{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"![](https://storage.googleapis.com/kaggle-competitions/kaggle/29653/logos/header.png)","metadata":{}},{"cell_type":"markdown","source":"<h1> RSNA-MICCAI Brain Tumor Radiogenomic Classification </h1>\n<h2> Predicting the status of a genetic biomarker important for brain cancer treatment </h2>\n\n<p><b> author - Abhranta Panigrahi </b></p>\n<b> date - 10th August, 2021</b>","metadata":{}},{"cell_type":"markdown","source":" I have tried to create a simple script to convert the dicom images into png images and save them in folders separated by the labels for the [RSNA-MICCAI Brain Tumor Radiogenomic Classification](https://www.kaggle.com/c/rsna-miccai-brain-tumor-radiogenomic-classification) challenge    \n\n<p> P.S. This is my first ever attempt at a kaggle competition notebook </p>","metadata":{}},{"cell_type":"markdown","source":"<h2> MRI </h2>\n<p>Magnetic resonance imaging (MRI) is a medical imaging technique used in radiology to form pictures of the anatomy and the physiological processes of the body. MRI scanners use strong magnetic fields, magnetic field gradients, and radio waves to generate images of the organs in the body. MRI does not involve X-rays or the use of ionizing radiation, which distinguishes it from CT and PET scans. MRI is a medical application of nuclear magnetic resonance (NMR) which can also be used for imaging in other NMR applications, such as NMR spectroscopy.</p>\n<img src = \"https://i.pinimg.com/originals/49/6d/95/496d952e43d6a3b9aa87ef63a73e11fe.gif\">","metadata":{"execution":{"iopub.status.busy":"2021-08-09T22:28:42.76673Z","iopub.execute_input":"2021-08-09T22:28:42.769355Z","iopub.status.idle":"2021-08-09T22:28:42.788056Z","shell.execute_reply.started":"2021-08-09T22:28:42.76922Z","shell.execute_reply":"2021-08-09T22:28:42.785756Z"}}},{"cell_type":"markdown","source":"<h2> What the heck are biomarkers ??? </h2>\n<p>A biomarker is a biological molecule found in blood, other body fluids, or tissues that is a sign of a normal or abnormal process, or of a condition or disease. A biomarker may be used to see how well the body responds to a treatment for a disease or condition. Also called molecular marker and signature molecule.</p>\n\n<p> Biomarkers are indicators of a process going on inside a body. When doctors suspect that something abnormal is going on in the body, they look for signs. These biomarkers are the red flags that pop up to indicate that something is going on. </p>","metadata":{}},{"cell_type":"markdown","source":"<h2> So, what is MGMT? </h2>\n<p> The Escherichia coli Ada gene O6 –methylgunine-DNA methyltransferace (MGMT) is a DNA binding protein that is involved in repairing mutations that occur during DNA replication. MGMT participates in methylation, which means it is a protein that adds a methyl group. </p>\n<p> MGMT is also known as suicide enzyme that repairs the pre-mutagenic, pre-carcinogenic and pre-toxic DNA damage O(6)-methylguanine. </p>","metadata":{}},{"cell_type":"markdown","source":"<h2> Problem Description </h2>\n<p>A malignant tumor in the brain is a life-threatening condition. Known as glioblastoma, it's both the most common form of brain cancer in adults and the one with the worst prognosis, with median survival being less than a year. The presence of a specific genetic sequence in the tumor known as MGMT promoter methylation has been shown to be a favorable prognostic factor and a strong predictor of responsiveness to chemotherapy.</p>\n\n<p> Traditional medical approaches require biopsy and careful study of the tissue sample. Machine Learning approaches might help save thousands of lives. In this competition we are required to predict the presence of this BioMarker. For this purpose, we are provided with MRI scans of many diffee patients taken via 4 different methods : Fluid Attenuated Inversion Recovery (FLAIR) , T1-weighted pre-contrast (T1w) , T1-weighted post-contrast (T1Gd) , T2-weighted (T2). Along with these, we are prrvided with a csv file which contains the data about whether the biomarker is present in the individual or not.</p>\n\n<p>  So, this essentially boils down to a binary classification problem with the two classes being \"Biomarker Present\" , \"BioMarker Absent\". </p>\n\n![Screenshot from 2021-08-10 04-04-17.png](attachment:d85ea624-c707-4757-a052-d1e65e5ee894.png)","metadata":{},"attachments":{"d85ea624-c707-4757-a052-d1e65e5ee894.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"<h2> So, how does the dataset look like ? </h2>\n<p> The dataset consists of a \"train\" folder, a \"test\" folder each of which contain the folders of different patients. Eaof these folders are named with codes like \"00000\" , \"00001\", etc. Each of these folders contain 4 folders named as \"FLAIR\", \"T1w\", \"T1wCE\", \"T2w\". Each of these contain the MRI scans taken via 4 different techniques which are the folder names. The data also contains a \"train_labels.csv\" file which has the subject code and the label \"1\" - \"presence of MGMT Biomarker\" and \"0\"-\"absence of MGMT Biomarker\". </p>\n\n![Screenshot from 2021-08-10 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uCP/xvFut2lhGS0BP/wLC9jWARacLtdFBduINQPzev3nPJMe/JB0oKScfTn+VERETkmKmxO/nHO/MIiU0lNCZZCSGRwzT8QqKTCIvvwT/f+5HK2vpO29bMJVtYs72Qbt374R+khJBIS6z+AUR0z6TS4eHZz5YoIHJCUFJIREREjpmVW/OxO92ERiYoGCJtEBwZh8sNyzbnddo2Zi/fRkh0AlabnwIu0hrDICQqhdnLtnM8OuqYpun9EekISgqJiIjIMbN5dyl+ASHqISTS9hYotqBQNu4s6aQGJmzJLQX/EIVapI38gkJwuJzklVYpGOLzbAqBiIiIHCvVdQ48hlWBaJGDuux55G3eTF29Df+YLBIGn0ZkmF8H1e+q25DD8WChqq5zho95TA919S6CrWoWNMu+kV0Ll1LnaUvLqhcpY08n1AJmyU9sXbMDM3gQaacOIbC9eXCzmj2rZlJaZWJEj6TngB6H/2u+WU7Joq8oq7PSbdA0kmL3fc5WryJ7yRoczXUqMQwMiz/WwAiC4/oQnZZOgE6DNrHsu172XpfdFBDxabrsRURERLoC5xa2vvJrVizfRUPjBlxAOj2ufJJTz+iF9Wjqd9VtiHRhZu1SNn3wKCUNbagcdAFhZ+xLCuXOYNV7X9KQcAsxo9qfFDIrZ7LypQcocJgYoVPwf+gxUoMP8yZmAXlfP8b6wkB6RF3qTQqZ5T+w/v3pVLaa1DKwhA+hz9WPMHRYioaTdGGaaFo6mpJCIiIiIse95VlB/ru/ZOnyfPzSpjHyomnERbqoXvM6Kz+fSc6bvyIg5n2GZ4YcWf2uug3pFC6XixUrVjBo0CCCgoIUkI5g6U7yOecT5X+YxrpfX8I6JJvioWbJpxQ5/QiJjqCu/Hu2LS2m+5nxRz4HuN9g+l41jaiDMrKm246jdAMFS76isHQlm178Jbbfv8Pg9EAdc5GThJJCIiIiIseZmfsWqxbkQdi5jPzVfaSF7W36hSc9SmSYna9f+4Ftn31I3z7XE2Zpf/2uug3pHDfffDOvv/466enpTJ8+nQkTJigoR8uSSsqk/yMj7BjMh+bZRs6itXisA+l9wQC2vfYWRT9+StWYWwk/0uvGkkz86Ivo3kLrr9+5l7H63zeyLmcrm2fOIeu2Kfhr6jeRk+PjTSEQEREROZ7clC/5mgq3hdBTr6V7k0anlZBRPyc92oI7+0t2FrmPoH5X3YZ0lm3btgGQnZ3NOeecw4033siePXsUGB/hyf6M7Dw3lsQxJI+YTPcYC57dn7J9h7PzNho0iMyzR2E1TBpyVlHh0XHoqrT6mHQ0JYVERETkqNjtdu644w5uvvlmvv76a1wul4LSrjv8Qkq252IaocT2yTz05szWn7j0YPBspWhLefvrd9VtSKd5+eWXGTFihPf3V155haysLD788EM1JLu8eooWfE2Nx0b4sPGE+w2kx4h0DE8u2fPm03mfrgYWm9/e4WmmB50lIicPJYVERETkqHz88cc8++yzvPTSS0yZMoWEhARuueUWvv32W9xu9QhplTuX6hI3WBIJjWludS5/gmNjMUw3NUW5eNpbv6tuQ0e+TVz2GuyVJVSUFlFXV9em1/Tt25eFCxfyr3/9yzunUFFREZdffjkXX3wx+fn5CmxXVfcTO1aUYNoGkD6yJwZWIkedR5TNpH7VB+yu7KR0jSeXnIWLcZsGttSBRz5MTUR8juYUEhERkaNyyimnEBERQUVFBQDl5eW8+OKLvPjii8TFxXHppZdy5ZVXcsYZZyhYzTErqK81wYggMKS5lphBQGg3DDw4ayrBdLSvflfdhrTJ8vceYfv8T5gD9Ap8nqlTp2IYBoZhYLFYvD8H/26xWLj99tuZPHkyt912G/PmzQPgs88+4/vvv+ef//wnN998swLc5qRJIcUL3sdsYf5lI3woaYP74HdU8/CY1K/6hLxaE1vm+aTtW0HMSJhCes/nKNu6kK2LdpE+Ka39E06btdQVZlNla7o9j7MKe/Fa8ue9xpZN1Zh+feg9eWK7V0uTY0erj0lHU1JIREREjkpmZia7d+9mxowZvPfee8ycOROnc+/cF8XFxTz33HM899xzAIydcjmuxOFEJmeAoVYHAK563JhAAFa/5qtY/AIAcLtc7a/fVbchbbJ9/ife8m233dYh71lVVcWtt97KO++8w/MvvKAgt4VnO9kf/o3sFp62ZPw/Egb3we9otmEWsGvhIlyEkDJ6It4V6I0kUkePZNXWHymb/zHlE35LtLWd7+38gWUP/HC4VAPWqFH0v+ZhBvfSinUiJxMlhUREROSohYaGcvXVV3P11VdTWVnJp59+ynvvvce3337bZI6heV99AHxA0caFjP75QwocgGHs+6u/hxb/6Ovx7KtqtL9+V92GtJ6HcHdu8mzu3LkMHTKEfhf+lpj0AQr44VhSSDprEhEtLElviRmI/1Fuwiz6ih3bHBgh40gfHNn4Q4KgoReQ9MFP7Cr6nG2bbiO6fzsTN5ZYIjP77OsBZOKp2035zlxcHvBLPp+Bl9xAer++BKp1KHLS0WUvIiIiHSo8PJzrr7+e66+/nrvuuosnnniiyfNJA8Yw6rr7FSjv3VgwNqsBDQ7cDSYcMjDExO1yAAa2wCCw0b76XXUb0qoGRz2GYRwyRMTPz4+hQ4cSHh6OaZp4PB7vakQejwe32+391+VysXLlymbf/9xzz+XBBx/k/729WsFujSWN7uf9thOXpG9gz8IZlDeYYG5k0/M3s7XJ8w7qMMBTwq553zOk3xQC2rMrfiMY+Mt/NlqS3oMr73OWPf8AO/K/YtO8QSRm9SVQR7rL05Ax6fDbEIVAREREOuOm9cYbb+TVV19t8nhcUipDLr0Li81PQfI2NmMI6maB0nLsVSZEHBJN6ivLMTEIDI/GsNS3r35X3YaOfKv8g8MYdOEvWf3pU00ed7lcrFu3jq+//pqxY8e2eA3OnDmTe++995DnTj/9dB5++GHGjh2L2+MBJYWOP9dKdizO2bvqV202JRuzW6zqXPs+OeXn0jf6aGaDtuCXfCGj7rRT/8hD5K/5B3Nfi2LSTZMI0sUpclJRUkhEREQ63DXXXMM777zT5LFHHnkE/55n8O36UgWoSdssjYgEPygppKrYDqmhB7Xuq6kqLMU0AumWnIJhcbWvflfdho58mxhG8w3/uro6LrjgAhYtWkRmZmaT5xYsWMA999zDTz/91OTxIUOG8NBDDzF58mQN4etiGjZ+xq5yN0bUFZz1l7uJay5v7t7AmodvZGPxSrbP30qfC/oe9XVkiZ/GqCsXMfOl2dQueZBFfftz1hhdnyIn1W2IQiAiIiId6Te/+c0hCaF3332Xe+65R8FpttUfTlxmFhbqKFm3nENmkaldRP4OJ/gNJiEjuP31u+o2pI3nx4Hmed++fZs8VVlZyWWXXYbdbvc+tmHDBsaMGdMkIdSnTx/ee+89li9fzpQpU5QQ6mrMSvIWfEe9aSXklAtICA3GFtDMT/BQeo3ui4UGKhZ8SHGHTDllIXjkHxk2NBrD3EPBx/9gR7lHx6RLfyQY3h+RjvkUEBEREekgTz31FE8++WSTx+bMmcMVV1yh4Bzmdixk+MUkBJrYlzzD+m3VjRqLFRR8/hy5dRA4+DJSwy1HUL+rbkPa1AC0HIjVtddei2Xf7/v/Xb9+fZMhYk6nE8++Cb27d+/OSy+9xPr165k2bZr3NdLFVM5mx7pqTEsaaSMHHqaBZqXbqAuIsRmY5V+zbW11B51k8aRd8VuSQi2YNfNY9d7X2DVtjchJQ8PHREREpEMsWLCAX//6100eW716NYMGDVJwWmuTRV7AsIu+puzdhaz/z5VUnHEBCdEm1es+YfvGPMxu4xl66QTvxLLtrd9VtyGts1gO3K4nJiZy9dVX8+abb+LxeLyTUD/55JNcd911DB06lCFDhjBr1iwKCgqYNm0agYGaOvh4Mote49vfvNvicCwjZCqnnLWFQqeJkTKZHqmHX2veiJ5Mz8ynKV5bQe68b6gbetmBpeuP5jMo6gKGX/gVJW8voH7Vv1ixcjSnD4vSARQ5CSgpJCIiIh3i9NNPb/L7jh07SE9PV2DaxI/ws59kvP8/WfLpZ+R99xR5AEYAQb2uZNjP7qZHtPUo6nfVbUirjXXrgXi53W7uvfde3nzzTQCCgoKoq6vD4/Hw+9//nm+//RaAc845R4HrKjxOGuzOwxzfEgoXrcGDjegRk2m1E50RTffTx7Jy3dc4Nr9PduHF9E/siGvKSujYPzFw6RUs31LEzvf+TY8+D5IcqgxuV6PVx6TDv2dMnVUiIiJylD7//HMuuOAC7+8rV65kyJAhh9R74oP5fLu+lMiU3gpai43IGuoKd1JnN/GLSqdbZMjhJ31tb/2uug1p1ta577LkrQcBeOaZZ7jjjjs499xz+eabbwCIjIxkz549APz000+HJGdb4/Z4OOfuV4hJH4B/UJgCfuwveDwNLkwMLFZ/2jRNjOnG427ANA0Mmz8Wo/W6YMWw2dpw3TbgcbsxjXbsz0nI9Lgp2LSEZ359Pv3S4hQQ8WnqKSQiIiJHxeFwNBk29txzzzWbEALAABP9PeqwLKEEJ/UnuLPqd9VtSPOXjPXA7brLtXdm4dtvv92bFEpISPAmhR5//PF2J4UOJAN0XR6nCx6LLaC9JwUWm7Xj6wJYbE2GLEoLzP1facqayYnwKSQiIiJyFJ5++mmys7MBGDFiBL/4xS9arJsSG47R4FTQRNp6s249sDZ5Q0MDAFOmTCE2NhaALVu2EBERAcCMGTPIzc1t1/tbLRYSo8JoaHAo2CJt1OCq3/udFtftmG9bq49Jh3/PKAQiIiJypCorK3n44Ye9vz/55JOHXeEoKzUWR30NbiWGRNrcANxv/6pifn5+TJs2Ddg7z9Dw4cO9z7/99tvt3kZWWizYKxVskTZy1FQQHR5GWFCAgiE+T0khEREROWJPPPGEd+jKpZdeyujRow9bv3+PeE7pnUJt0Q5M06MAihyOaeKsLff+6nQeSKZefvnl3rLdbveWP/jgg3Zv5rqJQ6mpLMdeVaaYi7Siob6O2tJcfn3JKAVDTgiaaFpEBKhvqKPOWUWdq4b6hlrqG+y4PS7cHjdus0ErPUjrX6iGgdWwYbVYsVr8CLQFEWQLJcgvhGD/bgTaTryZVaqqqkhLS6OiogKLxcLatWvp169fq68rr7bzm2e+pMruxhaegDUgGMOiFalE9jM9btyOOtzVhZRvX8G8Nx8D4C9/+Qt/+9vfgL09hOLj4ykrK8Pf35/u3buzfft2APLz80lMTGzXNmcu3cq/3p9PWGQMluBIbH6BaJZhkQPcLgduexXVZflcOqY/t10wUkGRE4JmERORk/OL3dPAHnsxFfUlVNaX4WiwKyhy1FwcmJOj6qDnAmxBhAfGEBEYQ2RQHNYTYCLP6dOnU1FRAcAll1zSpoQQQFRYEC/+/mJe+2YlP67JJjevSiePyEGSY7px+inppIwI8yaFHI4DnzFWq5UpU6bwxhtv4HQ66devnzcpNGfOHK655pp2be/cEb3pkxzN9C+WsmHnDsrtGuIp0uR73M9KRnIM1110DiMzUxQQOWEoKSQiJw0Tk0p7KcW1uZTXFeEx3QqKHDOOBjvFNbsprtmNxbASHZxAbEgy4UExPrl6idvt5umnn/b+/sc//rFdr/e3Wbll6nBumTqc2nondfUunSQi+wQF+BEa5A/sTfB4P0ccTSeDnjRpEm+88Yb3mtxv0aJF7U4KAfRMiuKRX0zCNE3Kq+14tCKZiFdUtyCsFs2+IiceJYVE5IRnYlJam0du5TbsrloFRI47j+mmpDaPkto8gvxCSQnPICYkyaeSQzNmzGDXrl0AnH322QwbNuyI3ysk0J+QQH+dGCLN8Pc/cG0cnBSaMGGCt7y/lxDAypUrj2qbhmEQ3S1YwRfpghpPPq/pDaQjKNUpIie00tp8VubNZWvpaiWEpEuyu2rYWrqKlXlzKa0r8Jn9/u9//+st33nnnTqQIp0kIODA6kb19fVNnouPj/cO29y8eTPh4eHesoiISFsoKSQiJ6T6hlrWFy1mS+lK6hvqFBDxgXO2ji0lK9hQvKTLn7Pbt2/3DmlJTk7mwgsv1AEU6SSBgYEHPicOSgoBnHHGGd5yTEwMAKWlpVRXVyt4IiLSKiWFROSEk1+Vzcr8eVTWlyoY4nMq7CWsyv+BguqcLruPr776qrfL+g033IDVqpXDRDpL46RQ46Xn92ucFGo8rKS4uFjBEzkBmabp/RHpCJpTSEROGA0eF9tKV1NuL1IwxKd5TA/Z5euprC8jI3oQNotfl7oZfeutt7y/33DDDTpgIp0oKCjIW26up9Cpp57qLTfuHVRTU6PgiYhIq9RTSEROCHZXDasLflRCSE4o5XWFrC74Ebur6zTuFi5cSHZ2NgCnnXYaGRkZOlAinahxUqiu7tChpRkZGd65hMrLy72PN5dAEhEROZiSQiLi86odFawtXICjwa5gyAnH0WBnbeECqh0VXWJ/3n//fW/5SJa8FpH2CQ4+sApYc0khwzAYMmQIAC6Xy/u40+lU8EROQIZheH9EOoKSQiLi0yrqS1lftIgGj0vBkBNWg8fF+qJFVHSBebI++eQTAKxWK5deeqkOjkgnCwoK8jb+mptTCGDYsGGHPFZVVaXgiYhIq5QUEhGfVe3Yw6biZXhMt4IhJzyP6WZT8bLj2mNo+fLl7Nq1C9g7uW18fLwOjMgxsH8IWW1tbbPPDxw48JDHioo0nFpERFqnpJCI+KQ6VzUbi5cqISQnFY/pZmPx0uM2x9Cnn37qLWsZepFjJyQkBGg5KTRgwIBDHts/95eInFi0+ph0NCWFRMTnNHhcbCxeqiFjcpKe/87jdv5/8cUX3vL555+vgyFyjLSWFOrbt+8hj61du1aBExGRVikpJCI+Z1vpak0qLSe1+oY6tpetOabbLCoqYvXq1QD06dNHq46JHEOhoaHA3jmFPB7PIc9369btkOGcy5YtU+BERKRVNoVARHxJQVW2lp0XAcrqCimoziExrMcx2d7s2bO9XdUnT56sAyByDO1PCsHeFcga/75fr169mswjlJeXR05ODj16tP0zoqLGzlvfrmZ9TjG7iirwaHiKiFdidBiZqbFMO2sgafERx20/Gq86piFk0hGUFBIRn1HfUMvOik0KhMg+O/dsJDIojkBbcKdva86cOd7yhAkTFHyRY6hxEqi2trbZpFDPnj1ZsGBBk8e+/vprbr/99jZtY8XWfO5/bQ6GLRD/0EgC46JAS16LAGCYUO5yMH9rObOXfcKvLjmN80b3VWDkhKCkkIj4jB3l6/GYHgVCZB+P6SG7fB1ZcSM7fVvffffd3hsHm40zzzxTwRc5hsLCwrzlmpqaZlf+a65H0EcffdSmpFBZVR33vfod1rAEwmKSACWDRA4WAEACtpBy/vPhfNKTIumfFqfAiM/TnEIi4hPK6gqosJcoECIH2WMvoayusFO3kZ2d7V2KftiwYU0aqOIjHDO4KSWGmNgM7pzlVDx8TOOeQdXV1c3WSU1N9Zb3X6Nz5swhNze31fd/deYKrH4hhEUno4SQyOEFhkURHJnAP9756bhsX6uPSUdTUkhEujwTk517NisQIi3YVbEJk867OfzppwM3vuol5KucVJeVUVZWTrVTDQlf0zgpVFVV1WydlJQUb7l3797exuOLL77Y6vuvyy7CGhKpfJBIGwV1iya/uIJ6Z4OCIT5PSSER6fJKa/Opb6hVIERaYHfVUlZb0Gnv33iektNOO00B90W2U7jtuf/xv/89yY2D/RQPH9O4d15LSaGkpCRvufHwsmeffbbFpewBPB6TXcUVWP2DFGiRNrIGBAMmO4sqFAzxeUoKiUgXZ5JbuU1hEGnF3uukc3qALF682FtWUshXWzDpjLvhZm6+6TrO7K7bP1/TrVs3b7mlpFDjRJDdbvcmkkpKSnj88ccP8y1rYppgWNRNSKSt9s/B7vZ4jsO2De+PSEfQRNMi0qVV1Jdhd9UoECKtqHNVU1lfTnhgdIe+r8PhYN26dcDeiWzj4jSppsixFh4e7i1XVlY2WycmJsZbLi0tJT4+3jv/0P3338/VV1/tHVYmbWHizPma7G2l7Ui3G/h1n0jPvvHNj8QzCymY8ymV8RfSd0CiRuuJSJegpJCIdGklNbkKgkhbr5favA5PCq1ZswaXywXA8OHDFWSR46AtSSGbzUZERAQVFRWUlZXxxhtvMGHCBO/zffr0obS0lOjoaAW0TTzUb3qdFR+tpe19QawEj8skvdmkkIuqH+5n/nsLsI0fSR8lhUSki1BSSES6LLenodNXVRI5kZTVFtAzqj8Ww9ph77lixQpvediwYQqyyHEQERHhLVdUtDyHSVRUFBUVFVRUVDB+/Hhef/11fvazn3mfj4mJIT8/n8TERAW1VRYCMi5jwPljmvYUcm0iZ9Ycqokn8axLiAkxmrzGPz2pmWSPk+rF9zH3vZ9wmBY1wOSoaNUx6Wj6TBKRLmuPvRiP6VYgRNrIbTawx15CdHBCh73nqlWrvOUhQ4YoyL7KMYObet3IZ44IrnxrA89M9FdMfEhbego1rme323E6nVx33XUsWrSIZ5991lsnKSmJ7OxsevToocAelkFAxmUMzDjo4dpPKft2DtVmAonjbycrrpUkvHMXu2fcy+LZK3F41JgXka5HMw2KSJdVWV+qIIgc5+tm7dq13rKSQr5MS9L7ssjIyAPX+GGSQo0npK6p2Tsf3zPPPMPIkSOb1EtPT2fTpk0KbKcycWx6nu/vv5h536zEFX4aGcPSNWRMRLocJYVEpMuqUFJIpP3Xjb1jr5sNGzZ4G6UacuLDtCS9T2ucFDrc8LGgoAPLyu9PChmGwY8//kjPnj2b1M3KymL27NkKbqfxYN86i8LyEGLG/Jlz7vsvWemhhyaFzFy2Pj2RT+65lBWbnQe9xRY2PH4On/x+Ij/8kHfQhNc15L5+Hp/cczkrtzgV7pOIVh+TDr9FUAhEpCtyNNhxNNgVCJF2qm+oxemux98aeNTvVVRUxJ49ewDIzMxUcH3ZviXpxykSPqmtcwo1TgrV1dV5y/7+/qxdu5aQkJAm9SdOnMi8efMU4M5puhOQ9X+cOeJUkhJCATdVzVZLJCY1GPuareSt28TQvoO8iSOzfBG52/OpazBwrl2Gc2wyAfufdCxn96qd2M3ziE3TcFAROXLqKSQiXVKtq0pBEDnS68dZ3SHvs2XLFm85KytLgRU5TkJDQ7HZ9v4td3+itjmBgQeSwQ6HA4fDwcyZM7n99tvJyMho9jXnnnsulfnbFOROaGYFZUzYlxA6HCsRg8YSZnFTs3ERVd6lzkwcmxeyx23BMMC9fTGlrgOvcu+YR2EN+GWNIz5A0RaRo/m0EhHpguyuWgVB5AjVu2o65H22bt3qLffp00eBFTmO9vcWOlxSyN//QI+Ru+++m9jYWCZPnszzzz9PQUHBIfX//Oc/8/333xOe1EsBPo6M7meRFGXFk7eQoor9WaE6Sjaswm07hZQB4VC3gqLdDfuea6B87U/YCSFh6Cg0IPTkYpqm90ekIygpJCJdkr2DGrUiJ6O6ho65frZtO9B7oHfv3gqsL3PM4KaUGGJiM7hzluYf8UX75xUqLy9v+cbecuDW/ttvv6W6urrJc2PHjuXf//4327dvxzRNHnzwQU4ZPhw0/fHxZRtA8oAYDPc6Cjbv6yndsJaCLTUYKWeQObg/FrOA4s279s4r5NlC/voCzIDhJGeFKX4icnQfQQqB22ZhVAAAIABJREFUiHTJ9ovmExI57tfPzp07veX09HQF1qftW33M4dHqYz4qKioKAJfLRVVVVZOVxvZrnBSCvXMMTZo0iQsvvJDzzjuPmJgYBbJL8id28BkE/vAJJRtW0DB6HNbchRRVGYSeOoroPh7CLQuo2Lyc+sk9CSz8kfwiD7ass0kKUUJPRI6OkkIi0iW5PQ0Kgshxvn5ycnK85bS0NAXWp+/49q4+NtEdQG+tPuaToqOjveWysrJWk0KPPvood955J8HBwQqeD7D2PouEkE/I2bKAsoYzCdq0mBozkp6ZfbDGeYiPtlCes5iS+kuIWj+PCk8AcUPOODDxtJw0Gq86piFk0iG3CAqBiHTJRq2ppJDIEV8/HZQU2rVrFwDBwcHeXgriqy1OrT7m6xpfg6Wlpc323mucFBo9erQSQr4kYAQpmSFkr1hMQW4JoZu24AkcS0J6AFgzSegbyaafVlCUk0/9mo14rINIGRCrgX8ictQ0p5CInNCNWpGT8vrpgKSqx+PxTkybkpKioIocZ42HfpWVlTWfVwg4sAyVy+VS0HxKKPFDRuJn7qJw1ecUZDuxpJ1KbBBAADFZw7BRStGyN8jNdmLpcTbJUWrKicjR0yeJiHRJJuoOK3LE108HdCcvLS3F7XYDkJSUpKCKHGeNh4+VlpY2W+fgJenFlxgEZJ1FrL+b8rmvUmi3EpE5gqB9XYH8e59KtM1D5fz3KXJaiRw8Fk0ndPJ+x2v1MelISgqJiIjIIYqKirzl+Ph4BcTXafUxn9e4p1BLSaGQkBBvuba2VkHzNWGnk9IzALO2AqeRQHxm2oHhYd1GkpBsBbcLj6U3KQNTNXRMRDqEkkIiIiJyiJKSEm85Li5OAfF5+1YfKyvX6mM+KjY2ttnrs7HGSaGamhoFzdcYsSQNHoDFACNkOPGpjaZ/taQSn5mCARgJZ5KcaFW8RKRDaKJpEREROUTjnghaxvpEuOPT6mO+ri1JocYrklVWVrbpfS2Ggb/NimffcFFpRchFnP3cRUfwQivdzn2Xq8497NEgZPxrXDW++dfHXPolV1+qQ9AVeDweAIIDjv3nqVYfkw6/RVAIRERE5GDl5eXeslYeOwFo9TGf15akUEREhLdcUVHR5gZmRko0hQ47EKFAi7RBQ30tNpuV1DhdM+L7NHxMREREDtG4l0Hj3gcicnw0HsbZUlKocQK3cWK3Naf3T8VRWYTHo95CIq0ywV6ez6jM7lgsmtlJfJ+SQiIiInKIqqoqb1lJIZHjLyoqCpttbyf/lpJCjVcoa6lOcy4/ayAJEcFU523F3aCJyEVaYnrcVBVlY3HX87tppx2ffdDqY9LBNHxMREREDlFXV+cth4aGKiAix5lhGMTFxZGfn09hYWGzdRoPMSsuLm57g8Bq4bFbJ/HI2z+yYttKAoLDMGyBCrrIPiZg8Thx1NaQHBPGfTdPJSI0SIGRE4KSQiIiInKI+vp6bzk4OFgB8XWOGdzU60Y+c0Rw5VsbeGaiv2LigxISEsjPz6eqqgq73U5QUNNGaeMhZi0ljloSGRbEI7+YyMpt+azdUURO4R71RBBpJCkmnqzUWEb3T8Vm1YAbOXEoKSQiIiKHaJwU8vdXAsH37VuS3uHRkvQ+LCEhwVsuLCwkPT29yfN+fn7ExsZSUlJCXl5eu9/fMGBY7ySG9U5SsEW6KK0+Jh1NSSERERE5NIXgdDZpaIqv3/FpSfoTQXx8vLfcXFIIICUlhZKSEioqKqipqdHwTxEROfwtgkIgIiIiB3O7D6xCZLVaFRBfpyXpTwgH9xRqTvfu3Vm5ciUAu3fvJisrS4ETEZEWaTCkiIiIHFbjruoicvwkJiZ6yy0lhXr06OEt79y5U0ETOcFo9THpaEoKiYiIyCHUU0ik62ncU6igoKDZOj179vSWt23bpqCJiMhhKSkkIiIih2icFLLZNNrc5zlmcFNKDDGxGdw5y6l4+KikpAMTQOfn5zdbJyMjw1vesmWLgiYiIoeluzwRERE5RENDg7esiaZPBFp97ETQlqRQ3759veXNmzcraCInGK0+Jh1NSSERERE5hJakP9Hu+LT62ImgcVKopSXn09PTCQgIwOFwsHHjRgVNREQOf4ugEIiIiMjBamtrveWgoCAFxNdp9bETQkBAADExMZSWlraYFLJarWRmZrJ69Wp2795NZWUl4eHhCp6IiDRLcwqJiIjIIRonhUJDQxUQkS4iOTkZgLKysiY9+hobMGCAt7x27VoFTeQEotXHpKMpKSQiIiKHqKmpASAwMFATTYt0ISkpKd5yS72FhgwZ4i2vWrVKQRMRkRYpKSQiIiKHqKioACAyMlLBEOlCunfv7i3n5uY2W2fo0KHe8rJlyxQ0ERFpkf70JyIiIk14PB4lhUS6qLYkhU455RRvecmSJQqayAlEq49JR1NPIREREWmioqICt9sNQExMjAIi0oU0Tgrt3Lmz2ToRERH06dMHgI0bN7Jnzx4FTkREmqWkkIiIiDRRWlrqLUdHRysgPs9sUt6z7F2e/s9TvPpjIZ7jvj/SXqmpqd5yS0khgNNOO81bXrhwoQInIiLNUlJIREREmigoKPCW4+PjFRCf5aJg3n+44eIHWeja/5iH4u+e4He/vYuHZmTjPu77I+3V1qTQmDFjvOUffvhBgRM5QWj1MeloSgqJiIhIE42TQomJiQqIj/Lsep6rJt7Fm6srGvUIMvALTyQtLY3kyACM474/0l4pKSlYLHtv4Q+XFBo3bpy3PGfOHAVORESapYmmRUREpInGy1w3Xv5afIzbjfuQvyRb6Hnbp2y9ravsj7SXn58fiYmJ5OXlHTYp1KNHD3r27MmOHTtYvnw5paWlbZojrHhPDetyitlZVIHp0fES2S8xOox+PeJIjYvAMBQPOXEoKSQiIiJNNG5oKil0DDj3sHtnCc7geFKTw/Frrb7poKIgj+IqJ5bgGJKSYwi2duQOOdizeyf5FW6CE9JIiw1uvWu56aCyMJ+S+iDiUxII89Nh7Uw9evQgLy8Pu91OcXExcXFxzdabMGEC06dPxzRNZs+ezVVXXdXyadjgZvoXy/jkx3XYbP4YtgDU8hXZxwAanDgd9ZzaL5V7rhpDeEjg8dkVrT4mHUxJIREREWkiJyfHW248f4l0BDdbnjqPiY9tYfx/ZnHdlru59dHP2VrlxjQshKWP58YH/s3frxlA6EHtcXfRTzz/twf57/s/sKnMwd62gIEtvBdnXvMHHnv4RoaFG4CLeXcP5bKXc6hw7R22NTXxdfwTb+SjFY+Q9MJUzvr7GlL+bwY/3nfKgZtBs4wl0//MHx59i3k51bhNMIwgEoZfwm/+8Sh3jU/eV9fNlv9MZtyjW5n6v6XcUXo/v37gNebtrMFjGtgiejPu5/fz5N+vIjOYVvbnMcYogdRu6enpzJ8/33u9tpQUmjp1KtOnTwdgxowZLSaFTBP+8vJ3rNtVTnSPQfgHhSjIIs19grscrNm9g1v/PYNX77mEQH81p8X36SwWERGRJvYnhQzDID09XQHpYA3VxeTn7WLu3y7g/fW7SZl6Jw+enYp760xee/Vbnrz+TFYXfc/M3w0iYH+jfc83/GrshTy31U3