{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"2020-12-01 - class #16 - notebook.ipynb","provenance":[],"collapsed_sections":["-0-cbOGnKClb","Q_A4aBBiMsHv","SJ-8ttckLPQH","qxjQerA2MUCJ","00JDvhtWUIZ7","mBdK-6X2YaPr"]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"6Z0kooBEJ_F3"},"source":["## About this data: \n","There are 15 netCDF files in the folder __OCEAN 215 - Autumn '20 - Course documents/Zoom class slides and notebooks/2020-12-01 - class #16 data__/ \\\n","Each netCDF file corresponds to a single profile made by Argo float number 5901105. \n","\n","__File names:__\n","- D5901105_176.nc\n","- D5901105_177.nc\n","- D5901105_178.nc\n","- D5901105_179.nc\n","- D5901105_180.nc\n","- D5901105_181.nc\n","- D5901105_182.nc\n","- D5901105_183.nc\n","- D5901105_184.nc\n","- D5901105_185.nc\n","- D5901105_186.nc\n","- D5901105_187.nc\n","- D5901105_188.nc\n","- D5901105_189.nc\n","- D5901105_190.nc\n","\n"]},{"cell_type":"markdown","metadata":{"id":"-0-cbOGnKClb"},"source":["### Activity 1: package management and import statements"]},{"cell_type":"markdown","metadata":{"id":"K3_k3fTbIgb-"},"source":["\n","\n","1. With the below information, formulate the package management and import statements that we will need for this activity.\n","> We will be reading temperature and salinity data from Argo netCDF files. We will be using the Gibbs Seawater Toolbox to convert the temperature and salinity into density ($\\sigma_0$). \n","Then we will be plotting all of this data; at least one plot will rely on a colomap from cmocean.\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"TmrLbJEFIiL3","executionInfo":{"status":"ok","timestamp":1606857217957,"user_tz":480,"elapsed":11139,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"bd692f67-f755-48d7-8f0e-937686fb5e17"},"source":["# This code allows xarray and netCDF4 to work with Google Colab\n","!pip install netcdf4\n","\n","# This code installs TEOS-10 gsw\n","!pip install gsw\n","\n","# This code installs cmocean\n","!pip install cmocean"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Collecting netcdf4\n","\u001b[?25l Downloading https://files.pythonhosted.org/packages/09/39/3687b2ba762a709cd97e48dfaf3ae36a78ae603ec3d1487f767ad58a7b2e/netCDF4-1.5.4-cp36-cp36m-manylinux1_x86_64.whl (4.3MB)\n","\u001b[K |████████████████████████████████| 4.3MB 5.4MB/s \n","\u001b[?25hRequirement already satisfied: numpy>=1.9 in /usr/local/lib/python3.6/dist-packages (from netcdf4) (1.18.5)\n","Collecting cftime\n","\u001b[?25l Downloading https://files.pythonhosted.org/packages/66/60/bad8525d2c046eb2964911bc412a85ba240b31c7b43f0c19377233992c6c/cftime-1.3.0-cp36-cp36m-manylinux1_x86_64.whl (295kB)\n","\u001b[K |████████████████████████████████| 296kB 41.3MB/s \n","\u001b[?25hInstalling collected packages: cftime, netcdf4\n","Successfully installed cftime-1.3.0 netcdf4-1.5.4\n","Collecting gsw\n","\u001b[?25l Downloading https://files.pythonhosted.org/packages/07/2d/b8a6d45211dac9cdb5019af825af532b9dde001eb9feec99f14147ce00b7/gsw-3.4.0-cp36-cp36m-manylinux2010_x86_64.whl (2.4MB)\n","\u001b[K |████████████████████████████████| 2.4MB 5.7MB/s \n","\u001b[?25hRequirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from gsw) (1.18.5)\n","Installing collected packages: gsw\n","Successfully installed gsw-3.4.0\n","Collecting cmocean\n","\u001b[?25l Downloading https://files.pythonhosted.org/packages/48/02/d0f19b00b252fd972e3daec05be73aa811091528f21b90442a15d6a96d89/cmocean-2.0-py3-none-any.whl (223kB)\n","\u001b[K |████████████████████████████████| 225kB 5.9MB/s \n","\u001b[?25hInstalling collected packages: cmocean\n","Successfully installed cmocean-2.0\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"0ktK-qxuJOR1","executionInfo":{"status":"ok","timestamp":1606857251906,"user_tz":480,"elapsed":18271,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"bb794d96-39aa-4893-9f38-8112d57a03ae"},"source":["import numpy as np\n","import xarray as xr\n","import gsw\n","import cmocean\n","import matplotlib.pyplot as plt\n","\n","from google.colab import drive\n","drive.mount('/content/drive/')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Mounted at /content/drive/\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"Q_A4aBBiMsHv"},"source":["### Activity 2: using gsw"]},{"cell_type":"markdown","metadata":{"id":"e5jMjf6aMxYD"},"source":["1. Pick one of the data files to open using xarray. Display the xarray dataset.\n","2. Extract the latitude (`LATITUDE`), longitude (`LONGITUDE`), temperature (`TEMP`), salinity (`PSAL`), and pressure (`PRES`) from the data file.\n","\n"]},{"cell_type":"code","metadata":{"id":"hbaTJ2h8Ncbg"},"source":["filepath = '/content/drive/MyDrive/OCEAN 215 - Autumn \\'20/OCEAN 215 - Autumn \\'20 - Course documents/Zoom class slides and notebooks/2020-12-01 - class #16 - data/D5901105_190.nc'\n","data = xr.open_dataset(filepath)\n","# display(data)\n","\n","lat = data['LATITUDE'].values\n","lon = data['LONGITUDE'].values\n","T = data['TEMP'].values\n","S = data['PSAL'].values\n","P = data['PRES'].values\n"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"x7oW9ZdUOp_R"},"source":["3. Using the `?`, find out the required inputs to each of these functions.\n","> `gsw.SA_from_SP`\n",">\n",">`gsw.CT_from_t`\n",">\n",">`gsw.sigma0`\n",">\n"]},{"cell_type":"code","metadata":{"id":"p3wf8wFQOrbQ"},"source":["gsw.SA_from_SP?\n","gsw.CT_from_t?\n","gsw.sigma0?\n","\n","#Required: SP, p, lon, lat\n","#Required: SA, t, p\n","#Required: SA, CT"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"WetHZNrrRwXI"},"source":["4. Using the above functions from the Gibbs Seawater Toolbox and their respective inputs, compute the density ($\\sigma_0$) profile."]},{"cell_type":"code","metadata":{"id":"xe1FmTEERteX"},"source":["SA = gsw.SA_from_SP(S,P,lon,lat)\n","CT = gsw.CT_from_t(SA,T,P)\n","sigma0 = gsw.sigma0(SA,CT)\n"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"QZMNcSGkPvcw"},"source":["5. Make a scatter plot with the measured salinity on the x-axis, the measured temperature on the y-axis, and calculated density as the color. Use the cmocean colormap of `dense_r` (you can find how to do this here: https://matplotlib.org/cmocean/ ). Make sure to properly label everything (and include a $\\sigma_0$ on the colorbar label)."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":513},"id":"z6YWWn8HPuow","executionInfo":{"status":"ok","timestamp":1606860750951,"user_tz":480,"elapsed":562,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"a0b44dbb-c9ce-41ca-fa03-fa4c3dd525c5"},"source":["fig = plt.figure(figsize=(8,8))\n","ax = plt.axes()\n","\n","sctr = ax.scatter(S,T,c=sigma0,cmap=cmocean.cm.dense_r)\n","ax.set_xlabel('Salinity (PSU)')\n","ax.set_ylabel('Temperature (˚C)')\n","ax.set_title('T-S Diagram')\n","c = plt.colorbar(sctr,ax=ax)\n","c.set_label('$\\sigma_0$ (kg/m$^3)$')"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"SJ-8ttckLPQH"},"source":["### Activity 3: string formatting"]},{"cell_type":"markdown","metadata":{"id":"snt8dZykLkAK"},"source":["1. Create a list of the file different file names called `filenames` using string formatting in a for loop. "]},{"cell_type":"code","metadata":{"id":"1nKrJPx3Jx_A"},"source":["filenames = []\n","floatnumber = 5901105\n","\n","for index in range(176,191):\n"," filenames.append('D{0}_{1:03d}.nc'.format(floatnumber,index))\n"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"qxjQerA2MUCJ"},"source":["### Activity 4: functions"]},{"cell_type":"markdown","metadata":{"id":"bcxETvaTTBP7"},"source":["1. Based on your code from Activity 2 (part 1 and 2), write a function to open any of the data files and extract the latitude (`LATITUDE`), longitude (`LONGITUDE`), temperature (`TEMP`), salinity (`PSAL`), and pressure (`PRES`). Make sure that your function is returning the data!"]},{"cell_type":"code","metadata":{"id":"sWHL3mEQMOPK"},"source":["def getdata(filepath,filename):\n"," data = xr.open_dataset(filepath+filename)\n"," lat = data['LATITUDE'].values\n"," lon = data['LONGITUDE'].values\n"," T = data['TEMP'].values\n"," S = data['PSAL'].values\n"," P = data['PRES'].values\n","\n"," return lat, lon, T, S, P\n"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"qjOvmwefTqFl"},"source":["2. Based your code from Activity 2 (part 4), write a function to calculate density from the data you loaded in the function from part 1."]},{"cell_type":"code","metadata":{"id":"omc__4beT43x"},"source":["def calculate_density(lat,lon,T,S,P):\n"," SA = gsw.SA_from_SP(S,P,lon,lat)\n"," CT = gsw.CT_from_t(SA,T,P)\n"," sigma0 = gsw.sigma0(SA,CT)\n"," return sigma0\n"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"LXJ1CDfoUgc8"},"source":["3. Based your code from Activity 2 (part 5), write a function to make a scatter plot for each of the profiles and save them as pngs to your drive. Have the measured salinity on the x-axis, the measured temperature on the y-axis, and calculated density as the color. Use the cmocean colormap of `dense_r` (you can find how to do this here: https://matplotlib.org/cmocean/ ). Make sure to properly label everything (and include a $\\sigma_0$ on the colorbar label). Double check that your plot title and filename will change between plots! "]},{"cell_type":"code","metadata":{"id":"AO2sl46OUf8P"},"source":["def T_S_plot(T,S,sigma0,filepath,filename):\n"," fig = plt.figure(figsize=(8,8))\n"," ax = plt.axes()\n","\n"," sctr = ax.scatter(S,T,c=sigma0,cmap=cmocean.cm.dense_r)\n"," ax.set_xlabel('Salinity (PSU)')\n"," ax.set_ylabel('Temperature (˚C)')\n"," ax.set_title('T-S Diagram:{}'.format(filename.split('.')[0]))\n"," c = plt.colorbar(sctr,ax=ax)\n"," c.set_label('$\\sigma_0$ (kg/m$^3)$')\n"," plt.savefig(filepath+filename.split('.')[0]+'_TSDiagram.png')"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"00JDvhtWUIZ7"},"source":["### Activity 5: plotting the T-S diagram"]},{"cell_type":"markdown","metadata":{"id":"S2UnFy_4UR-r"},"source":["1. Using the functions you created in Activity 4 and a for loop, create a plot for each profile and save it to your drive. "]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"mnvKg4wEUQ1v","executionInfo":{"status":"ok","timestamp":1606860802773,"user_tz":480,"elapsed":7036,"user":{"displayName":"Katy Christensen","photoUrl":"","userId":"13309436073132227481"}},"outputId":"68de9971-6800-407e-836a-c237c8fb1fca"},"source":["filepath = 'drive/MyDrive/OCEAN 215 - Autumn \\'20/OCEAN 215 - Autumn \\'20 - Course documents/Zoom class slides and notebooks/2020-12-01 - class #16 - data/'\n","\n","for index in range(len(filenames)):\n"," filename = filenames[index]\n"," print(filename)\n"," lat, lon, T, S, P = getdata(filepath,filename)\n"," sigma0 = calculate_density(lat, lon, T, S, P)\n"," T_S_plot(T,S,sigma0,'',filename)\n","\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["D5901105_176.nc\n","D5901105_177.nc\n","D5901105_178.nc\n","D5901105_179.nc\n","D5901105_180.nc\n","D5901105_181.nc\n","D5901105_182.nc\n","D5901105_183.nc\n","D5901105_184.nc\n","D5901105_185.nc\n","D5901105_186.nc\n","D5901105_187.nc\n","D5901105_188.nc\n","D5901105_189.nc\n","D5901105_190.nc\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
