diff --git a/UFCFVQ-15-M Programming Task 2.ipynb b/UFCFVQ-15-M Programming Task 2.ipynb index 2ac8bf7c4f314d25e9e2f2f8f7dc1881288f1afa..a68bc2b31eb9a3ed53d84a17a6560d3ba6f1e913 100644 --- a/UFCFVQ-15-M Programming Task 2.ipynb +++ b/UFCFVQ-15-M Programming Task 2.ipynb @@ -360,9 +360,9 @@ ], "source": [ "# Reading The Second Dataset Using pandas\n", - "# Adding Header Names ['id_student', 'click_events'] to First Row\n", + "# Adding Header Names ['id_student', 'click_events'] to First Row and making the header option as None \n", "\n", - "Dataset_B = pd.read_csv('task2b.csv', names=['id_student', 'click_events'])\n", + "Dataset_B = pd.read_csv('task2b.csv',header=None, names=['id_student', 'click_events'])\n", "\n", "# Outputing the Dataset\n", "Dataset_B" @@ -649,6 +649,8 @@ "click_events 1371\n", "dtype: int64\n", "\n", + "The Dataset Shape is (26721, 10)\n", + "\n", "[+] After Dropping\n", "\n", "Unnamed: 0 0\n", @@ -670,6 +672,7 @@ "source": [ "#Visiling how many null values are there before dropping it\n", "print(f'[+] Before Dropping\\n\\n{Datasetframe.isnull().sum()}')\n", + "print(f'\\nThe Dataset Shape is {Datasetframe.shape}')\n", "# All rows with empty values will be dropped\n", "Datasetframe = Datasetframe.dropna()\n", "#Visiling how many null values are there after dropping it\n", @@ -1188,7 +1191,9 @@ { "cell_type": "code", "execution_count": 7, - "metadata": {}, + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { @@ -1476,11 +1481,10 @@ "# Reading update.csv file that is saved in FR2.9\n", "UpdateDataFrame = pd.read_csv('update.csv')\n", "\n", - "# groupby() = Grouping all the dataset by 'age_band' \n", - "# agg() = Apply function/list of function over an axis of the Data\n", - "# reset_index() = Reset the index to default\n", + "#group the rows by age_band and find the mean of attainment and engagement\n", + "# reset_index() = Reset the index to default so the header names will be printed on the same line\n", "\n", - "UpdateDataFrameMean = UpdateDataFrame.groupby('age_band').agg({'final_mark':'mean', 'click_events':'mean'}).reset_index()\n", + "UpdateDataFrameMean = UpdateDataFrame.groupby('age_band')[['final_mark', 'click_events']].mean().reset_index()\n", "\n", "# Printing the Output\n", "UpdateDataFrameMean" @@ -1495,7 +1499,34 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# importing seaborn and matplotlib.pyplot libraries\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "#Scatter plot to show the relationship bettwen click_events and final_mark\n", + "plt.scatter(UpdateDataFrameMean['final_mark'],UpdateDataFrameMean['click_events'],color=[\"blue\",\"purple\",\"black\"])\n", + "#Show the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -1546,7 +1577,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -1586,7 +1617,7 @@ }, { "data": { - "image/png": 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\n", 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//vvbZUyxfk6ccyxbtizq2Hjjb26WhTEW9Tvw0Ucfoby8HP3792/T2NtLW/9mxZPMz5skj4ImckZITU3Fs88+i1mzZqGmpgY/+9nPkJubi+rqanzzzTeorq7G0qVL4z5+/vz5ePfddzFhwgTcddddGDFiBDRNw5EjR7B69WosWLAAF154YdLjSvR5L7nkEhQXF+Mvf/kLjh8/junTp8NiseDrr7+G3W7HnXfeCQAYPnw4li9fjrfffhv9+vWD1WrF8OHDMWPGDAwbNgyjR49GTk4ODh8+jKeffhq9e/fGgAED4o7vrrvuwt///ndMmzYNf/rTn9C7d2989NFHeP7553Hbbbdh4MCBSZ/zRRddhFtuuQU33ngjtm7digkTJiAlJQUVFRXYsGEDhg8fjttuuy3p9/Hll1/GVVddhT/96U/Iy8vDm2++ie+++w4AIAh6eua5556LoqIi/O///i8458jMzMTKlSuxZs2aqOf805/+hGnTpmHKlCn4zW9+A1VV8dhjjyE1NRU1NTUdej7x/O1vf8PFF1+MSy65BLfddhv69OmD+vp67N+/HytXrmxVjtnw4cPx3nvvYenSpRg1ahQEQYi7ZDto0CDccsstePbZZyEIAq666iocOnQIf/jDH9CrVy/cddddbT1FAMCVV14Js9mMX/ziF/jd734Hr9eLpUuXora2NuHxOxwO9O7dGx988AEuv/xyZGZmIjs7G3369MH06dPx6quv4txzz8WIESOwbds2PPbYY1GzZ12prX+z4hk+fDjWrl2LlStXoqCgAA6HA4MGDeqAMzhLdWUWOiGcJ7Z77p133gm7PdauF871rcbTpk3jmZmZ3GQy8R49evBp06ZFPT6WhoYG/vvf/96oTxPc+n3XXXdFbStPdPdcMs+rqip/6qmn+LBhw4zjxo0bx1euXGkcc+jQIT558mTucDjC6jQ98cQTfPz48Tw7O5ubzWZ+zjnn8JtvvpkfOnSoxfM+fPgwv+6663hWVhY3mUx80KBB/LHHHouqtZPo7rmgl19+mV944YU8JSWF22w2XlRUxG+44YawnWXx3stZs2ZF7ZjatWsXv+KKK7jVauWZmZn85ptv5q+99hoHwL/55hvjuG+//ZZfeeWV3OFw8IyMDP7zn/+cHzlyJOZOqxUrVhh1ms455xz+17/+lc+bN49nZGS06/nEe+8QqPMT6uDBg/ymm27iPXr04CaTiefk5PDx48fzv/zlL8Yxyfy7qKmp4T/72c94eno6Z4wlXKdp4MCB3GQy8ezsbP7LX/4ybp2mSLF+drGsXLnSqHvVo0cP/tvf/pZ/8sknUbshmxv/p59+ykeOHMktFktYnaba2lp+880389zcXG632/nFF1/M//vf//KJEyeG7T5tbvdcZF2vV155Jao+WbyfHwD+2GOPhd0e72eWyN+sZMZUUlLCL7roIm6326lOUwdgnHPeqVEaIYS0k1tuuQVvvfUWTp482S7LWbIs4/zzz0ePHj2wevXqdhghIeRMQstzhJDTwp/+9CcUFhaiX79+Ru7R//t//w+///3vWx0w3XzzzbjyyitRUFCAyspKvPDCC9izZw/+9re/tfPoCSFnAgqaCCGnBZPJhMceewxlZWVQFAUDBgzAk08+id/85jetfs76+nosXLgQ1dXVMJlMuOCCC/Dxxx/jiiuuaMeRE0LOFLQ8RwghhBCSAKoITgghhBCSgC4NmpYuXYoRI0YgLS0NaWlpGDdunNFOAtDrdjz44IMoLCyEzWbDpEmTsHv37rDn8Pl8uPPOO5GdnY2UlBRcffXVKCsrCzumtrYWxcXFcDqdcDqdKC4uRl1dXdgxR44cwYwZM5CSkoLs7GzMmzcPfr+/w86dEEIIIaeXLg2aevbsib/+9a/YunUrtm7dissuuww/+tGPjMDo0UcfxZNPPoklS5bgq6++Qn5+Pq688krU19cbzzF//nysWLECy5cvx4YNG9DQ0IDp06dDVVXjmOuuuw4lJSVYtWoVVq1ahZKSEhQXFxv3q6qKadOmobGxERs2bMDy5cvx7rvvYsGCBZ33ZhBCCCGkW+t2OU2ZmZl47LHHcNNNN6GwsBDz58/HPffcA0CfVcrLy8MjjzyCW2+9FS6XCzk5OXj99ddx7bXXAtBL/ffq1Qsff/wxpkyZgj179mDIkCHYvHmzUZxw8+bNGDduHL777jsMGjQIn3zyCaZPn46jR48aPbeWL1+O2bNno6qqCmlpaQmNXdM0HDt2DA6HI6xRIyGEEEK6L8456uvrUVhYaBTLjXdgt6AoCn/rrbe42Wzmu3fv5qWlpRwA3759e9hxV199Nb/hhhs455x/9tlnHACvqakJO2bEiBH8j3/8I+ec85deeok7nc6o13M6nfzll1/mnHP+hz/8gY8YMSLs/pqaGg6Af/7553HH7PV6ucvlMr6+/fZbDoC+6Iu+6Iu+6Iu+TsOvyCKukbq85MDOnTsxbtw4eL1epKamYsWKFRgyZAg2btwIILphYV5entFpu7KyEmazGRkZGVHHBJtuVlZWIjc3N+p1c3Nzw46JfJ2MjAyYzeao5p2hFi9ejIceeijq9qNHjyY8O0UIIYSQruV2u9GrVy84HI5mj+vyoGnQoEEoKSlBXV0d3n33XcyaNQvr1q0z7o9c5uKct7j0FXlMrONbc0yke++9F3fffbfxffBNDya2E0IIIeT00VJ80eUlB8xmM/r374/Ro0dj8eLFOO+88/C3v/0N+fn5ABA101NVVWXMCuXn58Pv90c1eYw85vjx41GvW11dHXZM5OvU1tZCluWoGahQFovFCJAoUCKEEELObF0eNEXinMPn86Fv377Iz88P607u9/uxbt06jB8/HgAwatQomEymsGMqKiqwa9cu45hx48bB5XJhy5YtxjFffvklXC5X2DG7du1CRUWFcczq1athsVgwatSoDj1fQgghhJweunR57r777sNVV12FXr16ob6+HsuXL8fatWuxatUqMMYwf/58LFq0CAMGDMCAAQOwaNEi2O12XHfddQAAp9OJm2++GQsWLEBWVhYyMzOxcOFCDB8+3GiDMHjwYEydOhVz5szBiy++CEBv8jl9+nQMGjQIADB58mQMGTIExcXFeOyxx1BTU4OFCxdizpw5NHtECCGEEABdHDQdP34cxcXFqKiogNPpxIgRI7Bq1SpceeWVAIDf/e538Hg8uP3221FbW4sLL7wQq1evDkvUeuqppyBJEq655hp4PB5cfvnlePXVVyGKonHMG2+8gXnz5mHy5MkAgKuvvhpLliwx7hdFER999BFuv/12XHTRRbDZbLjuuuvw+OOPd9I7QQghhJDurtvVaTqdud1uOJ1OuFwumqEihBBCThOJXr+7XU4TIYQQQkh3REETIYQQQkgCKGgihBBCCEkABU2EEEIIIQno8orghBBCSGdTFA0rd1SgvK4JPdLtmDGiAJJE8wikeRQ0EUIIOassW1+K59aWot4jQ4O+5PLQh7sxd1IR5kwo6urhkW6MgiZCCCFnjWXrS/HIqr1QNQ5JZJAYoHHA1STjkVV7AYACJxIXzUUSQgg5KyiKhufWlkLVOMwSgyQIEJgASRBglhhUjeO5taVQFK2rh0q6KQqaCCGEnBVW7qhAvUeGJDIILPzyJzABkshQ75GxckdFnGcg7UFRNKzYXo4ln+/Diu3lp1WQSstzhBBCzgrldU3QAEgs9v0CA9TAcaRjnO75ZBQ0EUIIOSv0SLdDgJ7DJMQInDQOsMBxpP2dCflktDxHCCHkrDBjRAEcNhMUlUPj4UtCGtegqBwOmwkzRhR00QjPXGdKPhkFTYQQQs4KkiRg7qQiiAKDX+FQNE0PljQNfoVDFBjmTiqiek0d4EzJJ6PlOUIIIWeN4PJPMK9Ghb4k57SbTpu8mtPRmZJPRkETIYSQs8qcCUW4cXxfqgjeic6UfDIKmgghhJx1JEnAjy/o0dXDOGvMGFGAhz7cDVeTDIFpYUt0wXwyp73755NRWE0IIYSQDnWm5JPRTBMhhBBCOtyZkE/GOOe8qwdxpnC73XA6nXC5XEhLS+vq4RBCCCHdjqJo3S6fLNHrN800EUIIIaTTnM75ZN178ZAQQgghpJugoIkQQgghJAEUNBFCCCGEJICCJkIIIYSQBFDQRAghhBCSAAqaCCGEEEISQEETIYQQQkgCKGgihBBCCEkABU2EEEIIIQmgoIkQQgghJAEUNBFCCCGEJICCJkIIIYSQBFDQRAghhBCSAAqaCCGEEEISQEETIYQQQkgCKGgihBBCCEkABU2EEEIIIQmgoIkQQgghJAEUNBFCCCGEJICCJkIIIYSQBFDQRAghhBCSAAqaCCGEEEISQEETIYQQQkgCpK4eACGEEELOXn6/ihfWH8Dhmkb0zkzBryf0g9ksdvWwYqKgiRBCCCFd4v73duDtrWVQNG7c9szn+3Dt6J54+CcjunBksVHQRAghhJBOd/97O/DGlqNRtysaN27vboFTl+Y0LV68GD/4wQ/gcDiQm5uLmTNnYu/evWHHzJ49G4yxsK+xY8eGHePz+XDnnXciOzsbKSkpuPrqq1FWVhZ2TG1tLYqLi+F0OuF0OlFcXIy6urqwY44cOYIZM2YgJSUF2dnZmDdvHvx+f4ecOyGEEHK28vtVvL311HWasVNfQW9vLYPfr3bB6OLr0qBp3bp1mDt3LjZv3ow1a9ZAURRMnjwZjY2NYcdNnToVFRUVxtfHH38cdv/8+fOxYsUKLF++HBs2bEBDQwOmT58OVT31Zl933XUoKSnBqlWrsGrVKpSUlKC4uNi4X1VVTJs2DY2NjdiwYQOWL1+Od999FwsWLOjYN4EQQgg5y7yw/oCxJBcaKIV+r2gcL6w/0Mkja16XLs+tWrUq7PtXXnkFubm52LZtGyZMmGDcbrFYkJ+fH/M5XC4XXnrpJbz++uu44oorAAD/+Mc/0KtXL3z66aeYMmUK9uzZg1WrVmHz5s248MILAQDLli3DuHHjsHfvXgwaNAirV6/Gt99+i6NHj6KwsBAA8MQTT2D27Nl4+OGHkZaW1hFvASGEEHLWOVzT2PJBSRzXWbpVyQGXywUAyMzMDLt97dq1yM3NxcCBAzFnzhxUVVUZ923btg2yLGPy5MnGbYWFhRg2bBg2btwIANi0aROcTqcRMAHA2LFj4XQ6w44ZNmyYETABwJQpU+Dz+bBt27aY4/X5fHC73WFfhBBCCGle78yUdj2us3SboIlzjrvvvhsXX3wxhg0bZtx+1VVX4Y033sDnn3+OJ554Al999RUuu+wy+Hw+AEBlZSXMZjMyMjLCni8vLw+VlZXGMbm5uVGvmZubG3ZMXl5e2P0ZGRkwm83GMZEWL15s5Eg5nU706tWr9W8AIYQQcpb49YR+kAR9HY7z8PuC30sCw68n9OvkkTWv2wRNd9xxB3bs2IG33nor7PZrr70W06ZNw7BhwzBjxgx88skn+P777/HRRx81+3ycc7CQhVIWuWjaymNC3XvvvXC5XMbX0aPRuwAIIYQQEs5sFnHt6J7G95yf+gq6dnTPblevqVuUHLjzzjvx73//G+vXr0fPnj2bPbagoAC9e/fGvn37AAD5+fnw+/2ora0Nm22qqqrC+PHjjWOOHz8e9VzV1dXG7FJ+