UgHP5+XUDSQxyUbZlPl98uYjvnv0FU8rCWP3ONOINg+j+ZzHpzEXMmrGckqAejJo0jPiofkRbTBpqyykqKiKw2nlgHTBPIZ/fMZ4rX9hIfbdMzr3lIkan+VO2dibvffw2f5jyE8tfnMNb1/XEBjTUllFclM+SJy7h47lLsA2ewNUTEvDsWsQ3czYw6z8/Y0p9DKuePYduHG5/dD4cicbXZU5ODiNHjmy23oQJEwgODqauro4vvviC+vp6AgMP7d0wc8kW1uwoJKLHYKw2ZelEWmL1CyA8JZM9OWt59rMl3HX5aQqK+Dx9FYuIiIiXaZrs2LEDgOTkZAICAhSUTtHAjvX5nPLQXJbO+A/3/vYu7nv2G5Z+dReD/ffww19/xQvbPd66a5+6h/9tdRE99TmWrvicl/79MH9/6J8898F81s/8NVk2D8Wfv8HMMhOw0f/nz/Dav6+ljw0ssedy36tv8vrTN9Cv2WFmJsUf/oabp2/E2f1yXlm+ki9feJg//+l+nnhnAWu++i2Drbv44Fd38uruRlNEm05Wzd3CqP8sYevyL3jjfy/y1jerWf3WlaRYGsh5+3/MrOQI9kda0zgplJ2d3WK94OBg7ypkNTU1fPXVV83Wm718GyFRCUoIibSBYRgER6cwe9l2jsfoLa0+Jh1NSSERERHxysvLo7a2FoDevXsrIJ3XrMBv8F08ffcwQhs9FnXW/fzjmkSM2gW88vaGvUvGm3bs8Wdz7bSrufe+n5Fua/o+3UZfxPhEK6ariIKyI1jXy5PDO//9lBIzjMl/e4rregU0uVWMGf+3vftU+S3T39rSZBl7vyG/5LH/G9RoqJuV5AtvYHKMBbNuB1vz3DrUnaBxUmh/ErelxuM333zj/f3NN99spg5syS0Ffw0ZE2krv6AQHC4neaVVCob4PA0fExEREa/Nmzd7y5mZmQpIp7HS97zzyTrkTiyUMyaeTsjLH7Lxp4WUmQOIM8IYddsTjDp4xTBXFXlb17Fy4aesqjWBBhoajmBXahbxw3Inpm0QQ3rVsrPRnFL7JWZm4kcB6+YvodLcnyy0ED18JBkH9/axxpEQa4Gyeuod+kt2Z+jVq5e3fLieQh6PBz8/P1wuFwCffPIJhYWFJCQkHKhjeqirdxFsVbNApK0s+66Xqrp6oJsCIj5Nn/4iIiLitWHDBm85KytLAek0VtJ6ptLc6KnApGRiLCa7C/MocEPcvru1huKlfPDSG8yYt5z1m7exY3cJdQ3mgXmB/IAjyMG4C3eT7zTBtZQHx/TiwcPU9SvKp9jbGclCt4huh3Y7N6zYbAZg4vHoSHeG5ORk/P39cTqdbNu2reWzzGrlqaee4vbbb/c+9qc//YmXX35ZQRTxUVp9TDqakkIiIiLitXbtWm+5f//+Ckjn3dZjtdlodsFv08Sz985/34rgJpXzH+S8C//G/DI3+HUjuXc/Tr/wPAYMHcnpY8KZfeO1PL/rCHfF48YNGEEDuPjWSaQfZp4fa8oIIg0o2/+/sGgmguPBYrGQnp7O5s2b2bVrFy6XCz+/5ucDuvXWW3n88cfZvn07AK+88gpPPvkkYWFhCqSIiCgpJCIiIgesWrXKWx44cKAC0mncFBcU4abbIb2F7Hm5lHkMbEndSbQAzsU8dNODzC/3I+um13j3n1cyMLLRq5zfMqtu71+Lj+RvxpaYBOKsBniSmfzHf3JznNHqvpfpAB53vXv3ZvPmzbjdbnbs2EHfvn2brWcYBgsXLmyybH1KSgqVlZUKooiIKCkkIiIi+5r6bjfr168HIDExkdjYWAWl0zSwbu6PlNzdm4QmOZhqfpy1gDrTxrAxo4kywL1jLnN3NEDAJH7/2NUMjGyatHHnLGdlqQdMN253o7SQwb6eSOZhk0VG5HBGZdr4avVCPvuykJt+nnhQDyYXq/91Kbd+7iHz8geYfseQI/svt3F/pG0yMjK85a1bt7aYFAKIjY3lr3/9Kw888AAAVVVVfPnll0ydOlWBbJGJM+drsreVtuN8NfDrPpGefeNb6AVYSMGcT6mMv5C+AxIxOvt/YM+haOV3FGzbRHVlFW5LKEExvYkZMIm0fun4HbwD1avIXrKGtk4FZsSeQe/BPbVy0bE+MzVkTDqYkkIiIiICwKZNm6irqwNg8ODBCkgnNzhrZ/2DP38xhennJ+xrVJmUz32Ae98pxAybwE1X98UKeEJCCTHAdOezK68BohoNE7JvYPrv/sMyF2BzUO9s1GDzD8DfALOymOJ69s451Bxrf669aQyP/+p7vr7vl7w25i1uyDiwAlnd6qe46+EvWVwRQ/qdPTjSRcvbvD/SJn369PGWt2zZ0mr9+++/35sUAjjvvPOoqqoiOESrjjXPQ/2m11nx0VraPjWWleBxmaQ3mxRyUfXD/cx/bwG28SPp05lJIU8pxbMfYelXs6ioO3gFwJls/+5ZVqVdzvCb/h89Eg5c62b5D6x/fzqVbfwPWweHkz64J/46WUR8mpJCIiIiAsDSpUu95eHDhysgncrAZtnFK5ePYscNt3DJ0Ciq18/gpZdmsd0Zw6R/PcVNaXtTRZbk87lq3F+YN3MV/7jwAip+eQUj4qF8+2I+f+Mtvi3uTr+0UtbvLqWwuMF7e2dEpdI9zIKn7D1+Pmgjj6VO5O/fPET3Q/bFQs9f/JfHZ43nji8+5qbhp/DJz6ZxVq8Qqrb9wHtvfMmmKgvdL3+CRy+OxuDIlplvfn8eYUKgzoYj0d6kEOydSL5fv37e37t160aD261gNstCQMZlDDh/TNOeQq5N5MyaQzXxJJ51CTEhRpPX+KcnNZPscVK9+D7mvvcTDtPSuQ0wTy45L9/EwiW5eKzxxI25hoxThhMZE4nFVU71jjls/eZt8nLeY8Hjxbjv+Q+9Yg8axGrJIHXyRMJb6QJkScjEqhNFxOcpKSQiIiIALF682FseOXKkAtKprPS89XnurnuGe166j+8bTDAsdOs9mf/34L/467TMAx1pLGnc/NonlNzyCx794hueuGsmAIZ/DIMuuIsPH/odGR+MY8T9a/jpm0XYp55FEEDgOdzz2FUs/e27bMhZyeI8P5bvdDeTFAL8M/nFhwvo/ujv+dPTn/H5039lxt6tYIvqz0X3PcK//zSV1KNpAbawPxP6qll5JBonhTZv3uwtl5eXs2jRIvLy8sjPzycvL69J+WAffPCBgtksg4CMyxiYcdDDtZ9S9u0cqs0EEsffTlZcK+evcxe7Z9zL4tkrcXg6e9iPi4pv7mHxklzMoFMY9MunGZgR3uj5VLqlDCF5+FmseuIXrM/5nuVvfUjCr6+gSW7L2ou08+4gVS3FrnlmavUx6WC61EVERASAhQsXesujRo1SQDpbyABueGoZ1zy4gdVby7HGZZDVJ5HQZv46b4k7i3s/28xdxdvYtKMEh38k3Xv3ITlsX4P03qXY7z34Vf5k/vxN1l37HMXFVZihMcSF+2PcsxjnPc3sj38ak//yPpP/VE3elq3s3uPAFp5C777dCW9yx2il373Lcd7bwv/LOpD7Vjq5j7bsjxJCRyolJYXg4GDq6uq8SSGn08ngwYPJzc1t8/vcfttt9LvsTwpohzNxbHqBBa//j/wSB5bI08hIz2f7il2dt8nqb1gzcw0NRJJy5T8Z0CQh1EjwMAZd+zPy/jGdio1vsDXnUoakq1kocrLS1S8iIiJUVVWxbt06AHr16tVkpSLpTAZBif05NbGNdeN6MzSud/s24RdGXHI7lh+3hpGcNYzkzvovt3d/pPmzwTDo06cPq1atoqCggKqqKkzTpKioqMXXREdHk5SURGJiItHR0fTq1YuExEReX1yqgHY4D/atsygsDyFmzO855ZJL8f/pOnasOKiamcvWZ25kXW4YaTe+w7C+jWbo8Wxhw7/vYHORQdR5rzD2zORGQ9NqyH39SpauD6LHTW8xtI8f9pWfkW/3YERNIXN4/GHnLLKkXsEp1yTgiB1CXLKSsyInMyWFREREhPnz5+PeN7fImDFjFBARH5CVlcWqVasA2LhxI6NGjeKLL75gzpw5JCQkkJycTFJSkjcRFBh46ARObo+Hj7a9omB2OIOArP/jzBGnkpQQCriparZaIjGpwdjXbCVv3SaG9h3kTeaY5YvI3Z5PXYOBc+0ynGOTCdj/pGM5u1ftxG6eR2yaP1BP6ea1uE0LAX1PJ6a1idyNeBLGTNNh8kEaMiYdTUkhERERYe7cud7ymWeeqYCI+ICsrCxvecOGDYwaNYqJEycyceJEBee4sxCUMWHv/F6HZSVi0FjCvtpKzcZFVHkG7Zvg2cSxeSF73BYMw8S9fTGlrgtJ3teRyL1jHoU14Dd8HPEBgKeI6lI7YCEsqcfRLRPvySF39ivUHu5NLAkkjDmXyEBDh1rExykpJCIiInz//ffe8llnnaWAdBqDqOHTuP2O04kZHX90DTc56fXv399b3rhxowLiq58K3c8iKepVNuUtpKjiZsKjLEAdJRtW4badQkrmVnLXr6BodwPJvWxAA+Vrf8JOCN2Hjto3KX0dLocJWPELDj265e7dm8n+eDPZh21FjmD4KZOUFBI5ASgpJCIicpIrKytj+fLlAGRkZNCjRw8FpdNYSJh0D09OUiTk6DVOCq1fv14B8dkW2QCSB8Sw+Yd1FGyuos/oCGhYS8GWGoyUM8gc7E/+usUUb96F2asnhmcL+esLMAPGkpy1f34uf6xWAzDxuFyYcOSJIWsfepw/lYjD9hRKJDZYCaHjQauPSYd/BCkEIiIiJ7fZs2fj8XgAmDRJ2QoRX5GRkUFAQAAOh8M7Ubz4In9iB59B4A+fULJhBQ2jx2HNXUhRlUHoqaOI7uMh3LKAis3LqZ/ck8DCH8kv8mDLOpuk/WvJG7EER1phVwP2PcVAwpHvjiWd7pNu1pL0IicJ9VoWERE5yX311VfespJCIr7DarWSmZkJwK5du6iqqlJQfPVY9j6LhBBwbllAWYOb6k2LqTEjicvsgzVuFPHRFtw5iympd1O7fh4VngBihpxxYOJpI4SotB5Y8FCTsx57qx1IXJTO+iOLPnyVnOwy1N9E5OSlpJCIiMhJzO12e5NCgYGBjBs3TkER8SEDBw70ltVbyIcFjCAlMwSzYjEFuSUUb9qCJ3AoCekBYM0koW8khn0FRTn55K/ZiMc6kJQBsY2GiFkJHziWMIuJZ/vX7Cr1HH57zpVkz/mS7bOeZMs2u+LvQ0zT9P6IdAQlhURERE5i8+bNo6ysDIBx48YREhKioIj4kAEDBnjLa9euVUB8VijxQ0biZ+6icNXnFGQ7saSdSmwQQAAxWcOwUUrRsjfIzXZi6XE2yVFNm3JG2qVkZASBayUbPvyC2hbzQg4qvnuKHeVujKDTyRiZjGYHEjl5aaSoiIjISezjjz/2li+++GIF5FgxK1j17jP874vl7Ko2CE0YzS0P3824mPY0zTwUzX+T95ZWEHv6tVw5Iqr1hp0nn3mvfciKmkTOvP4yhnZTU9DXNe4ptGbNmiN/I496HRxfBgFZZxHrP4eCua9SbbcSkTmCoH2XqH/vU4m2zaZw/vtUe6xEDh5LyMGXr9Gd3pffSM4/n6Vs5QN8979yRl56BQkxQQfqNBRR9O0DLPhsFQ2EETf1N/QI1+dA+z/D9x+1Eyt2ZvEC3nx3CWWeNiYTek7ilguyCDgGAS9f+i5vzi8hYsQVXHv6cVi9s0O+t7smJYVEREROUm63mw8++GDvDYHNpqTQMeNg5cOTGPuXJdTsb1iE+XHJv9t7Y+lh1xcP87tHdjDo7xOYNiIKa6sHPZtPH7yLJ/JG88R5lyopdAIYNGiQt7xq1ap2v95qsZAYHYa9wYG/wnl8hZ1OSs8A8jdW4LSkEJ+ZdiDl0G0kCclWCnNceKxZpAxMbTYdYe1xK2NvKub7lz+kYtk/+W7FdMLSBxAZE4PFWUjF9lVUVDnACCFy3GOccU7GoY3rhu9YeNepLGq1JTmMYfc9Q0bEyTf4pMFVD0D3uPBjvu3OXH3MvftLHvndw2xoaFv9wPNf49pjkhTyUDjrce7+8xp6/mE0Vx/zpFBHfW93TUoKiYiInKTmzJlDUVERAOPHjyc6OlpBORZcy3jj5eXUGBGcee+bPHFdb/xdgaRq5J4cgZSUFGJiYigtLWXNmjV4PB4slvY1l7LS4liRUwnhsQro8WTEkjR4AJZNyzBDhhPfePkvSyrxmSkYOTmQcCbJiS2lgK0ED/srk5LOYOMXr7B91Vqqt8+nevv+bQQSnD6FjKm/pN/g1OYTyWYDDfbqNrQk63B7Ts5D5aipIDoijNCgEzSVauvP5X+4jH6t/KXB1ncwgfre9v3DrU9fERGRk9Mbb7zhLV9zzTUKyLHiKaaw2AP+Z3Dj76YyNEIhkaMzdOhQZs+eTU1NDdu2baNPnz7tev3PJg7hx8c/wQiOJKibksOHFXIRZz930RG80Eq3c9/lqnMPV8dCyPjXuGp886+PufRLrr60LdsysCVMYODNExjoqcVevJu62jo81lCCYnoQGtp8IsNI+zXnvfBrHeNWNNTXUVuay/03jD9x/5O2fkz78/1cFqDjfTJ8byspJCIichKqqqrio48+2tvGCQnhkksuUVCOGTcNDSYQRHDQ4eq5qC7Mo7AGwuKTSQjzO4JN2SnNy6cmIJ6U+NA23vg52LN7J/kVboIT0kiLDW6lm34D1QW5VPgnkBwdqFVMjoNhw4Yxe/ZsAFauXNnupFBqXAS/vfwM/vX+fMz6SizBkdj8AsHQ8ELfZ8UvqgfhUd7WLQ3OeoXlSD65XQ7c9iqqS/O5dGx/Th+Qelz2wydWHTMdVBTkUVzlxBIcQ1JyDMGtjW82nVQV7Sa3xElwYjppMYGHn7HJdFJZkEuxPYDY7klE+B/p51Vbvmvb+r3tm5QUEhEROQm9+eab1NXVAXDZZZdp1bFjwbOT5847lb8sqaXGATCDG5NjuM0I4qKXt/Hi+fv+JOvK5/tn/sJfn3qfBTtrcJtgWMNIHX0Zv/rbg/zq7ORWb+DM6rW88/d7+fsLX7Gp0o1pBJAw4mrue+ISWmxOmGUsmf5n/vDoW8zLqd67XSOIhOGX8Jt/PMpd4/dv183aR8cz+T+5XDD9C8Z8fAm/eG0jNQTT87JnmPXOz+ll1eE+lk455RRvefny5VxxxRXtfo9zR/Smb0oM//tyKeuzsym3OxRYkUYC/G30SYnhuosnMrxvsgLSDHfRTzz/twf57/s/sKnMwd78lYEtvBdnXvMHHnv4RoYdPLG5K485/32Ah55+l7nZ1XvnvDcCSRp1NX984jHuODW6aXLIrGbtm7/m9/e9wtycatzODD+TAAAgAElEQVSmgTW0B2fe9HeeefhqsoLbuLNt+a5t6/e2j1NSSERE5CT0wgsveMu33HKLAnIsGMH0OHUS50bs4Kf3f2QnCQyZeAap1gCGJOzrX+PcyAuXTeDOLwrwhPVm/M8mMyzBoHDFV3zy3avcPelbfvzvLN69JbPliT3ty3lk8gT+PL8SW9JIpl13Fj0su5n/yTvcOXkm8c2tMuUp5PM7xnPlCxup75bJubdcxOg0f8rWzuS9j9/mD1N+YvmLc3jrup7YMHHVlFJUVMCyJ27krbmbqA8KI9hZhzuuB8lKCB1zjZNCS5cuPeL3SU+M5OGbJ2KaUF5dh0crkol4RXULwmpRX8iWmHu+4VdjL+S5rW6iBpzLz68bSGKQi7It8/niy0V89+wvmFIWxup3phG/P8vjzuHNa8Zy44e5uMP7MeXWCxiVaLJr/ge8PftlfjVxHWXffs9fR+7/xvNQ+PYNjMsrxG/gBK66JQ2/omXM/Ho5c576GZNrI1g5fQqRrXUaaut37c3RrX9vnwi3J+b/Z+++o6Oo2geOf2c3u+k9m95DILQA0kEw9KYC/gQFBel2FAQpanwBAVEQXoVXRAGlIyhSpSu9N0F6SUgPhBDSy+78/gjE0EJLMCTP55ycM8nO3p197m7mzjO3PBH9z4QQ5c2+6I3kGuUupRAPQ6+1oI733ec62LJlC2FhYUD+ctaPtIy1eHDZS+nq0IUldGHJ1Z8Lzdlg5OTEptT+cBc5Ad2Zs2EW3QJvzP2RzfmFfWnVcwEX9PUZv3cbw6rCvhHVaPT5eUI/O8zej6qgxcjJL5+m1rA9KKGDWLXxS5q75Ddc1ZRdjGrfltE7r6Hqn2byyS28H6ABVBJ/7kb1bj9zxbsLMzfPoWfQPw3wy5uG0uq5yRwxb8uMv1bRz8fEwU9qUv+zv8nTGGg1bgULhzTAMe0s57MCqOAmWaF/g7OzM1euXMHW1parV68+8GTTQogn5AK+BFcfyzvwETUajOO4UoMeo18ltKguJFofWvTrSi1bBcjjr1F1qDPqKPYdvmPvsn4EFDxX5drWwTRoMYWT+meZHbmC11wUQCVh/otU7bmMq95d+emPObxScM5LY++nzWk2Zj9Ki2kcXzeAtPH1qPnxQXI1rrSZuJaf369F/gKaJhJ+6029F+cQZfUC8y/+Qrci5/x50HOtWRHn7bJBegoJIYQQ5cykSZMKtgcOHCgBKS1y9zFrxh4yFAOvTJzKy4GFJ4M1J/DlqUxeu4nOc/YxfcZOBv230R1a9EeY99N+shRP+k8YXZAQAlDsGzLy63dZ2mAsfxd+jimChdN+45Jqy7Ojv6ZHUOHWrgaXFqMZ/8oiOszcyIz5p+k9vMI/DckqbzDhgwY4awH7ClSwl2r8t9SuXZsNGzaQmprKqVOnqFy5sgRFCPGQ56MjzB1xpOh99GF882KX/KSQmkmmWzNe7Vqd0A96FkoIASjYNexEC49vOBGfQFySCVy0YIrhl1lruKLa0O7TyXS/6ZxnQ73B4fTb/AVnPU0k5sKNUWG6mu8yaeCNhFD+ecqtQ39e8J3PlKiznIrMAwezYjzXNkVfxqtbkkJCCCFEOXL8+HFWrVoFgMFgkFXHShFT9G52RRpRbMLo2Mrh9gk2FQdavtAC+7nzidm1k/PG25NCpoTd7DqTh2L9NK2fvn2eKH1oe9r4fc7fUYX+mLabLQdyUM1CqRmUTmRExG3P8wgJQUccx3bsJUWtUNAQd6jbgCrSmiwV6tWrVzDZ9J49eyQpJIR4eLrqvBLenWpF9hTypZHD9TOVYkv9NyZT/41b9sm9RsyZYxza9RuH01Ugj7y8649l72fngWxUXV1aN3e7/Zxn/yz/3fbs9V+MHL9+3nGqU5/gWzukagy4GzRwMYO0DLWYz7VNCSnj1S2ncSGEEKIcGTVqVEF384EDB2JpaSlBKSWMCTHEG0Hj5oevxZ330fv446GFUwmxJJj+uXNa0NiNiybWBBqDF576OzfiA320UCgpZIyPIjZHhdx9jGkSxJiirhMSYkk0FbTCcXZ1QQaLlQ7169cv2N61axe9evWSoAhRBj2W2V+0IXQaOvyBh0nlJe5jycy5rNh6gL9PneV81CUy8tR/FjjQwY1fTFdiictUUcw88L7v+Xk02DvY3WGVS+X6Yokq9wrPw5xrJSkkhBBCiDLhr7/+YsmSJQA4OjrK0LHSxpTfcFYU5e7L8N5o7Wq0d07GqNcb33dbSlwxQ6e75TGTESOgWFaj8+ttCCgiy6P1roujAhk3GpI6aUqWFg0aNCjY3rlzpwRECPEYqaTsGMOzHUezI8kIOju8gqvQuOOzVKtVj8ZN7NnQ51WmXyx87jFhKup8dRfKo86XVhzn2jJGzuRCCCFEOTF06NCCO4yDBg3Czs5OglKKaF3dcdXC+YQoYrLv3ErLjYnKv8NpcMNFA6m3PK5x98JDA6cvRRObTf5d2Zsaw5eIv2S6+Tku7rhqFTB50W7El/RzvVcDPY8Yqa5Sx2AwEBwczJkzZ/j777+5evUqDg4OEhghRMnL2cPYvmPYcUVH5b4/sejLl6nuWCidkrOR9deHdd3oyKNxdMOgV1BzEoi7ZAKfW5M9GZzZ+gdR5gFUCa30r55rMZXt6pNlCYQQQohyYPXq1axfvx4Ad3d3Bg0aJEEpbY0y3/rU89Sipm5h9da0O+yRzrY1f5KianB5qvYde/RoPBrRONgMNW0ba7fdXoYpegt/nsq76W+KYx3qh5ih5uxi+ep4bu95n8uRSc/TIOxZek07QI5UVanVpEmT/IsuVZXeQkKUUYqiFPyUFsbzf/Ln+Twwb8HQL7rfnBACjBEHOHTZBKoRo/H6WcaqFvWq61ByD/Pn9uTbzz1ZO/nqlY60aNqP+bHFl5UpjnNtmWt/yNdKCCHKOrVEy079aytLZ61gzd7ksn4j5YmVkZHBu+++W/D72LFjsbGxkcCUNvoG9OpVHb0ax7yhI1iXWPgbZSJx/UiG/BSNSVeJnr2acsepHsxq8Fq/hlirccwfHs7mpELf/7xIFn44ga2Zt/xP0Fbl1b5NsCWV38Pf5aez2Td/fo58zeBxq9mzbR/Zbv63dT4SpUfTpk0Ltrdv3y4BEUI8Foq1DdYKqMZYLsbcfOOBzOPM+GAK+3MBssm6cWdBE0jXXs2wJYWVY8JZf1Mv1myOTx/PolgTVg1folNAMaYtiuNcW8bI8DEhhCiz8kjau5pvf8ig0/+6Fb2CxENTSd7xG99MOIv7gIq0rucodxtKoeHDh3PhwgUgfzLa3r17S1BKJR01h8zgP5va8vG2aTxfcz9de3aijodC/MHlzFm0i9g8exqGz+Sj+uZA3h3K0BL85v/4bFUYH2yaQofaR3itVwcqW19i39JZ/HzEDA9XLdFXCz9HQ+CAaUxc34K3V/1K3zq1WdazK2FB1lw7u4XFc1dz8poGny6TmdDZGeWOrytKgxs9hQC2bt0qARFCPJzs3+jl5kC/e+2nf5ovDq1ggNdzdGv+CVvXHmZ8x+e5+u5L1HWDK+f2sHLufDYm+lDF7zJ/R10mPjHvehpCg2/v//Llyma8tfpbOj51lG49n6OWm4moHYuY9csRrtk25LNJAwjScH31sX/jXFv2SVJICCHKKFPs73z66g8ccevI8yX2Kgpmdk64e7lisNehSNhLnbVr1zJ16tT8ZpBOxw8//FCqupyXTxp05uaYo7s9iWpdlxG/bydw1BDCZ6xn/oTdzANQ9BhqdGLE8M8Y2bUKNkVVoXk13v9tC4ZPB/PpjI3MGLUZFQVz98a8NXcc/tNbMujWTiT6EAYs3YnPhKGM/GY5K7/5lBU3vuNOVekU/jlfjeyAryw1VqoFBgbi4+NDVFQUe/fuJT09HWtrawmMEGXIY1l9TM0lPSXl3vvp08kxARo/+v20jEv9BzBh1TomD16bfwbRuxD6/GCWjv2ACkuaU/c/f7F93W4yO4RhCaCrxICl23EbM4gR09bw07ht/AigmOPRoB/ffvMF/WtbAsbifX8PfK4t4rxdBijqY/lUCSHEg9kXvZFcY7YE4hGYopbzdvPvOebeiWl/9CNUbgOUG3qtBXW8W3DhwgXq1KnDlStXABgzZgwff/yxBOhJkZtMxKlzxKeb4eQdQICX/QMP3TKmJ3D+TCTJioHgKgE43k8BxlRiTp8hKjkbM3tvgiv5YC//P54YPXv2ZO7cuQCsWbOGdu3aSVCEEI+JSmbiWU6ev0S23hGf4Ip42d7n3YTcZC6cPEtcKtj7hhDibft4Vv4qhnPtk05O8UKIxyIhIYEPPvgAg8HAoEGD8PX1laCUCkYyEi+TpnPExVF/890PNZe0xCSS0/JQLO1wcbPD4mHPzmouaZeucDVbj5OHI1Zy9ilxSUlJdOjQoSAh1LJlS0aOHCmBeZLoHPGvVgf/RyhCa+1GcE23B3ySLV6Vn8JLauCJ1Lx584Kk0IYNGyQpJIR4jBQsXYOp5Rr8UOe8gOp1CXgCz7VPfK1JTyEhxOPwn//8h1GjRuX/79XpeOWVVxg+fDiVKt15iUnpKfQo8jg8diAf/ZxI2rUsjBo91nbmmLm2Ztzq17D5fiQfzEri6fGfUmPtWCb8EkUm5ni2f5MpX7fEI/k4y/67kF9XHyMyOZf8s4SC1tadWp268NaHrahke6M/rUrMT//hnW8uYOgRzrfvVUCLiahZn/Lut7E0+nwyLyQvYMqUjRyJycKkKmjtPKndpTvvD3kGP0uprZKQlpzFh73GcOTIEQACAgLYu3cvLi4uEhwhyriYmBi8vb0BqF69On/99ZcERYiydAFfaAi4XMqL4iDzgQohHouwsDAsLCwAyM3N5ccff6RKlSp07dqVw4cPS4CKt7mAfcVQ6tf3xlYBLNyo0rQ2DRr4YK+o5GVc48rlK5ycOYUvf4kmx8ISC20uJmdXXNIOMrnLR0ye9xfJrrXo0KcLr739Ap3aV8I5N579c79hyIjtXClog6gYM1K5cvkqKel5BeucGTOukXw5ieMzxzLww3VctK9Oq5da07qJDzYZseyd9RUfjD1EulRWsTv51xl6PfdOQULIxcWFNWvWSEJIiHLCy8uLqlWrAnD06FFiY2MlKEIIIe5KOvALIR6LsLAwzp8/z6RJk5g+fTrp6emYTCaWLFnCkiVLaN++PR999BGNGjWSYD0yLQFd3uDjBst5+4+zpDjVpvekG3MKGTkFoGZzYk8cdT/8klEDQrDNiCM224Wo2YNZEZGHXfN3mPldGzwKzhIq6Xt/YED35URu+oM9yU/TzukekxWreZzZHUOj8MmMfs0fSwXAxKVVkxjw3hbil69jz7BaNLeVGisO8TGJLPx+GcvmrcGYlz8ho8FgYP369YSEhEiAhChH2rZty99//w3kzyvUr18/CYoQQog7kp5CQojHxsPDg4kTJxIZGUl4eDiOjo4Fj61Zs4bGjRtjZWXFhg0bJFiPgTa4HW/1D8FeCxpbD7yd88gxhNKmQxivDWxRKCEEoGD9VENqGzSouclcvnp/3ZXNqjzH2z1uJITyTzuG1i1p4KigZsYTFW+SinhES39cySst3+T/Gvdh6Y8rCxJCoaGh7N69m5o1a0qQhChn2rdvX7C9atUqCYgQZYiqqgU/QhQHSQoJIR47Z2dnRo0axdGjR/H397/psczMTFq3bk2vZ98h6oJ0eS85CjahIQQUTvwollR5pT8jp37ASzUKPZCXwaUzJ9jxyy7OZKqACWPe/b2GfWhFvG6dnFpjj7OzBsghJ0caNI8qIe4yEWejCn7X6czo+eZL7Nmzh8DAQAmQEOVQkyZNcHBwAPInm87MzJSgCCGEuCMZPiaEeOzi4uL44osv+OGHH0hLS7vtcRsbG17o8Sw+AZ4SrBKjwd7F7o53BoxJZ9i8eDPb95zlwvk4YuNSyMpTC+YLwgxQ7+81rOysbn8NRYNWm991yCQdhR6ZpaU5Go2Cb5APTVrWp9Or7fD19S2Yw0sIUf7odDo6dOjA/PnzycjIYO3atXTu3PmBysjIysUkPRGEKGBtoUdRJA6i7JGkkBDiscnMzGTChAl8+eWXZGRk3HW/I0eOkKQ/L6uPlTCt2a1deFTS9i9iaP+FHE02gZkVhgBfqreqS2DVioTWs2bv0In8FnP/r6Eo0iG1pHV//f/o8VYXdHqdBEMIUaBz587Mnz8fgKVLl95XUig26RozVx/grwvxJKVkSBCFKMTWypzKfgZebVmTagFu/9pxyOpjorhJUkgI8Vhs3bqVPn36cO7cuTv/MzIzY9SoUQwbNgytVktS9HkJ2uOWe4qfPlzE0atm+L00kNEjmxJkXyipk3uYvZn5jQ9pgpQeFpbmEgQhxG3atWuHlZUVGRkZrFixgszMTCwtLe+6/5a/Ihg/708s7ZzQ2Hjh4mQBSLcIIQAUVIy5OZy+nMr709bQs3UteraWOftE2SBJISFEiTIajXz66aeMGzfurnczQkJCmDdvHrVr15aAFW8L5npz/v5SOKaLRzl00Qj6p3hlxDME2d98MWCKPsvpKypgxGSStJAQQpRmVlZWdOzYkYULF5KWlsby5ct5+eWX77hvXFIq4+dvwcotACt7gwRPiDvQWQI4YWbjzJz1h6jiZ6BOJa8y+m5V/kkKq1zZt4h5Oy7hUPclXm3sJhMTlzFSn0KIEpOcnEy7du0YO3bsXRNC77zzDgcPHpSEUAlQdDp0CpCaQvL9jMSzssRCAdV4hYR4482PZV1k+WfLOZkHkEdOjsRXCCFKux49ehRsz549+677/bjuIJY29pIQEuI+6C1tsHb2YuKSnf/K65fs6mO5xG2dQq/OY9iVe+NvJuLXT2TIoA8Yt+oiMh1k2SM9hYQQJeLChQu0a9eOU6dOAaDRaDAVmlXYw8OD2bNn06ZNGwlWCVEcDLjaKJiStzK2TRTzPGsxYG4P7O6yv8atHq0azeXIlvPM6T+G1F5NqOwC1yJPsWPZn+y7bMDf6xoX4lJISjICWgmyEEKUYq1atSrYXr9+PREREbet+glwPCIRxVISQkLcL3MbRxIjokjPysHaQl9m3pfp4nS6tR7Mds/36S/VXG5IUkgIUez+/vtvWrVqRVxcHAAODg4sWrSIrKws3nrrLZ555hm++eYbnJ2dJVgl2mKpxasjnuHE6K1ERJ/jeLyWUzEm6t5tf40rz331MVeHf8O8TQdZPOYAAIrOjqBWnRk7tDPeq0fSd8oF/tp6iuzm1ZHZbIQQovTav3//Tb9Pnz6dzz///OaLQJNKzOVruPj7SMBuopIT8TsXzl5+gHn0FHQ+rQms5JY/8EbNIP3CHhIiIsjMMqG19cIxuCGu7vYyW9MTTmduDipEJaYQ4luGEqpGI0aZvLrcUVSZslwIUYyOHz9OWFgYly5dAiAwMJDVq1cTEhLyQOXsi94oq48Vl7xMki9noFrb4Wiru4+GqEp2UhyRF1PI1dngGuCFwVpGGz9J9FoL6ni3kEAIUc7Fx8fj4eFx09/S0tKwtrb+5xrQZKLVkNm4BFRDb2krQfsnMlxb+wqrfzn6AMNltFg1n0nHbnVRY5ezf9YXnLt4lZuuthRr7GoPpFGPV3C2ktTQk0o1GYk7uZep7z1HFT/Xx3sBX4Krj5kuTOGZkEHs8hrEllNf0ViX/104PrYeNT/+i8DhOzk2vi5mag4pcdEkZppj8PHEQX+vz3I2yVGRxF41YuXuh5/Bqoh5bHJJiT7PxaQcdA5e+Ps6YXHPr8qDlC9uJbESQhSbM2fO0KJFi4KEUNWqVdm+ffsDJ4REMTOzxNHdGaf7SggBKJg7e1KxVmWqVvORhJAQQjyh3N3dWbx48U1/69OnjwTmPi+TzCu8SLXn3qJ64Z+2zbHVABo3PJq/efNjz71J5WqeKKkb2fvfTzh7MRPr6q/T4L35tPtkAc37vIWPq5Fr+yfwx4yfSZXJWUSpkcvWIdVwr/0xe3Lzh5F18HDBtfqHbMsttJuaytF579EyyAVn7yAqVvDBxTmIFu8v4ETGHYpVk9j73Zs0DzRg8KtEtdAqBLm54F3vVb7YFEPeTfumcOC7ATT1d8LZN4TQmqFUDnDB0asuL3+2lou5j1i+uPulgoRACFEc4uLiaN26NfHx8QBUq1aNzZs3YzDIHAVCCCHEv6Vr165MmDCBgwcPAvDzzz8zadIkvL29JThFUjCv8CLVK9zy5/TfSNq4mVTVHY8Wb1LZ9db59Ywkr3iHiGQV8xqf0uqtjhR0CPKtgXvlAHZ8NozI499x/ERH6le1kFCLUvF5d64aRptndrN+xQEuWfpTv81TuDlVwbng3qCJ+AW9aB4Tj656S7r190OXsJ+1vx9g89c9aZfuwKEZ7XG88Xk3xbPy7Ra8/N0JsuxCaNu/Ew399CQdXcviXxcwvP12Dvywmfk9AjHDyPkZL9H6rfWkGmrzf++2o4aHJVnRe1i2YCU/h3fk6LXN7P+iMZY8TPmiKBIfIcQjy8zM5PnnnyciIgKA4OBgNm7cKAkhIYQoTbJX0DeoD8uzHXh5/nGmttZLTMqJHTt2YGlZcCmFj48PMoNECTFFE/f3eUw44hPWlltHiCkOLQmq4czFrZe5fC4StWolmV9IPJCS+e6aUbX3VH4Km8Izaw6QZGhL+I+Fho/lf7hJicmmzcQ9/Px+LeyU/L8l/Nabei/O4eLimaz9sj3dHABUEpe+T78ZJ8jx6cLszXPoGXRjJspwPto0lFbPTWbJwHdoFbaKfh5HmPX1Jq5on2L0hh18Uv2f89Pw3uE0afQZh374H2vDG9PZ5iHK95Fe70WR6AghHlm/fv0KJrN0d3dn/fr1uLm5SWCEEKJUySE1KYmkpCuk5khCoDyxsLBgyZIlt527RQlQnPDuNJFGPYYT5HunxKtCwZQwJhOo0Zz5pjXLhv0fB0/l3Lyr6TTHJ7Zi2dDWbNkSc8uE12lEz3mWZcO6cOh0jsRdPBa6mu8yaeCNhFB+OsGtQ39e8NWiZp7lVOT1AVumCBZO+41Lqi3tRn9NjyDzm1IQLi1GM/4VD5SUjcyYfxqjKZmkqybARF7ezeMqrZ56lxlLf2Xtqk94+sZX6kHLl6orkvQUEkI8kq+++ooFCxYUNDqXL19+x+VuhRBC/Nutvtq88e33tDaaE1xDJ/EoZ1588UWcnJy4cuUKADNnzqRbt26ENWsmwSlOii12lVthd7fHsw8QdewKqmKLo58vimKBi68VmX+dIebYSWpVCi3oOaRe2U30uVgy8hRyju4np6kX5kqhcg5Hkqk+i8FPev2Jx0GDU536BN86YlJjwN2ggYsZpGVcT12m7WbLgRxUs1BqBqUTeX00QWEeISHoiOPYjr2kfNiB5k2cmLH4MJ+F1WRP164837YNrZvXo4KjgdrPdbr5yQ9avhqCk3TJu3vzQEIghHhYu3fvZtiwYQW/f//999SrV08CI4QQpZE2gOa9+tFcIlGuqKpKfHw8Fy5cYNy4cbzxxhsFj7Vs2ZIryckSpMdWGWlcWjWBs1dMaNw6E1wtfxU4h9Cm2K45Q9qJ3VwzhWKvAVDJPrWLZKMGRVExntvD5dyOeF3P/xjPbyU+DXR1muNmLqEtT0py9bGiabB3sLvDUKMbvd/UgpX2jPFRxOaokLuPMU2CGFNEqbqEWBJVZ/7vqx8ZFNmL/+45xbofxrDuhzEoOkcqNGrPi937MKBHc/wtH7J8Ezhp5bNzN5IUEkI8lNTUVLp3705eXn430bfeeotXX31VAiOEEEL8i9atW8fy5cu5cOECFy5cIDIykqysrLvuP6B/f/BpK4ErcVmkbPmQbevPYDILpkqPNzBc77Cn+ITh6fQjJ2N2kXC1H/ZOGiCDS8cPYzSrjXfIGaL/PkhCVB5eQWZAHleObicTa3xq1Uf6/YnHRdHc5+wzJiNGQLGsRufX2xBQREJG610XRwU0nh2YuOM8b279jSXLVvH7us3sOX2ZM1vmM37LAqbOGMbKTeN4xl55qPLF3UlSSAjxUN577z0uXLgAQK1atfjqq68kKEIIIcS/KCkpiWeffbbghs296PV6jhw5go0mCJeAahLAkqKmkbRhMFt+2Ummxhv/Xt9Qo6JNoSuyanhVc+HUlmPEnbpGxYYOkHeUuNNpKN5PE1JDT+yxPSSeuogaFIhiOk3s33Go5k3xqmwr8RWljsbFHVetAiYv2o34kn6u95mV0dgSFNaD4WE9GI6J9OhDbFz6LWNGzebAwcl8MnsAf74f8PDlizuHXUIghHhQv//+O7NnzwbA0tKS+fPnY24ufZeFEKJUy15BX28XXAwVeGe9TExbFllaWuLs7Fzwu1arxd/fn7CwMHr37s3o0aOZM2cO27ZtIzo6mszMTE6cPImDV7AEr6QY44he1IdNS3eQqQsmuP9sGtXzvuUiTI+hxtNYkMWl4wfJA9ToXSRcU7CpVB/ninWw1xi5euoAWSqo8duITTBhVqEZntZyMVzeqKpa8FPsFK7PaaXyKKUrjnWoH2KGmrOL5avj71BWLkcmPU+DsGfpNe0AmWcXMLBjGPW7Tues8Z9UhbV3bTq+P53v3qqEmZpHxLmL+T2EHrB8OeMVTXoKCSEeSGpqKq+//nrB7+PHj6dy5coSGCGEKPWurz6WbZLVx8ooKysrjh49yokTJ/D19cXb2xszs6Kb+0aTSQJXUjKPcmLGexz6OxFsG1DjzUlUq+Bwx121wWG4Wy8j4vROkvKewfLkHtJURwJDKqJ1NeHmrOFKxB4uZb2A099buWoyx7Xm0/9MPC1EMVD05ugVUFMSScyChx6bqK3Kq32bMHHgH/we/i4/NZlPrwr/3EDOOPI1g8etZs9VFwLe8cfCcJEru7axLzmOrzZ1YVpr54IJ1zFGs/9gHEZFT8UqgWgfonwZYlk0SQoJIR5IeHg4UVFRADRu3JiBAwdKUIQQ4olo9cnqY+WBwZ8d78gAACAASURBVGDAYDBIIP5tabs59N/3OBGRjtazMw3e/gQ/1yJWCTOvi3eINRcO7iEu+hI2J09jsmiKe4A5aENwr+TIye0HSYiIJeuvE5i0oXhXMyA5IVGcFCdffGw1mJIW0zv0BF/4tuazdWPxfOCSNAQOmMbE9S14e9Wv9K1Tm2U9uxIWZM21s1tYPHc1J69p8OkymQmdnVG0HRgx7GlWfbiV6Z3qcKr7K7St4YF5RjQHVs5l0c4U9CEDGdn9Ri+7Byxfqrbo5oGEQAhxv44dO8bUqVOB/HkIZsyYcdMKCEIIIUoxWX1MiMcj5zh/T3ufExEZ6Cq8