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E0puo9niuVtEXyrKm+kUg0+D7cnKwzpZIpVi1ZyYIX5rL3hH237X/1iZf4wXnfIJ1KA3DXdX9g/CmH85U/XItZ2/uIlDt1RMudStoieTZq3BiqYrFt79tL3GawcvG7296n02muO/+b2xJ2sxmPPc8lu3+Yj+95Hjdc/v9Yv3Jd4QIXkW5PSVskz6JVUa684Rqqa6uxSARvZ96nVDLFHgftte39f++fRirZcsIWIwIYDVsa2LJhM0/d/zjXnHwVjVsbCv0RRIoiXYCtp1PSFimAQ084nF88eRunffosqmtriETe+1WL11Yz/qQjGbb7rtv2rXu3/YlZMqvFU8kU61es5+Njz+eiUWfzq8/+jI1rNhbuQ4hIt6OkLVIgO48exse/+1lunPEnTrxoMgOGDGLn0cM4/2uXcNVN17Q496izjm11dTtV6kRIp9KkU2kSjQmm/+1pvn3GV9tMqSpSDtwLs/V06ogmUmAD6gby6Z9cyad/cmWH5wweXsdhpx7BC48+F+5xWibu4HWLkncixbp31/Lyv2dyyEmH5T9wkQKrhN7e+aaStkg38eXbv8Ul3/80A3ceRE2fWmp6126b59yg3R7kicYES19fXORIRaRUVNIW6SbMjA9c+kE+cOkHAVi/ch03XvVLXn18Jp4OeqG3HiITq4kzbOyu7d1OpNtTSTt3KmmLdFMDhgzkc7+8itH77EFNbS/MIkTsvYlaolVRBgwZyMHHH1riSEWkWApe0jazq4BPEjTSzQI+5u4asyKShRuv/BVLXnuHVKK5s5lhZlgEJpz2Pi75/qeIRNsuFSrS3TmuyVW6oKAlbTMbDlwOjHf3/YAocF4hnynSU2zdtJVZT7xMKuEEv6rNm1G36xAuv/FL9Bvcv7RBiuwATWOau2K0aVcBtWaWAHoBy4rwTJGyl2hoIh0WsDM7obnDpjWbShSViJRSQUva7r4U+CnwDrAc2ODu/yzkM0V6inhtNXjbXuNmpipxKX8ap90lha4eHwicCewGDAN6m9kFrc651MxeNLMXV61aVchwRMpK49YGorEqgn7j0XALfmWbh4KJSGUpdO/xE4C33H2VuyeAKcD7Mk9w95vdfby7j6+rqytwOCLlo3/dAGp61QRLe1rYAc0imEUZtd+YUocnskMczT3eFYVO2u8AR5hZLwvq+I4H5hX4mSI9QjqVJpXwFtXjRoQIURY8vYAfnXMda5auLmGEIlJshW7Tng7cB8wkGO4VAW4u5DNFeoqNqze0aKRrrhpvTuILps/n+x/8LsmmZEniE9lRatPOXcEnV3H3a919b3ffz90vdPfGQj9TpCfoM7AvFmkuZTfPPR4JXxvpVJrNazfx+J+nlSpEkR2iIV+50zSmIt1UrDrGiR8/hX/e+hiJ+qYwYcN7C4kYicYUd3/nLl79z6t87qbPU11bzevPv86zDzxLU30TGCx/Yzm7jtuVyZdNZuhuQ0v1cUQkD5S0Rbqxs796DlXxKh7+1d9IJ9NkrvzVXE2eSqaY/8w8bv3iLSyZt5QVb65oc5+3X13EU3c/zZV3XMH+R+9frPBFtqsSqrPzTXOPi3RjkUiEs64+m5M/dSrtJexmicYEM/4+s92ETfO57vzq47/S1JFSscxshJlNM7O5ZjbHzK4I999jZi+H29tm9nK21xabStoiZWDo6KHEa+NBlXc7zKqaX7Q96B7sNyOVTLPirRXsPGbnAkYr0jmnJG3QSeBqd59pZn2BGWY21d3PbT7BzH4GbMjh2rnFCT2gkrZIGTj8jCOIxWNhYdtaVCuaRZtfZHWvzWs35z0+kZw5uHvet+0+0n25u88MX28iGII8vPl4ODT5HOCuXK8tFiVtkTJQ27eWD19zHlVV1USjVUQiVWHp2rZNvJKtUfuPKlygImXCzEYDBwPTM3ZPAla4++tduLYoVD0u0s2l02k2rNjAPd+7B087QaIOjkWisaB0sb0CRkZCn3DGBGLVsYLGK5KtAlWPDzazFzPe3+zuLeYHMbM+wP3Ale6+MePQ+bRTys7y2qJQ0hbppjav38Kfv/lnZjw2k3QyjbeTmeM1cXbefWeWzF+SseZ2W9F4lJMvPZkPffmsQoYs0h2sdvfxHR00sxhB0r3T3adk7K8CzgIOzfXaYlLSFumG3J2fnPtT3n3z3W3JOGivMzKL1clEkoNOPIh0Ks3Kt1eCQbIpSU3vGkbuO4JJ507isNMOIxJVS5h0L872K4gKIWyzvhWY5+4/b3X4BGC+uy/pwrVFo6Qt0g29Nv01Vi9e3aL0bGZtOtpEq6IcfOJBnH75aSycsZCVi1YyYp8RjBg3otghi+SsBL3HJwIXArMyhnVd4+6PAOfRqmrczIYBt7j75E6uLRolbZFuoqmhiTdeXEgsXsWy15eH7dctBYkbwKnuVc2hkw/dlqD3GL8He4zfo7hBi5QRd3+KzAkPWh67pJ19y4DJnV1bTEraIt3AjEdmcvuX79g213gkYu1WHVbFqxg8cifqRgzmqHOO4pBTDiluoCJ5pHl+cqekLVJiq95ZxW1X306iIdFiv0WMaCy6rYrcIkavfr34xoP/S02fmlKEKiIlpqQtUmBrlq5l6YKl1I2qY5fd285E9sx9z5JOpdvsj9fGGXPIbiycuZBUIsX+x+3Ped86VwlbegRHJe2uUNIWKZBUMsXtX76DGY/OpCpeRSqRYsxBu/G5332mReLdvG5Lu8O1PO0cesohXHVHSaY4FpFuSONARArkHzdNZeZjL5FsTNKwqYFEQ4KFM9/kzm/eRTqV5ul7n+WHZ/2MeU+/RjTWdsITTzt7T9y7BJGLFEEB1tLWetoi0mWP//HxNu3UyaYkMx6ZSePWBPOeWrBtARCLGJFoFelUEoB4rzjvP/8ohoyqK3rcIsWi6vHcKWmLFEjDlsZ296eSaeb+d36LhO5ppypexYhxwxk4bCCTzp3IfsfsW6xQRaRMKGmLFMg+E/fm5amvbBtvHazGZRhGsjHZ5vxkU5Jxk8bxP18+o8iRipSGStq5U5u2SIGcfc1Z1PatJRoLVuTqbDWuWE2M/nX9ihihiJQbJW2RAqkbWcd3pn6LCWc0z/2dmbDbJu9IxJhwRofrHIj0KI46onWFkrZIAfWv688Bx+9Pda/qYIdFwy2CRaqIRKuI94rTr64vl//+s/QZ1Ke0AYsUkXv+t55ObdoiBTZk1GASjUmw4DtyZhV5JBph/ORDuPCH5xGJ6Du0iGyfkrZIgaTTae757gM8c9/zWKQKs7adz9KpNLOmzVXClspTISXjfFPSFimQaX/4L89NeSGjp3jLtbCbJZraJnMRkfYoaYvkWaIxwapFa5h6y+M01SdaHW2ZuC1i7Hf0PkWNT6Q7cKDtjPvSGSVtkTx68s5neOCnjwDQuKWR9kvXwb54bYzqXtV86Osaly2VSdXjuVPSFsmTOU/OZ8qPH25ZujbAWybu3gN6MW7SXow6YATv+9AEavvWFj1WESlPStoiefLPm6e1qQ43DAzcHYsYseoqPvnLi9j7yLElilKk+1BJO3dK2iI5SiVSLJq1hGgsyoh9h23r+b1+xYZ2z49WRakbPYQR+w7npE8dy/A9dylmuCLSgyhpi+Rg9hPzuf1Ld+PueNqp7VvDZb+9mBHjhrPXkWNZs3Qd6WTL7jWx6iq+/uBVxOL6dRPJVAkzmOWbBoeKZGntsvXccsWd1G9qoGFzI41bm1i/YiO/uOQWmhoSnPKZ46npVU2k6r1fq3htjA9+5QNK2CKSF/qfRCRL0x+cQTrVdpBKOpVm9uPzOeSU/bnmoat47Mb/sODZNxgwtB8nf/o4xk3aqwTRinRvjtq0u0JJWyRLG9dsJpVItdmfTqXZsn4LAIOGDeQj3/1QsUMTKT+aEa1LVD0uEnJ36jc3tFuaBhg3cSzVveLtXcjYCWMKHJ2IiEraIgA898AM/vqzf7B1w1Zi1TGO//gkTr7smBZzgu979N6M2Hc478xesm1oV7w2zmGnHcTOY4aUKnSRsqWSdu6UtKXivTJ1Dvd+9yGaGoJEnEo2MvWWJ3B3Jn/u+G3nRaIRvnDrJ3j2gRm88NBLVFVXcdQ5Ezj45P1LFbqIVBglbal4D//qX9sSdrOm+gT/+f1TnPzpY4hWRbftr4pXMencw5l07uHFDlOkx1FJO3dK2lLx1i1b3+7+RFOSxq1N9OqnaUZF8s2BtFun50lL6ogmFW+XsUPb3V/bp5qaPtVFjkZEpGNK2lLxzrz6ZGI1sRb7YjUxTr/q5BYd0UQkv9zzv/V0+h9JKt4e43fjszddzOgDR1DdK87Ou9dx4f+dzcQPH1bq0EREWlCbtggwdsIYvnT3Z0odhkjlqJCScb4paYuISEkoaedO1eMiIiJlQiVtKUtNDQnefmUxsZoYo/Yfrg5jImVIJe3cKWlL2Zn56GzuuvYhLGJ42qnpU81lN3yU4XvvXOrQREQKSsUTKSsr3lzFnd94kMatTdvWtN6wchO//uQdJBPJUocnIllqXppTQ75yo6QtZeXZKS+RamcVrmQiyYJn3ixBRCIixaPqcSkrm9ZuIZ1sZ+lMhy0b6osfkIh0WSWUjPNNJW0pK/sdvSfxXrE2+1PJNHscNqoEEYlIlxSgarwSvgQoaUtZOeD4vRm+587EM6YdjdfGOPqCwxm0y4ASRiYiUniqHpeyEq2K8oXfX8wLD73Ki4/MoqZXnInnjGefo/YodWgikqNKKBnnm5K2lJ2qWBVHfugQjvzQIaUORUSkqFQ9LiIiJVHsNm0zG2Fm08xsrpnNMbMrwv33mNnL4fa2mb3cwfW3mdlKM5ud/59GdlTSFhGRomsep11kSeBqd59pZn2BGWY21d3PbT7BzH4GbOjg+tuBXwN3FDzSDqikLSIiFcHdl7v7zPD1JmAeMLz5uJkZcA5wVwfXPwmsLUKoHVJJW0RESqJAJe3BZvZixvub3f3m1ieZ2WjgYGB6xu5JwAp3f70gkeVBQZO2me0F3JOxawzwLXe/vpDPlcJqqk8w87E5LJ67jJ13r2P8B/antm9NqcMSEQFY7e7jt3eCmfUB7geudPeNGYfOp4NSdndR0KTt7guAgwDMLAosBR4o5DOlsDau3szPzr+FrRsbaKpPEK+J8chvnuCqP32MIaN2KnV4IlIu3IKtyMwsRpCw73T3KRn7q4CzgEOLHlQOitmmfTyw0N0XFfGZkmcP/nQqG1dvpqk+AQRLZNZvauDu7zxc4shEpNyUoPe4AbcC89z9560OnwDMd/clhfm0+VHMpH0e3bzaQTo3+/HXSKda/mZ42nlz5mKSiVSJohIRycpE4ELguIwhXpPDY21ylJkNM7NHMt7fBTwL7GVmS8zsE8UKvFlROqKZWRw4A/h6O8cuBS4FGDlyZDHCkR0Qibb/Pc8iRvAlVkQkO8Ue8uXuTwHt/kfl7pe0s28ZMDnj/fkFCy5LxSppnwrMdPcVrQ+4+83uPt7dx9fV1RUpHOmq8aftT1U82mJftCrCfu8fS7RKIwhFRAqpWEO+un2PPMnO6Vccx6JZS3l34SrSaScajdB/SF/O/dYHSh2aiJQZzT2eu4InbTPrDZwIfLrQz5LCq+4V54t3fpw3Zy5m2esrqRs1iD0P341IRFXjIiKFVvCk7e5bAI0F6kHMjN0PHcnuh6oPgoh0TYmmMS17mhFNRESKz8NNcqKeQyIiImVCJe0ebPG8d3n0N0+wdMEKBo8YyCmXTWLshNGlDktEBFD1eFeopN1Dvf3qUn55yR3MfWohG1ZuZuGMxdz8hXt59d8LSh2aiIh0kZJ2D/XQz/9NoiHZos0o0ZDkgR9PxfX1VkS6gWJPY9oTKGn3UEvmtZnHBoANqzZtmzdcRKSkvABbD6ek3UP1Hdy73f1V1VXEqtWVQUSkHClp91AnfnIi8ZpYi32xmiref/74DucPFxEpJlWP505Frh7q8A8ewKY1m5l66zPgwUpcR551EJM/d3SpQxMRkS5S0u6hzIwTPzmRYy86nPUrN9F3UG+qe8VLHZaISKBC2qDzTUm7h6uKVzF414GlDkNEpI1KqM7ONzVuioiIlAmVtEVEpDRU0s6ZStoiIiJlQiXtbsTd2bByM7HqKnoPqC11OCIiBRMszWmlDqPsKGl3E2++tIQ/X/sYG1dvwd0Zvf8wLrxuMv0G9yl1aCIi0k2oerwbWPfuRm6+/AHWLttIsilFKpHmrVeW8ptP/0XzhItIz6VpTHOmpN0NPNtlDnAAACAASURBVHP/q6SS6Rb70iln46rNvPXy0hJFJSJSQA6ezv/W0ylpdwOrF68nlUi1e2zdik1FjkZERLorJe1uYI9DdyVW07Z7QTrljNhn5xJEJCJSBKoez5mSdjcw/gPj6DOwF9Gq9/46YjVV7Hf07gwZpdnMREQkoN7j3UB1rzhX/fGjTL3lOWZNe51YTYyJZx/IUeccVOrQREQKpwJKxvmmpN1N9BlQy/986Vj+50vHljoUEZHCq5Dq7HxT9biIiEiZUElbRERKQtNQ5E4lbRERkTKhkraIiJSGito5U9LeAWuXb+Spe15h2RtrGLnvUI768AH0G9y71GGJiJQH5eycKWl30ZL5K7nhMw+QSqRIJdO89coynrl/Fpff+mGNrRYRkYJQm3YX3ffDaTTVJ7bNGZ5KpGnc0sRD1z9V4shERMqEZkTLmZJ2F6SSKZYuWN1mvzu8MXNJCSISEZFKoOrxLrBIhGgsQrKp7SIf1bWxEkQkIlJmHKiAVbnyTSXtLohEjENP3YuqeLTF/lh1lCM+uF+JohIRKS/u+d96OiXtLjrjykmMOWgYseoqavrEqYpH2ft9oznxE4eVOjQREemhVD3eRdW1MS795ZmsXLSO1YvXM3TMTuw0rF+pwxIRKR8VUDLONyXtHTRk1EAN8RIRkaJQ0hYRkdJQSTtnatMWEREpE0raIiJSfIWYWKWTkruZjTCzaWY218zmmNkV4f57zOzlcHvbzF7u4PpTzGyBmb1hZl/boc/fRaoeFxGREijJGK0kcLW7zzSzvsAMM5vq7uc2n2BmPwM2tL7QzKLAb4ATgSXAC2b2kLvPLVLsgEraIiJSIdx9ubvPDF9vAuYBw5uPm5kB5wB3tXP5BOANd3/T3ZuAu4EzCx91Syppi4hIaZRwRjQzGw0cDEzP2D0JWOHur7dzyXBgccb7JcDhhYqvIxWRtN969V2m3jaDlYvWs8vugzjpE4cyYp8hpQ5LRETyb7CZvZjx/mZ3vznzBDPrA9wPXOnuGzMOnU/7pexuo8cn7QXTF/OHa6aSaEwCsGHVFha+tJxP/vxUxhy4S4mjExGpYIVp0l7t7uM7OmhmMYKEfae7T8nYXwWcBRzawaVLgREZ73cN9xVVj2/T/usvntmWsJslGpP87VfPligiEREpUe9xA24F5rn7z1sdPgGY7+4dLdX4AjDWzHYzszhwHvBQ1p83TzotaZvZrgTBTQKGAfXAbODvwKPu3m3XaUmn0qx6p00nQACWv7G2yNGIiEiJTQQuBGZlDOu6xt0fIchzLarGzWwYcIu7T3b3pJl9HvgHEAVuc/c5RYwd6CRpm9nvCRrfHwZ+BKwEaoA9gVOA/zWzr7n7k4UOtCssYtT0idOwuanNsd4DakoQkYiIbFPkIV/u/hRgHRy7pJ19y4DJGe8fAR4pVHzZ6Kyk/TN3n93O/tnAlLCKYGT+w8oPM+P95+7PtDtfIdHwXhV5rKaKYz96UAkjExERyV1nSXuFmY1rPXjczMYBq9x9FfBGwaLLg+MvPoSGLQmefWAOFjHc4ejz9mfi2fuWOjQRkYpmmns8Z50l7V8BN7SzfyfgG8BH8h5RnkUixumfP4KTP3EoG9dspX9db2LVPb7TvIhI99dte0R1X531Ht+jvfZqd/8vcEBhQiqMeG2Mwbv2V8IWEZGy1VkG67udY7F8BiIiIhUkiyFa0lZnJe03zGxy651mdirwZmFCEhERkfZ0VtK+Evi7mZ0DzAj3jQeOBE4rZGC5SKed119czluvrqDfTrUceNxu9O5fXeqwRERke4q/ylfZ227SdvfXzWx/gg5n+4W7nwA+7e4NhQ4uG8mmFLd8+V8sfX0tTfVJYtVRHv3dS3zix8czej/NLy4iIj1Hp72y3L0R+H0RYumS5/72GksWrCHRmALY9ued3/kvX7/nLCKRdsfRi4hIqamgnbMO27TN7GQz+0t7bdrdyYx/LNyWqDM1bG5i5aL1JYhIRESy4p7/rYfbXke0HwEfA/5vRx5gZgPM7D4zm29m88zsyB25X2uRSPsfwXGsg2MiIiLlaHtZbQrwF+CBHXzGL4DH3H1v4EBg3g7er4XDJu9OrCbaZn+fATUMGdkvn48SEZF8cYLJVfK99XAdtmm7+3d39OZm1h94P3BJeM8moO3qHTvgsA+MZf70ZbwxcznppBONRYhGI1z0vWMIVmETERHpGTpb5cvct99I0Mk5uwGrgN+b2YEEw8aucPctXYq2HdFohIu/fwzvzFvN27NW0ndgLftNGkG8VnO/iIh0Z1YBbdD51lmj7zQz+4KZtVjJy8ziZnacmf0BuHg711cBhwC/dfeDgS3A11rd61Ize9HMXly1alUXPkKwmteocXUcfe6+HHLSGCVsEZFy4AXYujEz621mbdtzc9BZ0j4FSAF3mdkyM5trZm8CrwPnA9e7++3buX4JsMTdp4fv7yNI4tu4+83uPt7dx9fV1XXpQ4iIiHQ3ZhYxs4+Y2d/NbCUwH1ge5tKfmNkeud6zs8lVGghW+brBzGLAYKDe3bMaS+Xu75rZYjPby90XAMcDczu7TkREerqKGKI1DfgX8HVgtrunAcxsEHAs8CMze8Dd/5TtDbNe8srdE8Dy3OIF4AvAnWYWJ5iv/GNduIeIiEi5OSHMnS24+1rgfuD+sECctYKvU+nuLxPMVy4iIvKeHl7Qbi9hd+WcTFpcWkREis+BdM/N2mZ2GfA+4BHgAuDv7v7bHb1v1lOGmdkoMzshfF1rZttba1tERKSSHUcwuupCdz+NYHKxHZZV0jazTxH0/L4p3LUr8GA+AhARkQrVs4d8rQnnMLkxfN+Yj5tmWz3+OWACMB22LdnZbda9XLZwPQ//bhaLF6ylV984R/3PHkw8cw+t8CUiIqXyCwB3/1v4fko+bppt0m5096bmaUHNrIpu8p1m5eJN3PSVJ2lqCFb62rimgal/nMeG1fWc9qkDShydiIh0pCfPiObu81u9fyIf9822TfsJM7sGqDWzEwkWEvlbJ9cUxeP3LiDR1HKW+ERjiul/f4v6zXmd5lxERCRnZjbezB4ws5lm9qqZzTKzV7tyr2xL2l8FPgnMAj5N0Bvulq48MN+Wvr4eb6cHYjQWYe3yLQwfGy9BVCIi0qmeW9Bu7U7gywQ5dIfWIus0aYfzpM4Jl9b83Y48rBCGjOzLqiWb2kysk0qkGTCkV2mCEhGR7XMqYUa0Zqvc/aF83KjTpO3uKTNbYGYj3f2dfDw0n449dy8WvLiCRGNq275YPMp+Rw2jd//qEkYmIiICwLVmdgvwbzJ6kbt7zp3Tsq0eHwjMMbPnCVbqan7gGbk+MN+G7T6Ai751BH/97SusWbaZqliUCaeO5pRL9it1aCIisj09eHKVVj4G7A3EeK963OlCj/Jsk/Y3c71xMe1x0BCuvulEEk0polURDfUSEZHu5DB33ysfN8oqaeerq3qhxeI7tEypiIgUU8UUtHnGzMa5+w6vcplV0jazTbz3440TFPG3uHu/HQ1AREQqj+E9epx2K0cAL5vZWwRt2ga4u+c8mUi2Je1t84xbMMPKmWEQIiIi0g4zOxJ4DjglX/fMesGQZh54EDg5X0GIiEiFaR7yle+te7kImAH8CDiWYHbRRc1bV26YbfX4WRlvIwTrYzd05YEiIiKVwN0/A2BmewOnArebWX9gGvAY8LS7p7Zzizay7T1+esbrJPA2QRW5iIhI13S/knFBhPOQzwf+n5nVEpS6Pwz8nKAQnLVsk/Yt7v505g4zmwiszOVhIiIi2+zQhJ7lyd3rCaYCf6Qr12ebtH8FHJLFPhEREclgZl9sZ/cGYIa7v5zLvbabtMOeb+8D6lo9tB/QrQdFNzWmeO6xxbzy1Ari1REOP3kEBx41lOblRUVEpMQqpHqcoAp8PO+tjnka8CpwmZn9xd1/nO2NOitpx4E+4Xl9M/ZvBM7OOtwiSybS3PSNF1i1bCvJcNnOZW9v4q256/ifT+9T4uhERKTC7Aoc4u6bAczsWuDvwPsJepfnJ2mHM6E9YWa3d7V7einMfm4la5a/l7ABEo1pXnpiOe8/YxQ77aLVv0RESsqppMlVhpCxUAiQAIa6e72ZNXZwTbuybdPeamY/AfYFapp3uvtxuTysWF5/ZQ1NjW17OEQixqIF65W0RUSkmO4EppvZX8P3pwN/NrPeQE5Tm2Y7ucqdBN3VdwO+QzDk64VcHlRM/QZVE422bbu2CPTpHy9BRCIi0lIBJlbpviX3R4BLgfXhdhkw0923uPtHc7lRtkl7J3e/FUi4+xPu/nGgW5ayAQ47fhiRVknbDOI1UXY/YFCJohIRkRaKnLTNbISZTTOzuWY2x8yuyDj2BTObH+5vt43ZzK4ws9nhOVfm8El/BzS4+y/c/RfAWLq4ema21eOJ8M/lZvYBYBnQbbPfoKG9+MiXDuAvv5pDMpHG3em/Uw0XffVAotGcZ24VEZGeIQlc7e4zzawvMMPMpgJDCSYMO9DdG81sSOsLzWw/4FPABKAJeMzMHnb3N7J47tnAfWb2EWASwfSmJ3XlA2SbtL8fTr12NcH47H7AVV15YLHsdfBgvv67Sax4ZzNV8Sh1w3ppuJeISHdS5Opsd18OLA9fbzKzecBwgmT8Q3dvDI+1N3HYPsB0d98KYGZPAGeRRc9vd3/TzM4DHgTeAU4KJ1nJWadJ28yiwFh3f5hgMPixXXlQKUSjEYbtptVDRUSkJTMbDRwMTAd+Akwysx8QrKvxJXdv3W9rNvADM9sJqAcmAy928oxZtFw1fBDBHCfTzYyCLM3p7ikzOx/4f7neXEREpF1OoaYxHWxmmcn0Zne/OfMEM+sD3A9c6e4bzayKIKEeARwG3GtmY9zfqwpw93lm9iPgn8AW4GWgs8U+Ttvxj9NSttXjT5vZr4F7CIIFwN1n5jsgERGpEIWpHl/t7h0uwmFmMYKEfae7Twl3LwGmhEn6eTNLA4OBVS3D9VuBW8P7XBdetz3vZCb+DuKxzs7JlG3SPij887sZ+5xu3INcREQkkwUdm24F5rn7zzMOPUjQ9DvNzPYkmA10dTvXD3H3lWY2kqA9+4hOHjnNzO4H/uru72TcJw4cBVxMsEzn7dl+hqyStruXTTu2iIiUieKPq54IXAjMMrPmhTquAW4DbjOz2QQ9wy92dzezYQSrXE4Oz70/bNNOAJ9z9/WdPO8U4OPAXWa2G8EY7RqCdu1/Ate7+0u5fICskraZDQWuA4a5+6lmNg44MqwqEBER6fbc/Smgo2FEF7Rz/jKCDmfN7yfl+LwG4AbghrBafjBQn0Wy71C2g5ZvB/4BDAvfvwbkMrBcREQkg2Oe/627cveEuy/fkYQN2Sftwe5+L2FfP3dP0nmvORERkY5VzjSmeZNt0t4S1uM7gJkdQTBmW0RERIok297jXwQeAnY3s6eBOrrxetrbs/rdel59fg2plLPvIYMYNqp3qUMSEak8DqR7fsk437LtPT7TzI4G9iJoxF/g7olOLut2nv3Xuzx67yLSacfT8NRjyzniuKGceu6oUocmIiIVIJx//AyCJmYD/ubud2V7fba9x2uAzxKMK3Pgv2Z2Y9gzrixsXNfEo/cuIpl475tdoinNc/9Zwf4TdmLX3fqUMDoRkQpUAW3Q7Tja3c9rfmNmvwHym7SBO4BNBIuFAHwE+CPw4WwfVGrzX1kXLhjS8h9JMpFm9otrlLRFRKQYqsPVMhcDuwK1uVycbdLez93HZbyfZmZzc3lQqUUi1v7oPAuPiYhIcVVISdvMvu3u3w7ffpZgNrX9CRL353O5V7ZJe6aZHeHuz4UBHE4nq5t0N3sfNJCH/vRWm/1VVREOmDC4BBGJiFSyyhiiFfqWmdUSLEoyE7jb3dd15UbZDvk6FHjGzN42s7eBZ4HDzGyWmb3alQcXW59+Mc762O5UxYxYPEJVzKiKGcedOZydR/QqdXgiItJzOcGSn/8ARhDk0wO7cqNsS9qndOXm3c1BRw5m93H9mDtzHamUs89BAxg4uKbUYYmIVB6nkkra89392vD1fWZ2O3AjXVh0K9shX4vMbCDBN4SqjP1ltzRn3/5xDj92aKnDEBGRyrHazA519xkA7v6amdV15UbZDvn6HnAJsJD3ul9raU4REem6yilpXw7cbWYzgFnAAUDbTlZZyLZ6/Bxgd3dv6spDRERE2qiQpO3ur5jZQcAJwH4Ea2hnPTY7U7ZJezYwAFjZlYeIiIhUMndvBP4ebl2WbdL+P+ClcIHwxowgztiRh4uISKVySKdLHUTZyTZp/wH4EUFdvH7KIiIiJZBt0t7q7r8saCQiIlI5KmvIV95km7T/a2b/R7A8Z2b1eNkN+RIRkW5CSTtn2Sbtg8M/j8jYpyFfIiIiRZTt5CrHFjqQUmhsSLHy3Ub69a+i/8B4qcMREaksKmnnLNvJVYYC1wHD3P1UMxsHHOnutxY0ugJxd6Y9tpLH/7mSSNRIJZ0xY3tz/sdHUVMbLXV4IiIi7cp2wZDbCSY6Hxa+fw24shABFcOsmRt4fOpKEgmnsSFNMuksfH0Lf/nj4lKHJiJSOdzzv/Vw203aZtZcEh/s7vcSDvdy9ySQKnBsBfPEv1aRaGr5l5tKOgvmbqJ+a7JEUYmIiGxfZyXt58M/t5jZToTzjpvZEcCGQgZWSFs2tZ+YIxGo31q230VERMpIAUrZFVDS7qxN28I/v0gw3Gt3M3saqAPOzuYB4frbmwhK5kl3H9+1UPNn97368NIL6/BW08TEYhEGDFKHNBGRgtM47S7pLGnXmdkXw9cPAI8QJPJGgonPX83yOce6++quhZh/J3xgKPNmbaSpMUUqLFjHYsYZ5wwjErHtXywiIlIinSXtKNCH90rczXoVJpziGDgozhXX7MmTU1fy5utbGDg4ztEn1DFqTO9ShyYiUjlaV3dKpzpL2svd/bs7+AwH/mlmDtzk7jfv4P3yov+AGKd/eHipwxAREclatm3aO+Iod19qZkOAqWY2392f3PYAs0uBSwFGjhyZh8eJiEhZUJt2zjrrPX78jj7A3ZeGf64kaBef0Or4ze4+3t3H19XV7ejjRESkLDikC7D1cNtN2u6+dkdubma9zaxv82vgJGD2jtxTRESkUmW7YEhXDQUeMLPmZ/3Z3R8r8DNFRKS705CvLilo0nb3N4EDC/kMERGRSlHokraIiEj7NOQrZ0raIiJSGqoez1m2q3yJiIhIiamk3Uo67axa1URNTYT+/WOlDkdEpIeqjAU+8k1JO8PcuZu5774VJJNp0mkYNqyaCy4YRr9++jGJiEjpqXo8tGJFI3fdtZytW1M0NTnJpLN4cQO33LIE17dBEZH8ah7ypaU5c6KkHXrmmfUkky3/wt1h/foES5Y0ligqERGR96jeN7RuXaLdL2lmxqZNyeIHJCLSw7mGfOVMJe3Q2LG9iMXaro+SSjm77lpTgohERHq4IlePm9kIM5tmZnPNbI6ZXZFx7AtmNj/c/+MOrr8qPD7bzO4ys6InByXt0GGH9ad37yjR6Hv7YjHj8MP7qyOaiEjPkASudvdxwBHA58xsnJkdC5wJHOju+wI/bX2hmQ0HLgfGu/t+QBQ4r3ihB5SNQjU1US6/fBRPPLGWOXM2U1sbZeLEARx4YN9ShyYi0gMVv+OYuy8HloevN5nZPGA48Cngh+7eGB5b2cEtqoBaM0sAvYBlhY+6bQAS6tUryqmn1nHqqVoiVESkJzOz0cDBwHTgJ8AkM/sB0AB8yd1fyDzf3Zea2U+Bd4B64J/u/s+iBo2qx0VEpFQ8nf8NBpvZixnbpa0fa2Z9gPuBK919I0EBdhBBlfmXgXstXJ4y45qBBFXouwHDgN5mdkFBfz7tUElbRESKr3BLc6529/EdHTSzGEHCvtPdp4S7lwBTPJiU43kzSwODgVUZl54AvOXuq8L7TAHeB/ypAJ+hQyppi4hIRQhLz7cC89z95xmHHgSODc/ZE4gDq1td/g5whJn1Cu9zPDCv8FG3pKQtIiKlUfwZ0SYCFwLHmdnL4TYZuA0YY2azgbuBi93dzWyYmT0ShOrTgfuAmcAsgvx5c4F+Mh1S9biIiFQEd38KaDshR6BN+7S7LwMmZ7y/Fri2MNFlR0lbRERKwDUjWhcoaYuISGlUwAIf+aY2bRERkTKhkraIiJSGSto5U0lbRESkTFRkSXtrfYqXZm1m3foko0bUMG7PXkSjHXUoFBGRvHNvnsFMclBxSXvp8kZuumM5qRQkkk585iZ2GljFZy4ZRk21Kh5ERKT7qqgs5e78ecoqGhqdRDJoS2lqclatTvL40+tLHJ2ISIVJe/63Hq6ikvaGTSnWbUi22Z9MOS/N3lKCiEREKlMw9bjnfevpKippRyN02FsxWlE/CRERKUcV1abdt08VQ4fEWfZuU4vcHasyDju4b+kCExGpROqIlrOKK19+9END6N0rSnXciEYhHjNGjahm0hH9Sx2aiIjIdlVUSRtg8KAY11w5gnmvbWXDxiQjhlUzctdqWq13LiIihZTdqlzSSsUlbYCqqLH/Pr1LHYaISGVT9XjOKq56XEREpFxVZElbRERKrxKGaOWbStoiIiJlQiVtEREpAc093hVK2iIiUhqqHs+ZqsdFRETKhEraIiJSfK6OaF2hkraIiEiZUElbRERKwAF1RMuVkraIiJSGqsdzpqSdpUTSmfNmPZu3ptltWJzhQ+KlDklERCqMknYWlq9O8Nv7VpFKOam0Y2bsPbqGCycPIhLRQiMiIl3hGqedM3VE64S784eH17C1IU1jwkmmglL3grcbeH7OllKHJyIiFURJuxOr1iXZsDnVZn9T0nlutpK2iEiXNS/Pmc+th1PS7kQqDR0ttZ1um8tFREQKRm3anRi6UxU1caMp0fIbXKwKDtmnV4miEhEpd5p7vCtU0u5ExIwLJu9EPGbEosG+eMzYZXCciQf2KW1wIiLlKpwRLd9bT6eSdhbGDK/m65fszIz5W9i4Oc3uu1azz2416jkuIiJFpaSdpb69oxxzaL9ShyEi0nOoejxnqh4XEREpEyppi4hICVTGEK18U9IWEZGiczQjWleoelxERKRMqKQtIiKloerxnKmkLSIiUiZU0i4Cd+etFU28tqSB2niEg3bvRf/e0VKHJSJSOu5q0+4CJe0CS7vzp3+vZcGSRpqSTlUU/jFjExccN5Bxo2pLHZ6ISOkoaeesKNXjZhY1s5fM7OFiPK87mf12w7aEDQRLe6acPz++jkRS7TkiIpK9YrVpXwHMK9KzupUZr2/dlrAzGfDmu43FD0hEpJvQ3OO5K3jSNrNdgQ8AtxT6Wd1RR9OT+3aOiYhI/pnZCDObZmZzzWyOmV2RcewLZjY/3P/jdq7dy8xeztg2mtmVxf0ExWnTvh74CtC3vYNmdilwKcDIkSOLEE5xHbZXL15b2timtB0x2G3n6hJFJSJSaiVZmjMJXO3uM82sLzDDzKYCQ4EzgQPdvdHMhrS+0N0XAAdB0OQLLAUeKF7ogYKWtM3sNGClu8/o6Bx3v9ndx7v7+Lq6ukKGUxL7jKjh4N1riUWNaATiVRCvMi46YSeqoipqi4gUi7svd/eZ4etNBM22w4HPAD9098bw2MpObnU8sNDdFxUy3vYUuqQ9ETjDzCYDNUA/M/uTu19Q4Od2G2bG2ZMGctS+fViwNBjytf/oWmqrNUReRCpbKdugzWw0cDAwHfgJMMnMfgA0AF9y9xe2c/l5wF2FjrE9BU3a7v514OsAZnYMwQ+iYhJ2pp0Hxdh5UKzUYYiIdCMFqR4fbGYvZry/2d1vzjzBzPoA9wNXuvtGM6sCBgFHAIcB95rZGG/nW4WZxYEzCHNbsWmctoiI9CSr3X18RwfNLEaQsO909ynh7iXAlDBJP29maWAwsKqdW5wKzHT3FXmOOytFS9ru/jjweLGeJyIi3ZgXv3rczAy4FZjn7j/POPQgcCwwzcz2BOLA6g5ucz4lqhoHzT0uIiKVYyJwIXBcxtCtycBtwBgzmw3cDVzs7m5mw8zskeaLzaw3cCIwpb2bF4Oqx0VEpASKP+TL3Z8imNuqPW36W7n7MmByxvstwE6FiS47StrdnLuzcmOSdBqGDqgiYhomJiLlzylt7/FypaTdjS1b18Qfn1zLloY0GFTHjI8eNYjRdZqURUSkEqlNu5tqSqb53b9Ws25LiqaU05R0NtWnuW3aGrY0pEodnojIjvN0/rceTkm7m5qzuIFUOzVHaXdeXlRf/IBERKTkVD3eTW1uSJFKt83ayRRsrFdJW0TKneMVUDLONyXtbmr0kGoiZqRombjjVcaYIWrTFpGeQB3RcqXq8W5qxE5xxu5STSxjUZFYFIYPjDF2FyVtEZFKpJJ2N3bBUYN48c2tvLBwC6k0HDKmliP26KNhXyJS/hxVj3eBknY3FokYE/bozYQ9epc6FBER6QaUtEVEpASKPyNaT6A2bRERkTKhkraIiJSEpjHNnZK2iIiUhDqi5U5Juwd7e3UjU+dsZMXGBAN7VXH8uL7svUttqcMSEZEuUpt2D/XW6kb+8PQaFq1poiHhLN+Q4J7n1/HK4q2lDk1EhHCdrwJsPZuSdg/1j1kb+P/t3XmQZWV9xvHvc5feu2eYjVnYBtlUDIgDYnAbLZSgEas0KRN3EylLpWKVKcslEvNHEmNSpkyMZSEiamEZgmiMRpSkQMtUBBkFhkXIsAgzLDMNs/V6+977yx/nNHOnp7tnuvueu/Xz6brFvWe5533fOszvvst536kZk5dPVYKbtu93P5KZWZty83iHevpAedbto5NVpipBV8ETtJhZ8yTrabtPe6EctDvUUG+OZ0aOXFikmBeFvAO2mTVZ4Oe0F8HN4x1q61mDh81bDknAfvnpngbVzKxduabdoc49qZ+JqeC/7zvAVCXISfzu6f286qzBZifNzIxkaU6Pr1koB+0OduHzBrjgPmZWvAAAE9lJREFU1H7GS1V6ijnyOdewzczamYN2h8tJ9Hfnm50MM7MjBO7TXigHbTMzaw4PRFswD0QzMzNrE65pm5lZE3gg2mI4aFvdVKrBnTtHuWvXKBHwO5v6OO/EAQ+AMzOrEwdtq4uI4IZfD/PYsyWmqsmv51sePMCDuyf44y1rkJ8NN7MZPBBt4dynbXWxc1+Jx/YeCtgA5WrwxP4Sjz472cSUmZl1Dte0rS4e3ztJuXJk/9RUJXh87ySbV/c0IVVm1qo89/jiOGhbXQx05ynkdcTKYoWcGPBz4mY2U0TysgVx87jVxZnH9zLbeLOc4Pnr+xqfIDOzDuSgbXXRXcjx9vPXsqInTzEvinkx2J3nj7asobfo28zMjhRU6/7qdG4et7pZP9TFB1+5nuHRZC3vNf0Fjxo3M6sjB22rK0msHSg2Oxlm1gY8EG3hHLTNzKwJPCPaYjhoW9uYqlTZMTzOWKnChhXdbBjscvO7mS0rDtrWFvaMlLjh7t1Uq1CJICdxwopu3nT2GnIO3GZtys3jC+VhvdbyIoIf3DfMZDmYqgbVSGZb27l/ku1PjDQ7eWZmDeOgbS1v33iZ0dKRv8jL1eCep0abkCIzq4eIat1fnc7N49by5huq4mEsZu0p0j9bGNe0reUd11uYdYKWQk48/3jPtmZmy4eDtrU8SVz6/NUU86KQzpVazIl1A0XO2TjY5NSZ2WK5eXzh3DxubWHDUDd/csEGHtgzxshkhU0rujn5uB4/8mVmy4qDtrWNnmI+k5r1M6Ml7nl6hJHJCiet7ObMdQN05d0IZZa1Rs8VLulE4BvA8SRDYq6KiC+k+64APgRUgB9GxMdmOX8lcDVwdnr++yLifxuUfMBB25a5h4ZHufXhvVSqyZCYpw5OsP2pEd7yovV0Fxy4zTpMGfhoRPxK0iCwTdLNJEH8MuCciJiUtG6O878A3BQRb5XUBTR8UI2Dti1blWrws0f2Uq4eGsFarsJYqcL2Jw+y5cQVTUydWYeLxk9jGhFPAk+m7w9Kuh/YBLwf+GxETKb7ds88V9IK4JXAe9JjSkCpMSk/xFUJW7b2jk8x278ZlYBHnh1rfILMlp1qBi/WSLqj5nX5bFeWdArwYuA24AzgFZJuk/RTSefPcspmYA/wNUm/lnS1pP4lF8ECuaZty1ZXPjdnj1qXm8bN2tVwRGyZ7wBJA8B3gI9ExAFJBWAVcCFwPnC9pFPj8KaAAnAecEVE3CbpC8DHgU9nkos5+F8mW7aGegoc11tg5vjzQk68aL0fJTPLWqRN5PV8HY2kIknAvi4ibkw37wRujMTtJFX2NTNO3QnsjIjb0s83kATxhnLQtmXt9WesYUVPgUJOFPMiLzh7/QCbV/U2O2lmVmdKnhH9KnB/RHy+Ztf3gK3pMWcAXcBw7bkR8RTwuKQz002vBe7LPNEzuHnclrWB7gJ/eM569oyWGJuqsq6/i76ufLOTZdbxkklMGz4ZykXAO4Htku5Mt30SuAa4RtI9JIPL3h0RIWkjcHVEXJoeewVwXTpy/GHgvY1NvoO2GZJYN9Bdt++bKFfYtnMfj+8fB+Dklb2ct+k4P0JmNkOjZzCLiJ/DET1i094xy/FPAJfWfL4TmLe/PGsO2mZ1VKkGNz3wNKOlynNLITy8d4zhsRJvOGu91/42syXxT3+zOtq5f5yJcvWwtYsiYLRU4ckDE01Ll1krigz+Op2Dtlkd7R0vHTZZy7RKNdg7PtWEFJlZJ8m0eVxSD/AzoDu91g0R8ZdZXtOsmYZ6ihRyOiJw53NiqMe9UWaHNGUgWtvLuqY9CbwmIs4BzgUukXRhxtc0a5qTVvZSzOmwkS4CuvM5TliR/WNkEcFkuUJlltq+WatpxnPa7S7Tn/7pbDIj6cdi+ur8UrVlq5DLccmZx/OLx/by1MGkD3vjUA8vPWlV5oPQnjo4zp1P7qNUqQCwaaiPczaspJBzL5hZp8i8vU5SHtgGnAb8S81sMmYdqb+rwGtPW0s1/dXfiBHje8dL/HLns1Rqahq7DowxVa1y4YkzJ3Yya76g8UtzdoLMf4JHRCUizgVOAC6QdHbtfkmXT0/svmfPnqyTY9YwOalhj3j93/DBwwI2QDVg98gE41OVhqTBzLLXsHaziNgH3AJcMmP7VRGxJSK2rF27tlHJMesoI6XyrNtzEuNTs+8za65kIFq9X50u06Ataa2klen7XuBi4DdZXtNsOVrd1zXrNE/VCAa6iw1Pj5llI+s+7Q3A19N+7RxwfUT8IONrmi07p68e5PH9Y4c9apaX2Lyqn6589g1q1QieHhlneHSCrnyOTUP9/rFgR7UcRnvXW9ajx+8mWWTczDLU11Xg1ZvXce/uAwyPTdCVz3P66gFOXtmf+bUr1WDbrmHGpsrP9as/cXCMs9auZMNgX+bXt/a1HJqz682zPZh1iIHuIi89cXXDr/vEgVFGp6aofTS8GvDAnv2s6+8ln/N862b14qBtZkuye3SCueZyOTBZ4rje+q2gZp1jucwVXm+edcHMlqQwT03atWyz+nJN28yWZNNQP8+Ol56bTGZaMZ9jsCv7wWiVarBndIy945MUcjmOH+hjqKcr8+vaEkXj19PuBA7aZrYka/p7OGlFP4/tH2F61vV8Tpy7YRXKeHKZagT37X6GyXLluSFN+ycn2Tg4wMah7Afh2dK4eXzhHLTNbMmet3qIE1b0s2+iRDGX47jerswDNsCe0XEmK5XDxiBXA3YdGGFtfy/FBjzuZtZIDtpmVhfdhTzHD2S/klmtfeOTsw6Cy0mMlKY8CK6lBVU/8rVgDtpm1rbmqkkH8w+QW4zxqTJTlQo9xQJd+Xxdv9vsWDlom1nbWjfQx7PjRz5yVsiJgToNgitXq/x2734mymUkERGs6Olm09BgQ7oAOlWyypf7tBfKQdvM2tZAV5GTVgzy2P6DCBFAMZfjzDUr6xZQdx04yHg5WXRletrN/ROT9BQKrOn3jG9L4dHjC+egbWZtbd1AH6v7ehgtlcnnRF+xULeAXalWGZksHbE9gGfGxx20reEctM2s7eVzuUyezZ6v8bY61zRwx/K9EYxNTXFgYoIA+ru6GOruXnbN7W4eXzgHbTOzOeQlivkcpcqRzbiD3Yv/kTA8NsbI5ORzIWuyXGa0VGLDoPvJbX5+iNHMbA6SkgFntdtIJo85fmBxk7dMVSqHBWxIavST5TJjU1NLSG27iUz+Op1r2mZm8+jv6uK01at4ZmyMUqVCX7HIqr5eCrnF1XnG5wjMAYyVSvR3Lb2ZPyKYKJepVKsU83m68nnX4DuEg7aZ2VF0F/JsHBqsy3fl5wn28+07VuVqlWdGR4lI6p0CCvk8q/v6Wi5wez3thXPQNjNroN5i8bnnvWsJGOxe+gxu+8bGDlu8JTjUJD/Y07Pk76+XgCPKwI7OfdpmZg2Uk9gwOEheyfIqIuk7XzcwQHGJM61VqlWmqrPXXudqlrf24pq2mVmDdRcKnLRyJZOVChFBT6F+z5bPpRXrtMth4Fi9OWibmTWBJHoK9f0nOJ/LUcjlKM9S2+4tZr+2uWXPQdvMrIOs7O1NBqKln5NH1HIM1KG/vL68ytdiOGibmXWQYj7PusFBxqemqFSrdOXzdDeg+X0x3Dy+cA7aZmYdJifV5Xlvaz0O2mZm1nB+5Gtx/MiXmZlZm3BN28zMmsJ92gvnoG1mZk0QnsZ0Edw8bmZm1iZc0zYzs6aounl8wVzTNjMzaxMO2mZm1nDTj3zV+zUfSSdKukXSfZLulfRnNfuukPSbdPvn5jj/UUnbJd0p6Y76lsixcfO4mZktF2XgoxHxK0mDwDZJNwPHA5cB50TEpKR183zH1ogYbkRiZ+OgbWZmTdHoR74i4kngyfT9QUn3A5uA9wOfjYjJdN/uhiZsAdw8bmZmTRCZ/B0rSacALwZuA84AXiHpNkk/lXT+nImGn0jaJunyJRbAorimbWZmnWTNjP7mqyLiqtoDJA0A3wE+EhEHJBWAVcCFwPnA9ZJOjSM7yV8eEbvS5vObJf0mIn6WYV6O4KBtZmZNkdHkKsMRsWWunZKKJAH7uoi4Md28E7gxDdK3S6oCa4A9h6U3Ylf6392SvgtcADQ0aLt53MzMlgUl65N+Fbg/Ij5fs+t7wNb0mDOALmB4xrn96eA1JPUDrwPuaUS6a7mmbWZmDRcB1cav8nUR8E5gu6Q7022fBK4BrpF0D1AC3h0RIWkjcHVEXEoywvy76brkBeBbEXFTozOgVloaTdIe4LeLPH0NM34ZLUMuA5fBcs8/uAygvmVwckSsrdN3PUfSTSTprLfhiLgkg+9tCS0VtJdC0h3z9WMsBy4Dl8Fyzz+4DMBl0Mncp21mZtYmHLTNzMzaRCcF7auOfkjHcxm4DJZ7/sFlAC6DjtUxfdpmZmadrpNq2mZmZh2tJYO2pB5Jt0u6K10m7a9m7P8nSSPznP8JSTskPSDp9TXbL0m37ZD08SzzsFQZlkHTl5Y7FkvJv6TV6fJ7I5K+OGPfS9L870i/Q1nmYykyLINb0/vizvQ134pGTbXEMrg4nSN6e/rf19Tsa4v7IMP8t809YDNksZ5pHdZDFTCQvi+STOh+Yfp5C/BNYGSOc18A3AV0A5uBh4B8+noIOJVktpu7gBc0O6+NLIN036PAmmbnL+P89wMvBz4AfHHGvttJ5hcW8CPg95qd1yaUwa3AlmbnrwFl8GJgY/r+bGBXu90HGea/be4Bvw5/tWRNOxLTvx6L6Ssk5YG/Bz42z+mXAd+OiMmIeATYQTI/7AXAjoh4OCJKwLfTY1tSRmXQNpaS/4gYjYifAxO12yVtAIYi4hcREcA3gDdnkoE6yKIM2s0Sy+DXEfFE+vFeoFdSdzvdB1nkP9MEW+ZaMmgDSMqn08ztBm6OiNuADwPfj2RN1LlsAh6v+bwz3TbX9paVQRlACywtd6yWkP+5bCIpi2mdfA8czdfSZtFPt2rT8LQ6lcFbgF9Fsl5yW90HGeR/WtvcA3ZIy849HhEV4FxJK0nme30l8AfAq5uasAbKqAyavrTcsfI9kFkZvD29BwZJVjt6J0ltsyUttQwkvRD4O5IFHtpORvlvq3vADmnZmva0iNgH3EKyAstpwA5JjwJ9knbMcsou4MSazyek2+ba3vLqWAZEzdJywPTSci1tEfmfyy6SspjWyffAfN81fQ8cBL5FG9wDsLgykHQCyX3+roh4KN3clvdBHfPftveAtWjQlrQ2/VWJpF7gYmBbRKyPiFMi4hRgLCJOm+X07wNvS/uuNgOnkww6+SVwuqTNkrqAt6XHtqQsykAtsrTcsVhi/meVNiUekHRh2hz4LuDfM0h+XWRRBpIKktak74vAG2nRewCWVgbpeT8EPh4R/zO9vZ3ugyzy3273gB2uVZvHNwBfTwdb5IDrI+IHcx0s6U0kIyGvjIh7JV0P3AeUgQ+lzUtI+jDwY5KR5NdExL1ZZ2QJ6l4GklpiabljtOj8p58fBYaALklvBl4XEfcBHwSuBXpJRg3/KMtMLFHdy4BkFb0fp/9Y54H/Ar6SaS6WZill8GGSGumVkq5MD3ld2srULvdB3fMPjNJe94DV8IxoZmZmbaIlm8fNzMzsSA7aZmZmbcJB28zMrE04aJuZmbUJB20zM7M24aBtHUfSp5SsiHR3Ok3jS49y/LWS3pq+v1rSC45y/AckvSt9/x5JGxeRxhsknZq+n1557W5JP5G0Pt3+vprt90i6LN1+q6QtNd91iqR70vcvknTtQtNjZu2hVZ/TNlsUSS8jmSzivIiYTCeR6DrW8yPiT4/hmC/XfHwPycQUT8x+9KxpfCHJqmsP12zeGhHDkv4G+KSkzwGfIsnHfkkDwNpjSNt2SSdIOikiHjvWNJlZe3BN2zrNBmB4emGEiBieXulI0pWSfpnWWq9KZ8M6TG0tVsla1H+tZC3jX6ST0yDpM5L+PK2dbwGuS2v0b5D0vZrvuljSd2dJ49uZewaun5FMiLEOOAiMpPkYiWTFtmPxHyQz/plZh3HQtk7zE+BESQ9K+pKkV9Xs+2JEnB8RZ5PMhPXGo3xXP/CLiDiHJJi+v3ZnRNwA3EGy+MK5wH8CZ0marhG/F7hmlu+9CNg2xzXfCGwnWQ/9aeARSV+T9PtHSWutO4BXLOB4M2sTDtrWUdK1h18CXA7sAf5V0nvS3Vsl3SZpO/Aa4IVH+boSMD1l5DbglKNcO4BvAu9I531+GbNPj7khTVutW5QsvzgE/G069e4lwFuBB4F/lPSZ6UvNdvma97uBBfezm1nrc5+2dZw04N0K3JoG6HdL+jbwJZJ5mR9PA2DPUb5qKg7N81vh2P5/+RpJ8/QE8G8RUZ7lmPFZrr01IoZn5CNIFru5XdLN6Xd/BngGOK7m0FVA7bk96TXMrMO4pm0dRdKZkk6v2XQuySIZ00FyOB3U9dY6XfIgMDj9Ie0/fwL4C5IgO5v7Sfqt5yRpo6TzajZN5wOSHyTvqOmTfzfJko3TzsCrNpl1JNe0rdMMAP+cNk+XgR3A5RGxT9JXSILZUyRLtdbDtcCXJY0DL4uIceA6YG1E3D/HOT8EXk2yutJcisA/pI+TTZA0p38g3XcVcBZwl6Qg6cP+RM25W9NrmFmH8SpfZnUm6YvAryPiq3Ps7yWpGV80vWxsHa/dDfwUePkcTfNm1sYctM3qSNI2kvWKL55+7GyO414P3F/vZ6nTroFNEXFrPb/XzFqDg7aZmVmb8EA0MzOzNuGgbWZm1iYctM3MzNqEg7aZmVmbcNA2MzNrEw7aZmZmbeL/Aa8nuU2TZsL6AAAAAElFTkSuQmCC\n","text/plain":["
