diff --git a/youtube-trending/Code/Analysis_Code_Final.ipynb b/youtube-trending/Code/Analysis_Code_Final.ipynb index f60fcd7..2d0f31a 100644 --- a/youtube-trending/Code/Analysis_Code_Final.ipynb +++ b/youtube-trending/Code/Analysis_Code_Final.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 152, + "execution_count": 229, "metadata": {}, "outputs": [], "source": [ @@ -27,6 +27,7 @@ "from sklearn.feature_selection import f_classif\n", "from scipy.stats import chi2_contingency\n", "from scipy.stats import linregress\n", + "import json\n", "\n", "from IPython.core.interactiveshell import InteractiveShell\n", "InteractiveShell.ast_node_interactivity = 'all'" @@ -2449,7 +2450,7 @@ }, { "cell_type": "code", - "execution_count": 153, + "execution_count": 193, "metadata": {}, "outputs": [ { @@ -2458,7 +2459,7 @@ "22" ] }, - "execution_count": 153, + "execution_count": 193, "metadata": {}, "output_type": "execute_result" }, @@ -2552,7 +2553,125 @@ " RU 1 " ] }, - "execution_count": 153, + "execution_count": 193, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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First_Trend_DateLast_Trend_DateTrending_Dates_StringTotal_Trend_DaysMax_Period_of_Cont_Treanding
video_idcountry
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-F9cQpO-PdwCA2018-05-132018-05-15[18.13.05, 18.15.05]21
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"output_type": "execute_result" }, @@ -2574,7 +2693,7 @@ "(0.9869677068193605, 0.0)" ] }, - "execution_count": 153, + "execution_count": 193, "metadata": {}, "output_type": "execute_result" }, @@ -2584,7 +2703,7 @@ "99.20969237903849" ] }, - "execution_count": 153, + "execution_count": 193, "metadata": {}, "output_type": "execute_result" }, @@ -2594,15 +2713,15 @@ "0.7903076209615087" ] }, - "execution_count": 153, + "execution_count": 193, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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zw3Jyn3spWth2o5isZmlLbWdGxBcoXuPXlO/xByme898Bvs7mgLo159iB4o8ba8r3za8o1tA9hmIppHMz83Kq8RKK9/XnI+JEimWT1lO8rw8FHkMxm/C2zMj75xQTN/1r+Qe8xjqfL6BY6/M523DfU3kzRQD9TEQ8h2L5mAPLczc+U7bmfS2ppmz5lDT0MvOHFFP4n07xBfMdFF8uv0CxlueVLcdfSjG+7zcUoaLxxb7hZRRrge4O/AXFl9CvUSwL0G75jcqVXS4Po5g45bfASynC4pEUE938ObB8G8+ximL9wq+U5zqRosvni5iiq+q2KmeVPZziOT4CeBvFl9QXU7R+w+YxZNO534sovvACXF6+NtpZBnyJomXw5RRh+DEU40aXTGdCmsz8cPmzn6JobX01xQQ3z6EIPm+kZXmSzHwvxeP80/L8J1AEpPcBT27tIr6VXksR5J5Csd7qB2laGqNfMvNLFL/zaopA+RKK1+bhbO6V0Oo1FI/LLRTv3TdTBPYTgRe2Tqw0zXNspJjp9upy/1spltzZUN4e5B9VusrM1cDjKJZLSorn/q0U74FVFBOgXbON57iO4vc+k6Kl8wRgf4rX4ze25b57OPcK4I/L8xxF8XwuoPjDwkXlYdN+X0uqr2g/EZ4kScMhIk6iWAvy0NY/NEgaThHxFeDPgAMz85dV1yOpP2z5lCQNhYjYYrKniHgCRcvWLym6C0oaEuV42y1mtY2Ip1F0qb/a4CmNFsd8SpKGxepyzOW1FF0lH0Mx7vEB4M87rGkpqb7mAuPl2PrrKMbyHgw8lWL4wFsqrE3SANjtVpI0FCLiExTjEceAXSjG7l0IfLjLWE1JNVUu2/QvwJMpxpnuTDF50g+Bf7QbvTR6DJ+SJEmSpIFzzKckSZIkaeAMn5IkSZKkgTN8SpIkSZIGzvApSZIkSRo4w6ckSZIkaeAMn5IkSZKkgTN8SpIkSZIGzvApSZIkSRo4w6ckSZIkaeAMn5IkSZKkgTN8SpIkSZIGzvApSZIkSRo4w6ckSZIkaeAMn5IkSZKkgTN8SpIkSZIGzvApSZIkSRo4w6ckSZIkaeAMn5IkSZKkgTN8SpIkSZIGzvApSZIkSRo4w6ckSZIkaeAMn5IkSZKkgTN8SpIkSZIGzvApSZIkSRo4w6ckSZIkaeAMn5IkSZKkgTN8SpIkSZIGzvApSZIkSRo4w6ckSZIkaeAMn5IkSZKkgTN8SpIkSZIGzvApSZIkSRo4w6ckSZIkaeAMn5IkSZKkgTN8SpIkSZIGzvApSZIkSRo4w6ckSZIkaeAMn5IkSZKkgTN8SpIkSZIGzvApSZIkSRo4w6ckSZIkaeAMn5IkSZKkgTN8SpIkSZIGzvApSZIkSRo4w6ckSZIkaeAMn5IkSZKkgTN8SpIkSZIGzvApSZIkSRo4w6ckSZIkaeAMn5IkSZKkgTN8SpIkSZIGzvApSZIkSRq47asuYJTM2+thuWjhgqrLkNRHy6+4al1mzq+6jm0xb6+H5aIFfjZJo2T5lcP/2QR+d5JGUbfvTobPPlq0cAGXfv87VZchqY/iYfv9quoattWiBQu49PvfrroMSX0Ue+0/9J9N4HcnaRR1++5kt1tJkiRJ0sAZPiVJkiRJA2f4lCRJkiQNnOFTkiRJkjRwhk9JkiRJ0sAZPiVJkiRJA2f4lCRJkiQNnOFTkiRJkjRwhk9JkiRJ0sBtX3UBkrStcv2tk/4de+xTUSWSJEnqxPApaWi1hk5JkiTVl+FT0lCZKnDa6ilJklRPhk9JQ6E1dG4avx6AOWMHTWwzeEqSJNWX4VNSrXVq6WwOnWDwlCRJqjvDp6Raag6djVbOBoOnJEnS8DF8SqqdRvBsDZ2tDJ2S6ijXjRPzxqouQ5Jqx/DZQUTsBFwAPITicTo9M99bbVXSaOsldDZaPQ2ekuok141XXYIk1Z7hs7P7gCdn5t0RsQNwYUR8OzMvrrowadRMJ3SCwVNSvRg8Jak3hs8OMjOBu8t/7lBesrqKpNHTbVxnM1s7JdWRoVOSpsfw2UVEbAcsBw4EPp2Zl1RckjQytmjtXLMSFize4jiDp6S6mSp0Ot5TUtUa37Pq9v3J8NlFZj4IHBoRewBnRcTBmbmi+ZiIOB44HmDh2P4VVCkNl7ZdbNes3HxdBlBDp6Q66hY8DZ2S6qC5Z1muv7VW36UMnz3IzPURcT7wDGBFy75lwDKApUsOsVuu1EXHsZ1NLZ6Gzt5ExA3AXcCDwAOZubTaiqTRZ/CUVGft1kav2/cpw2cHETEfuL8MnnOBpwAfqbgsaSj1unSKwXPanpSZ66ouQhp1drOVVGftQmddGT472xc4pRz3OQf4amZ+q+KapKHTyweioVNSXRk8txQRJwPHAmsz8+By28OArwCLgBuAP8vM31RVozRbdPueVcfvVXOqLqCuMvOqzFySmX+QmQdn5geqrkkaNs0tnu1aPeeMHcScsYOIPfap5QdkzSVwbkQsL8eeTxIRx0fEpRFx6W23315BedLwM3h29HmKoUjN3gV8LzMPAr5X/lvSAA1b8ARbPiUNwFRLqNjS2RdHZuZNEbE3cF5EXJeZFzR2ThqPfqjj0aXpcnxnZ5l5QUQsatn8PODo8vYpwPnAO2esKGkWmapXWZ2/Xxk+JfVV6wdiI2i2qvMH4zDIzJvK67URcRZwGHBB95+SNBVbO7faPpl5M0Bm3lz+YUxSnw1z8AS73Urqk1x/a0/jO+1iu+0iYpeI2K1xG3gaLTNxS5o+g+fMmDQsYJ3DAqReDXvwBFs+Jc2QYfhAHCL7UKw9DMXn+Jcy8zvVliQNN7vZbrNbI2LfstVzX2BtpwNdpk6avmEc39mO4VPSNuv0gThMH4bDJDNXAodUXYc0KgyeffEN4NXAh8vrr1dbjjQaRqG1s5nhU9I2GYYFjSWpk07B09DZWUScRjG50LyIGAfeSxE6vxoRxwGrgRdVV6E0GkYteILhU9I2GsYPPklqiHljWwRQg2d3mfnSDruOmdFCpBE2isETDJ+SJGkWatfiaeiUVAejMr6zHcOnJEma1QydkupilIMnGD4lSdIsZOCUVDezYQJH1/mUJEmSpArNhuAJtnxKkiRJUiVmS+hssOVTkiRJkmbYbAueYPiUJEmSpBnXLmSOcvAEu91KkiRJ0oxp1+I56qGzwfApSZIkSQM2G7vZtjJ8SpIkSdKAjPrandPhmE9JkiRJGgCD52S2fEqSJElSH3ULnTA7gyfY8ilJkiRJfWPw7MyWT0mSJEnaRlOFTpjdwRNs+ZQkSZKkbWLw7I0tn5IkSZK0FQyd02PLpyRJkiRNk8Fz+gyfkiRJkjQNBs+tY/iUJElSX0TECRGxIiJ+GhEnVl2P1G+5/laD5zYwfEqSJGmbRcTBwBuAw4BDgGMj4qBqq5L6p5fQCQbPbgyfkiRJ6odHAxdn5r2Z+QDwQ+AFFdck9YXBsz8Mn5IkSeqHFcBREbFXROwMPAtYUHFN0jbptZstGDx74VIrkiRJ2maZeW1EfAQ4D7gbuBJ4oPW4iDgeOB5g4dj+M1qjNB29hk4wePbKlk9JkiT1RWaelJmPzcyjgF8D17c5ZllmLs3MpfPn7TXzRUo9mE5rp8Gzd7Z8SpIkqS8iYu/MXBsRC4E/AY6ouiZpuuxmOziGT0mSJPXLGRGxF3A/8JbM/E3VBUnTYfAcLMOnJEmS+iIzn1B1DdLWMHTODMd8SpIkSZq1DJ4zx/ApSZIkaVYyeM4su91KkiRJmnV6CZ6Gzv6y5VOSJEnSrGLwrIbhU5IkSdKsYfCsjt1uJUmSJI08Q2f1bPmUJEmSNNIMnvVgy6ckSZKkkTVV8DR0zhzDpyRJkqSRY2tn/djtVpIkSdJIMXjWky2fkiRJkkZCL6ETDJ5VseVTkiRJ0tAzeNafLZ+SJEmShpahc3jY8ilJkiRpKBk8h4stn5IkSZKGSq+hEwyedWLLpyRJmiTXjVddgiR1ZPAcXoZPSZIETA6dBlBJddQueG4av77tsQbP+rHbrSRJs1hryMx148S8sYqqkaT2WkPnpvHrmTN2EMDEdTODZz3Z8ilJ0ixl66b6LSLeFhE/jYgVEXFaROxUdU0afu2CZ/N1K4NnfRk+JUmaZXLduMFTfRcR+wN/CSzNzIOB7YCXVFuVhl1z8Nw0fv2kFs92DJ71ZrdbSZJmiebAuWn1dcxZ+KgtjrHLrbbR9sDciLgf2Bm4qeJ6NKRaQ2ezdgHU0DkcbPmUJGnEtbZ0blp93aTrBoOntkVm3gh8DFgN3AzckZnnVluVhlG34NmOwXN42PIpSdIIa4TO5qBpi6cGISL2BJ4HHACsB74WEa/IzFNbjjseOB5g4dj+M16n6q2X4Nnc6mnwHC62fEqSNKJy3TibVl+3RQunLZ4akKcAqzLztsy8HzgT+OPWgzJzWWYuzcyl8+ftNeNFqr4MnqPPlk9JkkZMu9bOTgye6qPVwOERsTOwATgGuLTakjQs2q3f2cwxnqPB8ClJ0ghptHZ20uhya+hUv2XmJRFxOnAZ8ABwObCs2qpUd52WUWlma+foMHxK0hCKiO0oWhRuzMxjq65H1Wvb2nlD05e4RU1f3gyeGpDMfC/w3qrr0HAweM4+hk9JGk4nANcCD626EFWvYzfbpsBpi6ekOmkXPOeMHTQRQO1mO5oMn5I0ZCJiDHg28A/A2ysuRxWb1M32hpZWgzJ8Gjwl1UmnFk/X7xx9znYrScPnE8BfA5uqLkTVaazdOam1s6mlszl4xrwxg6ekyuX6W9tOLNQInAbP0WfLpyQNkYg4Flibmcsj4ugux7mO3gib1M22dVxnS1dbQ6ekOug2vnPO2EEGz1nC8ClJw+VI4LkR8SxgJ+ChEXFqZr6i+aDMXEY5y+TSQw/JmS9Tg9J1NtsbrodFB9nNVlKtTLWMSjND52gzfErSEMnMdwPvBihbPt/RGjw1urYInmXYbGbwlFQXU7V2tjJ4jj7DpyRJQ6DrxEIYOiXVS3PwbLeESiuD5+xg+JSkIZWZ5wPnV1yGBqztMiq2dkqqqV7W7mxl8Jw9DJ+SJNVUx/U7mzipkKS66KW1s7m7raFz9jF8SpJUQ43g2YmtnZLqotcutgZPGT4lSaqZ1hbPOQsfNel2g8FTUtUMnpoOw6ckSTXSqcXT0CmpbhrBc6pxnQZPNRg+JUmqiam62oLBU1L1pjOTrcFTzQyfkiTVQLvgaWunpLrZorVzzcrJByxYPHHT4KlWhk9JkmrM0CmpDtq2drYGzyYGT7Vj+JQkqaYMnpLqYMrWzoay1bMRPA2damX4lCSpQq3dbQ2ckurE4Kl+MnxKklQhw6akOuo5dILBUz2bU3UBkiRJGn4R8ciIuKLpcmdEnFh1XZq+jsFz9ari0szgqWmw5VOSJEnbLDN/BhwKEBHbATcCZ1ValKZtUvDs1toJBk9Nm+FTPWue5azBDxlJktTGMcAvM/NXVRei3uX6W9t3s129ChYeUFwaDJ7aCoZPTald6Gze54eNJElq8RLgtKqLUG+6ju9s7WYLBk9tNcOn2uoWOCVJkjqJiB2B5wLv7rD/eOB4gIVj+89gZWpnyomFmls7ARYsNnRqqxk+tYUtPoRauGiwJEnq4pnAZZnZ9i/ZmbkMWAawdMkhOZOFabK24ztbWzpbutoaPLUtDJ8Cpgica1ZOdK9o5oeOJElq46XY5bb2nFhIVTB8qvuHz4LFk4LnnLGD/MCRJEltRcTOwFOBN1Zdi9rbmm624HdA9YfhcxbbYkazdgPKwQ8dSZLUk8y8F9ir6jrU3pQTCzm+UwNm+JyFJkJnp779DQsP8ENHkiRpBEyrxdNuthoQw+csMxE8f/Q9cvUaADasXAvA3MV7EwsXFAcaPCVJkkbClMGzmcFTA2T4nAUmda9tCp2wOXhO0hQ8/cCRJEkaXtOdWMjQqUEyfI641pbO1rA5d/HeE7dj4QKDpyRJ0giwtVN1ZPgcUZPGda5exb3nLwfgqstvmThmv/lzmUfZ3fbxRxk6JUmSRkDPwbNlRQMweGqwDJ8dRMQC4AvAw4FNwLLM/GS1VU2tXehcN34HAPPGdme/+XMnjp03trvBU5IkaYRMN3gaOjWTDJ+dPQD8VWZeFhG7ATjthEQAACAASURBVMsj4rzMvKbqwjppDp554QWsueB6brptAwDjGzcydtsG/mDJw4GmyYWOPMYPHUmSpCHXCJ1g8FR9GT47yMybgZvL23dFxLXA/kDtwmdr6Nywci3rxu+YFDyb7Xz042DhAcw54ul+2EiSJA05x3dqWBg+exARi4AlwCVt9h0PHA+wcGz/Ga1r4oPmonMmdbG96bYN7Dd/7kQX2/0orhccdZBdbCVJkkaI3Ww1TAyfU4iIXYEzgBMz887W/Zm5DFgGsHTJITlTdXVq7fzJjcX4zvEbN3LY/rsDxdjOnY9+nF1sJUmSRoStnRpGhs8uImIHiuD5xcw8s+p6Gh5ccWHbCYUADtt/94nuts0TCs054umAHzaSJEnDzuCpYWX47CAiAjgJuDYzP151PdB9QqFGF9t5Y7tvDp3lup0GT0mSpNEw8X0QuodOMHiqdgyfnR0JvBK4OiKuKLe9JzPPnulCWsd25uo1HY9tncXWDxlJkqTh11Nr5+pVsPCA4rbBUzU0rfAZEftTrHu5E/BrYFVm/nYQhVUtMy8EovI6WtbtzNVr2LByLVBMIDSvvD138d4ATigkSZI0YiYFz0boXL1q8wGNwNkUPA2dqqMpw2dEHAO8CngKRfCEIpQl8EBEXA6cDpyambcMqtDZqFvwbGjuXmvolCRJGh1tWzubQ2dDS4unwVN11TF8RsQLgfcDi4FzgU8CVwLrgPuAPYBFwFLg9cDfR8RJwAcNodtmi778TR8yjRZOwNApSZI0oqZs7Wxm8NSQ6Nby+SHgo8BpmXlPh2MuBE4FiIhDgBOB1wAf7mONs8qk1k6Y9CETCxdsPrApdIIfMJIkSaNii+BZfh/M1Wsmfx8Eg6eGSrfw+ajM7Hndysy8EnhtOUustsKkFk/Y8q9bLR8ufrBIkiSNjl5aOycFUIOnhkzH8Dmd4NmPn5vNtujP39D4QGnwg0WSJNVYROwBfBY4mGJ+kNdl5kXVVjUcurV2QtEDrl0vOMBGCQ2Nnma7jYjnAHtm5hfKfy8EPg88Bvge8KbMvGtQRY6yjsGz/DBpMHRKkqQh8EngO5n5pxGxI7Bz1QUNg07zfTQvr7dFi6fBU0NoTo/HvReY3/Tv/0Mx2dD/BZ4A/EN/y5odGsETNofLVnPGDpr4UPGDRZIk1VVEPBQ4CjgJIDM3Zub6aquqv3bBM1ev2WJd99bg2fwdURoWva7zeSBwFUx8sDwDeFFmfiMifkERPv9yMCWOpubg2dAugPqBIkm9y3XjAMS8sYorkWalxcBtwOfKiSiXAyd0mbhyVpuqm22DE05qlPTa8jkHeLC8fRRFH/7zyn+vBvZu90PaOo1WTj9QJGlquW584iKpUtsDjwX+PTOXAPcA72o9KCKOj4hLI+LS29bdPtM11kK74NmutXMSg6dGQK/h82rgxRGxA/A64IeZuaHcN0bxVy5NQ7sPDAOnJPWuU+C01VOqzDgwnpmXlP8+nSKMTpKZyzJzaWYunT9vrxktsA4a3Wxbg2c7E2u6Gzw1Inrtdvs3wDeA44DfAk9v2vc84Cd9rmtW8INDkqbPFk6pnjLzlohYExGPzMyfAccA11RdV130soxKs4ng6cRCGiE9hc/MPD8iFgGPBn6emc0tnV8Gft7/0iRJ2qw5dG5afR0AcxY+atIxtnpKlXsr8MVyptuVwGsrrqcWphM8200sBDZaaDT0utTKUzLzu8CPWvdl5ll9r0qSpCaN4NkInQ2bVl+3RQCVVJ3MvAJYWnUdddLrxELQ1NoJBk+NpF673Z4bEWso1vY8JTNXDq4kSZIKnUJnO7Z6SqqbTut3tnL9Ts0WvYbPx1B0m3g98LcRcQFwMnBGZt47qOIkSbNXrhvfHDpvuH7zjkWbl6VqtHoaPCXVTafgmavXEAsXTF5CBexmq1mhp9luM/O6zHwnsAB4DrAOWAbcHBH/ERFHDLBGSdIskuvGefCy7xbB84bryR+cQ65aSa4qO92UQdTgKamOcv2tm4PnmpVtu9pu0eXW4KlZoteWTwAycxNwNnB2ROxHMdnQccDrIuJ64JPAZ8rjJEnq2aQutjdcvzlstlp0kMFTUi11Gt/ZEAsXTLR8Alt0swWDp0bbtMInQET8EUUX3BcD2wEnAf9JsfzKx4DDgVf3sUZJ0oibCJ4XfJNctZL7V05eTmWHxWPEAYsNnpJqq10329YWzkndbW3t1CzU62y3+wKvBF4DPAq4CHg78NXMvKc87L/KsaCnYPiUJPWgubUzf3DOFqFzkjJ4Gjol1UmnZVTazWYLOJutZrVeWz5XU4zzPBX4k8zsNO3g1cBV/ShMkjTaJiYUKrvY3r9ynDt/sXkZ6b2etgRgUounwVNSnbiMijQ9vYbPFwPfyMwHuh2UmT8DnHxIktRVc/Dc+L0LuPMXt7F6/G4Wju066TiDp6Q6mk7ohKbg6TIqmuV6Cp+ZeeagC5EkzQ4PXvbdidbO28+9fGJ7c/B86IHzDZ6SaqmXsZ3NmoOnrZ2a7XqecCgi9gdeCvwusFPr/sx8VR/rkiSNmNbWzhXnr2L1fRsBWPiQHSfC50MPnM+Oxxxl8JRUO5OWUAHywgsA2LBy7cQxcxfvPXHb4ClN1uuEQ4cA/00x7vMRwHXAnsDDgZuBXw2qQEnSZBGxE3AB8BCKz/HTM/O91VbVXa4bn5jJ9vZzL2f1+N1tj2sEzzlHPQdwRltJ9dCum22uXjMpdLYyeEpb6rXl82PAt4BXARuBV2bmZRHxZODzwN8NpjxJUhv3AU/OzLsjYgfgwoj4dmZeXHVhrZqXUGke27n6vo1Fa+dDdgSKLrcGT0l1NKm1s03oXDd+B/PGdgc2t3q2Bk9Dp1ToNXwuAV4BbCr/vRNAZn4/Ij4IfBR4bP/LkyS1yswEGk2HO5SXrK6i9pq72a77zBkTofOqe+6bOGbhQ3bk4KMPKNbxfNLT7WYrqTa6tXauG7+j488ZPKXOeg2fc4DfZuamiLgNWNC0bxXwyL5XJknqKCK2A5YDBwKfzsxLKi5pkkbwzB+cM9HNtjG+89iH7TbR8mnwlFRHkyYV+tH3egqdcxfvbfCUptBr+LwWWAycD1wCnBARP6bogvs24IZBFCdJai8zHwQOjYg9gLMi4uDMXNHYHxHHA8cDLBzbf2ZrK8d3tk4q1Ozxv/OwSRMLbffYp8xojZLUSadutlddfsuk4/abPxeAeWO7Twqec454OuD4TqmdXsPnScDC8vbfAOewOXD+Fviz/pYlSepFZq6PiPOBZwArmrYvA5YBLD30kBnpkttu7c52Fo7tyl5PW2Jrp6Raae1mmxdeMNHaedNtG9r+zKTgeeQxTiwkTaHXdT5Pbrp9dUQ8BjiKYuznjzLzxgHVJ0lqERHzgfvL4DkXeArwkSprau5me//KcVacXyy4vnBsV2ia2Xbh2K7Me+MLXUZFUq20a+1cc8H13HTbBsY3bmRsxx23+BmDpzR9Pa/z2Swz1wPf6HMtkqTe7AucUo77nAN8NTO/VVUxrcHzzl/ctrmrbRk8nc1WUl21Bs97z18+0do5vrH4LGtcN0LoHyx5eBE8H3+US6lI0zBl+IyIMeB1wOFA4x11K/Bj4POZOT648iRJrTLzKopZyCvXvH5nI3gCE0uogN1spdkkIm4A7gIeBB7IzKXVVtRZp262V11+y0TYbNYcPHc++nGu4Sltha7hMyJeBnwW2A64EvgVEMD+FGt7vicijsvM0wZdqCSpPprX72wOnqvH72bh2K5Fd1uYNKmQwVOaNZ6UmeuqLqKbScGznM22uZvtinuK8HnwLkXgHNtxR/abP5d5Y7tvETwNnVLvOobPiPg94HPAGcAJmXlby/69gU8Cn4uIKzPzmoFWKkmqhU7Bs9lDD5xfLKFywGLmHPUcQ6ek2ug0vvMnN7ZfRsXgKfVPt5bPvwCuAF5eLmg+SWaujYiXAxcBbwXePJgSJUl10TyjbSN4QhE2AQ5uCp22dkqzUgLnRkQCnyln3q6NTuM7G8FzxT0bOXiXHbdo8Vxw1EGu4Sn1QbfweRTwqXbBsyEzN0XEycBf9r0ySVKtdAqezXZYPEY8qVjjzuApzUpHZuZNZQ+58yLiusy8oPmAqtYhbg6e7cZ3NrraNgLopODZNLGQoVPaet3C5wLg5z3cx8/KYyVJI6o5eALEAYvZoeUYWzslZeZN5fXaiDgLOAy4oOWYzesQLxn8OsS9TizUaO2EosWz3Yy2Bk9p23QLn7sC9/RwHxuAXfpTjiSpblqDZ65aWQTNUnPoBJdQkWariNgFmJOZd5W3nwZ8oMqapppYqJXjO6XBmmqplf0jYvEUx/gtQ5JG1ETwbPx71cqJ2xMB1NZOSYV9gLMiAorvmF/KzO9UVcxEN1uYCJ4bVq7lpts2tD1+i/GdRx7jMipSn00VPk/v4T6CYnC5JGmENGa1nbDoIKLpNmBrp6QJmbkSOKTqOqDzjLbNGut2AhOtna3dbMHgKfVTt/D5zBmrQpJUKxPLqTS1egKGTkm11y54bli5FqBtq6ez2Uozp2P4zMxzZrIQSVI9NLd4zln4qEkB1NApqc46Bc9148VSKvvNnzsRQCe1dpbBc84RxWzdBk9pMKbqditJmkW26GrL5sDZYPCUVEfdWjybtQuddrOVZobhU5LUE0OnpLqaFDyBXL2m7XHzxnYH2Bw8jzwGwG620gwxfEqSJsS8sS1aPw2dkups0qy2AKtXTdycu3hvNqxcu2XotLVTqoThU5I0iWFT0rCYFDybuts2m7t4b4DNoROcVEiqiOFTkiRJQyfX37r5H2ua1iBeuKDYX4bQxr9t7ZSqN63wGRFzgIcDO7XuK9d2kiRJkgaqETybx3k2d7eFLUMnYPCUKtZT+IyIvYF/A54LbNe6G8g22yVJkqS+mhQ8O2nqXguGTqkuem35/CxwBPB3wDXAxoFVJEmSJLXRNnguWFy0fjYCZ2Mbhk6pbnoNn08E3pyZXxpkMZIkSdK0lWGzoRE6weAp1Umv4XMdcOcgC5EkSZI6mTTBUAeGTqneeg2f7wfeERHfz8x7B1mQJEmS1Kw1eDZCZqP7raFTGg69hs+nAgcAv4qIi4D1LfszM1/d18okSZKkLgyd0nDpNXweCNxU3p5fXppl3yqSJEmSpsHgKQ2HnsJnZh4x6EIkSZKkXhk4peHTa8unJEmSVAmDpjQaOobPiHgd8PXMvL283VVmntzXyiRJkiRJI6Nby+dngRXA7eXtbhIwfEqSJM1yEbEdcClwY2YeW3U9kuqjW/icm5n3NW7PRDGSJEkaeicA1wIPrboQSfUyp9OOpuBJZt431WVmypUkSVJdRcQY8Gym7jUnaRbqGD4j4g+ne2cRsUtEPHrbSpIkSdKQ+gTw18CmqguRVD8dwydwdkR8LyJeFhG7druTiHhcRHwUWA08qa8VSpIkqfYi4lhgbWYun+K44yPi0oi49LZ1t89QdZLqoNuYzwOAvwL+GTg5In5KMQHROuA+YI/ymMcBewLfBZ6bmT8aaMWSJEmqoyOB50bEs4CdgIdGxKmZ+YrmgzJzGbAMYOmSQ3Lmy5RUlW5jPu/OzPcDY8CfAj8EFgHHAi8HjgDuAD4IHJCZzzR4SpIkzU6Z+e7MHMvMRcBLgO+3Bk9Js1u3lk8AMvNB4FvlRZIkSZKkaZsyfEqSJEnTkZnnA+dXXIakmuk24ZAkSZIkSX1h+JQkSZIkDZzhU5IkSZI0cIZPSZIkSdLAGT4lSZIkSQPX02y3EXF2l92bgDuBK4AvZOYt/ShMkiRJkjQ6em35fBD4feBpwL4UoXXf8t+HAPsD7wGujYglA6hTkiRJkjTEeg2fXwJ+DRyYmUsy82mZuQQ4qNx+MrAY+CXwkYFUKkmSJEkaWr2Gzw8A78vMG5o3ZuYq4P3AezPz18BHgcP7WqEkSZIkaej1Gj73B7brsG874OHl7Vu6HCdJkiRJmqV6DZ8/Aj4UEb/XvDEiDgY+BFxYbjoQWN2/8iRJkiRJo6DX8Hk88ABwVUT8MiIujohfAlcC95f7AXYCPt7/MiVJkiRJw6ynpVYyc1XZ6vknwFKKbrY/AP4HOCszszzu04MqVJIkSZI0vHoKnwBlwDyjvEiSJEmS1LOewydARMyhaPXcqXVfZq7sV1GSJEmSpNHSU/iMiL2BfwOey5az2QaQbbZLkiRJkgT03vL5WeAI4O+Aa4CNA6tIkiRJkjRyeg2fTwTenJlfGmQxkiRJkqTR1OtSK+uAOwdZiCRJkoZXROwUET+JiCsj4qcR8f6qa5JUL72Gz/cD74iInQdZjCRJkobWfcCTM/MQ4FDgGRFxeMU1SaqRXrvdPhU4APhVRFwErG/Zn5n56r5WJkmSpKFRLst3d/nPHcpLVleRpLrpNXweCNxU3p5fXpr5wSJJMyQiFgBfoFj6ahOwLDM/WW1VkgQRsR2wnOK746cz85KKS5JUIz2Fz8w8YtCFSJJ69gDwV5l5WUTsBiyPiPMy85qqC5M0u2Xmg8ChEbEHcFZEHJyZK5qPiYjjgeMBFo7tX0GVkqrS65hPSVJNZObNmXlZefsu4FrAb3CSaiMz1wPnA89os29ZZi7NzKXz5+0147VJqk7Hls+IeB3w9cy8vbzdVWae3NfKJElTiohFwBLgkpbttixImlERMR+4PzPXR8Rc4CnARyouS1KNdOt2+1lgBXB7ebubBEYufEbEycCxwNrMPLjqeiSpWUTsCpwBnJiZk5bDysxlwDKApYce4rh8STNhX+CUctznHOCrmfmtimuSVCPdwufczLyvcXsmiqmhzwP/SjGxhyTVRkTsQBE8v5iZZ1ZdjyRl5lUUPTEkqa2O4bMpeE66PZtk5gVllzZJqo2ICOAk4NrM/HjV9UiSJPWi25jPw6ZzR5n5k20vR5LUgyOBVwJXR8QV5bb3ZObZFdYkSZLUVbdutxezef3OYOq1PLfrS0VDxkk9JM20zLyQ4nNZkiRpaHQLn3/YdHtviokrfgCcCawtt70QOJoyfM1Gkyb1WOKkHpIkSZLUTrcxn8sbtyOiManFu1oO+8+I+AjwRuDbgylRkiRJkjTs5vR43NOB73XY912KdZxGTkScBlwEPDIixiPiuKprkiRJkqRh1K3bbbPfAM8Czmuz71hgfd8qqpHMfGnVNUiSJEnSKOg1fH4M+JeIWAB8g81jPp8HvAB4+2DKkyRJkiSNgp7CZ2Z+MiJuAd4DfI7Ns9/+FHhZZn55cCVKkiRJkoZdry2fZOZXgK9ExEOAhwO3ZOZ9A6tMkiRJkjQyeg6fDWXg/NUAapEkSZIkjaiew2dE/D7F+M4xYKeW3ZmZr+5nYZIkSZKk0dFT+CyXGFkG3AmsBDa2HJJ9rkuSJEmSNEJ6bfl8N/BF4A2O85QkSZIkTdecHo97OHCKwVOSJEmStDV6DZ/nAo8bZCGSJEmSpNHVa7fbjwEnRUQA5wHrWw/IzJX9LEySJEmSNDp6DZ8Xltf/CHyoZV9QTDi0Xb+KkiRJkiSNll7D5zMHWoUkSZIkaaT1FD4z85xBFyJJkiRJGl29tnwCEBFPApYCC4B/yszxiDgcWJWZtw6iQEmSJEnS8OspfEbEPOBM4EjgZmBf4PPAOPDnwJ3AXwymREmSJEnSsOt1qZVPAfsAvw8sophkqOFc4Kn9LUuSJEmSNEp67Xb7LOC4zLwmIlpntV0DjPW3LEmSJEnSKInMnPqgiDuBl2Xmt8rweT+wNDMvi4gXAJ/NzL0GXGvtRcRtwK+qrqPFPGBd1UVIParj6/URmTm/6iK2RQ0/m+r4PI8KH9vBqtPjO/SfTVDLzyeoz/NclzqgPrVYx5bqVEtDx8+nXsPnt4FNwLEUXXXvBx6XmZdHxNeBBzLzhX0sWH0SEZdm5tKq65B64et1dvB5Hhwf28Hy8Z0d6vI816UOqE8t1rGlOtXSi1673b4buAC4gmLioQReFREfAf4IOHww5UmSJEmSRkFPEw5l5hUUIfPnwAkUEw69FrgLOCIzrx1YhZIkSZKkoTdly2dEBPAw4IbMfFG5bU5mbhp0ceqLZVUXIE2Dr9fZwed5cHxsB8vHd3aoy/NclzqgPrVYx5bqVMuUphzzGRE7APcCz8vMs2ekKkmSJEnSSJmy221m3k+xnMqOgy9HkiRJkjSKehrzCfwz8K6I2GOQxag/ImJBRPwgIq6NiJ9GxAlV1yR1ExE7RcRPIuLK8jX7/qprUn/5HM+MiNguIi6PiG9VXcuoiYgbIuLqiLgiIi6tuh71X52e44jYIyJOj4jryu9zR1RQwyPLx6JxuTMiTpzpOspa3lb+37EiIk6LiJ2qqKOs5YSyjp/O5OMRESdHxNqIWNG07WERcV5EXF9e7zlT9WytXpda+X/AMcCuwMXArRQz3jZkZr56IBVq2iJiX2Dfch3W3YDlwPMz85qKS5PaKseW75KZd5dd/S8ETsjMiysuTX3iczwzIuLtwFLgoZl5bNX1jJKIuIFijfO6raenPqnTcxwRpwD/nZmfjYgdgZ0zc32F9WwH3Aj8UWbO6LqsEbE/xf8Zj8nMDRHxVeDszPz8TNZR1nIw8GXgMGAj8B3gzZl5/Qyc+yjgbuALmXlwue2fgF9n5ocj4l3Anpn5zkHXsi16bfk8kGIB4J8Cu5X/PqjloprIzJsz87Ly9l3AtcD+1VYldZaFu8t/7lBepv7LmIaGz/HgRcQY8Gzgs1XXImnrRcRDgaOAkwAyc2OVwbN0DPDLmQ6eTbYH5kbE9sDOwE0V1fFo4OLMvDczHwB+CLxgJk6cmRcAv27Z/DzglPL2KcDzZ6KWbdHTOp+ZOeNN/eqPiFgELAEuqbYSqbvyr6rLKf649enM9DU7YnyOB+4TwF9T/JFY/ZfAuRGRwGcyc6hmmFRP6vIcLwZuAz4XEYdQfG6ekJn3VFQPwEuA06o4cWbeGBEfA1YDG4BzM/PcKmoBVgD/EBF7lbU8C6iyi/Y+mXkzFI1PEbF3hbX0pGPLZ0SsLF/wGlIRsStwBnBiZt5ZdT1SN5n5YGYeCowBh5VdWzRCfI4HJyKOBdZm5vKqaxlhR2bmY4FnAm8pu8BptNTlOd4eeCzw75m5BLgHeFdFtVB2+30u8LWKzr8nRQvfAcB+wC4R8YoqasnMa4GPAOdRdLm9EnigilqGVbdut4uAh8xQHeqzckzVGcAXM/PMquuRelV2LTofeEbFpWhAfI4H4kjgueWYtS8DT46IU6stabRk5k3l9VrgLIoxXxohNXqOx4Hxpt4hp1OE0ao8E7gsM2+t6PxPAVZl5m3lKhxnAn9cUS1k5kmZ+djMPIqiG+zAx3t2cWs510tjzpe1FdbSk17HfGqIlBN7nARcm5kfr7oeaSoRMb8xm3ZEzKX4j+a6aqtSP/kcD1ZmvjszxzJzEUX3uO9nZiUtA6MoInYpJ/AjInYBnkbR/U4jok7PcWbeAqyJiEeWm44Bqpw08qVU1OW2tBo4PCJ2Lr/jHkMxn0klGl1bI2Ih8CdU+9h8A2hM+vpq4OsV1tKTqcZ8OhnEcDoSeCVwdURcUW57T2aeXWFNUjf7AqeUYwLnAF/NTJeKGC0+xxpm+wBnFd972R74UmZ+p9qS1Gd1e47fCnyx7PK6EnhtFUVExM7AU4E3VnF+gMy8JCJOBy6j6OJ6OVDlmOszyjGf9wNvyczfzMRJI+I04GhgXkSMA+8FPgx8NSKOowjpL5qJWrZFx6VWImIT0wifmbldv4qSJEmSJI2WqVo+Pw7cMAN1SJIkSZJG2FQtn4dn5k9mtiRJkiRJ0qhxwiFJkiRJ0sAZPiVJkiRJA9ctfL4W+OVMFSJJkiRJGl0dx3xKkiRJktQvdruVJEmSJA2c4VOSJEmSNHCGT0mSJEnSwG1T+IyIPfpViCRJkiRpdPUUPiPizRHx103/PjQixoHbI2J5RIwNrEJJkiRJ0tDrteXzrcCdTf/+FHAT8PLyPj7c57okSZIkSSNk+x6PWwj8DCAi/n97dx4uS1nee/97MyOOTIJsCOCA5uzAVrcmxhkc0NdoHCPHGMQo6tHEMRHlvKJR8xpnj2O2gmiCRBCIRkUhKqI5igEEJIKoiAoioIiARBC53z+qGnv37qG6u6qrh+/nuta1V1dXd91r77Vr1W/dTz3PTsADgQMy87SIuAl4T0P1SZIkSZKWQNXO543AVuXnDwduAL5SPr4a8N5PSZIkSdJAVTuf3wBeWN7n+dfA5zLzt+Vze1MMwZUkSZIkqa/IzNE7Rfw+8CmKoPlj4JGZeVH53OeBn2bmwU0WKkmSJElaXJXC5607R+wAXJ1dL4qIP6AIn1c1UJ8kSZIkaQmMFT4lSZIkSZpEpXs+I+K4Uftk5tOmL0eSJEmStIyqTji0U59t2wP7AD+nXIZFkiRJkqR+KoXPzHx4v+0RsTtwEvCOOouSJEmSJC2Xqe/5jIgnA2/IzHvVU5IkSZIkadlsVsN7/BZYU8P7SJIkSZKWVNUJh36/z+atgHsBrwf+s86iJEmSJEnLpdKw24i4Bei3Y1AEz4My8+Kaa5MkSZIkLYmqs932m3Do18ClmXlZjfVIkiRJkpbQ1BMOSZIkSZI0StXOJxGxBfBk4EEUa3xeDXwFODEzb26mPEmSJEnSMqh6z+fOwCnAvsAlwBXAnYE9gXOBR2XmVY1VKUmSJElaaFWXWnk7sAPwh5m5d2Y+IDP3Bv6w3P72pgqUJEmSJC2+qp3Pq4EXZebH+jz3DODdmbl9A/VJkiRJkpZA1c7n1sB1A567jmLNT0mSJEmS+qra+fwCRQB9dGb+qmv7dhT3gv53Zj6isSolSZIkSQutavhcB3wJSIqweQWwM/BoIICHZea5Dda5EHbcYfvcc/c1bZchqUZnnfutn2XmTm3XMY3i3LR722VIqtFZ55638Ocm8NpJWkbDrp0qLbWSmedExN2BVwD3o5j19nLgA8DbM/NndRW70nXFmgAAIABJREFUyPbcfQ1nfuGzbZchqUax4+4/bLuGae25++6c+cWT2y5DUo1ih90W/twEXjtJy2jYtVPldT7LgHlYLRVJkiRJklZK1QmHJEmSJEmaWKXOZ0RcRXG/50CZuXMtFUmSJEmSlk7VYbfvZdPwuT2wP3B74Mg6i5IkSZIkLZeqEw69tt/2iAjgOODmGmuSJEmSJC2Zqe75zGKdlg8BL6qnHEmSJEnSMqpjwqG9ga1qeB9JkiRJ0pKqOuHQ/+qzeSvgXsAzgOPrLEqSJEmStFyqTjj0nj7bbgQuBd4HvK62iiRJkiRJS6fqhEOuBypJkiRJmpihUpIkSZLUuKrDbomIbYCHAGuAbXqezsx8f52FSZIkSZKWR9UJhx4EnAjsOGCXBAyfkmp1y09/MHKfzXbZawaVSJIkaVpVO5//B/g+8Ejg25n5m+ZKkrSKqgTNQa8zgEqSJM2/quFzH+BJmXluk8VIWi2TBs5+72MAlTSt/NmlY+0fO65pqBJJWk5Vw+d5wC5NFiJpddQVOnvf0wAqaRzjhs1hrzeIStJoVcPnC4CjI+KSzPxykwVJWk5NBE5JGse0YbPKextCJWmwquHzVOA2wBcj4jfAtb07ZObOdRYmaTmMEzrz4vM32RZ7r62zHEkrpsnAOeh4BlBJ6q9q+HwvxYy2klRJldDZL2wO2scQKqmqWQdOSVI1lcJnZr624TokLYG6AuckvN9TWm3zFDjtfkpSf1U7n5I00KjQWUfgzIvPt/spaROThM5bfnTh2K/ZbI97jv0aSdLGBobPiDgOeFVmfr/8fKjMfFqtlUmae7MInVXY9ZRWy7iBc5KwOeg9qoZQu5+StKlhnc+dgC3Lz3fGez4llYaFzrEC5/fKC8K7jb6Ys+spaZzQWUfgHPS+dkElaTIDw2dmPrzr84fNpJoWRMRRwOOAKzNzbbnttcBzgavK3V6dmZ9tp0JpPkzd5fzekAvB711YKYD2Y9dTWn5VQ2dTgVOSVI9K93xGxGuAD2XmT/o8tyvw3Mz8u7qLm5GjgfcAH+3Z/o7MfOvsy5Hmy1Shc1jgHMOgrqfBU1pujYbOS75b/Lnn3cd+qd1PSZpM1QmHjgA+B2wSPoG7lM8vZPjMzNMjYs+265DmzVRDa2sKnWDwlFZN7YGzEzLHeX6CQNrL+z0laVNVw2cw+J7PNcAv6ilnrrwoIv4COBN4eWb2/Roj4lDgUIA91uw2w/Kk+s1Dl1PSaqo1dI4KnFVeX0MAlSRtbNhstwcDB5cPE3h/RFzbs9s2wB8ApzRTXmveD7ye4ut+PfA24Nn9dszMDcAGgPXr9nVSJi2kibucdQXOAfd72vWUll9toXPawClJc6LfddmyXPsM63zeAPy8/DyAXwJX9+xzE3Ay8L76S2tPZl7R+TwiPgh8usVypMa0HjrB4CmtqLkPnVN0Px1yK2kco0aede+z6NdBw2a7PR44HiAiPgy8PjMvnlVhbYqIXTPz8vLhE4HZLFYozcBcBM6OPsHT0FmIiN0pJkLbBbgF2JCZ74qI7YGPA3sClwBPG3RbgDSPqoTOee9yOtmQpGlVCZyDXrfI10SV7vnMzEOaLqQtEXEs8DBgx4i4lGLypIdFxDqKYbeXAM9rrUCpJhOFzqbu47TbWcXNFPebnx0RtwPOiohTgWcBX8jMN0XEYcBhwCtbrFOqZJahM38w/Hflsdfeld5nEnY9JQ0yaeDs9z6Lem1UdcIhImI98CSKCYa26X0+M59WY10zk5kH9dl85MwLkRoy6EQ388DZYfCspBx9cXn5+XURcQGwG/AEil+YAXwEOA3Dp+bULIfWjgqcvfuODKBOOCSpJnWFzmVQdZ3PFwDvBX4GfJfiXk9Jc2ys0DkicOZ3vzfwubj73aoVNGbohNUNnr3K5aDuDZwB3LlzW0BmXh4RO7dYmtRXLaGz5sBZl2FDbu16Supm6NxU1c7nK4CjgOdn5s0N1iNpSnWEzmFhcyIGz4lFxG2BE4CXZOa1EVH1dS4DpZlbmtA5oOtp8JRUhaFzsKrhc2fgWIOnNL8qh85ZBU4wdE4pIrakCJ7HZOaJ5eYrOpOiRcSuwJX9XrvxMlD7uQyUGjWL+znb6HJ2c5IhSaMYOkerGj5PBv4Q+EKDtUiawDShc9rAOXTIrcFzKlG0OI8ELsjMt3c99SmKNZjfVP75yRbKk4DFDZ1D7/ec4F5Pu57Sahs3dPZeow27Nupnka+XqobP9wIbyt/Cnwpc07tDZn67zsIkDdfvRFd1aG0dXc6BwdPQWZcHAs8EvhUR55TbXk0ROo+LiL8EfgQ8taX6tKJmNYlQU53OSYKnw20lDVI1eA5bzi4vPn/sALqoqobPL5V/HgG8pue5oFiSZPO6ipI02KShc1Tg/NUFl7HdvardG9g3eE4QOsHgOUhmfpXi/NrPAbOsRYLFD51g8KxLRGwDnA5sTXEt+YnMPCIivgLcrtxtZ+AbmfmnLZUpNapK6By6fvqAfZc9hFYNnw9vtApJQ00zidCg0PmrCy4buG1YCK0aPA2d0nJYhtAJBs+a3Qjsn5nXl6PivhoRJ2fmgzs7RMQJeFuAllDdoXNci379VCl8ZuaXmy5E0qbqDp39AmevsYKn3U5pKS1L4OwYGDwnCJ2w8sGTzEzg+vLhluXHrRObRcTtgP2BQ2ZfndScUcFz2tC57F1PqN75BCAi/hB4ELA9cDXw1cw8o4nCpFVW5yRCVQLnKHY7pdWwMqETDJ5TiojNgbOAuwHv7bkefCLwhcy8dsBrXQpKC6Xp0FnVMlxHVQqfEbEdcDxwIHAz8HNgB2DziPgc8NTMvKGxKqUV0EaXs1e/rmeVbqehU1psyxY6weDZtMz8LbAuIu4InBQRazOz8wPrIOBDQ17btRTUvi4Fpbk2LHjOKnTC8lxLVe18vhl4APBnwAmZeUtEbAY8GfhH4B+Av2qmRGm5zUPohGaC57KcKKVlZej8He/vnExmXhMRp1E0KM6PiB2A+1N0P6WFNetu5yoMuYXq4fPJwCsz8/jOhsy8BTg+Iu4E/B2GT2ksda/POc3w2t7gabdTWl6zCpwwR6ET7HbWKCJ2An5TBs9tgUdQNCKgWP7p05n569YKlKY0L93OjmW6pqoaPu8A/HjAcz8Gbl9POdLyq3OplDru5xw3eBo6pcW0rKETmul2gsFziF2Bj5T3fW4GHJeZny6fezrFesTSwmkrdK7SKLKq4fNc4AUR8blyhjMAIiKAF5TPSxqirtBZR+CE+rudy3ZylJbFMg6t7TB0tiMzzwPuPeC5h822GqkeUwXPPqPUbjVgZYCOVbu2qho+Xw2cDFwYEScBV1AsHvxEYE/gMY1UJy2BSqFzRl3Ojjq7nct4YpQWXdXACYbOTd7b4CmtlMZC55SW9fqq6jqfX4yIewOvoRjLvytwOXAG8KTM/HZzJUqLqY7QWWfgBLud0rJb5qG1MPl9nWDwlLSpxoPnhF3PZb6+qrzOZxkwn95gLdJSGDd0jhM4f3zJLzd6vPued6hUk6FTWm7LPLQWDJ2S6jXVTLY1dTtXMXjCkPBZ3s/5OODizPyvAfusBfaimNXMdZq00kaGziFdzkGBszdsjmuS5VMMndLiMHQaOiWNZ+Ju57ihc0jXc1WWVelnWOfzKcAHgWF/O9cA/wS8GPhIjXVJC2OaTmdv6Jw2bHZzFltpOS174ITmQycYPKVVM9Nu54TBcxWutYaFzxcBH8jMgT/lMvPSiHgfcAiGT62YukJnnYETHGIrLStDJ4ZOSROZ6aRCBs+hhoXPewNvrPAepwEvrKUaaQHMS+jsvd/T0Cktn1nNWttm4ITpQic4xFZSfzO/t9PgOdKw8LkFcGOF97gR2LKecqT51WTovPjaX2+ybe/bbzOwlu7gWXfohNU6CUrzaBW6nDCb0AkGT2nVTBU6weDZoGHh8wfAfYAvj3iP+wKX1FWQNG+aCp39Aucow7qdhk5psS372pzdDJ2SmtLKup0Gz8qGhc8TgJdHxLGZ+dN+O0TELsDLgCObKG4WIuIoill9r8zMteW21wNPAG4BrgSelZk/aa9KtaGJ0Fk1cPbrelbudho6l8aA89M64APANsDNwP/KzG+0V6WmNa9Da39z8ei6ttx7/HA3NHgaOiVNqJXlUwydYxsWPt9CMePtWRHxRuDzwI+ABPYAHg28Gvgl8NaG62zS0cB7gI92bXtLZv6/ABHx18BrgOfPvjS1oc3QOcig4GnoXHpHs+n56c3A6zLz5Ih4bPn4YbMvTdOY1y5nlcDZMW7wdDIhSU1oZYgtGDwnNDB8ZuZ1EfFQit+wv3vAbicBL8jM65oobhYy8/SI2LNn27VdD7ejCNxacvMSOru7npVCJ7hsypLqd36iOB/dvvz8DoCjMhbIPIbOcQJnxzjBcxahEwye0qppLXSCwXMKwzqfZOZVwJMjYg/gIUDn6vcy4PTM/FHD9bWm7Pb+BUVn9+FD9jsUOBRgjzW7DdpNc2ye7ukcO3gaOlfRS4DPR8Rbgc2AP+63k+em+TGPgRMmC53jcoitpCa0cl8nDA2dYPCsYmj47ChD5j83XMtcyczDgcMj4lUUa54eMWC/DcAGgPXr9rVDukDqCp3QQrfT0LnKXgC8NDNPiIinUdxz/4jenTY+N+3nuWnGag2c0GqXs1vVjqehU1IT5rXbCQbPqiqFzxX3MeAzDAifWjzThE5obogt/C54Gjo1xMHAi8vPjwc+1GIt6rHMXc6mg6ehU9IgrYZOmHiYLXgt1svw2UdE3D0zOz/1Hw9M+R2redBU6ITZdzs90a20nwAPBU4D9geGJxQ1bpaBE2bX5exWJXgaOiXVbZ5DJ3g9NomVD58RcSzFTJE7RsSlFB3Ox0bEPhRLrfwQZ7pdaE0Nr4XxQ+egTifU0+30JLdcBpyfngu8KyK2AH5NeV+nZmteh9VC/fdyGjwlzVory6b0Mng2YuXDZ2Ye1Gfzwq5bqt9pMnTCdMHT0KkqBpyfAO4700J0q6qhc9EDJxg6JbVj4smE6gqdYPBsUKXwGRGvAT6UmZtM6R8RuwLPzcy/q7s4aRIjQ2fPyanJ0GmnU1p88zqsFpqbsXaq4FnDhEKGTmn1zEXohKnu7wSvzUap2vk8Avgc/deTu0v5vOFTraordPYLnFA9dPYGTphsvU5Dp9SeVQycYLdT1UTENsDpwNYU15KfyMwjIuIYYD3wG+AbwPMy8zftVapFsAihEwyedakaPoNiYfN+1gC/qKccaXzzEDr7BU4wdEqLprZhtQsUOKHZ0Al2O5fQjcD+mXl9RGwJfDUiTgaOAf683OdjwHOA97dUo+bc3IROqCV4qpqB4TMiDqaY0h+K4Pn+iLi2Z7dtgD8ATmmmPGmwuu7pnHRobZXACdVDJww+uRk6pebMKnDOU9jscPkUTSIzE7i+fLhl+ZGZ+dnOPhHxDYoGhbSJQcFzYOhsInB21BQ8vVarZljn8wbg5+XnAfwSuLpnn5uAk4H31V+a1F9ToXOaeznB0CktklUOnB12OzWNiNgcOAu4G/DezDyj67ktgWfyuzWJe197KOVM3Xus2a3fLlpScxU6weDZgoHhMzOPp1jAnIj4MPD6zKz+U1SqWduh006ntPiqhM5ZBc5Zh02o3ukEu50aLjN/C6yLiDsCJ0XE2szs/FB+H3B6Zn5lwGs3ABsA1q/bd9BtXVoiTYXO7mu9Ta65RjF4tqLSPZ+ZeUjvtoi4E/B7wAWZeWPdhUkdTYTOadfnhMH3c4KhU5ontXQ5awicbYTNjlmETrDbuYoy85qIOA04EDg/Io4AdgKe12phmgtj39c5InR2X+P1e65yAJ1yRtsOr9vGV3WpldcBW2fmYeXj/YFPArcBfhoRj8rM/2quTK2ayr8hm+fQ6ZIpUqum7nIOCZzz3N3sVlvoBLudulVE7AT8pgye2wKPAP4hIp4DPBo4IDNvabVItW6sbueQ0DkscE7E4NmqqrPdPgN4Q9fjtwFfBV4HvBH4/4DH11uaVtU8dDqh+hqdMDx0gp1OaVbaDpxth00YL3DCdKET7HauqF2Bj5T3fW4GHJeZn46Im4EfAl+LCIATXQd+9dQROmsPnB0Gz9ZVDZ93AS4GiIjdgf0o1m76RkS8HfhwQ/VpRTTV6YTpu52TLJcCdjqlWZoqdE4ROOchbHbMY+gEg+cyyszzgHv32V71ulJLaK5DJ9QWPDWdqieJ64DOFfj+wC8y8xvl419TDL+VxjZPoRM2Dp4Or5XmW1NdzmGBc57CZoehU1LbJrme22i/GkLn0Ps9awyeXstNp2r4/DJwWETcAryC4n7PjnsAP667MC23cYfWwuxCJ1Tsdho6pVaMCp3zEDiv/d5VGz2+/d12Gvs9hqk9cHYYPCWNYZpuZ51dToPn4qgaPl8K/BPwL8A5wOFdz/0FcHrNdWlJNRk6YUZDbJ25VmrFxKFzzMBZNWz2BsxR+9YRQA2dkuZFpWs6aDR0jmTwnDtVl1q5jGK4bT+Pphh6Kw00zSRCsFidTk9OUr3qDJ2TBs5xguaw95g0gNY6a23HiMAJ1UMnGDylVTHpENtRobP7Wg82veVpkIFdT4PnXBrrxvBybc+1wO7AyZn5C+Am4OYGatMSqGvmWrDTKa2aYaGz6cBZR9isQ1uhE+x2StpYE6Gz91qv97lRAXTc4DnJxEJe39Wr6jqfm1Msp/JCYFsggfsBvwBOAM4EjmioRi0gQ6ekSTUZOgcFzlmEzXG6nlVDZ+XACbWHTjB4SquiziG2wwLnOPoGz5pntPUar35VO59/DzwXeBHwJcplV0qfBJ6P4VM0s0Znh8NrtWoi4ijgccCVmbm2a/tfUZyPbwY+k5l/21KJtRo7dC5A4OyoGjxrD50VAycYOiVtqs5uZ12hE5oPnl7jNadq+PwL4LDM/HDZBe32fWCMX71qGY0MnRN2OesInDDZWp2GTs2Bo4H3AB/tbIiIhwNPAPbNzBsjYueWaqvVoOA5aejsFzirhM0fXXr9yH0A9lhz20r7QbXgWSV0NtHlBEOnpP6mnSSyY9LQOWjIrcFzsVUNn3ekCJn9bAX0BlKtiHFOTE0ulQL1hU4weGo+ZObpEbFnz+YXAG/KzBvLfa6cdV11miZ0VulyDgucVYPmoNdWCaCjgmetobOhwHlrHQZPaSVMuwZ7xzSdToPn8qoaPs+n+E37v/d57jHA2bVVpIUw6fBaQ6c0tXsAD46IN1LMNP6KzPzPlmsa21hDbEeEzqpdzmnC5iSGBc9RobOJwAmGTknD1dHtrHN4bbdxgqf3d86vquHzDcAJEbEtcDzFhEPrIuKJwPOAxzdUn+ZQ74lpmtA5aeCE4fdzgqFTS2sL4E7AH1FM/HZcROydmdm9U0QcChwKsMeaatPVz0rlbueYoXOWgXNY19PQKWnR1NHtrCt09ut6Nhk8vdabrarrfH4yIv4n8Gbg2eXmDwGXAc/MzM83VJ/myCT3dRo6pdpdCpxYhs1vRMQtwI7ARskrMzcAGwDWr9svN3mXlvQLnqOG2I4bOkcFzh/deFPf7XtsvdXQ11UxKHjWEjpnEDjB0Cmtmmm7nXV2OnuDp8Nsl0/ldT4z8ziK37Dfg+JC52rgO72/bV80/WaTjIinAq8F7gXcPzPPbK/C9k07mVBdoRM2Dp6GTq2ofwX2B04rz8dbAT9rt6TR6uh2Tho6B4XNfvtVCaCDup7jBs8mAicYOiVVM0/dTjB4rorK4bMjMy8CLmqglrYcTc9skhT3uD4J+Mc2CpoXTYbOc391Y99j7rfd1n2317FkChg6tVgi4ljgYcCOEXEpxZJWRwFHRcT5wE3AwfP+S8BJgmfV0NkvcFYNm5PoFzznIXROGjjB0Cmtoqa6nf2WyoNNGwbdHGa7WiqFz4h4zZCnbwGuBc7NzC/XUtUM9ZtNMjMvAIiINkpqXR3LpnROPv06nYOC5yCDup2GTi27zDxowFN/PtNCplBpmG3FbmeboROqB8+JQ+cMAycYOqVV1FS3c1DoHMXguXqqdj7/CtgG2K58fD3Q+Sn8q/J9to6Ic4DHZOYVtVapmagzdEL1bmdHb9ezydAJnoCkJtXZ7Rw1vNbQOR5Dp7Samuh2Vgmdg7qelYKnw2yXTtXw+VjgGOBw4FPlwuZbUyy/8gbgECCAY4G3sUC/lZ/WPM8oWVXdy6aMGzphcPC00yktnqaCZ9Ohs9/9nlWC5yxCp4FT0qTa7HZWDZ5N3t/ptd98qRo+30OxqPnxnQ3lAufHRcTtgHdn5n0i4g0UYXRlbDyj5L5zfd9Vr3E6nTD6vk5opttp6JQWR6XgWWGY7bBu57DQeV7POWffAfeR96oSPKt2O4eGzhkGTjB0SquurW4nNBM87XYuvqrhc1/gpwOeu5xiVliAC4HbTVuUmlVH6ITRs9gOC57jDrGddPZa8MQjzcq493fW1e3sDZy9zw0LoMsYOg2cktq+t7Nf8HSYraB6+LwIeHFE/Htm3vqTvxx6+1LgO+WmXYCFut9zwGySVwPvBnYCPhMR52Tmo9ursh6zCp0w3my20wyxtdMpzYemg+egbuew4DnKJMGzqdBpl1OLJCJ2p1glYBeKiSc3ZOa7IuLjwD7lbncErsnMdS2VubLa7HZCteDpMiqrq2r4fDHwGeDSiDiVYjHznYBHUkxC9Nhyv3sDJ9ZdZJOGzCZ50kwLaVAToROGr9k5aMmUjkFLp0wbOsETjjRr8xw8B3U9e4NnG6GzjsAJhk614mbg5Zl5dnn71VkRcWpm/llnh4h4GzDZFKiayDx2O2G2w2zB68B5Vyl8ZuZpEXF3ii7neuA+FMNwjwbemZk/Kfc7rKE6NYE2Qucohk5puQy6x3MjLQTPqqETxg+eA0OnXU6tiMy8nOK2KzLzuoi4ANgN+DZAFGvVPQ3Yv7UiV8widDuh2WG24LXgIqja+aQMmH/TYC2qUe9JqOpvvYaFTpg8eBo6peVTeVbbEUat39nPvttt3TeAjnN/5yxDp11OLatyrfR7A2d0bX4wcEVmfrffa1SfSqETGl2302G2Gkfl8KnF0ETorDtwwpDQCd7XKS2wSYbbDjJqKZVJZ7KtbYjtjEKngVPzKiJuC5wAvCQzr+166iCK5fcGvW7hl6lr2yRDbGF0txNmMKkQOMx2hVUKnxGxJcV9n08C1gDb9O6TmTvXW5rGMc4QW0OnpGnNYmbbaY0aYmvolCZXXhueAByTmSd2bd+C4nrxvoNeu8jL1M2DaYfYwnJ0O8FrwkVUtfP5DuB5wKeBLwH1ruytqQztds4odPYGTqg/dIInGWkeVLrPs0WN3dc5InQaOLUqyns6jwQuyMy39zz9CODCzJzvE8UCmtduJ7QTPLWYqobPpwKHZebbmixG4xs3eNYZOkcFTjB0Sqti2q5nP3tsvdXIobe9+2+yzdApNeGBwDOBb0XEOeW2V2fmZ4GnM2TIrcZXR+iE+ZvJFqYLnV4bLqaq4TOA85osROOZpttp6JQ0qVl3PYcF0H5h89bnZjCZ0LSh08CpRZWZX6W4Nuz33LNmW81ya2pCIWj33k4weK6qquHzgxQ3j5/aYC2qqK5u57Shc1jghOlCJ3hikeZN5dltL5lsgss91ty2732fw0Jm7+t7GTolLSK7nYN5fbjYqobPK4BnRMSXKALoNT3PZ2a+v9bK1FeV4Fnl3s5xguc4obPK+k2GTml1dA+5bcokoRPGH2Jr6JTUtCZDJ1QLnlVDJxg8Nb6q4fOd5Z97AA/t83wChs+GTRo8Jx1ma+iUNMq4a3p2u/3ddtrkvs/uINm3C9onaHa/Xy9Dp6RFMM+hE9rvdoLXicuiUvjMzM2aLkTDzTJ4Gjol9WrqXs9+AbRjWNDsfY9ebYdOA6ekqia5rxNWp9up5VK186kW1RU8R6kzdFY50Rg6peEi4ijgccCVmbm257lXAG8BdsrMn7VRXxWx194bDb3dcu81G814C8MDaD/9wmb3+/erYROGTkkts9tZndeMy6Ny+IyIO1Ks9fkgYHvgauArwIbM7L0HVDWZ5h7Pfva+/Ta3dj/7zVoLY4TOCbqc4AlEGsPRwHuAj3ZvjIjdgUcCP2qhpqkNCqDTvF8/s142xeApqYpFC51QbaTbRvvb7dQAlcJnRNwVOA3YGfgPigueOwN/B7woIh6emd9vqshVVXVW245RwbPD0Ckthsw8PSL27PPUO4C/BT4504Jq1C+Ajvv6fiaZvRYMnZJmo9IQ2wZDJyzeEFuvH5dL1c7nOyhmuP2jzLz1Oz4idgNOBt4OPKH+8lbXJOt4TsrQKS2OiHg8cFlmnhvRd5m9zn6HAocC7LFm0wuKWeodetvRGyAHhdFBQbP3GH0ZOiXNgabW6xz3Fqumlk8Bg6eqqRo+HwYc3B08ATLzsoh4HfDhugtbZZMEz6pdz46x1uh0EiFpLkTEbYDDgUeN2jczNwAbANav2y8bLm1je959k7U+O+Fw2NIrVUJmv/ccWMMQhk5JszDJENsmQif0D57z2u3U8qoaPhPYfMBzm5XPqwaDTlKjbHev3TY5OQ0bz9/9um7DQqddTql1dwX2AjpdzzXA2RFx/8z8aRsFbbbHPfsvt9IngEK1EDrI0LDZOeYIhk5JszLuENtZhk6YrwmFtDqqhs8vAa+PiP/MzB92NkbE71Hc9/mFJorTgCEZNaiz02nglGYjM79Fce89ABFxCbB+bme7HRBAoUKQHPc4I7hWp6RZmfa+zrpCJyx2t9Pry+VUNXy+BPgi8N2IOBu4guIC6L7Aj4GXNVPeahnZ9ewzyVC3ft3P7ud6TbtciicFqVkRcSzFbQ87RsSlwBGZeWS7VW1qYPcThgbQqVQInGDolDRbI4PnGKFz0sDZUSV4zmPo1HKrFD4z85KIuCfwbOB+wK7Atynu9Tw6M29qrsTVUPlG9C5x97ttMkSjX8js97qNGDqluZTa1mXVAAAfMklEQVSZB414fs8ZlTLSyADaMWkQrRg2u+uZlsFTUlXTDLFtI3TCeMunGDpVl8rrfJYB8wPlx60iYoeI+B+ZeXrdxWm0fgG03z6bcBIhSWOIHdeQPxu+NMrQANoxZogcRx2BEwydksYzdKJImFnoBLudmn+Vw+cQDwOOY/CERKrL3e7Zd+ht35PIsPfofb33c0qqSScAjgyhNR+vDoZOSeMYZ4jtJKHz4mt/vdHjQeu0d4xayQAWq9t5y09/4HXoEqojfGqWBgTQka/pw9ApaRxVup8dTYbQOgNnh8FT0jjq6Hb2C529gbP3uUEBdKwl9DomuD6cte6/Z69Nl4Phc4iIeDHwXCCAD2bmO5s4zqCJhmLvtf3v+xyxyO8wDq2VNI1xAihsGhTHDaNNBM1uhk5J46ij29kbOocFzirGDp5z3O0cZpzlCL2enV+GzwEiYi1F8Lw/cBPwuYj4TGbWPm3jZrvsNX4AHYPrc0qq07gBtFvTYXIcBk9J46ja7WwqdPbrenYHz2XpdtbBIbvzy/A52L2Ar2fmDQAR8WXgicCbZ13IuAF0nBOI/zElTWKaANo2Q6ekcQ0NniO6nXV0OqcOnisSOrsZQOfTwPAZEVcBWeE9tq6vnLlyPvDGiNgB+G/gscCZbRVT58nB/4iS6tAJcYsSQg2dUj0iYnfgo8AuwC3Ahsx8V0S8BfgTihFj3wcOycxr2qt0elWH2Vbpdk47vLZj2DDbVe529mMAnT/DOp/vpVr4XEqZeUFE/ANwKnA9cC5wc+9+EXEocCjAHmtGr7E5yLCht3XwP56kpsx7CDV0SrW7GXh5Zp4dEbcDzoqIUymumV6VmTeX11CvAl7ZZqHTqKvb2S90nvurGzd6vN92g3s53V3PsYLnCodOza+B4TMzXzvDOuZSZh4JHAkQEX8PbHJllZkbgA0A69ftO1VYrzuAGjglzVJ3yJuHIGrolJqRmZcDl5efXxcRFwC7ZeYpXbt9HXhKG/XVYdzg2a/bWSV0dm/vF0AHBc9JhtkaOjUPvOdziIjYOTOvjIg9gCcBD2j6mJ3AOEkINWxKmhdtBlFDpzQ7EbEncG/gjJ6nng18fNb11KFK8Byn2zkocHabNHja7dSiMXwOd0J5z+dvgBdm5i9mdWCDpKRl0S8M1h1IDZzS7EXEbYETgJdk5rVd2w+nGJp7zIDX1XLLUt3Gvb+zSrezSvDsp67gaejUvDF8DpGZD267BklaRsPC4rBgasiU5kNEbEkRPI/JzBO7th8MPA44IDP73o5U5y1LdZl0mO003c6O3q5nv+A5dJit3U4tEMOnJGmuGDCl+RYRQTEnxgWZ+fau7QdSTDD00M5SdYtgXoKn3U6tAsOnJEmSxvFA4JnAtyLinHLbq4H/Q7EE36lFPuXrmfn8dkqsZtrgOc0w26mC5xx0OwfdItbk6g1afIZPSZIkVZaZXwWiz1OfnXUt05h2YqFJu51Qf/BsOnSOMxfJNJNnavkZPiVJkrRS5jl4zsMw2zomvmx6DXstJsOnJM2piDiKYuKOKzNzbbntLcCfADcB3wcOycxr2qtSkhZLncFzHIMmFpqHbmdTqywYQNVrs7YLkCQNdDRwYM+2U4G1mbkvcBHwqlkXJUmLquo9nh39JhfqVrXr2dvtnIfgudkue936Ic2KnU9JmlOZeXq5gHv3tlO6Hn4deMosa5KkRVX3rLZVjLuMyqhhtnWFTqkthk9JWlzPBj7edhGSNO8mDZ7dxgmeVUInzK7buaqBc1W/7nlm+JSkBRQRhwM3A8cMeP5Q4FCAPdbs1m8XSVoJVe857Bc8Bw237dhvu603GnrbGzqh3W6n4UvzxvApSQsmIg6mmIjogMzMfvtk5gZgA8D6dfv13UeSVtGoCYY6RgXPjn6BE9rtdho6Na8Mn5K0QCLiQOCVwEMz84a265GkeTbpBEPT6A6d0D94NrmEisFT88zwKUlzKiKOBR4G7BgRlwJHUMxuuzVwakQAfD0zn99akZI0p4YGz+7tfbqek6gSOsFu56z49zGfDJ+SNKcy86A+m4+ceSGStGBG3ufZp+s5Sne4vPjaX28SNjsqhU4weGolGT4lSZK01EbNbgvjDbntFzy7QyfMZlIhQ6cWjeFTkiRJS6Pq7Laj7L7nHUZOOtQbOMFu5zzw72Z+GT4lSZK0FPoFz0H3evba7l67bdL97Bcuh72+o8nQCYsTrur6RYCWh+FTkiRJq2GCez2H6Q6cHQbPdvn3M98Mn5IkSVp403Q9O/p1P/vt00+V0AnTBU9p0Rk+JUmSpNKgcNnPJoETDJ2lNobc2vWcf4ZPSZIkraS4+90mWufT0Dl/DJ6LwfApSZKkhTZNl60TJIeF0L5hs2NA6IRmguctP/3B3AetWXc95/3vQ79j+JQkSdJquNs9B046NDRgDnqvAex2Sv0ZPiVJklRZRBwFPA64MjPXlts+DuxT7nJH4JrMXNdSicMNCaCVXjvErELnPHc/7XpqGMPnABGxD/Dxrk17A6/JzHe2VJIkSdI8OBp4D/DRzobM/LPO5xHxNuCXsy9rDFUD6Iiw2WGnsx0Gz8Vj+BwgM78DrAOIiM2By4CTWi1KkiSpZZl5ekTs2e+5iAjgacD+s6xpkNh77eDlVioGy2Hv3aZ57n7Owip/7Ytss7YLWBAHAN/PzB+2XYgkSdIcezBwRWZ+t+1COuoOibH32taDZ0cby5kMM6t6DJ6Ly85nNU8Hjm27CEmSpDl3ECOumSLiUOBQgD3WVF9TcxpDO6AVXqv5YfBcbIbPESJiK+DxwKsGPD/zE6gkSdK8iYgtgCcB9x22X2ZuADYArF+3b86gNGDjEDkoiBo0J9d019PQuRwMn6M9Bjg7M6/o92RbJ1BJkqQ58wjgwsy8dNYH3myXvcYKP8sUMlfh3s9l//pWifd8jjZy+IgkNSEijoqIKyPi/K5t20fEqRHx3fLPO7VZo6TVExHHAl8D9omISyPiL8unvE1JtTN4LhfD5xARcRvgkcCJbdciaSUdDRzYs+0w4AuZeXfgC+VjSZqZzDwoM3fNzC0zc01mHlluf1ZmfqCtulY5pMzbxEN12GyXvVb633RZGT6HyMwbMnOHzJzvtaokLaXMPB24umfzE4CPlJ9/BPjTmRYlSXPMwLIc/DdcXt7zKUmL5c6ZeTlAZl4eETu3XZAkzZvu8LKMXcF+luHez0WvX6MZPiVpCTkTtyQVpgk0qxJc6zDupE/dr9PqcNitJC2WKyJiV4Dyzyv77ZSZGzJzfWau32mHHWZaoCQti0ULRm2H5ap/X53h0Yv296vp2fmUpMXyKeBg4E3ln59stxxJWm6TdvRWlYFSw9j5lKQ5NWA5gzcBj4yI71LMxv2mNmuUpGVn8JTqY+dTkuZUZh404KkDZlqIJGlhLMPEQ1pedj4lSZIkSY0zfEqSJEl9OORWqpfhU5IkSVoSDrnVPDN8SpIkST3sekr1c8IhSZIkqQF58fmbbIu917ZQiTQf7HxKkiRJXeroevYLnsO218Eht5p3dj4lSZKkmjQZLqVFZ+dTkiRJKs3iXs8mAqpdTy0Cw6ckSZJUA7ue0nCGT0mSJGlKbQZPu55aFIZPSZIkidktr1LnjLcGTy0Sw6ckSZK0gAyeWjSGT0mSJFUWEUdFxJURcX7XtrdExIURcV5EnBQRd2yzxkksWtfT4KlFZPiUJEnSOI4GDuzZdiqwNjP3BS4CXjXrolaJwVOLyvApSZKkyjLzdODqnm2nZObN5cOvA2tmXtgCqKPrafDUItui7QIkSZK0VJ4NfLztIuaJQ22lgp1PSZIk1SIiDgduBo4Zss+hEXFmRJx51c+vHrTbTNVxv2e/gBl7rzV4Sl3sfA4REZcA1wG/BW7OzPXtViRJhYh4KfAcIIFvAYdk5q/brUrSKouIg4HHAQdkZg7aLzM3ABsA1q/bd+B+i6jOJVS6GTy1LOx8jvbwzFxn8JQ0LyJiN+CvgfWZuRbYHHh6u1VJWmURcSDwSuDxmXlD2/UsE4OnlonhU5IW0xbAthGxBXAb4Cct1yNpRUTEscDXgH0i4tKI+EvgPcDtgFMj4pyI+ECrRS4Jg6eWjcNuh0vglIhI4B/LYSIbiYhDgUMB9liz24zLk7SKMvOyiHgr8CPgv4FTMvOU7n08N0lqSmYe1GfzkTMvZIkZOrWs7HwO98DMvA/wGOCFEfGQ3h0yc0Nmrs/M9TvtsP3sK5S0ciLiTsATgL2AuwDbRcSfd++z8blphzbKlCRNwOCpZWb4HCIzf1L+eSVwEnD/diuSJAAeAfwgM6/KzN8AJwJ/3HJNkqQpGTy17AyfA0TEdhFxu87nwKOA89utSpKAYrjtH0XEbSIigAOAC1quSZI0oc122cvgqZXgPZ+D3Rk4qbiuYwvgY5n5uXZLkiTIzDMi4hPA2RTr6X2TctkCSdJiMXRqlRg+B8jMi4H92q5DkvrJzCOAI9quQ5I0GUOnVpHhU5IkSZoRQ6dWmfd8SpIkSTNg8NSqM3xKkiRppTUdCp1QSCo47FaSJElqgIFT2pjhU5IkSStvs1324paf/qCW95HUn+FTkiRJ4nfBcdwQauCUqjF8SpIkSV26w2S/IGrYlCZj+JQkSZIGMGhK9XG2W0mSJElS4wyfkiRJkqTGGT4lSZIkSY0zfEqSJEmSGmf4lCRJkiQ1zvApSZIkSWqc4VOSJEmS1DjDpyRJkqYWEftExDldH9dGxEvarkvS/Nii7QIkSeOLiDsCHwLWAgk8OzO/1m5VklZZZn4HWAcQEZsDlwEntVqUpLli+JSkxfQu4HOZ+ZSI2Aq4TdsFSVKXA4DvZ+YP2y5E0vxw2K0kLZiIuD3wEOBIgMy8KTOvabcqSdrI04Fj+z0REYdGxJkRceZVP796xmVJapPhU5IWz97AVcCHI+KbEfGhiNiu7aIkCaAcjfF44Ph+z2fmhsxcn5nrd9ph+9kWJ6lVhk9JWjxbAPcB3p+Z9wZ+BRzWvcPGnYWft1GjpNX1GODszLyi7UIkzRfDpyQtnkuBSzPzjPLxJyjC6K027izsMPMCJa20gxgw5FbSajN8StKCycyfAj+OiH3KTQcA326xJEkCICJuAzwSOLHtWiTNH2e7HSAitgFOB7am+Hv6RGYe0W5VknSrvwKOKe+tuhg4pOV6JInMvAFwuIWkvgyfg90I7J+Z10fElsBXI+LkzPx624VJUmaeA6xvuw5JkqSqDJ8DZGYC15cPtyw/sr2KJEmSJGlxec/nEBGxeUScA1wJnNo1uUf3Pq5VJUmSJEkjGD6HyMzfZuY6YA1w/4hY22cf16qSJEmSpBEMnxVk5jXAacCBLZciSZIkSQvJ8DlAROwUEXcsP98WeARwYbtVSZIkSdJicsKhwXYFPhIRm1OE9OMy89Mt1yRJkiRJC8nwOUBmngfcu+06JEmSJGkZOOxWkiRJktQ4w6ckSZIkqXGGT0mSJElS4wyfkiRJkqTGGT4lSZIkSY0zfEqSJEmSGmf4lCRJkiQ1zvApSZIkSWqc4VOSJEmS1DjDpyRJkiSpcYZPSZIkSVLjDJ+SJEmSpMYZPiVJkiRJjTN8SpIkSZIaZ/iUJEmSJDXO8ClJkiRJapzhU5IkSZLUOMOnJEmSJKlxhk9JkiRJUuMMn5IkSZKkxhk+JUmSJEmNM3xKkiRJkhoXmdl2DUsjIq4Cfth2HRXtCPzM43v8FT3+OH4vM3dqu4hpLNi5qYpZf/+08f26Csdcha+xSQt/boKFPT/N6vvI48zvcZbpa2nCwPOT4XNFRcSZmbne43v8VTy+Ftusv3/a+H5dhWOuwteo5TSr7yOPM7/HWaavZdYcditJkiRJapzhU5IkSZLUOMPn6trg8T3+Ch9fi23W3z9tfL+uwjFX4WvUcprV95HHmd/jLNPXMlPe8ylJkiRJapydT0mSJElS4wyfkiRJkqTGGT5XQEQcFRFXRsT5Xdu2j4hTI+K75Z93mvHxnxoR/xURt0RE09Nh9zv+WyLiwog4LyJOiog7zvj4ry+PfU5EnBIRd5nl8buee0VEZETsOMvjR8RrI+Ky8us/JyIe29Txtdhm/f0z6P9LRPxVRHynPG+9ua7jDTpmRHy86+u7JCLOafh46yLi6+XxzoyI+9d1vCHH3C8ivhYR34qIf4uI29d4vN0j4ksRcUH5b/bicvvMfvZpOczie2nIMWq9Vhh0nPK52s5xQ76eWv/PR8Q2EfGNiDi3PM7ryu3HlF/L+eW5Z8uGjnN0RPyg61y9rqHjHBARZ5fH+GpE3G2a47QuM/1Y8g/gIcB9gPO7tr0ZOKz8/DDgH2Z8/HsB+wCnAetb+PofBWxRfv4PLXz9t+/6/K+BD8zy+OX23YHPUyzuveOMv/7XAq9o8t/dj+X4mPX3z4DjPRz4d2Dr8vHOTR+z5/m3Aa9p+Gs8BXhM+fljgdNm8Pf6n8BDy8+fDby+xuPtCtyn/Px2wEXA78/yZ58fy/Exi++lIceo9VphyHFqPccNOU6t/+eBAG5bfr4lcAbwR+U5LMqPY4EXNHSco4Gn1Pi9Nug4FwH3Krf/L+Dopr7fZ/Fh53MFZObpwNU9m58AfKT8/CPAn87y+Jl5QWZ+p6ljVjj+KZl5c/nw68CaGR//2q6H2wGNzfw14N8f4B3A3zZ57BHHl0aa9ffPgOO9AHhTZt5Y7nPlDI4JQEQE8DSKC6gmj5dApwtxB+AndR1vyDH3AU4vPz8VeHKNx7s8M88uP78OuADYjRn+7NNymMX30qBj1H2tMORrqfUcN+Q4tf6fz8L15cMty4/MzM+WzyXwDaa8xht0nGnec8zjNHp+njXD5+q6c2ZeDsVJAti55Xra9Gzg5FkfNCLeGBE/Bp4BvGbGx348cFlmnjvL4/Z4UTmc6CiHvmkCs/z+uQfw4Ig4IyK+HBH3a/h43R4MXJGZ3234OC8B3lKek94KvKrh4wGcDzy+/PypFKMxahcRewL3pugi+LNPE5vF91LPMRq7Vug5TmPnuJ7j1P5/PiI2L29LuBI4NTPP6HpuS+CZwOcaPM4by59F74iIrRs6znOAz0bEpRRfz5umPU6bDJ9aaRFxOHAzcMysj52Zh2fm7uWxXzSr40bEbYDDmXHg7fF+4K7AOuByimGFUlWz/v7ZArgTxfCnvwGOKzuSs3AQNXY9h3gB8NLynPRS4MgZHPPZwAsj4iyKoXk31X2AiLgtcALwkp4ukjSWWXwv9TtGE9cKfY7TyDmuz3Fq/z+fmb/NzHUU3c37R8TarqffB5yemV9p6DivAu4J3A/YHnhlQ8d5KfDYzFwDfBh4+7THaZPhc3VdERG7ApR/1jqMbBFExMHA44BnlEMz2vIxahxuVsFdgb2AcyPiEooT3NkRscusCsjMK8oT7C3AB4FaJzfRcmvh++dS4MRySNQ3gFuAxibp6oiILYAnAR9v+ljAwcCJ5efHM4P/k5l5YWY+KjPvSxGwv1/n+5ddjxOAYzKz87Wt/M8+jW8W30sDjtGtlmuFAcep/RzX7zhN/p/PzGso5hE5sDz+EcBOwMvqOkbvccrhxVkOV/4wNZ43u47zGGC/rk7rx4E/rus4bTB8rq5PUVxsUP75yRZrmbmIOJDiN1SPz8wbWjj+3bsePh64cFbHzsxvZebOmblnZu5J8UPnPpn501nV0PmBXXoixVAcqZIWvn/+Fdi/PPY9gK2AnzV8TIBHABdm5qUzONZPgIeWn+8PND3Ml4jYufxzM+B/Ax+o8b2Dont7QWZ2dwlW+mefxjeL76VBx6j7WmHI11LrOW7I11Pr//mI2CnK1QoiYlvKc2ZEPAd4NHBQ+UvKqQw5TueXD0Fxz+9UP4sGHOcC4A7lvwvAI8ttiyvnYNYjP5r9oPjt0uXAbyiCxl8COwBfoLjA+AKw/YyP/8Ty8xuBK4DPz/j43wN+DJxTfjQ522y/459AcZI6D/g3iokFZnb8nucvodnZbvt9/f8EfKv8+j8F7NrU8f1Y7I9Zf/8MON5WwD+X/2fPBvZv+msstx8NPH9Gf6cPAs4CzqW4N+u+MzjmiylmcbyI4h6mqPF4D6KYpOO8rvP8Y2f5s8+P5fiYxffSkGPUeq0w5Di1nuOGHKfW//PAvsA3y+OcTzkrOMXtVN/vOvZUs4UPOc4Xy59F55d/f7dt6DhPLI9zLkU3dO+2/19M8xHlFyVJkiRJUmMcditJkiRJapzhU5IkSZLUOMOnJEmSJKlxhk9JkiRJUuMMn5IkSZKkxhk+JUmSJEmNM3xKkiRJkhpn+JQkSZIkNc7wKUmSJElqnOFTkiRJktQ4w6ckSZIkqXGGT0mSJElS4wyfkiRJkqTGGT4lSZIkSY0zfEqSJEmSGmf4lCRJkiQ1zvApSZIkSWqc4VOSJEmS1DjDpyRJkiSpcYZPSZIkSVLjDJ+SJEmSpMYZPiVJkiRJjTN8SpLmTkRkhY+HVXyvu0TEayNizQR1bFMe6zkDnn9+hTovHPe4dYqIB5V1rBuyz7qemq+PiIsi4uiIuP8s65UkLa8t2i5AkqQ+HtD1+bbAF4E3AJ/p2v7tiu91F+AI4HPApbVU9zsnAud0Pf6fwPOAh3Zt+++aj9mk5wHnAdsAdwWeCXwtIl6eme9stTJJ0sIzfEqS5k5mfr3zeUTctvz0+93b50FmXglc2XkcEQ8qNo+uMyK2Bm7KzGywxHF9u6v204AjI+JdwNsi4suZ+c32SpMkLTqH3UqSFlpErI+I0yLihoj4eUR8JCJ2LJ+7J/Cf5a5fK4eU/rp87vYR8f5yeOkNEXFxRLyrK+zWXec5EfGhiHhZRPyQoiN6266v4dSI+FVEXBMR/xQR23e99k/L2u8fEf9W7vfdiPiLPsf5m4j4STl09nhghylLPwy4lqIr2jnGU8q/85+V9X41Ih7c9fwD+w31jYidIuKmTt0Rcd+I+GL5HtdFxLci4uAp65UkzSnDpyRpYUXErsCXgM2BpwMvAx4NfC4itgAuAQ4pd38OxXDeh5SPbwf8FngV8BjgdcBjgWMaLPn/AZ4CvAT4U+CmiNgPOB34NfBnwPOBBwLH9Xn9R4Evl689Gzi6DNgAlMHtzcCxwJMphhm/d5qCM/O/ga8Cf9S1ea+yvqcDTwPOB74YEX9QvuY/gAuBZ/W83Z9TfJ0nRMSWwGeBn5fv80Tgg8Adp6lXkjS/HHYrSVpkrwRuBA7MzF8BRMQPKALan2TmSRFxfrnvf3UPh83My4AXdR5HxH9QhLVTI+LOmXlFA/VuCzwmM3/Zddw3ABcAT8jMW8ptFwFnRcQDyyDXsSEz317u83+Bx1EE0TeVzx8O/Etmvrx8/PlyoqWnTFn3pcD6zoPMfEtX/ZtR3JN7b4qg/7LyqSOBV0bE32Tmb8ptzwKOy8xfRcTdgJ2Bl2Xmj8vn/33KOiVJc8zOpyRpkd0f+GwneAJk5unAT4EHjXpxRDw7Is6NiF8Bv6EIPwHcvaF6v9oTPAPYH/gEsFlEbFF2bM8DrqYr8JVO6XxSfs0/BNaU73WHsu5P9rzmxBrqjo0eROwdEf8SEZcDN1P83d0fuEfXbh8F7kARkImI+wD7Ah8un78U+Bnw4Yh4ckRMOzxYkjTnDJ+SpEW2K9CvQ3kFsH2f7beKiIMounNfpugM/iHF8E8oZnttQm+ttyk//p4iwHV/bA/s3rP/NT2Pb+J3te5a/nllzz69jyexG2Xt5URJJwNrKe4HfShwP4qhubf+vZWTMX2a3w17PgS4qNPJzcxfA4+kuPf1n4ErIuLfI+JeNdQrSZpDDruVJC2yyymGbva6M0XncJinAl/OzL/ubIiIO9VYWz+9M9veQDFs+N3Ax/vsP87Q38vLP3v/Pvr9/VQWEdsCD6a4jxRgP4oO5wP6zEp8Y8/LPwR8MiJ2Bw4C3tr9ZGaeA/xJGWgfDrwFOAm4J5KkpWP4lCQtsjOAP4+I22TmDQDlrKu7UHTioOgOwqbdzG3ZNCw9o6lC+8nMjIgvAr+fmWdO+V6/jIjvAU8A/qXrqSdN874U95PeDthQPt62/PPWv7uI+B8UofSLPa/9PEWA/hjFREIfHVD7jRSTRO0FvCcituy6T1SStCQMn5KkRfYWillsT46ItwJ3oghLZwH/Vu7zA4oAekhE3AjcmJlnA6cCb4mIvwW+CTyeCveJNuDVwH9ExAkUw09/QTHc9kDg7Zl51hjv9ffAURHxE4rgdyDFDL9V/X5E3AxsDdwVeCbF7MAv71rj85sUM9S+JyJeD+wE/B3w4943y8zfRsTRFBMhnZyZP+k8V/6S4JXA8RT3ru4MvBj4isFTkpaT93xKkhZWGWb2Lx8eB7yTYtKgAzPz5nKf6/jd8iWnA/+33P/dwHuAVwAnUISfTdbNbFo59PSPgS0pJuP5LPC/KULoJoFuxHt9mGLpmGdQDF/dk64ZfSv4R+BrFPd0vooiFD4gM9/ZdYxrKbqp25XHeDXQCfD9/Gv551E9238EXE+xxM3nKf7tvs7v7ruVJC2ZyOy9/USSJKkeEfFqiuVX7pKZN43aX5K0vBx2K0mSahcRd6WYOOhlwAcMnpIkO5+SJKl2EfGvwGMo1iZ9evdarJKk1WT4lCRJkiQ1zgmHJEmSJEmNM3xKkiRJkhpn+JQkSZIkNc7wKUmSJElqnOFTkiRJktQ4w6ckSZIkqXH/P3fWPWio++GRAAAAAElFTkSuQmCC\n", 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\n", 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BeforeAfter%Loss
US408593678390.024230
CA408343275380.210119
DE408123098575.921298
FR406902927471.943967
RU401012859271.299968
MX398572431661.008104
GB386633364387.016010
IN322522466776.482079
KR317151794556.582059
JP14434758852.570320
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" + ], + "text/plain": [ + " Before After %Loss\n", + "US 40859 36783 90.024230\n", + "CA 40834 32753 80.210119\n", + "DE 40812 30985 75.921298\n", + "FR 40690 29274 71.943967\n", + "RU 40101 28592 71.299968\n", + "MX 39857 24316 61.008104\n", + "GB 38663 33643 87.016010\n", + "IN 32252 24667 76.482079\n", + "KR 31715 17945 56.582059\n", + "JP 14434 7588 52.570320" + ] + }, + "execution_count": 197, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "DF1 = pd.read_pickle(\"../Data/New_Video_DF_360217.pkl\")\n", + "DF = pd.read_pickle(\"../Data/Cleaned_Data(No_Agg).pkl\")\n", + "\n", + "Data_Lost = pd.DataFrame(DF1['country'].value_counts()).join(DF['viewing_country'].value_counts())\n", + "Data_Lost.columns=['Before', 'After']\n", + "Data_Lost['%Loss']=100*Data_Lost['After']/Data_Lost['Before']\n", + "\n", + "Data_Lost\n", + "\n", + "Data_Original = pd.DataFrame(100*Data_Lost['Before'].copy()/Data_Lost['Before'].sum())\n", + "Data_Original.columns=['% of occupation in data']\n", + "Data_Original['Total'] = Data_Lost['Before']\n", + "\n", + "Data_Selected = pd.DataFrame(100*Data_Lost['After'].copy()/Data_Lost['After'].sum())\n", + "Data_Selected.columns=['% of occupation in data']\n", + "Data_Selected['Total'] = Data_Lost['After']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## How Language affects Trending ?\n", + "\n", + "* **As we would expect, The local language seems to play a big role in trending**\n", + "* **We studies the ratio of languages of trending videos across countries (English is Top3 for all except Russia, Japan and Korea)**\n", + "* **Only in Great Britain and United States, videos trend significantly more than other countries. Similarly, English videos trend significantly more than other languages**" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 198, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "DF = pd.read_pickle(\"../Data/Cleaned_Data(No_Agg).pkl\")\n", + "DF['Lang'].fillna('Unknown', inplace=True)\n", + "DF['Lang'].replace({'English (United Kingdom)':'English', 'Spanish (Latin America)':'Spanish', 'Spanish (Spain)':'Spanish'}, inplace=True)\n", + "\n", + "package = Package('https://datahub.io/core/country-list/datapackage.json')\n", + "\n", + "# print list of all resources:\n", + "#print(package.resource_names)\n", + "\n", + "### Country Code to Country Mapping (Helper Function)\n", + "# print processed tabular data (if exists any)\n", + "for resource in package.resources:\n", + " if resource.descriptor['datahub']['type'] == 'derived/csv':\n", + " content = resource.read()\n", + "ISO_Alpha2_Country_Mapping = {item[1]:item[0] for item in content}\n", + "ISO_Alpha2_Country_Mapping['KR']='Korea' #From 'Korea, Republic of' to Korea" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Which Language Trended the most in which countries?