{"cells":[{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load in \n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\nimport os\nprint(os.listdir(\"../input\"))\n\n# Any results you write to the current directory are saved as output.","execution_count":33,"outputs":[{"output_type":"stream","text":"['test.csv', 'train.csv', 'sample_submission.csv', 'embeddings']\n","name":"stdout"}]},{"metadata":{"_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","trusted":true},"cell_type":"code","source":"data=pd.read_csv(\"../input/train.csv\")","execution_count":34,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"data.shape","execution_count":35,"outputs":[{"output_type":"execute_result","execution_count":35,"data":{"text/plain":"(1306122, 3)"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"#data[data['target']==1].head()\ndata['target'].value_counts()/data.shape[0]*100","execution_count":36,"outputs":[{"output_type":"execute_result","execution_count":36,"data":{"text/plain":"0    93.812982\n1     6.187018\nName: target, dtype: float64"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"from wordcloud import WordCloud\nimport matplotlib.pyplot as plt\ninsincere_rows=data[data['target']==1]\nwc=WordCloud(background_color='white').generate(' '.join(insincere_rows['question_text']))\nplt.imshow(wc)","execution_count":37,"outputs":[{"output_type":"execute_result","execution_count":37,"data":{"text/plain":"<matplotlib.image.AxesImage at 0x7f833256a828>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAAYEAAADKCAYAAABDsfw/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzsnXd8FGX++N+zfbPJZtN7CCQQCC10kI6gICJiQbAX1NM72+nZvnrqWU497zwbp1ixYwVsKCggSO8ESID0XjfJZnuZ3x+bbLLZ3SSQBLnf5f168WLmmWeeeXazM595PlUQRZE++uijjz7+N5H83hPoo48++ujj96NPCPTRRx99/A/TJwT66KOPPv6H6RMCffTRRx//w/QJgT766KOP/2H6hEAfffTRx/8wvSYEBEGYKwhCjiAIJwVBeLC3rtNHH3300cfpI/RGnIAgCFLgODAHKAF2A0tFUTza4xfro48++ujjtOmtlcB44KQoinmiKNqAT4GFvXStPvroo48+ThNZL42bABS32S8BJgTqHBkZKaakpPTSVProo48+/v9k7969NaIoRnVnjN4SAp0iCMItwC0AycnJ7Nmzx3OssL7eq28/na5X5vBL+eNk6C4hVj3Cq/2LvEMopTIW9MsIeG69zYzBZiUpOPDcamoM6HRBNDSa0QQpyT5eTuaIZOrrTXz82Q5mTB1MxpB4Ssv0uFwiSYnhAOQcryAqKgSHw0l0lJb6ehMajRKj0UpZeT0ZQ+J75gvoo8dYX3CS9PAolFIparmcapMRlyjST6ujzmImVKnk58JcJsQlcbC6AofLRaounAarhaGR0ZQYGmmwWhgRFUudxUysJvj3/kgATFv4j26dr1LJ+WnV3T7tnxevY7B2AInqGNRSFRaXjUpLDQOD+1FgKiVUHkKEwn1vFRhLSdEkYHHaONlUSHpICnKJHIBvyjYyNnwYcaoo8ozFhMpDkCBgcdlwiS4S1DE02A1UWmoYFNK/w7mWlNcTHxuKRBDIPllBdGQI4ToNAPoGE8FBShqbLJgtdhLjdOgbTHz01S5mTk5n6KA4zBY7uYXVZAyMw2ZzcOxkBUPT41DIZZzIq0IXqiYqIgSA4jI9SfFh3fpuAQRBKOzuGL2lDioFktrsJza3eRBFcYUoimNFURwbFeUtyH7Jy+Pl7dvZWljIC1u39tIUO8bksPFjcQ4AIrCvpoRvC49SYTKgt5pZmbOHL/MO8UvpSUSgzNjIuuJsqi1Gzxirv93PgUPFbN6Sg1QqYc/efADsDidNBgsKhVsGnzhZyaef78RotPLNdwfQ1xtZ9fkuVq/dD8Cvv+VQW9eE3eH0nBOIWmsjzx79gpm/PMSSbc/xXv4G7C5nz39BfXjRZLex9uQxNhTmIhUEsmoqqTA28cbB3by45zdWnzhGlckEQLhKjdlhp8LYhNXpJL9B79lu6d9ks/3On6j3CZYFIREkFJnKWFX0HTaXDUEQKDFV8HnxOhrtTRyoP0ZWw3EApIKEA/XH0NsbAVhfuY3cpiIANlfv8pz3fflm8puKWV26AZPTjEN0eoRGIPYdLuLXHccREFjz40H0DSY+Wb2bBoPZPf6OE9Tqm/jy+32cyK/EaLLicDgxGC0o5FIA8opqsNkcCIKAVCph94EC6vRGftp8lIKSWt7/fAcNjWZ2HSigutbQW1/rKdNbK4HdwEBBEPrjfvgvAa7s6sk3jB7NqsOHydfruXzYMJ/jLtGORJBjdRr4vuQuFvV7h0rzYWLU7r7rSv/C6IgbEUWnT5tSEoxWkQhArfVEwDlIBQnnJ6VzoqGaVG0k+Y16Soz1/PvwFjZceCuRKg1xQVpmJaQB8MjuH0gK1vHG0R08kDmTiTH9GJIexzffHeD+P8+jvKKe8ooGTCYrUZEhBIeoyM4pIy01mhnTBtNoMGNoshAbE8rxExU4HE7SB8Xy9nu/UlpWz/ixA4iKDGHnrlzSUqP9zvml42v5vGgrD2cs5sGMywB4/eQPzPzlIf4+8jqmRg3t6p+gj1Nk0UDvVePCtCEATE3sh0sUkQiC5/+oIA2jYuIRAJcoIgiCZ3tyQrKn39nAin9eE/DYX59bQ0VVI0nxYTx674V++0glgd8zo5URaGRqKi01ZOqGMDw0HYAScwUxqgiCZUEEyzSe/lXWWiotNWyt3svcuGlEKnTYRQcAkcpwDtYfI0YVQZPDxDmRozE4jDQ5TEQrI9hbl0V/TWLAuehCg6iubcLpchEXHUpObiV2hwuVUs6bH22ltKKeiaNScLlEZp6TTkVVA7HRoYRoVBw7UcHA/u57cvTwZADKqhooq2xgw9ZshqcnsPtgAXExoYQEq9AGq1j70yFP39+bXvEOAhAE4QLg34AUeEcUxacD9R07dqzYVh3UFpPdTpDcV4pvKHsEgOTgyQzSziO74RsGhy4AYE/NmwTLYwF82jSySJI0kzxjDAtb3KE66Hh9NYfqymmyW7k+fRxX/fwxH517JZ+c3E+UKpjZiQMB+Cr/MJf0H971LwhwOJzIZFKfdqfThVQqae7jQiaTdHoOwIJf/4ZaqmDV5AdwP1agyWHhws1PMClyMH8feR3/OPYVa0p3sHX2857zshtLWLbrZR4YchkLEsYD0GA38Vbuj2ypPkKD3UiMKoyPJ92HRPC+qR899AH/N/QKXjvxHRurDmFyWHl/4p9JDIp0fxbRxQ/le1hx8kca7SbClSFMjcrgD2kXoJYqTun76uPs4urb36aotI60/tG88+/remxcl+hqFozu37DNZUfRyZu8v/Pa4hAdyISO33lFEVpkr9c96HQhkwYWZnaHE3mAe9IzN5cIAj0u3AVB2CuK4tjujNFrNgFRFL8Hvj+dc6uNrSqVNdnZLBszxqfPuMhbCFW0StJw5QDcihuotmSTHDwJEHzaFJIQRFwANNiKujSf5GAdr2b9RoXJgNnhXqaPiIjn7/t/Zl9NCfdnzmRj6UkO1pZhdth5avw8FJKOfxRAwIe5tM0Prq0A6OicSks9elsTE+PGeN0EwTIVA4JjOdLQddWh2Wnjj3uWU2VpYHHyVOLU4RxpKOTpo5/x6NAlXn2rrY08eHAlITIVt6TOxSm6iFG12kmkgoQ1JTu5OmUGWnkQ+/W5fFm8DZcocu/gRV5juZwurBY7UqkEQ72JQztOkjo0gaYGM2nDEhFFkUa9CV1kMI11RiJiQ7v8mfr476H9i0ZXBIC/89rSmQCAVgEA7e7BDgQA0KkAAJBIzo6VnT9+N8NwR3ybk+PZPlhe7nPc7jKxteoFBCQ4XBamxz5CtGoo3xb/CYAkzQSiVW41kL+2tUW3EiKPQ6tI8Hv9ywa0rgwG6dz2irdmJCATJB5JPjQshndnXOHp98qURZgddpRS2e+ylK+2NgAQo/I1NkWpQjluKPVpD8QnhZspMFbx6pg/kBk2AID58WOZsuF+zo8dzfiIQZ6+WQ2FXJ0ykz+kzQs43pvj7/Bsz40bQ4Wlni3VR3yEwE+f7UKhlBEWrSUlPRaJRKCmogGJRODInnzKCqpJG5bEhi92UVlSx93PtwqkigYD/1q/le+zjhMVouG8jIHcde45BCm8HyB7c0oYkx5YLXCqLFr+IdkV1ad83pUTRvLo/FlebUaHmWePvcflSbNpcphIDU5iZcE3nB87ia9LfuEvg6+jyWGmwlLj2V+R+xUjdYOotuqJVoUxM3pct+cGcOxv95zWeX3893FWCoEbRo/2bE/p18/neE7Dt8xPfBmA3TUrqLIcJlSRyIVJr/r09dd2UfIbpzwnf2/28nZtalnX3lh6A5vLrRtVSHz/pP7aOmJzVRYpmmiPAGjLxqpDXkIAYEnytFMaPzU4jr11J33a5UopTqeLwztOEhkXSuHxCs67YgIHtp6gqrSOxAHRpGcmU3yygpTBcZ7zjFYbV739GWX1boNhRYOB97fv40RVDe9cd6nXNZav3sbbDyw+pfmeKYJkKnSKYPbqj3FR/HS21RzE6DCzreYgDXYjeU0lFBjLKTFXevadopMZ0WMoMJZzoD6n84v00Uc7zkohUG008taePYyKj2dnSQmPzZzpdXxYWOtNPC7yljM9vbOSRHUEAMUm3ze/ElMN4YrALodO0eW1X2au9SsAQuRqSk21Xm2h8iB0Co1P3xZ21GbzwIH3eDhjMSmaaELkQZidVr99z71knNf+tfddAMDcpRFe7bMvG++1/+R3Gz0CoC3bc4v4aOcBrpqQCYDT5aJS7+2Vcdcrq5kyvD+XzxgJwOG8cj74cS/P33ahZz8sRM3f3lvPG/ddjiDAbf/6kv/82Vu49ARVljoUEjmiKPJB4XfcnnY5RxpzAeiniWOwtj/p2hTezlvt2f+xYnuHapDfi3X7c1DIZORW1hAapMbpcmF3OpFLpSyd4v57tNgU3vzXtaSnxlBWUc9fn1/L8dxKv2PesOQcblg62ad98c1vUFHl/vtPmZDGMw8v8unTlkefW8PmbceJjdby2Zu3eh1rcYm96tIJXHrhaG6970MvTx5NkIL/PH81X3+/n6+/3+/7uT+9iyC1t61r4XXL0de7Vdwr/nkNKYkRnHfFvwPOb+aUdB68Yy5q1ZmxmZ2VQqCiqYmJSUnMHDCAvLq6M359S+2lyNSXIFUtQJBouz2e0+Fi14YsDu/MpSy/mq4Y459YeWunfdoSrdIRpgjmQH0+IqKXYTivqYLp0W6jdcvqxe5yerarLN5xGYlBkZSZfb93g91MQlCET3tHrCrcgkyQcn5c6+rO7OxZ98cmi3+hAmDo4FgLmWn+1YIt5JXVUVxVz+0vfulzbESi2wGh3mSmorGp02t1RIwqgtvSLsfhcqJqNpo/OOQGrC4bConc8ze9ccBCz/59g68FYEBwAgOCvT9H27nVmy1Y7I5uze9USIkOZ9ORXBIjQokM0VBcW4++yYxOo/bpW1NrIFij5PYHPvY8LP0xaWxqb07Zi/yiGl5fuZnqWoPHswvAaLLxn/c2sX1PHuDW9btcrffzV9/t4+rLJgYct6C4lpWfbvPsC4Lbg8rhbH0R27g1h5raJv75+OWoVL2vXTgrhcDwmBg+OXSI57ZsYVJSUucn9DRCCNaGv0Lj46h0/0GqmsHpflV5R0t5+pZ3KCs4Pd3sqTA7NpPPi7ayrnwf8+LcxvSPCzfhFF3MbX4Ix6rdNoNsQwnDQ92qtvWVB7zGmRUzkjdO/sB+fS6jwrxvvOnRvi67HeEQXWhkKs9+g93EnrrArrmnQ7BKGfCYLqj1oSMIAlabw8cFs+12kEpBncHtz99yYw6IDyc2IoTX7r4EiUTwumGfuGi2Z9tss6M3makzmtGb3P++3n+EHXltg+f9c1D/JRHKVBKDMsk2fE+wLIpYdQa7at7DJbrQKuKIUKRgcTVSbspiYtSNnDT8SrAsilLTAaSCnEhVGkXG3UyJvo38pm3MHJ/FQ/NvRCUN9cwvt7rOM7d6k5mNOXldmt+pMjghikHxkZ7vdiKB3SGLS/W8vvJX9PVGVEo5f733QhJidajVcuobzJwsqGLlqu2kp8X2+DwDsedgIQ67k9uun85F52fy/Kvr2PibW922c28+miAlD981j8nj06hvMPHg01+RfaKCjVtzOhQCy9/dRH2DiWVXT2XGpEEkxOmQSiXo641cf+d76Bvcv73Dx0pZ8eEW7lw2K+BYPcVZKQQAlo4Y0XmnXkIV/h6iS4/D8i0W/TIESTgy9UXI1JcikXfdDbSxzsgjV/0HfbWvqqI3uL7/uWypOsLfj35Onc3A0YYiNldlMTsmk3Mi3X7rM6NH8ObJH3ni8Mcs6TeNXbXHKTbVeI2zOHkKGysP8cCB91icPJV4dThHGoqYGTOCiRGDT2lO4yMGsV+fy87aHCot9XxS+CsRihDqbYHf+E6VzKQ41hzwn5twfP9WI7BEEJgzbhDXPv0JHz7iP2xlQFwEMWHB3PjcKqJCNVx93hgSo3RcOm0Ef/jXF0glElyiyBv3XuZzrlohR62QE69rXT2W1jd27SErQqX5KIlBmTTayxmmW0CF+ShqWTgKQU1C0Ej0tiKqLSfQKuJxinZPP6doo9KSQ1rINCzORixOg1e/tvMblhDjdVmjzd4rQgC67g751sdbsdkcDBkYx1MPXUxURKvqMjY6lMEDY5k7axhn0t/CZnMwbdIgli5yqx7vu/08ftudi635JeL2G2YwdaLbPTw8TMOyq6Zw3+NfcLKgCrvdiVzu32OovsGEJkjBtZd7C4ownYY3/3Utt93/kUf99NW3+/63hcDvjSAJQx50DTLluTgs3+Awf4/duBKJLBVVxCcIks7Tdax5d7NHAGjDNVx+22wmzR3Raz/mULmG18f9kTdz17Hi5DqcoouBIfH8ddhST58YlY5/jrqJ10/+wIqT65gePYyHxt7GJVuf8fRRSuS8POZW3s79iW/KdtFgMxKr1vHRpL+c8pyW9puGwW7iwYPvEasKZ0m/qfTXxHL7nuU98pkBFowYzFtbdlPazi5wxbgRDIgM92q7f6m3femlOy722hcEePrmC3yuceE5GVx4TuA0It1GgEab2xMuMWgUe2o/IjP8MopN+7y6DQieQoX5KEGycE8/k6MOmUTlHsRPv7Mdm81BbHQoLzx+GSHBKr99OnPT7A1mnNPqABESrGLooDj2Z7kF5pzpQ7z6Zgxyp3IRRaiobuwwJcR1i8/x2x4dGcKdy2bx6HNrADwqqN7mv1YI2F2NFBm+ocq8jUbbCSyOalpiAk6HhQMO+LSJrhosdVfjcuQikY9CGfocMvUCHJafsDU+hVQ1E2Xo835Gc7Pmrc0ALLh+Krc/dflpz+1UiFRqeShjMQ9lLMbstPGnva8z45cHua7/udw04DwAMsMG8Pq4P9JkspJTUIVWGsTGWc9QWlnPxl0nmDl+IKZGO0siZpDZOIT+aREkx4VTVK4nJ7+SxNgwhgxwv1Hep76K2nojEc05VnKLayiramBSZn8KSmtJjgvj9oHzuSRsKjERWrJOlFFZZOCr0Y/S0GTmix8P4BJFMlJjOSdzALsOF6BUyMgc7H6DP1lUTXJcGAajFbvDSWyklsqaRo7mVTJzvPtNTKNUsOHPN52R77e3GBnWamhO1owjWeM2ko+LuNrTHqlyR6fHB43w6dfCMJ07OFIrj/X0O1Pk1+o5UFrOeYPTWHs4m6Fx0RTrG1DKZKjlMiYP8PX0A7dP/vuv3oBK6V//bXM6UUg798XvacaPSvHaTxsQ7REC7ecarFESEqzC0GShTm8MKAQS4sJYsmic32MA088ZxJzpGazf7F7ZNhmtBGsCqzt7grPPrQBwimKnj/OfiuaRVfsPqky/YXFU0R0B4HN9689Y9LdgqpyAVDkVddSPqCNXIwtaDIIamXohytCncFp+6HAcq8VtAE0eeOZ0mW1RSxW8PPoWpkcN89LLA5itdh781xrKqxsQJAInCqtZ8cU2NGoFZoud3VlFPPv2ejRqJc+9vQGj2ca/Vv5CuE5DZa37jbu8upEQjZJnVvxIk8ltgH3k5W8wmm1IBIHjBVVs2uXW/5ssduwOB/mltahVch56cS0Wq4MmsxWlXIq6+abSalS8+UWr4axljA++2Y3JYqe8upHXPt1CiEbpuWZnmJ0mam3V1Np63y7zv4xOrSJCE0SVwUiQQs6I+FgGRIaTXVVNv/DAiRb7JUYEFADgViu9uX8PObU1Afv0BsHtViWSDlJggNvmBB2/wSfEdp4Ms19Sq/NFSZm+0/7d5awUAocqKthRFDiat956BIer53TK7bHU3QiuWpS651Fon0Ai89WDC9IY99qvA3SRIb01xS6jkal4csQ1Pr78h4+XMSmzPxdOH4ZEENiy9ySXzclk/PB+HMguAWD2pMGMHZbM0NQ4KmsNhIcGsfNgAUNT3T76W/flsnn3CeoNZo4XVAEQpg1i7pQhSCQCMycMYtPuEzidLgYkRiCTSZFJJWTnVdJkshETEUJybBipyVGMzkhCEGBIaqxXBGbLGKWV9QxIjGDrvlyaTFY27z7huWZnfFnyMUcbD3G08VBPfKUemiw2TlbWcqLC/e9/nbAgNdNSU+gfEcbC4W51yZCYKG6fMoFEXeDo7lCtr8dQW6wOB9P79afa1Hv3fHskEqFXgj678lYfGtIqfLr6otMdzkp1UFJoKC9v306j1eo25qWleR0/Uf+e175CEopWOYhgeTJCD3wkddQGJLKBHfYRZGmoIj7rsM/AkcnUlNeTm1XS7Tn1NCqlDIOx9QemUSs8P7ggtYK6RpMnOyIAoshfb5tHXnEN//fyN6x4fClqlZx7rz/Xa1yFvPX7VyvlaIPVrPvtGPOnDeX7X49gMtu46dJJHkEjtHOxa0/LGOkp7gRdapWcOZMGM29q1/XzGdrhjAob7zenzOlSUK3niS83MCK5NWjtngum9Nj4/z/R2cO0RejXWczYnE6fNNpmh4MvjmXx8OTpvTbH9kh7yQbRlfQRyjaZgi0Wewc9e4azUggEyeUsygh8k9da3EEaEkHOqKgnSAiei9CDi5rOBACAIAQjyDt+EJ1/xUS2rzvE5rX7uPreC7qV62Z/u/QZo+LiAvTsGsMHJrDml8M8veJH/nztLOZPH8Zzb69n56EC7rpmJiWV9T7nPPfWejRBSvrFuY2NcyYN5p/v/YzF6uD+G2f79YiYNzWDx179jvnThpIYo+Pdr3dQVdeE2er+cWcMiOWVjzeTdaKM25ZM5T+rtlJYVsfrq7Zy2fmjiNRpmDc1g9SkSM81n3x9HUdzy7nzqhkBvTDaUmIupMhUAMDFCVcE7Lel+ij76nJptJu4LHkyQ7SJVFka0MqDUEm91RW5lbXceu4EJg7s3UyQa8q+J6vhGCIuopXR3DLgOt7J/5BySyVWl5URoUO5LHEhX5as5dLEiwD4omQNUcpIpkf5BladrZQbDby6bwfJWh03jxjrERwiICKSEKxFhB4R42fiwRoIm63zWA1zm/mpz+Y4AUEQkoD3gRjcf6sVoii+JAjC48DNQIsC9uHmZHJdpt5i4cMDB2i0ut9M37zY24NDJlFhdcJA3Q0kBvt6cnQXc/V0ZOrFyIP/6Pd4baORxz9cT73RzAd/WcrjH/7E41ef59NvwpxhfJX9D5657V2uHvsogkRg6V3nEx0fhiqo42Xh9IWjvfZbHvoOl4u7v/ueh8a03uAJp1GcQhDg0T/M9Wp78o7WdMDzp7Wmnb596VQAHlg2x6u/UiHzWQn8+0HvSNqR6QmsfsUd1Z05OJGXHvJ2rRyUEs0rD7cazW+7Ygq3XTHFZ4y213zqTv9piwNRZ6vF7DR12OeV498SqwpjYeIErtr2T6ZEZTBEm8gXxb+xvSaHDyZ559IZlhTL9hOFrN5zxNN28dieT9U9NmwUlZYqqqw1jAsfBbgfijp5KHKJnB8q1rMoYQFSQcrB+iw0Mg1O0eklAHLqP8fmMhIkiyJBcw4qafeLmfQ0cZoQxsYmkFVT6bVyEIBghYIghTygAGirq3c6XQF6tZKVXdbN2Z4+R3I6v/bBI62ag8EDu/ey1xW6sxJwAPeKorhPEIQQYK8gCOubj70oiuILpztwWWMjlw8bRnZ1NQ4/evfE4AvI0a/wrAh6GpezFIkisAX/QF4Z15w7hl8Ouo2eqgCFXq6b+DjVpXpPhLDoEvn4xXVdmkN7IdCCTCKhytjEjh0nOX68gqFDE09LCPwvcU7EdErNxThFJy7RiUTwXT38UnmIr6c+7NOeGBRJpWWnT3tMaDDnDR/E3vxSNEo5o1I6jjo+XWJUUdwy4HqaHEbuP/RXlo/+J00OI3cN/ANNDiPba3cBcG7MdD4q/JwQuYa5sbO9xkjXXY6Iq0dXy73BooEZPnUZAAxWGw0Wa8A6C5qg1vQKtfqO7QY5ue6CML8XtXojJWV6EgPcsy6XyL7DrfbQtp+ttzhtISCKYjlQ3rxtEAThGO7awt1mZGwstSYTTTYbRfW+aomBupvI0a+gxrybE/XvMFB3Az2zUHQjkcSDGLjyz9DkWF5aswWD2cq3O4+ib64+1J6qkp5LefHHtd8AUGs2ER+iJSM1gZiYUKZMHuSV+7wPX6JVsVhcZmqsVX4FAECd1X/KBwkCdpfvEr7eZOGRVT8yMS0Zg8XK17uP8ORi39VgdxARefrYC8gEOSIu5sS4Yxzq7fX8I+dldPJQkoPcrrQhsmBC5BpEESIUvrEBZ7sAaGv0jQryzkWlVSoJkssD2haiI7WcyHM7CeR1Epn/9Xe98+J4Kny34TC3Xus/6eKmbTnUN3S8au1pesQmIAhCCjAK2AlMBv4kCMK1wB7cq4VT8nOSS6UoZTKGx8Qwc4BvIjOpoCQxeB4lTT9wtO5lSprWkRg8l4TgeaikEUiE7klPefCfsBvfRaqcjr+vKDY8hDsumsKvh/NwukT+du35fse56s+B0yufKsvGuetGBCsUpEVEIADf/XCQN97cyK03zwx4nsFiZcLfl/s4Mq3+4zWkx0R26doGi5WJf/+PX9e3U0k5/OBXP/pE9t533lRumtJxTYxXN27ntY07unydFmK0wWy672ZC5WGMCA3HKQYusxmt8m+vOVCfT7LGNzBwd24xV03OZNIgt+/7s2s3nfL8OkNA4LGMB33a/bUB6G31zInp/QjT3uCb3GzP9o3DveuHZFVXIm1Tma09IzMS+W2XOyutowN10M9bsvnhl8M9NOPT57O1e/wKgaoaA6++vdGzf6ZqEHRbCAiCEAx8CdwtimKjIAj/AZ7EbSd4EvgncKOf87wKzbelwmDgtZ07SdbpEEWRW8b5qmbGRP+dSPU4DlY/RaPtOEfrjnO07uWW0ZEIp2ZQWdB/V+vcpAkgqDBXz0GmvsSnrzz4DuIjtCyZ4c6GqG8yo5T7fpVX94AQ2FPqXQegwWJhb2kpYxMSmD9vZKfnh6iUJIfrKKz1XlHlVFR3WQjsLy7vkejF7HJfl87hCb0fQ3HccJT0kKFsrPqRWdFz/WbdnBs3mk1Vh5nWpgSn3eVgXdk+7kpf4NN/cHwUr/64HbVCjsFio6bxzL69teexI8+QHjKI9JC0zjufhbR/8LclVKninKTkgCuB82dm8OZHW7Db3UL+sefXsnSWW5rVAAAgAElEQVTReAYOiEYqlWCx2Pnn6+tZv+kooghhoUGeHD1nGrlcit3u5PWVm5kzPYOUpAikUgn1DSZuvvcDrwR6l1/UrYJhXaZbQkAQBDluAfCRKIpfAYiiWNnm+JvAt/7OFUVxBbAC3OUl2x6rM5sZl5hIrcmE3uxf1bKt/Faqzb662ubRcYmnn6nSqm/N4Glv8q09IA++w2v/o1/28aeLescT4/397kjmKmMTtSYTUkFCP52OEVEx1DXrP2NjOvY6Gp4Q6yMEsiuquWjkkABneLOvMHBBGoPFSkgHCdxasDud5NZ4q8ckgsDQeP/1knuSIlM+capE9PZaT0BPe67tP4sZPz/syd75QvbXPHb4Y2bEDOPSJN8w/6QIHTfOGMsvR3IJVil47NJzffqcSZ4Y6mvP+P+FgeEdZ64N02m4+aqpLH9vEwAbf8th4285CALIpFLsjtYV4OxpQxg1PJl/vPZjb045INdcPpFd+wr4+KtdfPyV+8VTJpX4rGBGZCSy7Koz43LcHe8gAXgbOCaK4r/atMc12wsAFgFZpzp2glZLpEZDtMZ/nvoD1X/zEQAyiQadcggSum9ICYo9tSmfyjuy1WzDUG/C6XARGhGMqhPDz8sXzgfgso8/4cfrrwfg8k8+xeUSiQgP7pKL5JJxI/j2ULZX29oDx7j//M6LwTicLlZu3xfw+Pvb9/PHmYGzJnqud/CYzw99wcghaJSd/72SwkKJ12mpN5kx2U7dvW9OjNubaEHcZQFjBeQSKb/Nee6Uxk2PjyI93q0qemndb9w1t3svAnt35FKUX82AgTGMHNsfgO++3MPYSWn8sHovgzIS2Lczl+AQlWf7xj/NZuOPhyktqmPJDVMoLapjw3cHmXpuBon9Ilj5+kYuXjKB1EG/T9R6V9ldUYrD5eRYbQ3XDs1E1kl0bnuWLBrHkkXjKKuo58kXv6OkTI/RaEWlkpMYHsZDd85jcHPkvqHJ8rsJgapqA8ufu5J9h4pYt/EIh4+VUlvXhFwuY/a0wZw/cygjMnqu8l1X6M5KYDJwDXBYEISWxDsPA0sFQcjE/WwsAE4tMT5uD5jPsrKoM5vJjI3l/IHefvuV5q2e7eigyQwOuxWdctjvZvy6ZHLn6ZWLT1by9Zsb+eGj1pQIf3n5GmY1F1KpKtXTVG9CrpCRNDDG5/xp/VO45KOPAZiakoJKJcdkslJaqiclpWO1ztD4GKQSAWeboKxao4maJiORwYELwgAcLa/qMA/9geKuudsdK/c12A1P8P2c/liYmcHCTLfXiM3hdKdBNlvIq66j3mSmWN/Au7/tDXh+S7qIPXU7OD/WV7VzOuzJK+W1n7ahaA50yq/Sd1sIjBjdj6K8ao4dLvEIgRaXR6dTZPyUgRgazZQU1nq2qysbqCjRkzEikdLCWhAERo8fQOY49/m6ME2vCYAPlwfK1+QEOn85aXu+3eWkxux2BjlVAdCW+Fgd/3nuqg77hASr+HWN/2SI/tpNjjqCZOHcet1EFl2hI0adgcFeSYg8BrvLhEt0opSG8N7b5xOp7DjGyNZ8L40ekczoEb0bY9JVuuMdtBX/LjmnVVy+LRqFgoVDhrA2O5t9ZWWkR0aSEtbqUmVzulUb4aqRTIx9pRce/g46+2qsdgfHS6pRKeUMjO/4Ifz58g2899y3uDowWu3akMVr//c5EqmE93c+4RNYduekSVyYPhgXImnh4VRVNfLJqh0MGhhLv36RHWYmVcllDIgM50SVd2qDnIoaItM6FgL7irxVQUlhoRTrGzz7B0sqEEU6zYx6rBN7gL6miTef/Zb7nluMzebg+KESBmcmo1DKqKs2YGqykNg/CoVMSn1+Hcf2F3Hx9e7lcml9Y4dCYGvNRkLlYZSaA6ciATioz6fcovfrDbQgwbuamdXu4N750xiW5BZkL/3wW4djd4X8k1UgQEWZ+/f93vJfKCupY8KUQUgkAqs/2UlxQQ26cI1n+9x5Ixg5rj+7tp7gpjtnk3e8EqGNQdHpcPL9V3u54JLAOveexmn+HqnqfERXHYIkvPn/YBACV7eTCBKya6uxOE698E1WcT9EnGjV59Mv8u3A83I1kld1GTZHPjGh9xMZcvMpXUcQpJSYdhMij+Vk4waG6C4kp2EdA7VzONH4EwISgmXRnvoN/jhDiUFPibMyYri0sZHvjx/n0qFDCVer2Zyf7yUENLIEDPZ8otQTe+Xt31ieSlD0bwhS72WZ07oVm+EfNMk/4pGV6xg5IB6z1U51g5Fnb/QftPb58g2888xaz75UJsHp8BUGUy8cxfJHvsDldLHl2/1cvGyG13ERdxnIJpuN/eXlRDmVjBmdwsQJaYiiGFDX3cKwhFgfIZBdUc3kNP+ZHVvYV+T9pn/LtPE8uma9Z99gsZJXU0dqVMcpi3MqfZN/pce2Ck+Xy+VRbUmlEvZtPU5MYhgxCWF888E29LUGbn7wQrasO0RomIYTR7qeimN+3CJkgpzBIYGDuYpNNdy+5/WAx9sLgcnp3t/bFZO6n7FzUEY8/VKjUDYnU7v6lunImlcaoihyyVUTEQSBd1/72bMtCAJjJ6UxdpLbIDxkuPdv9pZ7zsdhD+wV1SuIJhzGFbicJUikic3/90emuQaEIL+nnNDXclxfy9TEjn+P3cFsO4zF7vZOazCtOWUhIBXkBEnd9ok07RxyDRsxO+sJkkVQYzlBsDzaq37DqVLY9DNSQUmYMg0BCQIST5Bfk70MrSIJqaDE6KhAI+u51d1ZKQQStFpuHttqGZ/ev7/X8eSQizlS9yImx5mN/BMkWkRHLlmlldxw3jgmDnb/YF/4YrPf/qX51ax83m0XD9EFcc1981lw/VTmJd7p0zc0Iph+6XEUZJdxaPsJHyHw5++/p9xgIELtvomenDKLnJxyjh0rAwEmTUxj2NDAusThCTF8vf+IV9txPw/m9rQXArOHpPHvDb9Ra2z1rjhQXN6pEDBafQ31Slnrzy8iWktoRDASqQSJVEJ4TGthFqfLxcBhiTQ1minNr2Hu5eOpqwocx9EeWbOnWLgisIHxlePfcmf6AoZoE1FIOr8tWt7oWmRvrK5nkgUq22TTlLVJpDdh6iBPZGzb7a4g64LdqCscLu5cVx0adBEJQbMRpHFIZekgNiKVpSM6coDAHntSQaC4sYEdZcVkRPSOs4BaMRyVfAg2RzFhmqWdnwDorfkUG3eRoVtIk6OKSnMWDtFMZvhV1FhOktScyjslZAolxj2nXb+hyV6OShrOgdrXmRH3D0qMW5AKCuqsxxmgnUuDLZ86aw6p2vk4XP6dZU6Xs1IIdEaa7jpEnJyof49vmsbTL2QRsZrpRKsncbpBYy5HNnbj+559m+F57+WraMZp3YBUOZ2MfjHszC5k7Q73Q3VQYiQ/7s3h/DHpXmM+edNbOB0uZl8+nntfvJrOGDcrg4LsMvb9muNzzOpw8v5ll3nyqtfXm4iO1uJ0iVx80WjWfbqDk7vykEglqIOU2Kx2Zl08BnVz1sJLRw/jb9/+4jXm91k5PHfpXJ9rtbD6wFFqm1of9ucOSUUXpGLp+JG8unG7p/29bXu5dHT3UybceF+rS+1FV5/jt/2m+y/A6XQx/8rOjdEt/FLljtLOM55gWf87/PbZW5fL85nXd3nM5eu3o5BJGRQXicsl8tFvB3jrlp4vPt/C0JHJfrfPJMOT3KsvUXRQZ/yQMv0jAAxLKuhC4sY5HR4dGBbBU1Nnd9inu0glWgbGru+8YxvClP0JUzbbVxTJnBv/V8+x6bGt9oM49Uji1J27bAciWB5HiXELU2OfRCnVIhFkuHBibVZ9p4TMYX/tfziq/4SMsK4JsK7yXykErM4apIKKCNUoKkybyW9cRX7jKgRBikKiQyZRIyBDCBAd6o+Z8W8hkaXhtP4KgMt+GK+vRwhCpr4EefA9xEiCmT1qEPtPlhKkkpM5IMGvTry63B0jl57ZtSWusjlZlN1Pkimny8Xsd95leIxbB/3aRQtYcKE7l4zD4UIilWBsNBMWpcVQb6L/kDgsJptHCChkvt9FR4E1AHvbuYYOjXNfu71BN6+6jiarjeAuePr0BKcaHT0r2i3ohlgCG/BH6lJOaUxBENAbzVTWNyEIAvfOn3pK5/83IwgyJG3UOj2Rufd/HZfooMZyhAZbAaMj/0SUagTbKp9EaBPTMlB7MT8U39QnBADWFfp/YxBFJ1ZnLdbTUIEKkjDkmhuRa27EVJmJKvwDH5tACw1GC4998CPj05NpMltZu/0Ij/lJIOewuSei6KBgRlssZrfKRBPiW2LvDxO8ddJV1Y2sWbMPBLj5phmcd/l4RJeIIBE8/3eX/e1UQRnNPv3D2gV4uUSRQyXlnJPadX2uyk9wXW9hcZrR22uJUgbWo96VfhEv5XzDwsTxxKrCfbKGtufKyZlYbPYeUwP10R3OYPHhXiJLv5IpsU+QU/85VeYDJGjOYU7iq142T0GQkKDxX5qyO/xXCoHeRqIYT0f1dvacKGbJjEyPTeAfX2zy208XFUJVSR2VXcwhVJDtDq+ITvTVK7ZNHZ1Xpyc6XMvN7ewGLQ/+nhAADWYLee2CuzLi3EIgXKMmXqelrE1N3wPFgYVAW5VSC0Piej9IrIXVZatIDurPz5XruKrfTX5jBZ4+8hlHGor4rGirnxHwiSHQBakgyH893J7ijoc+8US8vvjUYtQqBe+v2s7uAwVMHp/GkkXjeO2dTVitdsJ0GjZty+Gum89l9Ihk1v54kPWbjpI5LImbzlDQUSCKam+nwbSW4UklOJxVVBtWYLD8jN1Rilwag0Y1hciQW1DK+gcco8G0ljrjJ5htWbhEI3JpLCGqWcSHPYUgKBFF/15FIg6yilN82sODryYh7NlO526x51CmfwSr4wROVz0CcqTSCGJDH0QXtJCeEkAx6tHsq3kNh2ghVeuOa2krAAoM6ylq2sjoSP/qzO7wXykEVLLefYCowlZ0eDw9MYrl37pTBjSZbdQGSBkweHQKVSV1/Pb9Qa6+d16HHjx1VY0c2Oq2BYyY1LGv8cvbt3PLgEwUCilpqTE4HE4vI2JPsK+ozMedLSqk1Z10REKsjxAIxFE/7qHD4rsWI9ATDAkZzrDQTEyOpoCeVAND4hgY0vW0vUdKKinXGxiRHMufP/yO/lFhPZpAzuUS+et9C4iKaLVLHT5WyuFjpbz8zFLuf+ILRjQ7AozN7EduQTV3LJvF7v0FxERr2bD5GK/8fSn3PPoZ2ScqPIFSvycm2wEKqq/B6WpNJWZ15GNtyqfe+AX9It8iWOVbOEbEQVHt7V5tNkcRtU3voVXPQyYNx+YIlD1UQCVPx+rIDSgoAlFadz91xo995uJylFBc+yf0xs9JiXwX4TRylR2sqGB4TAwSQeCd/ftYkJ7O8LARHKysoMroID4ETHY7UomAUipDIz2HOOVoShtE0ruW7aXL/FcKgfOTf+L1Pbv4w9hWFck7+/dhstv50/gJHbZ1FVFswmU/hOis9DmWGLmIh6+YRXZJNZOHpjAuPcnvGA8tv566ygayduZyQdJdDB6dwj0vXOk5brPYKc2r4vEbVlCS635QnnvZeG55bJGnz4bcXGanpnLxhx9x/Rh3eul8vZ74OJ0nV0pXBUBmUpzPwzpQwNjbW/d0ONbS8SNZd+S4Z3/LiQLyauoYEOm7imnvldRy/pkiMSiZensdo8LG+80bBPCXIb45ojpCo1Tw+c5D/HzkJB/+8Qqe+HJDT0zVg0sUkbZZ0YmiO6GY2Oa42Bz8pwsNIlynQSGXYm22J7WkSvjH45edsURknZFbuYB+kW+iVXs7IxTW3Eyj+Qfyq68iKeJVdEGt9UNsjkKOl09DIUsiNeY7ZBLv39eRksG4RP8ZYAEEpAyM/RkAh6uOY6Vdd+WND3uGsOAlBCl807ofKRlMk2UzJyvnd2psXrPSW4C9sXc3t47xzYe2qbCAksYGXt+zm7cuupgguZySxkYStVpWZWURJJczMdH/s6Y7nN35ZTugrQAAuHGU7x/KX1tXcNp2Y66agqV2Kdb6u33+1TYaeejdH3hp9RYAnvn054Bj/d8bN5LQ351aIHtfAbfOesZz7KX7P2XZtKc8AmDQyGTu+Ptir/Nnp6YCcOmwoVw8ZAgXDxlCWng4Ol0QUVGnpo8e5idCN7vC103U7nSSVeor/NoyND7aJ6FXoNVA+5VAsFJBSkTgGgivfPMbhVV6KvQGz3xatgEOF1Tw0cbAqSx8rt94iKyGA6wuXdVhv121x3n26JfcsXcFd+xdwbNHvwzYNyUqjBeums8zV7gfaMtmBq4/cTrIpBIefXYNdz+yij899AlNRgtD0+PJHJbIHQ9/wqjhSQwdHO/33IRYHQvnjuSeRz/j3r9+3qVqVmcCXdBCHwEAEKVtLd5kth3wOqY3fo6Ik2jtvT4CACAi5Poen2cLgiDzKwAAglVu3bzVcfKUx52Z0p+39u3F4XJxoraWfeVlrMnOprih3iuqP1dfx7fHs2mynX4etK5wVq0Elu/eyZbCQpJ1Op6bfR7Ha2tYvnsXhuYv4c0FC5EIAh8cPEB5k4H7J/eOR4at8SkkslQU2if9God3HOpaURlwF5t/6bv7ePXhz9i8Zp+nwExbBInA7MvG88enL0ep9r+0vCYz07P9/NzzKSmpo6bGwNFjZVy5dFKXPpe/jJ05FdVMaRcwllVaibWTyE2NUkH/yDByq1vtBgeKyrlklLerqMlmp7iuwattWEJMpxHGeRV1bM8u5K6LptBksfHKN7/x9LVz+WpbFmHBao4Wd63IPMDUSHdytwZ7PU7RidSP15hLdHHPPne0qVYehIjIvrpcjA4Ljw9fitTPCkIQYE9eCeNSE4nSBo6GPVX+8OinvP7kElLSovnLzbO5/bFVhASreO/LHew6XMiUcwZy5YKxvPLBZqwuBy+8+wsul8g9N8zkzptn8fyb6ykq0zNyWAI3XzGZIyfKef/rnUilEhRyGY/dcUGn339voAta5LddJUv1bDuc3nYoo9WdIyxU7T9du1Y9h+rGV3tohl1HLnULYFG0I4q2U1IJDYqIJDU8AqkgMDAiglcvaK2U53S5WDbaHd2dGhZOavPL7uloM7rKWSUEvjp2lA3X3uBJWzwoIpJ/njcXabvAmGtGZvL8b1t6bR4uRw6q8HeQBKghPDRZ6FJRmRY0WjUPvHodV90zj+WPfE5VqR6TwYJaoyQ8Rsudzy7xmy8I4Nts35gBgAxFGLn51SiVMqxWB0pl53/KoX708DkVvjl92geIgdsY3J4RiXHeQsBPHqHsimqfNNTtvYva4xJFpg7tT4PJQoXeQHF1PQazuxpUYZWeS84ZRnVDYBVAe1aXrkIQIEGd7FcAAHxSuIU/DJzHosSJBMvcBt8mh5m5G59gYEgc1/b3ztNfYzDy18/Wozea+eTOpTz51c89ZhMI1appMlrRN5poMlnRadUcyinlUE4prz1+Bff+/UtGDnbXbxo7vB9JcWEMSI5k58FCxgxL5p4bZiGXSbn4thUsW+zOZ3SisJpV/76RO5/6goKSWvondZyZszdQKfzfTxJJ64pWxPvlo+VNu22ftijbCJDewUVF/bNY7EexOytxuupxiWacrrZZeU89F4Q0gBRu/6w7E5xVQuD1Cxdy5Zefc/PoMczs71tMpqc5XPs8Fof7jXJcTGs1TEGiAzHwg72rRWXak5gazTOf+K9bHIi29QS+y8lhfro7IO3Cc9Op0xsZOSK5S5lEAfpHhqFRKryid7O7KARGJfmqHkYmxnrp+3P9xAtkn0biOKVcxkeb9lNQWcf8cYPZnl3oOTZ+UBKvfruNwio9i6d2za4wN/aiTl1EvyndxaeTvZOHBcvULEwcz3dle3yEwP6CMq6bPoYNh5tXgz3o8pqRFsuerCKCg5TszSoiIy2WgpJaBqfGIggweEAMuUXu7zVMq6axyYJCLsNmd2CzO3jx3Y2YLXYMRgsulzsWZFBKNHK5lDCtGpOld9ULgZBKTr0MqtPV0OHxQMKhJzDZ9lJS9xes9lbblyDIkQpapBItTldjB2f/99ATRWUKAAPu1IEOURTHCoIQDqwCUnBnEl3cWXUxlyjy4IafkEskZFVXeYSAVCLhok8+IlGrZfn8BThdLv6y/kcOVFRQajBw14RJxAYH83+/bOBIVSUn62r5y+QphKnUPm0JIVqvaxYZVuNw+Xr2yIOuwlp/L6JoRqqc7pOfqFHyAk989JM7d1Ctncc+KAyYO6i7PH5u68Nnf3m51/7YMYFd6vwhEQQWjx3ulWztRFUtudXeuX9+yc71Oddf9a/Lxw7n8W9a7SEuUeSDHfu5bXrr0nXNQe9KYuEaNedldOz99Id53tHAV88czdUz3brZyRkpTM5I6fD89uQYjjIsNJONVeuYFT3Pr3HY7PT/YAxTBPs9Nmf4QEr1jaREh/P17iPcd2Hnabm7ymVzR3HBsuV88MJ1XHvf+/zwzu2olXLe/3ontz+2iomZKVx07ghe+WCzT+Y+k8VOXnENwUFKBiS1upGcDcZhQTj1x41UCMEh1gY8LoqW7kwpIAU112Ewu3/bLZHSbSmpuxu98QuvNpPdTnZNDSNjY5EKAkeqqogIUhMbHMI7+9weQFEajdvrRxA8aVP2lZcjAOmRkRyqrGBUbJznWLXRSJRGQ5XRiNluxymKDAjr2ZriPfX6MlMUxbYWxgeBn0VRfFYQhAeb9x/oaACJIPDF4iV+j61d2poaViqR8K/zfSt2vdjFthZEXAFzcDitW5HImlNAuBp8FntZRV3LHQRgs9r57YeDHNmZR0VRLY16I11ZPr78vfut9PGfW1M9lDU2evbbCoNTwd9beG51bYe5fxQyqV9Vkr9KT4dKKjzbLlH0SVrnTxVUWd7AU499zSsrru9o6qdNoSmXfONJBEHgm/LPGaYdRWrwIK8+06KHckCfT2aYt2BdVbSV+fG+AtBotWGy2hmf6vbWKKptYGBs91Us1aV1/OfBTxlWamDn5zt5/Z4F/POWt3hk5W1cu2gC1y5qFbDjInVkrzvEFXe7f+ctKqI3nvSOKB06MI5n7r0IwPP/fwtKeSoOay0u0eQVpdyC1Z7fK9c1Wty2iECxCzaHb6GlnJoarA47EkFg9bFjSASBTw+X8OS53sGtMomEKqORRK2WNdnHUMvlrD95kqdnz2FLYSGJ2lAStVo+PnSIgno9t42fwPsHDpARFcWvhQU8O6dna1n3ljpoITCjeXslsIlOhMCZxr0C8P8wVkV07EUyRDDw4te/ojeYMVpslNTUs/lwHtOHe6uwygtreGjJq1QWn37B+bEJCX63Txd/D/Pcqjrwr64F3D79/tJO+ONQSauHUGl9I+Z2RWC6WkOgJ5kVPQ+H6EArCw3oIros9Twu2PQEKZpo4tXhiECZuZZEdQTLUn1vuqqGJr7ddwyAuiYTZfpG3r71sm7N0+V08dclr7DknguYfsk4LCYrBUcDV3WbOG8kE7tQYvS/mSDleIzWXTSaf/JyHW2hyRL4Baw7iM3q4EDqJpPNf+rySUnuvE5ZVVXEh4SQFKrz6dOS/wsgLTyC1dnHGBIVjUIqJUbT6mBQ3NDA6Lh48vV6XKKLeYMGobf0/MqnJ4SACPwkCIIIvNFcNjKmTXWxCuDM3/md4HB13bDYHkEiMHloCnanE4VcyqzMNCx+Kl698dhXHgEgkUpI6B/lUyegMy4c3JqUziE6qLc1Eql0v7V/W/4LUyLHNhteRbTyYAx2IyFyjadftbWOKGU4ZqcFtVRFcriOULWKBnPrj+lkdeDlNsCoZP+uiP6oM7aurvKqfYVfZzWFv1u7n00bjuB0iYzMTOa6ZdO5+7aVDBoch93u5K775vHnP33Av169pstz+qbsCyKV0YDI7Jj5fiOGQ+VB3DhgNr9WHWG/Pg+AxKBIXh9/O0qJbwqJ/tHh3HNBayTuC9/+2uX5BCJnXz5BISqmNxcaUgW58z7V1xh4+vrXqatsICoxnAffvJlv3trI+k+2kTltMDc+dinZe/L49MXvkcqk1Fc1Ep0UwQMrlvHynz+kNLcSi9HKmHOHcu1DC7s9zzNJWNBlVDe+RmXDPwhRzUAq8X6o1jS92SvXlcsSsDmKsNp9VaOiaEPspHzteWmpbC0sRKNQeNxAXaLIlSNGUG4wsD73JFePzMThcqE3m0kODSW3ro69ZaWY7DauHpnJpOQkNubl88DUqWzIPdlryTF6QghMEUWxVBCEaGC9IAhedQxFURSbBYQXHRWaPxPYOxACDvPXHZ4bo1vERRM7z5p5aIfbaJie2Y/H37sFXWT3jFgN9iY+KlrLXQOv92rfXL0Ts9PCUO1ASs2VTIjI9PTbVruPaZHj+LVmNwvj3cvSofExbMttNbaebKOy8VdQfvQpCIG25PoRAp1FCv/yUxYvvHINggD33/UROcfKCNUF0VBvwm53YmyyEhrqPyd9INKC0zE4GjF2EDEMcFPqHG5K7TjbZQtVjU3szXO/pTtdLo6UdBxX0aUxS+qI7+8bDV9VUsffv/ozcqWM++Y/D8CCZTPRaNUUHGtdKeRllfD2rqe8+t3+7BJkChkup4trRz7YI0JAxIFLNHnt91YSOaU8jYjga6ltWsnJynlEhtyKSj4YUbRhsh0A0YVMEo7D1fFqW8SJy9UaayKK1g77h6ovpNqwHJdopMmyGYVsAKJowWTbS41hBSr5ECz2Y17ntE3tMj4hkTHxCQi41aavzm91A00NDyc13O36ue7ECZ4+dzars4+RGh7OSxfM9/Sb1i+Faf1SALh/itsd/qoR3a9b0Z5u/+VEUSxt/r9KEISvgfFAZUutYUEQ4gAfp+6OCs2fCRyuQGHmYK2/O8ARCYI0EZnav79zexRKOeYmK3MWT+i2AADIbSrC5PC1YygkcoKkanbVHWRixCivfjOjJrKpegeN9tYbYFFdqwMAACAASURBVHiCtxAoqNXjdLkjVPNrfG+mjlYC/SJ0PkXsW8hrt8KICw0hItj3AS4i0uIZV1aq54G7P/IcM5tsDB4ST2VFAwqFiwP7ChiccWpCSUSkzlZLpm6MRx105Hg56zYeYeY5gxg1LJmaOgOvf7CFR+++gH2Hi8g+WUF6aiy1eneW0ENHS1h25RRCtW5XWVHEE0shk0h56oqueYh1RESsjupS3+8/bUQy8mYX4I5+R+372ax2Xn/wU8xGKwqlHGOD//QmXSW7fCJOZ71PhG5WcQoSSQhSSSg69UXE6nq26H2c7jFqm1ZicxR70le3kBq9mqrGlzFYfvE5z+GsIb96MU6XAbvTO5BRb/yceuPXzfMOQaM8h8TwVg/BaO0dGCybsNiPkl/dvlylQGrManIrOxaogdxA23L1yJF8efQoiaHaTvv2Ft0SAoIgaACJKIqG5u3zgL8Ba4HrgGeb/1/T1THX5LUGRYWrRjI1fmWHfXoDTVyh33aH6WPspo7tBW1ZueNxnv3jSl59+DMKcso5f8lE0oafftj3+PARjA9vfRO4MM5tHJ4fN9NvXwCNLIhGu5Erk1sNgkvGj+SNX3d59m0OJ7sLipk4IJnP9mR5jXPp6KGEBfnGCLRw3aTRPnUKWtiU4220a58q4tbr30IqEdCFaXjsabc+/YZbZvDT94fcKRJEkSFD/x975x0fVZX+//edPpn03gshofcivYggoCI2LNh1LatrWV1d1y3uuq67FuzrWtYOKDZEBBFBpElvAdJ775lMr/f3x00mmWQmBQLi97ef1yuvzL1zzr3nzpw5zznPeZ7PJ4HMoXEYDFYcDhd33vQWn2/4rd/2+EKRKZ9gRSiFxnwGBw71nJ88NpXxo6RV6A+78jCapNlhaEgA9Y1GZLI6hg2OZf/REuJiQggK7CCMszudfLTjMBPTE7HanazefYSZQ9O464JTT+oZOTWDu56+hkcvfZ7WJiOX3z2fpMzYbpE9Lqeb5+99l/K8aswGC3UVTSy9c163clajjZLsSnQhAYTHhJAy7PT2lIbG7fG8/qBoJxnBsayvOMx9QxcQowmhyW4iUCG5sEpNDaTopOgkm+rPBGv+htXl5kRLMaPDklDJFDjcLhptBmK1oZ4InA3Hcnn4k1WoFQrumz+NSWmJCILKZ4ROO1KjPvB5XiGPJCN2Kx/sOoTZ7uCuud2/m4c+3sDyKWMYEuf92chkQRwue55P92d5qFWunTKGyyd0eAB6alNfkRAczHVnYHbfH5zuSiAG+LJtea0AVomi+K0gCPuBNYIg3AaUAst6uIZf6G05vRc6ixAUQ3A7T/ZesA1qrYrH37iVFQ+uZP37O1j//g5CIgJRqZW9Mn2+v+eJ02ythKMt2cyLmeqVJBUbHEhkoI4GY8dqqKJZinnOq/WO6x+X3PPA4WuVUG8woVUpvdTHoPum8Bvv3d6t7oJFo1mwqPuPIqBNF+Gbrf2PLxgWNAq728aQTvKSIzK9yeKWLZnAsiVSpuag5Ejuu+18RFFEJhMYNSwBBO9oqKK6Jh5cPNMjM/nc+u2nZQDakTosgX999ZDXuT++f3e314/85zZMVjtqpQK3KOJ2i9z96k1Y7U5aTBYef+9uBAFWfPv7026TP1hdDoKUGj4p3ct9QxawteYE06IyKDU1ohBkpOgi+amhgGJjPRlBMcRpQ9nTUEB8QCjx2jCa7CZezfuev4/x3lBf8+vrKG9q4fZ3vuTd268gPvT0Zsk3Th/Pf37Y2+96yyaPYtnkUby74yC3zDzzGs2vf7aLzOQo9mSVcP+1s9lxpIhjeZXcecV01v14HJPVzoShiUweObASnKdlBERRLAK6hSeIotgIzDudawMEqs58wlh/4LbvQpBJsxujxUZORT0TMxKxO10+o2dqyhr54/WvU1nU4Q3TN576hvSpYHyY772LkQkxbMst8hxXtInHd5Wc7G0/ICM6kgCVEnOnjfHc2gbCutAsC4LvyKSzgXqbFLa6r2knF8R0+Fxf37mXUK2WsQlxrDmchUahIEijplLfymPzZ3uS3nzF2CeGh/DSxl1YHQ7MNgcFNT1vrp8JbD1aQJBWTX5VA7NGDuLz3VlkxEcyLCma2LAzr3NgddmJUAdidUnffft+0oTwVD4q3sWkiEFMCE+l2FBHVks5kyIGEaXpaFe2vhKDw3eYdlJ4KEvGDWVTVj63zJzAjW+tAWDu0HRumTmBo+XVvLltP3qzhfjQYP61bBGCAE+s3UJ2VR0zMlP4zQX+ufdf27KH/NoGnzTnveHu99eiUsipN5h465bLKahr5N0dB3nxuot5YNV6bpk5ge+y8rE4nBwuq8LtdvOHi+eilMt4d+dBVAoFqZGh3drndrs5f1ImeqMVg9lGbkkdCdGhOJwu1Eo5gQFB/Hiw4NwyAmcCkdqJmBzl6JTJjIz4XY9lY3Vz0MpPbWCxuGqpMW3z+Z6t+a4uZ0TcrircjmOogh6ksdXEEx9tpsVk4cPfXcs/Pt7CEz5EZf7zl889BkAQBNKGx5OS2Xe64jOJkfHdjUC9weQV3RMWoCUtsufEFLlMYGRCDPuKO5bGebUNxIV4c+mkhIcRpFEPUOv7h84Df2ckhAQTGajjQHklWqWCpLBQNAoFQ9oMW09Ij4ngwcUz+Cm/DK1KyTPL/eeknCkMT45h18kSYsOCOFQoPUOAWsnIlLNDGz05Ip0ai57MoAhey/ueclMjM6IzKTDUUmWWckMLDLUgCFSZmykx1nOkuQyz086ylPOoNPeYP0pMcBCFdY0cKq3i/dslZ8Kd73/JhFRpdZpbXc/3j9zGDW+uobCukcExETx+yRxkgowLnn2be+dN88mRVNzQzI85Ray++1qWvNjd3dwXvLT8kl7LTB2cTGpkKBkxkewqKGXOkDTKGlv48r4buObfq7lozFAGdcnP6dze2RPSOV5QTUSIDqVSQWSojn0nfLuqTwfnnBGYHvd2n8tmht5OmNq/ZGBPaLIe9WsERHf3zilTpKLU3YRCewVHjhT0iUDu+B4pvCx1SBx/ff9On2IxPxe6umYqWlrJ7bIK6Gto6NikeC8jUFjXiNPlLe/2c+QH9IYlo4YBMDUt2Sv8zi2KPhPhuiItOpy06J/vO63XG5k6LIWM+EhEsVvy8BnFjYOk8Nhb0qVM6XmiC0WbyzFeG8bwUdJAPTwkgfTAaNRtSm1Pj+3wDC9Pm8byNP+z9YpmPfFhwRTWNTI+ReqLIxJiyK2pJzM2kmHxEjtvRGAAJrsdm9PJ0+u34XS5MVhsuEW3T+K/ssYWMmIjkcsEBscMLIeSy90h2Rqu06I3W1Er5NgcUhBBWlQ4MkEgIyaS8ia9lxG4Z5kUAXT5+ZI7NC4ymDGZCcgEwXNu1viB50o654xAfxCk7B9tQmdoFf5nS70li80bm0FVo0QZ8NVPJ3jwMt+UAct/u5A3//olIyann1MGAGBWZhpxIUFU66WooaPl1Xzwkzc9sy+qCF+4aep43uy00bw5u6DbCuKas6gf0F90HTv7YgDOBbRnrMPZNQC+oOhBz1vdi1RnVyz79yp0ahW/vXAGoxKl3+mNb61BFGFmZipXTRrF0fLqbmRrZpuD/JpGBkWHkxEjuW3NdgdPrP2ek1V1FNU18cCF05k9JI3DpVU8/PEGnO7TD0wcnRiHUi7j+jc+IaRTEIWvr6TBYOLB1d8wKCqM2UN6H7/ORl8UfFEbn21MnDhRPHCgZxGTzviqaCwyQcklaftP+Z5Ot4lvSqZ7ji8ddKRLCRdO6yZclq9BFo5cNQWFdhGg8Chu9eX7Wf/+Dj5asZFpC0cze8l4RpyXftoqYHrrfkI0kzDZc9CphlBv2kCwegJqRSwmew5aZSpOtwFRtKNW+N/Yve/jr9l80jcfukohZ/8f7ulzpvCFL75LWZPvUFGAw3/6zWmRrNmcTow2O0arHYPVhtFmo1pvwGC1U6038N7u7hmcOrWKX82cRGxwIIEaNYFqFUFt/2ODg/r8bL1BFMFst1PTKrWnvX1Gm51vjuWyt7i8W51RCTFcOCITXVub2tsYpFYRqFahU6u9RGVOt21Gmx2jzUZVi8HTNoPVzva8Yp/te3jBTE/bAtvaFBcSNKBt84WcQyUMHZ/a7fyezccpy6th2T2+9cV/CThUUsnKPUd5/pqB4xkTBOGgKIp9m635wS92JaCShWBy2DHa7QSr1ZgcDkr0zWSGR1JvNpEQGEyr3YYoil6p2O1QyAIQkCHi7vaeKJqwNd2My74PmXI4ouMwTvNHOExj0IR/yI6TjQSoVUzMkLQGXv5qJ/dd2l3H9aMVGynNrUapUrBx5W42rtwNSNnDcnnPlLHrilb4PG9xFJHf+AcmJHxLtWEVg8IfRy4LILv+HsbGfY7ZUYDRfgKTPYfYoKt7vMeohFi/RmBEP6giQFIt68kI9NcAbMkp5PVtez0Daue9ir7CZLPz4ve7/L6vlMsJ0qgIVEsD3ed3d40H949LX/uwbSC1YbLZfSbZ9YSsylqyehHuiQrSEaRWE6hR8eLVFxMX0rfN3ie/2cqBkkqq9YZTahvAc9/1TNWuVSklo6pW8/ZNl/e5baeKKfNHMmX+qbl+/4ee8Ys0ApGaCQQoE3g36xBhGi3jYuJYnX2MhWmZyAWB4w217KwoRadUYnO5WJoxDJ2yq+iDgEIW4DNz2NH6NKK7Dm3UJmQKKa7c7czB1nwndsM/OFG6FLVCjtlmR3SLnCj1/WNeuWKjz/Nulxu3q7vx6QtabYeIDFhIk3kLWmUqMkGJ0ZYlzfxxERlwIdn19yHiIkA5uMdr9ZS9298s4TGJcaw7mt17wT6i3mDiRNXpZ+H2BIfLRZPJckoGpmsU1ZlAvcFEvUEK47U4utOS+EN+beMZb5/F7sBid1BvMPWrbZ3x0OUvkTEqCafDyb3/WMbvrnyZ2/6whKfuepemulai48N45JUbEASB+y56nrEzMrn1MWlDtiS3mjWvbsZkkOhPnnjnVwgygY0rd7P1ywOMnjKYGx4eeGbf+prJRMXu672gD4xPTWB86unzfw00fpFGYHq8pABV0nKSqAAd+6or0CqUlBv0xOkCKWhuJE4XRIvNytCIKMwOhw8jAApZoE8j4LRuQBXypMcAAMgUQ1EGPYpd/zgy4TKajRbq2rJJH7zMt8LZ0tvmDMwDd0Kr9SAJIbdT0vwMCcG3U2v8guTQ+9Bb94Mo8Z0HKNN7dAO1w5fcZDv6wxcEMDb53Ih6+h9+OQgJ09HaZMRhd2IyWAgJl1bsj7x8A0qVgt9d8TJl+bWkZMay9LbZlOR2ZP2mDonjoReuR67oWFFXlzbww9qDPPvZfTx27WvkHS0jc8zZp6T5peEXaQTacVmGRH05I8E7bvahSd1dM76wIPlbn+cFeTIu23YUGu/QQpdtG4IilTsXe/PdN+h9U1Dc+df+iZf3BRmRTwMwPPoNAEKYBLgZFfuhp0xc0HLUit4HZX8hm6kRYcwb2r8ohOFx0UxKTWR/SfcsyoHyvf8P/7ew5JZZNNbqcTpcPHv/R1xxh5T5rlS1U18EYjH6Z82UyQREt+iVeOlsi8J58sO7zoxKl6DEYT+EXDEImSwUh/0gLU13ExmzE0FQ4XTk4hZbMRleJCziIwAc9sMYDa8QEvYSrfrHQLQDIqHh3SMha/RPExvyGI3G9wjSzKPVsglRtBIVfC/VLX9FKU8gJOBilPKBCwP+RRuBMwVV0ENYm25CdBah0F6G6G7CZfsBl/0ImoiV3cp//OMR7l0y3ceVzhY6Onu9aT0N5m8ZFtWhuyq6ahBdxchUU3EYnkOmHI7Lth1l8ONkPRqKTDkUmWoqTuN/EEUjgkzAZVkLCLjt+1EEPYToKgHRgkw1lc5xDx8VbycjOI79jQW8sHwha8p2c1nSecRqQnG4XZzUlxOjDaXRZqDVYcEtukkLjMYlijTaDcRqvFkhl67/iOzGOqbFp5D1xP0o+vlD/qJiBZPCF5OgzUQmyKi2FhGnGYTR2YzFZcQtuolSJ1FhySFEGUWIUgoz3NO4znONamsROnkIwUrf4YPvF+1k6WWJPDF6Kc12M7FaiTIhXKUjr7UGtVzhoUxop0+wuOycaKlkVFgSMgSOt1QQpw0lVhtCg82A0WkjVRfp8379xQe3XnXa17hn1xe8Nn3gJzGdkTk2GWOLGYfdyb//+Bm/f/UmSnK6q9q5nG7Wvr0Ns9FKfWUzyx9cSGJ6NIJM4L7FzxGTFM7jb9xKXEoki5dP57FrX0N0i/z1vTv8anafMkQL+paHiYzuoEpRKkd6NIZF0YjTkYdSOYb234nDkY1KNQ67bQcyQYeIGoUfWUyNcji1+mewOUsI0swDBOzOMgCCtQsxWrejkEcN6CP9zwj4gFw9E03ERzgMz2PTPwYokKsmoYlYg1w1gUMFlby+frdnhltc23zGjIBLdCF1JhEQfMY9d0aU7mKidBd7nXM7shBdFW0DuAu5ZpGUC+HWAyJu+2HpPUGNIAtCpkjDZd2KII9HUCRDG+OiTNU9prvWquf6tFmoBAVZLVJn/bD4R36dsRCT04pTdPOf/O8IUmhwiSLx2jBqrXoGB8Xyn/zveGKUN6PI4TppENhaXshP1WXMTEjt1+clFxQoZdIK51jLNgRkhCgj2V7/KaLoJlQVQ6ujAYVMxZbaj7g88UGv+u11Dpo3cX7McgLkvikLgpQalDI5n5Tu5f6hC9hSfZLEgDCKjPVkBsdKlAn1BShkclJ0kcgFGT81FBAfEIZckOEU3bySu5mnxl7JxyV7abQZeWj4Qo++8f9lWC0O8k5WMnRUIgqNCqcIr215DE2AiqHjU6koayQxOYJ7nr6aNR/sQlQqeHnDwxTk1hAaFkBkdDBOh4ucE5W8vOFhAHKOV5KdVc55MzK54KrJZ7D1ciKjv8NqWYtG26Zv0CU8VqkcitH6De16JUrlUETRgsn4FhrtJYADuTzV59VDAy5FFJ0eFbbwwOXIBKlP6NTnEaCeiMDArqzPvqpxL1i29uM+ly1sbuKp3dvOSDvkqmloIj4nIOYwurhcNBEfI1dJ/CFWh5MHLpvFa/dezmv3Xs6iSUN7uRqc//l/SXnnGYa8vwKTo4OL3O624xbd1NnqqLRUkW8swOqyYXfb0TtaaXW0sq9pv+e/S3ThFJ093Kk7RFcZeAl4C16vRVdbiKCgQpBFIyhHIdcskAyFKCL0OPOQOrrVbUcjV+IWRYYGJ1BrbSGntZICQzVGh4VwVSDJukgmR2ZgclrJaa3E6IcyoB2dVwGVlc2ev56gU4QSq0mTVgGWQkyuFpxuB4GKUCLU8aQHjsXmNlNrLcHq6u7Ga68TporF6fa/4RmpDkImyDzaBG7cTIhIBUSONUuf54SIVM9rlUxBlFoyKNn6SvJaazA4JFeHS3QzPCSBVseZkUo81yCXyzi4p5DmRiPr1uyjILeGTz/chclo4+CeQhrrpNwVp9OFodWCSq1gy8ZjlBfXs+qdHehbzLQ0m3A5peCKjWsP0dRgID+72u8950//O/On/51H7u++ku+KvbsLuGLx89x8zb+prura3wRAgdn0EXab78gzpWoCKtVUmhquoKn+cpSqCShVY7DbfkSlnoJSdR5Kle+8Gbfo9jIq7Qag4+4D71o951YCGoV3k0r1LQSr1YRptJ7jkw11LEr3lgfMbWpgSPjALKc7Q5B1T/KaNsx7D+KqmT2zAGY31VOol7hlrC4n35cXcukgKVu1xlpDsamENF0qrQ4jMkHgUMshQpQhHGw6xI2p1yMgEKYKQ0DgaMsxRoaM8J2J4gcK3W1IEtCgDJII2BQBy9v+XwttHa39HICgmoxMNQHpRjJkynE+rz0lMpPX8jZictp5cOhFHNeXk9VSysK4cextzMdfHkqlxTf/+7joeHKa6lmUmsl5sR2Mqx98sJMRIxI5fKSUv/y5u8KULwwNnkKh8QiBiu7UF26xI6O5zlZGuTmH8WELPHXUcq3Peu1QyGQUt836X839nnJzE6NCEwGBSksHZUL762JjPUeaSzG7bKhkilMK2zxXsfK9nbz31rZey81bMJLf/2UpSpWciCgppNTldjNz3nAMejNGg4XR41P5fNVPjJmYSmR0MKHhOtIzY/n+m6NEx4YQlxCGw+EiP7uamuoWxkxMpbKskUVLx9PUMDC8XGs/20+r3kKr3sLW706w/OaOPcb2yKDwyA594dDwDmEbZdtEURf0G3RBv/GcF4QgYuJLeryv1eVgW20uEyNSEQCNXIlSJkclO7PD9CkniwmCMARJTL4dg4A/A6HAr4B2Oso/iKK4oadrdU4Wu3H9Z3xwscQq+NKBn5iRmMLRuhoGhYZxtK6GGYkpTIiNZ1tZMUlBITyxcytKmYx3Lho4/6W18SpkqgmogrwZGO2GZ3A7jlPjeImnVn/PqLSOzVdfeQLtmPv52xTpmzxOHbVcweHr7kWnVCEiIiDgFt3IBJnnuP1/V1SYK0gMSByoR/3F4JsNR6moaGLcuBQmTzq3iAXPJrZXF7GjpogRYbE8tGed9H/0bN7L28+7syWN7uu2fkSYOsDj02+1Wxn3xQqen7KEpakjcYki129dSY6+jt+MmEFqUDgH6st5ePQcT4bq2M+fJz04gntGzEArV/BC1nbemX01gUrfwQSiCGaTDaPBgsFg5e5bpE3PFf++kYjIIIKDtQQGnZqry+lwoVDKcbtFBPBsBLtcbk++TefXvjB/+t8BGDcxjWde6jkfZN9PBfzrya+IjAri6RXXER7RPc/oTGBt+WGqLS2EKLXUWPRcmjSO9KDuIkOd8bMmi4mimAuMbWuIHKgEvgRuAV4QRfG5Hqr3CUFKFQa7DYPdhk6p8hwDnpDPSG0AkQEBbCkpZF5q/yJaSlo/xe6SEpwyw37lOe925qEM7EoiB3LVZJzm1RTVNPKrRecxeUjv4Wcnm+oo0kuz3vTQCApaGrG5nHxXls9l6SM8A3272En7sS8DAPx/aQAAZkzPxOFwEh5+dn6Q5zJuHzqFGG0gzx/bxtiIeGbHpfOXA5v6XH9rZT776sv476yrmRMv/WbOj/fOKXG4Xbw9axlhakkEKESlJaupmqkxqT6vKQigC1SjC1QT0ykwbXBmLNrT3JxVKCUXSFc2186Dfm/Jl/3B5KmD+XzDQ70XHGAsTRqHWxQRBOn3/1N9Ya9GYCAwUJ/cPKBQFMXTorgrb9VT2NzEs3t30GQxc+XQkXyWc4JKQysT4xI8x3/buZWJbSIQkQEBPDZ1Nuvy+689kNfyX7KbXyO7+TWv86JoAsHHhqAQhOhuRW+y8t7mA6zbc4JNB3PZdDDX7z3WF3e0a0on98b6Yv91/ofueOfd7WzZcpI1n+7162L6/wVRGh0AISoN8TpJs7qdzrkv2FNXSpBS7TEAvjAyPM5jAAASdCHUW/2r8f0PAwOZIHgmgFOjBp4szhcGytl0DbC60/G9giDcCBwAHhJFsefdvDYkBYew64Y7vM69uqAj0iVYrebVBRdjczkRgPSwcB6fNgeAl+b7pgvuCf7E5gVZHG7HUeSqSV7n3c4TCPJo5DKBhRMlAfh2dkB/+KbTYD8ncRAf5UgcRT9WFGOw2whS+V5eryvK5r5tX5N944NoFEreytrH+9mHiQrQ8dtxM5jVFjVjdTmZ+9lbNFktDA6N4I6Rk7g0fXiPbTrRWMvaomx2VpaQ19JAqFpLanAosxLSuDZzNNEBPc+299dWcOU3qwAovfUR6bMRRbaWF7ImP4sfK4pRKxREaXWMiohldmIql6V31zVosloYt+oVv/fJuv5+gts+n9GjkmhpMaFvtfTKmJnTXM/Gkjz21JRTZmihzmwkQKEkThdEekgE46Pj+dXISX7r21xOdlSWsK2imA0luejtVpQyOYFKFekh4UyISeCRCb5JAwGqTQamfPK61+dTamjhk7xj/FBeRF5LAyEqDRmhEcxJHMR1Q8YQou67q6QzqZhaJs2SezKLXd9rsVuI1vb8HYervWVABXzrT/8Pv3ycthEQpADZJcBjbadeB55E6ntPAs8Dt/qod8pC82r5QNguEafbt6CEQnsRDuNLyBTpyNVSAovLtguHYQUK7VKGJcWwZsdRkqNCGZESy9Ak30u24421lLRK9k+rUDIjPoVh4dFkN9XhcLvYVJrPlRn++VBEoEjfxMbSPF458hMAFUY9N3/3KR9euIypccnctWUtVSaD5373/bgeu9vNVT6ua3LYeXz3ZtYWnvAaGBosJhosJg7UVvL6sb3k3Phgt7o9ocFi4o4tazlY1yF6bnU50dusFLQ0sr2y2KcR6A/cokhtXSszpmf6FHlpx+3ff8H3ZQXdBr5Wu41Wu43c5gY2lORy/dCxaBXe7JZ2l4tnDm7nk7xjtNq9hcidbjcWp4N6i4k9NeW4RZHfT5zdp7Z/lHOEJ/duxerqmDA0Ws001pjZU1POm8f3cfi63/Rwhf5C8FotNdq8Z/BBSjUNvczqzxaT6gf/3c6H72wnJjaEjz6XPoMnHvuUvJxqmptNqNUKEhLD+ceKawkJ6a5P3Rm11S18unov364/jFKlIDEpgrkXjGDJ5b2rgj1074ccO9zdkfHkM1czZXpGr/XNJhs/7cpn1fs7aahrxWZzotWqiI4N5r6HFzNilG83btfn37Mrn2/XH/E8/6D0aCZPHczSqyb1+vynioEYTRcBh0RRrAVo/w8gCMJbwHpflX5+oXmzT/I4AFXg/bjth7A23YxMkY7obkB065Epx6AMepiM4EAeW3Y+27IK+WDLQU6W1vLdP37V7TqdXUGzElLRKpRcmJJBdlOd5/2ejADAlvJCXj+2l0itjpSgUA7WVeISRf6xfxs3DR/PDxVFTIxJIL+lEb1NCjF85uB2n0Zg2YbVHG/s4OPRKpSMjoyl3mKiWN+ECFicDp7Ys4UnpvRNGE5vs7Jsw8eeiGX38QAAIABJREFU6CcBCNcE0GjtMLDnJ/neyA1Wqflk0TU02Sw0Wy002Sw8d9A3cdnkSYMYNza5xz2Bow3VbC7zJsSTCQJRWh3NNgv2ThoHXQ0AgEouZ3d1mZcBGBQSToQmALcoUtLa7Hmu14/tJUip5p4xU7pdpzPWFWXz+O7vPMepwWEEqdTkNtd72tNktVBqaCElKNTfZfqFKI2OUmPH4ntfnTdL6KSoZD7MP8ju2hKm+fHxn23U1eoxm+288vxGdm3vWD07HS7ycqq544Y3eXrFtQwa7JvqZPsP2Tzz5FfYbJKhtdmc5JysJOdkJRvXH0YQoKeFTECACqEtA7m/+G7DUV57YRNms93rvNFoxVhg5YG73uPyqydz933dhafaUVer519PfsX332Z5nc/LqSYvp5oN6w73+Pyng4EwAtfSyRUkCEKcKIrtAbuXAcd91vqZYXHV+X9T0KKJWNNj/bL6FgxmG2GBWkan+aZoeP2YpGuqkMl4doakPPXguOl8WXCCUkMLP1QUsSYvi2WZo/ze5/lDO9l51Z0kBUm+3zu2fMmm0nyON9byux0b+XbpzQwLl1Yij+3axKrco9SZu7u51hfncLyxlgCFkq8uuYHMMN/htHdtXcu7Jw+yqTSPHVfd2WvG7uiVLzMnMY1vLr3R58DaExQyGVPivFeB/ozAgQPFHnfQzTfN7LYauO/H9XxVKOk/PzVtAdcPHduvtrTj6yU3YnE6CPTBNeVpS20lV3yzkmcObmdoeBTzkvz7bn+z7WuWZY7yfP9dcf+P61lbeJILv3yX49f3P0PaF16ctpRXju9g2Jp/MSwshr+MX0BSYIeBuSh5GLPjBrEiazuP7F2P1eVkVHgsL0y5lFC1tocrnzmIIlw6/xlS06LYvOuPXu/V1ui5/opXuPOmt3ji6auYPmuI1/t33PgmxYXS7/nq66dx+93ne73/wX+3U1LkrZ3dFU8+08G4+8ar3/PZ6j19bvuCxWMwGmxMOG8QKanevytRhAUz/s4Xn+yjMK+W5169wec1RBEKcmtYvfZ+IqM6GFlra/Tcc+t/aWo0+n3+08Vp9ThBEHTAfOCLTqefEQQhSxCEY8BcoH++hbMEp9twynVzK+p5b/N+jpfWMCg2nOvm+o6hb8eU2CQvn++FqR05Dp1XC74QHxjsMQAA46M7iN1iAwI9BgAgI9R/nsRbxyXthdtGTPRrAAB+O04Kda0yGdhaUdhj2wAiNAG8MmeJlwEobW7hWFUNblHE4XJxoKLDTfTe/kPUm0zdXveGdnfQxAlp3QxApbGV9UUSg+mNw8adsgEAkAtCjwYAYGJMBzlfe+SXP4SoNfzlPP+rqpuHjQekFViBvmedYqvTyX++P0BRo3TP9Qtv55YhUnbs3qX3e8oJwH0jZ/L4oAvR1gYwJiKebRf/mqWpHavDQKWaP4+fz84l93Lgsgd4d/Y1XgagK2VEsErjVf9MQJAJPP5k91DvmNiO/p91pMzrvayjZR4DkJwayW13zu1W/4Zb/e/fDBQuv3pyNwMA0t6Vqo0LKT/XfzIbwONPXu5lAEB69mXXT/Ucd33+gcDpCs2bgIgu53ybuj6ipPXT06neZxgcJadcd0hilE9NYX+4MMU7sW1RSiZvZklJJ7uqew6oSg3yTljqvKGX0WUw97e5WG0ycKRe6oC9bRp3NhA/VZexILlnf+h1Q8d4Nm/b8V1uASNioxEEgUazBecp0mZ3xrSpgxk10rdfdUt5Aa62tf49Y6b6LHOm0O6C84fFqUN6NCrDIzqMeIPFDH7y05rNFn4oKCJQrSI5TJrVV7UayKqqYXxSPFE6Xbfj6yeO5YeCIt8XPAcxdnwqqWk98+I01HtP3vb/1DFRmb9wtBeZXDt+btW1hKRwigvrMJvtOJ1uFArfc29/zz5kWMfEr+vzDwTOuYzhow1P/dxNGBC0D7oCsCDFeyAdFx1PTEAgtWYjTnfPA2S4xnt53jmjOkqr83pP6ceVsL9WYvbUKpQMDu27pmppq3+RmHbMjE/tdm7pqGFE6aS2Ha+ppbKllSkpSd3K9Qevv76VIUMk5sRLLvFeee2r6WAuje0U2VTR8gyRgVehUUgyfib7MVTyOJRtNBgutwkRJwpZCKcKp9jz9zchumdKb7VcgVImx+F2YXba/ZZzut3IBAF12/dfqW/l+W07WTZmFH9Yv5knFp7vdbxi6SKC1L4jz85V+Ns87QybzTsUtiC/xvN66Ij+0Z+fLQQFd/yG3W43/XXAREZ2rA66Pv9A4JwzAv9X0O7mGRsV5zUwgWQYLkzJ4IPsw71eJ6AHP3tfffClBmkwtzgdpL7zTJ/qADTbehdbSfKxmfmf3fuJDw7ipknjKG/We0IL8xsaOVRRjcstct340V6vtcqen2XSpDRmzRrqc1ZXYdT7rWdx5KOURdFkXodSHkuT+Wvign+NKDpoNK0lQuebgsLosLOtoogvCk7QaDXTbLVgcTmxOh1eUT69ITmodwPT/kw9bVxGBeoYHR/LiZo6FDIZW/OLaLXa2JSbT7PF0u34ZE0956X8shILo2N7/6y65oi0NHe4E6OjfZP9nS1Uljfx4bs7qK5splVvxmy2Y7M5MBltvVfuAZ37/JnIkTlnjYBOmYxSduayQx1uIyaHt3+t3myixWrFLYoMDo/A7XZTbzYRHyR1riO11RyqqeLWMRM4UV9HhFZLbGB3Wb3DdVUeH/zh+mpSehl4V+YcYbkfP7ZS7p8wqjdG0XY0tUW06JQqxkb1XfwlPaQ7b1JX+HJ1/Gn+HM/rWyaP97zOiIzg5cs68jk6v+4Ns2f7J+lrsvo2VjJBhc1RgkwzF5UiEbM9C1F0IBO0VLb+m0DVBJTyDndMfksj13/7CTWdNtbnJg5iUkwi0VodIWoNWoWSAIWS277/wtctu+FMbbReNXYkB8ulvZaMyIhux+MS43h+2y6KGptZsW0XN08eT3jAz7Pp21doNP0LLIAuhvNn8PvoW8zcfcvb1Ne1AnDzr+awYNFoYuNDCQ7RotWqeOCu98k5WdnLlX4+nLNGYHzUk4RrfDPtDQQarYfYWeWdvvDqgb243W6SgkOoMhoYFhHJs3t28sL8xXxyMoswjZasulrW5mYjCLD6RCUPTZnuIbdrR/sqQCYIPUZ7uEURp9vN18U5fo3AQKB9IApTa1m1sGfd4V8iQtQa8OEqjQ95ABEXAnJCNLMI1kxDaOvyAgpCtd6i5XdvXesxAFqFkj9NnntGv5f+YlBEOI+3GViNQsGLl12ExeFErZAjE4Ruxw/Nmc5Dc3xTnC/d8CFHGrpz9/cVz01fzJXp/qPazhZCQjti5xsbDMQn+Cf9OxNY9cFOjwGYNjPTi2yuHa4B2BM7kzhnjYBK3nPM9ENH/o0oisRrI3l46NWec25RZExoOjenLaTe1oJaJs0uHjn6Bn8beQvRGqmT+FplRGkDCFApmZKQRGFzE1n1tbTapKVcUUszj00bRZ3ZxPH6WuKDgkgODsHWKfYcpASvDSVSnPP9Y6fxwDj/OgNbygu5dfPn7Kspp8FiIrKLj3+gEK+TVjK1ZiN2lwtVD6uLXyLidEEca6jx+V5n6l2hU3ePDFzm4WxvR35LR3TOMzMWsqSN6fVchlap6PH4/zoGZ8RwcJ+0+Z17sopRZ1lO8sjBEs/rm381x2eZuhr/7spzAeecnkA7ejMCdw++lBXj7uGhIZIoSZWlkefG3s0L4+7hhL6Y3NYyotSh/Ct7Nf/KXs2d6Zd4DACAQtbdjdMVZfqOL29aYjLP79nJTxVlLBg0mGarFRGICvAeuA/VVXoyeBen9hzPOzM+lUClCpcosqEkr9f2nCqmxkmbsg63i3213eUff+mY2Gnz1Z9rqCvaN4t9QadUcVFa7xoR/8PPj4lTOnI0Nn977JSSvU4HFnPHRq0/llS93jczwbmCc3LaICBDJet5k+fLih1UW5pYljyHKRHDKTXV8EJuR4KX2SXN4F2iG7kgY1yYd4SOUtZ91n3vpI7sz+GRkq/4trFSyvns5FRmJCZ7dEsnxCVITPtd/JCd4/57iscHKUN1XlI6XxVls744hxuH9ZxvcKpIDAxhZEQMxxtrefv4fmbEp/Re6ReEuUnp/GP/NkSkfIhHJ55eXLhOqULeg395//9BQ/pLxZhxqSSlRFBe2khRQR3vvf0jt9wxx6vM118ePGP3j0sI9QjP7N1dwMVLx3u9X1RQ66vaOYVzzggoZYEEKtPoSTVFFEVqrE2ASL6hgikRw5kaOYJPy39ELgi4ERkenEKxqZq/jrwZgN8cfImHhl5Nqi627T7BKGQBfvmDfKGzcLWvQWJ/bQXvnOhfh/vXjIV8VZTN3ppy3jt5iJuHj++90ingm0tvIuWdZ/ihooiUd55hfvJgbhsxkamdMnb1Nit5LQ08ufcHwjQa3l9w+lq1ZwMZoRFsu/JXXLzuA/59bA+vH9vDkvTh3DB0LOOi4j37MvUWE1kNNeyuLuOPk7snFbWjzmzkji1f8sKsizyU5QCH6qp4bNcmcpp7zj79JeCZaYuoNOlpsloobG300HY0W8002SwUtzZ5ci96w6er9vD261tw+5iFL7mgIyhi8ZJxPPho/4kee4IgwDur7mbLd8d5/h9fs+r9nax6f6dXmYwhcQzOjKUgz7fL8PorX6WupsVndNafHumQTBFkAqPGJPN8p6zff664jqf/upYfvj/BS89u4KVnvaVTQkID+MMTl/GPJ748jac8szjnjEDRiltwu9zUpK4jdUQihiYjx3fncvPfrsFutVOZX8237/7AiORIBo9J5cB3RzA9Z0YXEsCKcb/2ulaariMS5pUJ93e9FQpBh5OBW6p1XgWkBfdtg6pzmOfXxdlnzAiAxGK6rULyn24uK2BzWQERmgAUMhlGh91L9nJ2gn93yUBhR2UJBoekF2Fw2D1aEe149uAOIrUBBCpVxOuCCVSqGBoe1S0/AiROntfnXsr1m9YgAl8VnuSrwpMoZDIiNAEY7DbMzo6luy8jcGFKBptK8wHYVJrPjE/fYGFKJkaHneONtZ7s4GHhUWQ3/bINQWZoJJk9ZJiLwLvZB/jb/i29Xstud/o0AF1hsw58jHs75i0YybARCXz+8V6+XX8ElUpBYnIE8y4cycVLJ/DsU+v8GgGL2dZjeG47RLeIpQs/kCAT+MNfL2PqjEw2fXOUI4dK0AaoiI0LZdKUdK645jysZv/5H+cCzjkjEBYdijZQw5g5IyjLqST/cDFxaTE4bA7yDxZRW1KPqcWEOyGcmVdOobXRgLHZhO4UGPbidHN75hDqB0RgYye//uK0/vN7HKytpMZs7JZXMFB4d/4VvHZ0D69n7fUM+J2J3tohE4R+JZWdKq7f1DM/0wfZh7qd+9uUC7jJj6GcmZDKxJgEDtR2hOM53W5qfXAp+cKKWRdx6+bP2VsjEa41WS2syj3qVWZ6fAr/nnspY1a+3KdrDgRy9OsoNGxBFF3EBYxDp4jG5KxjQsRtAOxveINJkXd2K5ekm8LRpo8QkGNxNRGoiGVu3J/7dE8BUPcxgGD5zTN8RsV0hVs043IbEQQZLrcRuSyIi67Rc/2tDyGg7LZR3xld+YS64vMNh/lhdy6v/v0afvPQQs/x0islyvDH/rKUx/7iOydkIARk5s4fwdz5vplyQ0IC/Lb/xttmceNtPbsv4xPDe33+08E5ZwS6Yvqlkzi5J5/w2FCqi2q9Nn6E04gL/uo/m3G7J7L45jm0Nhkpz6tGdLsxtJhJGZZAc62e2JQotn22h/HnjyQirueN6v21FV6DTW+bwp2hksuxu1yIwDfFOdw24rTU4vxCJgj8ZuxUbhg2ji8LT7CzqpTdVaXY3S4P335GaCSPT5pDfODPm3hzqvj8ouXsr61gU2k++2oqqDK10myzEKhUEacLZmhYFNPifEeQBCpVrF50DeuKTrK2MJvjjbVYnQ4itTrGRcWzKDWTBSkZCEhhqb1RRgwEWh2VFLZu5qKklwGBDRUPsCD+n6wtu53xEbcgiiIlxu0MCbm4W7kk3RQabQVclboKuaBkffm9Z7y9PaHWsAqZILnXZEIAomhDEBQ0mr4mKnCZp1xRaQMAVbV6pkxIQyGX8eNPeYwalkB4qA5RhBO5VdQ2tDJvhrSBf8Xicew+0EEh0fXYZneiViloajFhd7iIjfpl9u8zgXPOCCz/4xWe1+ljUwEYOWMYgkzgigcvxuV0ceVDl3jKXHxX3zl8OsNqsuF2i3y/aieDx6ZSVVRLSGQQgkyGXC6j4EgJhcdKaahsYs83hzj/mmloA33v/lfUtjAxOoFHddNYMmckLrdISkQYh7LLGTk4DlVb2N7H3x7imoXSLPZEYTVZ+dXMGDeIvUvvprJOz4j0WGQygbySOqaEJnLw8nuw2hyUVjeTEie5lxanDvEIlXSFQZHHT9fe7BGmLjaVE6wMIkIVit5hoNbaQGZQGoLMgRBQwqPnjScz6HKvclaXjVJzJW4x0CN52RWTYhL9tuFwYwXpwZEEKzVkNVUTGxBElEZa2ZicdpxuNyEqDSebayi99RHMTjtmp4NyUzOjwxOoMDXjEkUGBUVQbzWit1txiW6GhERzsrmGcI204quzGjE6bAwKiqDRZuKN7N0sThrO2IgEJsUkMimme7bs2oMnCFCpWJDpnw/pk5+Osikrj/fv7BiUnv1mO7+b7T1bO7b8Pr/XiNMF+f18fCH/Jv8z0RZ7Ca2OSjZUdPAwKmQa4gPGU2bcjYibhIBJPssBRKgzkAuSy1HbS8TdmYbLbUCQhyNDidPdglIeCbgBAbdoQSZI+Sx/fu5rli4cQ3CgBpkgUFOnJyhQwz9f3cRffnsRSqWckvJGIsL7HlK9dWcOi84fycov9nHJ/NF+y5kta2lp+TNyRQICakKCH0WtPrt8VF1hs+1GrZ52xq7fJyMgCMI7wMVAnSiKI9vOhSMJzacCJcAyURSbBWl6/hKwGDADN4ui2H1d3w90JoWSK3wvUdcWH8cligSrNFSZ9FSaWlmaNoIjDVWYnQ4iNQFEaQPJDJF8ylc/dLFX/SETJc570S0iyATmLuvbF//h+v0snjkcmSCJwydEh/Ll1mOoFHIKKxqJiwwhrsus49XV27n32lnkFkuuqGN5lcyZJA1ML638kZiIIJwuN3qjhV8vm+m5XtfrdIUoisRoIvixfi9l5ioi1eG43C5mRk0iXBVKiFIKiw1RBqEQ5GQGpfFeyWde5RpszQwJOjUh95PNNWwsz+YPY+fzzLEtPDJ6Ht9W5BCjDeREcw2VJj2PjpnHU0c2Ex8QQoRGR7W5lVqLgQsTpRldcmA4qwsPopLJ+ar0OAEKFVOiUzx1nKKLJckj+SB/Pwm6EFQyOYm6UJQyOWMjeubpAfj6cDaBGhXjUxNoNJp58dudXDl5FO9tP8jrtyzlumlj2ZbTQbp2vKKWE5UdER6Vza28+O1OjFY7z1y7iK0nClHIZVw0digFtY1oVcpu1zwdJOumY4tsJa91IwIyxDa5nGnRv2VjxYOAwKLEFQA+y8nOoSjwxNC+EQrHRAVx5UUdLr9DWeUsnjeS8aOkFdyGLcex2h1MnTCoV4H5dpRXNfPJugMkJ4STmtSzq1OrvZiw0H8AoG99DrV6KkbTR5gtawEXatVURNGCKFqw2Q8QoF2E2bKe0JAnsdsPYLX9KF1Hs4CgwLux2XajNzyLgAK3aCY6cg2NTXehVs/AZt+Hy1VHdORqWvR/w+EsQhTNaNRzCAl+hMbme7BYNqBRS+62yIj3GejI/r6uBN4DXgU+6HTu98AWURT/KQjC79uOH0USmclo+zsPSWnsvIFqsD8sTZNobiWh5g6Z9uFhMbhFsc9KSb5YCHvCtLFpvL9uH/ddJ6lMdb7NsbxKLFY7V1wwltpGA1n5VVw6dxQTRyTzn093UV7TzORRKV73nDUhnX3HSwnQqLpdrzeoZErWV/9ApaWGOVFTONqSjVauIVQpGY/NtTuZHyN1JqfoYnPtTiaHj/Uq12DrkxKoTzhEN812C3a3i6nRqbyevYt6q5FHRs/j0+KjzIqVjMuChCHsrC0iUhNItbnV67vx97jtdXQKNZGa7nsmDreLj4sOcc2gnjfWF4zKYFpGCkfLqjleUYvBamPz8Xyazb7zC0YmxqDqNPHYll2EwWqjxWwlp6qeBaMyeGzNJhaOzmRwTAQrdx/p9Zr9RUbwIjKCO/QITugrGBacwAXxz3FCX06NpYVYbSgHmoJZEPcUEWrJ2DfaDMyL/zsAua1VjAr/HQDHW8rJailjRvRQkgLO/N7P6WLezKG88OYWrHYHD985n4TYUN7/9CfqGgzcef1Mqmv1fL35GGUVTby5cgeXXDDa63jZJRNYsmA0dz66klWv3daveyvkcTidJZgtXxAd+TkgUN+wDKVyBBr1LBSKdNxuPaEhf8Vm+xG74wTRkRKlSH3jctSq82hqvp/oqK+Ry2O9ri0IaiLD/+s5Dg15CkFQAi6qaiYREvw7IsJeotq2j8iID0/3Y/QLoa+ERIIgpALrO60EcoE5oihWC4IQB2wTRXGIIAhvtL1e3bWcv2tPnDhRPHDgwOk9yc+I3jRvfaGnGYzbLYJwahJ/btHdZgQFr9cATtGJotPmW/tx13KnimeObeH+EbMpaG1gRFisJ0fDF1yi2GMsvr86vnIz2uFwu1DK/G9mrj14ApvTxdXnjSavpoETFbXIZAKXjvem177jnS9489bLfR5/eeBEtzp/+eJ7xqXEsXTCCJ/vDyT2N0p+7okRg6i3tlJmamRdxQH+NmYZq0t2sSButJcRiFAHsbHqCAICR5pLGBocT6hKx9aa4/wqY16PRmBl3mEe3/Odz/c600ZUWfKxuS2k6kbhdNtRyrzZS3PqG1DL5QRr1Lyx9wCLh2QwNl6K3Ks3mYjS6ag3mTDa7KgVCuKDuydyWm0OVCqF57t3OFzIFbI+/0bqGgz89+NdPHbvwh7LmS1rsdn2dVoJPI1KNYHmlkdRKjrciErlCLTahTgdBYi4UCqHYrGsRxB0hAQ/2lb3nyjkSRhN7xMT7f05NjTeQEjwYyiVHf2kueV3uEUzAmrMlnUkxkvRhtU1U4mL3e+zvYIgHBRF8bQ2EU9nXRHTaWCvAdp1zxKAznp2FW3n+oRD2VJVu9PVS8mBhyhCSWkDJ7OrPH99wansT/e0hJXJhFPWeJUJMs9g3vk14GUAOh93LXeqWD54Il+UHGPvqhNUlTdRXSatKuprW2lpMuGwu2huNFJWXE9ZYT1Oh4vjR8o8afVNDUYqSv0Lq8iFnj+XngxAOw4WV/Kv9T+SGRvJojFD2J5TzN+/2sofP/uOiiY9L27aRXF9My9t2kWTyeJ1XG8weer88bPvPH300vHDeOU7SQO66zUHGtn6SiZFpCMgkK2vpMBQg9HZ8wZ1jr6SZruRhIBwykwNzIkZzuiwgUsY3FL7ATvrP0UU3awu/ZvXeztLStlTVk6t0YjD5abVavXQYa8+coy39x2kxWLlg4NHKGhs4o29vgc7jVrp9d0rlfJ+/UZeefcHbumji7cdDkc2ZvOXKBWZyOWJREWuJipyDZERK9tKdL+/3XEEKVZQxG4/glI5BJe7CZdXFGL7xNt7DHC7W4gIe43QkD+DR/pWhihaOx0PPAZkY1gURVEQhH7la/sSmm/Um3j1kx2888R1/Ovd73n89gVnTfAa4Kl/fU19fSuhoR0bTn/90+n5dP9/QkJACNemj+cdtlCQW8PBPQXc8cCFrPt0H7FxoUycNpjPPvoJt9tNbHwYQcEaXE437/17K4/87TLWrdlHc5OROx64EF3gwHPhL50wgqUTRngGb41SwfPXXYTV4UTVRrr2wIXTeeDCDr6nrscAz193kZeLcXxqAlseu93nNQca06OG8FHxTq5JnUqlpdlD011krOVYcxkuUeSK5MlUW5rZXZ/PFcmTmRMznL0NBQQo1EyKSOf1vM2UmRo4L3LwgLTphtQn+bDkT8gEOUKXld/kpETyGxo5UlXNlOQkIgICGBYt6TmU6/WMS4ijuFl6jrnpabRYz0zE1ZO/W9LnshbLeuyOw8iEQCLC30ChSCVQdwN1DcsQkCPiRqX0TZ6nVk2lruFyEEU0mvNRqSYSHvY8jU23IwhqRNHR5tfvDperlvrG65HLYjqtEGRotUuorVuEXJFEZPjb/X30XnE6RqC2XU+4zR3Ubuoqgc4KIolt57zgS2j+WF4Vw9Ikv5lGpcTucKFRnb6dcrgN1Jp3YnSUIEPBoJDrUPigjaita+WVFctP+37/v0MURWbOG45Bb8ZosCAIAq620N6wcB3aABWjJ6SSn11NTXULRqP0w3e53WQOi8dosJwRI9COroOz5hRI13qbnJzKNfuC9KAY0gKjkAkyrkudjkt0c32atM/z9LhrPeUGBcYwKFBanI8LT2NMWAograQmRw7uMw153yB9t6LoRuwispNb34AgCJTrJaZNh9vNx0ezuGbMKKYmJ/NDYRGPzJnJloIi3jtwmMKmJq4a5Tve/mwgQLuUAG33iZ8uYBm6gGXdzqtVk7u9Dg7yjhzTqGejiZrtdc6Xjz86ap3PNoWFnlmhrdPZE3gWaOy0MRwuiuIjgiBcBNyLFB10HvCyKIqT/VwW8N4TWPPdYQI0KuZPGYLajwEQcbOuSNoAVMlDWZi8BUHwPev6qsg/FfCgkOsYFdERyvf4E59TWFhHxuAYZG1UAwOxEigxNLO1opAjDdXsrC7B5LDjcrvRKVWEawK4NG0YM+JSGR+V0OvgsrbiKS5N/IOX7zWvdSdJutFo5dIGcKOtjKyWzQwPmUu0pu+RPsWtzeypLePLohOUG/UYHTYsDgdymQytQsG4yASGhkUxITqBqTHJXpQKp4q+Rnd0RYPVxGtZP1HU2kyZoZkWmxWT045ariBEpSElKJRBweFMjkmJchqBAAAgAElEQVTiktT+s4EWGItQypQUGouZFTWtmyvtVFFiaGbFkZ3ktzRQazF6+kJSUCjpweGMjIjpc1840+jrnkCzvYZ6WxlR6mTCVLE+y/eGg5VVTEg4NWWw9n57pL6KYkMz2c11Xv02QqNjQVLGgPbbcwUDsSfQ1xDR1cAcIFIQhArgL8A/gTWCINwGlALtZnIDkgEoQAoRvaWvjXG63DicUmjkZ98fYfli38+mt3XQM0RqJvk1AAZ7z/qqRfpVRGomEKeThMCXX927z/DHyiJu2tJdB7nkxke7nVtfksN/s/dzuN733oLebkVvt/Li0V28eHQX8bpgrsscyy1DJ/jtqKNDFyAAckEBiNRZi1HJA9hYtYKLEx7F4Ghge917tNirGR7inx+nHa12Gx/nH+WLouN+OXGcLjc2l5MfKgv5oVLamFTLFZyfmM7rs0/PSPbHANhdLtYWn+DzwuPsqy3H1/TF7nJhsNuoMOrZVV3Kh7mH+Tj/KFcPHs1FqcP6vBm9t+kAJqcZnSLApwHw1w+OXfNAN81lEfiml75Q3NpEcWsT31cUePrC5iW3/SIGrDBVbLfB/2R2FclJEQQGqsnNqyEqKogArYqcvGqGD41HpVLQ2GTEbLaTlBjOhIR4TmRXIiAwfFjfjEGr3cayTSt77bctNiuv66W9pvZ+e9OQ8UyJPbu00+cq+mQERFG81s9b83yUFYF7TqUxe46VMGlE719MvWWf53VCoP9kseONz3leywQl8boLUMpCKG792HP+RNNLxOnOh7bOJ4rtOqCnh9yWeu7d/lW/6lSZWnnu8Hbeyz7I4xPnctmg7stihaCmwnySrbVvMDPqRqoteUyLuo5GWxkV5hO02KsYGXoBZaasXu9nd7mY8cXrtNr7L39ncznZWJrLld+u5G+T5zM8PLr3SqeBlXmHeeXYT9SY+y+0vau6lF3VpbxwdBePjJvFopTes7kviVuEU3QSruqfSEl2cx3nxXR4Q3Nb6nnsp00cqu+fslSVqZXZX77ptx/0BJdoJ7vpP4yMkNwSens+ckFFoDKFAv1KEgMXopFH4BYdNNuOE6EZh9XViN2lB1wEqdIR+hEzIiJSYDjIusqXmRR+EfbjozhwqJgHf3MhX39zhKioILZuy+b2W2Zx4GAxsTEhxMaE8OW6QzQ3m/j1Hefz095CNBolO3fn9WoE7C4Xb5zYy1sn9/W777b3242luWy4+JYz3m9/CTinMoaHpsXw6sfbkbXFzf/5Dt/hXHq7tBIQkBGl9Z2CoLflUGfZDYBcUDM9/i3C1FKmoNFRTL1lLwAmRxmN1sNEaMbz7gc72LgpC2NbNnH6oChee/EGn9fvCetLsvnd7o39rteOBquJB3eu56KUod0EYKotuZwX+f/YO+vwtq5s7f+O0LJkZo4x6DBzk7RJQ23apsx0yzQz7XTa6cx0oDAzZWZMGVNK0wYbZgYzM4rxfH/IliwLLNlum977vc+jxzpnH9g6XmevvRe8ayXDIp02RoXUmUFrthtQSFTIJWFYHEZsYmAH24HmOn635et+KYCe2N1YzbKv3+DGUVO5a+wsnyaMoy2NHGyqZ3RCMi0mAxIEZqQFH51S1tnq1ywRCso6W7lx4+cszCzgxbkrAh4bKe+73oQvHG31VAJnf/M2Rlv/iNO65WBTbRmPTDsz6GJAUkGBXOrsf4NhG1prGVGKfDRyz2dutrfiEJ31kk+0vYIo2gmXp2GwNZAc3jcXUDcEBLY1f8ZN+c/yYeVDTM+cS3uHAaVSRm19O8uWjMVisSGXS4mLcz9Xh11kaEEyWp2JrMw41q47Ql5uUoA7ueW2uMN/FFmw6Etu/6/g1EknBOqbO3ng+kWujz/orBUARChykfupO1DS+a7r+9CY610KAGB0/J/oGd5Vb3Bm+O3cXcb7b9/I3NnD+OjdmxiSFbgegC+sOrmfWzZ92e8XvyeuWveRB/MlQJO5jG9qH6NYuw2FJJzCqNP5sf5FOqwNpIePID9iOkc7NtBu8c2YCPBZ6RFWrnl3UF4kcMbvP3NoG1f+6N1fgJ311SikUqq0HQyJjKFKG3ylpQ01pSz/5q2+DwwBaypP9kkHXWdq4GjncV4pC+3eR9vc2cWrTu4fFDn4rPSIT1kIBgmqCYBIq8l7ZdhuPkaHxcmaqpTGolFkkaSais2h9zo2EOpNpUQrklBJIxAQsNsdyKQSrFY748dk8e572zhwsIrKqhYOH6lm3YZjGAyekw+73UFHhxFZAPPgLy233ahqamfsLY9ztLKBS/69ium/e4YWrYErHvuAGb9/ln+8/6MrSmvjoVL+8OpXLPnLa0y6/Slm3/08e0s8V4HPrN6Kzmjmn+//yPx7X2TqXU9z3r/ecjGZao1mpt71NLe+8LlXX9YdKObdDfsG5fd3I2jH8M+Jno7hrQfKUKsUjM5P8xt//1XZVOyiibzoKxgZ652KXqH9lP1Nznjl3KjLGBXnzc2yr+kBKrVOb3y4LIXTM7/lsafWcNtNC3jy2R/Qao00t+h45vFLPc7zZwtef/Z1LP/mLS86ZHDaIScnprucf1bRQbNRz/G2JnY1VmO22wI+n/8ZOYV7J8z12i862kA0I0iDc8a9X3SAP277rs/jZqRkMSQiltgwFdGKMHQ2C20mI5+UHvb5+3qj9LK7BzyzWltVxI0bPscm+jfNCcDw2ERGxCSRrolCI1egs1qo1nVwvK2Ro22NrpfTFzRyJavOuJDRcb6f36GOI6hlanLUQ7za/MmBQiplzbKrA8rCubmjiFGqiFWqXLLw9ol9fcoB+JeFQLCLZqSC72grUbT79akF6xj2uB4ijY1aKitbmDQxeDryhsZOdu4qJTkpyud5Q956pM9rKKUyJiamMT4hzUNua/QdrK0q7vP8eem5vDbvPK/9VU3tLPvb61wwewz3nj+Potpmnvh8M8/etAK9ycKM3z/LDYunccPiqRjMVsKVco/zx97yOH+55HRWTHOyGjyzeivbjpfz+p0XuCLV2nRG7np5Na/f6XStFtU2s/Jfb7P/Gff41qo1cPp9L7PnKTct/i/mGP6l0KEzUVXfhs5gYfWmI9x/rW97v0N00iDL/ZSIrNa5CztkRfhe9odJ3bZAq8NpZ77rtoUA3HrjfPbtr2DY0OCjFZZ9/RY6q+dLPzkpg5tGTWVqciZhUt+PWm+zMPezl2gy+p99vXx0J/Mz8pic6CZFE+312HXPIsgykKqvJZhF3f07AptUuvs7N813RNGfJ81nb1MNzx7axoYa/073Jw78xF1jZ/XZH38o7mjhjp++CqgA4sPUfLf8KuLD/JOItZqNfF56xC8nvs5q5vr1n/LV0it8XqcwaiRGe2jUDxa7vV+ycOfYmXxacoSnDm7pUxZCVQL+FADgVwGEgt4Zw0mJkSQlhsbSmZQYybIlviP59vThT+l+ttOSM1H6ec92NVb3Kbfrqkv8tgHkJjuzq1NjIxme4Rw/1GEKwpVydCbn/7u3AuhGXWunx/ZFc8Z5hCrHaFRUN7tXyPmp8UzIS8NqtyPvMgN+tfMY9kHwV/bGKWUO2nusigsWjueaFVMJD1NgsfqeGckkTju4Q/Rewhlt9TQb3dW9IhS+BzSpxM0I2ru6mEIhY8rkXDq1wQ8AvV/6CIWSDxdezNy0HL8KAEAtU7DurOs4PcM/s6VDFPnTtu88Kz05WpAoJuHU432v5jotZmx+BChWqeLN+Std/fUHqSAwKTGdN+av5J3TLyBa6ZtV9blD2znU4t8cFQg2h4ObN37hUeCmNy4uGMumc/4noAIA5++6evhErhsx2W8+dL1Byy2bvvR6glaHlSZzC2sbNoTUf/CUhQiFkufmnN2nLKhlCi4bOi4oWQi24tcvhUAZwwNFp8XMzRv9B1j0lFt/CgAISm6BgHLbzeclk0rQqNyKVSKRuCjuK5va+fcnG7nk36tYcN9LTLvrGQB6v3qZCd6Mrhab53h34ZyxrN1b5Nr+cscRYiNCr5vSF04pJZCflcDBolq2HiijtUPvomDujW4/gNnubRus0H5OMINiTwXibzb05jtbgui1NzRyJW8v8E4s8YcIhZIX564IGM9e3NHCR8UHXduCfCQiDkR7LdD3bO6RvRt97s+NiuPzxZczJ8Dg7wszU4bw0SLfiXU20cEDO9eGdL1uPH94OyfafdvrBeBvk0/nX1MXEi7zPePyhfsmnsbjM5ch85Mgtb2+klUnPe2sxbpS1jVuotJQ5fOcYPH2gvNZHEQ0UjeCkYWecnAq4LIhfwfwmTE8UDyyd6PfiLDcqLh+y22Sn8JNgeS2p4XTXy2T8x96m7X7TrJgbD5/veQMXrrN27wEEK7sO/R33pg8PtzsLGp0tLKB4toWlkwKPeelL5xS5qD0xGjWbDmOWqXgnqsW+D1Oo8jGYKul03LSY79DtFLe+bFrWxJgGWxzuAvAdC+XX3rVc6A8cdIv511APDfnLMbGh5b4IhEE/jNjMUUdzX6dli8c3sGF+WNc21LV2eAju7E3jrU18l7Rfp9tr807j8yI/vHM50fFI+Bb5e5rquXH6hLmp+eGdM1nD23z23b7mBlcMax/5TfPzhmB1mrmz35MYg/v3cglBeNc2zmaIeRpcmkyN/frft0IVQ7ALQury4/5bH/h8A4uyB8zCGxPgwX/GcMDQSC51ciVPu33wSA/Kp7HZy7l4u/f92rrr9x2w2Sx8dbvzqYgLaFf5/eEVCJhf2ktJXUtfLXTKQvLpw4+MeEptRLYc7SKa1ZM5cJF43ly1Ua/dT+HxzjTEFpNB9lYczFaSyk2h56vy2ditne/tAJz097ze696wybX90iFc/mdmBDB9dfMcX2GDwv9BV6z/Gpmp/p3iK2uOozFYafBqKXe2Mkjh9ayt8U521RKZXy37Gq/5oByrZvm2a5/zfUJhAptO0u+esOng3R0XDJZ/VQA3Vh39vV+265d9zEV2vagr6W3WTD5cY5+tfRK7hgTfNiiL1w2dBxbz73RJ9Gc1mJGb3OboFotbbxR/i7HtCf6fb81y6/229Zo6uDRo5/zTtkm3i7b5NWulMoCysEdm1f3ef+rL34eAJ3WxA1XvgyAzerkTXI4RC5e8RSiCLde95rLnHHrda9jsfTtoO6JNksDU+KW0W5t5PLsvikOWtv03PO3T7jhd+/w8JPf+ZTNvuT28EV3DEh2pyf7D1EOVW574z+fbGT1jqN8sOkANzzzqSvkvT9YMmk41z/1Mas27OOPK08jPzX0iMW+cEopAW2PsDGJIGC1+RbGaKVbG7abj7Ku+hy+Lp+BQ3Sfn65Z5NcfYLa3oLdWu7bD5U6H69nLPWeZ9/xucUj9HxOfwtDowDMAiSDwysmtPHVsA0ablYLIRK+okCuHTfB7vtXhfIml6qtdn0D4pOSQ3wiZmwoHXjEpOzKGyUkZPttE4Puqkz7bfOGbcv8D7qjYwPHjwSJVHcm5uaN8tq0uc8+8JUgYHT2S+YlzfB7bF/qShXaLnjExQ5BJpBjsviOuAsnBupoSlyz4w9jxQ/jbnz7mvw99xTnnO5lbnnl8DQ/97XMef+RrdFoTDoeDqTMK2L2zlONHaxg7IQtFiHxdNtFCuDQKva2DakPfSvPQsRouWDGJYfnJhCllPpXOzy23wKDJbU/cefYs6lq1PLjqB15Zs5PspBjyUvo/cF80dywtWgNyqZQzJw3r93UC4ZQyB00ckcE7X+9GazBjs9v9+gQAJILMlejSG3JJpM/Q0W40GrfR04gRo3SGuoldBWm6ESqnzRkBHHrdKO5sJFMdy9CoRKKVKuLD1FQbPGcd05IzSVCpfUaJ7G2qdScjiTpEex2CzP99Pys94nN/jFIVVH+DwekZeexs8G07X19dynUjAlJHufBl2dFB6U9fuCh/DO8XHfDa/0nJYZe5TSlVUqGvokxfwYUZ53od2xf6erYFkamU6hpoMLYzO8n3Ej+QHGgtZk9Z8IH2Nj1X33AaGZnumgHaTiN//se5aDuNrP/BKRtLV4znpad/IDJKxYrzg/tf9cTXtc+jlka5tldm/jHg8cPyk3nxjU3o9CbCVQrCfETUnEpym5EQ7RGqqZTLWDozB6vDhtam48dHrsVkN9FqaeeKBRO5YkHgiM1blvkuFbnxkRu99qm7fAdzR+cQFe7foT0QnFJKQBOupCArAaVCzuj8wKaYcQkPsq/pr65w0W7IJRFMSX6cMJn/dPA6/TqP7QTVJAD+9MAnPPR3t53xL3//PCQCuUBLzG7cPsLJ59NNRTwrKc9rxiMRBGanZvNJyWGv83c3VjMlKQPRXotd9wKCvBCpLA9f3Oalna1U6XwnZs1MGTJoWZIjA8zSDzTXBVXZzWS3sbOx2mebKgQncDAYE5/ic//epho6LCaiFGFEy6M4P2NFyCGi3ehLFrRWIxPj8liUOs7vMYHkANyy4A8OUeTJR79BIpVgMlq4589n0dKs5b7fv09cnIacXOc7EhUVTmSUClGExKQov9fzhyuzHwrp+KSESK6/YhZbd5SwZKF3vd/fgty2WTvY0LSdRnMLZybP5YeGn7g258JB6VdPrNnrXFmdNfXnY1Y9pZQAOMOvxhSkYrHZA/Kxp2sWE6nIp6TjbZqNe7A42smMOJu8qMtRyQKbDhp6+ANilIVo5N42fFEUqW8IPrNVJkhC4iHpKVy+BG1qUqbPl99FQCaakShnIgmbh7PghPez+qmu3O/956QFn8jTF0bF+k9W09sslHW2khsVuIzh7gBJc4EGusGEXRT5qa6cJVnDsDqstFs72dayk+WpZ/Z5bk8EIwtSQcKauv20WXSMiMpgXpJvE5U/OQD8ktF1Y/zEbJaf45yVvvbCeo4cruaJF670eWxLs47l5/Yv58guWl3F7INBQ2MnRpOVc5b5dvL/FuQ2TzOEakM9meGpHOssQilRUGOsJzkscVBpuj/+6RDZybHMGDF4v7s3+lQCforM/xtYBliAEuAqURTbu+imjwHdhsHtoijeEGxn1u8qYvfRKsYPz+DJdzdy60Wz/dYTMNlsSMkiTXU3w6LDWFdcQmJcGohh1HVqiVOH06TXU9+pY0RSInqLBZVcht5iQWJ6l6mZ6SSoPePM1WoldrszukEiEXjxmSuC7TqzUrMDximHiuXZw/nD1m+89q/vsgXLZdkgicZhOYhE4ftlWnXSd2QFwJmZwYct9oVIhZJElYZGo85n+/aGyj6VwIfF/gnvekbt/NxYdXI/S7KG4cBBtDyKiTGh3zsYWei0GrE57JyXMY1klX8H5/Ls4dy99RufEVguWfBTUa1bAQBcfUNgRtk//S0wl1Ig1Bk9E7DSwwPLVncimd3u4MJrX+Kj1z2HiN+K3M5NnDpofekJrdHMir+/idZo5p9XLGLB2MExf/lDMKPWG3gXmV8L3CuKok0QhEeAe3EWmQcoEUXRP4l/AAzPSebLjYf55qejtGsNAQvK7Kmu5UBdHdFhKqQSAaPVxhM/baMwOYmRyYnsqalFKZOhVsgpb2vj/f2HSIpQEx2mwmL37VC75MKp/eK2B0hUBU5cChX+BhG7KFJv0JEebsGue9mvAnCIol+Olbiw8EGnKI5QKP2+TC2mvk0qZZ2tftsGGsEUCoranc9MLsg52HEEo91Eqio0jvxgZCFZFc0VOXMB0NvMqGW+w5mVUhnxfvwC3bKQoQndhDOY6Dnot5j7Zku1WGxs2lbEpq0neeAPS73af0ty+3MgQqXkh3/5j7obbPSpBERR3NQ1w++5r2ew9XagfwG7vZAcF8G00UNwOMSABHIAO6uqyYmNIV6tpk6rpdNsZn5eDnqLhTEpySikUn4oKiFJo6G4uRWVXEZaZCTxajV7anwvo7OH9D+2NzbMO5Pv5VU/MX1iLiMLUvh8zQHiYtQ0tmg598xxmMxWl0Ps5vvf585r55MX5P1bTHrSlS1IlNOQKE8D7PQ2BzWb9H4zhFtMhqC4WAYLJnvfxGeBKKJT1f1j9AyESIXSJ4Nqs0mPTXRQZ6yj2lhLYVTocdm+ZKE3LA4bLWbnb15bf4DLs+f6PTZJpfFLJdFi0v/qSqAnNja+xzkZvw94TFVtGzabnT/duZiwMG8z0m9Jbv2h+Hgd99/+Lnfev5wpswr6dY2/3/MhP61zRqz986lLmDhtcMqB9sZg2C+uBj7osZ0tCMI+oBO4XxTFzb5O8lVjGGBETjIqpdxvVbFu3D5zmoctvdu52r1veGICQxPiu+/l4TadlpXh0w7/6GPf8oc7F7FjVymPPvYtZy8bz+WX+Pbk90awM5RNO4oYmpPEqB68RDdfMYf1W0+EoASMCPGFOAyrsGkfQRbhXdCmweB7dvNrwOxn5dUNhyjSYjL4bJNJJGjk7lnygao6Xtq0C6lEQCmT8eh5ZyII8PyGHWwtqeC0oblcPXMCl7z8Ae9edwH/+mYDf1o8l8te/ZC3r3FncccoVT6VgEMUaTLokEgEmszNHOs8QVZ4aD6JYGThcHslO1qKiFdGUqQNTLERFYDmoHu2+srz61iwsJAhOU4ZKi1pJCc3EaPRgslopa62nWEjUjl6uJrEpCgSk5wmmeKT9eQVOFc6n364k7kLRhAb6zubtje2NH3MjITz+LHBXTO31tg3UVvukARSk6M4cKSayeOz/RJF/troS26DQbd5uT+4689nkTcshTeeW9f3wQPAgDwYgiDcB9iAbt7mOiBTFMVxwF3AKkEQfDJJiaL4kiiKE0VRnJiQ4BTc5jYdWw+UOcnjnv06cMd7SY5EEPzu6y1j/jz+tXVtCILABx/t5M2Xr2Xv/vKAfegJlS/zjY/bPHD7ErbvK+Oehz7DYrXRqTNxrLiebXsDV0Hrie4ZiiTsTKThvv0WHZafp2B3f9AXU63RbvUbEx4p9zaTHK9v4j8rF1PXoaWkqYW9lbXsq6zlravPZ3tpJQer64lRq9CazLTpjWhNZmLCVR7XiPBx3W7obBbUMjUSJJj8xPAHgk9Z6IXhUelcmzuflZnTuDbXqzaTBzQB+totC5qIMGLinGaoPTtLObC3HIDy0ibefn0zFrMVQRCw2Ry89tJ6AH5cc5jKihY6Onwr4L4QH+acvCUqs1wfpbTvVVCn1siD//6KqppWHn26b1bbXwsDYVjOG5bC+2t+z/S5/Y/tV2uUpGcG9qUNBvqtBARBuBKnw/iSrmpiiKJoFkWxpev7HpxO46DXQodL6rn+3Onccckc4qLVWGwD18ShQCIIFBU3kJIcRUREWEihaL64RCI0YbS2O5fxzW06oiJUxMWoufbCGWRnxFNa2czmnUXkD0kkJyuBkorgKArMdruTRVT7GA7TlzijgzzhL/P2VITZT1Ig4GJQ7InhKQkoZFLiNOHozRZKGlsYlZaEIMDI1CRO1DdRmJbMtpJKwhVydpRWMTrd066vCDBQm2w2ouVRnJO+LOTIIPDPK9MTNtHhUnypqsDVy+QS/6+pr9nq6HFZHtn24ycOYeyEIQgClJU0oNc6FVvRyXra2/RYLf17z4ZGOOPoC6Pnuj7xyvQ+zoJ9h6o4d9l4zls+gXCVIuQM5f+PwUW/zEGCICwC7gbmiKJo6LE/AWgVRdEuCEIOkA8ENcX9avMRj7/5mQl+Q0SPtj7Zn24HxIjY23nsUWcVzbu7MoX/+0jwcb++7JgXLnNGZ5gtNq69cAYAVqsdhyhyw6VOquVhuc7BafTwtKDvJUFAkCYjKCYgWg/jS5f7s6v+WtDrTOg6nauTpFRPR2+gQdPXZEzaa1BcObGQlzbt5LJXP2RW/hBWTixEZ7Yw4+EX+Pb2K1n85Jtsu9czAkUMQDIoCALl+kpqTXXUGOs4N205khDC/oJ59uW6RlotOva3ldFhMVAYncmKDN9V8gLVRJB0LTcvvNRttpTLpSw5yxkwMHykp1wtP2ciK1Y6B+8bbl2AwyG6aA3O6UeiGECTuRJzVz7FpNglfR4/Z3oBxWWNvPn+Vq66eEbIGcq/BiwWGzdc+DxSmZT/uXMhu7YW8fn7O7jq5vksXzmJcLVztWY0WGhp0rJvVynPPPINdz+4gvlneudC3HH1q4SpFGgiwpgwNRebzc6i5eORKwZO7R0qggkR9VVk/l5ACazteoG7Q0FnAw8KgmDFOT29QRRF/2EfPbB0VvDJEEXtrwd9bLAYEXu7177qmjYy0mODOj/Qi9/TvyGXD/yf3F1mUBq2AFHu+7kpA5QiHBaTwEX5/Qrg6hdGxCby0n/XUDDS6QdZct4kj/ZA4ZQWh+cscUxGCk9e6Iwo6f4LcP3syVw/2z2IaZQKDvzFWWN3/19u9b5uAHtvmFTGEHWSyzEcigKA4JRAYXQma+r2c2bKOGyinViFf+d3IHoIfyUnlUrfz7R39NtAeG26EWrGMEBediJ52Ym0h2CK+jXkthtFx+qoqWrlgX9fwMRpuUyYmsvGtUcoOVHnUgAAqnAF6VlxtDYHroV97FA1F1w5k6tvDmwK/CUQTHSQryLzr/o59hPgk4F26lTBm+9s4f4/LgvqWJ3N03bc1qantr6d4UNTsTscHD9RR2KCs9hGTW0bnVoTQwuS6egwUlffzogQyOrCZfI+M4bDZf6dk5GKsIBsnJ1WAzqbiVSVUwF+XbsHhUTG6cljPI57+uTX3FrQ98wPwDi9g1kLRvic9atkcuQSqc/BTmsxI+L+dU99+RMrpo3C7hAZkhTD8epGYjThJEU7nZnNnXriI9U0d+rRmywo5TKSY7wH2EA+E41cgUN0MD1ucsgKALxlwR8WpgQ3oAWqAx0KpfbPhVAzhnvioy/3cN1lwRUg6ktuu/HS9l3ozBamZKVT0tLG6JQkjFYbU7My+GD/QZIjItheUYVCKmV4UgKbyyq4d95s1heXsaW8gr8tnE+YzHNo1Ouc8tK9ahEEkMkGlhR27sWDw4E0UJz667BfAEqpc7AbCJV0h7lXzVSHiFLhfEPn98oAACAASURBVEHb2w3YbA5eeWMTZ55RyImieobmJyMgYLMF5kjyhdiwcBCNATOGA8Wqt/qJxOnGR5VbcSAyIjKd6QlOx5bRbqFS30Sm2unE39FyklkJzvDJRlMHIiLHO2vIVieSqU6gVNdAma6BMKmcvIgUSk/UU3TMGZp7zW2ne9xP6Opvjd6z+hI4Y+E7u6gcunG8upGtRyuYWJCORBD4pPgQNy+dTrTG7fx9f+N+RmYls+14BX86f57XddvMvmPAJYJAgkpDib4UhUQRcmQQeMvCQBFIYQUTjvpzI5SM4dvufc/1XgBUVLcErQT6kttuKGUyIpRK1p4sYeFQZ6LVtCzn/7GyvYMLx47GbLNxsK6BRcMKaDea6DSZyYuPpdVg8FIAAIXjsoiOVfPOyxuIig5n19Yimho6uf6O/tE5qMIVRMX8+v87+I0qgXRN8OyeZnsLBlstBmsNYg8Hal70FSSHzyVCkYNC4lzK7t1fzrlnu7Ms9+wrD/o+LSbPOO74OA3xcc7Z6cmieuoaOtDpTZwoqmfhglHExjgH6YT4CBLiQ4uDTwgLB4kUh/UgDqszu1KinI9E4WadTFH7L+/X18uks5mIUahRSd3L3HX1B1lTt49Hx16BWqYkUhbOM0Xf8OzE69nVWswP9Qe4ZMhsHjn2GfePXMmLxWu4KGsWLxSt4dFxl3PlLYGXvanqSJ9KAKBG10lUrFMJiCIsGFtAu97EsapGUmIiSI+P8goisDtEZo3MpkPvewD1V7ksQaVGKgisbViPTJARKY8ImUCutywMFHV6/6aFhF9RCXxU+TDgDAtNUeUgdPmmApmD5s4YyjlL3bP5l9/yGUHuE8EqAYVUSoJGzZbySkYlJ1LS4rZIT8vK5PltO2nW6QmTyz3WzzaHA5lUisVu9zKzqcIVPPzMZfzhhje54+pXGZKbyB/+ejazF/SP338wzMKDhVNSCbxb8SV5miwOdBzn0qyz2N16iKOdJVycuZR6UxO7taO5PvcCDrQfp9pQT5Y6jcKoAva0HeZQx0nOTV/IlzU/kq1OZ2zccMKlnuGBX5SOpbj9TUo73mdu2ioUCqcSeOFpz3DLeXODr+Kztb7Cb9uMafnY7Q7O61IwooiHQ85qsyPv5QTf66eual5UnGuAl0X4T8oJk8pYkJ7HD9XecdutZiMbakr9lpLMUicSp9QwPtbdviRtIkXaWhpM7eRokhgelY5ccIvP4tQJTIzNY2dLESmqGNSyME5qa3lw9EVEysM5sKuM0qIGHHYHZ1/snZl9VvYIdvkhkPu64rjLPnv7Wc6aAitnOp1tDocIgjvsNz7SqVyFrn2hEm8t7arodVPutSGd1xOBZCFUdJPa+UJPWbjnwBM8MuaOQbtvMEgLL2BS7GLkkm4F7eBguzP8tL1NT3SMezV64lgtQ4enMn/WMN5/eyvLz51IeLiCCEGKwWAhPNxtvuyv3HbjonFO2ViQ7ywMMzbVTRg4KzuLWdlZPo8HyIqJ9utnefyfqykYkcqfHzkfVfjgZi7/mjil6gl0w4HIxNhR5KozaTa30WHVkRwWj7WLOnpM9DAEBEZG5iMCJ7VlAEyIGcXQiBxqjY04EJkWPw6dzXv2kBt1mfM+opk9Tfe5VggGo+fsMBQKiU6LmVo/M9ne1xIET4dcbwUAcKS10ed18qOD5yYf7YctE5yEbf4wIiqdDyu28nyR7xjuBlMHzxetocLQRLPZe5ZqE+2c6KzhSEcVb5Stw2Azk5YZR3JqNIIg+Hyu4xP8R0f5U4jgfI6+Qnlnj8pBIhFCTkQaExcaRYQv9CULocCfHIBbFir0dRTrKnnwyAs8eOQFV+TTXfv+zZtlX7qOf63sM27b+zDvVX7LLXv/xcF2J2f+fYee4t6DT/JuReDcnN442L7epQAABEHCztavANB2mmht0WEyWV0fcDKWKhQyTF3vWs/v3eiv3HajuUmL0WDBZnNgtdhpbtLS1NDp2mc222ht1tHSpHW1A6RFRXopiJ5YvGICe7aXcPach1g05UEuWfI4Lz3xvatQD0BjfQdlxY2UlzqrA9ZUtlJf247ZFFr2sdVip6GuneoKJ4VGRWkTZUUNNNT1v9iNP5ySKwEBgdW166kxNjAncRI/Ne9GJQ0jRh5Ji7mN7vSvCkMtAtBgcj6oj6vX0G7p5PIhZ7Oz9SDeaWJODI25jrLOD3GIZjrMx2kybCMxfAZ33/shzzxxab/7vaephtQAZphQsKOh0uf+8QnBO5DnpGbz2H7fy+3NdeX8ftxsn20FEak8Nv4q1/aSVKeZqadj+Mb8hdyYv9CjHeCm/DN5reRH/jzqfIZFpvFx5Vb2t5czUplB/ohUpsz2nTYyPDbRL3f+7sa++Wh6Y2xO6FXhBGBGypCQz/OF3rLQYXUqBZVUhUO0Y7Sb0Mg06Gw6VNIwpIIMucT7dfQnB+CWhSx1CtHyCB4Y6RkGuyxtLpV6T7/W/KQp6G1Grs05l31tx0kIi+UfhbciIHD/oWco0laQH9E3JTqAxAdzrUN0Dog11a2UlzZxwaXTsdns7NlRyphxwV23v3Lbjbde3EDhuEzUGiXlJU3U17azZMV49u8uQ60Jo6mhE1W4Mz+hs91AfW07N9x5hkeUT29898U+XnpiDRdfM5shuYnY7Q4qS5v44M2fCFcrufQ6Z/Ghy5Y94XHeu69s5N1XNnLd7adz3qXBsQ8AbNlwjIfuc8fYvPSEm6lnza6/BH2dYHBKKgERkeWp87roHgQuzFji+l4Q4aZUzdNkkhmegkLidDStSDvdReN6WdZZACQqvTPu5JJI4sLG0mTcAUCNfg2J4TOIjR0YCdyWuoqABcKDhc3hYHNtuc+2iQldyTiiAQQVPtOSuzA6PsXvwHqguY4DzXV+ufX9MVMGg/GxOXxRvZN18jCMditL0iby8sPfk5IegyiKrLx8BkKv0EQBmJeWywc+iqj3VUErVPibTY6MTSJukGzsvWVhV+teGsxNJCjjMNiMRMg1aK06mszNDIvMZ0qsN41zIDmAHrIQAlRSJQqJHIVEhkW0UmWo59kid61dYwgZ0tGKRI50bGZklNOxW6Lbh0rq9G9999V+Lr1qFoLgtH/HJQRHRQEDk1uAqbMKiIlTc+JoLQlJkQzJTWToyDTCVAp2bStGpVKg7TSSnZeIUiljSG4iKpV/847N5uC5/3zL8pWTuKIXG+venaUc3uc2/wU7QH/0w90B2+eeMYq5Z/imFx9snJJKYFJMoUdoXqAwvW4FAITE4x2pyHMpgXazk6SpcGQ6X6zeR+GodJcZIRRSue8rT/KPqWcgGyCf+IbaUr924O6lsijqcejfQqKcheAnV0AAzs4eyctHd/psf/34bp6YGVwIbCgYG5PN2BhP/vPC8Zm0t+rp7DAiIvpcpZ2bO8qnEhhsvOejqhjAipzBK9zRWxaiFVGu8Nh4ZRzR8igUEjkZ4WkkhSWikHgPQoHkIFap8jCbmB1Wv881EDLCk3lw1E1IBAk20R7SO7Qo5Xreq3iQYu0eOq3NtFsbuSDzPgCuuWEea789SGycBr3OzJGD1Zy+aDSNjZ0cOVyFw+Fg6YoJHt+7yeQGKrfTZhUgSASGj3Iqye76yS1NWiZMySU7LxHRIbomIj2/+4LVYsNitqIK91wp6LQmaqtamTDVXZS+sqQRbaeRgpFpdLa7TdEHd5dx2mL3SvrozhLyx2bR2aJDEx1OZ5tT4UXFatB1GFBHquhs02MymEnOjKetsROTwYyu3cCIye77DQaEgfBjDBYmTpwo7t69+xe957HWZzjZ/goAgiBlefaeoM7bWFPKFT9+5Ld9WEwCXy+9Cmk/WbF2NlRx/ppVftvLL3eSxdmNH7v2SVWBSVxv3Pg531b4rv16+KI7AnLTDBYMejNN9R2kZcYhCxAZ4Y8lckRsIl8uuWLACvaadR/zY3WJz7byy+/hqwPHUcnl/HismAeWz2dHaRU7S6u4bs5konuU9+tLDsApC98tC1wDOhACMWZ+uPBivzVyBwvvntzHfdu/99n2nxmLOS+38Ge9fyC5zYyI5pulV/4isgug15l577VNbNlwnJbGTmLiNIwal8V5l04nO8+dVFZf08b+7SVIZRI0kSrShzj9Nuu+PsClN85z+cO+e3cLMrkUdWQ4Rp2Jeec5Ex2/eWszJoOF6PgI5p03mbceWc3MJePYvuYg81ZOYf/m4yy6ZIbrfoIg7BFFsX/VgLpwSq4EfglorWWu73LBuVQVRaiobMZgcDuqRgwPzbZ8vK2J5w9v55Z+FMM22qz8afsav+0FPZzCUtU5OOdMfSubP4ybzdrKImyidybrzZu+5Pk5Z//sSUevPfUD+cNT+PSdbdzxwHK/VBHZkbE+awscbW3k4T0buH+id8x/sHjz+F6/CkDWRUWRmxDL6v3HGZaSQJhcxpyh2ZhtNsqb2xib6d8E4QvH25r63Vejzb8jsSA6/mdXAKcCAsltpbadmzd9yZvzV/4ifVFrlFx72+lc2yvHpTeS02JYuGICgkTwWGFcccsCj+MWXjTd6xiAxZfP8th3+T3OFU/2iDQEicDCi4L3KwSLUzI66OeG1dFJk3G7a7s7Weyfj6zm8afW8MHHO12f/uCx/Zv5xs8Mxh/soshdW772W1AD4OYeikW0HsJh3tZ9dsBr50TGcv0o37wwG2tKOe+7d6gLwOcfKt4+sY+zvnkLe49V5vipucxfOoaM7PiA7Iz/mHKG37ZXju7i+cPb/bYHwuelR/n7rh/9tl8/0vl8bA4HbQYjMokUi83OSxt2squsmmEp/as1EaocgFsW/OHmfkwwTgWY7EbarW2YHSasDgt1psAO/0ByC07ZHUy57bCYvOS2P+gewAOZmAIdE2hfoGv2F/8nVwIHmv6BzeF2OsWEOZe1DY2dPP3YJQO+vkMUuXXTFyy69A9BMZFqLWbu/Okrn7HR3Rgek8jy7B6JKUI0onU7ojwfQdJ32OidY2by3CHfA+jR1kYWfvkq14yYxNXDJhKhCH2JXafvZGt9JeuqS/i64jjQTdLm/P0nj9Rw7FAVEkHgjWfWMWV2ASPHZnpdZ0ZKFhfmj+F9P3b7R/ZupLijhb9OWhB0Px/es4EXj+zwSxmXHRnD7aOdS+zvjxTx17Pns3r/cYobW7hm9kQvwrpQcOumL6gYN5v/GTll0GTBQw5+Q9jc/CNh0nCUEiWR8ihEEVLCAhMn3jlmJhtqSjnqJ1R2MOV2bXURFrvdQ27/L+D/lBJwiGaajbup0XvaOZPCndENcbFqrFb7oGTz2UWRM1e/zg2jpnBm1lDC/JCkGW1W5n/xit8SdwBSQeDhaYs8xFKQZSEoRuMwfIpU8z999kcukRIfpqbZTzZrp8XM4/t/4pWju3hw8ulMS84kOdx3JrOI8+Up6Wzl24oTbKuvoKyzLeD9z7lsGjUVLeQMTUapDGx6+uvkBRxuqedwa4PP9k9KDrOuuoTvll1NUrj/qJMOi4nPS4/ywpEdfo9RyeQ8P2eFi8Tuoilj+GLvUVJjohiRGrhYfDCwiyKP7N3I56VHA8qC0Wbl09LDPHlga5+y4Gt4MtqsWB0Omgx6UjUR/FhZwtKc/nPZ20QHpgAU3yabDbsohuT7sok2DDY9crmMIu1xpsfP6fMcuUTKS3PPYeanL/hs7ym3Z2YOZVpypl8Hf0+5Le1o5Y3ju/uU25KKJnKzEmjrMPDuZzs5bfpQRhakcPBYDUkJESTFR3q1nSxrJDpSRWJc8EwAFkNg/1JPKMIH1wTWp2PYT6H5vwLXAd1Gzz+JovhNV9u9wDU4bRS3iaLo38jdhVAdw1+UDg6ToESQMSPlFWLDxnL0mO+Sk719Av4cgkcuvpNnDm7rt7nCHxZlFvD83BVeL75or8Wu/Q+ioxN57CtBX+9IawOX//Ch30peg4niy/7gcuTu3HySybMKeO/VTZx/5cygEvEqtO1csGZVwNKT/YVEEHhsxlLOzunfrDqQY/iXlgWAT4uOMDYxhc+KjpIZGUWNTssd4z3txzbRQd7b/x7UPoWC7qCG/uDXkFur1c5na/Zz/lJnHszz72zixkudOQoffb2XXQcrePTeFR5tT7+xnqT4SGx2B6fPGk5CkFXaRLF7ciZgtxzA0P47wiL/iDxsHqKjHZtlL2bt46ii/41M4fYDD4ZjOJh17huAr4K/j4uiOLbr060ARgAXAiO7znlOEIRThySjB+SSSCYnPUFsmFOh5GQnMGJ4quszbGgKlVX+7fO90WI0cPf4OUGxHAaLuWk5PDFrmc+XXrTXIglfiUQ5g758Aj0xMjaJLxZfHjDO+udAU0Mnrz65lvzhqUFnYmdFRPPZ4ssYFZs06P155bRz+60A+sIvLQsA5+SPJCcqlt9NnMnKgkJuG/fb9Bv4w68htyWVTR4BDHabgy/XOkOYe5eN7G6bNTmfDq0RURSJiw4+70gQ1F2fcIydfycs4i4UquUIggaJNB2FajnKiNsxdjwwOD+uB/pVaD4AzgLeF0XRDJQJglAMTAa2BT7tl0V+9DXkRl2MUupOJOtd8FoiEfj0iz0sOiO4MLhWs4HMiGj+Nvl0klQR/Hf/pgE7mF457VxX1EpvSORjEB0t4NDRm0G0L6Rrovhk0aU8fXArTx7cMqA++oNKJveIWV987oSgKm71Rkp4BB8tuoQRqx4LUAYmNIxLSGVe+uDGWvdET1l458S+AcvBBXmj+efUhX5lwRdCqYr3W0FPuX3hyA7MP0P1vJ5yOyw3mewMt7/tlivnYu0iKly5ZDwXLp/o1SaXSRk9LM2DzypU2G0nkEi9fSUSaTJ22/F+XTMQBuITuEUQhMuB3cDvRFFsA9KAnmvg6q59XvBXaD4YTEoKfUkrEZTIJRGoZWmEyYKz9YZSJLrV5KYmvqlwKhMT0wLG+wdCokrDA5PmBX7pBbmzupi0f1w3MomEO8fOpFLXzuryY4NaiexfUxdyVvYID3vxgV3ljJ2cHeAs/1DJ5Lx3xkX8a896DrYELsoeCEnhGm4pnM4lBT9vYZKesvDeGRdx/47vOdkeXOnQnuiWg6WDkIX+vwXdcnteXiGP7d/MZ6VHBu3aY+JTWHX6hR5yq+xV9ayb58vXara7baCFeiTSdCyGVciUU3AbaxxY9O8hkYaeJd4X+qsEngf+jtPX8nfgv0BIWTGiKL4EvAROn0Ao56aqA8fq9gfrNhzzYA3dvaeMqEhVgDM80d4rs3NyUgb/nr6Y14/v9hvZ0BvpmiguKRjLFcMm9Bm3LzrcMeiCpH/hiwCPz1zKPePn8EHxQb4uP96vwUotUzApKZ2ZKUOYm5ZDXpQ3VcfmH46g15oQJALTTwvdYTk1OZMvl1zB+poSVp3cz/rqUp/x474wKTGdc3NHcU7OKL8MkYOJnrIwOSmDb5ddzaclh0OWhe+XX3NKFI05FZGhieLxmUsZEhnzs8rtrwFV5B/Rt96AzbITedgiREcHNssOHPZa1DHPDvr9+qUERFF0hW0IgvAy8FXXZg3QM4slvWvfKY9339/G56v3kpoSTWOTlvqGDv7513OCPl9n9eZcWZlXyMq8Qk62N7Optox9TbVsra9Ab7PgcIio5HLiw8I5K3sEs1KzGRefGvQS0mFc7fouVfc/KxUgOTyC20fP4PbRM6jSdfDasV2UdbZRpeugzWTAYLNicdiJVYajlsvRyJVkaKLIiYrljIx8RsUm92mqWLBscGbfp6XlclpaLu1mE08d3EJRezPl2jbaLSaMVitquYIoZRiZmmhyImOZkJjGWb9wSGVvWZAKgocsPHlgCyWdLTQYdC5ZyIiIIicylsK45JBlIVjIBMmAnLOnInrK7Z7GGg601LKpttxDbpVSGYkqtYfc5kTGcnb2yJBMbL8U5GFnEpHwHWb9K1hN3yBI4pApp6FUX4PUD0XMQNDfQvMpoih20xOuAA53ff8SWCUIwmNAKs5C8/3LuPqF8eoLAxtIA5lTCqLjPbJ9BwNS9dUg6hDtwVc/CwYZmij+MmmB1/5//bSRZI2GTrOZSalp/FRVyd3jnKG1dlFk2usvsfWq69lfX8fIhEQUUinnf/IB/zhtAQWxcZSeqMNuFzm8r4LhDw88xC1aGcY5EcNoNGspHJ9GQlwEnVojH6/ey7D0ZKZNzOW7dYexd9qoVLSSmeZMCGxo6uR4UT1zpjvZTHfuK0OpkDNmpHOZXVXbxonietJTYxiWl8zr729FdIgMy3deM5hx2b8sOCiIjufZOWf16zef88YqDtU1oJLL2P+7W3wqidKWVha+9KZrWyII7L3rJtQKb26idqOJSU88D8CFYwv5+5ne/3cArdnMi9t28eK2XQH7NyQ2mrtPm83pBYH9LWe89AZlLc7QzKJ77+Tpn7bz1GZPt6FUIuH5c5dxWp6zdkD+Q4/7vNbRu29DLpWSoYkiQxPl19m/tbySh37cxI+HyvmRcgDu5Qev41aOGcVdc2YQrw5MJLijsppL33VHh923YA5XThrPMz9t55ktO7AHGA8C/U+6IZUPJzz6vwH7MFjoUw12FZrfBgwVBKFaEIRrgEcFQTgkCMJB4DTgTgBRFI8AHwJHge+Am0VRHFwKyP8PwBkdZOt8FIdlPwyayzQw1HIFCWo1SqkMs82G2W7jjjXf8Kd139NpNuHoEvxuk0u8SoXe4qTgWHLeJJZfMJnUjFhstsERifKqFlRhCu5/6AsATGYbCoXUgxFy/ZYT/Pe579EbLNQ3dvDiW5uI0IShNzhn65EaFa+t+gkAnd7Mky/9SFyMmsYmJ/WzXm/2umZ/Ud/sLlrU0BJ60ZpRyc4oKaPVRkWbb175vdWekwKHKHKg1rcf5WiD2zQ1KsV3BFZ5aztnvfZunwqg+9ibPvmS+7/1Hlz9YWt5pZcCALA7HPzhqzV0mszsrvZvTHh+a3BzzCve+4TjjX3TeHx04DArXn+Xw/W+c1T8oaSlDbvDwZObtwVUAOD8n5z/1vuudyMUWI1f9X1QiBjUQvNdx/8T+OdAOrW/6W8DOb1fGJswuBzdPztEc8Aaw78EtlZV8cTCxbSbTKw+GZge4dWn1iIgkDM0CZmPIjr9gUwq4XhxPXqDGYdDJDE+gpysBMaNclskF8waTmVNK43Nnew9WIlOb2LjtpMIEoFxozIYlp+MvKvGszpcSUx0ODv3lXPOEmd4Z0ZaDAlxER7XHDgc2OxVIZ81KiUJ9jm/n2xqJjs2xuuYvTXe+S77a+uYPsQ7+OJYg3tQLPShBIqaW7jknY9oM7od3TKJhPHpqaRHR6FRyGk1GPnqqOf//oP9h/jbovlBJZL9d6MzOm1CeirDEhM42dTMrirnoN9hNPHRgcOsPnoctULBvPwcNAoFPxaV0qhzJtS9tWc/N8+YEjCr+8+9lJJUEBiamMDEjDTMNhs1HZ3sq6lzDcr1Wh2Xvvsxn155ETlxsX3+BoDiphb+9aO7RnmYTMbEjDRSIiPQWyzsqa6lQetOAjzZ1MKfv/uRx5afGdT1nbChb7uRaNXSEM7pG6dkxnCF9rNf/