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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This tutorial introduces how to visualize data on Treasure Data using Python with the Chicago Energy Benchmarking dataset to understand data before building a machine learning model. The city of Chicago provides measured energy efficiency for each building to [encourages participants to improve the efficiency](https://www.cityofchicago.org/city/en/depts/mayor/supp_info/chicago-energy-benchmarking/Chicago_Energy_Benchmarking_Beyond_Benchmarking.html).\n",
"\n",
"Through this article, you will learn how to:\n",
"\n",
"- get the data from Treasure Data using [pandas-td](https://github.com/treasure-data/pandas-td)\n",
"- run [exploratory data analysis (EDA)](https://en.wikipedia.org/wiki/Exploratory_data_analysis) using [Pandas](https://pandas.pydata.org/) and Python ecosystem to find good features for regression\n",
"\n",
"There are a Jupyter notebook and Google Colaboratory notebook for this article. You can try this code with Colaboratory easily without preparing Python environment.\n",
"\n",
"# Prerequisites\n",
"\n",
"This tutorial assumes you are familiar with:\n",
"\n",
"- Python\n",
"- Treasure Data machine learning\n",
"\n",
"This tutorial requires:\n",
"\n",
"- Python development environment\n",
"- Treasure Data account"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Ingesting the sample data\n",
"\n",
"To ingest the [Chicago Energy Benchmarking](https://www.cityofchicago.org/city/en/progs/env/building-energy-benchmarking---transparency.html) dataset to Treasure Data:\n",
"\n",
"1. Navigate to the [Chicago data portal.](https://data.cityofchicago.org/Environment-Sustainable-Development/Chicago-Energy-Benchmarking/xq83-jr8c)\n",
"2. Select Export.\n",
"3. Select CSV. The file downloads to your local machine.\n",
"4. Open the TD Console.\n",
"5. Navigate to Integrations > Source.\n",
"6. At the top-right of the page, select Upload File.\n",
"7. Browse to the Chicago_Energy_Benchmarking.csv file.\n",
"8. Open the file within Treasure Data.\n",
"9. On the Preview page, select Advanced settings.\n",
"10. In the dialog, scroll down to locate the column named # of Buildings."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
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\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Embedding image as base64 encoded. Ignore this cell for reading the tutorial\n",
"\n",
"from IPython.display import display, HTML\n",
"import base64\n",
"\n",
"def encode_base64_img(source):\n",
" with open(source, \"rb\") as image_file:\n",
" encoded = base64.b64encode(image_file.read()).decode('ascii')\n",
" display(HTML('''<img src=\"data:image/png;base64,''' + encoded + '''\">'''))\n",
"\n",
"encode_base64_img(\"change_column_name.png\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"11. Change the column name to \"Num of Buildings\" to prevent irregular character on column name problems.\n",
"12. Save and select Next.\n",
"13. Check \"Create new database?\" and input the `chicago_smart_green` database.\n",
"14. Check \"Create new table?\" Input  `energy_benchmarking` as the table name."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<img 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cmq1WR5t9eAY+L1jo4uC3I033lig5x5aYp1ULR1cwciDt7G6ujqnFpOdFoQfJ7o4pQu9TkZG7vWqkrN0XSzk9LCF5ekkZTE8KMOfWg0FfnpgJ6cb6fX4UcBlt8K1P16PWoxGr0oqp1ak5dIHBN1nyL3hDW+w/I997GM5nURz9IuuGi0f7NWStHxO9qpyt7rg41j8v//3/yzdCuiPKj2j11cocrpYyKnStzKcZtNXFiyPdt100005tZbtZC79x/hRpWv56l0wdt4G55220+vRV1DqjR0/rUq7GC/wZiwwXsCAujmJnQZd7Fi6Kg+jg566keOaa66xPLX0C0VUeVsap/XoY2jpOz3EltNFlOXRvx7U4rbTpLq4yOmiyJKpIxu8vfQDcn784x83/Dwd+u985zuW98ADDxSKc/JQF4Q5PY5v/ecZ9KX3H/S6ADAsOJH85je/2fg88cQTTl50HBUy46LVI5COIzVsrP8ZZzzDzM0+H5OGPnB6jysNAKu1ZglMHD55vBLFyCQAOB/60IdyulqtJxv8v/rVr1q+rrILeV6fWnU2SZDBpKjvmhktx8+zYdWqVblrr73W8n0ioRNQImqxmoLLltFDCUafTm5qtViauhkLx5HTcrfeeqvlq+VYSE472zEjEzlpO+1wBeKFaI9aEZafTpRcM6gYXNngkxwKO50MmSypB4WkVoIVczlQjChAdaFm2dlkTzk9uJNTK6xeuZTYebF4gV6twcMmZRSfLxrAMBv00I6VZTLOBiZZtQAtP52kXWGxUPHgsqCk1fNgZVL8nM6VLQ+tBy/LfXrt9bBw8wUFClstUuOPos0GX4y87nWvM4VGPmXUE2BlUKTZQB+AH2Peg3oscnqAoZ4S8jzHDAXtgb5W13eunGJM2+aLTD09WGgbvKDhlSPkSTF3xcjCjP52Whac0LJAyQaUOHmMI8cvlSFLH/dtAwGf9+hrxoW6/20cMBb4wyBCKfpc5fRHo/XHnCvV3TAcAWc/hqBAFdxJHB8nsAeCqycNCqC5ZkjTScfcsToRmVuQNOfDNfzZ7yLopGUxZj8bvexzsc+iHWjuJY6w4+KjPIF9KQ+47whqJRhPrrVDC+4hP5kLr2IBmT24HLzWwD4TZbxO9lTZU0sDZdm/4oQp+3QEXHPIi4y4xgi4S9P6nSfl02tocVvrgsJewucejHFv44Llj8DrHjqh2XWxH28TOBCo2689pp/pI/rAj2G7LLgb2Q8meLucB7wZF7hZCOyTets8hl9WBg4a8VEB3Hn0LcHr49pfQ3A3MWlNCbjTcZvjEmZvnOAyc417lBN5uDqhJdB+3Ku4rNlrJSCTt4N9Q1yPuJA9TRdz5mZXC83ScHXS3/w5tn6ABn6OA9flgvN3Htyn+PhzWYqHu/XJRxb2dgm4kgnwdd4jRowQnkv1rhz2DBtx/LRJBBgjjAHGEnuNzLMEtq0I3KuXxPbUoYP+aIVj7vCNA8F+DeCgEADSH0x/VxGfdPrgUi6dBJhcCXwtga/OEADaH2D4sedISPdMSGdPTq0K2++jHvzg1MUDT/BJhGs2jAlMbL6vQx0ub1ZGI05+nA6F5ntmHIzx4IODOrPKiPaST/qLL75oygRZ+UMpgiEBuVJsvE7y0mtouEdmtWBsD0utAJvIwcT5+aEJyhcLKc9sfpqHXPSxY+R5TOzs0fLAuMIij7aCA9eezuRKW/3QDPWBh7fFeZJOfT6euE/zkIOQ4mQJDfw4Dx9DKDN/DcnzYIHsKEcCCwuCn9BEUfhhI+j4Qw7a5AsAlwueLFDYv+PPxyfyo2izIZUhm5feO10a+3VKV+7aZWQsuyz/owfpeP6QD360jf5mgcCzzD6zf2quHO/Ia/0IMD7ofwLzprrV7doXUcx/LBp5HvwZaOoYNIbN8HPUFCMg+YNUrB0AUgwU0qr1QAgPX7HyXsaVF5aCd4bX4zSuyLCK4EU6E42fjOKABqc6OYDDhKp7IqJfnXE2VoYVO8Enw0JmEy+YLHxy9UkyZeEyp2m0Cxz4ZNc73vEOOwmr+2dm9SEPSoPTuN62tGz2Ghr4gcXtt99uh2ImT54sb9EDRaz6UYacEIWfK5EsjyO5T2XzNsIfZcfBI+pNg9N4GtasLxjgRYAmS+f08HY6T/MyaZzmlbv2elwGTuz6uMqW83Hoh6FcDtroeV4Gvp7vdZDH+MTyVPeq0Nd4F7CCKa/udFvMOY9KxsjqcvLsuewcJmOMIh9p5PFM6l66WfBOh6wpj0rKHnW1PALez4wRxjCfKdQvR5lnivdlGbscUsPTxUcAOH1OmaM1JlpEMfoD4pNFKdh9gk0nEgeQMq7cuHaA4Kkb+3bkv9xk4m5YrA+vx3k7Lx5YQmpFcOqU1wZ4MR23Vbqa5d2ur3zlK4WJj3a6e9MtVGPYhB+XBXn57ibB5UrZQOft9XaQz4BCKepBGzt5O3To0EIxrD5OR6Y4FjJrL1JeJOkekylFTrhykpfVmwdcvQxaLEfvY8870jjl47LwMjmWPm5S3MDce4CGMm5loojoP0LKy+mzMTSNocuWK3UPtvSLf/sVa5Dxlo5pL+uuf/dg+GIKC9DHqNM6X79HZtrOogWlyElWTtKiZDzAl9N+Pk48vRKxy0dd1M/CBrc8i0w8IIwZlysdj/79zObsk0q0N+poPAL+XNPHbnigFAm4TzmlzGthLLp1397GCfMZypHgz7zdVOin2Zy46cDGRcIkn37ujcbxQDhITARYIAT/1BnXzofJzi0naD3d9/TG6D6R51MuG5gk2I+87777Cntj1M2ECi9kQcESvANQotDz6gMuLJRiOmH5tctCWVeMuP7c1Ugd3s5iEyTlsoF3z6rVEia4XEwkXif5ab1GqD98HJrAqyGuFH3icRmMoMhPyg85Kcc7nwSsEVeKLoPzTcsVYdvoJOQrJiMWFHtojB/fj4MpuPrkiouXwIerffw0l1zGuIk/rrx5jxSlQAAvxwyliHue4Lj64g3MfTEEPXjTThYFLHxwkxNYTfPuIlYi4xOl6H1Dvi8WuPYAvi6Dp5WLvT88Lkeb5kHv+NN/PP8szBi3KD9c3+y388e1//EMN7WutN64PrYR8L5lbLhS9M+88Z4ir3DwHPDONa/h8SyzuONVOn+VgxY6n0q1ttkUYyowB1uYWHGj6Am+woTGw+6Kgpeg9fSjbbbiMvPgAPCydupaBFhW1oBHYHLgoSP4A+kxaazgOQhBPXqKziYHlK1bF0xGH/jAB+xgDu/sEbBGyWfS9f1El5c9k9SNagX0B2WEZcnKB+VIcCXGHpKneb1GkPykMvtBBQ5c+ALA24glgqJIA1j5pOfykg/OKGneAyQ4D7tJfpiMvX0k+6TMNS5KD9Aw6frEjqXj/eQ0xWJvmyuzLA2YpPU7Pem8cE/gQwe4q8lzDMGCQysE3lN0/h47HyOo/SGN/LS+NL8p186f2K+HDx8uvOvKt2FRZgTqcpnpC6wnfW3DXMTks6jinUtc4d63KSYoWRZ3jF8CmDNG6WvvH28P48XHZ9o3yFdsO8EYFvnx9jiWKYnnpWlcQ+tjnnsOP+EeI+ipbNuzt5vaH54LXvh3hQ/fVOaUNq5bLwLep/RvMaXI4o7xy9wCDUqSf40DgyRVjuRVeow0uysVMFgFYsGw8c4L3OypcLqQBjNh86IwX4Uh8KI2k4oHJmdO9fG9RpSbf5EFaw6lyP4KPPnCRzZQNwASmGD4uo3+qwL2YjcTip/2ZO+NCYmASY8iJ7CKfZV+3QV3FR2Dcme1y0Yx8vDPnxDcMuQaNxEKmAmRgwT67qZZoCgd5PWTV67AKJMG5CWPyYU9PeSiDAeDcJVhiTDp8ZL/D37wAyvqvCjrSp26GWRYIygSXtLHjUqg7V6GexQbmPPlF5Q6h0JYyVMX7i8CLlPwrFYrFguIiYw0Au33QW8JJX6cJq07JUWurJXjfcjL6siPsmFFyVdrkA+lSF/wAPFPWWHdZ4PXm6aTRl3UWS4UK5uldxqPyUf5cDKZDwlw4g6XPF/ZoV9ZHHHamYDbG6wpSxn6mP5m3LEgYnFEGZQGbcabAT8CbmMmE54ZXE7sgbPCZtJhfPC8EdLxST3pdoIRlPnxNhXrM8/LFoeWrQR/9ohpD4sAfU/N2sNnwXi+oEPRv/Od7zSXMOPNy2X5xn3rRYCx4v1aSikyzhk7zNXE3KMcmX85rc4cTHC3KvxSvi2KjlbUrEEbWODHO3H+krk2gpMRhT/+GRw9jVR4j0ldQlbO373jhWfez9OHyV4e9rIKmL38XKhEL3gRnXyduAsvhno+L3L7u2LQ6GrWaNXda+8s+vt4Xr92YuEdOa+TmBdRtaOsLO8TqmvMq7B3Af09uLSMWqQ53ZO0MrwM7sHr8vsUM3UdFsWMdxH/7u/+znjpF0+8qL2v6e+vpXXrwiPHu5OkqXKzF+q9kE6cubSMuqXt4wDk876kv6+Z8uP9u//+7//OqZVjPNXNYeyQPZWfRL/XBZDR6tdrCh8ScLx5wR/+fDRBrR/j5bh4ed415aMNLgft8GtdpOTUtVivnL9gz0vwzkOVodFQny5irLxaXJbmedyoorU8+tGD8+A+vfZ6+GiA8/B8tRZzqrwKcrq8esI2p5+9K/BJ26qvpuR00VYoowtIu1bFZy/uuzzEjA/GovP1mLHh7/j+g76/6+NTF4FGy8cCVEEaK5fZ+SK7y8/HI+DJ8+c8nM7HMu9xeuDDG95e9bRYsreN91NTWf0DGfDnXUza4sHr9/uIWy8C6XhiPvV/Oop+L/fyvo8bWq5GRU4NLBuLvNPO80tIeVtCC/20g68K3KwBlr5awP2pD4yt9NlTZNWPhYJlk+6JQc8f7ydiDeKHZnWtk6MdCMECowwWglt4Xg+uJVblrMSxurIrC/LZi+PwCG4cnWDtcAcxwSFIZYZeJxXLY78Ey0w7zr7HieXL3hZ7KdpRttKBLzLgoiWN1zewGODJXguWpR+ucbmt8tqfNI0VPq5k6sda4rNlHEYhnTZgVWBNexnq5ugzljjWOVYGNFgY8AE75HdLBZmwAnHv8T1TrFNejSCfgMUBP/KwPsEb3Ok72khZcPb3D2ubUIhcLmTB8sEygh5L1fFi/wxcWC0iK+30ch7DkLpoF7Kwx4alCx64331/yvuNlSm07E/St6Sn9XGYB970i7uDvSz7GeBNWfavywWvB1no07QeyuFhQF4wJI/xjszuGXGZ0nbCE2w5ss7KGXow80M9KS3jwMcn9eFhgVYVnvU3e/yMFzCl/xiTtBecs5hRnuD8cdHCGx6MGXfVQsPYo23IxngmMPbAlRj+WLDePvIZA/QJZXkOGWvIBg+eH4LXbTfx0+oR8P7EO4CHD28WgT1FPB5uKRJnQzp2+HSne0uwGvHGML6cf7Zsc963iGJEQIQn+MTDddpo7gneSI9dMQImrjQHL1vW6T3Oc6v/m83jnpDKlNIUy6/PsfhdlkfKv3iJ4qnZ+rNtTkt5nR57Xvbe04k9z2PS0jpIJ6Typ7SWmfw0Nc/pPU5YFWTzNGgIqSyprOSlfNJr8tJQLK9YWlqm1HWxcp7msZflntDYNkBbrIzzzeZ5OuWKhWL5xdK8bLk8p0njYvSeRkxoqO1ZGisUP60aAR8DLIpwp+unPIVv/qLkyilFb3T6nLMlxJYYh3PYr04X907fEnGz7zG6kDwQAEQjuebPlRzpDl764FDW76HFcnFLwsum/FJ6+KX3fu11Ud55k5fl4/TF8pyHl/cYWgL3WX7ZMk5nBUr8wIdy8EJeb3OWF3QuQ7ZuT3d5vKpiZdI6UvkoS0gxK8fPiDM/LgeyE7L1k1Ysj3SCl/d6uXc8Uvny1Hl655eWT689P5XFy3teSu95aexyOX3Ki2vS+Uuxo7y3w9vgPBtTxut0Wufl6V6n32fjYrJ6/Wns5VL6ND+bXoze04ihT2X1tpPOn9+ndcR120EA6w7PH+cE8GrQ34yHhvo9peNVDrwvHO7CY1Wp0GKKkQbwcPiD4g+Dp3l6tqEAR0ApOoC4MLmmjKdly3FfjKfX5/U7XTk+5EGfPtQpb/LSe3g6P5effE8rRk+ZYiErr997ffDKhrQer8vToC1VhnSnd/7Qe9k039NK8SO9VEh5l6Iple71lpIlLUc93p40Pb0uJUtjyqZ8uC7GizTnhSxO5+2whMxPU8qktMXGZ4pTWg3lmhKK0ZPmbUp5lUv3vPS5II2/CG0TAe9bYrYmPDAGyj0HTkcMHWONGLe7B9Kcv6e1RNyiijEVmMY0pkHsORHYl/IAOA0B2hDvxtbvdZajL1dXMTnL0Xt92bhU/eV4NbVMKXqXpVR+ORm8rMflaMvleXmPS8ni+R6X41kuj/IN5XsdjaFtrLxZno2VoRT/YuWLpaX1Zq/L0ZfKK5XuWJXLz9Yf920HgXQhVWxuLNdSxgzlU2VYqXHUYnuM5RpcLo8NW94ZZGOe492AmQJTrmzkBQKBQCAQCAQCrxSBY0oxFlOAxdJeaaOjfCAQCAQCgUAgUAqBY0oxIiSK0EOlzGavL+JAIBAIBAKBQKBie4yNhTqUYWORCrpAIBAIBAKBlkDg8DcsW6KW4BkIBAKBQCAQCLQSBEIxtpKOCjEDgUAgEAgEKoNAKMbK4By1BAKBQCAQCLQSBEIxtpKOCjEDgUAgEAgEKoNAKMbK4By1BAKBQCAQCLQSBEIxtpKOCjEDgUAgEAgEKoNAKMbK4By1BAKBQCAQCLQSBEIxtpKOCjEDgUAgEAgEKoNAKMbK4By1BAKBQCAQCLQSBEIxtpKOCjEDgUAgEAgEKoNAKMbK4By1BAKBQCAQCLQSBEIxtpKOCjEDgUAgEAgEKoNAKMbK4By1BAKBQCAQCLQSBEIxtpKOCjEDgUAgEAgEKoNAKMbK4By1BAKBQCAQCLQSBEIxtpKOCjEDgUAgEAgEKoNAKMbK4By1BAKBQCAQCLQSBEIxtpKOCjEDgUAgEAgEKoNAKMbK4By1BAKBQCAQCLQSBEIxtpKOCjEDgUAgEAgEKoNAVS6Xq0xNUUsgEAgEAoFAINAKEKjatm1bKxAzRAwEAoFAIBAIBCqDQLt9+/aFyVgZrKOWQCAQCAQCgVaAQDt1pYZibAUdFSIGAoFAIBAIVAaBOHxTGZyjlkAgEAgEAoFWgkAoxlbSUSFmIBAIBAKBQGUQCMVYGZyjlkAgEAgEAoFWgkAoxlbSUSFmIBAIBAKBQGUQCMVYGZyjlkAgEAgEAoFWgkBVpeTM5Q7VVtWuXpU5yUk7/mtXP70eUdwckwhEnx4b3cK5cp4jQvYp8iPn7eP5OjY6K6RoFQi0+OsaNnnqQ8l/5UJj6crxiLzKIOBv+DS0mGksXWWkbpu1HFKtaG6fBhQfdPkFaNvEIVoVCDQnAi2oGHUNq8tVnzyZJHft22F/Bw8dtDZ07thFenTuKR07dC60CTovU0iMi2MGgfr9Q5/ulJ17d8jBQwdMxk5Vna1PO1V1Kchcv0whOS5eAQJmCSbPyoFDh2TTjj2yfc9eOXTwkD1DnTtVSb/uXbU/OhZqMkXagBItEMdFIHCcItAiitHcOrVKEUtw9dblsmzTfFmzfams2blYdu/fLu3bd5B+XYbJsJ5jZXjvsVLdf4I+wL2tG2IiPTZHY9ova7eukKWba/t0x2LZub9GLZf20qfLYBnaw/t0ovTu2i/6tJm7kwUnzlMWkPtUCb60aqM8tnS9PLS2Rv68bbds2q8Lz/bt5IJunWXGgB5y3sgBctroQTKoZzeTJJRjM3dIsGtzCDS7YkyV4vY9W2X26ifl+bUPyppd86RLh17Sr/Nw6dShmxzKHZQd+zfJlr0rNb2nTOx3lpw6/EJVkBPtgU8n4eKo2+ygWe1sf6UhV21xHuVTaYvJgROqkatsL+OcKdcSsjn/SsXeH1j9c9Y8K8+tuV9W7nhJOrbvKv27jJDOHbpbP+zcv0U271khVe07y4Q+Z8ipIy6UcQOm2ELIeZSSGezyDvfybvdS5Zuajjz8175d6zmDlirF9dt3yS+eXSQfnrNa1HQX7Qz962BKUZslckD39VGSCuctw/vKB88YL2dUDzaYyinHUv1UKr0Y7oZtrUXb2GenGJ9yaZWoo1z9kdd2EWh+xVj7MNTs2igPLPytvLTxYelS1VPG9Z0u1X0ny4AeQ/S+mxzMHVC3T41ak0tlwabn1ZJcIL06DZKZY66XqcPPMGVS7kFkQisEvczrrYYnVCtn9A3Rwr+OhnINK7j6ZVy+xpV16mMv9n7YsXerPLToTnl+3T2m+Mb2mS5j+02RgT2GSpeOqhjVOwDNmm3LZeGmWbJy+zzp2rGXXDDqdXLKyPOkQ/uq/EKj5CKjtleBUYPh1kYWFvkWvfJf74s1W3fK5x6YLV+bv06keyc5u0tHeyLWqzLcrc9gP7UYOyt2+7XKfYdyMn/nXtHOkHtnnigXTRphgpRSjl5HVtpS6UdKly3XlPusLNl7eJFGaCnFbMzjp00i0KyK0Qfnnv275J75v7IJFGvizJGXywmDp0u3Tj0OA/GQTqZr1NX69Ir7Ze7GR6Vbxz7y6ol/KRMGTTVa53lYwQokHDi4X7bt2SJdVe6uHfNuqNLV1inF3brvRrlOunfaq2tfUwily1U2p6l4Ov2Bg/t0oXOHPLHq97qAGShnDL9Upgw9XXp2ybu/67ciJ+u2rZZnVz4oL65/0JToZeNvlqnDzjAy5+llGlo4NJTvfJoaM/bwXFS1r9uDayqPI6UHA0JTJm3HrWb3Xvnne16QL85fK1N7dRF2d+ftURW4R686qNXYQRd0WItqPQ7tXCWcBx9e1V6exaqs6iCPX36ynDVmCNXXW6g4f8tI8kqlO10aO+2BAwdkzZo10rlzZxk0aJCReF5K/0quN2/eLNu3b5chQ4ZYPc3N/5XIFmVbNwId/kFDczTBV/fwmr36KZ1A75SeOoFeMOYamT7iHH1GO1k1TEbQ+n+4sXp16aP7jNWye+8eWb7tJdmzb6+M7D1erZBuRpefPPKKB6tk+eaF+rdIFeoKU6qra5baBIcSImTr8MmHBwc7hHydEfS6zkUKX5eJ63YqF8rtjy//XLqrsu7fY1CBL3U4T64JsCNtvSqEBxb9Tp5dfb9sU+tpSM9R0rlj13ydtTV4WeRJ/4NPIY8ck5HUOiozYrUuT0nLcF0q+KQBf+frdZUqQy3Uh6X88roX5NEVvzM3+Hmjr9Y9qwu1f7pa0XrYaRmw69G5l4zsM0727j+gfTpXLcntMrzXWOmuh62Q3eu2a+Vfs2uTLN4wT1bVLJO121ZIze7NNmaog/rzMtNndW0v8MjiWCszZdK6rGxtP1N24YaX5Illd9seN4eGvI58qfplbcwog2yd8MynMa7y8jkNeaUCNPw1ti+gc76/nrVEPv7cMhnTs7McVGwW6D7ja3p3k09OGymfOKVa3jdluLx2eD/psHefPLJ9j/RTZbnqYE6mdalSz8w+2aUu2PN135FDOUjschBv2rRJHn/8cenYsaP07t3b5CMdBUQ6oW/fvpbushOnf+3btzd6ppadO3fKKaecYuVSGr+GtwfSDukhIoLnc+00aT5pf/rTn+Tzn/+8XHTRRdKzZ09IC23h+uDBg4KChpayzoc6nD8xwfPsJn6OewSab3MlP75UmdTIS+uf1FOK++XkIefLtGFnGsicRGWqQREyCPmPaybEl1Y/bav2s0ZfLCN6TpZFNc/KEj3YQYAmP4jt1hTMMysfkHuX/EyWbnlJltXMlUWbX9CJdGOeoLYM5fzPymvd1LtSlej89bNsz4t7f0CYzJ2eg0GEAyrz+p3LZd8BdUNp8HwvZ4n6k1ek+Qd83vrnZN2OpXL5xJvlrFEXq7XZ3cgo63WQQL3wcZ75/Fp5kLUWH2i8nNGQk5TjulygHgJ069atkw0bNtg1955XqjxFkQMLeM76p+2AzYmDztWFzrkmt/cp8sGP/5ARdyp9ul8t7jNHv0rG9D5ZleNsWbRxjlaVHwOFumvHzfrtq+X3C74ns9c9Jiu2LpDHlt8pd8z5kfbXEhPP+NfW45iR4dh7mmOU4msMoLUxkO9n0vACDOg+VI2sfH9DkWINL5fT+NZineeTb2sdjnX38CkWnBcT8+rVq6WmpsZwg9bzipVL01bV7JDvzV0lukKRHqqAVqJI1Dq8fvwQue608TKkTw/p3a2LXD61Wv5h5jS5QQ/frNh3QIapFblM6U7o3ll+trpGnlyqLlgNvN/oCp37VatWycUXXywvvfQSt4WArDNnzpTnn3/e0mg3CtBjrv0PAtr4zDPPyJYtWwo8uHAaj2m3tx1eHTp0qEdDGgGaNJ+0HTt2yK9+9StTgNwTqBc6/u655x6ZO3dugZ/X43V7DK3n5bnE7/GOQLO84M9E4WG1rvjX7VxiJ04nDz7VklltpxMWiQzGrWoVPLz4Tnlizf/KlePeL+eMvVROGHiGKsanZNmWl2XioGnmfrWJSCfdfMgP+vF9T5VXTbxWJ7WO9qqAW6TQ7Du41yw3XiEY2HNowYXLBD9r1SOy+8BOXS33MUu1p56ERRHiNt28c4Ps3Lddt2x6ysBeQ03mHp36CtbE3gO7zULFHcw+qU+atAP1Qdi6e5Os3b5M+ncbLp31dYU+3for3wOyRfdbud69b5ceqV+r1ufggkzUuW33FrOwsEqZmAl7D+wxhYSrEmuLPVt4cMrzgLZr3baV9jDbnm2t5ZafkB0nY1Pvh9UzE8WUKVNk2LBh1gc+4dQjzNys3b5S1uxYpB6AATJl8OnmGq7Xp/S//g8WuxS/x5b8WR5a+XOZMeJmueSE62Tq4LPk5c2PyPKal2Xy7lOsDfX7FATbq2XeVz0MV8uofuO0favk9/N+JM+seEAtutHW5h17t0nfbgMUj22GR77t6lXQ8bVxxzpTyH00Hxpk2bJTF0sKB5j5+NunuG5VvHuql6K/9mNX3Rv1sQP2+9VljNV/QBd2PnZYANCHWK9YwiwAkIHxRH0dO3RU5XLQFnnwgnc+8Fwc3h9MyHv27JF58+bJSSedJAMGDDDyUn2Rps9evVnu3bpbXaLKQ5WFjRZVes+s0UNPu/bK71Zskvtqdssvz58g1586QS4bNUBuXblFuugepDpS9XyOyqNiPbxio1w4cbg+A50KSgchUEwELMY0IDMuS09HKaEsBw8ebMpvxYoVMnz4cLv3ctXV1dK1a96rQBo8KLNs2TKrh/wePeq2V8Bk48aN5oKlHvL79OlTTz7qgWbMmDHSvXt3OfPM/MIb/ilOS5culX/7t3+T66+/3qxJaJGVgPWLDFiU1IFlzHhJyxth/By3CDSLYgS9vIIQ2bBzlew5uENO6H+mTkh51yaTkgcmRO5RirgcX1z/gAzpNkX6d8/veQzuOVz6dx2tynWpTXQoIiYiDzp+bQB37dhDlUvefeJ5xCiQR5b8URXcNrMEGOzn62Q7pPcImbfuOVm2dY7ukQ2QR5feqQdHpsoZo2fqe3jb9VDJ72XDrpUmG5PZlZPfZAqgfbsOsnDjC6qo58mm3WuU71aZPvRCPUyC1dTBLFjaw4Q6b93zSrNaulb1knsW3i7nVV+pB426y5PL75ERvcfJyq2LZOOuFfK6qe82xfjk0vvk5Y3PGM0eVdZj+k6V00flXZS049Glf5R+XYconjtN4Xat6iGTB50u2/fWyMptCxWfGhnSo1pmjL/aJmxtqvZDika+X/yBZ+Kin+bMmSO7d++WcePGlZwQTHHVMkOZ79i3WSb0O13fi8tP4vX6lAlaMUApcjjn2bV36+njahncM3/Ig8M5g7uNl/W7lpt7GkWV9qlLrDaHulpV8SivIb1Hyvj+J+krIXMN48071ysed8m4/lPl5Q3P6eJnl1w95a3mbn9k8V2qdOfr/nRPtWrpnxly4rDT7HWSueq9uGrKX5pypJ7562fLc6vvl9ee+HZTvs+sul9ePflmG6sov0eX3GV9zEEhFlYzx73O3Oj0Re/O/eTCCa8xcZ9Z/pCO3YfkmsnvUEU+3hY3f5j3Uzll2IW695pfEGb7I518x44da9hjgU2ePNmUSppvlWR+sOzmrN+KWSQjdDG3Qw/VdNM+6quK8WsrN2vj1Apkb3HvAR2Ph2Sv/m3erepQaXBQ8hTu1DJYm/dt3CHv3rHbFGOxvshUbbdVVfnDU9ysXLlSvvjFL8qpp54q69evlwceeMCU4Kc+9Sk577zzTAlu27atnjX31FNPybe+9S3ZunWr7N27V8Dgfe97n0yaNMn4P/nkk/LZz35WJk6caIsGFnAf/ehHjQ5L8O6777Z8XLmnnXaaeUBccRoD/QFD+N96661y//33mzJ87rnn5I1vfKNceuml8vLLL8tXvvIVWbt2rc0j8Prwhz8sJ598spX1Z8X5RXx8IlCnsV5J+1kYa8CKQMkcPLRP+nUbovv8nfT6oCxY96LuH801mrxS3GQnVmdveEiV4Ai5dPwbZeLgaZbPirxP58Gyde8G2befNW79wGSDQqrZoytL3WNcv22NrK5ZbhYW9T+57F6b2K6a8iZ5zdS3SM/OfeWxZXeZ4hrT/wSd3LAo9PSrTngn6uERVvpPLb9fltTMlnNHXymXT7pJFdpVWo5Vf84mR5TdpEHT5YoTbpKRvSbJ4yvuzFsjiWhYDbyW0K/rUH2Xb4BcNO46nTAnGCbLt86V59c8qIpvsrpYb7FJer5i8tjKO9SaOkf53iinDX+VvtZyn7y05mnjinJYtnW2rNq2SE4aeo6Wu9F4/WHB903hXzHpjXLGiEtkjp76XbFlUW2Z4i4hn3AhwlJkMmNiwGJx1xMTQr2Q3O7UVzT26mKnf7ehagnnLYBF2p/0K/jRp/nFxZ3y3Np7pUfHfnLx2BtUOZ1uLDm8BC7b9q7XPcc9hWpQvmnQozD6jutOTcoJ70lysnVA9+EFC3VxzSx5ce2j6lU4VS6ZcINaZr3UZfuMzN3whFmarzvpbYrn2dY/uOhH9h0r63YtKbhjGYtz1z+llmlvOxS1a/8O3XNbpPLnVxNPLbtPFwBb5EodO9fo2Ondpb88psqYcdW3yyBZqC57rHVeWdmwc4Uq4Y22H0obsPw3qOLv07W/NSk/wdplvZ+0L8aMGSNTp06VxYsXy5IlS4wuza9XUG8OqnLYtDOPXyeVWV/EEOw7YgVJPjZlqPz5+jPkhXdeJDMmDJdfP79IPvHyGumqp1ZrtH952A+AudI+pQpzz17OrGrILKbyiYf/7tq1q17i9773PXn22WflDW94g/z3f/+3jB492pQMViEWHxYZ44vA3uU73vEOswC/8IUvCH9Yfv/xH/9hFhw0LNS++tWvype+9CX5xje+IV//+tdNGZKHBXj55ZebciPvmmuusfKMY7dyoSNghV544YUyYcIEufLKK+XTn/60nH322YKi/tznPmey/Pu//7vVg7X4d3/3d6ZkKXvYc0BihOMOgWazGB05Jp9D+qh2bJ8/bMPe3x8X/Eiz28ulB98og3uNkEcW/1Fe3PCgvf920djrVSme5MWtXId2rNb36SNcf+LME+VsP3J5zRy5b+Euc3kdzO2XKya9SVe//WSpWoSjep1gFil8OrXvIi9ueUhfDblGrZ2B6jrraa+LIAcBN+aizbN0P3SGjBs4xdJw0RFoywHlPbX/OWYVkIZ7eOHm52xy7C+DzfJxt+IAtYy6d+qlhwKrZGjvUZCb0kDJTVYXMa+hEGjXArVCh/WYICeNOFvpO5iVsbJmkVlDp426wNrYWa3NSaoEnNeoPhNl+75NesL3FJ3Y+8mYASfIgNWjzQozxmV+mHCZpHBn9evXzyYPJuTq6mp1s9V9paYYC9p3UA/+06fwYQ/x3kW3yTaV5ZL9N9nHGZ5UpYKliFK8cMy1Mm14nYuLU59V7ToZloWJJzMZ5/e6Dqki+qPMWt1T1uo+bQ899HT6yJkmEuU66TuTkweeWeB9SPtn6Za59g6lu0BZNG3cvVJWblmieJ8u4/qcKos3zdFF0Gm2D71+5zJdiN1c28x26h7ub4oXxY43YUSviTZ2qrQPO3foKrPXP6LtfY2MHTBZXtrwiI6XzbaP3r1TbzlnxOuU5wbhFPaGHWusP33s5CvINNJrVQxRGkzouCcXLVpkE/+oUaMOm+Rri+QjfRxM0dQ+FkQoRlvd6uGa3vqlm7H9ekrPrp2ko54+7aH31fq3VPcYq9SFWlsszwuFlSyGyEul9X4ips8JnTrl3a5cM44I1157rbnmuX7zm98s3/zmN23/FGvQachbuHChvPDCC3LbbbdJdXU1SfKe97xHZsyYIR/60IfMpYxHg1OsWKMo0quuusr2xKHFhUq48cYbZeTIkfaHcnznO99ZT5mBD7iOHz/eXKjQorAJL774ovzwhz+UJ554wpQmaW9729us7vnz55t16W0lL8Lxi0CzKkZcMp2qOulE31F26ddtCFiA1X1Oklnr75GHl/5e7/vIim3zdAU+VK2q62XS4JONDiXEIYg9upe3V91kndVtmD5YRmQ/7UwZDusxTs4ZfblZj6zimZC2767Rh11P0O2rkRdWP2HWDJP6tEEzjDeuMfajsHL26z4kn6JjL480/+oOD5aejbPJEhVGm3p1ybuEqZ65pL1Omj5x1MmV39ukjnY6CXFgh73JvNLsoPINLZCyn7lHLaNeas0aw9oZqVfn/rJq+yKTDf64FtPXRODFRO6LDvikLs1CBUUujF/tZMY+I6tnVtGuFMtNCFjDHdt1UQtpu7WHfbnqPifKk6t/r9bZH2TehmdU7gV2eheleNLws00CsMAlue+g7pce2KEfcuhh/WCZmZk4f9tOLa6BMqjHMJk44GRdEIwuvA6SHx8d7Z1Jbx6He7Ci9h3aq+7u2eYVYL94cv9z1VWdP/Q0rv+J8qge5GEBxOnlrvpO7VB10xIYB/wRwBKMdujYeTEZOycO1PcvVdkyBvgQBXu7W/dsNk/EWPVAPK6nWtdq2sZdq/UE8mjrc2NY5od6mLxRjkzWXOMaJCavZF+ogurUUR9ZHS8srlBNtTafDFL36O9XbZHn9PDXWnWhfujEkXLtKePkv5Tf1ffMkXY9Okl+qaqFNI3XNtqr5Vgq4DYlII8H5HPZkJ2Q7iF265Z/pWn/fpdKFbeWIXDoC5cxrksPfpKUvW8CSuvHP/6xXHbZZbbvysEdL4/rFes6rQ9eWJmpjC4fWwWks2/pAQsVRel7uqQjM+5YTs96KNsHThRxm0ageRRj7cTOoMT9VNWus57MXG4raV65uGjCNTYhztY9mY27V6irdFA9pZhXHvmHtEYPsGzes0oGdRuTKIW6WVSr0AF/SOsZIMP7jqnXOe1s4tf9F93PO2fMpXbwBZkogyXBwQvuufbvs6K8SMMKIuSVcV4Was0rntoGGkXtRAHTTIAW65CDJKnCaq/r+hx7O7UBZcEL8Vv3bNLprS5s3asHPPQLMshmE5/KmcxLRshDy38WakVoaI/IH3QmLE4bohTZU8GNRPB8u/GfpHmmFHTfdN2OZeoy3WaHS84f92rDEStxy561at31lRljXldQir4ggB1KacPu5bYYwq2aDyw69NRnbVuQAUv75GHnqldheC1Nfg4Hauu3hB6Cqg5Vmq6Ha3RBMWP8VebmNWWs6TksIg0j1J3abU1PWbDhRVm9bZmM7zc9ORxjPWV0Var8WRDxSsm5Yy8/bOygOIf3Gi+LN89RRbxHpgw6UwapnOx1z9/wvLr+1ZIfdJrxKvfjWDNxY0GxEKMvXKmUK9tRFdlIfS0DzbhLh0CVtt2H1XrdV1zPoRwA0cM3VUp7zfSxMqZfL1OkNUrIfiQv/bMPeU2fbtKja+03ipUXyQSUBB4FXJQEV0ycouXEav/+eVcx/UHgIIsHDuQQsCwJ6Z4kfFmQoZz8vUb2Agm4PhmXb3nLW+SOO+4wSxFFyKlWd9/Cc/bs2fUUHfVRv8tizGp/eI7B1hU8yShSLE9OZ2PRElCIuH45nOOhGD/Pi/j4QKD0krEJ7Wdi5oEnDOk1Ul04/dSCWGiHG0jDGpsx7iqz3Pp1HSavGvcGtRSnk2VKjpjBiDts+Zb5sn3/Bhnec5z0qD3dZ5xrH1yqwb259+ButRbyK02sCUJvXdWP7XeyuiOfsfcb+boOh1jWbs2f4OTEYKcOXXSCXKzvyy21SZ736qr7TJVZax+wfdAtuzbIko3zzFWKcsPaYZL3wES+XydGlPPhIadzzj79qo9aH8mEv+/Qbp1y6+jhO2HASbJ6h7qXVj5uSpnPrL286SmzlODLqcgDagkxWXsw167yLwSwUBq3egrpyYVPxCRxEo+JhpN8/o5amp8U0x6lT/N1D9IDUX07D7GTqezrErAazxt7mZw29FL7PuqFY64rKEUvR58i2/ItC6Vm7yo9KDRGLcLab6emlek17QQnH0fEedzz4wqe2XwWGBzGYW+PPU/6iv0/TkbjeSBw0GdU70ny5Mo/2as34waeaOn85HnusXHEOBinSpPDUKu36onF2rHD6ViUIopzSM+Rerr2CXWlbtLDYoPM3d1PLdyXNjxsPAbWuuBLYerpxLhPUTr0BUqRNM8vCFi4qHu+pg1Ri0s//bZOJ/0+iu8GtQ6H6Iv83z19jHz33AnygYmD5UNnjpEvnT9ZFwod5JlVm4zLQFUU7BCiHPVBkxmDe6v1XXdi1KvCtfu3f/u3dliFwy7s7aGgPvOZz8h1111XcEG68uB1Caxe9ki///3vy/nnn28HiVBKvOCPgiNwkGb69Ony3e9+12hxXbKHyL4jrk4WawT2Jlk08M4ke4mumMeMGWP5t99+uynoWbNmyU9+8pOCi9Uykx8w5e/++++XBQsWmPJDGb71rW+1Q0PU7zJfccUVduCH4vRBhECgeSzGBEdOE47uPcX2EGetfkQG9Bxirz+gHC8c/xqduHbaKT+KMPGh79y6WrRhjszb+JSeaBwhHJTpVPtRAHsIGa9KzHPNSc8uuv/jDyflGdC40c7S9+YOLTkod877sSrovurSrdEJ7yQ9eq9HzdUSmzL4DHlET6T+Zs53VFGfL1g+Z1VfbK9w3L/41zYBsif26hNuViu3o5507G3uQOQlYG3ywj+xB9qQD+1s/7JKXcluxSEb9OxZEXzyGzdwslyw91p5Ye3DenjkKVW2+1TJXKIHVvL7kJTn9QUmfw98SYeTqd5uYk7AVtXu5zpdGjstaUOHDhX2sdK9ojQ/LZe/zrdskL7yUt1niqxfvVSeX/2wWXQoHKzec8dcpu+qnq2KYqAVyfbpsk0L9b3Wx6Rnx4H2+Th/rzNbL9Yi7UVFeoDGsc3j3rcwVlBq7bQPOLS1Ww/RPLHyLsXyEcOxV6c+uhB7beGVmLH9dTyuf1QGdx9tr2A4fxZKWLq+8GHs5JYekj/M+4mOnT46draqzNNsb7pK1I3bc5h0r+onA7uNVNdq/pWMIb1GqZu5m30Mv4ceBmpMYAww0XTGF2IAAEAASURBVLOfxsTvY6JUWca8z9cnDO0n7x3SW765YrN+OCI/Nparchw3oJecPnqwXL1nn47z9mYx/mn2UvnMbF3I6NdvdMlhinQB307V+/OqB5nipE7D2erIu3hvueUWk+kjH/mIDBw40Pb8Xv3qV8v73//+ghsSxYf7FwvyRz/6kb1szx4hh2p69eplJ0NPPPFEu6YOrFAU55e//GVTTtQ5bdo0+eAHP2g4nHDCCXbiFEXJqdYzzjjD7lnA7du3z5TnnXfeKXw0gJhDNfyNGDEiv+9a2w7qIlCOE6033XST7Wv6qxsofT4KQD3gT3kO4virHNlxmecWv8cbAs34Sbi8jcRUtlT/JY3fz/sf2XVgu0wfPFMti8sPe7UC6rppT3TF/5I8uOR3smrHPDlz6JUyU92v/NNFTFquOOkcyu3Ys83SunWu/yqHdx6WZM2uzXbC0T/L5l9pgQPvsW3T/UjeN+vTLW/BYK1u1TJYGlgPWDYcj6cuyvJPZBGg27V3p+1hddT91DQwwXGIg9mcdyF5yLA2ONXZVXn4P8WUToScnuQ9xe7qYuytsnhbvVwXxYAv5xBYVJDOBAwdFiT1sQfoCieVp9R1Wn8pGk932jVqRd0x94fm5p46cIacP/bVhVcgsrR+v0K/TvTA4t/I0m0vyEkDZ8olk663cZDtU+jZk+W9QLDHOsuGAu6d6947dNmgxV3LR+vBpWfXPoYnbm0Ch3S2qwsYnNLPEu7Zr/vZ6l5nH9xf8gdT+oTTsfmx08deCYFPHm9eA1IlrnIS2N9mjHRWl3xT+sAK60/aBk8rFqMYUZCERxetkfPummXjbJoernnxwEGZqQduLtCX+Qeoe5R/gmrulp3yvfV5Nyefg+P1Rb6fOkvdrJ87eZR86MKpuujTz8UpYz+Vm+ee/8Xtzr4gn11jX49FlVu2jGvcohyc4TANp5xxtaJEff+OfUM/nYqidIVDGrQoJazT1IWJW5ODNywW/NUirEeUHK5RsMLFCw/koSyWJnuV7r5FeseUNuD+xeXKaWyUMwH3KzIQSPe9Ti9nGfFzXCPQjIqxbkCC6FPLHpAHlv5SB+khmaTvNE4ffp66WUcUlAM0KDkOzMxf/6L+aw0P6NH6RTK29yly2aQb7DDNkQzUrMKlHg+l8hpfT63ZWsuwFL9S9aWlS9VJOoo1XTSk5Qq8lc4nG09rKDbeStSUcmkbX1z1pNyz+Bd2OGp839PklOEXyDA9IFO36EACXUyossb6533BVTteluE9Jsll+rrJsD6jC5MWlB7SOvJp2RbXv0/p02vnVz+uX7Z+Xt0dfAgp7nW5+bGazWu47pRD/esj6ovaPkeZ3frMQrnpkfn2TuIUdaXO2aeWoJ4+LQRVglVqGY5T61EPrDKkZIH+e41vGdVf/vnik2S4fiGn3BgsNUawFFFSvOrDYZp7773XPslWqFcvivEtluZlyuU1luaV8mhMeZcl4raPQJ2frhnaysPkA4wX4PVGnlx1l/0LG3wvc2TPSTK0V7VZDVh1W3at1yPyL+uL30t15XpQJvU7W99Hu8qUYjlxqINQ7OFl8vJ8mw3ypEZreUyApDFTaAwP/f+wMqRBZLz0Oj8pWmImDbq6kNLny+R5Wz11ZFZvQc5Mut+mvEhz+rzMDcvifDwuhpfnlYoNs9oJeaq+l0g/PaYnUefrXtuq7fP1E34TZRjfQNXXF3Kax/ulK/Rle/7dTfZbx/Sebu8YohRLBaujtl/yMubbVkdf11b6xXEl3+UzWsjoWw11ba0rWz8dUiX2MaCcCI6x3Sa8vE7Ptz5QIueR5W3MyvzUyVeGKJNFGbfw3nCqnsbU/25+YpHM0Y+DD9Yv2/TtlD9Mg5O/Smn3ar+tUjfrdv3T1Yy8u3qgfOrCKbVKEeb5NmeqqTc2qdPbbCXoAA0oSIKfQIWGP8OllsbLeZrfW0H9KUXv+R4XK+9lUxq/9jhbn7clLevX5EUIBByBZrUYnakPNu754Pdzqx7WF+hf0H287fow5L+ZSh6uLvbj+ncdaS+6T9UX7vnyCSHlYQlH9MPMVmrAl8orlX5EAjSy0NGos5Gi1ZKl/cHhlue1Txdued6+n6qfQbD+gpQ+Zb+wb+ehenLzbPtWLvuRhJSHJTT7T3Pi2Jy8mrehjiNK8rHFa+SHs5bJd9duxa+bH+6IjsYn6IR/Ws8u8r5JQ+WaadW66My75bUoWQ0Gr8sJ/R53Jl9QGjNmjLk1Pd3pysXlaMkjlFNU5cpn6y3Hryl8snzjvm0j0CKKEcjSQcdezjr9FxPWbV8l63es1H28PbavwRdiButJP1ysfD/UytU+0L5Ct8T4OSYQSPuUPUHe6Vun31Fdp326W19yZzLj3UxOb/IBBT4F5xMc1k30afN1Y9oX/DNUc9dslhf0e6lLa3bqF6MOmLuzv34w/MSBvfWDCP1ldH++8Zp/LpHC++VIJErrPpLyUSYQONYRaDHFSMPzDxBXdUtTXKisdEnhwIMfkIAKejJiAgWNYzMU6yPvUySmT/0AEffFxgDpEV45Anls654tbK39ehDH+kivOcTCF2885Psuni7HI+JAoBQCLaoYqbSwB1NG4eUf2FCIpTrpWEtvdJ+q4K/EMjnW2n0sypP3PJZ3P7qibO6+gG9z8zwWMQ6Zjj8EWlwx1kFq0ymasi7ULmZjDVsHSWu7KihJFzz61JGoaJwqyPoV24o08dnUz427QCAQOByBCirGwyuPlEAgEAgEAoFA4FhDoFk+CXesNSrkCQQCgUAgEAgEjhSBUIxHilyUCwQCgUAgEGiTCIRibJPdGo0KBAKBQCAQOFIEQjEeKXJRLhAIBAKBQKBNIhCKsU12azQqEAgEAoFA4EgRqEr/5eojZRLlAoFAIBAIBAKBtoJAgxZjc73Am/JJr4sB2VB+sTLHa9qRYHUkZVozvqXaWyq9OdtaiTqaU95SvNJ2pNel6Fsi/ZXUmy2bvW8JeYvxbK56m4tPMRmPVtqRtqklysV7jEdrFES9gUAgEAgEAsckAg1ajMek1CFUIBAIBAKBQCDQQgiEYmwhYINtIBAIBAKBQOtEIBRj6+y3kDoQCAQCgUCghRAIxdhCwAbbQCAQCAQCgdaJQCjG1tlvIXUgEAgEAoFACyEQirGFgA22gUAgEAgEAq0TgVCMrbPfQupAIBAIBAKBFkIgFGMLARtsA4FAIBAIBFonAqEYW2e/hdSBQCAQCAQCLYRAKMYWAjbYBgKBQCAQCLROBEIxts5+C6kDgUAgEAgEWgiBUIwtBGywDQQCgUAgEGidCIRibJ39FlIHAoFAIBAItBACoRhbCNhgGwgEAoFAINA6EQjF2Dr7LaQOBAKBQCAQaCEEQjG2ELDBNhAIBAKBQKB1IhCKsXX2W0gdCAQCgUAg0EIIhGJsIWCDbSAQCAQCgUDrRCAUY+vst5A6EAgEAoFAoIUQCMXYQsAG20AgEAgEAoHWiUAoxtbZbyF1IBAIBAKBQAshcNQUYy6XE/5aOlDHoUOHWrqa4B8IBAKBQCDQRhBop4qj5bVTA2ChuNq1a2d/DZBatotMmXIBupQme1+ubOQFAoFAIBAIHJ8IHDWLMYW7ffv2psBc4aV5xa4bq0Sh2717t9TU1JjVmCrJYnwjLRAIBAKBQCAQqKoUBG6t7dy5U2bNmiXbt2+3qjt27Cjjx4+XUaNGFZQjCgz6VFGiPAlYl/v37zdayrqyK0U/f/58efnll+Waa66RLl26yMGDB8UVsTHUn7Qs/Jwn+Uea57wjDgQCgUAgEGhdCFTcYkQx3nXXXaYY+/XrJ9z/+te/lscee8yQQym5axUF5n+uJLl/9NFHZfHixQUFVo5+z549smnTJqmqyq8BOnToYOWcHzF1ej1cv9K81jUEQtpAIBAIBAKBFIGKWYxeKUqnT58+ctZZZ8nIkSMtee7cufKb3/xG+vfvLxMnTjQlhWW3Zs0a2bVrlwwcOFD69u1r1t6qVavkmWeeMQtzwIABVgalhgJcvXq1KbUhQ4ZI9+7djTcKsXfv3uZORQlzP2zYsIJyRBGSvnbtWquXvM6dOxsf8lK+Q4cOlW7duhXyDhw4ICtXrhRiypEXIRAIBAKBQKB1I1BxxehwuVXG/eTJk83diYsVxbhjx46CVYm7dOPGjfLa175WUHi4Rdk3RGkuXLhQUI5c//GPfzSFRh6K8uqrrzaFioWIO9UtRRTrqaeeKueff76lLViwQB588EFTarh3e/bsKVdeeaUp082bN8uf//xnqw+rFAV4xRVXmFJGYd5zzz2ybt066dSpkynLyy+/XAYNGlRQnN7WiAOBQCAQCARaDwIVd6UCDUoRRUNA2RCwxrZu3WpW4fr16wWFeP3118vNN98sY8aMkQceeMAU3oUXXmgKcurUqXLmmWda2WXLlkl1dbXcdNNN8qY3vcl4P/XUU5bHD3WddNJJ8vrXv14uu+wyeeSRR2T58uWWTzxt2jS58cYbrTwW4Lx58yxv9uzZsmTJErnhhhvklltuMUW7aNEiy4M/h3qojz/cwrh43a2bKn4rED+BQCAQCAQCrQKBo2YxOjq4KwlYeSiTffv2ydixY811isWGtUge1hxKFHclrk5i0glYgOQvXbq0cDAHy5GASxalyQEf6E888UQ7/AMtCnfGjBmyZcsW27OEPwoZ9y0BZUd5LE7KY0lieWLRzpkzx6zVDRs2FGRn35O8Xr16hdVoCMZPIBAIBAKtD4GjrhhduaHYcEl27drVLMe7777blAv7kCgbFJZbmcScTPXA3iLuUPYo2U9EKXLtAWWGgoMHyhfFhSuUgEWIBYmbFjcqfF0mrFKU8LPPPisPPfSQKdhLL73UeKHAUdxPPPGElYE/lid1RQgEAoFAIBBovQgcFcWI4kFJEbAYt23bJi+88ELBNYoSQnHhGkXRoMgefvjhAsooRi+PgrrzzjvNEsTNSuAwDYqWAH8sQbdMUWC4alF6WIZ33HGHXHTRRXLKKacY/YoVKyzmh/1DDtVMmDDBlPUvf/lL23O85JJLpEePHmZFXnDBBaYoUbj8+elXV64FZnERCAQCgUAg0CoQOCp7jCguDsywp8h+3m233Wau0+nTpxtoKDH273Bx8qoFFh3XHlA+7AW61YgSwuWKosMCZK8PBUgg77nnnpMXX3xR9u7da9fUPXr0aFO6KE3KYmUiCxagl6XMrbfeaoqbdyCxZpGd6xNOOMF4oTxRiLhW+eOa4LHdxE8gEAgEAoFAq0Ggwz9oqJS0KDyUGUoNywwlxh97im6FIQsnTVE4uEfZw8M9ilKCjhiX6+OPP25KatKkSeYGxd359NNPF96PxC2KpYcbFkWHlYnSYx/w4osvNmsPBctrIJRDeaI4qZv62H/kNRHctE8++aRZtOxrzpw506xFTp9CjyXL6yZYoexDsi9JcAvVbuInEAgEAoFAoNUgUPFvpaKgcH9iqWFV4RLFAiNw7woFBYrViCLknUSUELS+h+cWJIqNgLWINYfbFTrqQIFSn/PFQiUNpZkGlCcWI+9XYmFSN3RcUxY5kBeFSbrzgwc8oade8ghpviXETyAQCAQCgUCrQaDiirEUMo1VJo2lK1WPpzeGTzmacnleR8SBQCAQCAQCrQ+Bo6IYUSrZ4Jaip5ejSfMol957eeKG8qApV7ZYfipnsbJpPuUjBAKBQCAQCLQuBI6KYmxdEIW0gUAgEAgEAscTAkflVOrxBHC0NRAIBAKBQKB1IRCKsXX1V0gbCAQCgUAg0MIIhGJsYYCDfSAQCAQCgUDrQuCofPkGiA4/flMEOCPiJ/89VY+M0hmQlb1O05ytp3ns6WnsecSElK/fF/ISucjzdK7LhbSY83f6bP2e7nExevKcp+e7LH7v5T3dy3g6cbG8bBr3zjObV4pHsXTn4zE0BOeZ1uHXnp/eexqxpzsP0hoTKNcYOeBVjJb0tLzX77TkE1y+/F3+Ny1HSlq2QKcF9YCZhVI8CrS1FyldWkepay+fzff0xsTU6eWJCakc3Ht+vWslon3FaKErFbw+8tOyXofH5HPtwWmz+c4vjb1MGhcr5/lej/Mg3a+JCeXKO7HzyZeo+015kOr3TmG8NdHHi9Nk6/R0Yq8ry6tcnpdxPn5figfpLoPTUtaDl3Ma0jN0mVsv2WJxRQ/f0H5Ocrbjv0q3tMUgDMaBQCAQCAQCLYUAOgPd0b6CSqOiirGlgAu+gUAgEAgEAoFAcyFQEVeqW9IIvXrrTnlh+XrJHeIrN6Wb4dZ1SpGSpzydxtO8LPTZ62waZcvRkO/1ZvmT58Fp/D6Ns+Wc1ut1WpctzU+vnc5jz+M+5eV8nM5jT/fY04mdV5YPeZ6WlnP6bH56zzWhGG0+p/hvWk9KkU13vi5fKdq0nF+nZT2N8p7uvOCdzS9WX1rW81NeaZpfex2NiVMZUvo0Pb1Oafza84kJqRyel885HAdP95iyzsfT0jjl7elpHcWuG5vm/IjTMn7v+akM0BE8LS3n19k4X6JpvymPtD7nQj7B5cjfHf5bjk+WR7F7+DuPLPeUPr3O0nFfjEe2TCmaUjI4vcde7+H37eSQWosdOrSXk0cNlCG9uhup8/VyLRFXxGI096lqwa2798q3Hp8nvao6yLg+3WXfwUNlH66WaHDwDAQCgUAgEDj2EUABdlKluGDLDtmjhtS7zj5Benap/0nOlmpFRSxGF37jtl2ye89++ehl06SjNjhCIBAIBAKBQCBQDoEZ+w/Iv/zpOdm8Y7cpxnK0zZVXce00sEtHqWqP0azuhCKfhmuuhgWfQCAQCAQCgdaLgOsHjCj0RjtMyAqFilqMqMN9B3NygH9ouPZfujfd6M7lbGwgJB7lvD6t76D3Mg0B5nQeF6P3PI9TGk/z2HYJuEmC52WSC6RN6VjnBfv0OqnOLsvllaItVoY0QlbGlDa9hrZYmSxNKTrSmxpK8c7KDN+Uttg1aQQfXimPlB6a9D69Ji8bsvncE1L++ZRG/rqATp65T+tLr508jdP89Dql8WvPz8bkp2lO72KVa6eXS3kADIcNsuWc1uN6ZbxSjQv5tQL4vcdOyj3B68nmk1csjfSmBOfhcbZsqXSjq20D1yldeu15xN4Wrgsh4VFIy1yk/NLrDJndlsovlV6MhwlKgdrgZT3Optfee0sO6JbbPnWlGiZO28JxRRUjbeEZqDt2m7y24bhl42JoOI2Dk7339GzsdB5n87n3PI9TGk+z2G9SgqR8muykHqd55a5T+vQ6W6ZcXinaUmWKpadp6bXzzqZl70vReXpT4mK8i6XBM01v6DrNz5bN3mdpyU9DsfxiaWmZktfZgtl7LZgmpdfFeKb56XU5WqfzGNr0Or3Ppmf5pvl2XZuQpnsZT/M4rcdpCmkJkV96fBhtbUJD+Wm5plw7X4+zZUulZ0FN6dJr51csLcvDabNxWja9ztJxXyq/VPphPIoQepLHXia9r1X8/MMM6I1Khoq7UmlcbXsr2c6oKxAIBAKBQCAQaBQCR0UxhmZsVN8EUSAQCAQCgcBRQOCoKMZKm8VHAdeoMhAIBAKBQKCVInBUFGMrxSrEDgQCgUAgEDgOEDgqivFI9xjtm3llXvFoKP846M9oYiAQCAQCbQSBCp+4SVCr+KlU6j7S5nI6qVxoKL9c2baUxwIhsGhLPRptCQQCgUoicJQtxoZtR3/JE1D27dtnfw6Q53mcTS91T3q2jNO2RNyUusrRNpTn+U1Ril6mKe0+kjLwP9JyTZEtaAOBQODYRKDU80968bxEPySXlWjdUVGMjTmVmoLloD3wwANy7733FnA5pB8K4A9FsGvXLnn44Ydlw4YNdk8Z8rxsGhe7hinp2bxi9yldQZgiFymd80nr8fw0TvOdpedn8zydOBs8L5vu92m+Xzuf9N7TKOfp2ev03mm8XKl7ykQIBAKB4wcB5mmfF7zV3JPelMW8l23J+Ki4UhvypTpY2YavXbtW2rev0+Udar+eA93Bgwdl3bp1Ul1dXSiW0npisQ7wzkrz0utS8pRKL1cXeSlvpy0WO/9i9J6XLbd//3558cUX5aSTTpKqqiobiMXKF0tzXsXyStVHOqEpZaAvxY+8CIFAINB2EEifdeYJv/fYW5q99/SjER8VxVi3U1h35Y13cJjgUYRYgn379pVBgwZJ165dDdRt27bJ5s2bbeIfOnSo/rMkHSxv5syZ0r17/p8moQN2795tPA4cOCD9+/eXfv36CXw3bdok27dvly5dugjlUSAELEzq3Llzp/To0cMm+44dO1pZ8qmTssjh9bq85HvwNGRfs2aNKe1evXrJgAEDTLHDH74bN240eYYNGyadO3c22h07dsjAgQOlT58+Vj+8kJW6aQc8PA8+KH9oqIc6li5dKj/5yU/kne98p4wYMUJ69uxp+GRl4566aC+ygAWhd+/ehgNpe/fuNb5gTzqLj9WrVxuuQ4YMsfpcIZK3atUqKzN48OBCHn2AfPxRF1iDXadOlflKvjUqfgKBQOCoIMBzzxyxdetWm5smT55szz7zhRs28+fPtzl15MiRNk/4nFJP4MNVRb3s5r45KoqxVCNQTEz0TNi//OUvZcmSJTZhjx07Vq677jqb5H/3u98ZyAALoCjD17zmNVbm29/+trz+9a+XiRMn2oT+05/+1CZq6jvjjDPksssukwULFsivf/1rU7QokbPPPluuuuoqq/cPf/iDPPXUU4KiwupCMbzrXe8yxThr1iy57bbbbFJHOU6aNEle97rXmXze+dTjbUCR/d///Z/U1NTYAIAXygpF9f3vf98GAm1duXKlKbAxY8bIyy+/bG3bs2ePvOUtbxHSUCzItXz5cqtry5Ytcsstt1geMj377LPG02WaN2+ezJkzR+6880455ZRTDB8GYCojcqLgUKAoKLB86KGHDIcbbrhBnnvuOVm0aJEpzMWLF8vb3/52U4xgD38WDcj4F3/xFzJq1CjD6Y477hBo4YcChw+KmTaRN3r0aFtwQDN16lTrp27duhXwQqYIgUAg0DYRYEHMvMJW1yWXXFJQiswnf/rTn2wuPaZarhNmiwdVFlbHorWbc1+++7ncgYMH7b42ufY6T8PNb3/729ynP/3pnE72OZ20c2oxGQ3p11xzTU4nV7ufO3du7s1vfnNOlUVOVyQ5VSY5nYgt75vf/Gbua1/7Wk4P7ORUKeXUurJ0eKnFadcvvfRSTif9nHZWbv369blrr702p8rY8u65557cxz/+8ZxO8sb/fe97X073MC0P+k996lO5u+66y+69fdwgL+HBBx/MfeADH8ipVWj3qiAtD1mQ87vf/W4hnTZ88pOfNBmp7ytf+Urue9/7nuWrhWv1ex1f//rXc6rwLe/RRx/NqXLN6d6ryUniE088kfubv/kbw457lyd7/YMf/CD3hS98gWSr96//+q9z9913n93roiSnK7vcCy+8UCj/yCOP5P7+7/8+pwrfaH7+85/nPv/5z9v1k08+mfvEJz6R0wWN3f/iF7/IffGLX7Trp59+OqdWfI6YoAo+p4uNnCp0u0/ls4T4CQQCgTaFgM9dzOfMX48//ri1T40Cm+uYhz04LfeuH/buP5D7wp+fzS3bUGNkKY2Xa+74qFiMdUdFuMrbyNowM7mxRHRCNusO1ycBC4WA6xCLEEuKgOmNmw/rjBhXIi5JXK1Yhu9973vN6oEWS4ZAPi4/rEVVgoWTrrgOq6urzXKEDjlwmWJtYT3hvsS6JODOvOKKK+SZZ56RSy+9tODyTF0AEyZMMIvpN7/5jVltyEw+1hSW1Pnnn2+8cFGec845Mm7cOMGCImCNLly40K59nxArkFO5uF/d7Qmvz372syaXuyXIwxKlnYRUJkuo/aFt1E2graqgChhRz3ve8x6ZNm1aLbWYBQ2NDmLjDeZYg7h53VLEggVH3CZY3PBFrg9+8IOCC4WAC/aEE04wS5j7UvKRFyEQCATaBgLM78znV199tVmIeNBWrFghZ555pkyZMsUa6TqgrsV1+qEurTJXdSdZKlNfppbDHcdMyoDGxE1g8vfAJOoTPmnQHg6mWHkmcecBHQHFevvtt8vPfvYzO6gDDfzIZ18PBaWWlLlxUUS4bwnsFeICReF4QAlTPpWPPGiQCQXwjne8w5TPV7/6Vfnxj39cUBTU6YqaPU/KuLKDB3xRMATkUAtS1OIyOVA0rkx05WRu3lQuynJPTEAWDy4b97QV9yztxbWMEjzxxBONFDoGMfwJxCg5Yly5LCjY96V9KG4WIshLHkoSbN72trcZtuDDvcvheKUyWyXxEwgEAm0SAZ+vaBxbLxdddJHcfffdZiC4scHcktIdBkTdNHZYVkskHBWL8XB1WGc5oIA4KMPke+qppxYOxtB4gPPJ2u9TUJh8yccSQtEsW7ZMhg8fXlBCWKK87qEuQJv4sRpRCq5EUKTsZ7IHhh8cK5GAhYelhpWEbITZs2dbPa7ALDH5QRZor7/+ern88svl3e9+t4wfP95WSG4FQk6bXG4vjjzIQlvYa6Xcm970JsvGemUPlkBZFI0rHdK4Jt8XEM6f2PO5Rm6UN5bqGLVm2Vd1ZeUK1MtwT1sow35uNoAT9bJXmw2u+LPpcR8IBALHDwLpPMSc85GPfKTgCWSe87mnJCLFlEZJ4leecVQUY53yrzOVAc4BetWrXiW6x2bAMSEz+Z9++ummwDiM4oHJGIWFIuGaAyhYd1hjKDbdBytYT7haUbpM4ronJtXV1aJ7auYOdDck1g5WJcqRVz+wirCkODgyffp0s/pQcijc559/3g7TIAtye8dzzzWKHSVGvchHfVhhyIllRRkP1IkC8YAFizuSwYIsuIVxWyIT1i6HfgjQUTYNnAjFgmNDG9lR6qkidlrKgQPuaCxH2o6LE3mxDrN86RMs11tvvdUsS9rA4oNDTeeee67ofqX86le/MjcwG+wsTjj8Q9s5gES7PeB+Tdvr6REHAoFA20XA50hi5lYC80KDSvEoQNLhHzRUol7A2LJzj7y8fqucOWZw7T9W3E6VSP3aoWNyZ8JGGeCHxhWHCY7CIw9LxwPKplqVDhYWe3/QoQApTx6WHQqFPCxBynM6isn65JNPNmsO5cE9yoF9PiZzrENOg1IOq5NVDsoKq5N8PQRkp1+RA5nTP9JQLuzHsVfIqxQoFt4tZCBQB3L6niLtwmLzwcJA8XqRDQuQPTvyOVnL/iUKjDqJkY8y8AYr7lHcWHhYm4SsfLSDAA2uazCh/ShT8KN+ZCI4X077okTpF/DitQtoqBOlykKA9oIdctNPlCWmvb4Aoa/Id4sc2SIEAoFA20fAn3U3DPy+VMvJP3goJ08uXScnDukrvbvlXytrqFwpfo1Nb6cTV91SvrGlmkhHFTRk8bot8tvZy+QDF+nL5zaRM2HXZ+a0npq9byid/FJlvKxbpn5PjMXDJH/TTTcVkr/zne+YkrjxxhsLaVivWGAecMdiHaJgaCP5XKN0eacSpYPiK9aRWTnL3WfrzdK6PB6TT93sUWJBIjPtRhmjwFD6uJRRrAQU3pe//GX52Mc+ZkrL+RSLsfZoY7GQ5mVlbOi+GL9ICwQCgeMTAZ8v9h04KF+77wV5wyljZdSA3g3O782BVt0M3xzcmoEHCgRACFwXUyieZ0RFfrI8nMT5uumeKkgsJd4JfOyxx8xFyHt+WEW4ZAlO60rROw1FgOJx5YcC4xqLEcXoe31ed9qe9Jo6it17Pdl6s7SUJ6T1UAZrE9cligxLF7k45ctJMD6xh/WJexoL84ILLjCL2vmkdcCXP7ArphQdnzQvLQ/Phu6hiRAIBAKBwGEIZAyow/KbOeEoK8a6Pca0XT6B+iRPnqeldFxD43npdZoGHffZNHc/ks5JKVyVuEvZu0Op8GoIe3xevpg8KBb+ioVi9NClcha7T3khW5ZPWj69ppy3EUWF63LGjBkpu8I1+3+4mVHqWJZYuPyh2FzJFYhr+bosXqfXBZ1j6WXSPE/z2Mv7fcSBQCAQCJRFoMX9mvVrP8qKsfwyoNzk6s1IadLrYvnF0ijDRI2Vxzs1xcKRTuTF5IF/Nj17n5Uhm5/ep9dpObeK07T0Grex7yGm6bS1XFnqK1VnqfSUP9eNpcuWi/tAIBAIBCqBwFFWjMUtxko0PK2DiRqFQEgnbSwn7tO0tBzXXi6bXq5MlrYl70vJl1WATnesyN2SmATvQCAQCATKIXCUFWM50Sqb5wrBFQS1l7OcXDov5/fHWlxKPtLTtpaiO9baE/IEAoFAINDSCBwVxVjnQK27aumGNpb/8aQgjqe2Nrb/gy4QCASOQQQqrCrqvnFWQSxqvZZaY4V3VCvYxqgqEAgEAoFAoJkQqLCqqLjFmCp+a2vdT4IgVKWQKJeXsDjssjHlnMbjw5hoQlPzytEX418srTl4wNf5eJzWVSwtLZPSHq3rUjIWkyelTa+dNk1Lrz2/tcSVkj2tJ71uCk5HWs7reKXlnQ9xc/JK+VbiGtkJpebIfG7z/LYETs7TY5e0/j2tsxS1pHTnp6KhoorRDnxoC6s65A3V9oXWFmt1sTTHplye0xSLG1POaTxuKp9i5YqlFeNbLq05eMDf+Xic1lksLS2T0h6t61IyFpMnpU2vnTZNS689v7XElZI9rSe9bgpOR1rO63il5Z0PcXPySvlW6rpS8rdEPc7TY8es7t6vOnesEjRGeibCqVsqrqhirKrqIMt27pXlm7bJsD49hC8aFHRjS7Uw+AYCgUAgEAi0OgTYcuukOmPF5u2yYrd+bUuvKxUqqhiH9u0p540aIF95dK4M76L/cjyugEp4AyqFZtQTCAQCgUAg0DwIqMnYXq361Xv2y8wxg2RQ7+7Nw7cRXCryrdRUjgP6buCm7bv182T+72+FZkzxietAIBAIBAKBPAJYjVVV+s/e9egmHdrrK2aa7C7WlsSoooqxUo1qScCCdyAQCAQCgUDlEaik/qioKxVNX8kN1Mp3XdQYCAQCgUAg0BIIVPK964oqRsCqZONaonOCZyAQCAQCxyoClbSqjlUMmkOuo/KCf3MIHjwCgUAgEAgE6iNQif23+jW2zbtQjG2zX6NVgUAgEAgEAkeIQCjGIwQuigUCgUAgEAi0TQRCMbbNfo1WBQKBQCAQCBwhAqEYjxC4KBYIBAKBQCDQNhEIxdg2+zVaFQgEAoFAIHCECIRiPELgolggEAgEAoFA20QgFGPb7NdoVSAQCAQCgcARIhCK8QiBi2KBQCAQCAQCbROBUIxts1+jVYFAIBAIBAJHiEAoxiMELooFAoFAIBAItE0EQjG2zX6NVgUCgUAgEAgcIQKhGI8QuCgWCAQCgUAg0DYRCMXYNvs1WhUIBAKBQCBwhAiEYjxC4KJYIBAIBAKBQNtEIBRj2+zXaFUgEAgEAoHAESJQ8X+oGDlzOf45zfIh/kHj8vhEbiAQCAQCgUDLIFBxxYhSbIzSayxdCkuqcBtTR1q2LV87Ls2NyZH00SvB2dsBj+ZuyyuRK8oGAoFA20KgnU42DZtvLdDmffv2leTasWPHwsTXmMnXm+CTZfa+ZEVNzGiMLE1kecyRH6ttTOVqqf495jojBAoEAoGjgkDFFKNPbLt375b58+fL1q1bpUOHDtbodKI7ePCgdO3aVSZOnCi9e/c2t6srvGIIOd+m5hWjb6tpYHro0CFhwdFcAdwPHDgg7du3L/Rjc/FuLJ9yfd9YHkEXCAQCgUAWgYooRp/AmEhnzZplMowfP75gFaZCoQRXrFghNTU1Mn36dOnWrVtJ5eh8Kb9kyRJZtmyZKYD+/fsL/Lt3737Yfib8KZcNrnyL5UHr+Vyn9WbpUzpoCVmafOrhPD2dOJXTeTqfUvdeHjr+UFqE559/XubOnSs33HCDpaEknYeXIfa0tB6/djrnu3fvXrn99tvl5JNPlmnTpll95MEjy8fLeh1Znp5OnOZ5Xf+fvfOAtqq61v9SEBBFAZFmo9jAitgb2GPvsURTNMWoqcP08f46El/KS3vJS4zRqLHF3nsFOxawY0EUAaWDIgiKev/nN/W7We6cc+8FD+e2b41xzt6rzTXnt/ae35pr73Mv+r755pvp1VdfDTIePHhwWm+99Wge7TVeFPjLCBgBI/AZEajpW6nz589PCxcuTJtuumlEg6uttloqfrp165aGDh0aUcjs2bMrmicnjIO+5JJL0i9+8Ytw/q+88kq69tprw4nSWY5ax3Jl1Mkhq13xSL+XXnopzZs371OOv9hOcmivVGyjPPW0ly0q55iXqZ3qK+XzcpEiZSwynnvuuXobqZMsjiSObG9j45IlSyIvAs3bSi51Tz75ZHrnnXfq+0uuMMj76Ty3S2UcScU6jcXuwnXXXRe6YcevfvWr9Mwzz0QffxkBI2AEqo1ATV++YUuP7bxOnTqFHXKguVFykl26dEm0L5fkQKm75ZZb0t13351+/vOfp3XXXTciRrZrGYP+EGfnzp3TnDlzwuH369cvoiacLSQHERNhalzIASJBxqqrrhp1jEMUe+GFF6Z99903IllkMgbtZ8yYETJ79+4d9uX60RdZbBtDOHPnzo02tJXjZ+zFixenmTNnRl2fPn2ibsGCBdGPrWW1IeomEibP2HyIqpGVjwthYUf37t1DBgsQJcaiDmzYrqYNacKECemGG25IBx98cBo4cGDYxzjghC7Y26tXr9Sx48eXDf0Ylzra9OjRIzCjDwm7GQcdqUMH1bFIYk64HtABm4QHOLz77rsxFnNAvy996UshmzY33nhjuu+++9Lmm28e8nK7Y2B/GQEjYAQ+AwI1JUY5RaINPV9UGTbg4JQUrShf7ojTxUmecsopQYq0wXHiZEnTpk0L4sTxTpw4MQ0aNCgdfvjhcX7llVcGoUCQe+21V9phhx2iz4MPPpgeffTRcMLTp09PRxxxRGwXPvzwwzEW+k6dOjUdeOCBsa13+eWX15PugAEDglQYH/3l6MeOHZvGjBmTevbsGQSILrvuums64IADAgeI4Oqrr446Imq2Jw866KDYAoWsvvKVr4Ru2Mq26E9+8pMgdHSaNGlSOvbYY4O0hCvyIXFIhTEhdRYA0mf06NHpiSeeCMKZNWtW+uIXvxjYPPTQQ2nUqFFh1zbbbJP22Wef2KK+4oorQhZthw0blg499NAgR+bwjjvuSM8//3yijoXI0UcfndjqhAzvvPPOqIO4Ic9jjjkm6ohKWdDQH0KF4CBj0l133RW6sTBiEXDkkUcmcM2JHcLFHicjYASMwHJBoERGyz2VHHaMUXKedSVnXldyoJFXuRTI8+PGjasrPTdUVf2RNmo3fvz4uhIp1pUij6hHLnUlhxr5ErHVlRxu3R//+Mf6NqXt2bozzzyz7oEHHog2pa25kFEiu8iXSKqu5MTjvBSJ1p122mmhb+kZV92pp55aV9rCizrGKZFZ3Z///OcYs0Rodb/85S/rbrvttvp66UlZ6Xlpfd8SMdSVyKgOmaSzzjqr7tJLL41zMGLMEgHWlbaF604++eTQpxTd1f30pz+t23rrretKZBlt//rXv9aVCD7O9VWKBuv+67/+K3QDjxLx1P3whz+sO/3009WkDhtLEVnkseH3v/99nL/44ot1v/71r+veeOONyKN/KbKrK0W5kX+tNB9f//rXoz8FP/jBD0JuaXERmJe2sCNfIsVozzjoQzrvvPPq/vnPf8b5P/7xj7q///3vcV6KouuYExLzia7CpRS9BqaSR5tRo0bVlRYGdaVFD9n6ayEy/jICRsAIVAGBmj5jbIzZ8+ixsbbUE6EQjehtS/rnMog4eLt1v/32i8iJPpMnT44Iiq26Z599NiIdoq4SGVAd23ps8ZWcdNSVMI5yjcO2JokIiBdaGBs5vGnLFiXPwBgXPdSXLdSTTjopXlKhLxHQOuusE9ESepQWAdGW52a8YMJ2K+OzpbrWWmvFVi16s1V8wgknRMTKVimfjTfeGJH1287YQSQ9YsSIiBDZ7tx9990jgi0RXbQlkiQaLhFhRLvYQqIceziSsIFzoj/aEilTzxYssohAkU00R/S3/fbbB2bCEqzogy1E5noeSUTMs2C2Q4mQ2com8cySbVoiXLAgMiTapq/qb7311lRaLKS+ffsGZvl8RyN/GQEjYAQ+IwI13UqVriIM5XWkXI5OR+qK5eq/5pprBglAJGytqVx9IU6cNqSmBBFBYGxf0g8nf/zxxwfp8NzrsssuC2fNC0C0xVEjF7IjIZOEDPrivHHyOH3ehBVRRaNPvugPSYhMIBol5FGP84dokck2K1uWbMlCoJASbSB5nvGxncpWIzaDAYl6Ejrz/FOLBcqwn+eDEBnPQy+++OJos8kmm8R4emaIjbSByEnYyFYpxE9bxswTY+Rl9GVs7ATfc889NxYkYILN6MAYpag3ztlqvf7669MXvvCFKANL9GcRwNjIYRtZ80c5W65rr712vb25Pj43AkbACFQDgZoSo5y3ni/KAMpFZirjqPZ5WX5OpIGTxHmXtvjCqVMvWRyRgYNV4iUQIrG999478QJMnm6++eZ4LlnadgwZPGskmkMOH6IbEQ6kRDRF9EPUVEyMC1GQ6JvrIL04ilx4xgkZFtOQIUPiLVvG4xkdLw/xbLG09RrjKtpCFolnipA0RMuzVRI/dZAukBEEVNqujTq+eK5Hog02ShaRNM9Qf/vb3wbORNJghC20hbyQrUSkSl8WATfddFMQ9ze/+c2oRh+efQoHnivy4dnrb37zm3T22WenAaVImnY81y0m8AQjPT+mXnoW2zpvBIyAEfgsCNR0K5WIgYgIB0qSYyseacP2HtFHpYSjJNIh2sC5lp5bxYsebMeNLr1cgvOnnp980FZpgw02iMjuoosuigiNF0d44QYnT/SF82cbjxdEIFxeDsGZ45Ah0nvuuSe2+iD33XbbLX5G8Mgjj0TUyMsrRDVKGhd7iISUKEcuZURcvIRDpEokSHSIPLYgSf3790/nn39+2AEpgglR8F/+8peoE1ELQ9psu+226V//+lfIQiZ2oAOJiJMXZYhysZOXkIhasZFFA/bzkg9zhGwwASPsopwPY2ED0R8v0YA50S4vEDE2OrBoYLu29FwytkMhcsiUfmAL5thIlA75MxaRJGXIQT8WJbwkRB90fOyxx+p/piEdwih/GQEjYASqiECHM0qpivIqisKR4dTZUptUikRwdEQ2OGCihPzDm5hsnxFBKLqU42cAnXMkQtpqq62CrHjOB7GwFbjRRhsF6RC9DCz99IAjY0KWbHlCvDy/4pkecihj2xKCwAETOeHkkS1Cop4/UADZ0p63XInYcN6MzdYsZRBMrifjQjBEt4yFo8c+5PEMcEDJTrBBDqQBqaMzBMhigh/Q85aoftRO3+222y4NHz48CBt5Ih3k81YouEKKjM3zRsoYD1vAh6iTPthI5IZ+yOX4+OOPB+lRTh+ImsgQTNnK5FkneqE7ZAb5MRZbvUTi2MI4YEzUDfnvsssusc1MtM7bwoyPreB82GGHxTND2jEG8w9pQ5JgCRbYwbwwj2CshL1ORsAIGIFqIlCTv3yDwjhvnBjEw8sVkAuOuZiohxAgAZyv+hXbkS/WEcHgQHHMlVLeB4Igzzh50vMwleV90I9xin2IOPW8LW8vGToW6/I8shm7ITl5e2Q2lMc+RZTFtkSQOU65HOxDF9lInrnTIkW25Md8rFxWcRz1YZ6wFaJTyvuBJ7o3NKb6+WgEjIARqCYCNSNGlM4dX1OMaEp72vApR7KVxqgkt1jelDxjfNaohXGaIqeoT3Qq81Vsl+fzc7rmec5JsqdcXnXRsPSV96dMeR0rtVN53odzCLk4l0sjK5frcyNgBIzAsiBQU2JEQZwcqehgo/CTr6a0ydtzrj4ql/yiU1V9Q+3VBhnF/uon+bRVGed5OflKqSiXdpXkqDyXXa5/Ppb6UFa0o6E62qte4xXztMmT6ilTH86L5eRVz7nyKqMPKe9HXvUqV546JyNgBIxAtRGoOTHKADlF5XWsVK56H42AETACRsAILE8Emo0Yl6dRlm0EjIARMAJGYFkR+M+3X5ZVkvsZASNgBIyAEWgDCJgY28Ak2gQjYASMgBGoHgImxuphaUlGwAgYASPQBhAwMbaBSbQJRsAIGAEjUD0ETIzVw9KSjIARMAJGoA0gYGJsA5NoE4yAETACRqB6CJgYq4elJRkBI2AEjEAbQMDE2AYm0SYYASNgBIxA9RAwMVYPS0syAkbACBiBNoCAibENTKJNMAJGwAgYgeohYGKsHpaWZASMgBEwAm0AARNjG5hEm2AEjIARMALVQ8DEWD0sLckIGAEjYATaAAImxjYwiTbBCBgBI2AEqoeAibF6WFqSETACRsAItAEETIxtYBJtghEwAkbACFQPARNj9bC0JCNgBIyAEWgDCJgY28Ak2gQjYASMgBGoHgImxuphaUlGwAgYASPQBhAwMbaBSbQJRsAIGAEjUD0ETIzVw9KSjIARMAJGoA0gYGJsA5NoE4yAETACRqB6CJgYq4elJRkBI2AEjEAbQMDE2AYm0SYYASNgBIxA9RAwMVYPS0syAkbACBiBNoCAibENTKJNMAJGwAgYgeohYGKsHpaWZASMgBEwAm0AARNjG5hEm2AEjIARMALVQ8DEWD0sLckIGAEjYATaAAImxjYwiTbBCBgBI2AEqoeAibF6WFqSETACRsAItAEETIxtYBJtghEwAkbACFQPARNj9bC0JCNgBIyAEWgDCJgY28Ak2gQjYASMgBGoHgImxuphaUlGwAgYASPQBhAwMbaBSbQJRsAIGAEjUD0ETIzVw9KSjIARMAJGoA0gYGJsA5NoE4yAETACRqB6CJgYq4elJRkBI2AEjEAbQMDE2AYm0SYYASNgBIxA9RAwMVYPS0syAkbACBiBNoBAqyLGjz76KNXV1ZWFnfKG6st2cqERMAJGwAgYgQICK5QIpTzTFBpWK9vQcCussMIyDYPMvG8xv0xC3ckIGAEjYATaJQI1J8bPgvL7778f3Tt16vQfYogWqV9ppZVShw4d/qPeBUbACBgBI2AEmoJAx6Y0+qxtFMF98MEH6ZVXXklvvfVWEBgkRh2E9uGHH6Z111039e/fP8ogOkWBK6748Y7vI488kjp37py23377+jbU0W7+/Pnp7rvvTjvttFPq169f/ZYrckhq91ltcX8jYASMgBFo2wjUhBgFISQ4b968NHPmzCCqp556Kq266qppyJAh6d133009e/aMphBduahv6tSp0Z5GaiMChVzHjx+fhg8fHjIoR0YuRwQdDfxlBIyAETACRqAMAjUhRkV+RIjbbrttkNWSJUsiyuvTp0/ac88948UZtaMOAu3YsWPq0aNHfeS4yiqrpNVXXz0iTCLELl261BMlESHEKiLkCBHOmTMnzF5jjTVCjsmxzFXgIiNgBIyAEahHoCbEWD9a6UTEBelxrm1SHadMmZLYMn3vvffSwoUL04Ybbph22WWX+meHRIWUQ5yLFy9Ou+22Wxo8eHAMAaFq65S6Bx98ME2ePDkIkS3aXXfdNa288spBmCLhXDefGwEjYASMgBGo+c81eJZI4nkjJCYio4zt0GeeeSYiv6OOOirts88+acyYMWnixIlUB8HNnTs3DRo0KO27777xLPHmm28OEoVokc2R9Nhjj8WW7RFHHJEOPvjgOH/yySejDlIkcnQyAkbACBgBI1BEoObEqEiNoz5SigiS6HDrrbeOqJCtV7ZPZ8+eHU0g0y222CKeSbI1OmLEiESU+Oabb0b0CdlBjIsWLUqPP/54ECd53mLt3r17evbZZ4NEEWZiFOo+GgEjYASMQI5AzbdS88GL5AQxEhE++uijQWaQItumigLpy1upSrTnmSNESNJ2LNuoRJ+vvfZamj59epDgggULgijzCFVyfDQCRsAIGAEjIASalRgVPUoZnhveeuutadiwYWmHHXaIbdZZs2bFtqva5GTKOW+zElkqIVNRInKGDh1aH33STr+BFImqn49GwAgYASNgBECg5lupOex6zqgytkX1G0fK+HnGCy+8UL/tSYQ4duzYiAKpZ2sUYuR3izxfJEpERrdu3dJ6662XJkyYEETI26psx06bNq0+qswJFllORsAIGAEjYARAoFkjRrZF823SXr16xXPDe+65J40bNy6eC/I7R72w07Vr1/h5Bm+bsn06Y8aMeAmHNvwsg6O2SkeOHJluu+22dO6550Y57Xkm6WQEjIARMAJGoCEEav4n4YjU2O7kyG8RiQIhNJVDbDwXJBLkN44k6lZbbbX0zjvvRF+iQoiQst69e0cbyqjnuaSeQ/KTD2RBrJAu7SWvuI0bFf4yAkbACBiBdo9AzYmxIcRFjg21KVdX7FfMl+vjMiNgBIyAETAC5RBoVmKEwEh59KayorKKMlWe59W/SIjlZKmt5PhoBIyAETACRiBHoFmJMVekeF4kuaWtz9s3Jitv63MjYASMgBFo3wi0WGJs39Ni642AETACRqC5EGjWn2s0l9Ee1wgYASNgBIxAJQRMjJWQcbkRMAJGwAi0SwRMjO1y2m20ETACRsAIVELAxFgJGZcbASNgBIxAu0TAxNgup91GGwEjYASMQCUEav4n4fjLNvyVmnK/MaykpMuNgBEwAkagfSLAb8/5BxC1/McPNf25BqTIn3rjT7TV0sj2eTnZaiNgBNobAm3xN9vwBn86lD/3Was/0FLTiBFC5D9q8DdLTYzt7Za1vUbACBiBpUcA3uDvYMMd+b8YXHpJTe9R02eMrGYgRJNi0yfILY2AETAC7RkB+KJWkaJwrikxMijk6OeLgt9HI2AEjIARaGkI1JwYWxoA1scIGAEjYASMQI6AiTFHw+dGwAgYASPQ7hEwMbb7S8AAGAEjYASMQI6AiTFHw+dGwAgYASPQ7hEwMbb7S8AAGAEjYASMQI6AiTFHw+dGwAgYASPQ7hEwMVbxEqj1z1BqPV4OVUM/u2lOvXIdfW4EjIARWBYETIzLglqFPrX+EWqtx8vNZuyGxjc55mj53AgYgdaEgImxSrMFEfA3/WpJCLUeL4eKsfnkSbaLNJXP2/jcCBiB9okA/qCcTyhX1twItVhiFIg6Cijli0fVc6xUV668WFbMF+Xmec5FDm+99Va65ZZb0owZM6IJf98PWXmqJLtYrny5vhpv8eLF6frrr0+vvvpqNKO82E/5ho7lxlB71SmvMSgfO3ZseuSRR9Qk/jA8hIhezz//fJo3b15ElOojGTqqo/L5UXU+GgEj0PoR4N4mFRfMeTn1ynPe3KlFEiMACUQdBZryxaOAXJq+9CnKKeYlV205Spf8/L333ktPP/104kjir8EjS22XRi/pUK6v/s4sf1B3zJgx8cd1GU9/TzAfU3IaOmoMZBTbqU7lGoO2b775Zpo8eTKnkbCXhP3PPPNMevvttyOvPpKhI7L5KJ8fo6O/jIARaPUI6B5fsGBBeu211+rveRbM3POkadOmpZkzZ9bnW4LRLY4YBSTHOXPmBGBEXwIRxwuoRCZEZ3LAApN277//fpo+fXoiiiNRRh/KSfzrK/pCLiT+cjvtkcUEzp8/Py1cuLA+GqQN+jAmMqQL5UqU9ezZM7LoiHxNvmyiEp2oy+Vwjo38n0ouEKItEjLVF1mzZ8+Oi0h6Mx6ERB79Fy1aVN+PMuQhl36SSYO5c+emWbNmRT+NQTn2UZ7XUY496MER/ZC58sorp06dOlEdCUwZv1u3bmmfffZJ/fr1i3Jsoy+4FnXU2JpnYY8eTkbACLQdBPBf99xzT3r88cfDKC3wp06dmq677rr6BT6+oiWkmv7bqcYMFgnggO+444703HPPBTn0798/HXbYYeF0H3jggdg+7Ny5cxAnJHPggQemnXfeOcSz+rj22mvDEUMOO+20Uxo5cmQ4fWSKYHAzIjZGAABAAElEQVTiX/7ylyPyueaaa9Lqq68ejhshtJ84cWIaPnx42nbbbUMuhHbhhRfGWIMHDw45mlwaQFDIvPnmm+P/hr388stpo402SoccckjIZtzRo0dHlEfbVVddNX3+859Pa665ZkRYRH9rrLFG/epp1113TXvvvXfq2LFjENkNN9wQERrYQDzDhg2LcW677bb01FNPRR34HXfccWnAgAFhF32QKbIFi65du6bHHnsssNtggw3S4YcfHrjShvbYCTGtu+66UYee9957b9jGAmLKlCnpyyXcFCFiO9HjBRdckI499tjUp0+f2OL93Oc+F+R44403xkIEEmTbl35HHXVUYmxsuemmm9ILL7wQ/4rslVdeiT7UgzFJ10Rk/GUEjECrQkCLX/7V4F577RW+gcXzkCFDYrHO4yd8me73lmJci4sYAeahhx5KL730UvrmN7+ZTjvttHC8o0aNCsyIfP72t7+l7bbbLn3nO98J4rnooouCCIlkrrjiinCuP/rRj9LRRx8dEwHJiRB4Lrf77runb33rWxFRnXPOOUGE3/72t4NwiF4gw6FDhyZIR9HZhAkTgnz69u0bejDheeL/hOHg5fh/8IMfJBz93XffHc147nbXXXcFqaAbhHP11VdHHZES+nBxfPe73w2CQU9InsQ5xIW94LHVVlsFYRLZEeVCQowHKaEzCUL58Y9/HKR36qmnpiOPPDKddNJJ8fwPXE8++eT07LPPpnHjxkV78Nl3331jjFNOOSWNHz8+5oBKFh9nnHFGXMzf//7309prrx2khg1E1+eff37afPPN08CBA4NAn3zyyTiCEYTPGMj+yU9+EjpCwCTGYK6/8Y1vhP2Q+DrrrJMGDRoU9SbFgMFfRqBNILDeeuulPffcMxHcvPjiiwmfPqC0iN9hhx3CvpZ0v7cYYiSiwpGy/UcExFYdDnnSpEnxzyl5bgXxQTwQxMYbbxznEBgOmkiHD9EQ0STRCfk33nij3sGz9QdZEq0gRxMhsiNqJAqk/9Zbbx0RJNEQCec+YsSIiNKioPCF3kS2RHro3qNHj3TAAQcEmbKdCAlgH8QLYZLuv//+IBh0+dnPfhYRKuOzmtp0002D7InewODggw9O3bt3j+1aVlwk9CciJerEtm222SZ01jbtiSeeGJE0UScRIG0hffRba621AkMwJoEhOpPnQx9tzYI75EVfCJTUpUuXxGLhL3/5SxA1UTsJnbTFS56VIqTYq1ev0BFS19YxESOYoT92Yx/ytehAlpMRMAKtGwHuZ/w7aZNNNomghoAEPwtRkuT/I9MCvlrUVip4QAREUBANkQfbd6usskqQBgATweFslWgnksOBU89LIURT1BEdsqWJE4YQID8STrd3795pjz32SFdddVXacsstY+sWMqMdCSJgOxfSeP3118PBU05fOW/yJCZWjv3jkhREg8Pn+Rt28WxPL+igzxe+8IUgffTGJhEBsohAyYMFFxCkRaIfeeo4QlBK+cVFPbiBDQksIFQIT3naKw/WbGtAVDwfhBRlI0eILU/IZQsavYne84RcJfQTnpShFyTOPIE5iwO2YbGPhQz4K2l85X00AkagdSKAH8QvcGTRT3CDT8GPqLwlWdbiiJGIASIiqlMUkgMmIszLBCwg05dnc8U9a16mwdHKaeOgybN9h1NmknhGxjahEs/k2MaE1AaUQn62+SolCIZIi4iQtiQImnEgDwhis802i2eAUZl9QRLoQlsl9FRfSIrIl61SyFApt4cy2aR6lSkvmeTpy7jgRQR3ySWXpP322y8WCshhmxWs1Va4RUHpC52+9rWvxTPc3/3ud7Eo4JksctUnP0bhJ1/SG8IEd/BZf/31Y2zOSeVs+aS7D0bACLRCBCBF7mv8NNuqJPKUt7TUYjTKQRs5cmS88MHzKd5kZGt1Umk7kYQT1xZfFJS+iA4pg+TY7iQCpD0ftkCJuiAuIrbc2dOfSJDndBAOzy95pRjCIPHMjKjrD3/4Q/02JxNZ/NAWZ8+LKbfeemviTSueN/IsjdURthF9sq/Om1lsz7K1Sp7EeERLSshX5Ex0RWR15ZVXJl7ooR86YweRqOyRHGwkQWS8jYosEkdIW7ZRxmIB3NAPguSZJhjcd9996ac//Wn9Bat29FFCP3TjAifyPfPMM2M8cGYcomAS2DJnSoyPjrRDBpEqupJnvtCZBJ7SXX19NAJGoHUjoPuae5sP+ZaYOpxRSrVSTFudkFAlQChnKw+Se/DBB+ONTZ5lEa3xLBBnSpShyA6ZOOgBpShNkQckwwNenkuyFctWKpEoDhpHzjMtxqGOl3yI9HiJBMLhrVLJZ2UDqUJGJ5xwQkR99Ms/Wu3g8NmGJKoj2uJZ52677RbPHHH6RKXoSDlkzbjYiD5sj6I7UbIWCMhjq1dtuIjAAzKljLHQA1y0zYp9ENyGG24YZAPOnIMPOGEPZM+WL/IYA1nIQG/0gqio581Q2vK8EMypzyNmdAZT5oEPCwjGZ+6wgRdoKKMd/cCchCy2dKkHd54FgzGEyHzxOjfzhR0kbHQyAkag7SCQ+8+mWoUf4fESPqwWaYWSg/z3/t1yHhHHSYQCCVRyeKijOiIJohW23CCXxlLeFyCJpuRg875qd/nll0e0yRuhSkSbOGze5CTxEw0c/fHHHx95tkcV8aAnY0AAEBwERKIM3bXtqfGisvQFEdBW7VVe7pj3xSbGbEq/crIaK0NvPhBeU1OuHzajn+avnAy1BwPWZLwMxYtOJMbmjVgWIdtvv32UqX1k/GUEjEC7QwAfQOCCX4Ica5EaZ5taaJGNgVMFCBKEpDcwsyYVT9WXI6QkYqrUgciQaJQIDwJlGxHi4/VhnukRPRHh8bMHEo6f7UZ+egEZMg7bmUSyvOUJYdEmnzw5dtlEn3JkXUnHok2V2n2WcumG3rnuTZGZ68d8NTWx0AEz8CdqJaLlbV2eNer5sLBrqky3MwJGwAhUA4EWFzHmRuEY5RxxwCQ5ceVVVsxH40++VCdZOhLB6jkmZMUWLNt4/CaPcrY7d9xxx/hNY7lx8jFUXyzT2CqX/spTr7K8rXRUO7VRXv2KfahXWTkZqqOdZKpMeeqUqFO52lFXLMvznKttfq5+lEGiROYPP/xwtCXPNit4a5u82Fc6+WgEjED7QQA/UOuIsUUT4/Kcejvd5YmuZRsBI2AEqoNAcxBji9tKrQ6UjUtZlkgIqUxSuaQIqVydy8ojUG5xwlb00mzJlpfsUiNgBIzAsiPQbokRyERmOdkVy5QXxMW8yn1cegTAMsceCSbFpcfRPYyAEaguAu2aGAVlObIrV6b2PlYPAeNcPSwtyQgYgeog0PTXCKsznqUYASNgBIyAEWjRCNScGIkQHCW06GvCyhkBI2AE2jUCNSVGCJGXK/g4GQEjYASMgBFoDAH4ovguQmN9Pmt9TZ8x8qNuPvwpNkeNn3Xq3N8IGAEj0PYRgBT5wyNN+etn1UKjpr9jRGnYn7/RWesVQLUAsxwjYASMgBGoHQIEUZBiLd9Yrzkx1g5Oj2QEjIARMAJGYOkRqOkzxqVXzz2MQPtGwDsr7Xv+bX3zIGBibB7cPaoRaBICfhbfJJjcyAhUFQETY1XhtDAjYASMgBFo7QiYGFv7DFp/I2AEjIARqCoCJsaqwmlhRsAIGAEj0NoRMDG29hm0/kbACBgBI1BVBEyMVYXTwoyAETACRqC1I2BibO0zaP2NgBEwAkagqgiYGKsKp4UZASNgBIxAa0fAxNjaZ9D6GwEjYASMQFURMDFWFU4LMwJGwAgYgdaOgImxtc+g9TcCRsAIGIGqImBirCqcFmYEjIARMAKtHQETY2ufQetvBIyAETACVUXAxFhVOC3MCBgBI2AEWjsCJsbWPoPW3wgYASNgBKqKgImxqnBamBEwAkbACLR2BEyMrX0Grb8RMAJGwAhUFYGOVZW2FMIa+s/k/uesSwGkmxoBI2AEjEBVEag5MUKIEF9j5Kd2VbXWwsoi0BDWDdWVFeZCI2AEjEArR2CFkuOrq5UNS+tkm9peJuiIPU0h31rZ3dbHAXdj39Zn2fYZgfaDQM2IEccJWX3wwQfptddeS3PmzEkrrvifjzg/+uij1K1btzRo0KC08sorh8NtKLqU3HJT1lBdufaNlcn5N6RPYzJqUd8S9Kw29rXAzWMYASNgBECgJsQoJwnpjR8/Ps2fPz8NGDAgiFFOXNMB6UydOjWym222WercuXNFcpRcGs+bNy+98cYbiTF69OiR+vbtm1ZaaaVPRTK0E6mVG5f6cuUqU1/GEKmrjr4ktfk49/F3sY3q8rbFNtSpTO0ayyOXNuXaq6/G5ki7F198Mc2ePTvtvPPOUYVtlEvGqFGj0rrrrpsGDx4c9UU5tPvwww/TzJkz04wZM1LXrl3TgNLcdurU6VO6RGd/GQEjYARaAQI1fcYIIRIpDh8+PK266qoV4enVq1d67LHH0qxZs9Laa69dtp0IgOM999yTrr/++mjboUOHGOO4445Lm266ab2Dz4Wob7kyEYLq8rYQ9mqrrRYf6vO6cu1VVpSpcvXXUeUci2VNzTMWJMVxzTXXDJHFvpLP8c033wxyFDFC+LRXGjt2bCxOIMZycmjHYueaa66J8V5++eW0+eabp2OPPbZJEb/G8dEIGAEj0FIQqCkxLlmyJCIJkWLugHHkcrwdO3ZMq6yySqJ9uaR21I0ePTqdddZZ6Wc/+1naeOONI2J855136slL0d3ixYvT+++/H9u0jEWUQzsiHKIbypRo+95774Vjp440d+7cdOWVV6bdd989bbnllrEljJ4k5NAfu3I7orL0xVgQNnrTlkiWbeJiWxYOyEQn6rCffpCV2mIPZcpLdj7WLbfcktZaa63QlXYae+HChYEPW9WUkxive/fucU49eaJ0JeZBdqpPbi/t1llnnfTVr3419enTJ0j5/PPPD7JkAZTPlWT6aASMgBFoyQjUlBjlWHNnrrIiSE1xqAsWLEiXX355OuWUUyIKlQwcP4mtvUceeSRI8sknn0z9+vVLRx99dDjvq6++OkgK0th///3T0KFDo8/DDz+cHnrooSAOnoceeeSR8bzzrrvuSmeffXZsO7L9SB8I7KabbkovvPBCEA5EsMceewTxiZARytivvPJKyJw+fXrI2GeffdJOO+0UZRDNzTffnCZNmhRyRowYEVub48aNCxsOOuig0A0dJk6cmL70pS/F2ERzkydPDl1EZmPGjEnnnHNO4IG8Aw44IBGBE9ER8UK2ROGHHHJI4AJJT5gwIV177bXx7JcFwb777puGDRsWY2IHc0FiwXDbbbell156KfTcaqut0p577hnEKnJlC7tLly5RH538ZQSMgBFoZQj859svNTCgEhnmQ8sZU5a3z8unTZsWdWzdkSBcHDlHEm0vvPDCBNlBBIceemiCTK+44oo0cODA9IMf/CAI6OKLL45tW/oQ9RxzzDFBtkSgl156acjZeuut08iRI9OBBx4YHyKpe++9N7F1CDGfeOKJsf376KOPIib0kq48wzvppJMiiiOygqwuuOCCIEjaQq6Q4/e+973YgoQkIVIIHiKCkLDpvvvuS7/85S+D2OkH4WKPSJEydN51113TXnvtFaTOdiqYEOV+/etfT1/72teCgB944AGaR4IUIbSTTz457bjjjomIj+e1JBYHwv/uu+9Or7/+etiCHSwgnnjiiWjHFzpeddVVEaGyjU1S38j4ywgYASPQChBoFmJcWlxEMMV+ixYtiqiHCIXElqNeiiEPIfDiCBEXz8jYviTCgsx4QQfCoi8RHw6fRLvVV189iIotRLZQSRAMzxchTkgRsoIUevfuHeTENi3RF89GGRdCkN6Qy+mnn5522GGH6Es0hjyet2LD/fffH/m33noryAWSJFpkO5Qol2etEBVjn3rqqXHO+OgmAmJMUs+ePSOCQz42ohM2brjhhlHPdill2E5Ct8MOOyxB/OBDtMqigciUREStrVRIX/YyPlvHkLUSxPnqq6+mE044IWRhv4lR6PhoBIxAa0GgplupAkWEoXy5YyWHmhPOGmusEaQEkRBdSa764vQhCNopvf322/EGK9HW008/HVuLkAFtILcbb7wxojXIga1YSAW5bEFCPrQhQTB8pkyZkm6//fb07rvvBoHwJi3tigTNdqbKkAU5EWHxIQ9Z89IM5zyzY3xs6t+/f2x1ogPkBvFBWtRBZBAVSbZjM+MjR4ktVV5OIrJED+waMGCAqoOA0YcEdhAytpEgRvTGPsgQWTrn+SsRKglSZ2uXaJtt1SIG0chfRsAIGIFWgEBNiVHOG2erpDLldcwJUGXFI06e6I3nakQ9Ih4Ro46QjxLtIZ7DDz88IjDqpA9vt0KWbLESHT7++OOxlaq+PH/Tyzg8X4SYeE7IFit2aDzak8/1YRzIQmOJOGgDKfHMke3OYhoyZEhElBA0W7BEkJA6BA5RgkExoafGgSjZtiWy5HkpiUiTSJWEzkSjED7EiV5E1dtvv33Uk8cW7EXP3XbbLSLfqMy+wIU3Uddbb70ozbHImvnUCBgBI9DiEajpVipbcjjg3CnjQPMPiOGMFYE1hCCOHGd80UUXpVtvvTXxYgsvmDz//PMRMUEObFfm5Kuo68477wyCoJ5oDQJBD3QjWuJ3kWxx8nMGEiQIMTz77LNRD1Ftu+226Y477ohtWN4o5bkgUR8JWRoXokIuZUpEWJRBOESsRJ3ojz5EhGyfkiDxv//97zEG0SPbl+jyX//1XxFNogdJstGR6Pepp55KRMc8gwRP7GM8to15pind6HfGGWfEIgC7+d0i28r8gQUSdhEpklgEgDP16I+eshcbeYkH/Z2MgBEwAq0ZgQ4lp3hGLQzAARNV4GiJUCA1HC4EmH9w3jhYnDnOWc+35PjRlXMcO0ciKN4o5WUSoj1etIEciZAYA2KADCEUojbKkPvcc88FCfAsD+dOZMbzSIiQtz/RkeeNlOuv8BCdQSoQGDLZRoQQ+HkERARpDixtgdIuJx4IikgVOeiMHug1oLSdSVvKIULGJUqdVNquRI6eEbI1yRugenNWdhOp8jxUWAgbnkUSRRNZoj8vJ/GiEM8/0ZdoEFv5MAe8cMMRkmdr+POf/3zYhzwIEIzZkkZf5odFBdumLECIEKlDfyJT3sxF71wn5DgZASNgBFoLAjX5yzeAIUdJxEhkRUSmrcYcLAgREll//fWDzNQvb6PzvI5zSJfIiOdvkDBlagOZFBNOn3rai4AZHyIjEiMyo56k/hAaz+8gJOkvYod8FcHlYyGTpPacUyaZOiIb4pL+tCPJho9zH38X9crrOIfoiAAhVSJn8pCa9GZ89NERediNzSweSJTlY0vPcvYiB/n0z+0MQf4yAkbACLQiBGpGjGCSO1kcaaW0NI4VmSQ57Uoy8/Jcj6aU06Zcn3JlubymnjdVTlPbFcddln7l+pQrY6xieTFf1Md5I2AEjEBLRqCmxAgQTXWaTW0ncGmfJxFlJTkNtc/lcJ7LUl25smKd8hpLfSgvlimvPk1pm7dRPx0lT22UVz1H6sqVq46j6ivJKZYrT18nI2AEjEBrRKDmxCiQ5HCVz492rjkaPjcCRsAIGIFaIlDTn2vkhpn8cjR8bgSMgBEwAi0FgZr+XKOlGG09jIARMAJGwAhUQsDEWAkZlxsBI2AEjEC7RMDE2C6n3UYbASNgBIxAJQRMjJWQcbkRMAJGwAi0SwRMjO1y2m20ETACRsAIVELAxFgJGZcbASNgBIxAu0TAxNgup91GGwEjYASMQCUETIyVkHG5ETACRsAItEsETIztctpttBEwAkbACFRCwMRYCRmXGwEjYASMQLtEwMTYLqfdRhsBI2AEjEAlBEyMlZBxuREwAkbACLRLBEyM7XLabbQRMAJGwAhUQsDEWAkZlxsBI2AEjEC7RMDE2C6n3UYbASNgBIxAJQRMjJWQcbkRMAJGwAi0SwRMjO1y2m20ETACRsAIVELAxFgJGZcbASNgBIxAu0TAxNgup91GGwEjYASMQCUETIyVkHG5ETACRsAItEsETIztctpttBEwAkbACFRCwMRYCRmXGwEjYASMQLtEwMTYLqfdRhsBI2AEjEAlBEyMlZBxuREwAkbACLRLBEyM7XLabbQRMAJGwAhUQsDEWAkZlxsBI2AEjEC7RMDE2C6n3UYbASNgBIxAJQRMjJWQcbkRMAJGwAi0SwRMjO1y2m20ETACRsAIVELAxFgJGZcbASNgBIxAu0TAxNgup91GGwEjYASMQCUETIyVkHG5ETACRsAItEsETIztctpttBEwAkbACFRCwMRYCRmXGwEjYASMQLtEwMTYLqfdRhsBI2AEjEAlBDpWqqhFeV1dXdlhVlhhhbLlLjQCRsAIGAEjsLwRaBZiFCFWIkDqK9VVAqQxmZX61ap8afVravvG2jVWXyv7GxpnWXSkz9JeIw3pUM26ZbGH8Ze1X7V0b2z8lox5tTCwHCMAAiuULvbyYdtywqd4cy1evDh9+OGHacUVV0ydu3RJK34SLRbbLSd12o3YlopnLfRiDFJLI9Ja2f5Z7S7qWcy3m5vIhrYbBGpKjPkNNW/evDR58uvpvUWLggyp67BSp7TW2munPn36xATk7Zs6I8vSB9kN9WuorrG+0psFAOTfqVOnKGpMpvpVOqr/e++9F7p3KS0qlFTHcVEJX8bs2LHy5oDaqz/HcmWqr1RXqbxSP7VfsmRJ+uCDDxI2yIlTR1K+MRmV6lXOUePlZU09b2rfSu0q2VNOr6KMYr6pOuftmiKDa6VDhw7112je/6OPPkpcw41dS3kfnxuB1opAzV6+yW/MKVOmpqefHJc6d+6c+q43KPUZsEHpMzittvrq6aUXxqeXXno58MQp0q9SyuteffXVNGHChLKOlJuatvkHmZXyGk/1edu8TnIbqlf7a6+9No0ZM0bZsnYxntKkSZNKOLykbP2RNoyrdN9996Xbb7+9Xh7Rt+QsWLAgnX/++QlsSOXsUVvJy9vk9pXrX65P3j/vQ7lIjvNcNvN21VVXBYnTBxvytvk4lGPXQw89lGbPnh3tkJXLkw4clYrnal/URe11lCzy+Xkxrzr0e+2112KusYPEWLk9tFVS3bvvvhs2TZ8+vd4myaRtfl7MF+tUz5GUj6e2OjK+0nXXXZceeeQRZUNv1c+dOzedd9556Y033oh6yvlITj5GvQCfGIFWikDNiFH4zJo1K02c8HLaYOOhaX7XXunP46amH41+If1qzGvptY+6pg022TzNnjEtvVYiBhIOpdJNp/L3338//fnPf07nnHNORB700w1NfyI1jvmHvnk+P6euUr3GpH0luepLvdKbb76Z5syZo2z0JSN5+TkO9eKLL07/8z//U08WckL5uPQh8p42bRqnkVjxa1zOX3jhhYTTLabcXs5J0lt1so/yYl2lPuoru5RXe8bhHNnSk2jx9ddfD0KkHr1J6huZ0pdkgg92E2mSJEvt8yP148aNSwsXLgx55EmyTbpwlPyPW/wnHpKbX1uUkVcdfYms3n777Xp5slNtOHLNPvXUU/VzI5soJ+X65f3QkY/KaJufk5c+HJ9//vn0zjvvRJu8n/pIN/oxB7RVok71zBGysI1E/6KORfwkx0cj0NoQqLy/VkVLdEN+UHJoU0rbp/1L26WT3++Ydrz5iZSWfJBS55IaH3yUzp44I93wuWFp8wGD0ow3pqbevXunVbp2rXcEuUrI1E3LDY3zp/0rr7ySNt5446jDyXAj42iJLth2XGuttdIqq6wSNzbOEjnc9BD2SiutlNZZZ516x8x4ODiIh+iWvmwl4cQYj+1JHAmye/bsmfr27Rty6YdTggyl18orrxwyqHvrrbfS/Pnz09olHLBB+OBsSFOnTo02a6yxRnrxxRfTsGHDoo3snTlzZmIFz3iUdc0wYjuMcbEF/ZAhokG2xiDqoi+2EAWsueaa0RYs6E99v379Uo8ePer70BYs0H211VaLLW/GgaCQAdaSwzjIQh+wA1/OBw4cGPqg/4wZM8IG+nfr1q1+HNryQX/GxwZ0le7M3w477BA6gDO6oge4QpjowIf03HPPpX/84x/puOOOSxtuuGFavbQrQVv6EJ2BPXauuuqq9fLppznhnAUNuqIj1wC6UMYR/ThiAzah64ABAwIb9Cfl9nCd9OrVKz399NPpkksuSccee2xcr1xXO+20U+I6IYExenJ9MVb37t0/dX2BNZhjP3igL3OS48hOwRVXXJH23HPPtNlmm0U7dEIfrmv0xnb15yjbwBFZeqyBTsjXHHDUoox+4ILsHDf6OBmB1ohATYhRwCwo3eR1H36QOqzaPf19zMSU3luStuzeNc3+8KPUu8tKadz8xen0sRPTP0cOSV27dI4bD2LUzSg5HHUDcmSL8tBDDw1H8vDDD4ejoQ0O5cILLwzHjENii4ub+Pjjjw8n8+yzz6Zbb7019e/fP25qoqvtttsuHXLIIUGAEO7VV18dxIOjWnfdddMxxxwTzuPmm28uPSOdHOSGo+H88MMPD+eGTmxvjh49Og0aNCiIgC3PjTbaCLUSOt5zzz3pzDPPrHeEODicEunxxx8PORA9tm255Zb15PbYY4+lK6+8MggcZ/nAAw+kkSNHRl+IH3shtvXWWy+cKzaIGIUZY4wdOzY9+uijYTu4HH300eHUb7vttogMkI2jP+qoo9LgwYMjwmGrDcwgA5wmZIPeOHgIkz4sEg488MA0fPjwIEL6MH/MBfZAjOhEdI8cysaPHx9EBoFSd9lll4UsMMdxowPEwVjYgl4XXHBB+uIXvxiO+1//+leMBRlCdtj/jW98I/TGRrYHWYQwT/vuu2+QHP2RCSYQOLbg3MmTdM2h2w033BDYsCDZZptt0j777BP2Mu53vvOd0IH5RvdTTz01IkHGPfnkk2Mb+/LLLw/76A9B7bLLLjHHRLIQKeODy/XXXx9zOXTo0HTHHXdEX+wHh5dffjlwgDxZ0F100UVBmhD6XXfdlbbaaqv05S9/uZ4YWcQwV1w/wgzbweDSSy+NaxpiYw7AkcUVRIws8ONa0jW97bbbBh6Qv3BBH+aWOWduN9988/S5z33O5BhXj79aOwI1JUZuLFaVH6QV06i5C1JapXOaU3J2i0ooTitFjP27dkpPzV+UFi35MHXv3Kl+q6wcyLpBcTZEiYcddlg4GJ49sbpnpYuTg0iOPPLIIDTG/9Of/pQgta9+9ashlpsbB4fDwiGcdtppQWBbbLFFPPfaYIMN0sEHHxzRyBlnnJHIb7311hHV8RwQ5wdJ4BiRtf3224eD5JnZj3/845CFfozB+CT6r7/++uGYoyD7wskQJX7zm98MZ/Xggw8mxsFx4vSJAA466KA0YsSIIAjIV1ultMVh/b//9//CYd1///0xrrDKhgnneu655yaefX7hC18Ihwchg9e3v/3tcOTYw8Lghz/8YUQ4kDuyiVQZE2eKA4dYf/SjHwUO4H/22WenP/7xj7EIgYBxvt///vcj4iDSgbzB9/Of/3wQ7q9+9atw8iwM6M/xpJNOCnWJmETssgOCZN4hFNo+88wzsVBAHmQHaUBm6E20xJYlxMfCBsKAeCEcCIHE3IDrd7/73ZBHG5EJ9oM1H+z8zW9+E4uOTTfdNCJDFjhE9Oh94oknhjwiV/Tm+gNTFmNf//rXo45yrhfIccqUKXEdsjDDHnYKdI1wDUNM9AM/COuaa65JkBRk/eSTT6a//e1voSeERqTJbgdJ+rPII2rk3uD6ATeIDJkQKnqefvrpMQ67LMwNbVjgMSbkzjWyySabBK6QJYsXcGdxpkUCkSu4YAcEjd2aq1DIX0aglSHw74dgNVB8hRVK24YflW6aVNr26VAaunTeveTYSD1K+Q9Yra+4QtxU0a4UaZRL+Y2Hk+DZB04Ex4WzYaVM4gbGge28886Rx4HgkLiRcR4kVtlDhgyJc27skaXoCxmspokAcGREHGx9QQYTJ5Yi3VLC2e29997h5MjjeHAmOBf0wJlAoiRIcP/99w99yBMlsa0nh0+ZokVIFDKBpBkLUpQ96MNWINEYiSh4t912i5U+eXAgj/MjEWmy5QgOxUQZ0Q4LAjkx9Gb7GTk4RTCAaHHabEnuscceQYrIghRpC5ESieDsSehGlIyuyCWKw3a24UhEe2CEUyVBZPTH4TInOHPaQMrME3LBiTlXQi7jCzO2JplXZJEUmXOut3WZexKywZa5Qw4f7OL6YeGRJ6JgFiksVsCDc9pRTmLnAQI74IADguQ13yz+0AXZLABof9NNN8VROGET+ktnziE3XRPIIPLmmiKBKYntaPoQAUNUYMZR9tFGWFGGPNUxBucQIsTKnNJWZIys3XffvX5MrmGucwibvtKZqJPFBnLAhXuQNmCh8SFYJyPQWhH4mJVqpD03/vslh7zSR0vS1zboX/JSC9OLpWeM3Ur8925pO3XmrHfSdwesmXp26RAkxDZqQwnH/MQTT4TTIJphdQ4pQCwknAs3s5wNZTgVnINu3PwnAtSzksZZ4GzkOHGM2obDceNA5PzoQ4JoKNM5jjtP5JFXLsmRIQOHxZYeDoctVwgDolIq2oNcxkUnPiIC2uPMcGySLxkc0UVOmrxsRha2sziAzIiCwIRnUsgiCTsd0VGJ/pC3nLaee6keHZEnZ0258swn27Zsg+J0f/e730VECi7om9uhc46Mn8+x5gfZ9AUHypTnOsx1RhfaQNgkzROEQX8+LA54LnnKKafUEy9y+BCVicDor/Hox6ILeyDd3/72txH50UZJemGHbKIOHPNrCFkk2iOTueDZKdEv4xHRkpAh/WnLueYJfNnZ4E1liIzEOBoXOSLqqCx9cT2BA3KoJ6ELspDPfcFcfeUrX4lFFvXMBW0llzInI9CaEPjYk9dI41VW6ZpW694jzZ02NR0yZOM0Z9F76ecvvZkmlZ41lu68dOKm66ZvDB+clsyemlbo8PGLI0XV8psNh4TDYssSx8TNSJTx61//ut6xs8LHCRANkohkcBQ4Q252tuFw+kRflJPnGRLycJ6s+Ik684RjyB0QdciiHB3oO6kU6UEOOE6O6MpWHom+OBs5IfqSICN+uvDTn/40tvooZxX+hz/8IbaLiRLIE8khl8Q4LAZwRho3Kkpf2EUUmJOG6jjKKXPOWPRnCxr7iwl8iGZJcpA4TaIkflbC9jAJR0l0zfYziTHyOcOh04YP9pCIjImEhMPAUvTNh/HY1iW6Jr80SWMiExxExJpnZLMtSeIaoZ1e2FFfSB08WAzxzLaY2KqGINg2J8I94YQTYi64jpAnOUR7fIjQvvWtb8V2I9gxj/k1QHv6lUsqpw19mHPwIzrm2s7lqD/zzi6HIkKe/7Jt/JOf/CR2NMAcvXUdoLd2RJDBbgn3E5gxLu3QgzlkTHYH8uicPrTjPhA5UuZkBFobAjWJGHMngYNbUooO354yMX1l87XSnXtsmq4bMSTdsvsm6YfbDUorzJtW2rqamwaXth+16pRTELjK83yHZxp6a5F6oi22EEeXnr1xg7Ii5uZn62fUqFHp7rvvjudOtOUmppxnjkRlPGfCiUCEkCLbbbykwbM7IlNe1MG5IBOnoQgDWTgNHB39eRGB/shD7p133hk/v5DebM2yaocwSSrnORVEg9NRGY4ZeTxjYssQe//5z38G+fDiDRjI8Y0cOTIiTvRk+5UjJIWdxcTYejaperY32WpEPv3Biq1SEs/qIHeec1EGvpACW5jYyEs7jMWLJuDPPIAPYzAPJBwvTpboBjlE+Hw4RxbzjSyeW0IikDpbwUSUeUIOenIkQXwagzznvKDCkfEgOPRjW5i5Y4uSa4J54OUU5mm//farj6CF/YABA0JXnrMRwfNhLnkZhgUWOLGIOOKII4J4IUgS/bk+SLKH7Ub6MEeQIsTGNYIeLO6YD/DSXKI/mChxfbEoQjbnvLjDFi2LPq6DnNDUhx0BxuKnP5A/iWgTm9kWZmxegtJCBzK7995748N9AYnyGILrEf3YOWE+WUCBF79rBEPmkEiUOcGGs846KxaYjMe1peuLvJMRaA0IdDijlGqhKDc0NwiOCSKbXooYFs6dmfp17VB66aZDWqPDkvTOrGlp4buL09DSsw0ch24oOSrpSR6ngROBKHAAOEnaUweBaJsQZ0I0g6PCsfO8i5UuzoDoDF148QAnzM3P25k4AtKAkmPECRAR4YDQneeFRGs4NV52oD+JcXkphZc62AIjymH7DLm047V8ycMRslrHSSmawxacCrqxFYk9fNCTMWhHxImuOE10Qjeez6ETbcgzBnbhpJDPG7aQlMhFWCIPO/UTE7CjDXqDGREVW2ToThvIhXEUgYMBURTEw5g4WiJeIgicJvjgwOnH+EQZsof2RHCQBpjyXJTFCONAcsiaVIqEwYT5or+S9Oc5LXgwDnONnuBGog3zgDzqB34SfYI5W7XoTVvIn8XMrrvumnbcccfAGhzAXEciPWTwxjLzCUbozwKJ57MsWhiPdswfY4INR3RCPqQ4qWQPCVImMqUN+rMAAAuiP2xiTrCHMTlnTpUYl3YQPNcz2IIxUR0LJLDPMQBbZECgkDnPDJlD7gOes9KeF5CQiV18mAvaYi/jgT/kytzRDpuYS+oYn3bIImJlUcd1hXzaKQJHf82bbPHRCLRkBGr6J+EAQuTF+fSSA36r5Di4uVcsvZjTrXSj9e3bJ5wl7UhNuaFymdHpky+cOKvlr33ta+F0GEdERBOcCQ5LbxPmfYsyiT5wNKS8rpyexfqltaFS/7xcJCOd8zqV5cdK9ZXKc3tzOZxX6pPrlJ/nffK++XlxDEhR2595XUN9qCOVw5s6PoqOaFeU1VCeOmzKrx9kkHJbizI+blH6uW5mT96mnNxiPTJkE+TL9jLPOtnmJ0H43/ve9+I6JupHH9qrD22K134+BvXF1JBNxb5F2UVZzhuB1oZATZ8xAg43q26svqVtQj7FpPpieaV87gBooxsVOWz/EGGRFAlQzjnOinqiT1a8lJPkVPJ8OVJU2+iUfdFfjkX2VmqrbrKBMXVe7JPLlYNXe41DPq+TjFymxlRdnpfesld1yJXsoizpUMRXffNxpGdepv6U6VykKH2oIxXH/rj04+9KdZKpevKkSvmPpf37WlXbcqSILNmNPMmUDB1lj3TJdSjKzWXoXP2QQ3TLFiYkCT5EkGxfE+1L12I/jSE51Oc6SE/hnV9DkqU2xb5F2WrnoxForQjUPGIUUOVuynJlal/uqJu8WKebm20stsvY8mJLKidMbm62C9lyZDsWIlC/ojzpRbmcRKWx877qpz6qa6i82Dbvozr1p05lasdR9eXqiu3KtVF/2hbrK9WpvFz7Yhly1V5jkFc7zpVXGe3ypHrK8vO8TX5OG1Iur1xZ3ic/V1vJKDdmXlY8Vz4fH1mUl5Op9lH5yZfK2Ork7WWub4iSLU22SfWSTENjICofM5evc9WTz2VpfLXjWK6tyvK+eR+fG4GWjkCzEWNLB8b6GYGWiEBOTvk5uhbzLVF/62QEWgMCNXkrtTUAYR2NQGtAgCiMnY2cBDmnzBFaa5hB69gaEGjzEWPuQIoTQh3JDqWIjPMtHQFdu+jp67elz5b1a20ItHlibG0TYn2NgBEwAkageRHwVmrz4u/RjYARMAJGoIUhYGJsYRNidYyAETACRqB5ETAxNi/+Ht0IGAEjYARaGAImxhY2IVbHCBgBI2AEmhcBE2Pz4u/RjYARMAJGoIUhYGJsYRNidYyAETACRqB5ETAxNi/+Ht0IGAEjYARaGAImxhY2IVbHCBgBI2AEmhcBE2Pz4u/RjYARMAJGoIUhYGJsYRNidYyAETACRqB5ETAxNi/+Ht0IGAEjYARaGAImxhY2IVbHCBgBI2AEmhcBE2Pz4u/RjYARMAJGoIUhYGJsYRNidYyAETACRqB5EWg2YtQ/V9X/leOoT/NC4tHbCgK6ttqKPbbDCBiB2iDQLP+PEYfV0D9Xbaw+h0b/zZwyZOqTt1mWcznVhvRcFrlN7VO0a8UVP17DLA02TR3rs7ZrSKdlxbEhmY3pq/9m31xzV0m/hmzKceKcj+a8krzWWp7b2lptsN5tG4GaEyM3hRzWvHnzEp8PPvggdejQIa222mqpV69eUZ+3W9opwDFWy6l8Fj2WVm/aMx6fxvRfnnohm6R5ikyZr4Z0KNYV82XERVFT21XqX658ecgsN06lsuL4DeUbqqskvzWVt3X7WtNcWNfKCNSUGHVTvP/+++nll18OUlx11VVTp06dghzfeeed1LVr17TRRhulVVZZJQiiMee8ePHihDzIsEuXLvHBXI2lc46VZNFWSW0mTJgQstZZZ52oKtdGfThWqle55OZt8zKVqwx7WDTQH0z4LFiwIE2ZMiWtu+66n8Kn3BiSx5EkuR/nPv4u148ytS3WK5/LmzZtWui58cYbB5mrDTKw4ZVXXgkc0Vkpb6Oy/Dh79uyEXGSutNJKn5rLvF1RDnnGnTFjRnryyScDs6233jqO6EKdbMvlcF6UVams2K+xdtKJa3vSpElpww03TJ07d64fj/7oxLy+9957af31148j5926dYs6ySino/RRnfKV7KRebdWmmJeMvC3nap+X52Uqp6woM8/PmTMnvfnmm5+aX/oqFWWq3EcjUCsEavaMkRuDC57o8Jlnnknz589Pm222Wdpyyy3TJptskrbYYos0bNiwsBuntnDhwnqnUARDN9mSJUvSLbfckv74xz+miy66KJ111lmRxwnp5swdIv3UF5nK01btNdadd96Znn76aWWjbd5OcjjmY9CGVE62+khOvfBP2qvvSy+9lP7yl7+kf/zjH+m8885Lf/7znxNk8e6776brrrsuiIi+H374YYiQPPRQYiyVc9TY5eqLZSw2hKH65vI4l7zx48enf/3rX5/SRXpxZH7Gjh0bQ9AnxyqXk59DINiOHqRcB/JqK/vIMxb5t956K1122WXpxRdfjDzXG4kInHpSjhN5+kuW8nmZxqMuTypXX+Vpo3ONOWvWrHThhRfGHFIvHVTPNX/PPfdQFYuJ2267LRZ85GmLvMbGUb1k0jdPuU60IV9pPuiX10lmsQ/tKFOSXI55H+qVnzx5clzXkD+J/mqvNlHhLyPQTAh0rMW4uvAZC6e3aNGitMMOO6SOHT89PFHiVlttFY6UiA2y5EbJ++f64vQefvjhWGXvueeeQR4QB5HVUUcdVX+zqY9uOslTXvX59iWRCtu7Snmd+lWSQx+1Uf9iXuUcJYfzZ599Nv3yl79MhxxySGCBw58+fXpE1RAF0YZkFfFDR8lSG2SSyKtOeY55GXkSCxcw3H333SNflFXEgsgGvJRyvTgXjsjJZekcHfJEOTsJ7AAo5W11ntep7LXXXgty/OEPf1gfKaqdjjlOlKkv5+XwUH1el5/Tj1Su3cc1KXRZeeWVQz5lwkT12Cvc1lprrWivfLFtQ+NIXrmj+lEH6YFDXqZz2ZbPs+TRRu3yMvWhLK/Py9UeHPKoudw45fqpv49GYHkj8GlmWs6j4djZ5tpggw3CCeQrUm4E8jgBtpuI1thK7NmzZ4Nade/ePW233XYhE7nkzz777LTffvvFVtQbb7yRHnrooXCWgwcPTttvv31sQ86cOTNRB7niTImQIOuhQ4f+x3hEpo888kh6/fXXYxWPfsgRGbz66qvp0UcfTW+//XYaMGBAGjlyZDh1CIZIgDEgfEXEd999d0Q4e+21Vzgn2U2UfPHFF6eDDz44iF2KsKVIQkfwASvlx4wZE/pj94gRI1KfPn2ijoXFuHHjIkKBuHbZZZeoA9OJEyem1VdfPT3xxBOpR48eabfddqsnXLb0/vnPf4YMMMJOtpMff/zx2P7GFrZFkYdzw3kTyT7wwAOxHYiTYz4GDhwYMopOD+IngoTw2ebU4kfXAp1kI/NGpKWFFPOL06UttnGNMAfbbLNNGjJkSELfm2++ObbpbrjhhphP5oPFGPPH9Qc+O++8czzPJv/cc88FBkS+4H/ggQcGKWEPUSeEteOOO8a8Mraw5xy7wR/M0ImdD2zCZux77LHH0vPPP58gOsogBCUiW8Zg0YPu6Mh2OQm9uJbAgZ0C6ujPvFGuawkdwIbFIdcyCwnKeE6PHsy7CIZrlEcOfB588MHEtQeeXPv0x3aufeZO1zXbncwB1wwyWShxnel6R89+/foFzlxPLKbYOsdOjuwKcS1j13333RdltCdSpA32gRv6cL2SBpTmC7ypl+5R4S8jUEMEaraVik04EpLIjpuYD4mjnCjOiBuDG62xhKPmBlWCvHAIfHAibKsRieL8Iarbb789mnJznnbaaeHwN91003CYv/vd7+KmpwE3pZwgzgTdtfXLNhdOj4ST+Nvf/hZOCYeF44Aw2A698cYbw9kMHz48XXnlleGE6YMTQjclYcCiAUe56667RhW24Tg4kmiHw1UkgfPHXhwWzuzSSy+txwwS7d27dzgZxrr66qtDBnb/6le/Spdffnlac80106BBg+pxpwFOrH///mlAyUFRB44sDMCYZ7/bbrttYpsZYiKhy1VXXRWOWST397//PZwpOqG7cAT/m266KYE3WF1zzTUxJ8jBNrXDYcqRQhqQNxizBUcCe+aRhQwEDLY4eJzzGmusEXMBAXKdQSpsR3MNQKA4YLZ+wZUEZv/3f/8X42+++ebhrBmbhQ7XDIQAVpAESTpyDilhH3ZjE9v5zDsJQuHagyzBGcymTp0aujE2OkOa2MC1xYJIOiEDTEnUnXjiiXGdskBab731YmtdRDJq1Kg0evTowBNiPPPMM0NH7M0TOHC9sxBA1759+4ZN6MF8s6iCqCEpEs8B//SnP4V9LOiwgesaAmbhyXUB+b7wwgthJ32YQ7D93//937guGIc+9957bzwCYC6RA77c21wfzOUdd9wRONCeMicj0NwI1DRi5MaH/HB8JBGCQFCeo1aT5drl7bmRICAIheiC1e3xxx8fTYiI5s6dG86cGxJiw8kRTXLD4hy0cma1DMnQB0LghSA5QZzM5z73uZCJo8JZ4oh32mmncCQ450MPPVRqRT9u9gElcmFMyOP+++9PODEcJatoyBYsGEN2Qz7opC1EMKBOejAAxEg9duFgTj755NhKZiGBkyMagrwgHiVIEidNX2TizCFfnKGS9IBYwIJxkaM0shQFk+gLQU4qOVqcOjIh/n333TeICedNtECEuffee4fuYE0iUiZigICQzzM1nCYYkRcxIBNnzTxxxGESleFEwQciAEf0JCohD75f+tKXIioHR0gNmdhNhHvQQQeFDkRvP/7xj4MgedGFsYiSDjjggKiHEK6//vpoT0QF2XJ9EeWiCzKVwAobSTh6rhPID3yYf+YZjEjMAaTB9YotRJo///nP09prrx22QFgQLYlrjwUWiWuEa3ePPfaIeQYrFiVcq+xccL3yGAGM0BdyI8KnH7ZxJIEtC07kaFeB6Jp5h/gYj7nj/uAaIoLGnmOOOSb664treEDpuhZezAdkDEFiN3Zybe2zzz7RhUUgz5mPPfbY+uuJyJ4ysMRmomKwlc0aK8daZT4agVogUFNihCC4WYlaiEzkjGWoiBPnSxutHovt1J4j8nAcrGBxPEcccUTcoPSBLHEgODqICNLkRkY+eV78geSUcPBENURI6IoMEjc7DpwbGFJipc+2LHIgYxw9iX7ojLOmHCcJkVLOShvHwTmOj08xUUZ7bCIJD+lBGc6CPMSIUxldIgWcLLrwcxcltnAhJ5whzh69kYdsHBv6k+iHrXlCR43DEfvZbiNiYwyiFbAioQsOmnFIEC8LBaJfEv2RD97ozHwgn3E5h3zRi35K6Ahp5Y4SmZAxMphXrg/GoC32QZIk8tTxwWZ0h/iUkIn9yFBErL60Ye6YK0iYyE26yj7sQV+OjMviBJ1YmGAPc8jY2MM4StgDIaEf88bYuvaQJfKnPXklcIK4iJqVJIc8245csxAL5MR86DrI5TAuCznuFSWuNXY8WDxgE3gSkaIf5C1S1zWCDBYARH5K6MViA7LjmiJKz+vBCNm0UYK4uf/BFv3B7xe/+EUskFiAco9iBx9syO2QDB+NwPJE4NMecXmOVJKNc8FxsC2Fo+CC5+IvJgiIm0aOUTdIsR15bjpueJ6FcdNfcMEFEd2pL9tchx12WDhm2hO9QKIQF6tZxlFiyxEnjlNDrsjr2muvDVJl9Yyz5fkQUYna4ghJInKO6MxzOD6MQ1tW4BzzBAaMxZHoBEeOg8UWkYX6CAeiAD44ViI1tkwZg1U5UQzRB29AfvnLX44ogp/GEE2qP/JwdiRFFLlOtKONHBIRE06TRQdj0lf9aYP99FECGxwfiXo+jEMbogkiHBzs4YcfHteE7JQukgkuSshkPtCLOSTahTDAi3KwJeG8hRd55gICUEImjl9zy9j0UWJsrg90xNELV8pI2ICe2Mz2J0RANIo8Fgzgggyuq/za4pxxqCOhU24f9aqjPj/HHunI+JwrT+Q8urQ4gsjR5dvf/nYQMO1yGeiMregn21mssMDh/kAe+kCqWgQwRyThSX/OwUSJPmABzoxHva4N2uhekL6UyW7KWFBwHUCQ7CjwBvZ3v/vduKalf9EWZDgZgeWJQE2eMeoC56ZhRcrKH/IjUacPNy83HS89sOUmZ6f+RSC4YXAo3OAkSBD5POtRntU/ThV5rES5UUk4V7bfeBmERKRAZDmgtMpHD5wC43Lz4nSI9lipU8cKXc6B7Se2ryBLbngcNaSA0+ZlCW58VsusrHEs9Gc1Dvmhf54gQ5zU73//+9iOlH2sukn0xRZsZguORB0OkVU4pE3iN4C0YdsNDNGDaI/+6IjuxbGj4ydf1LFVLAf31FNPhXy2JJlDXmQR5mD03//93/FiDt3Bm0hVUQNOk/Hop6gox4T+RV3Qk5+rQPAkIn2efRGZQsxsGbJdy0ICHDjqGmG+sF3OF+JAX2HIfKMjCzPGZb7y8VlkMKfMEXOGfIhCbXTEJuRyXdAHrIQL88D1pud19OFaYx7Qk3lGH/0ciHuB58XCGxvAjURfSFT2UZbbxwIPomNhSPRN5EjK25NHNjLzctnJ3HBvcH2rHrt4Hsy1ROJ+AFP6sHvAnJC4F2jDnOj6F0bUgw2ywYZyPuxwoDfzjG18wIvFCLizQEUWOzPgjE65TOQ6GYHliUCHM0ppeQ4g2VzYXOA4GY48w8ABcFOTx+Fzg+G4uJm40XRDcCwmyuiP02ZbCmKgDBLihqY/zpkbjOiJLaNbb701bjqcpSIzbkoiKkgRZ8mzE3RCDxwjUQOOl6gRsoC05diRzw1NNMULOTyHgoBwHoyP00AX+vBMBQJDP16sQG+2+HAOSug/sLRlCIGyLYwjZQsXOZAKbdEVp0VEjMPBofKcCWfDsyfa4XjpgzOiPfqhJ+OBM4TDiyjYpXlhbJ3j2HmWhEyIAZ142YU5Y3sRB4t9EBVbaOgBniwgWPUzDk4O7OnDOLRljsCCn9QgB8ywQySv8SEKrgGcIpjyvI7+PM9jYYPzRzdeaGGewIj2OHa2r3HaPGOlLbJxtES9jE0/fsrDHGEH88A8YgPjM/f0wV5eoBG2lDF/0pFrgEUH+EPSXF/YwvUCXrRHLxYJRJIQIXPA9j3XFbJ4+Yg6Fklch8wreul5OTiyYAMrSI8FF/MEphoLIuHFJO4F5pwxucfAiLYkjrQDTxZsuubQEayuuOKKGEMvpmEDWLL44TkkGCGbcrCiD/cLeoEPER96YwPXFnZgK/PPtYwuzBVzSR8iduRjH3NyzjnnxHXKC09cl+wGgCnPYNnOxVZkSW/dLz4ageWFQLP85RuMYcWIQ8BRyymzcuVmhTxUppu7HADcLDg9HDmOSolnFtyQOGSSGi/xRgAAQABJREFUHA1Oj4iD7UYcEi9/QIQ4O25qHBptSMhFhqIFHAtOihseh8iqXSTPOQ6ZG17y6YtjYduYfrSlL3qyAEB37CTJ2epIGWSGHchGXxw3CQJifEW+6MkYOEbG1hYszovIiK0xyogY6Me40gdb8zHzcwgPuUTgOHIRDnpgC+NxxGb6IZ/xcN7MIfYzFvoKR/TPMWF7EgepbVfqSZJJf2RyXRCtYrN05LrRM1wcJ8TIdYDzBzPsliNFV5EP44EHiXLwY074SDZ1yGFsyBMSo4+uDbWTXPRlLtmFQGdwJoGzMNEcMI7mjusSwkR3MECuMGVc7AIvojXsAQfaIBc5XCOQ2v777x84gjNEzILj9NNPjz7oAw7YwxwhJ7+3qOd6RA9kMr/aNhb+jMc1gA3ojhwWgNwztOe6I1HOfOt+FE7U6ToFG+zFLmzVgph+6CYcsZlrEFJFXi4LeU5GYHkiUFNixJD8AufGw6lwQ3HzcmNy8xfbRUEjX8gl5USaj1XsTiRFFPGNb3yj3hHQptinmC/KqVRfqbzYv5hvar+mtivKz/PlZJQry/s09bwohzwpn59ysor98jaNySjXt1wZMovlyuuYj6vzvC4/V72ODdXRpqH6xuroLwyJwP7617/G1jvERWKxx04BP80QoVCuPpwrNTbW0vQpylJeR43ZlGOxTzHfFBluYwQ+CwKffhPks0hqYl9uNl3okKFW13l31edllc5pS9JNnOc1Vl4PCUO+rK4ZmzyJ1T/6lJOTy9S5ZBbHoJ6ycuXqIxkai3KlYj/KJTM/b6hdLp9z9dd4xbzG5lhJbrGusXw+ltpyLOqW1+lcbYp5yaScRRX5or7qq7aN1VdqT3k5+YxNqiS3KXXl+lYaL9ePfiRs51rlbVpevmIrkihMuxz8XEmkqD65nBBS+iqnB3WUl6urVK4+HIvjlJPTFFslS2OSdzICtUKg5hFjbphuoryMc26Gaqd8LOQTqbJ9wzaZtqgaG1c3dCXdKtVXKq8kR+XSuSl60afYblnHzcfPZTYmr7F6yeXY1La0I+V6REHpq6E6tcmPTR1TfZoivyltJK/ccWl1kgz1gyT1hjXbsUSObOkubWrIDo1VlFmpvNhO+YbaN1Sn/j4agVoh0KzEWCsji+MUb8JivtjeeSPQEhFo6LptqK4l2mKdjEBLQqBdEqMmwM5DSPjYWhHgGiYRUetc+ajwlxEwAkuNQLsmxqVGyx2MQAtFwIu8FjoxVqtVIvDvH9G1SvWttBEwAiBQ7hmskTECRmDZEDAxLhtu7mUEjIARMAJtFAETYxudWJtlBIyAETACy4aAiXHZcHMvI2AEjIARaKMImBjb6MTaLCNgBIyAEVg2BEyMy4abexkBI2AEjEAbRcDE2EYn1mYZASNgBIzAsiFgYlw23NzLCBgBI2AE2igCJsY2OrE2ywgYASNgBJYNARPjsuHmXkbACBgBI9BGETAxttGJtVlGwAgYASOwbAiYGJcNN/cyAkbACBiBNoqAibGNTqzNMgJGwAgYgWVDwMS4bLi5lxEwAkbACLRRBEyMbXRibZYRMAJGwAgsGwImxmXDzb2MgBEwAkagjSJgYmyjE2uzjIARMAJGYNkQMDEuG27uZQSMgBEwAm0UARNjG51Ym2UEjIARMALLhoCJcdlwcy8jYASMgBFoowiYGKs4sXV1dYlPa05twYbWjL91NwJGoPkRWKHkCGvuySsNucIKKywzIsjM++d5jaf6Yn6ZB3VHI2AEjIARaHMI1JQYc7Iqh2Rj9eX6FMsak1GsL+aL8pw3AkbACBiB9oVATYkRaD/44IP09ttvp/fee68e6ZVXXjn16NEj8iIqjnxIRHrFaI9y1a+44sc7wuq7ePHiNHfu3LTGGmukzp070zTSRx99lGg7b968tGTJkrTmmmuG3HwsGkoe5xojPy/Woxv2PP3006lfv35pnXXWiX7SR7ozvpJkUFa0j36qV3uNL33yPo3VUa+xi/2o+/DDD1OHDh3SokWL0jPPPJPWXnvttNZaa4UN0p12TkbACBiB9oBAzZ4xyqFDihdffHG65ppr0ujRo9Ndd92VLr/88jiHXHDEIgvIgQ9l6i/HzlH1OPSXXnopyI5JgxTvv//+cPTkJ0+enN544416snn55ZeDxEQWIiLJI9/QeKpDts4h2ocffjhNmzaN4ijPdaed5HNUP7WJTqUv2aW8jrRXnfpIRmN11GtsZOT9kA8pkiDIBx54IM2YMSPy/jICRsAItEcEOtbaaCJGCHD//fdPG264YZy/+eab6frrr0+dOnVKO+64Yz2BQTY4dBx37tA5JyGrY8eOif433HBDOu6441L//v0jUtxzzz3TaqutFs7+0UcfTSuttFJEQfQbOnRolCObpOP7778f7SRfBKI8+iBHuqgcGZwzHvUkZNJf0ZjaMgZ2SoZIKzp98qWFgfrQRufYTL6cHoxF33J19EH/fOxcJjiiM1E2505GwAgYgfaKQLN4QLY3u3fvHk4