\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 199, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Country_Vs_Lang_Table = DF.groupby(['viewing_country', 'Lang'])['video_id'].count().unstack()\n", + "Country_Vs_Lang_Table = Country_Vs_Lang_Table.fillna(value=0).astype('int64')\n", + "\n", + "def toppers(x, how_many=3):\n", + " toppers = {key:x.to_dict()[key] for key in sorted(x.to_dict(), key=lambda y: x.to_dict()[y], reverse=True)[:how_many]}\n", + " toppers.update({'Other':x.sum() - sum(toppers.values())})\n", + " return toppers\n", + "\n", + "Outer = Country_Vs_Lang_Table.sum(axis=1)\n", + "\n", + "Inner = Country_Vs_Lang_Table.apply(lambda x:toppers(x,2), axis=1) \n", + "\n", + "\n", + "##Plot pie chart\n", + "fig, axis = plt.subplots(figsize = (10,10))\n", + "_=axis.axis('equal')\n", + "color_range = [plt.cm.Blues, plt.cm.Purples, plt.cm.Wistia, plt.cm.Reds, plt.cm.Greens, plt.cm.Oranges , plt.cm.Greys, plt.cm.GnBu_r, plt.cm.pink, plt.cm.OrRd_r]\n", + "colors = [color(0.6) for color in color_range]\n", + "\n", + "#Outer pie\n", + "labels = [ISO_Alpha2_Country_Mapping[cc] for cc in Outer.index]\n", + "pie1= axis.pie(Outer, labels=labels, colors=colors,radius=1.3) \n", + "_=plt.setp(pie1[0], width=0.33, edgecolor='white' )\n", + "\n", + "#Inner pie\n", + "names = list(np.array([list(item) for item in Inner.map(lambda x: x.keys()).to_list()]).flatten())\n", + "values = list(np.array([list(item) for item in Inner.map(lambda x: x.values()).to_list()]).flatten())\n", + "colors = []\n", + "for color in color_range:\n", + " colors = colors + [color(i) for i in [0.5,0.4,0.3]]\n", + "pie2 = axis.pie(values, radius=1.3-.33, labels=names, labeldistance=0.7, colors=colors)\n", + "_=plt.setp(pie2[0], width=0.4, edgecolor='white')\n", + "_=plt.margins(0,0)\n", + "\n", + "# do the rotation of the labels\n", + "for w, t in zip(pie2[0], pie2[1]):\n", + " mang =(w.theta1 + w.theta2)/2. # get mean_angle of the wedge\n", + " #print(mang, t.get_rotation())\n", + " _=t.set_rotation(mang) # rotate the label by (mean_angle)\n", + " _=t.set_va(\"center\")\n", + " _=t.set_ha(\"center\")\n", + "\n", + "#Tiding up the clutter\n", + "_=pie2[1][11].set_visible(False)\n", + "_=pie2[1][-1].set_visible(False)\n", + "\n", + "_=plt.suptitle('Trending Videos Visual: Countries & Languages', fontsize=20, weight='bold', y=1)\n", + "_=plt.tight_layout()\n", + "_=axis.axis('equal')\n", + "_= plt.savefig('../Image/Lang1.png', bbox_inches = \"tight\" )\n", + "_=plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Is there any difference in popularity for trending (longevity) across countries ?\n", + "\n", + "* **Only in Great Britain and United States, videos trend significantly more than other countries. Similarly, English videos trend significantly more than other languages**" + ] + }, + { + "cell_type": "code", + "execution_count": 204, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "DF = DF1.groupby(['video_id', 'country'])['trending_date'].count().reset_index()\n", + "DF.columns = ['video_id','viewing_country','Total_Trend_Days']\n", + "\n", + "List_of_CCs = DF['viewing_country'].unique()\n", + "\n", + "fig, axs = plt.subplots(10, 1, sharex=True, sharey=False, tight_layout=True, figsize=(10,10))\n", + "\n", + "color_range = [plt.cm.Blues, plt.cm.Purples, plt.cm.Wistia, plt.cm.Reds, plt.cm.GnBu_r, plt.cm.Oranges , plt.cm.Greys, plt.cm.Greens , plt.cm.pink, plt.cm.OrRd_r]\n", + "colors = [color(0.6) for color in color_range]\n", + "\n", + "for index,cc in enumerate(List_of_CCs):\n", + " _=axs[index].hist(DF[DF['viewing_country']==cc]['Total_Trend_Days'], color=colors[index], alpha=1, label=f\"{ISO_Alpha2_Country_Mapping[cc]} \\nN = {Data_Original.loc[cc, 'Total']}\")\n", + "\n", + " #legend\n", + " _=axs[index].legend(loc='upper right', fontsize = 13)\n", + " \n", + "\n", + " \n", + "_=plt.suptitle('Difference in Days of Trending across Countries', fontsize=20, weight='bold', y=1.05) \n", + "#xlabel, ylabel\n", + "_=plt.xlabel('Days of Trending',fontsize = 15)\n", + "_=fig.text(-0.02, 0.5, 'Number of Videos', va='center', rotation='vertical', fontsize = 15)\n", + "\n", + "\n", + "_ = plt.tight_layout()\n", + "_= plt.savefig('../Image/Popularity_Across_Countries_with_360217.png', bbox_inches = \"tight\" )\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Is there any difference in popularity for trending (longevity) across languages ?\n", + "\n", + "* **English videos trend significantly more than other languages**" + ] + }, + { + "cell_type": "code", + "execution_count": 205, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "DF = pd.read_pickle('../Data/Popularity_DF.pkl')\n", + "\n", + "DF['Language'].fillna('Unknown', inplace=True)\n", + "DF['Language'].replace({'English (United Kingdom)':'English', 'Spanish (Latin America)':'Spanish', 'Spanish (Spain)':'Spanish'}, inplace=True)\n", + "Language_Count = pd.DataFrame(DF['Language'].value_counts())\n", + "\n", + "\n", + "Top10 = Language_Count.index[:10]\n", + "\n", + "fig, axs = plt.subplots(10, 1, sharex=True, sharey=True, tight_layout=True, figsize=(10,10))\n", + "\n", + "color_range = [plt.cm.Blues, plt.cm.Purples, plt.cm.Wistia, plt.cm.Reds, plt.cm.GnBu_r, plt.cm.Oranges , plt.cm.Greys, plt.cm.Greens , plt.cm.pink, plt.cm.OrRd_r]\n", + "colors = [color(0.6) for color in color_range]\n", + "\n", + "for index,lang in enumerate(Top10):\n", + " _=axs[index].hist(DF[DF['Language']==lang]['Total_Trend_Days'], color=colors[index], alpha=1, label=f\"{lang} \\nN = {Language_Count.loc[lang, 'Language']}\")\n", + "\n", + " #legend\n", + " _=axs[index].legend(loc='upper right', fontsize = 15)\n", + " \n", + "\n", + " \n", + "_=plt.suptitle('Difference in Days of Trending for Languages', fontsize=20, weight='bold', y=1.05) \n", + "#xlabel, ylabel\n", + "_=plt.xlabel('Days of Trending',fontsize = 15)\n", + "_=fig.text(-0.02, 0.5, 'Number of Videos', va='center', rotation='vertical', fontsize = 15)\n", + "\n", + "\n", + "_ = plt.tight_layout()\n", + "_= plt.savefig('../Image/Popularity_for_Languages.png', bbox_inches = \"tight\" )\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## How similar countries are in terms of their taste in trending videos ?\n", + "\n", + "* We mapped countries into large dimensional vectors and measured cosine similarity (similar results with Jaccard similarity matrix too) between them to understand with countries watch the same content. It appears that all countries watch mostly distinct videos. However, if we see the most prominent relationships (highest match), results are astonishing!! When, we take only countries with at least 10% similarity, it shows Canada is similar to all other interconnected countries. This shows cross culture links in Canada (possibly Immigration)\n", + "\n", + "* Note:- Data used is the original version as there was no NaN's for the Viewing Countries." + ] + }, + { + "cell_type": "code", + "execution_count": 224, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Video_List
Canada[--45ws7CEN0, --7vNbh4UNA, --MtKsH5oBY, --YgtV...
Germany[--7vNbh4UNA, --I0aj8MUdU, --MtKsH5oBY, --moh3...
France[--2K8l6BWfw, --728h8mnDY, --8-sr76Haw, --DqT_...
United Kingdom[--uXQQ0h-yQ, -3VBPAZPTQI, -43MBOJnVks, -5WBCr...
India[-0N9r10xb_0, -0WuM6ctLHg, -0mcgX4ro7I, -0neBE...
Japan[-000V8w3RbI, -09XygZcXEU, -0Gd9DBh3W4, -0S2Gw...
Korea[--97zv6Db3Q, -0Jw4AU9IKQ, -0SxwCD7Uc4, -0YMxu...
Mexico[--1skHapGUc, --45ws7CEN0, --6vcer7XYQ, -01qCO...
Russian Federation[--45ws7CEN0, --9LvCHDHYQ, -07PqRbugOM, -0Zl7W...
United States[-0CMnp02rNY, -0NYY8cqdiQ, -1Hm41N0dUs, -1yT-K...
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0.016947 0.005754 \n", + "Japan 1.000000 0.034611 0.015346 0.007943 \n", + "Korea 0.034611 1.000000 0.010892 0.006349 \n", + "Mexico 0.015346 0.010892 1.000000 0.013017 \n", + "Russian Federation 0.007943 0.006349 0.013017 1.000000 \n", + "United States 0.015141 0.014755 0.039921 0.013495 \n", + "\n", + " United States \n", + "Canada 0.181839 \n", + "Germany 0.080388 \n", + "France 0.046030 \n", + "United Kingdom 0.222950 \n", + "India 0.022515 \n", + "Japan 0.015141 \n", + "Korea 0.014755 \n", + "Mexico 0.039921 \n", + "Russian Federation 0.013495 \n", + "United States 1.000000 " + ] + }, + "execution_count": 224, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ], + "text/plain": [ + " Canada Germany France United Kingdom India \\\n", + "Canada 1.000000 0.108787 0.082350 0.035823 0.036830 \n", + "Germany 0.108787 1.000000 0.071630 0.016352 0.017620 \n", + "France 0.082350 0.071630 1.000000 0.013119 0.019981 \n", + "United Kingdom 0.035823 0.016352 0.013119 1.000000 0.005292 \n", + "India 0.036830 0.017620 0.019981 0.005292 1.000000 \n", + "Japan 0.016097 0.010194 0.009829 0.005973 0.005128 \n", + "Korea 0.015026 0.008383 0.007423 0.007535 0.002869 \n", + "Mexico 0.031149 0.025347 0.023293 0.011308 0.008017 \n", + "Russian Federation 0.010210 0.031970 0.014745 0.004819 0.002697 \n", + "United States 0.079434 0.031615 0.017676 0.118064 0.010215 \n", + "\n", + " Japan Korea Mexico Russian Federation \\\n", + "Canada 0.016097 0.015026 0.031149 0.010210 \n", + "Germany 0.010194 0.008383 0.025347 0.031970 \n", + "France 0.009829 0.007423 0.023293 0.014745 \n", + "United Kingdom 0.005973 0.007535 0.011308 0.004819 \n", + "India 0.005128 0.002869 0.008017 0.002697 \n", + "Japan 1.000000 0.017515 0.006924 0.003553 \n", + "Korea 0.017515 1.000000 0.005112 0.002961 \n", + "Mexico 0.006924 0.005112 1.000000 0.006551 \n", + "Russian Federation 0.003553 0.002961 0.006551 1.000000 \n", + "United States 0.007169 0.006711 0.014826 0.004924 \n", + "\n", + " United States \n", + "Canada 0.079434 \n", + "Germany 0.031615 \n", + "France 0.017676 \n", + "United Kingdom 0.118064 \n", + "India 0.010215 \n", + "Japan 0.007169 \n", + "Korea 0.006711 \n", + "Mexico 0.014826 \n", + "Russian Federation 0.004924 \n", + "United States 1.000000 " + ] + }, + "execution_count": 224, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "DF = DF1.groupby(['video_id', 'country'])['trending_date'].count().reset_index()\n", + "DF.columns = ['video_id','viewing_country','Total_Trend_Days']\n", + "\n", + "Country_Video_Table = DF.groupby('viewing_country').aggregate(Video_List = ('video_id', lambda x: x.to_list()))\n", + "\n", + "Country_Video_Table.index = [ISO_Alpha2_Country_Mapping[cc] for cc in Country_Video_Table.index]\n", + "Country_Video_Table\n", + "\n", + "def Cosine_Similarity_Matrix(Table):\n", + " N = Table.index.to_list()\n", + " Sim_Matrix = pd.DataFrame(index=N, columns=N)\n", + " for row in N:\n", + " for col in N:\n", + " Num = len(set(Table.loc[row][0]).intersection(set(Table.loc[col][0])))\n", + " Denom = np.sqrt(len(Table.loc[row][0])*len(Table.loc[col][0]))\n", + " Sim_Matrix.loc[row,col] = Num/Denom\n", + " Sim_Matrix = Sim_Matrix.astype('float') \n", + " return Sim_Matrix\n", + "\n", + "def Jaccard_Similarity_Matrix(Table):\n", + " N = Table.index.to_list()\n", + " Sim_Matrix = pd.DataFrame(index=N, columns=N)\n", + " for row in N:\n", + " for col in N:\n", + " Num = len(set(Table.loc[row][0]).intersection(set(Table.loc[col][0])))\n", + " Denom = len(set(Table.loc[row][0]).union(set(Table.loc[col][0])))\n", + " Sim_Matrix.loc[row,col] = Num/Denom\n", + " Sim_Matrix = Sim_Matrix.astype('float') \n", + " return Sim_Matrix\n", + "\n", + "Similarity = Cosine_Similarity_Matrix(Country_Video_Table)\n", + "Similarity\n", + "\n", + "_=plt.figure(figsize=(10,10))\n", + "_=plt.matshow(Similarity, fignum=1, cmap=\"YlGn\")\n", + "_=plt.xticks(range(len(Similarity.columns)), Similarity.columns, rotation=45)\n", + "_=plt.yticks(range(len(Similarity.columns)), Similarity.columns, rotation=45)\n", + "_=plt.colorbar()\n", + "_=plt.suptitle('Similarity of countries\\n based on exact match of trending videos', fontsize=20, weight='bold', x=0.45,y=0.98) \n", + "_= plt.savefig('../Image/Correlation_on_video_watch_with_360217.png')\n", + "_=plt.show()\n", + "\n", + "Similarity2 = Jaccard_Similarity_Matrix(Country_Video_Table)\n", + "Similarity2\n", + "\n", + "_=plt.figure(figsize=(10,10))\n", + "_=plt.matshow(Similarity2, fignum=1, cmap=\"cividis\")\n", + "_=plt.xticks(range(len(Similarity2.columns)), Similarity.columns, rotation=45)\n", + "_=plt.yticks(range(len(Similarity2.columns)), Similarity.columns, rotation=45)\n", + "_=plt.colorbar()\n", + "_=plt.suptitle('Similarity of countries\\n based on exact match of trending videos', fontsize=20, weight='bold', x=0.45,y=0.98) \n", + "#_= plt.savefig('../Image/Correlation_on_video_watch_with_360217.png')\n", + "_=plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 227, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'CA': ['DE', 'FR', 'GB', 'US'],\n", + " 'DE': ['CA', 'FR'],\n", + " 'FR': ['CA', 'DE'],\n", + " 'GB': ['CA', 'US'],\n", + " 'US': ['CA', 'GB']}" + ] + }, + "execution_count": 227, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "geo": "geo", + "hovertemplate": "%{hovertext}

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Is there a similarity?\n", + "\n", + "* **We studied trending categories across countries and found \"Entertainment\" is the most trending category in all countries except Great Britain(GB) and Russia. In GB, Music outnumbered the Entertainment whereas in Russia \"People & Blogs\" surmounted Entertainment!** \n", + "\n", + "* **We clustered countries based on the how much they watch in each categories. The clustering method we chose is hierarchical clustering as we have only 10 countries to compare**\n", + " - **Cluster1 - Canada, Germany, France, India, Japan and Mexico - Significantly high interest in Entertainment compared to all other categories**\n", + " - **Cluster2 - Korea & Russia - Along with Entertainment, they also have interest in News & Politics and People & Blogs**\n", + " - **Cluster3 - UK & US - Common interest in Music & Entertainment**\n", + " \n", + "* Note:- Data used is the original version as there was no NaN's for the Viewing Countries and Categories." + ] + }, + { + "cell_type": "code", + "execution_count": 241, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Cleanup on the original DF\n", + "DF1 = pd.read_pickle(\"../Data/New_Video_DF_360217.pkl\")\n", + "DF1.rename(columns={'country':'viewing_country'}, inplace=True)\n", + "\n", + "List_of_JSON = [(file, file.split('_')[0]) for file in list(os.walk(os.path.join('..', 'Data')))[0][-1] if (file.endswith(\"category_id.json\"))] \n", + "Dict_Catogory = dict()\n", + "file = 'US_category_id.json'\n", + "with open(os.path.join('..', 'Data', file)) as f:\n", + " data = json.load(f)\n", + " Dict_Catogory.update({int(item['id']): item['snippet']['title'] for item in data['items']})\n", + "#Dict_Catogory\n", + "\n", + "DF1['Category'] = DF1['category_id'].map(Dict_Catogory)\n", + "DF1.drop('category_id', axis=1, inplace=True)\n", + "\n", + "DF = DF1.copy()\n", + "\n", + "Country_Vs_Cat_Table = DF.groupby(['viewing_country', 'Category'])['video_id'].count().unstack()\n", + "Country_Vs_Cat_Table = Country_Vs_Cat_Table.fillna(value=0).astype('int64')\n", + "\n", + "def toppers(x, how_many=3):\n", + " toppers = {key:x.to_dict()[key] for key in sorted(x.to_dict(), key=lambda y: x.to_dict()[y], reverse=True)[:how_many]}\n", + " toppers.update({'Other':x.sum() - sum(toppers.values())})\n", + " return toppers\n", + "\n", + "Outer = Country_Vs_Cat_Table.sum(axis=1)\n", + "\n", + "Inner = Country_Vs_Cat_Table.apply(lambda x:toppers(x,4), axis=1) \n", + "\n", + "fig, axis = plt.subplots(figsize = (10,10))\n", + "_=axis.axis('equal')\n", + "color_range = [plt.cm.Blues, plt.cm.Purples, plt.cm.Wistia, plt.cm.Reds, plt.cm.Greens, plt.cm.Oranges , plt.cm.Greys, plt.cm.GnBu_r, plt.cm.pink, plt.cm.OrRd_r]\n", + "colors = [color(0.6) for color in color_range]\n", + "\n", + "#Outer pie\n", + "labels = [ISO_Alpha2_Country_Mapping[cc] for cc in Outer.index]\n", + "pie1= axis.pie(Outer, labels=labels, colors=colors,radius=1.3) \n", + "_=plt.setp(pie1[0], width=0.3, edgecolor='white' )\n", + "\n", + "#Inner pie\n", + "names = list(np.array([list(item) for item in Inner.map(lambda x: x.keys()).to_list()]).flatten())\n", + "values = list(np.array([list(item) for item in Inner.map(lambda x: x.values()).to_list()]).flatten())\n", + "colors = []\n", + "for color in color_range:\n", + " colors = colors + [color(i) for i in [0.5,0.4,0.3,0.2,0.1]]\n", + "pie2 = axis.pie(values, radius=1.3-0.3, labels=names, labeldistance=0.7, colors=colors)\n", + "_=plt.setp(pie2[0], width=0.5, edgecolor='white')\n", + "_=plt.margins(0,0)\n", + "\n", + "# do the rotation of the labels\n", + "for w, t in zip(pie2[0], pie2[1]):\n", + " mang =(w.theta1 + w.theta2)/2. # get mean_angle of the wedge\n", + " #print(mang, t.get_rotation())\n", + " _=t.set_rotation(mang) # rotate the label by mean_angle\n", + " _=t.set_va(\"center\")\n", + " _=t.set_ha(\"center\")\n", + " _=t.set\n", + "#Tiding up the clutter\n", + "#_=pie2[1][27].set_visible(False)\n", + "_=pie2[1][28].set_visible(False)\n", + "_=pie2[1][29].set_visible(False)\n", + "\n", + "\n", + "_=plt.suptitle('Trending Videos Visual: Countries & Categories', fontsize=20, weight='bold', y=1)\n", + "\n", + "_=plt.tight_layout()\n", + "_= plt.savefig('../Image/Cat1_with_360217.png', bbox_inches = \"tight\" )\n", + "_=plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Clustering of Countries based on the categories" + ] + }, + { + "cell_type": "code", + "execution_count": 246, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 0, 0, 1, 0, 0, 2, 0, 2, 1])" + ] + }, + "execution_count": 246, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Country_Cluster = pd.DataFrame(Country_Vs_Cat_Table.reset_index()['viewing_country'])\n", + "Country_Cluster['Country'] = Country_Cluster['viewing_country'].map(ISO_Alpha2_Country_Mapping)\n", + "Country_Cluster['iso_code_alpha3'] = Country_Cluster['viewing_country'].map(lambda x: [item for item in countries.get(x)][2])\n", + "\n", + "Country_Cluster['Cluster'] = cluster.fit_predict(scaled_country)\n", + "\n", + "\n", + "import plotly.express as px\n", + "\n", + "fig = px.choropleth(Country_Cluster, locations=\"iso_code_alpha3\",\n", + " color=\"Cluster\",\n", + " hover_name=\"Country\", # column to add to hover information\n", + " color_continuous_scale='sunset') #px.colors.sequential.Plasma\n", + "fig.show()\n", + "pio.write_html(fig, file='../Image/Country_Clusters_based_on_what_categories_are_trending_with_360217.html', auto_open=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Is there any difference in popularity (longevity) across categories ?\n", + "\n", + "**We define popularity(longevity) as the number the days of trending**\n", + "- **Almost all categories have a varying popularity**\n", + "- **However, it looks like \"Music videos\" tend to have relatively longer limelight (Avg >3, whereas all other categories have mean trending days <3)**\n", + "- **Note that \"Trailers\" and \"Movies\" are significantly less in numbers in the dataset(2, 13 respectively). Hence, it is not enough evidence to say that, they trend less. They are excluded in the visualization**\n", + "\n", + "Note:- Data used is the cleaned(shorter) version as we would be using the shorter version for model building as it is devoid of NaNs for a wide variety of features. Hence, we need to analyse the factors affecting popularity with the same Data" + ] + }, + { + "cell_type": "code", + "execution_count": 250, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "DF = pd.read_pickle('../Data/Popularity_DF.pkl')\n", + "\n", + "\n", + "List_of_Cats = DF['Category'].unique()\n", + "Category_Count = pd.DataFrame(DF['Category'].value_counts())\n", + "\n", + "fig, axs = plt.subplots(8, 2, sharex=True, sharey=False, tight_layout=True, figsize=(10,10))\n", + "axs = axs.ravel()\n", + "color_range = [plt.cm.Blues, plt.cm.Purples, plt.cm.Wistia, plt.cm.Reds, plt.cm.GnBu_r, plt.cm.Oranges , plt.cm.Greys, plt.cm.Greens , plt.cm.pink, plt.cm.OrRd_r]\n", + "colors = [color(0.6) for color in color_range]\n", + "\n", + "for index,cat in enumerate(List_of_Cats[:-2]):\n", + " _=axs[index].hist(DF[DF['Category']==cat]['Total_Trend_Days'], color=colors[index%10], alpha=1, label=f\"{cat} \\nN = {Category_Count.loc[cat, 'Category']}\")\n", + "\n", + " #legend\n", + " _=axs[index].legend(loc='upper right', fontsize = 15)\n", + " \n", + "\n", + " \n", + "_=plt.suptitle('Difference in Days of Trending across Categories', fontsize=20, weight='bold', y=1.05) \n", + "#xlabel, ylabel\n", + "_=fig.text(-0.02, 0.5, 'Number of Videos', va='center', rotation='vertical', fontsize = 15)\n", + "_=fig.text(0.51, -0.02, 'Days of Trending', ha='center', rotation='horizontal', fontsize = 15)\n", + "\n", + "\n", + "_ = plt.tight_layout()\n", + "_= plt.savefig('../Image/Popularity_Across_Categories.png', bbox_inches = \"tight\" )\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 253, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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countmeanstdmin25%50%75%max
Category
Autos & Vehicles2950.01.3305081.0300261.01.001.01.0019.0
Comedy10131.02.0840002.1813061.01.001.02.0035.0
Education3345.01.8681612.2416021.01.001.02.0031.0
Entertainment42890.01.7882962.1325091.01.001.02.0038.0
Film & Animation7043.02.0370582.8203661.01.001.02.0037.0
Gaming4862.01.8854382.3819241.01.001.02.0030.0
Howto & Style9461.01.7587992.3648591.01.001.02.0036.0
Movies13.02.0769232.2532031.01.001.02.008.0
Music10617.03.3036645.0805211.01.002.03.0037.0
News & Politics14993.01.5685991.4167981.01.001.02.0035.0
Nonprofits & Activism1343.01.3529411.3218071.01.001.01.0036.0
People & Blogs19639.01.5712101.7566911.01.001.02.0038.0
Pets & Animals2041.01.8672222.6210891.01.001.02.0029.0
Science & Technology3420.02.0485382.5136041.01.001.02.0036.0
Shows612.01.3120921.3254351.01.001.01.0025.0
Sports8693.01.6112961.9281141.01.001.02.0038.0
Trailers2.01.5000000.7071071.01.251.51.752.0
Travel & Events791.01.8723142.1671031.01.001.02.0022.0
\n", + "