TtO338HN5l7tJRvcatZDd2AL8YdXYn0hB41fAwyWAOa4VH4Ks+2bSNg/l9QLOWj8m+HlJDOBlEcluvqYRSuGfdGNfYMWcTziEHtidByIND5EUgjQhzBg6U58Jgxl5DfLWfnNp6zIfweYOVWlU/jnfDWyA75aAD1VBy9jnf4D3hu/iD9mjmXz9X0VS3dqvzSW8ZOG0txeecjyRVEkKSSEuG/vvfdeweSVgwYNokqVKhIUIYQQQogC2SSt+Yi/zqWheLzM0/eVEMq/kDWvHIZBv5m4P38kNVOLQ0hdLK8/VR/cAGezDcTv+JlUkxbHGk2R6YRE8dMT0nsex179lsTEa6g2Lrja61E+OkDOR3d5irYiH+7O4cM7FudHu09+pt3IVGJOnyEqORsze2+CK/lgf2smQnGi/ruz2f32NBLPnebCpQywdsGvQgXcre+SAH2Q8sVdSaiEEPdl1apVbN6cn7P39PTk448/lqAIIYQQQhSWtonjf5zBpIJyaTnbRq66y44arMP+R7sXav4z6bRtY7wDzYk9cZUcjTduIX7/DHuxq4e7l5b4iFxM2sp4V/eVITGi5OhscfUqxpXttLZ4VX4Kr/vZV2OFa3BNXINLqHxxG0kKCSHuyWg0MmzYsILfx44di42NjQRGCCGEEKIQ08W9XMrMH9Kj5mWQm3fXq1hyc2+Z5Fsx4FmjGpqT+1Gt6+DmW+hSTeOLW4g3SkQEuD+Dl4eMiSmvSmTVMVGuKap8qoQQ9zBnzhxee+01AEJDQzl06BAaTcmOY98XvZFcY7YEX4iHoNdaUMe7hQRC3Cx7BX2D+rA824GX5x9namu9xERgNJloNWQ2LgHV0FvaSkCEuA+qyUjcyb1Mfe85qvi5SkDEE016CgkhipSXl8fo0aMLfh83blyJJ4SEEEKUBFmSXgghhBA3k6SQEKJI8+fP59y5cwA0aNCADh06SFCEEOKJbPXJkvTidhpFg6W5DpMxT4IhxH0yGY0A2FqaP/bXLtHVx0T5bB5ICIQQd6OqKp9//nnB7+Hh4RIUIYR4UsmS9OKOF5hQ0duZqPQMwFECIsR9yMtKR6/T4W2wk2CIJ94TnRQymkxSg+LebWAZ6vTQVqxYwcmTJwGoU6cO7dq1k6AIIYQQZUyzWoFMX3kAvZ0bGjO5ZyxE0VTSr8QQVjPgpl47QjypSvV//eTUTI5dSCAy8SpRiSlEJaaQkpZFenYOGVm55BklKSTu40Ou1WBlocPaXI+9jQU+Bnt83OzxdXWgWoAbTraWEqS7mDhxYsH2hx9+KAERQgghyqDnGoaw+dAFzsacxMY9EDNzKwmKEHdgysslNeE8VloTAzs3+FeOQYaMieJWqlYfU1WVQ2fj2H40ksNnY4mIv4q1uRm+juZ42WnxsgEHc7A0A0utioWsxCjuQ7YJMvIUMvPgajbEpkF0qpGoK9mkZefh5+ZArWBPGlfzo1YFDzQayfgDHDp0iKeeegoAf39/zp49i1b7+L50svqYEA9PVh8Tdz4hyupj4u4ysnOZtmwPa/edQm9uiWJmkT+2TAgBqgqmHLIzMwkN8mBk9yYYHKwlLqJMKBU9heKupLJm9yk27DvDldRMantb0toLajxlR4C9Vs5HogRoUVU9EVeNHEnM5cjFSEbsPIGjrSUt6wTToUFFPJ3L9xjhadOmFWy/8847jzUhJIQQoiTI6mPi7qzMdQx9+Wm6NqvG3xGJRMQnS48EIQrxdLajsp+BSj6Gsn19ql7l8KKpfL/qABdTFWzcG9J/3BCauzzImzaRsGMei/ddxdD4VV6u68Q9n22KZetPSzmY5sEzr71ILTtJAjwu/2pPociEqyzYdIRNB89R2dWCFr4KT/vqsNXLHDDi8UvNMbEjKpdNkSrHE7NoUSuQ7i1r4ufmUO5ikZKSgqenJxkZGVhaWhITE4Oj4+OdfFJ6Cgnx8KSnkLgj4wU2z93EeaM5wa1f4RkfaW8JIcQTdwFfoquPZXNobFOafrKXtOtFK7ZdWRy7mC42D1JOHvtGVKPR5+cJ/ewwez+qwj1vL+fuYHClZ5gc05DJJ7fwfoCcox6Xf6WnUHJqJt+t2MOGg+ep723O5FY2VHSWSe3Ev8tWr6FtkDltg+D0FR2LT8TQ54vztKgVwOvP18fZrvyMr58/fz4ZGRkAvPTSS489ISSEEKIEyOpjQgghipK7n7mzDpCmOPDMR/OY3CMYfa4FvjJSrkx7rJkYk0llxc4TzFy9nyBHhW/a2hDkKMkgUfpUdNLySWNLLlTRM/1wDK+NX0Lf9nV5vnFIuVjNbNasWQXb/fv3lw+EEEIIIYQQZZ0pkfhEE+ifps8HHajlICEpDx5bRibpWgZj5mwiKv4Kb9U2p5mfXuYKEqVegKOWz8Os+DMyhx/W7ePPw+f4pGcLXOzLbq+h48ePc+DAAQAqVqxIo0aN5IMghBBCCCFEKVCys78YyctTAUus7rpAcy6p8THEp4GtmxfutrqHfKlMLsfEkmbuhrebzX0kJrJJjook9qoRK3c//AxW3PtWfR6pcdFc1bvj5Wxxy/65pESf52JSDjoHL/x9nbAop/mJx9LlYd/JaPp98QuWOdf4rp0Nzf0lISSeHIoCzfz1TG9vg3VuCv2//IV9J6PL7PtdsGBBwfZrr70mHwAhhCgrslfQ19sFF0MF3lmfI/EQQgiRzxTJt+09cPHqw4rs/PNFHy8XXAw+9Ft5fY7P3Fj+mNyXpgFOOHoGUDE4AE9HZ/yb9OGrP2LIu8+XUlOPsmDY81RxtsXVrwIBHi741O/Dt/uSuWO6S01i73dv0jzQgMGvEtVCqxDk5oJ3vVf5YtOtr2vk6IQwvD0q8NbKkyzsHYqnVwC+BmeCu87mnBFQUzjw3QCa+jvh7BtCaM1QKge44OhVl5c/W8vF3PJX/SXeU+i37cf5dvkeetcwp1MlC0kGiSeWrV4hvIkVy09n8/HMDbzZsT6dnq5S5t7n4sWLC7a7d+8uFS+EEGWGrD4mhBDiDhQr/Bu0oa3Debb/vI1I3KnZ+ml8tebUdNdAzgm+e7El76yKw2QbTIue7XjKXSH+4BqWbfqRIW02sm3aehb1D8G8qNfJPMDn7Vry8Y4UzDzr0bVHGP6aKHYsW8g77dbiZrrl3GSKZ+XbLXj5uxNk2YXQtn8nGvrpSTq6lsW/LmB4++0c+GEz83sEXk9sqOSmXSYhIY79k/sw/8+TZFnaYpWTgdHVHy+tkfPfvUTrt9aTaqjN/73bjhoelmRF72HZgpX8HN6Ro9c2s/+LxliWo+ovsaSQqsKP6w6y9I+/GPWMFbXcdfJlE0/+/0sFOlUyx99By+iVe7mSmknvtrXLTLLz0KFDnD17FoD69evj7+8vlS6EEGWm1VebN779ntZGc4JrSLtMCCGezOuRElh9TDHQLvxH2mUvpeuybURSj4Gz5/GiOYCRkxP7MXhVHAR0Z96GWXQL1F9/4ueEL+xLq54LWP5+b6Y02sawqndLMRg5OfUdRu9MwbzGIFZt/JLmLvkDl9TRuxjVvi2jd5pAX/DuSFz6Pv1mnCDHpwuzN8+hZ9CNlFM4H20aSqvnJrNk4Du0CltFv8IraqoZ7Ntyllbjd7JwSAMc085yPisAi7wjzPp6E1e0TzF6ww4+qV7wYgzvHU6TRp9x6If/sTa8MZ1tys9nqkSGj6kqfLtiNyu2HuXzFtaSEBJlTk03Mya0sGLV9qNMW7YLtYzccP31118Ltrt27SoVLYQQZcn11cf69e0hy9ELIYS4P7n7mDVjDxmKgZcmTuXlQH2hB80JfHkqk7u7oWTsY/qMndx1cHLeEeb9tJ8sxZNXJ4wuSAgBKPYNGfn1u1QpnE8yRbBw2m9cUm1pN/pregQV7oOkwaXFaMa/4oGSspEZ809jvOXlzKq8wYQPGuCsBY19BSq4acGUTNJVE2AiL8900/5WT73LjKW/snbVJzytL19VXCItgkWbj7B290k+b25FRSetfJFEmRTsZMaEFjZs2H+KBRsPl4n39NtvvxVsv/DCC1LJQgghhBBClGOm6N3sijSi2ITRsZUDtw2QUBxo+UIL7BUjMbt2ct54l3ISdrPrTB6K9dO0fvr2Ne71oe1p41cod5C2my0HclDNKlEzKJ3IiAgibvq5hEdICDryOLZjLyk33aTX4FC3wc1JJgBdTZo3cUKTe5jPwmrStn84//tlB2eTc0ExUPu5TrRuFIKhnCWFin342Lp9Z5iz7gDjmtng7yAJIVG2+dppGN3UiuEbD+FkZ0W7+hWf2PcSERHBsWPHAAgNDZWhY0IIIYQQQpQy6mMeomBMiCHeCBo3P3wt7ryP3scfDy2cSoglwQQhd0gDmOKiiTWBxuCF552SLlpfAn20EHX9deOjiM1RIXcfY5oEMaaIY9QlxJJogn/6o2hwdnXhtsNQnPm/r35kUGQv/rvnFOt+GMO6H8ag6Byp0Kg9L3bvw4AezfG3LF+fqWJNCp2JTmLyz9sZ1siaKgYz+caKciHExYwRjawYu3QHgZ5OVPJxeSLfx++//16w3aFDB6lYIYQoa7JX0DeoD8uzHXh5/nGmttZLTIQQQhTNpKKSP5fRXadRvZGo0mjRFrGPCtx1MlbFDJ2u0GMmI0ZAsaxG59fbEFBEfxOtd10cbynWTHfnfITGswMTd5znza2/sWTZKn5ft5k9py9zZst8xm9ZwNQZw1i5aRzP2JefFbKKLXOTnpXDf37cwHOVzGnkI3MIifKlvpeOzpX0jP5xI98NeQEbyyevob1u3bqC7Xbt2kmlCiFEmSOrjwkhhHgwWld3XLVwPiGKmOw7ZxByY6LyexMZ3HC5ywQ1GncvPDRw+lI0sdnArSkD0yXiL/0zz4/GxR1XrQImL9qN+JJ+rsWYpNHYEhTWg+FhPRiOifToQ2xc+i1jRs3mwMHJfDJ7AH++H0B5mX2v2N7n5J+34aDNpVeohXxzRLnUI9QSJ10uU5Zse+KO3Wg08scffwBgZ2dHw4YNpUKFEKKsub762Pff/5c+svqYEEI8kRRFKfh5LAkD3/rU89Sipm5h9da0O+yRzrY1f5KianB5qvZde/RoPBrRONgMNW0ba7fdXo4pegt/nsr753061qF+iBlqzi6Wr47n9lsZuRyZ9DwNwp6l17QDd5/guvA1z9kFDOwYRv2u0zlbMPeRBmvv2nR8fzrfvVUJMzWPiHMXMZajz1SxJIX2n4ph29GLDGlgiZksZiHKa1tbA0MaWLL9aCT7T8U8Uce+b98+rl27BkCTJk0wM5Phn0IIUebI6mNCCCEelL4BvXpVR6/GMW/oCNYlFl61y0Ti+pEM+Skak64SPXs1xfyuF0s1eK1fQ6zVOOYPD2dzUqE0T14kCz+cwNbMQn/TVuXVvk2wJZXfw9/lp7PZNxWXceRrBo9bzZ5t+8h28+d+bnVoDZZc2bWNfcsm89WmpJsTTcZo9h+Mw6joqVglkPI0O/IjX/nl5hn5+pftdK2sx9NWGhiifHO30dCligX/XbKdmcNfRG/2ZPw72bJlS8F2s2bNpCKFEEIIIYQQgI6aQ2bwn01t+XjbNJ6vuZ+uPTtRx0Mh/uBy5izaRWyePQ3DZ/JRffMiytES/Ob/+GxVGB9smkKH2kd4rVcHKltfYt/SWfx8xAwPVy3RV2/sryFwwDQmrm/B26t+pW+d2izr2ZWwIGuund3C4rmrOXlNg0+XyUzo7Mx99Zuy78CIYU+z6sOtTO9Uh1PdX6FtDQ/MM6I5sHIui3amoA8ZyMju3pSnzMYjJ4V+3XacvOxsulS1ke+LEECXKhZsikjjly3H6NaixhNxzDt27CjYbtq0qVSiEEIIIYQQpVDJrj6mQWdujjm6m5Mi1nUZ8ft2AkcNIXzGeuZP2M08AEWPoUYnRgz/jJFdq2Bzr8yMeTXe/20Lhk8H8+mMjcwYtRkVBXP3xrw1dxz+01syaHuh/fUhDFi6E58JQxn5zXJWfvMpKwBQMHOqSqfwz/lqZAd87/s+vJ6qg5exTv8B741fxB8zx7L5enmKpTu1XxrL+ElDaV6OJpkGUNRH+FRl5+TRbcwi+oSa0SpAVrAQ4oYNF3KYeSSXheHdsNCX/qFYrq6uXLp0CSsrK1JSUkrF8LF90RvJNWbLh0mIh6DXWlDHu4UEQgghhBDFKzeZiFPniE83w8k7gAAvex5mljpjegLnz0SSrBgIrhKA470KMaYSc/oMUcnZmNl7E1zJB/tHuWQxZZB47jQXLmWAtQt+FSrgbl0+Rz490pXfqt2n0CkmmvlJQkiIwpr56Zl3NJvVu0/xf02rlupjjYiI4NKlSwDUrl1b5hMSQgghhBBC3JnOEf9qdfB/xGK01m4E13R7gCfY4lX5KbyK631orHANrolrsFTpQ6fCTCaVxZsP82IlnUwuLcQtzDTQpbKen/84gslUupf93b9/f8F23bp1pfKEEEIIIYQopR736mOi7HvodM7BM7GkpOfQXIaNCXFHzf3NuZaexYHTpXslsoMHDxZs16lTRypOCCGEEEIIIcqJh04Krd93mobeOmz0kqEU4k6sdNDQx5x1+86U6uM8fPhwwXbNmjWl4oQQQgghhBCinHiopFB2Th7bjkbS3F8nERSiCC38zNj+VwSZ2bml9hiPHTsGgIWFBRUrVpRKE0IIIYQQopRSVbXgR4ji8FBJoWMRCZhMKrU8JCkkRFFquJkBKkcvJJTK40tLSyM6OhqAihUrotVqpdKEEEIIIYQQopx4qKTQwTNxVDaYoZcJpoUokk6rUNVVx6EzsaXy+M6cOVNwlyEkJEQqTAghhBBCCCHKkYdK6xw6FUUNg2SEhLgfoa5aDp2KLpXHdubMP/MdBQfLeoxCCCGEEEKUZrL6mChuD5zZMZpMnI1LJsRFho4JcT9CXMw4F59CntFU6o7t/PnzBdsVKlSQyhJCCCGEEEKIcuSBk0LxV9LIM6r42ElPISHuh7etBqPJRPyV1FJ3bJGRkQXbAQEBUllCCCGEEEIIUY48cGbnYsJVzM0UXKwkKSTE/XC21GCu0xCVmFLqji0qKqpg28fHRypLCCGEEEKIUqx8rj6mPvLzk/cv4pspX/PjtnhMj+1YVa7sW8jXU75mzo4ETKU0ug+c2YlNSsXDTocMYRTi/igKeNhqiU0qfT2FYmJiCrY9PT2lsoQQQgghhBClRC5xW6fQq/MYduU+SjkmEjdN5oNBgxm74gLGx3asJuLXT2TIoA8Yt+pi2UkKpWflYGMmH08hHoSNmUJaZk6pO674+HgAHB0dsbCwkIoSQgghhBBClAqmi9Pp1now845cfcSEioLO3gM/Pz+8HM1RSvWxPn4PnN7JyM7FQuaYFuKBWOoUMrNzS91xJSUlAWAwGKSShBBCCCGEKOUKrzpW5oeQGY0Yi+U9agh84zfOvPEkHOvj98BJoczsXCy18mUU4kFYm6mkZ5WunkKpqank5uYnqpycnKSShBBCCCGEEPnUHK4lRBF9KQcrjwD8XCyK6GGTS2p8DPFpYOvmhbvtffYiUbNJiY/lUpYlbt7u2D5s5xM1m6txMSRey0Fj5YKnlwtW2ocrp1iO5x5xTYmLJjHTHIOPJw76e/VbyiY5KpLYq0as3P3wM1hR3LM7P/iS9EYTOpljWogHYqal1C1Jf+3atYJtBwcHqSQhhBBCCCHKu9wYNk8ZQIsKLjh6VqBqaBUCXB3xbtiXqbuTbp7yOTeWPyb3pWmAE46eAVQMDsDT0Rn/Jn346o8Y8m7OJHB6Smu8PQJ4fdVl/vrxHZoFuuDkFUhwoCdOrpVoM3ghJzMActk6pBrutT9mT27+0KwOHi64Vv+QbYUGXxgTtjPt7TZUcbXHyTuISpUrE+znir1zMC3fnsnBlBtHa+Lc1Hb4uHvRcPSB68f1IMdTZMDu61hRUzk67z1aBrng7B1ExQo+uDgH0eL9BZy402uoSez97k2aBxow+FWiWmgVgtxc8K73Kl9sujW2j3itKp96IcqnwkkhW1tbCYgQQgghhBClXIkOGTNGMO+VpvRZGo3RvgrtX3+e+h4qF3csYcGGWQxsfYykjX/waT0ryDnBdy+25J1VcZhsg2nRsx1PuSvEH1zDsk0/MqTNRrZNW8+i/iGYXy8+Lz2JxIRY9k5+gV//3ItZjZZ0b+mO6eJu1m0+zvopPWmf5cLh/zXDuWoYbZ7ZzfoVB7hk6U/9Nk/h5lQF5+sdVNTkdQxs2pFvzxhxqtaW3j2q42GZS9LpHaxavZtN/xtA+yRbjizsipuikpd+hYSEBCxScwoSW/d/PK2wu2vQlHseK5iIX9CL5jHx6Kq3pFt/P3QJ+1n7+wE2f92TdukOHJrRHscbnYZM8ax8uwUvf3eCLLsQ2vbvREM/PUlH17L41wUMb7+dAz9sZn6PwGJJ6EhSSIhyKj09vWDbyspKAiKEEEIIIUS5pZKw6APe/yUak09X5vwxh1cC9dcf+4h+nzan2Zh9fPnRT/ReN4CMr/sxeFUcBHRn3oZZdCvY93PCF/alVc8FLH+/N1MabWNY1UJpBzWHw3+epsOUvSx6JxQbBcBIzM89aNB9IRELvmft+FZ07T2Vn8Km8MyaAyQZ2hL+41c0LhjOlcfRr4fx/ZlcnDt8x95l/Qgw++d9TNg6mAYtpnBy5VzWJnXhNZei3vZ9Ho/93Qowo+pdj9XIcQBMpMRk02biHn5+vxZ2Sv7fEn7rTb0X53Bx8UzWftmebg75x5+49H36zThBjk8XZm+eQ8+gG2m1cD7aNJRWz01mycB3aBW2in4+jz6MSwaCCVFOZWVlFWzLymNCCCGEEEKUY6YYfpm1hiuqDW0+nUz3giQPgA31BofTr/HTPONpIjFjH7Nm7CFDMfDSxKm8fNO+5gS+PJXJ3d1QMvYxfcZObp1ZVVfzXb5460YCBkCLV8detHPRoGac50zMPRaNVzPJdGvGq12781F4z0IJIQAFu4adaOGhRc1NIC7p3lN4PPLx3AddzXeZNPBGQghAg1uH/rzgq0XNPMupyOsDwkwRLJz2G5dUW9qN/poeBQmh/Oe4tBjN+Fc8UFI2MmP+aYzFUPXSU0iIcurGJNMAer1eAiKEEEIIIUQpV2Krj2XvZ+eBbFRdXVo3d7t9Umn7Z/nvtmcBMF2YwqBII4pNGB1bOdy+r+JAyxdaYD93PjG7dnLe2JSQgomfNTjXqUeFWyeC1rribtBAUhZZ2fd4X4ot9d+YTP1bVxPLvUbMmWMc2vUbh9NVII+8e06+UwzHw71fw6lOfYJvfQ2NIf81LmaQlnH9NdJ2s+VADqpZKDWD0omMiLitNI+QEHTEcWzHXlLUEJyURzs6SQoJUU6ZTP9kzTUa6TQohBBCCCFEub02uBJLXKaKYuaBt3vR1wbGhBjijaBx88P3LgMO9D7+eGjhVEIsCSZuSgrZOdjdPmRJ0WJmpgAqpvtcnycvcR9LZs5lxdYD/H3qLOejLpGRp/4zGbYOuGc+p/iOp6jXsL/Ta6CQn+NTuZHfM8ZHEZujQu4+xjQJYkwRpeoSYkk0gdMjrg4vSSEhyqnCdxa0Wq0ERAghhBBCiPLKZMIEoNxHtxNTfuJFUZS7L1N/41pDo+XWKw3lkW9Iq6TsGMOzHUezI8kIOju8gqvQuOOzVKtVj8ZN7NnQ51WmX7y/0pTHcIP8vl/DZMQIKJbV6Px6GwKKuEzTetf9Z3LqRyBJISHK7f/9f1LekhQSQgghhBCi9Cup1cc0jm4Y9ApqTgJxl0xw2wTGGZzZ+gdR5gGE2LnjqoXzCVHEZHPHrEJuTFR+byKDGy7FnXPJ2cPYvmPYcUVH5b4/sejLl6nuWOh6Jmcj668Px1KfsPrVuLjjqlXA5EW7EV/Sz1Up+deUr5UQ5VN2dnbBtpmZ5IeFEEIIIYQot6xqUa+6DiX3MH9uT749mZK1k69e6UiLpv1YaFaXep5a1NQtrN6adofC0tm25k9SVA0uT9UusrdLkRSu90RSbzoe4/k/+fN8Hpi3YOgX3W9OCAHGiAMcumwC1YjR+JjSQnc51gcuxrEO9UPMUHN2sXx1/B3KyuXIpOdpEPYsvaYduG0S74chSSEhyqnCS9JbWlpKQIQQQgghhCivNIF07dUMW1JYOSac9ZcKT6STzfHp41kUa8Kq4Ut0qtiIXr2qo1fjmDd0BOsSC+9rInH9SIb8FI1JV4mevZpi/pCHpOjN0SugpiSSmFXo79Y2WCugGmO5GHPLTNKZx5nxwRT25+Yfd1bO4wnf3Y71gWmr8mrfJtiSyu/h7/LT2eybHs448jWDx61mz7Z9ZLv5oyuGY5fuAUKUU2lp/2T1bWxsJCBCCCGEEEKUciW2+hgafHv/ly9XNuOt1d/S8amjdOv5HLXcTETtWMSsX45wzbYhn00aQJBGB0Nm8J9Nbfl42zSer7mfrj07UcdDIf7gcuYs2kVsnj0Nw2fyUX3zh3+vTr742GowJS2md+gJvvBtzWfrPqel13N0a/4JW9ceZnzH57n67kvUdYMr5/awcu58Nib6UMXvMn9HXSY+MQ+KJXXyMMc6Fs+HqIfAAdOYuL4Fb6/6lb51arOsZ1fCgqy5dnYLi+eu5uQ1DT5dJjOhszPFMbhMkkJClFMpKSkF/VO8agAAIABJREFU23Z2dhIQIYQQQgghyjNdJQYs3Y7bmEGMmLaGn8Zt40cAxRyPBv349psv6F/7+ggD67qM+H07gaOGED5jPfMn7GYegKLHUKMTI4Z/xsiuVbB5lKyFRSuGfdGNfYMWcTziEHtidByINNKykh/9flrGpf4DmLBqHZMHryX/pV0IfX4wS8d+QIUlzan7n7/Yvm43mR2alHzs7nKsng9Tlj6EAUt34jNhKCO/Wc7Kbz5lRf47xMypKp3CP+erkR3wLaZpYRX1AdOLExdvIyshgqGNrOVLI8R9mrQ7Ha2zH8O6NS01x/Txxx8zduxYAH755RdeeOGFUhWzfdEbyTVmy4dHiIdpS2gtqOPdQgIhhBBClDEl11PoFrnJXDh5lrhUsPcNIcTbFm0R+0acOkd8uhlO3gEEeNkXb9+c3FQSE6+h2vw/e/cdHUXZBXD4N1vSQ3ojhBB67x3pvSNSpIOAqAgqiBQ/UakiIkVBpElROgQFpCid0Lv0BAihpJBCCKRtduf7IxCJhBaSkHKfc3LOZnd25p37zuzO3H2LM6525o+1jlGJCwvg4tU7JJg54FWsOJ62r3kCnaeWNZ2MMdy67M+NqAR0dgUoVsILuwxu2iMthYTIo8LDw1Meu7i4ZL8vPBSpJCEy4IJRCCGEELlHpiaCHqd3wKdcNXxecNlCZatSKNPKYourp22adwyWrsWo5Fos+1TQU8uaTlpbPEtVxjMTiywDTQuRR4WGhqY8dnV1zXbl02okZy1Eus8fRc4fIYQQQgjxfJIUEiKPCgkJSXns5uaW/W5qJSkkhJw/QgghhBAiU8lVoxB5VFBQEJA885i9vX32u6mVlg5CpP/8kaSQEEIIkStl2ZhCIs+QlkJC5EEGgyGlpVDBggWzZRktdJZSUUKk+/yxkiAIIYQQQojnkqSQEHnQ9evXMZlMAPj4+GTLMlrqbaSihJDzRwghhBBCZCJpXy5EHuTv75/yuEiRInJTK0QuY6mzliAIIYQQuZB0GRMZTVoKCZEHXbhwIeVx8eLFs2UZrfS2UlFCpPf8McsnQRBCCCGEEM8lSSEh8qCLFy+mPC5RokS2LKO5zhILae0gxEuz1NtgpjWXQAghhBBCiOeS7mNC5EFnz55NeVymTJlsW047SyfiYx5IhQnxEuwtnCUIQgghRC6VmbOPGa9tZ/4f54lXQdEVokn/DpR55twvJoJ2LMD3n1hUtBRqOoAOD9+ghh3g15VHiDCluRNodOZY2TqRv2h5qlctgbPZf1cdxoFfV3IkSkfJNoNoUUQrlZ9JJCkkRB6jqmpKUsjZ2RkPD49sfXMbGhMklSbES7CzcJIgCCGEEOKlJZ37jTGfLCVKBTSu9CnUhMVtnjHOZ9Ip5g0dzMTzSYA5LRa8TfsyliiA8cZmvhk+ifNJz9uqgpl7bd6fvYypHX3QP3raFMSmb4Yz+aIl3b37S1IoE0lSSIg8xt/fn5iYGAAqVaqUrcvqYOmKVtFhVJOk4oR4AVqNDntLVwmEEEIIIV6NKZwta3dzv00bnpYWSjq5hnWXn32drljU5MMfBlH5P5kH1fCAO4En2LZiJbuu+TGrRwesdx9iYg1LiX0Wk6SQEHnMkSNHUh5XrVo1W5dVo2hxsvYg7P4NqTghXoCzVX40igwXKIQQQuRWWTH7mK5wGYqGnOfylrXsut+GtmlmhQwcW7OeANWN/G7h3A592sp8aNirL28+ZbjDESMHMrZxIyYe+4fZUzcwfE03HBWp5yy955IQCJG3HD58OOVxtWrVsn15Xa09pdKEeNHzxaaABEEIIYQQr0RxbkXnxrao4VtYt+t+2gslHmWt7xUo9iZvVdKnf1v5avDx4EaYKyr3jx7knwzpIGAg+uYl/jn9DxevRxL/vDyamsi9kCuc/+cCgeHxPHNxNYG7t69y+eJFAoLCiTW+YJHUBKKDrxFwLYQYQwaWPQNIUkiIPObgwYMpj2vVqpXty5vPwglrmV5biOeyMbPD1txBAiGEEEKIV6M40bJzE/Kp4fy5dhdppYUSD6/B95pCyU5dqKh/pY2hNzdLTkyYTJheZVVqNMd/fpd6hRxxKliS8hXLU8rHGQfParw9YStB/03GGG6xc8a7NC7qjEP+opQpXxofVwcK1OrPj4ciUiWHjKH7mT24OaVd7XAsUIQSpUpRzNsVO6diNBm8kBPRqZbm8oxmFPDwYdCmcM4s/pCGhZ1x9CxMscL5cXQtQfNhK7gY+wplz0DSfUyIPOT+/fucOnUKgMKFC+Pu7p4jyl3ArhiX7hyXChTimedJUQmCEEIIkctl5uxjj20FxxadaWLni++Wtey835Z2qbqQJXBwjS/XlTJ80akcutOvsKmka6xYuot4VcG6UjXKpDtDYeTqvK40+2A7MS5VeGtISyp4WBJ/8zC+yzeyemx7/rm3k2Pf1sESwBjIrz3q8c7amxjtStNqUDtqeKgE+a1h+V+LGNrsLBF/7+LL6laoUdsYWq89P/kbcSzbgn69yuFhaSDish+bNh9ix5x3aRVhy+kVXXB7WD1JDyIIC73NkekdWb/7CLoKTejexB1T0CG27TzP9hm9aRXvzKk5Tcn3smXPYJIUEiIP8fPzw2hMbuNYr169HFNuJys3rPS2xBpipBKFSIOV3hZHKzcJhBBCCCEyhOLQnM5N7Vi/bgvrdt6n3eNZoXg/Vm+4iab8QDqV0fHMn25N97h16SIXU005r5IUd5dg/yNsnv89c3fcRbUoxwejOuGa3vGEkk6zaNYOIrWVGfeXH1+U+3eDo/qNpW7tCZxcMIetY+vwpo1K6MrhfLzuJiavLizdtZQehR8t/zkDvmxEw/FHmfr5EvptG8jdWSOZ72/AqfXPHPEdgI/u3/2YsncYNRvP4OLGZWyN6Ewf58d2QE3k1O7LtJ5xhJUflsdGATBya3UvanZfQeDy+Wyd3JQu1i9T9oyva0kKCZGH7NixI+Vx/fr1c9LXEt4OJbkQdlQqUYg0eDuUBGRURiGEEEJk1OW3A807N8d+3Rq2rNvJ/XbtUmYhi9u/hj9ua6j4wVuU1PHMpJAau5khFTY/8zrfwqsRI39azPja1ukvrymKiLsmwERSUupOaFaVhzBvbWUinEpSyQww3WLdoj+JVG1o+eV0uhd+PGNlQ/VhYxmw81sC8psIS4zD6NaQnl3KUX5478cSQsllz1erA409fuBCSCjBESZw1qbatr7iEL794FFCCECLZ/u+tHRexfzIq/jfMkLRlyh7JpCkkBB5yF9//ZXyuFGjRjmq7A6WrjhauRMZGyIVKcRjnKzccZBp6IUQQog8IStmH3vEvllnWtivYdWWdey83+5hF7JY9q7+g9vaqnz0VjG0PLslv6LzoGLD8rhqAFQSo65w4vhVoo1gW7YnX00eTo+mFXAzf8XC6ivSqK4j81adYkKDihzu0oV2LZrTrFF1ijq4UKVth3+XjTvGgeMJqPpqNGvk9uTPanZtmLmvzb//vzedGu/9ZxnDPW75n+XkwQ2ceqACSSQ9MUi2Bqeq1Smq/c/TWlfcXTQQEU98gvpyZc8EMtC0EHlESEgIp08nd/gtUaIEBQsWzHH74ONQGo2ilcoU4tE1haLDx7GMBEIIIYQQGc+uKZ1bOEDEFtbueJj8ebCb1RtD0FfvTMciL3BdbtGALzZuZevWrWzduo2dhy9z/dQv9Clpzv1zK5k+bz9hpgwoq+LEW98v5pOaTmhiLrFtwXgGd3qD4m5uFG/QkzHzdhIYl7yoKfI2wXEqis6DAu4vlhJJCjvKislD6dayDuULu2FjZY9XmTq0HTCD/ZEPd+CJfJ2GfPb5nky6KFp0OgVQMZleruyZQZJCQuQRW7ZsSflloUWLFjlyH8x1lvg4lpbKFOIhH8fSmGktJBBCCCGEyAT5aNK5JY5EsHXdTmKA+7tWsynMjJpdOlIoXdkEDXZl+zD/9+9p7mjk5qaPaTNwDbczIDGkyd+a7/yucnHnUiYP7UK9Es6YJUXhv+c3Jg9qQvm6o9kTrf47y5nyIl3vVaL9xtGwdC16jPmBVTvOEmVZmDrt+/HJhLms27OC956RHFM0mowteyaQpJAQecTvv/+e8rh169Y5dj/cbAribJ1fKlTkeS7WnrjaeEkghBBCiDxEUZSUv6xg27gzrZwgYut6dsXEsHP1n4Sb16FrB69XSiboiw9iwcw3cVeSCFrxAQMXXsOYEQXW2FKkQS9GzVzFnouhRAQdY8P0/lSxV4g5MZ0vfgkEBzdczBRUQyjBd9LKRsXiv3czOw+fJyT6MBP7j8cvUk+p/r9yOjSSG+cOsm3tQqZ9PoiONZ1RY5OTNWoWlN2UCXUsSSEh8oDY2NiU8YTs7Oxo0KBBjt6fIo7lsNRbS8WKPMtSb0Nhp7ISCCGEEEJkLttGdG7tDBFbWb/pD9ZsicCibhfaF3jVVIIGz24z+e5NNzSmcLaO+YilQelPeRgDljO0fQNqdJlLgPHfbVgXqEL7j+fy8wcl0KlJBF4JwmhVierl9CiGU+zeH/VkMif+AN/3aE/jegNYdngXu68mgXljRnzbnXIOqVsFGQOPczLcBKoRo1HN/LJnQhVLUkiIPGDLli3ExsYC0KZNG/R6fY7eH61GRynX6ui15lK5Is8x01pQ2rU6WkXmihBCCCFEZrOhYafWuBDOxjH/Y1OkFQ26tsMjIxoqaTzp9v1kWjlpMIVvZvSwlenuRqZ1sSTy4D6O+k7n+x0RqRM9xpscOxGMUTGjeOnCaDWF6dK3IbZEs3H8WLanai2UwPm5k1l524RVra50KGGLtQKq8TZBt/4zknTceeYNn8ExQ/L74hOzoOyZUMNyRSlEHrBq1aqUx506dcoV+2Shs6KMa3X+CT2I0ZQklSzyBK1GR2m36pjrLCUYQgghRB6UlbOPPWLdsDNt3JawMDAQxbYtXdqkMWNXOmkK9mbG+BXs//AvQjd8xme+TVj2luvLr9+uNaNHvsGmz/Yyt0NVLnXvQYsKHpjH3uT4xmWsPBCNWcmhjOleAA0KBfvNZOrGhnyw+SfaV/6Hbr3bUsnNxA2/lSxad5p7trWYMO1dinmF0a3RF+zdeorJ7dtxd0hXqrlB5JXDbFz2G3+HeVHaO5xzN8IJCUsiXSmWlyp7xpOkkBC53P3799m8eTMAtra2OXaQ6bRYmeWjtGt1zocdkcSQyPV0Gj2lXKthpbeVYAghhBAiCy+669O5jTu/zA/GtklX2rhk5HhGWooMnMXYldUZvvcWK4eN4u0GC2lj97LrMaPMMF+2mQ3no8kr2bVwIjsBUFAs3anSdSKTp42gkd3DsutL8O7a/biN/4TRs/9kyaR9LAZQzPGoOYCffviWgVUsAW8GLPHlzsB3mbJpG9OHbU1eq5kz5dsNY+3E4RRd04hqX51h/7ZDxLVuwMv/dPeSZc9givqSqcbvVu0jPjSQEbVlPA8hXtS0Qw/QOnkzslu9LN/2kiVL6Nu3LwB9+vRh8eLFuS6+sYYYzoceJtGYIAebyJXMtBaUdqsuCSEhhBBC5AxqEomJSaho0Zvrn9/CxWggwWBEVRR0enN0r9IkxhRL2JXLXLsTC9bOeBctirv1M1ZoiOLaxQCCY8CuYElKFrBNo5uWSlxYABev3iHBzAGvYsXxtM2EzlwvW/YMIC2FhMjlfvnll5THvXv3zpX7aKW3pZx7HS6EHSHWcF8qXeSy49uGUq7SZUwIIYQQpJp17HV0JXvxguowM3+JdINWj7k2g8Y91VjhWqwirsVecHm9Az7lquHz7B3C0rUYlV54pVlU9ozYpJxWQuRe/v7+7NmzBwAvLy8aNmyYa/fVXGdJOY86uFh7SsWLXMPVpgDlPN6QhJAQQgghhMgU0lJIiFxswYIFKY/79euX6peF3Eir6CjmXJF8Fk4ERp7DqBrlIBA59lj2cSyNq42XBEMIIYQQQmQaSQoJkUslJCSwaNGi5BtMrZYBAwbkmX13s/HCwdKFa5HniYgNloNB5ChOVh74OJbGTGshwRBCCCFEKtm6y5jIkSQpJEQutXz5csLDwwFo3bo1Xl55q8WBmdaCEi6VuRt3h+t3L/Ig8Z4cFCJbszbLh7d9SewtXSQYQgghhBAiS0hSSIhcatq0aSmPP/744zwbB3tLF+wtXYiMC+Xm3QDuJ96Vg0NkK7bm9hSwK4aDpasEQwghhBBCZClJCgmRC23ZsoVz584BULFixVw9wPSLcrR0w9HSjZiEu9x5cJPwB7dJMhnkYBGv58tXo8fZOj+u1gWwMbeXgAghhBDiheSY2cdEzrkulRAIkftMnjw55fHw4cMlII+xNbfH1tyeQg6luRt/h+i4cKLjw2Uqe5HprPS22Fk4Y2fphL2FCxpFJgAVQgghhBCvlySFhMhldu/ezb59+wDw9vbm7bfflqCkQaNoUloPARiMCcQaYog13Cfe8ID4pFiMahJGU/KfivwSI55NQYNWo0Wr0aFVdFjorLDU22Cpt8ZKnw+91kyCJIQQQgghshVJCgmRy4wdOzbl8ahRo9Dp5DR/EXqtOXZac+wsnCUYQgghhBAiW8qaLmMqoLzS+6OOreLX/WHYVulC77ruSPvo7EvqRohcZPv27alaCb3zzjsSFCGEEEIIIcQLMBC8dwZ93xzPwVcaetNE2I7pDP9kGBP/uIZRAputSVJIiFzCZDIxcuTIlP//97//YWYm3VWEEEIIIYQQL3A/ETSXbs2G8evpu5gkHHmG9CsRIpdYsmQJp06dAqBkyZL069dPgiKEEEIIIUQukqmzjxmNGGVGszxHkkJC5AL37t1j9OjRKf9PnToVrVYrgRFCCCGEEEJkHDWBu8G3CLuXiMbKmfyezlhl6G1HAlE3rnP7rhErd2+8XaxerHuTmkB0yG3uxFviVsAdW71U1YuS7mNC5AJjx44lNDQUgGbNmtGmTRsJihBCCCGEEOIFGNj7aVncq/yPw4bkbmStPZxxLfcZ+x6OLWQM3c/swc0p7WqHY4EilChVimLertg5FaPJ4IWciH6xFkZx536iU6n8uOcvRccfTvPg0QtqBEd+fp9GhV1w8S5B2fKlKeLmTIHqPfl2xy2SUq3FyOUZzSjg4cOgTeGcWfwhDQs74+hZmGKF8+PoWoLmw1ZwMVZq9kVISyEhcrjjx4/z448/AmBmZsbMmTMlKEIIIYQQQuRCmTP7mIJTmQY0r3+I7X8c545lIWo0r4ybY2mcNKBGbWNovfb85G/EsWwL+vUqh4elgYjLfmzafIgdc96lVYQtp1d0we0Zk5bFX5hHt+ZD+SPYjrpfLWTRhxWwBjCFsHFwY97++QLx+UrSYmAHanmbEfHPVlatX86oVvs5vmAnv/UqnJLASHoQQVjobY5M78j63UfQVWhC9ybumIIOsW3nebbP6E2reGdOzWlKPjlsnkmSQkLkYAaDgXfeeQejMXlM/88++4ySJUtKYIQQQgghhBAvnBYo0+9HljSYQf0/jxPh0oKxi7+njh4giTOzRjLf34BT65854jsAn5QsgsqUvcOo2XgGFzcuY2tEZ/o4p50VSri0kO7NB/NHiCONv9nM+k+rYqskryNs7ccMmHeBRK/O/LJzKb2LmD9811g+3zGCpm2ns2bohzRtsIkBXo91dlITObX7Mq1nHGHlh+WxUQCM3Frdi5rdVxC4fD5bJzeli53U8LNI9zEhcrDx48dz5swZAIoXL87nn38uQRFCCCGEEEJkDDWOOLeG9OzSnc/H9n4sIQSgkK9WBxp7aFENoQRHpD1nWcLlX+jZ7H023Hah5ffb2TDiUUIIMAWyYvYG7qi2tBw3i14pCSEADc6NxzG5hwdK9N/M++3yE9Pb6ysO4dsPHiWEALR4tu9LS2cNauxV/G8ZpQ6fQ1oKCZFD+fn5MWnSpOSPS42GRYsWYWFhIYERQgghhBAil8rU2cfS3KAtNd6bTo33/vO84R63/M9y8uAGTj1QgSSSkp58e6L/Uno3X8iGIBPe7y9j1dCHXcYeuX+IPccTUXXlqVjkAdcDA59Yh0fJkugJ5qzfEaLVkjimhECDU9XqFP3vQNdaV9xdNBART3yCzKb2PJIUEiIHunv3Lj169EjpNvbpp59Sp04dCYwQQgghhBAiwyWFHWXNwmX8sfc45y4FcPXGHWKTVFJSLnrgifyLkaDf53JDo0FRTASt/YF1oxvS57EuYMaQG9xOVMFwlPF1izD+GWXQh94mzASOKUkgDfns8z3Z/UnRotMpgIrJJHX3PJIUEiKHUVWV3r17c/36dQCqVq3KhAkTJDBCCCGEEEKIjL77INpvPG3aj8Mvwgj6fHgWK02d9m0oW6k6dera8dc7PZkblPa7FTMfusxdSrsdb9P7t42MGLKMRuv7kJIXMhkxAoplWd4c1ByfZ0xvry1QDYf/DFmkaGREnFclSSEhcphx48axceNGAGxtbVm5ciV6vV4CI4QQQgghRC6XJV3GHpd4mIn9x+MXqadU/yWsnPo25Rwey9wk/s322OQyPVkyLQUGzOeXfm9g0XIaf+zszqqNI/hwaUN8+xZEA2ic3XHVKmDypOXoqQxwVaSSs5ik1YTIQZYvX87XX3+d8v/ixYspUqSIBEYIIYQQQgjxahRITsn82y3MeHU3u68mgXljRnzbPXVCCDAGHudkuAlUI0bjk2khcysrdIDi3plp33bAlTtsGvEhS64n9+tSHKpSo6QONfEgv28OSSOxZOD0tHbUbNCGvrOPkyi1lOEkKSREDrFjxw769euX8uvAF198QceOHSUwQgghhBBCiFemmJljpoAaHUZY/MPnrG2wVkA13ibo1n9Gko47z7zhMzhmAEgg/pkZGw2e3afzTWtnCN/MZx8u5roJ0JahZ/+62BLDlrFDWBKQkOpdsadnMWzSZg7vO0qCWyGkf0TGk6SQEDnA4cOHefPNN0lMTP6k7dKlS6oWQ0IIIYQQQojcT1GUlL8MX7djQbxsNZiiVtGvfGVq1h/FTqe2dGtkj8Zwisnt2zFs+mJWLF/M7PHv06JCTYbsc6S0tw7FFE5IWNKzN6ApSO+ZE2nmCOF/juTDX65jQkPhd2fzXRsPlFvr6V+1Cu2HjmP6zGl8PaQdVet/xq4oDV6dpjPlTSekc1nGy7IxhYy3T7No7w3iVVC0rjRqX53S5s96h8qNo3/ze0ACKhq8azShXWGzdGxZJeqCHytORWNbsg49KtlneCbMdOccy3Zc416qtm7JJ6pOb04+OwcKFy9G5YK2mGV4ZFXI4lNDfXCN9ZvOcfsFRnJX9AVo07EihTTp27ew03tYc/4BzhXq06W0zfP31BTJ/s0HORnrQN02tahonfM/Ng4fPkzz5s2JiYkBoGHDhixdujRTvgiEEEIIIYQQeZRFU0Z+242jn6zkfOBJDt/Sc/zGREYs8eXOwHeZsmkb04dtTb7PM3OmfLthrJ04nKJrGlHtqzPs33aIuNYNsHzGJrQ+/flh3GqqDt3BnyM/YFHjjQwoVJJ31x7Aa8oIxvzwOxt/+JI/Ht5T6xzL0GHsN3w/pjUFtVJFmUFRX3Kkqu9W7SM+NJARta1fakMJ+36g0PDdRKmAxo6e381hQV2Lp7/BeJWvuo3im2tGQE+z/83j9/b50pH+MHF5yRiq/HiFgj0ncOqjEhne5MxwchFl3ttM0LOSJIoO55K1GfFJHz6sZM+rH89GQk5u4X/L4xg4uTM1snDIcNPtTTTp9AsHDC9wgNnUZ+22obQ2S98+Hpv9MQ0Wh1Lu/e/Z/06B58ct6SKfvfUFs+6UYOra8QzJnz0SJ9MOPUDr5M3IbvVe6n1///03HTt2TEkI1axZk7/++gsbGxv59BJCCCGEECKv3cA/9sNwpg06bYghLOweqo0zrnbmKeMMxYUFcPHqHRLMHPAqVhxP20zI0hhjuHXZnxtRCejsClCshBd2Mj1Wpno94TXdY9vOs9yvW5Wn3domXTqAb5AxI04b9DYOFPRwIX8+faa2qVEsfOjaoxpFNSlnKYkJsYQFX+fgkQtcvrCXUR/6c3b81/zcyOmVWiyZQrbR68PFHHBuQ//XdfRo3WndrR6VnpUKNitEcTmJ02XBggV88MEHGAzJ2beaNWuydetWSQgJIYQQQgiRR2XJ7GN6W1w9bZ+4r7Z0LUYl12KZfI9pi2epynhKVWeZLL9d13l6USTiJv4HDrIntiqtrdJaysiJvw9zRbXHw/EewZGvskUFn7dGcu6tzN83xdyHt/t3pUUaTZFM9wKY/dUURu8P5reJc6hR8n8MeJVWLCYTxqyejvCJE9adNr260M9RujFlpPj4eD766CPmzZuX8lyTJk3w9fWVhJAQQgghhBBCiAyT5QNNK/aVeauaJerdk/gej097IUMA63eHQMEavFniOU3SVAN374TiH3iLKyH3iDWls2CqgejwMK7cvktMUiYEOl9RhkwYzhAfHeq9M3z761liM3N/MnpdGc5ITEQYATfCCI19hRZhpkQiQkK4HhnPi1WbgajQ25wPuElgVAKmFy1reBg3ow1kdghPnjxJ1apVUyWE+vbty+bNmyUhJIQQQgghhBAiQ2V9xx7FluZNyjN7/2G27ki7C1ni2QP8fkuhRL/aVLi8M+3b9MgLzJ+/hrl/n+dStIHkRjMKOhs36rboyKTBjahkowAqV1dPpOnC63h2HsXOAUXQYcJ/xQSaLwmm5edTeC96NcPn7WJ/SDwmVUFn60GDtl2Z9v4blLDIwH23KsHw3pVY+PVRbu7y4+DH5Whs9rL7Y2T/zOG8/UcY0UnJ3cg6tNiN3rkRq37tTR3dy6zrNUiKZM/qFYxbeYBDIfEYVVA0lniVr8XgQd0YXNXxhQ5KNfY6qxYu55v1J7h034Sq6HErXZfPh9UgzfZTagxHfVfwvyV72R8cl7xdxQy3UjUZ8mEvPqr2+HZNnF3yFe1WRNDm8zHU2fmbiOW1AAAgAElEQVQtgzff5D7m+DQewOaJjSicwenUu3fv8uWXXzJnzhySkpLTW3q9nqlTp/LRRx/JJ5UQQgghhBAia8YUEnnKaxjtRcGhVi0a2Rzm9wMH2R1blTapupAZOLzjMEGKF6MbF0R3OY37+3unGDbwG+bdMOFQpBK9WxXEw9xIRNBF/tx/mV1rf6J9tCXHJtbGVVFJirtPWORdLB4kpSQMkuJiuBMZybEV39LieAC6YuXpWsMeNeQy24/e5O8Vs2ifaMuRkRXIl4H77lS9ElX0R9kV5c/B6yYaF9O85P6AY+GyNK18mb/3XiHcwpVqtQrjms8LRw0vva4sZbjJgpFf8/H+KExWHjRsXYlKTgohF0/wx9FdjBpyBr+RY1nWwZNnTkyXcIWpQ7/mq9Ox6FyK0qlVWbw14RzYtY+Ph57E9b8fjqa7bP72S3qtv0W8tSfNOlSnhoeOyICTrNm1j/99dIGT//uaxa3cHp4QKoa4e4RFRnFi+WxWHr9FvLklVoYEjA6u5M/AhNCdO3eYM2cOM2fOJCoqKuX5EiVK8Ouvv1K1alX5lBJCCCGEEEIIkSleyxDASr6KdKxhxYadJ/A9Fk+beo81x0m8yNrdEWiKNaVjYS0nn3i3kbOrlrHoRhKOb7yH39QmFErpYaYy8eRi6r2/iUv79rA9uhY97Z9REDWJ08eDaTlsCsu6eJPceMbE7b9nUvfz/Vzf+jfbB1egUwb22lHs3fGxUdgVFc61ECMUU19yf7SUbjuAhVU20cTvCpH2lfj8y77U0iXH5p+XWtcrZoWM4ezdvJ0kq7Rf1jqXpHM9b2wfxvXSqjl8tj8K8tfll9mD6er56PDrybVtc2j15T42TvuRH8pP4NPCT+s2aOLS6gVMOhOLebE2+M7pQ4OH+6EOusTEjyYw8YzKv1PMqdzZuYj3fG+R6FaL+T8NpUeBRy92YdTRJbT6ZBPrvltA4ypj6Of2WEzUBI6dCKbx4Eks61Uc+9gQriW68qqNx4KDg9mxYwcbNmxg48aNJCYmprym1+sZPnw4X375JRYWFvIJJYQQQgghhBAi07yeeaEUG5o2roj9zgNs2/kP9+tVS+lCFnfqIJvuKFToVJMSWp5MCqmJxDuWpVuTgpTr2eCxpAeAQr5y1Wno/CcXI+4SHK2C/bOLoi/eikmdHyWEADTkr9eI5vZ+LLoXSsAdE9hkYNMQxQJbSwUiE3gQZwI16SX35xmJnJeOzasmhW6yYtY8VjzlZbMKfWlY92FSKCmAJev9iVXy0e3jAXTxfPzQ0+PTbABTD56hy+YA5vteYujw0qQ5i70xkBWbrhCvOPDOkG4pCaHkw6oEn33akvX91nH+0ZOmO6xafYRw1ZJWg/rTvYA+VUycqnVjfEs/Ovx+moVbbtO7r2eqae91Ps2Z2LM4jhrAxp0i6QjTlgMnWTBzBSowZ5SBO3fukJCQgMn07whFGo2Grl278vXXX1OsWDH5ZBJCCCGEEEI8ecsnXcZEBnttk4Xb16xNM5sDrDlwiN2x1R52IUtg/19HCdYW5cPGHmiJSyOpYkm1t/pR7b+ziSXFcftGEKfOHOF0nAoYSXru+MUKjqWKUuS/OR9tPtwdNBCdSEJiRp90SRiMgKJBp9OAYp5x+5OhsXkBWlead6pDuac0aNF6FMXuYc7GFHaZQyEmFMsytKluzRPpKMWaRg3LY/fnXm6fucQ1U2lKpJGLM0Ve5tANI4pFKZpUfLKTmVmxKjT18OV86MMn4i6z72ISqtabCgUSCAoOe+I97t6e6Ini3Bl/olVP/p1MTcGudHFKaV8tTAE3QlFNyQHXaDS4ubkBpCSGWrduzciRIylevLh8IgkhhBBCCCGEyDKvLSmETQU61rZhzfYTrD8aR5v6lhB3jrX7otCXaUcHz2e3zkmKDGDdH3vYfOIK56+HcC30HrFG9d9BhnXAc/M5GvLZWj05BZuiQasFUDFl9HRTiQ9b6Sj5cHPQZPD+ZPy6nkmbnw7v9HihKemNEZGEGkHj6ELBpwwYZObmgrsGLkdGEmYi7aRQeATBJtA4OJJfn1aVOuPjpoHQR9sN57ZBhaQAJg38gEnPKKM+Ioo7Ko8lhTQ4OdryijkhTGraB5G5eXIg9uzZg7m5OYMHD6ZMmTLyqSSEEEIIIYQQIku8vqQQljRqXAmH7fvYvvMfYupXRznmx59ROqr3q4n3U3NCKtGn1/Lm8NUcjDaBzor8XgWoVb8KZUoUo1YlK3aMm8n8kBcrhaLJ2tGWDQH+nE5QUfReVCikyeD9ydjYZCg1OSn1+Gj5aRT/UaU8PRHzcD08bT2KFr3usddMJkyAYl6Q9h0r/qdLXWpa16I4/PcE0Wlfede7NqnFkRB4EG8gPiKIwMDAVK8bjUa2bNnCli1baNOmDaNGjcLT01M+nYQQQgghhBCpb3dy5exjKlHHVvHr/jBsq3Shd113NFLVWUb3OjduW702Lez2seLgYfbEloO/TxChL0nnBs5PPwgM/kwZv4aD97SUbD+EZUPfoGy+x5Y2nOHveDVVjiH7SMBv62GumxSsKlajsZ0ChssZtz/ZODZaB3tctHAtMpzbiYBlGsW/E06oCTQO9jg95QDQODnhrgH/qIjk9fz3CFajCYl6bKwee3tcNAqojjTv2/uFWjVlNHdnByrXrI/WyZuR3epx5MgRxowZw5UrV55YdtOmTezYsYMRI0bQp08fNBr5OBRCCCGEEELkZibCdkxn+KjjeH9ajR6SFMpSrzfWVuV4q04+iD7Jhn1HWXcgBotKdWj7jLnSjbfOsfeWEfTlGTa0buqkB2AMvsLpuyqoJkym7JUWivlnPWM23sGosafdW7XIr3mF/VF4OC7Pv93CsnNsNO7FqeasQY09z5aT8WkskYCf3zmiVQWnkoUp9LSkkHMJantpUeMusP3Uk+sxhZ5n7/V/k0JKviJUK6RBNVxmo9/dNJJhRs78Opm6gyYxYM0VErMgFtWrV2fjxo106NAh1fOPupPFxcUxbtw4evbsSWhoqHxKCSGEEEIIIXIxBb2dB97e3ng6mKNIQLL2Xv31bt6C+o2r4Mw9/py9gi33zKnXtBruzzgKFEsLrBRQTZEEhf1nrJaEmyycsYnjSQAG4g3ZIcRGYkKvsum32TT7eB0n4sG1bg++qm+L8gr7o+j0mCmg3o8mLDEHxEZfnF5tvTFTo1gx81f+inw8PaNy59BvjNoUgUnnSc82pTF/2nq0hejZoTjWahQrf1zJ7ujH1mO8w6pZvuxPeOw5TUG6ty+NLXFsm7uAX2+k3vFY/8189stxjp4KINHRFX0WhcPS0pLvv/+egQMHpjyXmJhIzZo1U/4/ePAgbdq04dixY/JJJYQQQgghhEBV1ZS/3JSWKPzeBvwDr7B7TOXX250pD3rt8bauWotWjrtYHByGYlWVTm/YPTMzqHGpSteqK9h/MJCpwycT3bUOVRwh6qY/m//cy84oJ0p5xHA+NIaQSBOgzboTNGYvPZodShXUpMR4YhNND8fB0eJRqzurvmyQMmZSevdHsXOmgJWCKdqPd9++yTT3inw9q3m2jQ1oqdDzPf53dDxfndzKWz2u8Fbr6lRxVgi9eIRft18m2GhFjQEfMLKs/pkfGEXfepev9o1l5NFNdOgVSM82VShpGc3xHTtZ66/F3VHDrZhHyyv4vDmQbw59xUf7DzOo9wh+b12HegXMuXfjHGv/PM6lBxoKNO7HxIa2WZqVVhSF0aNHk5CQwNKlS1FVlTNnzjB+/Hi+//57oqKiCA8Pp3v37nz77bdPtCwSQgghhBBCiNdOTeBu8C3C7iWisXImv6czVs+91UwiJvgmd83c8XSyeIHWKgZiQm4Rch9s3Txxt82Mn/MNRN+8SlBEInp7TwoVdMQiDzRbev1d9SzK8NYbDmhQyFe9Dq0cnhN1jQv9vhrJ2Hru6ENOMWv6j/T54kc+WXSQ0OJtWbHkG5Z2KIS5EseBQ5fTmtQ+884FUxIP7scS/ejvQRzxqhlOHt7UbdyKSVOmcmJGB6rbKq++P2YV+HRoXUpbQ0zwNY7+c5YToU7ZNjYAWBbls5kTWdKrEt7xV1i55Fc+nbaMqX9eweBTnc8mTGLzgBLYPu/EMyvIkO/Gs7BHefJHn2Xh/MV8OmsD60PyM+jrYXxc5D+Htd6T/lMmse7dWpTTB7N51Uo+m7aECauPE6Dxot2AkewYVxev13A2KIrC2LFjadSoEQCxsbEsW7YMX19fKlasmPzRZDDwySefMH/+fPnCEUIIIYQQQmSwJE5Nro93AW9qfHEwzSE11Lu+DCzlhVeJPqy6k9xKyRi6n9mDm1Pa1Q7HAkUoUaoUxbxdsXMqRpPBCznxeK8OjPwzpQEFPIrywcaLrOhXnvyePhR0caJYl0XsmtUSL3dPao07TlKqPM1tdk3vTz0fRxzy+1C8mA/5HZwoVPcdvt91K/WyJHFyfC3cnD1oPP0Sxid28whfVHHD2aMFs6891rNGjeb4z+9Sr5AjTgVLUr5ieUr5OOPgWY23J2wlyJC7a19RX7Ld2Xer9hEfGsiI2tavuegqcZEhXLp1j0S9NQUK5ie/VU4ejiqd+5MUx52oOFRLW1xs9CnjDGX72CTd5/r1UELjNDi4uVHIxSpdXbeMcXe5duMOUYodRX1ccXhe2zdTHLevB3MzxoDWxomi3s7YZUGDqWmHHqQMNJ2WmJgY2rZty/Xr1wHo3bs3Y8aMYdSoUWzYsCFluREjRvDBBx/I95YQQgghhBB5UGbNPpZ0+ksqVx3H+fwfsP3SbBpZpL5XvbOsA0X7bERpv5SA9T1xuruND2u25yd/I45lW9C+STk8LA1EXPZj0+ZD3IxTcOu6gtMruuCmACRx4ouK1Jh4jUoNKnBp9yFiLW0wS4zFZdA2/vAaQ9VRx/H+dB/np9ZKvjdMvMDPnZrw4aZgTLbFaPxmSyq7K4Sc+BPfHf7EaAvQfvZ2Vg4s+XD4kSSOji5L7W+uUn7CKY58Xjp13xiDH8NK1Gf6zWpMPb+fT4tqASNXf25NtQ+2E+NShTe7tqSChyXxNw/ju3wj5+7qKPXpTo59WyetuZJyhRzcXU/B0tGDio4eueX0Tt/+6CxxcbHMebHR2eBdxAbvV1yN1tKeosXtX/wNGkvy+xQmfzYLh62tLT/88ANvvvkmRqORpUuX0qpVK6ZNm4azszMLFiwAYOrUqej1+lRjEQkhhBBCCCHEK92ele1Br6pTGHnEl+W7vqVRy8cagajBbPhtBzGKMz36tMNZSeLMrJHM9zfg1PpnjvgOwCcls6AyZe8wajaewcWNy9ga0Zk+zo91BVFjObongKaTD7Di05o43A/ganxBjIv/WyIjF2cNYNimYPDpzq9/LaJbYbOHr33D2BX9adp7Ob9/3I8Ztfcxskw6UxtJp1k0aweR2sqM+8uPL8qZpbw0qt9Y6taewMkFc9g6tg5v2uTOupeZ3oTIJsqVK8dHH33074fQqFEYDAbGjBnD4MGDU56fNGkSa9askYAJIYQQQgghMoa2KG/3fgNLNZQ/VvzNvcdeMgWtY/meWDT5O9K7WT5Q44hza0jPLt35fGzvxxJCAAr5anWgsYcW1RBKcITpiU3pSr/HlOE1cdKCxq4oRd3S6LphOMqieYeJVVzo+t2PvF3Y7LEXzSn89o9M7+6GEnuUufMOpH8WaVMUEXdNgImkpNRltao8hHlr17N10xe8YZZ7q16SQkJkI++//z4lS5YEIDAwkJ9//hlFURg+fHiq1kGjR4/Gz89PAiaEEEIIIUQeknmzj2ko0KkPTW1VIjYvZ1vUo/UbubJ6OQcSNBTu2pv6VoBiS433prNo5TI+rvZYtsRwj1vnD7Bp6QZOPVCBJJKSntyOfbWalH5Owx7TzUMcvG5EsWlA+6b2T04IpNjTpGNj7BQjtw4e4Koxnbutr0ijuo5oDKeY0KAiLQaOZc46PwKiDKC4UKVtB5rVLomLJIWEEFlBp9MxYcKElP9/+uknQkJCUmYq69SpU/JHs9HI+++/z5UrVyRoQgghhBBCiFemuLSjT1sniNrG8s0RyTNoGy+wasVxErVl6N6rOo/nRpLCjrJi8lC6taxD+cJu2FjZ41WmDm0HzGB/5MNWN0/krjQ4uTo/dx5sY+gtQoygcfOmoEXay5h5FcJDC6bQ24Sa0rvTTrz1/WI+qemEJuYS2xaMZ3CnNyju5kbxBj0ZM28ngXG5u94lKSRENlOlShXeeustAOLj45k+fXry55WiMGnSJOrUqQMkD049aNAgHjx4IEETQgghhBBCvCI7mvfuSH7NPf5e/juhKiSdWsmKf5Iwr9qTHmUfNe9RifYbR8PStegx5gdW7ThLlGVh6rTvxycT5rJuzwreK/L0tI9O/wLj/5hU1If3QE+dnPpRaymNlhebO0glrfZVmvyt+c7vKhd3LmXy0C7UK+GMWVIU/nt+Y/KgJpSvO5o90WqurXVJCgmRDY0YMQILi+SU+Nq1a7l8+TIAer2e2bNnU7BgQQCuXLnCqFGjMqH5qBBCCCGEECK7URQl5S8zWDXoTRcfDQ/2rOaP4ASOrlzNJaMlb/R+m5Q8T+JhJvYfj1+knlL9f+V0aCQ3zh1k29qFTPt8EB1rOqPGJt+fpPcuRevqjqsWjKE3uJWQ9jKGWzeSWxO5uOGseRSf5AdGYxr9ydT7xMQ8pUQaW4o06MWomavYczGUiKBjbJjenyr2CjEnpvPFL4GYcukxJUkhIbIhNzc3+vfvD4DJZGLGjBkpr9nZ2TF37tyUpNGmTZtYvXq1BE0IIYQQQgjxasxq0Lt7abRx+/HdsJFV669ism1Kn04FUpIHxqu72X01CcwbM+Lb7pRzSN1Oxxh4nJPhJlCNGI3pSwtpCtagen4tasweNu+9n8YSD9j3526iVQ3OlavgowVQsLA0R8HE3YioJ5I4xisnOBWd+lljwHKGtm9AjS5zCUjJI2mwLlCF9h/P5ecPSqBTkwi8EoQxl1a5JIWEyKYGDRpEvnz5ANiyZQuXLl1Kea1UqVJ8/fXXKf+PGzeO69evS9CEEEIIIYQQr0BH2Z69qGoWx+5vPmXVdRWnNr1p5/JvyyTF2gZrBVTjbYJu/Wck6bjzzBs+g2MGgATi0zstmFlN+vYth5kazK8jRrMt7PFkjomw7WP4dMlNTPoS9O5bD3MAtBQoWhgLxcjNP1eyO+qxhFTcRRaN/pGThtSb0bpYEnlwH0d9p/P9jojULZuMNzl2IhijYkbx0oVfsItaziNJISGyKVtb25TWQgBz5sxJ9Xrnzp1p3bo1ALGxsXz66aeYTCYJnBBCCCGEELlU5s0+9i9tkbfpXdeShBvXCVE9eLN3c+weTyJ4tqVbI3s0hlNMbt+OYdMXs2L5YmaPf58WFWoyZJ8jpb11KKZwQsKS0lkKPRU/ncdXbzhgODebdhXr0GvUFGbO/JbRfepSqe0P/JNoR83PF/J5DfOUd9k170PH/FqMAXPpUKUJ/Ub8jzEf96RB6aq8v78IdcvpU2/GrjWjR75BPtNl5naoSpMB/2PqD7OZNWU0feq/wdBt0ZiVfJcx3Qvk2uSJJIWEyMb69OmDlZUVkNxNLCgoKOU1RVGYMGECbm5uABw7doxly5ZJ0IQQQgghhBCvkCUoQKc+TcmngNanC30aWv/ndW8GLPFlXLui6K9vY/qwfnTv0Y8hE9YSUmEYa48cYsXAiphrYti/7RDpnrzLuhqjt+xn+YiWFIo9xm9TRvHxxyP5ZtkxDKU7MHq5H9vH1sL2seGVFMe2zPpjDu9Ud8MYuJPF301k8qw1XHDpyk9/r2VwKTO0Wi3/Dl9tRplhvmyb0Zfq9iHsWjiRz4Z+yEejprDshInyXSey6e/vaGSn5NrqVtSXTDF+t2of8aGBjKhtLSeLEC9o2qEHaJ28Gdmt3ku/95tvvuHnn38GkpNEX331VarXd+7cmdKiyMrKih07duDu7i5BF0LkGCaTSpK0dBQihU6jQaPJeTcgqqpiMMq5LMQjWo2CVpOb22GoxIUFcPHqHRLMHPAqVhxP20zqZGWIIvDSFUIe6HAs4IOPpx36Z77ByL0bF7h0KxZzt2KU8nF4zvKAKZawK5e5dicWrJ3xLloUd+vc345GkkJCZIFXSQqFhobyxhtvkJSUhKWlJQcPHsTOzi7VMkOGDGHTpk0AtGzZ8omuZkIIkd0YTSbW7TnH3jOBBNyKIDHJKEER4iG9TktRT0feKOtN5wbl0Gmz702JqsL2Y/5sPXIZ/5sRxCYYpAKFeEir0eDj4UCV4vnp3awSlub6V17n47OOyQzEIiPoJARCZG9ubm60bdsWX19f4uLiWLNmDQMGDEi1zBdffMHu3bu5f/8+W7Zs4cCBA9SuXVuCJ4TIlmJiExgxbxs378Rgbu+ObX5nFK30aBci5UbPZCQkMY7lu86x83QgU99tjr2NRbYrZ5LRxJeLd3DcPxhrR3cs3Ipgpc3jtxfxl7l55ARxL9JgSleI/LVrYhV5iKtnAzFZlaFgtXKYp6eRmHqfu//8TcQ9FY1jFbxLF3z6OCFqFBFH/yIyVott2TdxfzSXd8w/XD9xjsQ08wwKaPXozO2wcCmKY0FvzLVyrj6XSSUyMY6txwPZfSqQbwc1x8vVTuIishVJCgmRA/Tt2xdfX18Ali1bxjvvvIPmsaaorq6ufPLJJ4wfPx6ACRMmsHHjRrRa+bYWQmQ/3605wK3IBOy8y6Fo5FJEiDRZ22Nh50rIrctMWbmPSf2bomSzHmW/bDvJyavhOBQqj1ZnJnUGqA/OEbBhBndeZGxdy3bYN2yKXfhf/OO7mST3gbjXrY1tOnLk6t2tnF02heAEFcWmFZYTv6Wg1VMOGFMQoTtmci7EgkLu3SnolVx3athRLvnOI/q5CS0FjV1Finf/hkqVC8ggtc89l/OBvSsxIVf4aslOfh7WPlu3/hN5j1yJCZEDlC9fnkqVKnHy5EmCgoLYv38/9eql7orWu3dvVqxYQUBAABcuXMDX15dOnTpJ8IQQ2cqloDvsPxOIa9EKkhAS4nm33hotNu6FOXrxFGevhVCucPYZM/Du/ThW7jiNU8HSkhBKi8YLz6ZtcXxGaBR9iXQlgJ5k4v6RDYQm6rF2sic2chcBR8Pwqu9GuvKI+gqU6NYFx//8tqga40gIP0/wkT8JCT/JxQVD0I1YQQUfC6nv557MCtZuPgRfO83fJ67QolqxdK9KuoyJjCZXY0LkED179uTkyZMA/Pbbb08khXQ6HaNGjUrpWjZt2jTatm2Lubm5BE8IkW2cux6GuaUlWr3cRAjxIrR6c8wtrTkbGJatkkIXgu6gaDSYWeWTSkqLpiAFmn9AUdvnp2VeeWhuUwCBh/7BpC1HsXZlCVjyG6H7NnCv7iDs0pN00njiVqsDXk+5UyzdohOnv3+Hs4H+XNq6k1LvtcJMkSp/blg1Wsys7TgfGPZKSSEhMvzYlBAIkTO0atUqZYDpHTt2EB4e/sQyjRo1olq1agCEhISwfPlyCZwQIlsJCo1G0UlCSIiXoegsCAyJylZluh5yNzm5K8mA18507Xeu3TKi8aiLZ7WWeDlrMN3YwJWriZmzQcvylGxYA62ikhR4irsy4dwLU7XmXA+9K4EQ2Yq0FBIih7CwsKB9+/YsXboUo9HI+vXreffdd1NfNCoKn332GZ07dwZg7ty5dO/eXVoLpf8yC0yJoBqSp1cR4pl3bQooetCYIb+5POOCWFWRu8hnSSD22l5uXbpEbLwOM+dSuFeojYOtPoOWz6ptPF7pIQTv3EC0W3tKlPWQ2k/X50v26zIi53J2EU/ogS3cN+mwr9wYO31hClXz4eLmq1zb60e5og3RZ8IBqdHpk2tfNSFXSC93qfCq57LMPiYymiSFhMhBunTpwtKlSwFYt24dAwcOTPXFAFC1alXq1KmDn58fYWFhrF69ml69eknwnsUUB/E3IPEWJEWC8X5yMkguc8Sr3MFpzEBrAzpHMC8A5l6gkRYy4hkSL+P/y0ecOB5E0uMfP+Y+FHp7JjXfKIL2VZbPqm2kYuDenq/wW3UAXePqFJekkBAZK3Y/V0/cQdWVx6d6YRS0ONRog+O2mUScWsON6AYUtsvgs850k8CDhzGqCrqC5dLXRU0IkW1IUkiIHKRMmTKULFmSixcvcvnyZc6ePUu5cuWeWG7IkCH4+fkBMH/+fLp37y4zkT1xnxIOsechPghMsRIPkcFUMCUk/xkiIM4/+WmtFZgXBKsyoHeSMInHDpm73F45hKPHb6P37kL1Dl1wdTAQc2YpJzduJfDXoZg7r6ZqSev0LZ9V20glkZjDY9m9aj8JqkYuOrO5+Ph4Zs6cibu7O7169Uo1y6lIT+IkhLADq1Gf8luAYlcJ7wrF0b9SvkYl/pQvtx6o6Eq2xdsl+VpPcW+FT+GfiPA/iP+hIHyae79cMlZ9QGzINe7pUm/LlHiPuLB/uL13CZcvxqDqi1OsZTMsJNMrRI4m389C5DAdO3Zk0qRJAPzxxx9pJoWqV69OlSpVOH78ODdu3GDLli20adNGgmdKgAfnkpNBkggSr4MxFmIvJv9prMG6dHKCSCMz9+R16s3fOHXgFti2oPrQsXg/HJzWLv8UHGzj2LJkDwG/r6VE8T7Yal5++azaRorEIG788TmH/zpJgklaXeYEc+bMYdSoUQBMnz6dWbNmPTGphXiZa44rXFs7jmtPeVlT9DPcKxR/ta5dajBBBw9hwJoCtZqRMgO9kp+Ctapzyn8fEX7riWzyCU4v89tg4h6Ofb3nGQsoaB1rUKbHJCoUsZS6zurvi9fVZcx0m71L1nLivgf1+3SiUj4FUIk6topf94dhW6ULveu6/9uBXr3LqZU/Mn/TcYJiFGzcazFw4gAc/56d+rlJn9LIOSdnFnN+V1r5CUCIHKZt27YpXcY2btyIyY4aCXwAACAASURBVPTk6H6KoqQab2jhwoV5/MIsHu4dhNBl8OC4JIRENjkuH8D9Y8nHZczh5ONU5FFGIo9s4a5Rg03Nnnilmq1Ii3WNfvg4aTBe28z1UGM6ls+qbSRfHCdcnMuur95k77aTGOxqU7Syj3QZywG8vLxSHp8+fZr69evTpUsXgoKCJDjpussqQP5G/Snd4il/Ncvxqj8HqKF/cjUgAcW6Hj4VHFIlbSwrtSO/pYIaupGAi3EvWXYXHErXwaNMHTzK1MbNxwu9RgEU9J7tqDxkHR0mLqJieXc5t/PUV9U1/s/eeYdHUa1//DO7m2x6ryQhpJBAaKH3XqSDUi5wBQuI2FGxXP0JFhT1giCiCOoVC01BEBALRbr0Ir0mkBDSC+mb3Z3fHyFLEgIkGCAJ7+d59snJzJn2npkz53znnPdd+c4LPD9pNptTioQpM4kbZvLi8y/w7qoorr4N8jnw3n10/PcbfLZoJWtWr2Dpkt3sndO71LK9pFTboWYFXNoyi4fvf4e/Cqp30cpIIUGoZvj4+NCmTRv++usvEhIS2Lt3L61atbomX/fu3alduzYXLlzg4MGDHDp0iCZNmtxbxlLNkHUQsvdbXlziJkioWveoCpgg+2/IOgKOzcGhMdXtm01+fj7PPfcc6enpDBs2jP79+4uD+wrdB/EknY1FVRzwDKt3benrGuAVZMeJlNMknEqloY+hYvl9Pe/MMa7Us7mn/yA+1R6Pji/R/IEhWG8bzbn9UsxVnWHDhrFu3Tqee+45jh07BsCPP/7ImjVrePnll3nllVewtZVRIeUXVgIJ6P98uULS3xpG0v5aRapRBfU4Jz4fx+mSNTM5KGBO4sKWP4mM6Iu+vKdi1ZJGz/y3WEh6MwUXV7P387c4F7eWE1sa41s/HPGSJ4CClbMvgYGB+Lnqr4qEBXv57n/7yFJc6Pz698wcXRfr3CPMfWB4yWUFNtS2r55Xbr7wOSN7vcC2WhN5rLpXV3IjC0L1o1+/fpb0L7/8UmYerVbLmDFjLP8XOai+ZzBcgqQlhYKQai78CUKVFQWuiENZeyFxKRjiq9Xpr127lnnz5rF06VKGDh2Kj48Pjz32GFu2bJHIKOXBFEtmkgk0vjh4lDWZxBo7T08U1URWQizmiua/U8e40kHQ13+Szm+u5b4xI/BwkKZmdaJHjx4cOnSI2bNn4+paOPIkNzeXt956i/DwcJYuXSpGqioUHODcrmhUQM2OIun4TuJL/A5wOccMmDEc/oHo1H/SDtJg5TeI1k+/TC17Mzl/T2PTN7+TK9X73ZFhFMXyqwpyQvCElZyOPsum15pdHXFiTiQ+0QzWHXj0xX40DQujQT2F1NLLGtTGsboOFDKZMNWQNo6MFBKEakifPn2YMmUKJpOJtWvXMnny5DIdSQ8dOpTp06eTl5fHL7/8wpQpU3Bycqrh1jFD5p7CkRfSGRWqG6oZTJmQshocmoBjC6rD95uWLVtSq1Yt4uLiAEhPT+fLL7/kyy+/JDAwkFGjRjF69Gjq168vZVxmuaeTl62C4oKNfVnlraB3cELBjCErA9T8iuW/U8e40kGwDe2BjCe5w28+sxmz2UxBQQFGoxGTyURBQQEFBQXk5+eTl5dHdnY2ly5dIjExkezsbHJzc8nPz7dsU3xbk8lEt27dWL58ueUYMTExjBgxggcffJA9e/Yg4ejvLsbjP3Mh1YTi9i+6vDEJr7K0W9Mx/n7vUY4nHuDs9tOEDQz/R6Wm8R5O6xE7+e2rdWTvfoed4Q3o0tFf7oSaiimX5ItxZOm98fd2qKBwYMJoVAFb7GxvtKws8kmLOU9cugk7n0ACPe1u0hIyknkplnRrH/zcbcrIW9H9AWo+GfFxJOXZ4u3vg6NVzS5q+XwjCNUQNzc32rVrB0BycjL79u0rM5+zszMDBgworA7z81m1alUNf3llQ/LPkH1YBCGhuqsEhcJm8qrC+7qK4+/vT1RUFCtWrGDIkCElpo6dP3+eadOmERERgZWVFZt/WUp+VpoUcXEK8jChAnq012l4aqwKbWoqKKh4/jt1DOE2VAUqCx9rwC9TBvF/o7thZWWFXq9Hr9djZWWFTqdDURS0Wi1WVlbY2dnh5OSEq6srXl5e+Pn5ERwcTEREBC1btmTgwIGMGzeO5557jldffZUpU6YwdepU3n//fWbMmMHHH3/MnDlzmDt3bglBqET3y2ikefPm/O/j91BlFO5dui8yuLhjA3mqFvvmA/FxsEOnL+Nn15SQtuFoMJK+YxmJ//hR1WDX6j80a+qOoqZx6adpnEuVe6DG3V6Zh1n0ykAi3B3xCgwlyNeDgNaPMndPWhleGMycndOHAB8/2r69D6P5PHP7+uLh9yir8oH8VTzq54aDXoeNZ/FlHnh4BjBudX6xA6ewe94TdAv2xDMwnIaNIwjx9sC/1YN8uOEixmKC0+EPuuDvG8qTq0+w+JHG1PILoranO3WHf81ZU8X3d2pWL/x9g3h8TTJ/L3iarsEeuPkFUze4Fm5e4dz3wmJOWFySFrBlUkN8mv8fuwoKp5H18/XAq9HLbK2mr0MRhQShmtKnTx9Leu3atdfNN3z4cEv6eg28GoExDZKXgzFFpooJNaRVZoaC5Cv3dXqVP11ra2sGDx7MsmXLiI+P54svvqBz584lhrcbjUZ+/uYTNn40lr2L35MyLkJRrnxpN19fz74SVEBRlIrnv1PHECodk9FQTB9SMRqNGAwGDAaDZVTP3aBz5870HDgMRZGuxF0hYx3njmSiagIJbNXoBh06LU6tB+KhU1BTf+XM4cxKqK+8CfzX89Ry0KBmbeHg0l9lGtmdbh6oquVX6eTu4/0+nRj94RrO2rdg+NOv8MozQwi9tJin+4xnaVLpY6oYs1NJSEggOdOAqthRp8199O4ViY8G0PgQ2as7reoH06hdk2LLetO7dy8ifa7cveZ4Vj/Zia5PzGNzqj/3PfYf3nl3Cs/9qzEcWsSrfdvz7+/OXRFyVAqykklIuMTemY8y4ZsT5Nk6YqfNx+RVBz9tRfcHxuwUEhPi2D3zAbqP/ZITrp0ZNXYso3pF4Jx1mj9mjaHvpHVcLnwIcG/Qhfs618NVAWzr0Pq+3vTuEoF7Na0SZfqYIFRTevbsyeuvv46qqqxbt44pU6aU2TBv3rw5gYGBnD9/noMHDxIVFUVQUFDNMoYhAVLXAiYRhIQahhnMBkhZAW79wMqrWpy1i4sL48aN45FHHuHBBx9kyZIlJda7BtSj8cCnpHgtrTE7dFoFjPmYjGWFtlUxFeQDCjobW9BRsfx36hhCpVOQe/ORgs7Ozvj6+mJjY2MZMaTT6Sx/9Xo9NjY22NnZ4ebmhre3N25ubtja2lpGHBXlLfqpqmrxE1aaefPmMX78eBZvOATnTkghVWZnP+Eb1k9cct3pWIp9fzq88xqOe34m3qCi+PehTu0bx5pX3PsQXO8TEg+nE7vld3KaDsXun+pCbgNpMWgtSYt2kHdwBvsPtKV9MzcpwGqPiRNznubtHRnomzzPmvX/pZtHocqhvv0Xb/Xtzds7zNwwbJ7iSZ/JC+iTv4zhK7ZynlY8+/UPDNUD+csY7rLtyrLvC5ddeZ8kLpvIuPnHMQQM4+uN3zImpGjlZF7f8BI9B8zkx2efpmeXNYwrCpSo5rBn8xl6TtvB4kltcM06w7m8IGxueX8GDm46Rb9Zu1nydGMclEKbXPxhNG1GLSZ60Rf8Nq0nw511NHhkDt90mUXntftI8ezN5AUf0b4aTzETUUgQqikeHh5ERkZy4MAB4uLiOH78OBEREdfWzYrC/fffz6xZswD4+eefmThxYg1qMSdC6uor08XkU5VQU4UhtdDPkPuAaiMM5eTkMGjQINavX19iuVaro9WYt7C2d5aiLULjga2TBpJTyb2sgss1XUXyMlJRUbBxdkfR5FUs/506hlDp2Di5MWr+YY7++hUnf/+SvJysa/JkZGRgMpmYPn0648eP/8cjt/7880+effZZjhw5Yllma2srEcjuSHVvwJhruH5/W5uHaj5L1F9/Y0aHe8s+ON9sZILiTkD7Thw48iv5J38gKv5+Gnj/0xPV4tDpNRrt+Rf7TiVwfulH1Al7Bz8HqQmqNcZDfP/NXvKUWjz2wdsWQQhAcW7La7OfYVmbdzla6fd9NIs/XUmS6kj/t2czOqR49FINHt3fZtq/l9Dvq/XMX3iKR14NvSpmREzggxfb4K4FnEMJdQbMURXcX13LWqvIZ/jwySJBqPBe9xv0MH08lvJF6jlOXzSBs7bGFb2IQoJQjenZsycHDhwAYMOGDWWKQgADBw60iEKrV6/mueeeqxnD/Y1pkPqLCELCPYBaKA6lrgX3waBzqdJnm52dTevWrTl6tGTT8ZVXXsG7+QDWH02WIi0hCgXi4mMFSfFcTsyF2g6lij+Ty/HJqIoNTn7+KJqCiuW/U8cQbguKosE/sisD+/Tg9y/fZvfu3dfkycrKYsKECaxfv57//e9/ODo6Vvg4ly9fZty4cfz4448llg8ZMoQZM2YQGBgohVGe8vIYQ6+5YypWBTT9kOHzPyxvDxqf13YTgYJGa12OZ0/ButkHPPDZu6iqgqLTgtKAyLf/JrJ0ztpP0/fTCYAW5Wa9RE0Q9V7cQZjJhKooaLRSC9y5OuGqrStzCpk5YSd/nTai2HegV4dr48RbN+7LfYHvczSmki8oayeb9xlQdY2JDMnmfHT0NVl869XDiksc2b6bDDXUIvC4tGxDhO6f7q+uZX/uLVoRWlrz0Xrh46mBlDzy8mtmf0MmAgtCNaZHjx6WdOmv8cUJCgqiQYMGAJw7d47Tp09X/4s35UDKGlBNIggJ94gupILZVHjfm3Oq7GkajUaaNm16jSC0YMEC3n//fSnHMlv4znjVq4+GHJKO7OMaP5XZO4k7ZwCrJviE2lU8/506hnBbsbGzZ926dZb3eVkdxGXLltGpUycuXbpU4f3Pnz+/hCDUsGFDNmzYwLJly0QQqmLdN41Oj1ZnTbm/7ynawm2srNEoN8+n0enKJ/RqdGisKnguQpXFfCmWODNoPP2oVdYUMW1tggMqf5SMKT6GOIMKBXt4p2MIQUFB1/wiJ20kX1UxJsSRaL76LLh7eaCtxP05uThdK5AoWnQ6BVCLXOnVOGSkkCBUY0JDQ/H39yc2Npa///6bpKQkPD09y8zbu3dvSyftjz/+ICwsrDq/tiB9PagF4kNIuMcwgTkf0tYXTiWrguMz2rZte43wvHHjRrp27SrFd4NOnn2L+/FZfZC43XM42qEZkaFXRnqo6VxaPZfYHLBpMZTaV+aKVDT/nTmGcLtxcnLip59+olmzZmRnF/obUlUVBwcHTCYTubm5HDx4kI4dO7J582b8/PzKve/mzZtjZWWFvb09b731Fk8++SQ6nXQVBOGeQVULP7NeT+FTdFhZ3YZ2h9mECVBsG3L/4/cRdAPdSevfElcFij6N6ax0lbK/lKJL1Nyb7zOp6QWhGqMoCt26dePbb78FYMuWLQwZMqTMvH379mXGjBkArFu3jqeffrr6XnjmvsKoTKpRbgLhHsRUeP9n7gPHFlXqzJ599ln27t1bYtnx48epV6+eFNvN6nPXgTQb/CspS/7i6KwRpHcYiI+7SuaRFZw9fhHVqTtNh/RAr9xa/jt1DOH2ExYWxocffshTT1111p6VlUXLli2JiYkhPj6es2fP0qNHD7Zv346bW/kcAHft2pVLly5hY2ODvb29GFoQqii3JeoYoPHxw1cDp5JiicsHSjtONicRn1T5H2M1Hj54aRUw+9HnP/9lnNfNXipGLlbq/kwWUeheRT7tCEI1p1u3bpb0n3/+ed18wcHB1KlTB8AyqqhaYrgE2YdEEBLu8RahEbIPFD4PVYSYmBg++eSTEssSEhJEECo3Vjh3/ZjuY4bhYRPHxQ2z2ffDJ5w6noR1yAjavfgBwe7af5D/Th1DuBNMmDCBli1blli2Z88ennrqKcvooBMnTjB06FCMxvK/L93d3UUQEoR7VRjwbUf7ujrUrK38tvVap/bm2M1sOln57W/FtQWt6+lQDX/x8y/xZTiFKODQjIG06dKfhz/dh+EO7+/6Byoar61We0cWMlJIEKo5rVu3Rq/Xk5+fz7Zt2zCZTGi1ZTfSu3TpwoIFCwDYvHkzQ4cOrWYdYTNkbAVxaSoIgKbwefAcSlX4xjN+/PgS/+fk5EiUogo3MO1x7fAm97WbRE78eXJyVazcgnBytS+71qto/jt1jBJoceq9hJG9pXgr9enXaJg1axbt27cvsXzGjBmsWrWKAQMGkJGRwZ9//smbb77J1KlTxWiCINxEGWjCQ+PaMuuFbSx8dTKjWs2gm/uVmt54nsUvf8CWXPXGIelvBW0DHhzbkenP/smvk5/hm44LeTj0asSwnEOzeeG9X9iV7kHQ03WwutP7u97r1FqPtQJqRiKJeUA1DkkvI4UEoZpjY2Nj+VqYkZFxjXPX4nTp0sWS3rZtW/W72Oy/wZR9xbm0INzjqCYwZUH2kbt+Kj/88AO//fYbAB4eHiQkJFxXELK3tUaLPMM3bp05YFerAR4hDXEuj/hS0fx36hhC5fWZMONgqy+xrF27dvTr16/EsvT0dBYuXMjSpUstDqinTZvGzp07K/2c7G2t0cizLAgVe5YVM/Y2/0xVURTF8qvsmqbuE58xtZsbhr9n0a95Dya8+REf//c/PNi+FY/8bMbX63aMDtUQPP5Tpvf3Rbn4E2NbNGfQs28z8+MZvPXMQFp0fpk/0zQEDJ3JB/e7l+P9U9n7u045uNUmwFGDOW0pjzRuRpvOr7I+r5o2O+TRFITqT6dOnSzprVu3Xjdfq1atsLYufBHt2LHjts1Jvi2Y8yBrX6FzaUEQClGNkLm38Pm4S+Tk5DBp0iTL/7NmzcLLy+u6+cP8PSjIy5aggYJQ7uccjHnZhAd4XLPqjTfeKNFRBPjyyy+pU6cOr776auHr02xm/PjxFZpGVh7CAzzJz8tDNYswJAjlxpBT5rNcZdA3ZOLKzXz7Qk/8UjYx/60XmfjyByy7EMaT3y3hxYblFYU0WOn16PVWxQSHspZdwboe45ftYNVbQ2lsfZrVn0zhhYmTeHPOGk5rIxg8eSVbvhtF7fIevrL3VxY2PXnlw5E0cILM6APs+utP9p2vnvWholawVzh96VbyEqJ5qZ3MNxaE8jJjZzZa90BeGdnptuz/5MmT9O5dODa/Xbt2LFy48Lp5R4wYwa5du4DCKGR169atHkbM3AM5xwojLwmCUKzdZQ12De+a0+l33nmHyZMnA4UC9ebNm2+YPyM7j3+/+yNWrv7Yu3pL+QnCTcjNSCYnKYrvXxuGu5PdNes7d+7Mli1bSiwbNWoUX331FZGRkZw8eRKAefPmXTPN859gNJkZPW05uVonHDwDpKAE4SYYcjNJO3+Mz54fSF0/91vvwBcbIXQ7P/CashM4d/o8aYondSOCcL1T06NMmVw8dZqYtHx0zv7UDQ/AWVeF9leagkwSEy+jOnjg5ayvliNpZaSQINQAwsLCLNFF9u7dS37+9YWTtm3bWtJF4lCVx2wonCIjgpAgXOf5OAyq4Y4fOjU1lenTp1saqTNnzrzpNs72Nkwa3oHspPPkpCXIiCFBuB4q5GQkkZUQxfND25cpCAFMnDjRki7yKbhkyRJiYmL46KOPLOumTp1KQUHljbbVaTVMGdOF7NRLZCfHVq/Rx4Jwh8nPSiMr7jSjejT5R4IQFApBRb/bidbem7qRrWjV5A4KQgBaR/zqN6NNu7a0aFAJAk5l7680Vo54+fnhXU0FIRBH04JQI1AUhbZt2/LLL79gMBjYt28f7dq1KzNv8Wgle/fu5cEHH6z6F5h7AhSNdB4F4fq1AOScAPvGd/SoH330EZcvXwZg5MiRNGvWrFzbdYkMQlHgv0u3kZsSi87GHrMqXmoEoQiNolKQl41WUXllRAe6Ng25bt4BAwbg7+9PbGwsJlPh1AWz2cyMGTOYO3cu7dq1Y8eOHcTExLBixQqGDx9eaedZr7YnMyb0Zur3m0g6fQm9rT1mJCKdIFj0CA2Y8nMoKCjgsf4tGNqpgRhFqHKIKCQINYR27drxyy+/ALBz587rikKRkZFoNBrMZjP79++vHheXc0qcSwvCDTFD7uk7KgplZGRYQtBrtVqmTJlSoe07NwmiaWgtDp29xKnYZLLzxF+YIBRhq7cizN+dJiG+uDjY3Lgxr9MxduxY3nrrLcvzaDKZ+Pbbb3n//fd5+eWXGTx4MFDob6gyRSGAxiE+fPPqEA6djedkTBIZ2TKqVxCKsLbSUtfPnUbBPni5iPsVoWoiopAg1BCKTwu7UZQROzs7wsLCOHHiBDExMaSlpeHq6lp1L6wgGYypUsCCcCNUIxSkQEEqWLndkUPOnz/fMkpo2LBhhIWFVXgfTvZ6OjauQ8fGdaQMBeEfMGbMGIsoZGtrS1ZWFrm5uXzzzTc89dRT+Pj4EB8fz4YNG0hOTsbDo3Id3drqrWgTEUCbCPEtJAi3mzvlU0i4dxCfQoJQQ6hTpw7e3oVOWw8cOEBe3vWjETVp0sSSPnz4cNW+sNwzoLGTAhaEm77RbSHvzB05lMlkYs6cOZb/X3rpJbG/INxFgoODad++PQBZWVmW5fPnz0er1XL//fcDhdPK1q1bJwYTBEEQrjYhxQSCUDNQFIXWrVsDYDQaOXTo0HXzNmzY0JI+evRo1b4wQywgU8cE4aaoZsiPvSOHWr16NRcuXAAKI46V15eQIAi3jxEjRljSnp6eABw7dozdu3fTo0cPy7rt27eLsQRBEAQLIgoJQg2iVatWlvTu3buvm69+/fqWdFGo2iqJOa9wOoxEHROEm6PmF063NOfd9kPNmzfPkn7qqafE9oJQBRgyZIhlWknxKGOLFy8u0T640UcjQRCqwev+DkUfE+4dRBQShBpE8chiNxKFwsPDLekqLQoZ4kAR12eCUG4UbeFzcxu5ePEif/zxBwDe3t6WaSmCINxdfH196dChAwDp6eloNIXN/GXLluHr64udXeFU7HPnzomxBEEQBAsiCglCDSIkJARHR0cA9u/fbwlNWxoHBwd8fX0tjcPr5bvrFKSAxkYKVhDK/Va3LRxddxtZtGgRZrMZgNGjR2NlZSV2F4QqwsCBAy3pwMBAoFDI3bVrl8XvYHJyshhKEARBuNp8FBMIQs1Bq9VafHvk5ORw7Nix6+YNDg4GwGAwcPHixap5QcZ0qaYEoSIoypXn5vaxaNEiS3rMmDFic0GoQvTv39+SLj61ZPXq1dja2lre+zLtRBCq86tesfxuH3eyjlBJ3bOY2bNm8+32BMy36Rhpe5fwyazZLNgaf5uOUX2R3pYg1DBatGhhSR84cOC6+YpEIYDz589XzYsxZoBU24JQgTaPeltFoZMnT3Lw4EEAGjRoQKNGjcTmglCFCA8Pp06dOgAWZ/AAa9assYhCwA0jlAqCcC9TwKUts3j4/nf4q+BOHdNM/B/TmfT8i7y35sJtavmbSdwwkxeff4F3V0VJCJtSiCgkCDWM4lGA9u/ff918RcPKSzccqxSmTDAXSKEKQrnbPAWFz81tYvny5Zb08OHDxd6CUMVQFIVevXoVVgdmMwEBAQAcOXIEZ2dnS77Y2FgxliAI1zYjLnzOyF4v8P2h9Br2WVbBytmXwMBA/Fz1KFLUJRBRSBBqGE2aNLE4l7yRKOTn51fFG4cqqAVIOHpBqEibx3zlubk9w75XrFhhSQ8ZMkTsLQhVkCJRCMDFxcWS1mq1lvTx48fFUIJQTbmt0cdMJkw1cnqphuAJKzkdfZZNrzVDwtiUto4gCDUKe3t7wsLCAIiJiSE1tWyns8VFofj4+Cr4xisaISTTxwSh/M/NledFrXwxNSEhgX379gGFTu0bNGgg9q6q5K9irL8HHp6hPP2HQexxj9G1a1eLr5GUlBTL8uJTxnbu3CmGEgThVl8ypMWc4ujh40Ql5ZSvpa4auBx/lmOHjxOdnHfzT1eqgYy4c5w+e5F0QzlFKjWfjEtRnImKJ/NWJhqYcki+cJbohCyMVcZ2BWTEnuTwocOcOJ9K3m3S60QUEoQaSGRkpCVd5P+jNJ6enpZ0UlJS1buIomlj4gxTEMqPRRSqfCHgt99+s3yV7Nu3r9i6SmMgMyWFlJRUMg1Sh95ruLm50bhxYwDi4uIso4djYmIsedauXSuGEgShGAVsmdQQn+b/x66Cwmlk/Xw98Gr0MluLBBY1hd3znqBbsCeegeE0bBxBiLcH/q0e5MMNF8sWUgousnHWeLqHeuBaK5QGjSMI8nLFv+1Y5uxMuVYcUjM5/P1z9AjxwN0/hLDQADzcQ+g+cRHHc4pnNHFqVi/8fYN4fE0yfy94mq7BHrj5BVM3uBZuXuHc98JiTli2MXN2Th8CfPxo+/a+EueqZh5m4csDifBwwiswlCBfd2o1e5BZO87z07gQ/IMG8Xl0kXxj5MA7bfH28KX7zJPXzmcw7uaN5t54+Pbm06hikk9FbadmsG/eeDrVccO9dj0aRzamfpAHrn4tGTH1Ny5UsncNGTklCDWQyMhIlixZAsChQ4fo1q3bNXk8PDxQFAVVVaumKGTRzqVDIwjl58rzchvE1HXr1lnSIgpVcXTNmTD3C3qZ9NRtYiX2uAfp3Lkzhw4dAsDf358LFy4QHR1NaGgoZ86c4dChQ5w8eZLw8PDKeWObVc5eSuXEhSQyssSJtSAUYW2lJczfg7AAD+z0lVMfF486VnlTyBTcG3Thvs47+WPVPpJs69D6vmZ4u0XgrgHM8ax+qjsj5h0nz6kevR8bTNtAa1IO/8bSnxbxat9t7PtyIwtHB18VGEzRfP/vTjy6LBaTcwR9Hx9Ia1+VC9t/ZNG6//FsryOkrP+TKa30lrZ//KKH6XYxHqtGPRj5WCBWCXv57dd9bJw9icmF3gAAIABJREFUhj7ZLhyY3xfXK5dvzE4hMSGO3TMf4KdNu9E16cGoHj6YL+zk943H+GPWGPrmeXDws544oWLMTiUhIQGbTMPV3kXufj7o253Xt2VgE9KTCRN7EkwUGxZ+w4t9j9LU+wIXL3qRZbxqZ2NOGqkpKaTnlDEqWy0gOy2FlJQMck1Xtqmw7Uycm/8vej35B5mezRnyTB+a+NqSF7uLFYtW88PkQRy+vJG9H7bHVkQhQRCuR5MmTSzpI0eOlP3w63Q4OzuTnp5OcnKyGE0QhBuyYcMGAPR6PZ06dRKDVGW0QXR7eBzdxBL3LB06dGD27NkAODk5WZa3bt2aM2fOAPD5558zc+bMf3ys6Pg03v5uE+fjU7HW26JqpHshCEVoUCnIz0Gv0/HCsHZ0bRqCUiW9HOto8Mgcvukyi85r95Hi2ZvJCz6ivRWASuIPExk3/ziGgGF8vfFbxoQUCTmTeX3DS/QcMJMfn32anl3WMC5AA6gkLHmRictjMQcM59s/v+XfwdZXtnmdcVO60fWdPfz39W945PfxV5abybiYz33Td/HDxKY4KYXLElY+Qquh33Jh6Vf89t++jHQpLsIYOLjpFP1m7WbJ041xUApFlYs/jKbNqMVEL/qC36b1ZLhzWdds4uSnz/D29gz0zV7m9w3T6OBSWDgvvvAw7/bpweTtRvhHWp5K4rIK2s54iP/N3kCqthlvr9vOG42sLXt79ZHJdGw3lQNffsZvk9tzv0Nllb4gCDWOunXrotfryc/P5/Dhw9fN5+LiQnp6Ounp6aiqWuLLgyAIQhEnTpyw+B5r27YtdnZ2YhRBqMK0b9/eks7KyrKka9WqhU6nw2g08sUXX/D666/j4eFxy8c5n5DO4zN/xsbJC5/wligiCAlCmcJATnoSHyzdRlpWHkM6VTOffOZoFn+6kiTVkf5vz2a0RdQA0ODR/W2m/XsJ/b5az/yFp3jk1XpozRdZ/r+1pKoO9Jkyk1HB1sW2caDVC5MZt/FDztQyk1gARa0Kq8hnmPFskSBUuH/vfo/xQO2FzIo5w8nzRnApWc9YRT7Dh08WCUIAWvwGPUwfj6V8kXqO0xdNUJYoZDzMom93k6vU4rF337AIQgCKY0te+eQ5fmz1Dn/fcdulkZJuBswYjSW9Dtk1e4b5y5qR4l6PptaVV8TiU0gQaiBarZaIiAig0F9QQkJCmfmKwtOazWZyc3PFcIIglMnWrVstaRklJAhVn1q1alkCShSPMHrmzBlGjRoFQHZ2Nu+9996t93XMKm9/twkbJy8cveuIICQI10XBzsULJ99Q5q3eQ0xixj/a222NPlYWWTvZvM+AqgsnMiSb89HRRJf4JeFbrx5WGDmyfTcZKpC/lx378lGtIunVzfvaEPDO/fl46xZ++eYpWuivShNuLVpTV1tasfDEx1MDag5ZOeo1coZ7i1aElt5G63Vlmzzy8su2k5qym79OGVHs2tKjvf01660aDaBvqO7O284qkm4d3dAUHGRql0h6PzaZz5Zv50xaASieNB8wmF7t6uEpopAgCDejUaNGlvTRo0fLzFP8a392drYYTRCEMtm+fbsl3bFjRzFIVUeijwlAq1atADAajRZn00ePHuX//u//0OkKOzqzZ8+2+B6qKNHxaUTFpWDv6S/GFoRyoHdwxd7Bgc1/R1Wr8zbFxxBnUKFgD+90DCEoKOiaX+SkjeSrKsaEOBLNYE6N41KuiqLzxd+nvJKDBmcXpzIECuXKlDu1DJeJGpzK2kbRotMpgIr5OiG+TAlxJJhA4+6Hr00ZGbR1CAnU3nHbobgz5KMFPN/GHU3mSX7/8h2eGtqBMG9vwro8yGvzNxJdyd/yRdIXhBpK8XDRR44cKdPZdHFRKCcnR4wmCEKZ7Nq1q7DppdHQpk0bMUiV50r0sXyzRB+7h2nVqhUrVqwAwN3dnaSkJM6cOUPt2rV55plnmDlzJiaTiYceeohdu3ah1+srtP/jF5Kw1tugkRFCglBuFGt7Tl6oZr48zSZMgGLbkPsfv4+gG+gkWv+WhY6gzebCkDEVdE2haCo+ZuVWtgFQUK6MYFLLDmujWGFtVVHXGqX2dSu2AzS1+jF9+zme2LKSH1es4dffN7LrVDKnNy9k2uZFzJn/Cqs3vEdn58px/SG1uCDUUIqPFLqes+niDcCCggIxmiAI15CRkcHJkycBqF+/Pg4ODmKUqo5EHxOAFi1aWNI2NoWfwc1mM9HR0bz99tusXLmSqKgoDh06xHPPPcfnn39eof1fzs5DVaQrUdQRNET/StSZ5ArETFWwCuhFcHgZU2sA1HgubVxJhvcgwhv6Il4fawZmRUtG9j+L0Hd7oo9dH42HD15aBcx+9PnPfxnnVY670dUbT2sF1ZDApSQzBJQWbnI4veVPYvRBRDQOvytlofH1x1er8HdKLHG5XOtQ2pRIfJKpDPsXXovJVFb0sSwyM9V/ZjvLxo6EdBnNq11G8ypmsmMPsH7ZXN5562v27Z/JG1+PZ9PEoEqZ+iU1uSDUUOrWrYuVlRUFBQUcO3aszDzW1lcno5ZZsQmCcM9z6NAhS6OzefPmYpDqgEQfE4CmTZta0vn5+Zb02bNnCQ8P5/vvv6dz584YjUbmzZtHWFgYzz//PImJiXh7e4sBK9bVJ+/Et+xffhhz+R9U7LrVI6hMUaiAy5vfZPvSHei6tyJMRCHhTqFwzegZxbUFrevpWHvoL37+JZ6xj5S+Hws4NGMIj682U2/YW8x/qjnWdk1p1ciKZTsPsmlbGk+NdC+5Td4OPvr3ID5PbMX0Y5vpczcu1a0tHRro+O3gdn7ddJkRA51KrFcTt7LpqPEaA9nY6lEwk56ShhkoPvjHdHY/BzOu1gK3YjvtmUU8/+J8dulHsHDxhCv+kjTY+zdn0MTP8U/aQZv3ThF99gImKkcUEp9CglBD0el01K1bF4CLFy+SkXGtUztNseGWIgoJglAWxf2NNGvWTAwiCNUEd3d3AgICAEhNTbUsP3/+PADt2rVj1qxZluUvvvgiGo0GHx8fhg4dWmIb4eZdKn3oUBoOeJJGxX+9u+GoATTe+HZ7ouS6AU9Qv2GtMsQeA5m73mDT0m3ky+xP4U4LJdZ6rBVQMxJJLBrQpG3Ag2M74kgmv05+hm/O5JfYJufQbF547xd2bd1DvnedwgE3mmCGP9wVRzJY/c5k/kgqLpfmc+zzaSyJM2PX9l8MDrpLkoS2Hg+O74azmsjS195gfXKxB858iZ9fe4912aUfQi3+ocHYKCZi1y5hU1qx9bkn+N9/5nCg+OSLW7Cd1tOW1L+2smfFTD7akFJy9KEplr37L2FSrAmLCEZbSaaQkUKCUIOpX7++ZZTQsWPHaNu2bckmTDFR6I5FMBAEoVpx+PBhS7r4tFRBEKo+jRo1IiYmBqPx6tfuIlEI4Mknn+Ts2bPMnDmzxHbLly9n9+7dLFy4UJzLl68rjT50KI1CSy3OXknK+o1kqj74dn+C+l436cIZLhCz6nV2rTtAvlnaZULZ3M42u+JWmwBHDeaUpTzS+Dgf1u7F1N/fp8f4T5n+R3eeWvMTY1s0Z8WY4XQJsefymc0s/e4XTlzWEDBsJh/cXzQiSEPtRz7mv6u78uQvcxnU7DAjxwygqbeZmO1L+N/yQ1x2bMvUGeMJ0cCxu2JJDYGPfsKMX7syYdUnDGh5jLGPDaaxcxr7l81nwdYEtDqF0mOFnO97iAdq/cw3Zz5ncPOTDB/SFt+CaHb8vJJtmU3p2CiZzSeuHiO4orZz7sd/XunAmpe38PngFpwc9W96N/FFnxPLvtXfsWRHBtb1nuW1Uf6VNsJHRCFBqMHUq1fPkj558uQ1opBWe7VxIiOFBEEoi+LTTxs2bCgGEYRqROPGjVm7dm2JZfHx8Vc7gIrC9OnTycnJYd68eSXyxcTE0KVLF954440SEcuE29LNJ//EPHZ8+wVxSfloXNsRGhTH2f0XxDTCncWmJ698OJI9zy/hWPQBdl20Yt95Ez3C6zF+2Q4CPniJ1z75mdWfTGFVYS2Czq0Bgye/z0ev9aN2cd3TKpzxy7bh/c7z/OfTtXzz3lYWACh6fNuMY+4nH/JYc1vgLvZBrOoydulm3N54guc/3cBnr69HRcHaqyUPz38DZeoTzIstuYniNoDZqz5D+8QUFu7ZyILpG0GxxqvFg8xd8R4u00LYdlprcWONdUVtZ02DF1bwu/WLPDdtCX9+9S4br+RXbH1o/q93mTbjJbo5V96kUqndBaEGU79+fUv6xIkT16wvLgoZDBK2WBCEaymqO9zd3fHy8hKDVAfyVzE25FF+zndhxMJjzOllLTa5R4mIiLhmWUJCQon/NRoNc+fOxdPTk6lTp5ZYZzabeeutt9iwYQMLFy6kdu3aYtTbgpnc038Qn2qPR8eXaP7AEKy3jebc/jKyqrGcnvMoR2IdCXx0Mc3Ciz3f5lMc++gpTiYouPX/mk6d/YpNT8si9tsR7DlqS52xC2kaJvWCUBbW1Hvke448OJfExMuoDh54OV/pL1gH0ueNH+jzWiYXT50mJi0fnbM/dcMDcL6eqqAPZtDUnxk0JY2oE2e4lAnOtetRz9+x2NQnLRGv78Pw+nX2oQ3j5Z0GXi658CbbNGLyAQOTiy0Kf2UXhlfKOscQ7v/wDwa9EcORw2dJ0/pQP7IeXprtvDC1rJ0rODUbz1e7xjIz5jgnL+ag965L/SDXwqlzS7MYdo1ZK2g7xY3Wz3zNzqc+JfHsKaKScsDeg8DQUHzsK3+6nYhCglCDCQ+/6s2/KHpQiTqwWPSx3NxcMZggCCVISUkhJSUFgLCwMDFItUFC0guFFB8xXPy5vqb/oSi88847REREMH78eLKyskqs37ZtGxERESxYsIChQ4eKYSsdBX39J+ncsg21fBwAE5evm9UXj9p25P59motHTtA0vLFF+FFTdxJ7No4co4Lh8F4MnfzQF63M30fMwfPkqv3xDBRBqFrfLXci+piVI15+jmWv0zriV78ZfhXanytBjVoSVIXtqnEMoHG7gKsLbhqYWYtTQENaBlTgIBW1ncYOr7qReNW9zdcuj5Ug1Fw8PDxwc3MD4NSpU5jNJWNi2NvbW9KlG4CCIAjnzp2zpENCQsQg1YUrIem/+OJjHpWQ9Pc0xUWhoo5kWlradfOPHDmSAwcO0KlTp2vWZWdnM2zYMIKDg8nJyRHjVnKXzDa0xxVB6OYdUZfGnXDUmMg6vpPLlqadSv7Jv0gzaVAUMJ3dRXKxTq3p3Bbis8Cqfje89WJxQRCK10AV3UCjwaRKUERBqAgms4JGc3eem6IGYU5ODnFxcSXWOTpe/QIgopAgCKW5cOGqP4s6deqIQaoLV0LSjxs7ms4B8v3vXsbR0RE/v5LfpG/2vg8NDWXTpk0sWrSI0NDQa9ZHRUXRokULzp89JQa+SygBXajlpsV88S8S0otUoRySjh3EpGuOf0NnyNlPQkyRi1wjqYe3kYs9Pk1bI1KxIAjFqXBLwdZaR674oxWECpFjAjv93XkFF5/yUXoKmbOzsyV9+fJlKShBEEoQExNjSYsvEUGontStWzjvoGiaSXk+AimKwogRI0qErC/O6dOnWbdqKapZOgV3BV1D/Bp6oJiOcOnklfab8TCXTmWh+HegXpMGaNRLJJ68UBjO2nyKuKOXUPUt8KvvKPar5qiqavkJtxGNLx3GPMlTTwylqXPN/sBScVFIb0WeUW5AQagIuQUq9jZ3Z/52UWOwqBFXHBcXF0v6RsPJBUG4N4mNvRpyo/RoA0EQqgelR/vk5+ffML/BYODbb7+lSZMm9O/f/5r1EyZMICoqinHPv4Gi0YqB7wrWeDbpgA15JB3bjxFQY/8i4bKCQ3hr3MNa4KwxkX5yH3kqqPFbiUswowvtSi17mfEhCOVCG8wDb85mzscv0t2zZj83FRaF7PRW5BTIPSIIFSG74O6NFCruB+TMmTMl1rm7u1vSycnJUlCCIJTg0qVLlnStWrXEINWF/FWM9ffAwzOUp/+QyJL3OqX9gRmNxjLzZWVlMX36dIKDg3nooYc4fPiwZZ2fnx8ffvgh6enpzJ07F39/fzHs3e6v1u2Cjz0YTu0gxWgi88QuslRXvOqFofVqjbe7BlP0LpLyTGQf3UK6WY9HZIerjqcFQRCuUOHoY95uDsRnGVFVUKRSEYSboqqQkGXE283hrhy/+Eih0qKQp6enJZ2UlCSFJQhCCYqLxcXrC6GqI9HHhKsEBgaWapeUfU/06dOHbdu2lVjWsGFDJk2axMiRI7G2lohVVQp9S/zr2RO1fxeXYpNwOHEKs00nfIL0oK2HT7grJ7btJyE6jry/j2PWNsa/oSfSfav+3JHoY8I9RYVFoQAvF7LyzVzON+NsI84LBeFmZBrMZOWbCfB0vivHd3Nzw9XVlbS0NM6cOYOqqpaXibe3tyVfQkKCFJYgCCUoHrraw8NDDFJtWneF0cd6mfTUlehj9zxlOYk3m81oNCXb8cV9iHXt2pWXXnqJ3r17l+iAClUJB7wjW2G1bzPxB1djH2VAE9gGT1sAPR71m6HbtoGEvd+RGWVAU6crfm7SdxMEoYxmQ0U38Pd0QlEUYi+LKCQI5SH2shlFAb+7JApB4dDxvXv3kp2dTWJiokUMsrGxwcXFhfT09BK+QwRBEABSU1MBsLW1Ra+XGMbVhivRx7qJJQSuHSkEhX6DbGxsSiz7+eefWb58OQMHDqRFixZiuCqPgr5+FzytN3Jp0wIyc7W41GuJ7RUNz7puG9x164jf/gOZZi2uTToh7oQEQSiLCotC1jottT0dOZ1mpIGXTiwoCDfhTKoJP3dH9FZ3zxljkSgEcO7cuRIjhAICAkhPTycjI4PMzMwSYeoFQbi3yczMBMDJyUmMIQjVFG9vb7RaLSbT1UhhOTk514hCTZo0oUmTJmKw6oRje/yD9cQdT8eg8ce7XuDV6WFOrfDx0xIfXYBZWx//RrVl6lgN4fZNGVNJ27uU77cl4th8OGM6+lDZQ0DMcZtZsOwAl83FlyooGg06azuc3GsR0qQVLcLcKXPCqjmRHd8vYXeajnr9H6d3SNn9K3PGKTauXMEf2w9xOi4Ng84J76BGtOs9jGE9wylPMDFz+kn+XL2K37Yc5NylFLLMtrjXrkfzzv0YOrA9gWWorKaoP/hi1THyVFB0degxdjANbG94FC5s+JIVh3NQ0VKn5zgG33iD28ItqTpNw/w5FH2WweHyUArCzTiUZKJp2N0N5RwcHGxJnz17lrZt21r+DwwMtDiTjI6OplGjRlJogiBYOo4ADg4OYgxBqKZotVp8fHy4ePGiZVlGRgZubm5inOqO4kmtJg3RnNiLat8C79rFunaa2njX80eJjgafzvj5SqQ44WaYSdwwkxdf3UfgpJb8+zaIQqYzP/H2C7M5b7rRfW2NZ7PhvPrRdJ7r5E2JO9d8gTXvv8i0E7aMChx7rShkimfzzIk8/e4yjqabKCmf/cDXH7/Jqy3GM/u7jxgVblP28dU0dn82kSemLOJAipHSEtzieR/wmk9bxr3/Oe+PaYRjMW3IeHQhrz3/LWkqoPHioTo9WND/Bm0o40HmP/sU7x4zAnp6fzmCQQ1s77iAe0uiUGSoL//dfRKzChqRnAXhuqgqHE4w8nyXuxu1JygoyJI+f/58iXXFfQ2IKCQIQnFyc3MBZOpYdSN/FWNDHuXnfBdGLDzGnF7iIPhex8/Pr4QoVDQKULjN2A+m69zBt7ChFqfeSxjZ+2b5NNh3/4aR3cveh8eQXxg1RIpBKC8KVs6+BAYG4ueqv63ChGIXycgXBlG3SNNRzRhyM0iMPsz2DVs5ue97JvXaxeGFG/lqiH/5xCljFIse6sGji89hsPajw2PP8NiQzkQGeaDPS+TUzlXMnz6HNXs+Z0zXOPK2LuPRkFJyiDmO1c/0ZtTcw2QrjoQNfJynH+pP+wh/HAqSiD66lWXzP+X7TTv47NGO7Dmxgl/f64p7WcYyJ/Prsk1k9e/P9WQh44EfWX7KeNdL/tZEoRBfcgrMnEg2EuEpU8gE4XqcSjGRZTATGepzV8+juPATFRVVYt2NQtYLgnDvUlBQYBmiLqJQdUOijwkl8fX1LfF/8ciCt96rUwC5vwShIqgq/1hsuX3RxzQET1jJ6Qm33w6KbVP+/cab9C3jm4U5bQ+zx9zPS7+c5tvHxtGm2VoeD7qZLGTg8PR/M37xOQpcOjJl1Uomd3ArZutQwhq3o9/w/rzeqzfv71nFC09+SbdfJ1DHsmsjp+Y8yOjPD5Nt35jx//uJj4eFcLUFFELdRm3oOeJJnvniYfo/tZw9H45iQqO9LB3lV0K40gU3IDT+GKd+XcafWf0ZUKYqVMDeH3/ijOpNLe9k4u5izJ9bGhHmZK+nZVgtNkQb5MkWhBuwIdpA87q+uDjY3tXzqF27tuUFEh0dXWJdWFiYJX3y5EkpNEEQAEr4HykdpUio4lyJPvbFFx/zqEQfEwAfn5Ifpyoj4qi/hxNmY77oQoJQkc63Of+uBp+pFNR8Mi5FcSYqnsyC22Aj15ZMXLyUiRHWqGnrmTZjEzk3O6XEH5ny4S6yFQ8GzFrMGyUEoasoLh14c+5EGlhBxsaPmbf36gWoKSuYMnUzGbjR+6Of+bSEIFQcexo+toAlkxphrcaz4vX32VzqBBWPvgzr7oia/CvL/8wq+6QNe1i24izUvZ8hTe/uu/qWW3m9WtZl6wUjBSZ5EwhCWRjNsPlCAfe1Crvr56LX66lVq3AK24ULF0p09kJCQiwdPhGFBEGwNI6KfX0UUaiacSX62Lixo+kcIGUnXCsKxcXF/eN9RtTxwmQ0UpCfLQYWhHK9WM0Yci5Tv7ZnFT1BM2fn9CHAx4+2b++jcFKTiVOzeuHvG8Tja5L5e8HTdA32wM0vmLrBtXDzCue+FxZzIqeST8WhHS+/3BtHxUTMT0vZnndDw3Jp5bf8lm5GW3skE4f73VDksG76BLM+m8vS35fybEOdZR8JK79mdbIZbZ0x/GdMHW7shcue1pNeY5CrBtOFxXz1e6kpuYo7fYb1wElNZu2yPylLFjLs+pEVUQr1hg4n8i5/v7nllkL7hoGYVIW/LhrlAReEMth5sQCjWaFDw8AqcT5FU8gKCgqIj4+3LNfr9ZYpZOfPnyc7Wxp3giCUHCmk1YqDUkGoznh6luyExsTE/ON9ujvZ0a9dfTLjz6GaTWJkQbixbkFmUizOdtb0ahH6z3alqpZfZZ+kMTuVhIQEkjMNlkGAxuwUEhPi2D3zAbqP/ZITrp0ZNXYso3pF4Jx1mj9mjaHvpHVcrtRzUfDo0ZuW1mBO2sWOUzeqY3LZtWkXeaoG1869aG1zk11r/Og+7nGGd2uMr51i2cfOjX+Ro2rw7N6bVuWYNa+49WZINwcUcxqb1u/BUOr83XoPo4ezSsqvy9h4jSqUz18/ruC80oChQxtxtx3y3PLx9dY6BnaI4Me/T9AxwApFHE4LQrHKGn44ZmBghwj01lXD71adOnXYvn07UDiFzM/Pz7KuQYMGnD59GlVVOXLkCK1bt5ZCFIR7HKPx6kcfnU78BwpCdcbd3b3E/6Wnkt8qTw9sxamYZM5H/Y2dux9WNnZotDJlURCKMJvNGA255KcnoBjzePOJ+6pM36BinRsDBzedot+s3Sx5ujEOCoCJiz+Mps2oxUQv+oLfpvVkeCXOjFM8Qgh20bAh8QLnLhih8XU+UJkuciaqMKR7SINwbim0gimGk2eyUdERGhFG+WoxBxo0Dka37CDJJ0+RrHajeE2ruN7HsJ7O/LT8V5ZvzGLgwGKOhfK288PKWDSNH2NoAx377nLx/qM7cljnhvy0+Qj7LxXQvJa8AAShiP2XCohONzKtc8Mqc04BAQGW9IULF2jfvr3l/8aNG7Ny5UoADh48KKKQIAiWyGMANjY2YhBBqMa4urqW+P/06dOVsl+9tY65zw1g4Ya/WbnjBElxWWJsQSiFjV5P6/p+PPdAW1wcqu/71CryGT58skgQAtDiN+hh+ngs5YvUc5y+aALnShxZrDjgaK+AmktWVmHI9jJRs7icpQJanF2cbm0qlJpOSpoZsMLFzbWc+1BwdXdFAcwZaWSYKSEKobhy37D7cFn+I78u30jWwIGWKGS5235kVZyGyCeHUE9H9RaFXB1t6d+uPguPnqGZr4wWEgQoHCW08GgB/drWw83RtsqcV2lRqDiRkZGW9IEDB6QQBUEgJ+eqgwB7e3sxSHVCQtILpXBxcSnx/9mzZzGZTJUyNVSjURjdswmjezYhK9dARnaeGFwQrqC30uHuZFep/eTbF33shk867i1aEVq6ytB64eOpgZQ88vIr+1wKKDACigad1Q3qKkWPjXVhNERDfuG0N+UWrk+rLdyHajaXex8FBVdGVVtZYVXGBi69htHb5UeW/rqcjVkDKRwslMOWH1YRp23Bc0PqoiXzrt+n/3js2oM9I3lozynWR+XTM1hC1grC+mgDsZlm3u0VWaXOq7goVNqXQIMGDbC2tsZgMLB3715UVS3xwhEE4d4jM/NqI8XR0VEMUq2QkPRCSZydS87pyM/PJyoqitDQ0Eo9joOtNQ62IkIKQs1Dg1NZo3AULTpdoZhiNlfyIfPiiUsxg8YTH88biEIaXwL8tCj7jcTFxGEmoOKjhTS1CPDVwAkz8XHxmHHj5pK5ibgLcZhQsPH1w6usgzr3ZFhvV5Yu+ZVlGzIZOMgRsjfxw+p4rFpN4oEQbRUp3X+Ii4MNjw1oxVcHDdLwEKQTZTDzv4N5jBvQ6q6HoS/NjUYKWVtb06RJEwBSUlI4d+6cFKYg3OOkp6db0k5OTmKQ6oSEpBdK90ucr3X0cfjwYTGMIAjlRrnDkUgLDu/mYJ6KYt2AyPo3GMuiONG0RTg6TJzfs5f4m4pTBnbNGMOjL89g4e4EzAAab1q2DkJPOtloAAAgAElEQVSHkRPbd5JcHlnDdJ4dOy5gQkdEy2aUPabaiR7D+uBGCr8t30gmkPXnD6xJtKbN8AeoU0UChFbKafRrE46flwuf7ctDFV1IuEdRVfh8fz61PFzp3ya8SjYIHRwKZ7KWFYq2uB+hnTt3SoEKwj1OamqqJV3aSa1QxZGQ9ELpbkkZwq5MFxeE6trnuF3Rx6oSOWxdtIJok4Jdh4H0dL/RDAYt9fv2JVSnYti5lGVRN1GFcrbz3ZxFfD39deZuL4q6rCNy6BDCdCo5G7/gmxM3j7Cet+8rFuw1olhHcv+g0OuOLHLsPoy+7pDy20/8mZnJxh/Wkqxvz78GB1BV3tCVch6KovDa6K7sjivg97P58qQK9yTro/LZebGA18Z0rZJTrxRFwd/fHygcDZSXV3LOf9u2bS3pbdu2SYEKwj1OQkKCJe3l5SUGEYRqjJ2d3TXL9u3bJ4YRBKFKkrlzGi9/HY1J48PgCUPxu4lqoWs2lsfb20Pudj58ZSEXrhvBPo+/Z7/BN+dNaFzu47ERQRZBxKrpE7zU1x0lbzfvjf+AvTfwm6+mbWHKE7M5ZlTwfuAlxta7wTQwx24M6+cBKb/x05pV/PhrCjYdhzPIv+p8tKm0M6nl7sQrI7vw+f5czqWb5E4W7imi0018ui+Pl0Z0ppZ71Z1mUSQKwbWjhZo3b45eX+gXbPv27ZhM8hwLwr1McVHI29tbDCII1RhFUSzCUNGHq927d9fwkQaCIFQvjGTG7GfVR4/Spe977MtR8B7wHlMHu9/c6bMmhPHTX6K5ncqlnx6nx8gZrI/KpkQNZ7jInx8Mpf/kHWThTIfX32Okb7E9a/wZPXsm99dSuLxtMr26P813B1MxlzrHpN1fMK5rf/67Pxdt7RF8PH0IXjc8QQe6Du2HJ8msfu3/WJNqR5d/DcS3Co0h0FXmzjo2rsPgDg2YvPk4M3s44GkvQ5aFmk9Sjpk3tuQwsG19OjcJqtLn6ufnZ0nHxcURHBxs+V+v19OmTRs2b95MZmYmBw8epHnz5lLAgnCPEhsba0n7+vqKQQShmmNjY0NOTg5WVlYYDAaSk5M5deoU4eHhYhxBqEbcnehjlYuatpDhXj8VEyNUjHnZ5OSbCoUcxYpa901l+YKHyu13x7bF//HTd3H0fegLjvw4iV4r3iO0ZUsaB3tjkxPLoR07OJqQh6o40vTZRSx5vgGl3eJrA0fz7R8GrIc8y5Ldn/JQ8695tXFbWtevhYN6mZgjf/HX0UTyVQWH+qOZ89M8hvvd/ATtuw6jv/c3fBUdjeI4gOH9valK80oqXbUZP6AVkWG1eW1TNpfzzfLUCjWaTIPK/23KoVGIPxMGta7y51taFCpNt27dLOn169dLAQvCPUxxh/S1a9cWg1S/JneJdNreJXwyazYLtsZjvuvnI9wNbGxsCjs9xcLQb