J6nuhIY8foTGGxWbhk3ld9PnOViEXVY9yOL8OQmL9NXka3OoMOq5bOa75keN56CiGzqTU1obXryNFk+KYc/OnmIh3Zs4vrRk7hhjH/Olm6MTUrm6tWfkhiuYVh8YHNXd3F5oz4wX/3Ed56juYtHvvu3+oPOYOGqC6dz4EhVFx+R4MVLpOiO7hBBpZIzb9ZwFp3mh3pbgPvuWExZRTN/efRLnnvkYgTB+5qhwmjeSlvnI5gtB6msm4QomlCHLw/5OoXJ7oH6eGOzq4h6T+yt9qEEanyvBLpnxgqplIIEz/+fyWbj9s++9lAA102dyA3TJhMZ5knPcNvMafxr3UY2FLtJGZ/5aTu3z+o7V+FgbT0PnHEal01w+4x6mn6e2bIdndnClluvI1HjTLy6c850lrzyNk06PR1GEwfrGhiX5jt/4JODR3h//yHX9gVjC7l5xhRSIj2zeU02G+/tPegayPUWCzd88iVfXn2pz8LzvbG7uobd1TWo5HJumzmVSyeO9TjPIYp8cfgYf1mzDqPVSQ741ZHj3DxjCrlBKhrR4T+TfCA49bwi/x9BQRbxh66PpwLY1LSTamM9nVYdNtGO3mZA3lVzYXvLfkwBioY8vHMTrSYD/9m92cOu/Z8DGxmbmcTiggLUaik1lnYsYWaQwH/OWERuahQvLF3O6oqjVJpaaTMb2ddcQ1y8EiMWROC9VzcB8Nmqwcui3bqrhOff2OgqXQjw8Vd7efGtTT6Pnz9rONt2l/D4iz9gtdppbNby0tubqaxp4eV3NlPX0MF/nvue79YfcfkQhuenBLxmMFApp5Oa8AVq1WIyUraRlXqA+OjQF8sFCXEouwaWEz5MGx0mE6VdRdV7DkAHan37jbpXAsOSErwcpE9s2kpRsztZUioI3H3aLC8FAJAdF8PLK8/m8onugfy5LTvYX9O3v2pMarKHAujdd53ZOTvvVgAAMSoV549xF1zxZ7qp1+p4cO161/ZfzpjHP85c4KUAuu951eTxHn6WspY23t8XWn2LNy48h2unTvRSHBJBYEXhCJ5e4Z7Fi8DHB50hroaOe/v8GDt+nonqKbkS6A0BCRGKHGKUo4kNG01M2Bgi5P2LOf+18cCWH7hhzGRSNYNThrI34pWxHGg/xoy4CUgECWpZOMW6crLV6bRa2pHoBUZE5iH1kch97+Q5/GvHRu6ZPNtjULA7HCzOHEa1voNUdRSb68rI0EQTqQjjvp3fMiclh0SVxtW2NMvpnJuVks30ZGdJwcTkKH78+gBJqdH9+l3rV+9n+oKRGPRmVGoFDrvIY3/zdjA//uD5ru9nzncOFPNnuUNS//YH9ww8MT6C6y+bxfWXuVcbv7/Jk8U0PyfR45oDQWLswML7pBIJ544eyaq9B/jhZAkGi5VwhTuE9NUde1zeoRWFJLGbtAAAIABJREFUI/j+RDEtBgOtBiOrjxxn2Uj3czja0MiJJmdY5cU9Cq33vFY3FFIp227rm5/qz6efxpzcbK754DOX3fvb668IONO9c7Y3NfLKMaN4e89+1/bSEUO9jlk0rIBntzg5oQ7W1sMEz3aTzcbSV97GYHFOED698mKfJq/eeOvi8zwcvv/8YSNXTgou8zspQsPmDw9SnFKJCJx/wRQv1s85uUO4b8Ec/vmDc8Xxwb5D3HPaLCz6d4hODWwiFB0tWIyfBtWXUPCbUAIiDjotxXRaiqnQOh9Comq6SyHEKAuRS4IvX/drodmo562j+zivYNTPpgRGROYxLCLHVY3tyiHnYhOdmZVXZZ+HKIp+K7WdVzCK8wq8S9rdM85ZUi9dHUW6OooJCekIOGc3D09Z7DpucmIGExLSkQoC4+I9cwTnLxnDQCCRCNSUN/Hth7tIyYxFJpeyPISaracCmtruIiHmP1TUjSVSfRUxkXeGfI1uk5CI0y8wtocZpKcpaERyInWdWjaUOE00+2vrPJRAT3+AP6dwN+bmZftcAfjCjOws4sLDaTEYEIGNJWUBlUBGdJTXvrhekTm+7PIRSrej3hfR3b6aOjpM7nyNYBQAwOggj/OFJcOHUijG0damp7PT6JeLNC/enY+gM5uxiyKCxNu/0xuC8POMGaekOWhaynMMj72FZPVcwqS+E6EajVs53vYC2+pu5JvyWayrPocK7WdoLSX8UtEyoeKnmoq+DxoE9B7kZYJT1wsIAUt1BgupIPiNYe9vRbW+UFHcwOHd5ShVcvRa06n6Lw4Iq60ckJCRtAmj2Xch9b4wKsWd7X68yZ0gZXc4OFjnNouMSEr0GNx7m2aO9TAn9RyUAC+ai0kZgemee0IqCIxPdyumnZWB04Riwr0TMpW9EvoSNN4cPD2T/sw+os32VPUvPUkll6OS929uPD49BYdDpLGxkwkTs/1mDkcq3QpVBAwWC1HJQZidBDlhmlv71bdAOCVXAomq6SSq3LO8ev0G2ixHaDcdod1yBIu9o9cZIlpLqSuqSC7REKMsJCZsDLlRFyOX/DwaNFRs/oWUwP9GXH77GYii2C/+od4oamthyUdvcWXheP40zT+d8T+3buDlA7tZc8GVDI0deJ6HgASz9TBK+SiEfs6/8nsM2Ccb3UrgWGOTy+EoFQSGJsTRrNP3aG/GYre7Bs+eK4Heiru+05O1tbfTuC8UJMSz9qSzgltfYZkRSh8rjF790fiKp+9xiOhjRtAz/BX85xkMJgri40lMD2fU6MCRZL1lOJS4g7DIwAXq+4NTUgn0RrJ6Lsnqua5tvbWa8s6PaDcfpt1y3KNADIDVoaPRuI1G4zZOtL1IhHwIMWFjnOYj5WgiFXm/8C9wYktN+a9y3/8tGAwFAM5IDYvdjs3xy6awqMJm0dhyA+lJ6xHF0GPEAY9QyJ4DbM/8gNz4WJQyGYWp7pWA1W7nSH2jK4rmRKN/moWeEUEAseGBE6d6o6c5p/e1+oP+UH20GUx9HzTIiA4P44Wnf6BgqPMZLztr8Fhkf078JpRAb6jl6YyM821PdYg2tJYi2sxHaDcfoVL3JVprGVprGZXaz32cIaCRZzE/w1db/9FqMvLyoV0ca2nkWEsTDQZ3eNfyz9/2e96NY6Zwz+TZftulXeYchyiytqKY1SXHWFdZigORGKWKUfFJnDEkj5UFfbOfnvnpmxxr8eaymZiUxsfLL+7zfHCHrsaEqdh32S0ArCkvYnXJMQ43N9Jo0OFAZFbaEM4YksfZeSOQSwYnT2Dc28/Q1kXWFqcK593F5zMstv88Sj83oiNuJzridgASYgc+M91VVUOjTkeiRsOrO9z1OK7ocmQmqNUsGpbPd8eLAHhj117GpS1hXVGph728N7RmTwWlVoTGX6SWu483WKxY7XbkA+Bs6o/ybzF41h24ZsoEP0cOHiKVSmJi1DTU97ZUhIbOxlkowi8gTHPLIPUsMH6TSiAQJIKMKOVwopTDgfMojP8jHebjtJsP02Y+Qpv5EHprTy+8iM5aPuj92FhdxvP7/Ve06i/UcgV1ei13rP+aHXWe0QR1Ni11ei1rK4oZm5BKfswvR4jVZjLSajJgttv5n7XeCnVtRTFrK4p5bv8OXjp9xYD7dqyl0aUAksI1vLvkfPKiTw0CsGDQ1vlfdhy9mfAwOdMKs5EIAh06I9EaFVqjGZVCjlwupUNrJCHGf9BDcXMriRoNtT1MOON7OIvHpqa4lMChLp/BiR6+hHAfA3x0WJjHdqiZrTqLO2Q3XCEfkALoL6JUnr/hj/P8T6wGE+ddMIXqqlZy8/rvYHbYa5Ap+s7TGSz8r1MCvWF3mLCJemyiEbtoxO7wPQNatf8gK0aOoN1kJDrMSXewqaycc0b1j3wsKVzD7HR3GGu72cjBJmfSzvikVDRy39EWOdGBowQkgsAV337MyTb3i5wUrqHNbMRid5s3Lvv2Q7455wpiw/wv5e+eNIt9jbW0mUy0mQxsq6uixdj/yk37G+t5eKc7a1ItV6CRKzz6VtbRFlTfAuFYSyMXf/MhAKmaSFYtOZ8hkX1HV/xaaNc+TXTErbR2uHMDzJYDGEwWIsKVbNxbjMFsZVhWIhv3lRAeJqe104DV5qCuuYM7L5yLugdthUouw2h1RsQUN7d6ZANHhYWR28Nv0DN6qKrdOUPtGf8/MsmbVr23s7ZJZ2BYCJU2W/RuGYpRBc/EO5j4te773jtbGTEyjXU/HOGW28/o+wQfkEhTER2dg9wz//hfpwRsDj3t5qNdnyNe9YR9QSmNp9Jg4LMjRxmZlEi70cT7Bw+SoonAaLWikodO5zs9NZPpqe6X86eaCi7tGrj+Om0+oxP6Vwfg8T1b0FstKKRSri2cxAVDC8mKjMbmcLCttpK/b1/PybZm6vU6ntm3nQemzfN7rdMycjgtI8e1ffWaT1hXWdqvfgHctn41OouFm8ZOdfULnIRqiz9906W4gumbP3QrgDaTkcyIaN5begFpP1O47WBBIXOS1RnNm4nSXNf1fRMizqgeu8NBuFLOyOxkTlQ00qEzYbU5SIqNIC89HlWvgkfDEhPY1xXtU9zsWf1ubFqyR1jiqOREZBKJR/Jfd0IZQGGKtxwmR3iuPE40NTMrJyvo33u8ye2rCNWpPFjIi49lfXH/Zbm/GDsuiynT8qiqasVudwRdRa8nwjS3Yda/hjxsLr/EEP2bVwJ20dRl7jlCWedH6KwV9BU/GBc2nhjlKGLCColRFqKSJRNJJU16PWNSknlr7z5UXTzupxrVrN5qQS6R8sai8zyUjEwiYVb6ED5adhELP3mder2Oj08e5v6pp/1iVaZ0Fmff7p7kSfUgk0g8+gXw8cnDfSqB3tQWPRUAwIfLLiJZfernh4SrFgIQEX4BmvBzATCY1nPhgnFex54zd7TT37PzBAunDMMhil7/v8KUJJcS6DmgA4xP86yJrZTJGJ6U4DIFAZS1uourBxM/v6uqmmuDtKnbHQ729XBShxJeOpiYmpXBy9vdfpKjDY2M8LHqGWw0NWl5+YV1jBs/pF8KAJwrAUEIo7NxPgrVuV7tYRG3DbSbHuhTCfgpNP8B0J3GFw38v/bOOzyqKm3gvzN9Uia9AiGE3kMXVETEAih2FAuuit0tn7sW1vJZdtV1F8uuqJ+uoqhgxQIqSrUhTXoJgZBQQkhvk2QmM3PP98e9k0ySSQ9JeJzf8+TJnXPPPfedMzP3vfc9bymRUqZqZSj3A96MUhullHe2R0ApPRy1f0mJcy8lzn2UVaejyKbLyln0MURYhhFhHk4f2zUYdM3X+pzUu/aCOnd0wx9nd0EvBBvm3EFMkP/3FGa28Oq0S7n8i/cpq3byw/EspvTqnOhqr2zNyQVQVt10DiFQF3u9+C4CD42K5d0Zs4m0dM0jf1sJCfZGHssm00bohODCCYNqtutz7agRLN6qRtRuPZZNaZVq4tQLwc3jG3qk/G7caP785Tc1/b1RtKFmMzP9ROOCuqicX6F63a09eJjHv13L4xc2rbQVKbni7aU1HkETknpy2xntqoHeZianJDNvwhj+q0U+X7FoCe9dfzVjT7FSqqxU108cDhdut4LB0HpFYDCfhcF8VkeL1vj5WtDnbeBlYLG3QUp5jXdbCLEA8F0Oz5BStquCyDH7Cu2iv5dS5wE8sukLhl5YiTAPoU/YHO3OvuMLk3s5p0dKlxbmGBwV26gC8BJjrd1fVt15rnLNyeYrV0sINap28APFBTUKYGRMAu/OuBqbqWURrB3J0qOr2F6cjkTyz5H3kjX3Qb7O2cD6vO0oUuFfqWogz9c5G3hg58I6bQA5+bPpEfsVIDhZeBOJMW3zSEuJisRqNFLlcuGRku8PZwEwMDbGr+lyZGKtycf3KWBYfGyjhetvnzi2JrUBwNLtu5pVAn9btb6Of/6dkzpvcdMft04Yy5Ltu6isVufpnmXLefXKWYzumdj8wagBdtHBQfT0E9XcGNPOH8qa1XvZu+c4aWknmD5jJD16tixBXFfRrkLzQvXdmg203rjbBNvyHmlyv0BHUuhl2t3+MEJN/docfHO6MTCieRurry95e4uct4bmZGsq3a8/QkxmcirK+d03asbUcfE9efuiKwk2tj+3f1tYnbuF+YPn0i9ELUCTU1XAurxtPDfyHgSC9PKjhBqCGrQNCFWfMnWi9slG0PaykXohGBIXw69amoi1B1Xbt2+kri+9I8KJsFoprqrip8zagMWm0kXMHTuKdYcy2ZB1FFDv8p9e8z33TJrQwPMms6iYZ9b8UMcGP2fUCM7q0/J1hFNBdHAQ/7z4Iu5dthwJFFVWcf37H3PViKFcN3okg+MauhOvz8jkl6xjrMs4TGZhMW9ec3mrlMDqVXu58KLhhIUH4fEo/Lo18/RXAs1wNpArpTzo09ZHCLEdKAMekVL6jY9vTaF5qyGOcPMwLQp4OBHmIeiEGUVWI6WnQbBYWzDqGmYWbIyfv9jChs+38IdX5vHuk58w75nryM3K56v/rqFfajJbv93JHf+6keCwtnm/NEV4NzaBdLRsipT87ptPyKlQ3R9TYxO6TAEA/O/QW/n42FpOOgr558h7OVKZy4mqfObv0qpzJZ1PUXV5gzYvEjduz0kEOmQzT7fNMTQ+rkYJfJd+CGi4HuDLyB7xrD+UWRPJC02vB+iEYMGs6Vz33kc1Tw+LNm9j8dYdjOqRQFJEOCEmEyVVVXy5N63B8Q9PazwSuzO5YGA//uecM3leq1vgVhQ+2LGbD3bsZlBsDDaLGZfHQ0V1NTlldsqd7ftcZl6SSnm5g6qTpcTHhzF+QtNV1hrHg6tqJdWO5eh0kRhMEzFap3MqlnHbO+IcYKnP6xwgSUpZKIQYA3wuhBgqpWzg79SaQvNhpkFUe4o5bv+KrLIPcSuVVCvtC8ioz6UpO5rvpLHnxzT6piZjtprqBLIoHoWzr5xAWWE59uKKU6IErC3Ibd5VdLRsT/yypmYhGeCNXVsYGBHtN8lda/Au9ruaqQDldWv19k+0RvPngXMod6sukL2D4ogxR/D08DvRCR0SycmqwgZtXiJs93Mi7xJAEhPRvtKBvhdwlyZnU2aOUYkJrD+UWdMX6tYn8Ed0cBAfzr2G2z76vKY6mUdR2Hosm61N5OY5f0DfmpTX3YG7Jo3n1Q2batxqvbSk0lhreW1h+yOGpbRTUXgT7urN6I1D8SjbcFa8i94+kpCo9xG6lj+ZtIQ2f1JCCANwBT5JXKV6e+PUtn8VQmQAA4CtfgdpIScrv2++UydSWlBGQkosLqeLlJG9WfToh8y4VbWIdVRqgwDUKICZKQP56rDqazD/x+/obQtnXHzPNo8boj1NFDcRNQtQoMVM2ExmJJL7d7yMUWeoWRNIsEYzM3ESD+56Bb3Q8cSweX7bzDr1fFbzJJISNiKlghBtNweBas/3JSYkmB5hjbvKptYruhJmtbTIzBFhtbL0htks3rqDZ9c2XVMh0RbKHydP4rJhg5sdt7P5at5cXtmwic9272+2/COoCvCy4UNanH3Uy9jxKUw+Z3CLalE3hqPsaRQlj9CYVeiNqoOAx5VGRfFtVJX9naDw59o+uB/ao66nAWlSyuPeBiFEDFAkpfQIIVJQC8232ll3ZPTD7RDr1DNk0kDik2Mwmo2ce80k0JbJ5z2jplq4+I7zmzg6QEvxrSx209DjXP/VR7gUD1cvX8rAiGi+vermNo0bp7mVrjiUxo1DRzIhsWHCr1+yj/JVxgHO7JlUs9j9wqg/Nuh3ftx4zo8b32wbQHHZc5RXfIBHKcFkHEKP2MbrxWaX/I3cstcBiAy+nOSol+rs7xcdxcH5auoUKd0cLZ7vZ4xnyC17lSEJ65iU3Lemf2sx6vXcOmFMh6VeWDT7eM17yyrMavDe5k0Y06xLakxwcKveT6/wMJ6ZcQHPzGhbAFd9JiT19Hv+c6Y0rwCHJ8Q1KXt15UcER75bowAA9MZBBIU9h73ohs5XAlqh+SlAtBDiOPC/Uso3gWupawoCmAw8KYRwoRa+vVNKWUQrSbY1LBbSVaTnFTAgtu6C58W3T2v1OL6ufh7Z/J1IgLqMj+/JM2dfwF++V10dDxQX+PWhby33r1vJklmz6Rlae1ecXV7Gg+u/BWDOkPbVQfCl0rGepIQtKEo5haVPNdk3LvQugkypZBbc3YKRJcjOTYbXHuJC7yLcOoNqzwlKq1axJncrOiHYXXqYm5JnAJJVJzczNW4s24vT0QnB6IhBnKjKZ3XuFs6OSWVkeD8+PaZWDZsaN5ZIU/cIGHz2719it6tPmH97pmXFiNLy8nG43DVPazrjEKqrPsNgrlues7pqGQZj8znBWktbC80jpfydn7ZPgU/bL1b34b1fd/Lk9PPaPU6Iz4Jmtr2MUbEtc1MLUMtVA4ZxqKSQ13ZuBuCZzd/z8IQpbRpraHQsewvyOFpWyrQPFjGz70CGRseSVljAiow0KrW0zDP7+vejbwuqd5AenS4cj8d/SUQvBn0UNkvL8t0IYaR31PMdIGHnYNBHYdBHYVH6UVq1ikP248SaI0iwROFS3Gwo3E2Jy06kyVazz6Wo9vzREQNJDVdrK58fP55Pjq07pQqgwp1HRtl3jIi8oUX9L5oxksMZeXg8SosihgsqKvl89356R4TXKAFr6P3YC29EcWdgCroCRSnC7ViH27WdkKj6993t57fhV9kN6G0Lr7lrXZFxoJneARrjwfHncEGyehF4Y9cWPjqwu5kj/PPmjCsYGq3a1R1uN58e2MuTP6/jo7TdNQrgnKQ+jfrRtwWjIQUpXeQW3obSiblhujuToodT5q5AIok0hXLYfpyBob3r7Is0qd57vlHkYcYQBtm61g21Pj16RhIfH4ZOiBZHDCdFhNUpnGMwn01I1PuApLLkIRxlz4MwEhL1MQbTGR0uc/dZwm8h4xa8ytMXn8/E5CTGLniF8wb0ZeFVlwDw3JofeeC8symsqOT1X7aw/lAmdmc145J68tdpk4nVcqLc8O7HnJmShE4I3v91J6VVDt6acwVjfKIJ7/lkOVuOHlfzCG2rrfqzf/4fW+3vDmrE7OjYRLbmZrMyK52nNq7jntQzaqJe3YpCbqUdi95QJ1I2QF0E8OK5M7nqyyXsK8zj4Z9WkRwWwfhWLhTHB4fwxZU38MXB/Xydkc6eglzKnE6ig4JIjU3g8gFDmNo7pfmBWkF0hGrLDQ2+FrOp86LSRQdUkzuVDA/ry1BbH4QQCAR/GnBtg306oWOwLbnOcR6pMCFqaCdL2zQxMaHExLTc3dyjKOzNySO2f930JwbzmYSYz0QqRWpZSXHqLtWnnRK4cuRQVuw9wMH8Qm4Ym8oH23aRW24n1Gxm9ijVdTAqOIj5085hvuar/ML6DVz0f++w7S/31Izz6k+b+f7387hDi2oc8PcXWHz9VZyRrC4SehXLY9+s6RBzEMAns65jwFvPU+3x8Oburby5u6HT1BOTzuOmoae2GMXGnGNcu+KDRvdvzc0m+Y1/Nmh/cNxk7kqdcCpFaxFBBiNfX3ETgxa9gMPtZvbypQyIiGbZrOv9V6FqBINOx5UDh3LlwM65kJzIu4TE2OUEWTrm++RWinG6s3B7iimwL6ZvzNt++2Xk34JJ34NQy5mcLHsZKasZEPcZQSb193Ks+FHyy98hzHoeIeYJKLKCk2Wv0D92CSHm2s97+7G+xNvupqjiM8KDZmLUR1NZvZfkqBdr+qTnzsatFBIdch3V7hMUVqjmi8EJqzHpGzeBNlX2tLF9+kba3z44hUuSXmftiYfxyGrOjn+E73OewKQLYUrC/xJtURdv00tXcLh8FcXVmTg9ZVj1kVyR/D5GXdPxLruLl6JINyMjb6xpU6SLnUXvsrNoMVZ9JH1CpzI6eh4GYWl0HI+isPnocSb1SWJPTi7TBqgxBRVF8/C49qN4jmEwjUdvHI7eNEz9b+gLdGxq7u59i+CHoQmxpOcXsCM7h2EJcQyIjWbXiZMcyC+gd6T/dMK9IsKwO6vruIYNTYhrmDK3ov1BZ82x6qpbuGPEeEbExBNmtqAXgsQQG+MTenLzsNFMSGi6NF2AWhacM6PGOJBeXMDv1y5v8bE/5O3n7cNNux7vLjnW5P7Wotd3bAIzgy6CYNMowqxNB+wHmUbSL/Y94mx30T92CYp0klP6r5r9+eXvEGe7nb4xi4iz3UlC2J/RCTPHih+vM46ULkqr1jE4YTU9wucTG3pbHQUA0C92EUMS1hAbeis9Ix4lKfJZPIqd8qqm3Us7EkW62Zj3EsMjb8CoC+aX3AWMib4diWRT/n9q+qWVfoFZb2NExA2cFfcQiUHj2FrwSpNj7yv5mC35C+soAJCsPfEIu4uWcFbcQ6TYzmd/yTJWZd+PpHEnEAmMT+rJ1P4pzBpW6wkUHPlfbHE/E5awH1PQFQC4qpZTUTiH0pyOd7897Z4EhsbHklVUQnFlFfdPPZsRifHsOpFLr3BbTek8j6KwdNsuvtmfzq4TuXUCZLxE+ilwrXRCioXetnDmT2h9NOW+m//U4r4JwaFk3XZ/o/vPSOjV5H5/LLxvMXfd1vApoK1y/bJim98+W29oiTeMysyUgcxMad378DI5djCTYzvXn91iGk+Z/W0sZtWua/JxATyVRAZfVrMdZBpJkGkY5Y4NSNwI7RIQHXJ9nWOCTaMoc/yIWynEoKutTxBvuxtdE3e3OlE3P1SQSfWuqva0rfB7W+kTei6Dwi5FSg+/5D3PwLBZVLoL2FNcu7A6K+mNOsf0s13EB4cvY2Lsn+u0e81paaWfszHvJUZH3Vpnf5b9B45W/MzUxL+RHDIFgGBDNBvzXuKY/WeSQupm1fXiDUL8Ys9+Sh1O7phYN72EVMpR3MdQPIfxuNKQSiV6U7vSsvmXo8NHPMUkR0Zg0uup9njoGx3J8IQ4VqYdxOmujQb826r1LN+TxiMXnMui667ks137ePTr1XXGOdXplTPsB+gb0tCz5On9DzMqYhzT4y/zc1TTPLLnT/xt2IvNd+xgnFXVlBWUU+1wYbK0L8jJy8SLO6/+6vuZP7Gz+