" + ], + "text/plain": [ + " count mean std min 25% 50% 75% max\n", + "Category \n", + "Autos & Vehicles 2950.0 1.330508 1.030026 1.0 1.00 1.0 1.00 19.0\n", + "Comedy 10131.0 2.084000 2.181306 1.0 1.00 1.0 2.00 35.0\n", + "Education 3345.0 1.868161 2.241602 1.0 1.00 1.0 2.00 31.0\n", + "Entertainment 42890.0 1.788296 2.132509 1.0 1.00 1.0 2.00 38.0\n", + "Film & Animation 7043.0 2.037058 2.820366 1.0 1.00 1.0 2.00 37.0\n", + "Gaming 4862.0 1.885438 2.381924 1.0 1.00 1.0 2.00 30.0\n", + "Howto & Style 9461.0 1.758799 2.364859 1.0 1.00 1.0 2.00 36.0\n", + "Movies 13.0 2.076923 2.253203 1.0 1.00 1.0 2.00 8.0\n", + "Music 10617.0 3.303664 5.080521 1.0 1.00 2.0 3.00 37.0\n", + "News & Politics 14993.0 1.568599 1.416798 1.0 1.00 1.0 2.00 35.0\n", + "Nonprofits & Activism 1343.0 1.352941 1.321807 1.0 1.00 1.0 1.00 36.0\n", + "People & Blogs 19639.0 1.571210 1.756691 1.0 1.00 1.0 2.00 38.0\n", + "Pets & Animals 2041.0 1.867222 2.621089 1.0 1.00 1.0 2.00 29.0\n", + "Science & Technology 3420.0 2.048538 2.513604 1.0 1.00 1.0 2.00 36.0\n", + "Shows 612.0 1.312092 1.325435 1.0 1.00 1.0 1.00 25.0\n", + "Sports 8693.0 1.611296 1.928114 1.0 1.00 1.0 2.00 38.0\n", + "Trailers 2.0 1.500000 0.707107 1.0 1.25 1.5 1.75 2.0\n", + "Travel & Events 791.0 1.872314 2.167103 1.0 1.00 1.0 2.00 22.0" + ] + }, + "execution_count": 253, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "DF.groupby('Category')['Total_Trend_Days'].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 349, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Box plot to convey the same effectively!\n", + "boxprops = dict(linestyle='-', linewidth=2, color='k')\n", + "medianprops = dict(linestyle='-', linewidth=2, color='coral')\n", + "meanprops = dict(markeredgecolor='teal')\n", + "fig, axs = plt.subplots(8, 2, sharex=True, sharey=True, tight_layout=True, figsize=(10,10))\n", + "axs = axs.ravel()\n", + "\n", + "color_range = [plt.cm.Blues, plt.cm.Purples, plt.cm.Wistia, plt.cm.Reds, plt.cm.GnBu_r, plt.cm.Oranges , plt.cm.Greys, plt.cm.Greens , plt.cm.pink, plt.cm.OrRd_r]\n", + "colors = [color(0.6) for color in color_range]\n", + "\n", + "for index,cat in enumerate(List_of_Cats[:-2]):\n", + " Dict = axs[index].boxplot(DF[DF['Category']==cat]['Total_Trend_Days'], \n", + " showfliers=False,\n", + " showmeans=True,\n", + " boxprops=boxprops,\n", + " medianprops=medianprops,\n", + " meanprops=meanprops)\n", + " #_=axs[index].legend([cat], loc='upper right', fontsize = 10)\n", + " _=axs[index].text(0.01,0.9, cat,\n", + " fontsize=12,\n", + " horizontalalignment='left',\n", + " verticalalignment='top',\n", + " transform = axs[index].transAxes)\n", + " \n", + " _=axs[index].set_xticklabels([])\n", + " _=axs[index].set_xticks([])\n", + " \n", + " #Annotate\n", + " \n", + " for line in Dict['medians']:\n", + " # get position data for median line\n", + " x, y = line.get_xydata()[1] # top of median line\n", + " # overlay median value\n", + " _=axs[index].text(0.99,0.7, \"Median = {:.0f}\".format(y),\n", + " horizontalalignment='right',\n", + " verticalalignment='top',\n", + " color='coral',\n", + " transform = axs[index].transAxes)\n", + "\n", + " for line in Dict['means']:\n", + " # get position data for median line\n", + "\n", + " x, y = line.get_xydata()[0] # top of median line\n", + " # overlay mean value\n", + " _=axs[index].text(0.99, 0.9, \"Mean = {:.0f}\".format(y),\n", + " horizontalalignment='right',\n", + " verticalalignment='top',\n", + " color='teal',\n", + " transform = axs[index].transAxes)\n", + "\n", + "_=plt.suptitle('Difference in Days of Trending across Categories', fontsize=20, weight='bold', y=1.05) \n", + "\n", + "#xlabel, ylabel\n", + "_=fig.text(-0.02, 0.5, 'Days of Trending', va='center', rotation='vertical', fontsize = 15)\n", + "\n", + "\n", + "_ = plt.tight_layout()\n", + "_= plt.savefig('../Image/Popularity_Across_Categories_box_plot.png', bbox_inches = \"tight\" )\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Feature Selection\n", + "\n", + "**We used statistical measures to understand the prominent features (attributes) that affects popularity (No. of days of trending)**\n", + "- **Since the number of days of trending(popularity), we cannot treat this problem as a regression problem and use statistical methods. Hence, we have categorized the popularity into 4 ranges**\n", + " - 1Day Trending -> 'JustTrending'\n", + " - 1 to 5 Days Trending-> 'Popular'\n", + " - 5 to 14 Days Trending -> 'UlraPopular'\n", + " - \\>14 Days Trending -> 'Phenomenon'\n", + "- **Used Chi-squared Feature Selection for categorical features**\n", + "- **Use ANOVA test for numeric features**\n", + "**Please note that this study is a preliminary one and doesn't identify the combined effects of attributes on output**\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Feature Selection of Categorical Variables" + ] + }, + { + "cell_type": "code", + "execution_count": 350, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Feature 0: 9136.199843\n", + "Feature 1: 1763.807408\n", + "Feature 2: 26352.847353\n", + "Feature 3: 49299.231133\n", + "Feature 4: 126.115758\n", + "Feature 5: 91.221857\n", + "Feature 6: 133.616390\n", + "Feature 7: 72.862969\n", + "Feature 8: 121.805762\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "array([ 9136.19984317, 1763.80740809, 26352.84735332, 49299.23113338,\n", + " 126.11575757, 91.22185733, 133.61638978, 72.86296909,\n", + " 121.80576155])" + ] + }, + "execution_count": 350, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "## Chi-Squared / ANOVA Feature Selection function\n", + "\n", + "from sklearn.feature_selection import SelectKBest\n", + "from sklearn.preprocessing import OrdinalEncoder\n", + "from sklearn.feature_selection import chi2\n", + "from sklearn.feature_selection import f_classif\n", + "\n", + "# prepare input data\n", + "def encode(X):\n", + " oe = OrdinalEncoder()\n", + " oe.fit(X) \n", + " return oe\n", + "\n", + "\n", + "def feature_selection(DF, function, ravel=False):\n", + " \n", + " columns = DF.columns\n", + " #Create separate encoders for input and output\n", + " encoder_X = encode(DF[columns[:-1]])\n", + " X = encoder_X.transform(DF[columns[:-1]])\n", + "\n", + " encoder_Y = encode(DF['Popularity_Category'].to_numpy().reshape(-1,1))\n", + " Y = encoder_Y.transform(DF['Popularity_Category'].to_numpy().reshape(-1,1))\n", + " if ravel:\n", + " Y=Y.ravel()\n", + " fs = SelectKBest(score_func=function, k='all')\n", + " fs.fit(X, Y)\n", + " \n", + " # what are scores for the features\n", + " for i in range(len(fs.scores_)):\n", + " print('Feature %d: %f' % (i, fs.scores_[i]))\n", + " # plot the scores\n", + " fig, ax = plt.subplots(figsize=(8,6))\n", + " _=plt.bar([i for i in range(len(fs.scores_))], fs.scores_, color='teal', width=0.6)\n", + " _=plt.xticks([i for i in range(len(fs.scores_))], columns[:-1], rotation=90)\n", + " _=plt.ylabel('Significance Score', fontsize=12)\n", + "\n", + " a,b=(('categorical', 'chi-square') if function==chi2 else ('numeric', 'ANOVA'))\n", + " label = \"Feature importance of {} variables \\n using {} test\".format(a,b)\n", + " _=plt.title(label, fontsize=15, weight='bold', y=1.01)\n", + " _=plt.tight_layout()\n", + " _= plt.savefig('../Image/Feature_Selection_of_{}variables.png'.format(a), bbox_inches = \"tight\" )\n", + " plt.show()\n", + " \n", + " return fs.scores_\n", + "\n", + "def Basic_Cleanup():\n", + " DF = pd.read_pickle('../Data/Popularity_DF.pkl')\n", + "\n", + " #Language fill NaN and cleanup\n", + " DF['Language'].fillna('Unknown', inplace=True)\n", + " DF['Language'].replace({'English (United Kingdom)':'English', 'Spanish (Latin America)':'Spanish', 'Spanish (Spain)':'Spanish'}, inplace=True)\n", + "\n", + " Country_Category_Popularity_DF = DF[['viewing_country', 'Category', 'Origin_Country', 'Language', 'Comments_Disabled', 'Ratings_Disabled', 'Blocked', 'Allowed', 'GoogleAnalyticsUsed', 'IsmoderatingComments', 'Total_Trend_Days']].copy()\n", + "\n", + " #import missingno as msno\n", + " #_=msno.matrix(Country_Category_Popularity_DF)\n", + " #Origin_Country fill NaN and cleanup\n", + " Country_Category_Popularity_DF['Origin_Country'].fillna(value='Not_Disclosed', inplace=True)\n", + " return Country_Category_Popularity_DF\n", + "\n", + "\n", + "def map_to_cat(x):\n", + " #np.quantile(Country_Category_Popularity_DF['Total_Trend_Days'], [0.95, 0.999])\n", + " #1 -> 'JustTrending'\n", + " #(1 to 5] -> 'Popular' #5 is 95th %\n", + " #(5 to 14] -> 'UlraPopular' #14 is 99.1%\n", + " #>14 -> 'Phenomenon'\n", + " return ('JustTrending' if x==1 else ('Popular' if x<=5 else ('UltraPopular' if x<=14 else \"Phenomenon\")))\n", + "\n", + "#Retrieve Country_Category_Popularity_DF after basic cleanup\n", + "Country_Category_Popularity_DF = Basic_Cleanup()\n", + "#Derive a new variable censorship if any blocking\n", + "Country_Category_Popularity_DF['censorship'] = Country_Category_Popularity_DF.apply(lambda x: (False if ((x['Blocked']!=x['Blocked']) and (x['Allowed']!=x['Allowed'])) else True),axis=1)\n", + "Country_Category_Popularity_DF['Popularity_Category'] = Country_Category_Popularity_DF['Total_Trend_Days'].map(lambda x: map_to_cat(x)) \n", + "Country_Category_Popularity_DF.drop(['Blocked', 'Allowed', 'Total_Trend_Days'], inplace=True, axis=1)\n", + "\n", + "feature_selection(Country_Category_Popularity_DF, chi2)\n", + "#_=msno.matrix(Country_Category_Popularity_DF)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Feature Selection of Numeric Variables (ANOVA Test)" + ] + }, + { + "cell_type": "code", + "execution_count": 351, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Feature 0: 200.768561\n", + "Feature 1: 406.064902\n", + "Feature 2: 5835.287534\n", + "Feature 3: 5480.808362\n", + "Feature 4: 2524.251736\n", + "Feature 5: 3911.372618\n", + "Feature 6: 1015.285355\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "array([ 200.76856128, 406.06490198, 5835.28753387, 5480.80836217,\n", + " 2524.25173613, 3911.37261773, 1015.28535524])" + ] + }, + "execution_count": 351, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def indays(x,y):\n", + " z=x.date()-y.date()\n", + " return z.days\n", + "def Basic_Cleanup_Numeric():\n", + " DF = pd.read_pickle('../Data/Popularity_DF.pkl')\n", + "\n", + " DF['Trended_After(Days)'] = DF.apply(lambda x: indays(x['First_Trending'],x['Publish_Time']), axis=1)\n", + "\n", + " Country_Category_Popularity_DF = DF[['viewing_country', 'Trended_After(Days)','Duration', 'Views', 'Likes', 'Dislikes', 'Comment_Count', 'PublishedAfter_in_Days', 'Blocked', 'Allowed', 'Total_Trend_Days']].copy()\n", + " \n", + " \n", + " Country_Category_Popularity_DF['Popularity_Category'] = Country_Category_Popularity_DF['Total_Trend_Days'].map(lambda x: map_to_cat(x)) \n", + " Country_Category_Popularity_DF.drop(['viewing_country', 'Blocked', 'Allowed', 'Total_Trend_Days'], inplace=True, axis=1)\n", + "\n", + " return Country_Category_Popularity_DF\n", + "\n", + "\n", + "#Retrieve Country_Category_Popularity_DF after basic cleanup\n", + "Country_Category_Popularity_DF = Basic_Cleanup_Numeric()\n", + "\n", + "feature_selection(Country_Category_Popularity_DF, f_classif, ravel=True)\n", + "#_=msno.matrix(Country_Category_Popularity_DF)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Study on Boolean Categorical Variables\n", + "\n", + "* **Based on the feature selection study, it appears that Boolean Categorical variables are less significant than others**\n", + "\n", + "* **In this section, we study if they are any significant at all**" + ] + }, + { + "cell_type": "code", + "execution_count": 354, + "metadata": {}, + "outputs": [], + "source": [ + "Country_Category_Popularity_DF = DF[['viewing_country', 'Category', 'Origin_Country', 'Language', 'Comments_Disabled', 'Ratings_Disabled', 'Blocked', 'Allowed', 'GoogleAnalyticsUsed', 'IsmoderatingComments', 'Total_Trend_Days']].copy()\n", + "Country_Category_Popularity_DF['Popularity_Category'] = Country_Category_Popularity_DF['Total_Trend_Days'].map(lambda x: map_to_cat(x)) \n", + "\n", + "def plot_popularity_distribution(col, text, filename, legend=None, title=None):\n", + " #col:- Column name in Country_Category_Popularity_DF you want to analyse the significance for\n", + " #text:- text in the graph\n", + " #filename:- filename to save\n", + " #legend:- legend names as a list\n", + " \n", + " contingency_table=Country_Category_Popularity_DF.groupby(col)['Popularity_Category'].value_counts().unstack()\n", + " \n", + " stat, p, dof, expected = chi2_contingency(contingency_table)\n", + "\n", + "\n", + " # interpret p-value\n", + " alpha = 0.01\n", + " if p <= alpha:\n", + " print(f'Popularity depends on {col} (reject H0)')\n", + " else:\n", + " print(f'Popularity is independent of {col} (fail to reject H0)')\n", + " \n", + " DF=pd.DataFrame(Country_Category_Popularity_DF.groupby(col)['Popularity_Category'].value_counts(normalize=True))\n", + " DF.columns = ['Percentage']\n", + " DF = DF.unstack(level=0)\n", + " DF = DF.loc[['JustTrending', 'Popular', 'UltraPopular', 'Phenomenon'],:]\n", + " DF['Percentage']=DF['Percentage']*100\n", + "\n", + " DF.columns.name = col\n", + " if legend==None:\n", + " DF.columns = [col[1] for col in DF.columns]\n", + " else:\n", + " DF.columns = legend\n", + " \n", + " yTicks = np.arange(0, (DF.max().max()//10)*10 + 11, 10)\n", + " ax = DF.plot.bar(rot=0, figsize=(6,4), color=['teal', 'blue'], width=0.6)\n", + "\n", + " #Beautification !!!\n", + " suptitle = (f'Popularity Distribution\\n with and without {col.capitalize()}' if title==None else title)\n", + " _=plt.suptitle(suptitle, fontsize=16, weight='bold', y=1.08)\n", + " _=plt.yticks(yTicks, [f\"{val}%\" for val in yTicks])\n", + "\n", + " #xlabel, ylabel\n", + " _=plt.xlabel('Popularity Category',fontsize = 14)\n", + " _=plt.ylabel('Percentage',fontsize = 14)\n", + "\n", + " #legend\n", + " _=plt.legend(loc='upper right', fontsize = 12)\n", + " text = \"{}\\np-value = {:.1f}\".format(text, p)\n", + " bbox_props = dict(boxstyle=\"round\", fc=\"lightcoral\", ec=\"grey\", lw=2, alpha=0.3)\n", + " t = ax.text(0.6, 0.6, text, ha=\"center\", va=\"center\",\n", + " size=10, transform=ax.transAxes,\n", + " bbox=bbox_props)\n", + "\n", + " _ =plt.tight_layout()\n", + " ax.get_figure().savefig(f'../Image/{filename}',bbox_inches = \"tight\" )\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 355, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Popularity depends on censorship (reject H0)\n", + "Popularity depends on IsmoderatingComments (reject H0)\n", + "Popularity depends on GoogleAnalyticsUsed (reject H0)\n", + "Popularity depends on Ratings_Disabled (reject H0)\n", + "Popularity depends on Comments_Disabled (reject H0)\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "###Censorship\n", + "\n", + "Country_Category_Popularity_DF['censorship'] = Country_Category_Popularity_DF.apply(lambda x: (False if ((x['Blocked']!=x['Blocked']) and (x['Allowed']!=x['Allowed'])) else True),axis=1)\n", + "plot_popularity_distribution('censorship', \"Popularity depends on\\nwhether or not videos are censored\\n(by ChiSquare Test of Independence)\", 'Effect_of_Censorship_on_popularity.png', legend=[\"No\", \"Yes\"])\n", + "\n", + "\n", + "### Study on Comment Moderation\n", + "plot_popularity_distribution('IsmoderatingComments', \"Popularity depends on\\n Comments Moderation\\n(by ChiSquare Test of Independence)\", 'Effect_of_Comment_Moderation_on_popularity.png', legend=[\"No\", \"Yes\"], title=\"Popularity Distribution\\nwith and without Comment Moderation\" )\n", + "\n", + "\n", + "## Study on Google Analytics\n", + "plot_popularity_distribution('GoogleAnalyticsUsed', \"Popularity depends on\\n whether Google Analytics used or Not\\n(by ChiSquare Test of Independence)\", 'Effect_of_Google_Analytics_on_popularity.png', legend=[\"No\", \"Yes\"], title=\"Popularity Distribution\\nwith and without Google Analytics\" )\n", + "\n", + "## Study on Ratings Disabled\n", + "plot_popularity_distribution('Ratings_Disabled', \"Popularity depends on\\n whether Ratings are disabled or Not\\n(by ChiSquare Test of Independence)\" , 'Effect_of_Ratings_Disabled_on_popularity.png',legend=[\"No\", \"Yes\"], title=\"Popularity Distribution\\nwith and without 'Ratings Disabled'\") \n", + "\n", + "\n", + "## Study on Comments Disabled\n", + "plot_popularity_distribution('Comments_Disabled', \"Popularity depends on\\n whether Comments are disabled or Not\\n(by ChiSquare Test of Independence)\", 'Effect_of_Ratings_disabled_or_Not_on_popularity.png', legend=[\"No\", \"Yes\"], title=\"Popularity Distribution\\nwith and without 'Comments Disabled'\" )\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Analyzing the top ten videos with the longest maximum trending time\n", + "\n", + "### Approach:\n", + "* Created a list of all the 10 countries videos trend in.\n", + "* Created a list of the top ten video_ids that have the highest total number of trending days\n", + "* Used the list of video_ids and countries to generate a 2D array to store the number of days a video trends in each country.\n", + "* Generated a heatmap to represent the total number of trending days for each video in each of the countries \n", + "\n", + "### Insights:\n", + "* Each of the top longest trending videos have trended the longest in the UK\n", + "* The same videos that achieves such a high popularity in the UK by trending for 38 days only trends for 0 to 6 days in most other countries and in the US trends for about 10 to 20 days \n", + "* There is a very large difference in the number of days videos trend in UK compared to other countries\n", + "* This raises the question do all occurrences of total trending days that are higher than 20 occur in UK ? If this is the case why does this happen?" + ] + }, + { + "cell_type": "code", + "execution_count": 362, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Jurassic World: Fallen Kingdom - Officia',\n", + " 'Justin Timberlake’s FULL Pepsi Super Bow | People & Blogs',\n", + " 'To Our Daughter',\n", + " 'Fergie Performs The U.S. National Anthem',\n", + " 'Incredibles 2 - Olympics Sneak Peek',\n", + " 'Rich Brian - Cold (Official Music Video)',\n", + " 'Miguel - Come Through and Chill ft. J. C',\n", + " 'VENOM - Official Teaser Trailer (HD)',\n", + " 'Whethan, Dua Lipa - High (Audio)',\n", + " '[OFFICIAL VIDEO] HAVANA - PENTATONIX']" + ] + }, + "execution_count": 362, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "['Russian Federation',\n", + " 'Germany',\n", + " 'France',\n", + " 'Mexico',\n", + " 'Canada',\n", + " 'India',\n", + " 'Korea',\n", + " 'Japan',\n", + " 'United States',\n", + " 'United Kingdom']" + ] + }, + "execution_count": 362, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "array([[ 2, 5, 3, 3, 6, 6, 2, 0, 10, 38],\n", + " [ 2, 5, 5, 3, 6, 0, 0, 0, 4, 38],\n", + " [ 2, 5, 4, 3, 6, 0, 1, 0, 10, 38],\n", + " [ 0, 3, 2, 1, 7, 0, 0, 0, 7, 37],\n", + " [ 0, 5, 4, 2, 7, 6, 5, 1, 11, 37],\n", + " [ 0, 1, 1, 0, 4, 0, 0, 0, 0, 37],\n", + " [ 0, 0, 1, 0, 4, 0, 0, 0, 17, 37],\n", + " [ 0, 3, 3, 2, 5, 5, 2, 1, 10, 37],\n", + " [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 37],\n", + " [ 1, 3, 2, 1, 5, 0, 2, 1, 13, 37]])" + ] + }, + "execution_count": 362, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#import data into a dataframe\n", + "df=pd.read_pickle(\"../Data/Popularity_DF.pkl\")\n", + "#sorting dataframe by total trending days in decsending order\n", + "dfmax= df.sort_values(by=\"Total_Trend_Days\", ascending=False)\n", + "#droping repeating entries for the trend time in each country so that we have the highest trend time for each unique video_id \n", + "dfmax.drop_duplicates(\"video_id\", inplace=True)\n", + "#Creating a list of top ten longest trendinding videos\n", + "#Taking the top ten unique video_ids\n", + "dfmax10=dfmax.head(10)\n", + "topTitlesList= dfmax10[\"Video_Title\"]\n", + "topTitlesList=topTitlesList.tolist()\n", + "topVideoIdList=dfmax10[\"video_id\"]\n", + "topVideoIdList=topVideoIdList.tolist()\n", + "topTitlesList= [re.sub(' +', ' ',name)[0:40] for name in topTitlesList]\n", + "kylie=df[df[\"Video_Title\"]==\"To Our Daughter\"]\n", + "topTitlesList[1]=topTitlesList[1]+\" | \"+kylie.iloc[0,8].split('|')[0]\n", + "topTitlesList\n", + "\n", + "#There are 10 countries for which the trending data was collected to create this dataset. Creating a list of all the countries vidoes trend in, in this dataset\n", + "countryCodeList= df[\"viewing_country\"].value_counts().index\n", + "countryCodeList=countryCodeList.tolist()\n", + "\n", + "countryList = [ISO_Alpha2_Country_Mapping[cc] for cc in countryCodeList]\n", + "countryList\n", + "\n", + "#Creating a 2D array that has video_id as the row No. and the each of the 10 countries \n", + "#as the columns. The values stored in the 2D array are total trending days that correspond \n", + "#to the video_id and the country that the video trended in. \n", + "list1=[]\n", + "list2=[]\n", + "temp=[]\n", + "count=0\n", + "for videoid in topVideoIdList:\n", + " dftemp= df[df[\"video_id\"]==videoid]\n", + " for country in countryCodeList:\n", + " try:\n", + " dftemp2=dftemp[dftemp[\"viewing_country\"]==country]\n", + " list2.append(int(dftemp2[\"Total_Trend_Days\"]))\n", + " except:\n", + " list2.append(0)\n", + " list1.append(list2)\n", + " list2=[]\n", + " \n", + "list1= np.array(list1)\n", + "list1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Heatmap to show the number of Total trending days for each Video in each Country" + ] + }, + { + "cell_type": "code", + "execution_count": 363, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.292771587738431, 'Popularity of videos based on viewing country')" + ] + }, + "execution_count": 363, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "Text(0.5, 26.6, 'Viewing Country')" + ] + }, + "execution_count": 363, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "Text(-199.34999999999994, 0.5, 'Video Name')" + ] + }, + "execution_count": 363, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def heatmap(data, row_labels, col_labels, ax=None,\n", + " cbar_kw={}, cbarlabel=\"\", **kwargs):\n", + " \"\"\"\n", + " Create a heatmap from a numpy array and two lists of labels.\n", + "\n", + " Parameters\n", + " ----------\n", + " data\n", + " A 2D numpy array of shape (N, M).\n", + " row_labels\n", + " A list or array of length N with the labels for the rows.\n", + " col_labels\n", + " A list or array of length M with the labels for the columns.\n", + " ax\n", + " A `matplotlib.axes.Axes` instance to which the heatmap is plotted. If\n", + " not provided, use current axes or create a new one. Optional.\n", + " cbar_kw\n", + " A dictionary with arguments to `matplotlib.Figure.colorbar`. Optional.