aR73RRhulnXbaKb3wwgtpu+22CzJ54okngvBw9hDZJptsEo6bNkSERIk4cLb8xo4dm95555304IMPpj322CPKX3vttWjPceLEiVEGQW699dZp9uzZaf78+WmzzTYLwiEvGauuumracsstU9++fYOA2B6FbPgghy1fdET/YqINBESaPn16evLJJ9Pmm28eOr711luJ8dnGXX311dP2228fx4ceeijG2mCDDaLf66+/niZNmhRjdOnSJcaFsJCN7ePHjw98Bg4cGLLZhiahG7pCftRhA9iS0OXxxx9P7777burTp08aPnx46tatW9RNnTo1PfbYY4mxsH3BggWBW1T6ywgYASPQDhGo2VZqji1OXtGKytm+I+KCBMaMGRMEsNVWW6VBgwalG2+8Mb3yyivRdMqUKemyyy6L55S9evUKgsLZ49h5vocMyOf2229PPGukDCKC0Hr37h3RJ1upkAFjQbBEmxDCFltsEcRy5ZVXhgzqISK2fSEcyItncBCwkoiQI3ZBVMhEBpExBEuUeOeddwahERET9bGFTDlby/fdd5/EpaeeeiqIEXvy9OKLL4ZNgwcPTptuumm64447gmhpw1bxvffemwYMGBCkh4xx48ZFd2EBkUPo4Dxq1KiomzNnTrr66qtDb3BmwQFROmIMePxlBIxAO0Wg5hGjop/nnnsuojzIgSiJyO7www8PwsTB4/x79uwZW6NEXrRh65VtQqK+Qw45pP7Z2JAhQ9Lzzz8fEZS2MomI9FIPL8MQpRJJkXD8ivggEHQ48MADI8Jaf/3103nnnZeeffbZtOuuu4YMxoPQSCJuSLdIXowHsUBijMV2Me2Jfonajj/++CDorl27pnPPPTfKkH3hhRcGQSKPZ5Q777xzjJUvIIhq0RNihOhZFBABElFD1CwOWEiQZs2aFcRPHpzRddtttw0MIGWIfocddqgnYLAEExYRkCyLACcjYASMQHtFoObESKSIw4dAcNJ8IIqjjjoq3uZkIiBEyBAHv8oqq8RRW430hdT0wgjticwgCCI1SINEO0VzEEqeKFfECuFAxNp2pHzjjTcO0kIuxCYSRQbESxl654l+fIgUedv1lFNOiXa0IRJD1ujSy0YkdIV8IDZIG3shfo7UrbvuutFOOpIZNmxYbP9eddVVQWAsBojyiHSJCtlKJvLFNmxCT+qIChnntttuC33QBQJfuHBhYnt3vfXWq48QwZS5ADsnI2AEjEB7RaDmxIjjx2nvvvvuEVXhhCEaJQgEJ46TJnIiipo5c2YQBm0gC0gJOTk5cp7nc1LhXJGkxtGRSKlIBOhAmWTkEZTaqk5yyENAu+22W5ALb8USiUFC9IFciYIhLj5sa/KiCzrz/JSIlzyRJtvBSsilPwuEffbZJwj71VdfTTfddFMaOXJkIsLFBn5iwbNYokPGYTz6oDvRJM86WSAgj21lImqiyRwzzot2SQ8fjYARMALtBYF/M1INLYYY5JBFiorAIBd+eoHD55kgxMKLMkr0JeUOnHOiRdVx1DltIRbITok6jUfExtYnkRWJKIvniERjRJG0y8eiTS6bPIkyxiGyO+CAA+JZniJEyI4IDXvYDuZlI0We9GV7FLJjW5d6Uj4G4/PclWeH6DtixIggQl6oAR/exMU+xiGS1G8Q2T6GMIkmiQyJhIm8ka1+YE3kSCLSZBGiuYlCfxkBI2AE2hkCNY8YccqQmIhJkZ+cMZEMz8Z4WYXnXURAOO8Bpe1OEu3zCI4yoiOipltuuSWeU3JOP43B1iQ/B+G5nH4Ogg4korUJEybECz6QBgRFeyIsEu30Bid5kayIKz+iG8TK+Icddli66KKLgqR4+5W3Ri+55JKI5iBh2hIBEhETKWIfzxchtWKCGNlmxT5+j8l2MQS2zTbbRLTN88Nrr702XXHFFbHNig3YwpYudjA2zzEpYwsbe/bbb7+IMHnTlX5Em9ShW3EhUNTHeSNgBIxAW0agZn/5BgLB4RIR8mYpUQ4OWuWArHNFjTw7gzDoB3FCWJAHW4Kc5w58UuknDhACJMTPDiBVoiuemUFuvExDdEpEh/MngiOKoox6yINnmmxjEnXpWRtyiBzRl8QzOj70JeqDKJEBWdOW/hASiReKIECiX+oheMZGP6I7tjRlw9133x12QVgkYaEjZbzAg41Eh0SCRLVaUKATb+6yIGB85OvlIGyF/HkDlkUEddquJZqEHNGPl28YD70g4nxsxncyAkbACLQHBGpGjIBZdLTFfLk2n3USyo2Ry6xUX668WKa8jpLbWF7tONKWhQLR4L777hsLgaXtL3LN5Uo2x4bql6WuOI7zRsAIGIG2hEBNnzHKCeP4ScrngFJGvdpwJCpTyusaK6Ne8tSWYy6DeuRrPNVLt2Jb1XNUGx3VlrzO1S7P5+dEsmy58myRKLRckrxyOGjsSnXU5/YxttpKrsbM9ZJc1floBIyAEWgvCNQ0YlwaUHHSpKVx0PSp1L4p8prSZmlsKNe2OAbPCtnOZGuYrdmGbEBesX8+RkN16lsOn8b65WP43AgYASPQ1hFoscTY1oHHviIJFvPtAQPbaASMgBFoaQjU/K3UlgZAc+pD9KZoDT3KRXPNqZ/HNgJGwAi0RwRMjM086ybDZp4AD28EjIARKCBQ05dvCmM7awSMgBEwAkagxSFgYmxxU2KFjMC/Eci32v9d6jMjYASWJwImxuWJrmUbgc+IgLfaPyOA7m4ElgGBZnnGyF+D0RuYOkp35Ysr5dxB5G0oV1u1UV4yVa686vO+1ClfPJary8t0zrGhlOtdrp30LLaTPvTReX6kXH04VyraWa6P2lJHUh/Oi2XqTx2pWK8y6SJZxXa5HJ3rKBkcy8lRGfVKKtN4lBflqU7lHEnqG5nCV94nb6s++ZH6XKZE5WUaW3VLcyz2VV7yJUs65XnO1S6v57xSyuWrj9rndeX6F9vRRuNzXkkedUr5GEV5qqOt5DbUJm8n+RzVR2WSqyPl+Xm5vPrqqPbFY17PeSUMyvUrlpGXjDgp81XskzfJ+6sd9eXK8/qijNwG9aWNcFWZ8tSpjHNSsa5cnj76C18f91r+3zUlRozmT5bxJ82KAC1/Uz2CETACRsAItDYE4A3+IQJ/4rJWvFFTYuSPekOK/DukWq8AWtvFYH2NgBEwAu0dAYiQv+PM38/mD6DwDxpqkWozyieWwPwYioFORsAIGAEjYAQaQ4B/4sA/esi3WRvr81nra/7yDcRYSwM/K0DubwSMgBEwAs2HQHPwRc2JsTmMbL4p9chGwAgYASPQ2hCoOTG2NoCsrxEwAkbACLQvBEyM7Wu+ba0RMAJGwAg0goCJsRGAXG0EjIARMALtCwETY/uab1trBIyAETACjSBgYvz/7Z0JcF5XleePF3mRLEuWdzu25X2Jl9hJnNhZHLIRkq4klaQDdIBhqaYGaJiZLopqaApmprum09BD0wUNSXcD1WzTDASYELKTEGffY8exE+/7vsu7Y2f+vysd+flFtmTp06fP0bku+b27nXvu/753/vfcd9/7mgEosgOBQCAQCAQ6FwJBjJ1rvKO3gUAgEAgEAs0gcFYQI694HD9+PN5/bGYwIzsQCAQCgUCg7QiUJDFChP6+I0c+CtC1a9d09PS2dz0kBAKBQCAQCBQDAew2zk1ToRSdnpIjRidC/0IOR76vumXLFjty5EgjOVLO/xxsj3PMh9Pl5ctGPBAIBAKBQKAwCGB73blBYtY+c16KTk9JEaMDCBFu3769cYaxc+dOu+eee2zXrl0njRRgO4Ey6/C4p/kguFzPzw7MSQIjEggEAoFAIFBQBLC72PQ9e/YkuW6f3S7zgfC6urpkvwvacBuElRwx0pclS5bYo48+mr6qTryqqspuvPFGq66uJtpIgADrhMisg8AveBAcfCdD0vJ5pEUIBAKBQCAQaB8E3AmB/O69915buXJlasjtNoRI+saNG1O6l28fbVoutai/rnE6tQAEctu0aZP99Kc/tVWrViWv8corr7TBgwfb8uXLrbKyMv0yxxNPPGF8cd3LzJ0714YOHWrz58+3zZs329ixY+3qq6+2Pn36pCaXLVtmjz/+uO3bt8/GjRtnyCSPwXFCPZ1ukRcIBAKBQCDQegT69etnkyZNsvvvv99uv/12GzRoUHo09uCDD6bfWhw9enTrhbdDzZLyGOkfXiHENm3aNLvsssustrY2LaHefffdidggsh/96Ef2hz/8webMmWOQ4ne/+10j/9xzz7UPfOAD9vTTT9tjjz2W4Fq/fr394he/sKlTp9odd9xhq1evNgaDgCzIMUIgEAgEAoFA4RFgxc5t7IUXXphs9AMPPGB79+5Ndpofrr/hhhuSo+NeZOG1OHOJJUOMvvTZu3dvY/aABzhjxgwrLy9PBDZkyJDGH6ns379/8ggh0NmzZyewJ06caOedd55NmTLFLr30Ulu7dm1CY+HChWlmMmbMmES6HPE4d+zYkfJLxXU/86GLGoFAIBAIlD4CWQdk3rx5NmLECLvzzjvT6iCPyFj9K7XVu5JaSoUcCfxiM88DmU306tXrpJEHQNxyiJJw7NgxGzhwoEF4HgC6oqIiRSHAFStWpHVsfuySNe3x48c37ozyNr1uHAOBQCAQCAQKi4CTI0dW+nr27JlWBtk/Ukqeove6ZIjRFeLoswcIjgB5ZQkMcN3T4wg5+sYaylOfP0JZWZlddNFF9tGPfjSVoTyDQjoBWRECgUAgEAgE2hcBt9usCl5yySWpMexx3r63rxYtk14yrAA4TnYAx1Lotm3bUi8gPjw9J7v9+/c3lqUeW4HzxOhbg3lWice4YcOGtHmHwcnW9zZbBleUCgQCgUAgEGgtAlk77zJIK7VQUh6jzx5mzZplixcvtq9//ev22c9+Ni2dTp482bp165ZmF6xRu8cHoCyl+g5U4n379k27njhnQ85NN91kd911V1p+ZWmVDTvXXXddkudtUjZCIBAIBAKBQPsi4OTIsRRJkd53ETG8+zMx7YQLX67hOR/E1RwgeHV87aampiaVpx7PGyFH3olhmbV793peJ490X3rFg8S7pLy3gwcJKbKMyuad/LPLdupyiA0EAoFAIBBoAwJQFLtY2YiZdYjaILLZqiVLjM1qrgJ5by8fR0ZTaS2RHWUCgUAgEAgEOh6BjiDGklpKzQ4BYOSDe3+e15I4Zbx8Vp7XzabFeSAQCAQCgUAgULLE6ITWFIHl01oahyDzZeMSCAQCgUAgEAgEsgiUzK7UrFJ+XmgSK7Q81zOOgUAgEAgEAu8dBEqaGN87MEdPAoFAIBAIBM4WBIIYz5aRCj0DgUAgEAgEioJAEGNRYI5GAoFAIBAIBM4WBIpOjDzni2d9Z8vlEXoGAoFAIND5ECg6MbIztKnXJzof9NHjQCAQCAQCgZYgUGzOKOrrGv5JN34wmPMIgUAgEAgEAoHA6RDgW9l847qYnFHUL9/QeT72zSfb4p3C010KkRcIBAKBQCDgCPApT/8EqKe157HoxNienQnZgUAgEAgEAoFAWxEo+jPGtioc9QOBQCAQCAQCgfZEoEOJ0TfiFOvBarHba+nAuV4tLX8m5YqBbXvqfyZ99bKn6/Pp8rx+c0fvbyFkNddWPt/bzqdHPBAIBAqHQIcspbpBKcZrG7RFO3506PJxT+/IY0fpRLuEMxmPjtL1VONzKn1OlX4qOc2l5+Xl483Vj/xAIBAofQSK7jG6IWnKCJNH4OjnDqGn+dHLeb4fs/U493Y4svGnrq4uHYlny2br59OJ+1++XL4s+fm0bNzleBq/G8lvjfFblU3p5OVcrtd3PU6Xns3LnmdlcE67+ba9DMd88Dqeju70wcv60fOJ+5+nZY+e58dT5Xm6l/Mj6a6/p/mRdILHOXpoKi1fNl8eec1dRy43246fu/xs3NPy9ZpKp21+W5Sdep6fTnL/uSw/etlsPJ9GXoRAIBAwKyoxcuO5YXnttdfsoYcesvvvv99eeOGF9APGbtw4+rnfrJ7mR5eVH0TyPXCOAcFwEyDFF198Mf3QsZfxY74d4vk0l+1tZ3VxORy9nKdl417H044ePZp02rZtWyru6fm6TbV5Ov2oz+7fV155JfWbeLZtzl0mxpY/b9vTvby3gwwC6WAKqRO2b99uzz///El4eZ3mZFHf2/Gj183nebqX8yN6+MSCtDfeeMM2bdqU5PqPVpPOD1+//vrrjaSSle+ys2ku3/P8yCSA64gf084Gz8/XI54N+Tj1vI7n5WV5fX6k+9lnn033C2le3vP9mJXHeb6NvHwv7+kuJ46BQGdEoGjE6DcmRPXEE0/YypUrbcqUKemvX79+JxlVjLSX95vaB4c8Qj7d86mXvbmXLVtmK1asSNmQ0MGDBxvz3bB7WxSijMdpg4DO3i5xT6esx71NP6aMzH+eztHbIJs4htble7lM1UZ9SMu26Xrk9fO6vPczbNgw69Gjhyelo7flGL711lu2Zs2alEf7np4v57qRzsRm586djfLAleCYugzXMau3y6F89jzbHnkE8k9Vl34TNmzYYEuWLGkkvIEDB1pVVVWqu2DBgkSIlKuoqLDBgwc3jh+60SZtuJ6U89CUPuTRLu/iej71SXMZPr7Es/1zuRw9Pdu2j2M+LSubcyZ4jrPLaUo2aa6j60J9gsdTRP9ly3laHAOBzopAUV/wB2QM8Pr16+3WW2+1Pn36nIQ7s/tFixbZ5s2bkzGHOIcPH247duywVatWJeOza9euZPRmz56dZGGEJk2alOSsXr06GY1p06al+NatW+2pp55K9crKylJ7kMWrr76a8pnxIwdDimHAm8DT6NWrl82aNcuqq6tTu5ArBmXo0KF23nnnJe/EDS5lpk+fbn379k0yMVQLFy60AQMGJN1JpKwba9revXu38V7OnDlzUlvoBnmhDwZ+xowZRhq60Afi6IfcjRs3WmVlZdID4798+fI0yQCH2tpamzx5cnoZlnbRGU+Uciy/IZv+Ixd9L7nkkqTL/Pnzkx7gD5a0SVt4YYMGDUr9Q183wowhkxsIaebMmUn3Q4cOJc8fsoSAzj///IQ3Rpwxxat0Wb17906GnZd28YDAF/19gnDhhRdaTU1NwgPsGHP0Bi/6ApGDFeREHExIg5wnTpyYrgHK0ybjz+SAvjKuyEIPsMGbBh+w9msN/ZcuXZrSkAtO3hfvP6TCO1Xl5eXm/ea6oCz6ggt4XXDBBamfjBE4UQf5TNS4ZiiDLHRhbJgsch1Qj+sHz3ft2rUMpY0fP97GjRuXxpYyyCLP+0yZxYsXJx3oL+OHbvSX8TjnnHMSHowdsrimGBuwp1/oBdledNFFxkQ1QiDQmREoisfIjYcBIGCUuUmdFH3mSx5GBaN82WWXpTLPPfdcurkx2E8++WQylhg4ymAEMBAYXQwLAeOSlYdBGDJkSCKL0aNHp/KQLkYFA0B9J0nqInfevHmpHZYGIROWzEaNGpUM68iRI1M7ECh511xzTZLF0pa368Ye40rA8DshYZgx3FdccUUyRqR7AB8MGcbR+0MbGFkC/WSCQJvojeEjDmYjRoxIeuMNZQNkQxsc0QMM+/fvn/oCaWB4MeYQPnrxhyEFd4wrWEAc9JfgY4jhJP/cc89N48T4giuyL7744mRkvW/gS/773//+RGSQEQGcCBA++HGkLmNGHAwgDow4eoAdXioBEmT80XfChAnJkEMakBv1MfZMPiBXxn/q1KkJI59goQ99Yrznzp1rjOszzzzTeK0xUQCXSy+9NOEBTgTvP2PNGDA+PAaAICmPTpDp5Zdfntp9+umnU9/XrVuXcEQGxAT29M0D1wo6Q8A+ISPNCRUSe+mll5K+EL7fT8gBdw9cK+hEAHdIk3sJAnzggQfSWEG64AgWyKGvjAX3FXGuJw9+TXs8joFAZ0GgKMSYBZObD6NC4Jw/Ah4Az4AwbhgZPB+MIYaZMhjBsWPHpjwMMl4ns2oMIcYBbwPjj4H0gGeCR4HBdoOCh4dXRB5GFdkQL/IwJLSHIcGAkYfRZIaPwcHQYsBXyzOFxDBMpEP26O8BPdGHMuhGm3gp6OBtIAd9IQAnCQxv1mCSTv+og3HFQ6JN9CNOYJIBmZIGHtRxg+byONIXJgdjxoxJeNB3dKc9iI666EdfnMCZvIA1aejqgXTGCCJmkkF7kCvYgxGyKQ8mGGvOwRWygjjA2wN60TYESF8hBvrJH7IpC4GBE3iCG/pBFrTPOOJB0y46cW2BAX/oyfiDPYE0+osc8GNlgbHh2qIcuoIB40dfwIVz77sTI3oxJvfcc08iRciGAJmhL31l/LmG0AfcaY++cj2Ajwf6Rbu0w+oIuiKfawwdIHYmIVyHeIhgTT6yOOLteqAt0pBJvxxTJk7UZ4xqtarA/cDYIIvrh7bB3seNiVSEQKAzI1D0pVSMlz/zw9BgiDxwnr3ROefmxaBx07th4hwDyZGbGnkYMQwlNzhGg7LUpRxxAnEMqbdJOjI48odx5IgxwktEV7wYDBwzcAgCosD4YIyRjaHBwGKsPWDcyKceZA8ZoQ8eBEYHg0d5+pUPtI98D8TRm4B+tIluTCDoM54vy8x4trTLMqT3jzqOGccsNm5UMaJZQ0h7eayR4zpwTp0srqThNVGGtn0cKcc5BEV5PDcMdr5/xF1njj6+YI5nA3GBF2REG+Qj0wOys/qBK/1tSk/S6aPr6DK8TeL0JYtb9poknzwIEB0gQPCjDO0xJsiH7K+//vqEOcT08ssvJw+Q+hCgB/T2PnkaR9pAJw8QumPu1w3tZANyPI3yjimyuJY9IBcZlKUPXo787Nh4O14vjoFAZ0Hg3Za5HXrOjek3bK2IhBk4S0M8w8IzII4xwmg6aTKz5rkHaRgdlppII3DOjc4NzYwX8mG5CwIieFvkc46X5ekYNAwYgSPGFmPAM0ACRgwdIRnqohtExDMi9wggTvpEOn/MwN14uoFGF55v4e1QBqOGjshGZ/qO50LAsLpxxIvzfuI14GVBaHhE9Mf1Q1/qoD8eCR7Um2++mTzHJFT/oT/tcPSynBNoEywcI7wcAn3D2DMJIIA1JI8OHqiD3Cyu9MVl01fi1PHxAwO8FojD20Qe55AfHjuB9khjTFiOBSv6jL54OeBO28Q9uAz6QyCPsUUGaWBIQD/0YnIEcdEWaYwRmDPmrnu2L9m2kEMc4rnpppsSYfO8lUAfaRedGWfGCH25Pmjz8ccfT6QIybt8rhswYXLDWLp3yjh4GuncF0z86CtlkIsOeKLow5ix9OqBftMXgvfJ88CA68Hx4NzLIQvZLKn7+Hq9OAYCnQWBbv9doVid9ZsZg8HzGG58jD83NbNo0rnRMVgsG+EpYEy5SX0JjmVDbmw8I4wNhgWjDonyvIg2CBz5w5DwXItykC9GFQNIXQwMRgfDSxq6QH5OgJARXguEg/HE4OHt4blRlmdd6IrhwZARMDa0i3x0Rf9aGUlm3xhNjBcGB2NEmxho4vSd9jBMtAlBoh9laJc8sKFN9CEw2+d5EQSCfnjPtOczffQCF+rTHsSCLujHhIR88ihPm+gOyWK4IXF/3smzL/rjfQNT6lIHTN2bgxiQRTuMEXGwAk/6zZFxgCgI6EE5SJG+QsZ42WyIot/oTF8Zfx83cCYOmSCbAEFwLbEkCZ7IBBvKUA89KYunRJzxphxtQThcayw7oi9L0q47+nFtEljOJJCGDMaH8sjiWmbyAP5cp+hMf6lLPTChLzwX5pkfmHlAHpMHrmGeI9MHJn2MA9cFmKEjcvC4uT4oS9vUQ3fGiXFmXGo1vvSdumDF5ARdCYw1gWuF6w080JF0zrPXBLpSz71bH/skIP4LBN7jCBT1yzfZmwvDyo1IwOhyY2IkIA9uVgwoNzgBMsAAsCsRA4Mh5I9AnJk4RpDnU4RsO8QxdsjFeJGHoeKPNOrjWdA253gXlKFt2oA4qY9+GCIP1KUs9ShLfj5gxGgHg0VALnVIy+oCFl6OMhgkl0s98hwb8ihDfdqEUMAxqx/5lOeIbPrHOTqDK8H77nEwp//eR+RCEBhp6ucD8tCFvmF8kec45mWDg5cFK9p0HfEW2QDC2JKH3lnv1L099KAOWGTxcr3QFUIGF3SirPcbGbQJIeX1zF9red2JuyxvC5xIpx30oX+kcb1QlvbIpz9MGgg+EbzhhhtSnHI+Rhyp7xjRf+8D+hF8EkA5+k9/qEfbXJ+0wx9yHSPXL98n6pBHIK+pceO6R77rnwrHf4FAJ0GgqMQIpm4QmsI3n+dxPCWWS32Tg9fFQDDDZlbthtXreJlTHfPl8vHT1SMPo1HocDodTpfXFj1aIrclZZrS4XT1PA/Dz05IXneA1Dx4vsdbczydjKbymkprrt1sney51yMN8scDY7UBjz5fLh+nbkvSmirj7fqxJWVO1Z7LiGMg0NkQKDoxOsDcsNngRNNUOmnMlJkJe6A8aT77bcqroazLy8r3c8/3uJfNttFUmtfzchxdRjbN63qex7NlyCO9uTLUydf3unl52Xhedr6drIx8nsvxdI9zdF08L9uO52fzsnU93cv52JKelevn+br5tlwOR5fhbbiMbDx7npftsvJlPO7lszrkz72MH7lGCU2tKngZ15O4t5VNy6e3pky2TlPntOF98ba9HHkRAoHOgkCHEWNnATj6GQgEAoFAIHB2IXDCBStxvX0G25Sap8trqnyklRYCnWH8OkMfS+uqCm0CgdYjEB5j67GLmoFAIBAIBALvQQTOGo/xPYh9dCkQCAQCgUCgBBEIYizBQQmVAoFAIBAIBDoOgSDGjsM+Wg4EAoFAIBAoQQSCGEtwUEKlQCAQCAQCgY5DIIix47CPlgOBQCAQCARKEIEgxhIclFApEAgEAoFAoOMQCGLsOOyj5UAgEAgEAoESRCCIsQQHJVQKBAKBQCAQ6DgEghg7DvtoORAIBAKBQKAEEQhiLMFBCZUCgUAgEAgEOg6BIMaOwz5aDgQCgUAgEChBBIIYS3BQQqVAIBAIBAKBjkMgiLHjsI+WA4FAIBAIBEoQgSDGEhyUUCkQCAQCgUCg4xAIYuw47KPlQCAQCAQCgRJEIIixBAclVAoEAoFAIBDoOAS6t0fT77xj9o7+dWkP4WeRTMGQMOjSpbMjcRYNWqj6nkQAm4RVivAeRED2tdAWtss7CoWECnFBBCcjGpicjEfEAoFiIhD3XzHR7pi2Cj3GBSVG95CA5sCRt233/oN2/DhE2UqwJLBRZl5GY8YpZDeXT7XmypBPyLetJKYTKbmJPKqQX96rh9VU9CKqeEwYEhDxXyBQRASy992+w0ftoP5OccsWUatoqq0IpBVJEUtl757Ws3u3JC7Z5AINbsGWUrNKLduyy37x+ho7+vYxq+re1cSNnSrw4Pao/rYdPWbXjh5kV00cYd26dhEO71jXVs8SOhWE0dlAoM0IZEnxxdVb7McLVtubew5YN82IedDD/8UPWO6WtNtcuebyT9ezM6mbL5uPn66dM81rmez6hVONXpeuduWwavvweWNsVP++yQEDWaS0NRSMGOsHu4ut2r7Hvv38Urtx3BCbO2ao9ejWNV0GeWWb60BTl05WRkvqZ2H2cz8CnMvztjyvqSPlvU0v7zI8PV9m7c46+/6Ly+3tY8ft+qm1iRSzNyvlIwQCgUDhEcjeZ5Di7AdfMzuk6WoPmTxm8RHObgQajPcjr+61RTv32zeumWHDqvvUj20BnI+CEGP2IrxvyTq7ZtRAe/+UUWc38AXQfsLgfvaFiyfYd55fZjOGD7Dh/fo0kmsBxIeIQCAQaAYBlk9/vHB1IsUZlb2sTstXx1XHJ8XNVI/sEkXgmCxpHxHgfi2j/mz9Lrv2rQ32sYsmpv0t2dXL1qpfEGL0xo9o6XT/oSM2c/KIlHTi+aL7YF7S401dnu5/nWpW53Xzsjx+qmO+XlPlvIwfs2U8zY/ZPD/3vPplGpZNawdU2cjyMttz4FAiRkpECAQCgeIgwDPFt3YfSJ4ipFgnq3kqy1IcjaKVtiLgVvawxrJKj6i0FGcb9+zPPKpyDml9SwUlRjzHHiKDbg3WX6eZHaoNiY265uOe4el+9PTsMZ+Xj2fLZs9bUs7L+LGp+k3lebmGvIa7j1gvAXG6Gl4zjoFAIFBYBLjv0tYM2SY8RW7LtpvNwuoY0s4MAR9Dah1NEe3d0LGQNragL/jzmoauv0632eZ0w8pk4RiDFyEQCAQ6BAG//dxw+rFDlIlGC4qAj+U7flIg6QUlRtepwDq62LPsWI8CkwU85wiBQCAQCAQC7YSAz34KJL6gS6kF0inEBAKBQCBQ8ggck4a+GsSjLowpy7VpeU9Hnw9jsznvrv9Y1qXe20oknvVM3iavwcBTnkdSlH+XTKWzMkeZMv3HkYBcXo1Drqfx2hjn6NYonwSVQ74TAG1Qv0x/+YBK1OVIVXTK6q1ofds6Io8yBMrTProSqEebnp8SS/Q/x6VE1asH9x2NdvaROV5Y/n1Aliz9PcH8l3dIZ5SQka3r6V10VTNYp5Nx5gBxNbAJJ0IgEAi8lxDwe3qA7EZlw3LQAdmYzbJTVTIkA/TuNgGSIkAGEN7O48dtuxiov7Jr9BrbXhXYqT+IjDBU8nqzwqRziGq/ZG5Xfl+l9aeQZJBOcJnbJbNO6dRBn1462a7GDiqNKiOURp0tkoP8cv0RMIkH9R/tH9I5dcnbplfLjiifHlASQuytv2HSt0dDnH7sQ77iOqQyA1UX3al/WGkEPm1yjuo1qG4H1RbtQZaQJHVLNZQ0MQIcgwNx1Z+dgBEScwL0824NF6nHE/Aql0g0XQ/pv0SASDqRzkVcX65RxrtaPNF2y87q26r/v2U1olQgEAiUNgJuk6pla5YdFm0cSD6RWKDMzu1dZm8cOWZrdh+s74RIIQWRRXqeovwJPbvbUn34Y6127+uTLTaqrGsiGUouOaA05SVGxZb16m4TJfcttbOaPKwhjEh4WzKxixU9bKSIGOJddkj66M0AdBmpcpDjov2qp2KDlbbkoHTVF8kSUyKmRzerlU7lamsFfVHdrooPVpzW8Hz7qY1Dso2v1x1SXclWW93L1ab6tkPpEByTgYSFdC9T/YGqDxlvFAlu3K969B/geta310sK7VZdiJbkUgwlTYyM3TGBu0ufljugbdcQXpneW6mpLNc1w5AIWCELQR46qk/QHTicPsHWQ3lOjlyQfJ5u7Y69lLaR+kJCeY/6BYNdGrSjGjQ+29ZdAw05bty1z3qWdbOBaiPJ13/oESEQCAQ6NwIYeywHlme5PhYwp28vu3XS0DTBfmTjLntg2z67cWAfu2z84ARUHSQnm1Mle3NYdubZ7XX2O706MlfEMntotb2x96A9sv+wDZbtgV4/qa+41PbpZeWK71Pdh7fV2TMqf8vASps7cWiyT3WyZUzoq0WqB0Rkj2/Za49KBnbuQwMqRIA9bP7OffaqiA6v9PMja1LbP92x3z4xpMrG6F3O3ko/Iq/vhR377LdKh+xu619hw3v3sEeV9obaxoOs0d8qiFas+5mR/W2G9FilLwf9/bqdtlJlxshO7pPNXCOSvrG63M5Rvx5W/RXqK8RygYj3fepTjUgZG/ri9n12jzAw1RslG71HdUuVgEpVr0ZiO6SB+fcXltkfN++2qf0qbItmWqP79LZPXji+/r3ABtZ6ec1W+9yTS+yHV061WaMGp5kIWWtEiHe/sNS260Iu00BXlXW3T8+eoPcL+9qjb66zBVv32JevnJGI8cFFa+zuRWvt7644t5EYGwVJVmtCqc6IWtOXqBMIdFYEuI8hxR4yKuvkOX1+RI19bs5E66tvdR4Tydw847j9UF/8Oix7ddussdZVtqaPCJEJ+kGRyH4R2uHXVtrv1uy0j0wbYR+fM8nuW7jKHnl6qW2R3H4iis/Kpo0fXG079h3U5LzMPv722/bjl/TlLJHerTPHpM9KVvbsocn8sUR2+2QLtz631B7lPU0p+OHJ59j0cwbY3sdet1d377TD8ia/IB33qty/PLDA/vMFY23KsP62re6A9OtqH5HcG2UDP/nsCrvlwqH6UtkQW//Ia/bG1jobLJKDICHcX80dZ5eOHyZn83hyGq5dv93+6zNL7XXZ1DHyeLeKCL900XibOry/lT38qv3T2p12VPUuFpH+1ZXTkze778hR+7DavH3lJvvgSyttjergdbJc3GDCS+rSavD1S0qnpEyWUF7WLGRG/z72F5dMti/NnWz3bdplv1ywSoDXlzqiC+WPq7bYgg177Jk121I6syq+evE9Xaw7NYBfnTfV/lp/m3V+55OL9fBba+u6iF/XRdVDZPnGxh12wxNL7KMTh9mkof3rdWDQ2jhqbaxeegMTGgUCnRABLA1Ljutk0FnC/E+zxlh1eS/7xhOL7Fvz30jz509dNMFWHTxi/1v25d80GT+gVSxszD89s8R+8NIye2rLHq079rLzRwyw3rI50/U1rEuq9ARPpFkhQzGgsrfVicS+L5v1M5Xn49jI3LDvkP2vJ96wn7+yItm2PWrj79Xmj0SaC+TBlct7ZGm1rzyz6nJ9VJvlVq204eFWazWsSl4kS2sDtAoGSd4l3b737Ju2XQR5y8yx9vFRNXIM5IWqbE+RF2V5VilGt3+eMsyum1Zrb27aaV98+DV7cukGu2jsMPv6zNq0RLpSy7d/NqivTRxaY1WaJMzTV8/SEq9Ita/6WCMnZunmnfb1xxfpuMuunzbafj5rdPoSEV5ZwTwz9C1gKJheBdTpJFEQU5Vc8mmDqmx4VYUiFTZbbvuxd443zjRWbdtjK7QscdeVk+0leZZrt++10QOrbLXSf7J5jz107QwbWVOZ5H7lsin20rptWno9lpZjp1VX2GKR4j8+95b9y8xRmu2NS+X8meNJyrQikiX4VlSPKoFAIFACCHAfJ9vLif56dOuWJs1P6judL7+5xZ7S8WO1A2ydyORXy7alZ3+3TBmZyvzDog1p+RCy+sqUoTa4b7nx/dYhsmUfqh1oT7+w0o7oyQ3fVN6oifo3n1xuWku1sTV97E+mi0REVP/6yjrtpKm2W6fX2pa9B+y7rype2VNs3cMmayl0idTCW8Wuva12fEZ/SKQLOROQv05k+I3nVpntOGgb9ejpB7fMtUuGVFudll55HJWcDZZQ8RZld+eMHmI7RcxX/HGxdvDU2f/VMuriIf1sdu0gm7tgjT2zaY996PJhtldkvVp2F7K/ud96++26XYJJ3rI8xRVK/8lLa+wnG3bZgtt6a6l5mA1ZuNZWynEZLfLciwOSNCyd/0rWY3SIGOM+crl/sHi93f3kIvv0r5+xN7WmfqsumLR5RgVfWLvNJlaV2x3nj7PBevj74tqtqfq+Q4dtii6aAVq3J/BrH+NEmB8S+fXRx4S5CJ7TevzHHllg27U8cptmTwSWRlx2SmjDf6U24G3oSlQNBDotAhhKdp6yyxKi+j9aFuUTmI998BJ7+TNX2pV6tvj5F1fZFpHLiEF9bKo8w54y+uknkfqV20w9j9RaqF0+alDaN/GX8ir5TOTskfKwZIu2NpBXrSbw/3bDNPv3O2bbBSKfpfqlohU8QxxSaTdJBoTcS3JNzwTPU3ysZLI5BrbGZvErPvUbCN+xnqIb4smWyRCxrDtMZPy1uWPtzpun21/NnZSI9AU9TmLPhm88hFR3ikTPF+lWywtk6ZWNNxcPq0rPI9fv3p/2eoyQh2p6Ljl9xEDpudO+LU+0r+LvHzkgebCo1U0eaCUe7dC+aWaxjLa0THy9nBs7qqVZ9CrBq6rkiRFiYcfVaLn54wZV2/t0IQ3UhQHABJZLf796mw0U+R3TgNZoIB9dsz3lcVEehlkbgu9i9XiZBu0PeiA8WcsPe3QhLFivmZ4Cg8lFVIhQGCmF0CRkBAKBQGsRwA7xGoJ4JhHc38kL/MzvX7bH31pv/WSbvnL1TPvlVVNstZY018nbWiWjhQ1Jr4TJBr2qXaXTq3vbRHlbPG97SkuQO+Wx1Wqi/qeDtJol4mGjYbWWHi+feI59SPsgyrp2s69qCfWPaXONXveQXLywJFNEulo267DiqATrcExtQjWyYWwSwoyx6kY+Gw0H6xcoPiwH4k/lHFTK7v3ylWX2r6u3a2mXH+NS1yhMJ3XsXl+xQb7ZLjkMFCKZ1jbIG/1cbX/tx+htW6XjEvXpiNq4UESJt3mkwfbSL3UuVUz4pZbQiRYLFAooCo3aZyk1DURhOoyoOl0EV2oWcpUuGALPFL/5ykqbN2G4rd9VZ7/Q7i2WD5bK+3t2R53N1wB9VT/5VF3R257ShbpDu0+H6oJg5+lyLa++qKXUPzl3VBr/eTUV9q3rZtnzqzbZ+x5fbCs1YxutD38TTlxUKRr/BQKBQCdGgH3qa+XlXN2np31iVq09rAn5zb9+2Wxghb184wV21eSRdtuyLfYrLRkO6MnGGwhEATbQUuUHJ9ekZdRBeta3/ObZ2g3f0/rpOeW84TX2y817tTm0S9o9/0mtYP2P88fIYxxsFXioDaTCxB6Z9aFL+i4152nPpzISEanMQTyJfYdthzbG8Km0I8SVXyZZ63dqM6IeG0GS60TW98pmwnToCYFtlKOhnUIS2tWeF1nvOXjY+ousIbq3dspzlLMxVEvBrL49pVc4vjhjlJXLUblOPxxxuX5mcIDKEmcH60GVQd23IdRdeoVFOI2VbT0sr/ohNgxJ1hEVSBjRkbaEggg5oUD7EOMJ+W0+S8BqUFfs3meb5dKzE+tBeYQz5YoD+MP6uZE/15bgL2lZoKcG/hMC/W+fetMe1m6rP5s90b44tCr9JuJfa8BYUviHpxanC/B2LZuyW2yQ3PxB2sJ803lj7VMrt9jfzl9s377+fKvUA+t6r7FtiLetdpvhCwGBQCBQAASwQz1lPyCY3SIVnpNdoYl6V9mct+Qt1b8ixuoWJet9ITa0JMoRQfCKwjWqs0+b/371yvK00vWO5H1UnuEV44aavbUp1eM54DPaufoFkdJT2l3/pbkT7ee/fyVtVuErN0zuWR6tb0Gko+bEYbh6tlD7Ky6Ts/CJ6aPsYT0X/BttJOxfWWHzV0i2bF1vLdnu1vLtt9/aXF+9osy6iZzgXcixXPlXD+1nw0Xqw+RN3rdtrz29arN9Ys4Ue2zeFPvyC8vtC5OG2djBNfbbV5endyPniAxZaXvgjXWJ/wfLe7z9ggn231Ru/trtsrVdbVDfCrtez1a/qA074+Qx//bVFbZBpDpGE4NS3ZXaPsRYf22kgW7tf1lCmdC3t/1Ov7m1Zf9CW6OH22MF6F+ICA/KlX9WO70+rVnLOP32oYfbdUH8eqm2BWvE//LSKXandnB98aFX0+saQzTgn5k9Pi0ZQJQMDu9Isu36yyr7Ge28ekzLIzfNGKNrhRkaO1Oz2ngrLTsWAIqWNRSlAoFAoF0R4BnjMBHcS7JB33l6iX1MS5J/c9X09ByRFatfivB+gyekF/P5eSvsE14g3uKN2rk5XKtWC0Uin31uRfLA+DjAKL2C9j4R7H8Z3Ffe2ZFELl31vHKJ5Dymyf1V8sS+ptWy//n6+uR9IZMNNhAZgf95H5BnfV9escUm9K+0S8YNs9duZadpV3tRxPZ32uiCd8bmGjxFzfqtStKmiAjZZLNZQtityo/K/7ls41GtspWLHK/RBqFrn1hs/WUzr5o00u69uSY9ZnpmxUb78HPL7VtTh6cJwb0ixa+9tDp9sIDnpefrcdd0ecEv6e2BOnmceL53iRBZAv5/r62wO15RWT2f1Jvpps8KFMZjlJxChi4y/G223U4ePIz+zuML7Xa9czNCLrOnt0VhwARcdlcleZqBsDaOu84urL1ap69SnBkbZSE7LoA6XWSevl9r+pv1wJhrdIguTrZKE5DLBQ0p1s/C5PFr2ZXNN2wzTg+tW6k8qHLtAu73/7jQ3qfZ4mTt2CoEJq1UKaoFAp0GAb/PtmsH50d++7w9JA9ltIw2hNXagGOlfaDpE2q7NJk+V/sabhnS1/rInvAr8j/Ry+sV2uzHT+9BWLz0js35ofYxXCIimK1NOEulx++1VMmmwMUiqcu0YnWhyi3ae8iGsElF4Td7DqYfVJ6Glzmgj62RR3qPvqYzWvGrJeOAiOtnIk5ewqcdyKVSJ2uVjsH5tEh2omRuVr1valc+X7QZJvt4vUiYF/v/Q7K0yJo+Z8fXbXbr/DrZ0Bl6dYSX/7FbPGvcpKXWf96qD6PIRn5KMqfosdN66f+P2omKzA/qFboB0nn+rgPpNZZB0mep+nSbiJcv7SzQmwIz5dTUiGRZVH1N7d4nnDRbSF/r4VN2PAdtTWAUQatCeq5UP++cPMy+dO3M5MT42LdGrtcpeWJ0RZs7OhhOSF7e0z3ux3x6Pu7lWnvM6vG9IMbWwhj1AoFWIeD3cyGJEUUgRz5lxjuNKzVZZ4kyBRFKXz2Hw1BDVBhudroTRuhTaOt4zkd5EVSt1j751ijvLvLVmCRDpJ3WNJU+UHJ4j7CxjgiRz77tVtG9mvTDXHiufLbNA3ohr7GOyCwxnGSNUt0Dim6jfdUdrLqKJj0hJv4240mir08cKCA9R4vUNotMD8rrhSBd5njJWEZ5EWRXkeNwkeJhZbPLlA8gpLIqk/qGbEIDRjVybvByW0uKiEK99iTG+ikKLZVw4CLPBmJp9V6D4Hm+3KlxPzlNCXiSSj4RlObLpCRynuJEaIs45wUIJ2teAIEhIhAIBDoMAR7nQUjYnXEis+P8yUyXyWbwi/IQHmUII0WI2BHS8O4qtNxJ2b2YGKVzHC7S4jOXLNP20qsYhP1K52+EnhuWqQ5eLjIgnVEiIWgGosvaKNokrbahzhF0UgnK8p6gslJdjsimLnWI8zk6PhLeq7y+fdLq+/lOIjA8wR7Sg6XP7qoJ3e8QSQ6R7uUiPz5G7v1Gh1EiY9qFKPvwSocC7Um1hBH6tIUUk8B2/u+sIEYnPccie0Hk8yiTTaNsNu4y8uVSvD4xW6TN51ld2ywsBAQCgUCHIwBpyH9KH9HG7BOHvJxQFE2Bj3gn+6MYRwgkWwZygDwgHNIpT/A6kAy+HXEnMcpQjLR8IG1PQx0M+wGVRE/qkoc8Qr4ucciRr4Fl8yhe3zeO9d81ZUkUYqQc5Of9zhId7ZBPfb6l6udsFCItW1bRwoSs4gWQ2D7EWGAlC9DPEBEIBAKBQMEQwMRh4CEJJ4q82YMEIA/Ss+eKnhS8/kmJilAvn5eP5+s46UB0BI9z7rpwng+uXz4dHSBHgsv0OPKod7p+U8aD1/N4QY8oUsDQPsRYYCUL2N8iiqq/ZPhfk6YIgUAg8B5EIE8K+S5m87Pn2XKnSqdMPi8fz8rJnjdVrqm05uo0l38qmZ7ux6ycdjkvcEMFJ/EC69cuGBZHaAMSueWJ4rQdrQQCga9BegMAAATUSURBVIAjkLVJ2XPPj+PZiUB2LLPnhehNQT1GHkjjHPGTK4TkKenUlXbHiTjnnk5ZD57uZbMFvXxjniq5LK9/qqOX82NT5TzPj9kynuZH36RzqjLeQ55vahNWelifLRvngUAg0P4IYJHScp5uXL3wVX/e/s1GC+2MABzAsjKbmdgsyQZL0rDPhQgFJcZu2tmk32u27Xq3UO93JoJMO0KleCKzBs39nM8VNRU8v55cVCLVa5BBhVRAR6/vcfJIcwFq96SySk9tvqs8CZLfIC8ROrK8ckb/k+o786dymfoNNRF3UNurN+kTdd218yxCIBAIFBeBbtrp2UO7J7lF+2mGypdlIpzdCGBXIcVesst9ccJkh8v0Lmlb3jvPI1JQYuTzP7OG1dhv9EsYI/tVpo/rurKJc9J/DSpkz/NaEX9XhUyhXF3476SQrZvJayyXSUv1GjMapDTmN57UZ3g0HT1CVva8oWiDzAf048e9tKV5mPAg1FNwfZn4PxAIBNoXAT7ecdPoQXbfhqW2UEZ0nCaoJz683b5th/T2QwA3o1xmd6Fe7udze+lXSpRW79S82x6fqSZdjh/nrc22BxRiCfWwfnX65y8us5X66sG8Ef2tUkzO9wPbrmrbdSyGBMBkEsO89HV9NWKVfkiUT9CN0peA3vU+ZTEUijYCgU6KQP292MV27Dto39OPBX+Nb4TiMdZbz06Kynuo2zgf+pnB/9AH12/R19bKtDoAneX9nNb0uGDESOM8Y+wqr5FPwz2vb/St2r7HunF1Sv9TXYsQJkVaEs6k7LvktanyCWktEcPA8KGLSs1W544doi/qVyRswOdU71SeaCHOAoFAoBAI1Nucepu0V59/fFm/08qXcLo02KRGw+M3df6IEqQR3Eh5PJ/mMlPh3H/5ul7W03PFG9vMpzcVd1nkubxsP7xONi+b5v3J5mfPm5PrsrLlsmku3/M9ThvZc/KJ59sm3cv60dPkgfCD9DP0M1esVsrJK5h9LSgxoi9eEb9nGOEEAgwYo16ImcwJqXEWCAQCLUHAJ+wtKRtlzk4ECvnj8iBQcGJEKBciIT1f9FkBCdnZQJb9yfPg6V7W05uSQ152luFl88dsXfJcdr6ux728l6NONs/TPc3zOZLXUB8+ZK+UP2clO0IgEAgUHwF/jBErNsXHvj1bdK4p9Li2CzE6EL6U0cgU72IkZyCvkT06wzgLkZcv72XIy583VZ60bMjKJr0p+dn0fBuUz8rI1Vc0l4KwCIFAINBBCDTM2etvzOytiz7527nVOkowy0N5+c22QYUWWAwv0pT8k+zgKTqQ7Wf2vKnip8o/VXqScQb9yPahKZlNpWX0bK9VuHYlxoz+cRoIBAKBQCAQCJwVCMTDwLNimELJQCAQCAQCgWIhUPLEyBqyryMXC5SWtJPVKXvekrpRJhBoKQLv9WurUP0rlJyWjouXK2S7hZBVCBnet8587HLsGC8WRAgEAoFAIBAIBAIBECh5jzGGKRAIBAKBQCAQKCYCQYzFRDvaCgQCgUAgECh5BIIYS36IQsFAIBAIBAKBYiIQxFhMtKOtQCAQCAQCgZJHoHvsYir5MQoFA4FAIBAIBIqIQHiMRQQ7mgoEAoFAIBAofQTCYyz9MQoNA4FAIBAIBIqIwP8HTIOhay1iBtQAAAAASUVORK5CYII=\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"encode_base64_img(\"upload_csv.png\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"15. Select Start Upload.\n",
"16. Verify that the data uploaded by navigating to Databases > chicago_smart_green > energy_benchmarking."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<img 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\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"encode_base64_img(\"table_overview.png\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"17. Optionally, review the description of each column in the Columns in this Dataset on the [Chicago Energy Benchmarking](https://data.cityofchicago.org/Environment-Sustainable-Development/Chicago-Energy-Benchmarking/xq83-jr8c) page.\n",
"\n",
"# Exploratory data analysis\n",
"\n",
"There are several way to perform [Exploratory Data Analysis (EDA).](https://en.wikipedia.org/wiki/Exploratory_data_analysis)\n",
"\n",
"- review the statistics of the data\n",
"- visualize the data using Jupyter notebook\n",
"\n",
"You will see basic statistics of data on Treasure Data using Jupyter notebook and pandas-td. In this article, we will find important features to predict `electricity_use__kbtu_` (kBtu; thousand British thermal units).\n",
"\n",
"## Set your Treasure Data API key as an environment variable\n",
"\n",
"Before launching Jupyter notebook, set your API key as an environment variable on your terminal. Your TD API key can be found in the [TD console profile page](https://console.treasuredata.com/app/users/current).\n",
"\n",
" export TD_API_KEY=\"1234/abcde...\" # Replace to your appropriate key\n",
"\n",
"If you are using Windows, set environment variable with cmd.exe as follows:\n",
"\n",
" set TD_API_KEY=\"1234/abcde...\"\n",
"\n",
"With PowerShell:\n",
"\n",
" $env:TD_API_KEY=\"1234/abcde...\"\n",
"\n",
"## Configuring Jupyter notebook\n",
"\n",
"To connect Treasure Data from your Python environment and Jupyter notebook, [pandas-td](https://github.com/treasure-data/pandas-td) package is the easiest way to go. For more information of Pandas-td, you can see [pandas Driver document](https://support.treasuredata.com/hc/en-us/articles/360001482608-pandas-Driver) or [pandas-td tutorial](https://github.com/treasure-data/pandas-td/blob/master/doc/tutorial.ipynb).\n",
"\n",
"1. Before installing Python packages, create *virtualenv* in a terminal.\n",
"\n",
" pip install --upgrade virtualenv # if needed\n",
" cd your-project # Rename with a directory name you created\n",
" virtualenv --python python3 venv\n",
"\n",
"2. After creating the virtual environment, activate the virtualenv.\n",
"\n",
" For macOS and Linux:\n",
"\n",
" source venv/bin/activate\n",
"\n",
" For Windows:\n",
"\n",
" .\\env\\Scripts\\activate\n",
"\n",
"3. After activating virtualenv, you can install pandas-td via pip as follows:\n",
"\n",
" pip install pandas-td\n",
"\n",
"4. You also need to install Jupyter and related packages:\n",
"\n",
" pip install jupyter notebook matplotlib seaborn\n",
"\n",
"## Fetch data on Treasure Data with pandas-td from Jupyter notebook\n",
"\n",
"Launch Jupyter notebook from a terminal by the following command:\n",
"\n",
" jupyter notebook\n",
"\n",
"For exploratory data analysis, create a Python 3 notebook."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
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\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"encode_base64_img(\"./create_notebook.png\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Load basic Python data science packages:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can connect TD using pandas-td as follows:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import pandas_td as td\n",
"con = td.connect(apikey=os.environ['TD_API_KEY'], endpoint=\"https://api.treasuredata.com/\")\n",
"presto = td.create_engine('presto:chicago_smart_green', con=con)\n",
"hive = td.create_engine('hive:chicago_smart_green', con=con)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Replace `https://api.treasuredata.com/` to the appropriate end point. If you use other database name than `chicago_smart_green` you need to replace it as well.\n",
"\n",
"Now, you can load *`energy_benchmarking`* table into a pandas DataFrame:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>data_year</th>\n",
" <th>id</th>\n",
" <th>property_name</th>\n",
" <th>address</th>\n",
" <th>zip_code</th>\n",
" <th>community_area</th>\n",
" <th>primary_property_type</th>\n",
" <th>gross_floor_area___buildings__sq_ft_</th>\n",
" <th>year_built</th>\n",
" <th>num_of_buildings</th>\n",
" <th>...</th>\n",
" <th>site_eui__kbtu_sq_ft_</th>\n",
" <th>source_eui__kbtu_sq_ft_</th>\n",
" <th>weather_normalized_site_eui__kbtu_sq_ft_</th>\n",
" <th>weather_normalized_source_eui__kbtu_sq_ft_</th>\n",
" <th>total_ghg_emissions__metric_tons_co2e_</th>\n",
" <th>ghg_intensity__kg_co2e_sq_ft_</th>\n",
" <th>latitude</th>\n",
" <th>longitude</th>\n",
" <th>location</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2014</td>\n",
" <td>157767</td>\n",
" <td>Roosevelt Hi-CPS</td>\n",
" <td>3436 W WILSON AVE</td>\n",
" <td>60625</td>\n",
" <td>ALBANY PARK</td>\n",
" <td>K-12 School</td>\n",
" <td>319900</td>\n",
" <td>1927</td>\n",
" <td>1</td>\n",
" <td>...</td>\n",
" <td>80.0</td>\n",
" <td>129.0</td>\n",
" <td>75.0</td>\n",
" <td>122.0</td>\n",
" <td>2379.0</td>\n",
" <td>7.44</td>\n",
" <td>41.965013</td>\n",
" <td>-87.714513</td>\n",
" <td>(41.96501325, -87.71451268)</td>\n",
" <td>1543390252</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2014</td>\n",
" <td>100256</td>\n",
" <td>Curie Metrop-CPS</td>\n",
" <td>4975 S Archer</td>\n",
" <td>60632</td>\n",
" <td>ARCHER HEIGHTS</td>\n",