AgFznJeHnczQQYzczcsZHxUP+4deGFNv4e2L+FEVTEl1ZXcP+QSwk3BPLR9CQXOcuIt4TyVOpvD5Xm8fXg9dpfqBrhgzNwWf5eqnD8BUOlYA0B8dONlRjsSo75uoJjJkERl9R7cnmKMejV/zt4T/m9M3J6iOkrAYmy6PrfTnUl++WKKK5fjUew16TFkJ7tF24zqE3WwoTY/kEUfgUupQqI0mmus0l3QYL9RF8TBsm/YkLuA1KibSY2qG5+SVb4Og85C75Bab67EoHEA5FRta1QJeBSFDVlHa7LAeqkoug2PazuKUow56BqMlplYbA+jN/TjVBhvTjsloBOCwXExWIwGdEIwIjGef//wSx0vjrXph7l46CAuG67e6e3PbXt4uMPlar5TKzg7Zip2d3nzHbsRm1fuYMDYFLau2sWkS8bw+kNLcVY52bfxIIpH4a5/3UjqlCF8/eY61n+8kWGTBjD3MTUP+qNXLCB1yhB+XLaZZ5Y/iDXUwpevrWbVuz/wn5+frDnHrh/2s/ipZbicLp79+iGsIRb+/ftFHD94EkeFk3//+Hib5TfrDTw3uu6d7pzkM8kor3XTdCkenh11HWWuKu7a/F/Ojh3E7pJjPDlyNiadgds3vk6mPY++oXE8PuLqOvbo7SdzWJa2lyenTCPXXk5mSQkf7d/NC+fP4LvDh/jp2BEemHg2Gwv/ihAwOSmZiE7NAVX/Cdd7Qa791fSKeBLhZ/HRWM+EJUTjay4Vzm0czJuDXhdG78h/oteH4/YUkpF/S6ukTS9ZSlLoBVj0UbiVKoqc+4i1jsHhKWJHwQv0D5tNpGUoAh2V7jyCDA3NbEadRZO31n7ujeaXUiIEFDjSSCv9jHzHfqrchbi0qoPe/V4KHPs5VPYtNlMPRkU1DFAsc2XjVhwsSm/o0uv0NO4FptfpOKtPb348nFVHEbgc36HTRWEOugFT8PWn7OLv5bRTAgBXpw4jKlj1oOkfE0VSRBibjtTab9+5/ioe+2Y1I5/7DxcOGsBtE8ey5NedbTpXtdvDuAWvokhJn6gIPrnZb9iEXxSpIITgubTHuCn5LuItjS+MKVLhkT1/4u/DX0JKyWN772tw128QBl7NeJ65vW8n2OC/mEpxaSXvL9vEvTefi8vtYf/BHOKibcTF2DhyvIjQYDNBVhMWi5GDh/Pon9K0ndpR4eTlP75DTM8oCrKLGHOeGqxy7uyJ9EtNptfARH76bDOOCifvP/0ZvQYmsm/jQXas30fqFLU05+hzh3HlH6bXjDnrzmkEh9VeBPOPF/J/Dy5h4S+1AVTVDhdSSiLjwzFZjHjcHvSGti2IjYpovp6CUafnSEUBvYOjef/M2vTPJp36E4kwh1DhVnPFC0SDQLWzk5IRwFeN5nKbAAAPp0lEQVSH0lGkpExLRHaktIRqjwezXk9iaCg/HjvCxf07xwzkJaf0RVKiXwUEFdU7KKlcSZh1KkZ9bRCk3bmVPtH/wVcxKLKigXmnKXLLX0ORVQxL2IhBp67PHSm8r12yG3RWSqsziLWOwaKPJMgQR5RF/Q7uKHgBiz6a3qEXYTXUzwja/NPZV8fu4bq+yzHqar3x3kpvmMc/xJjI7/qvZ1vhmyxKn8zk+EfoZ7uoZn+oMYEiZzo39luNvpXpQNyKQr/oKEb4pPsOT6zN9Ip043ZuxOX4BpfjGxRPLuGJHbtW1e2VQKmrCJPOTLm7hEhTLBXucq4cWdeb490brubLEyt4/fB/md3ranpGhPDIrJFEmaeyr2w/ISHVbHngFty4cCuw6PrLMOrUD+tY5XGMOiNbH7iVr3K+IcNupm9ICm7p5rA9kxevmEmJqxSnx4nSxCKPP7xeDQnWXhQ48/wqAZfi4r2jb2AURqo8lUipUOoq8XuRr1acpAT3b1QBALjdHsrt6gWopLQSt1vh9fd+5NH/mUn2yWIOHyng+ism8N33+xBCEBsdSpit8bvSTd9s55yrz+DuBTey8L7FbFqpJdqrZwLpPbgHMb2ieHr5AyiKrOMjLXRN/yAj4sIpKyynOLeUiLgwpJTsWL+P8qIKHlnye8qL7U0e31o8UmFp1s/Y3Q5OVpVwW//ziDGH8syez9EJgcNTzRMjGo/21AnB3A0LSbBG8I9R1zEqvtbccmvqGDyKwm2j1GIqt6SOQSdU7/bxiT0Zk9ADfTPmI0U6cLozcbjU7KDV7hOUOb5HL0Ix6MMxa/EGDncGHqUcj1KOy5Ov9QlBrwvzMdvocLoyOJg3h1DLZHLLXkEnzCSE/aXmfHG2O8ktew3nySOEWaei14VQVPE5QaZhJEX+o8XzarOcS0nlSjIL7iLcOp3Squ/wyAqEjzeL972pMuf6fW8Fjl1IPPS1XUmlO5eCqp0kh87EWK84VI/gKRQ6dmMxRNUXpUWY9MF1FIDT4z8ppU6Tf3TULRQ7D/Fz7nN1lECfkHPJLF/L/pJPGRZxbb2jJU0ppHCrlfWHMsksKuZSLeeSy7ESjysNj/sArqqVCGFCbxyC0TIdfVdEDHc1YcZInEoV2ZWZ7CrZRFF1PrMS52LRN7xwWXQWdAjKXOV4pIdPji1jSNhgch15HK/KZmbCdDzSQ0l1CdHmaPaU7uVEVQ69gnpispio8FRi1O78vGMArM5dQ1JQEntK9zAn6Rqsfs7tD++TwImqY1wYd4nfPgfK93Jz8t1UuO1sLf4FAJsxnAofk5FEIhDohI7DFQfZWvwLYyMm+h0vJiqUCC176YFDueTklWKvUJXCilW7ufmaSQgBBzJyiYuxUe1qOt3A959s4rK71XwrZ106li9fW01c74Z52BNSYpk5byoPzngWIQRPLfsz5qCGpgOP28OC29/gaNoJtqzcyQ0PX07PAQn86ZVbeWrOvxE6wROf/A8Dx6Ww9B9f8Ojl/yIyPpw//KdteYIA+obWTQKmFzoWT7qnTtuSrJ95bcI8ABamf8fOkiNc3KN23eIfo66r07/+8XXG94kjqX/Bb04BAFQ4t3Mwr6ZuE3bnJg7lbQLAqI9meI9tONyH2Z9TNw/OoTzVY0UIE6N6qQrEahxI/7ilZBf/ndyyV7EaB9EjfH6NeyhAj/C/EmxKJd/+Dnnlb6DIasKtFxAZ3LC0YVNEh8zBo5RSYH+fk2UvEx40g8Sw+0nPu6rR96bKXfe9TYp/pmafzZTMxPjaKmwjou6t2Y6xjiLaOrLNtUSq3EVszHuRnsETqXDn1lk09o9gcvxjrDh2B5XuQoI05ZMcOoVk+7lszl+ISReCRKHMlc1R+w9c1PMlgv2Yq7yUORwIASfLa290Kkv+gt44FL1xGKGxq9AbUvhNm4PynNkIBLnObKJN8SRYkjDr/XsnTE+4CJvRxrbi7RQ4C6n0qFkgf8j/kUt7zEIgMPjYPQfZBpJddYIM+2EG2wZhM4SSFKTWNsiqyKLAWchg2yAUqTAucgx2t50Kd0WLlcBbWQspqi5gWNhI4iwJOBUHP+avwS3dnHSc4NLE2SQH9+WVjH9hM4TTw6qeWy/0XJ80j5cOPo1Heriz730E6YMBwbw+97Iw45/YDGEMCB3i97xuzRvqRG5JHY+nO26czLfr9xIZEczkCf3ZsjOLqIimH/cf+6A2adqu6Gr+8u5dVLhc/JJ9lGnjz+SEvZxbJswhu7yM5JlDuGZaCslhEbgNUFJh5/4P7iW/stb1Vm/Q88BbDSuOjpk2nDHT6t7lvLDuMQCWpO+gGoUKhwO3orAp9xjTk9RF93yHnUq3i1KngwHh0eiFDrurGqvBQH5VBYnBNhQpsbuqiQtq/AnqrJiB3PfrYjxSIcwYxM0p7cuHr3gUco8XYbaasAabqbQ7sEUEU5xfjtPhIjYxnE1r9jJ8Qj8Uj4IiJeFRIZQVVRASNgb7ri+YfHHjAWVW40BGJx1tdP87321l8og7iAn6A263mQOZtzNmwJNE2fx/3uFBMwgPmtHke2rqfF7ibHcSZ6v7+Q6OX1mzHWqZ2KJxWkp7ikkNj7iOjPJVpJV+QagxnqER17Iht2F8jC9GnZVpic+y9sRfmd7rZc38Izg34Qn2Wz/ll7zn0QkjIcY4koLPwqxvOqVFsMlEeT339bD4PW1+T21ByE6sPNUYY8eOlVu3tizbtPeuuD5fnljBrMSLAfj25HcoSNLKDjA2cgz9QlL4qWAD58dNo8pTya/F2zkv9lxOOnI5WH6I7Kpsbu5zE0uPfkiCJZ4psefUjDE9/kI+OvYJs3tdxdq89YwIG0a0ufnqXt2FpvKXKIpE14ypxpf39u1gdFwiS/fvYlh0HAK1kLkOgdlgwGowohOClZnpxAWFEGGxcln/waw+ksGl/drujvnGvs2cGd+bpQd38tSEC1ietZ+ssmKSbRGY9XqsBhM6IDU6kUVpW4kwW7msz1BWHz9E/7Ao1mZn1LR1VlGalR9sZMCIXmTsy6bwZCmhEcGE2KyYzAYcVS6clU4cVS6qKhzkHi9m+nUT2fZDGrnHixmUmoSjysVlt7Qsd5A/Xlz2AwmRNqxmI26PgqPazYVjBzSqBAKcngghfpVStquQc7NKQAjRC7W+cByqget1KeVLQohI4EMgGcgCZkspi7WSky8BM4BK4HdSSv9O4RqtUQIBupbGLJzehdKOyOzZkedt2iJ7alE8qjnQd01EKrLmtXe7ubZ2yXCKP5cAXUtHKIGWPEu5gT9LKYcAZwD3CCGGAA8Ba6SU/YE12muA6ah1BPqjlo98tT0CBuheNHYZ8V5gTtWFpq3n7crLnk6va3Ah933t3W6urV0ynOLPJcDpT7NKQEqZ472Tl1KWA/uBHsClwDtat3cAb/TTpcBiqbIRCBdC+K+AHSBAgAABupRWLQwLIZKBUcAmIE5KmaPtOolqLgJVQfg6sh7X2nJ82uoUmgfsQohCoKA18nQR0XR/OU8HGSEgZ0cTkLNjOR3k7C2EuF2r2d4mWqwEhBAhqAVj/iSlLPOtpSullEKIVq0w+xaa18bf2l7bVmdwOsh5OsgIATk7moCcHcvpJCc+19LW0iL/KqFWxf4UeF9KuUxrzvWaebT/eVp7NuCbCrOn1hYgQIAAAboZzSoBzdvnTWC/lNK3ht2XwE3a9k3AFz7tc4XKGUCpj9koQIAAAQJ0I1piDjoTuBHYLYTQcgbwV+BZ4CMhxK3AEcAbZ/81qnvoIVQX0ZaGerb5caaTOR3kPB1khICcHU1Azo7lNyFntwgWCxAgQIAAXcNpV1ksQIAAAQJ0HF2uBIQQFwkhDgghDgkhHmr+iM5DCJElhNgthNihrcAjhIgUQqwSQhzU/vuvaXlq5XpLCJEnhNjj0+ZXLm1t5t/a/O4SQnRaNZdG5HxcCJGtzekOIcQMn33zNTkPCCEu9D9qh8vYSwixTgixTwixVwjxR629W81nE3J2t/m0CCE2CyF2anI+obX3EUJs0uT5UGiFCYQQZu31IW1/chfL+bYQItNnPlO19i77HWnn1wshtgshVmivO24+pZRd9odaMTkDSAFMwE5gSFfKVE++LCC6XttzwEPa9kPAP7pArsnAaGBPc3Khrs98gxo8ewawqYvlfBz4i5++Q7TP3wz00b4X+k6QMQEYrW2HAumaLN1qPpuQs7vNpwBCtG0jakzRGcBHwLVa+2vAXdr23cBr2va1wIedNJ+Nyfk2cJWf/l32O9LOfx+wBFihve6w+ezqJ4HxwCEp5WEpZTXwAWrEcXemsUjpTkNK+QNQVK+520VwNyJnY1wKfCCldEopM1EdC8afMuE05GkSEd+EnI3RVfMppZTevMhG7U8CU4FPtPb68+md50+A84Q49TkumpCzMbrsdySE6AnMBP6rvRZ04Hx2tRJoLLq4uyCB74QQvwo1whkaj5Tualobwd2V3Ks9Ur/lY07rcjlF+yLiO416ckI3m0/NdLEDNXZoFepTSImU0lsI3FeWGjm1/aVA26rEtFNOKaV3Pv+uzecLQghzfTk1OvNzfxF4gNq6oFF04Hx2tRLo7pwlpRyNmhTvHiFEndy+Un3m6nbuVd1VLo1Xgb5AKmoqkQVdK46KqBcR77uvO82nHzm73XxKKT1SylTUQNHxQOfW02wh9eUUQgwD5qPKOw6IBB7sQhERQlwM5Ekpfz1V5+hqJdCto4ullNna/zzgM9QvdGOR0l3NaRHBLaXM1X58CvAGtSaKLpNTnCYR8f7k7I7z6UVKWQKsAyaimk+8cUm+stTIqe0PAwq7SM6LNLOblFI6gUV0/XyeCcwSQmShmsunoqbq77D57GolsAXor610m1AXMr7sYpkAEEIECyFCvdvABcAeGo+U7mpOiwjuenbUy1HnFFQ5r9W8G/qgpiLf3AnynBYR8Y3J2Q3nM0YIEa5tW4HzUdcv1gHeOpP159M7z1cBa7Unr66QM81H8QtUO7vvfHb65y6lnC+l7CmlTEa9Pq6VUl5PR87nqV7Vbu4PddU9HdVu+HBXy+MjVwqqd8VOYK9XNlT72hrgILAaiOwC2ZaiPvq7UO2BtzYmF6o3w0JtfncDY7tYznc1OXZpX9gEn/4Pa3IeAKZ3koxnoZp6dgE7tL8Z3W0+m5Czu83nCGC7Js8e4DGtPQVVCR0CPgbMWrtFe31I25/SxXKu1eZzD/AetR5EXfY78pF5CrXeQR02n4GI4QABAgT4DdPV5qAAAQIECNCFBJRAgAABAvyGCSiBAAECBPgNE1ACAQIECPAbJqAEAgQIEOA3TEAJBAgQIMBvmIASCBAgQIDfMAElECBAgAC/Yf4f3njgiIRUnxUAAAAASUVORK5CYII=\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.model_selection import train_test_split\ntrain,validate=train_test_split(data,test_size=0.3,random_state=1)\ntrain.shape,validate.shape","execution_count":38,"outputs":[{"output_type":"execute_result","execution_count":38,"data":{"text/plain":"((914285, 3), (391837, 3))"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"import nltk\ndef clean_sentence(doc,stopwords,stemmer):\n    words = doc.split(' ')\n    words_clean = [stemmer.stem(word) for word in words if word not in stopwords]\n    return ' '.join(words_clean)\n    \ndef clean_documents(docs_raw):\n    stopwords = nltk.corpus.stopwords.words('english')\n    stemmer = nltk.stem.PorterStemmer()\n    docs=docs_raw.str.lower().str.replace('[^a-z ]', '')\n    docs_clean=docs.apply(lambda doc: clean_sentence(doc,stopwords,stemmer))\n    return docs_clean\ntrain_docs_clean=clean_documents(train['question_text'])\ntrain_docs_clean.head()","execution_count":39,"outputs":[{"output_type":"execute_result","execution_count":39,"data":{"text/plain":"635414          inhand salari rd prc freshli join mt cil\n906079                             one take yolo serious\n99492                                  best club nairobi\n973656    wake donald trump clock tick  hour return bodi\n397612                              made elon musk smart\nName: question_text, dtype: object"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.feature_extraction.text import CountVectorizer\nvectorizer=CountVectorizer(min_df=10).fit(train_docs_clean)\ndtm=vectorizer.transform(train_docs_clean)","execution_count":40,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"dtm","execution_count":41,"outputs":[{"output_type":"execute_result","execution_count":41,"data":{"text/plain":"<914285x19550 sparse matrix of type '<class 'numpy.int64'>'\n\twith 5406880 stored elements in Compressed Sparse Row format>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.tree import DecisionTreeClassifier\nmodel_df=DecisionTreeClassifier(max_depth=10).fit(dtm,train['target'])","execution_count":42,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"validate_docs_clean=clean_documents(validate['question_text'])\ndtm_validate=vectorizer.transform(validate_docs_clean)\ndtm_validate","execution_count":43,"outputs":[{"output_type":"execute_result","execution_count":43,"data":{"text/plain":"<391837x19550 sparse matrix of type '<class 'numpy.int64'>'\n\twith 2313528 stored elements in Compressed Sparse Row format>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"validate_pred=model_df.predict(dtm_validate)\nfrom sklearn.metrics import f1_score\nf1_score(validate['target'],validate_pred)\n","execution_count":45,"outputs":[{"output_type":"execute_result","execution_count":45,"data":{"text/plain":"0.26124732598321543"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.naive_bayes import MultinomialNB\nmodel_nb=MultinomialNB().fit(dtm,train['target'])\nvalidate_pred=model_nb.predict(dtm_validate)\nf1_score(validate['target'],validate_pred)","execution_count":46,"outputs":[{"output_type":"execute_result","execution_count":46,"data":{"text/plain":"0.5425968470252713"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"test=pd.read_csv('../input/test.csv')\ndocs_clean=clean_documents(test['question_text'])\ndtm_test=vectorizer.transform(docs_clean)\ndtm_test","execution_count":47,"outputs":[{"output_type":"execute_result","execution_count":47,"data":{"text/plain":"<375806x19550 sparse matrix of type '<class 'numpy.int64'>'\n\twith 2220720 stored elements in Compressed Sparse Row format>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"test_pred=model_nb.predict(dtm_test)","execution_count":48,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"sample_submission=pd.read_csv('../input/sample_submission.csv')\nsubmission=pd.DataFrame({'qid':test['qid'],\n                                  'prediction':test_pred  })\nsubmission[['qid','prediction']].to_csv('submission.csv',index=False)","execution_count":51,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"name":"python","version":"3.6.4","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat":4,"nbformat_minor":1}