fj6+/PLLsPtra2shy3LUDFSQxWKBxWJJ/EQJIYSQbkhRNKzcUYHyuib0SLdjxogCSFLHzqsEywlE1mmSBEZ1mmLhnOPOO+/EihUrsHbtWvTt27fFx5w8eRJHjx5FQUEBAGDUqFEwmUxYs2YNrrnmGgBARUUFdu3ahUcffRQAMG7cOLhcLmzZsgVjxowBAHz55ZdwuVxGYDVu3Dg8/PDDqKioMJ579erVsFgsGDVqVLufOyGEENIdLFtfiufWlqLeI0ODvgT10Ie7MXdSEeZMKOrQ1374JyPwwPShp01FcMZ55Gpi57n99tvx5ptv4oMPPsCgQYOM251OJ2w2GxoaGvDggw/ipz/9KQoKCnDo0CHcd999OHLkCPbs2QOHwwEAuO222/Dhhx/i1VdfRWZmJhYuXIiTJ09i27ZtEEX9jb/qqqtw7NgxvPjiiwCAW265Bb1798bKlSsB6CUHzj//fOTl5eGxxx5DTU0NZs+ejZkzZ+LZZ59N6HzcbjecTidcLhfttiOEENLtLVtfikdW7YWqcUgig8AAjQOKyiEKDPdMHdThgVN3kOj1u0tzmpYuXQqXy4VJkyahoKDA+Hr77bcBAKIoYufOnfjRj36EgQMHYtasWRg4cCA2bdpkBEwA8NRTT2HmzJm45pprcNFFF8Fut2PlypVGwAQAb7zxBoYPH47Jkydj8uTJGDFiBF5//XXjflEU8dFHH8FqteKiiy7CNddcg5kzZ+Lxxx/vvDeEEEII6SSKouG5taVQNQ6zxCAJAgQmQBIEmCUGVeN4bm0pFEXr6qF2G10603SmoZkmQgghp4sV28ux8J0SCIIeMEVSNA2axvH4z8/Hjy/o0QUj7DynxUwTIYQQQrpGeV2TnsMUe4M4BAbwwHFER0ETIYQQchbqkW6HAD2HKRaNAyxwHNFR0EQIIYSchWaMKIDDZoKicmg8PG9J4xoUlcNhM2HGiIIuGmH3Q0ETIYQQchaSJAFzJxVBFBj8CtdzmLgGRdPgV/Tdc3MnFXV4vabTSbcobkkIIYSQzhcsJxCs06RCX5Jz2k2dUqfpdEO759oR7Z4jhBByOuqKiuDdSaLXb5ppIoQQQs5ykiSc8WUF2sPZE0YSQgghhLQBBU2EEEIIIQmgoIkQQgghJAEUNBFCCCGEJICCJkIIIYSQBFDQRAghhBCSAAqaCCGEEEISQEETIYQQQkgCKGgihBBCCEkABU2EEEIIIQmgoIkQQgghJAEUNBFCCCGEJICCJkIIIYSQBFDQRAghhBCSAAqaCCGEEEISQEETIYQQQkgCKGgihBBCCEkABU2EEEIIIQmgoIkQQgghJAEUNBFCCCGEJICCJkIIIYSQBFDQRAghhBCSAAqaCCGEEEISQEETIYQQQkgCpK4eACGEENIdKYqGlTsqUF7XhB7pdswYUQBJormGsxkFTYQQQkiEZetL8dzaUtR7ZGjQl2Ue+nA35k4qwpwJRV09PACApnHsPuZGTZMfmXYzhhamQRBYVw/rjEZBEyGEEBJi2fpSPLJqL1SNQxIZJAZoHHA1yXhk1V4A6PLAaeP+E1i6rhSlVQ2QVQ6TyFCUm4rbJhZhfP/sLh3bmYzmGQkhhJAARdHw3NpSqBqHWWKQBAECEyAJAswSg6pxPLe2FIqiddkYN+4/gftW7MSeCjdSLBJyHRakWCTsqajHfSt2YuP+E102tjMdBU2EEEJIwModFaj3yJBEBoGFXyIFJkASGeo9MlbuqOiS8Wkax9J1pWjwKchPs8JqEiEIDFaTiPw0Cxp8KpauK4Wm8S4Z35mOgiZCCCEkoLyuSc9hipMaJDCAB47rCruPuVFa1YAMuxmMhQ+SMYZ0uwmlVQ3YfczdJeM701HQRAghhAT0SLdDgJ7DFIvGARY4rivUNPkhqxxmMfbl2yIKkDWOmiZ/J4/s7EBBEyGEEBIwY0QBHDYTFJVD4+F5SxrXoKgcDpsJM0YUdMn4Mu1mmEQGvxo7p8qnajAJDJl2cyeP7OxAQRMhhBASIEkC5k4qgigw+BUORdP0YEnT4Fc4RIFh7qSiLqvXNLQwDUW5qahtksF5+HQY5xx1TTKKclMxtDCtS8Z3pqOgiRBCCAkxZ0IR7pk6CE67CZrGIascmsbhtJtwz9RBXVpuQBAYbptYhFSLiEq3F3VNfrg8ftQ1+VHp9iLVIuK2iUVUr6mDMB4ZqpJWc7vdcDqdcLlcSEujKJ8QQk5n3bkieGjxTQ49z8phM3Wr4punk0Sv31TckhBCCIlBkgT8+IIeXT2MKBv3n8AbXx6ByIDCdBsExqBxjia/ije+PIKhhU4qcNlBukfITAghhJAWhdZpKnDakG43I81mQrrdjAKnleo0dTAKmgghhJDTBNVp6lpdGjQtXrwYP/jBD+BwOJCbm4uZM2di7969YcdwzvHggw+isLAQNpsNkyZNwu7du8OO8fl8uPPOO5GdnY2UlBRcffXVKCsrCzumtrYWxcXFcDqdcDqdKC4uRl1dXdgxR44cwYwZM5CSkoLs7GzMmzcPfj/VuiCEENI9dKc6TYqiYcX2ciz5fB9WbC/v0tYynaVLg6Z169Zh7ty52Lx5M9asWQNFUTB58mQ0NjYaxzz66KN48sknsWTJEnz11VfIz8/HlVdeifr6euOY+fPnY8WKFVi+fDk2bNiAhoYGTJ8+HaqqGsdcd911KCkpwapVq7Bq1SqUlJSguLjYuF9VVUybNg2NjY3YsGEDli9fjnfffRcLFizonDeDEEIIaUF3qdO0bH0pRi/6FAvfKcETa77HwndKMHrRp1i2vrRDX7erdavdc9XV1cjNzcW6deswYcIEcM5RWFiI+fPn45577gGgzyrl5eXhkUcewa233gqXy4WcnBy8/vrruPbaawEAx44dQ69evfDxxx9jypQp2LNnD4YMGYLNmzfjwgsvBABs3rwZ48aNw3fffYdBgwbhk08+wfTp03H06FEUFhYCAJYvX47Zs2ejqqoqod1wtHuOEEJIR9I0jlmvbMGeinrkp1nClug456h0+zC4wIHXbhzTYWUHlq0vxSOr9kLVeKBHn14pXVH1OlZdXZahNRK9fnernCaXywUAyMzMBAAcPHgQlZWVmDx5snGMxWLBxIkTsXHjRgDAtm3bIMty2DGFhYUYNmyYccymTZvgdDqNgAkAxo4dC6fTGXbMsGHDjIAJAKZMmQKfz4dt27Z10BkTQgghiQuv0+SDR1ahaRweWUWl29dudZriLb0piobn1pZC1ThMIiAwBs4ZBMZgEgFV43hubekZu1TXbUoOcM5x99134+KLL8awYcMAAJWVlQCAvLy8sGPz8vJw+PBh4xiz2YyMjIyoY4KPr6ysRG5ubtRr5ubmhh0T+ToZGRkwm83GMZF8Ph98Pp/xvdtNiXeEEEI61vj+2Vj04+FYuq4UpVUNcGkcJoFhcIEDt00sanO5gdAaUBr02ZWHPtyNuZOKkJ1qRb1HhiAAigZwrhl1ohgDBAGo98hYuaOiW5ZraKtuEzTdcccd2LFjBzZs2BB1X+QOAc551G2RIo+JdXxrjgm1ePFiPPTQQ82OgxBCCGlv4/tnY2y/LOw+5kZNkx+ZdjOGFqa1eYYpculNCiy9uZpkPLJqLy7qnwWVA4hI7OEAeOB2BqC8rqlN4+iuusXy3J133ol///vf+OKLL9CzZ0/j9vz8fACImumpqqoyZoXy8/Ph9/tRW1vb7DHHjx+Pet3q6uqwYyJfp7a2FrIsR81ABd17771wuVzG19GjR5M5bUIIIQSAnqu0s8yFdd9XY2eZK2adpchjAGB4TycmDszB8J7OdlmSCy69mSUGSRAgMAGSIMAsMagax5cHa8Iew9ipryAOoMBpa9NYuqsunWninOPOO+/EihUrsHbtWvTt2zfs/r59+yI/Px9r1qzByJEjAQB+vx/r1q3DI488AgAYNWoUTCYT1qxZg2uuuQYAUFFRgV27duHRRx8FAIwbNw4ulwtbtmzBmDFjAABffvklXC4Xxo8fbxzz8MMPo6KiAgUFevfq1atXw2KxYNSoUTHHb7FYYLFY2vldIYQQcjbZuP+EsdQmqxwmkaEoNzVsqS2RY9pq5Y4K1HvkQHJ3+JyKwARIogavrIEBxpJcKON2BhRlp7TLmLqbLg2a5s6dizfffBMffPABHA6HMdPjdDphs9nAGMP8+fOxaNEiDBgwAAMGDMCiRYtgt9tx3XXXGcfefPPNWLBgAbKyspCZmYmFCxdi+PDhuOKKKwAAgwcPxtSpUzFnzhy8+OKLAIBbbrkF06dPx6BBgwAAkydPxpAhQ1BcXIzHHnsMNTU1WLhwIebMmUM74QghhHSIjftP4L4VO9HgU5BhN8MsCvCrGvZU1OO+FTux6MfDAaDFY9ojcCqva4IGQIozYSUwPTCSRAZZ5XqAFDIhFvxPu1mEy6e0eTzdUZcGTUuXLgUATJo0Kez2V155BbNnzwYA/O53v4PH48Htt9+O2tpaXHjhhVi9ejUcDodx/FNPPQVJknDNNdfA4/Hg8ssvx6uvvgpRFI1j3njjDcybN8/YZXf11VdjyZIlxv2iKOKjjz7C7bffjosuugg2mw3XXXcdHn/88Q46e0IIIWez0JYo+WlWI3/WKojITxNQ6fbh+bX7AbBmj1m6rhRj+2W1aXlO0zg0TQ+CVI2DCdH5vBrXAyNRYLBIIjx+FWpI1SJRYEi3mWCRhA6vE9VVulWdptMd1WkihBCSqJ1lLtz6+lakWCRYTWLU/R5ZRV2THwx6e5R4xzT5FLxYPBrDezpbNY7g0t/+qgZUurzG0ptJFCAGAjG/ouoJ4CEYgDSbCVaTAJMowGmVcLze3+F1ojrCaVmniRBCCDlbJNQSReXwq1qHtU0JLg/uqXAj1SIh16Hn6XIAflWDoqrwhQRMAgNMgaFwAC6PDHDAahJxvN7fbnWiuqtuU3KAEEIIOZuEtkSxCtGzSD5Vg0lkYGjhmFa2TYm1PGg1iWCMoareC40DckiNSpEBZkkfA2McsqrXaKqq90FoxzpR3RkFTYQQQkgXGFqYhqLc1EBLFCGqJUpdk4xz8x0AGL6rjH/M4AIHhhYmnxKy+5gbpVUNyLCbw543x2FBdqoZVfU+uL0yvLIWFjABev6SwAQomgZNA37xg3Nwx2X9z9gZpiBaniOEEEK6QCItUW6f1B+3T+qYtinNLQ8yxpCTaoEYCKYkMfr5GWN6zlOgEviZHjABFDQRQgghXSbYEmVwgQNNPgVVDT40+RQMLnAYpQQSOaY1QpcHY/GpGkySAAH6zrlYtEAF8B7p9laN4XRDy3OEEEJIF0qkJUpHtE1JZHlwaEEadh1zwe1RIDAtrOilxjUoKofTbsKMEQWtHsfphIImQgghpIsJAmuxZEAixyT7mrdNLMJ9K3ai0u1Dut0EiyjAp2qoa5KRahEx99L+2H3MhUdW7YVf4ZBEDUKgH52icogCw9xJRZCks2PhioImQggh5CwVXPoLtmhxaRymiJ1wweW/59aWot4jQ4W+JOe0mzB3UhHmTCjq0nPoTFTcsh1RcUtCCCGnI03jLS79KYqGlTsqUF7XhB7pdswYUXDGzDAlev2mmSZCCCHkLJfI0p8kCfjxBT06aUTd05kRIhJCCCGEdDCaaSKEEEJIl0lkabC7oKCJEEIIIUlrjxynYLPg0qoGyCqHSWQoyk3ttu1YKBG8HVEiOCGEkLPBsvWlxm46DXquj8OW3G66YLPgBp+CDLsZZlGAX9VQGyh30JbCnclK9PpNOU2EEEIISdiy9aV4ZNVeuJpkCAKDWWQQBAZXk4xHVu3FsvWlLT5HZLNgq0mEIOgNg/PTLGjwqVi6rhRavFLkXYSCJkIIIYQkRFE0PLe2FKrGYZYYJEGAwARIggCzxKBqHM+tLYWixG7NEhSvWTCg97RLt5tQWtWA3cfcHXk6SaOgiRBCCCEJWbmjAvUeGZLIwlqqANCDJ5Gh3iNj5Y6KZp+nuWbBAGARBcgaR02Tv93G3h4oEZwQQgjpYp25g6y1CdyKomHNt5V6k17OwcHBED5GgQEqgPK6pmafK7RZsFUQo+73qRpMAkOm3ZzUuXU0CpoIIYSQLtSZO8hiJXA/9OHuFhO4g49zNcngABQNUDQNksBgEkOb+OotVnqk25sdRyLNggcXODC0sHttqqLlOUIIIaSLBHeQ7alwI8UiIddhQYpFwp6Kety3Yic27j/Rbq/V2gTusMdFTH4pGoes6vlLGtegqBwOmwkzRhQ0O5Zgs+BUi4hKtw8eWYWmcXhkFZVuH1ItIm6bWNTt6jVR0EQIIaRb0jSOnWUurPu+GjvLXN1uJ1VbdeYOstYmcEc+ziyJkCJ70mkciqbBr3CIAsPcSUUJLfcFmwUPLnCgyaegqsGHJp+CwQWOTi03kAxaniOEENLtnG5FD1sjmR1kLfWFa0nLCdyakcAd2l8u1uP05TgNSkgwp2gcTntydZoAPXAa2y+LKoITQgghrRGv6GFwyaq7zkIkK5EdZK522kFWXtcEDYAUJxaJl8Ad73EmUYDINKicQ9GAqUPz8ez/jEy6IjiQWLPg7oKW5wghhHQbp2vRw9YI3UEWS3vuIOuRbocAPVE7lngJ3M09ThD0BG6RAZOH5LcqYIpHUTSs2F6OJZ/vw4rt5S3WfeosFDQRQgjpNk7XooetEdxBVtskI7KjWXAHWVFuarvsIJsxogAOmwmKyqHx8ACkuQTu1j6uLZatL8XoRZ9i4TsleGLN91j4TglGL/o0oUrjHY2CJkIIId3G6Vr0sDU6cweZJAmYO6kIosDgV/TEbY1rLSZwt/ZxrdUeLVo6EgVNhBBCuo3OXLLqDjpzB9mcCUW4Z+ogOO0maBqHrHJogQTue6YOipvA3drHJau9WrR0JMYj5wRb8Pe//x3XXnstLBZL2O1+vx/Lly/HDTfc0K4DPJ0k2iWZEEJIbJrGMeuVLYGih5aoooeVbh8GFzjw2o1juu0Oq9Y4XSqCt+ZxiVqxvRwL3ymBIOgBU9Traxo0jePxn58ftsOvPSR6/U46aBJFERUVFcjNzQ27/eTJk8jNzYWqqq0b8RmAgiZCCGm7U7vnVKTbTbCIAnyqhromGakW8YzZPUfCLfl8H55Y872+JMeigyaNa5BVjruvHIg7LhvQrq+d6PU76RCRcx6VnAcAZWVlcDpPjy2DhBBCuq/uWvTwTC+22dVau8OvMyVcp2nkyJFgjIExhssvvxySdOqhqqri4MGDmDp1aocMkhBCyNmluxU97I7FNjt6uayzzRhRgIc+3B1o16KFzTYFd+o57e27Uy9ZCQdNM2fOBACUlJRgypQpSE1NNe4zm83o06cPfvrTn7b7AAkhhJydukvRw+5YbDNe493bJ/bDuKKcbhFoJiu4U++RVXvhVzgkUYPA9BkmRW3/nXqtkXRO02uvvYZrr70WVqu1o8Z02qKcJkIIObOcSkx3Iz/N2i0S04Pb8lWNB9qb6IGFrOqX8zSrBIskdovZsNZYtr4Uz36+D/VeFRz6kpzDKuLOywa02069SB2W0zRr1ixYrVb4/X6UlZXhyJEjYV+EEELImaK7FduMty2f4dTYGnwKclLNSLFIxmzYxv0nOmV87YUxAWB6wAQW+L4bSLr33L59+3DTTTdh48aNYbcHE8TP5t1zhBBCziyd2R8uEbEa6HKuF50M0jjgDiwl5qcJqHT7sHRdKcb2y+r2S3XxZtHcHr24JYAOm21KRNJB0+zZsyFJEj788EMUFBTE3ElHCCGEnAlCi21aBTHq/s4uthmrgS4HEEy0YYHv5UBxUH02TMJ3FfX4++bDGHVORrfNc4qcRQsGhQIDBKZXIH9ubSluHN+3y/Kakg6aSkpKsG3bNpx77rkdMR5CCCGk2wj2h9OLbQpROU11TTIGFzjapT9cIkK35QfjHs71QCmUKTAz1uBTUOX2wiOreGr190ixiK3Oc+roApyxZtGCBCZAEjXUe2Ss3FHR7sUtE5V0qDZkyBCcOHF6rY0SQgghrdGZ/eESEdlAV+McWsh+Lg5AFBjSbSY0+BSU13rglVUIjCGrDXlOG/efwKxXtuDW17di4T+/wa2vb8WsV7a0a65UcBYt3lspMP38yuua2u01k5V00PTII4/gd7/7HdauXYuTJ0/C7XaHfRFCCCFnku5UbDO4LV9ggE/h8CkalIhqkDmpFoAB1fU+qJoGMMBqEmA3i7CaROSnWdDgU7F0XWlCBTqDJRf2VLiRYpGQ67B0SJL5GVXcMuiKK64AAFx++eVht1MiOCGEkDNVdyq2ObTQiTSbCXVNctSyHIM+09TkU+GVFQCAyBjSrPrMkyQIsJqEsF1/zdXC0jSOpetK0eBTwkouWAWx3ZPMz6jilkFffPFFR4yDEEII6da6Q7HNYBAjCgyD81Ph9qqQVQ0mUYDIOI65fTjR4IPVJELj0Hf9MaC6wQfOAcYAiyQgK8UCOYFdf8mUXGjre3M6FLdMOmiaOHFiR4yDEEIIIS0IDWJEUURGSviOPkkS4fLI+OkFPbF8yxE0+hVwMEgCAwvkBHlkDcdcHqRZpRZ3/bW15EKyrV6C5QSWfLEf9R4FCvTZszSbhDsu7d+l5QaAVgRNAPDf//4XL774Ig4cOIB33nkHPXr0wOuvv46+ffvi4osvbu8xEkIIIQQtBzFWSYSbKRjTLxNvbz0KVQPMEiAEZokYAEng8CscKgcG5zsAxN8Z15aSC/FavcydVNRs8DO00IlhhU7srnBDVjSYJAFDC9IwtLDrW+okHTS9++67KC4uxvXXX4/t27fD5/MBAOrr67Fo0SJ8/PHH7T5IQgghhCReN8rdpEBkDKLAoGoABK7PNAWWugQGqCrHyh0VyHGY8eL6AzGbEY/tl9WqkguRRSqlwDKbq6n5IpWhff5yUi1Gn7+9xxu6rM9fqKQXBv/yl7/ghRdewLJly2AymYzbx48fj+3bt7fr4AghhBBySrBuVG2TjMjWscEgpig3FRl2EwTG0CPDFshv4lDUkMrhjKHBr+CP/96FX/19K745WhdzZ9zmAyeTLrkQr9WLJAgwSwyqphepVBQtbPyRSedWkwhBYK3a8ddRkg6a9u7diwkTJkTdnpaWhrq6uvYYEyGEEEJiSLRuVFaqBSaRwSwK6JNtR+/MFGSlmiEEGroJDBAZ4Fc0+GQNHr+CxsAX50Cew2wEKWP7ZSVcckHTOJ5fWwp3kww9Bz08eVwvUsmMIpWhulufv1iSDpoKCgqwf//+qNs3bNiAfv36JfVc69evx4wZM1BYWAjGGN5///2w+2fPng3GWNjX2LFjw47x+Xy48847kZ2djZSUFFx99dUoKysLO6a2thbFxcVwOp1wOp0oLi6OCvCOHDmCGTNmICUlBdnZ2Zg3bx78/s7pJUQIOTspioYV28ux5PN9WLG9POqTNyGxJFI3KnRGClyv09ToU/QWLAID54BJFKFpHKIAyBpQUedFWa0Hh2sacbimCWaJGUHK+P7ZeO3GMXixeDQe//l5eLF4NF67cUxYwBQsgLlswwFoABQN8Ksa1IiZoXhFKhNJOk9kx19HSjqn6dZbb8VvfvMbvPzyy2CM4dixY9i0aRMWLlyIP/7xj0k9V2NjI8477zzceOON+OlPfxrzmKlTp+KVV14xvjebw5PN5s+fj5UrV2L58uXIysrCggULMH36dGzbtg2iqK/3XnfddSgrK8OqVasAALfccguKi4uxcuVKAICqqpg2bRpycnKwYcMGnDx5ErNmzQLnHM8++2xS50QIIYlobZIsOTv4/SpeWH8Ah2sa0TszBb+e0A9m86kcppbqRgVnpO5bsROVbh+sJgE+Wd/Cr2p6YrjTZkJVvdfoW8ehBzSMMXhkFR6/Xkn8lf87iL/+eHizu95Cc5HsZhH1Xr1GlMaDffAEiIGxxStS2d36/MXCeOSiaALuv/9+PPXUU/B6vQAAi8WChQsX4s9//nPrB8IYVqxYgZkzZxq3zZ49G3V1dVEzUEEulws5OTl4/fXXce211wIAjh07hl69euHjjz/GlClTsGfPHgwZMgSbN2/GhRdeCADYvHkzxo0bh++++w6DBg3CJ598gunTp+Po0aMoLCwEACxfvhyzZ89GVVUV0tIS6ynkdrvhdDrhcrkSfgwh5OwTr5N7sBbNPVMHUeB0lgndmv9/+09gy6HasBkaSWC4dnRPPPyTEUk978b9J7B0XSl2l7tQ65EhMsBqkpDjsEAAcOBEY1iBTLMoQOU8anZIZNAfw1jMZPFZr2zBngo38tOsAIA9lfVhzyEw/bk59J17TrsJW++7IiwQ0zQeeJ565KdZopLOK90+DC5w4LUbx7R7UdFEr9+tKjnw8MMP4/7778e3334LTdMwZMgQpKamtnqwzVm7di1yc3ORnp6OiRMn4uGHH0Zubi4AYNu2bZBlGZMnTzaOLywsxLBhw7Bx40ZMmTIFmzZtgtPpNAImABg7diycTic2btyIQYMGYdOmTRg2bJgRMAHAlClT4PP5sG3bNlx66aUxx+bz+YzdgwCojQwhpEXJdnJPts4NidbSrE1XC511VONMYygaxxtbjgJAUoFTcEbqg5Jj+MtH38JuFuG0m8DA0ORXjOOCIYiiaTHbmKgcqHT7kGYV0SsjBX5VM5LFf3VJv6hcpJxUCyrdXuPxGtefW9UQt0hl5OxYut0EiyjAp2qoa5I7vc9fLK0KmgDAbrdj9OjR7TmWKFdddRV+/vOfo3fv3jh48CD+8Ic/4LLLLsO2bdtgsVhQWVkJs9mMjIyMsMfl5eWhsrISAFBZWWkEWaFyc3PDjsnLywu7PyMjA2az2TgmlsWLF+Ohhx5q62kSQs4iyXRyP9HgpSW8Nrr/vR14e2tZWH+2Zz7f16pZm44QOusYLxQIlgoAgLe3luGB6UOTDvr65aQg32lFeZ0HaTZJb3umcQiMQeUcPPA6LW1Mc3tVVLk9sJgk5KaaUNUgY/mWI1G5SDkOCwC9EnlwxknTAKfdhNsn9sPYftlY93111LJiMF9r6bpSlFY1wKVxmASGwQUO3DaxqEvLDQCtCJq8Xi+effZZfPHFF6iqqoKmhScutmfZgeCSGwAMGzYMo0ePRu/evfHRRx/hJz/5SdzHBfvgBUVm4bf2mEj33nsv7r77buN7t9uNXr16xT8hQshZL9jJXWqmk7sK4P2SMvzf/pNJ17khp9z/3g5jdiZUa2dtEhGvSGQskbOOqsahxdkLYNRY0jheWH8A864YkNB4gstzpVUNaPSpaPAr+P54A3IdVlgkAYwBAgd4EpM31Y0yAH2pL91uQqXbC4boXKQchwXZqWZU1eu7/OZc3A8je6XjhfWleH7dgbDClXMv7W8ERN2pz1+kpIOmm266CWvWrMHPfvYzjBkzptmgor0VFBSgd+/e2LdvHwAgPz8ffr8ftbW1YbNNVVVVGD9+vHHM8ePHo56rurramF3Kz8/Hl19+GXZ/bW0tZFmOmoEKZbFYYLFY2nxehJCzR2gn91jXgOAn/WBOSyJLeCSa36/i7a1lzR7T2lmbeEIDlMi8n1gzJJGzjjKP0/CeA6HTUIdrGhMeTzA5O8NuRobdjDqPH1X1PlS6vUgxixAYAxOBHulWnGyUjQTuRKgcONkow24S0DcnFcfdvugCmODwqxrOybQjPcWEO5dvh8ujnMqj8qvYWHoS31a48dx1FxjvU3fo8xdL0v/aPvroI7z//vtYunQpHnzwQTzwwANhXx3p5MmTOHr0KAoK9A7Ho0aNgslkwpo1a4xjKioqsGvXLiNoGjduHFwuF7Zs2WIc8+WXX8LlcoUds2vXLlRUnKoZsXr1algsFowaNapDz4kQcnaZMaIADpsJisqh8YjifoFO7laTCK9fbWYJL3adG3LKC+sPhC3JxRKctWkPwQBlT4U7ZpHIjftPRD0mOOsYDJ7jTaREnkXvzJQWxxOvUGRmigUDc1PhsEg4J9OOP0wfjMJ0Gxp8+s60RIXOl3hkDdeM7hVVO6qm0Y/vjzeg3qugrMaDh1Z+i7pAwMRCvjiA2iYZ97+/s0sLVyYi6aCpR48ecDgc7fLiDQ0NKCkpQUlJCQDg4MGDKCkpwZEjR9DQ0ICFCxdi06ZNOHToENauXYsZM2YgOzsbP/7xjwEATqcTN998MxYsWIDPPvsMX3/9NX75y19i+PDhuOKKKwAAgwcPxtSpUzFnzhxs3rwZmzdvxpw5czB9+nQMGjQIADB58mQMGTIExcXF+Prrr/HZZ59h4cKFmDNnDu2CI4S0q2And1Fg8Cs8kHirQdH0GSRRYPhB7wyjAGEs8erckFMSnY1J9LjmtLaSdeisIxD/gsxwKqdJEhh+PaHlmojNFYoUBAHZDgtqGv04v1cGFgdqPllMyc24BZ+WA0i1SGG1o8rqPEYieH6aBZmpprDddDx4YuzUJNqhk03YcbQuqTF0tqSDpieeeAL33HMPDh8+3OYX37p1K0aOHImRI0cCAO6++26MHDkSf/zjHyGKInbu3Ikf/ehHGDhwIGbNmoWBAwdi06ZNYUHbU089hZkzZ+Kaa67BRRddBLvdjpUrVxo1mgDgjTfewPDhwzF58mRMnjwZI0aMwOuvv27cL4oiPvroI1itVlx00UW45pprMHPmTDz++ONtPkdCCIk0Z0IR7pk6CE67CZrGIascmqZvw75n6iDMHNkz7GIaKV6dG3LKORmJvTeJHtec1layjpx1FEUxZqAc+mtw7eieCS0nJlMoMli48v8rHo1LB7acaM0C00PBQI4BqHB5jOdZ+stR6JVhg8MiYmBuKjJTLDGX/YyCR+zU95/sjr/5qjtIOqdp9OjR8Hq96NevH+x2e1j/OQCoqalJ+LkmTZoU1Tsn1H/+858Wn8NqteLZZ59ttghlZmYm/vGPfzT7POeccw4+/PDDFl+PEELaw5wJRbhxfN+Y5QQURcNDH+6Gq0mGwLSwJbrgEp7TbsKMEQVdeAbd2yUDsvHUZ/sSOq6tEglQXDEqWQdnHR9ZtRd+hUMSNb24o8KjluSSrdOUbKHIYA7RKzddGHPHYVBw1oshmGOnfx8M4AWBQWAMNY1+5DisEAT9PUl01a3Rn3hOVVdIOmj6xS9+gfLycixatAh5eXmdmghOCCFnEkkS8OMLesS8PfJiGlkAM1adG3JKvV+FWWTwxyt8BL3YYr0/TvJ1EloMUBQVsqphzbeVqGnwh9XaCu6ANOo0QQ9E7GYBI8/JRI7D0qraUsE2KnqhSCGqUGRdk4zBBQ4MLYxOQXn4JyPwwPSheGH9ARw6WY+Pdx6HV9FgkfT1NM6DS3OnClUGA3hN49h+uBaNfhVWkwgODgYGu1lEvJXQ0LmTkb0yYh/UTSQdNG3cuBGbNm3Ceeed1xHjIYQQgtgXUwa9zg3VaWpZus0UCBTiB02M6cfFk2j5gOYClCq3F1X1PnAA/9h8BG99eSSq1lZzs46tGQ/Q9kKRZrNolDUYXFAaEsDDCOBllUNkwNShedhTWQ+Xx48X1x/Ango36r0yGn2yUX083WbCsTpP1IxTaMCUYhHxo/MK0Z0lHTSde+658Hg8HTEWQgghIRK9mJLYONfbf0gCgxrIwWFMv03ROJprIpZM+YB4AUql24uTjfqSnCjo44hXayverGPoeJ5fux/fVdZDVjhMEsOgvFRcNbwQvTLtMYOo9ioUGSuAB9fPx24W8dmeaqz5tgqNfgVmUUCuwwKPX4VXVuHxKyiv1dAjw4ZchzWsSnjYe8iA+ZcPMH63u2sl/KR7z61evRoPPfQQHn74YQwfPjwqp+ls3m1GvecIIaR7WPd9Nea9+TU8sgI1cIEPzjspmj5DYjNLeOYXIzFxYE7YYyPrG5lFAX5VQ21ghmbRj4cbAUfo7M/Rmias2lWJA9V6oHWi0QfOAZMASCGbkzSuxe2/FsvG/Sdw1z9LUNPoP9Vcl3N9QwADHFYTUsxi3KAumRmq5gTb0Xx1uAY7y1wQBYbMFH1p8uCJJnhlFSaRoUcgub681gOVawAHrCYRBelWVNR54ZHVsCRyh03CHZf2N4KzWM2sHbaOnWHtsN5zU6dOBQBcfvnlYbcHq2eratvXhwkhhJC2yLSbkWIRkWoV4fLI8CmaMdNkMwlwWCXIKseh6sawQCKyfEBwqc0qiMhPE1Dp9mHpulKM7ZeFzQdORs1G9ctJwe2X9sfRmiYsW39An2ESw3ORItvlNDfDpGkciz/Zg+p6HxgDJEGAxjmUQIkvzgGfrCLHYTZqQoUGdUD7FIoMzrztP16PE41+qBqHzSQaM3aKpiexqxyorveiT1YKemTYUF3vhVfW4JFVuJoUXNA7A7dc3A8nGv0xZ5Eim1l3t0r4SQdNX3zxRUeMgxBCCGk3oXlGvTPt8AVqYkmCAFlVcczlhcAYlnyxP2zpzWE1JVQ+4M0tR/D//nsgajbqu8oGlNUewJg+meBMb04bS7BdTku1tnaWu7C3sgEMgEkQAAaoEcntPkUD1/R6SKFBXXu1HQmdebOZRIDr5+VTNJTXepCZYtaXQkUGxvXxeGUNqRYJKeYUNPlVnGz0Y+5l/XHD2N4Jt5XpjpXwkw6aJk6c2BHjIIQQQtpNaJ7R8Xo/0u0mpJgl1Hr8qHTpeTW5TivSbSb4Vc2Ypbn2B+e0WD6gTtXw1pYjzc5GlZS5wHjz7XISqbX19dE6PdgTGRhj0Dg3tvwjsN2fA2iSVdgtUlhNqPZoQxI589bg0yt6S4wBgr6b0+WRw0oRBGeeABGMMQgCQ4pZxKhzMpoN5JJpZt3c7FxHSjpoAoC6ujps2bIlZsPeG264oV0GRgghhLRFZCJ0narB7VEgCgw90m1wWPWc3NBg5z+7KyEJaLa+EQBUuX3NzkbVe2XYrRIavUqram0FE6H/u7daz/8J9B4JBknxQo9YNaHaktMUWbhTEvQmvxyAAAZRQCCoEyCrGgQBxjIi0HJ5g1CJNrPuykr4SQdNK1euxPXXX4/GxkY4HI6wXxjGGAVNhBBCuo3x/bMxtl8Wdh9zY9uRWjz3+X447RJspvDLXzDYqXJ7kee0oazWE7e+UX6aFcfdvhaLWU4fno9/bStPutZWaCJ0cCXOr3JIXIMYSGgPGzsAe6CGU2TRykR3AcYLrCILd1pNAiySAI+swRQIkLgGOG0STjb4ISt670SzyOCR1YTKGwQl0sy6qyvhJ70ouGDBAtx0002or69HXV0damtrja9kqoETQgghnSGYCN03W290axFjF4kMthaZMjQvqvmsR1ZR6fYh1SLif8acYxSzjCUYuFx/YZ/Y7XJsJhSP642B+WnYWeYK60kXTIR2NckQBIbQepaKpudlBWd6gjvQLCYBNpNoBHVFuakYWpiWcBPhjftPYNYrW3Dr61ux8J/f4NbXt2LWK1uwcf+JsMKdgB5c5jisEBmDrPFAPzkOkyjAbhFhMQmwmwVUN/rR5FMwuMARlZgeTyLNrB22rq2En/RMU3l5OebNmwe7nXoeEUIIOX0k2lrk4v45OK9netz6RmP7ZeE/uysTqrY9vKczrNZWo1/FjqO1+M+uSnz4TUXYzM+YPpkxE6HN4EbQomrhS3OiwJDnsMKrhBetBJDQLkCNc/z+/V1RCe3BwOovM4dFFe5MtUjokWFDlVsvHyAKDKrGMaJnOm6d0A9Om7lVS4GnQyX8pIOmKVOmYOvWrejXr+Uuy4QQQkh3kUxrEUFgxrJerAAgmWrbwcKVwZmfeq8Mu1mCSdTLB3x7zI37VuzED4cVxEyEFgUGM/ScIQ695pFZEsCgF81sklWYVC2saOXOMleLuwD3H6/H46u/bzawenH9Adw6oR9+//6usHMVBQarSUSazYQbxvXGxf1zYgZImsaxs8yVcBDV3SvhJx00TZs2Db/97W/x7bffxixuefXVV7fb4AghhJD2kmxrEU3j2F/VYNQTGpzvMO5Lttp2cBdaTaDGkdvrNepGmUUBssrx0c4KvRBnjJgiWLpAVoEfDs/H7PF9MTjfgT2V9WEBCQDsLHNh3fdV8Mgq0u2x28RYRAEnFA1Ha5qQmdJ8eQWnzRzzXIcUpjVbWTyZquqhunMl/KQrggc7Fsd8srO8uCVVBCeEkO4v7GIeCAAiL+bL1pfi2c/3od6rGrvVHFYRd142IGy2I9GdaTvLXJj9ypdwexVoMSqUCwwwSwI8PhWiyIzdZ6EUTYOmcTz+8/NjbrkPPa8mv4p6rwyzJCLfaUWqJXyOxCOrqGnQe+IVOm0xx6xpHFUNPjz+8/MwcWBOUrvwkqmq3h10WEXwyBIDhBBCSFdpTY+y0B11sQKAZetLsejj78Ja/XIAbq+KRR9/ByD5qtQnGn2BgInDJJxaGtSLVgKypsGvaLCaBXj8WtJlCiKDlHSbCYcUvRJ3WU0TembajcApuBR5TlYKqtzeFnO8gjvxEq0snkxV9fYqwNlZWlWniRBCCOlqsXqUPfTh7oRyX+IFAIqi4Yk13yPeEgwH8MSa73Hj+L7Ycqgm4eWnukYZmsYhCCzmUpjA9BYuVwzLx8c7K+FTOER2auUm2D8vViJ0vCAlz2lFeW0TZJWj0uVF32w7/Co3liIXTh6IF9cfSCjHKxmRtZ0iz7W9C3B2poSCpmeeeQa33HILrFYrnnnmmWaPnTdvXrsMjBBCCIknmR5lySwrrSgph1dufkXFK2t4bPVe/Gd3ZdxdZ5HLTxl2k9HbjgscodWWOLgRUP1kZE80+hR89l01IrqlYOLA7JjBYLwgRd/lZkelywu/oqLC5YXNJIblXQmMJZzjlajI2k6RYhXgPF0kFDQ99dRTuP7662G1WvHUU0/FPY4xRkETIYSQDpVMj7JkZoMA4PPvqhIaw7+2lYExRC0/5TkYjtR4cO97OzHv8gH40XmFkCQBWakWpFlNcHnkwPb5QGFIDqia3vA+zWrCun3VWPf9CTCEF3jUOLDu+xNYtr40KnBqLkhJtUjom2XHMbcXN1/cFxMH5oYFjckmtCci0dIOwWW/00lCQdPBgwdj/jchhBDS2RLtUfbEp9/jk50VCc8GAfHbk0Sq9yk4J9MWNrNTXe9DdYMPqsZR71Pw23e+wZ8/+hZzJxXh5ov7YUhhGnaU1UFR9bpLXNMDJ4skQBIZzs1PxYrt5VHBIKDnNMVrWNtSkOLXOOwmERMH5sZcDmspxytZyZR2ON10/f49QgghJAnBHmXxrulCoGL2xzsqjDwfq0mEEKgtlJ9mQYNP1Ys7auFrYJedm5vQGGRFQ0WdFw0+BYAeMFW6vYEK2TomnFoufGnDAdw2sQgZdjNsZhH5aVYUpluRn2aFzSwiw27GiF4ZqPc2Fwwyo2FtqGCQUtskI3JDfGSV8HiCOV4TB+YYgZVeuqA6qmp5S4KlHeJVVbebGIb1cOL5tfuxYns5FOX02WDWqkTwsrIy/Pvf/8aRI0fg94evST755JPtMjBCCCEklkR6lAGAy+NHjsOaVDLyzPN74Pcf7Goxr0kUGLyyivJaDwrTrahu8OnPjVMNdSVBAARuzBBtve+KsKUw2VgK0+sdbT9S26qGtcnWn2pJvPpKkdW+B+Wm4qNdlTF3LgaX/Z5fux/fVdYbz5NqEXGiwY//b11p0sn73UHSQdNnn32Gq6++Gn379sXevXsxbNgwHDp0CJxzXHDBBR0xRkIIIcQwY0QBHvpwt96fLc7WfLtZhMhY0snIkiRgwZUDsfiT7xBvciXPYUGjX4FHVqFqGipc+gxTMGAC9GU3BoCFLBeu3FGBH1/QA2P6ZMYsk3Dc7Wt1w9pkcpOaS4yPV19pR1kdfvX3rTCLAhgYFE2FV9YrlHPED344D/TMU/XlxRMN+vttaiF5v7tKOmi69957sWDBAvzpT3+Cw+HAu+++i9zcXFx//fWYOnVqR4yREEJIF2lNHaSOlkiPsmt+0Av/2VXZqmTk4IV7yRelcHtkIxASGJDrsCLHYUGDT0F5rQcq1+srASEBE/RZpuAMV+gMUaxZnPe+LsNtE4sSCgbj1WkCEstNaq5K99h+WTFLFygyR4NXgcoRcwbOJOgRYmjwM7TQibv+WYKaRj8453rCe0gQyqCXWYiVvN/Vv1/NSboiuMPhQElJCYqKipCRkYENGzZg6NCh+Oabb/CjH/0Ihw4d6qChdn9UEZwQciaJVQfJYesePcCA8PEZVbsD47v54n6Y9cqWQDKyJSoZudLtw+ACB167cUzcZStF0fDo6r34x6bDyEgxId1mCuuK0eBTUOX2osmvhgVWkiAYbU+AU5W8b51QhI93RSemh1bJ3n3MFVZKITIYvGfqoFa/9y1V6f7VJf3w/Bf7kWKRYDXpgSYHR2lVAzzNLFcyABaTAM71pcg0m4ReGXZ8W+HWA8hAjz05JGpi0BPgjcCshWrnHS3R63fS4VxKSgp8Pn3ttrCwEKWlpcZ9J06caMVQCSGEdDfBOkiuJhmCwGAWGQSBGbMJy9aXtvwkHWzOhCJs/t1l+J8fnINxRVn4nx+cg82/uwxzJhS1mIycSJ6PJAmYMaIQ6XYT7GYpqo1YqkVCvtOKTLsEm0m/TxIQFjAFZ4hSrRK+KatrMTH95ov74Z6pg+C0m6BpeqChafoMU2TApCgaVmwvx5LP97WYUB1ZADP69RW8vOEgGv0qVI2DB8JAj19tNmAC9Bk2TeNGsrrbo+C7ynq92rkkQGAMkdMzHIAWuFGfu+HQOLDtSE1SSeedLenlubFjx+L//u//MGTIEEybNg0LFizAzp078d5772Hs2LEdMUZCCCGdKJk6SF25lBI5E7a59CQ+2lVhzIS1tQaRpnFonCMzxYyyWg96pFvDAifOOVweBUN6pOPi/tl47D97IascHNHLhT+9oCdW7apMqEp2Ig1rk62G3lyV7ka/ikafipoGPzgDGn0yrCYJOQ4LvHJi/WQ1Dog4tXNR1fSlv2ARTxYjNg3WqFI0zcgf+3BHBQ6fbGp1jaiOlnTQ9OSTT6KhoQEA8OCDD6KhoQFvv/02+vfv32zhS0IIIaeHROsgBRObu0KiFcFbW4MoNPen0a+iwafg+6oG5DgsyLCZo3am6dW1YQQyKvQlKKddXy4cmJ+Gld9UJJyYLklC3Pc2mWroQfEKYBq5WZoGMH0csqrB41dQXqvBnGBQHJw1CgY/wZkkAXr1c1FgYctzwcdoGg9b2sxOMTdbR6urJR009evXz/hvu92O559/vl0HRAghpGsF6yAlu/W9syQ7E5Zoo9mgyNyfDLsZdR4ZVfVeHHf70OhTkWIWo2asmpsh2lnmapcq2Ymc+zOf7Ue/3FTkplqNADFWAUwOjup6HzTOIYr6ElpmihknGvxQuQZV0+DxJ1hDiQN+RQ1L9lY0PVdJZIAoCBBZeDJ4ZJuYXIcVNrOeT9Vdm/q2Kmj66quvkJWVFXZ7XV0dLrjgAhw4cKDdBkcIIaTzJVIHKd7W90S1ZVdeR86ExWt+m5liRrpdQnmdFz3SbVj04+EY3sMZdUGPN0PUXlWymzt3DgYOvRr5ba9vg90sYmhhGuZeOgBj+2VFvb7Xr8GnqHoQrAE2k4DMFDMsJhHV9V54ZS2sWGez75s+AAAIK70A6MGRqsYPvkSBISfVghyHRX98N27qm3TQdOjQIahq9Bqnz+dDeXl5uwyKEEJI12nr1veWJJuPE6kjZ8Kay/0RmIDsVAtqG/36dvkkZkDaqwBlvHNXOTdKHwCAX+XwexRsLK3B7mPbsHDKuRhflI39VQ2odHuRbjfDr+rJ8WCAyASjEGiqRYLdZEedR8aJej98zQQ8kUQGmCURsqpBiRNwiQz4QZ9M7Cx3wWk3ITPGe91dm/omHDT9+9//Nv77P//5D5zOU5Gfqqr47LPP0KdPn3YdHCGEkM6XSB2kuZOKWpUE3pp8nEgdORPWXPNboG0X87YmpiuB1i0I/BwkQYMgCODgkOPsnOMA6jwKHvhgFzJTLNC4BpUDtY1+Iw/JIorIc1qRatFDggafcmqmKYGqRMFlt2DAxDk3njuUwPTZLEkU4FU0pFklpJilqIAJ6L5NfRMOmmbOnGn896xZs8LuM5lM6NOnD5544ol2GxghhJCuEwxc4iU2NxfYxFt6C83HMYn6MgwPBD4mUd9en8iuvI6cCWup+W3kxTzZZcbWJqYHZ+eCxTb1JS8OiWsQBYaWQhuVAylmASbJhJpGP8ySgOKx52D1t1U4WtOEFLN+rqFFO8H1IKephbwmxhjA9SBY0/RASwtZqgP04C3dbkZhuhVeWUOV24s8pw1ltZ7TqqlvwkGTpulvWt++ffHVV18hO7t7ZbQTQsjZorOqdCey9T1Sc0tv2alW1HtkCIKeJMy5ZhSlZAwQBCSUi9SRM2HJ5B4tW1+qVw33ykbDuQdX7sYdlzYfVCabmB45O8c0biRRKxqPuwwWqcGvosBmRoHTikq3D5sO1GDh5IH4/fu7UOn2wWmTUOX26jvpoCdvp9vMaPJ7m33e4OvL6qlgKSj0W7tZBAMzZuumDM3D218dbZd+eZ0l6Zymhx56CA6HI+p2v9+P5cuX44YbbmiXgRFCCInW1nygZDW39T3W2JpberuoKEu/2Me4sAbqG4IhsVyktsyENSfR3KOXNhyI7k/HAZdHxuJPvgsbY1vE3C0noNmcoXjUkO1qVpOA3eUuVNf78ZeZw/Di+gPYU+GGR9YTw4N1muq9ckLPHQxa42EMSLeZAJyarbu4fw7O65ne6uXKrpB0GxVRFFFRUYHc3Nyw20+ePInc3NyYSeJnC2qjQki45hqDkuRFBiXt2WKjrRRFw+hFn8LVJIdthQf0JTO/wmE1CWHVpUNTWUKvRE/8/Dz8dFTPhF+3I2bdwnq0BS7mwR5tY/pkYthD/4nZhy3IJDK8c8s4jOiV3qbf+RXby7HwnRIIAoMkRO6W03OZIrfux5NuFZGRakV1vRc+WYPCOTLtZgwpTMOtE/qhtKoRT376PbJSzLBb9Fmh8joPahpbzt+KLCcQiTFgaIF+XYxsYdMd/k4kev1OeqaJcx4zaausrCwsOZwQcnZrrjFod/wE2d119yrdiZQB8MqasR098ipi3M6AouyUzhl0M5rLPfrX1qPNBkyAvlQ1+9WvMLyns1W/88Fg8F/bj0LlgBBjfoOBQRIZVCWxqElReSBfiUNgegVvu1nEnop6/P79XfjVJf2QYhb1HCkNOObyoNGvxHyuYBgQHJaG5mebOAeq6n3QOJBqETFlaD7+u/+E8b52p7ICzUk4aBo5ciQYY2CM4fLLL4cknXqoqqo4ePAgpk6d2iGDJIScXuI1Bu3qSr9+v4oX1h/A4ZpG9M5Mwa8n9IPZHJ3s2x119yrdiZQBAABJZIFWIwALucAG/9NuFuHyxb5QR+ropcp4uUeff1eV0OM9soo9Fe6kf+fDzivwxsgawKHBFLGrL5kVOp/K9Z+RoNdlspokOO0mOLk++7NqVwX65aRiy8GT8Lc0fcURVslb4/rzmiVB713H9Zkwzk+N0SOr6JOl72h8/ov9SX2Y6g6zUUArds+VlJRgypQpSE1NNe4zm83o06cP+vfv3+4DJIScXuIVB7QKIvLThC6r9Hv/ezvw9taysDyQZz7fh2tH98TDPxnRaeNore5epTvRMgApFgkiY6jzyGGFE0WBId1mgkUSEtpm3h6lC1or0TjFp2iQG/3w+NWEf+ejzgt6sAPoCdeapkIQmD7TwzkUTW8c3OhTWt5Bp3E9CV/Vk7xzHBa9NxwD0u0mHKhuhMMitRwwIfw9CA3sNGgQAv/m9VpW+utqGjBlSD6+OnQSjX41qQ9T3WnWOuGg6YEHHgAA9OnTB9deey2sVisAwOVy4Y033sBjjz2Gb7755qzOaSKENF8csKsq/d7/3g68seVo1O2Kxo3bu3vg1BlVutsikTIAaTYJQwvSsPd4A87NS4XLq0BW9dkTp1XC8Xo/inJTW9xm3tVLlZedm4tPdlUmdKzG9Ya43xyta/F3Pt55SfxU0rcG/YNJEAMw77IivPXVURw80XzArD9Wzz/KTDEbdZkAwCwwVHllHHM1v1MuksAAk8CMwE7VADVG+Oa0SahwedDoV5P6MNXdZq2T/m2aNWsWrFYrPv/8c/zyl79EQUEBnn32Wfzwhz/E1q1bO2KMhJDTSCLFAeVOrPTr96t4e2uZ8T1jp76C3t5aBr+/e3/gmzGiAA6bCYrKofHwfJpgUOKwtb5Kd1sFywCIAoNfCXau16BoehAjCgx3XNofcy/tj1SLiOP1flhNIrJTLLCa9O8T3Wbe8lIlM5Yq41EUDSu2l2PJ5/uwYns5lDjFIWP58fk9YDW1fPlk7FTuVr1XLxjZ3Hge+Hcw6NQ/YGicB5a64s/8sMCxD88cjgy7KSpXDNDHkGEzQWD6EhoYUNPoR0NgGbTBp+DgySa4fYn9GxADL2KRGCySCEEQYgbyoQbmpeLgicaEPkwFRc5aW00iBIHBahKRn2ZBg0+fwdOSWaNso6SCprKyMvzlL39Bv3798Itf/AIZGRmQZRnvvvsu/vKXv2DkyJEdNU5CyGkitDhgLJ1d6feF9QeMT+mRe1iC3ysaxwvru3ffzESCktbWJmovcyYU4Z6pg+C0m6BperFKTdMLTf52yiCM7ZcNWeP41SX9MCgvFa4mGWV1HriaZJyb70h41iC4VBnvQi0wffko3lLlsvWlGPXwGiz4ZwkeX/09FvyzBKMeXoNl60sTOk9JEvDTkQnmjQUTpgHsKnfHPGTZ+lKMXvQp3txyxChc6ZU1+BQNfjV6d5xeDJTBIunFQZ9bW4oxfTLx3HUXYHxRFtLtJthNAiSBwSQy9M6yo0emDXazBIBBEhhUzlFd70W9V0Z5bRO8shoz4IpF5frrM8agaBpkVWsxt+rbinrIqpbUh6lkZq07S8LLcz/84Q+xYcMGTJs2Dc8++yymTp0KURTxwgsvdOT4CCGnmfZoTNqeSZ+Haxrb9biu1FG1idpTrIKYWakmLPvvQby28VCgAKIe9OmrOHqT2cQzhdq2VLlsfWlUfSUNgMujJFxfSdM4jtR6kGIW0eSPtRgVwMPPirHoI0NzmIQWtu0HiSHlByI3AAR3/G07UovnPt8Pp12CzaRf6nMcFn33XOC1vLKGCpcXssoDM1B6kn4igkFxPAx60j/jevJ5k0+FAAafqsImRIcesT5MdWRLm9ZKOGhavXo15s2bh9tuuw0DBgzoyDERQk5jbW1M2t5Jn70zE9u+nuhxXa01Vbo7W2hBzMicFL+qGRduSWQodNpglgR8V9mQcI5Ka9uoKIqGpz/bF3dWROPA05/tazEXKjgDUphug0UScKzOG/PCHfoyAoCeGfrvWPBDQXW9F3/7fD8UjQdmjTgSSQsWQ/7tRG4ACO74C47HIp7aHZpqkdAjw4bqeh+8sgJV08ciiiyQrJ1YwMTQcnAn6J1V9MrvgduaZAWHT6rokW6FJIhQNA2SIMBiYjE/TCXb0qYzJPyv7L///S/q6+sxevRoXHjhhViyZAmqq6s7cmyEkNNUsDHp4AIHmnwKqhp8aPIpGFzQ/BJM8AK7p8KNFIuEXIcFKRbJSPrcuP9E0mP59YR+kAIXmcjUkOD3ksDw6wn9kn7urhIMSu64bAB+fEGPbhUwhYrMSbGYBJxs0C/mZolB48DJRh8skpBUjkprlyo/+OYYGkPydmLltzX6VPzxg13N5jiFzoAwxlCYbg0LZEIFb7WYRRytacSjn3yH4pe+xK2vb8Vv3i5Bg1cBg56gzRNcIAv+3nJwKKq+rb+izhs25tCAg3MOj19FvVeGyBh6Z9lQ4LQh1SrBJAmBPLno2lmxWITE5gRVri97hx6bZjVB1TgOnfTgwIkGHK1pwqGTDfj+eAMkAVEfpoKz1rVNclReV3DWOpGNA+0p4X9p48aNw7Jly1BRUYFbb70Vy5cvR48ePaBpGtasWYP6+vqOHCch5DQzvn82XrtxDF4sHo3Hf34eXiwejdduHBM3YOqopE+zWcS1o09Vl+b81FfQtaN7njb1mk4nkTkpXr8Gn6JCFPQEbklg8CmBopcJ5qhoGsfOMhcG5qfhhnG9kWaTovKn4lVG//porfHf8aqRA8CbXx3F6EWfxs1xiszbY4whJ9USdZyAUwGG16/iyU/34fl1pdhYehI+RYMtkEzOAcgtLHeF4lxvo+KV9XwnDuDNLUfCxhwMOI67fTh4ohGHaxpRVuvB4ZpGHDrRBJdHQVF2CnyBQIsF/qelwMmXeL58GIEBTtupRHXOA41+A7fEOvPgrHWqRUSl2wePrELTODyyikq3r0v60yVdEdxut+Omm27CTTfdhL179+Kll17CX//6V/zv//4vrrzySvz73//uiHESQk5DyTQm7chSBcFyApF1miSBnTZ1mk5HkTkpiqbpF8vAx/VAqSE9vwliizkqG/efwPNr9+O7ynrICodJYhhakIbze2XAbhFbXKpMMUdf8mJtTBPQfL2nWHl7OQ4L/IqKmqZTvdpC4wsxUFAymL11stEPZ6AXW0uskgBvyCySrGrhuVLQg5K6Jhl//eQ7VLi8mDgoF/1zU7Gp9KSRwxQ83yZVhSho6JVpR0mZS78d4cVG42mpx1z8xzFU1/vAGINJ0GfHchwWpJglWCSG4/X+mCUHgrPW3aU/XZvmdAcNGoRHH30UZWVleOutt5J+/Pr16zFjxgwUFhaCMYb3338/7H7OOR588EEUFhbCZrNh0qRJ2L17d9gxPp8Pd955J7Kzs5GSkoKrr74aZWVlYcfU1taiuLgYTqcTTqcTxcXFqKurCzvmyJEjmDFjBlJSUpCdnY158+bB7++85DJCQrVlO/TpqqNLFTz8kxH49sEpuPuKgfjpBT1w9xUD8e2DUyhg6kCRS0SKysFxaht9sG1KMKm5uRyVjftP4K5/luDLgzWoa5LR6FdQ1yTjq8O1ePfrMlxwTkaLS5VXDc0/NcPUTO65IAImUS/K+Nza0qh/f7FmQNxeGe7AUpvIgDSLGD5rE/JBwChD4EmsGW6B04J026mAL3LYwR13CPz/V/7vEO58cxv+sfkwtMASmcpPfXHoHxh2BAKm0OfpqM37isbhlfVZRpHpdQ8skgCbWS9Z0NwsY7Kz1h2pXRbCRVHEzJkzk55lamxsxHnnnYclS5bEvP/RRx/Fk08+iSVLluCrr75Cfn4+rrzyyrClwPnz52PFihVYvnw5NmzYgIaGBkyfPj2syOZ1112HkpISrFq1CqtWrUJJSQmKi4uN+1VVxbRp09DY2IgNGzZg+fLlePfdd7FgwYIk3wlC2i64/XjhOyV4Ys33WPhOSbNLBWeKzihVYDaLmHfFADxxzfmYd8UAWpLrYJFLRMfrvdA0vS+bT9GMpSGvrEBV1bg5KprGsfiTPaiu90HjPLB7jEEU9FpG1fU+LP5kj7F0G1zCW/d9NXaWuYzbR/RKN9p4NBcgKKqewCwIiFvvKTgDcm5+Kuqa/CirbYKqcdhMAs7JSkGazRz2/Koakt8TWAbTEF0GI5bDNR7UefSAzJ7A7ywH4Paq+pJlyO2hL+VVNFTVexMuMxCU7CxT6PlpXP9e4/q771M0ePwqVFWFx6+gziNj5Y5jMT8kBmetJw7MwfCezi5r/J308lx7uuqqq3DVVVfFvI9zjqeffhr3338/fvKTnwAAXnvtNeTl5eHNN9/ErbfeCpfLhZdeegmvv/46rrjiCgDAP/7xD/Tq1QuffvoppkyZgj179mDVqlXYvHkzLrzwQgDAsmXLMG7cOOzduxeDBg3C6tWr8e233+Lo0aMoLCwEADzxxBOYPXs2Hn744WY7HhPSnrqyNURXa49SBaR7EQSGCQOyjSUiSdSDHTkkQVhWOcrq9It3ut0UM0dlZ7kLeysbwACYhFO/G8HvZVXD3soG7Cx3odGnNLv78uGZwzH3ze2oa5KbnVXRAlEVQ0utaVigvYm+BBUcmxwS/AebEceUQBASDFREgSGBmpoA9BmRWB8/WGAwHAjkksVeomwvkc8tK3oeFgNQXe/Dce4NC8T+338P4J9bj3abEhqRuueWCwAHDx5EZWUlJk+ebNxmsVgwceJEbNy4EQCwbds2yLIcdkxhYSGGDRtmHLNp0yY4nU4jYAKAsWPHwul0hh0zbNgwI2ACgClTpsDn82Hbtm1xx+jz+eB2u8O+CGmtyBYKkiAEkmUFmCUWd6ngTNEdkz7PJH6/imc+3YcF/yzBM5/u69AK6MHl5Wc/+x7vbCtHilk0ZkjUOFdoDsDtkbH7mCvqvq+P1kHRNIgii5nvJop6kcV3t5e1uPtyfP9sowhkrFmbyN10HECB0xZ1XHCn53eVbthNIgQGiCLgVVQcqWlCvVcOe46wcw2p35RIvKIHh/qxjQn+3Jr7KxH62h31rynW84YuI4qiXmIhcuZKFJjxIbE7zq536UxTcyor9b4+eXl5Ybfn5eXh8OHDxjFmsxkZGRlRxwQfX1lZidzc3Kjnz83NDTsm8nUyMjJgNpuNY2JZvHgxHnrooSTPjJDYunsX+87Q3ZI+zxSd2ax42frSU8U3Ay8nMCDXYUWKRcTBE3oR0dDZF5PIIDDAp3D87fP9KMpJRY7DahQ1ZS1d5QO7ITfsO5FQo+jx/bMxtl8W3ttehoX/2mE8TWiwFBwfY0BRdngNr8idnl5ZgyAwaJqe7A1wNLVja49gsCEwjjir11HizW5FxqwJbthLWktPyzigRByk54MxCBI6vH9ga3XboCko8lMF5zzqtkiRx8Q6vjXHRLr33ntx9913G9+73W706tWr2bEREk9372LfWYIXtPaqCH6268xmxZHLywLnkDV9eanS7YXTZjpVDyjkqs6gtwNh4GjwKvjN2yVwWCRjWe38c9JhEgUoqgZB4GAhkVMwsVwSGdxeOeHdl4LAkJOmB3JG7aaQi3jwP+1mEa5Aj7agyJ2eVrO+ZCgnGtG0gsaTyyeKVV28xUAmgWPivVbo7FksdpMYyFfUAz85zslwdO8Pid0nfIuQn58PAFEzPVVVVcasUH5+Pvx+P2pra5s95vjx41HPX11dHXZM5OvU1tZCluWoGahQFosFaWlpYV+EtFZoa4hYurqLfWeKTPoEEDOxlzSvM5sVx1xeFoSwiSF3jN1iDHpicOg2eptJCFtWq/fKGJiXqtczUjRoXN+Fp3EOWdEf1yPdBgaW1O7LTLsZTqsJWSlmiAIzksM59GWiDJsEk8Dw6e7jYbtYo3Z6ckDpwICpNSQx+Q8Zrf1XpbUQMAFAk6z/junpBkLUrF7w9YMzYS31D+wq3TZo6tu3L/Lz87FmzRrjNr/fj3Xr1mH8+PEAgFGjRsFkMoUdU1FRgV27dhnHjBs3Di6XC1u2bDGO+fLLL+FyucKO2bVrFyoqTu2QWL16NSwWC0aNGtWh50lIUHfvYt9VNu4/gVmvbMGtr2/Fwn9+g1tf34pZr2xpVXXwzhRvB1dn6sxmxbGWlxmi84OM/zZmmfSt/aH3mSUxrKjpi+sP4J6p5yLHYYEgMKiapicUa/qyWK7Dgl9d0i/p3ZfBzQeMMZybl4qeGTbkpVnQM8OGrBQT6jwK6jwK/vHlYSx4pwSjH9Z3sUbu9KzzyK2qXdTROuoCPyAnxaj7JAnxGydH4hxQggFyjFm90N+X7vohsUuX5xoaGrB//37j+4MHD6KkpASZmZk455xzMH/+fCxatAgDBgzAgAEDsGjRItjtdlx33XUAAKfTiZtvvhkLFixAVlYWMjMzsXDhQgwfPtzYTTd48GBMnToVc+bMwYsvvggAuOWWWzB9+nQMGjQIADB58mQMGTIExcXFeOyxx1BTU4OFCxdizpw5NHtEOk2wNcQjq/bCr3BIomYUklPU7tHFvrNF9i0ziwL8qmbMQCTSp6wrtHf/vEiKoiXUey7RJsSrdlegV6YdVw3JwyffHm9VT7tYy8uM6TNOkcUYQy+SosDCcq1EgSE9UPQxdFnNaTPjqWvOx/NrS7G3sh5+VYNZFDAwLxVXDS9AjwwbctOsKKttCstpAuLvvgztk3i83o90uwlOqwmVbg9ONoYncnOuB0eLP/kOPx/V03itPIcl5gxaV/MrvNUzRy0pr/PCZtKT6P2qlvAHgkR66+kzj/H7B3Y1xiMbunSitWvX4tJLL426fdasWXj11VfBOcdDDz2EF198EbW1tbjwwgvx3HPPYdiwYcaxXq8Xv/3tb/Hmm2/C4/Hg8ssvx/PPPx+WW1RTU4N58+YZdaSuvvpqLFmyBOnp6cYxR44cwe23347PP/8cNpsN1113HR5//HFYLNGl8eNxu91wOp1wuVwUbJFWC02kDea9Omzdp4t9Z9E0jlmvbMGeCnfMi2Cl24fBBQ68duOYbpXvFC/Qqw00K25roBf6+6FBn02I9/vxzKf78OSn3yf0vEbic+Cb5p43lhXby7HwnRIIAjOKVQap2qnlN4skGPWZREF/HTlkcig/zYocx6m/u5rGUdXgw+M/Pw8TB+aEBYyNfhU7jtbi4IkmvSYR19DoV2GRBOQ4rCGNovUlucsG5WJcUXZUMLhx/wk898V+7K5ww+dX4AnJUA7Nvwq9WKZZBDTJPCzgaw27SUCT3P5LeyaRQVFPzTK290yYAMAiMWSkWlDT4IM3Mqu7BcEq5pF5V1KgcroosLjtcDpCotfvLg2azjQUNJH2kuhMwplsZ5kLt76+FSkWCVZT9NZwj6yiyafgxeLRSbdV6SgtBXoVLi96Zdox//IByEq1JJTg7vereGH9ARyuaUR1vQ//3acvS0qBHWehM5GhFxlN4yg5UoufvbipxQumGHHxEpk+CxPreeNRFA2jF30KV5MMsxS+A1TjGnwKR6pVwjPXno8N+0/gX9uOosGrGlvjBQC5EQETEP5zrvfKxgxeo19Fg08J7MyzIN1mhl/VcNztg19VkWKWIAgMPllFk18vX8HjBIPL1pdiyRf7Ue9RorbqsxgBE9D6pOlI6TYJdR6l5QOTNPqcdHxdVneq12K7v4JOYECKWUS9L7m8uNDf+tCxCQDS7J3/ITHR63e33z1HyNko2MX+bJZIW5Xm+pR1heb65zX69Yv3zrI63PXPEthMYotLdrFKBQD6hSU4myMwQGBa2BbtLYdqjOBCYCxQgTk2huhP+yrXLw5miSW89bul5WVJYPjNZf1x2eA8WE0i9lbWY3eFG35ZhV/lYAywRlRuDF1Wc3n8+P37u9DgU5BuN8HlkQGuV7yurvfDLIlItUg4J9NmBKeD8lLxr21lUPmpsgaRxWIB4JFVe6FoHGKMSCjeW9deQUhHBEwAsOuYO+HyBG2h8cRrR4WKfP8sgc0DvxzbG7+dPKjbfkikoIkQ0i2FJttaheiZpvZoq9Le4gV6DT4F5bUeqIEEf4dVgkUSm83NilcqANALF/oUFRZJf19Ct2g/ueZ7fLyrQg8ubKZmAyYg/sVfz09Kbut3cGbAqNMEPShzhswchC5f5qRaYBYF1Hn8qHB5caSmCVmpZthMIjjXZ5lSLRJundAPL64/EFYXya9qkER9d56scVTXe5FiTgFjDBkpZlTWNaG0qgEa1y/ICJQ1EBhgDtQBWvJFKTjXjKC0o2oWJUISWFRCfFt4O7EIbnss/fkUDkgc00cUdtuACaCgiRDSTZ2ObVViBXqc6xd0lXMIADhDILAC8hzmmN3dY5UKiIx9NK73zRTFYOCkFwv8aGcFGv16cBHc1dWapaTQrd/J1AebM6EIN47vG3N5ObIoZPBnmpligaJxVLl9qK73Qwj0ZnNYTbj03Fzsr27EdxX1SLebwJhe/ZtzgAl6jSdJAHyKBq+swWYWYREFVMoamvwKREF/v40GwYH3UxQAt1fu0BYiyWhrbtSZwKdoKMrUd8tpGu+WtdooaCKEdEuhO5sq3T6k200hib1yt2yrEivQ88p6Y1oGvdBjsOfWCeaDRRKQZgsvugjELhUQK/DRAATn4ILBkcsrIydVzwtq8utLP625HLdl63e85eV4y5cNPgW1jbIe0ABw2kzg4Gjwyvj7psOwiAK8ioomv4LcNCskQTACSRYIsDgHFE1/R3yqBnAe2OIeOB+cyk9KtlBke4nXD46ccve7O/DLsefgxfUHOmz3aVt03zkwQshZL9hWZXCBA00+BVUNPjT5FAwucHTLcgOx+ufJqgZV4wiuloiBprUCY/DIGk7U+9DoV8Nys2KWCogRGwYv/MEt2jaLCJPA4Fc0HDrZCFdT6/NlBLR/fbBYy5fBmThF03fXaQBcHhl1TQoUDYH+ZBwCY/DKKsprPXB5/GBggR153Gh3IgmCMQtZ6LSdKm0QjMag//8Wmkq0qLVx+tkSMLXl/f1sz3H86u9b8c3Rurj9A7sSzTQRQrq1062tSmT/vEa/YgQ3JvHUdnwGvQmrrGrw+FWjNhEA9M5MifHM0Rj02ZXgLrdrR/fCByXlOObyQON6A1k1gbgpchZLZPoFXlHatz5YrOVLr6zBI2thMz+hS2Ya12sBWSQRXlmFqmqobjgVYHplDQx6uxMOvRRFilnApHNz8H1Vg/F8YUU22zjLRCtp0UJ/h9ry/mqcQ5E5NE0v52A1MVgFEXlpDOV1Xjz88R4s+vFwDO/h7JK/ATTTRAjp9iLbqnTXgClofP9svHbjGLxYPBrzrxgIk8ggMr32TJjg0lvEzb+e0A9S4NjQC1DkcSrXcz+cdhPumToI9101GKqxWw1hPdpaEjIRo8/4hDxve239Di5f1jbJCFa7kbXw4oiMISz3CNDfA1GIv8zIAaicw+NXUeC0IM1mwrvbysO3tfNTX8lgAMb2zWj17NLZor3iSC2w01HlQHW9F5xzNPgUHD7pQYNXxp4KN25+7asu6wpAM02EENIBgoFeTZMfdrOEJp8SmBE6lditavqyk9Ukoi6kqrTZLOLa0T2N3XOxLvTj+mXiov7ZYYnWO8tcEBmDKDCoGsBY/EuZyICsFBOaFI4pQ/Jwcf+cNlUET/Q9icxTU0KqhTPoXe6ViBPmABri1AEKBnmiwPDrCUV4aeNBNPoUvdGuJ/A+t+GK7rSZIAoMqRYJqsbhC/a+68DaR2czDv33hHE9MbymyY8T9X5jiRYAzKLQZV0BKGgihJAOlGk3I8Ws1xByeWT4FBVc0wMni0mAWRCgcI5vjtThon5ZRpDy8E9GAEBUnSZJYLh2dE/j/lA1TX4IjKFHhg0nG/zwyqcCjeCONB4YU16aBT6VQ/IpmD2+r5GE3lJZgbbuaopcvmzwnVo/1At2hmy9TzAqEQXA41Pxjy1H0OhTkJdmgVfWSxLIKodF0MsSiIHy3nIwyR6xq2ULgZcWGHDJwGz8374TcNpMSLNK8CkciqaXPKis8541eUqdJZjUH/z/NY16wCSJLHA7h90sIdMkoNLti9p52uHjo4rg7YcqghNCIp2qEl6PvDQzfLJ+0a33Kqht9IdVxI5VCTm0InjvzBT8ekI/mM3RdauA8CrqFpMAj19FeZ0HssIDSx4cGgcK0qxw2iQcr/eHtaJpKSBqz556wdfafrgWT6zZC49frw4uCnoNpdZwWCWkWU1GcKpp+rIdCzxvorNOAgCbRUROqgW1TTLcHhmCwGA1Cch1WJFqkVBd70Ol25vU+CIrr5Nowd+2U0vZHKJwqh6XzSSgT5Zej6s9uwJQRXBCCOkGwprCuvWmsB6/ipONp5KZTQIAxsIqVQcDJ7NZxLwrBiT0WuElDyywmyUUOG04WtMUVuywwuXB8XqGzBSzUbahpYCorc2TYwVkw3s6MbQwDZ9+dxzfHHVBDczgJCLYEy70Y7+iclS5vcZynSgBgqbfnkytx/H9s7Gvqh7ldR69/Qr0pdRGn4qjchN6ZthQ3eBL/AkDBIFBpaipWUKgyKeicZgCy8yCoP/8RMaQ4zhV36srugLQTFM7opkmQkg8waBkf1UDKl1eI9nZJArGp2qN6+1QnHYTtt53RavyiU4FNyrS7SbIqoaymiZjhkMAIAgAY3o19UsG5OC424ud5XVg4Mh22KKaDP9l5jC8uP5Aq5snJxqQ1XsVaJyjtkmOeo5IsRrpmkR9tswkCUYSvKxqSReOzE+zoqreCwYElvjCd/eJgQt76FjoQto+TKL+3mqB5H8t0LzXatKbMKdaTs31dMVMEwVN7YiCJkJIczSNY8nn+/H0p99DEBAo0hgeZCiB3WSP//z8Vvcf3Lj/BJ5fW4rvKt2oa5Khcg67SYTTZoJZEiAJAk42eFEbo+9Zht2Enhl6IctgQNQzw4bjLg9SraakmyfHm6EKBmTBGapgYFVytA71Xn1c+rIaC7wv0Zeq0GDFKglQNL3yt0nU39fWBEyAHlgyBiP4UjmHv5mpKomdKqJJkhf8OepBKjOKvvoVDU6rCScb/eiRboUghNf3ailYT0ai128qOUAIIZ1EEBgEQW+lIgosKmAC9ORjjsTblsTHoQQKawb/0FtMIhxWE2oafTEDJgCobZJRVqu/NmMM6XYTjtY0wSNrzTZPlmMsk0S2TbGaxEBukIj8NAsafCqWriuFpnGjTMOci/sFGhIDFkkwZuJiXRKDy3BZKWY9j0vSj5U1DpW3LmACApXWBZZwyQYKmNommHSfm2ZB78wU9MlKQYZNrxr/s9E9kW434Xi9Hx5ZhaZxeGQVlW5fl3QFoKCJEEI6UY90e6Daduz7W9O2JFRwZue7ynrYzZKe2yMw+BQN5bUe1Htl1LSw/FXbJENV9Z13FlEIbPdG3Hwjr6KCc45D1Y3YWeYy6i7Fa5sCAGCAzSTg22NufFByDJrGIQgMt08qQprdBFUDgu1rQ2s2AfoFNs9hQc8MG87NSwVjDL0y7UizSshxWGAzCVBjVyhIiLH0B30McoJ5VqT1GBjsZgk2swjGmNGQ++L+Od2qKwAlghNCSCeaMaIAD324G64mGQLTILBTn101rkFWOVKtEpw2CTvLXElt6Y+c2fHKGhjzgTEGKRD0HK1JbAbrRIOMPKfex81mEpGbZkVZrSeqeXK9V0Z5nQcCY1jyxX6YRIZ+OSmYOqwAdU1+NEVUOwf0XnPV9T54Zb1a+p8/3I33vi4zcpzmTirCI6v2wq9wCCwQ/YQEmRl2M7JTLfCpGo7X+5FqEbFw8sBA3lU9emfaUV7nQV2c2bSWSIGEbSZo0ND2CuKkZSrnqHB50D8nFQDCGnILAus2XQEop6kdUU4TISQRy9aX4pFVe6FqPFCbSJ9hkgPZ2ilmEZIgwCQxnJvvwO2T+if0iTq05IDVJOqzPycb0eRTk64nZDcJ6JudYpQluHVCP/z+/V1o8CmwmUQwhrBdgAVOG9JtJtR5/Kiq90HjgM0kwuNXYJFE5Dn1JN4Gn4LyWg80zo0GuvlOKzyyFpbjdPOrW/DZd9VR48qwm6CoHH5VXy4c3iMNPxxRiF6ZdhytacKy9aVo9GvwKaqRG5UMgQHn5jmwp7Kekrs7WGQCvT7DaoVX4Ui1iPjVJf3QK9PeKUESlRwghJBuKlhO4Lm1paj3yFABgJ9ahvIpGnzQAD/w5cEafFuxHXMuKcLF/bObvXhENsRljMEkCtCQ/FpVk6zh24p6pNtNxgzQ9Reeg+fWluJYnd7bLpi8m+uwIDPFHJhB0osRggOcazBLIjyyivLaJhRm2IzqzqKglwIwSQLMooA0m4Tjbj+WrivFrvI6rPteb5EhhpyqyhG2s86naNh4oAYlZS6kmCWYRIasVDMcVuBAdUPS5xxUlJeKvcfrqaZSEkIDoER3E0Yew6H/fPtmp4Ax4Pkv9re5Hlh7o5mmdkQzTYSQZCiKhpU7KlBW24i3t5bhWJ0HjEFvF8H1fJrgpi1RAHJTLeif54h78YicadI0Dd9Vtu3iLzDg3qvOxdBCZ6AsgAy7WYKsclTX+8DBIQkCCtOtONHgg0fWIAmAqunNV502Exq8ChSNwywJUFQNjME4LyGQFG+RRKRZJTT5VTTKil6QUwAkUd+t51PUZhvlZtgkZDv0UgE+RYOqcqPyd6LnGWzhck6GHRUuD/wUNSUsO9UMkQHVDf42NTS2Sgwc0Gcn06xxd1u2N9o9Rwgh3ZwkCfjxBT0wYWAuqtx6sUQtUIxR1sILMgbr1QSLScZqVhrZENflUdo8W6Jx4LkvSvHcF/vQ4FP0ZTi7GVaToG/LFxk0znHc7YNP0QDOA61G9Fo7tYGSB6KolwBQ+amAySQwmCUBAmNo8is45vKiziNDVoLNfPU6S6rafMAEALUeBbKqocmnwisnt3NOCowjOENWXtdEAVMSGICJA3NgkQRk2EzITDHBIrVuKU3jHH6FwyurUAKbA2LttuwqFDQRQkgX+/poHWRNM5a8YuHQl6eau3gEq4+nWkRUun1o8ofn9DDogUqyXB4Zu4+5w3bB6TWm9GcVBQa/ql/kYsUaGg8sxYkCRKZfeCwSgyQG6iAFAqxYFI1DTjAh61id12ibksxlVdE4vLIe0HEgqerhRH/PPig5hnKXF41+FW6PAl8r6zAoKoyWP5UuL9wePzx+fXk53W5CaVUDdh9zt+Pok0NBEyGEdDHOubFDK0bpptAjjdpJ8S4ewYa4gwsc+sxJgBAo1tiaZFoOwK+E12mymgRYAgUlwTm4FnuXGcOpfmJ+RQNjDIzBqIGkL0E2f4FN9PLrV5sPPEnHUTQOVQO8SuvrYwEw6j1oml40tazWg8M1jTh0shGyosWsB9aZKGgihJAulmYN2ZLfzPVGDOm51dzFI1go8pUbxyDFLAbatTCIjLV6+zxnLKxOEwv2AQPgU3nc3Xkcp06JQy9aqc9MaVA0rdlK2+Tso3E9+A3+zgiMQWAMHlnDMZcHmqYh027usvFR0EQIIV0sM9VstAtpLqYJHhMs/NfcxUMQGEaek4H5VwzQgxSFQ9E0xA9vmpdtNxm5UuGSi8IYY7AFWrHIavxlOUIYAlX0GYMU2G2pcmBwvqPLxkRBEyGEdLHsFAvSbVKzgZMoACZRr71U1ySjKDcVQwtb3qU7Z0IR7pk6CE67CZrGobSiUjYDMOO8HkaulEdWoaoaKl1eqJreey3dllgFG5+iweXVi1q2oh8xOYvwwP9qXF/6EwV9tnRPZX2XjYnqNBFCSBcbWpiGIYVOfHPUBVXT4FM0aPzULIwAwCqJAOOt6rk1Z0IRbhzfFyt3VOBoTSOWrC1NalksxSphdJ8MFGbYsGpXBQ5UN+KErMKvqPrOJqcVAkNCFbgFxoxcK1WDUdizJVZJgFkS4G5FwUpyeoiVwC8rHKIIWE0islLNaPKrXZrTREETIYR0Eb9fxQvrD+BwTSPy0qxwWuvRJDNkpJghMoZGv4K6Jj849J1mTT4Vgwvi12lqTrC8wYrt5VBVDaKgJ27zOInToRcwAcA97+4MtEhJxe2X9kddkx8vbTiIAqcVoiCg3isnFACFJglz439aNqp3BkqO1ul9+xJ7CDkNCADA4v8eZqaakW4zw2oW4JU1mISuzWmioIkQQrrA/e/twNtby8KCCJEBOQ4LNI3Dp+m71cb2y8LUYQXt1k6ivK4JGgCzoBfQDPZW07TwbKdg53mbKbzI4HeV9SirbcKvLukHm0mErOrVvSVBgCgwCBxJ7Z4KtlJp7hE2k4BUq4hGfxu68JJuySQxsMAGBc4BWdPCNisogRoWXONh/ei6CgVNhBDSye5/bwfe2HI06naVA5VuH6YMzcN1F/ZOOEjSNN5iM9PgrNZ/91WDc8Cv6L3fgp/wGfQgKRhI5adZoKgc+U6rUZvJKojIczCU13nx1pdHkOuw4GitBwVOK6xmARZJhFdWYREZZE1//pANdzFbbSQSX3lkDf/ZXdXygeS0o2ocUiDZW69PIYQtHbu9Mhp8ChgDMlPMSS1LdwQKmgghJEmJBCnx+P0q3t5aZnwfWpcp+An7sz1VePbakTCbxRafb+P+E1i6rhSlVQ1x+3TFmtXiIa8X+b1e7ZshI8VkBEwAAr3lvPDKGvZUuuGwmuBTVByp8SA3zYKsVDPKa/X2I5LI4LRKONGo94pjACTxVCFL2jRHAL2QqKppeuHTwOxnKB5oJ8SaL2DWaShoIoSQJCQSpDTnhfUHjOAl8joQnPlRNI4X1h/AvCsGxHwOr1fBnz/eg5KyOhw52QSzJCAzxWwsoe2pqMe97+3EtOEF2LC/GjvKm6+gHBxG8HqVbjNBVjSY7ae2tzX4FJTXeqByDVzTZ6NkRYNFFOBTVdQ2+iAIApw2k942hSGsFUnwosjAw+o9kbNXillfcuXQazNJPHxmUggUQWUMMIsCvLJeCX9sv6wum22ioIkQQhK0cf8J3LdiJxp8CjLs4UHKfSt2JtRM9HBNY0KvFe+4m1/dgs++qw6/0adfdPpkpcAqiBCZjMM1TXh+XWlCrxUMbUSBId1m0i9cTH9Oq6CXOaiu90YFO02yCsh64cysVCtmjMhHz4wUTDk3F/9v4yGUlNViU2kNZFXfDchoeomECDaWrmn0R7WvEZgeaAc/SPgUDT4F+PaYG7uPuTG8p7NLxkxBEyGEJEDTOJauK0WDT0F+WnieT36agEq3L6FPwb0zUxJ6vVjHxQyYAuq9Cg6dbESKWcLxel9CrxGUYhGRYTcj3WYC50BVvQ/5aVZUun3IT9N3LTX64idhyyrH98fr8eI6Dzg0LJS1qHylYGNfJWT2SQAgioBM+d1npeoGn57GFGMzgBjMcwrcz0R9ZtPtlXGyIbnf7/ZEpcUIId2O36/imU/3YcE/S/DMp/vg78RdU4qiYcX2ciz5fB9WbC+HEvj4u/uYG6VVDWFNa4Na6gcX6tcT+kEKFrGMkb8BAJLA8OsJ/QDowdrOMhf+821F3IApqN6r4Ljbm+ipGkyiYJyXT9VgEhn+Z8w5gWKWXlQ3eBPKQWrwK2j0641vNa43Bw62q5NVDknQvxGZXqxTEgWkWUzNPCM5k/HA70kwxy30X5WicvhVFXKg3Q6gVwfXNI7aJrlLxgvQTBMhpJuJlbT8zOf7cO3onnj4JyM69LWXrS/Fc2tLUe+RoUH/VPnQh7tx28QiWCU9/8JqEvXEVIQHThZRgCuBZqJms4hrR/c0ds/F6gV37eieMJvFsPypk42JFfRrzQqYJRDZaFzDiQYfeqTbMLyHE+OKsvBOxM8iGYrGYTEJANcDKU9gSknl+nvrsImg9CYSxCP+W//d0G+VVW5sJkhP6bpAm4ImQkirtGUHWTzxtuIrGjdu76jAadn6Ujyyaq++BVpkkAKFGl1NMv76yXewmQR4FQ2NPhlWk4QchwWpllN/QhPpBxcUPIfI4FASmBEcRuZP1XXgp+vMFDNqGv2oqvdC40BZjQfFL21GvVdt0y43DkBRtbBlumBpA5UDJxu7bsaAnH449NnL7BRLl42BgiZCSNLauoMslkS24r+9tQwPTB+a0Fb8ZCiKhufWlkLVOMwSg8D0mRce+D8A8CoaLCKDX+Xw+BWU12rokWFDqkUy+sElU3jv4Z+MwAPThxoVwXtnpuDXE/rBbBbD8qdyU81we1Wj9UhHOFrrgUdWwcCRZjFBFIATje2zJBrZrUUUWKtnrgjxKhpkRYWm8S7ZQUdBEyEkKe2xgyyW9tiK31ord1Sg3iNDEsMDJiVk7UjjQIrVBNWjQOUaVE1DldsLMd2KuiYlqh9cIjNxZrMY81yC+VPgHHuPN0Dt4BjDLDL4FQ6/CtR6Omb2J1jMkrdp7oqc7TQO3PT3rRjew9mmD2mtRUETISRh7bWDLJa2bsVvLU3j2H64FlogzyaYrxRs6xBaxVpkDD0ybEaBR4+swtWkRPWDa+tMXE2TH64mGY1Jbisb0cOBXcfqW6yyLQn6eSmafm41nZBYG0z01SiHibSRALT5Q1pbXpsQQhLSXjvIYmnLVvzW2rj/BGa9sgUrd5SDQ0829SsaVM5PNRANOU2TKCDVIqFPVgrOybTDYTVh7mX98dqNY8ICpvtW7MSeCjdSLBJyHRakWCTjj/zG/SdaHFeaVdJrIAUwduornsvPzcF7t11s7MxrDmMMstb5VblTrRLNM5E2UzSOvDQzGnx6sUutE5d7KWgihCSspskPWeUwi7H/dFj+//buPD6q6vwf+OfcZWYyk8kkZA87ATEKtAouIAJWi7hWrfqtVUTbIlq1olKtpX3V+lVQ26q/topK/aJVW1yKLS5FsVUWUZFNwr7KEhJCSDJLZubOXc7vjztzM5NMkkky2eB5v14BMnPn3jMnYeaZc57zHFGAmsIKsmTauxS/s+KDm1yXDbFYw+BmPRhzxKnx2iIDPBnm4DxjDILA4LKJGDsoJ2FKLn4kziGLEAQGhyyiKMue8ov8vmMNjXu0JZmqjBle4MKNZw/Cjocvxku3nI1/fX0koQp3S9Sunu9LoiDTBrvYO7bCIH1bQNFw4HgIdkno8Ie0jqKgiRCSsn5OG2SRtbgNRntWkDUVW4ofE5seiw+gYkvxO6tpcOO0yyhwOxqvDbNOTHxoke92QIjWGdJ1HVXeMGRRwK6j/qS1nDjnqGuIoNoXRl1DBJzzZiNxLdWEqvSGGrc24WgcEorrDwbgqm/3x2PXjIbDYQZzmw7Wt7svxG7a0+tYIEKr5QgcsgC71Px3ThRYyr+LjDGEVR3VvjAaInqHPqR1FOU0EUKa0TQD726uREV9EP2znbhiTDEkScDpJVkoLcjE9ko/irKEhCm6jqwgayqVpfjpEB/cAEAoosMhC8h12VDXEIGBaA5OdON1hyQi0yHBMDiqfCHUNqjgABoUDQ+8/TX+9/1tuHNKKU4pyoKqc3hDZtXi+AGdSi+Qm2mDqnOs2FWNJRsP450NFfCHE2tC3TmlFP2znea+W9GyB/H5VUK0TZybxSzLD3utJHOHrSOfg7tn1Imm5YgkAJl2CS6bhOEFmfjvjmpzuxRJAIO5mbOewiioyMxCl6pmIKzqyM7ovrpNjPMuXMd6kvH5fPB4PPB6vcjK6tibBiE9LVmBR3eGjDunlGLmpNK41XM6sp1ydMNWA/VBFZl2MS2JmZGInnQpfrqs2HUMc978Gk6biOMNChTNMIOS6MagGbKAoGrgpnMHY+LwXCxctR97qwPwhlQ0RKuTS4L56djg5qiUKDDcPH4w3l5/CL5wywncDIBdMms+tXSeOd8diedX7YU3qMImMSCamM4YYBgGVMP8d57LBlkUrCTzI/UhzHl7c9r6iZB0kgXglEI3qnwKZJHhqE+BJLLoRs4MmmGkNHUsi+aolKobEAUBb90+Ht8amN2ptqX6/k0jTYQQS2sFHp9YthMAMHNSKeZdPdpaHeY1OGSBNVtB1hktLcVPl35OGwxu4Ig3AoObI1mMmaMhYc1ARDeQ5ZBwxZgSjB7gwcTh+fj6cD1u+suXYEBCLSeBAQIzENE43lp3EEG18UXfGojjCTNsVsAEmFWPBYFBEph1nudX7cUdk4bidx/tRkTjkETzOprBrQra/Zw2FLgdCeUerh83EGK0cCQhvY1qAHuOBcA5rNw7VefQDfPDQqpDOJxzqNz8sJFhE1HfRWUykunVOU0PP/wwGGMJX0VFRdb9nHM8/PDDKCkpQUZGBqZMmYKtW7cmnENRFNx9993Iy8uDy+XClVdeicOHDyccU1dXh+nTp8Pj8cDj8WD69Omor6/vjqdISK/RtMCjJAgQmABJEGCTzKHzZz/dC00zMGF4Hl659Wy8MH0cfn/dt/DC9HEJK8h6u7IiN/ToyI4kAEL09UVgDJJg3q5z8zjADGq+qQkirOoJtZxiBCZAEhkCipGY5M0T/momFqipugGDczDGIIkM/pCKgiwnHpw2Eh6nDMPgiGhmwMRgJlVzDnxT24DjgQgKMs2VRB9tOwpPhozWFtDFpvcI6QmKxpstVjC4GTylWvSUczM3Ks9th8smdiiHsqN6ddAEAKeffjoqKyutr/Lycuu+J598Ek899RT+/Oc/46uvvkJRURG++93vwu/3W8fMnj0b77zzDhYvXozVq1cjEAjg8ssvh643Dp//8Ic/xKZNm7Bs2TIsW7YMmzZtwvTp07v1eRLS05IVeIyJBQX+kIp3N1eatwkMowd4MPmUfIwe4OmR6rwdtb3KD5GZ0wK6ARjcrPxtcDMwiSWlbq9qfC2pqA+a05UtPE2BNQZHssCs41r79By7j3NA0QxENAPgHAYHVu85hnOH5WHNnAvwg7MGYcwAD5w2ERmygOpABLXBCBoUMwl2W5UfwYiGal8Yg3JdcDskOG1CQlsZzFwQe6xIEyF9GDc4GhQNpQWZHc6h7IhePz0nSVLC6FIM5xzPPPMM5s6di2uuuQYA8Morr6CwsBB/+9vfMGvWLHi9Xrz00kt49dVXcdFFFwEAXnvtNQwcOBAff/wxLr74Ymzfvh3Lli3DF198gXPOOQcAsHDhQowfPx47d+7EyJEju+/JEtKDYkFBkoUtAKL7hUWP643asxdebTACIVqo8nggAkXTwaN5Qg5ZRG6mDcG4VTmaZqCyPgxYo1OGtZLOun40URtmChJsogDOAd0wP0HHF8lMhqFxx3cA+HDrUSzfdhTBiLllRFs1IYMRHZrOMX38YLzxVQSBsAaHZCalGzwa7DEGAalPgxDSKzEgpBqI6ByTRuR16we2Xj/StHv3bpSUlGDo0KH4wQ9+gH379gEA9u/fj6qqKkydOtU61m63Y/LkyVizZg0AYP369VBVNeGYkpISjBo1yjrm888/h8fjsQImADj33HPh8XisYwg5GfTPdkIAWqwmHQsK+mc7u7NZKYkVqZz16jrMefNrzHp1HWYsWttiIclY6QSbKGBInhOD+7kwICcDg/u5MCTPCVkUrNIJC1fuxbh5H+PvXx00d17ngKJzRDQduhEbnTIDFrdDRJZDNssVcB4dwTLF/k719T1DYvCFNWjRgCmVF+uIbuCsQTk4rzQX9SEVtUEVejSfSo8GcO2tMk5Ib8M44LSJcNokrNxdQ8UtY8455xz89a9/xYcffoiFCxeiqqoKEyZMwPHjx1FVVQUAKCwsTHhMYWGhdV9VVRVsNhtycnJaPaagoKDZtQsKCqxjWqIoCnw+X8IXIX3VFWOK4c4w3/ANnjiuYXDDDAoyZFwxpriHWphcRypwx0on1AVVcIMjrOkIqTrCmg5umKUTSgsy8fneY3hi2U54g2p0yq7xHDo3gxRFMxDRzVGqu78zAnddUArGzNyNWJJrvBxn8pyj+KMYgONNtjZJdfeR/31vm1WyQRJ6+Ys8IR2Q47RhaJ4LBVl2Km4Z75JLLsH3v/99jB49GhdddBHef/99AOY0XEzTrRx4NJmyNU2PSXZ8KueZP3++lTzu8XgwcODANp8TIb2VJAm4c0opRMHcvFUzDDNYMswVXaLAcOeUUkhS73nZ6GgFbkFguGNyKXTDwLZKPw7XhXDUp+BwXQjbKv3QDQO3TRyG51bsS0iMF1uohM4AeDJknF7iMdvVygdfVTesekvJiEJjfaaOKD/ig25w2CUzL4u2eiMnGkEwF250ZgeCDl+7266UBi6XC6NHj8bu3butPKemo0HV1dXW6FNRUREikQjq6upaPebo0aPNrnXs2LFmo1hNPfTQQ/B6vdbXoUOHOvzcCOkNZk4qTVixpeochsHhccp4cNpIzJxU2q7zGQZH+WEvVuw6hvLD3rQPo3dmL7ytR7zwhtRmeUYcQH1QxWMfbIM3LjGeg0OLrvePv1SOU8ZpxW6IgoBnP9mDP3y0s9U2+8I6dG6u2HOIQKZdNJOzYdaxkYTOvSwbgNVmCpjIiUiOfnjpzA4EHdXrE8HjKYqC7du34/zzz8fQoUNRVFSE5cuX44wzzgAARCIRrFixAk888QQAYOzYsZBlGcuXL8f1118PAKisrMSWLVvw5JNPAgDGjx8Pr9eLtWvX4uyzzwYAfPnll/B6vZgwYUKr7bHb7bDb7V31dAnpETMnleLWCUOTVgRvjzV7aqxaTqrOIYvMKsKYrtIEqeyF503ySTRWXoFzwCYCjMWStg0rB2jH0QAAcyk054ZVR6bpAJFNFCAIArKdMsor6hHW2g4MS7JsqA1qiOgcYaUxx0g1AIEbkASW0h5yLYmNYqVSXZmQviS2B2Q6diDoiF4dNM2ZMwdXXHEFBg0ahOrqajz66KPw+XyYMWMGGGOYPXs25s2bhxEjRmDEiBGYN28enE4nfvjDHwIAPB4PfvzjH+P+++9Hbm4u+vXrhzlz5ljTfQBQVlaGadOmYebMmXjhhRcAALfddhsuv/xyWjlHTlqSJODqM/t3+PGNVcM15DhtsImCVYTxoSXluGx0MZx2scMBWUz8XngOoXnF8JY+icaXVxCjIztqNGBKRjPMhO7Y1irxYp967aKAsJra2I4gCAkFLuMZHLBJAiJ6+xO2RcEslqkbHIIYbSvFTeQE4pBFKDpHfTCCTLuIOyaXduvquV4dNB0+fBg33HADampqkJ+fj3PPPRdffPEFBg8eDAB44IEHEAqF8NOf/hR1dXU455xz8NFHH8HtdlvnePrppyFJEq6//nqEQiFceOGFePnllyGKjS+wr7/+On72s59Zq+yuvPJK/PnPf+7eJ0vICaJpnlFs2swhiBCZioO1QTy3Yi8A81Pjw+9uwffPHIDJIwvaLBXQVEf3wmtaXoGj7cJ6erRsQHx179inXgAIa3rKxfmO1IdbvT+gdGyFW6xauGYAhqE3C/AI6euCER2BUARlxVlpHbVOFe09l0a09xwhQPlhL2a9ug4uuwSH3Pjh5JhfQZWvMViQRXNUJfZG77KL8Djkdk/hdWQvvHc2VGDOW5ui25cILe55JbSRkJ1pF5HttEFkwBFvOKV9swghHccA3HvRKbjrO8PTOsKU6vt3n0oEJ4T0fsnyjDjnOBZQEo7jnMGIm6EKRXQ4bWKrpQKSmTA8D/OuHo2yYjeCiobqgIKgoqGs2N3i5sFNyyu09NFRZOaUV0sCio7DdSEcqA1B0zkyumBlYXvfFmhwiZzIzCly3mM7EPTq6TlCSN+TLM+oPqRa01ux+EQ3Ggs/xqphhzUDRVl2VPkULFixF+cOy03pxXHC8DycOyy3WUVwwBz5it02Is+FF1fvx4HaBozp78GavccR0XiLy/+1aJVwIdrukYWZVoJ4UxxmDlW6xPqqvWNXNNZFTnRHvGEYRs8EThQ0EULSKlmekRoNJuLf0JO9uau60axUwOgBnpSuG9sLL6bp6r2GiIZgJDFXiAGQRZY0FymWRB27yykzVPoU63HJ2p/OigqeDAn1IS19JyTkBPGvjRU4VBvCT6d0f04TTc8RQtIqVjgy0y6iyqcgpOoQ2/hEaG10G7cSrTNF6+KrhIsCQyhJwBS7bkTnOGdIDrKdcuJ9PDEwctpl+ENqQnu7ktzavCAhJ7GQauDL/cdx75ubUp7GTxf6X0kISbumeUZqCrWLGAC7ZBaR7EjROk0z8M6GCvzpP7vw8LvbUNcQQSiio8oXRiBJwBTv8/11CKt60pwkkQG5LhmhiNZtxSIz7RK8YRplIiQZUTBX6R7zK5j/7+3duvccTc8RQrpEfJ5RTYOCuUvKccTb8lJ7DuDA8QbYJRGSyDBmQHbKResWrtyLZz/dC39ITai1JLDk2yQlE19jySkLcDtkyKIQLSnAsO94Q0rn6ahYKwUGjCrJwhf7a7v0eoT0VYwxSCKDqhnYdTSA8govvjUwu1uuTSNNhJAuE8szynPZoWhGiwnX8YIRHQ2Kjkkj8lJK9Fy4ci+eWLYT9dENbuMfYXDA6EBVlaBqIKIbyHHZIAhmCQN7N7xaOu0iBuQ4sf5gXdsHE3KSMivzM4iCmS+56WB9t12bgiZCSJc7HlDgC6tgAByyAFlkSZfGGxxw2kQ4bRJW7q5pc9g9th1KLJFb583zjTpaia4uqELXdatIZoEnI23L+RmaVxYfNzgHhsFxoDZI9Z4IaVX0/0esOG03LqKjoIkQ0uXqgqq1RJiBQYhGDE2DhzyXHUPzXCjIsre40W68dzdXwhsdYeqsZK+7lT4FVT4FTplhREFml1XYFhmw51gAoRS3YSHkZCYwBs45dJ1DEgSc0U1TcwAFTYSQbpDtkiEIDAbn4Jw3rkxjiSNBGTazREGqq+cO1QbSt5KNNQ+cQqoOt0NEbVDFv7dUdaikAAPgaJJgzpH4vL8zMg91aQr+CDnRaQaHahhm7bSiTIzun1pZknSgRHBCCAyDNysMmc7CcXkuO7IcEnxhDaphWKPr8YGDKABydE/IVFfPHfV1rCRBUhxW4BRr1+AcJ/bWNEA3OCSRwejAtBmHuUWMXWLwhpuv4hs/rB/21AQ71XRCTiYGBxgHsp0yHrqkjDbsJYR0n6ZFIGWRYVi+C9NGFWNgP6cVRBkGx7ubK1FRH0T/bCeuGFMMKcVtQ04vycJpJR58tb82ab4OA5Ahi3DIQqsb7TZVmGXvyFNOisN8IY5v3a5qcyRL7uSL8vGGxlGkpoUxv9hXS1W8CWkHBvNDlq0Lti1qCwVNhKRI04wOBw3dpb0jRo2b3WrIcdpgEwXUhyL4cn8tPt9Xi0y7BJdNhF0WcMyvIBTRYcCc1//te1tx55RSzJxU2ma7BIFhUE4GVu1OnrPDAUiCgLDWuNHuHZNLW227phk46lNavL8tyap6x3+fIYsIqebIkJbGLRti27LEYkcKmAhpn+IsO3JcNhz1R9q13VI6UNBESAri6wB1JGjoDslGjEoLMnHH5ORbDRgGx4IVexFQNBRlOcAYQ0DRcMwfMZfpc0DTDSgarPpKkgDYBAaDA96giieW7QSANvtA0wy8v6UKQGPeUNNgoT6kQmAcp5V48NMpw1vdHiH28/CFOp4H1FqwkuOUYRMFK2jiQNoK6HVjHT5CTkgBRUOOy9ah7ZY6q3d9TCakF4rVAfIGVQgCg01kEARmBQ0LV+7t6SYmbBvisksocNvhskvYXunHL98pT7rVwNYjPuytDiDHaQOLrkY55g9D5xyyIEASBYRVPSFB2eDRwnKCAJvEoBvcXPKvJR9BMgyO8sNePPnRTvhCKmSRwS4JsEkCbKIAqUnpAbNwd+ufGON/HqLAILbxAVMSWJv1oUrzXXDIAvo5ZZxWlIkBOc6EbUxa2muOENL9fIqOHVV++EJqp7Zb6ggaaSKkFbE6QLrBYZMYBGa+kQoMEJiBiGYGDbdOGNpjU3XJRowAwCGIKMoSUOVTkg5h1wYjUHUOWzQ4CKsGFM2AJLDoOcxVbrFwKJYgzXl0iokJkEQD/pCKdzdX4uoz+ye0K37kqz6owuAA1zmYxCAyBh0cusYTghGbyLCjyo+HlpTjstHFcNrFhKnQpj+PWBAnAtCTFGQSmRk0KW1s4xKM6LAJArKdZjFLwNwwt9KbvPYTIaRn6Ryo9ivIcojt2m6psyhoIqQV726uhD+kQhIbA6aYtoKG7tJ0xCgeY6zFIex+ThtkkSGiG3AIIjTDsAIiILqCLH6IhTUGTbHBIIEBOoCKenP1Vyzv6/O9NfjvzmqAAzkuGxgDgvU6OABVMwBJgKYbzYIRVeewQ8eBWgXPrTBH8AQAD7+7BXddMBx5mQ74QyoYQ6uBEIMZMHHGoPHm12mqMjr9GIhoyJBFFGQ5kGmXkO92oMrX8tYvhJCeFYwYGFmQ2W3Xo6CJkFZU1AdhAJBamN5pGjT0hKYjRk3ZRQHeJEPYp5dkobQgE9sr/SjKEiAJAhiLxUgcusEhiwKU2NQbb16M0oje1j/b2ZhnFFSt0SmBAZIoINclo8obtkZtVN1IOnzjVzT4m9xmAPCGNMz/9w6cPyLPHLFqo084AI0DAjiMdtSLNDjQENHxzfEGFLjtEAVGU3OE9GIG53h/S1W3fWilnCZCWtE/2wkBLSfvxgcNPSV+xCiZlmoeCQLDHZNLkWkXUeVTwGEGXppuQNUMCIyhKMtu5QxxmAFTLGgyuBFNOBfwn+2VmP/BjmjeV+M1DA5U+cI43qAi3+2wbucdmPIyOPD53pp2Pa6jSdecA0d9Co7UhylgIqQXElhjKZDu/NBKQRMhrbhiTDHcGTI0ncPgiUGJwQ1oOoc7Q8YVY4p7qIWNI0Z1QRW8SV5PrOZRaUFm0ppHE4bnYd7Vo1FW7EYookMSBYCZie75bjsy7TKynbJ1PAOg6wbCqm5Nj4U1A++VHzVXFUZzneKPB4BjAQV5mTYUZTlS2rS3JZHmtSHbREEPIScemyRYxWi780MrTc8R0gpJEnDnlFI8sWwnIhqHJBoQmDmCoekcosBw55TSHq3XFBsx+uU75ajyKch2yrCLAhQ9tZpHE4bn4dxhuVZ9p0O1QSzbUoV9xwKoDiiwS2ZC+TG/Ap031hcCGovMxWbwdA7w+BEvZhaM1A2O+pCKfLcdTpuAivpQm8nZhBCSjMgAwzCg6YDH2b0fWiloIqQNsRpEsTpNOsxgweOUe02dptiIUWy1mtfgkAWGsmJ3i3Wa4gkCS0gS/+HZgxKCqIWr9iHHaYMosmYFJZtOgcWPx3HeONqk6gY45/CFdThtEhSN9lojhLSfzgFdN6fKuvtDKwVNpNfozRW3Z04qxa0Thvba9gHNR4w6s4dcLIgyDI4Zi9aiQdFQ5HGgPlpMMpYczYE2579id3MOVPkUZNpFDMhxY3WS2lGEEJKy7ttyzkJBE+kV+kLFbUkSeqysQKqajhh1VtNyBmrc1Btj7UvoFgWGkQWZmDFhEF74tOcLghJC+jaDo9vr5PWej8nkpNUXKm73VbGK3Ct2HUP5YW+7twKJL2dgGAYi0eQljmi9phQ5ZQEPXHwq/GEVP3llA7464G1XOwghJBlv0KyT111opIn0qL5Qcbuvau9edMnEyhkc9YVQF1QTksBTIQDIc9vBAfz5v7uxt6ah3c+jNVRDiZCTGwdw4Hig265H70KkR7VdcZtZFbdJ6jqyF1282AhVTYMCDqCmIfWAicEMekXGkGETIYkM0LW0B0wABUyEEGBHVfcFTTTSRHpUX6i43VmGwdOSnN2e67W2F12lN4wnP9yJ2ZqB3Ex7s/bEj1Apqo7auA17WfSPlqbmGMz6KbERoLCmI+TV4bKLXfV0CSEnOafcfRnhFDSRtGtPkBBfcTvZIV1VcburApmmKwDzXDa8uHpfp6bI2sMwOP616Qi2VnjhskvgnCOsGtAMA5IgQDMMBCM6yg/X4943NyFDFlFakIlZk4bBk2HD6j3H8NfPDyCi6ejnspvJ3nFBU0ur5QSYpQY4zJpMAmPg0Q1/ASBCNZkIIV1kSJ67265FQRNJq1TzaGJBiydDQoZdQiCsQWBGwhRdrOJ2uouXpSPXJ5mmKwBZdGPbDFlESXYGbKKAiG5ge6UP97/1NW4ePwQTh+elLWCLPa9tR3yoC6nwhjUcqefRqrlmEBPbh40BkAQGUWD4+lA9fvLKOkgiQzCig3MgwyagQdEQTLUENwNEmPVTNMMqRgCRAZkOCQ2K1unnRwghTUkCw+2ThnXb9Rhvuu8C6TCfzwePxwOv14usrOZbVqRLb61nFMujCSgacpw2K0ioi1alnnf1aEwYntcsaFE0Hb6w+aYqi6xZxe0Hp41MW9mBVNvYXrEVgLrBIYlmiKLqjYMyRVkO5LvtCCgaqn1hhFQdosCQ57JheGHzApTJfsaCwFocHYt/XhmyiIr6UELRSYnB2iw3RmRmue4WtqwDkHqiNSVkE0J6whkDPXjnzomdPk+q79800tTH9NZ6Rm3l0VT5FCxYsRcG5/jVP7c0C1p0I4SQqkPXOXTWNRW3U23jucNyIQgs5eA02QpAg3PE18Y+FlDgkAUcqQ/D4GYwCA5IomAlZ8cCtmQ/41//qxz5bjsU1Wg2OnbusNyE5wUAR7zhhMSjZLNjosDb3Mst1UCIAiZCSE/YfzwITTO6beCAgqY+pOlohhQdkYnVMwLQY4FT0yKI8RhjyHbK2HPUj99/tCtp0DI0z4UqXxj9XHZcMaYIA3JcSYOUzuQipdLGvdUBbD3iwxf7alIOTpOtAGxa9FE3OA7VhcC5WfMIALRo8FSUZbcCtvIKL373YeLPWDc4AoqOgBKExyHB45TBOaxpvqmnFWFHpR/ZThmMMYRSnFLjND5ECOmjYvtexlZXd1fhYQqa+ojeXs8ovghiMnZRQI1m4FBtEP1cLQUtNgTCKqaMLExa1bqzuUittdHM9+FoiOj403934787qlMOTpOtAGSs+ZSVHp0vC2uGtQrNG1ThlAVkO2XsrvJh08H6hJ8xB4+OWpm8YQ3+sAYmMHBuJlq/9uU34BwIRjQUZDmit7cdDOntLHRJCCG9BYe5UThD966u7vlEGNIqTTPwzoYK/GzxRrNidjSp1+AcumG+oTKwHq9nFCuCGGkhQUbRjegquZYDK5vIEFJ1rNhV3ax6dWfrDrXWxoCi4ZuaIA7WNsAfVvHRtqPQDA5JYJAEwawXJQiwSQy6YQanmtZ4jvgVgDFtjeHEKmrXhVRsqwqgxq8goBpoiGjRnKjoz1jnzTbEZcwccTN443kYGMKqjoq6ECKa0ewxhBByIuIAij0Z3XY9Cpp6sYUr92LcvI8x561N+PeWKnM5NzdHKiKagYje+Dc4B0fP1TM6vSQLpQWZqAuqzUY5OOeoD6oYlOtChiwmDawCiob9NUH4Qir+smo/Zr26DjMWrcWaPTXNcpEcsghBYHDIIgrdNtQHVcz7YDu+PlTf6jYhydoYUDRU1IUQimjgHJDjAjrN4NDjnktLxTavGFMMd4YMTecwuGE95/aoD6lQom0A54joBhTNgJrk+cQSumMDWwYHZMkc2tINA8cbIildkwIrQsiJYEheekvStIaCpl6q6X5sTQdneNzfBgfUaJGcdNczSpUgMNwxuRSZdhFVPgUhVYdhcIRU3drZfs7UU5IGVgFFw+HaIMKqDrskosTjSBhF+tvag0lzkQKKhgO1QQQUDdsqffjJK42BVtttDOOoL4zDtUFzE1oGiIIAp9xYhJED0HQDPNrbZt0hc4Rn+bYqa7RJkgTcOaUUosAQ0Tg0w0gItlKlGo1/txXQNB3JkgQBAsxRJ0VrZTkcIYScYDYf7r69LClo6oWa5i9JggCphSmteILAcNmoIgCd36i1IyYMz8O8q0ejrNiNoKKhOqAgqGgoK3Zj3tWjMXFEfrPASjcMVHnD0AwzR6nQ44AoCnDIIoqy7AgoOv6+9iAimpEwrWeNEKkGBMEMImSRtTldN2F4Hs4rzUV9UEW1X4Fq8GhBRsAhCxDFxqCMIZrQzQFVN6JFIs1g5d9bqjBu3sfWZsIzJ5XiwWkj4XHKMAyOjsYtHV2tFlA0q22EEHIyOVIf6rZrUSJ4L9TSaqy2OG0idlYH4A+rXVK8MRUThufh3GG5La5wiwVWsfYdV3VENB0ZsohCjwOZ9sZfydiKtmqfAjAgohtwCCI45zjmD0PnHLLAwAEIAuC0SegnNy8dEG/hyr14Y91haAa36kHFxGpFxcTu0gzeLGmaA6hvkhg+c1Ipbhw3CPf9YzO+PlyHSq+Slj5NFQVMhJCTUXeWm6SgqRdKthqrrd8JkZlBxuo9NXjjq4PN6iA1rQXU3ZqWClg04yxsr/Jjxa5q/GXVfpRER5jicW6uaItoBvIybahtiKDY40BYNfN9JCGax6NzOGQRDpsABgZPhoTtlT68+vkBnDk4xwra4kfw7BIDwJJOZYnRQpAxra0y0wyO//ffPSjNz8Sb6w5h+fajrRaLJIQQkl5NV2N3JQqaeqH41VgsmlGTLJIWAIjRCtqazhFUNHy4tTLl4o1dYc2eGjz36R7sqPJD1ThkyaxDxBjD8UCk2cjX5FMK8LcvD0I1OMS4PV0DioZj/jDCqmEuuWeAouk4WBuCyy5G6yBxaDoHYwwuu4hwxNxj7ZjfnPp76uNdcNlE61pHfUrCCF4sabspjuaBU2sCYQ0zX11HwRIhhPSAElo9d3KLrcYytxhpeRWVWaOJNUbZDDhcF0qpeGNXWLOnBve+uQlf7DuOuoYI/IqK2kAEW474UV7hg6obcNpEiALDtiM+/PKdcnhDkZZXtKk6OOfIkEXku22wSwIiug5fKALdMAOm2C5nxwMR7D/egAPHgwhFdAgMyHXZ4LJL2Frhxc8Wb8RLq/aZgRDnMAyjxREkgzcGTKmGlhQwEUJIz/hWkrp+XYWCpl5IkgQrobu1wQ4tulIqHF12JYtCmwUmVYOjNpjaknQgtYRyw+D4+lA9fvlOOY76FGiGGXQYPH4jEeBYIIKK+hCqfGGEVR21DSpeWLkPsyYNs5LDgxFzbzbdMMANM9jLdEgAZ8jOkKEbHBHdrGVtwLwGN8xpPD2a1G3A3J7EaRfhD2uoD6moCUSwpdIMFlUDUPTUkrUpT4gQQnq3/ce7r9QOTc/1QobBsWbf8XY9RueALDArh8khiAn3c3D4wioMg6M2ELGCn9a2JEmlAnfsmO2VPtQEUgnGzApD5oa1BrYd8cKTYcO8q0fj2U/24OvDXgSj24Aw1jiKVBNtM4veLkWfJ5AYmFn9YXDsOxZAMEJDQIQQciL75lig265FQVMvtPlQPb6paX/k7AtrmFDqwc6jARRlCdYUXUDRUO0LIRgxIAgMj76/FS+t3gfGkJBnNCzfhWmjijGwnxOHaoNYuHIvGiJ6QkL5tiPmfmc3jx8Mt0PGwpV74Q+rKdcGMg8zgx/d4PCFNdQ0KNhz1I8tR7wIKI0r2DgHRHCIoln/KDYVBw7obcyHqTqHmmpSEiGEkD7rrfUHcf+0U7vlWhQ09ULvb6ns0LQQB3DhyPzoFJiCbKcMVTdwuDZo5ehwzlEXVHG8QQUA5Gfa4bSJCEY0fLHvOD7fV4tMu4SwqsPgHP2zM+CIFnzUVI6wqqMuGMFTy3dBYMwsDIn2V5eObf/BdY5Fq/fjsz01SROv9dh8GyGEEJJElV/ttmtRTlMTzz33HIYOHQqHw4GxY8di1apV3d6G/Uc7Xt30nxsOJhSYrKgLWcGILDCzrlFccFITUHC4LohjgYhZHNHgUKJFJw2D40h9GAFFs5Kzw5oBUWBWKQCDd247Dg5g5e7kAVNMLFeJEEII6UkUNMV54403MHv2bMydOxcbN27E+eefj0suuQQHDx7s1nas3lPb4cdurgpiwvA8vHLr2bh/6kgA5g/ZLjKzqjhjCQFIbD+7GANmEUke3QRY5xzVvpCZnB0tJikKzNoslhBCCDlZUNAU56mnnsKPf/xj/OQnP0FZWRmeeeYZDBw4EAsWLOjWdoTTMB0lCAx+RYPBOSSJQRDMH3VL26nEL603eKwuFIMkMKvsgSSY5Q2iZZMIIYSQkwoFTVGRSATr16/H1KlTE26fOnUq1qxZk/QxiqLA5/MlfPUmLH5XX+vGVo6Pu08WhWgdI24FUeYmsebS/vg92gghhJCTAQVNUTU1NdB1HYWFhQm3FxYWoqqqKulj5s+fD4/HY30NHDiwO5qasm8PyraCHysrKIU5NQYg2ylDYMysuA0AzJyq03QOgTF4MuQubDkhhBDS+1DQ1ETTStqc8xb3tXnooYfg9Xqtr0OHDqWlDacVZablPKP7e3BKYSY4AFUztyNhTX7iDGZl8dhqNsCc2nPbZZRkOyAIDAIzt2ox92wT0D8nA4VuO3pqsImBpgcJIaSv66LdvLoUBU1ReXl5EEWx2ahSdXV1s9GnGLvdjqysrISvdFj8k3M7/Nild42z/i0IDA9dUoZ8tx2CwKAbBjQtcahJEBhYXAgiMMAhCeDgCCg6+mdn4DdXno77vjsShVkOZES3QQHMbVmsx3W4xeb1WjM414lij9363qrXFKeNUxBCCOlFfnnJSJw3PA8um9AseBIY4LIJOK3EmdK5/nJrWRe0MDl6q4my2WwYO3Ysli9fnnD78uXLMWHChG5tS1amHSUeR4ceO2ZAYoA3YXgenr7+2zhnaC5ynHa4M2R4HDIcsgBPhoQSjwP9cxzId9sgi2aityQKCEV0lBW7Me/q0bjp3MG4Y0op/nDdt1BWnIWgoqE6oMAuiRia50SmXQRjHRv9ycmQkeNqPtUXGwFzSAJcNhGJoV1zKdbWbDebyGA/QfK3ToxnQQjpzWSh9dcat13A3EtPxW2Th+OOyaXIdzuQ45RR6LYjP9OGQrcdOU4Z+W4HfnXp6JSuedHIYelpfAoY55xWjke98cYbmD59Op5//nmMHz8eL774IhYuXIitW7di8ODBbT7e5/PB4/HA6/WmZdRpwvz/4Ig3nPLx3zx+WYv3GQZP2DLFG4rghZX7zC1SDLOUwLD8TEwbVYSB/ZxJt1VJdp7TS7JgGBzvbq5ERX0QQUXHugO1+OqbuuiGKYDHIcEb1pqNDrHoH93xG+i0iShw25HvtuOMgTko9DiQ77YjP9OO17/4Bu+XVzXLly/MspsFPA0OXzACJUkxqRynDEkwq6Urqo5wk+hNYECeS0ZQNaDqHAIAUeAQBRFgDLLIUJRlh2EYOFgXtqqzn17kwsC8LHDOMbifCxsO1ODT3R0rReGQBdglETZRwMgiN2aMH4T/++wAKuqD6J/txK0TB+GlFXux4bAPup7+WqICA8RoMB7R9FZrcvVF5gIJQk58TX/XRQacVpKFUwrdGNzPhdsnDYMgMOv9oH+2E5ecVoh/bztqfX/FmGJIcVMDCdt1Rd+Lmm7XNeQX77fYptbe99oj1fdvCpqaeO655/Dkk0+isrISo0aNwtNPP41Jkyal9Nh0B00A4AsouHHRV6jyhlDkycDrt56Fb+rrceWf11nHLL1rXLMRplQkC4CaBklNhSI6agIKqv0KjvkVHAtE//YrOOYPN/47oHTpNiZOm4h+LhsGZGcgP8uB/Ew78tw2FLgdyHFI+HRXDWqDCkYUuPHTyaWw2cRWzxeJ6Hh+5T4cqG2w/vNLkpDQP6X9nHhs2Q58U9uAIf1c+PWlZbDZxIRjRuS58OLq/a2ep6zIje1V/oR+B1rfBxAAwmEN//vBduv6D049BS9/cTDhWgASnsdtE4did01Dmz/jpr8LAz12TH95XcLvncMmJZz7prMH4M7FX1svhgtvPBM2WWzz+r4GBde++CWO+cPIdzvw11vPxCPv78LB2gYM6ufCU98fAwC47x+brdsevnwkZr62qdX2XD+2GNe+sBa1DQr6uexY+tPxkAQh4f/PKzPGYsWe2oQX8EhET7jWo1eW4VdLtye0p7qhARc9/Rk0w5wKXnbPeJRXhBLOEwyrCdf6w3Vl+P6CdQhGNDhtEpbPPg8OSUp47s/8oAzXLlgPRTNglwR8fO956JeRkdCe+747BFf+eW3CMZk2W5t9eNjnw8XPfGF9eHnnzrF4/tOKhGN8ioLvPvOZ1cYXZpyG6Qs3Q+fmG+LyeyegJMud8Ht347lFuOJPaxOOGZCdlfCzuOrbBbjsT18kPHeBMVz8/z5DQFGRaZfx+swzcMv/fQ1vKAJPhg0f3D0BVYEALv/TV9bv5f/96DTc//fd1mM+vMc8z6V/WmM97s1Z4/DQOzsSfg/DmpZwzGs/OQM/evnrhN8NhyS12c9OWcaVz31uPe6vPzoDt7262er3t287B7WhEL779BqrP/7x07H49T/3JPyu2iQxoQ/vvbAUd7+xOaHNzgy5zf+DToecEJB8d2Q+5n+4M+E1SdMNzHx9Q6v/L285dxCe+GhXwuMAtPv15fZJw9p8bU1FKu9FH+/ch58s2m59/5dby9I6wkRBUw/oiqCpO2i6geMNkbjgpzEYqvaHUe1XUONXUBOIJOwNl24OWYgGP3ZrVCg/0xwRysu0oSCr8d92qfP/UQkhhBAg9fdv2nvuBMU5R31QbTISZAZB5t8KaqL31QfVLptekASG3Ewb8jIbA6ECdyz4sScERC6b2OJKRUIIIaSnUdDUxzQoWrNpsWpfGMfipsxqAgqOByLQOrMpXBtynLIV9MSCobxMOwqyEkeHcpy2Nqf8CCGEkL6AgqZe7v3Nlfi/z/aj2h9GjT+CkKp32bVcNhF5bjvyXGbwU+C2m1NicflC+W47+rlskEVaeEkIIeTkQkFTL+cLq1h/oK7Dj5dFhvxMO3Iz7dZqscIsu5U8Hbstz22D00a/DoQQQkhL6F2yl8vPtDe7TWBAjtNmTYnFRoHiR4byo1NmWQ6J8oQIIYSQNKCgqZcbPcCD31/3LWtEKDY9JlKeECGEENKtKGjq5QqzHLh27ICebgYhhBBy0qNsXkIIIYSQFFDQRAghhBCSAgqaCCGEEEJSQEETIYQQQkgKKGgihBBCCEkBBU2EEEIIISmgoIkQQgghJAUUNBFCCCGEpICCJkIIIYSQFFDQRAghhBCSAgqaCCGEEEJSQEETIYQQQkgKKGgihBBCCEkBBU2EEEIIISmQeroBJxLOOQDA5/P1cEsIIYQQkqrY+3bsfbwlFDSlkd/vBwAMHDiwh1tCCCGEkPby+/3weDwt3s94W2EVSZlhGDhy5AjcbjcYY2k7r8/nw8CBA3Ho0CFkZWWl7bwkEfVz96G+7h7Uz92D+rl7dGU/c87h9/tRUlICQWg5c4lGmtJIEAQMGDCgy86flZVF/yG7AfVz96G+7h7Uz92D+rl7dFU/tzbCFEOJ4IQQQgghKaCgiRBCCCEkBRQ09QF2ux2/+c1vYLfbe7opJzTq5+5Dfd09qJ+7B/Vz9+gN/UyJ4IQQQgghKaCRJkIIIYSQFFDQRAghhBCSAgqaCCGEEEJSQEETIYQQQkgKKGjqA5577jkMHToUDocDY8eOxapVq3q6SX3a/PnzcdZZZ8HtdqOgoABXXXUVdu7cmXAM5xwPP/wwSkpKkJGRgSlTpmDr1q091OK+b/78+WCMYfbs2dZt1MfpU1FRgZtuugm5ublwOp349re/jfXr11v3U193nqZp+NWvfoWhQ4ciIyMDw4YNwyOPPALDMKxjqJ/bb+XKlbjiiitQUlICxhj++c9/JtyfSp8qioK7774beXl5cLlcuPLKK3H48OGuaTAnvdrixYu5LMt84cKFfNu2bfyee+7hLpeLHzhwoKeb1mddfPHFfNGiRXzLli1806ZN/LLLLuODBg3igUDAOubxxx/nbreb/+Mf/+Dl5eX8f/7nf3hxcTH3+Xw92PK+ae3atXzIkCF8zJgx/J577rFupz5Oj9raWj548GB+yy238C+//JLv37+ff/zxx3zPnj3WMdTXnffoo4/y3Nxc/t577/H9+/fzt956i2dmZvJnnnnGOob6uf0++OADPnfuXP6Pf/yDA+DvvPNOwv2p9Ontt9/O+/fvz5cvX843bNjAL7jgAv6tb32La5qW9vZS0NTLnX322fz2229PuO3UU0/lv/jFL3qoRSee6upqDoCvWLGCc865YRi8qKiIP/7449Yx4XCYezwe/vzzz/dUM/skv9/PR4wYwZcvX84nT55sBU3Ux+nz4IMP8okTJ7Z4P/V1elx22WX8Rz/6UcJt11xzDb/ppps459TP6dA0aEqlT+vr67ksy3zx4sXWMRUVFVwQBL5s2bK0t5Gm53qxSCSC9evXY+rUqQm3T506FWvWrOmhVp14vF4vAKBfv34AgP3796Oqqiqh3+12OyZPnkz93k533nknLrvsMlx00UUJt1Mfp8/SpUsxbtw4XHfddSgoKMAZZ5yBhQsXWvdTX6fHxIkT8Z///Ae7du0CAHz99ddYvXo1Lr30UgDUz10hlT5dv349VFVNOKakpASjRo3qkn6nDXt7sZqaGui6jsLCwoTbCwsLUVVV1UOtOrFwznHfffdh4sSJGDVqFABYfZus3w8cONDtbeyrFi9ejPXr12PdunXN7qM+Tp99+/ZhwYIFuO+++/DLX/4Sa9euxc9+9jPY7XbcfPPN1Ndp8uCDD8Lr9eLUU0+FKIrQdR2PPfYYbrjhBgD0O90VUunTqqoq2Gw25OTkNDumK94nKWjqAxhjCd9zzpvdRjrmrrvuwubNm7F69epm91G/d9yhQ4dwzz334KOPPoLD4WjxOOrjzjMMA+PGjcO8efMAAGeccQa2bt2KBQsW4Oabb7aOo77unDfeeAOvvfYa/va3v+H000/Hpk2bMHv2bJSUlGDGjBnWcdTP6deRPu2qfqfpuV4sLy8Poig2i5arq6ubRd6k/e6++24sXboUn3zyCQYMGGDdXlRUBADU752wfv16VFdXY+zYsZAkCZIkYcWKFfjjH/8ISZKsfqQ+7rzi4mKcdtppCbeVlZXh4MGDAOj3OV1+/vOf4xe/+AV+8IMfYPTo0Zg+fTruvfdezJ8/HwD1c1dIpU+LiooQiURQV1fX4jHpREFTL2az2TB27FgsX7484fbly5djwoQJPdSqvo9zjrvuugtLlizBf//7XwwdOjTh/qFDh6KoqCih3yORCFasWEH9nqILL7wQ5eXl2LRpk/U1btw43Hjjjdi0aROGDRtGfZwm5513XrOSGbt27cLgwYMB0O9zugSDQQhC4lumKIpWyQHq5/RLpU/Hjh0LWZYTjqmsrMSWLVu6pt/TnlpO0ipWcuCll17i27Zt47Nnz+Yul4t/8803Pd20PuuOO+7gHo+Hf/rpp7yystL6CgaD1jGPP/4493g8fMmSJby8vJzfcMMNtHS4k+JXz3FOfZwua9eu5ZIk8ccee4zv3r2bv/7669zpdPLXXnvNOob6uvNmzJjB+/fvb5UcWLJkCc/Ly+MPPPCAdQz1c/v5/X6+ceNGvnHjRg6AP/XUU3zjxo1WWZ1U+vT222/nAwYM4B9//DHfsGED/853vkMlB05mzz77LB88eDC32Wz8zDPPtJbGk44BkPRr0aJF1jGGYfDf/OY3vKioiNvtdj5p0iReXl7ec40+ATQNmqiP0+fdd9/lo0aN4na7nZ966qn8xRdfTLif+rrzfD4fv+eee/igQYO4w+Hgw4YN43PnzuWKoljHUD+33yeffJL09XjGjBmc89T6NBQK8bvuuov369ePZ2Rk8Msvv5wfPHiwS9rLOOc8/eNXhBBCCCEnFsppIoQQQghJAQVNhBBCCCEpoKCJEEIIISQFFDQRQgghhKSAgiZCCCGEkBRQ0EQIIYQQkgIKmgghhBBCUkBBEyGEEEJICihoIoT0qFtuuQWMsWZf06ZN6+mm9Sm33HILrrrqqp5uBiEnNKmnG0AIIdOmTcOiRYsSbrPb7T3UGkIISY5GmgghPc5ut6OoqCjhKycnBwDAGMNf/vIXXH311XA6nRgxYgSWLl2a8PilS5dixIgRyMjIwAUXXIBXXnkFjDHU19cDAI4fP44bbrgBAwYMgNPpxOjRo/H3v/894Rx+vx833ngjXC4XiouL8fTTT2PKlCmYPXu2dUwkEsEDDzyA/v37w+Vy4ZxzzsGnn35q3f/yyy8jOzsb7733HkaOHAmn04lrr70WDQ0NeOWVVzBkyBDk5OTg7rvvhq7r7T7vhx9+iLKyMmRmZmLatGmorKwEADz88MN45ZVX8K9//csaqYt/PCEkPShoIoT0er/97W9x/fXXY/Pmzbj00ktx4403ora2FgDwzTff4Nprr8VVV12FTZs2YdasWZg7d27C48PhMMaOHYv33nsPW7ZswW233Ybp06fjyy+/tI6577778Nlnn2Hp0qVYvnw5Vq1ahQ0bNiSc59Zbb8Vnn32GxYsXY/Pmzbjuuuswbdo07N692zomGAzij3/8IxYvXoxly5bh008/xTXXXIMPPvgAH3zwAV599VW8+OKLePvtt9t93t///vd49dVXsXLlShw8eBBz5swBAMyZMwfXX3+9FUhVVlZiwoQJ6fsBEEJMXbINMCGEpGjGjBlcFEXucrkSvh555BHOOecA+K9+9Svr+EAgwBlj/N///jfnnPMHH3yQjxo1KuGcc+fO5QB4XV1di9e99NJL+f333885N3ewl2WZv/XWW9b99fX13Ol08nvuuYdzzvmePXs4Y4xXVFQknOfCCy/kDz30EOec80WLFnEAfM+ePdb9s2bN4k6nk/v9fuu2iy++mM+aNatT53322Wd5YWFhQj9+73vfa/H5EkI6j3KaCCE97oILLsCCBQsSbuvXr5/17zFjxlj/drlccLvdqK6uBgDs3LkTZ511VsJjzz777ITvdV3H448/jjfeeAMVFRVQFAWKosDlcgEA9u3bB1VVEx7n8XgwcuRI6/sNGzaAc45TTjkl4dyKoiA3N9f63ul0orS01Pq+sLAQQ4YMQWZmZsJtsfZ39LzFxcXWOQgh3YOCJkJIj3O5XBg+fHiL98uynPA9YwyGYQAAOOdgjCXczzlP+P4Pf/gDnn76aTzzzDMYPXo0XC4XZs+ejUgkknB8a+cxDAOiKGL9+vUQRTHhuPiAKFlbW2t/Z87b9HkSQroWBU2EkD7t1FNPxQcffJBw27p16xK+X7VqFb73ve/hpptuAmAGKrt370ZZWRkAoLS0FLIsY+3atRg4cCAAwOfzYffu3Zg8eTIA4IwzzoCu66iursb555+ftvan67w2my0huZwQkn6UCE4I6XGKoqCqqirhq6amJqXHzpo1Czt27MCDDz6IXbt24c0338TLL78MoHHkaPjw4Vi+fDnWrFmD7du3Y9asWaiqqrLO4Xa7MWPGDPz85z/HJ598gq1bt+JHP/oRBEGwznHKKafgxhtvxM0334wlS5Zg//79+Oqrr/DEE080C9raI13nHTJkCDZv3oydO3eipqYGqqp2uE2EkOQoaCKE9Lhly5ahuLg44WvixIkpPXbo0KF4++23sWTJEowZMwYLFiywVs/Faj39+te/xplnnomLL74YU6ZMQVFRUbNCkE899RTGjx+Pyy+/HBdddBHOO+88lJWVweFwWMcsWrQIN998M+6//36MHDkSV155Jb788ktrdKqj0nHemTNnYuTIkRg3bhzy8/Px2WefdapNhJDmGKdJcULICeaxxx7D888/j0OHDnX4HA0NDejfvz/+8Ic/4Mc//nEaW0cI6asop4kQ0uc999xzOOuss5Cbm4vPPvsMv/vd73DXXXe16xwbN27Ejh07cPbZZ8Pr9eKRRx4BAHzve9/riiYTQvogCpoIIX3e7t278eijj6K2thaDBg3C/fffj4ceeqjd5/n973+PnTt3wmazYezYsVi1ahXy8vK6oMWEkL6IpucIIYQQQlJAieCEEEIIISmgoIkQQgghJAUUNBFCCCGEpICCJkIIIYSQFFDQRAghhBCSAgqaCCGEEEJSQEETIYQQQkgKKGgihBBCCEkBBU2EEEIIISn4/25yAyNDrfb1AAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -1639,13 +1670,17 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "Pearsonr correlation coefficient 0.274260\n", + "Pvalue is 0.000000\n", + "\n", + "\n", "The p-value is 0.0 therfore, reject null hypothesis\n", "\n", "\n", @@ -1656,12 +1691,19 @@ ], "source": [ "#importing stats from scipy\n", - "from scipy import stats\n", + "from scipy.stats import pearsonr\n", "\n", "#p_value = probability that the null hypothesis is true.\n", "#collecting out the p_value of 'final_mark' and 'click_events' using stats formaula. \n", "\n", - "Pvalue = stats.ttest_ind(CorrFinder['final_mark'], CorrFinder['click_events']).pvalue\n", + "engagement = CorrFinder[\"click_events\"].values\n", + "attainment = CorrFinder[\"final_mark\"].values\n", + "\n", + "\n", + "corrCoefficient,Pvalue= pearsonr(engagement,attainment)\n", + "\n", + "print(f'Pearsonr correlation coefficient {corrCoefficient:2f}')\n", + "print(f'Pvalue is {Pvalue:4f}\\n\\n')\n", "\n", "#If the p value is > 0.05 or less than 0, accept null hypothesis else reject null hypothesis\n", "if Pvalue >= 0 and Pvalue <= 0.05:\n",