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\n","text/plain":["
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\n","text/plain":["
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\n","text/plain":["
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\n","text/plain":["
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\n","text/plain":["
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7APb+8nU/nfMTOu4/k/G9exrhJe3ZD1CIi+U1t5plTMu9Av8EDuPQ7V2V0zby3Z3P9566jqaERd2fV4hXMfv09vv+Xn7HvUQemvKa5qZkPZ8wnUhJh7L67aylVERFJm5J5F7jlB3+gsb6h1b6m+kamfvd33PzGX9qdP/3Zt/jNF38atOu4U1ZZwffu+im77Te+u0IWEekRgulccx1F/lEy7wKfzPow5f5lCxYTbW5m/ttzePuJN6joVcE+R+7Pr664odUQuPqN9dxw9je5ddb9lFWWd1fYIiI9QjF0WMs2JfMuUN2/D+tWrmm3v7yqgpu+fCPTnn6TpvpGQuEwD950D3GPtzs3Ho/z9lOvc/iZx3RHyCIiksfUm70LnHX1Be1K1GUV5Rx4/CFMe/pNGjc34O7EolFi0RjxWPtkHovGqFtb210hi4j0GPEu2AqdknkXOO2LZ3PaVWdTWlFGRVUFpeWlHHfJKYTDERo3N7Q737D2+8zY+7B9uyNcERHJc6pm7wJmxiU/uJJzvnYxq5etov9Og6isruTmr/0aM2vXHhQKhwiFIzQ3BbPKlVeWc+iZRzNi3OgcRC8ikjuJfsCSISXzLlReVcHOu43a8v7o847nlQeebzffe2l5GZfecCWv/eNFIqURjrv4FA4+7YjuDldEpEdQb/bMKZl3oz0m783pXz6Hf/zhb1jICIVCuDvfvuMGJh55ACdednquQxQRkTzUpcnczG4FTgVWufteiX39gfuA0cCnwLnuvq4r4+hJLvjOZRx74Yn86/l3KK+q4MATD9ba6CIiSVQyz1xXd4C7HTixzb7vAM+5+27Ac4n3RWXwyJ044bLTOPKcKUrkIiKyw7o0mbv7y8DaNrvPAO5IvL4D+GxXxiAiIvnDyf6KacUwCU0u2syHuPvyxOsVwJBtnWhmVwFXAYwcObIbQhMRkVxTNXvmcjrO3IOvS9v8Y3P3qe4+yd0nDRo0qBsjExERyR+5KJmvNLOh7r7czIYCq3IQg4iI9EQaZ94puSiZPwx8PvH688A/cxCDiIhIwejqoWn3AEcBA81sCXA98Avgb2b2BWAhcG5XxiAiIvnDKY651LOtS5O5u1+wjUPHduVzRUREiolmgBMRkR5FbeaZUzIXEZEeRUPTMqclUEVERPKcSuYiItKjqJo9cyqZi4iI5DmVzEVEpMdw1GbeGUrmIiLSczhFsTBKtqmaXUREJM+pZC4iIj2Kqtkzp5K5iIhInlPJXEREeoztrost26RknoeWL1jOc7c/x6qFNexxyHiOuPAIqvpU5TosEZGsUDV75pTM88zsl+fwP1f9D9GmKPFYnA/f/pBnbn2W6x//IX0G9cl1eCIikgNqM88j8Xic275xG031TcRjwSKBTQ1NbFy3kUd//2iOoxMRyQ737G+FTsk8j6xdupbNGza32x9rjvHuM+/lICIREekJVM2eR8qqyojH4ymPVVRXdHM0IiLZ5xRHSTrbVDLPI9X9q9ntoN0IR8Kt9pdWlHLs5cfmKCoREck1JfM888XfXcXwccMoqyylolc5kbIIB3/uYA4/77BchyYisuM86M2e7a3QqZo9z1QPqOaHj/2QRXMWs27FWkbtNYp+O/XLdVgiIlmjavbMKZnnITNj1F4jGbXXyFyHIiJSEMxsBHAnMISg6X6qu99kZvcB4xKn9QXWu/u+6VzbbcGjZC4iIj1MjkrmUeA6d59hZtXAdDN7xt3PaznBzH4NbMjg2rndE7razEVERHD35e4+I/G6DpgHDG85bmYGnAvck+m13UElcxER6TGc3HdYM7PRwH7AW0m7DwdWuvuHnbi2yymZi4hIj9JF1ewDzWxa0vup7j617Ulm1gt4ALjW3WuTDl1AilJ5mtd2OSVzEREpBqvdfdL2TjCzEoJkfLe7P5i0PwKcBRyQ6bXdRclcRER6jhzNpZ5oE78FmOfuv2lzeAow392XdOLabqEOcCIiInAocAlwjJm9m9hOThw7nzZV7GY2zMweT+PabqGSuYiI9BgOpF6Boouf6/4qYNs4dlmKfcuAkzu6trsomYuISI+iGeAyp2p2ERGRPKeSuYiI9CgqmWdOJXMREZE8p5K5iIj0KLmeAS4fqWQuIiKS51QyFxGRHsNRm3lnKJmLiEjPkaMZ4PKdqtlFRETynErmPVSsOcaqhWuo6ltB74HVuQ5HRKTbqGSeOSXzHujtR97jgZ8/TjzmxKIxxh4wisv+62yq+lTmOjQREemBclbNbmbXmNlsM5tjZtfmKo6e5uMZi7jvR49SX9dI4+Ymok0xFkz7lD9fc1+uQxMR6Rbu2d8KXU6SuZntBVwJHARMBE41s11zEUtP89ztr9Pc0NxqX6w5zqJZS1mzZF2OohIR6R4OxN2yvhW6XJXM9wDecvfN7h4FXiJY+L3orVu+PuX+cEmYDTV13RyNiIjkg1wl89nA4WY2wMwqCZaRG5GjWHqUcQfvQrgk3G5/LBpj2O5DchCRiEj3UjV75nKSzN19HnAj8DTwJPAuEGt7npldZWbTzGxaTU1NN0eZG0dfeggV1WWEI1v/aEorSjjhi0dSXlXW7vzNtQ3MfP4D5r/+CbHmdj9CEREpAjnrze7utwC3AJjZz4ElKc6ZCkwFmDRpUhF8t4LeA3vx7Qf+naenvsy81z6iun8Vx15+CPscu0e7c9948D0evPEZwpEQDoQjIa76/TmM3md49wcuIpINRVKSzracJXMzG+zuq8xsJEF7+eRcxdLT9BlUzTnfP2W75yxfUMODNz5Dc2OU5sat+//3P/7Gj5+9mpIyjToUkfykZJ65XM4A94CZzQUeAf7D3VP3/JKU3vzHe0RTVKvH48781z/OQUQiIpIruaxmPzxXzy4E9bWNeKp1At1p2NTU/QGJiGSJSuaZ09zseWrvo3ejtKKk3f5YNM7uB43KQUQiIpIrSuZ5as8jdmWX/XbemtANSstLOP7KQ+gzWHO5i0h+alkCVUPTMqNeUnkqFA56rs987gP+9dRcSitLOfisieyyn4bri4gUGyXzPLXyk7U8NfUNFs5aQf9hvTnk3L2VyEWkIBRDSTrblMzz0IqP1nDT5ffS3BDF3Vm/so7bvvEIZ3/nGCadMiHX4YmIdF6RVItnm9rM89DjN79GU0MznvQb39wQ5d4fP8M3Jv+OG8+5k7mvaHiaiEixUDLPQwtnLQ96ibThDh53Vi1cx53fe4L5byzs/uBERHaQOsBlTsk8D/UeWNV+p7Ve4q+5McrjN7/WTRGJiEguKZnnoSlXHERJecfdHWoWrWf6k+/z+M1vMOOpD2hujHZDdCIiO0Yl88ypA1wemjhldzbUbOTJP71BPO40N6ZeLS0WMx745Us01UcprYjw2M1v8NU/n02fQSlK9iIiPUDLOHPJjErmeeqIC/bnx898kevuuogTv3Rwu5J6KBLB405TfVAab6qPUrdmM//4zSutztu4rp71Kze26kwnIiL5RSXzPBYpjTBoVD+mXH4gFdVlPHvr29St2cyA4b1Zv6qBeJu52+MxZ+6rnwKwfuVG7r7hORbPr8HM6DOwinN/cBRlFSVESkIMHtUXa9MOLyLSHVS2yJySeQEwMw47ZyKHnTMRd8fM+PYRf4IUC7FYyIjH4vzxK4+wftVG4rHgnDXLavnjlx+ltDyCA30GVXLZfx7HkNH9uvnTiIhIplTNXmBaStN7H7kL4UjrP95QJMTeR+3CghnL2LShYUsiT1wJQFNDlOaGKKuX1PKnqx9LucyqiEiXceuarcApmReoM687nH5DqymrLCEcCVFWWcKAYdV89muHsWHVptTLpybzoJ197qsaqy4i3Uu92TOnavYCVdW3gm/dcwHz31jEyk/XMWRMP8ZPHkkoHGLEHoPadHgzWkrmwdvgdXNTnHt++jI1i2o55tKJakMXEemhlMwLWCgcYsJho5lw2OhW+3fapT/jJo/g/beW0NwQJRgM0jpRtyTuWHOc5++eSVW/CiafPq57AheRolYMJelsUzV7kbr4R1M46cpJDBrZhz6Dq+jVr5xwSQjM2pXAmxuivHDXewDEYnFWLdpA7ZrNuQhbRERSUMm8SIUjIQ4/bx8OP28fIJj+9eX7ZvPUn2ekPH/junpmvbyQB3/9FtGmGPFYnJETBnHR9YfTq18FdWvrmfniQpoaooz/zHCGjlUveBHpHJXMM6dkLgCUlEU45pKJvP3oB6xbsbHd8YEj+nDfz19rNdvcp7NXcet3nufoi/fm3p8F88DHY3Ge+8ssDjx5V07/yiS1s4uIdANVs8sWZsbpX51MSVk4aSeUlIXpM7iaaHO81fnxmLNy4Xru/dmrRJtiiRJ7ML3sGw9/yN0/eZU1y+q6+VOISD5rmc5Vvdkzo2Qurex52Eiu+NXxjN1vKH0GVTJ+8s78+x9OobkhlnI4m9G2jT3oGe9xmPXyYv773x7ng2nLW12zdvlGFs1bs2WqWRGRLbyLtgKnanZpZ+y+Qxl709BW+3abNJRF81YTbWo9iUws5kRKW74TJpJ6S3J3aG6Mcf8v3+S7936W+rom7rzhFZZ+uI5wxIjHnBOv2IdDz1QveRGRHaGSuaRl8hm7U1ld2mpWudLyCAefsXvrEnuKNvL6TU2sXb6Rv/zoFRa/v4ZoU4zGzVGaG2M8eevMdiV3ESluqmbPnJK5pKWyuoxr/u8UDj5zHAOGVTNi/AA+983JnPYfkzjvu4cQKQ2nTOQQtK3X1zWx5IO1xKOt/1Y1N8Z45YH53fERREQKlqrZJW29+lVw2pcncdqXJ7Xav/cRoxi15yAevXkGs19dTKwlYYdCWChEHOOvv3gLC6VO9rVrG7o6dBHJI8VQks42lcwlK3oPqOT87x/K/seNIVIaIlQawcKhLaX1dSs20dwEhMLBZsGvXrgkxPgDh27nziJSdNQBLmNK5pI1oZBx9jcmc/nPjyYUDtN2itigo7sFiTwUhnCE8soIh589vt29mhqibK5rSuu5yz5az/RnF/LJ7NVt5pwXESkOqmaXrItF45SUhYhF422ObF3QpWU4m1tJq+r3TbWNPPDbGXwwfSUA/Xeq4uyvHcDI8f3bPae5KcYdP3qTRfPXbmmu7zekiit/fihVfcqy/rlEpHvoO3nmVDKXrBsyug/RpraJHEiMSd86Lt1o2Bzl1YcWAODu3PqD1/hg+kpiUScWdWqWbOSW77/K+lXt54J/7q/zWThvDc2NMZoagq1mcR2/v/Ylbv7GKzx5xzzq1qk9XkQKn5K5ZF3fQZXsfcTO7WaSS8Xjzvy3gqFpSxesZ/XSjVs70CXEos4bj33c7tppzyxs96Uh7saGNQ0s/mA9rz78Mb/9yousr+maRWFisbiq9UWyTZPGdIqq2aVLnP31Axk8sjdvPLyAhk3NxOK0G5bWoqpvUCW+bsXmlD3eY9E4q5e0ny++7fSyWKjV8LhYs1Mfa+bpu+Zz7tf234FP09qn89bx8NQ5rFi0kdKyMAcdP4LjL9qdSEn778buzqzXV/LGE4tprI+y18FDOOTkEZRXlmQtHpFCo+/ImVMyly4RDoc4+rw9OPq8PQBYX7OZ3/77szRubia5mF5SFuawz+4KwNCxfVK0s0OkNMSoCQPa7d/joJ2Y+cpS4rE2f/Nta9u8u/Huyys47sJN9BtStcOfa+WiOm778Ts0NwZxNjXEeOvJRWzc0MS51+zT7vxHb3ufac8t3XL+ikWbePa+jymvinDoKSM5+qwxhMJajEZEdoyq2aVb9B1UyXVTj2foLn0pKQtTXhkhUhri6AvGM/6gYGjawGG92OOgoa2q50Nho7yyhANPGNXuniddvidVfUq3nm8t/9naNm9m4PCrL73Mr7/8IjNfX87iD9ezZMEG4inmmu/ISw9+3K5GoLkpzuzXV1C3vrHV/vU19bzzzNZEnqxhU5SX//kpj935QcYxiBQ8VbNnTCVz6TbV/cv56h+OZeWiWjaua2T4rn0pr2pd3Xzetybx6oMLePPxj2mqjzH+oCEcf+meVPQqbXe/3gMquO5PU5jx/GIWf7COpR9toGZpPe2HxAXv1yyv595fvYuFjZLSMKXlYS7+9v6MHNc37c+wYuFGPEXfvkhJiHUrN1OdaDJYsXAjD9w8h+g2mhYAmhvjvPPMUo47byzllfqrKCKdp39BpNsNGdmbISNTHwuHQxx5zu4cec7uad2rrLKEg0/dhYOBhk3N/Ozzz7buQNd2ilkLVnRr6dGxki0AACAASURBVP1+24/f4dv/d3TayXT4rr1ZubiuXUKPNscZMDSoxl/+aR1/+sHWqnjMgkbAFNPdhiPG+tUN7DSyV1rPFyl0TtA8JplRNbsUjPKqEj5z0ijCGbRBexzmvLEi7fOPPHMXSkrDrfaVlIXY/+jhVPUOag+e+uuC9lXrLQm9jVjU6TuwPO3ni4ikomQuBeXY83ajz6CKpGVZty8ajbOpNr2Z5gAGDqviyp8cxKg9+hGOGFV9Sjnqc2M5/coJW85ZsqA29cVtSuYlZSEOOm64qthF2lKbecb0r4gUlIpeJVxz0+HMfHUZz97zIRvWNG73/HAkxJi9ts4uF43GqVvbSFXvUkrLwymvGT62D1/82We2ec/e/cvYXNfcbn8obAzeuZKVizdRUVXCYaeO5IjPjk7vg4kUCydlvxTZPiVzKTglZWEOOHYEE48Yxj/+NIcZzy/d5nm77z+QEbsFHeBee2wRz97/MfG443GYdPQwTrlsN8LhbZfy168OZphLrio/5uwx3P+HOa2q2ktKQxxw9DBO/7f289CLSO6Z2QjgTmAIQVl+qrvfZGb3AeMSp/UF1rv7vimuPxG4CQgDf3b3X3RP5IGcJXMz+xrwbwQ/tFnA5e6uuTclayIlYc6+eh+Ov2h33nxiESsX1RIKh6hd20g4EmLSsTuz7xHDAHjvtRU8fd9HrRLw9BeXES4xTrm0fWe8FYs3cs9Nc1m3KviV7TeonAuumcBOI3ux1+Qh1K1r4pl7P0rMEgf7HTmUUy5Lr1OfSNHLTbV4FLjO3WeYWTUw3cyecffzWk4ws18DG9peaGZh4H+A44AlwDtm9rC7z+2m2HOTzM1sOPBVYIK715vZ34DzgdtzEY8Utt79yzn+ou0n0ucf+KRdp7XmpjhvP7OUEy7clUhka+m8sSHK//3oXeo3Rbfsq1m2mak/fpdv/2EyZeURDj5pBAcdN5zaDqrsRaRncPflwPLE6zozmwcMB+YCWLCoxLnAMSkuPwhY4O4fJ869Fzij5drukMsOcBGgwswiQCWwLIexSJGrW5e6E1w87jTVx1rte/eVlTQ2xtqfG40z+82aLe/DkRD9BlcokYtkKscd4MxsNLAf8FbS7sOBle7+YYpLhgOLk94vSezrNjlJ5u6+FPgvYBHBN6EN7v50LmIRARi+S3XK/RVVJZRXba3Aatgc5Zn7Pw2mkG3TO72pKc6GtdvvcCciHei6hVYGmtm0pO2qVI83s17AA8C17p48NOUC4J5sftRsykkyN7N+BFUQY4BhQJWZXZzivKtafvA1NTVtD4tkzYkX7UpJWeu/DiWlIU6+dDdCSYu/vPHUUhobYmyZZc5sS1IvKTVG7Nq7u0IWkcysdvdJSdvUtieYWQlBIr/b3R9M2h8BzgLu28a9lwIjkt7vnNjXbXJVzT4F+MTda9y9GXgQOKTtSe4+teUHP2jQoG4PUorH8F1688UfT2L8/gOo7lfKyN37cPE39mHfw3Zqdd6cd1a3W6IVADMGDKlk7F79uilikcLlnv2tI4k28VuAee7+mzaHpwDz3X3JNi5/B9jNzMaYWSlBH7CHO/8TyFyuerMvAiabWSVQDxwLTMtRLCIADBtdzaXfbjfipJWKqtR/ZUJh45wvj29ViheRvHIocAkwy8zeTez7nrs/TpCcW1Wxm9kwgiFoJ7t71My+AjxFMDTtVnef042x5yaZu/tbZvZ3YAbBcIB/Ae2qPES6QizmfDxnHZvqoowe35u+A9KfTvWQE4ezaEFtq57vZjBoWCVDR6VudxeRDOVgQXN3f5V2qzRtOXZZin3LgJOT3j8OPN5V8XUkZ+PM3f164PpcPV+K06plm7nlZzNpaojhQDwW5zNThnHyRbsEy6V2YPz+AzjspJ155bHFhCMh3KG6bymXfmOvrg9epFgUwfSr2aYZ4KRouDt3/mo2detbD0N75/nljBnfhwmTBnZ4DzPjuHPHcPAJw1m8oJZefUrZeWx1Wl8ERES6ipK5FIWa5ZtZMGt9u0QO0NQY581nlqWVzFv06lPKHgekf76IZEAl84wpmUtBa2yIcddv57LwwzpCBs1RUi5HGgw3ExHJT0rmUtAeufMjPv2glljztr/ql5SG2OdgDX0U6REc0KppGVMyl4LU3BSjZnk9771eQyzWJpGbBX1W405pWYiBQys56JihOYlTRNrLQWf2vKdkLgXnlceX8uxDizCDWDz1vwqhcIi9PtOfcfv2Z+/Jg1otpCIikm+UzKWgzHp7Nc8+uIjmppZ6OqNtbxozGDexH+d/ZY9uj09E0qCSecaUzCWvratp4JUnlrHoozoGD6tg6ccbkxJ5giUSukO4xCgpCXHSBWNyEq+ISFdQMpe8tWrZZv7441k0N8WIx2D5wk3bbGsLhYzhu/Ril/F9OPj4YfTuW9q9wYpI+lQyz5iSufRo7k5jQ4yS0jDhcOuJWR6/51Mak9Ya35LI29esU14Z4Ys/2Edzp4tIQVIylx5r/rvrePiuT6hd30w4bEw6YhAnnTdqS2e1Tz+o3caVBuZbEnpJaYiTLxyjRC6SD7auPy4ZUDKXHmnRgjru+eOHW9q/4zHnnZdraGyIc/YXxgJQURmhqaH9jG7hiLHPgQNZ9FEdfQeWcdRpOzN2Qt9ujV9EOivNNUulFSVz6ZFeeGRpu45s0aY4M99czcnnjaKyV4RDTxjGMw8sanVepMTY75BBnHnFrt0dsohIziiZS864OzPfWsNbL64iFo0zcfJADjxyMCUlIVavqE95TTgSonZ9E5W9Ihxy/FDWrmpg2ssriURCRKNxdt+7H6derJ7qInlNM8BlTMlccubB2z5m5jtrt6wNvmJJPTPfWsOV35nAzrv0Ym1NY7vatnjc6TewDAh6qJ9+6S4ce+YIapbX029gGX36l3X3xxARyTklc8mJVcvqee+tNUST5kxvboqzYslm