\n", + " cbarlabel\n", + " The label for the colorbar. Optional.\n", + " **kwargs\n", + " All other arguments are forwarded to `imshow`.\n", + " \"\"\"\n", + "\n", + " if not ax:\n", + " ax = plt.gca()\n", + "\n", + " # Plot the heatmap\n", + " im = ax.imshow(data, **kwargs)\n", + "\n", + " # Create colorbar\n", + " cbar = ax.figure.colorbar(im, ax=ax, **cbar_kw)\n", + " cbar.ax.set_ylabel(cbarlabel, rotation=-90, va=\"bottom\")\n", + "\n", + " # We want to show all ticks...\n", + " ax.set_xticks(np.arange(data.shape[1]))\n", + " ax.set_yticks(np.arange(data.shape[0]))\n", + " # ... and label them with the respective list entries.\n", + " ax.set_xticklabels(col_labels)\n", + " ax.set_yticklabels(row_labels)\n", + "\n", + " # Let the horizontal axes labeling appear on top.\n", + " ax.tick_params(top=True, bottom=False,\n", + " labeltop=True, labelbottom=False)\n", + "\n", + " # Rotate the tick labels and set their alignment.\n", + " plt.setp(ax.get_xticklabels(), rotation=-30, ha=\"right\",\n", + " rotation_mode=\"anchor\")\n", + "\n", + " # Turn spines off and create white grid.\n", + " for edge, spine in ax.spines.items():\n", + " spine.set_visible(True)\n", + "\n", + " ax.set_xticks(np.arange(data.shape[1]+1)-.5, minor=True)\n", + " ax.set_yticks(np.arange(data.shape[0]+1)-.5, minor=True)\n", + " ax.grid(which=\"minor\", color=\"w\", linestyle='-', linewidth=3)\n", + " ax.tick_params(which=\"minor\", bottom=False, left=False)\n", + " \n", + "\n", + " return im, cbar\n", + "\n", + "\n", + "fig, ax = plt.subplots()\n", + "\n", + "im, cbar = heatmap(list1, topTitlesList, countryList, ax=ax,\n", + " cmap=\"YlGn\", cbarlabel=\"Total Trending Days\")\n", + "#texts = annotate_heatmap(im)\n", + "\n", + "fig.tight_layout()\n", + "plt.title(\"Popularity of videos based on viewing country\")\n", + "plt.xlabel(\"Viewing Country\")\n", + "plt.ylabel(\"Video Name\")\n", + "plt.savefig(\"../Image/PopularityVsVideoid\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Further investigating the number of total trending days by Country\n", + "### Approach:\n", + "* Created a dataframe with all the rows that have viewing country set to GB \n", + "* Created a dataframe with all the rows that don't have viewing country set to GB \n", + "* Created a Scatter plot that has the row number as the x-axis and the total trending days as the y-axis. UK is represented by an orange color and all other countries are represented with the blue color\n", + "* Created a histogram plot that has the total trending days as the x-axis and frequency of occurrence as the y-axis. UK is represented by an orange color and all other countries are represented with the blue color\n", + "\n", + "### Insights:\n", + "* All videos that trend longer than 29 days have trended in UK\n", + "* This is not a normal distribution so we cannot do a T-test to check whether there is a significant difference between the mean value of total trending days in UK verses the total trending days in other countries" + ] + }, + { + "cell_type": "code", + "execution_count": 365, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def gendata(sample,population):\n", + " #population = stats.norm.rvs(size=1000, random_state=42)\n", + " #sample = stats.norm.rvs(loc=loc, size=200, random_state=42)\n", + "\n", + " # Scatter Plot of Data\n", + " plt.subplot(2, 1, 1)\n", + " #plt.figure(figsize=(6,6))\n", + " plt.title(\"Comparing the number of days videos trend in UK vs other countries\")\n", + " plt.scatter(range(len(population)), population, label=\"other\")\n", + " plt.scatter(range(len(sample)), sample, label=\"UK\")\n", + " plt.legend(title=\"Viewing Country\")\n", + "\n", + " # Histogram Plot of Data\n", + " plt.subplot(2, 1, 2)\n", + " #plt.figure(figsize=(6,6))\n", + " plt.hist(population, 20, density=True, alpha=0.7, label=\"other\")\n", + " plt.hist(sample, 20, density=True, alpha=0.7, label=\"UK\")\n", + " plt.axvline(population.mean(), color='k', linestyle='dashed', linewidth=1)\n", + " plt.axvline(sample.mean(), color='k', linestyle='dashed', linewidth=1)\n", + " plt.legend(title=\"Viewing Country\") \n", + " plt.savefig(\"../Image/UKvsOther\")\n", + " \n", + " return population, sample\n", + "\n", + "sample= df[df[\"viewing_country\"]==\"GB\"][\"Total_Trend_Days\"]\n", + "population=df[df[\"viewing_country\"]!=\"GB\"][\"Total_Trend_Days\"]\n", + "population, sample= gendata(sample,population)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Best trending across Countries\n", + "### Approach:\n", + "* Created a series that has the max value of total trending days for each country \n", + "* Sorted the vales in the series in desending order and created a bar graph\n", + "\n", + "### Insights:\n", + "* Videos trend in UK from 1 to 38 days\n", + "* Videos trend in US from 1 to 29 days\n", + "* Videos trend in India from 1 to 10 days\n", + "* Videos trend in Canada from 1 to 8 days\n", + "* Videos trend in all other countries for less than 8 days" + ] + }, + { + "cell_type": "code", + "execution_count": 367, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "viewing_country\n", + "GB 38\n", + "US 29\n", + "IN 9\n", + "CA 8\n", + "KR 7\n", + "DE 7\n", + "FR 5\n", + "RU 4\n", + "MX 4\n", + "JP 3\n", + "Name: Total_Trend_Days, dtype: int64" + ] + }, + "execution_count": 367, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 367, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Viewing Country')" + ] + }, + "execution_count": 367, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Maximum Total Number of Days videos have trended')" + ] + }, + "execution_count": 367, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "Text(0.5, 1, 'The longest videos trend in each country')" + ] + }, + "execution_count": 367, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dfmaxCountry= df.groupby(\"viewing_country\")[\"Total_Trend_Days\"].max()\n", + "dfmaxCountry.sort_values(ascending=False, inplace=True)\n", + "dfmaxCountry\n", + "\n", + "plt.bar(dfmaxCountry.index, dfmaxCountry)\n", + "plt.xlabel(\"Viewing Country\")\n", + "plt.ylabel(\"Maximum Total Number of Days videos have trended\")\n", + "plt.savefig(\"../Image/maxTrendingPerCountry\")\n", + "plt.title(\"The longest videos trend in each country\")" + ] } ], "metadata": { diff --git a/youtube-trending/Code/Basic_Model.ipynb b/youtube-trending/Code/Basic_Model.ipynb index bf284f2..5aed65e 100644 --- a/youtube-trending/Code/Basic_Model.ipynb +++ b/youtube-trending/Code/Basic_Model.ipynb @@ -31,7 +31,7 @@ }, { "cell_type": "code", - "execution_count": 482, + "execution_count": 149, "metadata": {}, "outputs": [], "source": [ @@ -47,6 +47,7 @@ "#from datapackage import Package\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", + "import seaborn as sns\n", "#from iso3166 import countries\n", "#import plotly.io as pio\n", "#import math\n", @@ -67,7 +68,7 @@ }, { "cell_type": "code", - "execution_count": 498, + "execution_count": 150, "metadata": {}, "outputs": [], "source": [ @@ -76,7 +77,7 @@ }, { "cell_type": "code", - "execution_count": 503, + "execution_count": 151, "metadata": {}, "outputs": [], "source": [ @@ -117,7 +118,7 @@ }, { "cell_type": "code", - "execution_count": 504, + "execution_count": 152, "metadata": {}, "outputs": [ { @@ -127,7 +128,7 @@ " 'GB', 'KR', 'IN', 'MX', 'UA', 'TR', 'ES', 'MA'], dtype=object)" ] }, - "execution_count": 504, + "execution_count": 152, "metadata": {}, "output_type": "execute_result" } @@ -142,7 +143,7 @@ }, { "cell_type": "code", - "execution_count": 505, + "execution_count": 153, "metadata": {}, "outputs": [ { @@ -153,7 +154,7 @@ " 'Turkish'], dtype=object)" ] }, - "execution_count": 505, + "execution_count": 153, "metadata": {}, "output_type": "execute_result" } @@ -169,7 +170,7 @@ }, { "cell_type": "code", - "execution_count": 506, + "execution_count": 154, "metadata": {}, "outputs": [], "source": [ @@ -191,7 +192,7 @@ }, { "cell_type": "code", - "execution_count": 508, + "execution_count": 155, "metadata": {}, "outputs": [], "source": [ @@ -203,7 +204,7 @@ }, { "cell_type": "code", - "execution_count": 509, + "execution_count": 156, "metadata": {}, "outputs": [], "source": [ @@ -225,7 +226,7 @@ }, { "cell_type": "code", - "execution_count": 510, + "execution_count": 157, "metadata": {}, "outputs": [], "source": [ @@ -263,7 +264,7 @@ }, { "cell_type": "code", - "execution_count": 511, + "execution_count": 158, "metadata": {}, "outputs": [], "source": [ @@ -272,7 +273,7 @@ }, { "cell_type": "code", - "execution_count": 515, + "execution_count": 159, "metadata": {}, "outputs": [], "source": [ @@ -310,7 +311,7 @@ }, { "cell_type": "code", - "execution_count": 516, + "execution_count": 160, "metadata": {}, "outputs": [], "source": [ @@ -326,7 +327,7 @@ }, { "cell_type": "code", - "execution_count": 517, + "execution_count": 162, "metadata": {}, "outputs": [ { @@ -343,7 +344,7 @@ " tree_method='exact', validate_parameters=1, verbosity=None)" ] }, - "execution_count": 517, + "execution_count": 162, "metadata": {}, "output_type": "execute_result" } @@ -357,7 +358,7 @@ }, { "cell_type": "code", - "execution_count": 518, + "execution_count": 163, "metadata": {}, "outputs": [], "source": [ @@ -367,7 +368,7 @@ }, { "cell_type": "code", - "execution_count": 519, + "execution_count": 121, "metadata": {}, "outputs": [], "source": [ @@ -377,16 +378,16 @@ }, { "cell_type": "code", - "execution_count": 521, + "execution_count": 164, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.8261409086247564" + "0.7805508363044674" ] }, - "execution_count": 521, + "execution_count": 164, "metadata": {}, "output_type": "execute_result" } @@ -397,7 +398,7 @@ }, { "cell_type": "code", - "execution_count": 522, + "execution_count": 165, "metadata": {}, "outputs": [], "source": [ @@ -407,7 +408,7 @@ }, { "cell_type": "code", - "execution_count": 523, + "execution_count": 166, "metadata": {}, "outputs": [], "source": [ @@ -417,16 +418,16 @@ }, { "cell_type": "code", - "execution_count": 524, + "execution_count": 167, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.7809576224545954" + "0.7805508363044674" ] }, - "execution_count": 524, + "execution_count": 167, "metadata": {}, "output_type": "execute_result" } @@ -444,7 +445,7 @@ }, { "cell_type": "code", - "execution_count": 525, + "execution_count": 168, "metadata": {}, "outputs": [ { @@ -458,32 +459,32 @@ { "data": { "text/plain": [ - "ConfusionMatrix(ax=,\n", + "ConfusionMatrix(ax=,\n", " classes=array(['JustTrending', 'Phenomenon', 'Popular', 'UltraPopular'],\n", " dtype=object),\n", - " cmap=,\n", + " cmap=,\n", " model=None)" ] }, - "execution_count": 525, + "execution_count": 168, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ - "0.7809576224545954" + "0.7805508363044674" ] }, - "execution_count": 525, + "execution_count": 168, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, "metadata": {}, @@ -492,28 +493,35 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 525, + "execution_count": 168, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "plt.rcParams['figure.figsize'] = [5, 5]\n", + "fig, ax = plt.subplots(figsize=(6,6))\n", "CM = ConfusionMatrix(\n", " model, classes=Dict_Label_Enc['Popularity_Category'].classes_,\n", - " label_encoder=Dict_Label_Enc['Popularity_Category']\n", + " label_encoder=Dict_Label_Enc['Popularity_Category'], ax=ax, cmap=\"YlGn\"\n", ")\n", "CM.fit(X_train, y_train)\n", "CM.score(X_test, y_test)\n", - "CM.show()" + "\n", + "_=plt.ylabel('True Class', fontsize=14)\n", + "_=plt.xlabel('Predicted Class', fontsize=14)\n", + "\n", + "\n", + "_=plt.tight_layout()\n", + "plt.savefig('../Image/Confusion_Matrix.png', bbox_inches = \"tight\" )\n", + "CM.show()\n" ] }, { "cell_type": "code", - "execution_count": 526, + "execution_count": 169, "metadata": {}, "outputs": [ { @@ -522,7 +530,7 @@ "array([0, 1, 2, 3])" ] }, - "execution_count": 526, + "execution_count": 169, "metadata": {}, "output_type": "execute_result" } @@ -533,7 +541,7 @@ }, { "cell_type": "code", - "execution_count": 527, + "execution_count": 170, "metadata": {}, "outputs": [ { @@ -543,7 +551,7 @@ " dtype=object)" ] }, - "execution_count": 527, + "execution_count": 170, "metadata": {}, "output_type": "execute_result" } @@ -561,24 +569,24 @@ }, { "cell_type": "code", - "execution_count": 528, + "execution_count": 171, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 528, + "execution_count": 171, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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wAMDU1BR/f38MDAxITk7G1taW+vXrY2BgwKVLl9i9ezfLli2jRo0aXLlyhbFjx6KlpfVcxb91wiXV0hjxdoqNjcXOzk7dYYgKJDmuGiTPVUNF5DkvL48vvviCPn364OPjo2ofMGAAS5cuZeLEiWhpabFw4UL69evHxx9/TL169cjMzKRnz55kZ2eTnJzM6NGjqV69OnPmzKFv377Ur1+fjRs30rx5c7p37/5KY/5fhYWFnD9//onbq2wx/jg6OjpkZmZiaWnJ77//rvq0lZSURH5+PtWqVSM+Pp4BAwZw5MiRcvtevHiR/Px8Vq5cSUZGBu7u7nzyySePXYNkYWGBs7MzTk5O3Lp1i8jISOrXr8+lS5coKChAW1ubP/74A2dnZ3bt2kXfvn3x9/cH4P79+9jb25OdnV1uTIVCgVKpxNzcnHr16rF27Vq0tbWJioqiefPmHDp0SPX1zfN4mbVTq1atokePHty9e5fFixfz3//+F3iwfOXhh5z+/fuzfPly6tati4mJCSdPnqROnTqsXbtW9UvnJ/2oVgghhBBVw8aNG0lNTeXgwYMcPHhQ1b5u3Tq6d++Om5sbxcXF2Nvb07t3bxQKBcuXL2fWrFksW7YMDQ0NRo8eTevWrYEHS4PHjBlDaWkpZmZmLFiwQF1TU5Fi/C8GDx5McHAw9erVU/1qFx6c3fb19SU7OxtHR0caNWr0yL7vvfceX3/9NTt37kRbW5vx48c/8Tje3t4EBgaydetW8vLy8PHxwcTEhM8++wx3d3dMTEzQ09MDHixRmTdvnmpfPT09unfvztatW8uNaWNjQ1hYGAsXLmTo0KF4eXlRWlrKu+++S48ePV72pXmm4cOHo6GhQVlZGc2bN+eLL75AW1ubVq1a0adPH/T19alevbrqa6CuXbsSHBzM/PnzgQffPvj6+rJ+/Xo0NDTKrcsXQgghRNU0evRoRo8e/dht3t7eeHt7P9LerFmzcr9X+ysXFxfVNcdfFwrlX9djCFFJ7t+/z6BBg4iMjHyhM/bw/1/3WFlZyTKVt5x8tf32kxxXDZLnqkHy/HjPqlvkzHgV5OPjQ25ubrk2Q0NDli9f/sR9Dh8+zLp16x5pHzx4MN26dXuh4//6669Mnz6dCRMmvHAhLoQQQgjxNpFivApaunTpC+9jb2//2KvI/B2tWrVi9+7dr2QsIYQQQog3mZyWFEIIIYQQQk2kGBdCCCGEEEJNpBgXQgghhBBCTaQYF0IIIYQQQk2kGBdCCCGEEEJNpBgXQgghhBCvhejoaJydnXFxccHd3Z1z584B8M033+Dg4EC3bt1YsmSJ6o7eBQUFBAcH07t3b/71r3+xevXqR8aMj4/HysrqkbuXvy6kGBcvZODAgZw8ebJcW0hICB988AGpqalqikoIIYQQb7rk5GTmz5/P6tWriY6OZsyYMYwbN44jR46wb98+oqKi2LNnDzExMezbtw+AsLAwcnNz2b59O9u2bWPTpk389ttvqjGzs7OZMWMGxcXF6prWM8l1xsUL6d+/P9HR0bRv3x6AoqIifvrpJ06cOIG+vn6lxhLfohHcTKvUY4rKd0bdAYgKJzmuGiTPVcPfzXObvBJ0dHQICQmhTp06AFhZWZGVlcX+/fvp1auXqs5wdXVl165d9OjRg+joaLZt24ampiZGRkasX78eY2NjAMrKyvDz88PX15eRI0e+iulVCCnGxQtxcHBg4cKF3L9/Hz09PQ4fPkyHDh0YPXo0M2bMoE6dOgQGBpKTkwPA1KlTOXnyJKWlpYwYMYKgoCB0dHSYOnUqy5Yto379+ty5c4edO3eioaFBq1at8Pf3V/MshRBCCFHZzM3NMTc3B0CpVDJ37ly6dOlCRkYGHTt2VPUzMzMjPT2d7Oxs8vPz+fnnn5k6dSp37tzB1dWVIUOGALBo0SKsra356KOP1DKf5yXFuHgh1apVw97enoMHD+Ls7ExUVBQTJkwgNDQUgBUrVtCuXTs8PT25cuUKkydP5quvvmLKlCmMGDGCy5cvU1BQAMDx48dZuXIlQ4YMYdq0adja2rJp0yZKSkrQ0pK3phBCCFFVxMbGqh4XFBSwYsUKsrOz8ff3Z/HixVy+fFnVJzExkYKCAn799VdKS0s5c+YM48eP5+7du8yaNYv79++jpaXF8ePHCQgIUO139uxZqlevrpb5PY1UPOKFubm5MW/ePD788EPu3LlDixYtVNsSExM5deqUai3XnTt3eOeddygoKCA+Ph5LS0tSU1OJj4/HyMgIQ0ND5s6dy9q1awkLC8PW1lb1owwhhBBCVA12dnYApKam4u3tjaWlJatWrUJXV5cDBw5gaGio6pOSkoKFhQWdO3dGW1ub0aNH07RpUwDOnDnD3bt3SUlJ4d69e4SEhKiOsWDBAubMmUPLli0rdW6FhYWcP3/+idulGBcvrGnTpuTn5/Ptt9/St2/fctssLCxwdnbGycmJW7duERkZCUDnzp2ZP38+Q4YMITU1lZCQENzc3ADYunUrM2fOpFq1aowYMYK4uDjatm37zDisEy5RrVq1Vz9B8dqIjY1V/fEVbyfJcdUgea4aXjbPeXl5eHl50adPH3x8fFTt9vb2LF26lP79+6OlpUVUVBSurq7o6OjwySefsHPnTvz9/VVLVsaMGYOfn1+5sZs2bcr69esxMTH52/FVFLmaivhb+vbtS2RkJD179izX7u3tzb59+/Dy8mLkyJE0btwYgO7du/Prr7/Srl07OnbsyPnz57G3twce/A/Sr18/Bg8ejImJCTY2NpU+HyGEEEKo18aNG0lNTeXgwYO4uLio/vvggw/o3r07bm5u9OrVCysrK3r37g3ArFmzyMrKwtHREVdXV7p164aDg4OaZ/JiFEpZEyDeMA+/7rGyspIz4285OZv29pMcVw2S56pB8vx4z6pb5My4EEIIIYQQaiLFuBBCCCGEEGoixbgQQgghhBBqIsW4EEIIIYQQaiLFuBBCCCGEEGoixbgQQgghhBBqIsW4EEIIIYQQaiLFuBBCCCGEqFTR0dE4Ozvj4uKCu7s7586dA+Cbb77BwcGBbt26sWTJEh7eDufChQu4u7vj7OxM7969OXLkiGqsgwcP4uTkhIuLC4MHDyYlJUUtc/q7pBgXAMTExNC+fXu8vLwYNGgQ7u7u7N2796XGTE1N5ccffwRg9uzZpKamvopQhRBCCPEGS05OZv78+axevZro6GjGjBnDuHHjOHLkCPv27SMqKoo9e/YQExPDvn37APDz82PkyJHs2rWLefPmMWHCBIqKiigoKMDPz4+lS5cSHR1Nly5dCAkJUfMMX4yWugMQr4927doRHh4OQH5+Pl5eXjRs2JDmzZv/rfFOnTpFcnIyXbp0ITAw8FWGKoQQQog3lI6ODiEhIdSpUwcAKysrsrKy2L9/P7169UJfXx8AV1dXdu3ahaOjIzt27EBTUxOAlJQUqlevjqamJsXFxSiVSu7evQs8qF/etLtzSzEuHsvAwIABAwYQHByMmZmZqkjv0KEDJ06cICAggNu3b3P79m2WL19OWFgYN2/eJCcnh06dOjFu3DhWrlxJQUEBH3zwAevWrWPGjBnUrl0bPz8/8vLyKC0t5bPPPqN9+/Y4OTnRtm1bLl68iEKhYNmyZRgZGT01xvgWjeBmWmW8HEKNzqg7AFHhJMdVg+S5anhWntvklWBubo65uTkASqWSuXPn0qVLFzIyMujYsaOqr5mZGenp6QBoaWmhVCrp2rUrN27cIDAwEE1NTQwMDJg5cybu7u7UqFGDsrIyvvvuu4qaXoWQYlw8kampKTk5OZiZmT12e7t27Rg6dCjXr1/H1tYWNzc3CgsL6dSpExMmTGDUqFEkJydjb2/PunXrAFi+fDn//Oc/GTJkCOnp6Xh4eHDo0CHy8/Pp2bMn06ZNY+LEiRw9epSePXtW4myFEEIIUdFiY2NVjwsKClixYgXZ2dn4+/uzePFiLl++rOqTmJhIQUFBuX2+/PJLMjIyCA4OpqysDCMjI8LDw5k3bx5169Zl//79jBw5krlz56JQKCp9fn+HFOPiiVJTU3F2dubPP/9UtT38IQVAw4YNAahRowbnzp3j1KlTGBoaUlRU9MQxk5KScHJyAqBu3boYGhqSnZ0NwPvvvw9AvXr1KCwsfOXzEUIIIYR62dnZAQ9qDG9vbywtLVm1ahW6urocOHAAQ0NDVZ+UlBQsLCxo2bIlBw8epEePHmhoPPi545EjRygpKSE7O5v27dvj6OgIgK2tLRs2bMDCwgITExP1TPJ/FBYWcv78+Sdul2JcPFZeXh6RkZFMmzaNn3/+GYAbN26Qm5ur6vPwE2dUVBRGRkYEBwdz9epVtm7dilKpRENDg7KysnLjWlpa8ssvv/D++++Tnp7OnTt3qFGjRrnxnpd1wqU3bl2YeDGxsbGqP8ri7SQ5rhokz1XD8+Y5Ly8PLy8v+vTpg4+Pj6rd3t6epUuX0r9/f7S0tIiKisLV1RUdHR0WLlxIWVkZTk5OpKenExMTw8CBA8nLy2Pjxo1kZWVRq1YtDh06hLm5+WtTiD8PKcaFyqlTp/Dy8kJDQ4PS0lLGjRtHq1atMDIyws3NDUtLS9Uar79q3749n3/+ObGxsejp6fGPf/yDjIwMmjRpwvLly2nRooWq7+jRo5kyZQoHDhygoKCA4OBgtLTkbSiEEEJUFRs3biQ1NZWDBw9y8OBBVfu6devo3r07bm5uFBcXY29vT+/evQFYunQpwcHBrF69Gg0NDfz8/GjZsiUAI0aMwMvLC21tbYyNjVm2bJla5vV3KZR/XXcgxBvg4dc9VlZWcmb8LSdn095+kuOqQfJcNUieH+9ZdYtcZ1wIIYQQQgg1kWJcCCGEEEIINZFiXAghhBBCCDWRYlwIIYQQQgg1kWJcCCGEEEIINZFiXAghhBBCCDWRYlwIIYQQQgg1kWJcCCGEEOI1pFQq8ff3Z82aNQCUlpYyffp0HB0dcXR05Msvv+R/bxezbds2vL29y7WtXbuWnj174uzszNChQ0lJSam0OYhnk2JcCCGEEOI1k5SUxJAhQzhw4ICqLTo6msuXL7N7926io6M5ffo0+/fvB+D27dsEBQUxe/bscgX6zz//zLZt29iyZQu7du2iW7duTJ48udLnI55MinHxUmJiYvD19S3X5uvrS1FREQEBARw9elRNkQkhhBBvro0bN+Lm5oaDg4OqrbS0lPv371NUVERRURHFxcWqOzru27ePOnXq4O/vX26cWrVqMWPGDAwNDQFo2bIlqamplTcR8Uxa6g5AvH3Cw8Mr5TjxLRrBzbRKOZZQnzPqDkBUOMlx1SB5fn5t8koICgoC4MSJE6p2V1dX9u/fT6dOnSgpKaFjx4506dIFAA8PDwCioqLKjdWkSRPV46KiIsLCwsoV+EL95My4eOW6dOlCYWGh6vnZs2dxc3MjLS2NtLQ0Ro4ciZeXFyNHjiQtLY3CwkK8vb0ZNGgQ/fr1IyYmRo3RCyGEEK+npUuXYmJiwokTJzh69Ci3b99m7dq1z7VvdnY2w4cPR19f/5FvtIV6yZlxUaHi4uI4efIkK1aswNTUlAkTJuDl5UXnzp05efIkYWFheHt7k5WVxbp167h16xZXrlxRd9hCCCGE2sTGxqoe37p1Cz09PWJjY9m1axdDhgzh3LlzAHzwwQf88MMP2NjYqPpfuXKF3NzccmOkpKQQFhZGmzZtGDhwoGr/io5dPB8pxkWFOnHiBPn5+WhpPXirJSYm8s0337B69WqUSiXa2to0btyYgQMH8vnnn1NSUoKXl9dzjW2dcEm1Vk68nWJjY7Gzs1N3GKICSY6rBsnz32dqaoq5uTl2dnbY2dmRlJTE4MGDKS4u5j//+Q+dOnUq99pevXqVixcvqtpu3rzJ2LFj8fPzo1+/fhUaq+T58QoLCzl//vwTt0sxLiqUj48P6enpzJgxg/DwcCwsLBg+fDitWrUiKSmJM2fOcPHiRfLz81m5ciUZGRm4u7vzySefqDt0IYQQ4rUyefJkZs2ahYODA5qamrRv356RI0c+dZ9ly5Zx//59IiIiiIiIAEBHR4fIyMjKCFk8BynGxUs7ceIErq6uqudFRUXltru5ubF//352796Nv7g0C3UAACAASURBVL8/M2bMoLCwkIKCAgIDA3nvvff4+uuv2blzJ9ra2owfP76ypyCEEEK8lkJDQ1WPa9asyYIFC57a39XVtdy/ycHBwQQHB1dYfOLlSTEuXsqHH37I6dOnH7vtr39AHt6w4H8fP7R48eJXH5wQQgghxGtOrqYihBBCCCGEmkgxLoQQQgghhJpIMS6EEEIIIYSaSDEuhBBCCCGEmkgxLoQQQgghhJpIMS6EEEIIIYSaSDEuhBBCiJemVCrx9/d/7OVrw8PDy13ruqCggODgYHr37s2//vUvVq9erdp27NgxXF1dcXFxoU+fPhw/frxS4hdCXeQ640IIIYR4KUlJScycOZP4+HiaNGlSbtuqVau4cOFCufawsDByc3PZvn079+7dw8XFhdatW2NpacmkSZPYsGEDjRs35sKFCwwaNIj//ve/GBoaVva0hKgUUowLIYQQ4qVs3LgRNzc33nnnnXLtMTExHDt2DHt7e1WbUqkkOjqabdu2oampiZGREevXr8fY2Jji4mKmT59O48aNAWjUqBFKpZKcnBwpxsVbS4pxNfjzzz+ZP38+9+/f5969e3Tu3Jlx48ahUCjUHRoXL17kzp07tGnT5ol90tLSCA0NJTs7m4KCAlq0aMGUKVPQ0dF5JTFs2LCBQYMGPbNffItGcDPtlRxTvL7OqDsAUeEkx2+2NnklBAUFAXDixAlVe3p6OrNnz2b16tWEh4er2rOzs8nPz+fnn39m6tSp3LlzB1dXV4YMGQKAo6Ojqu/ixYt57733qF+/fiXNRojKJ2vGK9mdO3f4/PPPmTJlChEREWzdupXExEQ2b96s7tAA+OGHH7h06dITt5eWljJ27FiGDx9OREQEkZGRaGlpvdLb2S9fvvyVjSWEEKLyFRcXM3HiRCZPnkydOnXKbSspKaG0tJSUlBTWr1/PmjVr2Lx5M4cOHSrXJyQkhP3797NkyZLKDl+ISiVnxivZ4cOH+fDDD3nvvfcA0NTU5Msvv0RbW5vQ0FBiY2MB6NWrF0OGDCEgIAAtLS1SU1MpKirC0dGRn376ibS0NJYtW0ZaWhorV65EW1ubmzdv4u7uzqlTp7hw4QKDBw/G09OT06dPEx4ejqamJvXr1yc4OJjdu3dz5MgRCgoKSElJ4dNPP6VDhw7s2LEDbW1tWrRogbW19SPxx8bGYmZmho2NjarNz8+PsrIyANauXcv333+PlpYWrVu3xs/PjyVLllCrVi08PDxISkpixowZRERE4OTkRNu2bbl48SIKhYJly5axYcMGcnNzmTFjBjNmzKjwfAghhHg5D//dArh16xZ6enps27aNpKQkpk+fDsDt27cpKyvjxo0bDB8+HE1NTZo0aUJcXBwAzZs3Z//+/dSsWZO8vDwWLVqEUqlkypQppKWlkZYm34K+Kf76fhDPR4rxSpaRkfHI120GBgb89NNPXL9+na1bt1JSUoKnpyft2rUD4N133yUkJISgoCCuX7/OqlWrWLx4MT/++CPNmzfn5s2b7Ny5k4SEBD777DMOHjxIeno6Pj4+eHh4MG3aNDZt2oSpqSkLFy5kx44daGlpkZeXx5o1a7hy5Qre3t64urrSp08fatWq9dhC/EnxV6tWDXiwxGXfvn1s3rwZLS0txo0bx08//fTE1yI/P5+ePXsybdo0Jk6cyNGjRxkzZgwbNmx4rkLcOuGS6tji7RQbG4udnZ26wxAVSHL8djE1NcXc3BwPDw88PDxU7ZMnT0ZPT0+1nMXe3p7ExET69OlDfn4+SUlJjBkzBltbWzw9PWnevDkzZ85ES0vKlDeJ/P/8eIWFhZw/f/6J2+VdXsneeecdfv/993Jt165dIyEhgdatW6NQKNDW1sbGxoakpCQA3n//fQCqV6+OhYWF6nFRUREAjRs3RltbGyMjIxo0aICOjg7GxsYUFhaSnZ1NRkYGEyZMAB5cTqpDhw40aNCAZs2aAVCvXj3VWM8T/w8//FCuLScnh99++42CggJsbGzQ1tYGoHXr1vz5559PHe/h3OrVq0dhYeFzxSCEEOLNNmvWLGbPno2joyOlpaU4OTnh4ODAnj17+O2337h37x59+/ZV9Z83bx5NmzZVY8RCVBwpxivZJ598wjfffIOHhwcNGjSguLiY0NBQPvzwQ86cOcPQoUMpLi4mLi6OPn36ADzzh51P216zZk3MzMxYtmwZRkZGHD58GH19fdLS0h67n0KhUC05eRxbW1uuX79OfHw81tbWKJVKli5dSrVq1XBxceE///kPJSUlaGpqcubMGXr37s3ly5fJzMwEICEh4ZmxK5XKp85XCCHE6yk0NPSx7f369St3xrRGjRrMnz//kX69evWiV69eFRafEK8jKcYrmaGhIaGhoUydOhWlUkl+fj6ffPIJXl5epKWlMWDAAIqLi3FwcKBFixYvfTwNDQ0CAwMZNWoUSqUSAwMD5s2b98T1d1ZWVsybNw9LS0vVMpn/HW/RokUEBwerrgZja2vLhAkT0NHRoUePHnh4eFBWVoadnR1du3bl+vXrTJgwgTNnzmBlZfXMmB9eZzYsLOyl5y+EEEII8TpTKOU0pHjDPFx7ZWVlJWvG33Ky/vDtJzmuGiTPVYPk+fGeVbfImXHxWEuXLiUmJuaR9jlz5sj1XoUQQgghXhEpxsVj+fj44OPjo+4whBBCCCHeanLTHyGEEEIIIdREinEhhBBCCCHURIpxIYQQQggh1ESKcSGEEEIIIdREinEhhBBCPJVSqcTf3581a9Y8ss3Hx4fg4GDV86tXrzJs2DBcXFxwdHRk7dq1j+wTHx+PlZUV2dnZFRq3EG8CKcbFI2JiYmjfvj1eXl4MGjQId3d39u7dyx9//MHSpUufuF+XLl0oLCxk5cqVxMfHExUVJTfuEUKIN1xSUhJDhgzhwIEDj2xbtWoVv/zyS7m2gIAAHB0diY6OZsuWLWzZsqXc3Zezs7OZMWMGxcXFFR67EG8CubSheKx27doRHh4OQH5+Pl5eXsyePfu5Lnc4atQoAC5dulShMca3aAQ3H38nUfH2OKPuAESFkxy/vtrklbBx40bc3Nx45513ym2LiYnh2LFjuLu7c+fOHVV7v379cHR0BMDIyIgGDRqQmZkJQFlZGX5+fvj6+jJy5MjKm4gQrzE5My6eycDAgAEDBhAcHIyvry/w4MyHp6cnffv2Ze/eveX6BwQEcPToUdXz7Oxs3N3dOXnyJMXFxUyZMoWBAwfi4eGhurFQeHg4AwYMwM3NjXXr1lXa3IQQQjxdUFAQTk5O5drS09OZPXs2YWFhaGpqltvWt29f9PT0ADh69ChxcXHY2NgAsGjRIqytrfnoo48qJ3gh3gByZlw8F1NTU3JycjAzMyMvL4+YmBi2b98OwIkTJ564361btxgzZgxTpkzBxsaGTZs2UbNmTebMmUNOTg6DBg3i+++/Z+fOnWzYsIG6desSFRVVWdMSQgjxFLGxsarHt27dQk9Pj5iYGObMmUO/fv24du0aqamp3L17t1xfeFCIb9iwgXHjxlGzZk1Wr17N8ePHCQgIUPU9e/Ys