" <td>K-12 School</td>\n",
" <td>447330</td>\n",
" <td>1990</td>\n",
" <td>1</td>\n",
" <td>...</td>\n",
" <td>96.0</td>\n",
" <td>268.0</td>\n",
" <td>93.0</td>\n",
" <td>261.0</td>\n",
" <td>7573.0</td>\n",
" <td>16.93</td>\n",
" <td>41.802759</td>\n",
" <td>-87.722671</td>\n",
" <td>(41.802759, -87.722671)</td>\n",
" <td>1543390252</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2014</td>\n",
" <td>101551</td>\n",
" <td>METROPOLITIAN PIER AND EXPOSITION AUTHORITY</td>\n",
" <td>301 Cermak Road</td>\n",
" <td>60616</td>\n",
" <td>ARMOUR SQUARE</td>\n",
" <td>Convention Center</td>\n",
" <td>9245333</td>\n",
" <td>1971</td>\n",
" <td>8</td>\n",
" <td>...</td>\n",
" <td>90.0</td>\n",
" <td>204.0</td>\n",
" <td>86.0</td>\n",
" <td>200.0</td>\n",
" <td>115833.0</td>\n",
" <td>12.53</td>\n",
" <td>41.852840</td>\n",
" <td>-87.634931</td>\n",
" <td>(41.85284, -87.634931)</td>\n",
" <td>1543390252</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2014</td>\n",
" <td>100396</td>\n",
" <td>St. Rita of Cascia High School</td>\n",
" <td>7740 South Western Avenue</td>\n",
" <td>60620</td>\n",
" <td>ASHBURN</td>\n",
" <td>K-12 School</td>\n",
" <td>250000</td>\n",
" <td>1960</td>\n",
" <td>1</td>\n",
" <td>...</td>\n",
" <td>84.0</td>\n",
" <td>139.0</td>\n",
" <td>80.0</td>\n",
" <td>135.0</td>\n",
" <td>2010.0</td>\n",
" <td>8.04</td>\n",
" <td>41.752003</td>\n",
" <td>-87.684637</td>\n",
" <td>(41.7520028, -87.68463714)</td>\n",
" <td>1543390252</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2014</td>\n",
" <td>250052</td>\n",
" <td>Steinmetz Ac-CPS</td>\n",
" <td>3030 N MOBILE AVE</td>\n",
" <td>60634</td>\n",
" <td>BELMONT CRAGIN</td>\n",
" <td>K-12 School</td>\n",
" <td>323400</td>\n",
" <td>1934</td>\n",
" <td>1</td>\n",
" <td>...</td>\n",
" <td>85.0</td>\n",
" <td>142.0</td>\n",
" <td>80.0</td>\n",
" <td>136.0</td>\n",
" <td>2664.0</td>\n",
" <td>8.24</td>\n",
" <td>41.935603</td>\n",
" <td>-87.784340</td>\n",
" <td>(41.93560335, -87.7843396)</td>\n",
" <td>1543390252</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 26 columns</p>\n",
"</div>"
],
"text/plain": [
" data_year id property_name \\\n",
"0 2014 157767 Roosevelt Hi-CPS \n",
"1 2014 100256 Curie Metrop-CPS \n",
"2 2014 101551 METROPOLITIAN PIER AND EXPOSITION AUTHORITY \n",
"3 2014 100396 St. Rita of Cascia High School \n",
"4 2014 250052 Steinmetz Ac-CPS \n",
"\n",
" address zip_code community_area primary_property_type \\\n",
"0 3436 W WILSON AVE 60625 ALBANY PARK K-12 School \n",
"1 4975 S Archer 60632 ARCHER HEIGHTS K-12 School \n",
"2 301 Cermak Road 60616 ARMOUR SQUARE Convention Center \n",
"3 7740 South Western Avenue 60620 ASHBURN K-12 School \n",
"4 3030 N MOBILE AVE 60634 BELMONT CRAGIN K-12 School \n",
"\n",
" gross_floor_area___buildings__sq_ft_ year_built num_of_buildings \\\n",
"0 319900 1927 1 \n",
"1 447330 1990 1 \n",
"2 9245333 1971 8 \n",
"3 250000 1960 1 \n",
"4 323400 1934 1 \n",
"\n",
" ... site_eui__kbtu_sq_ft_ source_eui__kbtu_sq_ft_ \\\n",
"0 ... 80.0 129.0 \n",
"1 ... 96.0 268.0 \n",
"2 ... 90.0 204.0 \n",
"3 ... 84.0 139.0 \n",
"4 ... 85.0 142.0 \n",
"\n",
" weather_normalized_site_eui__kbtu_sq_ft_ \\\n",
"0 75.0 \n",
"1 93.0 \n",
"2 86.0 \n",
"3 80.0 \n",
"4 80.0 \n",
"\n",
" weather_normalized_source_eui__kbtu_sq_ft_ \\\n",
"0 122.0 \n",
"1 261.0 \n",
"2 200.0 \n",
"3 135.0 \n",
"4 136.0 \n",
"\n",
" total_ghg_emissions__metric_tons_co2e_ ghg_intensity__kg_co2e_sq_ft_ \\\n",
"0 2379.0 7.44 \n",
"1 7573.0 16.93 \n",
"2 115833.0 12.53 \n",
"3 2010.0 8.04 \n",
"4 2664.0 8.24 \n",
"\n",
" latitude longitude location time \n",
"0 41.965013 -87.714513 (41.96501325, -87.71451268) 1543390252 \n",
"1 41.802759 -87.722671 (41.802759, -87.722671) 1543390252 \n",
"2 41.852840 -87.634931 (41.85284, -87.634931) 1543390252 \n",
"3 41.752003 -87.684637 (41.7520028, -87.68463714) 1543390252 \n",
"4 41.935603 -87.784340 (41.93560335, -87.7843396) 1543390252 \n",
"\n",
"[5 rows x 26 columns]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = td.read_td_table('energy_benchmarking', presto)\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note that you should not use read_td_table function with large data since it consumes a lot of memory on your machine. Use read_td function instead.\n",
"\n",
"You can see the statistic of the table as follows:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>data_year</th>\n",
" <th>id</th>\n",
" <th>gross_floor_area___buildings__sq_ft_</th>\n",
" <th>year_built</th>\n",
" <th>num_of_buildings</th>\n",
" <th>energy_star_score</th>\n",
" <th>electricity_use__kbtu_</th>\n",
" <th>natural_gas_use__kbtu_</th>\n",
" <th>district_steam_use__kbtu_</th>\n",
" <th>district_chilled_water_use__kbtu_</th>\n",
" <th>all_other_fuel_use__kbtu_</th>\n",
" <th>site_eui__kbtu_sq_ft_</th>\n",
" <th>source_eui__kbtu_sq_ft_</th>\n",
" <th>weather_normalized_site_eui__kbtu_sq_ft_</th>\n",
" <th>weather_normalized_source_eui__kbtu_sq_ft_</th>\n",
" <th>total_ghg_emissions__metric_tons_co2e_</th>\n",
" <th>ghg_intensity__kg_co2e_sq_ft_</th>\n",
" <th>latitude</th>\n",
" <th>longitude</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>262.000000</td>\n",
" <td>262.000000</td>\n",
" <td>2.620000e+02</td>\n",
" <td>262.000000</td>\n",
" <td>262.000000</td>\n",
" <td>201.000000</td>\n",
" <td>2.450000e+02</td>\n",
" <td>1.730000e+02</td>\n",
" <td>1.200000e+01</td>\n",
" <td>3.100000e+01</td>\n",
" <td>1.500000e+01</td>\n",
" <td>244.000000</td>\n",
" <td>244.000000</td>\n",
" <td>231.000000</td>\n",
" <td>231.000000</td>\n",
" <td>241.000000</td>\n",
" <td>241.000000</td>\n",
" <td>262.000000</td>\n",
" <td>262.000000</td>\n",
" <td>2.620000e+02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>2014.141221</td>\n",
" <td>123226.541985</td>\n",
" <td>8.301224e+05</td>\n",
" <td>1962.408397</td>\n",
" <td>1.732824</td>\n",
" <td>67.970149</td>\n",
" <td>5.504830e+07</td>\n",
" <td>4.577655e+07</td>\n",
" <td>9.361828e+07</td>\n",
" <td>2.526512e+07</td>\n",
" <td>1.625105e+06</td>\n",
" <td>108.954918</td>\n",
" <td>243.872951</td>\n",
" <td>105.709957</td>\n",
" <td>239.025541</td>\n",
" <td>13163.481328</td>\n",
" <td>15.013029</td>\n",
" <td>41.877864</td>\n",
" <td>-87.647009</td>\n",
" <td>1.543390e+09</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>0.509582</td>\n",
" <td>44897.039531</td>\n",
" <td>8.927798e+05</td>\n",
" <td>33.570495</td>\n",
" <td>4.319295</td>\n",
" <td>22.576738</td>\n",
" <td>6.363129e+07</td>\n",
" <td>7.780922e+07</td>\n",
" <td>9.907868e+07</td>\n",
" <td>2.165987e+07</td>\n",
" <td>5.377912e+06</td>\n",
" <td>72.718480</td>\n",
" <td>128.780112</td>\n",
" <td>71.498482</td>\n",
" <td>128.155732</td>\n",
" <td>15883.513655</td>\n",
" <td>7.793489</td>\n",
" <td>0.051521</td>\n",
" <td>0.048550</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>2014.000000</td>\n",
" <td>100001.000000</td>\n",
" <td>5.009200e+04</td>\n",
" <td>1870.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>2.585559e+06</td>\n",
" <td>1.893000e+04</td>\n",
" <td>5.550906e+06</td>\n",
" <td>-6.664000e+03</td>\n",
" <td>1.242000e+04</td>\n",
" <td>33.000000</td>\n",
" <td>95.000000</td>\n",
" <td>33.000000</td>\n",
" <td>89.000000</td>\n",
" <td>1510.000000</td>\n",
" <td>5.630000</td>\n",
" <td>41.657559</td>\n",
" <td>-87.845922</td>\n",
" <td>1.543390e+09</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>2014.000000</td>\n",
" <td>101790.250000</td>\n",
" <td>3.586252e+05</td>\n",
" <td>1929.250000</td>\n",
" <td>1.000000</td>\n",
" <td>64.000000</td>\n",
" <td>1.876688e+07</td>\n",
" <td>1.125290e+07</td>\n",
" <td>4.003810e+07</td>\n",
" <td>8.924698e+06</td>\n",
" <td>3.484500e+04</td>\n",
" <td>69.000000</td>\n",
" <td>172.750000</td>\n",
" <td>67.500000</td>\n",
" <td>167.800000</td>\n",
" <td>5017.000000</td>\n",
" <td>10.630000</td>\n",
" <td>41.877529</td>\n",
" <td>-87.641389</td>\n",
" <td>1.543390e+09</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>2014.000000</td>\n",
" <td>102347.500000</td>\n",
" <td>5.415750e+05</td>\n",
" <td>1971.000000</td>\n",
" <td>1.000000</td>\n",
" <td>75.000000</td>\n",
" <td>3.707377e+07</td>\n",
" <td>2.331200e+07</td>\n",
" <td>5.547921e+07</td>\n",
" <td>1.928862e+07</td>\n",
" <td>8.029700e+04</td>\n",
" <td>88.000000</td>\n",
" <td>210.000000</td>\n",
" <td>84.000000</td>\n",
" <td>205.000000</td>\n",
" <td>8516.000000</td>\n",
" <td>12.970000</td>\n",
" <td>41.882299</td>\n",
" <td>-87.632897</td>\n",
" <td>1.543390e+09</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>2014.000000</td>\n",
" <td>106580.250000</td>\n",
" <td>1.034901e+06</td>\n",
" <td>1986.000000</td>\n",
" <td>1.000000</td>\n",
" <td>83.000000</td>\n",
" <td>6.714850e+07</td>\n",
" <td>4.212600e+07</td>\n",
" <td>1.256456e+08</td>\n",
" <td>3.781812e+07</td>\n",
" <td>1.409670e+05</td>\n",
" <td>112.000000</td>\n",
" <td>264.500000</td>\n",
" <td>110.000000</td>\n",
" <td>260.500000</td>\n",
" <td>16335.000000</td>\n",
" <td>16.260000</td>\n",
" <td>41.888238</td>\n",
" <td>-87.626912</td>\n",
" <td>1.543390e+09</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>2016.000000</td>\n",
" <td>251508.000000</td>\n",
" <td>9.245333e+06</td>\n",
" <td>2013.000000</td>\n",
" <td>57.000000</td>\n",
" <td>98.000000</td>\n",
" <td>4.953688e+08</td>\n",
" <td>5.579202e+08</td>\n",
" <td>3.654751e+08</td>\n",
" <td>8.809312e+07</td>\n",
" <td>2.098180e+07</td>\n",
" <td>491.000000</td>\n",
" <td>960.000000</td>\n",
" <td>481.000000</td>\n",
" <td>948.000000</td>\n",
" <td>138008.000000</td>\n",
" <td>59.110000</td>\n",
" <td>41.989015</td>\n",
" <td>-87.566952</td>\n",
" <td>1.543390e+09</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" data_year id gross_floor_area___buildings__sq_ft_ \\\n",
"count 262.000000 262.000000 2.620000e+02 \n",
"mean 2014.141221 123226.541985 8.301224e+05 \n",
"std 0.509582 44897.039531 8.927798e+05 \n",
"min 2014.000000 100001.000000 5.009200e+04 \n",
"25% 2014.000000 101790.250000 3.586252e+05 \n",
"50% 2014.000000 102347.500000 5.415750e+05 \n",
"75% 2014.000000 106580.250000 1.034901e+06 \n",
"max 2016.000000 251508.000000 9.245333e+06 \n",
"\n",
" year_built num_of_buildings energy_star_score \\\n",
"count 262.000000 262.000000 201.000000 \n",
"mean 1962.408397 1.732824 67.970149 \n",
"std 33.570495 4.319295 22.576738 \n",
"min 1870.000000 1.000000 1.000000 \n",
"25% 1929.250000 1.000000 64.000000 \n",
"50% 1971.000000 1.000000 75.000000 \n",
"75% 1986.000000 1.000000 83.000000 \n",
"max 2013.000000 57.000000 98.000000 \n",
"\n",
" electricity_use__kbtu_ natural_gas_use__kbtu_ \\\n",
"count 2.450000e+02 1.730000e+02 \n",
"mean 5.504830e+07 4.577655e+07 \n",
"std 6.363129e+07 7.780922e+07 \n",
"min 2.585559e+06 1.893000e+04 \n",
"25% 1.876688e+07 1.125290e+07 \n",
"50% 3.707377e+07 2.331200e+07 \n",
"75% 6.714850e+07 4.212600e+07 \n",
"max 4.953688e+08 5.579202e+08 \n",
"\n",
" district_steam_use__kbtu_ district_chilled_water_use__kbtu_ \\\n",
"count 1.200000e+01 3.100000e+01 \n",
"mean 9.361828e+07 2.526512e+07 \n",
"std 9.907868e+07 2.165987e+07 \n",
"min 5.550906e+06 -6.664000e+03 \n",
"25% 4.003810e+07 8.924698e+06 \n",
"50% 5.547921e+07 1.928862e+07 \n",
"75% 1.256456e+08 3.781812e+07 \n",
"max 3.654751e+08 8.809312e+07 \n",
"\n",
" all_other_fuel_use__kbtu_ site_eui__kbtu_sq_ft_ \\\n",
"count 1.500000e+01 244.000000 \n",
"mean 1.625105e+06 108.954918 \n",
"std 5.377912e+06 72.718480 \n",
"min 1.242000e+04 33.000000 \n",
"25% 3.484500e+04 69.000000 \n",
"50% 8.029700e+04 88.000000 \n",
"75% 1.409670e+05 112.000000 \n",
"max 2.098180e+07 491.000000 \n",
"\n",
" source_eui__kbtu_sq_ft_ weather_normalized_site_eui__kbtu_sq_ft_ \\\n",
"count 244.000000 231.000000 \n",
"mean 243.872951 105.709957 \n",
"std 128.780112 71.498482 \n",
"min 95.000000 33.000000 \n",
"25% 172.750000 67.500000 \n",
"50% 210.000000 84.000000 \n",
"75% 264.500000 110.000000 \n",
"max 960.000000 481.000000 \n",
"\n",
" weather_normalized_source_eui__kbtu_sq_ft_ \\\n",
"count 231.000000 \n",
"mean 239.025541 \n",
"std 128.155732 \n",
"min 89.000000 \n",
"25% 167.800000 \n",
"50% 205.000000 \n",
"75% 260.500000 \n",
"max 948.000000 \n",
"\n",
" total_ghg_emissions__metric_tons_co2e_ ghg_intensity__kg_co2e_sq_ft_ \\\n",
"count 241.000000 241.000000 \n",
"mean 13163.481328 15.013029 \n",
"std 15883.513655 7.793489 \n",
"min 1510.000000 5.630000 \n",
"25% 5017.000000 10.630000 \n",
"50% 8516.000000 12.970000 \n",
"75% 16335.000000 16.260000 \n",
"max 138008.000000 59.110000 \n",
"\n",
" latitude longitude time \n",
"count 262.000000 262.000000 2.620000e+02 \n",
"mean 41.877864 -87.647009 1.543390e+09 \n",
"std 0.051521 0.048550 0.000000e+00 \n",
"min 41.657559 -87.845922 1.543390e+09 \n",
"25% 41.877529 -87.641389 1.543390e+09 \n",
"50% 41.882299 -87.632897 1.543390e+09 \n",
"75% 41.888238 -87.626912 1.543390e+09 \n",
"max 41.989015 -87.566952 1.543390e+09 "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.describe()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Find columns having high missing value rate to avoid using uninformative attributes:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"district_steam_use__kbtu_ 0.954198\n",
"all_other_fuel_use__kbtu_ 0.942748\n",
"district_chilled_water_use__kbtu_ 0.881679\n",
"natural_gas_use__kbtu_ 0.339695\n",
"energy_star_score 0.232824\n",
"weather_normalized_source_eui__kbtu_sq_ft_ 0.118321\n",
"weather_normalized_site_eui__kbtu_