5r+7jqNP25l5/1pHU+PWr+glpSEOO2EoZeXhVveqqi6hqrqk22IXkS6mJvOMaQ5LyYlPPqgl1RLgTY1xFszdwOBhFVz1vT0ZO6E3peUh+g0q4+TzRzHlzJ27P1gR6T7eRVuB67BkbmY7A+cDhwPDgHpgNvAY8IS7q3VDMlZVXZIYKtb6b1kobFvGkw8bWcUXvjkhB9GJiOSX7SZzM7sNGA48CtwIrALKgd2BE4Hvm9l33P3lrg5UCsv4ffoSjoTY0tPFDMyIA2+/uoblSxu55D/GUl6pliCRoqOhaRnrqJr91+5+vLv/zt1fd/cF7j7b3R9096uBo4BlXR+mFJpISYh/+9Ye9B1YSigSgpAl5lA3os3Ooo838sAdn+Y6TBGRvNBRMl9pZu3qOc1sgpkNcvcmd1/QRbFJgdtp50q+eeO+9O5XRjAH61axqDN/5gYaG2KpLxaRgmWe/a3QdZTMfw8MTLF/AHBT9sORYmNmNDen7nZh0Ko3u4gUiXgXbAWuo2S+a6r2cHd/Bdina0KSYrPbhN4pe7ZX9S6hV2+1mYuIdKSjZF69nWMa2CtZcdyZwymvDBOOBBndQsGY8rMuHYWlyvIiUrg0NK1TOkrmC8zs5LY7zewk4OOuCUmKTb8BZVz74704dMpgBg4tp8/Acnbduy+lbSaHERGR1Dqqw7wWeMzMzgWmJ/ZNAg4GTu3KwKS4VPWKsHxZE7W1cZqa4mxYX8uC+XUcfdJOHHXCkFyHJyLdSUPTMrbdkrm7fwjsDbwEjE5sLwH7uPsHXR2cFI/5s2pZ+PEmmhIroLlDc5Pz/GMrqN3QnOPoRER6tg57F7l7I3BbN8QiRWzOu+tT9lwPhY2P5tex32f65yAqEckJFcwzts2SuZmdYGb3p2ozF8m28opwyh7tZsExESki7tnfCtz2qtlvBC4H/rObYpEiNumQAUQi7bO5mTFyTCVzZ9Uyf04tzU1FMGBURCRD26tmfxC4H3iom2KRIjZ05wpOPns4j/196ZaFVkIh49DjBnPjj94nFLYtVW8XXTGS3cZvb9SkiOQtpygmecm2bSZzd/9xdwYi8pnDB7LPAX35+IONlJSG6D+olN/duIDmZoekdc//cstCvvujPaioVPW7iAh00Jvd0pixI51zRNJVURlhz337svuE3sx+t5Z4vH1blwFzZm7o/uBEpFuYe9a3QtfRpDEvmNnVZjYyeaeZlZrZMWZ2B/D5rgtPillDQ5xYinVW4nFobFA9nEjBKrIZ4Mysysx2qKqxo2R+IhAD7jGzZWY218w+Bj4ELgB+6+6370gAItsyfkI1paUpfkUNdt9DbeYikp/MLGRmF5rZY2a2CpgPLE/k2F+Z2a6Z3nO748zdvQG4GbjZzEoIVlCrd/f1nfkAIpkYtUsle+xVzbzZtTQ1BV+tS0tDHHhIPwYNKctxdCLSNYpiKNkLwLPAd4HZ7h4HMLP+wNHAjWb2kLvfle4N016Syt2bgeWZxSvSeWbGeZeOYP6cOt6dvp5wyNj/oH6M3b0q16GJiOyIKYmc2oq7rwUeAB5IFKDTpvUlpVNWLGvgtZdWs3ZtM7vt3ovPHNq/S3qXmxl77NWbPfbqnfV7i0gPVeAF81SJvDPnJFMyl4zNnV3LvXcsJhp13GHRp5t549U1XP2NXelVrV8pEdkBDqQYxVIozOxLwCHA48DFwGPu/scdvW9HHeCSAxhlZlMSryvMTD2QilA87jx4z1Kam31Ls1a02dm0McqLz9bkNjgRkZ7vGIJRYJe4+6nAxGzcNK1kbmZXAn8H/jexa2fgH519qJmNM7N3k7ZaM7u2s/eT7rOmponm5vbDwmIxmDe7LgcRiUjBKeyhaWvc3YE/Jd43ZuOm6daJ/gdwEPAWBEujmtngzj7U3d8H9gVIjK1biqaNzQvlFSHi2xjiXVGZdkWPiEixugnA3R9JvH8wGzdN91/fRndvanljZhGy913nWOAjd1+YpftJF6ruXcKIURWE2vzmlJQahx45MDdBiUhBKeQZ4Nx9fpv3L2Xjvukm85fM7HtAhZkdR7AAyyMdXJOu84F7Uh0ws6vMbJqZTaupUXtsT3HhZSPZaVg5paVGWXmISMT4zKH92feAPrkOTUQkb5jZJDN7yMxmmNlMM5tlZjM7c690q9m/DfwbMAv4IkEvvD935oHJzKwUOJ1g4Hw77j4VmAowadKknvPVqsj1qo5w9Td2ZfnSemo3RBk+okK92EUke4rnX/u7gW8S5NYdmqO6w3+BE23ac9x9PPB/O/KwFE4CZrj7yizfV7rB0OEVDB2e6yhEpKA4xTADXIsad384GzfqMJm7e8zM3jezke6+KBsPTXIB26hil86LRuMs/KQeMxg1pnLL+uAiItKjXG9mfwaeI6lXu7tn3Cku3brRfsAcM3sb2JT0wNMzfWALM6sCjiOotpcsmT+3jnv/snTL+1AYLrliBGN20RSoIpInCnjSmDYuB8YDJWytZnc60cM93WT+/zK9cUfcfRMwINv3LWa1G5r56x1LaG5u/Rfh9qmL+e4Nu1Fenv3pVkVEpNMOdPdx2bhRWsk8W13npWu9O33DNr7QOnNm1nHAQX27OyQRkcwVTcGc181sgrvP3dEbpZXMzayOrT/eUoIqgU3urtUvepDN9TFi0fZ/C2Ixp74+loOIREQyY/SsceFdbDLwrpl9QtBmboC7+z6Z3ijdkvmWedjNzIAzEkFID7L7uF688craLWt/twiFjF21bKiISI9gZgcDbwInZuueGc+/6YF/ACdkKwjJjjFjK9l19ypKS7f2Xi8tNSbu34edhpbnMDIRkTS1DE3L9tazXApMB24EjiaYZXVhy9aZG6ZbzX5W0tsQMAlo6MwDpeuYGRddNoJZ79UyY9p6wiHjgIP6MmEvLXAnItJTuPu/A5jZeIL5Vm43sz7AC8CTwGvunlHbaLq92U9Leh0FPiWoapcdEI3GicegtCx7C5SEQsbE/fowcT9NrSoiearnlaS7RGKe9vnAf5tZBUEp/RzgNwSF5rSlm8z/7O6vJe8ws0OBVZk8TAKbN8d48P7lzJu7EXfYaWgZZ587lGHDVRUuIrJjE5vmJ3evJ5gq/fHOXJ9uMv89sH8a+6QD7s6f/3cRK1c0EktUoixb2sj/3ryI6769C717a45zEZFiYGZfT7F7AzDd3d/N5F7bzRyJHneHAIPaPLQ3oBlIOmHxogZW1zRtSeQtYjHn7TfXM+V4LSMqIkWuSKrZCarSJ7F1FdJTgZnAl8zsfnf/Zbo36qixthToRZD0q5O2WuDsDIMWYM2aJrD2c6VHo87KlY0prhARka5mZiPM7AUzm2tmc8zsmqRjV5vZ/MT+lAnWzL6WOD7bzO4xs3TaTXcG9nf369z9OuAAYDBwBHBZJvFvt2SemPntJTO7vbPd5aW1oUPL8RTTtJWUGCNHVeQgIhGRHsTJ1aQxUeA6d59hZtXAdDN7BhhC0OF7ors3mtngthea2XDgq8AEd683s78B5wO3d/DMwSQtsAI0A0MS98iodJduA+1mM/sVsCew5duGux+TycMk6Oy2y9hKPlqwmWhitjYzKCsLMelA9UAXEckFd18OLE+8rjOzecBw4ErgF+7emDi2rY7fEaDCzJqBSmBZGo+9G3jLzP6ZeH8a8NfEQmQZTfGa7piouwm6z48BfkQwNO2dTB4kW11y2XAOP7I/vXqFKSsLsc/Eaq6+djQVFeqGICLFrgsmjAlK+gPNbFrSdtW2IjCz0cB+wFvA7sDhZvaWmb1kZge2i9h9KfBfwCKCLwQb3P3pND7s48BVwPrE9iVghrtvcveLMvmppVsyH+Dut5jZNUlV70rmnRSJhDjhpEGccNKgXIciItLzdE01+2p373Dstpn1Ah4ArnX3WjOLAP0JpjA/EPibme3ivjVIM+tHUBU/hiAp329mF7v7XR087v+AS939psR9LgCuBR7N9MOlWzJvTvx/uZmdYmb7EXw4SfDi6X0pIlKQzKyEIJHf7e4ta4ovAR5MTGX+NsEo+LbDjqYAn7h7jbs3E6xHfkgajzwbuNPMxpvZlcCXgeM7E3u6JfOfJqaau45gfHlv4GudeWAhaW6O88QTNbzzTi3RqDNqVDmf/ewQdtqpLNehiYjkrxwUjhKLiN0CzHP33yQd+gfBzGwvmNnuBKO8Vre5fBEw2cwqgXrgWGBaR89094/N7PzEMxYBxycmj8lYh8nczMLAbu7+KMFg9qM786BCdNddy/joo81Eo8H7Tz9t4I9/XMTXvz6aPn1KchuciIhk4lDgEmCWmbVM2PI94FbgVjObDTQBn3d3N7NhBLOjnuzub5nZ34EZBL3i/wVM3daDzGwWrVdt708wd8tbZkaXLIHq7rFEPf5/Z3rzQlZT08RHH9VvSeQtolHntdfWc/LJag8XEcmYk5PpXN39VYL1xFO5OMX5y4CTk95fD1yf5uNOzTjADqRbzf6amf0BuA/Y1LLT3WdkO6B8UVPTRDhsW4aXtYjFYNkyTf4iItJphd8HaZF30NHKzKyjc5Klm8z3Tfz/x0n7HCjaceaDB5cSi7X/OYfDMHy42sxFRGSbXjCzB4B/uvuilp1mVgocBnyeYDnU29O9YVrJ3N3VTt7GwIGl7LprJQuSJn+BYNjZIYf0zWFkIiJ5rvBL5icCVwD3mFnLcLZygnbzp4Hfuvu/MrlhWsnczIYAPweGuftJZjYBONjdb8nkYYXmoouG8tRTq3nnnVqam+OMGVPB6acPVuc3ERHZJndvAG4Gbk4MhxsI1Lv7+s7eM91q9tuB24DvJ95/QNB+XtTJvKQkxKmnDubUU9tN1SsiIp3iuZqbPScS49KX7+h90p00ZqC7/41EH0N3jwKx7V8iIiLSCV0znWtBSzeZbzKzASTGxZnZZIIx5yIiIpJj6Vazfx14GBhrZq8Bg9B65iIikm0OpFgmWrYv3d7sM8zsSGAcwaD69xP1/AVn48YoL766nnnvb6aqMsQRh/Zlrwm9ch2WiIgUMDO7EDidoAnbgEfc/Z50r0+3N3s5wQTwhxF8b3rFzP6U6JFXMDZvjvHbPy5h8+YYsRisXgP3PrCKI1c0cdwxWldGRKRbFEEbdwpHuvv5LW/M7H+AtJN5um3mdwJ7Eiyy8ofE679kEGReeO2tDdTXx4klde1rbnZefHU9m+vV309ERLpMWWJV0n3M7GSgIpOL020z38vdJyS9f8HM5mbyoHzwYZsJYFpEwrBseSO77lKZg6hERIpMkZTMzewGd78h8fbLwFnA3sBi4CuZ3CvdZD7DzCa7+5uJAD5DGsu75Zu+fSMsWtLY7vcoFofq6nR/VCIi0nnFMZQs4YdmVkGwatoM4F53X9eZG6VbzX4A8LqZfWpmnwJvAAea2Swzm9mZB/dEhx/Sl0ik9aI5oRAMGVzKkEGlOYpKREQKlAMNwFPACII8O7EzN0q3uHliZ26eb0YML+fsMwbx0KOricedeBxGDC/j4vN3ynVoIiLFwSmmkvn8xNKpAH83s9uBP9GJRczSHZq20Mz6EXxziCTtL7glUPfdp5q99+zFqtVNVFaE6dNb1esiItIlVpvZAe4+HcDdPzCzQZ25UbpD034CXAZ8RGIWOAp4CdRw2Bg6RMuYiojkRPGUzL8K3Gtm04FZwD7AJ525UbrFznOBse7e1JmHiIiIpK1Ikrm7v2dm+wJTgL0I1jBPe2x5snST+WygL7CqMw8RERGR9ty9EXgssXVausn8P4F/mdlsoDEpiNN35OG5sGZtM/M/qicSMfYaV0lVZTjXIYmIyBYO8Xiug8g76SbzO4AbCer08/an/PRL63jxjVpwx0LGw0+t5cIzB7LnuKpchyYiItJp6Sbzze7+u2w+2Mz6An8maCdw4Ap3fyObz0i2aGkjL71Ru3WGt1jw/78+tJr/97UKysvSHXIvIiJdpriGpmVNusn8FTP7T4JlUJOr2XdkaNpNwJPufraZlQJdOlfqjFkbicba/4KEQjB/QT377qnSuYhIj6BknrF0k/l+if9PTtrX6aFpZtYHOIJguBuJXvJd2lM+Ht/270dca+eKiEgeS3fSmKOz/NwxQA1wW2LquunANe6+KcvP2WLihEpmzNpIU3PrxB2LOePGZrQ4jYiIdCWVzDOWVkOxmQ0xs1vM7InE+wlm9oUdeG4E2B/4o7vvB2wCvpPiuVeZ2TQzm1ZTU7MDj4NdRpWz395VlJQEc6+HQxCJGGeeNEA92kVEJK+lW81+O3Ab8P3E+w+A+4BbOvncJcASd38r8f7vpEjm7j4VmAowadKkHfqqZmZ87uSBHDixmjkfbKa0xNh3zyoG9CvZkduKiEi2qWSese0mczOLuHsUGOjufzOz7wK4e9TMYp19qLuvMLPFZjbO3d8HjgW6ZX30kcPLGDlcU7WKiEjh6Khk/jZBdfgmMxtAYl52M5sMbNjBZ18N3J3oyf4xcPkO3k9ERPJeUa1nnjUdJfOWxb2/TjAsbayZvQYMAs7ekQe7+7vApB25R7o+/LSB59/cwLoNMcaMKGPKIX0Y0FeroYmI9DgaZ94pHWW0QWb29cTrh4DHCRJ8I8HE8DO7MLasmDZrIw8+vY7mxGQxazdEmfX+Zq69bCcGqr1cREQKQEe92cNAL6AaqCJI/mGCCV6quza0HReLOw8/v35LIofgC19Ts/P0qzvaSiAiIl3C49nfClxHJfPl7v7jbomkC2yoi22dvjWJO3y0qDHFFSIiIvkn3TbzvFRZHsK30fbSu5fGlouI9EhqM89YR9Xsx3ZLFF2kvCzEXrtXEmmTt0tKjGMm985NUCIish0O8S7YCtx2S+buvra7Aukq55zUn3jcmbugnnDYcIfjD+vD3uO6dF0XERGRblPw47NKS0Jc8tlBbNoco25TjAF9I5SUaLlTEZEeSUPTOqXgk3mLqsqw5mAXEZGCVDTJXERE8kQRDCXLtqJI5rG44w6RcF53zhcRKQ6qZs9YQSfzTfUx7n92HXM/acAdRg0t5dwp/RjcXzO/iYhI4SjYnmBxd26+v4Z5nzQQjwdf9BYua+L3961ic4OqcEREeqbEQivZ3gpcwSbzj5c0sq4uRiwpbzsQjcG0eZtyFpeIiEi2FWw1++r10ZRfxpqjzso10e4PSEREOqahaZ1SsCXznQaUYCn6u5VGjJ0Hq81cREQKR8GWzEcNLWXYwBKWrGoiGgv2mUF5mbH/eM3+JiLSU7mGpmWsYJO5mXHlWQN58vVaps/bRDQGE8aUc9oRfSkrLdgKCRGR/Kdq9owVbDIHKCsJccaRfTnjyL65DkVERKTLFHQyFxGRfFMcQ8myTfXNIiIieU4lcxER6VnUAS5jSuYiItJzaJx5p6iaXUREJM+pZC4iIj2LSuYZK7pk3hx1nnxnA2/P20xT1Nl1eBmfPbQvg/oW3Y9CREQKRNFVs9/x9Bpem72J+iYnFocPFjfyu4dWUVcfy3VoIiKC4x7P+lboiiqZr1rXzEdLG7dM7wpBX4vmqPPGHK2kJiLSI2gJ1IwVVTJfsS5KKNR+9ZVoDBavaspBRCIiIjuuqJL5oL4R4im+oUVCMGyAVlITEekRclAyN7MRZvaCmc01szlmdk3SsavNbH5i/y+3cX1fM/t74rx5ZnZwFn8iHSqqXl9D+5cwcnApC1c2tapqD4eNQ/bqlbvAREQk16LAde4+w8yqgelm9gwwBDgDmOjujWY2eBvX3wQ86e5nm1kp0K3LcxZVMge44qQB/PO1Dcz4cDOxGIwaUspZR/SlT1U416GJiIh7TmaAc/flwPLE6zozmwcMB64EfuHujYljq9pea2Z9gCOAyxLnNAHd2nZbdMm8rCTEuUf145wj++JOyjZ0EREpXmY2GtgPeAv4FXC4mf0MaAC+4e7vtLlkDFAD3GZmE4HpwDXu3m09q4uqzTyZmSmRi4j0RHHP/gYDzWxa0nZVqkebWS/gAeBad68lKPT2BybD/2/v3oMkrc77jn+fvk3PfgJqGAAAHDZJREFUfZiZvbLsLiAWpBUSoOWiAilaFBFYE0mOlYqrDAY5FkUcqaSKZUeWEwX/4cSWU3IqURwVspB8QaVgBDiSdQE5rLCiYvEuLJcFhJb73nd2mN2Z6Zmevjz5430HNTM9u9Mz3f12z/v7UF3b/d76nOlhnj7nPec5/A5wj5nNDR4p4DLgf7n7pcAk8LnG/HCqi13LXEREWleQmr0hU8lG3H3b6Q4wszRBIL/b3e8LNx8A7vOgUI+ZWRkYJmiJU3HMAXffFb6+lyYH89i2zEVERGaFre2vAc+5+5cqdj0AbA+P2QJkgJHKc939CPC6mV0Ybvog8GzDC11BLXMREWkt0WRsuxq4GXjazPaG2z4P3AXcZWbPEAxqu8Xd3czWA3/u7jvCYz8F3B2OZH8J+HgzC69gLiIisefuPwEWGkh1U5XjDwE7Kl7vBU7bjd9ICuYiItI6YpJ+td5iH8wLReenz0/w+ItTmMEVF3Rx5YXdJDXSXUQkGjFYGKXeYh3My+589cETHDwxQyHMCPd3e8Z5/mCej39wkPmzD0RERFpPZMHczF4BxoESUDzTlIFGeOFgnkOjhTcDOQQt9ZeOzPD6SIGNqzLNLpKISOw1aGraihZ1y3y7u4+c+bDGePnoDDPF+b80pbLz8tEZBXMREWkLUQfzSPV1JUkneUvLHCCZMPq6NAVfRKT5osnN3u6ijFgOPGhmexZKq9dol5zbSaLKffFkArZuzEZQIhERiWIJ1HYXZTC/xt0vA24A/q2ZvX/uAWZ222we3ePHj8+/wjJ1ZxP85nVD9HcnyKSMdNIY6k1y+/XDZFJqmYuISHuIrJvd3Q+G/x4zs/uBK4BH5hxzJ3AnwLZt2xry1WrT6gyf/9gajp0skjBjuC+pUewiIlFxDYBbikian2bWHS7+jpl1A9cBz0RRlrAMrBlIs6o/pUAuIiJtJ6qW+Rrg/jBwpoBvuvsPIiqLiIi0DAc0AK5WkQRzd38JeHcU7y0iIi1O3ew10ygvERGRNhfreeYiItJ6XPPMa6aWuYiISJtTy7yKY6cKvHQsT1cmwUXrs5pzLiLSTLpnXjMF8wruzgO7x3j81RwGJMwwg3/9gWE2DCpPu4iItCY1OSvsOzjN3temKJaCfO35ojNdcP7yH05Q1jdFEZEmCHOz1/uxwqllXuGxFyerrqI2U3QOjBbYOKTWuYhIQykD3JKoZV6hVFr4F6hU1i+XiIi0JrXMK1y6uYvXR2fmLYlqBufonrmISHPEoFu83tQyr3Dp5i42DmXIpIL87MkEpJPGv7pqkFRSOdtFRKQ1qWVeIZkwfuMDw7xwOM/Pj0zT3ZHgss1dDHTrxyQi0hzxWH+83hSl5kiYcdH6LBetz0ZdFBGR2HGUAW4p1M0uIiLS5tQyFxGR1qJu9pqpZS4iItLm1DKvMF0o88SrOQ6fLLC2P8Vlm7rJpvV9R0Skadx1z3wJFMxDo5NFvvLwcQolp1By0klj5/MT3L59FYMazS4i0jwK5jVTszP0nb1jTM2UKYRZ4AolZ2qmzHf2jkVcMhERkdNTkzP04rE8c4dceLhdRESaR7nZa6eWeSi5wE8iocRvIiLS4hTMQxdv6JoX0JMJeNc5XdEUSEQklrQE6lIomId2vKufNX1pMkkjnTQySWNNX5od7+qPumgiIiKnpXvmoWw6wb/ZvorXRmc4fqrIqr4UGwczmKmfXUSkmXTPvHYK5hXMjE1DHWwa6oi6KCIiMbbyu8XrTd3sIiIibU4tcxERaR2ubvalUMtcRESkzallLiIiLcRjMZWs3hTMRUSkZTjqZl8KBfMaFUvOz45OcXKqxLr+NJuHOjR9TUREIqVgXoPRySJf/+kxCiWnWHaSiSCxzM1XriKdVEAXEakLdbPXTAPganDfEyfIzZSZKTllD1ZWO3Jyhv+3/1TURRMRkRhTMF+k3EyJo6cK81ZWK5Zh74FcJGUSEVl5HPdy3R8rnbrZF+l04zE0VENEpJ70V7VWapkvUndHkuHe9LztyQRcvF4rq4mISHQUzGvwy5cMkk0b6WTwOpM0hrpTvO+C3mgLJiKyUjjqZl8CdbPXYHVvmk9fu459h3KM5UqsH8iwZXWWREIj2UVEJDoK5jXqSCW4bGNP1MUQEVmhlAFuKdTNLiIi0ubUMhcRkZaidK61izSYm1kS2A0cdPcboyyLiIi0hjgMWKu3qFvmnwaeA/oiLkfkcjMlXh7NkzQ4dyhLR0p3QEREZHEiC+ZmtgH4JeAPgX8XVTlawZMHJ/jRC2MkzDCCBDUfvniQ84c7oy6aiEiTOUoaU7som3//DfhdINb9KaO5An//whilcpDrfabkFMrO3z49ynQh1j8aERFZpEiCuZndCBxz9z1nOO42M9ttZruPHz/epNI117OHc5SrfAk1YP/IVNPLIyISpWA9cyWNqVVULfOrgQ+b2SvAt4Brzeyv5x7k7ne6+zZ337Zq1apml7EpCmWvGswdp1BSV5OIxIwTzDOv92OFiySYu/vvufsGd98M/Crwf939pijKErULVnWSrpJBzoHzhrLNL5CIiLQdDZmO2Nn9GS5c00k6GQR0A1IJ46pNffR3Rj3ZQESk2Rz3+j/OxMzOMbOHzexZM9tnZp+u2PcpM3s+3P7F01wjaWZPmNl36/TDWLTIo4W77wR2RlyMyJgZN7z9LLau7eL5o1MkE7B1XTfr+jJRF01EJE6KwG+7++Nm1gvsMbOHgDXAR4B3u3vezFaf5hqRTbeOPJhLENA3DWbZNKhudRERj2CSk7sfBg6Hz8fN7DngbOATwB+5ez7cd6za+VFPt1Y3u4iItJaIB8CZ2WbgUmAXsAV4n5ntMrMfm9nlC5wW6XRrBfMVwt15fWyaZw5PcGQ8r9zGIiJvNTw71Tl83FbtIDPrAb4NfMbdTxH0YA8CVwG/A9xjZjbnnEVNt24kdbOvALmZEvc+dYyJfOnNvElrejN8dOswqaS+r4lIO1ncgLUlGHH3bac7wMzSBIH8bne/L9x8ALjPg0I9ZmZlYBioTH4yO916B5AF+szsr5s5S0t/6VeAH/18lJNTRQplpxg+jpzKs+u1U1EXTUSkLYSt7a8Bz7n7lyp2PQBsD4/ZAmSAkcpzW2G6tYJ5myuWnVffmJ53k6bksO/oZCRlEhFZDqdc98ciXA3cTJDEbG/42AHcBZxnZs8QJDm7xd3dzNab2fca91OojbrZ21wwh7