDnHnuY39etB2DW/IX8+Ol0AJ4cMbReIgHw0+/L6Nq+rXXc300kbtdcERRgI75nzifd8vPfqF0fzv6GQb16IBaLeeTBQf8qInFdoY0mTZoQHR2NSCRi6dKlvPHGG1y4YB/L0el0nD59mtR6YnH/NO700MblNsh3E+5Gm+DqdonFYpqEhdK5bRv6d+/KPW1a2R1fvGoNL7077aY6nn713lvWEr+Rz7/E5t31x+MBpBIp30x4B6cq2+JjMBtYsG8Vm8/sw4KlXptcHXwIcBfkgX1cXBjdrisSsX1Odrmukr0XjnEk5TRnsy9iMte1SSIW46Fxw9vJnXC/Rkx+Zhy6Sj3padlcSErBWeWIq9oJhezayw3TirLIqSqgUmJkb7wwv3i4OfHbj2/a5VpUVlczc+5PzFm4uA7ZigoPY+NPP1KSUUb2hTwK00vq2Kd2URHSKpCxH7/F3qNHEYvEDGzRneGt+yKVCHuvKr2Wr7cv4sUXH6f/vd2sr62q1pKZk0NVaTWl8WXoq4S4squ/My36RzH5kxn8uPSPOrZ99ubrjB4mKKyu2bKN7Lw8nhk1EoD4MwnENo0C7MMdU2fM5P1XXwKEcEa7QUPZvGg+LWOaAtDr4cc5dvosUqmEExvW4uPpgcFgJKZ3f2tvjtqQSiWcWL8GHy/PK467Vbhdc8XUCeN56aknAHhgzLPsPnTklp7/Zuxa8f0curRrA0CHB4bddintvyW0ce7cOc6dE2KEo0ePZu3atbe9FvjfjMmTJ98Rym63ErfbJolYhlKmRi5VIZcqkUpkSMQyJGIJIgRBIwuWGq+aGZPZiNFswGjSYzDq0Ju06A3VGM32iUWX7RKLxTTy8yUsKIiIkCAiQ0KIjggjKiLc2gOhNkrKypg6YyaLV9680M/67TutROKeNq2vSCSMJiNjvniTryZNJdDsi65Ch0ws46l7hnJPeCvm7f6DR54dXeez8nIOtP69N3EHFlk+j3d/EJVWae326ahwoG9MZ/rGdKZar+Vs9kXOZF7gbPZFUguzMFvMmMxmcssKyC0rILsqnx/aNAIgdWc2b82YZX0PlVyJW00uhJeTO77OXgS4etPIzbdOh89Gbn40chMkjPOz9ZzPzaagqIztfx6lbdsoyvTlLFi5ErdGwXw+9ycANAo13k4eBLr5EOoZSJ9W97D/F5tXoDaJSMxNZtjj/fEMdiPh4kX2Hj1KoJsvY7uMIMI7yDruUn46X25ZQIu4KCuJqKiq4n/TPmb1lq04yx2ZOvA5PDQ1eiEqES36RiGVSfl0ymukZmaxde8+O9ve+XwW/bp1xcfTg4E976XfY08xatBANA4ONA4LQW8wIpdJcXOxlb726NiB3YcO07ltG8KDg2gb25yffl9mJRIjBg7g2OmzGI0mlq5dx4TRjyOTSRnctzffL17CX2E0mli67k/ruIE97uWn35fVGXercLvmitolnm4ut76R1s3YtePAQSuRaBEddduJxLXihtu+LVhw/bHe//AfbjUUUhUalSsOCmfUcidk0luT4Gs0GTCYtTg5KQlu5E2MXyDbf1tI47DQaxLt0VboqTTAsdRsu5K9m8GhE7YOkM0a199U6K944dP3+WLKFFoHNiUrQdB7aewTwkdDXqWoQoej0oFyrZDL4KRyRy6tEUeqLqZKV8aWo/vZcnQ/zSMb8+G4V1BpFRSml9iafcmVtApqSqsgYfGq1mtJyk8jKS+Vi3npJOWlWRuJAWTl2GvOVOu1ZOq1ZJbYnteo1Yx6YCCP9xiMm8yZkuxSirPKKC+osPpPo338OZ8riG3t3BqPKF3QuGhJNKIsMfOemIZSqqhbFaK1f1hQXsyepGPsSDxIaEQg40OFxLs9B48yok1/7m9xr/UcZouZNSe2s/TweoxmExPatbWeZ9K0j1i6dj1Bbn68MWCslQSlF+Xw7prZvGwZzYtPPg7AxGeeqkMkKqqqmPXTAj78n5AHM6BHd35bs46nRw5HpVSSnldAoJcHKqWSvMIivNzd6Ny2Na9/9Bmd2woLz/09e/DxN9/zyeT/oVIqGdizB69/9BkWi4Xf1ggEAYS8nfqIBMCy9Zus4wb06Pa3EonbhaQUm7c8rmk0qzZtuY1XY49LqbbcwstVJf8GXBeRmDp1KnPnziU7O5upU6decazFYuGDDz64qYu723Ho0N8bg7wd+CdsUkhVuDh446z2RCFTXf0FNwCpRIZUIsNQDRcSi/jw48UoFXIiwvyJbhxETFQwzaJDcHEWqheMZihMLqA0p5zCtCIqa1QRvZsH8eG7H/D61Ddu+poKioopr6jAUaOx6wtwNbw6fTq/fPkZbQY149zOi1SVVCMWi/HQqpg1cgqr4rey/vRu3B1tseOC8gy7c5w8n8gD/3uOmW+9ybAn+1KYVkzymQwyk3JwVtnaj6vkSpr5R9LM30Z0dBY9J9Yn4OzjSHpSNjKJFIOp/j4bD91/H++8PAEPN5v6p1dNK+5LKWmcPJxIcVYpSoXNk1BQUY7JbEIiliCTSMEieCLqhQicPDUcvnSKnzet4GK+TTa8lXOMcL7UIvxKPQht2ct6LLM4l292/sqFXNsiVJukFBSV0NQvnIm9n0StEL6TqYVZfLD2G8q1lbz35Wz6detCZGgIrZvHoFGr68hWL1mzjvdffRGJREK39m2ZOO1jnh45HICysjLwEipU8muIhEQiQavXYTQakUql9LynI29+9gU79h+kX/eueHu40yKqCfFnE0i8eIkLySlEhATTtkVznB0d6xVfOp14nrTMLBr5+9GpdSscVCqreuatxu2a/w4cj8dkMiGRSBjY817enfnVLa1QuRm7DLXEqK5WGn0n4bqIxDvvvMOGDRvIzs7mnXfeueLY/4jE1ZGRkXH1Qf8y/J02Oarc8HAMQKOs3x1pMhup1legNVSiM1ShN2oxmvQYzQbMZiPmWu2sRSIxYpEYiViKi6ML3dt3JCayCUYDpGXkkZqRS36BfdKUVqfn1NlkTp1NZsmKmifFJiIbh9LcMwh3swwPjaNdP4i8k6n0fqQnb8nfuSWN4soqKnHUaOx6M1wNZrOZsa9PZcuvP9N+RBxpJzI5t/8iUpEUtULFQ+3uo11oKxYfOSDYaaiiQls3Nm40mpjwzvuENgqkXVwLvMM9GTt5Kgf3xxPlF0aUbxiNvUNw19h/PgqRnPzkQvKTC+nkGkebJ2JIzEkmPj2Bo6lnyC7Nx9nRkR8+nmbtLXIZuw8fYfWmrWzavYeMbJsaqEgkJiZQaEyWXJDF5rP78HPxwkmpwdFBg06nQ2fQU6atJL+iCKlawisTnsTJU0NOYQHvTR9XR0FQZBRxckMCeZcKUYoEz5bRZGRl/FZWHNuM8S+5IEdPneapkcMAeG3kGApOFlpzKM7npvDR+h+o1NnIQlZuHpGhIYjFYhzUqjpEoqSsjMRLyURHhBMZGsKJhARboqVahcFgRCaT4qixkaSYyEiOnT5L29jmRIQE4+7qwrZ9B+jXvSsAnVq3Iv6sICi2Zc8+IkKCkUgkdGrdkj+376zzGQNs3buP0cOHIpfJ6NKuDet37Kp33M3ids1/RSWl7Dp0mO4d2hMc4M/AnveyevPWW3b+m7Gr9gahoLjkVlzOP4LrIhKSWgxJ8i9iS3cqBg8efNflSPwdNmmUrvi4hKCS22sXWCwWKnWllFcXUqEtQWu49rpri8WMRuPAhNGPMWbUCGvr5dqIP32ODTv2c+J0Ekq1G4kJl5BL/6L6Z5ZwPiGV8wnCTlUpk+Hr5Iqfi4vwf2dXqjKLiY6OJr5Gl+FmIJMJP9nLPTiuFeWVlUx4+33+nD+X4JaBSDxk7N9yGpcqOWKxmHO5tkXa31lDVqGKSn3dnajZbGba7DmsnidUBzzYtzd//LmB9OIcNp0RcjbcHJwJ92pEqGcgkd7BNA9qbNdVUy6V0SwgkmYBkTzaYRAZJblEtw0nrlW0dczKjZv59Pt5nEu6eFXbCitL+GmvbbETui9Otz6WSaVsXvQzbv4Cwfl87o92JEIkEtGn6T0MC+9D3qVC6/NnspKYt/t3Mkvy6n3fZRs28sLox5AXSSk5U2olEUdTz/DllgXojDbi+GDfXnRqLSTgFpWUkN9AEmNOfj7REeHIZTIUcjkpGZlEhYfh5+XFhZQUosLD8PGwaWdEhYdx5NQpa0ljsyaN2X/suPV4XIztnu49cpRnHxX0LNrGtmiQSGzavZfRw4cCQl+Pv4tI3M75b86CxXTv0B6Ad1+ewLa9++ttbHYjuBm7OrW2lRWfvUNEqa4FN5wj8R/+w98NqUSOv2s4Tmp70SGdoYqiimxKKvPqJEVeK4YN6Me0Sa/g7mq/e9539BjL129i4649ZNXqITNlyhRWb/0NiViGWuGIg8IZB4UzSrkGscjmZtcaDCQX5pFcaFt8NId3YdSq8HUNQ6uvRGeoRGuowmy5vgoOmVSKe01yWOEN7FYOHj9hLRkMbOTDqegMXn3tbQY070F8hqBQK5dIGd2xL6M79mVH4iHWn9pFTlnBX+7RcfIKC/Fyd6dDXKyQwFrLNVxUWcqh5FMcSj5F13ZtmfD+E1QWV7Hhz10cP3SWGP8IPB3drOMDXLwpO1/O7ouHcQ1xZtbahazeeeUdokxiy1Mxmq7QA0AsZvprr9KsiRBqOXXuPAuXr7IeD3LzY2y3kYR52pJMZSoZ4e2DmPTqpw2SCACRRcS6+duJ9Wtis6WpD20faUHzflHkFxahVMiJjY6y9nQAmPvb7w1m9StrifgZjUZroy6pVEJ2Xh5R4WHI5XJriMvP24s/1m+wviY0MJDdh44ILdNrlBIvo7ZaZYso2zX/FfuOHLOGSzrWWtjuJmzbt9+qm9HI348v3p7CmNem3NZr8nRzo0/XzoBANo+fTbjKK+4c3DCRUCgUwhe6Vpxt2LBhtGzZki1btrB1661zFd2tuBsTVm+VTU4qDwLcI5GIbV/RKl05eWWplFffeKWQSqlg5ttvMrR/X+tzOr2ehctX8v3iJVxMrV9I7bJdJrOB8uoi6zWIEDH2yedw1zpy7vwlMkuKqdTblxxWVFYhQoaHo71wk8GoQ2esRm+sRmeoQmeoRmcUQjL1ISQwwOoJTL5B9+m3v/zKfT26A6DCTHZJPlvPncVBKVQDtAkKRSkTOndersw4lXGeTWf3cjT1NCaz0Mjr+Jmz9OnSGWcnR3y9vOxIV210aBWHSCRC4+bAptN7WbZTkLP3dfakVVBTRnYZgMwgfMZmk5nCpGJGRPTF1eDEH0c32oUGaqO2d0pntB+zYMECPNxc6da+HWMeGk7r5s0AYWF+8Z33MZvNyCRShrbqw8AW3e30LvIoYthD/ZApZUyb+DKPvjyp3vd3UKiZ1OcponxDrc9FdArBPcIVjVpNv25d6n3dH39uYOa8+fUeE4vF1oU/r7CQaq0OdY2nzGAwoK/lhboc4nJy1JBZK4HVx9MDk8lESnoGjcNCaeTnZ7OtsNBKAJuE2677r6ioquJ04nlim0bTODQER40D5RW3XmXxds9/L7/3ITuX/oKjRsPgvr3JzsvnrRkzb/q8N2rX1BfHW4nkopVrbqpU/J/GDROJhQsXUllZyejRowF44YUXmDlT+BAmTZrEwIEDWb9+/a25yrsUrVu3Jj09/eoD/0W4FTb5uITg6WTbIRpMOnKKkympanh3eCXIpUrkUhWOakcefXAwxQVmvp67CrPFwqW0dPYdPUJJWRlGswGN0hWDSYfBqLPzGDRklwULvy1fxM71W0n+4zDa8irKtNVklxaTVVpCsdRIUkoqBn3dSUEmVdRUmdh7RcwWMwaj1kosdIYqtIYqoiNsCYzX4vKvDweOx5OTX4CPpwdNIyII9oqxkgi9sZqVx1ahNxbTNbINSpkwqV0OQ5RWl7PnwjG2nztgR7iCA/wbJBJxTW2u9YPxNrXM7NJ8ShTl9BvTjcqiKpJPpJF6KguFVI5UIqV/sy50jmjFb4fWsTXhgJ0qp6uzMyHeERhq+NYjQ/rTLDoIVxdn3F1cCA4MQP0XxV2Dwcgr73/IiYRzRPmG8kyXEXYCVOlF2fyw63eyKvPoPbIzHkpX+t/bjVfHPMmMH360O5eHxpU3+o+1xREG4gAAIABJREFUClNpDTq+2voLbgku3NuxPUP798XV2dnuvU+eO8dX8xeyZsu2Bj+bvl07W1938PgJxGIxIY0CACgur8CpliBVbY9GRa1F/nJL7Oy8fBqHhaJWKe2IwPlLKXi5u+Pl7o6jg0ODMszHa9QwxWIxTSMiOHD85sNyf8Xtnv9SMzMZ98bbLJz5KWKxmPGPPYyDWsVr0z+5qQ6cN2LXkH59ePiB+wEor6jg659/ueH3vx24YSLRtm1bXnvtNevjCRMm8Msvv/D8888zb948Jk6c+B+RuAqio6NZsWLF1Qf+i3BzNokIdG+Mi4Ntgi+pzCOrOAmT+dpzAtQKZxyVQkmoSq5BXGvHuX7zsTrjVRIPVK51ezYYTXr0Ri06QxUysyOOSje0hkoMJnuPQ0lJCUMfG8mC73+CAi26rDKi1TIcIr1YsmY5S7fMr9G3cEApU6OUO6CQqpHLVHYu+ssQi8QoZGoUMjVg69J58ZyWwY+9Q6C/F+eTL+Cu8ashGtV1rqkhWCwWNmzfg9jiwPI1e9AoheoIk9lEWsE5qvXl/LhnGUsOr6d747b0iu6Ij7NQhuascmRA864MaN6V8pJKUuMz8Y30JMC34QqSyJBg4R6VldklSwJMHj8OAAc3NXN3LWPFuk0MaN6N/s26oJQpcFQ6MKbLcLo2bsuqs9u499729O3WhajwcIY89g4GqlEq5Ewc9ygKhazBazh/KZkX3/2AM2cv8HTnYfSK7mg9ZjQZWXF8CyuPb7EmU774zgcsmjUDgDeefxZXZ2femTkLo9GEv4s3UwaMsyaUllSV8dH6H0guyIBU2LRrD5M/nkGArw8atRqRSERSSir6qzQNdFCpePvlF6yPF69aQ6tmMVZtkpLKKkIbCVocBUXFODsKlTLlFZV2JOsyaldkOGk0ViKRnpVtfd7f16dBQlpb8bFxWMjfQiTuhPlvw85dvPTeNGa+NQWxWMwTQwfTNCKccW+8RUpG5g2d83rteqBPL2a//7b18ZTPvrB2BP234IaJhKenJ5mZwo0ODg4mNDSUhx56iPLycubNm3fb3Vb/BlT/TWVVtxM3Y1NtEmGxWMgqTqKoIvsqrxIglypx0/jh4uBV7+J8I5BK5EglctQKJxKOpxDsJZQHmszGGi9BJVp9JVpDJZcuptCh+z20a9eO1i1bUVhcxJqX1lBZs+MzmQ1U6kqo1NnnNohFEoE0SFU15EGFXKpCIVXZEaDLKCoup6i4HBDj52ZrKS54MXSCN8Wkw2QyYLKYwGIBkQiJSIJMqkApc2D+wt125zSaDKQVnKVab1t8KnVVrD25g3Und9IsIJJ7m7SndXCMUF4JOEocuLAvmaQDKfT070BaaBaHU07XUbm83GgsLcv+cwxtFEj7OKHVeeLFS/yyYhUWi4Ulh/9k05m9PNz+PjpHtAYg0juYST5PEtDUl9DgRuzed5LyCuF7dk+HGDsSodXp0OoNnDhzlpPnEtm4czeHT5yiS0Rrvhg52a5U9XxuCt/tXEJGsT3B2bBzF29//qW10dqzj46iY+uWfDpzLoMje1oblmWV5PHhum/Jr7BPnLRYLHYL9tWgVCj4bvr7hAcJehsHjsezadcevpn2rnVMRl4+97aquV+XLlkTNzOyc3B0sHkqKmsSBg1GG/G+nAQKkF9kSyb1cG1YjKl2l9DLBOZW406Z/xatWE11tZbZ77+NQi6nTYvm7PrjV76cN5+vFyy67vbi12qXXCZj8vixVt0OgPl/LGfRirpN9u503DCRqKqqwrnGDde5c2cqKio4ckSQGtVqtWg0DXcH/A8CPv/889t9CbccN2qTt3OwlUSYLWbS8s9Srr06K5dLlXg7B+Os9rQru7wMvbEalUrK8Pt74+PlhlqtYNrs2VxMTcOCBZFIhFgkQSKWIBHLkEmEcINMokAhVdUrcCURS1ErnFAr7JUXjSYD+clVrLywGZ2hCrFJgVxqQm/U0ZASvdliolpfbreIX4ZMokAhEwiGUuZAx5Ztyc0rprikbotiwYuhui5dDbFYRItmISxetxijuf7SVAsWTmYkcjIjEQeFms7hregc2YpwL2HRs5gtOOPIy72eoLS6nB2Jh9h8dh/55UXIZTJrlUnFX1zolzPmAX5dvdYuWbO4qpTZ2xZxNPMsr/YfjanKBBbIOJ1NdmIeCw7tsI49cuYw3Ub8SWFxKSVlpVRV2/JLZBIpHcPi+GTIRLv+GNV6LUsOr2fDmd0N6gfM/vkXKqqqmP7aROQyGWFegYxpNxSDVligL+Wn8+Gf31nFvG4UkSHBzPngXWt1RXlFBRPefp+WMdHWPJ7i0lKOHT1qJRJpmdl0EjgWZy5cwK9WyWBugZAYK5fZyFVtUlFRacsncahHifUy0jJreS6uQ7PkenAnzX/LN2wiJSOD76Z/QGijQBxUKt54/llGDx/CNwt/ZcGyFdfcjfNa7LqvR3feGD/O2ukVYMGylUya9vEN23A7ccNE4tSpU4wfP57U1FSee+45tm+3dVFr1KgROTk5V3j1fwBBSnX69OlXH/gvwo3Y5Khyx8tZ2PVYLJZrIhEiRHg6BeLp3MiuasJsMVNeXURZVQEV2hKMZj0rf5hjVf97/aNPOXXhNCDIaYtFEsQiEQaERdNsMdtpTohEYhRSFcOGjGTT+q0o5Q4oZQ51y0C5LGLljAPOds9bLBYMJi06gxa9NbmyGp2xGoNRW69rGrB6Fyq0JUilEr6dsRiAnfsP88iE160eDIVUjVyqRCZV2CWn1gezxYxWX8GD/bvyxEP98fV240zKYbuM/oZQqatiw5ndbDizG38Xbxa/O4Pi1FJ0lQIJcVY5Mii2BwObd+dg8knWnNyO2WxGLBbbVSMAREXYqgn2H6vrNlcpFXz0/kSiw8NJjc8k+Wg6ZqOZrMIiUnOExdJRIUej01NWIcKiNeMo0+Cr8WLco0+RfCyRVsFN6whTHbgYz4L9qyisvHrVy/zfl3My4RyfvPoa5SfKrSTC2duRXv07ow82sW3vfg4cj0d3HRohIpGIdrEteHTwIIb274tUWkO2qqp4YuLrlJSV8etXXyCuke+e/fNCXhnzNCDkRsjlNpKw78gx7mnT2vr4smqjay0p7dKyMuvfxloJfH/tMVIbeYW2Sh1PN7cGx90M7rT579jps3Qb/jBvTniOJ4cPRSqV4uvlxXuvvsjrz41l3bbtrN68lZ0HDl1RpKshu/y8vBjcrzejBg20IxA6vZ5pX33D1wv+XXkRtXHDROL9999n7dq1xMfHo9fr6dmzp/XYgAEDOHasbiz6P9hDfIUf8r8V12uTRCwlwM3Wdje7+OJVSYRUIifII9rOI2A06Skoz6SoItsunyK0USBRYZFs2n6U/UdOs3VbIk382iGVyOv1YFyG2WLGZDJgNOsxGPWUFFRgMhspqcxDb9RiMhmQSGryHuRC7oNCqq7XgyESiWp6f6gAV7tjFosFvVEgGNpa4RKdsQpLLQEtZa1W2SIxVOnLqNKX8VeIRRIhJCOWIRZLECH0FjGbTRhMegwmYceeUxKEr7ewQLz/6svc9+Qz19VoKLMkl/PaVB58tBdFmaUsX7SBQAcfpBIpYrGYDmGxdAiL5fDqk8R0ibSrHgDwcLXdh7/KZgOMf/xRYmpkwOX+cqZ99O3/sXfe4VFUbRv/zWxPryQhCaGFEEJvSkcEBEQpKiiCIlW6ChYEuwJiAUFAAQEBUQQsFGlKld5DJ7SQ3vv28v0xyWyWhFDE933N531dXOzMzszOmc2ec5/nPM990zyoPha7kxi0qRVN84hyqg+KoFpUC5dd55Iv88OR37iYeu2O2whw7WoiF7ZflstVvap40OSxGJRqJWOrD2Ts8wOxWKzEJyVxNPY0V28kkJKRQVZOLkajCbvDjk6rxd/Hh/CqITSIqkPzRg2o4u/v8jlX4m8w5NXJZOfk8suiBdSKkIj18TNn8fXyxl0nEdfNu/bIJYKFej27Dh7i9VEjAYlknDwneSFVqxoCQF5+gcugd6tIxc0wGE0YTSa0Gg0+Xp63PO6v4H+x/ysyGJj88WcsW/szU8a+yKOdpAonN52Wpx7tLrv5Hjt9huNnznLxyjWuJSYWq84WYbFa8fX0oH5UHYIDA6geFkr9qDq0aNSQurXK/q0ePhnLxA+ncy7u/ruQ/idxz0Ri586dREdH06xZM06ePMm1a84f6I4dO+6L+E5lx4kTJ25/0D8Md9umIO/qKItzGvL0mWQVJld4vEbpRo0qDeQB2+FwkJGfQEZ+gkuVhSgo8HUPoopHHZ4c/L68313jXeaa5UEURESlBhUadGq4fimFEF/XjsBut2G2meQKiwJDDlabGQQBURBRKTRSvoNKqhopL1ogCIK8JOGpc878HA4HJqseg7kQg6kAo6UQvd6Im5vWRT76ZtgdNinqQcXrtKs3bOKNsS8SEhDAA00a8d4r43nr07srfVu9YRN9u3XFP9yHxt3r0W/EBDpHt+KR+m1lr4mC5EIOrj5OWIOqRNesxfmrUnJf6ZmxSuWaKCkIAs/17S0dZ7Xy1KhxXLx6jZOXzlMvrJVkwiYI1K8qVfaYrRbUyrLJlgazkSPXT7Pt3D4Xaes7hU6tZXKPkTKJuJGdzOEbZygIMdDhgRZyJEGlUlK7eoSLp8idIjs3lwUrVrFg5Sq6tm/HmgVzZJKRnJbGt2t/5ot3p0rttFhIy8iUEzDXbPyNKv4BskZG7PkL5Obn4+nuTniIRCQu3+TCXJKkCZBfWHaJrDQMRiNajQat9v7419yM/+X+7+KVqzz38mtEVo9g+DP96du9q0slTrMG9WnWoP4tzx/6aFlb+dLYf+w4c5Yur9B475+EvyRIdePGDW7cKFt3v3Dhwr9y2f83uHTp0n/7Fu477qZNUoKk1OHZ7FaSsytm5WqllppBDWXiYbYaic84h9Hi7BBFQUGgVxj+nqEoRCVFhWWz5S02MxarsVg62ybP/AVBRCiWzVaISpSiqsLIhSgq0IpuaFXlrzU7EyCN5OkzsNos0mcJ0n2W5ECURzIEQSiu8nDH111ao+717NtER0XQMKYGYVWqkZSR6BK1uBtYrFbemfUl89+bilKpZPSgZ1GICt76bPYd16//se8A5+IuUy+yNi0aNaTLQ21Yt3krG2J30jGqJX2bdsHP3QeHAxJik5nceQSf/raE2MSLJKc5S3lrRVQjPsmZIR9eNURel99z+AgXr0qTFJVCg0KUCEOuPoupv8wiKqg6vu7eBHn5IyCgNxuwqgWOnD9BXHr8LT09bgelqGBS1yFE+EuRlPT8LD7a9DW5+nzWbN6Mr7c3HVu1pOODD9CsQX3CgoPwvMO8sLz8Ag6cOMkvW7ezeeduHmzamNXz5rioGl5LSOSzRUuYOfk1ed9XK1cx8tlnAIlUzFm2QiZcAOuLS0ubN2ogz/ZPFUcoSlDaCCotw1Vo7GbYi43ZSi8d3k/8E/q/uOvxvDZ9JlM/nUWHB1vStV1bmjaIoXG96Lu6js1m4/iZs/yx7wDrNm/l6o3KVfb/l5UtAwMDiYiIQFeOxPDevXvLOeNflKB///6VTiL7btoU4BkmD9KZ+Ym3TPgDaeCtHlhfJhEGcwHX0k+7LGN4aH0J86tTZnmhVo2qtG5Zj08XLyAzNwONSoeb2hNNsd24SqFGoVChEBTF91NiNW7HarfgcNjw8/MjIzOj1P2IxUmaynKrK0qOqSgBUqr+MJBvyMJsNeJw2BAQUSm16NTuaFTuLp24xWoj9uxVYs9exVdbHe+wauhN+RQacyg05pabsFkR6jZqzKSPPmb2O5Ki38hnn6ZendqMfeu9MqWa5cHhcPD+F1/yw5dSJGPGG5M4eOIkSalpbD+3n92XjjCgdU8erd8Ru82ORlAz5dEX2Xx6D7FnnQNc+wdasGP/AXk7qJQE9KWr1+XXKoXzezVZ9KTkppCQXbY6YsqUKXy7Y+2dP4ibIAgCYzo9S/1Qackt31DItN8kElGCnLw8ft6ynZ+3bAeknI4a4eHUrBZOoJ8ffr4+aFQqFAoFeoOBvIICElPSuBIfT1ZuHi0bNaT9Ay14e8IYqga5JjP+tnM3x0+fYfbbb8pRj0sJSXRt3052nv1q5Sry8gsYUixlbbFY+WH9RgC6tmsjX+vPo8dcrl0SNbFarSTeJo+txDTq7xJG+if1f2aLhe1798kRBB8vL2Lq1KZ29QhCg4II9PfH3U2HSqmkTp06HD56jLTMTBJTUrlw5Srn4uJcEoErG+6ZSAQHB7NixQoeeuihMu+VSOaW/Aj+xb+4GaIg4lM807bZrWQWVFyzXdW3drGuAhjNRVxNi3VZyqjiVY0gn+rytt1hJ7cojSkvDeapxzpz9OQl3NV+BITWuG1CIkjJnAgiJRShMN9QxuujPNjttuJETQcCAoKouOWMTqr+8MRN47oGbbGZ0JsKyCvKxGIzoxAV6DSeeOl8UYjO0lZREPHQ+sgmZja7lSJjHoWmXIqMecXeIxW7Gq746RdsdhufT30TlUpJuxbN+XPt90yfv5BvVv+I1WpDFBRyMqdKIf0rycO4fLGAASM+INDPD51OQ/fWj7Fp1+8U6vPRmwtYtudnOj3aihBzINmJUoJj9wbtSchJJT+rAC9/T/r17MG0LxfIWgsGo7PD9fJ0PvPS33dJZOLvwJA2T9C6VhMAbA4buf4FvDZhBFqNGrvdjtVmw2QyYzBJeQRGoxGDyYTFYsVitWK12cjMzkajVuOm1eHt5UnNauH0fPghalePkEtib0bctessW/sTPR7qyNTxY+T9v+3cTcOYGMLCJWXU85evMPOrRbw1fizexfkLP2zYSFpmFgqFgse7SPlqZovFhaBp1GpZqjvuenyFokuCIMjGcEX3yYOiMiE3P599R4+z72jZXEDJ6+WfQZDuF+55pP/yyy9p0qQJr7/+OrGxsZjustb2X8D333//376F+447bZOnzl+WJs4tSq/Qd8Jd44Ovh5N0XM8463J8iG8tF/npAkM2yTmXMVuNXLuRzJCxn3I9IQ0PjX+Za4M0+Ds1F0CiEYIcnZAIgfT/7SCKCpz0o3zYHXZ5SUKUoyBOqBQavN00eBd7jNjsNopMuaTl3qBbp1Y89nAXTsRe5vipOFLTnRoGClGJl5s/Xm7+crsMlsJifw89Zpvkhmorrkr5YdVqVAoN6zb+TtzlZEYNfBYcCtIyctAQSLcH+3AjMZ3brZ4kp+SSnOKsggjwqEZA8fhvMBfw8Ver+OGr6QTW8OPS/ms4bA7CfYM5tOYkDTvXJah2IIP69uab1WsAuBIfL3s9PNC4kXxdk9WA3W5DFBV46vxQiMpyhcr+yu9qSLsn6FpPmtELokCz7g14JOLvqVoAabDfdeAQR2NP07heNB+9+orL+0t/XEeT+vUIK7YQz8zO4bmXX6Vp/RiGPyNZjOsNRmZ+tRiARzt1JDhQOnbr7r0u0taNY6LlZMuTZyv2cfD29JQngtl5eRUee6+ojP0fVN52VYR7JhIdOnRg0qRJLFu27D7ezv8vREdHc/Xq1f/2bdxX3GmbvEsZceXpMyo4EkJ8nYZHKTlX5MoDgOohdfFUOUWsUnOvkVmQKFV2BMawZdtpl2vZHTa0HkpsNiv5eUVoVW7S8sRtBv/7CVEQpdKLm1ASzRAF0WW5RCEq8NL546XzJ/ZkBgnxv/JY19ZMe2soGo2KT+YvZ8+BU7ipveSlH5BITYm5WLmwQd1QKQfAmA+z5v9yfxsK6NSeYIMBw6fzYPNoenZqiSmuAIfRgWAXOL3tIjnJ+bw6Yhg/bdlGTl4eBqOJgydO0bZFM2pFVOOBJo04dOIUDoedPH0Gvh7BKBUqwvzqEJ95rsxn3svvShAERnToR6cop75FTKdIAu4zicjOzeXClatcuHyVrJxcAv19ebhNa7q2b+ty3NUbCfy8dTvPP9FHTq7Nyy+g/5gJGE1mFs+cJudBzJj/NclpaQiCwMvDXpCvsWzNOpdrltbu2H+s4qq6sJBg+XVKesW/z3tFZez/oPK2qyLcM5FwOBz/cZ30N954g759+1K3bl0MBgP79+/n9ddf/0ck7ZSHxo0bs2nTpv/2bdxX3GmbSqSZrTYLRaZbz3g8tL7SYIQ0u80pkkoF3dzc+PCdaSyb/7MsKjR+0vMkZlxn5sezqR4Y45IrUT+6Oi2a1eX81RQOHzyN3a7A/SZBqf8kHA5HmUjEzdEMu8OO1WZBFEWUpUL5OTlFLF+9neWrtxMRHsTDHZrwRM+HmPXNYg4dP4a7xrtYMMuzuOT03iAIAoH+3oQE+1M12I9CfQF/HjvClRvXsNrNsnqmw2FHQKB182ZMm/QqqWm5XLqSyK59J0jPcOYVHDx6noNHzxNZM5TowCo08I1AEAQSz6SQk5zHpxNfZ+jbbwKw6pf1tG0hqTe+PWEsPV8YIRHFvOt4uQUUR18CqBZQj8SsC7LuB9z970qr0jD2oWdpUaOBvK9O+5rsOH+Ig6tOcjU+gbyCAkxmMwICSpUSrVqNRqNGp9WiK65sUCmVzuVch6Syabfb0WjUeLi54+PlSa2IatSPqsPgp/qWW/6YnJbGz1u2E127FhOHD5H35xYW8egLw8nJlcpDSyo7dh44yIKVkr7IU492o2HdKABOnj3HroOHXa79eOdO8us/9u2v8JmUlJ8CXE+4N4O426Ey9n9QedtVEe6ZSKxZs4aePXv+R10+O3TowLx58zhy5AhKpZKPPvqIbdu2Ua9ePfT/wHU8awV13P9U3EmbtCp3OU/hZsnom1FS1QGQnuckrpvWr2fmW1/JJGLwgK480bERZ26EsqHaPqwWaenDYjUxZFA3MtILWLpyCzdDoVRg+wsGPfeKijQsSiAKIupSZa6SK6gDtVInnx+fkMaS4nbVi4pi3HMPsvvoXg6fOlF8DQValTsalQ6VUotSVKEQlQiCSJ3ISC5euoTDYcNmt2K1W7HazFhsJsxWI13aPcDbLz13U1njcH7eup0Z8752KS104GDf0aO8P/cLVsz+hM4dmzJ66OOs2bidDz5fjIcmQBbxiruaRNzVJPZ4nKdznYZEValKUbYeT9GNDwZN4L3vvmTdlq28MnwItatH8GCTxjz/ZB+WrfkJq83MjcxzVA+sjyCIeLsFoFU1IzHroqyrcTe/q3C/EF7u/LysfCmIArXaVmfge5M4eynujq9Ts1o4MZG1qVOrJrWqhVMjPJyIsFCCAspfTisNi8XKroMHOXMxjvpRdRjz/ECX9zf+sZOrOfnoDQbWL/laltK+eiOBEW9MxW634+fjzfsTX5LP+WDOPJdrNG9QXxZBOnD8BGmZWVSEBlGlDOKu/D2z68rY/0HlbVdFELhdNtYt0KFDBxYtWsTmzZvZsGEDWVll/zD/7jrhgIAAMjIyaN++fbkVIm5ubqxfv54BAwa46J+bTCbMd6FE9y/uL3zdgwnzlzqq5JwrZN0i0VIUFESHtUIURCw2ExeSDgHQqVMnnur6BPPnrwakaMMX08eQk1vAiJdnFXtRQJExj9S86zSq9QCFhc7lEK1Wjc1qw1IBgSgvYvCfxq3uwW63YTAXIgoiOk1ZsSBBEKgRUYUiUw6HTh+hQH/va9wKhYK+j3RjyFNP4e7mgcFowmy2YrVa2bH/AOu2bCE7Nwer3SJpaACdWrfi289n4lYsonTkVCwDxr+CzaymTngMRoNr0kWwtzePRDci3FcadLMNeSza9SNeVT1Y97U0IOoNRro/P5QzF6Xoo4fWh2oB9VwSZ3OK0kjLvX5HBmZKUcHjjTrRt1lX2T9EqVbQ4JG6LNzwI59+vbji85UKOrdpw5OPdqN9yxb4V+BbcTMsFivnr1zhyKlYUjMyCfTzo+fDHctUbySmpDL1k8/Z8MdOOrVuxdfT38fPR/qcG0nJ9Bo+ihtJyQiCwMovPqNbsVDVht93MHji6y7X+nr6B7Lk9ri332fVrxsqvMdfF38lR4QadHmU5PR7c979F/9slIyhjz/+eIWT9XsmEqVLgm7Wq/9PVW3UqlWLy5cvU79+fc6eLSvxW/IQOnTo4HIvO3bsYNmyZWzatIlRo0YBsG3bNpRKJZ06SeG/OXPm8MQTTxAaGkpKSgo//vgjEyZIJj67du3CZDLxyCOPAPDVV1/RrVs3qlevTmZmJkuXLuXVV18FYN++fWRnZ/PYY48B8M0339C+fXsiIyOpVq0ao0aNYvLkyQAcPnyYxMRE+vbtC0i+9s2bN6devXoYDAY+//xzJk+ejCiKnDhxgkuXLtG/f39ASvCJjo6mcePGWK1WPv74YyZOnIhWq+Xs2bOcOHGCgQOlmc66deuIiIigeXNJWvejjz5i/PjxeHp6cvHiRfbt28eQIVJY9ddffyUwMJDWrSXHxJkzZzJs2DD8/Py4evUq27dvZ+RISVlv8+bN9OvXj4Ji58FZs2YxYMAAgoKCSExM5Ndff2XMmDHEHrrM9UtS2V6brg3xD/Jm3rx59OrVi7CwMNLS0li1ahX9+gzk2F6pTFDUmun51MMANKxfn/kff0d2tjQD/WrWS9g83Zg3+wfOnZFmT8GhAdSMCeHPrScRBWm5QKNRoVQoKNK7lmEplcr//VnELX6potpB1bAgjAUmMjPKJwxeXu4o1Q7yjfnUb1gPjVbFxo0bGDZ8GBkZGWRn5rB71x4e6vgwRoOZhPgkLGYrOo07RoMZh/3OughBFLDaTHj7eVA/JpInH2lDo5haqFRKsvILeH/e1xw+doIRTz/H/r1nibvqSiBrBwbxUJ0YgryknI7rOck07NSAFg/WRRAEsvPyWbf3APlFeqZNm8aIYS9y4XgCOZkFLvdQo05Vcg1ptG3fCoAZM2YwcuRIfH19uXL5MvmX03m65aNo7M5lJK2PliY9YnD30TF92So0bm7cuHGj3D5i3JDBtGlQDw9dWZn00sjKzcVotZFXqGfH7t14+vmzKyEXAAAgAElEQVTj4+sLNiuC2USX9u3QacoazKWkZ7D7+CnSCvUUFRYSrFMzpP+T8vvXk5LZdvw0hQYDy5cv592JL9H7ofaAlIz54579GM0WuY8YOXQIg7t1RhQF8ouKWLblD4wm8y37CKVCwYuPd0OtUpFXWMQ3v22/r32Em5sbHTp0oFatWowdO7bcPgLg999/B5BVk8vrI15++WUAdu/ejV6vp3t3SXny66+/pkuXLtSsWZPs7GwWL17Ma69Jmhz79+8nIyODXr16AbBkyRLatGlDVFQUBQUFzJkzhylTpJLoo0ePEh8fzxNPPAHAypUradKkCTExMRiNRj777DNef/11lEolJ0+e5Pz580ydOpUrV66wevVq6tSpQ5MmTbDb7UyfPp1XXnkFnU7HuXPnOHr0KM899xwAP/30E2FhYbRs2RKA6dOnM3r0aLy9vYmLi2PPnj0MHToUgA0bNuDn50ebNlJS8CeffMILL7xAQEAA169fZ8uWLbz4ouSsu3XrVjQaDR07dgTgiy++oF+/foSEhJCUlMS6desYP348II2LVquVrl0lMa0FCxbQu3dvBgwY8PcRiZIHUBH+bgfQX3/9FV9fX9q3b1/u+//rEYnKWCZ0J22qUaWhXLJ4LnH/LS3CQ/0i5aWNa+mnKTRKFQqffDiL5Qslm95WLeox/e2h7N4XyzszvgUgIMAHzxAFcSdT5OTDKgE+ZGTlUsJ5FaKIVqsuQypAIsYOh71YoOq/G5W4GQ6HAweOMiWlRnMR+cZM6tashVJwJ/0WpOI/DY1aRbPGkbR9sD6RtUMY9vpkzly8xJz33iI0MIJvVmwmIck1mS86OJQOkXUJ8JByWEStSI1G4QTVDiQlN50+I0aTVEpW288jpFgh1ZlH4nA4yDdkkpmfhN6cT6CHL20jm/FwdCtZqRKkipjfLx5g2meTUKmVnLl4iQ79ni23Ld6eniz9dAYdHmzpsj83P5+DJ05x6tx5zl++Qtz1eK4nJGI0mahapQodWz9Ahwda0rZFc7mi4mZYLFb+2H+AlT/9wra9+3A4HPTv2YMp40a5lItu3rmbUVPfkasxBvbpJStf2u12+o95yaXkE2DRxx/Rt5s0OEz7cgGfLVpS7j2UoOfDD/Ht5zMBWLpmHZM+nFHh8feKytj/QeVq151GJO45ZPDftgn/8ssvadiwIW3btr3tsYWFhf+TORTlRVH+6biTNmlVku2xxWq6JYkAp5y13WF3Scjc+tsu+XXvHq2x2+18s3KzvG/YqH589OFclMUCRl4+7qRnOnMxAv29ycjKcyERNrsFh0My3hIEAUGouIqjhGw4cMhUXKFUIgriXXlW3C0EQSpDdTgc2Bw2lMWhfa1a8vxITS0kM/8CERFVaBbdBLNJ4GJcYrmE6XaQ8iXMWG1mrHaLVDZaXFni7qaj44MtqVOjJgWFBrJz8klNzyE+IQ2bzdl+k9nC/sPn2H/4HAqFyIONO+Cp9ePl96ezaMYHLJ33Ktt2HGXpd1vJyJK+4/OpSVxITaJeSBjtakcRgBdXDsVz5VA8bj46lr48nSUb1nHkYizpBdnkFKaSW5RBoFeorGgqCALeboF4uwXi7+5Om1p1qRccKossAZxOusSK/b/yYOvGqNTSc9yx/2C5z8Lb05NfFi+QkxkBftuxi2/X/czOA4dcIrTBgQGMfPZp+jzSVZavLg+5+fnsPniYbXv+ZOueP8nJy0MURXp37cwrw4cQXdtpbGYym3l31hwWrlot7xvQ6zFmFSenArw3e24ZEtGmeVOZRGRm57icfyv06ur0Tfptx+7bHn+vqIz9H1TedlWE+7L2UKdOHQICAjh58uR/ZMCeM2cOjz/+OO3btycpqWIho/9l/C9rzd8rbtcmScxImjlKgknlQxSUpQSoCp0y1gikJGQiCgq8vNxp1qQOh49f5EaitIbbsH4trsUnonBIJMJiM5GX65A1IEKC/EhJc5qC1YgIJjM7n4KCsn+3RnMRBnMBFpsJb29fjHqzJMxU3IYyZMOBS/VAaei0GtzcteQXFmLQG11mzy6XuMPcDEEQUApK7HYbVpsZdbF6plqppapfbQy5Fjb8vguDNYcOrZrRoWV7wkPCycvTk5dfhMFgKl5+VKDVqBEVAklpKVy6dpkjsSfIyslHrdI6nUUVajRqScpbFBQgCBw8EsexE1epGhxIaHAA0XWq8XD7JlisZn5Yv4mU1Fw8dD6yIqXNZufQsYuAmgYRbZgybSEGg5mne/Xg4Q5N+WXTnyxavgmrVfJDPZuSyLmURKKCqtKmVh1CvH3R5xrQ5xroE9OZPjHOAc9okdpjszs4mXSDI9evUGSWciWyiopYH3uMPy6coWm16qhFK1vP7uF8iuT78emjb8jX2byr7MApCAKLZ34kk4j0rCzGTH2vzKBdIzyMN0aPpFeXzrJ9emkUFhVx8MQp9h09xr6jxzhx9rxMOj093Bn57DOMGNCf6mGhLudt3rWHL1d+z8EjR+V9E4Y8z9sTxsrb81d8x5ffurpHajUaPi9FNKbNW3BbK2xPd3e6dZAivNm5uew5fLjC4/8KKmP/B5W3XRXhLxGJQYMGMW3aNEKKDWJatGjBiRMnWL16Ndu3b2fx4ooTlu4Fc+fOpU+fPnTs2JHr16/f9+v/JzFw4MBKEwIrwe3apFW7y68N5lubBpVWkdSXkn5203jJOQ9NWzZA5eHFb9udnV2Hbm2ZPXOxrHwoIMokIjQsiKREKSSuUatoVL8mh49fdPncQmMuuUVpFJkK8Hbzx8e9Cr4qqaZeU76lxh3BYDRhMEoDWwmJsNosknKlIMpE4E6XUkoIhygqUIs6TBY9FptZXjJSKlQEeoUD4Zw7nc2hwyux2PU0iK5NpzYteajtAwT6B5CTW0BqWg4JSelYzQpEmzfBXvXw191hzogDklOySU652bFVQ3hwOAlpNzCa9WjVOsKr1KCwSIqM2KwOAjzDWbDod3bsOsuEkf3o3+chHu36IGMmzyQr3UxhkREHcCEtmQtpyQR5edKpTgNqBlQp85y0Kmepb9taUTxYvTbnUpM4fP0yqflSpKPIbGLv5YvYHXbyjCJqpZboyOp0ai3lUlxLSOTIKVfdEYARA56Wj8nMzuHxISOJu+6sWFEqFUwcPpQJQ56XJaxLcPzMWX7/cz87Dxzk+JmzZdQkY+pEMqT/kzzZo5tsxlWCwydj+WDOPPYfO86UKVM4eOQoOq2GT6e8wdOP95SP+2rl9+Uarn0w8SW5wuPwyVhW/PRrmWNuxpM9uslJsj9v2V6h+uVfRWXs/6Dytqsi3DORePLJJ1m2bBkbN25k8+bNzJvnLDc6fvw4/fr1u+9EYt68eQwYMIBevXpRUFBAUHGWc15eHkZj5dUxr0wo0YQAXMy2yh7nJBzGUoSjtLjSug0/4llFwYEjkiiRQiXyxpSphPpKHgkmi94Z1bDoZRKh1WmIjIpwIRFNG0UysN9DbNr5B+t/O0RVv8hbSltLtt+SSqTVZpa1FCIjI+nf53EwGDAazRTqjeTmFpKZnUdKWjZZ2a6230qFSiYVZqsRo6UIrcpDLvmEshGKku2SfSXbGpUbKqWWzPxEFKIKb/dA+f51ak/5uWenwtp1x1m7rmJBovLgcDiwO2zY7c7BRSgWzyrvWRUWmvF1DwZ3qdIkOSOR1i0a4uPpx/7D57Db7QiCwKXLqYx5dQ71o6vTr3cHlsx6i88XLUG0e/DngQvk5EpEMi2/gO+P7sfX253eHVrRuHoEdpMDk8FEamomufkFmKxmqlQN4tjFE6TkZZKel0RSThbuGn+83QIk8iWI+HuG4OcRzAMx0SSnZlE12J+Fq34okzheLbQqU8eNlreHvf6mC4nw9vRk+axP5AoHkMjGt2t/4rtfNriYkZVAqVTwWOdOjHjmaVo2bljm/R37DzBn6XL2Hj7qsj+qVk2+mTnNZcnjwznzmPXNsjLX6Nutq5ygqTcYGf/O+7ddchNFkRcHPiNvL//p/guU/YvKiXsmEpMnT2bp0qUMGzYMURRdiMT58+cZN27cfbnB0hg9WvpB797tGn4cPHgw33777X3/vL8b69atu/1B/zDcrk2liYDedGuTKW2piITB7AzHupUSkcrITmXu7K+pXkWy803PTsJb53Q3LAmp2x121AqnHkNS+nWMBmeJ4KghPenXuyOnzlzl1IlM3NXOhDiHw4HenI/WQ8H1xMsYzYW3XL7IPJ7InPnTqeXtht3kSmztGh2b9h1m9OiXcFN74a71xkPjIytYqpVa1EotJouB9LwbeLsFoFG5yYTBbrcjimWTPwVBkGWjRUEkwCsMAQshnkoUCh25BgsFpjtPLBYECAzwJqp2NXy8PLBYreTmF5KRmUdKWhZ6vemWXiUlJmeeHu54eXiQlZ0v50uIogIvtwDOnE1GqUyl28PNUaqU7N0fS06uRBTPnL/OmfPXqRriT//eHck3ZTL0+Q7YLVp++HknySlSiXlOXhFL1/+Oh7uWx7q1oleP1jxYpSmp6Rl8u+5ntp06zK69f7rcW3ZhOqm5Gvw9q+LnESLnURw4fIHDx2bQrlU9lq8tO2Of9dab8gx90ferXQZ3f18ffvp6HvWLNRcsFivzlq/k80VLKDKUtXHXajQ890Rvxj4/SHY3LUFBYSFrNm1h8eo1XLxJt0EURdQmAzu+X45WI/0dF+r1jH/nA37d9nuZz2kSU485770lb7858zMX8nMr9O7aWdYM2Xv4iFxq+3ehMvZ/UHnbVRHumUhER0fz+uuvl/tednY2/v63F2K5W/yvZdD/VURERHDhwoXbH/gPQkVtEgVRJgJmq7HCev+SpQ27w46pVC5FyczaYjNjsRnx93QKVulNefh5SMsQFqsZlbLYbtxikJdUcvXpsm8HQK45iU59H2HvgeN88PFyWVtCq1HzePdWdO/SgsvxV8kqLOKHn37m7KU4snPLr4jw8PBg9LhxfPH5Z4QG+OGtVCCIAlkmK0dPxjL8xZFYLBb0pnwyCxIRBBEvnT9+HsGy0qdGpaOKdzXS8xKw2VMJ8qleLJktYrNbXQbx0nLaClHAVlym6UBFlkFBj5h6xFQNo8BoJD47g/SCPPIMBoxWCw6HA5VCgd1uJVefy7WMeFLzUlEpNWQV+JOanoUo3F33IAgiKoUGo8GK0SAlt6qUCnx9PSkoNGAoJm9Wq11ejmoYU5MObRqx//BpWQUzOSWLWQvW4e3lTrMmNfH1V7JiwRvsP3yWH3/Zzelzkq14YZGR79ftZPXPu2j7YAOefLwdr704HEEQOBd3mdMXLrL/2AnSs7IwGI34eHpSo1o4rZo0JS3VwI+/7KKg0IDNZmfXn2eoEdiYlJyr5OqlfJvhz/SjY6sHAEnT4cM58+W2uum0fD93lkwi0rOyGPTSqxyNLbs0AvD0Y48ydfzoMoZdZy/FsfTHdaz9bUu5+Qv1o+ow++0pNKlfT953Lu4yQya9US45qBVRje+/nIVOK5GflT//yoo7iCwoFApee3G4vP35oqW3PeevojL2f1B521UR7plI6PV6vL3L1/APDQ0lJyen3Pf+hRPNmzdn69at/+3buK+oqE1eugA5BF5gkNbUBUEgKioKhULBpUuXsFgsiIICjdLp9OnAQUhICIJD4UzULF7uKB3hcAn544walCgq2u224mRB6R4y8hNYuPRzsq7Eu5CIpg1r89qE/gRXkcoEa1STyMrT3aXs9+zcXG4kJZOamUVWTg52B3Tq9BD+vr5yPbW+IJ/YlBQsZjNZmZmoFCJbvl2Mh4c7Hjo3dFotWq0GpUKBQqHgzLlrLFi2kbPnrwNQxTucBjHhhIV7sWPnBUwm6d4tVpMs/S0KIiqFAovNhs3uwN/dA4vNRr7RgMlq4edTR7iQlkzX6IbUryrlS9wMu93OtawMTnsHcyE1CWsF4W+dTo1CocBisWI2W12WAUq/Lk34LVYb6RkSqRBFAZVKgcFgluWhS2zRg6v40r51DH/8eQSVKH33eflF7Nh9GpVKycFD7zP1lcHM/XgsFy8n8NOGP9m+6xh2uwO73cGe/bHs2R9L3chw+vXpQPvWDakXWZv+jz16y/b06dmGBUt+YeO2wwiIKBVqwgPq4qUPIDRc66IU+dL7H1FYnEguiiJfTXufZg2kSFhKejq9ho3iSvyNMp8RERrK3Pffpk3zpi77t+zey4IV3/HnkWNlzgEp6fGN0SMZ9vRTsgaO3W5nwcrv+WjufEzllK9HhIby88L5BPpJf7f7jh7n1Y8+vmX7S+O5vr2JrFEdkHw49hw+ckfn/RVUxv4PKm+7KsI9E4l9+/YxduzYcsM4gwcPZteuXX/lvv5FJYS/Z1X5dW5ROmPHjGbsqFHoRCkd0ojAup9/YdqHn8mDUa061diwfRk6pYKD+08y7f2FgDNRs6SU1GQxuCyHqIr1Iyw2s/y6SqgPYoq0lODp7c4PG34hNCSYAb1GyyTikU7NeXV8P7lM0GK3o7rJE8HPx0dWGHRBqVJWrVqJX0TxwB1Zq+yxN6F+vRrMnTGGtev38tXSDdjtDk6fTaBV80dZsaAP496YR1p6DiqlhtoRwVyOTwWkKhZ3jZYik5GsokLCfLwRsJBnlO7lfGoSZ5NvUGjMxGorwkOtJsArAH/3ANw9fLmSkobBUnZQcjjsxeqZCjQqHYIgYjDceonkVtHC0jkedrsDk8mKKIpyGWkJMUxNzyE1PQcfDz+KTNmAiOjQYbc7sFisJCUVMGriXGKiqzFmaG8mv/wMIwf3ZN2GPaxZvxuzSfr+LsQl8P7MlQRX8eX5Z7rS5aFmLiWfJYhPSuKLJd/y3S/rERxKQnxr4u0mLYt5uwWgE7y5Hp9GndphzFv+HTtLlYW+NX4Mj3Z6CID8gkL6jZ5QLono1bUzX7wzBU8P59/l5p27mT7/6wrlt/v17M47L4130ZzIzMtn0PiXOXwyttxzIqtHsO7refKSyZmLlxj00iTZmr0iBPr5MWXcKHn7/S/mVXD0v/gXZXHPglTNmjXjzz//5PTp06xatYpPP/2U6dOn06hRIx5++GFatmz5X6+nvVMxjX/x98Nd40PNICmxzGAuZMCwHrz43LNoDK4Jl1atG5PfnceRfWcAmDJ1BF0ekMruFq/YzMofpTXhlh2iWfn9CupUldQ5c4syUCnVZZwuq4ZVIbm4NLT7I63ZvFUyKxo+uCeDnunG1r2xfPShRE6i61Rj7sdjUSqdA0+iFfr2fYI2zZvxaNcu1AwPw0Onwd/bG0U5A1RFsNlsFBQVUVikx2A0YjSZsVolS2+FKKJWq3HT6ThzNp5Pv5QIukqpYOm81zCZzLz4ymwsVhuiIBBZJZiLaZI6aP1q4cSlpGCySORBb08hMzuXqr61b1lmWh60ShWRVYLx1uk4l5JMtr78ZFirzYJOq8bHywsEqazTarWhNxixWGx3tQQpCWzZyllGcWCw5NH2gWacO58oL4uUoEG9Ggwe0JWmDSOxWm1s+eMwS1ZtJifH9Xeu1SqoG12F6hEB5BUUkJaRydHTZ8od+IP8wgjzi8RsLrW81bMZ7875VNaJGDHgaaa/PlF6DlYrT4972YVklGDymBeZNGKovH0tIZFJH81g14FDt3wWdWvX4pM3X6N1M2f0Qm8wMmvxEuYuW4HlFuqrzRrE8P3c2bJM94UrV+k17EUys+8sKrxwxoc80V1S6f1x42+MmvLOHZ33Lyo//nZBqmPHjtG9e3fmz5/PZ599BsCbb75JXFwcPXr0+K+TiH8Cxo8fz5w5c/7bt3FfUV6bBASq+jln5YWWTJ5/dkAZEgGgMBSRHC8pHYqiQMvoMPm9C5ecnf/wYQP5bbPThMtkKcJT53QULRlAbSZpRiYIAumpTgXFLt3a4bBa2bhxj7xv3IjeLiQCQcBgMPJQ5y4MGjiQmLAQ1KJAodVGhtHEuAkv8fXcL/Cz33rWl6fS0rrDQxQUFpWbgHcrhPjWJMAzDIvVxtjJn9C+VRTNa9bkwKU47A4Hvm7uaFQqTBYLF5OTGTO8N7MXSOQjKrwhvywZwp6DR1m3fj/p6Xq5BPZm2Ow2Co3Z5BVlUDuwKrkGD04nu7r6WmxmCgxSzoS7xguVUoPF4pAFpErDtcLEjgNuWf1ScrxQ3A15eGjR683F1QUCOpUPR4/FER7uR5sWD/L77hNy5cvpc9eYOPVrYupGMGxQDx7r1pqej7Ti2Kk4ln2/lTPnrgNgNNo4eSKFvfvPkZwTV2x85oRKqaRxTD0e79KJZx7vidUK7874lrMX4jGazKxeuw83tQ8FhixeHPgMH736inzuGzM+LUMilEoFc959y2VJZc2mzUz6cIa8NHIztBoNr704nNGDnnXRn9i0YydTPplFQnLKLfuKXl07M++Dd+SciNgLF3lq1Lg7JhG9H+kik4js3Fze+qxsGenfhcrY/0HlbVdF+Es6Ert27aJevXrUrFmToKAgMjMziYu7c8e8/+/w9CxruPRPR3ltCvapIS9B6E35dOneHh+VCOVEyi/EJchlmg3q18bbSzrPZrNzvphI+Pl6EhniT9PGzblxSSIHZqtRTkS0261QTCTy8qUEtpAgP+ITpOt6ebpRo15dsi+d53SslJleLawK9aJKu1yCXevOoR17efeN17h2/TqCvgALoAGCRZHFX38tHWi8NZFQaXR8880S6hQ7L2ZkZ/P+hx+x5TZrqGm58fi5hyCKCjIz9Hik6qheNZwDxSHxc2kJPNK9NevX78ZiteHprqVRTE1Onb1KQlIGSUk5PN2rB0/36kFWdj7rt+zjz0OxJKWmk5mTjcFURM9e3fhm+dc4HHbUSi2FVg3mUrlN4b7+tIyoxdmUeM6nSo6hdwNBEF3oS0ly6K1QYqzm7+tJfqEBi8WKIIgkJuayOnEX7VrVJ6ZuDTZuPUhiciYAZy/E8/KUBTRpWJtxw3vTvHEdmjeuQ+zZqyxa/pucmOmp8yXGsxXt20ZRu1YVvL08CA0OJqpmDXkQLsGMd4Yy9KWPSU8rQhBEqgVE82j3hrw+5gX5mE++XszSNa7Lum46Ld/MnE7X9pLart1u563PZvPVyu9v2eaWjRsy9/23Zb0HgCvxN3hjxqcuglc3/65EUWTy6JG8UspqfO/hIwx6+VVZPvt2iAgNZdZbTsGqN2d+fscE5H6gMvZ/UHnbVRHuiUgEBAQwcuRI2rdvT9Wq0rp3cnIyO3fuZOHChWRn3yxO8y/Kw8WLF29/0D8MN7fJ1z2IAC8pqmB32EnKjiMoqBNKoLxA7U8bnGV73Ts7PQ0uX0uSZZ7rR9dAgQOH1TkolS7JdJRarTMWlz4G+HlxujiRMTjID7vJQGp2gVxbX7ccEnHmRhLtWrdBZyjA62ZzJbsdP6xYvPzAWEh5K4RKdw/8/fxoXbsadosUjfD38eCbuV8w95slzPh4ZjlPoKQ9NvTmAjy0PigVaoJ9quCm1uCl1ZFvNGC02mn7QH3Wr5dKoa9cT6HPY205dVYqHTx49BwtmkpLQv5+XrwwoDsvDJAMjfQGI9v27CUxJw9BAIWgpkaVhnJSqtVmRnAU8Eh0ezaeiSU1P1cmEQ6HnUJjHkWmXIyWIixW6fnWrVGbIf36Y7M5yMsv4sSZi1y8nCjnp0DpyIQDboqQlM6lyCp2bw0K9CWvoAij0QwI7D1wlv2Hz/FUrw5EhAex+qddXC8mhydiLzNk3Ke0ax3Nmy8PomFMTebMGMOe/aeZ/8160jJysFpt7Nh1DgU6Xh3fHfVN6pMms5l1m7cy86tFJCSnEOYfha97EKIgcvBgPFnP5OPv58XHCxYy86tFLuf6+/qwas7nNG/YAACjycSIN6ayaceucr9flVLJ5DEvMm7wIDnx1GQ2M/ubZXyx5NsyyZSlf1f+vj4snP6hXFECsOrXDUz8YPod5USApLS67POP8fKU8jfW/raFNZs23+as+4vK2P9B5W1XRbhrItGpUyfWrVuHl5cXNpuNzMxMOfO+c+fOTJo0iT59+pRr6/0vXLFv377/9i3cd5Ruk7dbIKF+Tq+BlJwrGC1FHD5ylMLhw7jZO/FGYjp/7JHkZbVuGtp3egAcUsd4pJR4VLNGkZgQyUyXqgEkElF6IC8bxtfptHJlgVajBocDs9lJZbz8/PCoXhujyURKegZrV69l7rx5HNy5Ayx6/N3KOj3ajAZMWjNqnTuKcpZptEFVKYy/glLnhqjRYtUX4bDb0BoKeHHIEJavWElycnL5DxLJ/6MEFpuNfEMh2UXZKBU6LBYrvh5O4ar8Aj2N6zuXjy4lZNDp6UG0bdGcjq1a0qppE3nm7abT0vuRLgA83q41L02ZT3aWRHSM5iKuZ5zBZrfw1V4P2a9EIYoEuqvZeX4nVrsFlUKLv2cI3r6BqJVabEZYtNw5EAmCgIeblvScdBwOB1qVWylVU+f3I4oCdruTRJQmFGkZ0uy4RkQwKWnZGI1mbDYHP/y0Cw8PLa+MehKL1cbS77aSmi5NXvbuP0/fk+9Qq7YXTRpE0jgmmi9mvMj3a3fz62YpP2b7rmNkZufx4ZTBpGVmcjT2NHuPHOW3HbvJzc/H19ubgX16MfipJ1ixahfHYy+Tk1vAzLmrKTAnsnrjby7fU73I2qz84lMiQkOLv4tCBr40kX1Hyxf9qhEexqIZH7mUdB45FcuEdz/k4tVr5Z5T8rtq07wpC6d/SHAVKTHUarXy7uy5LFixqtzzyoMgCMz/8D1Z8vtyfDwTP5h+x+ffL1TG/g8qb7sqwl3FKgMCAli9ejV5eXn069cPb29vqlatSkhICN7e3jz99NMUFRWxdu1a/Pz8bn/B/+coseGtTChpk59HCOH+deVBIbMgiexCKTlwz5495BhNCKWSFe12O7MXrJMjBBpPMGu0kkISsPPPU/KxLZtHo/ENwKSXBtqgYH/cdM7M+PLzhx3yzM9gMKHQueGucX5+WgdCDM8AACAASURBVGIyGWlpdO/dl7r1GzD17beLz5KudS0nv+wlgZysLA6cOY/FzQNKqjsEEdEvELvNhkdYdRQaLQqNFo/wGuiCpAiet2Bj/NgxFT5LD40zRKpWiMzcuhi7Q3oebm5aTKWEptQqJR7uOnnbbDJz6vwF5i1fyVOjxlOr3cP0Gz2Bb9f+7BK+zs01yiRCoRS4lh6LxWYi2KeG0/RMq2NIq44Ma9udqOAIqnhHEFW1OYFe4XIUo8zTdjgwmex4uwXg4x6IWqWjwJBDvj7TRRnTbncgAAqF9OychMIZYboWnwoOaNKgNqIovV9YaOT9T1by08bdzJ05lmGDuqMuNt4y6C1cOJeLEk/ik5L5ZvWP3Mi8SJWqChCk7/NE7GW6PvUyAydM4rtf1iMKIhNHDGH7d8u4sGMLX7w7lSYx0bz92iB8faTv4dDRC/z2h2tOxOCn+rJt5VKZRKSkp/PoC8NvSSJ6P9KFnT+skEmE2WLhvdlz6TF4+C1JBMCwoUN5c8yL/LJogUwi0jKz6DNizF2RCID3J07g8S4PS8+xqIjnXn7tlvkbfycqY/8HlbddFeGuIhJDhw5FoVDQpk2bMmZZBoOBNWvWcPDgQU6dOsXQoUP55JNP7uvN/ov/fdjtdkJ8axHg6TQeyipIISXnistxTz0zgA0//4Sf2o7DoOfHX3ZzPPYyAMHBASxa/A4qjQbRx4cLh45y5Zo0c4+uW53IFi04+edBmXQ0aRBJ+04PsO57KfnSUQ6RKNIbCfT3Ji0jh5T0HCxFhQQF+qLTaTAYTMSeu8amP3ayf/9++Zy0tDSMNjvlq6WAqFJz9cplej/xJE/07cuEcWPx8vBAb9AToHEnyGbFkucctE1ZGai9fXELCceQnkJUVNQtrgxKhRqFQhqkAz28WH9yB9cykokOk5ZgQsODuX7DaaUdHORHarrzszy9PVyuZzKb+WPffv7Yt59Xp33Mw21aMe3N1118Sl4d258icxde/fAT2b7dbrehVRQR5OWNw+EgMrghYmamfI7DYafIlI/JYsDusCIg8GCTpigEDVevJ8tltaIgysmwRoseo6FQXrZxIOXAKBUKLDbpGqWXUgRBxGgyc+L0ZepFRaDVqOS/lYtxyTwx+G26PBzDjHde4JsV2zh7IR6r1cbS77YzcvCjTCklcX3uYjyvvr2QIr0RlejOkz26M3Z4r1t+D9cTbyBqnNGmIO8ICgzZRNeuxceTX3PRhzh59hwDX5pESnpGmetoNRo+eu0VBj/ZV953OT6e4a9NIfZCxaHwGuFh9O/UjhB/5+Rs14FDjJryDulZWRWeezMmjRzG6EGSTbrVamXIq2+WUdL8F//ibnFXEYmuXbuyZMmSCh03ExISWLp0Kd26dfvLN1fZ8euvtzfR+SdBpdCw4YddLiQiIz+B5JyyCbjnz5/ngTZtmffDOtbtjWXht5vk9yaN7ounw4w2LxN7YQHfrtkhv9f7ia7oU25wOtapHBdVoyqqUkJKpT0FPDylcHpaRi61akm5GoWFelas3Uiuxp3GzaSZYV5eIa9NfLvMfS5esgSz1p1QL/cy7xWotLz17ns4HA7WrltHu44P0ah5C54ZNAgPlcqFRJTAnJcDChGFuzvXrl0v+xCLUTPQSTLCfX1Zf2qHrHMAoNTC4ZOX5e16UdU4dcZJ1vKLnLbpN8Nms7Ftz58MnjSZzX9IxEmtVvJQu8Y80f0RRg8YKg/kGQWJ7Di/jyvpNziReJ0rxSTC4XCQnneD80kHuZYeS3JOHKm510jJvcq+2J18MWMUG3/4iHffGEh2YTIWmzN6olW54eNeBYvNRFZBshxJsNpsCAgu1vKCILpEMM5djOfajTSGP9cDTw8pAiOiZNv2s/QeNpa4lJNERzv1Sr5etolN2w5hKS6NrRcVwfS3h6Iqrs5Zu36Py3MDOH/5CnOXreDhZ57j4QHPs+vIblnOXaf25P2XXmXPmlUuJGLxDz/SY/DwcklE3dq1+H3Vty4k4seNv9Gp/6Dbkohn+zzOrh+/k0mExWLlgy/m8eSocXdNIiaOGMrk0SPl7Vc+nM4f+/ZXcMbfi8rW/5WgsrarItxVRCI6Opq5c+fe9ri9e/fyzDPP3Pa4/+8IDAy8/UH/EHi7BVDVNxLBJlVL2B12krMvk1OUestzsrKymDl9NhGBMXJ54vNPd6F5E+cgevboSfbtlvwNvL096NC4BnazmVOnnbOomOjqbNrmDDnbHc6BKCMrDZ3ag4zMXB57oiv7D0oSxpcv3GDaJ93JySigRhVJ3yLYpwYFhmzsDufA9fms2dSJjOSB5s3w07khqFRofAOxC1CYmcWzA54hISHBRcn1+UEDcbOby00mBTDnZKMLqkqLli1QKBSyRkEJdGoPNGpp9q4URZJzrmO12/AvRdC2/LGBGlUaAeDr40F0nQiWrHRWgmzdsYnbISAggIw8K4IADqwYjUY0ahWZmc6s/9yidBw4WHNsKzqtUxkzIes8efrM8i5LelYWv+3cTd9uXenYpgnVa3qx7+ghvHT+BHqFyTLpOrUnWpUHGblJdGnXjsPHpAoahajEZpeUM5UKFaKokA3DFKKSnNwCVqz+ncmvPMMPP+3k/MUbKEQldUKboFHqyXNkkZp7jWCfGgB88uWPbNu3i7q1w/H39UGr0dC+bTR/7JK0St6duZQ60V7EXYvnzKVLZOU4SZggCNSPiiSmZi3OnpH0SCxGhbxMVpE+hCiKjB40gDfHjpJdQfUGI6/PmMmqXzZU+N34+/ow++0p9OjUUd539UYCIydP5fiZcxWeWx7enjCWCUOel7enfPI53/28/q6vcz9Rmfq/0qis7aoIdxWR8PHxIT09/bbHpaen41Oe8t+/cEHr1q3/27fwl6EQlYT716VaQD0XJ8uraacqJBEg5VFEBDhJROeOTXn+ma7y+3qDiRmzf5C3+w/ojlarxmyxcuSENJPzcNdRu2ZV2Z4awGIrlbkuOodzX6VdXoM/uu80mzdswMvPjQKDRALUSi3VAqLLaC68OHoMm3/fQVx2Pmh06BOvYbh+GY/CHEb0fZxTx47y+muv0batVPbn5eWNw3Zr+2WH3YbdZiUqpArPPjvA5T2lQk21AGcSXuuadTh49Th+HiFoiq3GC405aJSeMgFp1aE5x25kcjxWivyISgirFnzLzy9Bq1at5EqK3Pw8erwwnOzcXBKTS3Q8wGyV8ifi0pIpMEqvawUEYTSXnzNSgh37nKWLTevHAA7yDZlcSTvJtfTTsjKpIAh4uwWx78hJXn/pKaoESP2GQlQiigr0pnz5OFFQYCw2cDOazHw8+wcmjn6Klk3rApKHh6c6lIXvvc3qhdOIqVdMvBwQG5vMN6vXMPnjzxjxxlRmL58v30NOjoGN2/eRnJZGTGQkA3o9xjsvjeXH+XO4vOd3dq3+jk/emiBrjBw7FUdaZhZvfTabNn37l0simtavx7YVS3nvlQkyiTh7KY7OA567LYno2r4te9f+4EIiTl+9Tsd+z941iVAplcz74B0XEnG7ktT/FCpD/1ceKmu7KsJdEQmNRoPlDsqLrFYrarX6tsf9i382vN0CiAxpjo+704ioakQAcSnHMZhv7ewpCCKhfnUI9YuUB/YuD7fgjZeelmd6VpuNjz77joQkaVALqOJD154dANh38IxcCtrmgRiUCoW8DWCxOoWfWrd9UH594vRl2rWSyvOyc/L57ftNfPrxDJKyL2EtJh+eOj+qV2mAUnRVhFQqlYT4+WLNSHUhCXaDHk9jIe9PfZPVixdy9tRJbiQmYKjgp6Xy8MKUlYHCoGfUiBHO/QotNUuVYYb6+BLq7YHBYpFn1yAtF5UsHzkcdj6f/zETxk2V339xZH+2/bKOU8eP0b59u1vex83VLRcuX2Hk5LfJL5AS7wIDfOTBU1cq8TOmahi1q1Sr4Lpw8aozYhQeEuLyXqExh8upx0nJuSqX7apENz6Z+wOffjiSZo0lG3hRENGo3MktkiYvgiCgVmopMkpCWHqDiXGTZ9O1cwxRtaVlq+SULFb/tJNG0XWZ9eF4wkOl2aHDqmTpzM+5svcPUo8dIOPEId6Z5EyKGz1gCAd/XcvPi+Yz9/23Gf/C8zzcppWk3omU3Fq7hrRkkpCUQbMefZi//LsyZZo1wsP4atoHbP/uWzmh0m638+W3K+ny7OAKEyo93d2Z/c4Uvp87i6AAyfQwMzuHQS9NYvvRk3claAbg4+XFmq/m8vTjPeX7mPjhdOYv/+6urvMv/sXtcHcKM0BUVBRNmjSp8F/dunX/jnutdJg589Y6Av/LUCrURATUo1pAPVknwGqzkJB5gR0HN7gsLdwMrcqD2sFNZJdOAM8AFRNffcHpb2GxMu3zVew7JKmjurlpUXiZOH4qFjRafvzVaSPftVMzAPL1UofucDhcbMdrRkTg5SmZQO3Zf5q+Pdv8H3vnGSBFmXXhpzrnMN2Th2EYcgZBMCHqyiomjKiscc2yizlgWnMOiwlzXl11MScUFQRUck4Dk/NMT+icu74fNV09zQRwV0H5OL96uqur6q2ueeu89557rlwh8Na/v0Yl6onGw1S6NhHvyMWbdDYG5I5LI0j9i4owxrrvVpqIRhCjEfTxCDmKOFfPnIk3QVpVShKCUoXKZCbm84CYwKCXogxmvYMBOWPRqqVztemNnD72IGrbGyl0DJXNtlp9DZj1DvnvNn8jVpsVo1payZuMek48YjTGSIAClchbL7/MxIkTu5wHwKOPpsTQSUL33Y8/yXbUBr2OIw6SvptsyQ6QaTKTb0tvg70zOpsiGQ36brdxeWsoa1wn6ycScSWzZj/Bg3dcLBM+pUKJVm2g1SdFt5Jt10MdHWGDgTiX3XgfP6xdIPOieZ8sJhAIoVGrOOvUI+TjJUuLpf0o5GOA1MK8OzS1tPDFdwu58f6HWb8tFQ3YOeA0YcwoXnr4fpZ9/B/OOD6lD9u8fQfHXXAJ/3h8TreNtpI44uCJLJn3b8499WT5vfk/LGbS6WfzxfeLfvFcMbRDlzHpQMlCPhgKceH1N/Pa+x/8ov38lvijzn+7wr46rt7wi30kXnvttV1uIwhCWjfA/egeF198MXPnzt3bp/GLkGHKJcfWL62dtTvgoq51B7FEhCuuuKLbMQkIZFn7kmkpkIV8iUSc2tbtuKubaY/FyVUqaWt1c9fDb7KmQ5WvUim5+uaLmHHhWRT3L0SrMLFlm+RwWVyUy7ixQ9Bn5tDWUZ4ZT0QJRVMq+/KyGk445iDe/s93xGJx5n+3kgtnHMNLb36JKIo8fM/zWAwOPIEWypvW09c5DLVKi1qpoY9jCJnmPri8Nej0RhLdNLdKIhYKodRoiQV8OA1aatq9RO1Z6CNBoh5pBa222tBlOPHXdlh9KxTsKCmj0DkMqyHVoCmRiHDOxGMwabVsbmjGqJPqRiKxMK2+evpnj5GvX6O7kjNO/AsbV0uCwZOmHoxe1/HQF0VMIR+PPfwQh00+oss5X3TRRSz9omuoPBZPVloI/OmQg1mw5Ef5AQ6gVamxGnp379PpUsQj1MsDNBjxUt64juLsMaiUatrbItz9xIvcdv3FXHndHEor6tFrTLg8NRi1FrRqA0adldqWEvIdkkdJhimXsqZ1aAQ7dmM2gWCYMcecRl6ejcK8lK5k6fL1jByZi16nRafVIiBgsxppd/uprGngvc++oKHZRV1jI6WV1WwrK6O2IVUZk2cfgKPDtVAhKBk1ZDDHHnE4px93LP37pkdoWtraefSFl3nlvfeJxXpOc9mtVu657mrOnnaC/J7P7+fWR57grQ9Tor1fMldMP2Eqj912Cwa9FNlqamnh3KuuZ+WGjbv1/T2FP+L8tzvYV8fVG34Rkbjwwgt3vdF+7Db+SF4bWpWefMegtKZY0XiYutZSPMGU6K67MRm1VvIyBqLrWG2D9ACpdm0l3JGGOG36mdx3x308/ejruFyS2E2jUXPdrZdw5wN3IIoi046bxj23pDzs/37thRjz++J3NeFqbu04pwiRWEju+rl5ww5mX3kaH3/xI/5AiC8XrOCu2edz+CGj+OHH9YTDEQodw2hSVdLkqWZHw2ryMgbIFRI6jZECx2DuuPZxDps4goPGDWHs6IFkOtKLQpVqDXFVGHO/gUTc7eRqFIhBP6rMbHSZOSSiEWI+D96KUvz+AMtWbeGrhWtZvnxjGolwB1wIogerTs+32zbi6tB+JMQEtW3b6JM5SI4eNHuqicUjVJdJoX+VSsmpJxyWdl5iIk5eVhZmsxmvNz3dZLWkxtBZYJpISCWXCAJjhg1jZ4iIKBW9BzNzOgnOmlt6d7oNx4LUte2g0DkUgM/m/8zQwQVcefFJXHebZEN+6NhD2LhjA1oMHWPVEo4G0KoNGLRmBAS8wVbsRilSIogaNmwtYcPWEgbnTUCj0lHX0ML0K2elHXtgzjh0GiNeX7DXZlUWs4lsp5NkUOqjl57lwDFDu2zX1NLCi2+/y4vvvIfX37NVtUKh4C8nn8QdV81M6yS76OflXHXXvVTX1adtvztzhU6r5YGbrue801JRjbWbt3DeNTekEaLfC/5I898vwb46rt7wi4jEG2+88Vudx/9LlJX9Meq3My19yLL2TeuT0Oqrp76tvEsao/OYlAo1ubZi7KZUGFwUEzR5qml2V8l+DwpBiacxxp03z5G3s1hNDBydyyV/uwi/349GpeOx+17C3/FgPXryWMb2c+CvLqeyupF4XMq1hzusqH2hNuzGbEKhMFtrXFx6wfE88azUG+GBx9/hrtnngUrFDz+sRhAEsm1FWA2ZNLjLqXJtwaitJ9vWVyZOkXCU735Yw3cd4fFMp5WBxfkUFmSRm+Okz7A2LBYTqk0lqFUKBEEgGo0RWLMRr6iiod5F2ZbtbNtRQ0lpjXy+SegNWrzRJqpcm7HqLXyyYRUbalPNs048/QgK8s7h+ack86EMp5WWWBxj2Iq7XSIIBx84DKejq+uFICYwGAxdiMTWzany0UintE0yYqTVqCkulCo1OpfURuNxQpHu0zxJdF6hV9b0XC6ehDvQTCwudSs1aMxcfdd9PHjTdZiMenz+IOGwyPsvPMZFf38cgOyMbPzBIFoMCIIClVIj61yAtIjZztCo1eh0WvRaLRq1FDlRqQSOmTyJDKuVDJuNLKeDnEwnfXJzKepTQLbTwfW3P8/KtVJlycB+qQqWRCLBkhWreOeTT/lo/oJd2lRPnjiBO6+dJTtLArg9Xv7xxJO8+cFH3X5nV3PF0AH9efGh+xg6IOVu+sa8j5j90KOEwr3/VnsLf5T575diXx1Xb/ifmnbtx/+Gb775Zm+fQq/Qqg0UZAzG0EloF44GqW0twR/u2vkRUmOSUiBFKDuJFgNhDzWtJYSjKRc9qyGTXFsxalUqFO4LtbGl9meWbpBC4iadjT6OoTR32CD3L8rlmitPl7fftLVCfp1Ma7j9zfLq9I1/fc6zT81mw+ZyFixcTSgc4bb7XuP4U4+k2VOF09wHQRDQaYwUZY4gFPXT6q2nsnkzGpWODFMONmMWCiEV3m92uWl2uflx+S8vxeuMrKwMTjvpcE6eNpmoVs/n8xfxxIMvpZGIC684g6mHjuKCS+6V37v12nMoOuBBpk6ZLr93+CEj6Q4REZqbu/obbFi1FaNaEvUlxbGqTr0xLGYDzgw7apUKsVPEIhqP0+TtPcowbOAA+fW23ZxY44kYKqUaQVAQj8e54f6HOaC/JLCNRmPotKl75MiDJxIIhlm2SvIT+e7fr7N+UwXPvSLZV//9wnM4+fiDicUSnH/5oyREkaEDilj6Rap8vaXNw2nn3QXAqKEDmPNgz06joiiyvaxWvi4Khcj8HxazYPGPfLXwB+p2o5pt0oTxXH/pxRx24Li099///Cv+8fg/aXT17AvR01whCAKX/eUsbp81U74+/mCQG+59sIuV9+8Nv/f577/Fvjqu3rCfSOxFXHbZZdx33317+zS6hcOcR46tWI5CiKKIy1tDo7syzb54Z0w/bQbzP1qcRj7iiRgN7eWyRTZIoss8e385/y9tF6fRXU6LV3KxVAhKsm1FaQZX/frm8vDdl2Ls1Pvihx83yK+Tin5vqJVILIRGpWP71kr++rebuenmq2n1h1m9YhPRaIyP3v0Go9ZGbWsJGaZc2d9ApzaSlzGAXHt/UMWYevxRDB4xALvFwtZN5WzbUkbJ1jL8vnRb4d3VBkXiIU45dSpHTxzG6OFFKBQKauubeGfe93zxzTK5U6pKoWTa6HGcOGEMdz34CoEOEeRxUyYwbmQxCkWC8WMnsHm9pI8YOqhvl2PFtXo++vDTtIgCgEFjwaRxSv4MiTjuQHPH+6nfrbBAEpvarVYSsdT344kEpc3prcZ3xvAOIhGPx9myo7TXbUEqvU2WtyZbfauVUrtyAJE4K9akTMhysjP4/Gup7NJk1DN0YDGffbVS/vyAkYPIzcpi6bKNJDp+kyGD0nUMy1ZukV+PGNaPntDQ7GLRj2vkTrKeQBv9Dz+6yzXtDga9jpP/PIVLZpyZFoEAKe1wx2P/7NFOuzO6mysK8/N46q470ojJxm0lXHLTrZT0Ynb2e8Hvef77X7Cvjqs37CcS+5EGpUJFgWMwFr1Dfi8U9VPTUtJrSadCUJJjK2Lxl2vTSESbr5GG9jJiHQ2oVEoNOdYibMZsOdcPkjagvq2UaFx6WNqM2eRYi9IiFaIywgNPzsahjEMHmdm6vVpelToz7cx5+QPOveB8amtraXRX0MchVRCVb27mz8ccTzgWItfWT+5IatBaMGgtBMIeXJ4a9FqznM4QBAHiar76ZDFffbIYnVbDwAEFDBk+kKMOH4tBkQC1lrhGT1u7F1dFBd6O9tcgaRb0ei02qxFLdhb3Pf4wVTUV3HjjtVx7wRlUlpTx4WdLWbJsI2s3lKaREJVC5MKDJ5NtsfLKCx/K7ovZmXau+OtJACTCIazWFBELqHUoNFoSEamPSVijY/2Ocm65LVUamry2efYB8vGavTWym6TNmEpDjRkphcktJhPxQKryoj3gptHTvRlV8roNLJYezOU1NQRDuw6t59iK5ddJzU1nArm1fDP3/7NBJnubS3bIZapDB/dhe1kl3y1eC0hN2XKyrdTUN/DvD1KuqHl5VlZt2EgwFCYUDvPme9/Kn9W5qrj/6bm0uT20ut00uVpodLmobWgkFA6TYysms+OeqW2u6pVEaNRqJk04kJOPOZqTjj4KkzHdFXV7eQWPPP8SH3z19X8lShcEgQvPOI1/XPN3TIaU7ujZN//FvU8+22t1yH7sx2+B/URiL+LLL/ds295dQa8xUegcltaIyeWpoaG9vNv+FUlY9A7y7APSHvqhiJ/ath0EOlIggqAg01xApqVPWgVAOBqgvq0Ub0gyhTLrHeRYizp1ipSqExrcFbR4a7lk5pW88OwzOE1mwoEg9895T56MZ5w1lQP6ZPPt/PkcPGkSbW1NWA2ZWPQOVEo1/XPGUtu6nfr2MryhVnLt/eXVf5JQJMQE/pAbEZGiwmJcTakQfigcYcOmMjZsSg/Vq1RKMrMc2C0GrGYDZpMevU6LVqtGqVQQCkVoLK0hFlDQxzmYdUsrOG7eVYQjXXPper2Ws8+eyucLP8egUVHa3MhnK1d2XEOBW6+bIVtDA/QryuenxdKK9tJLZ3P1zRczfPgQ3G4Pj8+Zw9dff93hEKnBoneQYcpFr0n14fAG22hyV8nXPin81OnUHNjhMGoxGzHqcmkPSue7qbakx3sBICfTibGjrHVHRVWv2wJkWfvKx43FI7R46zBozDjMkm9DQkwQS8RkEhGKBlixZrt8n7775ft8ueh7mXhEBD8HnDANg9ZK/2zJ/TMSC/H3u26Vj2nS2emXJaWCghEfT77+co/nJwgKOU2WEBNy9CYJlUrJsAEDOHjcAUyaMJ5JE8anPeCTWLVhI8+++TaffPPtbkUzOiM5V/TvW8gTd9yaZs9dVVvH3/9xN0tWrPpF+9zb+L3Nf78W9tVx9Yb9RGIvwtDNZLO3YNE76eMYLD/ko/EINS3b8IW69otIQqlQkWcfkOa3gCBS31qOy1tLsgun1eAkx1acRlDiiSiN7ipavXWIiJh0drKtRWnRDEhGKsqIxqVw948//siIMWP5+P1PeeqRV2lskFavA4vzOW3a4Rhy8shtaeaG667llttup9q1leLsUeg1ZpQKFYXOoQQjBbR464lr2zn7vOn8uGgtleVS/lshKOR0i6upFYNei9NhJS6K+H1B2t2p0tJkKiMWi1Nf10R9zx3BAbAbJe+Mmqqujp8FeU6mHj2Bk6YejNaZyYfffcS81d/R1Kk7+flnTWHU8OK07x157CG89fpH0u8W0/DEPa8TivqJxsISGcociValTyN5SaiNIpXVmwBR/v2TGDTIiVotTQ99MvKoq5F+S41SxaKSn7vsqzOynakqlLpdVAtkW4vIsqZSDjWtJR2/0zBZ9NnqqyfHViRvE4uFMXU0AEu6kjpMHaQjEcecoewwPRsof6fJXSm/FhDI7RQBafb0nqZxmHJl19aY6GPSxHEMLOrLkAH9GT5wACMGD5JbtO8Mr8/Hh/MX8K8PP/6fyi+tFgs3Xn4JV190geyUCfDq+/O464mneq0Q+b3i9zT//ZrYV8fVG/6QROKKK67ghhtuIDc3l02bNnH11VezZMmSvX1avxiTJ0/+XZy3w5RHXkZKHOcPu6lybSEW7zlEatLZKXAMSjMq8gRbOHXGsTwxZzEglYzmZQzEpEuVt4miSIuvjiZ3JfFEDKPWRo6tSF5tJhEIe2hoL+8i6tRrzPTJGsht16XMlLKcNu6+5QLEoB9fdTnGgiKOnzqVW267nYQYp6xxPfkZA2XCo9eYKXCYUSlVbN9QxgknHYWeKDu2V7F0+SaaXaljBoJhqmrShXRKpRKbzYjBYCARixGJRgkGI/j85W88GgAAIABJREFUu+k8KEBBfjbFhdkMH9KX8WMGUVyUK6d6WuMiG9ZsIccyQH6ADcrK5aDCgen70elZ/v0SKl2bKXRKplWCIKDXmNKiDjsjEPbQ6K7kquuuZMODy8mx9Usjg+3+JowW6cEcj8Yxx7MJxaSHrU4t4g72nOICMBlTE2lPDziFoCA/YzA2Y6pMtK6tlFDET3H2KJn4BMIeLJ0MuAJhr0wi4ok4Te5KCjOHydeu0V3JyeefT2VJo1xuHAh7aPOnCE2Wta8c8QqEPWkRhiyHg36FBRTm5VGYl0tmRiYffLSKYFD6X3jrmbspLkp36twZja4Wvlv6E18uXMSCJT/+z6mGYycfzjP33YnNlIrSlVfXcO3d9/PD8hX/0773Jn4v89+vjX11XL3hD0ckpk+fzj//+U+uvPJKli5dymWXXcaXX37JsGHDqK7ufWWxH13hNBeQa0+tztp8jdS2lvSayth5FRmLR6lr24E70IzBdDICApnWQimN0alk1Btspb6tlHAsiF5jJsfWL41kgBRmbnRX4g2mFOwKQYnVkNkhiEyPWIwaXswdN5wjlz2KsRjxYABjp7x0QoxT3bKVdn8jWZ2iHrFojJWrtrBylSS6U6mU9CsuYNiIwaAQaHO1UVlRK4vskojH47S0eGhp6dpvQqNRkZXlxGYzYTXpsVhNZBfk4mpv5dnnnyEY9qHSKnn/8+VkCVHEWKzTfhOsL2vgqef/Tb5tiPxw7GN3cMqY8dSsr0Nn1FA0tgBRb6TU1cZNs28hGApSUr8ShykPsz4DndqYpj+JxaOEon78YTeeQAuhqA+j1sbKH7YwOG9C2rZt/kZqW0poaulDIBDinjvfYF3H/5VCEFhbmRI09oREInXvdN53ElqVnkLnMPlhLooi9W2l+MLt9M8eI5OIcDSIUqGWI1mRWCjt969r3UF+xkDZXdUXasPlraF8W11aG/SallSHTaPWRqYlWbopMnFCP64+8CSG9C9mYFFfzKZ0Ajbn+Q9kEnH0EQd0SyLKq2tYvXETK9dvYMmKVWzZUfqrGPKNGjKYO6+ZxeSDJsjvRaMx5r71Lx5+7sXd0p7sx37sCQjQyxPjd4iff/6Z1atXc+WVV8rvbd68mY8++ohbbrklbVuDwcAnn3zCSSedRCAQ2HlXex0Gg2GvnleGKXen8G8Vje6KHrdXCFJqwNyxIgSJHNS0bJPFlDazg0xjusYhEgtS11aKN9iKWqntsgIGSVPR6K5MM7cyaK1kGHOwGpxpugqATIeV886awnFTJsqW10moTBbqQjGGDh/e7ThMeht/v+QqVvy0jsbG3ssYQSr3y7Bb0GnVxBMJvN4ArlZPr46FvSGRiINCpKAgH51WgwKRYDBMY3MbsWi6L4c32Ep/p4VLDz9Dfs8+Mp+vy37m6WefJRQK7bx7AFQKDQiQSMRIiAkUghKjzopZl4HF4EiLJIFENurby2j3NwIC44eMw6DIpK2T1bUvWE95c9eW8Dtj6ID+LJknNVv79yefMfP2u+TPzPoM+jiGyBGGeCJGdctWEok4fTOHyeXCUrMwQSYRsXgkrTS10V2JWWeXI1nhaJDSxjUYtdaOtIhEYKpdW2kPSBGlrIxM8m3DiMWkKe/ic6dyzvSjexzH5m2VzLzhKURRRKtRc9uN0/H43ZRV1bC9ooKSsgq27ij91dMKg/sXc8NlF3PKMVPS3l+8YiU3P/goW3ejCuaPgL09//1W2JfGtbvP0D9UREKtVjNu3DgefPDBtPe//vrrXjuumUwmlJ36HoTDYSK/A2XzjBkzeOmll/bKsU06O3n2VDqjob2811yxWqmlKHNEp1Vkgob2pBZCgsOcR37GQHk1JooJmj01NHmqQBTJtBSS1UVsGaTRXSGHlxWCErspB4cpV+470RnBiJepJx3J7X8/F2Wi+54egkrF+//5d7efASjUCS65fDq3XH8+FaXVrFq5kZKqZjas3kRVbVPaihrA4w3IFQKdkZudQXamHZvTjkqlIhiNU1NeTX2Di0ik534jyfHX1fSsH4jFozR7qnF5a6hoBrPOwNkTjgegbUMtxrowFrWxByIhoFSq0KtN6LVmDBoLeo2p2+iAKCRoaqvC5a1FqVCRZSkk01JAOKAijPSAVCoURCOu3SIRAJW1tcTjcZRKJcMHDZLfzzDlkmcfIJ9HKOKn0rUZndpIUdYwOXoVivpRKdQycdiZRLg8tWkkIhqPUNG8QUp7OYfK+29yV9EeaGL8qJFcOP0M5s/fSHmlpE+ZcMAQZpx+lLzPRCJBVV09OyoqKa+upry6lhXLakkGFioat3HypZft1vj/Wxw4ehR/O/8cjjtysty8DqCippYl6zdx1exbe/n2Hw97c/77LbGvjqs3/KGIhNPpRKVS0diYPgE3NjaSk9Nz2+Ta2lpUqtRQv/vuO1577TU+//xzrrjiCkAiIyqViqOOkiaXJ598ktNOO438/Hzq6+t57733uOqqqwBYuHAh4XCYY445BoDnnnuOY489lqKiIlwuF6+++io33HADAEuXLqW1tZUTTzwRgJdffpnDDz+cgQMH0q9fP1555RVmz54NwPLly6mpqeHUU08FJCfR8ePHM2zYMILBII8//jizZ89GoVCwZs0aSkpKOPPMMwF45513GDp0KGPGjCEWi/HQQw9x3XXXodPp2LRpE2vWrOGcc84BYN77H6KJOkl6DDV7qjn7glMwm81s27aNpUuX8te/Sp0RP/74YzJsTsKtGgK+jvp+jZIJR4zC7e/DN998w8UXXczan7ZTW9EskwiL3cimsuWcfuYpaFUGli/aRMjfub23iNoU44QTj0ahUPDcs88zeuhBtDb4ie+80hdEFNoohx01AZvDzPfff0+55xQigQBapZJ+GRa2NkuiO6dBh0ZrJp5IcOutt/LKK69w6KGHMnjwYLxeL08++SSzZs2ioq6eiM1CRo6TQRNHMHBcjMvP+zONbi9by+poqHMR9ITYsKWUupomPJ1ElknUN7ZS3ymiYTIbGDykiBNPmsT4EcVsrW2mtdVD3B+ksbmdBpebmtoGKsorsZitJOIi8VicRCKBRqtBp9eQEKJMOmIiBxw0Eq/Py3XXXceMGTNwOp2sq6lkhKYApULJ4Jxi7jhpFqsaS4hn6PH5gqxZtZ5MRzbhQLQLGeoMpUrJ2HHDGDKymAGD+7J5QylffLwAn7trqLx/VjZXXnISry78gpOLp9HW1sbzzz/PzTffDEgRwoaGBk4+WbJlfu2115g4cSItHi9Zdhsjhwzi/nvuZsvGStb+lCIieX2dlFTXcOjEw3FVp7Ql1gwjCreCRIfzp1anhk5cqWhwLuZGA952idhptCoKB9gIrs/HrukjO4bqzAI3zbycyaNHUJDp5Oa7XpJJRH6uk2v/dhpbq2qZv3AR9S4XBf36E4vHefzxxzn33HNxtSlItlaxZhg54S/nsWDBN7/6HKFSKlFFghw18UCGFKd7WfhDIRatXsfFV13LCy++yK233rrn5oh58+jbty/jx0tNv+677z5mzZrV4xyRmZkpL+YefvhhLr74YjIyMigrK+Obb77hssskEvbll19iMBiYPHkygwYN4u2332bGjBlkZ2dTU1PDxx9/zMyZkjHYggULADj6aClq9MwzzzBt2jQKCgpobGzk7bff5pprrgFg0aJFBAIBpk6dCsDzzz/PlClTKC4uprW1lZdeeokbb7wRkATbzc3NTJs2DaDbOeLWWyXStnLlSiorKznttNMAeOuttxg7dizDhw8nFArx2GOPcdNNN6FSqVi7di1btmxh0qRJZGdn8+677zJo0CDGjh1LIpHggQce4Nprr0Wv17N582ZWrlzJeeedB8AHH3xAQUEBEyZIaawHHniAK6+8EqvVyvbt2/nhhx+46KKLAPj000/JyMjg0EMPBeCRRx7hwgsvxOl0UlFRwVdffcXll18OwPz589FqtRxxxBEAzJkzh+nTp5Obm0ttbS3z5s1j1izJNv67774jFovx5z//GYC5c+fK/9e7wh8qtZGbm0tdXR0HH3wwP/+cUo7fcsstnHvuuQwdmu59nwzLzJgxg2CnFry/l4jE+eefz+uvv77Hj1uUOVJOT7gDLqpcPbszKhUqirPHyMK1cDRIedMGuYpCIagoyhyeZizV7Kmmsb0CERGnuYAcW5GswBdFkRZvLY3uShJiHIWgIstaiMOcl6anAPCF2mn11eMJuLpoNua99x6TRg1DGU4XOMaMFua+8S/uvPvubsejU5vQa4wcd+wJ5NochOMQCYeJ+P2y74M9K4uMDCuZdiMFBdkMHDWMn1avwef2E25wUVpex47yesoq6mTPiJ1hMRs4/s8T+csZf8JklEohwzojp11wET/99FOX7VUqFR/+531GDxmMRUggxmPEVBrcCYFzL7iITeu2odeYcZozsert+CLhX5SHD0UkjcTs267lkJEDWblsPV8vWsP27dVd9iMAA7NyGT+wH+dccRwGq57jLriYZWvW7fbxbrz8Em66QmqRfttDT/HD4jL5902m0Cx6J4WdIgjeYCtGrVWO2CQNxZJocldh1mfIQtJoPEJ503qUCjX9MkfI37NnGZl8SH/+dv5fUCqVPDTnXb76VhIlajRKYqpm1m3tuYJCrzHRP3ssgiCQEBPsaFid5sb6v0KtUjH5oAmccswUTjj6qC6log1NzTz9xlu89v48WQext+aK3xL74phg3xrXPpnacLlcxGKxLtGHrKysLlGKzvD5fL/LnNXHH3+8641+ZVgNmTKJiMRC1LT07gnQxzG0E4kIUNa0Xq7mUAhK+mWNlAVw8USMtlANDe1VCAj0cQxJ00IEI15qWkrkFtA2Qxa59uK0sHUiEafN30iLt1Zu6NUdpp99Nk889ijHHfNndB00IxCH5556lifmzEnb1qx3YDNkYtZnyLn59Su2s57dC9UDZGbaGTx8AJPGD+HyC0/AbDIQi8Upr6xn/aZy1mzYwdpN5fi8He6H3gDvzPueb75fxU1XncWBBwzG5Mxi9eruXQznPvM0Bw0ZiCLsJxmP2baplHfmfU+wUUPfzJTewxvuXhcBkiBSr1aRSEQIRnx4gm24g20kEiJjRx7E958t5YU53ad9nEYzI/L6MCg7m283L2GDP4DBKq3Ejp18+C8iEv/66BOuv/QilEolQa9KJhESiaxAqzbQxzFYJhFt/kYseodMBpINuZJoaC/DashKkYhYuINEqCjqRCJERYj7Z89k6ABJQPzaO/NlEpEQE2ypXksg3FUk2xn5GQNTjdHcVb8KicjLzmbyxAM5+rBDOOqQg7GYu1bVrNuylRfffpf/fPEV0Vg6Qd0bc8VvjX1xTLDvjqs3/KGIRDQaZdWqVUyZMoWPPko1t5kyZcof8sebOXPmHrdSzbYWya/rWnd0abrVGU5zgUw6pNXfhrSS0ELnUJlEROMRKpo2ct2NV3H/fffTN3M4Zn2qC560Cq0ExI7Sv0FpJCORiNPiq6PZU0M80XvTI5AqJ2ZdfQ036nQMHz6caDTKxo0bZaMfQVCQYczBaSlIW9X+t2hubqN54QqWLFyBWq1i8iEjuWDGsQzsX8DA/gWccfrRqB3ZrN2wnQ/emMfCxWuJxuK4Wj3ccu8rPPv0bIbnxjjxhBP4z7x5afs2mUwcdfgkFGHpgeUPhJj7yqd8Nr97v4Z4IkYkFkQgQZEjh2F5/cgyWckwmrDqDXJnznAsyub6WtbXVlHd1kJrY4jWxnQdjNNoZkhOHkNy8shzOFhZv4VbP3gMT8hHRoWVWCyGSqXi9OOO4d6nniUe3z2BaW1DI+988hnHHXEUq9ZJzcEisRD1bZKZV0HGIPnh3+5vwqCxyCQvGPGlla/Wtm7HbsyW34vEwpQ3rUMQFBRljUDZsR+LVcNbz92NpaNM8qtvl/Pa218DUiSs2rV1lyRCMuwyy+fRtAuPie6gUasZOqA/Y0cMY/zIkRx0wBj69Snodlu3x8uHX3/D2x99wqoNm3rc596YK35r7Itjgn13XL3hD0UkAB5//HHefPNNVq5cyU8//cSll15KYWEhzz333N4+td89LHqn3M/AF2rDG+q5YkGt1JJtlXo3iKJIlWuLbF8NkGUplIlCLB6lvGk94WgAURQpcAyWP0skpNJLT0c5p7SCHJlWxtfub6K+vaxX34qeEAqFWLUq3dHPbswmy1qERtW1MsEXaiMY8RKKBojGw8TjMQQFfPv1fPrn5+JpbKKt2UVLq5eGxhaqapspr6hn645qwmGJ4ESjMRYsWsOipeu59IITmHHuSegcmYTd7YwfN4wDx4+gurScB+57nuUrNhONxnh8zjvMfSSDv8+c2YVIjB07FoNCWgGXVzZwxwOvUV2b8jbIsJsZM2EEr7z1EsGIN+06bW9Yx5LtOg7qN5oD+41keN4Amr1+VldXsqGummg3D/5ss5UhOXkMzckj22bDXmAju7+TzBF9efX6r/CFA5KQMWZg9r0vYDVZ8AfCjBt0GPVNjUTjYUIRP75Qm1yt0x3ue2ouWfY8+e8RwwrZVrccsz4j5VIZ8RNLROX7MhTxo1WlnDvr2koxaq2dhJUSiYgn4gzIGSVXefQpcPDSnBvQaqS/5y/8iQf++R4CEqlqaC9PqwjqDgICWZZUWXNd2w52lfm1W60MHzSAYQMHMHzQQEYMHsSwgQPQqNU9fqfN7WbBkh/5+OsFfP/Tst9td8792I/dxR+OSLz33ns4HA7uuOMOcnNz2bhxI8cddxxVVbu24v29ISkm2lPIMKVSQk3u3ldaWdZCecXY4q2Vra4BNCq97CMhiiKVrs1y+PerT76XIw3xRJyK5g2dVoECfZ3D01IhNS0lu5zgdxdmfQY51n5ppacgGWW1eutkG+4uSMCJp5zMmpUryM2yk2XVd9mkyeunxeXj0bn/onRrNYgKorE4z7z0MUqLlVOPPgBzYTHe8u2gUJCT7eSJp25jxpnXUVlZz5bNO2jzBDCbjF32HYvFEEWRZau2ctdDb8jNufR6LRefM5UTpx5CmT/MnBcf6vb0g5EQ329bxo+lG8ixFWHWO7pUaJi0Gkb3L+boiQdQkJuBwaonYVKTn29HUAhsL63lw9c/oXxjC8MKDpW/v2JVeqnhzmW73mArTe4qApGuK/2mlhaeeuUtktPMsUceymGHDGbOc6loYrO3moIMqbIjkYgTF+Od7rs64olYp/spRkXTRiKxEEWZI+VIU7++2Tzz8CyZRMybv4BHnviPbH/e6mvA5a3p9tp1htWQKXtYuAOuLtELs9HIASOGM27kcMYOH8aooUMoyO1Z5J1EKBxm9cZNLF6+kkXLlrNy/cbdjuwksafnij2BfXFMsO+Oqzf84YgESGrSuXPn7u3T+ENBsn6WzJ8isRD+cHsv2yqxGVKTd2Mne2GQSEZSPNnsqZZJhkJQEfWmbqnqli1pk7HDnCuLMpNCuf8l/5yTk0NeXj6uhnZUcZPcbCsJT7CFxvYKWZOxM5xOJ1fNmsWkQw/B7XYz94UXue7Si1DTVYOgVCrpO6SYalcJm6rWkGUtkps4PT3nLQ47YgJadxv67DyUOj1RrxtBjNOvuA+VlVLXU1Fvpr2la7vplStX8tHnS3j+qbflaosBxXncPfsC8nIciHoj77z6TI/XQWqY1o8MU24agYgnYrT7m2nz1xOM+Kjw5TL7qesxBaTfq7bVw4efL+XjL3+U3TtVaCW15W7CrM/ArM+gxVtHfXtZl86wm7aXUOgcBkAkEuXcU6fx73eXEwiGicUjaJQ6+V5yB1zYTVJPC6ksuJJBuanOlkl9TYYpV065ZdjNPHLXZRgMOto9Hmb94x7qGyMyiQhGfB2RhV3DYkg1qkuWNY8eOoRjJk/iT4cezNjhw9LKyLtDPB5ne0Ul67dsZc2mLazZtJl1m7cQie46Xbcf+/FHxR+SSOwrOProo1m2bNkeOZZBa5EFb95g7yZMZn1Gp/x1IwkxtXpKukxC0usgFQmym7JB7LB59jV0OY7DlOrmWNW86b8mEcXFxbz8wvPUlNbzyQffEnWVp93JgbCH+vayXvPhJ087iX8+8ggWMYYYCiLkOJg4agQZeQX4K3aQiKanWZoCIVSJVjmN0uguR6fVYdY6ScQT3HnnI7z+yuNEvR6CjVLTjVAowqoVUotzo1FPVkEeV9/e1Qsgw5DP3Dn/kv+edPBIbr12BjqdBkGlpjkS55VXX+12HEatjT6OwWm9NKLxMC5PLa2++rTfrr6+ntn/+Af33nEHiz79jhde/RSfr+tvEIz4CIQ9hKJ+wtEA40cP5+VH7kUQBCpq6pkx83pIaLAZs+SogMOch05tpKJ5U5ruJhpLhe2rahrx+oJyxKVfUS7qOoVchtzZX6TRXYHdmC0Lcdv9TXiCLob2H4BJUUgoLB3jlmtn4HRYWbxiJTNvu5O6xmbG9j8CkKI8NS3bem173xlJbURCjHPpX07mL6dMo7iwT4/be7w+NmwrYVNJCZu3l7KppIQtO0p/E8fJPTlX7Cnsi2OCfXdcvWE/kfh/guQKDSDQSztwIK3vhWcnMmDUWmVC4g40k+g0SZt1KcdL104iNYWglPPggbBnl+fQE/rkF3LJX67k/pufoaEp/dwKCnPZVrWOssatve4jPz+fOY8+gingkTPgYiyGNctGsK4aQ35fol43UY8UtdFY7Sh9Eb78ej5qtZr77rmHk088gZJNO5h9/eMAtLV4EQUFkfbUOX30xVK8Pqny5PDJB9LU1srnn38ufy4gUOAYnJYuOOnUP3HtzOmoFAo80RhNHh+nnjG926qjTEsfsq1FchQinoh1mFjV9vjwfO/deaxdUoaSdP1IMOKl1deAJ9BCLJFOohYt/5Fl69Zy7ORJjLEO5J6bruTSm2+j0V2Bw5RHjq0fCoXknFmUNZzyxvVyuW6oQzcjCAJfLPiRww5JlWgXF+bjcvkIBsNYzDqUSifxuPQgV6ijZJpT1u0zTj+SE6b8g7IyF48+/T4ARx42muKiLK679wFe/8+HiKKIzZhFtMMMrN3f1GM0qjskrbb7FeZx+1V/6/L5lh2l/LRqDcvXrWfNxs2UVlX9KlbY+7Eff3TsJxJ7Ec8803O4+tdG5xLLSKzn8kEgTewWjKQbMSXJANBlxZ9cncYTsS6lmwkx3mHVrECrNqBWatPEm71BrdRi1mdgNTgxqey8/fonaZ8XF+Vy7vSjOeLIA/l2/WbOPHtGt/uRyIyB6dPOZsGHC/B7vMQTCfRaDRl2C0MnKsjRxIj5vajNVnTObEAk4vVQpFdy3VVXccyUKQzKzEAIBbCIqXD1QRMnpJGIljYPb74r5UoFQWD6tMNYtGiR/LlSoaKvM+W/kew38fSr66huLcVus7L0x59YubL73hZ59gFym22Qoky1rdt7vaZqpY7i7FFpJKLd30STZ9cljjfc+yAHjR2NzWLhtKnHsHztOl769/u0+Orwhz30yxqBSqnBqLWSlzGA2laptDYhxglF/eg1JsSEiulXXsWAbCldEQxGCHZEJwrystm8TUqhTRw3jJtm3cXpF0heICOGFnHjlZL50atvfttpQAEmnHQ6be6UfsfUicy2+ut7HVMSep2Way66kKWLq2lt99Lu9iGKIqIosmTFKj76+hu++WEpdU1d01J7CntyrthT2BfHBPvuuHrDfiKxFzFt2rQ9ZlyiEFJh40Sid6FX523jO9lQC51MozqHzaW/U6WXAkIXEylPwIXNmIVSoWJg7gEd6Y82wrEA8UQMAQGlQoVGpUOrNqDXmDBoLOniSTF5HgITxw3h9GmHM250R91/LMoBo0fL52DQWDBoLXI3zCTRWfDZchawvJuRv4XNauKoSWM4Y9rh5OakcuZ1Hj8j1WpG9u1DpFWqqGhsTok3cxwW6CSgm/vKp/gDEmGbevSB9O+bS//xYzns4INZ+uNyHr/vZRRI4sBEIk5VyxY5FfTGG290c24p7EwiGtor0lJM3UFAoG/msLQGWMMPLOKDj3/o9Xvy+JuauObu+3n1Ucme/v4br6O6voH5ixYTivoob9pI/+zRKBRKMky5uAMuuQW9P9QuW3SrFXo5QrFuc8rDpLNvQnamnYpOrdaHDymSX2/cUgFALBHhyddf7nKeSRIsiiLB8K6jXpMnTuCf/7iVwvw8mutf4ueVW3B7/Nz1+HN88u18Kmtrd7mPPYE9OVfsKeyLY4J9d1y9YT+R2IsoKOi+tvy3QOcUxM4NsLpum3ogKhWqNF+HWDz1Wr2TP0Oy/l8hKLAZs9JaNwPUt5dh0FrQqHQoFWoyLX06dWLcPeTkZjL1yAM49k8Hkp2VWn1GojE2balg6YZyirNHo9eYuzhl7g7a3T4++GwJn3z1ExedcyxnnnIECoWCQDSGoFAQaUt1Ja2sSo2vINuO0mQh5veyflMZCxZKxlNmk55Lzz8etdlCwu8lXFPLOy9+KpOIaDxCZfPGLpGfnpBpKZRJhCiKVLdsTWuD3RMyzHmyD0MoGqC8cR2nj5gCv8B+5ZNvvuXJV19n1oXno1QqeeWRB/jLVdex8KdlhKI+6tpKKXBIFRh59v6U1K8CRLyhNpwdwlSz3k40HkKj0hMIRFAISgRBoLSiGjpKNWvq61m8PEUs1mzewIxZ37N8zQYKbKOkMUS6j6B0Fpv21sFWr9Ny5zWzuPis6fJ7hx00nJ9XSp1gP/1yOZXNvw8SAXt2rthT2BfHBPvuuHrDfiKxF9GbG+evjVinkLdGpSXQS1Yh0iktodeY5JUlkFbmZ9U7aenUtKvN3yCXmOba+xOM+AlFUw/IWDzCjobV5NqKsRmzu20itTNEUSQY8eINtuIJtvDmB4voo5YagpVXNrByzTZWri1h3cYyQmEpt79z9QZIkZVQxE84FmDM2JGcfcrxmFQCSqWio/NmO9sqm/j5p7WEw1FisTjPv/Y5ZRUNzL7mLIzY07gdAAAgAElEQVRGE2I8Dp0IWWV1KtTdJ9uGUm9AUKmZ++qn8vuXnHc8drsVjdVO6fIVXHvrXJpckvYiJy+ThSs+l+3GdwWzLiPN22N3SQRI3hpJVLu2EEtE/6v77+45z5CXnc3pxx2LTqvl7Scf54pb/8HHXy+gzd+A3ZiNUWdFqzZgM2TSHmjCH3bLaS2TzkYoGkCj0qNUqIjGI6iVGsKRmKxR+P7H5Xi/a6XQKekpFv68jBZvHQpBSUFH1/metAmRWBi9xowgCGhVBsKxroRjxOBBvPDAPQzun9JgLF6+gnuefgxlLBuNSteRSsvc7ev7W2NPzhV7CvvimGDfHVdv2E8k9iLefvvtPXasUKccuF5jpt3fc77XH/bgMEsVFha9I41IhKMBQhE/Oo1RbkudNLYKhD14wy2YtQ6UChX9s0fT0F5Oi6+eZE4inohR01pCfXs5Zr0dvcaMRqlFoVABIvFEjGgsTDgWJBTxE4z6ZOGgWqnl7jsfpW9WH9au2YqrxU1PCEcD+MNu/CE3gYg3jRy5llTx4GO3U6BVkoikGJWgVBK1XcvLc17l3+99gyiKfLNwFXannatnX0YiFkVQKiVCAdQ1StEJhUIgL8eBz+dl4ZodbNkmpRn69c3h5DOOxZiZRUvpDm6++yWZRPTrm8N9D1/LJdfUpvWN6QkKQUW+Y5BMvjp3TN0dJG3OQxG/LED8b+4/URSZefud6LRaTvjTkWg1Gl555AEeKu7Hoy+8TIO7nP66MQDYTTm0B5oQxQSBsAeTzoZGpccTaIUOqU08IREIlSJl4KRSqtPSb0nTqc46G3UnzU9nBMJurAYnAFZjJk2dSpcFQeDyc87m9lkz0Wqk7weCIe584kleee8/iKKIRe+nb6ZUrpqfMYBA2LPbWp7fEntyrthT2BfHBPvuuHrDL4/97sevhmTnuj2BQNiT6sypd/S6rTfYKk/kdmO2PJEn0dQpH1/gGJxmQX3m+SfiD3X4SiiU5GUMYHDegWRZCtMqR+KJqORo2VZKpWsz5U3rKW/aQJVrC/XtZRLRESTL4j6OIQzOm8CQ/IlsX1/HggXLupCIDIeVMeOHUN2ylS21P1NSv5La1u20B5rSSARITduOmvJn1tQ04tUYUJgsRPUmXIKGp+Y+w+U3XMwjT9yMUin9e7z3nwW88cYHxELBDgGmBLdbeiBbLUY0BgMmg5EvPvle/vycS85ErdHgrSjl6efep6xCEv/l5Tp47J7L6ZvjoKioqNffIoksax/54ekJtPTa8r07JNfvnTUu/+39F4vF+esNs3nzg5Sx1E1XXMp/5j6F1aqVSatRa5Vtr9OFualogijragT5nlOrdGkPb7UyJQ5NCoU1aj1CN4YX7YFmkoEuhykPhSAdvzA/jw9feIZ7r79GJhHrt27jqLPO4eV335f/NzxBl0yylQq11FTslxhr/EbYk3PFnsK+OCbYd8fVG/ZHJP6fICHG8YXaMevtaFQ6jFor/nD3K/qEGKfV34DTnI9CoSTXXkxNyzb5c3egGU8wC4vegUqppjhrNJWuTQQjPlRqJeVN68m195dz+RqVjmxbEdm2IuKJqGRPHQsTT0RJiAkEBARBgUqpRqXUoFHpe1xxJiEIMGhYP8aOG05hcS5vvfsWb37wQto2KoUGpVIl5+FFUYp4xOIRmpubOWrKFIqKihg9ejRer5cffviBWCxGv6J+nDTpYG6cfQkP3Ps8AG+98jHTjplEVnE/hHAY0d1GpKPzp1arxZhfSHvFDrasl6oVYvEoze56YgEfW0sq+eRLqeOnTqvhgdsvIsNuxh+JUldXt1u/XzI1kRATu22w1BnBiBej1opWrcegMf/X5bdJxONxrr7rPkorq7h91kyUSiWTD5rA0nnvcul1D9HYEEQQBPQac4cteScNSJp2JUUqYvEoGoUSjUqXVlnUuVIoGPagUxtQCAoMWkuXezgWj1DQL4vqsiZUSjV5GcUcf+w4bvnb5WldNp9+/S3ue+rZbo2ialu3o9eYpWultZBrL6aurbTLdvuxH/shYT+R2IvoXA64J9Dmb5AdATMtffA395waaHZXYTdmoVSosRuz8YfctPlTSvpq1zaKs0eh15hQq7QUZ4+hyV3FwoWLEBGpa9tBm7+RbGtfTDq7HJJXKtSShkHb05G7RyIRJxDx4g+14wu7CYY9rK/8gQ++UqBTm9BpjOTZB6BVG9CodKiV2l41GNF4mGDYh9fVxueffZnWv+LyK69kamkpU488gMULRrDk5434vAGenfMG1191Nrq+/VFabegMOmj3EgpH8FWVUV1ZL1dqBCJu/vnkHE78859476OF8r4vOncqfftkgyDgjsZZvHjxbo0/GRWSdAZ22v2NvYoJd0abr1HWjuRnDKK0ce2vcv899dqbrN64iecfuIfcrCysFjPnnn6C7PWQjCZ0JgadRbBCp6BovMPISiEoUCiURGJhNCqtnJYBqbW8vUOHY9ZndEuG20MNxBMJlAoVdmMOpxx9vEwiauob+Nsdd7F4efdltSAR6SrXZvrnjEUhKHCY8/GG2vEGW3r8zm+NPT1X7Ansi2OCfXdcvWF/amMvYk+3NvcEXPKEbtZnpNXc74xYIkpda2oVlp8xUM49AyTEGOVN6+WJXCEoyLEV4akFhzkfhaAiGPFS0byRrXXLqGvdgSfQkuZ02BOi8TD+kJsWbx01LSVsr1/NppofqWjeiC/Ujl5jJN8xiIG54xlWcCj9c8aQnzEQhzmvIw+v26WQU63UYjE4yMsYwJC8iRQ6h8ptq+12OyG/j0TAxzVXnIZBLz0MP/t6GVu3laNIxPFVlpJhkbZvb/cS8Adk/QOAQg3bt2/ng8++5KcVUiWAxWxg2nGHIChV+PUWrrn+ht02NOrsElrgGMTQgkModA7DZsxKK9ftCe3+RjkqoNMY6Zs5HH83rpb/DZauXM1hp53N2x9/2uWzay66kGl/PhpFp5km7bfpXGXRSciqVmoId2g5lAq1rKHwhlrla2buIUU3YlA/ph1/kPz3/U+8Q0urh1ffn8dhp53VK4lIIhT1U9eaivwUZAzskuLbk9jTc8WewL44Jth3x9Ub9kck9iKmTp3K6tWr99jxREQa2yvo4xwCSORge/3qHluJtwea0HtMOC0FCIJAH8dQ1MpyuQFSPBGjvHE92bYinGZpGxIK8uz9ybH1kzqMBlvxh920+Opo8UlhfEFQoFZqUSpU0ndEaRWYTDuIiKiVWrRqAzq1EaclH73ahFZt2K1Kj1g8SjQeIhqLEEtESSRiiIgIgkLyqVDq0GkM8oNBEASshkxsxiyKBuVgdCqxa1UkIuDIsHDeWVN47tXPEEWRp1/8mFf+dAQAfftks2mrJObbtr1G7pMBkg4D4MabbmVw3oEAjBwzhKDJytaaOm665TKWL+/Oy6J71LaWoFAMxdTRL0WpUGI1OLEanCQyEvhCbR020i3dulqKiFS7tlCcPQaVUo1JZ0MfN6BVG/6nfidJtHs8/P2Ou/nXh58wsvhA+f0JY4cz86JTWbp8A7fe8xqA3OpdOrHOeonUa4WgSotiqFU6YpEo8USMQNiDUWdF1xF9isRCZDkcnH78sfzl5JMY0r+YRCJBU6OP5au30tbu5fSLbmV92a5FrZ0hRfAkIzSVUkOOrR+1rSW7/uJvgD09V+wJ7Itjgn13XL1hP5H4f4b2QBP2UDYmnaSV6OMcTGXzph63r28vk02GBEEg116MSWejprVEfug3tJfT5m8kx9ZPFnIqBAUWvUP+OyEmiESDROPhjod7XHq4A4KgRKlQolJoUCk1qFXa3fKASIiJjioEH8GIT+4NsbOJVk+44JwLGVg4hK8/X0xrmyRGLd9WT34gh4qqRvoXZqO1Ozh/Zh8+/OpnGutdbNhczlcfL+CIw0YzangxX3wjkYFlq7Yw+ZBR8r4FUTp/ZSfPjs+++oIX3nky/UG6m4glpFbteo0ZhykPk94u60g6X+t4IoY70Eyrr76LN0U4FqSieSNFmSNQKdV43QEG5BxAs6eaZk/1bvek6A2r1m/B22xEoVCiVikZMawIgNbW1LlcMP1kPv1S6kWgUqeuz87H7yy4VClT0QBvqFV2BD35T8dx/tlTmTB6FIpOYQ+FQsGZpx3GynVbScRBjEm9QXqrVuoOda3bMelsHWmSbFq8tb/Idns/9uP/A5TAnXv7JH4rqNVqzj77bN555x2iv8Pue1u2bNkrYTB/yI3NmI1CIVlGqxRquYSzOyTD6snVsFatl4gFAsGIDxGReCKKO9CMQhMlGAzIEYckBEFApdSgVeslx0qtGYM25TypUxvRqHSolOpuow6imCAU9eMNttLqq6fJXUl9Wymt/nq8wVaCER/ReHi3H4ZFRUW88fLzHDI4j5OPOxSjQcvGzRXE4wm8Hh9ff/0TI8cMxaaIEPe6yXLaWLh4LQAbNpRw+AlHUJRt570PvkMUJZfL82Ycy7/nfY8oiigEJS2+OgQE2YwpFo90Men6pYjFI3iCLbi8NfiCbSTEeNq1VggK9BozGaZc+uYNIBKJEIr4ZT2F9H0XRq0VtVKDIAiYdDZZzBmKBn6R9qIz1EotRZkj5AZiTe4aFi1fjFaj4etv19HsktJgB48fxrqNZQCMHTmYxiapvLhf3zy8XikKcdCEQdjNNnxeqZJj0sEjOGvasfx1+mlMnTyJJT9L6aJxo4Zx9ilT0u6ZFes3cPMDj3DnP5/EH/LIvUwMWgutvvpfNL6EmEAUE5j1GQiC5Lz6a7W9/yXYW3PFb4l9cUywb41rd5+h+4nEXsS0adPYuHHjHj9uQowTjPiwGTMRBAGD1oxSoUrzi9gZ/rBb8gLQSquzpLmQw5yLUqEmEgsRT8Q4cdoJ/LRyMS5vLZ5AC5FYgHgiDgIokqmMXhBPRAlHgwTCHjwBF63+JGkoo9VXjzfYQjDiIxaPIAiKDmW9GZPOhkXvwGrIxGrMxGrIwmpwYtZnYNRa0KoMKAQl/8fem4e3UZ57/58Z7Ztly/LuxImzJw1NSAphCfvW9tBAKHCgQFlKWXoKZQlbeq60b39poLyFQ17KUijQwoHSNvSl/CAl0EDoCRCakEDIHjved0u29mU08/4he2IltrzgRJGYz3UJYmlGfr6e0cyt57nv752Q4ygoPPjLlSyonogixdHrdcydPZkzF8/jsy9q8PYEiMcl3ln3IVMnlzNxQik6t4vOdi8N9S2EQhFe/dNfmPmNuQR6w7Q0dxAKRdEX5PHpp58hKDr0OgOBPvtvl60UnajHoDfhDbYdZi0+VuKJKIGIly5/MyXlLs468wzaWjqRpOT7S3EZh9lFUV4lBr2pb6knRkKW8AbamD17DkFfRL1BOiwu3I4KTAYriqL0zQgMf9PViXrcjgomuGeqpcDReJjGrt3UNTXywcbtREPJGQV3oQNvT4AuT7Ic1Gwy0OtLfsMvzHfS4wsiCALPr/4p4aDM5zsPAHDXLVdy0QVnMm3yJCZUlvLSn5J9TExGA98+70R219Ty+7+8xh0//yWdkTh/fSO5FBWTwpj7lsh0oi65NBIbuivsYITjQVz2UkRRh9FgwRNoGZfZm9GQqWvFkSQXNUFu6RrpPVRb2sgg1dXVw290hAhGe2jq3ktl4QwEQcDtqEAvGmnyDN12ORDxsrd1C6X5Vbjs5X03oINW16GoDymox2ywE4kH1AccdL/UiXp0oiGlJFNBRpYTSHJ80N+tE/V95XhWzIbkun5/46+R5EwMpN8ps7Wuh46WNgoLDnY6rSx38/jDP2bl6jX8zz+3EJcSrHjw9zzy+E8xmOHWq8/jk48/IxqLo5OsPLTqUQ4cOEC5cwYAzz7xMh29japNdGnBJA50bMcbbKfYORFRECkvmEpD185RjXk4DAYDf/nLSxTJUUI3Xsg/NmzlzXWb2LU36fchCCIuexkuexnhWABvoI2eUAcnnzWf//3QI5TkT1YTaUVRR4GtRJ2hCEV9hGNBYlIYKRHrC4IE9DoDRn2ylNRqyks5DtF4mLrO7ciKhN1cQIVrmvra7ro9uLuTZcEWi151B60oK6SuMTlbM3VyOQ67hd37DnplVJQdTPQFBaNRTywmUVPfyPHfuiilJ8blV12V8vdp66kjz+JGEARc9lI1x2ekKIpMT7ADd14loiDiMLvoCR3dBl6ZvFYcKXJRE+SurnRogUQG8XiGXk44GvSEOkAQqHQlHRPzbUWYDVYaunYNai0MyWqNFm8NXf5mivIm9lUNJNemraY8dm+rZ1rZ8SRkSc1bUHMjEjEkWUo6FPblMQiCqDoVmo029KIRo96EQW9ONu/SW1I6l35ZkjMwebz2x7d5/c/vcN6ZC7j68nMp72vQZTGb+N+P3scDd65k/QfbiMcl7r5tJXfc/T0uWDSXH1z9TX7zu2T30TxDKYHwNgImb1/OiQWj3ozRrCcWkbCZ8nnq0d9SXlXCAz95GBQBp9VNWX41rT2146bp0ku/ixgK0uH3IYoC55x+PP92/iL21TTxt7Uf8e4HW9UumxajHYtrKqUF1fzPum2YjXaauvfQ3nOAQkcF+bailOqE/uWnkaAoCt5gG63eAyhKghLnJIryJqhBhj/sUS3UAXz+gNqvpaahHrMh2Quk29/GzQ/8nN3bkzMHeoPAfQ+twtPbS2NLG+2d3cyuPBkAT6+X+vbUnhiHfq5iUlhN0DQZrOh1xpRy35HgC3vUJSqrKe+oBxKZvlYcCXJRE+SurnQIjGTuMkuxWq387W9/4zvf+c4xuWZlMBiOiSUXh9nFBPdMdZ1dVmTae+ro8jcz3OnR7zORbytWm0IdDRKyRDQeIiqFiUkR4lKEeCKGlIgjK5JaASAKOvXbs8Vow2bKT+0mChj0Oi5feiZXX34OJqMB24TJ+BoP8IuH/5v3P0hmX9tsZlav+hGTJpZy5/In+WxHMhBwFlr41xf/ZGrp8WpAdfU1F/LiH5KlkEajnkdX/QcdEZmfL1+t/k5fuJtmz75R39AgGQzYTPlYTXmYDTbMJiuKnHqcLBYT5SUuJlYWUzW5knc3bmLvrgNYTY7D3k9WZIKRHvwRD8FILwa9CYe5EKvJMaJjGo2H8IU9eAItyHKCfFsJbkeFmisByYZuZoNVddaMS1H19ZgUUZdEpESMPS3/osI1Tc1t6OhtoL23Tn2vfFsxEwqTlUfd/pbDDLoG+1yVFUzB3Wf7XtO2bdTLG6KgZ86EZPASiHg50LF9VPt/WY6Va8V4kouaILd0jfQequVIZJD7779/xIZER5KYFMYX6sJmykffl4DnsBTgtLiJSZGUMrxDURSZUMyHJ9CKN9DOmeecxt69exFFfUqy5ViJS1HCsQD+sIeeYDudvibaeg/Q3luHN9iGL9xNMNqbnPmQImoOQLIvQ4KEHCeeiBKJB/BHvHgCrfQE25HlBG5XCVJcQpYVPt9Ry/98/AVz51RTUj0ZvcHI4tMWsGP7Xlpau4jHJf7n4y847eS5nHHq13l7/WaisTjRsERCjuMPe1Wzr9r9jZx0wmzqG9tJJGQ2bNzGRWcvYOKsKfzr48+TDaUMVgrtZehFA/FENKXD6qH0e14U5U2gwjUNd14lDksBZoM1Wc0wSKwnSQm8PQHqGtrZ9vk+fN4Qep2RmJScHRIQ1C6wyfFYcFhcFDrKcVgKkPuOqzfYgT/kIRDxEoj0qAGHL9xNT7ADT6CVUMyPQWfE7aikrGAKDotLPfaKIiMlYimluwlZUmeZEnICvXgwwbaxew92cwFFfd/+E3Kcxu7d6pKXKOiZ6J6lvn9rT81hvTAG+1w5rW4sxmQQ5Qm0jDqAU5ApzpuIIAhICSnFnO1ocKxcK8aTXNQEuaVLy5HQGBVRKcz+9q2UOidR6KhAEATMRhuTi+cSjPTS4WtIm4wJEE9EmDyjnJf/ksyo14n6PqfJpOW1XmdEJ+gRRREBAYXkdLjS7yHR5yMhJWLEEskA5kgktcWkCO29dfSE27jswqv4YmsNkpSgrqGNW+9ezT33+PnO0vOwGAysWvljfnz7g+za04DH6+fu/3ya1Q/9B8vv+h73/fxZFEWh2FlFU/deJk0tp25/C4FgmO07DzB7RhU799QTDEa4Y/kT3Hb793CUCHhbkx0vRVGHO68Sd15lMmCKB4hLycoTUdRh0JkwG2wp3+wPRZYTiAZYMH8uVoMOWZYJBCN0e3pp6/CqiZeAGsAMJCFLKUFF8rgZcFgK1MBoLCiKgqwk1CTT/ueS739w5mtgeWxHbwNmo03tcArQ1L1PLecVBR2TiuaosxeBiPeQHh6DIyDgMLv6xiATjYeH2WOId1HzQHJ2EldDY0xoMxIZRK/XU1dXl+lhDEBJmkhFPCk3MKPeTIGtBKfFjYBATAoPeYMfqElR5L7ZgCChqI9AxIsv3E1vqIveUGdfz44ufOHuvptCL5F4gJgU7vuGfmQv2ImExOe7PiUQ9eK0FSKgI5FI8MEHW/B3dvCNRV/HVlTEiTPL+Z9NX+DzhwgEw2zavIurLj0be1ERn25JJk46LC7O+dapyJEo3R4f4UiMaCzOpKpSuj0+EgmZDz/8DJPJzM66f6EoMmaDTZ3q7w+6+sti+3s9HDqrk5Al/OFuuv0ttHkP0NpTiy/o4d++82+YdXr8viB+fwgpkcBqMWF32BD1Ij5/L/SZcg1MjBQFMaWRV//Nvn8bRVFGldCqKDKCkLzpioe8b//z/dsNfL3L14zZaE/JoUj6kyS/+Rv1ZiYVz1XzNaREjLrOHYNWwBz6uSrNn4zDkgwk/OHuMeU3mAxWtXdMMOo76iWgx9614suTi5ogt3RpMxJZQGfnyNtAH03CsQA17dtwWt0U51WpOQVmo43yvkS9QMSLL9SFP+xBGjAtf6xqSkcg1MvO+o8pK5hKoaMMgD++9j4tbR7+16o7KZ48if/1n9ezfMUztLZ7aGjq4I6fPs13vnc2nb5GNaFwzX//nf+46RLkhMy+2mZ8/hChUITjZk9Wyxj9nghTS+bTHWhhf/tW7KZ8HBYXVlPeoEtB/UmrwWgvgUgPoagPnajDYXFR7KzCYclHJxpY899vp9U4sPFVPwoKKKmW1YcGDaOtihGGMBI7NDDp3y4ZGHnV8sr+bVp7aun2NwMCbkc5Jc5J6utSIs6Bji+GbO898BwsdlZRlDdBfd/2AW3FR8NAO/nwl2x4Nhay8XM1HLmoCXJXVzq0QCKDHOv1xsmZgy7yLIW4HZWqm+ChrpXhWIBQtJdQ1M/ZZ5w77pr0ogFDXyMuo96EQWdCrzOi1xn6PC10fTcmAUWR+6y2o0SlCJG+m/BQN51+ko3G9iHJEcoKpiDLMh98+Dm33fq/ePiRe5GcTn7z5H9y882/oKPDQ119Kw///Ld0+ZsRBZ36bfXxp9dw+cWnY7db2Pr5fqRE0gth+pRKWto9BAIhRFFHUd4E3I5KNd+g2bMPBQW9aEQURGQlQTwRIyHHEQQRi8GOzeyk1DnpsHLLwRBEkKTDly1StkFguA7Zo52RGI6B7xWOBTHojOTbitTn4lKUxu49BKM95FnclOZPSlmOicRDNHTuICoNvTyxZMkS9u7eT4VrWkoA0OLdP2ZXSpft4ExJJpp3HevXirGQi5ogd3WlI2sCiaqqKv7zP/+Ts846i9LSUlpaWnjppZdYuXLlMblskUv4wt34wt2Y9FYK7CXkW4tT1u0tRjsWo51CB6z/2xbmVJ7Sl6QZ7qukSPa8SMgSSp9ToAJq+3CxrweGTtSj0yUbNOl1Rgw604jtsg8ntTohHAvQE+zAG2xPm9jY0dtIVfUEhJCNcDjK5ztquenGFfzwjn+n4vh5OMpFmlujai+QKSXzqOvYjqwk1G++r/51Ayd9Yw7fueAk/vb3ZPvwvTVNgEIw4sNicvQtKQgpAZmUiPct6yR7g4iCri94GroJmZSIE4z2EIr6EQRBzasY2EskHcMFCuMZRPT/PikRQ68zYhlQPaMoCt2BFjp6G8izFFLuWoDZcPjr7T0HkNPkzRj1Zj77eB/Tyxaqsx79MxyeQOuYxpxvLVZn5YLR3rRBjIbGV5GsKf88//zzufzyy3nllVfYv38/X/va13jmmWd48cUXWbZs2aD7HOvln2VlZbS2ju3ilmksRgd5lsK+6gH7uN9wRkpyBiKBgtw3TS8ebAY2CLIi4w200eFrSJu5X14ygXLnDKKR5DYWm4mats/o9nZg0JmYXHyculwgJeLUd+3EYrRRlj9F/d3FpYWce8Gp/N816wj6D9584omkbbXZYMWgNyEfki8wHJF4CH+4m0CkB4POhNPqxmbOH2PAdXRIyInD8iYgeZPvCXXQG+zEbs4n31aS0lcDkq3D23pqD+sd0o+AgMPiosBeisPsSjn2MSlCU/degtGeQfcdDoPOxNTS49UxHejYPmzS8ZEgm68VQ5GLmiC3dI30Hpo1gcRg3H333dxyyy1MmTJl0NeP9UDiu9/9Ln/5y18yPYwvjSjo1ATBqZNn0NXhxag3f+kbW0KWiEtR4olo0itiwP8l1TNicLvp/hkDqykPh7ngMFMlWU7Q4Wugy9c0ZO8Fo97M5OK5GPUDAobOHYRiPvSigUnFc1WfBVmRafHsJ56IMqFwpnrjURSFbn8zgqjDZStNucnJcoJgtLfvG7qpz63TmLJNQpaISZG+5SMfkXgQs8GG0+rGbs4fMichJkXVUk9ZlpCVZIM0UdShE43oRT35+S7CwTA6cfD+Jl+GZDKuMOT7xqUovrAHWUngMBcc5u0BpK0WEgQRuzlZopxnLRw0KbXL30yXr2nMluSioKO65OvqMe4JdtDYvXtM7/VlyZVrxUByURPklq6R3kOzZmljMJxO54hcxOx2OzrdwXXiaDRKLDZ6I6DxZsaMGZkewrggK4k+nwEvP/y3q1m5ciWAujyh71uuEEVdMp8BAQQBFEVtipRQJBIJqW8JJE48EVWOUCwAACAASURBVPtSpZ/xRFTtRdHRW49BZ6bQkbSJ1ol6RFFHaf5knNYiGrt3D9pKOyZFqGnbxqTir2ExOtDrDEwuOY7Grt34wl3Utn/GRPcsHBYXoiBSWTgdT6CVmratVLpnYDM5k/bjeZXEpAit3hqsJidOa9KuWexLmoTkjTccCxCIeJJlsFIUWU7AgGZn7rxKzIeUbw4c68HqFx8JWcKoN2M3F/TZWNsw6lOrQOKRxIhdQwe2+B5J0DFYgBOTIn2llwpmg01NbB2IrMj0BjvpDrQcltRo0Jn7ylJd2E35g+Z+xKQIX//GTNa88fKIu8AOhk40MKnoa2oQEZPCNHv2D7PXkSNXrhUDyUVNkLu60pG1gUR1dTU//vGPueuuu4bdtrm5Gb3+oNT169fzwgsv8Oabb3LLLbcAsG7dOvR6PWeddRYAq1ev5pJLLqGiooLW1lb+9Kc/cfvttwPw/vvvE41GOf/88wF46qmnuOCCC5g0aRJdXV08//zz6nLLxo0b8Xg8XHjhhQD87ne/47TTTmPatGlUVlYiiiL3338/AJ988glNTU0sXboUgD/84Q8sXLiQ2bNnEw6HeeSRR7j//vsRRZGtW7eyd+9eLr/8cgBeeeUVZs2axbx585AkiYceeoi77roLs9nMjh072Lp1K1f19SBYs2YNVVVVLFy4EICVK1dy22234XA42LNnDxs3buT6668H4PXXX6eoqIiTT066+v3qV7/iBz/4AS6Xi9raWt555x1uuukmANauXYvVamX58uUAPProo1x55eWUlJTQ1NTE66+/zs0/+hEA776bbLp0zjnnAPCb3/yGpd9dQmVlJe3t7bz88svccccdAGzYsIFQKMQ3v/lNAJ5++mnOPfdcqqur8Xg8PPvss9xzzz0AfPjhh3R2drJkyRIAnnvuOU455RRmzJiB3+/nN48/ybfPXsqBva2gJPM7ZlZ8gzkLq9n4yXrmHz+fOXPmEIlE+PWvf81dy+4EBbZu3EdrYxeiIFJVNJu4zsfkmWXMmzefHZtrOLAnOZXpspdRWlRJV6iOWfO/zp7P6pFlBaPeTLlrKoXFeWzdtYmTvrGYjqYe4rGDVuGjsaMGQJQxWuHExceTX2hn9erVLLn4YqJ+qN/fQiQ4frlDo67eEAVMZgPeHg/FxcVEQjHArHpAHEq+286OvVu5+vp/x+6wsn37drZ//gVnLj6XzrYeavc2IiqDX65EnUA47uP0c0+iqDQfvUHPGYHTWbRoEQAPPvggN910EwUFBezfv5/33nuPG2+8EYA333yTvLw8Fi9eDMAjjzzCRf/2XfZvb+0bMxhNes78zqnkbeKoXyN6e3t54oknqK6uZvny5TlzjTj99NOprq7GarVy5ZVXplwjfpTmGrFkyZG/RqxevVq9hm3evJn6+nouueQSAF566SXmz0+9Rtx7773o9Xq2bdvGrl271GP16quvMn36dObPn48sy6xatYo777wTi8XCzp072bx5M9dccw0Ar732GpWVlZxwwgkArFq1iltvvRWn08m+ffv44IMPuOGGGwB44403cLlcnHLKKQA8/PDDXHfddbjdburq6vj73//OzTffDMDbb7+NyWTijDPOAOCxxx7jsssuo6ysjObmZtasWcNtt90GJO+LkiRx3nnnAfDkk09y0UUXDfqZO5SML22sWLGCn/3sZ2m3WbhwIVu2bFF/LisrY8OGDWzYsEG9IAxG/7TMlVdeSTh8cI36WJmR0MgcZoOdCYUzUqbUvYF2mr37Bp0JERAod01L8TnwBFpp8exHQSHfVkxFwTT1W3JCTtDqrSEY7aW8YOph5k7+sJdOXxOCAHmWQmzmfHW2QZYTg37blhWZSCyg+nEMzBmwmZwUOirIsxQO0YZdSVkWSjp/yjDAN0Lo85QQENH1zx4JIqIggCD2FXgMfG9F/a9AMv8h6Wg6eJVIipa+ZZ3+RF4pEVOXyOzmfGwmJxajI+3SiD/iwRdKzsKMtfX5QERBR7FzIm5Hpfp741KUAx2fawmWGl9JsmZp4/HHH+ePf/xj2m0GmnuUlZXx3nvv8dFHH/HDH/5wRL8jEAgckzkSy5cvV5cBcoVs0RSJB9jf9imlBdVqD4YCewmFBUXsOPAJkpwaaD6w/AFWrlxJTIpQmj8JSM4+GPUWGrp20hPsIBILMsE9C7PBik7UUVk4HV+om6bu3VhNeZTmT1ZLGfudIyOxIJ5AK+29dSiKojaVMvQtOSiKQkKO9y0LhFJumIIgkm8totBRMWhPjGC0F3/YQyDSQyQeTAmQREHHDdfexP9d8wYmvRWj3pxSUjveSIk44ZifUNSntqQ36E1YjXkU501U+4YMFTgoikwo6scf8eAPe/u6yg7OaM9BQRApsJVQ7JyIQXewGikY6aWha9dh50ImyJbP1WjIRU2Qu7rSkfFAoru7m+7ukdVll5eX895777Flyxauu+66lHVbDY3RIupE/vfqFcghgf/z6z8QjkSR4yInf/186jq+oKH5wGH7dPoaiElhKgtnIAoidnM+U0vnU9e5g0g8yP62TykvmILLnlz/z7MWYjUtpNVbw97WzRTYSijKm6hWfPSbfJUVTCEQ6cEf6SYY6R3Sq0AUdNhMTvKshTitRYfd9ONSNNn3JNh+mHeGXjSQbyvGaS3CYnTw8T++oDR/8nj8KYHkjMnA5NhoPNTXWC3U59xpw2KwUeyswmK0DVueGokFCUR7CIS9BKO9Y06aHAqDzozLXorLXpqSKyIrMh299XT6GtPsraGh0U/GA4mRUlZWxvvvv09DQwN33303RUUHTWza29szOLKxs3nz5kwPYdzJJk2/ffJJzv3GfHTRCDN+9R888IvnaO/04u3updQxjR5rL75QMpl3oK7eUCcxKUJV0ew+nwcLU0rm0di9G3/YQ7NnH76whwrXtL4eIwYmuGfiDBfR4tmPN9iO0+qm0F6hmnz1N0rrXwKRFZmYFEZKxBEFEUVR0OuMQ3pKhKI+uvzN9Ia6OHS10qg3U5xXRb6taMgqD6AvyTWZ7CrLib7mZzKykkBR5OS/5URfG/jEgARZCQHUvhpGvRmjPtkE7NAuoEOhKEqflXovgUgvwWhvWr+PdKQ7B016Kw6LC6fVPWg+Sm+ok1bvAeKJoRvVZYJs+lyNlFzUBLmrKx1ZE0icd955TJs2jWnTptHc3JzyWqY8DL4s9fVjs+s9lskWTfn5+Zyx+BR00eSS15TJ5Tz569t54Be/Y/e+RsKhCJOKvkZdxw584e7DdIVjfmratlFVNBuL0YFO1FPlnkNbzwG6/E34w93sa03mR/S3w86zFGIry6e9t47uvpt+v8mX01qUkogoCmLSkCnNl/aELOELddEdaB3UtlkQREqcVRQ6Kg4rxY3EghisAi1tDUTiQaJp+qdAMhgx6S0Y9RZMeovqNGrQG9GLxlF/BvublIWjfoJRH+GYf9xmHPqPVdIR1IbFmOxfYjM5Bw1qFEWmN9RFp68p7ZJJJsmWz9VoyEVNkLu60nHsOtgcwu9//3u16c+hj2ylPxM4l8gWTWeccQYFxtQ42lXg4NFf3sKihbOAZB7iRPdsnNaiQXXFE1Fq2j+jJ5hsAiUIAmUF1VS4piMgkJAlGrt3U9e5g7iUXGbQiTrKC6YwtXQ+FqODqBSirecAe1o+YW/rZlq8Ncl8i3gwWf5JMr8AkoFDKOqn299CfecOdjV/TJNn76BBhNWYx7TSBRTlTVCDCCkRp6O3gT0t/2Jf2xYuvuJ8ekIdg+ZP5Fnc6jjnTDiVGeUnMKl4LuWuqbjzKvu+0Tsw6ExpP4NSIkYw2osn0Eart4YDHdvZ2fQRu1s2Ud+5gw5fA8Foz5cKIvQ6IzaTkwJbKaX5k6l0zWR62TeYU3kKU0rnU+5KBnOHBhHhWIBWby27mzfR2L37mA0iIHs+V6MhFzVB7upKR9bMSGhojCeimLSoPjTLxmI28f8tv45f/Z8/sW79ZgRBYELhTFrqB+/2qCiy6kNRoiZhlmLQmWjo2omsJPCHu9kb6aE0fzIuexmCIGAxOphSMk9NtEzIkppTMDA7IllFIaCgjNhXoyhvAiXOSeoNXpYTdPqbhjVnclhcFNrL0xpdpWpP2l0nPTv6/i9F+sywkhbp4zHLIAo6jHpL35LJwIdlUAv19ibPoE3KkoGYD3/Eiz/cTUw6tpYvNDSylYyXfx5JjnVny6qqqpybBssWTUVFRWz6YAPO2OBNnCSThX+/9l66WpLf9hUUDrRvT2u17LQWqUmYkFz+ONDxRcpav9WYR7lrakqVhZSI095bN+ZeEP3oRD2VhTPU3h2QrDxo8uwZ9KbZf6wc5gJKC6pTelv0oygKUSlMNB4kGg8TlcJ9wUJk2EZoo0EU9JgMyWUTY///9RZMBvOIeoYcSkJOEI0HicSDfa6g/mN6xmE4suVzNRpyURPklq6sKf/8KjN//vycOeH6yRZNnZ2d/GvrVs4+/jiEaOpNVtDp8SZg46fvUGSfhMteioBAVdFs9rdtJTaEp0BvqJO4FKWqaA56nQGL0UF18XHUdnyuBhOhmI/9bVspdJRT4qxCJ+rR6wxUuKbhspfR6q0dU18IqzGPCe6Zap6Foih0+BroSNM2++vHzSMRMFNgK0l5XnXJDHsIRn3jWC0hJHMtDBZMeismg1X996H9NUZCv4V6/+xHTIoQlcKcfuapvLn2jXEa87FBtnyuRkMuaoLc1ZWOrMmRyEXmzJmT6SGMO9mk6ZrrrueTfXUETTZ0FiuiyUzMbKM1IfJvSy4iFovR7NmLr68UUyfqmeielbT4HoJQzEdt+zY1J8JstDG5eC6iMNCkKdl/Y2/rZjW/ApIum9UlxzG5eC5W48gcLkVBR2l+NdUlX1eDCCkRp67zi7RBhF5npKs+mhJEBKO91HV8wZ6WT2j11uCPeMccRBh0ZvIshRTnTWSiexbTyhbytQmnMqP8G0wq+hplBdW47KXYTM4hg4h+E61ApAdPoJW2ngM0dO1if9tWdjZ9yM6mD9nXtoX6rh209tTSHWghEPEy7/jjxjTmY5ls+lyNlFzUBLmrKx3ajEQGiURyb402mzRFo1G+deGFzJkzh+u+fw02m423/v42b775JrJ8MB+hsWsXJ8w+h6A/gsVopyhvAh2+hqHfVwpT0/4Z1SXHYdSbsRjtVBXN5kDH9pTtpESMxu7ddAdaKMufgtWUbH1uNxdgLy0gFPXhCbTiC3sOK4U06EwU2EoodJSneCAEI700du9Ou+ygFw1UF38df09yqjIhS7R496cENaPFYnSojpRWk2NUyxH9Dcai8XDy/1KYWDxETIqMybEym87BkaJpyh5yVVc6tBwJDY0RYDbYmFp6PIIgkJAT7GnZNGxTKKPezJSSeeqNvqO3gfbeuiG3z7cWU+ysGjRRUJYThPqqM/qTDQ99vcPXMKyJkiCITCn5OhZjMmiJSWEOdHwx5HJNOixGBwW2EpxW97DNv2RFHmBQFSYWDxOJh4hJoaRVt4aGxjHHSO+h2tJGBrn33nszPYRxJxc1Adx+53+oyZA6UUe+tXjYfWJShPrOnWq1RVHehEGtrPvpCXWwr3Uzjd17UvpoQLL9t92cj92cnxJEKIpCT7CDva1bRuTEWOmargYRZquR2vbPRx1EOMwuppTMZ2rp/MNmRADiiRi+cDcdvQ3Ud+5kT8u/2NH4P+xv+5TG7t109Nb3lZ0GjkgQkYvnoKYpe8hVXenQljYyyMCOpLlCLmqCpC5PoJVCRzkAdnM+3YGWYfcLxXy099ZTmj8ZQRAoza/mQMfnQ26voNATbKcn2I7F6CDPUojdnI8o6tWmXglZ6ms57qUn2DHi6olCe7lqjpWQJU46ZwH/2v3uiPaFZF5FpWu62vq8H1lOqD0wgtGejJdV5uI5qGnKHnJVVzq+eoqPIbZt25bpIYw7uagJkrr6TaJEMelrMFI6fY3k20owG6zYzfmYDTYi8cHLTgcSjvkJx/y09yZ/7vd2GKmfxEDMBjulBdXqz03de6g5UJBmj1RsJicT3bNTEiPDsUCfQ2fnMbU8kYvnoKYpe8hVXenQAokMsmvXrkwPYdzJRU0wQFefydNokwC7/c1UuKYBSavskQQShzKWAAKSlR0T3bNUf4tOXxO+cPeIj1WepZAJA/aPS1FavDX4woObdGWaXDwHNU3ZQ67qSoeWI5FBrrjiikwPYdzJRU2Q1GU356s302h8dMm7gchBb4j+VuJHi8rC6WoCZyjqo70n2dV0JMfKZspPCSJ84W72tW05ZoMIyM1zUNOUPeSqrnRoMxIaGiNAkRWKnVXqz6O9kQ70YzjU0vlI4nZU4rQmO+Um5DgNXbtHPJti1FuoKpqtjtcbbKepe88RG6uGhkZ2os1IZJBXX30100MYd3JRE8Brr6zFZkq2/I7GQ33tukdO/77AUUtGdJgLKM2frP7c2L0npT12umMlCCIT3bPQicnvGr5Qd9YEEbl4Dmqasodc1ZUOLZDIINOnT8/0EMadXNTkspdhkJMlk4qi0OTZO6r9xb523v34wp5xHd9gmAxWJrhnqY272nvr8R/ye9Mdq7L8KWqpaiQepLE7e9Z9c/Ec1DRlD7mqKx1aIJFB5s+fn+khjDu5psllL1OTJAHaemoJRX0j3j/5zX62mhcRjPaOqZfGaNCLBiYVfU2dTegNdQ5qlz3UscqzFFLoKAOSpZ0NnbuOqaqM4ci1cxA0TdlErupKh5YjkUEG2jDnCrmkqShvIqV9rcEhWcbZ5W8e8f56nZEq92yspmTfjIQs0dQ9utmM0SIIIlVFc1TTqlDUT+MQSxKDHSu9zkiF6+A3qhZvDVEpu1xhc+kc7EfTlD3kqq50aBbZGhqDUF4whUJHhfrzcPbWh5JnKaTCNV31XUjIEnWdX4xqNmMsTCicqZpOxaQINW1bkQ7p05GOycXHYTfnA8mZjIau7FnS0NDQGF80i+ws4M4778z0EMadbNckIDChcGZKENHqreV7Nywd0f46Uc+EwplqK3FI3tBr2z874kFEoaMixbmyrvOLtEHEoceqOG+iGkTEpSjNnn1HbrBHkGw/BwdD05Q95KqudGhLGxnEYhm5O2K2kM2aBAQmumeTZy0EkgZQTd176Ql1jEiX01pEecGUlN4TvaFOmj37hm3w9WUxGayHVWgM53UxUJPV5FTLWxVFoaF79xEf85Eim8/BodA0ZQ+5qisdWiCRQXbu3JnpIYw72apJQGBi0WzyLMkgQpYTNHTtwh9JVjqk06UTDVS4puG0utXnpEScVm8NPaGxt+YeDZWu6QOcKxvxh7uH3adfk040MLFwplrh0dFbTyjae+QGe4TJ1nMwHZqm7CFXdaVDCyQyyObNmzM9hHEnWzVVFs5ICSLqOr8gOOBmOpQuh7mAysIZh81CtHj2jyo34cvgtBapCZ2ReIj2nroR7devaULhDAx6EwCBiJcOX8MRGefRIlvPwXRomrKHXNWVDi1HIoNcc801mR7CuJONmoqdVWpuwWBBBAyuq8Q5iUnFc9UgQkrEqO/cSUPXrqMWREAyt6GfVm/NiJ0rr7nmGoryJqjdPOOJGI1du4/IGI8m2XgODoemKXvIVV3p0GYkNL7SOMwFqllUMjdg12FBxKEIgsiEwhmq9TQke1A0de8lcRQDCEg6ZpqNNiDpURGIeEe8r6fTR4lzEpDU3ti1+6gGQBoaGrlBVgYSRqORTZs2MW/ePObNm8dnn32W6SGNiddeey3TQxh3skmTTtRTUThD/bmt58Bh7o/99OsSBJEq9xwclmQLbkVRaOupHZG/hE40YDc7MRvsGPQmBAQScoJIPIAv1DWmm3i+rUT9d7e/ZcT7iYLIP9/+FEHQAdDhazjiRllHi2w6B0eKpil7yFVd6cjKpY1f/epXtLSM/KJ5rFJZWZnpIYw72aSpxDkJQ9+yhC/cTZe/acht+3VNKJyhBhH9JZbDBRFOaxGTi49jVsUiJrpnU+ycSIGthHxbMYWOpHPmjIoTKSuYgoAw4vELCDj7KkwSsoRvFP0/SvOrEZRkEBGM9g7qfJmtZNM5OFI0TdlDrupKR9YFEhdccAHnnXced99994j3sdvtOBwO9WE0Goff6ShwwgknZHoI4062aDLqLbjsSRvohCwN65lwwgknUJQ3YUAnTYm6ji/SLiXYTE6mlh7PRPcs7OZ8tSpiMERBxO2oYGLRbBhhMGEzO9GJSa8Kf9gz4twIm8lJoaO8T0cia5pxjZRsOQdHg6Ype8hVXenIqqWN4uJinnnmGS666KJROVU2Nzej1x+Uun79el544QXefPNNbrnlFgDWrVuHXq/nrLPOAmD16tVccsklVFRU0Nrayp/+9Cduv/12AN5//32i0Sjnn38+AE899RQXXHABkyZNoquri+eff55ly5YBsHHjRjweDxdeeCEAv/vd7zjttNOYNm0akydPRhRF7r//fgA++eQTmpqaWLo0aX70hz/8gYULFzJ79mzC4TCPPPII999/P6IosnXrVvbu3cvll18OwCuvvMKsWbOYN28ekiTx0EMPcdddd2E2m9mxYwdbt27lqquuAmDNmjVUVVWxcOFCAFauXMltt92Gw+Fgz549bNy4keuvvx6A119/naKiIk4++WQgORv0gx/8AJfLRW1tLe+88w433XQTAGvXrsXlcrF8+XIAHn30Ua688kpKSkpoamri9ddf50c/+hEA7777LgDnnHMOAL/5zW9YsmQJlZWVtLe38/LLL3PHHXcAsGHDBkKhEN/85jcBePrppzn33HOprq7G4/Hw7LPPcs899wDw4Ycf0tnZyZIlSwB47rnnOOWUU5gxYwZ+v5/Vq1ezfPlyPvtoH/X72wD42vFTuXjumbz00kvMnz+fOXPmEIlE+PWvf829996LXq/HoDNT0m+XLYBk7OWMc05l/vz5yLLMqlWruPPOO7FYLOzYsYMvtuzHIrpSfGNteRbKJhTyjw1v891LL8aZ72Tf3hp2fb4fh9FNIiGTZynkxPmncc63TgXg4Ycf5rrrrsPtdlNXV8ff//53br75ZgDe/Mt6EuHke599wWn85fUmLrvsMsrKymhubmbNmjXcdttt6jkvSRJnn30OG/7/Twn4kjvOO3E6pxbO4cUXX1SNdP75z3/i8/n49re/DcAzzzzDmWeeydSpU/F6vTz99NPcd999AHz88ce0tbVx0UUXAfDCCy9w4oknMmvWLILBIP/1X//FAw88gCAIbNmyhdraWi699FIAXn75ZebOncvcuXOJxWI8/PDDLFu2DKPRyPbt29m+fTtXXnklAH/+85+prq5mwYIFKIrCL3/5S37yk59gs9nYtWsXmzZt4tprrwXA4XBw9tlns2jRIgAefPBBbrrpJgoKCti/fz/vvfceN954Y/Jv+Oab5OXlsXjxYgAeeeQRrr76aoqKimhoaMj4NaK3t5cnnniC6dOns3z58py4RlitVk4//XSmT5+O1Wo9Zq8RkKzAqK+v55JLLgFIe43Ytm0bu3btUo/Vq6++yvTp0we9RuzcuZPNmzeriZmvvfYalZWVahCyatUqbr31VpxOJ/v27eODDz7ghhtuAOCNN97A5XJxyimnDHuNePvttzGZTJxxxhkAPPbYY8NeI8477zwAnnzySfVzPRxZZZH91ltvsXHjRlauXElVVRV1dXVpcyT67T2vvPJKwuGw+nw0GiUWix2tYQ+JKIo558ueDZoEQWRWxSJ0op6ELLG7eROykki7T1XRHLU8dDi7bLejkrKCavXnUNRHW09d2hwEmymf6pLjAAjHAuxv+3RYHTPKT8CoNyMrMruaPhpWw6FjC0V91LRvG3afbCMbzsHRomnKHnJJV9ZYZK9YsQJFUdI+FixYwI9//GPy8vJYtWrVqH9HIBDA7/erj2MhiAC49dZbMz2EcScbNDnMBSmdMYe7ARt0ZjWIiEnRtPkEZoM9xWGyvaeOmvZtwyYyBqM9hGOBvvewMdzyhsXoUBtzBSM9Iwoi9KKRYmeyVFRRFBaft2DYfbKRbDgHR4umKXvIVV3pyPjSxuOPP84f//jHtNvU1dXx05/+lEWLFhGNRlNe27x5M//93/+tTmtmE06nM9NDGHeyQZPNdHCMvhE4QPYnNAJ4Ai1pcxGKnRPVXIj23vpRmjsl3ze5f/qJwoIB1Ro9oc4RvXtJfpUaQHkCrVRMPG0UY8sesuEcHC2apuwhV3WlI+OBRHd3N93dw1/Mb7vtNn7605+qP5eXl7Nu3Touv/xyNm3adCSHeMTYty87myKlIxs0mQw29d+hqH/Y7S1Gh/rv4QKP/iBFSsTo6B15EGHQmTAb7EDSnTIdoqBXyz4TcmJE1Rpmg40CW2nfPhLtvfVZcazGQi7q0jRlD7mqKx0ZDyRGSmNjY8rPgUByGrimpobm5uFr+I9FPvjgg0wPYdzJBk39JZ+ynBiRgdRA++uYFEm7bX+/i4ScYKTpRwIClYUz1JmM3mFmGNx5FejEZOlmT7B9RMsaZQXVA3ppNJCQ41lxrMZCLurSNGUPuaorHRnPkfgq05+Fm0tkg6b+G6rCSBOiDgYEw/k8ROJBAEwGi2q7nQ6DzsSk4rkp7bu7fEP7WRh0JoocyTp1RZHpTLNtP3mWQuzmpPdFTArT3ed7kQ3Haizkoi5NU/aQq7rSkTUzEodSX1+fti5fQ2Mo+r/Bi8LITv+BsxAWoz2thXa3v0VtoDWhcCY2Uz7eYFvfEkp/DoSI1ejAaS2iwF6qzmL0dxxNN8NQWTgDsW82otvfQjyRfoZEEETKCqaoP7d6D4zYb0JDQ0NjJGRtIJELvPHGG5kewriTDZpiUhSL0YEgCBj15mGXK4KRXtW8Kt9WnDaQ6Al1YPXnqYZPLnspLnspsiIjJWIYdMkum4cGwXEpSn3XTsKxoXM2SvOr1ZmLmBShfQRulCXOKrW6IxDx4gsfH1XhMAAAGs9JREFUzKfIhmM1FnJRl6Ype8hVXenQljYyiMvlyvQQxp1s0NRfZglJ/4bh8IW76b/vF9hK+8ozh6bFu58Wz34SsqQ+JwoiRr0ZQRBSgghZTtDpa2Rv6+a0QURx3kSK8g4uaTR27xk2N8JqysPdtwwiKzLNnv0pr2fDsRoLuahL05Q95KqudGiBRAbpdybLJbJBUyBysDHXSPIYZCXBjK8nO4QKgsBE92z0Ynqb9e5AC7ubN9HYtZueYAeRWJC4FCUc8xOO+fEEWmns2s2u5o9p6zkwZFAgIFBeMO2gqybQ7NlPaJgOpTpRz4TCmQdLUXvqiEnhlG2y4ViNhVzUpWnKHnJVVzq0pQ2NrxzhWIBoPITJYMVuzsdssBOJB9LuM2V2JZ9u+gKryYHJYKG65OvUd+4gKg1dqikrCXpCHfSEOsY0TrPBRmXh9JTy0xZvDd5g2zB7Ckx0zxpgWNWbtiGZhoaGxpchqyyyR8tI7T0zhdFoPGZcNseLbNHksie7bgIEIj0c6Pg87fZGoxE5AVNK5qk3aFlO0N5bR5e/hfH8GOl1RorzJuKyl6kzCrKcoNmzb0RBSWXhDNWwKp6Isb/tU6TE4cckW47VaMlFXZqm7CGXdGWNRfZXmeuuuy7TQxh3skWTN9BGNJ6c6reb89XkyKG47rrrkBIxats/U3MsRFFHWcEUppctpNBejijovtSYbCYnlYUzmFF+AoWOcjWIiMSC1LRvG1EQUV4wVQ0iZEWmoXPnoEFEv6ZcJBd1aZqyh1zVlQ5taSODuN3uTA9h3MkWTQoKzZ59aqOssvxqIrHQkD0x+nXFE1Fq2rdRll+tzhiYDBbKXVMpLagmEPESiPQQjvqIxEND5z4IIia9BYvRgc3kxG7JVys6+kn0JWJ2+RqHLdnsN7Xqz/lQFIXGrl2EYr4h98mWYzVaclGXpil7yFVd6dACiQxSV1eX6SGMO9mkKRjtodPXSFHeBARBpKpoDnWd2wlFD7/5DtSlKDIt3v14g22UOCfjsCTNnkRBJM9SqDb4guSsQFyKqAGFIOjQi/oUt8xDkRJxPIFWuvzNI3benFg4C5vZ2Tc+hcbu3cPaeWfTsRoNuahL05Q95KqudGg5EhmksLBwRH1Gsols1FTlnk2eNfktQpYTNHbvSfFbgPS6TAYrLnsZTosbg9406DbDIcsJAhEvPaFOfOFuFGVkrpsOs4vKwulqYCLLCRq6d+MfQTOybDxWIyEXdWmasodc0qXlSGQBN998c6aHMO5ko6aGrl34w8mSUFHUUVU0m7KCKQjCwY9HOl3ReIhWbw27Wzaxr3ULzZ59eAKtBCI9RGJBErKErMjIikxClohJEYLRXrzBdlq9tdS0b2Nn04fUd+2kN9Q5oiBCLxqoLJzBpOKvqUFETIpQ2/HZiIKI4TRlM7moS9OUPeSqrnRoSxsaX3kUFOo7d1Dhmk6BPZmo6HZU4DAX0OKtIRDxjvi9IvGg2m/jSCAKOtyOCtx5lWpLcEiaZjV170kxwdLQ0NA4GmiBRAZ5++23Mz2EcSdbNSkoNHn2EIr5KCuYgiiImAxWJhfPxR/2svaNdzI6Pr1owOUop9Bejl5nUJ+XEnHaemrxBttH/Z7ZeqyGIxd1aZqyh1zVlQ4tkMggJtPY1tOPZbJdkyfQSjDSS0XhNGymZPKiw1JAvCfpIeEJtNIb6hpR6+4vi4CA3VxAgb0Eh6VQbe4FyYRKT6CV9t66Mc9CZPuxGopc1KVpyh5yVVc6tByJDHLGGWdkegjjTi5oikohats/o7Frd4qttNWUR2XhDGZVLGKiexYFtpLDSja/LAadiXxbCRMKZzKr8iQmFX8Np7VIDSIURcEbaGdv679o8e7/UksZuXCsBiMXdWmasodc1ZUObUZCQ2MIkvbWneTbipkz9Xh83mTugyjqcFqLcFqLgGSSYzjmJxILEpXCxKQI8USURCI+qP+DIIjoRQMGvQmjzozJYMFksGE1Ooas+ognYngDbXgCrcQT0SMnWkNDQ2OUaOWfGcRutxMIpO/xkG3koiZI6krEBApsJTit7rQ+EAORFRlFkVEUpa/zp5iyRJGOhCzhC3fTG+rEH/Yy3h/VXD5WuaZL05Q95JIurfwzC7jssssyPYRxJxc1QVJXOOanxbufXc0fU9O2jfbeegKRHmQ5NV9CUQ7e8EVBRCfq0esM6ER92iAiIUsEIl7ae+r6SkI/oql7T19p6vjH+7l8rHINTVP2kKu60qEtbWSQsrKyTA9h3MlFTXC4rlDMl2I/bdJbMRmsmAwW9DojBp0JvWhAFHV9wYOAgoLS5yWRkOPEEzFiUoSYFCYaDxGTIhnVlCvkoi5NU/aQq7rSoQUSGaS5uTnTQxh3clETDK8rKoWSLcXDaTc7pviqHqtsRNOUPeSqruFQcvVhtVqVd999V7FarRkfy2APh8OR8TFomr66unJRU67q0jRlzyOXdI30HqrlSGSQ2267LdNDGHdyURPkpq5c1AS5qUvTlD3kqq50aIGEhoaGhoaGxpjJukDiW9/6Fh9//DGhUIjOzk7WrFmT6SGNmfXr12d6CONOLmqC3NSVi5ogN3VpmrKHXNWVjqxKtly6dCnPPPMMDzzwAOvXr0cQBObOnZvpYY0ZScq9Bku5qAlyU1cuaoLc1KVpyh5yVVc6smZGQqfT8dhjj7Fs2TKefvpp9u3bx969e7N6RuK8887L9BDGnVzUBLmpKxc1QW7q0jRlD7mqKx1ZE0gcf/zxVFZWIssyn376KS0tLbz11lvMnj172H3tdjsOh0N9GI0jcyXU0NDQ0NDQSE/WLG1UV1cD8LOf/Yw777yTuro67rrrLjZs2MD06dPxer1D7tvc3Ixef1Dq+vXreeGFF3jzzTe55ZZbAFi3bh16vZ6zzjoLgNWrV3PJJZdQUVFBa2srf/rTn7j99tsBeP/994lGo5x//vkAPPXUU1xwwQVMmjSJrq4unn/+eZYtWwbAxo0b8Xg8XHjhhQD87ne/47TTTmPatGlEIhFEUeT+++8H4JNPPqGpqYmlS5cC8Ic//IGFCxcye/ZswuEwjzzyCPfffz+iKLJ161b27t3L5ZdfDsArr7zCrFmzmDdvHpIk8dBDD3HXXXdhNpvZsWMHW7du5aqrrgJgzZo1VFVVsXDhQgBWrlzJbbfdhsPhYM+ePWzcuJHrr78egNdff52ioiJOPvlkAH71q1/xgx/8AJfLRW1tLe+88w433XQTAGvXrmXLli0sX74cgEcffZQrr7ySkpISmpqaeP311/nRj34EwLvvvgvAOeecA8BvfvMblixZQmVlJe3t7bz88svccccdAGzYsIFQKMQ3v/lNAJ5++mnOPfdcqqur8Xg8PPvss9xzzz0AfPjhh3R2drJkyRIAnnvuOU455RRmzJiB3+9n9erV6vg2b95MfX09l1xyCQAvvfQS8+fPZ86cOUQiEX79619z7733otfr2bdvH9XV1VxxxRUAvPrqq0yfPp358+cjyzKrVq3izjvvxGKxsHPnTjZv3sw111wDwGuvvUZlZSUnnHACAKtWreLWW2/F6XSyb98+PvjgA2644QYA3njjDVwuF6eccgoADz/8MNdddx1ut5u6ujr+/ve/c/PNNwPJdsUmk0ltEvTYY49x2WWXUVZWRnNzM2vWrFEzyNevX48kSeq3pSeffJKOjg6WL19OZ2cnL774InfeeScA//znP/H5fHz7298G4JlnnuHMM89k6tSpeL1enn76ae677z4APv74Y9ra2rjooosAeOGFFzjxxBOZNWsWwWCQ//qv/+KBBx5AEAS2bNlCbW0tl156KQAvv/wyc+fOZe7cucRiMR5++GGWLVuG0Whk+/btbN++nSuvvBKAP//5z1RXV7NgwQIUReGXv/wlP/nJT7DZbOzatYtNmzZx7bXXAvCPf/yDs88+m0WLFgHw4IMPctNNN1FQUMD+/ft57733uPHGGwF48803ycvLY/HixQA88sgjXH311RQVFdHQ0JDxa0Rvby9PPPEERqOR5cuX58Q1wmq1cvrpp2M0GrFarTlzjdi2bRu7du1Sj1UuXCP6P9cjIaN1qitWrFCGY8GCBcoVV1yhKIqi3Hjjjeq+RqNR6ejoUH74wx+mrYEtLi5WHA6H+jAajRmvzwWUq6++OuNj0DR9dXXloqZc1aVpyp5HLunKGh+Jxx9/nJkzZ6Z9fPHFF7S2tgKwc+dOdd9YLEZtbS0TJ05M+zsCgQB+v199xGKxI6ppJBiNRq699tqcWmbJRU2Qm7pyURPkpi5NU/aQq7pGQsajnpE8HA6HEg6Hleuvv159Tq/XK21tbSmzFAMfx7KzpcPhUBRFySkXtFzUlKu6clFTrurSNGXPI9d0jfQemjU5En6/n6eeeoqf//znNDY2Ul9fr64x/vnPf87w6DQ0NDQ0NL6aZE0gAbBs2TIkSeLFF1/EYrGwadMmzjrrLHp6ejI9NA0NDQ0Nja8kWRVISJLEsmXL1JmIkWKxWI7QiMaOxWJBkiQsFguJRCLTwxkXclET5KauXNQEualL05Q95Jqukd47BZJrHDlJYWEhr776aqaHoaGhoaGhkbVcfvnldHd3D/l6TgcSkAwmwuFwpoehoaGhoaGRdVgslrRBBHwFAgkNDQ0NDQ2NI0fGfSQ0NDQ0NDQ0shctkNDQ0NDQ0NAYM1ogoaGhoaGhoTFmtEDiKHLgwAEURUl5rFq1atj9VqxYQXNzM6FQiPfee29EHU+PBlVVVTz77LPU1tYSCoXYv38/P/vZzzAYDGn3e/755w/7O3z00UdHadSDc8stt1BbW0s4HGbz5s2ceuqpabc/7bTT2Lx5M+FwmJqaGrUp0bHAfffdxyeffILP56O9vZ2//vWvTJ8+Pe0+p59++mHHRFEUZsyYcZRGPTwrVqw4bHz91vlDcSwfJxj8mqAoCo8//vig2x+rx2nx4sX87W9/o7m5GUVR1IZYAxnLdWzp0qXs2LGDSCTCjh07RtVE6suSTpNer+fBBx/k888/JxAI0NzczO9//3vKysrSvuf3v//9QY+fyWQ60nKOOBm34fyqPA4cOKD89Kc/VUpKStSHzWZLu88999yj9Pb2KhdffLEyZ84c5ZVXXlGam5sVu92ecT3nn3++8txzzynnnnuuMnnyZOXCCy9U2tralIcffjjtfs8//7zy1ltvpfwdCgoKMqbjsssuU6LRqHLDDTcoM2fOVB599FHF7/crEyZMGHT7SZMmKYFAQHn00UeVmTNnKjfccIMSjUaVpUuXZvyYAMratWuV73//+8rs2bOV4447TnnjjTeUurq6tDa3p59+uqIoijJt2rSU4yKKYsb19D9WrFihbN++PWV8brd7yO2P9eMEKG63O0XP2WefrSiKopx++ulZdZwuuOAC5Re/+IVy8cUXK4qiKEuWLEl5fSzXsUWLFinxeFy57777lBkzZij33XefEovFlBNOOCHjmvLy8pR169Ypl156qTJ9+nTlxBNPVD766CPlX//6V9r3/P73v6/09PSkHLuSkpKMn4fj8Mj4AL4yjwMHDii33377qPZpaWlR7rnnHvVno9GoeL3eITueZvpx9913KzU1NWm3ef7555W//vWvGR9r/+Pjjz9WnnjiiZTndu7cqfzyl78cdPsHH3xQ2blzZ8pzTz75pPLhhx9mXMtgD7fbrSiKoixevHjIbfpvUE6nM+PjHeqxYsUKZevWrSPePtuOE6A8+uijyr59+7L6OA0WSIzlOvbHP/5Reeutt1KeW7t2rfLyyy8fE5oOfSxcuFBRFGXILyCQDCS8Xm/Gj9F4P7SljaPMvffeS1dXF1u3buWBBx5IuwwwefJkysrKWLdunfpcLBZjw4YNnHzyyUdjuKPG6XTi8XiG3e6MM86gvb2dPXv28Nvf/paioqKjMLrDMRgMLFiwIOVvDLBu3boh/8YnnXTSYdu//fbbLFy4EL3+2DOLdTqdACM6Llu3bqWlpYV3332XM8444wiPbPRMmzaN5uZmamtreeWVV5g8efKQ22bbcTIYDFx11VU899xzw257rB+ngYz1OjbU8TuWr32yLA/bssFut1NXV0djYyNvvPEG8+bNO0ojPHJogcRR5LHHHuPf//3fOfPMM3n88cf5yU9+whNPPDHk9qWlpQC0t7enPN/e3q6+dixRXV3Nj3/8Y5566qm0261du5bvfe97nHXWWdx111184xvfYP369Rlpvet2u9Hr9aP6G5eWlg66vcFgwO12H7GxjpVHHnmEf/7zn+zYsWPIbVpbW7nxxhu55JJLWLp0KXv27OEf//gHixcvPoojTc+mTZu45pprOP/887nxxhspLS3lww8/xOVyDbp9th2niy66iPz8fF544YUht8mG43QoY72ODXX8jsVrn8lk4sEHH+Tll1/G7/cPud3u3bu59tpr+c53vsMVV1xBJBJh48aNTJ069SiO9siQ8WmRbH6sWLFCGY4FCxYMuu/SpUsVRVEUl8s16OsnnXSSoiiKUlpamvL8b3/7W2Xt2rXHlKaysjJl7969yjPPPDPq31daWqpEo1Hl4osvPurHr6ysTFEURVm0aFHK8w888ICya9euQffZs2ePct9996U8d/L/a+/+Qpp6/ziAfyz/C0ESalb+ASX/0ZIwrItZ4oQuyn8JEYGsoOimLNDuMgrsQpQyvYyhEEgI+YdgF8KisFm6Cgy9EHSZuRmpSDo3Hbx/F/4czly6U3bU7/sFb5jnPAefx2c7fNzZc3byJABsueudDQ0NGBkZwYEDB/w+tqOjA+3t7aqPwVfCw8Nhs9lw69atbT9PIgKj0YiOjo5tP0+rLwMoPY+5XC5cuHDBa9vFixcxPz+v+phWJjAwEC9evIDFYvH768MDAgLw8eNHPH78WPV5+5Nsvff3tpmGhgZpaWn5bRur1brm9p6eHhERSUpKkvfv3/+y3263i8hSZb78WEQkKirql0r9b/J3TPv37xeTySRms1muXr3q9++z2+3y5csXSU5O9vvYP/Xjxw9xu92//Jfzu7+x3W5fs/3i4uK6t5L9l+rr6+XcuXOi1Wrl27dvfh/f09Mjly5d2oSe/R0Oh0P6+/t9Pm+2yzyJiMTFxUleXp4UFxf7fexWnyel5zFf87eZ5z5/BQYGyvPnzyUxMVFyc3N/+27EWgBIb2+vKue+v4mFxB+anJxUfFLKzMwUEfG5hG1kZERsNpvodDr59OmTiCxdR83JyZE7d+4o6/AG+DOm2NhYMZlMYrFYRK/XCwC/f19kZKQcOnRo3aV8m2FxcVEsFovodDppa2vzbNfpdNLe3r7mMWazWc6ePeu1LT8/X/r6+sTtdm9qfzfqyZMnUlRUJKdOnfJZyK4nMzNTlTnZqODgYElNTZU3b96suX87zNMyvV4v379/l5cvX/p97FafJ6XnMbPZLDqdTh49euTZlp+fL2/fvt30Pm/EchGRnJwsp0+f3tBnkNZy9OhR6e/v/8u9+/dUf1vkv5Ds7GyUl5dDo9EgISEBpaWlGBsbQ1tbm1e7wcFBFBYWen6urKzE9PQ0CgsLkZ6ejmfPnm2Z5Z/LlzO6uroQGxvrcznTyjFFRESgpqYG2dnZiI+PR05ODrq7u/H161fVxrS8/FOv1yMlJQV1dXX4+fMn4uLiICKorq5GU1OTp/3yssLa2lqkpKRAr9dvqWWFjY2NmJ6ehlar9ZqT0NBQT5vVY7p58yYKCgqQlJSEtLQ0VFdXA4Aql5t8paamBlqtFgkJCTh+/Dg6OjowMzOzbedpOQEBAbBarXj48OEv+7bLPEVERECj0UCj0QCA51y3vIJhI+expqYmr5VSJ06cwOLiIiorK3H48GFUVlb+0+WfvxvT7t270dbWhtHRURw5csTrdRYUFORzTHfv3kV+fj4SExOh0Wjw9OlTLCwsICsrS/Xn4R9G9Q78J5KZmQmz2Yzp6Wk4HA4MDg6iqqoKYWFhXu0AoKyszGtbVVUVxsfHMT8/j1evXiE9PV318YgsLWXyxdeYQkNDYTQaMTExAZfLBavVCoPBgIMHD6o6luvXr2NkZAROpxN9fX1eSyUNBgNMJpNXe61WC4vFAqfTieHhYVy7dk31+Vj5917LyufV6jFVVFRgaGgIDocDk5OTeP36Nc6cOaP6WFZm+d4DLpcLY2NjaG1tRWpq6radp+XodDoAS/eGWL1vu8zT8rLU1QwGg6fNeucxk8nk1V5EUFJSgsHBQbhcLgwMDPzTgul3Y4qPj/f5Olt5D5DVY6qrq4PVaoXT6cTExASMRuMvn8/ajuG3fxIREZFiXP5JREREirGQICIiIsVYSBAREZFiLCSIiIhIMRYSREREpBgLCSIiIlKMhQQREREpxkKCiIiIFGMhQURERIqxkCAiIiLFWEgQERGRYiwkiGhThISEyIcPH2RoaEj27Nnj2R4dHS02m01MJpNERUXJ6OiodHd3S2BgoKdNamqqzM7OSnNzsxpdJyI/qf7NYQzD7MwkJSVhZmYGra2tEFn6yuyuri7Y7XbExMRARHDy5EksLCygtrYWIoKwsDB8/vwZAwMDCA8PV30MDMOsG9U7wDDMDk5paSkA4MaNG7h37x7cbjfy8vK82lRUVAAACgoKYDAYMDc3h4yMDNX7zjDMhqJ6BxiG2eFpbGyEy+WC2+3G/fv312zT2dkJh8MBALh8+bLqfWYYZsNRvQMMw+zwHDt2DADgdDqxb9++NduUlJQAAMbHxxEUFKR6nxmG2Vh2i8g9ISLaJOHh4WI0GmVqakpCQkJEo9FIS0uLV5uYmBjp7OyUoaEhiY+Pl8jISDEajSr1mIj8pXo1wzDMzk1zczNmZ2eRlpaG4uJiAEB5ebln/65du2AymWCz2RAdHY3bt28DAIqKilTvO8MwG4rqHWAYZofmypUrAICysjLPtvr6erhcLmRlZUFE8ODBA7jdbuTm5nratLe3Y2pqCgkJCaqPgWGYdaN6BxiG2YHJyMjA3NwcDAaD1/bg4GD09vZieHgY58+fh9vtRlVVlVebvXv3wmq14t27d/y8BMNs8QT8/wERERGR33hnSyIiIlKMhQQREREpxkKCiIiIFGMhQURERIqxkCAiIiLFWEgQERGRYiwkiIiISDEWEkRERKQYCwkiIiJSjIUEERERKcZCgoiIiBT7H+LFkgq2HYfqAAAAAElFTkSuQmCC\n" }, "metadata": {} } @@ -231,7 +231,7 @@ "height": 1000 }, "id": "eH5GGs5RAl4o", - "outputId": "4154f988-da9e-4d65-9759-370ca82f8ea5" + "outputId": "12470616-1e90-4ecb-ee0b-4bbf3ea8a09c" }, "source": [ "s = 0 # Counter of the current iteration\n", @@ -266,7 +266,7 @@ " for i in range(n):\n", " # Add new axis to operate properly\n", " Sigma[k, :, :] = Sigma[k, :, :] + (v[i,k] * np.dot((x[i, :] - mu[k, :])[:, np.newaxis], (x[i, :] - mu[k, :])[:, np.newaxis].T))\n", - " Sigma[k, :, :] = Sigma[k, :, :] / np.sum(v[:, k])\n", + " Sigma[k, :, :] = Sigma[k, :, :] / np.sum(v[:, k])\n", "\n", " print('Mu values \\n{}'.format(mu))\n", " print('Sigma values \\n{}'.format(Sigma))\n", @@ -319,15 +319,15 @@ "output_type": "stream", "name": "stdout", "text": [ - "Mu values \n[[ 5.39520205 5.28049573]\n [-2.73709293 6.99319023]\n [ 0.01603303 0.22964129]]\nSigma values \n[[[ 64.92974869 32.51024202]\n [ 32.51024202 40.56808582]]\n\n [[ 60.44520716 -39.57941895]\n [-39.57941895 70.62194279]]\n\n [[ 1.25511289 0.34733372]\n [ 0.34733372 1.4352544 ]]]\nWeight values \n[0.32756546 0.17991146 0.49252308]\nThe iteration 1 has a Q value of -649.7693858334172\n" + "Mu values \n[[4.20031186 4.71863564]\n [0.41381212 6.45231905]\n [0.03857194 0.35669831]]\nSigma values \n[[[ 5.53580032 1.16005752]\n [ 1.16005752 1.87764437]]\n\n [[18.49971882 -5.07474042]\n [-5.07474042 3.66830825]]\n\n [[ 1.24280338 -0.69521669]\n [-0.69521669 2.30202493]]]\nWeight values \n[0.16879805 0.33062197 0.50057998]\nThe iteration 1 has a Q value of -584.5779744764967\n" ] }, { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": {} }, @@ -335,15 +335,15 @@ "output_type": "stream", "name": "stdout", "text": [ - "Mu values \n[[ 3.59894621 5.21836849]\n [-0.165381 6.25810131]\n [-0.06474573 0.14427296]]\nSigma values \n[[[ 5.29536849e+02 4.15464503e+00]\n [ 4.15464503e+00 1.31273268e+02]]\n\n [[ 3.42744880e+02 -1.09587423e+02]\n [-1.09587423e+02 1.23336718e+02]]\n\n [[ 9.80519874e-01 1.50849449e-01]\n [ 1.50849449e-01 1.07037868e+00]]]\nWeight values \n[0.37258566 0.17438477 0.45302958]\nThe iteration 2 has a Q value of -758.5544343520512\n" + "Mu values \n[[ 4.76713607 4.98865193]\n [-0.52287492 6.60585585]\n [ 0.12490584 0.16106411]]\nSigma values \n[[[ 2.84097463 1.24429335]\n [ 1.24429335 1.08590414]]\n\n [[16.40266377 -4.83864532]\n [-4.83864532 3.40709711]]\n\n [[ 0.87727444 -0.25760547]\n [-0.25760547 1.25076588]]]\nWeight values \n[0.20213877 0.30589417 0.49196706]\nThe iteration 2 has a Q value of -534.6719059683713\n" ] }, { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": {} }, @@ -351,15 +351,15 @@ "output_type": "stream", "name": "stdout", "text": [ - "Mu values \n[[ 2.55398073 5.69082619]\n [ 2.36025167 5.73998975]\n [-0.0737539 0.13043799]]\nSigma values \n[[[ 6.19296889e+02 -1.05101061e+02]\n [-1.05101061e+02 1.21594169e+02]]\n\n [[ 4.40146905e+02 -8.24555008e+01]\n [-8.24555008e+01 8.61975727e+01]]\n\n [[ 9.62264956e-01 1.03481147e-01]\n [ 1.03481147e-01 1.04917140e+00]]]\nWeight values \n[0.31420995 0.21809218 0.46769786]\nThe iteration 3 has a Q value of -748.8897253794806\n" + "Mu values \n[[ 4.91523139 5.03942405]\n [-1.76507935 6.85879655]\n [ 0.1480965 0.10616111]]\nSigma values \n[[[ 2.14287901 1.09261683]\n [ 1.09261683 0.94521481]]\n\n [[10.79709166 -3.74573694]\n [-3.74573694 3.46927674]]\n\n [[ 0.83912359 -0.15616932]\n [-0.15616932 1.00955364]]]\nWeight values \n[0.25428312 0.25882108 0.4868958 ]\nThe iteration 3 has a Q value of -506.82423178796427\n" ] }, { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": {} }, @@ -367,15 +367,15 @@ "output_type": "stream", "name": "stdout", "text": [ - "Mu values \n[[ 2.47208141 5.71570009]\n [ 2.48511936 5.71566826]\n [-0.07932837 0.12270366]]\nSigma values \n[[[ 5.34610359e+02 -9.55056305e+01]\n [-9.55056305e+01 1.04578771e+02]]\n\n [[ 5.24750708e+02 -9.38086860e+01]\n [-9.38086860e+01 9.96397240e+01]]\n\n [[ 9.48724084e-01 8.73757551e-02]\n [ 8.73757551e-02 1.04075790e+00]]]\nWeight values \n[0.26816849 0.26433166 0.46749985]\nThe iteration 4 has a Q value of -747.695781088215\n" + "Mu values \n[[ 4.95200403 5.04661301]\n [-2.61143358 7.05486124]\n [ 0.14770142 0.10019087]]\nSigma values \n[[[ 2.02231323 1.01871245]\n [ 1.01871245 0.90515097]]\n\n [[ 5.23945674 -2.59929748]\n [-2.59929748 3.46367759]]\n\n [[ 0.83938362 -0.15671538]\n [-0.15671538 0.99275031]]]\nWeight values \n[0.2823901 0.23168883 0.48592106]\nThe iteration 4 has a Q value of -489.83003539116197\n" ] }, { "output_type": "display_data", "data": { "text/plain": "
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\n" 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\n" }, "metadata": {} }, @@ -383,15 +383,15 @@ "output_type": "stream", "name": "stdout", "text": [ - "Mu values \n[[ 2.47709877 5.71175098]\n [ 2.47957767 5.71190146]\n [-0.08231832 0.12006523]]\nSigma values \n[[[ 5.24265268e+02 -9.36698980e+01]\n [-9.36698980e+01 1.01750009e+02]]\n\n [[ 5.35149127e+02 -9.55762573e+01]\n [-9.55762573e+01 1.03394233e+02]]\n\n [[ 9.41947039e-01 8.08023687e-02]\n [ 8.08023687e-02 1.03539659e+00]]]\nWeight values \n[0.26374147 0.2693466 0.46691193]\nThe iteration 5 has a Q value of -747.9135512665179\n" + "Mu values \n[[ 4.90838112 5.03493802]\n [-3.05206309 7.19234085]\n [ 0.14739689 0.09715932]]\nSigma values \n[[[ 2.03250463 0.98532548]\n [ 0.98532548 0.88219345]]\n\n [[ 2.30946085 -1.74746951]\n [-1.74746951 3.36791655]]\n\n [[ 0.8395362 -0.15757151]\n [-0.15757151 0.98600668]]]\nWeight values \n[0.29703651 0.21767887 0.48528462]\nThe iteration 5 has a Q value of -476.1477590212784\n" ] }, { "output_type": "display_data", "data": { "text/plain": "
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\n" 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\n" }, "metadata": {} }, @@ -399,15 +399,63 @@ "output_type": "stream", "name": "stdout", "text": [ - "Mu values \n[[ 2.47886935 5.71022375]\n [ 2.47785068 5.71045674]\n [-0.08355399 0.11908517]]\nSigma values \n[[[ 5.28658182e+02 -9.44209464e+01]\n [-9.44209464e+01 1.02494836e+02]]\n\n [[ 5.30755797e+02 -9.48203980e+01]\n [-9.48203980e+01 1.03025725e+02]]\n\n [[ 9.39218601e-01 7.81945351e-02]\n [ 7.81945351e-02 1.03318831e+00]]]\nWeight values \n[0.26616677 0.26714488 0.46668836]\nThe iteration 6 has a Q value of -747.9867273947051\n" + "Mu values \n[[ 4.86504263 5.0250866 ]\n [-3.2019551 7.26841849]\n [ 0.14878808 0.09971649]]\nSigma values \n[[[ 2.1145595 0.99819871]\n [ 0.99819871 0.88283453]]\n\n [[ 1.50994844 -1.3724684 ]\n [-1.3724684 3.22407612]]\n\n [[ 0.83906596 -0.15494484]\n [-0.15494484 0.99334291]]]\nWeight values \n[0.30243279 0.21189625 0.48567096]\nThe iteration 6 has a Q value of -470.71678035642253\n" ] }, { "output_type": "display_data", "data": { "text/plain": "
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\n" 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+ }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Mu values \n[[ 4.84696155 5.01679934]\n [-3.24078236 7.31181547]\n [ 0.14977623 0.1042717 ]]\nSigma values \n[[[ 2.18289608 1.02957326]\n [ 1.02957326 0.89563444]]\n\n [[ 1.37356324 -1.21667793]\n [-1.21667793 3.06508951]]\n\n [[ 0.83803513 -0.15254264]\n [-0.15254264 1.0046546 ]]]\nWeight values \n[0.30372104 0.20978316 0.4864958 ]\nThe iteration 7 has a Q value of -470.13384030676133\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Mu values \n[[ 4.84132689 5.0141374 ]\n [-3.25033617 7.32463525]\n [ 0.14958147 0.10493267]]\nSigma values \n[[[ 2.20448803 1.03980065]\n [ 1.03980065 0.90002874]]\n\n [[ 1.34282872 -1.17603155]\n [-1.17603155 3.01209462]]\n\n [[ 0.83807619 -0.15279594]\n [-0.15279594 1.00570526]]]\nWeight values \n[0.30411701 0.20920885 0.48667414]\nThe iteration 8 has a Q value of -469.9312411114574\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Mu values \n[[ 4.83945958 5.0132511 ]\n [-3.25223104 7.32739882]\n [ 0.1494594 0.10475332]]\nSigma values \n[[[ 2.21164141 1.04320702]\n [ 1.04320702 0.90150688]]\n\n [[ 1.33699245 -1.1677987 ]\n [-1.1677987 3.00015633]]\n\n [[ 0.83818979 -0.15305233]\n [-0.15305233 1.00506286]]]\nWeight values \n[0.30424832 0.20908896 0.48666271]\nThe iteration 9 has a Q value of -469.8862830419118\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
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\n" }, "metadata": {} } @@ -418,10 +466,10 @@ "metadata": { "colab": { "base_uri": "https://localhost:8080/", - "height": 505 + "height": 470 }, "id": "jXQ1tjeEUi2Y", - "outputId": "a6301b45-e8d8-4f5e-fef1-2427655e45b3" + "outputId": "ab2d3878-2c4f-4ae3-eece-67e783b4893d" }, "source": [ "# Plotting Q value\n", @@ -457,8 +505,8 @@ "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": {} }