/1/9u47PIqqC+Dwb3Y3PSEJ6T0hBEKv0pv0DiJFQJGmqKAIglIUCxZEBEQEQeUDASmiSBcEpPfQewmBkJAEAult2/dHYEkgAYQEQva8z7M8w+7szOTM7s7MmXPv3b5dAiOEePJHBEMWqYmJJN5+JCWTYbTBNbAyjbu+zcRlYRxf+z51nP5L6kSNX5cf2b3/Dz7tXQ9/60TO717PHwt/ZeHyzZy4puBduyef/XWQnVPb4pVPJsS2wgAWHjjIn5/3oUGAmtgjm1i+aD7zF69gy4mb2JVtwaBv13IkbB6vhlo/3KbZNqZbe09UKJRo3oP2bkWrqxHFWAjpRZ3ewJjZ67gZH8/4JnY4W8vQ1qL4Scww8OHWNBydS/Ll622w0KiL/DavXr2at99+G4ChQ4fy7rvv5nr9ypUrNGzYEIDg4OCnmxjSJ0PcIvmgCfEo3HuD2u6xFlG2bFnOnj2LRqMhIyMj14WkKMq0XN32A6OnJDFo6TjqWgDoOfN1PSqNCiNgxHZOflMXi6e6PeJpCAwM5NKlS9jY2JCeng5Az549+e233yQ4QjxDikOl0BOhSyb6wgWuxKegs3TEK6gMQS5W/3UhJEWe41zUDTIUO9z8Qwj2sqO4nREVSvsujVrF+IGtcfdwZ/g/KVxNkb5JRPESk2Jg+MZU3Nzc+Xxg62ciIQTg7e1tmr569eo9r/v6+lKuXDkALly4wIULF2RnC2GGDAYDERERQHaVkCSEnqF9d/lHerYczoIjCTkqghQsHL0ICAjAx9nqiZas57094mnQaLIbauj1eiwtsxtNbNy4EYNB9owQzxLzGH2sIH70HPAuW5Va9RpQr2alR0gIAWgo4VeOGnXqU792VcoUw4QQUHijoFlZqPlsQEuqlglg2IZUjsbq5IMpioXjcTqG/ZNC5TIBfDawJVaWmmdm2z09PU3TMTExec7Ttm1b0/SaNWtkhwthhi5dukRWVhaQXTUoniF6Pfp7LhRUlHrjL85FXGDLmOponvr2iKfhdnJXr9fToEEDAK5duyZD0wshhJkr1J6g1SoVI3s1oVvTKoz9N4WFxzMwyHmBeEYZjbDoRAajN6fQ9fkqjOzZBLXq2epM3d3d3VRyml9SqF27dqbpVatWyV0IIczQqVOnTNNlypSRgBSWrJtEnjvLhahEtA91IMokITqcs6dPc/7yddIKtBA7k5uRZzlx7BQXr6U9fFWPMZPEqxc5fzGGZK3s0iJ90n/rnMVgMOS6AbRq1SoJjhBCmPPxobBXoCjQq3k1vh3cjr8vGnh/UwqXEqU5mXi2XE4y8MHmZNaGG/j2rbb0al4N5RnsKkuj0eDi4gLk3dE0QFBQkKkJ2fnz5zl58qR8AIQwMydOnDBN3/49EI9Lz9lpbQj0DWbAsgts+fIFyrq5EVCmLKX9SuIS3JJ3FxwnJY88vD52Bz8MbkV5d0dK+gZTtlw5QgLccXQJofngXziYaAS0bBtREc8aH7JXm91sq52XK+6V3me71sCF6W3w8/Sh7mdh5KrdNsazb9abNC3lhltAWSpWLk+whyu+tV5m4qao3POi5+zUlvh6BTFo9XWOzh3C86VcKelTipBS3pR0L0ur4Ys4ncYDtkc+DU/lpP9WUshoNNKhQwfT88uXL5fgCPEMURTF9BCiQI4PT2pFlYI8+Pn9bvj5+jJkXTI/H0onTU4KRBGXpjPyy6E0Bq9Nwsvbl5/e70qlUp7P9N90uwlZSkoKaWlpec7TuXNn0/Sff/4pHwQhzMzx48dN0xUrVpSAFBBdchzRUZfZ8llHOny0CVXjIYyf/C2fvtEMt6sb+e7VxnSYfJTMHO8x3lzPO42a8/bMzcR5taDfu6MZO2YEb3Stg2fWBTbNeJ22g34n1qjgUqEJrRqH4qwANoHUbtWa1k3K46Iyoku9QWxsLNeTs+6MA2aIYdVbjXj+zVlsveFLq9dGM/6LjxnaozIc+Y1RbevTe354rsSQLjWeuNho9k3pQrMBP3PauTG9BgygV8vyOKacY8PUPrQd8Q9J3G975LPwtC4kbytTpozpu3306NFc1YFCCCHMyxM9LJews+L9l5sy6c22HLimpu/KRH47lk5KljRPEUVLSpaRRccz6LsiiX1xGia+0YZRrzTD0c76mf/bPDw8TNOxsbF5ztOxY0fTHcXly5eb+hYRQpiHI0eOmKarVKkiASlQOsJPRFPjiy3sXzmVscOGM27GevavHU4Vy5ts/fgdZl0wmOY9Nu0DfjqnxaXdTPYfXMUvk7/k8y++YebvOznx91DKaQzErZrP3/FqKvSbzrzJL1NGAyq31oybu4Bfv+9L+Tx7xTQSt+xdBs4+RZZfN/4Xdog1s77kwzGfMGXRLo6uHUYV9WV+f2cIcyPvakxmzOLwlrPUnrqPc2Grmf/Tzyxcf4QjC1/CV6Uj4ref+DtR8x+3RxT6SX+OJu9Go5Hu3bub/i8jkAkhhBkfH57GSisHe/LzqO4MebEB266qeXVFIrPC0jh3Q4d0XyKeFqMRzt/QMyssjVdXJLI1WsWQLg34eVR3qpb2KjZ/58N0Nu3p6UmjRo0AuHnzJhs2bJAPiBBmIiMjw9RstFSpUjg5OUlQCpSCRZXhfD+iOvY5nivZ5BO+6u2FkrqL//12Ej2AMZ10j+d5uXsvxo7rQ5Am93JK1O1MMy81Rm0sV+P/4whShggW/fAX14wOtPlsGq8EW+U6PXRt9ln29iRuZPbCs9zd8N+i6ttMfKsy9qbiEzU+nfrSxlWFMS2cc1HSVUBRY2FhYZrW6XT06tXL9P/58+fLKGRCPDPXLDL6mChYT23YJLVKRYuaITSvUZqdxy6xcvtRhq6/jl8JFY38LajiYUFZFzUWamkrKQqPzgBnrus4FKtj+6UsIpP1VAt05f1elWlYObBYttV1d3c3TV+7di3f+Xr16sWWLVsAWLx4Me3bt5cPjBBm4PDhw2i12e27n3vuOQlIwZ8BUbZ9B8rdcwZmT4OW9bGbs4xTO3YTb6yIu+JA7TemUPuNu2bVJhF17jiHdv/F4VQjoEP3Xwd5TdnD1rAsjJrKVA1O5VJExD2zeIWGYsFVju/cR6IxlJKmQ6IKl5q1KH13xY/aHU83FcRnkJEpFytFTc6kUFZWFsHBwdSvX5+dO3dy6dIlNm/eTPPmzSVQQghhZp76WNqKotCgciANKgdyPTGNf/adYsfRcH47kYSFAmVdNQQ4avBxUPApocbZWsHOQoWtBVhpVEj/WuJ+jEbI1BlI00Kq1kBCupGoZANXkvVcTjJw+roOrcFIWU9HWtYvS8ta5XB1tC3WMXF1dTVNX79+Pd/5mjZtiqenJzExMezcuZOzZ8/KKERCmIFdu3aZpmvXri0BKXBqAkr5k1cLKmtvH1xVRiJjoriqB/dbZ2m6uP38/st8Vm4L48SZ84RHXiNNZ7zTN5AF8B9zMPqYSKKzjKDdz/iGwYy/XzIhNpo4A5Q0bbSKEk4l7i03V9RoNApgRIpOip6cSaGMjAzs7OwYMGAAO3fuBGDmzJmPnRQyGo1o9bLzhTD94quUZ260YmF+NEVpY1wdbenZogY9W9QgLVPL8QsxHDkTweXYmxy5mEx0Qio6GdNePM4HXqXg7WSFn2sJyoc481L7ACoFe2FrZWE2MXBzczNN3y8ppFar6dmzJ1OmTAFg3rx5fPHFF/IhEqKY2759u2m6Xr16EpACp6DWaFDyvqLOHgpeUW7d9DKSuHM87Tt9xs54PViUwCekPPU7taditVrUb+jIP/1f5sfLj7AZBj16QLGpyAuDWhF0n35+1L7PZXcWnfOvkIucZ4619Z1+ETMyMgDo0aMHw4cPJyEhgb/++ouIiAgCAwP/03KNRthw4Bx/7zvLuSvxpGXKSDJCmH4/VSqCvJypUcabPi2rYVMA1xw5WzIUShMyYwKHF0/np9VhXE5WsPesy2tfjqCpa3GsxjACUmWiKaobZmtlQa3yftQq73fn/MVgJDUzi7QMLWkZWtKz5KAjHuIkyNICO2sLbK0tsLOyRKUy7y9+zkqh+zUfg+wmZNOnT0er1fLnn38yYsQInJ2d5UMlRDFlNBpNVQN2dnZUr15dglLg9MRdjUVPiXuqhdKjrhBvUNB4++GlArL28sWA8ey8YUG5AfNY/M1LVHLO8a6sjWxIM5pOa/8Llasn7moFDD60Gf0NA93lpLi4s7GxMU3fTgrZ2toycOBAJk2ahMFgYPLkyUybNu2hl6nTG/h47ibCzl3FrqQn1h7B2Ko1EmwhTBewRm5kpfN3WARbDkcwcVAr/Nwdi/AGZ3Loy1Y0+mgfKbcOLIqDBV0mF7djhJar235g9JQkBi0dR10L8/6YPlO/2iqVgoONFQ42VvIDI8QjypkUio+Pf+C8Xbp0YcmSJWRkZDB37lyGDRsmQRSimDp69KgpWVy3bt1czU1EQdFxfMt2ro0IwTPXOXYy2zfsIs2ooXrDupRUQB++hS3hOrBqxciJvah0V7mOPiKMQ9cNYNSj198+e799z9N430SR4lyT2qEa1h7ZzYo1MQzo53XXvVItR759kUGrDIR2+5TZg2tg+Sh/7kNujyh8trZ3msenpqaapt955x2mTp2KTqfjp59+YsyYMbkGpbif/60/xKHw6zgHVkatsZQgC5EXuxLg5E5yzAU+mbeZWcM7oVEX0WpL7QHmzwkjRXGi8dgFTHklBEutNf52xWuXGC7/SM+Ww9nh/S6vyScUqf0Vwsw8bJ9Ct7322mumMtW5c+eSnJwsQRSimNq0aZNpulmzZhKQQmEkdcNXfLg6BkOO525s+ZSxi2IwOjRhQK+yqAHFzh47BYz6aC5H3dWTdPpJZr83lQNagEwysrKfViytsFTAmBhHXMZ9NkNdgZcHNMSBZNaNe5t55zNzvZx2ZBrDv1zD3u37yfQI5FHTgw+9PaLQ2dvfGe8uLS3NNO3n58err74KZFcQTZgw4aGWl5CSzuJNR7B3D5KEkBAP/DFUsPMI4uqNVDYevPB4R5HCHH3MEEdMnAEsG9D/vXZUK1OGChX8cShuhUJ6PXoZvc1EkkJCmBkbGxvT3cIHNR8DCA4OpnXr1gAkJSXx66+/ShCFKKbWrl1rmm7RooUEpHCuDNCoLvO/brVp/sbnTJ81g6/eaUOtdpM5kuVKywnTGBCQfXqm8ulAz6ZOqLSH+apTR4ZPmcui3+byw/g3aV2lDm9vL0n5AA2K4ToxcdlJI6WkP34OKgw3l9CvcnXqNB7Fxoy8TwFLvf4Dk9p7oUT9yYCaNej0zmdM+e5bPn27IzUbv8+/N1X4dZ3C1y+4PHKPCw+/PaKwOTg4mKbvvsEzduxYU2XgjBkzCA8Pf+DyTl2+hqJSYWlbQoIrxMNceKvUWNo5cjIirghvpR6dzgjYYGuT3zxakmMiOHc+gpjkh+3ORUfy1Qgi4zPIsyt6fTrxkec5d+k66XfPYMjkZtQFzuf12t2MmSREh3P29GnOX75Oml4+dw9DGv0KYYZcXV25fPky8fHxGI3GXB3W5WXw4MGsW7cOgJ9++olXXnmFEiXkJFCI4iQ5OdnUybSnp6f0J1Ro1JQa9CMj0qbzwS/j+FdnBEVFiZA2vD/+Wz7uHnqnKkcVwMB5y7n22ut8vXo9U4b/DYBi6UrljsNZ9sV7lP69Kc99cpQd6/eQ3q4JNtYt+GBiT/YPW8zJiEPsjbIg7JIev7w2xTKU15ftwu/rkYz5fgWrvv+YldlrQFOyAp3HTWDymHb4qx/jz81ne5qXVctH4QlzdLzTj0liYmKu14KCgnjzzTeZNm0aWq2WYcOGsWLFivsu71JMAmoLazPvo9VIVsQ6Lp6//h+aRypY+LWkVFmPfDqcj+Hq5r9I9OhE2YpehR5eY3oEsYc2cfX8aZITk9Cr7LFxDcG1YisCygdhcfcGJB/m4r6jZD7kH6y4NSCkSimpRLgdb7UVl2ITit6GGS4xs30dPtqXSkomwEr6+7jyhmJD5znn+bmDFWij+Xf6R3w8bSm7LqWgN4KidsC/blfe+Ww87zzvkyO5oOfY181oM/UKHWevpuGfXXh93ilSsKVU12nMqrOEvt+co93s3QyMHMvQLxexJyodo6Jg4/c8b0+fyxcdXLm49EPeGjWbzREpGIwKVt71eH3yXL7pUZqcHcroY3fw42fj+WHpVk7HZ5JdBKSgcQymce9RTPyyP9UdFUDLthHV6DonggRtdjOydl6/YunVnz8OTqShmbaal6SQEGbI2dmZy5cvo9VqSUtLw87u/g2FK1SoQMuWLdmwYQOJiYnMnj2bESNGSCCFKEbWr19PVlZ2G6Q2bdo8MFksHoNdRfpOO0Dv8Sc5cu4GavfSlCvjhX0eV00q9yaMXXGG4XHnOR1+jUxLZ/xCyuDjcCupMnY/6WNzZXoI7beA4y/PJC4uCaO9K+6Oligf7CXrg7wSQwG0+WgpbcYkE3X2HJE3M9E4+hJS1g9Hzb0JrfJjw8gam1++qxLjDmUxjgdtjySEilpSCGDcuHHMmzePxMREVq5cyeTJkxk+fHj+F7dGGbUHDGSc/pWDfxzD8NDvUWPbNJSgPJNCWpK2fsLOJbvQNKtFmcJMChmuE/fPBPav3UDCPeUUf3Nh0wwOB3Sj5oD3CfS8c/ltvLGVE0tnk/iQf7C6iiNBVUohDQyzKcrjjxhWKKOPKbYE1mlFa6dwdizdziU8qdqyAf5qK6p6qiDrFLO6NmfI6qsYHEJo1qcN1T0VYg6uZfmmuYxotZHtP2xg8Wuht5I1RrQp14mNvcqBKf1ZuOU0GTYO2GaloXcPxCU9nrjYaHZ+1YEle0/g8FxLXmnjTOKhdaw9uJlvevUia5gLS7/6B81zrenTzIHrB9ay/shOpvd9CffQPXxYJfsgZby5nncadWLmOT0lK7am3yuV8LLREn92J6vX7GHTjNdpG+/AkUXd8VAUXCo0oVXjPWxYGcY1m0Bqt6qOR8nyuJhx5lKSQkKYaVLotvj4+AcmhQDee+89Nm7ciMFg4JdffuHll19+6I4ohRBF359//mma7tSpkwSk8C8NsPGqQB2vh5zXPYRq7iEPv3gLB9x9HB5+frUDPuWq41NYf+5/3R5R4JycnEzTN27cuOd1FxcXOnfuzLx580zH/QoVKtCqVSsJXr5UWJXuSsUODXNXCmlPE7FhM8l44NWkC652Sq73WAZ555HsySJ57zi2LNlBplFVuBdphitEzBnA7n1XMKg9cG/Ym9I1auLs6oxKe4Pk8M2cW/8bURFL2DUpDv0HUwl2uyuZqyqNf5uWOD7gQlrlGYqkgZ+FQ5IbbcbNpU3mMrov384lavHO/xbQ1QpAz+lJAxm++ioE9WLBP3PoWep2mm8C4xYNoEWf31jxbj+m1tvOBxVyfHqNaezfep4WX+1i0Yg6OKecJzzDn6yfAWMWJ/ZeoeOMgyweFIoNgPYMk5pW4/0dO5j6hTttp+3j98EVsAXQXeTHDtV56+8jLFl2jFFVqqFBx7FpH/DTOS0u7Waxb/lAgkyrN/L1tuHUaTaV06vm83d8N1511VCh33TmNZlK47VhxLu1ZtzcydSX0ceEEOZ8Ynjz5k38/f0f+J4yZcrQtWtXli5dSkZGBpMmTWLSpEkSTCGKgYyMDNasWQNkj1DUsmVLCYoQxUzOG0L5DTQxefJkU1IIoHXr1mzYsEH6GMv/Shqr0l2pVPqup1P/In7jZpKNnng1e5Ny7g9Ii2RdJnLlWPb+c4hMQ2F3fqslYf0H7N13BaNNDSq//T2VSuccIt2fEr5V8anZhMNTXudExL+ELVyG59Ae5MptqYMJaD8Yf7maLP60+5kzey9pihu9J03npVI5676sKPXSdKb8vYkXft3Pj7N3Mey7RrkqwzTl3+Dr9+rgogYcS1PaUc/J269VHMT4AbcSQgAWpenQvhJjduzDWOENvhh0KyEEoAmgXbuqWPy9lSuXrqCnGhpjOukez/Ny90pUfq9PjoRQ9vezRN3ONPP6nlMxsVyNN4CrpCjzIs07hTBDJUuWNE0nJDx8u+bhw4djY5P9s/3HH39w8OBBCaYQxcCqVatISkoCoH379qbvuRCi+HBzczNNx8fH53t+sHfv3lzPtWzZkqVLl0oAC4WRzNM/8u8nL7Bt/SG0jvUoXT2ocBvlJa/n6N9H0eGMz0vfUDFXQigH2+pUfrkPTmrQnprPuQid7K6i8qkpzNHH8mC4sofdl/Qo9k3o1MLp3s+n4kTzLs1wVPRE7d5FuD53usHpuTqU1+SdinCqUYuymtzPlXAqgQoFm0rVCM3zNdBqb3VwrThQ+40pzFk8n3efy5GK0iYRdXIXq3/9i8OpRkCHTj7C+ZKkkBBmKOfdwv+SFPLw8OCtt94y/X/cuHHo9dKtvxDPupyjCvbs2VMCUigUStbszpuD36R3XQ85ARNPnIeHh2k6Li7/0Y9q1arF4sWLcz3Xo0cPpk2bJkEs+Mtt0s9tIOaGHa4NP6TFuB8oF2SfTwfUVzj3fUuWf/AiB89k3bWYs5yc1ILlI1uydWvUXZ1ep3Dl1/Ys/6Abh85mkn5oBdHpBpSSbQmt6XHfBJTKvwc1eo+jwbDJlPWRCgtzpY+NIkYPKo8A/K3znsfSLxAvNRhio4k15E43uLi75tOEUMGxpPM9x0Pl1r/Wtjb3vKbKp79DXdx+Fn31Dj3b1KdyKQ/sbZ3wq1CfDgOnsuPGrQ2SEejzJQV/QpihnM3H/ktSCOC1115j2bJlXLp0iRMnTjBnzhxee+01CaoQz6iYmBjT6IIuLi60bdtWglIoVHi2+oDvpHsW8ZS4u7ubpmNjY+87b48ePbh8+TLvv/++6bmhQ4dy4cIFpk6dKh3RFxgFq3Jv0fi5Onh72gN6kvKd1QtXf1vSj54j6vhpqpWtbEroGG/s4cqFaNJ0ClnHDpDVyAer2y9mhhF5+BLpxva4BRi5vvUYeqMKq7L1cX1QPyqKB54Nu8tuMncGI0ayO7jO95t/u2pJpb4nAaSx0OT7+ddYaB6zMs5I4s7xtO/0GTvj9WBRAp+Q8tTv1J6K1WpRv6Ej//R/mR8vy268H0kKCWGGcg4nn9cIJPdjZWXF+PHj6dOnDwDffvstLVq0IDAwUAIrxDPo559/NlX89e7dG0tLGSNGiOLIwcEBa2trMjIyHpgUAhg5ciQ6nY4xY8aYnps2bRrz589/qPeLh6HCpnRzHq7Brhqnyo1wWHuOlFN7SDJUvtXJs5HMM7u5qVehKEb0F/ZyXdsJn1s/5frwbcSkgEXNpnhYxHLuejqgwsE78PEqFg0RXPnnf6TebyEqTzwbtsbZWpKIBalQRh+73yfP3RN3NYTHRhKVmXcGQRsVmV1N5OaB65Mshc3ayxcDxrPzhgXlBsxj8TcvUck5R1oqayMb0rJjJIVC+ZOkkBBm6HGSQgANGzbkhRdeYPny5WRmZjJixAiWLFmCWi2lxUI8S/R6PbNnzzb9//XXX5egCFGMLyQ9PT2JiIggJiYGo9H4wNjevjsAACAASURBVIqf0aNHU6JECYYMGWJ67ubNm3Tq1Inug8dJUJ/0PvRrgnfJuZyO2k1swkAcS6qANK6dPIxeUwPf0HNcOXGQ2EgdPsEaQMeNYztIxw6/arWxIAptphFQY2Fr/3gVGvozXPzzDBfve6X5HDVrtJKk0DNO5V+bWt5qdl/eypptKbzQxv6uOVLZvnYLiUYV7tVrEPQELwf04VvYEq4Dq1aMnNiLSs65P2v6iDAOXTeAUY9enyMtpNxupmaUZBGSFBLCLDk63ulU8FGSQpDdn9DOnTuJi4sjLCyMWbNm5epvSAhR9P35559ERkYC0KhRIypUqCBBEaIY8/HxISIigszMTG7cuIGLi0ue82VkZLBhwwaWLl3KypUr73l93bp1RMbcwKvlOxLUJ3rlVhGfiq6c2Xqcq2eSKFPXCXTHuHo2BcW3AaFVLIk+vpe4M5cxBpdCMZwl+sRVjFaN8CnnAFiiViuAEYNWm90k6FG3RV2GwA7tcLpvpZAXbraSEHrmWdahb99KzPz0CAtGjqZbje9o5X57xxuI2zCGEfOuYLAIpU/fRlg9wU1T7OyxU8Coj+ZylA5K5mgTmX6S2e9N5YAW0GSSkaMrLsXSCksFjIlxxGUAt99mjOf4pj1EZCi4V2lOLT/zqJ6WpJAQZqggkkJOTk588803vPrqq0D2MLa1atWiZs2aEmAhnhHffvutaXro0KESECGKOV9fX9N0VFRUrqRQZmYm//zzD0uXLmXFihWmEQnv1qVLF3r37k2ytS+/7bgoQX2yV+e4VWmA9dblXDt5EF3dpqiv7CY2ScG+Tm1cyhhwVO0i4UwYGW1KYR2znehYA5pyz+NtpwBu2Dqr4bKO9JtxgOejb4oqCL9WA2VI+qfgSY06docFVUfM5pNNrflw+w90rHqA7n06U9NLIebgCn5dvJtonSN1x/3C2NpWT3TLVD4d6Nn0I7b9fZivOnUk4e0ePOcBNy7sZdX8hWyM86N8wHVORF4nJk5nSn8oJf3xc1BhiF9Cv8qnmOjfks/XT6C56ggzXu3IzGgLWv8cydoBbphDWlMGvxDCDDk4OJimU1JSHnk5jRo1on///kB2M5TBgwdz/fp1CbAQz4B///3XNPR0cHAwnTt3lqA8kbP5BA4v+pzBvV+gQ8cu9Hz9GzZf/68n+AZid/7KtKnTWLT/xsOVvhui2fa/aUz9/ncOJUmxvLnKmRS6fPlOz6vXrl0jJCSEDh06MH/+/FwJIVtbW7p3786yZctITU3ljz/+oEuXLlhaWUlAnwJ1SBM87SDr7C7idXqST+8lxeiMe2gZ1O618XBRoY/Yy7UMPakntpFgsMK1aoPsjqcVO0oGBKLCQErECdIf+FOg5fqG0exZNpeIi/HSzMYsqLCwssLKyiJ3osDuOUav28FvI9sQmHaAhV+P4t13P2DC/ANoy3dm9G872TCuLg5POoOiCmDgvOV81rE0FpfWM2V4P3r17sfbny8jpspwlu3bw6LXqmKlSmbH+j2k336fdQs+mNiTCiUgOeIQe3f/S9gl8x1RWXK7QpihnEmh5OTkx1rWqFGjOHDgAEePHiUuLo4333yThQsXSme1QhRxH3/8sWn6/fffR6WS+0SFL5NDX7ai0Uf7SLl1daU4WNBl8n89izZwefWXvDchnMqfN6f7cyV5YBcO+ov8NX44U6LqMqX9i1QrIU06zJG/v79pOiIiwjR9/PhxU1NSABsbG9q1a0f37t1p27YtdnZ2Eryiwuo5fEPtuHhwL1evXMP+9FkM1o3wDLICdSieZZ05veMgsRHRZBw9hUFdGd+Kt6sd1DhWaoTD6jMkXljH5es9CHW7z29/1iEubl7DhRt/k+TYnIAgCX/x/3x1YWFCBgvzes2uHD0mrqHHFzeJOHOBmFQNJX2DCPJxxCKPNEP18cfRjs9rQWrKjw0ja2xeryl4DvqHjEH5XMP0/ov03rmfU7k3YeyKMwyPO8/p8GtkWjrjF1IGH4dbR8ax+0m/Z12WhPZbwPGXZxIXl4TR3hV3RzXQlBlRemaY2W6XpJAQ5vh7b2WFRqNBp9M9dlLIwsKCmTNn0r59e27evMmBAwcYPXo0kyZNkiFrhSii1q5dy/bt200XiX379pWgPAnaA8yfE0aK4kTjsQuY8koIllpr/OV6WzwhOUcKzZkUatSoESNHjiQyMpLOnTvTrl077O3tJWBFkj0eVWthEbaVmMOrsLuYhSqgDm42AFa4lquOZscmYg/MJ/liFqrA5/EpeSfxowS8SOnSCwg7e4iTy1bjN6gjdnnmhTJJ2DSN8Bt6FJtGlK7lQ3ZvROJpe9Kjj9178u9MYMWaBBatqGDjHkI195D/+Lc44O7jYPafKbktKISZHkxun+w9TvOx27y9vZk5c6Zp9LE///yTyZMnS6CFKIJ0Oh0jR440/X/cuHFS2fekGOKIiTOAZQP6v9eOamXKUKGC/5MvtxdmKyAgwDSdMymkVquZOHEiixYtokePHpIQKtpncViVa4KbpZ4bW+YSk67GKfQ5bG79jliG1MFFYyBx51Jis9Q4V2mEXc7fGMWPkG79cbE0kn7oUzb9NJeY6+l3HShiif17GP+uOIwOB9zavUugo/xQCVFcSaWQEGbKzs6OhIQE0tLSCmR5tWvXZsKECaaLzenTp+Pg4CBDXAtRxEyfPp2TJ08CULFiRakSeqL06HRGwAZbm/zm0ZIcE0VMCjh4+ODpYPGIq0rnelQ0KVYe+HrYP8QJXyY3Iy8RnaDH1jOAADfbh7hzqCP56hUSLD3xcbGWO43PgFKlSpmmw8PDJSDPKof6+JayIvpUAlkqXzxCA+50hluiFp4+amIitBjU5fCt5H9PR7nqwEE0GhDHv3OWkXDgGzYdnI1DUEWcXV1RZcWQcOEwCUmZoNjh3HQiDVqUvvf7rdvE7uF12PPAq83qVB83ndJO8gshRFEl304hzNTt/gEyMjLQ6wumY7WuXbvy3nvvmf7/1Vdf8dNPP0mwhSgiLl26xEcffWT6/7Rp00wVfqIQGS4xs60Xrj79WZkJZK6kv48rrm5+DFyVmT2PNpp/pwygUVBJnL2DKBMShLezC4EN+zP53yh0D7kqY/IxfvugI+VdHHAPKE2Qlyt+tfszc//NvJt9GOPZN+tNmpZywy2gLBUrlyfYwxXfWi8zcdPd69Vz7Osm+HqV5q1Vp1nUrzLePkH4u7kQ0v1/XNDLri7yuQQHBzw9s0ecOn/+/NNpeiIen+KGd5WKqBRQ7GrikXMIMJU/HqG+KIDi2Rgfr7x+49XYVv+YVh9OpXLtqthZpJB8YSeX964g4tBeEpIVbIPaUnnwMlq91MhUhZT7t0OHLj0Z7QMfaegNsssKktFoND2EKAhSKSSEmcrZaWRaWlquzqcfx+DBg0lMTOTnn38G4MsvvyQhIYERI0ZIH0NP9xQCnsqgmk9rveKevITBQL9+/UxNRnv37s3zzz8vgXkiF3C2BNZpRWuncHYs3c4lPKnasgH+aiuqeqog6xSzujZnyOqrGBxCaNanDdU9FWIOrmX5prmMaLWR7T9sYPFrodx3vKf0MCa0ac6HOxPReNei+ytNCFRFsnP5Ioa0+RsPw10XEIYYVg1uxkuzTpFRIpTWr3WmboAl8cf+ZsmfvzGq7Q7Cft7MwldK3TphNKJNuU5s7FUOTOnPwi2nybBxwDYrDb17ID6SX3wmhISEEBMTQ3JyMrGxsaYkkSjIk6zOPD/zUUZ0VFOi9WJ6tn7QfCrsms2jZ7O8l+H64hp6vfjAHyY0ns2pNLA5lQyppMdFkpaahkFtj41rIPb2eTcrVgKG0n7WUNnHQhQjUikkhJmytbU1TRdUEzLI7q9ozJgxDBgwwPTcjBkzGDZsGJmZmRgMBtatW8fBgwdlJzwReq7u2UTf/mvYrTWH9Yr8fPnll/z7778AeHh4MHXqVAnKk6K40WbcXBb87x1qWQAWtXjnfwtYMP8Xhjyn4vS0gQxffRWCerHg0DE2zJ3KhAlTmLvhKIcW9CLIeIUV7/Zj6gndfb9zp6cP4bNdiVhVGca6I7tY/P0EJny3kG3HNvNRxVRiUnLerjcSt+xdBs4+RZZfN/4Xdog1s77kwzGfMGXRLo6uHUYV9WV+f2cIcyPvus1vTGP/1vPU/moXMUlJJF8/zcaPGmEte/qZULZsWdP06dOnJSACVHbYeIbiElwdt8Ay+SaEhBDF9CdAQiCEebKxudOhRXp6esFe/ygKY8eOZfjw4abnVqxYQbdu3ZgwYQJvvfUWL774IuPGjSvwdYvcDFHb6PnS7yw4mY7BDNYr8rZ69WrTEPSKojBnzhxcXV0lMEWBdj9zZu8lTXGjx6TpvFQq58WYFaVems6UXh4oafv5cfYusvJbju4IC+YdIEPx5uWvP6Opa47RhhzrMmba25TPWR9uiGDRD39xzehAm8+m8UqwVa7TQ9dmn/FVby+UxI3MXniWu1uGacq/wdfv1cFFDSrH0pT2kDKhZ0XOpNCpU6ceeTl2NpaokDaDQvwXasWAnfXjJd0URTE9hCgIkhQSwkzlbD6Wmppa4MtXFIW3336biRMnotFkX4kcO3YsVx9D8+fPp127dhw9elR2SGHRG9A/jTbnT2u94h579uzhpZdewmDITs+NHDmStm3bSmCKCMOVPey+pEexb0KnFk73NrZUnGjepRmOip6o3bsIz+ca3BC7h93ndCh2DWjZ4N4x7i0rt6VVQI7ETcoetoZlYdSUpWpwKpciIojI9biGV2goFug4vnMficbcp49Oz9XJnWQSz4ycSaHbnc4/0nL83MjMyMBokMSQEA8tK42yfnJTRhQtkhQSwkxZW98p9C/Map1u3bqxZMmSfPssuHjxIl26dOH7778vsA6vxX+l42Z0LCdOXeVifNZDVPboSbway7GTUZy+kkqG5H6KrG3bttGqVStT4rddu3Z8+eWXEpgiRB8bRYweVB4B+OfT/srSLxAvNRhio4nN5wtquHqFaAOo3HzwzusmtNqfUn53kkL6mEiis4yg3c/4hsEEBQXd86g6YjOZRiO62GjiDLlPH13cXZHaoGdThQoVTNPHjx9/5OUEe5fEo6QDqfHRElQhHkJWejJJiYnUrxQgwRBFitzjEcJM5UwKZWZmFuq6qlevztq1axk9ejTr16+/96JIr2fy5Mls2bKFyZMnExAgB8sCuNRk22ef03VRPAk6MERtpV3V3Vh61OeP9S/S0AIwprJvwV+M+mEf2yIz0BtBUSzwrFKdd8d0YXgDp9wHCWM6YQv+YNj3+9gVlYneCCgK1u7+dHq1ExMHV8Df4iHWK56I2315ZWVlNziqV68eS5YskdHGihqDMbs7dkXJv0v221V3KnX+iRhj9nLIrzmBosHCIsdrBj16QLGpyAuDWhF0n4+F2vc5nO9arMZCTiGfVYGBgdjb25OSksKxY8cwGo2P1AxFo1bxcZ8mvP39GhRFwdbFR5qzCJGPzJSbpMZepFfzKoT4uDzWsmTUMVHQ5IguhJnKmRTKyMgo9PU5Ozszc+ZMVq1axfjx47l+/fo98xw8eJAmTZrw1Vdf0aNrWxmz6rEouJQtQ6u6F9mw4RLXrF2p3cQfDycvXFSAIYlVYybz0vwYMhw8ad27KnV91cSfOsGStfsY1fs8Yd8OZ2FX11sHCgPhC36i5eiTJLv482L/ilTxsCDj6kWW/3mUpd/M4FjKcA58GHT/9YpCt2PfeT6a0oYtW7ebnmvUqBGrV6/O1WxUFA1qd0/c1RAeG0lUZt5nZtqoyOxqIjcPXPP5Hqk8ffBSwdlrV4jOBO5OwBquEXPtTrmPytUTd7UCBh/ajP6Gge7yi2suVCoVFStWZM+ePcTHxxMdHY2Pj88jLSvU341v32jN5wu2cO3cVaxs7DBIDZkQd37jVaDPTEOr1fJa+5p0bVRBgiKKHEkKCWGmnnRSCLLvhHfs2JGmTZsya9Ys5syZk+fIZ6NHj2bN6hVMHVMbF2db2VmPdtpPhR49mVd3E403XSLepQLjpnajvgWAkbiVSxi4IIYs7xr87/d+9Am8fThoz9gdy2jRZxO/f7iIFvWGMNBbAd0V5vxyihtqfz5b/D4flbtz+BjVYyUNO6zl0MIt/D0smBfyXa8oLHvCwvlh7hZ2h4VzIeJartf69+/PjBkzsLKykkAVxW+qf21qeavZfXkra7al8EIb+7vmSGX72i0kGlW4V6+Rb0WPyqse9UM0bDm1nb+3p9D1ruUYrmxly5k7o5cpzjWpHaph7ZHdrFgTw4B+Xncl4rUc+fZFBq0yENrtU2YProGMR1R8VKtWjT179gBw+PDhR04KAVQO9mTeqBc5ciGGM5HXSEzNlAALcYulhZoQHxcqlfLE3UluzIiiSZJCQpipnBeIt5uXPCn29va899579O/fn0WLFrFw4UKio3P3SbBj5x5a9j7K9591ol7NQNlhBckQz6K5h7lmtKL9yB68EpjzUKDg2qAjX3U5QLtFp5j9Zyz9hniiNqYRn2gEDOj0ucuWbSs9z+yf/Yl39qSaXDU+FeGXr7Pgj725nvP19eW7776jS5cuEqAifcVQh759KzHz0yMsGDmabjW+o5X77XIgA3EbxjBi3hUMFqH06duIfFN7miq8OrAuU4fvYOGocfSq9S1NXW6leXSXWPT+12xLN2LK7Kgr8PKAhkx651/WjXubeQ0X0rf0naWnHZnG8C/XsDfBlaAhgUhet3ipVq2aafrQoUO0a9fusZZnY2VBnfJ+1CnvJ8EVopDlbKYpTclEQZCkkBBmysLizin+k04K3ebg4ICXlxc2Njb3vObt7cmglypTvZKv7KyClnqRrUf1GDW+VA3M4lJk/D2zeJX2xIJEju+PINHoSUmNH01r2zF75RU+f3E8ezvUpOPzFWjZIJDSjg7UaFFV4voU2dpkX+mrVAo1qwTwav+h9B/4Rq6KQFFkf42pOmI2n2xqzYfbf6Bj1QN079OZml4KMQdX8Ovi3UTrHKk77hfG1r5ftZeakDdn8PnqJry3aSrtahzh1b7tKGd3jf3L5rD0iAYvdzVXEm7Pr6LU6z8waUMzBq/+kwE1a7C8T3eaBNuRdH4rS+av4XSSCr9uU/j6BRdpzlvMVK9e3TQdFhYmARFCCDMmSSEhzJSl5Z2SjiedFMrMzGTZsmX8+OOPXLlyJddrQUFBvPXWW3Tu0AzNjd9lRxUC/bUbRGuNoI1gfOexjL/f5eq1BOIMUFJtx4uf9mVY1Fy+OxjL+t/WsP63NSgWtpSuWYmuL9Tj9a6hBEoO4qloVCeE/evGUKaUByUcrMG9N6hlZxQ9KiysrLDCIvfwr3bPMXrdDkp9OoJxszew8Os9LABQLHGr0pnRoz5nTPfy2D8oM2NVkXf/2orbx8P5ePZGZn+6GSMKVp71eWv+lwT+2JxhO3IeCEJ5fdku/L4eyZjvV7Dq+49ZCYCCpmQFOo+bwOQx7fCXLmKKnUqVKmFpaUlWVhZ79+595M6mhRBCPPsUo9ScCWGWlixZwqhRowD48MMPGTBgQKGv02g08uuvvzJjxgzi4uJyvVauXDmGDBlCq1atskdH0idD3CLZUY/JcHkTjRsuZbdXc7Zuz+7bR39+HXWa/UWY2psXXqlw/1GHvCoyfEAoHqbWLBlc2HOY39cdY92W0+wNTyEze8gjHCq3YtXSzjQuoeS5XvEEufcGtfRd8EzS3iTizAViUjWU9A0iyMfxkZpu6VNjCT93iZuKGyHlg3B+0EL0yUSdPUfkzUw0jr6ElPXDUW4dFmt16tRh797sZqeRkZH4+kplrhBCmCM53Athrl9+zZ2vv06neyLr3LlzJ5988kmu52rUqMHgwYNp0qSJ3KV8QlQlHXFXKWBwps3bLzLQ9T/EXWVNcL06jKpXh1EYSb16mY2rtzL+212EHdvIR0sasuU1VwmyEI/KwpnAijUJfMzFqO08CKnq8R/e4IBPuer4yB4wG7Vr1zYlhXbv3k23bt0kKEIIYY7XBhICIcz0uiNHn0JarfaJrNPd3d2UjGrQoAGLFy/m999/5/nnn5eEUGFRuNUXiJHbZaGKYwC1S6swai+wYlMS95aL6jny4w/UeXE6ff93iSxAH7GPd/p+S+1B2zivv7NwO68AOr32MrP6eqIxGoiIuIE+n/UKIYQoOurXr2+a3rFjhwRECCHMlCSFhDBTT6Oj6TJlyrB582bWr1/P/PnzqV27tiSDCpliqcFSAWNSMnG3RwlWe/NyrxAcyGTdxMXMi8hdKZZ2cjPDpx1j794IMt1csQDUJS24EXaO/es2MnlHau5Ej/4mB44lolfUlCnjhjq/9QohhCgyJCkkxDN6bqcopocQBUGajwlhrl/+HM3HDAbDE1uvn58MV/tETxycSuJnr2C4eYB+za4y0ac8ny/qQvOXezJpyxQGbzzEgNZfsLxrDZoEWpF08SxL/jjG6WQFvw7d+bqNXXbFT4lKjB5cmtWfn+PHfl9w5oXatK7giFX6TcI27GHxgXQsSzdlzAtO2Xcb8luvlewTIYQoCnx8fChVqhTh4eEcPnyYxMREHB0dJTBCCGFu14USAiHMk1p9p3fhJ5kUEk+YVTk++KgW+z/ez8nISPbGqAm7YqB5sCev//w+ftP/YMycI6yas+rOqENOXnQe3oXJ71TKMeqQhgqD3mS95TKGfr+ffxetZfOt+RXrEtTo2ImvPmlF0xLKA9YrBapCCFFUNGnShPDwcAwGA9u3b6d9+/YSFCGEMDMy+pgQZmrr1q307dsXgEGDBplGIisyZPSxgqXNIC4+A6OtPe4lNOQqONZnEBUeR2SiDo2DMyHBzvcfdciQRdylWC7GZ4GtPQGB7njaKv99vaLwyOhjQoiHMH/+fPr06QPA0KFDmTp1qgRFCCHMjFQKCWGmpFLIzFhY4+5pnc+HwRqfEP+HH3VIZYl7kB/uQY+5XiGEEE9V8+bNTdMbNmyQgAghhBmSOn4hzFTOzumkYFAIIYQwP15eXlSuXBmAU6dOERkZKUERQggzI0khIYQkhYQQQggz1bp1a9P02rVrJSBCFHEy+pgoaJIUEkJIUkgIIYQwU23btjVNr1y5UgIihBBmRpJCQghJCgkhhBBmql69ejg7OwOwceNGkpKSJChCCGFGJCkkhJCkkBBCCGGmLCws6NixIwBZWVnShEyIZ+C8/fZDiIIgSSEhzFTOdsgy+pgQQghhvrp27WqaXrJkiQRECCHMiCSFhDBT0jmdEEIIIQBatGiBo6MjkN3Z9M2bNyUoQghhJjQSAiHMk1qtNk1LpZAQQghhvqysrOjatSu//PILWVlZ/P7777z++usP/f70TC2Hz1/l1OVrJKZkSECFuMXSQk0ZX1eqBHvi7mxfIMvMeWNXmpCJgiBJISHMlEp1p1BQp9NJQIQQQggz1qdPH3755RcAfv7554dOCh25EMPnC7aQmJqJpY0dRtQSTCFuUatgzf4LaLO0vNauBl0bVUSlkmp9UbRIUkgIcz1ISaWQEEKYh8yVDAjuz4pMJ15aeJLpLS0lJuIeDRs2JCQkhHPnzrF//34OHz5M1apV7/ue05evMfLHddi6+uLm7S1N04XIR0ZKAnM3HCE1Q0u/1tUlIKJIkT6FhDBTGs2dnLBUCgkhRHGWRXJ8PPHxN0jOkqYGIm+KouSqDpo+ffp959fpDXz66xZsS3pj7+IjCSEh7sPa3gl7zxB+23iEc1Hxj7UsGX1MFDRJCglhpiwsLEzTer1eAiKEEMWVpgZvzPyJn376jv5VLCQeIl/9+vXD2toagAULFhAXF5fvvBeibxB7Ixk7Fx8JnBAPwdLWgRKOjuw8dkmCIYrWaYKEQAgz/fLnqBTSarUSECGEKK7UQTTtO5CmEgnxAC4uLrz66qvMmjWLzMxMpkyZwldffZXnvGcir2FlbY2iknvMdxjJiljHxfPXefgaDgULv5aUKuuBqdbKmEbqxb3ERkSQnmFA7eCDc0hd3D0dkXqsZ5ylLWcir0scRNG6LpQQCGGeclYKSfMxIYQQQgAEBASYpidMmMDw4cNxc3O7Z77U9CwM0qn0XQxknP6Vg38c4+F7a1Rj2zSUoFtJIX30Cg7MmciFywnkah2k2FGixjvUe6U3LraSGnpW6Y0qUjOyHmsZMvqYKGiSFBLCTFla3uloVJJCQgghhIDs4elz6tatG1u2bJHAPBQVVqW7UrFDw9yVQtrTRGzYTDIeeDXpgqudkus9lkHe2RVAyRvZ991HhN/UYF9pEBWfb4RzCYXMqB2cWzOHyANf82+6Ba3e6YGDFGgJIQqIJIWEMFM5K4UyMzMlIEIIIYTgrbfeYvLkyURFRQGwdetW1qxZQ7t27SQ4D6RgVborlUrf9XTqX8Rv3Eyy0ROvZm9Szj2vCis9N//9gYibRqyqfEyLtzphKgjyr4JnuSB2fv4Bl07O4uSpTtSuYC3hFkIUCMkxC2GmclYKSVJICCGKscyVDPB1xdWtNEM2ZEk8xH1ZW1tz/PjxXM+1b9+eq1evSnAKk+EKV0+EY8AZvyatubuFmOLUnOAqLijG61y/cAlpNGS+ZPQxUdAkKSSEmcqZFMrIyJCACCFEsSVD0ov/xsnJiVOnTuV6ztvbm6SkJAlOYVFK4tt5EvVeGUWwv2VeM2DqSsZgAOMVzn3fkuUfvMjBM3clew1nOTmpBctHtmTr1qi7EkgpXPm1Pcs/6Mahs5IkFkJIUkgIs5WzzwCpFBJCiGJMhqQXjyA0NJQpU6bkes7R0VHOGQqL4kCJci0IatgWV4c8OpLODCPy+A2MigPOAf4oiheu/rak3zhH1PHTuRI/xht7uHIhmrSEaGKOHSBXLjgzjMjDl0jPKo1bgKXEXQghSSEhzPbcQ1FM1UJSKSSEEMXYrSHpBw54hcZ+cuonHt67775L06ZNcz1nbW2NXq+X4DxJ41tKVgAAIABJREFUxhSurf6a8zcMqDxeIKSiHaDGqXIjHFR6Uk7tIck03JmRzDO7ualXoSigv7CX69o7i9KHbyMmBSzKNcXDSkL7rJ7D334IURDkzEAIM2Ztnd1JoSSFhBBCCHE3o9HI999/f8/zr776qvRn8sRkkLj1fbZvOIdBE0LoK2/gdqvgT/FrgndJNYao3cQm3M4KpXHt5GH0mhr4VnSEtIPERt4eZVbHjWM7SMcOz2q1kbpBIQTI6GNCmDUbGxuSkpJIT0+XYAghhBBmLi0tjf3797Nr1y527drF7t27iY+Pv2e+hQsXkqF2AJ8mErTCZEwh/p/hbP1jF+kqXwL7fk+VMvY5ruQq4lPRlTNbj3P1TBJl6jqB7hhXz6ag+DYgtIol0cf3EnfmMsbgUiiGs0SfuIrRqhE+5RwkvkKI7J8SCYEQ5svGxgaQSiEhhCjWMlcyILg/KzKdeGnhSaa3lH5ERG5RUVH06tWLXbt2odPp7jtvaGgojRs3RuXkQ5JBmpEVGv1Vriwdyq5/T6C1LENI/xk8V92L3A2GLHGr0gDrrcu5dvIgurpNUV/ZTWySgn2d2riUMeCo2kXCmTAy2pTCOmY70bEGNOWex9tOmh49q6RKTxQ0SQoJYcZsbW0B0Ol06HQ6NBr5SRBCiOLn1uhjmQYZfUzkadGiRWzbtu2e5+3s7KhTpw716tWjfv361K5dGycnp+z3bDrChU2nJXiFIf0Yp2YP5dCJOHCoQ5U3v6Viaac8Z1WHNMHTbjkRZ3cRr2uMzem9pBidKRVaBrW7AQ8XFTci9nItowslT2wjwWCFe9UGWElOSAhxi1wBCmHGbieFILtkvESJEhIUIYQodmd72aOPtdRbESKjj4k8tG/fnunTpwOYEkD16tWjUqVKcsPoSUvZw6HvhnIqIhW19wvUGfwRAe73qe6zeg7fUDsuHtzL1SvXsD99FoN1IzyDrEAdimdZZ07vOEhsRDQZR09hUFfGt6IbkhMSQphOEyQEQpgvOzs707QkhYQQopi6NfpYU4mEyEdoaCgRERESiKct6yQnfniXUxFpWJQeRKPBQ/Cwf1D6xh6PqrWwCNtKzOFV2F3MQhVQBzcbACtcy1VHs2MTsQfmk3wxC1Xg8/iUlLGGnmU5Rx2TpmSiIMgvghBmLGelUHJysgRECCGEEOKpyCR+7ViOXkhB8epBg4dKCAEoWJVrgpulnhtb5hKTrsYp9Dlsbr3VMqQOLhoDiTuXEpulxrlKI6Q7ISFETlIpJIQZs7e/M4JFamqqBEQIIYQQ4mlI2cTJf89hMIJybQXbx6zOZ0YVdk1m0KZL1Tt39x3q41vKiuhTCWSpfPEIDbjTPKxELTx91MREaDGoy+FbyV+ajgkh7vpVEUKYrZzNx6RSSAghiqnMlQzwdcXVrTRDNmRJPIQoggyX93Et3QgYMerS0KYn5/NIQas15H6z4oZ3lYqoFFDsauLhn+O+v8ofj1BfFEDxbIyPl1qC/YwzGo2mhxAFQSqFhDBjOSuFUlJSJCBCCFEsyehjQjxVdp15fmbn+86iKv8JXWZ/8ogrUGHXbB49m+X1mhrXF9fQ60XZDUKIvElSSAgzlrNj6aSkJAmIEEIUy7M9GX1MCCGEEPmcJkgIhDBfOSuFpPmYEEIUUzL6mCgE2SMgSeWZEP+F0Zh79LBH/+7dXp58B8Xjkz6FhDBjOSuFJCkkhBBCiIcV4OmEQZsheSEh/gNFn0mgh5MEQhQpkhQSwow5OjqapqX5mBBCCCEeVjl/dwwGA1lpcv4gxMMwGPRkpSZSLtBdgiGKFEkKCWHGJCkkhBBCiEfhZG9Nz2ZVSIm7iF4no9oJcV9GIymxF/EqaUfz6sGPuSgZfUwULOlTSAgzljMplJiYKAERQojiKHMlA4L7syLTiZcWnmR6S0uJiSgQ/2fvvsOjqPY/jr93NwnpCekhgYTeexeQXkLHggXhiqIglp8iXrFxVQS7cBEL6BVUpNgQAwooRXpVeu+QkAQSCKGk7c7vj4VAIEA2jQQ+r+fhYbLZzJz5zjmzc74758zDnetz4FgSG/ZsxsMvBJOLB2aLuhciWWwGtoxzWM+cwMMCr/+rM04W3ZchxYvO2iK3MV/fS2OalRQSEblV6ZH0UkgdCYuZtx7pyB8b9jJv7W52H9nHubQMBUbkAovZTIXQ0jRsVJ4Bnerj6qLutxTDc7lCIHL78vT0xGw2Y7PZOHXqlAIiInJLXu3pkfRSeEwm6NSoEp0aVcIwDDKsNgVF5AKL2YTFbC7gNqenj0kBXyYoBCK3L7PZjI+PDydPnuTkyZMKiIjILdkr0SPppWiYTCZcnCwKhIhISeoTKgQit7eLQ8hOnTqFzaZv90RERERERG4XSgqJ3Ob8/f0BsFqtpKSkKCAiIiIiIsWUnj4mBU1JIZHbXOnSpbOWk5KSFBARkVtN2q88Gh5AQGAlnlqgR4eLiIjIJUoKidzm/Pz8spYTExMVEBGRW86Fp48lJunpYyIiIpKNJpoWuc0FBARkLSspJCJyK17t6eljIiK3Cj19TAr8MkEhELm9XZxTCDR8TETklqSnj4mIiMg1aPiYyG3u8qTQiRMnFBAREREREZHbhO4UErnNXT58TEkhEREREZHiS0PGpKDpTiGR21xgYGDWckJCggIiIiIiIiJym9CdQiK3ucuTQsePH1dARERERESKoczMTI4ePcrZs2fx8PAgPDwcJyd16SV/VINEbnM+Pj44OzuTkZFBfHy8AiIiIiIiUowYhsH69etZtGgRu3fvpnLlyuzevZuqVavSoUMHGjRokO2pZCKOUFJI5DZnMpkIDg7m6NGjJCQkYBiGPlRERERERIoBm83GzJkzMQyDJ554Am9v76zfJScnEx0dzd69e+nbt6+u4SVPNKeQiBASEgJAeno6p0+fVkBERERERIqB1atX4+TkxAMPPJAtIQT2O/779esHwNq1axUsyRMlhUSE4ODgrGUNIRMRERERufnOnj3LihUr6Nq16zXvAjKZTHTr1o1ly5Zx/vx5BU0cpqSQiGTdKQQQFxengIiIiIiI3GT79u0jJCQEDw+P677P09OToKAg9u3bp6CJw5QUEpFsdwodO3ZMARERERERucmSk5MJCgrK1XsDAwNJTk5W0MRhSgqJSLakUGxsrAIiIiIiInKTubq65jrRk5ycjJubm4ImDlNSSEQIDQ3NWtbwMRERERGRmy8yMpKjR49itVqv+z6r1UpsbCwREREKmjhMSSERISwsLGtZdwqJiIiIiNx8gYGBREZGsmLFiuu+b/ny5VSsWBF/f38FTRympJCIEBwcjMViAZQUEhEREREpLqKioti4cSOrV6/GMIxsv7PZbKxatYrNmzfTuXNnBUvyxGRcWbNE5LbUokULYmNjcXV1Zfv27dd87GWRsaZAwnQdGJG8COoHFg/FQURE5BZw9uxZoqOjOXXqFBEREfj5+ZGUlMTBgwfx9/ene/fuuLu7K1CSJ04KgYiAfQhZbGwsqampJCUl6fZTEREREZFiwMPDg/vuu49Dhw6xf/9+EhIS8PDwoGvXrpQrV+7mf5krJZqSQiIC2JNC69atA+Do0aPFICl0cXSrCdANjSK5c6G96OJQRETk1vqEN5mIjIwkMjJSwZBC6XWJyG0uPDw8a/no0aPF4OzkfPETUAdHJNdXjBc+1k0uioWIiIiI3LjbpRCICGRPCsXExBSDzq2zTlMijjecC//pRmARERERuTFdNYoIkD0pdOTIkeLRuTU5Y08KZeoAieSK5dLdQiIiIiIiN6ArRxEBoFy5clnLhw4dKh6FcvK6NIxMRHLxqe5sbzciIiIiIrm5fFQIRASgTJkyWCwWAA4fPlw8CmXx1WlKxBEmM1h8FAcRERERyRX1tkQEAIvFkjWE7OjRo1it1ptfKCdfwKaDI5JbhvVCuxERERERuTElhUQky8UhZFartXhMNu3sD7ZUHRiR3LKdB+cAxUFEREREckVJIRHJEhERkbVcLOYVcgkFQ5NMi+SaYdjbjYiIiIhILigpJCJZypcvn7V84MCBYnCGcrXf9WAqpYMjcsP24mJvL2a1FxERERHJ5SWkQiAiF12eFNq/f3/xKFSpMD1iWyQ3TBYoFa44iIiIiEiuqaclIlkqVKiQtVxskkKule3zpIjI9VnPg1slxUFEREREck1JIRHJEh4ejpOTE1BMho8BOPvZJ5w2OesAiVyLydk+dMyptGIhIiIiIrmmpJCIZLFYLERGRgIQExNDWlpa8SiYW1XApAMkck0mcKuiMIiIiIiIQ5QUEpFsLg4hMwyjeDyBDMC96oWckBJDIlcz2ZuGe1WFQkREREQcoqSQiGRTsWLFrOW9e/cWkz6vM7jX1hAykRw/yV3Ao47ah4iIiIg4fimpEIjI5SpXrpy1XGySQgAetQAbultI5IqPccMG7rUUChERERHJy9WkiMgllSpdenrRnj17itHZqhR4NbY/dltE7EwWe7swuygWIiIiIuJ4N0shEJHLXT58rFglhQA8aoKTN5icdKBETE729uBRQ7EQERERkTxRUkhEsnF3dyc8PByAffv2kZmZWbxOWT53AlYdKBHDCj6t9FEuIiIiIvnpYYmIZFeliv3R1pmZmRw8eLB4Fc45CDwbaVJdub2ZnOzDxpyDFAsRERERyTMlhUTkKpdPNr1z587iV0DPeuASpMSQ3Kaf3M7gEgKedRULEREREcnfpaVCICJXqlatWtbyrl27imEJTeDbzj65ruYXktuJyck+6bpvO/QkPhERERHJLyWFROQq1atXz1resWNHMT17uYFfjwtPI9MTyeQ2YHKy13e/7mB2VTxEREREJP/dKoVARK5UsWJFnJzsd+Bs3769+BbUyRv8uoHJpEfVy63tYv326wYWb8VDRERERAqEkkIichUnJ6eseYWOHTvGqVOnim9hnQPAv+eFuyg0lExuQSYn+/xZ/j3t9V1EREREpIAoKSQiObp8CFmxnGz6cs4B4N/HPqRGk0/LLfUp7Wyv1wG9lRASERERkYK/3FQIRCQnl082vW3btuJfYCdvCLjrwlPJdMeQ3AJMTuAcbK/XGjImIiIiIoVASSERyVGtWrWylktEUgjsd1T4dQXPBhfmGVJySEogk5O9/no2AL8oTSotIiIiIoVGPSYRyVHNmjWzlktMUsjeowbPelAqDJKXQmYyGJk6oFICmO3JICcf8LkTnAMVEhEREREp7CtQEZGreXt7U65cOQD27t1LampqydoB50AI6ANeTezzDJldAJMOrBQ/JrO9fpot4N3MPlxMCSERERERKQJKConINdWuXRsAm83Gjh07SuYpzqMWBPUDj7r2jrfJRZNRS/Fgcr5UHz3q2eupe02UvBQRERGRIuwxiYjkrE6dOlnLmzdvLsFnOhfwrG/vdHs3AafSF153A3MpHWgpwrpYyl7vwF4PvZvY66VnPXuCSERERESkCGlOIRG5pot3CgFs3LiRf/3rXyV7h0xO4F7D/i/zFJzfC2lHwXb8whAeV8AMhg3ItP9v2AAbYKhCyI0qmL3+mC78w9k+RxA2sKXa65KTL7iEgVsl+7KIiIiIyE2kpJCIXFPt2rUxmUwYhsGmTZtusbOfL3g1sv8z0iE9DjIS7cmizGSwnrZ35rGqIkguGZfVFwtY3O2TRjv5grM/uIRq6KKIiIiIFCsmwzD09beIXFOnTp3Ys2cPYL9byMfH5zbr59vsSSNsqgxyA+YLcwRpZLaIiIiIlAy6U0hErqtu3brZkkKtW7e+vQJgMoPJVRVBRERERERuOfo6U0Suq379+lnLf//9twIiIiIiIiJyi1BSSESuq0GDBlnLSgqJiIiIiIjcOpQUEpHrqly5Mh4eHoD9sfQ2m+bWERERERERuRUoKSQi12WxWLKGkJ0+fZq9e/cqKCIiIiIiIrcAJYVE5IYaNWqUtbxu3ToFRERERERE5BagpJCI3JCSQiIiIiIiIrceJYVE5Ibq16+PxWIBYM2aNRiGoaCIiIiIiIiUcEoKicgNubu7U6tWLQDi4uI4cuSIgiIiIiIiIlLCKSkkIrnStGnTrOVVq1YpICIiIiIiIiWckkIikivNmjXLWl69erUCIiIiIiIiUsIpKSQiudK4ceOseYVWr16teYVERERERERKOCWFRCRXPD09qV27NmCfV+jQoUMKioiIiIiISAmmpJCI5FqLFi2ylpcvX66AiIiIiIiIlGBKColIrikpJCIiIiIicutQUkhEcq1hw4a4ubkBsHLlSqxWq4IiIiIiIiJSQikpJCK55uLikvUUspSUFDZu3KigiIiIiIiIlFBKComIQ+68886s5SVLliggIiIiIiIiJZSSQiLikDZt2mQt//XXXwqIiIiIiIhICaWkkIg4JDIykoiICAC2bt3KiRMnFBQREREREZESSEkhEXFYu3btADAMg8WLFysgIiIiIiIiJZCSQiLisPbt22ctL1y4UAEREREREREpgZQUEhGHNWnSBA8PDwCWLVtGWlqagiIiIiIiIlLCKCkkIg5zdnbOmnD63LlzrFixQkEREREREREpYZwUAhHJi44dOzJ37lwA5s+fnzXP0M1gGJByLo20jEwdGLkllXJ2wsu9FCaTYiEiIiIiBcdkGIahMIiIo1JSUmjQoAGZmZmULl2adevWYbFYimTbhgFb9sexbMtB1u48SlzSGTIyrToocktzdrIQ4udJk2rhtKodSe0KIUoSiYiIiEi+KCkkInk2cOBAlixZAsC3335Ly5YtC32b2w8m8Hn0WnYdOUHNcv7ULOtLkI8bXm7OuDhpRKzcmtIzbaScz+D46VS2Hj7JtsOJVCsbwJCeTakeEagAiYiIiEieKCkkInn2/fff8+KLLwJw33338c477xTatgwDvvtzI98s+IfWtcKIqh+Ot7uLDoLclpLPpTN3w2GWbz/GwC4NuL9dXd01JCIiIiIOU1JIRPLeMU1OplGjRllDyNasWYOzs3OBb8cw4L0ZS1m17RCDO9egcqiPgi8C7I5NZuKC7bSqHcnzfVspMSQiIiIiDtFYCxHJMx8fH+68804ATp48ybJlywplO1P/+IdV2w4x4q76SgiJXKZKGR9e7FOPZVsOMmPRJgVERERERByipJCI5EvPnj2zlmfPnl3g6996IJ5v/9jI4M41CPB2VcBFrhDk48bgTjWYPO9vdhw6roCIiIiISK4pKSQi+dKxY0fc3d0B+6Ppz5w5U2DrNgz4/Ne1tK4VpjuERK6jShkfWlYP5fNf16BB4SIiIiKSW0oKiUi+uLu7ExUVBUBaWhpz584tsHVv3BvLnphEouqHK9AiN9CtUTl2HD7O1gNxCoaIiIiI5IqSQiKSb/fcc0/W8o8//lhg61225RC1Ivz1lDGRXPBxd6FmhD9LNx9UMEREREQkV5wUAhHJryZNmlC2bFmOHDnC+vXr2bdvHxUrVsz3etfuOEqHOmUUYJFcql3Oj7+2H+VJheK2ZkvezaJfZrFgxSb2xJ4k3cmb4PK1uaPLvdzbsSo+N/UrQQMw5evvT66fydTlCXg17MuAViHF5BvOy/fLIGndDKauOI5v4/t4qEVwEZfRRvyKqcxcd4rAFg9xf2O/PETc4MTqaUxbnUjppg/wUPNATMWynDfajVNsnDGBL+Zs4HCKCc+Q5jw2ZjjtAkrCoxqLuh4Vpzqc1/NJSSm3SPGidiIi+T+RmM3ce++9WT9/9913+f+YNwziT54h0LuUAiySSwFepYhLOqN5hW5X1jj++uB+6kbWoNPDI3j/i+n8Mncev83+nsnjXuOxqJpUbDaUabtSb0LhMji2dBwP9xnFqoz8JRISFo7l+eeGMfrXA1hvetBz2i8bcQs+YPhzzzNmzmFsRV4mG4fnjOH554bzwYK4PG7fSuz893n+ued597cjhRTngijn9aTxz5jOtOr3Gp9O+4U50bOYOWM9ia6mEtKgi6oeFcc6nNfzSXEvt0gx7cspBCJSEO69914sFgsAP/30E6mp+et0nDqTitVm09AxEQd4uzmTkWkl5VyagnG7yTzAtAEt6PzvmWw7H0LLx97hm3mr2LxrD7s2rSB64ov0qORK0rrPGdD2fr7al1m03dvDn/NAp2FM3XQqnx01E84+oURERBBWuhQ3u3tfcPslBZ83WM+3X23gjMmX1q/O4e9du9iy6n26eCg0Jb0Oq92JFCwNHxORAhESEkKHDh2YP38+p0+fJjo6OtvdQ45Ky7B/L+niZFFwRXLJxdlyof1kArrL7vaRzpYP+vH49P1k+LbiP7/+wsiWlw/FqUSVOnfQrW93XunUhXfW/cqwoV/S7vchRBbV14NWK9YCuYXNTIUhv7BnSDEJfYHtlxR85iCBuAQbuLTkkee7Ud9XIbll6rDanUiB0p1CIlJg+vfvn7U8ZcoUDH1gi4gUOiPhB/7z3hrOmgLoMW46r7XMeW4Wk29LXv/sWWo6Q/Ki/zJxfU7juDJIiTvInr0HiUtxYJyXkUbysQPsPRBHSl6HhxlpnIrdz+6dO9l7+ATn8jNmyaHyZJB8dBdbNm1h56EkUgvjo8tIJzl2P3v2xXAqPTcbSOPkkd1s27KDA8fPFfzdEHmItZGayMEd29h5OInc3YuY333I73GxkplpAG64u117G47X90xSjh3kSGJq0d+lcjPrUaFvu5Di6lC5C7ndiRRTSgqJSIG54447siaY3r59O6tXr1ZQREQKt5fIsV++Yd4pG5ZyD/Bs37DrXty51H+CcZ9+xsz5M3mm1mU3jGfEsnjso9xZ3o/SZcpTpXJ5ypT2J7LVI3y0OIbMKzrbu8d1Ijy0PIPnnGDzlKdoWyEAv7AKVK5QBr+gqnQeNp2d5+yd7qXDaxHS8FXWZNiHfXQLDSCo9r9ZdqEPbo1fzidPdqZGkA9+4RWpWr06lSOC8PGvTIcn/8ffyZd35GzsmxBF2ZAwmr+54UK5HCnP5aFLZsPEx7kz0g//ctWoU68O1csHUDqsMfe/NY/DGddPWNxov+zbSGHL1P+jQ8UA/MMrUqVSWQL8K9L+2WnsOJfT4Uxk7cQnaFchkMCIqtSqU4OKwQGEN3mI9xZeeRwc51isL/5RHIvG3EX14GAq1KhF9cgggip14OkpmzhtFMI+5Ou4ALZDfNY1lICwR/g1DUj7lUfCAggILMug6LQ81fct77YhPLQSQ6N3Mn1gHcqEladcoD+V+05mX04JNdt+PutRnrLl6vPCkitSaJlbeLdtJOHh5en1+cErEg+nmf14NcqWa8iIpWmFXI9udh3OQ1xzW2ZHy13I7U6kuNPwMREpMCaTiUceeYRXXnkFgC+//JLmzZsrMCIiheY8a5asIdUw49+6E01db/B2cxjtBw3O/lr6Dibe04Gn5hzD5lWZ9gOiaBBiIu7v35i1cArDO//Jsk8WMOOxalmDEjPPJpIQH8vasXfx85K1ONXtwIMdQrAdXs38RdtZMG4AXVMD2PhpW/xrtqFz69Us+HUDx90iadq5AcF+NfA3g3FyPs/c2YvP9ljxq9WFgf1rE+qWQeLuFcyZu5qFnz5O10QvNk3vS7DJngTLPJtEfHw8rinpGA6XpyPeFzqk+yfdR6ehC0gJbMjdT0dRN9SN1KNrmDUtmu9H9mLL6UWsf68FOd9kYrrufl1MYMVNe5h2MXE41+7AA49F4By/nnm/b2DR+AFEnfXln0ldKX3xti5bHNFPtuf+iTtI9a5Gl8d60zzChcQt85j58zRGdF3Ohi8X8V3/Cnm6gHc81vZ9OPzFv+idlEp4p0G81KIMGXsWMG3GIiY82obNJ5byx/DaZM3+l+99yO9xAUzuRDbrTBff/Sz/fhmHCKFep5aUs5SiXog5D/XdIOPMCeLjj7F+7CN8t2QnqW5euKefwxoUSVhOo9zN5Whe35O4OVv59feNvN2madb+2o78SfTKQ8Skmzj121JODo7E/2K8zy7ll9l7iLX1444GpWBZYdajcje5Duchrrlqdw6Wu5DbnYiSQiJy27nrrrv48MMPSUpKYtGiRezevZsqVaooMCIihcEaw94D5zCwULFmVRyfmt/KzvGDGDbnGJR/kKl/fMUDFS6u5R1GTn+UjgOmMfvZgYy7Yxkv1rzs0tFIZ+OS3XQbt5YZT9XB02RfX8z3/Wn24HQOTvuCeW93pO/ACXzdZhytf9tAYmAXRk75iBbOAJlsHv8iX+zJwL/bRNbOGkT5rNUbvLt0GM3aj2Nn9LfMS7yXf93oMeK5LY8PkLmJr8YvJMnSgDf/WMFrtS9FbsTAkbS64y3++fJT5o1sQR/PnC+ha15zv6xsv9AxTY5Jo/MHa/j+2fp4m+yvxf8ykCb3fMPhmf9j3vtdecDXvr8JPz7LoEk7SC97L5MXfcOAihdTcCN5ZeELdOwxlh+eeYqObeYwqKyjN/tnssWhWF/qXKck2Wj3zlJ+faE+9jmaX2X4g8/QtuenLHtzGP+7dz5PRJjzsA85FTO/xwUwBRI1cgpRaT/Sd9YyDtGEZyZP5Z5SF+r7B3mt7+dY99deOr69kunDm1H6zF72p5bH9RpdrFrdu1Hx7a3sX7iQPdamVLfYY31iyZ/8k2HGbDY4v2oRq84PoLu7/a9SV//GHyfAt28v2njC0cKuRze1Ductrtdud9mTQrkrd2G3O5GSQTVbRAqUq6srjzzySNbPEyZMUFBERAqLcYbTZwzAjI+vt+MXdhnr+GrSGs6ZArnvgwncX+HytFIpKtw/gbEPBmM6t47PJ60k/Yo/d673NO8NvZiAAbAQ1uthogLMGOf2syfmOpPVGOc5H9yWh/o+yCsjB1yWpAAw4d28N+1DLRgZ8RxLzN3sHrkuj+0kiadsgI3MzOzrdm/wNJN+/Jl5c16jZT4fgOlc72k+fOZip9R+6R3c7THuKmfBOL+XXYcuDEyxHWT6J79w3PAi6s2RtFj5AAAgAElEQVTx9K9YKtvlekD7N3m7Xyim5D+Z9N1uxx8Rn+dYm3BpOJwJz11MCNnLE9R5NG/dG4DpzF98NW2XvTwFsQ+FfVzyWd+dagzh3eeb4W8Bs08lKgVf+2EYTvW6E1XWQubWP1kUe3FfzrD8j1WkuraiVxc/OLmcJRsvjnvKYMNv84kzvGjbqx1exaQeFcW2HYlrgba9wm53IkoKicjtqn///nh62r/CmzNnDrt371ZQREQKg6kUri4mwCA97dJwqtyyHV3NqkNWTJ5t6NXR9+oJqk2+dLirPT4mKzGrVrLfmv0y0r9REypd2X+zBBESaAYjldS065TI5EXTIWP5asa3PNv4ss55xmlitq9kzje/sPGsAWSSmatJPRwoj3M92rXyw5yxkbfa1KPLYyP59KcV7D2ZAaZAGvboTac7qhGYr6SQGb9GTal8ZXnMgRfKc44z5y6U58xq/tqQjuFUlXoVz3Lo4EEOZvt3nNBq1XAmk60r1pLs6IHOc6wtVOvalcpXjS3wpnWnZpQik63L13DKKKB9KOTjkt/67tu4GTVyO87CpTE9okIxp69jwZKT9raZtpY/liZjqdOF53o0wsV2mL/+2mtPNmRu4fd5h7F5tqZnh8vLdjPrUVFs28G4FmTbK+x2J1JCaPiYiBQ4b29vBg4cyMcff4xhGIwbN45PP/1UgRERKWjmUMqGWTD9nUnskVhslHXoGz9rfAxxVjAHR1DuGvMRuZSNJNQCu+JjibdBNculjpd3TncnmSw4OdkTVbZc3OCTmbCOH/73Lb8u3cC2XXvZf+Q45zKNSwkuZ8hdtsuB8pj8ufujKTx36GH+u2YX878cxfwvR2FyLk2lO7pyz4OP8Hj/dkS65a9jmvPdWyZMF+ZHuviQTmvcEWLTDchYx6hWFRl1nbU6x8eSYAO/PNxM4XisLYRFhGPJYR88y5TB12Rw4kJ5fPOwD1evtnCPS37ru39QALkPeyma9+hM4OeTWbFgOef696LU5j9ZHG+mwkPtaNzaRk2nBWxdvIyEEdUJ2vU7v++x4tahJ539TUVWj3xvYh3OW1wLru0VVbsTUVJIRG5Ljz76KFOmTCElJYXff/+dzZs3U6dOHQVGRKQgmbyp36gqTtGbObRuPXG2poRfNyuUzpoPBzExvi7t73mIe2z2hIDJZOKaM/Zc7PWZLVd13Ezm/Nx0bpC8YhTde73JikQrOHsTVrkGLXp1p1b9JrRo5cMfjzzE54cdCIcD5TGX6cYHK/bzxNJf+GHWHH6fv4g1u0+w56/vePuvaUyY9CLRC8fQ2seU98OT2/LYrFgBk1st+gzuTPnrdDwt4Y0vTexbBLE2m26wMYuTvV7kYR9Sivq45LO+Ozk71nVya9mDjn6TmfbXH6xN607YokXstwXwcNs6uFay0TbCzN/rFrEi5VHqz/+NrZmu3NmzC4Gm4lOPCnPb5/IY1wJre4Xe7kSUFBKR25iPjw9Dhgzh/fffB2DUqFF8//33mEz6RBURKTgWqnftSqVRm9i5eiY/HniCZytepzN0bgXfTpjG5EPfszu0D/f1CCHIAvvjjxCTlvOVYUbMEfvdFYHBBBTkxAPpaxj96ChWJDlT/dGvmfH+/dQufVmvLP1PFlwYmlJoozbMXlRs058RbfozAhtnj/7Dnz9+xqg3JrPh77G8NvlxljxbvtDnWzAHhBBkMYEtjKiX3mdQUAF/VuY51jaOxx/Hht8VCRKDlJijnDJMOJcJI9iSl33I5HARHxdLUBHXd8829GjnzdSfF/HH5ljKL9pMpmc32jV1Bed6tG8TyEdfrWDx2oMkzP2bDJem9IwKzXN9y0s9st20OpxJzE0+exZ6uxMpITSnkIgUmoEDBxISEgLA+vXrmTNnjoIiIlLAnBo8yuAWHnB+Be+9+B2Hrzkbaiqbx7/G14esmH0789j95XEq15QmZSwYKX8xd+mZHP7mLMt+W0KyYSagQcPrfpN+XSYu3JlxaaiSdf8SluzPhFLteeG9B7MnKQDrwQ38c8IGhhWrtWDTQta903imVxua9v2cvdZLl8Ue4Q3p9eznTBxaFScjk4P7Dl9/ctkc9itP4SndiKbVnDDSVzF7blwO68pg04c9adamOw9/suGqCZBvuL95jnUm25et5MSVBTJOsuj31aThTN2WTfEqoH0osONyrY5PUdX3LN6069kGT+teFs6eyh9r03Bp1J5W3gCuNOvQEk8jjiU//JfZa9JwbtSTbvl4wlWejkEJqcMlsd2JKCkkIrc9Nzc3RowYkfXz6NGjSUlJKWalNAp13clb5vDNlG/4ef3xAvs27sZsnNgwi2+mfMOczcn52EODkxt/5Zsp3/DLP0mFFKmCKqvI7Xw1V5HHP3iBhu4Gx34eTIcHPuTPA2ezt6f0GBa/ew/dR67kDD60fGUMD4SawKUZDz9cGxfjGFNfeIn52SZ6sZGw4GWGf30Um3NVBjx8J6Xy2vlyKYWLCYzkBBJSL7zm4YmHCQxrLIdjrphJ+vx2Jj0/jvUZAGmkFnBvzBLoRtKqZaybNZaPFiZmj5X1KOv/PobV5EKVGhWuO9dJTvuVtwLV5KFHW+FFCr+PfJqv96Zl+/W5TeMZNmYua5atIy04EmdH45/nWBucnT+KF2fFXJaEsRE3dwSv/pwEvp157P4K9g5FAexDQR2Xayqi+n559sKvQw9auWfy92cf8sdpJ2q2a03IhR6YT6v2NCllZcfkiSw+50S9Ht2IMBdtPSopdbgktjuRkkLDx0SkUPXs2ZMZM2awevVq4uPjefvttxkzZkwxKFkmx9dN5YPJZ7h//FPUL5SzoY2kVZN5+/1thA2qTc9GgUWUiTeIXfwZYyYeodpzdxBVxyePEzjaiF/2BWPG76HC0Ib0qO+HpdiWVeT25tboVX7+Npau//qCrT8Mp9OsMVRq3Jg6FYJxPXeUTStXsi0+FcPkRf1npjHjuZrYH+DkTL3hk3h9YRdeXfYJPeutp++A3jQKNRH392y+mbGK2Ewfmo/8H680zXsX2eRXjrJeZmyJMxlYZwfvlevEW78/wQPtXmPpvI283asnp56+j8bBkLRvDdHffsefCWWpEXGCbUdOEJeQWbCXrT7deOnFlsz591I+792IXQ/2o0vdUEqdO8qG6G+ZsTIZl2rP8PKD4dc9b+e4X/NHU8bxzB4VHv+EDxa058k5P/Noo4bMGtCXNhU9OL33L2Z+O5edp82UvXcs7/bxx9FBLuawHnmMtYXg0DSmP9CEvf0G0rtuaU5v/oWvpq4glrLc89//MiDMnMd9yCy043JtRVPfs9WRwM70aO7K738mcspSgTZtK2d9zpmC29C+thN/rksnw7k+PbpVyudnYB7q0U2rw5kFez6Z/w4dXItXuxNRUkhEBPtkjqNHjyYqKor09HSmT59O586dad269U0tly12Gs8+PIYNQQ/Tt/D2HievIMLCThLs7aKLCREpRBbK3vU5q2p04aO3PuCr2WvYu2o+e1ZdOBuZ3SjT9AEGv/wmw3tWItvDmzwa89Lvy6nwxnBGTlrAd++uZiqAyYXAur15acRbvNy3Bp75OYm5duTF9x5g3XMz2H7wH9bEOLPhyGhe+HoWxx97nHfnzGfssHn2sroEUKfnMH4c/TyVfmhH49c3s3z+as53a4NbgcXLhZrDZjHf5Xn+7+0ZLP7faBZdOG+b3EJoeN9o3v7wBdrdaDLjnPbrkDUPHWrApRqP/7iSsu++wMsfzyb64//w68XPEr+a9B75Dh+93I1yeckamCMY5FCsW2Z1FRq+Mov+W57l/74YwwuTDTBZ8KrYlZfHTmBk98jsSYx870MBHZcLHX7nUqUohXP2BFJR1PdsxQilS4/GuCxcSobfnbSrf9n9JpZKtG1bHqd1u6Fqd7pXK4CvRRw9BiWlDuei3XWoWozLLFKc+2uGYehufREpdBMnTuSdd97J+nny5Mm0adPmmu+PSzrDg2/N5O3+zfD3KlXg5bEdnUK/TqP5J3gg3/3xMg1vqRS5lc0fRNF34hGqPRfNT0Pz+s2jlZ0f96b3+D1UGPoT0c/VLIS7eAqqrAKQkHyeV79by8yR9xPo66GA3M4yU4jdt4+jiWfIdPEhtHwVyvvn4lyacZKDu/YRd9YJv/DylA/zKdghExkpJCScxvAMIMinVNa8IOcT9rJz/3HSXEpTtnIVwryK8ExgO0fCvt0cOH4OPAKIqFSJEA9zAexXfk6NKcTs3sORk2k4+YRTuWpZfArkcyrvsU5P3Me2vcex+ZanRpVg3EyFvA8FcVxudn2/6ZcDDhyDElOHS3iZRYohVXMRKRKDBg1i5syZHDhwALBPQv3pp58SFRVVrJMrZ4/Hcdo5gGDfUlffqm6kc/p4PIlnMjC7liYouDRueenHGOmknEggKa0UASGBeBTFmTmPZTfSThF79DhpbkGEl/G5MPzkut0Iko/FkHDahltgGcr4uTl4y38mKXFHiD2VjrNXCGFlfCiV16s+I4MzJ44Rl5SBW1A4ZUpf6wKyALcpctOu8LwoU7We49/2O5cmslYjIgurXM5eBIV5XfGiCbegytQPqnxzYmV2J6hyPfK1+Rz3Kx8sXoRVb0BYge9s3mPt4l+R+v4Vi24fCuK43Oz6frM5cgxKTB0u4WUWKY6XDAqBiBTJdYnFwjfffEOrVq2yXhs6dCgvv/wygwYNKsJH1Wey7p2ePPXjUU5ngu3YdB5rPgvnoHv4ZPZwvL4awKNT4mj/1hc0nj+UV2bt4xxulO3yH6aMvZtyFrCeWM/0CZ8w9be17D+Vjv1+SxMWr3I07TmYfz9/DzW9TICNw98+Rr9PdxLSbyIznqqFBSsHpjxK/0kHaTt6Fv1Ojuet8T+zLvYcNsOExTuS5nc/w2vPdaeCW8Hvfe7LfgXbcVZ99iRvTlrIwTNWDJMFz7JN6fPkSwzrU+3q2+yNU2ye+RHvT/yVdTFnsRpgMrkSULsTA5//N4/cEXz9O4KMFLbOfJfRn0fzT+w5rAZgMlEqoBYdHnqWfz9+J2Vy+wmWGc+qqR/z2TdzWHP0LDYDMJUiqG4PhrzyIg/V87Unh3K1TSs7Pu/PkKkxBNw9jhnP1b/qW2Xj9AJevXcUS43mjJjxLt38lFESERERkeJJSSERKTLh4eF88cUXPPbYY1mvjRkzhoMHD/LGG2/g5FQUpyQTvpWb0qpJKZYv3EpSqTDqtqpJgG9lfE2QdvYkJ04cZ+vkEfy6Zj9prh64padi8w8j2AJG8jJGPTiEaQet+FS5k7t7VyXINZOTBzaweMlGVn73KoNOeRA9tisBJgPr+VOcOJFIqbMZlx7DfO4UiScS2DR5KPPXbMap2h30aBGILXYjy1btZfmU4TyaVproN1rgWYB77ljZs/0lsTP/zRPJaYS0vJchDYPJOLic6Dmr+PalfuxMmsbXg6peSo7YjrPo9QE8O2MfaZ4VuPO+jtQv48zJ3UuZOz+a9wdtYOuYb/mod9lrJIasHJn5fzz8n+Wc9atF5/53Ui3IlbS4TfwRvYjfxg1hV8q3zHqxITecU9Iaw+xhDzBiXhw2r0q0vr899YIMYjf8zq8rfmTUw7s59c1Unq7jkuttVmnTFK9xE9j2y2zWD61P81LZY3Vy0c/8diAeU4cW3FFaCSERERERKb6UFBKRItWhQwdGjx7NK6+8kvXatGnT2LdvH1988QVeXl6FXAILle/+D+81nUK/JVs55XcnT713cU4hK9sAjPNsXnuIFsO/Z9yj9fA+d4gjaeGUwsrOb95j5sFMfNuM4ufP+hJuuZQMOLNuDPf0n8L+Rb+w9FQUd5W+XoYmgx1rDtLmlZ/4b/9quJvs24//bTj3DJtDTPRMlg5vQdcCC4eVXQ6V/fJkho2zyTaavzCdiYNqXJjodSiDeoziocHfsX7CGH6ImsyDYWbAIHHeaF6euY/00Cje+fZ9+pS7OMjsKYaufJd/DZ7M76PeoEXTSfQNzamoO/nx65Ukm2vy7JSZPFn10r04g+8exwN9P2X7D9+x9OmGdHK/3j4bnJg7hrfmx2GEduX9qe/Ts+zFdQ2l73/789AnW/jiw1nc/WXd3G+zck96157Ee5sXEL36RZq3vuyWLuM4f/y6krOm0vTs0x7lhERERESkODMrBCJS1B588EFeffXVbK+tWbOG+vXrc/To0WJRRkulB/j3o/XwtYDZK4KIAAsYqaQFNKNX1x4MfarPZUkVABOe9TtyR5AFIyOR46dsN9yGU/X+vNjvYkIIwEJwh7tpXdqMcf4IB+OtBbdD+Sq7Cedag/jPwBqXPfnHjH+rYTwXVRrTubX8GH0AK4AthjlT/yDJ8KD1/71G73Iu2T5ySt/xLMN7BmJKWcHMXw+S4x7akjl52gBsZFqzl8Wt5gDemvAJX016ikY3mg3UFs/8H/8i2XCn1dOv0KPs5X/gTp1HnuLehg1pGmwjMd2BbVoi6NanEa5GIgvnrODM5ZuMnUf02lTMQZ3o09JTjV1EREREijXdKSQiN8Wjjz6Kp6cnI0aMyHrNarXSqlUrpk6dSsXqdW9i6cx4165HpSvHNpk8qPvAK9R94IrXM88Qf3A32//5gx3nDCATa+aNt1G6dl0irtyGxZ8APxOcTCMtvQB3KV9lN1OxdRsirxrr5UnTlvVwiV7M7g2bSDEq4ntuI2u3ZmBYqlG93HliY2KuKkpQhYo4cZzdGzZxxojI4ZOpBs0b+zBz7g4+7deDTV270v7OVrRsVpcIHz9qteuYu31O38LfW9MxnGrTsrn/1ZNKe7Xltelt7cvGKY7meptmQrr0ocX7q1i0OJplye2J8jEBVg7/Hs3f6WbKdutDEze1cxEREREp3pQUEpGb5r777qNcuXI8+OCD2V5/+OGHeXPMezexZCZ8/f2uORGyNXEzv/8wm4XrtrJn/yEOH0si1WpkzRmEE1z64drb8PTyzOF2TTNOFhNgYNgKfs/yVnYLwWEhOZTVhHtwEF4mg5Mn4km0gdfxY8RnGJC5mU8eaMcn1/sASkwgMad9NPnS+eX3GBjzb6ZsOsCy7z9h2fefYHLyIaJBa7r0uIf7ezcn7AYTCtmSEzieamByCiIk4AY3xjq4TZNfe/q082VR9DKil5yiS6/SmKz7+C16KxnmyvToXffWeqyxiIiIiNySlBQSkSJnGAbbt29n1qxZzJ49+6rfZ2ZmMu7D93Cp0+fmnRydckoJGaRs+ITHh0xgwykrOHkSHFmJhh3aUqVGXRo29mT5iOFMj83lRsxFOeFM/sp+w6fDmZ3sSSPDig0wuVah4/2tKHudR4yZQ2rjbSLb8Kus3wW1YcTMxTy47g9+X7CYv5atYtPBkxxc+yufr43m25mPM+mb52nidZ1y2WzYc065i7Nj2/SiVZ/OBM2dyYroPznR8178dswlepcVl9q96FnZooYuIiIiIsWekkIiUmTi4+OZPXs2P/30E7t3787xPU2bNuXpp58mskot+r/9Y/HagYxNfPrSBDYkO1Hx3vcY92I3qvpc1vnPWMmy8/bbbIziFvx8ld1G0okkbPhccfeUwdm4OFIME87BwQRYwFw6EH+LCWzBtB7yIn39b5SQsXLNHJrZg3JNezO4aW8GY+N83HZWzJvGJx//xNZtkxn70/1893D4NSfHM/sE4Odswsg4QUKSDUKvfOd5Dq5bwzGXcCpVrUSgq2PbdGvam67hPzB57W8sPN6LqnN/44DNlaZ9ulFOOSERERERKQE00bSIFIkJEyZwxx138Pbbb2dLCJlMJlq2bMnYsWPZtm0bM2bMoEWLFlgshdyrNl1KbOQ2gWM9soa1R6zg0pzHXuyRPakCWI9uZftJGxg2rLbiFf/8ld3K3nV/c/LKQBmnWbV0I+k4Ua1hXTwAk3ct6lawYGT8w59LTuQQ20x2/m8w9/R7jBenbiUjp7IeimbUkH7c/cx0DlkvfVy5hdSiw8OjGNWvPBbDSszhWK4bZtca1KnqhClzB2s2nL66LGn/8NWwIQx44GVm/zPb8W0616NPj0qYUzfwxx+LmDv/CDaPFvTpEqIPVxEREREpEXTdKiJFYtasWdhsl7rwVapU4aWXXmLlypV8++239O7dG3d39yIrj8nZBRcTGCmJJKXl8m/c3HEzgWFNIDbuiudmpe5l5ttT2JoJUMCTRBfE/uar7Abnl03g/T/iL3tamI3jS95n7Pxk8G7Ffd3L2j9QLJXpdW9jPDjL0nFvMOtQ9pWd3/k1Yz5bwqb1W0gPCM/xdlWLXylO/bOeLQsm89WqU9mTOdY4tm47js3kTPlKF7ZpnGL3yiUsXryEzccuSzOZy9L1rmZ4kMKiCeNYnnR5CimdvdM/Z26CDbf63ehUw82xbdpLSuVevantnMqaie/wW6yBb9s+tPfTc+jlVmZkWz65fgYfjxvPlGVx2G56ea7/vqIra/YYJa2bzvhx4/lmRTy2YnHcCmf9+Y9vcahPDrLFsnTyeMZ9/AP/nDaK8XEqLvXwVmhLIrceDR8TkSIxfPhwJk2aRIMGDbj77rupXr36jeepKcwkiU8ZQjzM2E79xovd9jGpTEuGTR6Gz3X+xhzcju7Nx7Fu6Q4+HzKY0wO6UScATh3eyKJffmVlYiiVwpLYc+wkJ5Iyi9Up1vGyX34nkYWAoHSin72LQz3voUN1b87s/JMfZ28ggVC6vPoavYMvpkrMlL3/dUYs78/rixfwUp/eLOjTlabl3DhzaC1zf1nC/jMmQqNe4YWOvphyeii9V1uGPN6Qxe+tY/oTvTnQoxd3VgvEJTWOrYt+Yc7fKThXGMCQHhfuyMncwXcvDGZaghN3jlnGl/f6XbgRzEyZe17jxUX9eH3JNIb02kX3Pu2pGWDj2IY5/DB/J2c86vPcS/dRzsfi2DYvRqZcN/o0Gs+mlTEcNwdzX59WeKm5yy0pg2NLP+GlsacZ/P1ImjsD2EhYOJbnR2wgYnhj+rUqyrvkcirPdXvvRVDWnGMUt+ADhr+6mQojmvNgi+Ai/kbW0TjlOTtSAPG9mfUpj6wH+GXUMMbGNGds97up720qpsfpZtfDW6EtiSgpJCKSL1FRUURFRRWfApVqweAXu7Nl9Fz2xmxnU7wTW2OttLhuZiWMvu99StIrrzJp8TImj1lqTzA5l6Zq+0f4eNijRPzen7vG72T9so2ktmlUfPbX4bI3xfWypFDNoZ/Re9dbvDXzM979yQCTBY9yrXnildd5qm1Y9rmGnCtw/4TvCZ30Lh9+8yeLvvkvC+1bw+JTmY5PvcDLT7ShzDVHCDpT+ZHPmOw8hlGfz2X1D5+y6sLfm1wDqNVtGMNfeozmXrm4+HYqz/0TZhLwyWg+mLqEWZ+t52cAkwuB9fryxsh/c18t+57maZvmELrc1YIPVv3JufCu9Gmm59DLNfqOViuxsbGEh4ff1IR4nruUhz/ngU7DWF7mWR7LetWEs08oERERhJUuhemml+d6Cr+sjpepOMYprwoivjevPt0+x0nxEJEcLpcVAhG5PTlT4e4P+a3XmyQmnsFwL42/lwum535j53PXya34N2Xo5wt4JPEQ+48kke7sQ2hkJMEeFzIcQ39m69BL7y//+E/sePzyNVioNPQXdgy9xgYsVXnq1x08la99s1Bn+AJ2Ds9f2cFCtaej2fn0xZ+/p9P/HWbPoSRs3uFUigzA9VpX7c5htH5yPK2HnCX+4EGOJadj8QohskIoXpYblxWTD3UHvMuPD71O4uGDHE06D+6lKRMRQaDbFd8NOjfnjRW7eONa4XApS4fnPqfD08kc3XeIhLPgVaYiFUI8siezHNnmZZ0Yv16f8XcvtSi5vsGDB7Nw4UIaNWrEf/7zH2rVqlWydsBqxWpcObTFTIUhv7BnSHEpz/UUQVkdLlNxjFNeFUR8b2J9um2Ok+IhIldTUkhEbvOzoAf+wR4O/pEJV/9IavhHlsAdzl/ZnX3LUcO3XO7/wOJBcMWaBOe5j+CGf2R1CiTUTj6EV61DeFFuU+SCv//+G4D169fTs2dP7r//foYPH46fn1/Bbyz9JEcOHSfdPZhyYT5cdySKkcapYzEknE7H7B5AmbAA3At0nv80Th45ROwpK+4hEUQEuuduyIeRRnJcLMdT3QgOD8HLuYgOVFFs10gn+dhREs6XIrBsGXxdTAUfP4dlknLsKKdcQgjzd82+jYKsIwURX0fXkZFM7OEEUt2DKRvqTb4OqfU8J2JiOVMqmPBgzxt3pAo4dgXaVh2phw5vO4Pko/s5nJiOs28YkeX8rv0l0i3XlkRKHrUFERERkUL20UcfERISYu/HGAbTp0+nbdu2fP3111it1vz0Utk9PorI8Io8+uM+lozpQ9XAQCKqVKVSWT/8K3bi2albOXPFl+7W+OV88mRnagT54BdekarVq1M5Iggf/8p0ePJ//J1sZHXulg6vRUjDV1mTYR/W0S00gKDa/2ZZho19E6IoGxJG8zc3kJmts5bI2olP0K5CIIERValVpwYVgwMIb/IQ7y2Myf5erOwe14nw0PIMnnOCzVOeom2FAPzCKlC5Qhn8gqrSedh0dp67UXmuF6ecyurIdq/fAc5VmYwUtkz9PzpUDMA/vCJVKpUlwL8i7Z+dxo4rt+FQ/PJSJitb3m1DeGglhkbvZPrAOpQJK0+5QH8q953MPqsjdaSg4luwx8g4vYkpT3eggp8f4ZWqUDHMn6DqPRk5dw+//V81QsMa89rqjNzlHlK2MO3FntTw9yIoohLlQwMo2/QRPlt3MsepoQumfTm6rtwmUnJfDx3etpHMhomPc2ekH/7lqlGnXh2qlw+gdFhj7n9rHoczSmJbErn16U4hEZFiLHXxSHq+sRSHHmbm0oKXZ42mk4fiJ1JctGnThoULF/LZZ58xadIk0tPTOX36NK+//jrTpk1j5MiRtGjRIk/rzkxJIDbmMEve7Mn3244Q3u0pRg6zX3wAAB+lSURBVLUth3XPPL6e8if//VdrNsUvZt7zdSgFGCfn88ydvfhsjxW/Wl0Y2L82oW4ZJO5ewZy5q1n46eN0TfRi0/S+BJtM+NdsQ+fWq1nw6waOu0XStHMDgv1q4G82yDybRHx8PK4p6Zc6x7Y4op9sz/0Td5DqXY0uj/WmeYQLiVvmMfPnaYzoupwNXy7iu/4Vsi5EM88mkhAfy9qxd/HzkrU41e3Agx1CsB1ezfxF21kwbgBdUwPY+Gnb65Tnuj3hHMua++12xPua6zblokw24qY9TLuYOJxrd+CBxyJwjl/PvN83sGj8AKLO+vLPpK6UNuUtfo6XySDjzAni44+xfuwjfLdkJ6luXrinn8MaFEmZ047UkYKKbwEeo3PreTuqA6+tPI1TaGPu/VcbyjsfY+3snxjdpx3ly5wgPj6Y07n5cD2/gXeiOvDqimScyjShb/82RJqPsGLWdJ6KmkewLXtipODal6Prys3ZIvf10PFtW9k/6T46DV1ASmBD7n46irqhbqQeXcOsadF8P7IXW04vYv17LXArUW1JREkhERG5mSfpoFq0bmtx7Jssp6qE6Ox+2zIMG59/8jHuroU33ubiRMkmkynb8rVey+n1K/9d6/WL/8xmc9Y/i8WCq6srFovluu+/fJ1ms/ma782prDn9f60Y3Og9l//coUMHqlatyujRo4mLiwNg9+7dPPTQQ0RERDB16lTCw8PzcFQy2b8tltajlzBnRAM8AXiOp/q+QLuoj/jrP88wsfcinqloY8v4F/liTwb+3SaydtYgyjtdSpy8u3QYzdqPY2f0t8xLvJd/BThRc+AEvm4zjta/bSAxsAsjp3xEC2d7J3BXDsmXhB+fZdCkHaSXvZfJi75hQMVSF343klcWvkDHHmP54Zmn6NhmDoPKXpbJMdLZuGQ33catZcZTdfC80NGM+b4/zR6czsFpXzDv7Y70vWZ58tpocrldn2tfTl8vRtsvdGSTY9Lo/MEavn+2PvaHVNmI/2UgTe75hsMz/8e897vygG8+4pfrMl2+7+dY99deOr69kunDm1H6zF72p5Zlz/imDtQRUyHH19F1WNk+/klGrTqNa4PnmTP/XdoGXIjTW8P5790dGDY/FSNXQ6+s7JzwFG+uTKZU3eeY8+f7tLuwLuPNVbzRtQtvrrSBy6V2WHDtK5PNDq0rN1mh3NZDR/fDBJmb+Gr8QpIsDXjzjxW8VjsrKIwYOJJWd7zFP19+yryRLejjWZLakoiSQiIicjNP0jX78kpNxUEcSNhg4qsvJyoQJdChQ4fo0KEDgwcPZsiQIbi5uTl05J3rDuPj4RcTQvbX/Nq8ztv9ptP9fyuZPG07T74awfngtjzUtzZ1nh9wWUfP/n7v5r1pH/oxO+LiOZZogwAHJy2xHWT6J79w3PCi+5vj6Z/VCQMwE9D+Td7uN4Nu//uTSd/tZuCIatkmfHeu9zTvDb3Y6QewENbrYaICZvJF0n72xFjBx1LgsS+K7TrXe5oPn7nYibXHI7jbY9xV7jvGHdnLrkOZ4H0kX/HL0+dMjSG8+3wz/C2ATyUqeaewpoDrSO7iW0DHKGMdk/+3gVRzBZ4dN+pSQgjAow5Pfz6S2TWfYXFabnKtm5j69XpSTWV47N03sxJCACaf5rw8/ml+bDaabVn5kvMF174Kcl2O1kOfPGzbdpLEUzbARmamLds23Rs8zaQfG5DoX436LgXTXotjWxJRUkhERERE8iUtLY2ff/6ZZs2a0bx5cwf+0kLV7j2oftWVnSctO7XA46sf2bF8FYnUoumQsTS98glPGaeJ2bOVf1b9wsazBpBJZl4m2zizmr82pGM41aFexbMcOnjwqreEVquGM8fYumItyUY1/C7r2Pk3akKlK3tmliBCAs2QmEpqWmE8kagotmvGr1FTKl+5DXOgfRuHz3HmnJHP+OWtXL6Nm1Hj8npj8irgOpLb+JoK5BhZDy5j+SEr5oB2RDVxvXpN5brSvf7zLF5945Lb4lezak8mJo+WdGp59Zhslzpd6RzxDtuOFELsCvw4OFAP87Jt53q0a+XHpJkbeatNPdb07UvPLp3p1K4JlUoH0rBH7wJrr8WzLYkoKSQiIiLFgAF8NP4TfDyyd4aMHB7v6+hrhmFkW77R73NavvznnP5d+XsAm82GzWbDMAysVis2m4309PSs5ct/f6315Oa1nPYrN/uWF0uWLCE+Pv6q159//nkGDRqEq6urg2u0EFGhXI7fdLuWCSPAbHAkLoZjVghygsyEdfzwv2/5dekGtu3ay/4jxzmXaVyaF8j5QmVykDXuCLHpBmSsY1Srioy6znud42NJsIGf5VJnz9vX++qnoJgsODmZAAObrTBaTVFs14xPTtvAhOnCnDyGkd/45TEhFhSQY70puDpSEPHN/TpssYeJsYE5JCznodTm/2/v3uNzrv8/jj8+13VtM8yY2cFOjGmGkFOKEkoOoX4lhBTp3FekKEnNWUVRXymVRFTflEM1IedDqJTzKZttZgdnY7t2XZ/fH5Nmhrls2ex5v934Y9d1fd6v9+v9+Wyfz+t6f96fQEIr28jXzVYH40l0gqVSEJXzmuFiDSU8xAoHCit3BX2s5m8/dKltoyL/9/anPB/bm3fW7yTmo2hiPorGcKtA9VvacX/3R+nXsyVVPK/XY0lERSEREREpAgzDoFnz26lUXiuNF0X79+8nOjr6goLQPffcw5AhQwgMDHR15LHaLnKha5o4s3cODMPk2OpoOnR6g9VpDnArR1BEFLd26kDt+o25tbk3Pz3agylxLobhdOAADM/a3Pt4G6pe4iLLGtwoezHYnL2wXJt1Pf6NdvPVxlXmz6WLAbfclwMFv48URH7zvQ2LNbvI5cjCkWexxMTpzGcVxTxbADEukmjDhpubUUi5K5xjNX95dK1tS+X2vLl6H0+u+Jav5i7gh5ilrN+Vyu7lMxm9fBaTp77E/CWjuN3buC6PJZHiSkUhERERkUJ26tQpJk2axLRp08jKca9HVFQUw4cPp1GjRlfZgoPkg4dwUO6CWR+nE+JJcxrYKocQmLWekX2iWX3YjZp9pjN7fFfqVMjxiczFLEo/OwvKhSgsvgH4WQ1wBtF2yHj6+ulKq9jlL7Nw95HCZg2pSogVYuP/IjYT6ue+2nEc4K8DWfmK3RIQRKAFdqXEk5hB9syY8woPKSSlOAsnd9dyHK6mbYsX1Vr0ZHCLngzGyan431j89X+Jfv0TNv06gVc/6cey/lWxlIRjSaS4/O1RCkREREQKV48ePfjggw/OFYQqVKjAqFGjmDdvXgEUhACy2LJsJSkXXKGdYOWiNaSbNmo3b4r3X8tYti8LPFoxaFz38y/0AMf+TfyW6gTTgSPnNAvj7xVfzEtegBoVGtIk0oaZuZbvFibl8V47m9/qyM0tOtD7vU1kutrdfMbzryqAmAo8fy7E5Njn4j5SVC5uQu6gVU03OL6UuYuPXtDvrN3f8e3m/C3CYwm8hVsjbJgnV/LjypMXvO6MX86ynVlXn7s8xulajoMrbTv2zOK5Ti1o0mUKexz/XGqWCW5Ap/5T+OCpG7CZWezfG4ejOB5LItcxFYVEREREClliYiIAVquV3r178/PPP9OtWzes1oJaxMLk1KLRDF2QhDPHzw4ve51XvkjC9GpBn+43YCtTljIGmI5E4hJyXRif3sbUgRPZaAfI4EyOqyTD3QN3A8xjySSfuUQY1lr06NMcL07ww7Bnmb7n/Ec8pW9+lwGjFrJ+5QYy/Kvg6pPk8x3Pv6hAYirg/LkSk+HiPlJkWGvTp39bfEhiVv8n+XT7qX8KQklLGPboKH7J78Lhtro83LcpZcyDzBw8jKVpORfcieWLF8ey4rR51bnLa5yu5Ti40ra1kieH165kw9wJvL0k7fwijCOejb8exGG4UyMq/LJP+SqKx5LI9Uy3j4mIiIgUso8++oiYmBg6duxIjRo1CqMkgc0SxycPNGFf78e4r74PJ7bOY9q0RezN9KXNW+/SJ8yCxXkP3Vq+yooff2d0p44cffZBGvnD4b3rmT9jJouTQ4gKS2XrgVSSkrPOnSoaPqGEeFlwps3hkRu3My70LkbEjCTkgjgshPd7jzcXteLpBd/Qp2ED5vbqQotqZTi+ZzlzZixkx3ELIQ9MYOy9FXH1ho684xlD61LXbowvlqPKV7SVgs2fK3myBLm2jxQdFoJ7TuL9JVvoOXM2fer/zISmjajikcyfazZywD2CGn4n2ZFmcPmlaaxEPPk+Ixa0YOCSibRvsJmHe7enZpkUNnz9MV9uthHoZyX+6NXlLs9x+uHJazYOLvXDuz1DXmrGghdXMKVzQ3Z2f4i76wbikR7PpvkzmL3mGO6Rz/Fy9+DLzkooiseSiIpCIiIiIuKyOnXqUKdOnUJswUr441N4IX0yL00bxs9ZJhgWykW05cXot3itS2T2N+GWMPpOn0vKY/0YuyCGCQN+zL4Ic/flxo4D+HrkQKp/1ZJGw/9gVcw6TrdvgSdAqTt5aVw3Njw/m237f2N9ghubYh15FIUA90j6fb2GkLGDeHnSd8yf9Brz/i5c+dSi87AxvP1ye0KvZpLUReJpfcM1fHzQRWKqfKXbKcj8XTRPl7qWdnEfKUqsoXT5ZC3Bt4xg9IffsfqXRezxCOLGdq8y4bV2/PlQM4Yd9sDDIx+lAI/a9P92OZVeG8BrUxcz9fWlmBh4BNzKUzNGUWVKa55fdZW5y2ucDoxk0LUaB5f64U6tAXOJcR/If0bP5udpI1l6dr81PANo8OBIRr81iJb5WWS6KB5LItcxw3T1WaoiIoUo6fBJuo+Yw+ieN1PRy0MJEcmH5GOnGTrzF+YM66qnj5UYDraNbEy9oX8QPngNW0Y3xH5wG5t3H8bqV52aNQIpm+fX8iank/ewY18KGe4VCImoQZBXPq6M7CdITj6OWdYXP2+Py3+77jhBwq7dHDiSgc07mIgbQvAuyK8krzSef0NBxlRQ+XMpJhf3kaLOvpZBUc15M64Jb21fyYDw/K+m4Th1iH27YzliVCIiqioV3Ao4d3mO07UcBxfbdqaTvHcXf6WkQxlfwqpXJ6CM5fo4lkSuQzoURERERK4bBp6Btbg5MB/v84ugvl/ElW3ezQu/IK/8v9/qRVDNmwgqrO5eaTz/hoKMqaDy51JMLu4j11rWH4y8vT2fZjTjxVmf81iN84sYWXuWsTzOicWnFrWDrqxQYS3jT0Q9/8LLXZ7jdC3HwcW2LaXxi6jHVYdcFI8lkeuQFpoWEREREZHrg60a9SOz2LfpK14fNJn1KfazLzg5uXsugx4ew0a7lerde9JcE5FFRDRTSESKJg+37G/2MrMcSoZIPmXaHWePH/15F5GSqgxthk3koZW9+Xxef5oGvUpASAClM1OJTzxKhulGUNvxfPF686K3FpKIyDWgs0YRKZLKly2F1WLheHomgRVKKyEi+XD8tB03mxWv0vr6u+Qw8GnYhSefvhXfpv6aAi4CWMMeZPqv9en6yUfM+WkDO+OPkGGtTcvbbqLl//Whb+c6lNfBIiKSfSahhaZFpKjqMfIrWt9YmWY1/ZUMkXxYsS2J5duSmD74fiVDRERERC5LNXIRKbIa1wzmz7jDSoRIPv0Zd5jGkcFKhIiIiIjki4pCIlJk3XZjFbbEpnE8PVPJELmMY+mZbI1N47a6VZUMEREREckXFYVEpMiqWy2QiOCK/PBbvJIhchkLN8YRVcWP2lV0u6WIiIiI5I+KQiJSZBkGPNmxMcu3JLD74DElROQidiYcZdX2gzzeoTGGoXyIiIiISP6oKCQiRVqtKv70vLMeH8RsI/X4GSVEJJfkY6eZ+tN2Hrn7JmqGVVJCShyT1HUzeXfiu8xYm4KZj/cf2TibSRPf5dOVSTiv05xc/30sWvkWEZHiS0UhESnyetxZn6a1whjzzW+aMSSSw86Eo4yd+zu33ViVri3rKiElkoPEmPEMfH4gY78/gOOy73eSvGQCA58fwMh5f+Xj/cVRSehjUWDn4IqJ9L43mrV2ZUNEpLhSUUhEijzDgBe73sb9LeowYd4fzF61V4tPS4l2LD2TWSv28M6CP+nasi4DHmim28Ykv79RcfMOJCwsjKAKHmi3EVc546bQ7a4BfL75qGZjiYgUYzalQESKxWWMAT1a1+Om6pWZMv8Xhnz+C1GhPtQJ9cHXy4Nynm64u1mVKLkuZdodHD9tJ/VEBn/GHWZrbBo1QyvxzjMddMuYXCEL4U98y+4nlAm5Sg4HDlO3jomIFHcqColIsRJVxY93nunAlr+SWPHHfpZviyfp8EnsWbpBQK5vbjYrAT5laRwZzKPtGlO7aoBmB0mezDNpxP6VxJkygVQN9cHjirdg50RSAkknwcs/iAAvt3wWCU6TlpjAYWd5gkN88cw5H92ZwZGD8aRleROU+7ULOpDB0YMJJB/PxFLal8pBvpS+ZM0/ixMH4znqHkBQxVJXOQ0+gyMHYkk86qB0QBhhlUrnY3uutO9Kjq+in2YGx5ISSTnjiX9wAJduzsXxFxGRYklFIREpdgwD6oQHUCc8gKcB04QT6Rlk2LOUHLkuebjZ8CrtoSKQXJojiaWj7uO5sfPYddyBaVgpF96CXkPfYuTDdSlnADjZO7k9LUb8QfBT81g5rME/J4P2RH6e/Cqvvfsla2JP4jDBsHoR2vR+nnsjmufuCMpx4uhg18S2tBy7m/ZT19L3wCv8Z9QXrEs4jWkYeIbcwbOTP2XkPb789eVQnho8laX7T+I0DTwq30K/tz9l/IPVzytYOQ6tYsob0bz35XJ2pGWQPQnFwOZdjdsfGsy4UY9yk7cBOPhzbCvaToyn49QFNP/mPvpN385JShN+/2QWfdHroik6vfW/9Lw/mlXHvLllyGxmPFuXMgBmGr9MHcrgsTNZsf9Edt8NTwIa3kf/0WMZ0Or8vl+6/UeodrEi1hXm2LV2cozNhxt4OnU4/3l9Oitis/NvKx9By0eG886IbkSWdiU2OyteqM/9H+/nqD37NrL2gZ/hHvgo//t1HM1VQxIRUVFIROTfLhKVK+MBLnwfLiJyfXAS9+HDdD58huC7+jLk1srYdy9i1uylTO7Tgj9SV/DTC3VwxyTr1GEOHTpEqROZ/zw3KnM7H9zfmmcWHMTpFUGrXm25KcAg6dfvmbvkU15os5iV7y1i9mOR537TZp1KI/lQIqtH38Oc9VvxanQXPdtW4NhvP/D9r0sZ3707mc9X5MvRP2FrdDe9WnmRuvF7YjavZnLvrvhFrmNo3exTUfNIDM/d1on/7nbgU/tuHulZh0BPO2m7VrNg4TqWvN+PdmlebP6iC/6Gif1kKocOHWTjhEeZuWwHZzy9KJ2ZjsOvCkFWiM0jQ2e2T6Vbm+eYd9Cb5sOn8fEzZwtCziTmP92Krh9s50y5SO5+rDNNw9xJ+/NH5nwzi8HtVrHpo6XM7Bl+9sT58u3n6Ypz7GI7Ocbmlwn38c2yX7DVbU331gE449YRs3Qbiyb2ot0ZX35//07KXXFsBhVrtaDN7etYNG8TKZ5VaNLmJvx9oqio1UpFRIofU0RERESKKbu5eXhd0wYmFh+z5bhfzZPnXnOYh3582oxyN0zDq7X5/n6HaZpZ5o4xjU03rGb1F9aYmaZpmmaWuX38LWZpwzBt4Q+Zs/Zm5Nj+GXPvrIfMcJthGqVvNsdssZ/9eZa5dcRNphuYWALMjlO2m+l/fyRzhzm+madpgInFz2w3eYt56ly4+8z/3l3eNLCZtYf+atpz9MHNsJi+HT4099lz9s9pHlve36xpwzRKdzA/TXGapmk3Nw2tdbbPlcw7x6w1U7NM03F0t7k7KSvPPp7Z8ZF5b4jNNKx+ZutxG8zjzn+2f2jOg6afxTBtoV3M6XvO5GjbYaYsHmDW8zRMo3xb88M4x7mcX7r9vLiSY1fayT02/mb7dzebJ5z/vBY/p5sZbMU0vB8w5xx1NTbTdOybYDZzx7RWfd5clakjUUSkuFI9X0RERKTYM3Bv8AKTn6+fPfsFAAt+bUYy4gFfjJPL+XjWzrwfz27fwMdT15NuVOLBNyfTNdw9x4sehHedzITu/hjpG5gydQ25n/1oq/040X0i8fz7B27VuadDHWyArdYTjHy8FufuUrKF0b59PdxwEB8bnx2PeZrT/nfQo0t3XhnWi6q28/tVrmlnWgVaMe2HOJh2/nOubFFPMHbgzVS0gsW7OtX9L5w+k7HrE3rc9STfJlai7duL+HZQQ7z+vhXTuZ8v3vuWFNOLtm+8S89qOWecWvBt9QajHwrEOLaYqTN3XZC//LRfIDnObzu5uNV7lnFP3UjZc7eeWgnq1Ju2vhbM9H3sTnBcdWwiIlK8qSgkIiIiUuxZiWzXjogLFgYox+133YwHWWxZtZ6jeTwsyhm/jrWxDoyyLeh0Z/kLH1NvlKf1fa3wNhwkrF3DPsf5p5LlGzTmBtv5PytXvhwWDDzr1Ccyz9fAbref3b4XTZ6YwMezZ9C/UY6ChP04CdvWsOCzb/n9lAlkkZWVq+1GNxN1icUQMnd/Rq82j/O/OCdh/WYw57m6OYpmwMl1LN+UiWm7gXrVThG7fz/7z/uXQmBkJG5ksWX1Lxwzr6z9AstxPtvJfZpfsWFjqueuH1n9CKhkAfMMZzLMq4xNRESKO60pJCIiIlLsWQkKC+bC+SMGZStXprxhknookWTnhd8IOg4lkOQAi38YoaXy3rp7SBUCrbDzUCKHnBBp/Wf73j4VLtimcfb/UqU9L3jNcpEV07OSN/DVtBnMW7GJrTv3sO9ACulZ5j/rHrkBuYoyFf18uficGQdx303hgMWCYTiJ+3oS/xtyBw+H/BORI+kAiZkm2DcQ3bwa0ZfIsNvZ/PlY89t+QeU4/+3kyvS5Atz5g2PFZjMAE6fzamMTEZHiTkUhERERkeuA5XKPp7PasJKrrgLgzC68GIbBRbdgnv2UxZqrOGFgc7NxdQ/GMzm2OpoOnd5gdZoD3MoRFBHFrZ06ULt+Y25t7s1Pj/ZgSlweJ7Julz6VNdyr0mXKZ3Rc0pVeM+cz6NkZtPzmYc7VhZwOHIDhWZt7H29D1UsUO6zBjahgXFn7BZPjK2gnd/8tlkKPTUREijcVhURERESKPScph1Jw4pProt3kREI8R00Dt8pB+FshKdcnrX4B+Flh36EDJGTkfXZoTziQPZukkj++Bb34QOZ6RvaJZvVhN2r2mc7s8V2pUyFHLzIXsyjdPNubK2EluO+HfPJIM0q1fYt5S7szZ/4gnvnsDub2DsUCWHwD8LMa4Ayi7ZDx9PUzCmV0rnmOi2lsIiJS+PRrXURERKTYy2LbyjWk5q6amEdY+sM6MnCjbrMmeOV1MhjahMaVrZgnlrNwxck83nGKld8v45hpwfemBpecTeMKx75lLNuXBR6tGDSu+/kFIcCxfxO/pTrBdOBwXFlZyKN0aWyAEfAAb43rjB8pLBj0DNNjsxesNio0pEmkDTNzLd8tTMqj6GRn81sdublFB3q/t8nlRZavdY4LJTbj79sEzSss1omISFGiopCIiIhIsWdyKiaal+Ym5HhClpOkhYMZ+s1hKN+Gx7qG533i534zvXvXwd08yOeDhhCTnPMJX06SF73MC9PjcbrdQK/et+FRwJEbZcpSxgDTkUhcQtb5L57extSBE9loB8jgjMuPvrIQ1H0CY9r7QupCXnzmU2KdgLUWPfo0x4sT/DDsWabvyTjvU+mb32XAqIWsX7mBDP8quLna/DXOcWHEZrh74G6AeSyZ5DM6AkVEiivdPiYiIiJS7FnxD8zgi26N2fPQI3SuW4Hjf3zLx5+vJpEQ7n/nHXoFWSDPh9K7Ue+FqQxfcjdDV75Hx3ob6dKrMw0DDZJ+/Y7PZq8lMcubpsOm8UqTgi9XWILuoVvLV1nx4++M7tSRo88+SCN/OLx3PfNnzGRxcghRYalsPZBKUnKW66evllB6vTOSL1c/yY/fv8Qzn7Tiuz5hhPd7jzcXteLpBd/Qp2ED5vbqQotqZTi+ZzlzZixkx3ELIQ9MYOy9Fa9i7aRrm+PCiM3wCSXEy4IzbQ6P3LidcaF3MSJmDK1L6WgUESlOVBQSERERuQ5O6Rq8Mpeef/bnPx+OYtAnJhhWvKq14+UJkxnWocqlFwgu04ghP6wi/PUXGDZ1ETPHruNzAMOdSnU7M2TwCF7uEkXZwlhyxxJG3+lzSXmsH2MXxDBhwI/ZRQd3X27sOICvRw6k+lctaTT8D1bFrON0+2YuN2Wt2odJb3xJw+eW8P1LT/Fxq/n0rRJJv6/XEDJ2EC9P+o75k15jXnYE2Hxq0XnYGN5+uT2hV3tL17XMcWHEVupOXhrXjQ3Pz2bb/t9Yn+DGplgHrW/QUtQiIsWJYZqmbgMWERERuU5kpu1l654UnOWrElXDH88rLTLYj7B/516STtnwCa5K1SBv12+buiImp5P3sGNfChnuFQiJqEGQ179cYHCcIGHXbg4cycDmHUzEDSF4F8ZXqNcsx4UQm/0EycnHMcv64uftgaFDUESkWFFRSERERERERESkBNJC0yIiIiIiIiIiJZCKQiIiIiIiIiIiJZCKQiIiIiIiIiIiJZCKQiIiIiIiIiIiJZCKQiIiIiIiIiIiJZCKQiIiIiIiIiIiJZCKQiIiIiIiIiIiJZCKQiIiIiIiIiIiJZCKQiIiIiIiIiIiJZCKQiIiIiIiIiIiJZCKQiIiIiIiIiIiJZCKQiIiIiIiIiIiJZCKQiIiIiIiIiIiJZCKQiIiIiIiIiIiJZCKQiIiIiIiIiIiJZCKQiIiIiIiIiIiJdD/A+786IKsmVMwAAAAAElFTkSuQmCC"}}},{"cell_type":"markdown","source":"What folder structure do we want ?\n\n![Screenshot from 2021-08-19 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"}}},{"cell_type":"code","source":"import os\nimport pydicom\nimport matplotlib.pyplot as plt\nimport pandas as pd\nimport numpy as np\nfrom tqdm.notebook import tqdm\n\nos.mkdir(\"train_png\")\nos.mkdir(\"train_png/1\")\nos.mkdir(\"train_png/0\")\n\nlabels = pd.read_csv(\"../input/rsna-miccai-brain-tumor-radiogenomic-classification/train_labels.csv\")\nlabels['BraTS21ID'].astype(str)\nlabels = pd.DataFrame(labels)","metadata":{"execution":{"iopub.status.busy":"2021-08-19T14:48:05.174596Z","iopub.execute_input":"2021-08-19T14:48:05.175039Z","iopub.status.idle":"2021-08-19T14:48:05.694504Z","shell.execute_reply.started":"2021-08-19T14:48:05.17493Z","shell.execute_reply":"2021-08-19T14:48:05.693526Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<h2>The following code takes a lot of time and hence I will not be running it fully. But it works !!!!</h2>","metadata":{}},{"cell_type":"code","source":"#This code cell will convert all dicom files to png images and save it in \ntrain_path = \"../input/rsna-miccai-brain-tumor-radiogenomic-classification/train\"\nfor subject in tqdm(os.listdir(train_path)):\n    subject_folder = os.path.join(train_path , subject)\n    for mri_type in os.listdir(subject_folder):\n        mri_type_folder = os.path.join(subject_folder , mri_type)\n        for mri_image in tqdm(os.listdir(mri_type_folder)):\n            mri_image_path = os.path.join(mri_type_folder , mri_image)\n            dicom_image = pydicom.dcmread(mri_image_path)\n            img = plt.imshow(dicom_image.pixel_array , cmap = 'gray')\n            subject = int(subject)\n            subject_num = str(subject)\n            idx = np.where(labels['BraTS21ID'] == subject)[0][0]\n            plt.axis('off')\n            label = str(labels.loc[idx , 'MGMT_value'])\n            png_img_folder_path = os.path.join(\"./train_png\" , label)\n            png_img_path = png_img_folder_path + \"/\" + subject_num + \"_\" + mri_type + '_' + str(mri_image.split('.')[0]) + '.png'\n            plt.savefig(png_img_path , bbox_inches = 'tight')\n            #print(labels.loc[idx , 'MGMT_value'] , type(mri_type) , png_img_path , png_img_folder_path)","metadata":{"execution":{"iopub.status.busy":"2021-08-19T14:48:08.192947Z","iopub.execute_input":"2021-08-19T14:48:08.193517Z","iopub.status.idle":"2021-08-19T15:50:01.044152Z","shell.execute_reply.started":"2021-08-19T14:48:08.19347Z","shell.execute_reply":"2021-08-19T15:50:01.041411Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}