L6vnK11HIiIjKPu/+EINVHNfNa2e5+CNhRZftOIphurWDe5tLJBKt7MhydmHnLdgPOG9KqayLSXmZzs0tt1M2+AvzTLWeRSRqpMC1sKmF0Z5Jcfe5AxCUTEamRe2MeK5xa5ivAcHeGWy9fx7NHJ3kjV2RNb5qLVneT1kh2EZFYUDBfITrTSd6zoekZBEVE6i6KDHDtTsFczui1sSmePjzOVKHEOf1Z3rW+j850MupiiYhISMFcTuupQ6fYc/AUxXBk/MnpCfafyPErF68lq4AuIg2gAXC1001VWdBMqczuikAOUHaYLpZ5+sh4hCUTkZUrmiVQ252CuSxoNFeo+gtSdjhwcrrp5RERkerUzS4L6kwnFhyG0p1RF7uINIq62WullrksqD+bZqgrPS8lUiphXLxWI+dFRFqFgrmc1nVbhlndmyFpkE4Y6YTx3k0DrOvriLpoIrJCuZfr/ljp1M0up9WZTvLhd6xhIl9kulhmoDP9ZqY5EZF68/A/qY2CuSxKT0eKniY1xmdHngYrEoqIyJkomEvLODld4LHX3+DoRJ6Eweazuti24SwySksrEitx6BavN/2VlJaQL5b44QtHOTqRB4Lpb6+8kePv9x+LxRxREZHlUMtcWsL+E5OU5qy/XnY4OV3kRG6G4W4NuBOJC+Vmr51a5tIS3pgqUFqgAX5yutjcwoiItBm1zKUlDHameX3MKM3pUndgoDMdTaFEpPlikn613tQyl5Zw/lAPqYS9JUFNwoIgP9SViaxcIhKFcgMeK5uCubSEjlSCGy5cw/q+LAkLssy9baiHD56/KuqiiYi0PHWzS8vo6UixvYHBu1R29p8Y59WxHADnntXN+YM9JJQER6SlqJu9dgrmEgvuziOvHGdsaubNgXbPHD3FkfFprtk8rAQ1ItLWFMwlFo5O5Dk5/dYR8yV3RnIzmvom0kKCZK4r/x53vSmYSyycyOUplud33ZXdGcnlFcxFWogywNVOA+AkFrLpJMkqXenJhNGZ0trsItLeFMwlFs7p76LabXEzOLu/c9nXL5WdiZkCxbJaFCLL5Q34b6VTN7vEQiaZ4P3nruLR106QLwYBtzOd5KqNg6QSS/9O6+78bOQUL41OBq9xNg10s3V1vwbViUjTKJhLbAx2Zrhhy1omZooYRncmueyA+8obk7w0OvGWgXWvjk2STBhvX9W/zBKLxJEGwC2FgrnEipnR21G/9LD7R8fn5ZQPVnyb5KLhPrXORZZA88xrp3vmIsswU6regiiW43CXTkRahVrmIsvQ15FmbLowb3tXOklima3yUrnMSC5P2Z2hzg4yGnUvMeBoCdSlUDAXWYata/p59LUTb1ntLWHGO9cMLOu6o7k8ew+PvvnacS4Y6mPjQM+yrisiK1MkwdzMssAjQEdYhnvd/T9FURaR5Rjs7ODqTcP8bGScU9MFujMpLhzuZbBr6UloiuUyew+PzlsO9ucnTnFWZ0dd7/mLtB4NgFuKqFrmeeBad58wszTwEzP7vrs/GlF5RJasP5vhig1DdbveyGS+6vayw6FTOS7UKHkRmSOSYO7BUMWJ8GU6fGi8kAhBitmFzG2t11Op7CQMjcCXyGk0e+0iu2duZklgD/A24H+6+66oyiLSSoa6OqpmrEqasaYnW/f3G5vKs//ESaaKJRIGa3q6OG+wb9kD+ESWSt3stYtsapq7l9z9EmADcIWZvXPuMWZ2m5ntNrPdx48fb34hRSLQkUpy/pxgmjRjuKuDwc76LggzMVNg37E3mCqWgKAr/+h4jheOj9X1fUSksSIfze7uY2b2MHA98MycfXcCdwJs27ZN/S4SG5vP6mGwM8Oh8RylMqzpyTLU1VH3LvADYxPzuvXLwEhumplSiUxS0+GkueKSS73eohrNvgoohIG8E/gQ8MdRlEWkVfVlM/RlMw19j8lCser2hBnTxcYGc3fX/XmROomqZb4O+IvwvnkCuMfdvxtRWURiq7cjTa5KQC/jdKYa8+fh5HSe106Oky+WSCaMtT3drO3pUmCXgGs986WIajT7U8ClUby3iPzCOf09HJ+cfktXe8JgbU8X6WT9h9SM52fYPzrG7NuVys7h8QnKZefsfiXEkYC62Wun3OwiMdaZTnHJuiEGshkSFiwVu2mgl/MG+xryfgdPTTB31lHZ4ehk7rRT8parVC4zXSxS0nrzskJFPgBORKLVnUlz8dr6Jb05neli9Xv04BRKZTrqnH/e3TkyMclobgozcIeBzizre3vUrd+ynLKmptVMLXMRaZqF78NbQ7r1T+SmGM1N4QQ9AA6MTU1zbDJX9/cSiZKCuYg0zfq+Hua2hxMEiWoakaRmJAzklZwgyCvLWGsKVk2r/38rnbrZRaRpejsyXDA0wOsnx5kqlkgnEqzt7WJ1d1dD3m+he+SNvD/v7uQKBYqlMplUkmwqpS79Gmk0e+0UzEWkqfqyHWzN1jeT3UKyqRRTVe7TdySTDQmwxXKZgydPUSqXccCATDLJ+n6lx5XGUje7iKxY63rnd+tbuL0Rjk9MUgwDOQRdxjOlEqO5qYa830qlbvbaqWUuIitWVybN+YNncWxykulikY5UitXdXXSm678mfDnsXp/LgfF8nuE63UoolstM5PPMFIukk0l6OzpIKe1u7CmYi8iKlk2n2DiwMtaAL5RKHBsff7OdOVMqkZuZYVVPD5kGZexrvni0pOtN3ewiInWQMFtwnnx3pj49AWNT1UfnvzG1+G78mVKJiXye3MxMQwcCSnOtlK9yIiKRW93Tw8GTp3D3NwfAJRMJhrrq08WeXyDpTqFUOuPCNe7O2NTUWxL3nJqeZrC7u+VWx9N65rVTMBcRqZNMMsnGgX7G83kK5TLZVIruTKZuI9nNrOr8+MVcfapQmPdlwIE3cjlW97RORjwH5QBYAgVzEZE6SiYSDHR2NuTa3ZkME/n8vO1dmcwZg3GuUKh6J9rdKZbLpFusdS61UTAXEWkT/dkspXKZqUIBI2jFZlOpZX95aLV2sAbA1U7BXESkTZgZQ93dFMtliqUSqURi0dPSOlMpiqXSvDBpZqQTGgvd7hTMRUTaTCqRIFVjAO7KZJguFoPBcuE2AwY6O1vmfnlAq6YthYK5iEgMmBmDXV3MlErki0WSZmTTaZIt2CpXN3vtFMxFRGLCzOhIpehYMQlmZFbrfSUTEZHYmp2aVu/HmZjZOWb2sJk9a2b7zOzTFfs+ZWbPh9u/WMu5zaKvZyIiIlAEftvdHzezXmCPmT0ErAE+Arzb3fNmtnqx57r7s80qvIK5iIi0lCjumbv7YeBw+HzczJ4DzgY+AfyRu+fDfcdqOLdpwVzd7CIi0kIcp1z3Ry3MbDNwKbAL2AK8z8x2mdmPzezyGs5tGrXMRUQkDobNbHfF6zvd/c65B5lZD/Bt4DPufsrMUsAgcBVwOXCPmZ3nVW7Ezz23IbVYgIK5iIi0lHJjutlH3H3b6Q4wszRBML7b3e8LNx8A7guD92NmVgaGgeOLOLdp1M0uIiKxZ0HmnK8Bz7n7lyp2PQBsD4/ZAmSAkUWe2zQK5iIi0jKimpoGXA3cDFxrZnvDxw7gLuA8M3sG+BZwi7u7ma03s++d4dymUTe7iIjEnrv/hIVXk72pyvGHgB2LOLcpFMxFRKSlKJ1r7RTMRUSkhbiC+RLonrmIiEibU8tcRERaSq1JXkQtcxERkbanlrmIiLQMdygvbiqZVLBFzr+LnJkdB15t8tsOMyc5QIzEue4Q7/qr7vFVS/03ufuqehfAzH4QlqPeRtz9+gZctyW0TTCPgpntPlP6v5UqznWHeNdfdY9n3UH1b2e6Zy4iItLmFMxFRETanIL56c1bHi9G4lx3iHf9Vff4inv925bumYuIiLQ5tcxFRETaXCyCuZllzewxM3vSzPaZ2R/M2f/fzWxigXOHzOxhM5swsy/P2bfTzH5WseTd6kbWY6mWWf8PmdkeM3s6/Pfain3vCbfvD68R6apB1TSw7nH47K+oqN+TZvbLFfuuD+u/38w+1+h6LEUD6/5K+Dux18x2N7oeS7GculccszH8u/fZim0t/7nHViPWjW21B8HSdD3h8zSwC7gqfL0N+CtgYoFzu4FrgNuBL8/ZtxPYFnX9Glz/S4H14fN3Agcr9j0GXBVe//vADVHXtYl1j8Nn3wWkwufrgGMEiaaSwIvAeUAGeBJ4R9R1bUbdw9evAMNR169Rda+4xr3A3wCfDV+3xece10csWuYemP0Wmg4fbmZJ4E+A3z3NuZMerFU73fiSNsYy6/+EB+v2AuwDOs2sw8zWAX3u/qgH/6f/JfDRxtViaRpR94YWuM6WWf+cuxfDl1l4cymrK4D97v6Su88A3wI+0pAKLEOD6t4WllN3ADP7KPAywe/9rLb43OMqFsEcwMySZraX4Bv2Q+6+C/gk8H/c/fAyLv31sLvtP7ZiN/OsOtX/V4DH3T0PnA0cqNh3INzWchpQ91kr/rM3syvNbB/wNHB7GODOBl6vOGxFfvYL1B2CwP5geOvltkaWfzmWWncz6wH+PfAHc3a1zeceR7HJze7uJeASMxsA7jez9wP/EvjAMi77a+5+0Mx6gW8DNxO0UFvOcutvZluBPwaua1ghG6RBdY/FZx8GgK1m9nbgL8zs+w0tbJ3Vu+7uPg1cE372q4GHzOx5d3+kgdVYkmXU/Q7gT919ooW/o8ocsWmZz3L3MeBhYDvwNmC/mb0CdJnZ/hqvdTD8dxz4JkE3VEtbSv3NbANwP/Dr7v5iuPkgsKHisA3htpZVx7rH5rOvOPc5YIJw7ABwTsXuFfnZV5xbWffKz/4Ywe9GS3/2S6j7lcAXw2M+A3zezD5JG37usRL1TftmPIBVwED4vBP4B+DGOcecaTDIrVQMgCPo1RgOn6cJBovcHnVd611/YIBgoMu/qLJv7gC4HVHXtRl1j9Fnfy6/GPS1CThEsABGCngp3D87EGpr1HVtUt27gd5wezfwU+D6qOtaz7rPOeYOfjEAri0+97g+4tLNvo6gmyxJ0Btxj7t/d6GDzezDBCOVvxC+fgXoAzLhwJDrCFZw+6GZpQlGef4I+GpDa7F0y6n/Jwm+zX/BzL4QHnKdB62S3wK+QfDH4vvho9XUve7AJPH47K8BPmdmBaAM/Ja7j4THfRL4IUH973L3fQtdM0J1r7uZnUfQZQ1BcPumu/+g0RVZgmX9zavG3Ytt8rnHkjLAiYiItLnY3TMXERFZaRTMRURE2pyCuYiISJtTMBcREWlzCuYiIiJtTsFcYsXMfj9cReqpMBXrlWc4/htm9rHw+Z+b2TvOcPztZvbr4fNbzWz9Esp4bzgFqnKFrqfM7EEzWxtu/42K7c+Y2UfC7TvNbFvFtTab2TPh84vN7Bu1lkdEWl9c5pmLYGbvBW4ELnP3vJkNEyS/WBR3/81FHPOVipe3As8QJBxZbBm3Akl3f6li8/ZwjvN/JsjG9UXg9wnqcTLMpb1qEWV72sw2mNlGd39tsWUSkdanlrnEyTpgxMPFUtx9xMNV0czsC2b2j2Er906rkpS6stVrwTrPf2jBetGPmtmacPsdZvbZsDW/Dbg77AH4JTN7oOJaHzKz+6uU8deAv12g/I8QJLFZDYwTpBjF3Sfc/eVF/gy+A/zqIo8VkTahYC5x8iBwjpm9YGZ/Zmb/pGLfl939cnd/J0FGuxvPcK1u4FF3fzdBkP1E5U53vxfYTbAgyyXA94CLzGy2Bf1x4K4q170a2LPAe95IsILXk8BR4GUz+7qZ/fMzlLXSbuB9NRwvIm1AwVxiw4P1nd8D3AYcB/63md0a7t5uZrvM7GngWmDrGS43A8ymx9wDbD7DezvwV8BN4SpW76V6+tt1YdkqPWzBUpZ9wH/xYDWs64GPAS8Af2pmd8y+VbW3r3h+DKj5Pr6ItDbdM5dYCQPhTmBnGLhvMbNvAX9GkJv69TAwZs9wqYL/IhdyicX9v/R1gm7uaeBv/BfrY1eaqvLe22dzolfUwwkWunnMzB4Kr30HcAI4q+LQQaDy3Gz4HiKygqhlLrFhZhea2QUVmy4hWDBnNniOhIPJPlantxwHemdfhPfnDwH/gSD4VvMcwX3xBZnZejO7rGLTbD0g+KJyU8U9/1sIlr+ctYVgUJ6IrCBqmUuc9AD/I+zmLgL7gdvcfczMvkoQ5I4A/1in9/sG8BUzmwLe6+5TwN3AKg/WyK7m74APEKzEtpA08F/DaW/TBN3yt4f77gQuAp40Mye4R/57FeduD99DRFYQrZom0kRm9mXgCXf/2gL7Owla0leHtwTq+d4dwI+Baxbo4heRNqVgLtIkZraHYC30D81Oj1vguH8GPFfvueDhLYaz3X1nPa8rItFTMBcREWlzGgAnIiLS5hTMRURE2pyCuYiISJtTMBcREWlzCuYiIiJtTsFcRESkzf1/ezTf7WhN+L8AAAAASUVORK5CYII=\n","text/plain":["
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\n","text/plain":["
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ZovV4FPGRmAM+4++X5jENEREpHObQ+z7W8JnN3v6iP1dfn85oiIiLlRiPAiYhIUVHJPHuF7pomIiIie0klcxERKRpOeQzykmtK5iIiUlRUzZ49VbOLiIiUOJXMRUSkeKif+aCoZC4iIlLilMxFRKRoOMHY7LleBmJm081soZm9amavmNmV4frfm9kL4fK2mb2Q6bFDSdXsIiIiwcRfV7n7MjMbBSw1s4fc/WNdO5jZ94EdWRz76tCErmQuIiJFphDPzN19PbA+fN1sZiuAqcCrABaMP/5R4ORsjx0KSuYiIlJUCt01zcxmAYcDi9NWLwA2uvsbgzg275TMRUSkHIw3syVp769z9+t67mRmtcAdwBfdvSlt00XALXu6wB6OzTslcxERKSp5qmbf4u7z97SDmVUQJOOb3P3OtPUx4MPAkdkeO1TUml1ERMpe+Ez8emCFu/+gx+ZTgZXuvnYQxw4JJXMRESkaTvDMPNdLBo4DLgZOTuuKdla47UJ6VLGb2RQzuy+DY4eEqtlFRKR4OAWZaMXdFwHWz7ZL+1i3DjhroGOHikrmIiIiJU4lcxERKSqF7ppWilQyFxERKXEqmYuISNHwcJHsKJmLiEhRUTV79lTNLiIiUuJUMhcRkaJSiIlWSp1K5iIiIiVOJXMRESkajkrmg6GSuYiISIlTyVxERIpH5mOpSxol8wJ4c9lbPH7zInbuaOWIMw/jqHOPJFap/woREVA1+2Aogwyxv9ywkLt/cC/x9jjuzmtPv8HjtzzJVTd/QQldREQGRc/Mh1BL407++L0/0dnWuWtWoM62Tt59bR1L7l1W4OhERIqDe+6X4U7JfAitWvJXYhW9S9+drZ08/8CLBYhIRESGA9XrDqERtdX0NeqwRYya+pqhD0hEpMg4agA3GErmQ2jf986lsrqS9paObusrqmIcf9FxBYpKRKS4lEO1eK6pmn0IRaIRrvz131PXUEf1yCqqa6upqKrgQ185n9mHzSp0eCIiUqJUMh9iU/efwjVPfotVS/5Ke0s7c4+aQ02dqthFRAAokwZruaZkXgCRaIT9jt630GGIiMgwoWQuIiJFw4FUoYMoQUrmIiJSVFTNnj01gBMRESlxKpmLiEhRUck8eyqZi4iIlDiVzEVEpKhoBLjsqWQuIiJS4lQyFxGRouHomflgKJmLiEjx0Ahwg6JqdhERkRKnkrmIiBQVlcyzp5K5iIhIiVPJvMDWLF/Hk7c/T+uONuadcgCHn3Eg0YpoocMSESkYlcyzp2ReQE/csoS7f/QIic4knnJee/otFt22jH/4xSeIKaGLSBlyIOVW6DBKjqrZC6S1qY27fvgI8fYEHo6Q0NkWZ91rG3nhzysKHJ2IiJQSJfMCeXPZO32Wvjvb4jz/kJK5iJQv99wvw52SeYFU1VTifXzDzKBmVFUBIhIRkVKlZ+YFMufIGVRWV9Cxs7Pb+lhVjPf9zREFikpEpMDKpCSdayqZF0gkGuHy/76Q2rE1VI2spHpkJbGqGGf9wwnMnjet0OGJiBSMqtmzp5J5AU3dfyL/96Ev8Nelq2lv6WTOkdMZWV9T6LBERKTEKJkXWDQWYb+jZxc6DBGRolEOJelcUzW7iIhIiVMyFxGRotE1BepQPzM3s+lmttDMXjWzV8zsynD9783shXB528xe6Of4M83sNTNbZWZfzekPJQOqZhcREYEEcJW7LzOzUcBSM3vI3T/WtYOZfR/Y0fNAM4sCPwVOA9YCz5nZ3e7+6hDFrmQuIiLFpRDPzN19PbA+fN1sZiuAqcCrAGZmwEeBk/s4/L3AKnd/M9z3d8D5XccOBSVzEREpHkXQlczMZgGHA4vTVi8ANrr7G30cMhV4J+39WuDofMXXFyVzEREpB+PNbEna++vc/bqeO5lZLXAH8EV3b0rbdBFwS55jHDQl8yLm7rz4yF954vcv0dbSySHHz+bEj8+jpq660KGJiORNnkrmW9x9/p52MLMKgkR+k7vfmbY+BnwYOLKfQ98Fpqe9nxauGzJK5kXs3muf4ak7ltPZngDgsXebeP7BN7jqNx+lemRlgaMTERk+wmfi1wMr3P0HPTafCqx097X9HP4csK+ZzSZI4hcCH89bsH1Q17Qi1bS1lUW3vbwrkQMk40laGltZfPeQtakQERlyBRrO9TjgYuDktK5oZ4XbLqRHFbuZTTGz+4J4PQH8A/BnYAVwq7u/kqMfR0ZUMi9Sa1duIlYRJdGZ7LY+3pHktcXvcMJFhxUoMhGR/OnqZz7k13VfBFg/2y7tY9064Ky09/cB9+UrvoGoZF6kRo2tIZVK9VpvEWPMpFEFiEhERIqVknmRmnZAA2MmjsIi3W8UYxVRjrvgPQWKSkQk/zRrWvbymszN7AYz22Rmy9PWjTWzh8zsjfDfMfmMoVSZGZf9+FymH9hArDJKZU0FNXVVXPSNk5kyd1yhwxMRkSKS72fmNwI/AX6dtu6rwMPufk04fu1XgX/KcxwlaXTDSL7w84/QuKGZ9p2dTJg5hmhMlSkiMoy5BYtkJa/J3N0fD0fSSXc+cGL4+lfAoyiZ71HPZ+SpZIrHf7+cJ+94lY7WBPvOn8JZfzefcVPqChShiEjulEO1eK4VojX7xHAMXIANwMQCxFDSbrtmES89+hbxjqCl+/InVrNq2Tr+928+wqixIwocnYiIDLWC1tm6uxP0ROiTmV1mZkvMbMnmzZuHMLLitX1jCy8u3J3IATzlxDsSPHmn+p+LSOlTA7jsFSKZbzSzyQDhv5v629Hdr3P3+e4+v6GhYcgCLGbr32wkVtH7vy3RmWL18n5/lCIiMowVIpnfDVwSvr4EuKsAMZSscVNGkUz07n8eiRoTZ9UXICIRkdxSyTx7+e6adgvwNLC/ma01s88A1wCnmdkbBOPdXpPPGIabCTPrmX5gA9EepfNYRZT3X3BwgaISEZFCyndr9ov62XRKPq873F16zWnc+b0nefmxt/GUM25qHRd85TjGT1NrdhEpbYUazrXUaWz2ElRdU8HHv3Eiic4k8c4kI2o1g5qIDBN7bBYt/VEyL2GxyiixymihwxARkQJTMi9hqWSKp/74Ok/+4XXad8bZb/4kzvjMPMZOqi10aCIig6Zq9uwpmZewO3/4HC8uXL2rz/lLj63hjaUb+PL1Z1M7prrA0YmIyFDRQN8lasfmVl54+O0eg8dAZ1uCp+56vYCRiYjsHXVNy55K5iVqw1vbiVVGScS79zlPxFO8vVyj5YlICSuD5JtrKpmXqDETR/Y7eEzDdHVRExEpJ0rmJWrCzNFM229sr8FjorEI7//w/gWKSkRk76maPXtK5iXsku+cwMHvm0o0FiEaizBuSi2f/rcTVTIXESkzemZewqpHVvDxf3k/ne0J4h1JauoqMbNd25OJFKte2ERrc5x93jOe0eM1PaqIFDkNGjMoSubDQGV1jMrq7v+VG97ewS++vohEZ/BcPZlIcdwH53LmpRq/XUSKWzlUi+eaqtmHoVTK+eU3nmLnjk462hJ0tCVIxFM8dfdfeW3JhkKHJyIiOaZkPgytfb2R9tZEr/XxjiSL73+rABGJiGTB87AMc0rmw1C8I0nao/NuOvpI8iIiUtr0zHwYmr7/GDzV+1a0oirKvOOnFSAiEZHMBFOg9lMakX6pZD4MVVbH+NAVh1NRGSUStXBdlMmzR3PEqTMKHJ2IiOSaSubD1GEnTmfKPqN57s+radnezoFHT+bg900hGtP9m4gUuTJ4xp1rSubD2IQZdZz92fcUOgwRkcx5MGmUZEfFNNkllfJeE7eIiEjxU8lciHcmue+XK1m68F2S8RQTptfywc8dzMwDxxQ6NBEpR6pmz5pK5sKtP3yJpQvfJdGZwh02rmnhhm8tYdPalkKHJiIiGVAyL3Pbt7Tx2rLNu4Z97ZKMp1h0lwaYEZEC0KAxWVM1e5nbtrGNWEWk17PyVMrZsFolcxEZYmWSfHNNJfMy1zBlZJ+N3iJRY9p+owsQkYiIZEvJvMyNGlPFvOMnU1HV/atQURlhwXmzChOUiJQ199wvw52q2YUPXX4IYyfW8PR9q+loTTDzwDGcdekBjJlQ022/VMp5+oF3WHTfO7S3JJh5QD1nXTyXCVNHFihyEREBJXMhqFI/6YI5nHTBnD3ud++v32DJwnXEO4Jq+ddf2Mrqldv5wn+8lzETRgxFqCJSDsqhKJ1jqmaXjLQ2x3nu4d2JvEs8nuLxP60pUFQiMiypNXvWlMwlI5vX7SRW0Xsmo1TSWfPGjgJEJCIiXVTNLhmpbxhBIt779tYMPTMXkdwqg5J0rqlkLhkZPbaK/Q8b12vWtVhFhOPPm1mgqEREBJTMJUOJeIqRY6pIWQSiUYhGqRtbxcX/eCiTZ9YWOjwRGS4cSOVhGYCZTTezhWb2qpm9YmZXpm27wsxWhuv/o5/jvxRuX25mt5hZ9aA+/yCpml0ycuu1K1n5/LZwasLg2Xlbm1NbX1XQuERk+ClQY/YEcJW7LzOzUcBSM3sImAicD8xz9w4zm9DzQDObCnwBOMjd28zsVuBC4MahCl4lcxlQU2MHK5/f2mukuEQixeP3vFOgqEREcsfd17v7svB1M7ACmAr8HXCNu3eE2zb1c4oYMMLMYkANsC7/Ue+mZC4DatzUTizW+6viKdi4trUAEYnIsJafrmnjzWxJ2nJZf5c3s1nA4cBiYD9ggZktNrPHzOyoXuG6vwt8D1gDrAd2uPuDe/UzyJKq2WVA46fUkEj0MX57BKbvo+flIlIStrj7/IF2MrNa4A7gi+7eFJa0xwLHAEcBt5rZPu67HwaY2RiCqvjZwHbgNjP7pLv/Nh8fpC8qmcseuTtbN7Qx+6AxxCp6tGSvjHL8udMLFJmIDFsFGjTGzCoIEvlN7n5nuHotcKcHniVoTje+x6GnAm+5+2Z3jwN3Au/L9mPvDZXMpV/bNrdzwzXLaWmOY2akMCpHxPBkihn71XH2J+YwVsO4isgwYGYGXA+scPcfpG36I3ASsNDM9gMqgS09Dl8DHGNmNUAbcAqwJP9R76ZkLn1yd371/Vdp3NLRrWWpm3HRlQdxwGFjCxeciAxfhRt+9TjgYuBlM3shXPd14AbgBjNbDnQCl7i7m9kU4Bfufpa7Lzaz24FlBK3inweuG8rglcylT5vebWN7j0QOEO9I8fRD65XMRSRPCjNnqbsvoqvfbW+f7GP/dcBZae+vBq7OT3QD0zNz6VNHW4JItO/vddvOxBBHIyIie6KSuQDQ2pLg5ee20tqSYJ8D6pg8YyTex91xrMI45KhxBYhQRMpGBiO2SXdK5sJbrzfxqx++hnswbGusIsLcg0dz3sX7cNev3iQRT+EOFZUR6sdVcfQpkwsdsoiIpFEyL3OplHPzT9+gM22e8nhnilWv7OCQI8fwuf/zHp55eD3NjXH2P3wMR7x/ApVV0QJGLCLDnmZNy5qSeZl7962dvYZphSChL1m0mc9+5SA+/Jl9CxCZiJSlwrVmL2kDJnMzm0YwYPwCYApBH7rlwL3A/e6upxsiIiIFtMdkbma/JBho/h7gu8AmoJpgrNozgX82s6+6++P5DlTyY+rskcQqInS0h/dkZuECFomwo7GT0WMqCxukiJSXAk2bVsoG6pr2fXc/3d3/092fcvdV7r7c3e909yuAExnimWEktyIR4+N/vy+VVREiscjuZI7x9qoWfvKtV2luihc6TBER2YOBkvlGMzuo50ozO8jMGty9091X5Sk2GSKz96vjC996D0S6EnkglYSdO5MsvEf3ayIydMxzvwx3AyXz/6L3gPIA44Af5z4cKZQdjXEqKtO+Dl0ldHeefXwLjVs7WL6skcWPbWbT+rbCBSoiw18qD8swN1ADuLl9PQ939yfM7L/zFJMUQF19BYl4ePuaVjrHjJTDD69+lWjUSCUdBw49aiwf+dQMzPob/VBERIbKQCXzUXvYVpHLQKSwxk2opmFSdfdE3sUhEXc62lPE404iCcsWN/LL//wrTdv1PF1Ecigf05+qmp1VZnZWz5Vm9gHgzfyEJIXykUtn9ZnLd009YHR7rr7qtRZ+/J0V/On2tdz+mzW8tLSRZLIMfmtERIrMQNXsXwTuNbOPAkvDdfOBY4Fz8hmYDL2pM0cya24tq99sIZVM3xJmc+veQM6B1jbn6Ue34g4vP7+Dx/+ymc99aW735+8iItlQ17Ss7fEvrru/AbwHeAyYFS6PAYe6++v5Dk6G3ic/P4e5BxH4KqsAACAASURBVNYRjRkVlRFGjIxQWdX7a5L+q9b1e9fZkWLT+naeeWLL0AQrIiJABiPAuXsH8MshiEWKwIiRMS79wr7sbE7Q1ppgbEMVq1Y089v/fpNEauC75XjceXHJdhacMoFUynn8oc0senQLbW1Jps+o4ZwLJjNtRs0QfBIRKVkqmGet35K5mZ1hZrf19cxchr+Ro2KMn1hNJGLsd3AdV337IOrHVvb9TL2Hrir2P92+jkce3MTOliSpJKx+q5Xrfvwmmza05zl6ESlp7rlfhrk9VbN/F/g08O9DFIsUsdFjKrni6/sz54BRxGJGZaVhkd6ZvbLSOGbBOFp3JljydCPxzu6/RImEs/DBzUMVtohIWdhTNfudwG3AH4YoFilyI2pi/O0Vc2huitO6M0kq5dzwX28S7wzmO0+5c9hRYzj0yHrefaeNaMxIJLonc0/BunfaaN2Z4MXnm2huijNrn5HM3W8kkT5uDkSkzDhlMchLrvWbzN39W0MZiJSOUXUVjKoLhhn46r8exBsrmmlpTjBrzkjGT6gCYMzYSpKJ3lVbZsEANd/99ht4yonHncrKbUyZVs1n/m4msVhQWdS4LU5zc4KJk6qo6qMBnoiI7DbQrGnmvueHDZnsI8NXNGoccEhdr/Uja2PMO7Kel5ZtJx73bvtv2NhBZ8fuW+/OzhTvvtPGM09u44ijxvDbG9eyZnVQsk8lndPOGM/7TxjHW2+20tyUYPqMEYwbr5ncRIYrU0rJ2kCt2Rea2R3AXe6+pmulmVUC7wcuARYCN+YtQilZH7poKrWjYjzzxFY6OlJMmlLFglMauOuO9b32jcedZc9u57WVrax+u5Vkkl1V9A/+eQuPP9ZIZ3hTkEo68w4bxUc+OpmOjhStrUnq6yuIRlVNLzIslFkuN7ORQLu7JwfcuR8DJfMzgb8FbjGz2cB2gvnMo8CDwI/c/fnBXlyGt2jUOPP8SZxx3kTcg+lWN2/q6Pf3NJWCt94MEnm6RNxpSXRf+eKLTWzc1Mn69R1Eo8G5P3D2BI4+uh6Abds6eebp7WzdFmfOPjUcOX+0qutFpCiYWQS4EPgEcBTQAVSZ2RbgXuB/sp2RdI/J3N3bgWuBa82sgmAGtTZ33z6I+KVMmdmuLm3jGyoZNSrGtq3dx3SvqDAOfM8onlq0vVejub4kErB2bdDFLUj+zj13b6S+PkYsFuHGX64lmXRSKXj9tZ08/sQ2rrhiFiNHRgFoaUmwZGkTW7bG2WfWCA49tHbX83oRKaSy6Eq2EPgL8DVgubunAMxsLHAS8F0z+4O7/zbTEw44aEwXd48DvetHRbJgZnzi09P5+U/fJpWERDJFLGrMnjOSE09p4Kkn+7hPzLD2PB53Hnl4C9u3J7s9p4/HneamBAsf2co5507gnXfa+fn1a3dV5b/4YjMPL9zGP3x+OiNGRHP0SUVE+nVqmFO7cfdtwB3AHWEBOmMZJ3ORXJkydQRfu3p/lr/UREtzgpn71DBj5gjMjHPPn8hdd27YlYwjEXC33lXz/ST4xm1x2tp739Unk/DKK82cfU4Dv/v9Bjo6du/T2ek0NsZ5ZOE2zj6rIUefUkQGbZgXzPtK5IPZJ52SuRREZVWEI46q77V+/nvrGTuukscf3cqO7XHm7jeS6dNHcNvv15NKOckkxGKQTPX+fTeDGTNHsGJFa9/XrIywcWMnjX1M25pMwosvtSiZixSaAxkMHV2qzOxy4H3AfcAngXvd/b/39rwZJ3Mzmwns6+5/MbMRQMzdm/c2AJGe9plTwz5zuo/fPm16NYuf2U5jY5y5+46koyPFg3/evKsEbxYk6zM/MIGWlg2sXt3W7bFbLGZYzPjRT9bg/QxIEYupNbyI5N3JwMeAe9z9bDP7WS5OmlEyN7PPApcBY4E5wDTgZ8ApuQhCZCBjx1XygbMndFs3bnwFjz6ylR07EsyaXcNpp41n/PhKPv6JKfz8unfYsSOOWVDqHlEbZf2mRHDXb3SvpneIRY33HtW7v7yIFMDwLZgDbHV3T0viHbk4aaYl878H3gsshmBqVDObsOdDRPLroINGcdBBo3qtr6uL8eWrZrF6dRs7diRoaKjkx9euDVrI9jVTjEECY+36TlIp17CyIpJPPwZw9z+F7+/MxUkz7YvT4e6dXW/MLMZe3juZ2ZfM7BUzW25mt5hZ9d6cTySdmTFrVg3z5tUR7+rq1mcit13rV77eylPP7BjCKEWkL+ae86VYuPvKHu8fy8V5M03mj5nZ14ERZnYawQQsfxrgmH6Z2VTgC8B8dz+EYBCaCwd7PpE92ZLepz09ofdI7vG48/SzTUMUlYiUOzObb2Z/MLNlZvaSmb1sZi8N5lyZVrP/E/C/gJeBzxG0wvvFYC7Y49ojzCwO1ADr9vJ8Ir2kUs4DD23rncT7uVOPxzVdk0jBFU9BOt9uAv6RILfu1R+fAZO5mUWBV9z9AODne3OxLu7+rpl9D1gDtAEPuvuDfVz7MoKGd8yYMSMXl5Yys31Hgrb24Hek298Hs15d1aNROOSg2qEKTUT64pTDCHBdNrv73bk40YDV7OHA76+ZWc6yqZmNAc4HZgNTgJFm9sk+rn2du8939/kNDer/K9mrqoqQSnmQyK374uxO8BUVRt2oGKecOKZAkYpIGbrazH5hZheZ2Ye7lsGcKNNq9jHAK2b2LLCza6W7nzeYiwKnAm+5+2YAM7uToBN9xuPQimRiZE2U2bNG8MZbbWG3tN3l8WgU9t2nmqrKCHNmj+DwebVEoxqfXaTghvGgMT18GjgAqGB3NbsziBbumSbzf8n2xANYAxxjZjUE1eynAEtyfA0RAM4/Zzzf+6+1vYaATaagsSnJlz4/mUce386//ugdOjqd+tExzjt9LAcfMLIwAYtIuTjK3ffPxYkySua5ajqfdr7FZnY7sAxIAM8D1+XyGiJdKmJGRYV1m3ylS3t7ivsfbuSp55p2bW/cnuDmOzfz6YsizJ09YqjDFZGyKZjzlJkd5O6v7u2JMh0BrpndP95KgiqBne4+6CGz3P1q4OrBHi+SqdF1MUZUR4jHu8+JHonA/vvW8NSzTbv7oofiCefBR7fR1lFP444E0ydXMWt6FdZXX3URyRmjuPqF59kxwAtm9hbBSHAGuLsfmu2JMi2Z7xpmy4K/ZueHQYgUvUjE+JsPNvDr323cNcd5Rcyoro5w9JGjeP6VnX0et/rdOOvv3kIi6UQjxtTJlfyvj0+kIm3e8/aOFM07k4ypi2lsdxHJiJkdCzwDnJmrc2Y9a5q7O/BHM7sa+GquAhHJp/3n1nDl56ayaHET27bFmTO7mqPn11FZGelzYLiu1u4dnUEJIZl03lnXwaNPNXHa8fUkks4fHtjKsuU7g+FfDU5fUM8JR2t8d5G9Uh5d0z4F/BR4HXgAeMDdN+zNCTOtZk9vKh8B5gPte3NhkaE2oaGSD58zvtf6k98/moef2NH9mXofGT6RgOdebOa04+u5+6FtPP9KK4kkkAyOu3dhI08ta+KguTWccHQd9XWaYVhEenP3vwMwswOADwA3mtloYCFBcn8y7BaesUz74ZybtpwBNBNUtYuUvJOOq+fc08dSPzpKLGZMnlhBpJ/fjFQqeJ7+3Es7uz9nDweV27YjydPPN/P969expbH3vOkikgH33C8DMLPpZrbQzF4N5w25Mm3bFWa2Mlz/H/0cX29mt4f7rQir0gf4mL7S3X/o7mcSTI26CPgbwknNspFp0eEX7v5kj8CPAzZle0GRYmNmHHNkHcccubuK/AfXvcuGTd2TcSwKhx08kvb2FN2a2/aYUjWZglSnc9+jjXzqQ5pcUCRrhRlVOQFc5e7LzGwUsNTMHgImEhRe57l7xx5mDP0xQXX5BWZWSTBMecbcvY1gqPT7BhN8psn8v4AjMlgnMixc9MEGfnrjBuIeNJiLRGD0qCinvL+eqiqjujJCS6L/vzju8NfVOZmmWESGgLuvB9aHr5vNbAUwFfgscI27d4TbehViwyry44FLw306gc6e+/Vx3Jf7WL0DWOruL2QT/x6r2c3sWDO7Cmgwsy+nLd8kmOlMZFja0ZIkFTVSGESCpTUetF6PmHHuaWOoGKD1+ohqjSYnMij5qWYfb2ZL0pbL+ru8mc0CDieo7t4PWGBmi83sMTM7qo9DZgObgV+a2fPhEK2ZjDo1H7ic4KZhKsFEZmcCPzezr2T+Axv4mXklUEtQgh+VtjQBF2RzIZFSsKM5wZp17dx2/9Zuz8RTKWjrSPHAE9sBOOLgWi79mwb2mVFFRUXv9nIVFcbx7x2FiBSNLV1zfYRLnwOVmVktcAfwRXdvIsh/Ywm6Y/8jcKv1HnAiRlBT/d/ufjjBsOeZ9PaaBhzh7le5+1XAkcAE0kr5mdpjNXs48ttjZnaju6/O5sQipaSjM8XN92zl9bfaiEZtV5e0dO7w+lu7O3HsN3sE+80eQWdnit/8cQur1rQTi0Ii4Rw9r5ZjD1cyF8maU7BBY8ysgiCR3+TuXeOjrwXuDLtlP2tmKWA8QUmctH3WuntXw7XbySyZTyAYLKZLHJjo7m1mltVzukyfmbea2f8DDgaqu1a6+8nZXEykWN32wDZef6uNRBISyf7/kNT0UXVeWRnhMx+dQOOOBNubEkwYX8HIEXoKJVJKwtL29cAKd/9B2qY/AicBC81sP4Ia6y3px7r7BjN7x8z2d/fXCOYbyWSI1puAxWZ2V/j+XODmsIo+qyFeM03mNwG/B84hqN+/hO53JSJFy915Ykkzjz7bxM7WFJMaKjjv5DHMmRHcl7Z3pHjljbDPeDqjW6P1igpjwVH9l7bHjI4xZrT6lovsncy6kuXBccDFwMtm1tX47OvADcANZracoFHbJe7uZjaFoKfXWeG+VwA3hS3Z3ySYEW0g9wH3h9eGIL9OcvedwCeyCT7Tvzzj3P16M7syrer9uWwuJFIoDy7awWPPNe96Br5uU5zrb9/M5RdOYMaUKto7UuGY6338ATGorrRdVedHz6sd2uBFylEBkrm7L6LX3Iq7fLKP/dcBZ6W9f4GgQVs2fg58yt1/DGBmFwFfBO7J8jwZJ/OuDrfrzexsYB1BgwCRorFmXQePPttE444kc2dWcfxRdVRXWrdE3iWecP785A4++zcTqBsVparSeu1jBgfsU83x8+uY1FBBbY2qzkUkpy4AbjezjwMLCIZ5PX0wJ8o0mX8n7Ed3FUH/8jrgS4O5oEg+vLhyJ7+/b9uuhLx+cyfPvbyTT31wfN9jrwMbNgf3qBEzPnTqGH6XdnwkApUVxnknj2H8mIoh+QwiEhr+Y7MD4O5vmtmFBM/l1wCnh4PHZG3AZG5mUWBfd7+HoDP7SYO5kEi+JFPOnQ82ditZJ8OuZEuW7+z378LEcbu//oceMJK6UTEWLm5i6/YE+0yr4qRj6hij8dVFJMfM7GW6P9cbSzB2y2IzIy9ToLp7MqzH/2G2JxcZCtu2J/psgZ5KwarV7Rx3RC2LlrWQSIX7OMSixmnH1Xfbf9bUKj794YahCFlE+uMUajjXoXROrk+YabHjSTP7CUGL9l2TP7v7slwHJJKtmuoIyVTfxe+RNVH226eaJ15oIb1tS9WICA1jVeoWKUrDv5p9TdhvvV9mZgPtky7T8SYPI+hj/i3g++HyvUwvIpJPI2ui7DuzmmiPb3NlhXH8/Fp+/0AjyR53+u0dKf6yuGnoghQR2W1hOBPbjPSVZlZpZieb2a8IuoBnLKOiibvrObkUtY+fM55f/WEza9Z3Eo1AIuWc8N5RzJxaRWt77zq7ZApeWdXGB08aU4BoRWSPhn/J/Ezgb4FbzGw2sJ1gQLYo8CDwI3d/PpsTZpTMzWwi8G/AFHf/gJkdBBzr7tdnczGRfBlRHeHyiyaybXuCHS0JJjVUMqIqQktrklQ/fxiqKvY8UYqISD64eztwLXBtOITseKDN3bcP9pyZVrPfCPwZmBK+f52gY7tIURlbH2P2tGpGVAVf7dqaKLMmVxHpORFKzHjfYRoARqT4OOa5X4qVu8fdff3eJHLIvAHceHe/1cy+Fl48YWY9B78UKUofP3sc192+icamJGaQTDrz9hvBMWmjubk7T7+8k4eXNNPSmmTy+ArOXVDPnKlVBYxcpEwVcfItVpkm851mNo6wX5yZHUPQ51yk6NWNjHLVpyaxZn0n21uSTJ9YydgeY6g/sqSZv6SNFLd2U5xf3LWFyz80npmTldBFpLhlmsy/DNwNzDGzJ4EGNJ+5lBAzY+aUKmb2sS2RcB5e0veQrw8808TnPqS+5yJDxoF+uppK/zJtzb7MzE4A9iforPuau8cHOEykJDS3Jfut1Vu/VV9zEcm/cHz284AkQZ79k7vfkunxmbZmrwY+D7yf4L7pCTP7WdgiT6Sk1e5h7vGGeg0sIzLkyvOZ+QnufmHXGzP7KZBxMs+0NfuvCQaN+S/gJ+Hr32QRpEjRqogZxxxcQyRmwW+E7V5/xjF1BY1NRMpGlZmdbWaHmtlZwIhsDs602HGIux+U9n6hmb2azYVEitW7Wzp57o22IIlHDNyJRoyPnVLP3GnVhQ5PpPyUScnczL7p7t8M334e+DDwHuAd4B+yOVemyXyZmR3j7s+EARwNLMnmQiLF6uaHGmnvTPvjYQYGa7fEOWy/wsUlUp68bJI58A0zG0Ewa9oy4Hfu3jiYE2VazX4k8JSZvW1mbwNPA0eZ2ctm9tJgLixSDJpak2xtSvRan0zBC6vUJERE8sqBdoJB2aYT5Nl5gzlRpiXzMwdzcpFiF9aq970t01tdEckdp5xK5ivd/erw9e1mdiPwM+DkbE+U0Z8rd18NNAGjgXFdi7uvDreJlKTaEVGmNlRgPYZ7jUXhvQfUFCYoESkXW8zsyK437v46wTguWcu0a9q3gUuBvxKOAhf+m/Xdg0i+uTvWMzvvwSdOG8tP79xMR9xJppyIGTMmVnDi4aPyGKWI9Kt8SuZfAH5nZkuBl4FDgbcGc6JMq9k/Csxx987BXEQk31LuPLKsmcdfbKG1w5k4JsYH3z+afTNojT6uLsY/XzyJFWva2d6cZPqESmZMrMjqhkBEcqhMkrm7v2hmhwGnAocAC8mib3m6TJP5cqAe2DSYi4jk271PN/HUKy3Ew7ZsGxsT3HD/Ni4/bzwzJ1YOeHw0ahwyO6tunSIie83dO4B7w2XQMk3m/w48b2bLgY60IM7bm4uL5EJHPMVTy1uI95jHL55wHnyuic+eM74wgYnIIDikUoUOouRkmsx/BXyXoE5fP2UpKk07k1jEINm7am5jY+9uZyIiw02mybzV3f8zr5GIDFLdyCjezyxLk8dqbHWRklJeXdNyJtO/dE+Y2b8TTIOaXs2+LC9RiWShqiLC+w+tZdHLO7tNY1oRM04/SmOri5QcJfOsZZrMDw//PSZtnbqmSdH4wNF1jKyK8OiLLbS2p5g0roLzjxvN9AkDN34TESl1mc5nflK+A5Hyk3Jn0cstPPZiC60dKaZPqOS8Y0czrSH7BBwx48TDR6lvuMhwoJJ51jIaAc7MJprZ9WZ2f/j+IDP7TH5Dk+HuvmeaeOC5ZppaUySS8Nb6Tv777i1sbIwXOjQRkZKS6ejTNxIMBD8lfP868MV8BCTloa0jxZOvtHR7xg0QTzoPL2suUFQiUhTcc78Mc3tM5mbWVQ0/3t1vJeyW5u4JINnvgSID2NacIBrpPcKaO6zdrJK5iEg2BiqZPxv+u9PMxhGOy25mxwA78hmYDG9jamMk++lONnGMupOJlK88lMrLoGQ+0F/NrqLTlwm6pc0xsycJZnW5IJ+ByfBWUx3h8Lk1vLCqtdvIbRUx45Qj1IhNpGypn/mgDJTMG8zsy+HrPwD3EST4DoKB4V/KY2wyzH1kQT0jqoxnXm0lnnTG1wWTowymNbuISDkbKJlHgVp2l9C7aKJn2cXdSTl9PgPfk2jUOPfYes4+ZjTJZFAqFxHBNWp4tgZK5uvd/VtDEomUnETSuf+5HTyzspV4wpkwJsaHj6tnn0lVWZ0nYkZEj8lFRAZtoAZwKipJv259vJGnV+ykM+E4waQmv3hgKxu2qTW6iOwFNYDL2kDJ/JQhiUJKTnNrkpffbus17Wgi6TzyovqJi8hgOaTysAxze0zm7r5tqAKR0rKtJUmsn37iGzSCm4jIkNKTShmU8XVREn3c7ZrBtPFqjS4ig6SuaYOS6XCuIt2MrI4yf9+RVPS4HayIGifNUz9xESktZjbdzBaa2atm9oqZXZm27QozWxmu/489nCNqZs+b2T1DE/VuKpnLoH3ofaMZUxvliVdaaOtIMXNCJecdM5qG0fpaicheKEzXtARwlbsvM7NRwFIzewiYCJwPzHP3DjObsIdzXAmsAOryH253+qsrgxaJGCcfNoqTD1NJXERyqADV7O6+Hlgfvm42sxXAVOCzwDXu3hFu29TX8WY2DTgb+FeCUVOHlKrZpZu3Nnbwm4XbuPbezTz6cjPtnRq8QUTKi5nNAg4HFgP7AQvMbLGZPWZmR/Vz2I+ArxBOSDbUVDKXXZ5euZN7nm0ingzuit/dGueZ11q58rwGRlTqvk9EhkLe+oWPN7Mlae+vc/freu5kZrXAHcAX3b0pnD10LHAMcBRwq5nt4747SDM7B9jk7kvN7MR8BD8QJXMBoDOe6pbIAeJJaGpN8vTKnZx8qKrSRaSkbXH3+XvawcwqCBL5Te5+Z7h6LXBnmLyfNbMUMB7YnHboccB5ZnYWUA3Umdlv3f2TOf8U/VBxS4CgFB7t49uQSMIra9qHPiARKU9dXdOGeAQ4MzPgemCFu/8gbdMfgZPCffYDKoEt3UJ2/5q7T3P3WcCFwCNDmchByVxCI6oiJPv5vo+q1tdERIa944CLgZPN7IVwOQu4AdjHzJYDvwMucXc3sylmdl8hA06nanYBYNKYCsaNirJxe6LbTWxFFI47qLZwgYlI2fECdE1z90X0Px9Jr1K2u68Dzupj/aPAo7mMLRMqcskuf3vqOCaMjlEZM6orjIoonHFEHftOyW4WNBGRvaKJVrKmkrnsUl8b5csfbGBDY4Kd7Smmja+gWq3YRUSKnpJ5Gdm4PU5rR4qp4yqojPWdpM2MyWMrhjgyEZEu5VGSzjUl8zKwfWeSGx7eytbmJJEIpFJwzvw6jt1/ZKFDExGRHFAyH+bcnesf3sqmHWHDtnD+8XuWNDGpPsbsiXoeLiJFpjBjs5c0PRAd5jZsT9DYkuxVaxVPOk+u3FmYoERE+lOgfualTsl8mNvZkSLST2eLprbk0AYjIiJ5UbBkbmb1ZnZ7OEfsCjM7tlCxDGfTxlaQSPW+K62IwoHTqgsQkYjIAFQyz1ohS+Y/Bh5w9wOAeQRzwEqOVVdGOPOwOiqiu4vnsSiMGhHl2P3UAE5EZDgoSAM4MxsNHA9cCuDunUBnIWIpB8cfXMvksRUsWtFCS1uKg2dUc+z+I9WHXESKkBdkBLhSV6jW7LMJZpz5pZnNA5YCV7q7WmTtpea2JC+sbqO1Pcm+k6uZPaESM2PfyVXsO1kt10WkBJRBtXiuFSqZx4AjgCvcfbGZ/Rj4KvAv6TuZ2WXAZQAzZswY8iBLzevr2vnNE9twdxIpePL1ncydVMUn3z+WSH+t4EREpOQVqp51LbDW3ReH728nSO7duPt17j7f3ec3NDQMaYClJpF0bn5yG/FkkMgBOhPOqg0dvLSmrbDBiYhkQw3gslaQZO7uG4B3zGz/cNUpwKuFiGW4WL2lk76+rp0JZ+mbrUMej4iIDJ1CjgB3BXCTmVUCbwKfLmAsJS9i0Gc2ByJq5yYipcJdI8ANQsGSubu/AMwv1PWHmxnjK4n2kdErY8b8fdQFTURkOFOZbZiIRoxPHT+WyphRGYNoJBgY5j3TqzlkugaHEZESkvLcL8OcJloZRmZNqOLrH5zE8nfaaO1MMXdSNVPGaDpTESkdwdDswz/55pqS+TBTXRlh/py+q9XdnXcb47R2ppg+tpIRGjRGRGRYUDIvE9taEvzyiS00t6cwIJlyTjukjgX7jyp0aCIi3akBXNZUNCsD7s6NT2xhW0uSzoTTkQj6ov/llWb+uqmj0OGJiMheUjIvA+t3xGlqS/XquRZPOk+vailITCIifcrHgDFl8Axe1exloK3TsX5Gc93ZoeosESkyqmbPmkrmZWDa2Io+e2ZUROHgqeq2JiJS6pTMy0BVLMJZ84I5zbsK6BVRqK+JcZQGlBGRIuPuOV+GO1Wzl4mj59Qyub6Cp1ftpKU9xYFTqpk/u4bKmO7nRERKnZJ5GZkxrooZ44I5zds6U7R2pohFjUh/D9RFRIacxmYfDCXzMtPWmeKOpdtYtamDiBlVMeP8w+s5YPKIQocmIhIog2rxXFMda5m56ZmtrNrUQTIVdE1r6Uhx63ONrN/eWejQRERkkJTMy8jWlgTvbu8k2aMGK5F0nlR/cxEpBq4GcIOhZF5GdrQlifbxfNyBbTuTQx+QiIjkhJ6Zl5GJdTGSfXQ4j0Zg9vjKAkQkItKTA2oAly2VzMvIyKooR+9TS0V0d+k8YkE/9GPn1hYwMhGRNBrONWsqmZeZMw6pY2JdjCdXtdDWmWLfidWcdGAdtVXRQocmIiKDpGReZsyMw2eO/P/t3XmQpPV93/H3t4/pnpmec2eP2YPdBbMGFgqQACEjJUIRCsJESLFSpZSQRZyYKC4cKSWVI8uJjP9wYsuKlEoUx4UQIrZRZFlCCnGQBKmAFDnFsYtAy7KAEMeyh9idXXbn6unr+eaP55mlmenemZ7pc/rzop6i+7n699tnZr79u7l8u2Z+E5H25BpnXjNVs4uIiHQ4lcxFRKS9dEEbd72pZC4iItLhVDLvIqXAefH4HNlCwPZ1KYZ69fhFpN1obvaV0F/zLvHaZIE/f+Q4xVJYfRW4c9WODO+5cAjTQisi0i6iGeCkNqpm7wLuztcfm2A2H5AvzoN46wAAGw1JREFUOfmSUwzg8Vdm+NmxuVYnT0REVknBvAscOV1grrC42qpQcva8MtOCFImInIUH9d/WOAXzLlAoOdVq0vPFtf9DLiKyFDPbZmYPmdkzZrbfzD5Rduy3zezZaP/na7m2WdRm3gW2DvdUHOmRjBkXb+5rfoJERKpq2fSrReBT7v6EmQ0Ae83sQWAjcBNwqbvnzGzDcq9192ealXiVzLtAIm68/9IRErFwLnaAZNzYOJjksm2aCU5E2ocTzgBX723Jz3U/6u5PRK+ngAPAFuBfAH/k7rno2LEarm0alcy7xO7NfWwcTPKTgzNM5wJ2bUxzwaZe4jH1ZBcRKWdmO4DLgUeBPwHeaWZ/CMwBn3b3x5d5bdMomHeRsUyS6y4abnUyRETOrjHV7GNmtqfs/R3ufsfCk8wsA3wb+KS7T5pZAhgFrgauBL5pZud6hfFzC69tRCaqUTAXEZFuMOHuV5ztBDNLEgbje9z93mj3IeDeKHg/ZmYBMAYcX8a1TaNg3sVKgVMMnFRCXSdEpE24t2TVNAtnz/oqcMDdv1h26LvAtcBDZrYL6AEmlnlt0yiYd6F8MeCBZ0+x/+gs7jDcm+B9u0fYPppqddJERFo1Lvwa4KPAPjN7Mtr3WeAu4C4zexrIAx9zdzezzcCd7n5DtWvd/f5mJV7BvAt956kTvHwyRyn6fTk5W+Sv9k7wG2/fwFgm2drEiYi0gLv/GKjWI/jmCucfAW5YxrVNofrVLnNqtsgrZYF8XsmdR1+eak2iRETKuHvdt7VOwbzLnMoWKw5Hc4eJ6WILUiQiIqulavYuM5ZJUgwWf0uNG2wZ7mlBikREymkJ1JVQybzLZFJxLhnvY2EH9kTcuGpHpjWJEhGRVVHJvAtdv3uE0f4kjx+cJlcI2D6a4t2/PMRgWj8OItJ63dDGXW/6692FYmZcvXOAq3cOtDopIiIVqJq9VqpmFxER6XAqmYuISPtwVbOvhIK5VOXuPHcsy+MHp5gtBOwYTfMrOwYYUNu6iEhb0V9lqepvX5pkz8FpCtFQtqePzPCz41luuWojmVS8xakTkbVJQ9NWQm3mUlGuGPD4wakzgRzCLim5YsCeVzVTnIg0hqMZ4FZCwVwqOj5dIGaLZ4oLHA6+nmtBikREpBpVs0tFmVScoMq32SG1mYtII6mavWYqmUtFw70Jxgd7WDiNeyJmXHmOZooTEWknCuZS1QcuGWPHaJq4QTJmpBMx3nfhCJuHtO65iDSK4x7UfVvrVF8qVaWTMX7t0jFm8yVyRWcoHSdWYcU1EZH6Wvsd1upNwVyW1NcTp08LqomItC0Fc1mxmXyJ547NMJMP2DacYvtIGqvQA15EZNmcrqgWrzcFc1mRQ6fmuG//BIE7JYd9R6fZMNDDBy9eT1xV8SIiTaUOcFKzwJ37nz1BIQgDOUAhcF6byvP0L6ZbmzgR6XDRDHD13tY4BXOp2cRMgWKwuINKMXAOHJtpQYpERLqbqtmlZmZU7WxaadY4EZFadMP0q/WmYC41G+tLkk7GKORKb9qfiBkXb9KEMiKyOuoAVztVs0vNzIwbLxojFTeSMSNuYSDfOZrmwg19rU6eiEjXUclcVmRDpod/+rbN/PxElmwhYMtQig0ZDUYXkdVyNGlM7RTMZcWS8RgXbOhvdTJERLqegrk0VLEU8PLrc8wWSowPpFiv0ruInEW4nrnazGulYC4Nc2Imz33PHCcInJI7MTO2Dae5btc69XoXkcqcrhgXXm/qACcN4e58/7kJcsWAQuAEHo5Df/XUHM9pLLqISF0pmEtDvJ4tki0s/nYdTiyjWeJEpBrHvf7bWqdgLg1xtl+eCpPHiYjIKqjNXBpitC9JT9wWTfsaN2PXmMaii0h1jtrMa6WSuTSEmXHdrjES0aQyEE4ssz6TZPemgdYmTkTamxZaqZlK5tIw44MpPvKWcZ4/PsNsPmDzUIptw2n1ZBcRqbOWBnMziwN7gMPufmMr0yKN0ZuMc+nmwVYnQ0Q6Rnd0WKu3VlezfwI40OI0iIiIdLSWBXMz2wr8KnBnq9IgIiLtxwnqvq11raxm/4/A7wDqDdXlDp7Ksu/oZDjl62CKy8aHyKTUnUNEZLla8hfTzG4Ejrn7XjN711nOuxW4FeCcc85pUuqkmfb/Yoq9R05TioawvTAxyyuvZ7lp9yYyPQroIt1Gc7OvTKuq2a8B3m9mLwPfAN5tZn+58CR3v8Pdr3D3K9avX9/sNEqDFYOAJ8oCOYS/yIWS89Mjk61LmIi0jntjtjWuJcHc3X/X3be6+w7gw8D/cfebW5EWaZ3JuSKVBqk5cHQq1+zkiIh0LNVjSsukk3GCKt+YM6l4k1MjIu2iGzqs1Vurh6bh7g9rjHl36kvGGR9ME1tQPI/HjEs2aWy6iDSPmW0zs4fM7Bkz229mnyg79ttm9my0//NVrr/ezJ4zsxfM7DPNS3lIJXNpqXedu44fvniCw5NzxMwwg6u2DrN5MN3qpIlIi7SoA1wR+JS7P2FmA8BeM3sQ2AjcBFzq7jkz27DwwmgCtP8CXAccAh43s/vc/ZlmJV7BXFoqGY/xnvPXM1coMVcMGEgliC8sqotIF2nNDHDufhQ4Gr2eMrMDwBbgN4E/cvdcdOxYhcuvAl5w9xcBzOwbhF8AmhbMW17NLgJh+/lwb7KmQD6dK3J8JkehpPY1EakfM9sBXA48CuwC3mlmj5rZD83sygqXbAFeLXt/KNrXNCqZS8fJFwN+9NIEJ2ZzxMwI3Nm9cZCLNw21OmkiUhcN+YI+ZmZ7yt7f4e53LDzJzDLAt4FPuvukmSWAUeBq4Ergm2Z2rrfZBPIK5tJx/vaVE0zM5ggcStHv0/5jUwylk2wb1lrpIlLRhLtfcbYTzCxJGMjvcfd7o92HgHuj4P2YmQXAGHC87NLDwLay91ujfU2janbpKHOFEq9NzxEs+E5cCpxnjk21JlEiUlfuQd23pZiZAV8FDrj7F8sOfRe4NjpnF9ADTCy4/HHgfDPbaWY9hPOn3FeHf4plU8lcOkquFJypWl9orlhqQYpEpJ48+q8FrgE+CuwzsyejfZ8F7gLuMrOngTzwMXd3M9sM3OnuN7h70cxuA34AxIG73H1/MxOvYC4dZSCVWDQuHcCA8QENZxORlXH3H0PFSSkBFs1Q6u5HgBvK3t8P3N+Y1C1N1ezSUWJmvHXLCHF743cuBvTEY1y8URPNiKwFrahm73QqmUvH2TnaTyaV4MCxSWbyJTZmUly4YZDepKaAFZHupGAuHWl9f4r1Oxuzkp678+LJaZ6bmCIfTWRzyaZhNmRUjS/SDJqbvXaqZhdZ4LmJKfa/NkmuGODAZK7IIwdPMDGjldxEpD0pmIuUCQLn+YmpM+PX55XcOXDsdItSJdJFPJzOtd7bWqdqdpEyuVKJaqNiJnPF5iZGpGupmr1WKpmLlOmJV+9EN5DSd18RaU8K5iJl4jHjl8Yybxr6BhA346INmvtdpBlUzV47FTVEFrhw/SDJWIznJ6bIlwIyPQku2TTEWH9q2fc4PZfnxZPTTOeLjPT2cN5oht6kft1EpDH010VkATPj/LEBzh8bwN0xq2199eMzc+w5fPLMlLNTuQKHJ2e5Zvt6Mj3JRiRZZM0IJ3NVm3mtVM0ucha1BnJ3Z98vTr1p7ngHioHz7PHJOqdOZG3SDHC1UzAXqaNCEFRd8OXkrMapi0hjqJpdpI7iFsMMKvW3Scb13VlkOVq0alpH018XkTqKx4zxgd5FK7vFzdg5kmlNokRkzVPJXKTOLtk4TKEUMDGbO7P2+jlDfWwf7l/R/Y7PzPHCiUnmiiX6exKcv26Qkd7l96wX6SzqALcSCuYidRaPxbhy6xjZQpFsoUQmlTjrZDRnc3RylmeOnyKIah1PzxV44sgJLh9fx2ifArqsTd0wLrzeVM0u0iC9yQSjfakVB3J352cnJs8E8nmBw/Mn1DNeRN6gkrlImwrcyZUqVzfO5AtNTo1IczhaAnUlVDIXaVMxMxILe9JFUomVlfbnBYEzVyy9aTy8iHQulcxF2pSZsX04w0uvT78p6MbMOG9kYEX3dHdeOTXF4clZwjKQsXWwn3OGMzVPkCPSGOoAtxIqmYu0sZ0jGXaM9BM3w4BEzNg1Nsj4YN+K7ndocobDk7ME7gQeVuUfmpzmyNRMfRMuIk2lkrlIGzMzzhsdZOfIAMXAScZsVSXoQ6enF1WtBw6vnp5hy6DGwUt7UG/22imYi3SAmBk98dVVg7s7xYVd4yOFKh3tVvoZiVV+6ZDupmr22imYi3QJM6M3ESdbYe74vlUuz+ruvDY9y+HJGYJopbnxgT42D/QrqIs0gdrMRbrIuaODi6aajVm4fzUmZrIcmpym5OGs2oE7R6dmODo9u6r7SvfxBv231imYi3SR0b40F28cZTCVJBmLMZTu4eKN61Y9PezhqZmKk9scnZpR+6dIE6iaXaTLDKVTXDpe36lgq7W5l6q00a/UXKFItlikJx6nL5lQFf5a5HTF+uP1pmAuIquWTiTIFouL9vfEY3UJuIE7r7x+mqlcPrqf0xOPc966ERIxVTCuNd1QLV5v+i0QkVU7ZzhTsS1+21B9hrsdm55hKpc/0x4fOMwVS7x6SnPUi4BK5iJSB0PpFLvWjfDq5BRzhRKpRJytgxmG67RU64nZuYpltalcnsCd2CpK//liiWyxSDIeozehqvvWcwINTauZgrmI1MVguofd6XUNuXe1OeSdaIKRFQRgd+fw5DRTuRwGuEFPLM72kSFV3UvH0U+siLS9wVRPxf3pRIL4CgPvydksU7lcWHUPuEOuVOLw5NTKE0q02l2xSDFQ6XIlwlXTNDStViqZi0jb2zyYYTqfD8exOxjhJDjbhle24AzAyWzlqvvZfIFSEKzoS8KpbJaTs9kwgQ59ySQbBjKragboRurNXjsFcxFpe8l4nAvWr+PkbJaZQpF0Is66vl6S8ZUvBRucpbS2kqHxM/k8J2ez4V2j62cLBY5NTbNpsPKXjmIpIFcqErcYqURc7fWyYgrmItIR4rEY6zP9rK/T/QZ6ejg1l1u0PxGPEa+yjvzZvJ7NLvp64MBMYXFJ3905MTvLdC7P/CfFYzE2DQyQiKv1sxuqxetNPzUi0pU2ZPpJxGKUh20DtgwMrKiEXG2CHANKC4r6M/k8M7k8MN9GDMUg4Nj09JKf4+7MFQpMzs0xncsRqG1eUMlcRLpUIhbjvNFhTmXnmCkUSSXijPSm6Vlh1X06kWA6n1+038xILmh/n5zLVSx7FkoliqWgaunc3ZmYmSFfLOKEXxROZ7Osz2ToSayVP+fd0WGt3tbK0xcRqVk8FmNdfx/1GFA32tfLbKHwpmF0Bqzr611U0q821A7O3pY/ncudCeRwpmmeEzMzbBocXFaNQr5UIl8sEjMjnUyqc94aoWAuIlIHyXicrUODvJ7Nki2Ek9AM9/bSl0wuOrevJ8lkhfb6SqX4crOFQsVQH7hTDIKzdgh0d05ls8yVTbs7OTfHaH//imsjGkXrmddOwVxEpE6S8TgbMktPYTuUTp8ZAjcfnA0Y62/c+u/ZQoHcgvnzHXh9dpYNmUzb9KQ/MxGQ1ETBXESkyeKxGJuHBpnO5cgWiiRiMQbTqSWH2vUlk0yWSotK5zGzJWetq1aq92WU6qX9KZiLiLRAzIzBdJrB9PKvyaRSzBWLb+oAB7BulSX6disHqwNc7TQ0TUSkQ5gZY/39jGUyDKbTDPf2Mj40tKye7L2JBJXC/VLt9N3CzLaZ2UNm9oyZ7TezT0T7bzezw2b2ZLTdUOX6fxVd97SZ/Xczq+Fr2uqpZC4i0kHMjFQiQarGoWh9PT3MFYsUyqrpDRjuXdzbvrVatmpaEfiUuz9hZgPAXjN7MDr2JXf/QrULzWwL8C+Bi9w9a2bfBD4M3N3oRM9TMBcR6QJmxmhfH/lSiVyxSDwamrbShWoaqRXV7O5+FDgavZ4yswPAlhpukQB6zawA9AFH6p/K6trvKYqISEPMl+oH02n6U6m2DOTtwMx2AJcDj0a7bjOzn5rZXWY2svB8dz8MfAE4SPiF4LS7P9Ck5AIK5iIi0kbmh6bVewPGzGxP2XZrpc83swzwbeCT7j4J/FfgPOAywkD9HypcMwLcBOwENgP9ZnZzI/59qlE1u4iIdIMJd7/ibCeYWZIwkN/j7vcCuPtrZce/AvxNhUvfA7zk7sej8+4FfgX4yzqlfUkqmYuISFvxBvy3FAt7AX4VOODuXyzbP1522geBpytcfhC42sz6ovv8PeDAqv4RaqSSuYiItBFv1XSu1wAfBfaZ2ZPRvs8C/9jMLiNsAXgZ+OcAZrYZuNPdb3D3R83sW8AThL3ifwLc0czEK5iLiEjXc/cfQ8Wh+PdXOf8IcEPZ+98Hfr8xqVuagrmIiLSVs60cJ5WpzVxERKTDqWQuIiJtQ6umrYxK5iIiIh1OJXMREWkrWjWtdgrmIiLSRpY3LlzeTNXsIiIiHU4lcxERaSstmjSmo6lkLiIi0uFUMhcRkbbhDoGGptXMOmU8n5kdB15pdTpqMAZMtDoRdaB8tJe1kg9YO3np1nxsd/f19U6EmX0/Sku9Tbj79Q24b1vomGDeacxsz1LL7XUC5aO9rJV8wNrJi/Ih7UBt5iIiIh1OwVxERKTDKZg3TlPXsm0g5aO9rJV8wNrJi/IhLac2cxERkQ6nkrmIiEiHUzBfBjNLm9ljZvaUme03sz9YcPw/mdl0lWvXmdlDZjZtZl9ecOytZrbPzF6I7mEdmo+Hzew5M3sy2ja0cT6uM7O90b/7XjN7d9mxTnoeZ8tHJz2Pq8rS+ZSZfbDs2PVRPl4ws880Mg8NzsfL0XN60sz2tHM+ys45J/pd/3TZvqY+D6mRu2tbYgMMyESvk8CjwNXR+yuAvwCmq1zbD7wD+Djw5QXHHgOuju7/PeB9HZqPh4ErOuR5XA5sjl5fDBzu0Odxtnx00vPoAxLR63HgGOFkVnHg58C5QA/wFHBRp+Ujev8yMNYJz6PsHt8C/hr4dPS+6c9DW22bSubL4KH5b7LJaHMziwN/AvzOWa6dcfcfA3Pl+81sHBh090c8/G35c+ADDcnAG2mpez5aYZX5+Im7H4ne7gd6zSzVgc+jYj4amd6zpGU1+Zh192L0Ng1nlsu6CnjB3V909zzwDeCmhmTgjbQ0Ih9Nt5p8AJjZB4CXCH+u5jX9eUhtFMyXycziZvYk4TfuB939UeA24D53P7qCW24BDpW9PxTta6gG5GPe16JqxH/b6OppqFs+fg14wt1zdPbzKM/HvI55Hmb2NjPbD+wDPh4FxS3Aq2Wntf3zqJIPCAP7A1FzyK2NTH9ZWlaUDzPLAP8a+IMFh1ryPGT5NDf7Mrl7CbjMzIaB75jZ3wH+EfCuliasRg3Kx0fc/bCZDQDfBj5KWLJtmNXmw8x2A38MvLdhiVyGBuWjo55HFGh2m9mFwH8zs+81Mq1LpKWu+XD3OeAd0fPYADxoZs+6+48amI3V5ON24EvuPt2E74BSRyqZ18jdTwEPAdcCvwS8YGYvA31m9kINtzoMbC17vzXa1xR1zAfufjj6/xTwdcIquaZYST7MbCvwHeDX3f3n0e6Oex5V8tFxz6Ps2gPANFEfAGBb2eG2fx5l15bno/x5HCN8Xu38PN4GfD4655PAZ83sNlr8PGQZGtEQv9Y2YD0wHL3uBf4vcOOCc5bqUHILS3eAu6HT8kFYuzMWvU4Sdpz5eLvmAxgm7LzzDysc65jnUS0fHfg8dvJGR7HtwBHCRTYSwIvR8fkOV7s7MB/9wEC0vx/4f8D17ZqPBefczhsd4Jr+PLTVtqmafXnGCavN4oS1Gd9097+pdrKZvZ+wN/HnovcvA4NAT9S55L3u/gzwW8DdhL9w34u2Rqp7PghXsvuBmSUJe7z+b+ArDc3F6vJxG2EJ5XNm9rnolPd6WGrqpOdRMR/ADJ31PN4BfMbMCkAA/Ja7T0Tn3Qb8gDAfd7n7/mr3bNd8mNm5hNXcEAbEr7v799s4HxW5e7EFz0NqoBngREREOpzazEVERDqcgrmIiEiHUzAXERHpcArmIiIiHU7BXEREpMMpmEtXMbPfs3AlqZ9G052+bYnz7zazD0Wv7zSzi5Y4/+Nm9uvR61vMbPMK0vitaEhT+YpbPzWzB8xsU7T/N8r2P21mN0X7HzazK8rutcPMno5eX2Jmd9eaHhFpfxpnLl3DzN4O3Ai8xd1zZjZGOAHGsrj7P1vGOX9W9vYW4GnCCUSWm8bdQNzdXyzbfW00ZvnfEc7I9Xng9wjzcTqaT3v9MtK2z8y2mtk57n5wuWkSkfankrl0k3FgwqMFSdx9wqOVx8zsc2b2eFTKvcMqTExdXuq1cK3nP7RwzehHzGxjtP92M/t0VJq/ArgnqgH4VTP7btm9rjOz71RI40eA/1El/T8inChmAzBFOGUo7j7t7i8t89/gfwIfXua5ItIhFMylmzwAbDOz583sT83s75Yd+7K7X+nuFxPOAHfjEvfqBx5x90sJg+xvlh90928BewgXPbkMuB+4wMzmS9D/BLirwn2vAfZW+cwbCVfkegp4DXjJzL5mZv9gibSW2wO8s4bzRaQDKJhL1/Bwjee3ArcCx4G/MrNbosPXmtmjZrYPeDewe4nb5YH5KTL3AjuW+GwH/gK4OVrJ6u1Uni52PEpbuYcsXM5yEPj3Hq6IdT3wIeB54Etmdvv8R1X6+LLXx4Ca2/FFpL2pzVy6ShQIHwYejgL3x8zsG8CfEs5P/WoUGNNL3Krgb8yFXGJ5v0tfI6zmngP+2t9Y77pctsJnXzs/X3lZPpxwYZjHzOzB6N63AyeAkbJTR4Hya9PRZ4jIGqKSuXQNM/tlMzu/bNdlhAvFzAfPiagz2Yfq9JFTwMD8m6h9/gjwbwiDbyUHCNvFqzKzzWb2lrJd8/mA8IvKzWVt/h8jXAJz3i7CTnkisoaoZC7dJAP856iauwi8ANzq7qfM7CuEQe4XwON1+ry7gT8zsyzwdnfPAvcA6z1c87qS/wW8i3C1s2qSwBeiYW9zhNXyH4+O3QFcADxlZk7YRv67ZddeG32GiKwhWjVNpInM7MvAT9z9q1WO9xKWpK+JmgTq+dkp4IfAO6pU8YtIh1IwF2kSM9tLuN74dfPD46qc9/eBA/UeCx41MWxx94freV8RaT0FcxERkQ6nDnAiIiIdTsFcRESkwymYi4iIdDgFcxERkQ6nYC4iItLhFMxFREQ63P8HTITImpExTuYAAAAASUVORK5CYII=\n","text/plain":["
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\n","text/plain":["
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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"mBdK-6X2YaPr"},"source":["### Activity 6: organization"]},{"cell_type":"markdown","metadata":{"id":"kZUyPlQYYc_p"},"source":["1. If you were to share this code with a colleague, in what order would you put each of the activities done in this notebook? Is there a section you would leave out? Why?"]},{"cell_type":"code","metadata":{"id":"fdNXOWw8YuGz"},"source":[""],"execution_count":null,"outputs":[]}]}