1atXr9Q5iYr1v+8D8WxSjIvnkpqairOzM3/++SeGhoZMmzaNadOmkZeXh7Oz8xP3O3bsGLVr16asrAyAxMREYmNjiY+PB6CkpIScnBwWLFjAggULyMrKkjMmQgjxmrCzs1M9NjU1xdzcHB0dHW7fvs327dvZvn07WVlZlJaWYmxszOzZs1EqlXz55ZccOHCADRs20Lx5c2JjYzl79iz37t0jJCRENeaCBQuYM2cOLVu2VMf0xCsWGxtb7j0jHigsLOT8+fNP3C7FuHimvLw8IiMjGThwIAAZGRkkJCTw9ddfU1hYSOfOnXFxcXnsvr1796Z379589tlnREZGYmFhgZmZGd7e3hQUFLB8+XIMDAzYv38/CxYsQKlU0rNnT3r27Mm777771LisEy5RrVq1Vz5f8fqQP+xvP8nxm+eDDz7gyJEjqudLliwhJyeHoKAgAObNm8eZM2fYvn07JiYm5fr9VdOmTVm/fn25PkJURVKMi8c6deoUXl5eaGhoUFpayrhx4zA2NiYmJobatWuTmZlJ79690dfXZ/jw4WhpPfmt1KhRI5ydnZk7dy7Tpk1j6tSpDBo0iLy8PDw9PdHR0cHY2BgXFxeMjY3p0KHDIz8UEkII8fq7efMm69ato169egwbNkzV3qlTJ/nQJcQTKJRKpVLdQQjxIh5+3WNlZSVnxt9yctb07Sc5rhokz1WD5PnxnlW3yNVUhBBCCCGEUBMpxoUQQgghhFATKcaFEEIIIYRQEynGhRBCCCGEUBMpxoUQQgghhFATKcaFEEIIIYRQEynGhRBCCCGEUBO56Y8QQoiXFhERwYYNG9DV1cXS0pKgoCA0NTUJDAwkOTmZsrIyevfuzahRowD48ccfCQgIoEaNGujp6QGwceNGDA0N1TkNIYSodFKMP4fQ0FASEhLIzMykoKCA+vXrU7NmTRYvXvzSY3/33XdkZWUxbty4Z/Y9evQoe/fuJTQ09Kn9Vq5cybfffsvhw4dVF5ePj49n8uTJdOnShU6dOmFkZESzZs2eO86AgACmTZvGrFmzSEhIoEaNGpSUlFCzZk0mT55M/fr1n3usJ1m0aBE9e/akUaNGLz2WEKLynDp1ilWrVrF161bMzMzYuXMnQUFB1KlTh7p167J48WLu3btHr169aNOmDR988AFxcXEMHz6cNm3ayE1ChBBVmhTjzyEgIACAqKgokpOTmTRpkpojerrdu3fj6OjI999/j6urKwDHjx/H3d0dLy8vAgICcHR0fO5ifO/evbRo0QIDAwMA/Pz86NSpEwC//PILEyZMYPv27S8d97Bhw5g0aRIrV6586bGEEJUnISGBf/7zn5iZmQHQvXt3pk6dyq+//oqGxoPVkJmZmRQVFWFkZARAXFwcWlpabN++ndq1a+Pr60ubNm3UNgchhFAXKcb/ppiYGMLCwtDW1qZ///688847hIeHo6mpSf369QkODmb37t0cOXKEgoICUlJS+PTTT3F1deWXX35hzpw5GBsbo6Ghga2tLfDga949e/agUChwdHRk8ODBJCUlMWXKFPT09NDT08PY2PiZcTVo0AB3d3f8/PxwdXUlPj6ebdu2oa2tTXFxMceOHSMhIYFGjRpx9uxZ1q1bh4aGBnZ2dkyaNIklS5YQFxfHvXv3mD17NhEREXz99dePPV7r1q3R1tbm6tWrFBYWEhoaSllZGXfu3GHq1Kncu3ePrVu3qr5FcHd3Z/HixSxYsICUlBQKCwsZMWIEjo6OVK9enWrVqnHhwoXn+qAQ36IR3Ex7wcyJN80ZdQcgnsnmv6eIiIjgxo0bvPvuu0RFRVFcXMzt27epU6cOkyZN4sCBA3Tr1o2GDRsCUKNGDXr16kWtWrUA+Pe//010dLSqoBdCiKpCivGXUFhYSGRkJEqlEgcHBzZt2oSpqSkLFy5kx44daGlpkZeXx5o1a7hy5Qre3t64uroyd+5cvvrqKxo2bMj06dMBuHTpEnv37mXTpk0oFAqGDh1Kx44dWbRoEePHj6dDhw6sXLmS5OTkp8YUGRmJm5sbFhYW6OjocPbsWWxsbOjTpw+1atXCw8ODxMREHB0d0dfXZ8mSJWzfvh09PT38/Pw4ceIEABYWFkydOpWCggLS0tIwMTF54jFNTU3JyckhNTUVf39/mjZtyu7du4mKimLWrFmEhISQm5tLZmYmNWvWRF9fn5iYGNXZ9IfHBGjatCmnT59+oSU0Qgj1UigU9OrVi+HDh6NQKPj4448xNDTk999/59q1a3h4eNCnTx/Cw8OZOnUq/fr1Y9iwYeXGaNiwIRs3buTjjz9WzyREhYuNjVV3CKISSJ5fnBTjL+HhGZ7s7GwyMjKYMGECAAUFBXTo0IEGDRqoisp69epRVFQEQHp6umrfVq1akZKSQmJiIqmpqQwdOhSA3NxcUlJS+PPPP7G2tlb1fVoxnpuby9GjR8nOziYiIoK8vDw2bNiAjY3NY/unpKSQnZ2t+kFVfn4+165dKze33Nxcatas+dTXITU1FTMzM0pKSli2bBm6urrk5+djaGiIQqHA2dmZPXv2cP36dfr164ehoSHTpk1j2rRp5OXl4ezsrBqrdu3apKenP/V4QojXS9OmTalVq5ZqCV96ejo7duxAU1MTc3Nz6tatq2r/4YcfaNy4MZs2bWL06NH8+uuv2NnZYWxsTKNGjWT9+FsqNjZWclsFSJ4fr7CwkPPnzz9xuxTjL+HhWsiaNWtiZmbGsmXLMDIy4vDhw+jr65OWloZCoXhkv9q1a5OUlISlpSXnzp3D2NgYCwsLGjVqxOrVq1EoFKxbt44mTZpgYWFBXFwcnTp1emoiAXbt2kXfvn3x9/cH4P79+9jb25OdnV2un0KhQKlUYm5uTr169Vi7di3a2tpERUXRvHlzDh06VG5u+fn5TzzmiRMn0NXVxczMjDFjxhAWFoalpSWLFy/mxo0bAPTt25dJkyZx//59Jk6cSEZGBgkJCXz99dcUFhbSuXNnXFxc0NLSIjc3F1NT0+d6/a0TLql+oCreTvKH/c2QnJzM0KFD2bt3L4aGhixfvpyePXuyb98+Dh48yMyZMykuLmbfvn106NABAwMDNm7cSMOGDalVqxa///478fHxzJ07V91TEUKISifF+CugoaFBYGAgo0aNQqlUYmBgwLx580hLe/x65vnz5+Pv74+BgQEGBgYYGxvTrFkz2rdvj4eHB0VFRVhbW1O3bl2mT5+Or68va9aswcTE5KnFZ2RkJPPmzVM919PTo3v37mzdurVcPxsbG8LCwli4cCFDhw7Fy8uL0tJS3n33XXr06FGur46ODrVq1eLWrVuqInn+/PmsWrUKDQ0NDAwMWLhwIQDOzs6MHTsWU1NTzMzMyMnJAaBu3boYGBhga2uLlpYWtWvXJjMzk969e6Ovr8/w4cPR0nrwVoyPj8fX1/cFMyCEUCcLCwtGjRqFm5sbZWVl2NnZERQURFFREdOnT8fJyQmArl27MnjwYDQ0NFi2bBkhISFkZWVhaGhIeHj4U5fDCSHE20qhVCqV6g5CvN727NlDVlaWagnN3zF69GimTJnCP/7xjyf2uX37NgEBAaxYseKpYz38usfKykrOjL/l5Mz4209yXDVInqsGyfPjPatukTPjb6AZM2aQlJT0SPuqVavQ1dV95cfr2bMnX3zxBfn5+arLGz6vgoICPD09+eijj55aiAOsW7dOzooLIYQQokqRYvwNNGPGjEo9nkKhYP78+X9rX11dXaKiop6r78MfwAohhBBCVBUa6g5ACCGEEEKIqkqKcSGEEEIIIdREinEhhBBCCCHURIpxIYQQQggh1ESKcSGEEEIIIdREinEh1EipVOLv78+aNWuAB9danzBhAv/617/o06cPERERj+xz7do12rZty7lz5yo7XCGEEEK8YlKMC6EmSUlJDBkyhAMHDqja5s6di76+Pnv37mXLli0cPXqUn376SbW9sLAQPz8/iouL1RGyEEIIIV4xKcZf0tGjR9myZUul71tZCgsLiYyMfKkxoqKiCAsLK9fm6+tLTEwMACtXrmTo0KEMHz6cESNGcP78+Zc63pti48aNuLm54eDgoGpLSEjAxcUFTU1NdHR0+Pjjj8sV6zNnzsTV1ZWaNWuqI2QhhBBCvGJy05+X1KlTJ7XsW1kyMzOJjIzEzc2tQsa/dOkSP/74I9999x0KhYI//vgDf39/du3a9cx941s0gptpFRJXRWqTVwJAUFAQACdOnFBts7a2Jjo6mlatWlFUVMSBAwfQ1tYGIDIykpKSEvr378+KFSsqP3AhhBBCvHJSjL8gHx8fBg8eTNu2bYmPj2fYsGF4eHgwadIkIiIi2LNnDwqFAkdHR5ycnBg6dCjR0dHExcUxevRoTp48SWZmJoGBgfTs2ZPk5GTc3d2ZOHEiZmZmXLt2jZYtWzJz5kyys7OZNGkSRUVFNGzYkFOnTnHw4MHHxlVWVkZISAjx8fEUFxczbtw4unbtSmhoKLGxsQD06tWLIUOGEBAQgKOjI506deLo0aPs3buX0NBQunfvTqtWrbh8+TKmpqYsWbKEFStWcOnSJZYuXYpSqSQuLo579+7Ro0cPbt68ib+/P6WlpfTu3Zvt27ejo6PzQq+niYkJqampbNu2jU6dOtG8eXO2bdv20nl6nT3Mx0O3bt1CT0+P2NhYHBwc2LhxIw4ODhgbG2NlZUViYiLbtm1jzZo1BAUFERsbS2FhIRcuXKCoqEhNs6g8//t6ibeP5LhqkDxXDZLnFyfF+Atyc3Njx44dtG3blh07duDr68vNmze5dOkSe/fuZdOmTSgUCoYOHUrHjh2pUaMGaWlpHDt2DDMzMxISEjh37hxdu3YtN+6VK1dYs2YNenp6dO3alczMTFatWoW9vT0DBw7kxIkT5c6g/q/Dhw+Tk5PDtm3byMzMZMOGDWhqanL9+nW2bt1KSUkJnp6etGvX7oljXLt2jfXr11OvXj3c3d05d+4c3t7eJCYm4uPjw5IlS7CwsGDq1Knk5eXh6urKpEmTOHbsGB9++OELF+IKhQITExOWL1/Ohg0b+Prrr9HV1cXX15d//etfLzTWm8TOzq7cc1NTU8zNzbGzsyM1NZUvv/ySGjVqALBixQp0dXW5ePEiSqWSL7/8EoDc3FxWr17NF198gb29faXPobLExsY+8nqJt4vkuGqQPFcNkufHKywsfOoSXCnGX9BHH33E/PnzuX37Nr/88gvvv/8+AImJiaSmpjJ06FDgQbGUkpJCt27dOHLkCHFxcXz66aecOHGCuLg4Zs+ezbFjx1TjNmjQAENDQwBq165NYWEhSUlJ9OnTB4DWrVs/Na7Lly9ja2ur2t/X15fVq1fTunVrFAoF2tra2NjYkJSUVG4/pVKpelyzZk3q1asHQL169SgsLHzkOA0bNgTA0NCQNm3acPz4caKiohg7duwTY9PV1X3kDO69e/fQ1dXl6tWrGBoaMnfuXADOnTvHqFGj+PDDD1UF6ZNYJ1yiWrVqT+3zptm8eTN5eXkEBQWRlZVFZGQk4eHhWFtbExgYqOrXpUsXwsLCaNmypRqjFUIIIcTLkh9wviANDQ0cHByYMWMGXbt2RVNTEwALCwsaNWrEt99+S0REBK6urjRp0oSuXbuyZ88eDA0N6dSpE4cOHaKoqIjatWuXG1ehUDxyrCZNmhAXFwfAb7/99tS4LCwsVJe6u3v3LiNGjMDS0lL1dVFxcTFxcXH84x//QEdHh8zMTAB+//33p8agoaFBWVlZuecP9e/fn8jISG7dukWzZs2eGFuzZs34+eefyc/PBx5cvu/PP//E0tKSixcvMmPGDFXh37BhQ4yMjFSva1UzatQobt68qVpSNH78eKytrdUdlhBCCCEqiJwZ/xv69u1L165dOXDgAKdPnwYeFJzt27fHw8ODoqIirK2tqVu3LpqamhQWFtKuXTuMjY3R0tLi448/fq7jfPrpp3zxxRfs27ePOnXqoKX15HTZ29tz8uRJPDw8KC0t5d///jedO3fm9OnTDBgwgOLiYhwcHGjRogVubm5MmTKF3bt389577z01BlNTU4qLi5k/fz66urrlttnY2HD16lUGDhz41DEsLCzw9PTE09MTAwMDSkpKCAwMxMDAgO7du5OUlISbmxv6+voolUq++OILjIyMnus1ehuEhoaqHhsaGrJs2bJn7vPjjz9WZEhCCCGEqCQK5V/XKYjXypEjR6hZsybW1tb8/PPPrFixgm+//VbdYamUlZXh4eHBmjVrVEtsKsPDtVdWVlZv3TIVUZ6sP3z7SY6rBslz1SB5frxn1S1yZvw1Zm5uzpQpU9DU1KSsrIzAwECWLl2quj73X82ZM4f69etXWmzXrl3Dx8eHAQMGqApxHx8fcnNzy/UzNDRk+fLllRaXEEIIIcSbRIrx15ilpeUjNwVq2bIlPj4+aoro/9WvX5/o6OhybUuXLlVTNEIIIYQQbyb5AacQQgghhBBqIsW4EEIIIYQQaiLF+P+xd+dxUdX748df7GKoIG54AWW5RCqg4YKl2I3REEUTHRYRJUgzG6+ZJIQruAddu8JVS7HApasorrkU2lUkc+E7htpC4gYJSooGLgMM/P7w59y4Lkkao/J+Ph4+HjOf8zmf8z7nrfWez3zmHCGEEEIIIfREinEhhBBCCCH0RIpxIfSkpqaG6OhoUlJSANBqtcyYMQM/Pz/8/PxYsGCB7gmp33zzDUOGDMHf35+wsDB++OEHfYYuhBBCiEdEinEh9CA/P59Ro0axa9cuXdvmzZs5ffo0W7duZfPmzRw6dIidO3dSVlbG+PHjmTx5Mlu3bmXmzJlMmDCBiooKPZ6BEEIIIR4FubXhQ9i3bx9FRUUEBQXV6771RaPRsGXLFpRK5UON891337Fw4ULKysowNTWlWbNmTJ06ldatWxMTE8OJEyewtLSkoqKCv/71r8yYMQMTE5NHdBaPp9WrV6NUKmnbtq2uTavVcuPGDSoqKqiurqayshIzMzPOnDlDkyZN6NmzJ3DrlpcWFhao1Wp69Oihr1MQQgghxCMgxfhD8Pb21su+9aWkpIT09PSHKsYvXrxIVFQUycnJODo6ApCZmcn777/PBx98AMC7776rux6TJk1i9+7d+Pr6/u7YuR2dobjoD8emD93KqwCYPn06ANnZ2bptAQEB7Ny5E29vb6qqqujVqxcvv/wy5eXlXL9+nf3799OrVy9yc3M5efIkJSUlejkHIYQQQjw6skylDlQqFYcOHQIgNzcXT09PEhMTAVi5ciVBQUEEBweTlpZGaWkpgwcPBkCtVtO9e3e0Wi3FxcVERkaSkZFBYmIihYWFBAUFMWHCBAICApgxYwYAly9fJiIighEjRjBt2jT69u17z7iqq6uJj49n2LBh1uPSSQAAIABJREFUDB48mMzMTADmz5+PUqlEqVSSmpoKQExMDPv27QNuzc7HxMQA0K9fP2JiYggKCmLcuHFotVqWLl3KyZMnSU5OJikpiYiICIKDg0lNTWXBggXArdlcf3//ey6Z2LRpE0qlUleIAygUCt11+y2tVsu1a9dqzRY3JMnJyTRv3pzs7Gz27dvHlStXWLFiBRYWFvzrX//io48+YtCgQWzevBkvL6+n/tsDIYQQoiGQmfE6UCqVbNy4ke7du7Nx40YmTpxIcXExJ0+eZPv27axZswYDAwPCw8Pp1asXlpaWFBUVkZWVRZs2bThx4gTHjh1DoVDUGvfMmTOkpKRgbm6OQqGgpKSEZcuW4ePjQ2hoKNnZ2bVmUP/X7t27KS0tZf369ZSUlLBq1SqMjIwoLCxk3bp1VFVVMXz4cLy8vO45RkFBAampqdjY2BAcHMyxY8cYO3YseXl5qFQqkpKScHR0ZOrUqZSXlxMQEEBUVBRZWVn06NEDU1PTu45bWFhInz59ALh58yajR48GoKioSPehISEhgWXLlnHx4kWaNGmCg4NDnfLyJMnJyan1/tKlS5ibm5OTk8OWLVsYNWoUx44dA6BLly588cUXuLm5UVBQwNtvv63b75133uHatWt3jPc0agjn2NBJjhsGyXPDIHmuOynG66B3794kJCRw5coVjhw5QocOHQDIy8vj/PnzhIeHA3D16lXOnTtH37592bt3L2q1mtGjR5OdnY1arWbOnDlkZWXpxrW3t8fCwgKAli1botFoyM/PZ8iQIQB07dr1vnGdPn2azp076/afOHEiy5cvp2vXrhgYGGBiYoKHhwf5+fm19rt9pw4AKysrbGxsALCxsUGj0dxxnNtFsoWFBd26dWP//v1kZGQwbty4e8ZmY2NDYWEhAI0aNWLlypUAvPjii7o+v12m8s9//pP58+czZ86c+54zgPuJk5iZmf1uv8eZtbU1tra2eHp64unpSX5+PiNHjqSyspJPPvkEb29vunbtyjvvvMPixYtxc3Nj+/btNG3alCFDhmBgYKDvU/hT5eTk4Onpqe8wxJ9IctwwSJ4bBsnz3Wk0Go4fP37P7bJMpQ4MDQ3x9fVl5syZKBQKjIyMAHB0dMTZ2Zm0tDRWrlxJQEAALi4uKBQKtm3bhoWFBd7e3mRmZlJRUUHLli1rjXu3gsrFxQW1Wg3A0aNH7xuXo6Ojbja1rKyMyMhInJycdJ9OKysrUavVtGvXDlNTU91a4+++++6+MRgaGlJdXV3r/W2BgYGkp6dz6dIlXF1d7xnbq6++Snp6OqdPn9a1HT9+nOvXr9+1v42NDZWVlfc936fVe++9R1lZGb6+vrz66qu0adOG119/HQMDAz744AOmTZvGgAEDWLduHYsXL37qC3EhhBCiIZCZ8ToaOnQoCoWCXbt26daPu7q60rNnT0JCQqioqMDd3Z3WrVtjZGSERqPBy8uLZs2aYWxszEsvvfRAxxk9ejSTJ09mx44dtGrVCmPje6fKx8eHAwcOEBISglar5a233qJPnz4cOnSIoKAgKisr8fX1pWPHjiiVSmJjY9m6dSvt27e/bwzW1tZUVlaSkJBAo0aNam3z8PDg7NmzhIaG3ncMGxsbEhMTWbBgAdeuXUOj0dC0aVNWrFih63N7mcrt4n/u3Lm/f4GeEvPnz9e9trKy4h//+Mdd+3Xv3p1NmzbVV1hCCCGEqCcGNb9dqyAeG3v37sXKygp3d3e+/vprli5dSlpamr7D0qmuriYkJISUlBTdEpv6cvvrnk6dOj3xy1TE/clXnk8/yXHDIHluGCTPd/d7dYvMjD+mbG1tiY2NxcjIiOrqaqZMmUJycjIHDx68o+/cuXOxs7Ort9gKCgpQqVQEBQXpCnGVSsXVq1dr9bOwsGDJkiX1FpcQQgghxJNGivHHlJOTE2vXrq3V5ubmhkql0lNE/2VnZ8fmzZtrtSUnJ+spGiGEEEKIJ5f8gFMIIYQQQgg9kWJcCCGEEEIIPZFiXAghhBBCCD2RYlwIIYQQQgg9kWJcCCGEEEIIPZFiXIh6VlNTQ3R0NCkpKQBotVpmzJiBn58ffn5+LFiwgP+9/X9BQQHdu3fXPWlVCCGEEE8HKcYf0r59++64BWF97FtfNBoN6enpDz3OkSNHeO211wgLC2Po0KGsXr261vaPP/6YXr16odFoHvpYj7P8/HxGjRrFrl27dG2bN2/m9OnTbN26lc2bN3Po0CF27typ267RaHj33XeprKzUR8hCCCGE+BPJfcYfkre3t172rS8lJSWkp6ejVCr/8BgFBQXMnj2b5cuX06JFC27evMnIkSOxs7PTXYOtW7fi5+fH559/TkBAwAONm9vRGYqL/nBc9a1beRWrV69GqVTStm1bXbtWq+XGjRtUVFRQXV1NZWVlrSd0xcXFERAQwNKlS/URthBCCCH+RDIzXkcqlYpDhw4BkJubi6enJ4mJiQCsXLmSoKAggoODSUtLo7S0lMGDBwOgVqvp3r07Wq2W4uJiIiMjycjIIDExkcLCQoKCgpgwYQIBAQHMmDEDgMuXLxMREcGIESOYNm0affv2vWdc1dXVxMfHM2zYMAYPHkxmZiYA8+fPR6lUolQqSU1NBSAmJoZ9+/YBt2bnY2JiAOjXrx8xMTEEBQUxbtw4tFotS5cu5eTJkyQnJ5OUlERERATBwcGkpqayYMEC4FYx6e/vT0VFxV1j27x5M6+++iotWrQAoFGjRqSkpPDiiy8CcPDgQezt7QkODr5jxvxpM336dPz9/Wu1BQQE0LRpU7y9venVqxft2rXj5ZdfBiA9PZ2qqioCAwP1Ea4QQggh/mQyM15HSqWSjRs30r17dzZu3MjEiRMpLi7m5MmTbN++nTVr1mBgYEB4eDi9evXC0tKSoqIisrKyaNOmDSdOnODYsWMoFIpa4545c4aUlBTMzc1RKBSUlJSwbNkyfHx8CA0NJTs7m+zs7HvGtXv3bkpLS1m/fj0lJSWsWrUKIyMjCgsLWbduHVVVVQwfPhwvL697jlFQUEBqaio2NjYEBwdz7Ngxxo4dS15eHiqViqSkJBwdHZk6dSrl5eUEBAQQFRVFVlYWPXr0wNTU9K7jXrx4EVdX11ptTZo00b2+PfPu6OiIqakp3377LR4eHg+SjidKTk6O7vWlS5cwNzcnJydHtwwoOTmZiooK/vGPfxAfH0+HDh1ISUlh+vTp5OTkoNFo+OGHH+75oedp9dvrJp5OkuOGQfLcMEie606K8Trq3bs3CQkJXLlyhSNHjtChQwcA8vLyOH/+POHh4QBcvXqVc+fO0bdvX/bu3YtarWb06NFkZ2ejVquZM2cOWVlZunHt7e2xsLAAoGXLlmg0GvLz8xkyZAgAXbt2vW9cp0+fpnPnzrr9J06cyPLly+natSsGBgaYmJjg4eFBfn5+rf1++0NBKysrbGxsALCxsbnr+m0HBwcALCws6NatG/v37ycjI4Nx48bdM7a2bdtSXFxcq+2HH36gpqaGtm3bsm/fPi5fvszKlSspLy9n1apVD1SMu584WWs5x5PE2toaW1tbPD09mTFjBlOnTqVHjx7AraVBu3btwsjIiJqaGt03EFevXmX58uVMnjwZHx8ffYZfb3JycvD09NR3GOJPJDluGCTPDYPk+e40Gg3Hjx+/53ZZplJHhoaG+Pr6MnPmTBQKBUZGRgA4Ojri7OxMWloaK1euJCAgABcXFxQKBdu2bcPCwgJvb28yMzOpqKigZcuWtcY1MDC441guLi6o1WoAjh49et+4HB0ddXfaKCsrIzIyEicnJ90n1MrKStRqNe3atcPU1JSSkhIAvvvuu/vGYGhoSHV1da33twUGBpKens6lS5fumPn+rYEDB5Kens7ly5cBuHbtGtOnT+fixYts2bKFoUOHsmLFClJSUli3bh3Z2dm6vg1Bhw4d2LFjB3ArT3v27MHDw4MpU6awa9cuNm/ezObNm2nVqhWJiYkNphAXQgghGgKZGf8Dhg4dikKhYNeuXbr1466urvTs2ZOQkBAqKipwd3endevWGBkZodFo8PLyolmzZhgbG/PSSy890HFGjx7N5MmT2bFjB61atcLY+N7p8vHx4cCBA4SEhKDVannrrbfo06cPhw4dIigoiMrKSnx9fenYsSNKpZLY2Fi2bt1K+/bt7xuDtbU1lZWVJCQk0KhRo1rbPDw8OHv2LKGhofcdw9bWlnfffReVSoWRkRHXrl1j2LBh9OnTh0GDBvH+++/r+pqbm9OvXz/WrVvH2LFjf/8iPQXee+89Zs2aha+vL0ZGRvTs2ZPXX39d32EJIYQQoh4Y1PzvDY3FY2Pv3r1YWVnh7u7O119/zdKlS0lLS9N3WDrV1dWEhISQkpKiW2JTH25/3dOpU6cndpmKeDDylefTT3LcMEieGwbJ8939Xt0iM+OPMVtbW2JjYzEyMqK6upopU6aQnJzMwYMH7+g7d+5c7Ozs6i22goICVCoVQUFBukJcpVJx9erVWv0sLCxYsmRJvcUlhBBCCPEkkWL8Mebk5HTHQ4Hc3NxQqVR6iui/7Ozs2Lx5c6225ORkPUUjhBBCCPFkkh9wCiGEEEIIoSdSjAshhBBCCKEnUowLIYQQQgihJ1KMCyGEEEIIoSdSjAshhBBCCKEnUowL8SeqqakhOjqalJQUXdvq1asZMmQI/fv3JyoqioqKilr7XL16FR8fH3bu3Fnf4QohhBCinj1WxXhhYSGBgYF/2vj79u0jJibmoca4cuUKW7duBeDjjz8mNze3zmNcvXqV2NhYQkNDCQ4OZuLEiZSVlT1UXI/Sb8/xQf3444+EhYURFhaGm5sboaGhhIWF8Z///OfPCfIJkJ+fz6hRo9i1a5eu7YsvvmDVqlV88sknfP7552g0Gj799FPd9tvFe3l5uR4iFkIIIUR9k/uM19GPP/7Inj178Pf3Z8yYMX9ojHfeeYfg4GD69u0LwKeffsr06dNZuHDhowz1D/vtOT6oZ599lpUrVwLw8ssvs2LFij/96Zi5HZ2huOhPPcYf1a28itWrV6NUKmnbtq2ufdOmTURERGBpaQlAXFwclZWVuu2LFy/m2Wef5dq1a/UesxBCCCHq32NZjK9evZpNmzZhaGjI888/T3R0NDExMRgbG3P+/HkqKirw8/Pjq6++oqioiMWLF2Nvb8/8+fPJyckBYODAgYwaNYr8/HxiY2MxNzfH3NycZs2aAbBjxw4+/fRTDA0N8fT0JCoqiqSkJNRqNdevX2fOnDls2rSJ48ePc+3aNZycnJg3bx5Lly7lhx9+YO3atajVavz8/Pjll1/Yu3cvN2/e5Ny5c4wePZqAgAByc3OJi4vjmWeewdraGjMzM8aPH88vv/yiK8QBwsLCGDp0KABbtmwhNTUVU1NT2rdvT3x8PFu3buWrr77i5s2blJSUMHLkSHbv3s1PP/3E5MmTUSgU9O3bly5dunD27Fm8vLwoKysjNzcXBwcHEhISKCoqYtq0aWg0GszMzJg1axZarZZJkybRpk0bCgoKcHNzIy4urtY5WllZsWzZMoyNjfnLX/7C+++/j6Fh3b5QCQsLw8rKil9//ZUBAwZw9uxZoqKi0Gg09O/fnz179vDjjz8ye/ZsACwtLZk7dy5NmjR5FH+d9Gb69OkAZGdn69rOnDnDpUuXiIyM5OLFi3Tt2pV3331X1+/w4cOkpKQQHh6uj5CFEEIIUc8ey2I8IyODadOm0blzZ9asWUNVVRUAf/nLX5g9ezbTp0+nsLCQZcuWsWjRIvbs2UO7du0oLCxk3bp1VFVVMXz4cLy8vPjXv/7F3//+d1588UU+/vhjTp06xZUrV0hKSmLDhg2Ym5vz7rvv6gomR0dHpk6dSnl5OU2bNuWTTz6hurqaAQMGcOHCBcaOHcu///1vgoKCUKvVupjLy8tJSUnhzJkzjB07loCAAGbMmMH777/PX//6VxYuXMiFCxe4ePEitra2tc7XyMiIJk2aUFpaSlJSEhs3bsTCwoK5c+eydu1aGjduzLVr11ixYgWff/45n376KevWrePgwYOkpaWhUCj4+eefSU1NpWXLlnTv3p309HSmTZuGj48Pv/76KwsWLCAsLIw+ffpw4MABEhMTmThxImfOnCElJQVzc3MUCgUlJSW1zvHvf/874eHhDBgwgE2bNumuS135+/vTt29fMjIy7rp92rRpzJ07F2dnZ9LT01m+fDkTJ06s83EeF7c/FAJcunQJc3NzcnJyKC8vZ9euXbzzzjuYmpqyZMkS3nvvPfz8/EhISOC9997j6NGjlJWVcerUqVrjNFRyDZ5+kuOGQfLcMEie6+6xLMbnzZvHihUrSExMpHPnztTU1ADQoUMHAJo2bYqjo6PudUVFBfn5+XTt2hUDAwNMTEzw8PAgPz+fn376CXd3dwCef/55Tp06xblz57h8+bJumcm1a9coKCgAwMHBAQAzMzMuX77MO++8Q+PGjbl+/Xqt5QT/y9XVFQAbGxvdD/IuXrzIX//6VwA8PT3Zvn07bdu2pbi4uNa+lZWV7Ny5k3bt2uHs7IyFhQUA3bp1Y//+/Xh4ePDcc88B0KRJE5ycnDAwMKBZs2ZoNBrg1mzy7eUQjRs3xtnZWddfo9GQl5fHRx99xPLly6mpqcHExAQAe3t73fFatmypG++29957j48++ojPPvsMR0dHFArF7yfwLm5f19+6nVe4tb46Li5Odz3u1v9J4unpqXttbW2Nra0tnp6e2Nvb88orr9C7d28Abty4wb/+9S9+/vlnABYtWgTAuXPnWL9+PVZWVoSEhNT/CTwmcnJyal1L8fSRHDcMkueGQfJ8dxqNhuPHj99z+2NZjK9bt464uDjMzMyIjIzUzUAbGBjccx8nJycyMjIIDw+nsrIStVrNkCFDcHR0RK1W4+3trbsQtra22NjYsGLFCkxMTMjIyOC5554jMzNTtwRj3759FBUV8eGHH3L58mW+/PJLampqMDQ0pLq6+o7j3y22Nm3acPLkSZydnfn2228BaN26NVZWVmRmZuoK27S0NHJzc5kxYwb5+flcv36dxo0bc+jQIV1Rer9zf5Dtjo6ORERE8Pzzz5Ofn8/hw4fvud9vz3Ht2rWMHz8ea2trpk+fzpdffsmQIUPue6z7xWdmZkZJSQkAJ06c0G13cHBgwYIFtG3blpycHF2f+3E/cfJPX5f+qL3yyivs2LEDpVKJmZkZmZmZuLm5ERERQUREhK5fWFgYoaGh+Pr66jFaIYQQQvzZHsti/Nlnn2XYsGFYWVnRunVrPDw87rm84ba//e1vHDp0iKCgICorK/H19aVjx47MmDGDiRMnkpKSQvPmzTEzM6N58+aEh4cTFhaGVqvlL3/5C/379681nru7O4sXLyYwMBBTU1Ps7Oy4ePEi9vb25OXl1boDxr3MmDGD2NhYGjdujImJCa1btwbg/fffJz4+nhUrVlBZWYm9vT2zZ8+mSZMmjB8/npEjR2JoaIi9vT1RUVF8/vnnf/ha3hYdHc3MmTPRaDTcvHmTKVOm3LPvb8/R3d2d1157DUtLS5555hleeumlh4qjd+/efPbZZ4SEhNCxY0eeeeYZAGbOnEl0dDRarRaAOXPmPNRxHlfDhw/n6tWrBAQEoNVq6dix40Pf4UcIIYQQTy6Dmt+uFRCP1OrVq+nfvz/Nmzdn4cKFmJiYoFKp9B3WE+/21z2dOnV64mbGRd3IV55PP8lxwyB5bhgkz3f3e3XLYzkz/rSwtrYmIiKCxo0b06RJE+bPn6/vkB5abm4uCQkJd7T379+f4cOH6yEiIYQQQognlxTjfyJfX9+nbs2vu7u77n7iQgghhBDi4TxWT+AUQgghhBCiIZFiXAghhBBCCD2RYlwIIYQQQgg9kWJcCCGEEEIIPZFiXAghhBBCCD2Ru6kI8SepqakhJiYGFxcXIiMjAejRowdt2rTR9YmMjGTQoEFcuHCB2NhYSkpKqKmp4fXXX2fw4MH6Cl0IIYQQ9eSJnRkvKCjg73//O4GBgYwcOZIxY8bw008/PZKxw8LCyM/Pv2+fCxcu4OHhwY4dO/7QMQoLCwkMDLzn9sOHD/PDDz8A1PlBQUlJSXz22We12gIDAyksLKx7oP9fYmLifZ+COmrUKMLCwnjxxRfx9/cnLCyMJUuW/OHjPeny8/MZNWoUu3bt0rWdOnUKS0tLNm/erPszaNAgABYuXIi7uztbtmxh+fLlzJw5k5KSEn2FL4QQQoh68kTOjN+4cYM333yTWbNm0aVLF+DWw2ji4+Pr7R7YGRkZjBw5kjVr1tC/f/9HPv6GDRvw8/PD1dWV5OTkRz7+o5aamgpATEwMfn5+eHt76zki/Vq9ejVKpZK2bdvq2tRqNYaGhgwfPpyysjJeeeUV3nzzTYyMjNBqtZSVlVFTU8ONGzcwNjbG0PCJ/awshBBCiAf0RBbjX331FV5eXrpCHG49jCYtLY3CwkKmTJlCVVUVBgYGTJ06FVdXV7Zs2UJqaiqmpqa0b9+e+Ph4tFotkydP5uLFi9jY2HD48GH279+vG7OsrIwpU6ZQWloKwNSpU3n22Wepqalh8+bNrFmzhnHjxpGXl4eLiwsZGRns3buXmzdvcu7cOUaPHk1AQACHDh3SFdQ3b95kwYIFmJiYAHD69Gneffdd1q9fD8Dbb7/Na6+9RlZWFidOnMDZ2RmlUkl2djbffvstc+bMoaamhtatW5OYmMiGDRvYtGkThoaGPP/880RHR9/32uXk5LBgwQKMjY1p2rQpiYmJmJmZMWPGDM6ePUt1dTVvv/02PXr0YNeuXSxZsoTmzZtTWVmJo6NjnXOVlJSEWq3m+vXrzJkzh/fee49169YBt2br//GPf9CsWbO7Xuffk9vRGYqL6hzTn61beRXTp08HIDs7W9eu1Wp54YUXmDRpElVVVYwZMwYLCwvCw8OZNGkSw4cPZ+fOnZSWlhIdHY21tbW+TkEIIYQQ9eSJLMYLCwuxt7fXvX/zzTcpLy/XFdVhYWEoFAq+//57YmNjSUlJISkpiY0bN2JhYcHcuXNZu3YtWq0WW1tbFi1aRH5+PgMHDqx1nKVLl+Ll5cXw4cM5c+YM7733Hp999hkHDhzAxcWF5s2bM3ToUFavXk1cXBwA5eXlpKSkcObMGcaOHUtAQAA//fQTCQkJtG7dmqVLl7Jz5078/f0BcHBwoFGjRpw8eZIWLVpQWFiIh4cHvXv3xs/Pr9bM6rRp01i4cCFOTk6sXr2a/Px8MjIymDZtGp07d2bNmjVUVVXd87oZGBiQmZlJ3759iYyMZM+ePfz666/85z//wcrKirlz51JaWsqIESP4/PPPSUhIID09HUtLS8aMGfOH8+Xo6MjUqVPvuUzmXtf5SZWTk6N7fenSJczNzcnJycHJyQknJye+//57APr06cPGjRtxc3MjPj6efv360bdvX4qKipg9ezZmZmY4Ozvr6zQeG7+9nuLpJDluGCTPDYPkue6eyGK8TZs2HD9+XPf+9trkwMBAjh49yj//+U8AnnvuOYqLiykoKMDZ2RkLCwsAunXrxv79+6mpqdEtp3BycqJ58+a1jpOXl8c333yjWxf+66+/ArBu3ToKCwuJjIyksrKSH374gaioKABcXV0BsLGxoaKiAoDWrVszZ84cGjduzIULF3j++edrHUepVJKRkUHbtm11a4jv5tKlSzg5OQEQGhoKwLx581ixYgWJiYl07tyZmpoazMzMdMe+7fr16zRq1IixY8eydOlSRo0aRevWrXF3dycvL4+cnBxyc3MBqKqq4pdffsHCwgIrKyuAWt9C1JWDg8Nd22tqaoB7X+cnlaenp+61tbU1tra2eHp6smnTJlxdXXV/R0pKSrCyssLBwYG8vDw2bNiAsfGtf5L79++nvLy81lgNUU5OToO/Bk87yXHDIHluGCTPd6fRaGrVrf/riSzGfXx8WLZsGUePHqVz584AnD17luLiYtzc3Dhy5Ag+Pj58//33tGjRAltbW/Lz87l+/TqNGzfm0KFDODg4YGxsjFqtRqFQcO7cOd0yidscHR0ZNGgQ/v7+XLp0ifT0dC5fvsy3335LZmYmRkZGwK1lFbdn3Q0MDO6Id+rUqWRmZmJhYUF0dLSuCL3N19eXFStWYGlpqfsgYWBgcEe/Vq1acebMGdq3b8/HH3+Mg4MDBw8eJC4uDjMzMyIjI1Gr1XTs2JGPP/6Y0NBQjI2NOXfuHBUVFVhbW7Nq1SqGDBlCdHQ0H330EevWrcPR0ZE2bdowduxYbt68yZIlS2jatCllZWVcvnyZ5s2bc+zYsVp3AamL22ufzczMuHTpElqtlmvXrulmyu92nR+E+4mTmJmZ/aGY9OGnn37iiy++ICkpicrKSlavXo2/vz9WVla0adOGXbt2MWDAAC5fvszhw4cZNmyYvkMWQgghxJ/siSzGn3nmGZYsWcIHH3xAYmIiVVVVGBsbM2vWLJycnJg2bRorVqygqqqKOXPm0Lx5c8aPH8/IkSMxNDTE3t6eqKgo3a3nQkNDadu27R2F3dixY5kyZQrr1q2jvLwclUrF5s2b6devn64Qh1sz8pMnT2b06NF3jXfw4MEEBgbStGlTWrRowcWLF2ttNzMzo1u3bly+fBlLS0sAPDw8SExMxNbWVtcvLi6O2NhYDA0NadmyJeHh4Vy5coVhw4ZhZWVF69at8fDwwMzMjP/7v/8jICAACwsLampqWLBgAQBubm7ExMTQuHFjTExMiI+Pp3Xr1kydOpURI0ZQXl7O8OHDMTU1Zd68eURGRtKsWTPdjO3DaNmyJS+++CLDhg3D3t6edu3a3fM6P41UKhXx8fH4+/tTVVWFr68vSqUSAwMDlixZwqxZs1i8eDGGhoa88cYbdO3aVd8hCyGEEOJPZlDzv9OvDcj//d//cf36dXr16sWZM2d4/fXXyczM1EssM2fO5JWVwpdYAAAgAElEQVRXXqFnz556Of6T5PbXPZ06dXqiZsZF3clXnk8/yXHDIHluGCTPd/d7dcsTOTP+qNjZ2fHOO++QnJxMVdV/74BR3yIiImjVqtVjX4hXVFToHl7zWw4ODsTHx+shIiGEEEKIJ1uDLsZbtmxZb/clv58VK1boO4QHYmpq+lhcLyGEEEKIp4U8VUQIIYQQQgg9kWJcCCGEEEIIPZFiXAghhBBCCD2RYlwIIYQQQgg9kWJcCCGEEEIIPWnQd1MR4s9y+4FSLi4uuttB9ujRo9ZTTCMjIxk0aBA//vgjwcHB2Nvb67YtXLgQR0fHeo9bCCGEEPVLinEhHrH8/Hzi4uLIzc3FxcUFgFOnTmFpacnmzZvv6K9Wqxk4cCCzZs2q71CFEEIIoWeyTOUh7Nu3j7Vr19b7vvVFo9GQnp7+UGNkZGTw0ksvERYWRlhYGIMHDyYuLg6AgwcPMnHixFr9ExMTycjIeKhj6tvq1atRKpX4+vrq2tRqNYaGhgwfPhx/f3+Sk5PRarW6bfn5+QwZMoRhw4bxxRdf6Ct0IYQQQtQzmRl/CN7e3nrZt76UlJSQnp6OUql8qHEGDhxIVFQUANXV1QwfPpxjx449dHy5HZ2huOihx3mUupX/90mu2dnZunatVssLL7zApEmTqKqqYsyYMVhYWBAeHo65uTkDBgwgODiYM2fOMGLECGxsbHBzc9PXaQghhBCinkgxXgcqlYqRI0fSvXt3cnNzee211wgJCSEqKoqVK1eybds2DAwM8PPzw9/fn/DwcDZv3oxareaNN97gwIEDlJSUMGXKFAYMGMCpU6cIDg5m0qRJtGnThoKCAtzc3IiLi+Py5ctERUVRUVGBg4MD33zzDV9++eVd46qurmb27Nnk5uZSWVnJ+PHjUSgUzJ8/n5ycHOBWQTxq1ChiYmLw8/PD29ubffv2sX37dubPn0+/fv14/vnnOX36NNbW1iQlJbF06VJOnjxJcnIyNTU1qNVqrl+/Tv/+/SkuLiY6OhqtVsurr77Khg0bMDU1/d1reO3aNcrKymjSpAnXr19/pPl5nAUGBtZ6/9prr7Fy5UrCw8OZOXOmrt3JyQk/Pz+++uorKcaFEEKIBkCK8TpQKpVs3LiR7t27s3HjRiZOnEhxcTEnT55k+/btrFmzBgMDA8LDw+nVqxeWlpYUFRWRlZVFmzZtOHHiBMeOHUOhUNQa98yZM6SkpGBubo5CoaCkpIRly5bh4+NDaGgo2dnZtWZZ/9fu3bspLS1l/fr1lJSUsGrVKoyMjCgsLGTdunVUVVUxfPhwvLy87jlGQUEBqamp2NjYEBwczLFjxxg7dix5eXmoVCqSkpJwdHRk6tSplJeXExAQQFRUFFlZWfTo0eO+hfi2bds4evQoJSUlPPPMM4wdO5b27dtz4cKFu/Y3MDD4nUw8vm5/+AG4dOkS5ubm5OTkkJWVRbt27XQ/0szPz+f69escPnyYLVu28Morr2Bubg7AhQsX0Gg0tcZqyOQ6PP0kxw2D5LlhkDzXnRTjddC7d28SEhK4cuUKR44coUOHDgDk5eVx/vx5wsPDAbh69Srnzp2jb9++7N27F7VazejRo8nOzkatVjNnzhyysrJ049rb22NhYQFAy5Yt0Wg0ujXEAF27dr1vXKdPn6Zz5866/SdOnMjy5cvp2rUrBgYGmJiY4OHhQX5+fq39ampqdK+trKywsbEBwMbGBo1Gc8dxHBwcALCwsKBbt27s37+fjIwMxo0bd9/4bi9TKSgo4PXXX6d9+/YANGrUiIqKilp9r1+/jpmZ2X3Hu839xMkH7qsP1tbW2Nra4unpyZ49e/jyyy9JSkqisrKSDz/8kODgYLp168b777+Pg4MDERER/Pzzzxw9epTU1FScnJz0fQp6l5OTg6enp77DEH8iyXHDIHluGCTPd6fRaDh+/Pg9t8sPOOvA0NAQX19fZs6ciUKhwMjICABHR0ecnZ1JS0tj5cqVBAQE4OLigkKhYNu2bVhYWODt7U1mZiYVFRW0bNmy1rh3mwl2cXFBrVYDcPTo0fvG5ejoqFuDXVZWRmRkJE5OTrpPp5WVlajVatq1a4epqSklJSUAfPfdd/eNwdDQkOrq6lrvbwsMDCQ9PZ1Lly7h6up63/hus7OzY8aMGUyYMIEbN27g5OTE999/z8WLF4Fbf1kPHz5Mx44dH2i8J4lKpaJZs2b4+/szaNAgunTpoluLn5iYyL59+/D392f06NHExsZKIS6EEEI0EDIzXkdDhw5FoVCwa9cuDh06BICrqys9e/YkJCSEiooK3N3dad26NUZGRmg0Gry8vGjWrBnGxsa89NJLD3Sc0aNHM3nyZHbs2EGrVq0wNr53qnx8fDhw4AAhISFotVreeust+vTpw6FDhwgKCqKyshJfX186duyIUqkkNjaWrVu36mao78Xa2prKykoSEhJo1KhRrW0eHh6cPXuW0NDQBzqf21544QVeeOEFFi1aRHR0NDExMbzxxhs0atSIyspKwsLCaNeuXZ3GfFzNnz9f99rc3Jx58+bdtV+7du349NNP6ykqIYQQQjxODGp+u1ZBPDb27t2LlZUV7u7ufP311yxdupS0tDR9h6VTXV1NSEgIKSkpuiU29eX21z2dOnV6rJepiIcnX3k+/STHDYPkuWGQPN/d79UtMjP+mLK1tSU2NhYjIyOqq6uZMmUKycnJHDx48I6+c+fOxc7Ort5iKygoQKVSERQUpCvEVSoVV69erdXPwsKCJUuW1FtcQgghhBBPGinGH1NOTk53PBTIzc0NlUqlp4j+y87O7o4nSSYnJ+spGiGEEEKIJ5f8gFMIIYQQQgg9kWJcCCGEEEIIPZFiXAghhBBCCD2RYlwIIYQQQgg9kWJciEespqaG6OhoUlJSdG09evRg8ODBuj9btmyptc/+/fsZPHhwfYcqhBBCCD2Tu6kI8Qjl5+cTFxdHbm4uLi4uAJw6dQpLS8s77kADcPPmTZYsWcKaNWto3bp1fYcrhBBCCD2TYvwh7du3j6KiIoKCgup13/qi0WjYsmWL7tHtf0RGRgaLFi3Czs6O6upqDAwMeOutt+jZsycHDx7k7bffxtnZWdffysqKRYsWPYrw693q1atRKpW0bdtW16ZWqzE0NGT48OGUlZXxyiuv8Oabb2JkZMT+/fu5ceMG8+fPZ+HChXqMXAghhBD6IMX4Q/L29tbLvvWlpKSE9PT0hyrGAQYOHEhUVBQAv/zyC6GhoaxatQoALy+vP1SI5nZ0huKih4rrUepWXsX06dMByM7O1rVrtVpeeOEFJk2aRFVVFWPGjMHCwoLw8HAUCgUKheKuD3MSQgghxNNP1ozXkUql4tChQwDk5ubi6elJYmIiACtXriQoKIjg4GDS0tIoLS3VrQNWq9V0794drVZLcXExkZGRZGRkkJiYSGFhIUFBQUyYMIGAgABmzJgBwOXLl4mIiGDEiBFMmzaNvn373jOu6upq4uPjGTZsGIMHDyYzMxOA+fPno1QqUSqVpKamAhATE8O+ffuAW7PzMTExAPTr14+YmBiCgoIYN24cWq2WpUuXcvLkSZKTk0lKSiIiIoLg4GBSU1NZsGABcKvY9Pf3p6Ki4oGuYYsWLXjllVf4z3/+U5dL/8QKDAxk2rRpNG7cmKZNm/Laa6/p8iOEEEKIhk1mxutIqVSyceNGunfvzsaNG5k4cSLFxcWcPHmS7du3s2bNGgwMDAgPD6dXr15YWlpSVFREVlYWbdq04cSJExw7dgyFQlFr3DNnzpCSkoK5uTkKhYKSkhKWLVuGj48PoaGhZGdn15pt/V+7d++mtLSU9evXU1JSwqpVqzAyMqKwsJB169ZRVVXF8OHD8fLyuucYBQUFpKamYmNjQ3BwMMeOHWPs2LHk5eWhUqlISkrC0dGRqVOnUl5eTkBAAFFRUWRlZdGjRw9MTU0f+DpaW1tTWlqKvb0933zzDWFhYbptffr04fXXX3/gsR4XOTk5uteXLl3C3NycnJwcsrKyaNeuHfb29sCtdeXXr1+v1T8vL48bN27UahO3yDV5+kmOGwbJc8Mgea47KcbrqHfv3iQkJHDlyhWOHDlChw4dgFvF1Pnz5wkPDwfg6tWrnDt3jr59+7J3717UajWjR48mOzsbtVrNnDlzyMrK0o1rb2+PhYUFAC1btkSj0ZCfn8+QIUMA6Nq1633jOn36NJ07d9btP3HiRJYvX07Xrl0xMDDAxMQEDw8P8vPza+1XU1Oje21lZYWNjQ0ANjY2aDSaO47j4OAAgIWFBd26dWP//v1kZGQwbty4B76GAOfPn9dduz+6TMX9xEnMzMzqvF99sLa2xtbWFk9PT/bs2cOXX35JUlISlZWVfPjhhwQHB+Pp6anrX1VVhbm5ea02ces/6nJNnm6S44ZB8twwSJ7vTqPRcPz48Xtul2UqdWRoaIivry8zZ85EoVBgZGQEgKOjI87OzqSlpbFy5UoCAgJwcXFBoVCwbds2LCws8Pb2JjMzk4qKClq2bFlrXAMDgzuO5eLiglqtBuDo0aP3jcvR0ZFjx44BUFZWRmRkJE5OTrpPqJWVlajVatq1a4epqSklJSUAfPfdd/eNwdDQkOrq6lrvbwsMDCQ9PZ1Lly7h6up63/h+6+LFi+zevZs+ffo88D5PMpVKRbNmzfD392fQoEF06dLlodfgCyGEEOLpIDPjf8DQoUNRKBTs2rVLt37c1dWVnj17EhISQkVFBe7u7rRu3RojIyM0Gg1eXl40a9YMY2NjXnrppQc6zujRo5k8eTI7duygVatWGBvfO10+Pj4cOHCAkJAQtFotb731Fn369OHQoUMEBQVRWVmJr68vHTt2RKlUEhsby9atW2nfvv19Y7C2tqayspKEhAQaNWpUa5uHhwdnz54lNDT0d89l27ZtfPvttxgaGlJTU8O8efOwtLQEuGOZCsCyZcvuON6TZP78+brX5ubmzJs37779e/TowbZt2/7ssIQQQgjxmDGo+e06BfFY2bt3L1ZWVri7u/P111+zdOlS0tLS9B2WTnV1NSEhIaSkpOiW2NSH21/3dOrU6bFdpiIeDfnK8+knOW4YJM8Ng+T57n6vbpGZ8ceYra0tsbGxGBkZUV1dzZQpU0hOTr7rbfDmzp2LnZ1dvcVWUFCASqUiKChIV4irVCquXr1aq5+FhQVLliypt7iEEEIIIZ4kUow/xpycnFi7dm2tNjc3N1QqlZ4i+i87O7s7niiZnJysp2iEEEIIIZ5M8gNOIYQQQggh9ESKcSGEEEIIIfREinEhhBBCCCH0RIpxIYQQQggh9ESKcSGEEEIIIfREinEhHrGamhqio6NJSUm5Y5tKpSI+Pl73/sKFC0RGRjJo0CD8/f3vuEONEEIIIZ5ucmvDh7Rv3z6KiooICgqq133ri0ajYcuWLQ/1+PaDBw/y9ttv4+zsrGsbOHAg7du3r9V+7do1bG1tSUxMxNTU9KFj14f8/Hzi4uLIzc3FxcWl1rZly5Zx5MgR/Pz8dG0LFy7E3d2dCRMmcOHCBXx9fXnhhRdo2bJlfYcuhBBCCD2QYvwheXt762Xf+lJSUkJ6evpDFeMAXl5eLFy4sFbbwYMH72ifNGkSe/bswdfX93fHzO3oDMVFDxXXo9KtvAqA1atXo1Qqadu2ba3tBw8eJCsri+DgYH799Vddu1arpaysjJqaGm7cuIGxsTGGhvKFlRBCCNFQyP/160ilUnHo0CEAcnNz8fT0JDExEYCVK1cSFBREcHAwaWlplJaWMnjwYADUajXdu3dHq9VSXFxMZGQkGRkZJCYmUlhYSFBQEBMmTCAgIIAZM2YAcPnyZSIiIhgxYgTTpk2jb9++94yrurqa+Ph4hg0bxuDBg8nMzARg/vz5KJVKlEolqampAMTExLBv3z7g1ux8TEwMAP369SMmJoagoCDGjRuHVqtl6dKlnDx5kuTkZJKSkoiIiCA4OJjU1FQWLFgA3Coo/f39qaioeKhrW1FRwcWLF2nWrNlDjaNP06dPx9/fv1bbhQsXmDNnDomJiRgZGdXadvvDR+/evRkwYADjx4/H2tq6PkMWQgghhB7JzHgdKZVKNm7cSPfu3dm4cSMTJ06kuLiYkydPsn37dtasWYOBgQHh4eH06tULS0tLioqKyMrKok2bNpw4cYJjx46hUChqjXvmzBlSUlIwNzdHoVBQUlLCsmXL8PHxITQ0lOzsbLKzs+8Z1+7duyktLWX9+vWUlJSwatUqjIyMKCwsZN26dVRVVTF8+HC8vLzuOUZBQQGpqanY2NgQHBzMsWPHGDt2LHl5eahUKpKSknB0dGTq1KmUl5cTEBBAVFQUWVlZ9OjR475LS7755hvCwsJ07z/99NNa7ZcuXcLQ0JDAwEB69uz5gNl4fOTk5NR6f+nSJczNzTl48CBz585l2LBhFBQUcP78ecrKynT94+Pj6devH3379qWoqIjZs2djZmZWa0lPQ/e/11Y8fSTHDYPkuWGQPNedFON11Lt3bxISErhy5QpHjhyhQ4cOAOTl5XH+/HnCw8MBuHr1KufOnaNv377s3bsXtVrN6NGjyc7ORq1WM2fOHLKysnTj2tvbY2FhAUDLli3RaDTk5+czZMgQALp27XrfuE6fPk3nzp11+0+cOJHly5fTtWtXDAwMMDExwcPDg/z8/Fr71dTU6F5bWVlhY2MDgI2NDRqN5o7jODg4AGBhYUG3bt3Yv38/GRkZjBs37r7x3W2Zym/bS0tLiYiIwNbW9r7jPK48PT1rvbe2tsbW1hZTU1OuXLnChg0b2LBhA7/88gtarZZmzZoxadIk8vLy2LBhA8bGt/4p7t+/n/Ly8jvGa6hycnLkWjzlJMcNg+S5YZA8351Go+H48eP33C7FeB0ZGhri6+vLzJkzUSgUumUHjo6OODs7s3z5cgwMDPj0009xcXHB1dWVqKgorKys8Pb2JiIigiZNmtzxAz0DA4M7juXi4oJarea5557j6NGj943L0dGRnTt3AlBWVsbbb7/NiBEjyMjIIDw8nMrKStRqNUOGDMHU1JSSkhIAvvvuu/vGYGhoSHV1da33twUGBrJs2TJKS0txdXX9vUt3X1ZWViQkJDBy5Eg2bdpEq1atfncf9xMnMTMze6jj/tm6dOnC3r17de+TkpIoLS1l+vTp1NTU0KZNG3bt2sWAAQO4fPkyhw8fZtiwYXqMWAghhBD1SYrxP2Do0KEoFAp27dqlWz/u6upKz549CQkJoaKiAnd3d1q3bo2RkREajQYvLy+aNWuGsbExL7300gMdZ/To0UyePJkdO3bQqlUr3ezp3fj4+HDgwAFCQkLQarW89dZb9OnTh0OHDhEUFERlZSW+vr507NgRpVJJbGwsW7dupX379veNwdramsrKShISEmjUqFGtbR4eHpw9e5bQ0NAHOp/f4+zsTFhYGLNnz2bRokWPZMzHmYGBAUuWLGHWrFksXrwYQ0ND3njjjd/9FkQIIYQQTw+Dmt+uUxCPlb1792JlZYW7uztff/01S5cuJS0tTd9h6VRXVxMSEkJKSopuiU19uP11T6dOnR77mXHxcOQrz6ef5LhhkDw3DJLnu/u9ukVmxh9jtra2xMbGYmRkRHV1NVOmTCE5OZmDBw/e0Xfu3LnY2dnVW2wFBQWoVCqCgoJ0hbhKpeLq1au1+llYWLBkyZJ6i0sIIYQQ4kkixfhjzMnJibVr19Zqc3NzQ6VS6Smi/7Kzs7vjaZHJycl6ikYIIYQQ4skk9xkXQgghhBBCT6QYF0IIIYQQQk+kGBdCCCGEEEJPpBgXQgghhBBCT6QYF0IIIYQQQk+kGBfiEaqpqSE6OpqUlJQ7tqlUKuLj43Xvf/zxR7p06cLgwYN1f06dOlWf4QohhBBCzxrUrQ1/+uknEhISuHHjBtevX6dPnz6MHz/+ro+BP3/+PD/88AMvv/yyHiL9r5dffhkbG5taj6GPjo6mU6dOd+3/448/8uuvv9KtW7cHGv/LL7/UPS30bjIyMmjWrBk+Pj51D/4PWLt2LQEBAZiYmNTL8R6l/Px84uLiyM3NxcXFpda2ZcuWceTIEfz8/HRtarWagQMHMmvWrPoOVQghhBCPiQZTjP/666+88847JCUl0b59e7RaLRMmTODf//43ISEhd/T/5ptvOHXqlN6LcYAVK1Y88JMmv/jiC1q0aPHAxXhaWhozZ868ZzEeEBDwwHE+Ch999BGvvvpqvR7zUVm9ejVKpZK2bdvWaj948CBZWVkEBwfz66+/6trVajUFBQUMGTIEIyMjxowZQ79+/eo7bCGEEELoUYMpxnfv3k2PHj1o3749AEZGRixYsAATExOmTJlCcXExpaWleHt7M378eD7++GNu3rxJly5dsLW1Zfbs2QBYWloyd+5cLCwsiIuL4/jx47Ro0YKff/5Z96TJKVOmUFVVhYGBAVOnTsXV1ZW//e1vODo64uDgwN69e0lPT8fS0pI1a9Zw/fp1Xn/99TqdT0ZGBnv37uXmzZucO3eO0aNH8+KLL7Jx40ZMTEzo2LEjN2/eZOHChRgZGWFnZ0d8fDxbt25lw4YNVFdX88Ybb/D9998THR3NmjVrSEpK4vjx41y7dg0nJyfmzZtHUlISLVq0wNHRkWXLlmFiYkJhYSF+fn68+eabxMTEYGxszPnz56moqMDPz4+vvvqKoqIiFi9ejL29PR988AGHDx+mpqaG8PBw+vfvT1hYGK6urvz000+Ul5fzz3/+k6+//pqSkhImTpzI4sWLf/ca5HZ0huKiuv1F+BN0K68CYPr06QBkZ2frtl24cIE5c+awfPnyOx7gZG5uzoABAwgODubMmTOMGDECGxsb3Nzc6i94IYQQQuhVgynGL168eMfj4p955hkKCwvp3LkzSqUSjUaDt7c3b7/9NmPGjOHUqVP4+PgQGBjI3LlzcXZ2Jj09neXLl+Pm5saVK1dYv349ly9f1s1ovv/++4SFhaFQKPj++++JjY0lIyODoqIiMjIysLKyomnTpnz++eeEhoayZcuW331yZUREhG6ZiqGhIampqQCUl5eTkpLCmTNnGDt2LAEBAQwZMoQWLVrg5uaGr68va9aswdramg8//JCNGzdibGxM06ZNdR8cnnvuOWbOnElFRQVNmzblk08+obq6mgEDBnDhwoVacZw/f54tW7ZQUVFB7969efPNNwH4y1/+wuzZs5k+fTqFhYUsW7aMRYsWsWfPHhwcHCgsLOTf//43Go2GwP/H3r3H5Xz3Dxx/XR1FDikqS1TuMISRww85FGvh3rSiw0oYN5abzGgOEWqRacYth3I720QOIzNsd7U2TGvLaUOJqGgRa25Xp+v3xx6ue9c6YOiK3s/Hw8N1fb6f7+f7/n7f/fG+Ptfn+n5HjqRPnz4AODg4MGfOHKKiojh48CATJkwgOjqaqKioJ8x2zUpNTdV4X1BQgJGRESdOnCA8PBwPDw+ys7PJycnh119/VfcfPnw4AD/88AMA3bt3Z/v27Xh4eNTsCdRyf76+4sUjOa4bJM91g+T58dWZYrxFixacO3dOoy07O5u8vDxOnz7N8ePHMTY2pri4uMK+D9YCA5SUlGBjY0NmZiZdunQBoGnTptja2qr7Plgi0r59e/Ly8gAwMTHBxMQEAA8PD4KCgnB0dMTMzAwzM7NqY69qmUq7du0AsLS0rBD3rVu3uHnzJtOmTQPg/v379OnTB2tra2xsbCqMZWhoyK1bt5g+fTr169fn3r17lJSUaPSxt7dHT08PPT096tWrp25/+eWXAWjUqJH6OjRq1Iji4mIuXLjA2bNn8fPzA6C0tJScnByN/SwsLPjll1+qvQa1Wbdu3TTem5qaYmVlhYGBAYWFhezevZvdu3fzyy+/UFZWRuPGjVm4cCHr1q3Dz88PY2NjAA4ePIiZmVmF8eqy1NRUuR4vOMlx3SB5rhskz5VTKpWcOXOmyu11phgfOHAga9euxdvbG2tra0pKSoiIiKBnz540bNiQhQsXcuXKFXbu3IlKpUJHR4fy8nIAbGxsWLJkCS1atCA1NZX8/HwMDQ3Zt28fAHfu3CErKwsAOzs7Tp06hbOzM+fPn1cX2n/8AWaLFi1o2LAha9aseaJZ0Mp+eKpQKCgvL8fExAQLCwtWr15Nw4YNOXbsGPXr1yc3N1cjFoVCgUqlIikpidzcXD766CNu3brFkSNHUKlUDz1ede0Atra29OzZk0WLFlFeXs7q1auxsrKq9pweXPeHcTh76ZHX0mtD165dSUxMVL9fuXIlt2/fVi9n+fLLLzE0NGTs2LFcv36dL774Qv2thxBCCCHqhjpTjBsbGxMREcHcuXNRqVT89ttvDBw4kN69ezN9+nRSU1MxMjKiVatW3Lx5E3t7e6Kjo+nQoQMLFixg1qxZlJWVARAWFkbr1q1JSkrCy8sLMzMz6tWrh76+PjNnzmTevHls2LCB0tJSwsLCKo1n5MiRLF68mMjIyIfG/sdlKgD+/v5V9u3YsSNLly7Fzs6OOXPmMGHCBFQqFQ0aNGDp0qXk5mquse7atSszZ84kOjqa1atXM3LkSAwMDGjZsiU3b958lEtbrUGDBnHy5El8fHy4d+8eLi4u6pngynTv3p0JEyawefPmaov8F8GyZcuYP38+e/bsoaysjNmzZ2NnZ6ftsIQQQghRgxSqP09/ikeSkZHBTz/9xNChQ7l9+zbDhg3jq6++wsDA4JH2T0hI4OLFi0ydOvUZR/riefB1T8eOHWv1zLh4cvKV54tPclw3SJ7rBslz5R5Wt9SZmfGnzdLSkmXLlrFp0ybKysqYMWPGIxfiy5cv59SpU+o7hhw7doyNGzdW6Ofv78/gwYOfZthCCCGEEKIWkWL8L6pfv776jiSPa/r06RrvnZ2da+yhOkIIIYQQovbQeXgXIYQQQgghxLMgxbgQQgghhBBaIsW4EEIIIYQQWiLFuBBCCKPE/HMAACAASURBVCGEEFoixbgQQgghhBBaIsW4EE+RSqVi1qxZxMbGVtgWGBjIwoUL1e9//vlnunbtyuuvv67+l5mZWZPhCiGEEELL5NaGQjwlGRkZhIaGkp6ejr29vca29evXc+rUKdzc3NRtaWlpDBs2jEWLFtV0qEIIIYSoJWRm/ClKSkri008/rfF9a4pSqSQuLu6Jxjhx4gRBQUEA+Pn58cEHH2iMP2jQoCcaX5u2bduGp6cnrq6uGu0nTpwgOTkZLy8vjfa0tDQyMjIYMWIEHh4efPHFFzUZrhBCCCFqAZkZf4qcnJy0sm9Nyc/PJy4uDk9Pz6c25oEDB3B2dqZHjx6PvW96hzaQl/vUYvmrHItKAQgJCQEgJSVFve3GjRuEhYURExNT4cOWkZERQ4cOxcvLi6ysLN566y0sLS3p1KlTzQUvhBBCCK2SYvwJBAYG4u/vT48ePUhPT2fMmDF4e3szY8YMtmzZwoEDB1AoFLi5uTF8+HACAgLYt28faWlp/OMf/+Dbb78lPz+fOXPmMHToUDIzM/Hy8uLdd9/FwsKC7OxsOnXqRGhoKLdu3WLGjBkUFxdjY2PD8ePHOXLkSKVxlZeXs3jxYtLT0ykpKWHKlCm4uLgQERFBamoqAMOGDWP06NEEBwfj5uaGk5MTSUlJJCQkEBERwZAhQ3jllVe4fPkypqamrFy5kjVr1nDp0iVWrVqFSqUiLS2Ne/fu8dprr5GXl8esWbMoKyvjjTfeYPfu3RgYGDz0Gs6ZM4d58+YRHx+Pnt7z+ef44Jo+UFBQgJGRESdOnCA8PBwPDw+ys7PJycnh119/VfcfPnw4AD/88AMA3bt3Z/v27Xh4eNTsCdRyf76+4sUjOa4bJM91g+T58T2f1U8t4enpyZ49e+jRowd79uwhKCiIvLw8Ll26REJCAtu3b0ehUBAQEEDfvn1p0qQJubm5JCcnY2FhwdmzZzl9+jQuLi4a42ZlZREbG4uRkREuLi7k5+ezfv16nJ2d8fX1JSUlRWP29c+OHTvG7du32bVrF/n5+WzduhVdXV2uXbvGzp07KS0txcfHh169elU5RnZ2Nps2bcLS0hIvLy9Onz7NxIkTuXDhAoGBgaxcuRJbW1vmzp1LUVER7u7uzJgxg+TkZHr27PlIhThA27ZteeONN4iIiGDu3LmPduFrmW7dumm8NzU1xcrKCgMDAwoLC9m9eze7d+/ml19+oaysjMaNG7Nw4ULWrVuHn58fxsbGABw8eBAzM7MK49Vlqampcj1ecJLjukHyXDdIniunVCo5c+ZMldulGH8C/fr1IzIyksLCQk6dOsXLL78MwIULF8jJySEgIACAO3fucPXqVQYPHkxiYiJpaWmMHz+elJQU0tLSCAsLIzk5WT2utbW1ukBr1qwZSqVSvbYYfp9Brc7ly5fp0qWLev+goCBiYmLo3r07CoUCfX19OnfuTEZGhsZ+KpVK/drExARLS0sALC0tUSqVFY5jY2MDgLGxMY6Ojnz99dfEx8czefLkR76GABMmTMDb25ukpKTH2s/h7CUMDQ0fa5+a1LVrVxITE9XvV65cye3bt9XLWb788ksMDQ0ZO3Ys169f54svvmDTpk3aClcIIYQQWiA/4HwCOjo6uLq6smDBAlxcXNDV1QXA1taWNm3asHnzZrZs2YK7uzv29va4uLhw4MABjI2NcXJy4ujRoxQXF9OsWTONcRUKRYVj2dvbk5aWBvxvWUNVbG1tOX36NAC//vor48aNw87OTv3VUUlJCWlpabRq1QoDAwPy8/MBOHfuXLUx6OjoUF5ervH+gZEjRxIXF0dBQQHt2rWrNr4/09XVJSIiQuPHnHXBsmXLSEpKYvjw4YwfP57Zs2djZ2en7bCEEEIIUYNkZvwJvfnmm7i4uHD48GFOnjwJQLt27ejduzfe3t4UFxfj4OCAubk5urq6KJVKevXqRePGjdHT02PAgAGPdJzx48czc+ZMDh06RPPmzatdX+3s7My3336Lt7c3ZWVlvPPOO/Tv35+TJ08yatQoSkpKcHV1pUOHDnh6ejJ79mw+++wzWrduXW0MpqamlJSUEBkZSb169TS2de7cmStXruDr6/tI5/Nntra2jB49+oWYGY6IiKi0fcqUKRrvW7VqxcaNG2sgIiGEEELUVgrVH9cmiForMTERExMTHBwc+Oabb1izZg2bN2/Wdlhq5eXleHt7Exsbq15i86w8WHvVsWPHWr1MRTw5WX/44pMc1w2S57pB8ly5h9UtMjP+nLCysmL27Nno6upSXl7OnDlzWLVqFSdOnKjQNzw8nJYtW9ZYbNnZ2QQGBjJq1Ch1IR4YGMidO3c0+hkbGxMdHV1jcQkhhBBC1HZSjD8n7OzsKtynulOnTgQGBmopov9p2bIl+/bt02hbtWqVlqIRQgghhHh+yA84hRBCCCGE0BIpxoUQQgghhNASKcaFEEIIIYTQEinGhRBCCCGE0BIpxoV4ilQqFbNmzSI2NrbCtsDAQBYuXFih/c6dOzg7O/P555/XRIhCCCGEqEWkGBfiKcnIyGD06NEcPny4wrb169dz6tSpCu0PiveioqKaCFEIIYQQtYwU439RUlJShVsN1sS+NUWpVBIXF/dEY8THx9O2bVt+/PFHdVtJSQk9e/Zk5cqV3Lx5k0GDBpGRkQFAWVkZ/v7+JCUlPdFxtWXbtm14enri6uqq0X7ixAmSk5Px8vKqsM/q1atp27Yt9vb2NRWmEEIIIWoRuc/4X+Tk5KSVfWtKfn4+cXFxeHp6PtE4tra2HDhwgM6dOwOQnJxMw4YNAWjevDkhISHMmDGDTz/9lKioKLp16/bI1ye9QxvIy32i+J4Gx6JSAEJCQgBISUlRb7tx4wZhYWHExMRU+ACWkpLCd999R2xsLAEBATUWrxBCCCFqDynGH1FgYCD+/v706NGD9PR0xowZg7e3NzNmzGDLli0cOHAAhUKBm5sbw4cPJyAggH379pGWlsY//vEPvv32W/Lz85kzZw5Dhw4lMzMTLy8v3n33XSwsLMjOzqZTp06EhoZy69YtZsyYQXFxMTY2Nhw/fpwjR45UGld5eTmLFy8mPT2dkpISpkyZgouLCxEREaSmpgIwbNgwRo8eTXBwMG5ubjg5OZGUlERCQgIREREMGTKEV155hcuXL2NqasrKlStZs2YNly5dYtWqVahUKtLS0rh37x6vvfYaeXl5zJo1i7KyMt544w12796NgYFBpfE5OTnx9ddfU15ejo6ODgcPHmTo0KHq7QMGDCAlJYV33nmH0tLSStdaP69KSkp49913ef/992nevLnGtpycHCIiItiwYQO6urpailAIIYQQ2ibF+CPy9PRkz5499OjRgz179hAUFEReXh6XLl0iISGB7du3o1AoCAgIoG/fvjRp0oTc3FySk5OxsLDg7NmznD59GhcXF41xs7KyiI2NxcjICBcXF/Lz81m/fj3Ozs74+vqSkpKiMdP6Z8eOHeP27dvs2rWL/Px8tm7diq6uLteuXWPnzp2Ulpbi4+NDr169qhwjOzubTZs2YWlpiZeXF6dPn2bixIlcuHCBwMBAVq5cia2tLXPnzqWoqAh3d3dmzJhBcnIyPXv2rLIQB9DX16dLly6cPHmSjh07UlRUhIWFBb/88ou6j6+vL66urkRGRqKj8/ytnHrwoeeBgoICjIyM2LVrFxkZGcyfPx+AwsJCysvLuX79Oi+99BKFhYX4+voCkJeXx+XLl/nxxx8r/I3UdX++vuLFIzmuGyTPdYPk+fFJMf6I+vXrR2RkJIWFhZw6dYqXX34ZgAsXLpCTk6NeZnDnzh2uXr3K4MGDSUxMJC0tjfHjx5OSkkJaWhphYWEkJyerx7W2tsbY2BiAZs2aoVQqycjIYMSIEQB079692rguX75Mly5d1PsHBQURExND9+7dUSgU6Ovr07lzZ/W67AdUKpX6tYmJCZaWlgBYWlqiVCorHMfGxgYAY2NjHB0d+frrr4mPj2fy5MkPvXbDhg3j4MGD5ObmMnjwYEpKStTbSkpKCA4OJiQkhKioKHr06IG5uflDxwRwOHsJQ0PDR+pbk0xNTbGyssLb2xtvb291+8qVK7l9+7Z6OcuD/wH8/PzUH0rE/6SmptKtWzdthyGeIclx3SB5rhskz5VTKpWcOXOmyu3P3zSklujo6ODq6sqCBQtwcXFRLy2wtbWlTZs2bN68mS1btuDu7o69vT0uLi4cOHAAY2NjnJycOHr0KMXFxTRr1kxjXIVCUeFY9vb2pKWlAfDDDz9UG5etrS2nT58G4Ndff2XcuHHY2dmpP5mWlJSQlpZGq1atMDAwID8/H4Bz585VG4OOjg7l5eUa7x8YOXIkcXFxFBQU0K5du2rjA+jZsyc//PADn3/+eYVic8mSJXTr1g0fHx8mTpzIjBkzNI4rhBBCCPEik5nxx/Dmm2/i4uLC4cOHOXnyJADt2rWjd+/eeHt7U1xcjIODA+bm5ujq6qJUKunVqxeNGzdGT0+PAQMGPNJxxo8fz8yZMzl06BDNmzdHT6/qNDk7O/Ptt9/i7e1NWVkZ77zzDv379+fkyZOMGjWKkpISXF1d6dChA56ensyePZvPPvuM1q1bVxuDqakpJSUlREZGUq9ePY1tnTt35sqVK+olFg+jo6NDnz59yM3NVX8LAPDFF1+Qnp7Otm3bgN+L/K+//prVq1cTGBj4SGPXRhEREZW2T5kypcp9tmzZ8qzCEUIIIUQtplD9cb2CqBUSExMxMTHBwcGBb775hjVr1rB582Zth6VWXl6Ot7c3sbGxGsV1TXnwdU/Hjh1r5TIV8fTIV54vPslx3SB5rhskz5V7WN0iM+O1kJWVFbNnz0ZXV5fy8nLmzJnDqlWrOHHiRIW+4eHhtGzZssZiy87OJjAwkFGjRqkL8cDAQO7cuaPRz9jYmOjo6BqLSwghhBDieSTFeC1kZ2dX4Z7UnTp1qhVLN1q2bMm+ffs02latWqWlaIQQQgghnm/yA04hhBBCCCG0RIpxIYQQQgghtESKcSGEEEIIIbREinEhhBBCCCG0RIpxIYQQQgghtESKcSGegEqlYtasWcTGxgK/PwX1n//8J8OGDcPNzY1169ap+2ZlZeHr64ubmxseHh5kZGRoK2whhBBC1BJaK8azs7OZMmUKfn5+eHl5sWDBAoqKijT6nD9/vtrb5iUlJVW4BeCjKC8vZ82aNfj4+ODn54efnx8///zzY49Tle+++46ffvrpicYYNGiQxoN+MjIy8PPzq3afTz/9lJKSkiq3r1y5kldffRU/Pz98fHwYO3Ys586dAyA+Pp5jx449cnzXrl1j5MiRj9z/USUlJREcHPzUx30WMjIyGD16NIcPH1a3rVixAnNzcw4cOMCuXbv45JNPSEtLA2DGjBl4eXmRkJDAlClTmDp1KvLMLSGEEKJu08p9xu/fv8/kyZNZvHgxnTt3BmDPnj28++67rF27Vt2vffv2tG/fvspxnJyc/tLxY2JiuH37Nlu3bkVHR4f09HQmT57M559/jr6+/l8a8492796Nm5sb7dq1e6JxNm7cSN++fbG1tX2k/mvXruWNN96otk9AQADe3t7A78XkO++8w759+3B3d3+iWLUhvUMbyMvVyrEdi0rZtm0bnp6etGjRQt0+Z84cysrKAMjPz6e4uJiGDRty48YNMjMzGTp0KAD9+/cnNDSUc+fO0aFDB62cgxBCCCG0TyvF+H/+8x8cHR3VhTjAiBEj2LFjBzNnzuTu3bsUFhYybtw4EhISiIqKIi4ujm3bttG4cWP09fVxc3MDIDMzEy8vL959910sLCzIzs6mU6dOhIaGVnn8Tz/9lPj4eHR0fv9iwMHBgV27dqGvr8+5c+dYtGgRurq6GBoasmjRIsrLy5k+fTo7d+4EYOTIkSxfvpw9e/Zw7do1CgoKyMnJ4f3338fExITk5GTOnj1LmzZt8PX1xdbWFhsbGxITE4mLi6NJkyZs376de/fu8fbbb1cZZ3BwMMHBwezYsUOjvbIYU1JSyM/PJygoiNWrVz9SHuzs7OjQoQOpqamkpqZiZmbGq6++yrRp01CpVJSUlBAaGkrbtm1ZvXo1R48epaysDG9vb/r27aseJyUlhY8++ghDQ0OaNGlCeHg4paWllY6zZcsWDhw4gEKhwM3NDX9/fzIyMpg9ezZGRkYYGRnRuHHjR4pf20JCQoDfz/8BhUKBnp4eM2bM4PDhwwwePBgbGxtOnz5N8+bN1X9zAObm5uTl5UkxLoQQQtRhWinGs7Ozsba2rtBuZWXFqVOn8Pf3JyAgQP3491u3bhETE8PevXsxMDDA39+/wr5ZWVnExsZiZGSEi4sL+fn5NGvWrNLj379/v0LBZ2JiAsDcuXMJCwujffv2HD16lIiICGbOnFnluRgYGBATE0NKSgobNmwgNjaWfv364ebmRosWLcjNzSU+Ph4TExMaNWrEwYMH8fX1Zf/+/Q99cmX//v1JSkpi/fr1DB48WN1eWYwff/wx0dHRREVFVTvmn5mamnL79m31+/T0dBo2bMiHH37IpUuXKCoq4ty5cyQlJREXF0dxcTEffvghffr0AX5fMz1v3jx27NiBubk5mzZtIjo6mp49e1YY59KlSyQkJLB9+3YUCgUBAQH07duXFStW8M9//pM+ffqwbt06MjMzH+sctCE1NVX9uqCgACMjI402b29vRowYQVRUFHPnzsXBwQGlUqnRp6ioiMuXL2u0iYrk+rz4JMd1g+S5bpA8Pz6tFOPm5uakp6dXaM/KyqJ79+7Y2NhotF+9ehU7OzuMjIwA6Nq1a4V9ra2tMTY2BqBZs2Yolcoqj9+oUSOKiorU/QGOHDlC7969uXnzpnppjKOjIx9++GGF/f+4zvdBXwsLC4qLiyv0NTExURf6Hh4eBAUF4ejoiJmZGWZmZlXG+EBwcDBvvvmmxoeXR4nxUeXk5DBkyBB1Aezk5ERWVhaTJ09GT0+PSZMmcfnyZRwcHNDV1cXIyIi5c+dy7do1AG7fvo2xsTHm5ubqeJYvX857771XYZwLFy6Qk5NDQEAAAHfu3OHq1atcvHgRBwcHAF555ZXnohjv1q2b+rWpqSlWVlZ069aN5ORk7O3t1dfjxo0bfPHFFwwcOJAPP/yQV155BYVCAcBvv/1G3759n3g504ssNTVV41qLF4/kuG6QPNcNkufKKZVKzpw5U+V2rfyA09nZmW+++UajII+Li6Np06bo6Oioi5UHrK2tyczM5P79+5SXl1dayP95n+qMGDGCVatWqYvq77//ng8++AADAwOaN2+u/vHld999R+vWrTE0NKSgoICysjLu3r2rLkSrOq5CoVCP/cdlCS1atKBhw4asWbMGDw+PR4rV2NiYhQsXEhYWpm6rLMYHxy0vL3/k63DhwgUuXbpEly5d1G0nTpygefPmbNiwgUmTJrF8+XJsbW05d+4c5eXllJSUMGbMGPUHDxMTE4qKirh58yYAJ0+epHXr1lWO06ZNGzZv3syWLVtwd3fH3t4eW1tb9Y8cq/tj/TOHs5dwLCrVyr+qHDp0iH/961+oVCqKi4s5dOgQvXr1wsLCAmtraxISEgBITk5GR0cHe3v7Rz5fIYQQQrx4tDIz3qBBA9asWUN4eDiFhYWUlZXRtm1bli9fTnh4eIX+TZs2Zfz48fj4+NCkSROUSiV6enqUllZdFFVn3LhxrFixglGjRqGnp4eenh7R0dEYGBiwePFiFi1ahEqlQldXl/DwcJo1a0afPn3w8PDA2tqaVq1aVTt+586dWbZsGVZWVhW2jRw5ksWLFxMZGfnI8fbs2ZOhQ4dy/vx5gEpjBOjevTsTJkxg8+bNVX442bhxIwkJCejo6KCnp8fHH3+Mnt7//gzatWtHUFAQmzZtQkdHh3feeYf27dvTr18/vL29KS8vx9vbGwMDA+D3DwCLFy9mypQpKBQKGjduzAcffIBCoagwTrt27ejduzfe3t4UFxfj4OCAubk58+fPJygoiNjYWJo2bYqhoeEjX5vaJjg4mPnz5zN8+HAAXFxc1Muqli9fzrx589R/aytWrND4sCaEEEKIukeheg7urVZaWsr69euZNGkSAL6+vkybNg1HR0ctR/b4EhISuHjxIlOnTtV2KM+tB1/3dOzY8bku3MXDyVeeLz7Jcd0gea4bJM+Ve1jdopWZ8celp6fHf//7X0aMGIG+vj4ODg5079692n3S09MrnX1+7bXX8PHxeVahVmv58uWcOnVKfbeTY8eOsXHjxgr9/P39NX6w+TiKi4sZN25chXYbGxsWLlz4l8YUQgghhBDPxnMxMy7EH8nMeN0hsywvPslx3SB5rhskz5V7WN0iC1aFEEIIIYTQEinGhRBCCCGE0BIpxoUQQgghhNASKcaFEEIIIYTQEinGhRBCCCGE0JLn4taGQtRGKpWK4OBg7O3tGTduHPfv3yc0NJTTp0+jUqlwcHBg/vz5FBcX4+fnp7HvhQsXmDlzJmPGjNFS9EIIIYSoDWRm/Ck7ceIEQUFB2g7jiQ0aNAhfX1/8/PzU/x7nUfUA165dY+TIkQAEBQVRXFxcab+VK1eyY8eOJ465JmVkZDB69GgOHz6sbouOjqasrIz9+/ezf/9+lEola9eupVGjRuzbt0/9z8PDg27duvHWW29p8QyEEEIIURvIzLio0oYNG57afbyjoqKeyji1xbZt2/D09KRFixbqNkdHR1566SX1I+7bt2/PpUuXNPa7cuUK0dHR7Nq1C319/RqNWQghhBC1jxTjNeDzzz9n27Zt6vcrVqzg4sWLrF+/Hn19fa5du4abmxuTJk3iypUrBAcHo6enx0svvcT169fZsmULffr0ISUlBfh9ltnLy4sOHTowZ84cfv31V27fvo2npyc+Pj6kp6cTGhpKgwYNMDU1xdDQkIiICLZs2cKBAwdQKBS4ubnh7+//2OcSHx9PYmIi9+/f5+rVq4wfPx53d/dKjxkYGKjeb9CgQRw6dIjExETWr1+vPr+lS5cCvz+N9PPPP6ewsJCpU6cyaNCgh8aS3qEN5OU+9jk8KceiUkJCQgDUOQHo27ev+vX169fZtGkTixYt0tg3KiqKt956S6OIF0IIIUTdJcV4DcjKymLdunUYGRkREhLC119/jbm5OTk5Oezfv5/i4mL69evHpEmTWLp0KRMnTqR///7s3LmT69evVznulStXGDp0KEOGDOHGjRv4+fnh4+PD/PnzWbp0KX/729+Iiorixo0bXLp0iYSEBLZv345CoSAgIIC+fftia2tb5fhjx45Vz/Lq6OiwadMmAIqKioiNjSUrK4uJEyfi7u5e6TErc+DAAQICAhg6dCh79+6lqKgIAHNzc8LCwjhx4gQxMTGPVIxrS2pqqvp1QUEBRkZGGm2ZmZlERUXh7OxMo0aN1NsKCgpITEzEw8NDo7+onlyrF5/kuG6QPNcNkufHJ8V4DTA1NWXWrFk0aNCAzMxMunTpAoC9vT16enro6elRr1494Pe1yF27dgWgW7dufPbZZxXGU6lUAJiZmbFp0ya++OILjI2NKS0tBeDmzZv87W9/U4+RkJDAhQsXyMnJISAgAIA7d+5w9erVaovxqpaptGvXDgBLS0v1OvDKjlmZ999/n7Vr17Jjxw5sbW1xcXEBoEOHDupzun//fpUx1QZ/fNSvqakpVlZW6raDBw8SGRnJvHnzGD58uMZ+GzduxNXVVWMGXVRPHq384pMc1w2S57pB8lw5pVJZ7e/upBh/xn799Vc+/vhj/vOf/wAwZswYdTGtUCgq9Le3tyctLY3+/fvz448/qttLS0v57bff0NfXV69D3rBhA126dMHHx4fjx4+TmJgIgIWFBZcuXaJNmzbqMWxtbWnTpg0xMTEoFAo2btyIvb39XzqnyuKu7JiV+fTTT5kyZQqmpqaEhIRw5MiRKsd8GIezl57amvan4csvv2Tx4sXExsbSqVOnCttPnjzJq6++qoXIhBBCCFFbSTH+DKSkpODu7q5+37lzZ0aMGEH9+vVp1KgRN2/exMrKqtJ9Z8yYwezZs9mwYQMNGzZET+/3FPn7+zNq1CisrKzU640HDhzIggUL+Oyzz2jSpAm6uroUFxczf/58Zs+eTf369dHX18fc3Jx27drRu3dvvL29KS4uxsHBAXNz82rP44/LVB7EUJXKjlkZBwcHxowZQ5MmTWjQoAEDBgxg69at1cbxvFiyZAkqlYq5c+eq21555RXmz58P/L6s6KWXXtJWeEIIIYSohRSqB9O0olbYv38/nTt3plWrVsTFxfH999/zwQcfPNYY27Zt47XXXqNp06ZERUWhr6+v8WPKZ6Emj/ng656OHTvWqplx8fTJV54vPslx3SB5rhskz5V7WN0iM+O1jKWlJUFBQRgZGaGjo0N4ePhjj2FqasrYsWOpX78+DRs2JCIiotJ+x44dY+PGjRXa/f39GTx48DM5phBCCCGE+B8pxmsZR0dH4uPjn2gMV1dXXF1dH9rP2dkZZ2fnJzrW4x5TCCGEEEL8jzyBUwghhBBCCC2RYlwIIYQQQggtkWJcCCGEEEIILZFiXAghhBBCCC2RYlwIIYQQQggtkbupCPEXqFQqgoODsbe3Z9y4cdy/f5/Q0FBOnz6NSqXCwcGB+fPnU69ePX766ScWLFjAvXv30NHRISgoiP79+2v7FIQQQghRC8jMuBCPKSMjg9GjR3P48GF1W3R0NGVlZezfv5/9+/ejVCpZu3YtAO+99x5vv/02+/fvZ+nSpUybNo3i4mJthS+EEEKIWkSKcS27ePEiEyZMwM/PjzfffJOPP/6Yqh6KmpOTw5dfflnDEVY0aNAg3n77bY22f//737Rt2/axxwoKCnruCtNt27bh6empcV91R0dHJk2ahI6ODrq6urRv356cnBwA9uzZo76f+9WrV2nUqBG6urpaiV0IIYQQtYssvS/iZQAAIABJREFUU9Giu3fvMn36dFauXEnr1q0pKytj6tSpfPLJJ3h7e1fof/z4cTIzMxk0aJAWotV048YNbt26RdOmTQFITEykcePGjz1OVFTUX44hvUMbyMv9y/v/FY5FpYSEhACQkpKibu/bt6/69fXr19m0aROLFi0CQE9PD5VKhYuLC9evX2fOnDlSjAshhBACkGJcq44dO0bPnj1p3bo1ALq6uixZsgR9fX3mzJlDXl4et2/fxsnJiSlTprBu3Tru379P165dsbKyYvHixQA0adKE8PBwjI2NCQ0N5cyZM5iZmXH9+nWio6MBmDNnDqWlpSgUCubOnUu7du0YOHAgtra22NjYkJiYSFxcHE2aNGH79u3cu3evwuz3H7366qt8/vnn+Pj4kJGRgbW1NRcvXgQgODgYNzc3nJycSEpKIiEhgYiICIKDg7l69SpKpZJx48bh5ubGoEGDOHToELm5ucydO5eSkhLq1atHVFSUutCvTVJTU9WvCwoKMDIy0mjLzMwkKioKZ2dnGjVqpLFtyZIl3Lx5k4ULF1JeXk6HDh1qNPbn1R+voXgxSY7rBslz3SB5fnxSjGvRzZs3admypUZbgwYNuHbtGl26dMHT0xOlUomTkxPTpk1jwoQJZGZm4uzszMiRIwkPD6dNmzbExcURExNDp06dKCwsZNeuXdy6dYshQ4YAsHTpUvz8/HBxceH8+fPMnj2b+Ph4cnNziY+Px8TEhEaNGnHw4EF8fX3Zv38/q1atqjb2YcOGMW/ePHx8fNi/fz/Dhw/n2LFjVfYvKirixIkT7N69G9CcVYbfC9UJEybg5OREQkIC586d05htri26deumfm1qaoqVlZW67eDBg0RGRjJv3jyGDx8OQHFxMUeOHOG1115DR+f3VWGJiYmUlpZqjCUql5qaKtfpBSc5rhskz3WD5LlySqWSM2fOVLldinEtatGiBefOndNoy87OJi8vj9OnT3P8+HGMjY0rXVOdkZFBaGgoACUlJdjY2JCZmUmXLl0AaNq0Kba2tuq+jo6OALRv3568vDwATExMMDExAcDDw4OgoCAcHR0xMzPDzMys2tgtLS0ByM3N5fvvv2fatGmV9nuw/t3Y2Jh58+Yxb948ioqK+Pvf/67R7/Lly3Tt2hUANze3ao/9gMPZSxgaGj5S32ftyy+/ZPHixcTGxtKpUyd1u4GBAR999BHl5eUMHz6cGzducOLECXx9fbUYrRBCCCFqCynGtWjgwIGsXbsWb29vrK2tKSkpISIigp49e9KwYUMWLlzIlStX2LlzJyqVCh0dHcrLywGwsbFhyZIltGjRgtTUVPLz8zE0NGTfvn0A3Llzh6ysLADs7Ow4deoUzs7OnD9/Xl1oP5iphd8/GDRs2JA1a9bg4eHxSPG7ubkRERFB165dUSgU6nYDAwPy8/MB1B82bt68ydmzZ/nXv/6FUqmkf//+vP766+p97OzsOH36NP/3f//H/v37uXPnDn5+fn/xyta8JUuWoFKpmDt3rrrtlVdeYf78+axatYqFCxcSExODjo4O7733nkbBLoQQQoi6S4pxLTI2NiYiIoK5c+eiUqn47bffGDhwIL1792b69OmkpqZiZGREq1atuHnzJvb29kRHR9OhQwcWLFjArFmzKCsrAyAsLIzWrVuTlJSEl5cXZmZm1KtXD319fWbOnMm8efPYsGEDpaWlhIWFVRrPyJEjWbx4MZGRkY8Uv6urK2FhYezdu1ej3dPTk9mzZ/PZZ5+p18M3a9aM/Px83njjDerXr8/YsWPR0/vfn9/MmTMJCQkhOjqaevXqPXIM2hQREaF+/cfbHP5Z27Zt2bZtW02EJIQQQojnjEJV1X30xHMnIyODn376iaFDh3L79m2GDRvGV199hYGBwSPtn5CQwMWLF5k6deozjvTJPFh71bFjx1qzTEU8G7L+8MUnOa4bJM91g+S5cg+rW2Rm/AViaWnJsmXL2LRpE2VlZcyYMeORC/Hly5dz6tQpVq9eDfx+p5eNGzdW6Ofv78/gwYOfZthCCCGEEHWWFOMvkPr166tvZfi4pk+frvHe2dlZ/aAaIYQQQgjxbMgTOIUQQgghhNASKcaFEEIIIYTQEinGhRBCCCGE0BIpxoUQQgghhNASKcaFeAwqlYpZs2YRGxur0Z6bm0u/fv24detWhX127drFxIkTaypEIYQQQjxHpBgX4hFlZGQwevToCg/42bt3L76+vty8eVOjvbCwkJCQEMLCwpDb+QshhBCiMlKMP6GkpCQ+/fTTGt+3piiVSuLi4p5ojPj4eJYtW6Z+v2nTJry8vLh79y5+fn54eHjg5+eHr68vw4cPJzEx8UnDfia2bduGp6cnrq6u6rYbN25w9OjRCjPlAIcOHaJ58+bMmjWrJsMUQgghxHNE7jP+hJycnLSyb03Jz88nLi4OT0/PpzJeTEwMX3/9NRs2bKB+/foALFmyBDs7OwAyMzP55z//Sf/+/R86VnqHNpCX+1Tiqo5jUSkAISEhAKSkpKi3mZubs2rVqkr38/b2Bn7/MCKEEEIIURmZGX9MgYGBnDx5EoD09HS6deumnvXdsmULo0aNwsvLi82bN3P79m1ef/11ANLS0ujRowdlZWXk5eUxbtw49YzxtWvXGDVqFFOnTsXd3Z358+cDcOvWLcaOHctbb73FvHnzqn3yZXl5OQsXLsTDw4PXX3+do0ePAhAREYGnpyeenp5s2rQJgODgYJKSkoDfZ+eDg4MBGDJkCMHBwYwaNYrJkydTVlbGmjVruHTpEqtWrWLlypWMHTsWLy8vNm3axJIlSwAoKytj+PDhFBcXV3vt1qxZw/Hjx1m3bp26EP+znJwcGjVq9PBECCGEEEK8AGRm/DF5enqyZ88eevTowZ49ewgKCiIvL49Lly6RkJDA9u3bUSgUBAQE0LdvX5o0aUJubi7JyclYWFhw9uxZTp8+jYuLi8a4WVlZxMbGYmRkhIuLC/n5+axfvx5nZ2d8fX1JSUnRmJH9s2PHjnH79m127dpFfn4+W7duRVdXl2vXrrFz505KS0vx8fGhV69eVY6RnZ3Npk2bsLS0xMvLi9OnTzNx4kQuXLhAYGAgK1euxNbWlrlz51JUVIS7uzszZswgOTmZnj17YmBgUOXYn332Ga1ateLu3bsV1k/PmjULPT09cnJy6NKlCx988MEjZqNmpKamarwvKCjAyMioQjvAjz/+WOHDRFZWFnfu3Km0v3g4uW4vPslx3SB5rhskz49PivHH1K9fPyIjIyksLOTUqVO8/PLLAFy4cIGcnBwCAgIAuHPnDlevXmXw4MEkJiaSlpbG+PHjSUlJIS0tjbCwMJKTk9XjWltbY2xsDECzZs1QKpVkZGQwYsQIALp3715tXJcvX6ZLly7q/YOCgoiJiaF79+4oFAr09fXp3LkzGRkZGvv9sTA2MTHB0tISAEtLS5RKZYXj2NjYAGBsbIyjoyNff/018fHxTJ48udr42rdvz+rVq4mMjGThwoWEhYWptz1YpvLJJ59w4MABdQwP43D2EoaGho/U92kyNTXFysqKbt26VdjWuXNnmjZtqtF25coVfv7550r7i+qlpqbKdXvBSY7rBslz3SB5rpxSqeTMmTNVbpdlKo9JR0cHV1dXFixYgIuLC7q6ugDY2trSpk0bNm/ezJYtW3B3d8fe3h4XFxcOHDiAsbExTk5OHD16lOLiYpo1a6YxrkKhqHAse3t70tLSAPjhhx+qjcvW1pbTp08D8OuvvzJu3Djs7OzUn1BLSkpIS0ujVatWGBgYkJ+fD8C5c+eqjUFHR4fy8nKN9w+MHDmSuLg4CgoKaNeuXbXxtWnTBh0dHYKCgjh//jx79+6t0MfLywtLS0uioqKqHUsIIYQQ4kUhM+N/wZtvvomLiwuHDx9Wrx9v164dvXv3xtvbm+LiYhwcHDA3N0dXVxelUkmvXr1o3Lgxenp6DBgw4JGOM378eGbOnKm+K4eeXtXpcnZ25ttvv8Xb25uysjLeeecd+vfvz8mTJxk1ahQlJSW4urrSoUMHPD09mT17Np999hmtW7euNgZTU1NKSkqIjIykXr16Gts6d+7MlStX8PX1faTzATAwMGDZsmW89dZbdOzYscL2OXPm8Pe//53XX3/9oQW+tkRERFTa/vPPP1fa7u7ujru7+7MMSQghhBDPKYVKboBcayUmJmJiYoKDgwPffPMNa9asYfPmzdoOS628vBxvb29iY2PVS2xqwoOvezp27KiVZSqi5shXni8+yXHdIHmuGyTPlXtY3SIz47WYlZUVs2fPRldXl/LycubMmcOqVas4ceJEhb7h4eG0bNmyxmLLzs4mMDCQUaNGqQvxwMBA7ty5o9HP2NiY6OjoGotLCCGEEOJ5IsV4LWZnZ1fhoUCdOnUiMDBQSxH9T8uWLdm3b59GW1X32xZCCCGEEJWTH3AKIYQQQgihJVKMCyGEEEIIoSVSjAshhBBCCKElUowLIYQQQgihJVKMC/EQKpWKWbNmERsbC0BZWRlhYWG4uroyePBgduzYUWGfXbt2MXHixJoOVQghhBDPGSnGhahGRkYGo0eP5vDhw+q2Tz75hKysLA4cOMCuXbvYtGkT6enpABQWFhISEkJYWBhyC38hhBBCPIwU409BdnY2U6ZMwc/PDy8vLxYsWEBRUZFGn/Pnz1d767+kpKQKtzF8FOXl5axZswYfHx/8/Pzw8/Or8kmQf8V3333HTz/99ERjDBo0CKVSqX6fkZGBn58fAFeuXGHChAmMGzeO0aNHExkZSXl5+RMd72natm0bnp6euLq6qtuOHj2Ku7s7enp6NG7cmKFDh7J//34A9dNSZ82apa2QhRBCCPEckfuMP6H79+8zefJkFi9eTOfOnQHYs2cP7777LmvXrlX3a9++Pe3bt69yHCcnp790/JiYGG7fvs3WrVvR0dEhPT2dyZMn8/nnn6Ovr/+Xxvyj3bt34+bm9sweTb98+XLeeustnJycUKlUBAYGcuzYMQYPHvzQfdM7tIG83GcSF4BjUSkhISEApKSkqNtzc3OxtLRUv7ewsFB/APL29gYgPj7+mcUlhBBCiBeHFONP6D//+Q+Ojo7qQhxgxIgR7Nixg5kzZ3L37l0KCwsZN24cCQkJREVFERcXx7Zt22jcuDH6+vq4ubkBkJmZiZeXF++++y4WFhZkZ2fTqVMnQkNDqzz+p59+Snx8PDo6v3/J4eDgwK5du9DX1+fcuXMsWrQIXV1dDA0NWbRoEeXl5UyfPp2dO3cCMHLkSJYvX86ePXu4du0aBQUF5OTk8P7772NiYkJycjJnz56lTZs2+Pr6Ymtri42NDYmJicTFxdGkSRO2b9/OvXv3ePvttx/7+rVo0YI9e/bQoEEDHBwc+Oijj9DTq91/liqVCoVCofH+wfUXQgghhHgctbvqeQ5kZ2djbW1dod3KyopTp07h7+9PQECA+hH2t27dIiYmhr1792JgYIC/v3+FfbOysoiNjcXIyAgXFxfy8/Np1qxZpce/f/8+jRs31mgzMTEBYO7cuYSFhdG+fXuOHj1KREQEM2fOrPJcDAwMiImJISUlhQ0bNhAbG0u/fv1wc3OjRYsW5ObmEh8fj4mJCY0aNeLgwYP4+vqyf//+v/z0zaCgILZv387y5cu5cOEC/fv3JyQkhEaNGv2l8Z6m1NRU9euCggKMjIxITU2lQYMGfPvtt5SWlgLwww8/oKOjo9E/KyuLO3fuaLSJv0au4YtPclw3SJ7rBsnz45Ni/AmZm5urf7z3R1lZWXTv3h0bGxuN9qtXr2JnZ4eRkREAXbt2rbCvtbU1xsbGADRr1kxjvfWfNWrUiKKiInV/gCNHjtC7d29u3rypXhrj6OjIhx9+WGH/P/7I8EFfCwsLiouLK/Q1MTFRF/oeHh4EBQXh6OiImZkZZmZmVcZoaGhIcXExhoaGANy7d4969eoBcPz4cQICAggICOC3335jyZIlrF69muDg4CrHe8Dh7CX1mM+aqakpVlZWdOvWjREjRpCSksLbb7/NvXv3SEtLIzQ0lG7duqn7X7lyhZ9//lmjTTy+1NRUuYYvOMlx3SB5rhskz5VTKpWcOXOmyu3y3foTcnZ25ptvvtEoyOPi4mjatCk6Ojoayxng90I7MzOT+/fvU15eXmkh/+d9qjNixAhWrVqlLqq///57PvjgAwwMDGjevLn6x5ffffcdrVu3xtDQkIKCAsrKyrh79y7Xrl2r9rgKhUI99h+XYrRo0YKGDRuyZs0aPDw8qo3x5Zdf1rgbSVJSEp06dQIgMjJSvR67QYMG2NjYYGBg8Mjnrw3e3t60bNmS119/HQ8PDzw8POjRo4e2wxJCCCHEc0hmxp9QgwYNWLNmDeHh4RQWFlJWVkbbtm1Zvnw54eHhFfo3bdqU8ePH4+PjQ5MmTVAqlejp6amXPDyucePGsWLFCkaNGoWenh56enpER0djYGDA4sWLWbRoESqVCl1dXcLDw2nWrBl9+vTBw8MDa2trWrVqVe34nTt3ZtmyZVhZWVXYNnLkSBYvXkxkZGS1Y8ycOZN58+axY8cO9PT0aNmypXod/EcffcTixYv58MMPMTAwwMrKigULFvyla/EsRUREqF/r6ekxZ86cavu7u7vj7u7+rMMSQgghxHNOoZKbIdeo0tJS1q9fz6RJkwDw9fVl2rRpODo6ajmyx5eQkMDFixeZOnVqjR73wdc9HTt2rLFlKkI75CvPF5/kuG6QPNcNkufKPaxukZnxGqanp8d///tfRowYgb6+Pg4ODnTv3r3afdLT0yudfX7ttdfw8fF5VqFWa/ny5Zw6dYrVq1cDcOzYMTZu3Fihn7+//yPdplAIIYQQoi6SmXHx3JGZ8bpDZllefJLjukHyXDdIniv3sLpFfsAphBBCCCGElkgxLoQQQgghhJZIMS6EEEIIIYSWSDEuhBBCCCGElkgxLoQQQgghhJbIrQ2FqMaWLVvYunUr9erVw87OjpCQEAAWLFjA+fPnqV+/Pu7u7vj5+Wk5UiGEEEI8j164YvzixYtERkby3//+l3v37tG/f3+mTJlS5SPmc3Jy+Omnnxg0aFANR6pp0KBBBAQE4O/vD0BGRgYLFixgy5Ytz+R4v/zyC0FBQdy5c4fBgwczZcqUCn2Cg4M5e/YsTZo0AaCsrIzQ0FD+9re/VTrmypUrMTMzo0uXLhw7dozAwECOHDmCg4MDOjo6/Otf/6qVT9esyvHjx1m/fj07d+7EwsKCvXv3EhISgpGREfXr1ychIYGysjLeeecdrKysGDhwoLZDFkIIIcRz5oUqxu/evcv06dNZuXIlrVu3pqysjKlTp/LJJ5/g7e1d6T7Hjx8nMzNT68U4wMaNG+nbty+2trbP/FhffPEFHTt2JCgoiH79+lVajAO89957ODk5AZCYmMiKFStYtWpVtWO3b9+e9u3bA7B582YWLFiAnZ3dUy/E0zu0gbzcpzrmA45FpZw9e5b/+7//w8LCAoAhQ4Ywd+5crK2tmT9/Prq6uujq6jJgwAAOHz4sxbgQQgghHtsLVYwfO3aMnj170rp1awB0dXVZsmQJ+vr6lJWVERISQl5eHrdv38bJyYkpU6awbt067t+/T9euXbGysmLx4sUANGnShPDwcIyNjQkNDeXMmTOYmZlx/fp1oqOjAZgzZw6lpaUoFArmzp1Lu3btGDhwILa2ttjY2JCYmEhcXBxNmjRh+/bt3Lt3j7fffrvK+IODgwkODmbHjh0a7T///HOFuGbNmsWkSZPo1KkTr776KjNmzGDw4MGMHTuWDz74gKioKK5evYpSqWTcuHG4ublpjNmvXz/GjBlDYWEhY8aMeaTre+fOHerXrw/Ahg0bOHjwIHp6enTv3p333ntP3e/EiRN88sknvP7665w/f55Zs2YRGRnJrFmz2LlzJ1999ZW6oH/55ZcJDQ1lxYoVHD9+nPLycoYOHUpAQMAjxfQsde7cmS1btnD9+nVeeukl4uPjKSkpoUuXLuzbt49XXnmF4uJiDh8+jL6+vrbDFUIIIcRz6IUqxm/evEnLli012ho0aADAtWvX6NKlC56eniiVSpycnJg2bRoTJkwgMzMTZ2dnRo4cSXh4OG3atCEuLo6YmBg6depEYWEhu3bt4tatWwwZMgSApUuX4ufnh4uLC+fPn2f27NnEx8eTm5tLfHw8JiYmNGrUiIMHD+Lr68v+/fsfOqPcv39/kpKSWL9+vcYj5OfNm1chriFDhpCUlESTJk0wNDQkJSWFXr16oVQqadCgASdOnGD37t0ApKSkVDjWkSNHaNGiBSdOnOC9994jIyODVq1aoaen+ScRGRnJ+vXr0dHRoXnz5rz33nv8/PPPHDp0iE8++QQ9PT2mTJnCV199VeEYAwYMoH379ixYsEBdrJaWlrJo0SLi4uIwNTVl1apV5OXlsXfvXrZu3Yq5uTnx8fEPS/Uzl5qaikKhYNiwYYwdOxaFQsGAAQMwNjZmyJAh7NixA1dXVxo3bkzHjh25cOECqamp2g77hSTX9cUnOa4bJM91g+T58b1QxXiLFi04d+6cRlt2djZ5eXm0b9+e06dPc/z4cYyNjSkuLq6wf0ZGBqGhoQCUlJRgY2NDZmYmXbp0AaBp06bqJSQZGRk4OjoCvy/LyMvLA8DExAQTExMAPDw8CAoKwtHRETMzM8zMzB56DsHBwbz55ptYW1tXG9fYsWOZPHkyJiYmjB8/nn//+98kJSUxcOBAjI2NmTdvHvPmzaOoqIi///3vGsc4deoUhw8fZseOHcTF/T97dx5XZZk+fvxzDhxwYTsGLqTIYqa5p3xNLQkhK7RSQ2QJc8Ro00EJdzBRIFxCJ0xwSSXNDQW1kXTUcdRxxgVyQhEahFBREExQUTlw4Pz+8OeZGMAtkBGu9+vlS85z7ue+r/Nc/HFxn/u5n3g+/vhj8vLy2LdvX7Vi/LfLVO5JSUmhV69e+gK7X79+ZGZmPvCzARQVFWFmZsYzzzwDwMSJEwGIiooiKiqKq1ev8sorrzxUX/Wpb9++lJSUYGlpSVBQEABXrlwhMTGR5557jgULFujX0sfGxtKsWTN5BHA9kEcrN36S46ZB8tw0SJ5rptFoOHPmTK3vN6pi3NnZmRUrVuDl5YWNjQ3l5eVERkYycOBA0tPTMTU1Zd68eZw/f56tW7ei0+lQKpVUVlYCYGdnx4IFC7C2tiYlJYXCwkKMjY3ZuXMncHeZRk5ODgAODg4kJyfj4uJCenq6vtBWKv+zW6S1tTWmpqbExsbi7u7+UJ/BxMSEefPmERgYqC/8a4rL3NycZs2a8cMPPxAdHc3evXuJi4tj8eLFFBQUkJaWxtdff41Go8HJyYl33nlHX2iXl5frC+lRo0bx7bff0rZt21pvcv1v9vb2rF27Fq1Wi4GBASdPnmTEiBFkZGRUa6tQKNDpdPrXzzzzDDdu3KC4uBgLCwvCwsJ466232LNnD1FRUeh0OoYNG8awYcN49tln7xtHz7RzGBsbP1TMj6OgoIBx48aRlJSEiYkJMTExDBs2jC1btlBSUsKcOXO4evUq8fHxLFmypN7iEEIIIUTj1aiKcRMTEyIjIwkODkan03Hr1i2cnZ3x9vbm3LlzBAYGkpKSQvPmzenYsSMFBQV07tyZmJgYunXrxty5c5k+fToVFRUAhIeHY2try+HDh/H09MTS0pJmzZqhUqmYNm0aISEhrFmzBq1WS3h4eI0xeXh4EBYWxqJFix76c/Tv359hw4aRnp4OUGNcAC4uLiQkJGBhYcHLL7/Mxo0bsbGxQafTUVhYyIgRI2jRogXjx4+vMuM9YMAAjh49iqenJzqdjjFjxpCdnU18fDw+Pj4PjO/555/nzTffxMvLi8rKSvr27Yurq2uNxXifPn2YNm0a8+fPB+7+sfL555/z4YcfolQqeeGFF+jZsydHjhzhnXfewdzcnEGDBmFtbf3Q16u+2Nvb4+/vz+jRo/Wfc86cOWi1WqZNm8bw4cPR6XT88Y9/pGfPng0drhBCCCGeQgrdb6ctRTVZWVlkZGQwbNgwioqKGD58OAcPHsTIyOihzk9KSiIzM5OAgIB6jrTpuPd1T/fu3et1Zlw0PPnKs/GTHDcNkuemQfJcswfVLY1qZrw+tGvXjsWLFxMXF0dFRQVBQUEPXYhHRUWRnJzM8uXLgbu7vaxbt65au7Fjx1a5YVMIIYQQQjQNUow/QIsWLfRbGT6qwMDAKq9dXFxwcXGpi7CEEEIIIUQjoHxwEyGEEEIIIUR9kGJcCCGEEEKIBiLFuBBCCCGEEA1EinEhhBBCCCEaiBTjQgghhBBCNBDZTUWIWqxfv54NGzbQrFkzHBwcmDNnDhYWFvTv35+2bdvq2/n5+fH22283YKRCCCGEeFo9tTPjmZmZ+Pv74+vry7vvvstXX33F/Z5fdPnyZf76178+wQhr5uvri7u7O76+vvp/ZWVlTJkyhbKyMmbMmMHhw4cfud+srCw8PDx466232Lp1a63tNBoNgwYNYvXq1Q/sc+XKlaSmpj5yLL8dKz4+HoCEhAQOHDjw2H09aceOHWPVqlXExcWxc+dOBg8ezJw5c8jOzsbCwoKdO3fq/0khLoQQQojH9VTOjN+4cYPAwECio6OxtbWloqKCgIAANm/ejJeXV43nHDt2jOzsbIYMGfKEo61uwYIFODg4VDm2ZMmS39VnQkIC77zzDk5OTnz88cd4eHjU2G7v3r24ubmRmJjI+PHjUSpr/3vM39//d8VUWFhIfHw8o0ePZtSoUb+rryctLS2NgQMH6mfAhw4dSnBwMAMHDkSpVOLt7c3Nmzd5/fXX+fjjjzEwMGjgiIUQQgjxNHoqi/EDBw7Qv39/bG1tATAwMGDBggWoVCoqKiqYM2cO+fn5FBUVMXjwYCZNmsTKlSspLS2lT58+tG/fnrCwMAAsLCyIiIjAxMSE0NAb79VrAAAgAElEQVRQzpw5g6WlJZcuXdI/7Gf27NlotVoUCgXBwcF06dIFZ2dn7O3tsbOz49ChQ8THx2NhYcHGjRu5ffs2EyZMeKTPNGTIEH744Qf964SEBA4ePEhpaSmFhYWMHTuWAwcOkJmZybRp03B1da1y/tChQ5kxYwYnTpzAz8+v1nHi4+OZPXs2165d49ChQzg7O3P8+HFWrVqFSqUiNzcXNzc3Pv74Y2bMmIGbmxtXr159YCwbNmzgL3/5C1qtFlNTU6Kjo4mNjeXcuXMsW7YMnU6HpaUlXl5eREZGkpKSAsDw4cN5//33mTFjBkZGRly6dImCggIiIyPp1q3bfa9ZardOkJ/3SNf5YTiWaOnVqxfr16/n0qVLPPvssyQkJFBeXs6vv/7KwIED+eyzz9Bqtfj7+2NiYsK4cePqPA4hhBBCNH5PZTFeUFBAhw4dqhxr2bIlALm5ufTu3ZvRo0ej0WgYPHgwkydPxt/fn+zsbFxcXPDw8CAiIoJOnToRHx/P6tWr6dGjB8XFxWzbto1r164xdOhQABYuXIivry+urq6kp6cza9YsEhISyMvLIyEhAbVajZmZGbt378bHx4ddu3axbNmy+8Y/ffp0mjdvDsDbb7/N6NGja2x369Yt1qxZw+7du1m3bh1bt27l+PHjfPvtt1WK8crKSvbu3YulpSXnz5/njTfe4Oeff6Zz584oFAp9u5ycHO7cuUOXLl149913WbNmDc7OzsDdZTy7du2irKyMV155hY8//vihYxkyZAjFxcWsW7cOpVKJn58fp0+f5qOPPuLf//43EydOJDo6GoCDBw+Sm5vL1q1b0Wq1eHt789JLLwFgbW3NvHnz2Lp1K1u2bGHevHn3/0WoJykpKSgUCoYPH8748eNRKBS8+uqrmJiY0K1bN0xNTUlPTwfAycmJxMREevTo0SCxNgX3/nATjZfkuGmQPDcNkudH91QW49bW1pw9e7bKsYsXL5Kfn0/Xrl05ffo0x44dw8TEhLKysmrnZ2VlERoaCkB5eTl2dnZkZ2fTu3dvAFq1aoW9vb2+raOjIwBdu3YlPz8fALVajVqtBsDd3Z0pU6bg6OiIpaUllpaW942/pmUqNenatSsApqamODg4oFAoMDc3R6PRVGn3/fffc+nSJdavX09UVBQffvghBQUFVWba4e6s+J07d/Qz5z/++CPnz58HoHPnzhgaGmJoaEizZs0eKRalUolKpSIwMJAWLVqQn5+PVqut8TNlZWXRr18/FAoFKpWKXr16kZWVVWWMtm3b8uOPPz7w+tSXvn37UlJSgqWlJUFBQQBcuXKFxMREiouLadu2LV26dAHuLsVRq9X07du3weJtzFJSUuTaNnKS46ZB8tw0SJ5rptFoOHPmTK3vP5XFuLOzMytWrMDLywsbGxvKy8uJjIxk4MCBpKenY2pqyrx58zh//jxbt25Fp9OhVCqprKwEwM7OjgULFmBtbU1KSgqFhYUYGxuzc+dOAK5fv05OTg4ADg4OJCcn4+LiQnp6ur7Q/u1aa2tra0xNTYmNjcXd3b3OPudvZ7Xvp6ysDJVKBcAHH3zAa6+9Rr9+/aisrNTHqdVqSUpKIjExEQsLCwBiYmLYuHEjQ4YMeeBY93s/IyOD/fv364v9UaNGVbvm9zg4OJCQkMC4ceMoLy/n1KlTjBw58pE+7z09085hbGz8SOc8rIKCAsaNG0dSUhImJibExMQwbNgwMjMz+ctf/kJ0dDTl5eV89913vPXWW/USgxBCCCEav6eyGDcxMSEyMpLg4GB0Oh23bt3C2dkZb29vzp07R2BgICkpKTRv3pyOHTtSUFBA586diYmJoVu3bsydO5fp06dTUVEBQHh4OLa2thw+fBhPT08sLS1p1qwZKpWKadOmERISwpo1a9BqtYSHh9cYk4eHB2FhYSxatOhJXgoARowYwY8//oinpyeVlZXMnDmTvXv36teEA/z1r3+lW7du+kIcYNSoUbzzzjsMHDjwd43fsWNHmjdvzqhRozAyMsLKyoqCggL69OlDeXk5ixYt0s+2Ozs7c+LECcaMGUN5eTlvvPHGA9eGNwR7e3v8/f0ZPXo0lZWV9O3blzlz5qDT6Zg3bx5vvfUWWq2WN954o9ZlRkIIIYQQD6LQ3W8/wCYkKyuLjIwMhg0bRlFREcOHD+fgwYMYGRk91PlJSUlkZmYSEBBQz5GKe1/3dO/evd5mxsX/BvnKs/GTHDcNkuemQfJcswfVLU/lzHh9aNeuHYsXLyYuLo6KigqCgoIeuhCPiooiOTmZ5cuXA3d3e1m3bl21dmPHjuW1116ry7CFEEIIIcRTTIrx/69Fixb6rQwfVWBgYJXXLi4uuLi41EVYQgghhBCiEXtqn8AphBBCCCHE006KcSGEEEIIIRqIFONCCCGEEEI0ECnGhRBCCCGEaCBSjAshhBBCCNFAZDcVIf7Lvn37+Oqrr1AqlZibmxMWFoaZmRlz584lPT2dFi1aMGrUKHx9fRs6VCGEEEI85aQYF+I3SktLmTp1Kjt37qRjx46sW7eOsLAw1Go1LVq0ICkpiYqKCj799FPat2+vf8KpEEIIIcTjkGUq9SAzMxN/f398fX159913+eqrr6jtQaeXL1/mr3/96xOOsDqNRsOCBQvw9vbGx8eHDz74gLy8vHofc8iQIfU6xqOqqKhAp9Nx8+ZNAG7duoWxsTFpaWm88847GBgYYGRkxKuvvsrevXsbOFohhBBCPO1kZryO3bhxg8DAQKKjo7G1taWiooKAgAA2b96Ml5dXtfbHjh0jOzu7wYvS8PBw7O3t2bhxI3B3qcbkyZPZsmVLg8Z1P6ndOkF+3f7B4FiiJTQ0FE9PTywsLKisrGTTpk2sWLGCnTt38uKLL1JWVsbevXtRqVR1OrYQQgghmh6FrrYpW/FYEhMTSUtLIzg4WH/s1q1bqFQqQkNDyc/Pp6ioiMGDBzNp0iSGDRtGaWkpISEhtG/fnrCwMAAsLCyIiIjAxMSE0NBQzpw5g6WlJZcuXdI/KXT27NlotVoUCgXBwcF06dIFZ2dn7O3tsbOz49ChQ8THx2NhYcHGjRu5ffs2EyZMqBZzWVkZQ4YM4ciRIygUCv3xoqIi1Go1R48eZenSpRgbG+vjSk9PZ+XKlahUKvLz8/H09OTYsWNkZGQwduxYvL29OXHiBEuWLMHAwIAOHTowb948ysrKCAoK4saNG9jY2HD8+HF27tzJyJEj2bt3LwYGBixatIju3bvz5ptv1niNNRoNZ86coXLMiDovxnPXx7NkyRJmzJhBmzZt2LNnD3/7298IDg5m48aNnDt3DnNzc7p3786///1vpk6dWqfjCyGEEKJx6t69O8bGxtWOy8x4HSsoKKBDhw5VjrVs2ZLc3Fx69+7N6NGj0Wg0DB48mMmTJ+Pv7092djYuLi54eHgQERFBp06diI+PZ/Xq1fTo0YPi4mK2bdvGtWvXGDp0KAALFy7E19cXV1dX0tPTmTVrFgkJCeTl5ZGQkIBarcbMzIzdu3fj4+PDrl27WLZsWY0xFxcXY2lpWaUQB1Cr1eh0OkJCQti0aRNt2rQhLi6OmJgYXn31VfLz89mxYwdpaWkEBASwb98+rly5wsSJE/Hy8iIkJISNGzfyzDPPsHTpUhITEykrK6Nz585MmTKFn376iePHj2Nqakrfvn35+9//zssvv8zhw4cJCAionwQ9wLVr1xgwYABubm4A9O7dmw0bNvDcc8+xYMECLCwsAIiNjaVZs2b07du3QeJsKlJSUuQaN3KS46ZB8tw0SJ5rdm8SsTZSjNcxa2trzp49W+XYxYsXyc/P5/Tp0xw7dgwTExPKysqqnZuVlUVoaCgA5eXl2NnZkZ2dTe/evQFo1aoV9vb2+raOjo4AdO3alfz8fOBuAa1WqwFwd3dnypQpODo6YmlpiaWlZY0xq9Vqbty4gU6nq1KQf//99wwaNAgTExPatGkDgKOjI1FRUbz66qs899xzqFQqTE1NsbGxwcjICHNzczQaDdeuXaOgoIDJkycDd2+MHDRoEEVFRbzyyisA9OrVC0PDu7+Co0ePZv369VRWVjJw4ECMjIweeK17pp2r8S/M30P7z3/y3XffcfXqVSwtLdm/fz/t27dn8+bNlJSUMGfOHK5evUp8/N0ZdCGEEEKI30Nu4Kxjzs7OHDlyhAsXLgB3i+rIyEjS09MxNTXlyy+/ZPz48ZSWlqLT6VAqlVRWVgJgZ2fHggULWL9+PVOnTsXJyYnnnnuOf/3rXwBcv36dnJwcABwcHEhOTgYgPT1dX2grlf9JqbW1NaampsTGxuLu7l5rzCqVipdffpn169frj+3Zs4e4uDjUajUlJSUUFBQAcOLECWxtbQGqzaT/llqtpm3btixfvpz169fz0Ucf0b9/f+zt7fWf5+zZs2i1WgD69evHxYsX2bZt231jrW8DBgzAz88PX19f3n77bTZs2MDy5cvx9/cnPz+f4cOH8/777/PHP/6Rnj17NlicQgghhGgcZGa8jpmYmBAZGUlwcDA6nY5bt27h7OzMgAEDCAwMJCUlhebNm9OxY0cKCgro3LkzMTExdOvWjblz5zJ9+nQqKiqAuzdV2tracvjwYTw9PbG0tKRZs2aoVCqmTZtGSEgIa9asQavVEh4eXmM8Hh4ehIWFsWjRovvGPXPmTL744gs8PT0BMDc3Jzo6GoVCQVhYGJMmTUKhUGBubs4XX3xBZmbmfftTKpXMnj0bf39/dDodLVu2ZOHChTg6OjJz5ky8vLywt7evchPkW2+9xZ49e3juuece5ZLXOR8fH3x8fKodX758eQNEI4QQQojGTG7g/B+XlZVFRkYGw4YNo6ioiOHDh3Pw4MGHWsYBkJSURGZmZoOtwX4Uq1atQq1WP3Bm/N7aq9puhBCNh6w/bPwkx02D5LlpkDzX7EF1i8yM/49r164dixcvJi4ujoqKCoKCgh66EI+KiiI5OVk/o3vgwAHWrVtXrd3YsWN57bXX6jLsRzZjxgyKioqIjo5u0DiEEEIIIZ4kKcb/x7Vo0UK/leGjCgwMrPLaxcUFFxeXugirzkVGRjZ0CEIIIYQQT5zcwCmEEEIIIUQDkWJcCCGEEEKIBiLFuBBCCCGEEA1EinEhhBBCCCEaiNzAKQSwY8cO1q5dq3998+ZNrly5wosvvsiNGzf0x3Nzc3F0dCQ2NrYhwhRCCCFEIyPFuBDAiBEjGDFiBHD3qanvvfce/v7++ocgAaSmphIQEMDnn3/eUGEKIYQQopGRYrweZWZmsmjRIu7cucPt27dxcnLSP8nyv12+fJmMjAyGDBnSAJH+h1arJTY2lkOHDuk3pn/rrbcYM2bMY/eZnp7OgQMHmDhxYl2FWa9WrVpFq1atqhTiZWVlzJgxg1mzZtGuXbsGjE4IIYQQjYkU4/Xkxo0bBAYGEh0dja2tLRUVFQQEBLB582a8vLyqtT927BjZ2dkNXowvWbKEyspKNm/ejIGBAbdu3eLDDz+kX79+ODg4PFafXbt2pWvXrnUcKaR26wT5eb+7H8cSrf7na9eusXbtWhISEqq02bZtG61bt27whyMJIYQQonGRYryeHDhwgP79+2NrawuAgYEBCxYsQKVSMXv2bPLz8ykqKmLw4MFMmjSJlStXUlpaSp8+fWjfvj1hYWEAWFhYEBERgYmJCaGhoZw5cwZLS0suXbqkfxjQ7Nmz0Wq1KBQKgoOD6dKlC87Oztjb22NnZ8ehQ4eIj4/HwsKCjRs3cvv2bSZMmFAtZq1Wyw8//MBf/vIXDAwMAGjZsiXr169HoVBQUVHBnDlzqsQ+efJkZsyYgaGhIZcvX6asrAw3NzcOHjxIXl4ey5cvJy8vj82bN7NkyRKGDh3Kiy++yC+//MIzzzxDdHQ05eXlTJs2jYKCAtq1a8fJkyf5+9///mQS9V+2bt2Ki4sLHTp0qHI8Li6OefPmNUhMQgghhGi8pBivJwUFBdUKupYtW5Kbm0vv3r0ZPXo0Go1GX9D6+/uTnZ2Ni4sLHh4eRERE0KlTJ+Lj41m9ejU9evSguLiYbdu2ce3aNYYOHQrAwoUL8fX1xdXVlfT0dGbNmkVCQgJ5eXkkJCSgVqsxMzNj9+7d+Pj4sGvXLpYtW1ZjzEVFRZibm2NoePfXYuPGjfzwww/cunWLt99+G1dX1xpjB3j22WcJCwtjzpw55ObmsmrVKr766iv++te/VpkVv3jxInFxcbRr1w5PT09Onz7NTz/9RPv27fnqq6/Iyspi+PDh9ZGSWqWkpOh/3r59O++//36VYzk5Ody6dQsDA4Mqx8WTIde88ZMcNw2S56ZB8vzopBivJ9bW1pw9e7bKsYsXL5Kfn8/p06c5duwYJiYmlJWVVTs3KyuL0NBQ4O7NhHZ2dmRnZ9O7d28AWrVqhb29vb6to6MjcHc5SH5+PgBqtRq1Wg2Au7s7U6ZMwdHREUtLSywtLWuM2cLCguLiYioqKjAwMMDb2xtvb282bdrE1atXsbCwqDX2F154AQAzMzN9bGZmZtU+n1qt1q+5bteuHRqNhqysLAYPHgyAg4MDrVq1eqhr3DPtnH5de124fv06hYWFjBkzBpVKpT9++vRpnJyc6NevX52NJR5OSkoKffv2begwRD2SHDcNkuemQfJcM41Gw5kzZ2p9X/YZryfOzs4cOXKECxcuAHeL6sjISNLT0zE1NeXLL79k/PjxlJaWotPpUCqVVFZWAmBnZ8eCBQtYv349U6dOxcnJieeee45//etfwN2iMScnB7hbvCYnJwN3b5S8V2grlf9JrbW1NaampsTGxuLu7l5rzCqViqFDh7J06VJ9LBqNhp9++gmFQkFCQkKNsQM13pRak5rade7cmVOnTgFw4cIFioqKHqqvunb+/HmsrKyqFOL3jj/77LMNEpMQQgghGjeZGa8nJiYmREZGEhwcjE6n49atWzg7OzNgwAACAwNJSUmhefPmdOzYkYKCAjp37kxMTAzdunVj7ty5TJ8+nYqKCgDCw8OxtbXl8OHDeHp6YmlpSbNmzVCpVEybNo2QkBDWrFmDVqslPDy8xng8PDwICwtj0aJF94176tSprF69Gh8fHwwNDSkpKcHV1ZU//OEPXLp0qcbYfy93d3dmzJiBj48P1tbWdTrb/Sh69uzJvn37qh2XrQyFEEIIUV8UuntTm+J/WlZWFhkZGQwbNoyioiKGDx/OwYMHMTIyeqjzk5KSyMzMJCAgoJ4jfXQ//vgjt2/f5uWXXyYnJ4cJEyawf//+Wtvf+7qne/fuDVa4iydDvvJs/CTHTYPkuWmQPNfsQXWLzIw/Jdq1a8fixYuJi4ujoqKCoKCghy7Eo6KiSE5OZvny5cDdnV7WrVtXrd3YsWMbZOu+Dh06EBgYyLJly9BqtcyZM+eJxyCEEEII0RCkGH9KtGjRQr+V4aMKDAys8trFxQUXF5e6CKtOWFlZsX79+oYOQwghhBDiiZMbOIUQQgghhGggUowLIYQQQgjRQKQYF0IIIYQQooFIMS6EEEIIIUQDkWJcCCGEEEKIBiK7qYgmb8eOHaxdu1b/+ubNm1y5coVDhw6xd+9etm3bRmlpKd26dSMiIuKht5QUQgghhHgQKcYbQGZmJosWLeLOnTvcvn0bJycnJk2aVOOj4i9fvkxGRgZDhgxpgEj/IzU1laVLl6LT6aisrMTJyYnx48f/rj5PnjyJqakpXbp0qaMoH8+IESMYMWIEAOXl5bz33nv4+/vz448/smHDBjZt2oSZmRkBAQGsW7cOf3//Bo1XCCGEEI2HFONP2I0bNwgMDCQ6OhpbW1sqKioICAhg8+bNeHl5VWt/7NgxsrOzG7wYnzdvHgsWLMDBwYHy8nI8PT156aWXeOGFFx67z+3bt+Pm5vbYxXhqt06Qn/fY49/jWKLV/7xq1SpatWqFp6cnn3zyCePHj8fCwgKA0NBQysvLf/d4QgghhBD3SDH+hB04cID+/ftja2sLgIGBAQsWLEClUjF79mzy8/MpKipi8ODBTJo0iZUrV1JaWkqfPn1o3749YWFhAFhYWBAREYGJiQmhoaGcOXMGS0tLLl26pH840OzZs9FqtSgUCoKDg+nSpQvOzs7Y29tjZ2fHoUOHiI+Px8LCgo0bN3L79m0mTJhQY9zW1tZ89913jBo1iq5du7Jp0yaMjIxISEjgwIEDlJSUUFRUxKeffsrrr7/O0aNHWbp0KcbGxvpY09PTWbx4MSqVioEDB3LkyBHS0tLo1KkTX331FRcuXECj0eDn54ebm9sTycdvXbt2jbVr15KQkABATk4Ov/76K35+fhQUFNCvXz+mTp36xOMSQgghROMlxfgTVlBQQIcOHaoca9myJbm5ufTu3ZvRo0ej0WgYPHgwkydPxt/fn+zsbFxcXPDw8CAiIoJOnToRHx/P6tWr6dGjB8XFxWzbto1r164xdOhQABYuXIivry+urq6kp6cza9YsEhISyMvLIyEhAbVajZmZGbt378bHx4ddu3axbNmyWuOOiIggLi6OuXPncvHiRYYPH8706dMBuH37NmvXruXatWuMHj2aIUOGEBISwqZNm2jTpg1xcXHExMTw6quvotFoiI+PByA3Nxc3NzfMzMw4fvw427dvB+Do0aP1celrlZKSAtxdO967d28KCgooKCigpKSEvXv3EhgYiJGRETExMcycOZOxY8c+0fiaunv5EY2X5LhpkDw3DZLnRyfF+BNmbW3N2bNnqxy7ePEi+fn5nD59mmPHjmFiYkJZWVm1c7OysggNDQXurm22s7MjOzub3r17A9CqVSvs7e31bR0dHQHo2rUr+fn5AKjVatRqNQDu7u5MmTIFR0dHLC0tsbS0rDFmjUZDWloan376KZ9++ilFRUXMmjWLLVu20LJlSxwdHVEqlVhaWmJmZsbVq1cxMTGhTZs2ADg6OhIVFcWrr76KnZ1dtf5NTEwICQkhJCSEkpIS3n777Ue+rr9H3759gbvLUIKDg/WvbWxseP3113nllVcAuHPnDl9//bX+fVH/UlJS5Ho3cpLjpkHy3DRInmum0Wg4c+ZMre9LMf6EOTs7s2LFCry8vLCxsaG8vJzIyEj69++Pqakp8+bN4/z582zduhWdTodSqaSyshIAOzs7FixYgLW1NSkpKRQWFmJsbMzOnTsBuH79Ojk5OQA4ODiQnJyMi4sL6enp+kJbqfzPbpbW1taYmpoSGxuLu7t7rTErFAqmTp3K6tWr6dy5M2q1mmeffVa/q0haWhoAV69epaSkhNatW1NSUkJBQQGtW7fmxIkT+mU5vx1foVCg0+koKCggLS2Nr7/+Go1Gg5OTE++88w6Ghvf/9eyZdg5jY+NHuPq1u379OhcuXKBPnz76Y6+//jo//PADo0ePxtjYmP3799OjR486GU8IIYQQAqQYf+JMTEyIjIwkODgYnU7HrVu3cHZ2ZsCAAQQGBpKSkkLz5s3p2LEjBQUFdO7cmZiYGLp168bcuXOZPn06FRUVAISHh2Nra8vhw4fx9PTE0tKSZs2aoVKpmDZtGiEhIaxZswatVkt4eHiN8Xh4eBAWFsaiRYtqjdnIyIilS5cyZ84cKioqUCgU9OjRg3fffZddu3Zx9epV3n//fW7evMnnn3+OgYEBYWFh+h1izM3N+eKLL8jMzKzSb69evVi8eDFLly6lsLCQESNG0KJFC8aPH//AQryunT9/HisrK1Qqlf6Yt7c3169fZ9SoUVRUVNCtWzdmzJjxROMSQgghROOm0Ol0uoYOQjy+rKwsMjIyGDZsGEVFRQwfPpyDBw8+9F7YSUlJZGZmEhAQ8FjjJyQkkJ2dTVBQ0GOd/zjufd3TvXv3OpsZF/+b5CvPxk9y3DRInpsGyXPNHlS3yMz4U65du3YsXryYuLg4KioqCAoKeuhCPCoqiuTkZJYvXw7c3ell3bp11dqNHTuW1157rS7DFkIIIYQQSDH+1GvRooV+K8NHFRgYWOW1i4sLLi4uj9THqFGjHmtsIYQQQggBygc3EUIIIYQQQtQHKcaFEEIIIYRoIFKMCyGEEEII0UCkGBdCCCGEEKKBSDEuhBBCCCFEA5HdVESTt2PHDtauXat/ffPmTa5cucKhQ4f0Ty6dOHEirVu3Zs6cOQ0VphBCCCEaIZkZrwcXL15k0qRJ+Pr64unpydy5cykpKanSJj09nWXLltXax+HDh9myZcsjj11ZWUlsbCze3t74+vri6+vLzz///Mj91ObkyZNkZGT8rj58fX3Jysri+PHj9OvXj7y8PP17ixcvJiEh4feG+UhGjBjBzp072blzJ9u2bcPKyoqQkBB9Ib5q1SqSk5OfaExCCCGEaBpkZryOlZaW8sknnxAWFkavXr0ASExM5LPPPmPFihX6dl27dqVr16619jN48ODHGn/16tUUFRWxYcMGlEolqampfPLJJ+zZs6fKo94f1/bt23Fzc6NLly6/uy8AlUrFzJkzWbt2LQqFok76/D1WrVpFq1at8PT0BOD48eMcOXIET09Pbty40cDRCSGEEKKxkWK8jv3tb3/D0dFRX4gDjBw5kk2bNjFt2jRu3LhBcXExfn5+JCUlsWTJEuLj4/nuu+8wNzdHpVLh5uYGQHZ2Np6ennz22We0bduWixcv0qNHD0JDQ2sdf8uWLSQkJKBU3v3So2fPnmzbtg2VSsXZs2eZP38+BgYGGBsbM3/+fCorKwkMDGTr1q0AeHh4EBUVRWJiIrm5ufz6669cvnyZmTNnolarOXLkCGlpaXTq1AkfHx/s7e2xs7Pj0KFDxMfHY2FhwcaNG7l9+zYTJkx44PV66aWXqKys5LvvvuO99957pGud2q0T5Oc9uOF9OJZo9T9fu3aNtWvX6mfmr1y5Qnh4OKtXr36sbymEEEIIIR5EivE6dvHiRWxsbKodb9++PcnJyYwdO5Zx48Zx/Phx4G4BuHr1anbs2NCZbVMAACAASURBVIGRkRFjx46tdm5OTg7ffPMNzZs3x9XVlcLCQqysrGocv7S0FHNz8yrH1Go1AMHBwYSHh9O1a1f2799PZGQk06ZNq/WzGBkZsXr1ao4ePcqaNWv45ptveOWVV3Bzc8Pa2pq8vDwSEhJQq9WYmZmxe/dufHx82LVr132X4Py3uXPnMnr0aF5++eWHPqeupKSk6H/esWMHvXv3pqCggMuXLxMREYG7uzsXL17k8uXL3Lx5s0p78WTINW/8JMdNg+S5aZA8PzopxutYmzZtSE1NrXY8JyeHfv36YWdnV+X4hQsXcHBwoHnz5gD06dOn2rk2NjaYmJgAYGVlhUajqXV8MzMzSkpK9O0B9u3bx4ABAygoKNAvjXF0dOTLL7+sdr5Op9P/fK9t27ZtKSsrq9ZWrVbrC313d3emTJmCo6MjlpaW+vXWD0OtVjNr1ixmzJjBiy+++NDn1YW+ffvqfw4NDSU4OJi+ffty6tQpiouL2b59O9u3b+fq1atUVFRgbm5OeHj4E42xKUtJSamSI9H4SI6bBslz0yB5rplGo+HMmTO1vi/FeB1zcXEhNjaW1NRUevbsCUB8fDytWrVCqVRWWxdtY2NDdnY2paWlGBkZkZqair29fZU2j7KWeuTIkSxbtozp06ejUCj48ccf+eKLL9izZw+tW7cmIyODLl26cPLkSWxtbTE2NubXX3+loqKCW7dukZube99xFQqFvmC/txQGwNraGlNTU2JjY3F3d3/oeO8ZMmQI+/btIzExkalTpz7UOT3TzmFsbPzIY9Xk+vXrXLhwQf/HUJ8+fTh06JD+/ejoaIqKimQ3FSGEEELUKSnG61jLli2JjY0lIiKC4uJiKioqeP7554mKiiIiIqJa+1atWvHBBx/g7e2NhYUFGo0GQ0NDtFptDb0/mJ+fH3/6058YM2YMhoaGGBoaEhMTg5GREWFhYcyfPx+dToeBgQERERFYWVkxaNAg3N3dsbGxoWPHjvftv1evXixevJj27dtXe8/Dw4OwsDAWLVr0WLHPnj2bY8eOPda5v9f58+exsrKqk5tchRBCCCEelkL323UJ4onTarWsWrWKjz/+GAAfHx8mT56Mo6NjA0f26JKSksjMzCQgIKBex7n3dU/37t3rbGZc/G+SrzwbP8lx0yB5bhokzzV7UN0iM+MNzNDQkDt37jBy5EhUKhU9e/akX79+9z0nNTW1xtnnN998E29v7/oK9b6ioqJITk5m+fLlABw4cIB169ZVazd27Fhee+21JxydEEIIIcT/JpkZF08dmRlvOmSWpfGTHDcNkuemQfJcswfVLfIETiGEEEIIIRqIFONCCCGEEEI0ECnGhRBCCCGEaCBSjAshhBBCCNFApBgXQgghhBCigcjWhqJJ+/nnnwkLC+PmzZsolUrmzZtH9+7diY6OJikpCQMDA7p168a8efNk5xYhhBBC1DmZGRdN1p07d/Dz82PChAns2LGDTz75hKCgII4fP87u3btJTEzk+++/p6SkhPXr1zd0uEIIIYRohGRmvI4cPnyYvLw8xowZ80TPfVI0Gg27du1i9OjRddLfkCFD+OGHH1i5ciV//vOfad26NQDl5eVMmTKF/v3718k493P06FE6dOiAk5MTAC4uLrRv356ioiLKysooLS1FqVSi0WhkVlwIIYQQ9UKK8ToyePDgBjn3SSksLCQ+Pr7OivHfGjduHF5eXgBkZWURFBREYmLiA89L7dYJ8vMee9xflsRgZWXFrFmzyMjIwMzMjKlTpzJgwAAGDhyIs7MzKpUKOzu7/+k/lIQQQgjx9JJi/DFNnDiRsWPH8n//93+kpqbyhz/8AS8vL4KCgli/fj1//vOfUSgUuLm58dZbbzFu3Dh27tzJqVOn+PDDD/nnP/9JYWEhs2fPZtiwYWRnZ+Pp6clnn31G27ZtuXjxIj169CA0NJRr164RFBREWVkZdnZ2HDt2jH379tUYV2VlJWFhYaSmplJeXs6kSZNwdXUlMjKSlJQUAIYPH87777/PjBkzcHNzY/DgwRw+fJikpCQiIyMZOnQoL774Ir/88gvPPPMM0dHRxMbGcu7cOZYtW4ZOp+PUqVPcvn2bN998k/z8fKZPn05FRQUjRoxg+/btGBkZPdZ1LS4upkWLFo+dl0dx4cIFDh48SHBwMO+++y7Jycn84Q9/wN3dnbNnzxIdHY2hoSErVqzgs88+Y9y4cU8kLlHVvd9b0XhJjpsGyXPTIHl+dFKMP6bRo0eTmJjI//3f/5GYmMiUKVPIz8/n3LlzJCUlsXHjRhQKBePGjePll1/GwsKCvLw8jhw5Qtu2bUlLS+P06dO4urpW6TcnJ4dvvvmG5s2b4+rqSmFhIatWrcLFxQUfHx+OHj3K0aNHa43rwIEDFBUVsW3bNgoLC9mwYQMGBgbk5uaydetWtFot3t7evPTSS7X2cfHiReLi4mjXrh2enp6cPn2ajz76iH//+99MnDiR6Oho7O3tCQ4OpqSkhFGjRhEUFMSRI0fo37//Ixfi69atIykpCaVSiZmZGfPnz3+k8x9X7969SUtL08969+3bl7Vr15KWloaPjw8vv/wyAAqFgvnz58sjfhuAPFq58ZMcNw2S56ZB8lwzjUbDmTNnan1fivHH9Morr7Bo0SKKi4tJTk7mhRdeAODf//43ly9f1s+iXr9+nQsXLvDaa69x6NAhTp06xQcffMDRo0c5deoU4eHhHDlyRN+vjY0NJiYmAFhZWaHRaMjKymLkyJEA9OvX775x/fLLL/Tu3Vt//pQpU1i9ejX9+vVDoVCgUqno1asXWVlZVc7T6XT6n9VqNe3atQOgXbt2aDSaauPY2dkBYGJigqOjI3//+99JSEjgk08+qTW2GzduYGpqikKhAND//9tlKo+iZ9q537WW27awkAULFnDmzBm6d+/OyZMnUSgUdOvWjX379vHOO+9gYGDAvn376NWr12OPI4QQQghRG9lN5TEplUreeOMN5s6di6urKwYGBgDY29vTqVMnvv32W9avX8+oUaPo3Lkzrq6u/PnPf8bExITBgwezf/9+ysrKsLKyqtLvvQL1tzp37sypU6cA+Ne//nXfuOzt7Tl9+jQAN2/exM/PDwcHB/3XRuXl5Zw6dYqOHTtiZGREYWEhAGfPnr1vDEqlksrKyiqv7/Hw8CA+Pp5ff/2VLl261BrbuHHjyM3NpbS0lMrKysdeylJXrKys+PrrrwkNDWX48OF88cUXREdHExAQQNu2bRk2bBhvv/02xcXFzJgxo0FjFUIIIUTjJDPjv8O7776Lq6sre/fu5cSJEwB06dKFAQMG4OXlRVlZGT179qRNmzYYGBig0Wh46aWXMDc3x9DQkFdfffWhxvnggw+YNm0aP/zwA61bt8bQsPa0ubi48M9//hMvLy8qKir49NNPcXJy4sSJE4wZM4by8nLeeOMNunXrxujRo5k1axbff/89tra2943hmWeeoby8nEWLFtGsWbMq7/Xq1Yvz58/j4+Nz3z4++eQTAgICMDIyYvLkyQ/12eubo6Mj8fHx1Y7PnTv3yQcjhBBCiCZHofvt+gTxP+nQoUOo1Wp69uzJP/7xD2JjY/n2228bOiy9yspKvLy8+Oabb/RLbOrTvbVX3bt3ly0HGzlZf9j4SY6bBslz0yB5rtmD6haZGX8KtG/fnlmzZmFgYEBlZSWzZ89m2bJlHD9+vFrbiIgIOnTo8MRiu3jxIhMnTmTMmDH6QnzixIlcv369SjsTExNiYmKeWFxCCCGEEE8DKcafAg4ODmzZsqXKsR49ejBx4sQGiug/OnTowM6dO6scW7ZsWQNFI4QQQgjxdJEbOIUQQgghhGggUowLIYQQQgjRQKQYF0IIIYQQooFIMS6EEEIIIUQDkRs4RZP2888/ExYWxs2bN1EqlcybN48dO3Zw8uRJfZsrV65gZWXF999/34CRCiGEEKIxkmJcNFl37tzBz8+P8PBwnJyc2L9/P0FBQezZs0ffJjc3Fx8fHxYuXNiAkQohhBCisZJinLt7ZS9cuJDi4mLKy8vp0qULQUFBVR5gk56ezoEDB2rdTvDw4cPk5eUxZsyYRxq7srKSlStXcvjwYQwMDAAIDg7m+eeff/wP9BsnT57E1NT0vo+pf5Dy8nJWrFjBP/7xDwwMDDA0NGTy5Mn06tULgA0bNvDee++RkJBAdnY2QUFBdRJ7fTt69CgdOnTAyckJuPv00vbt21dpExISwh/+8Ae6du3aECEKIYQQopFr8sV4aWkpn3zyCWFhYfriMjExkc8++4wVK1bo23Xt2vW+BdngwYMfa/zVq1dTVFTEhg0bUCqVpKam8sknn7Bnzx5UKtVj9flb27dvx83N7XcV41999RUVFRX6GC9dusSHH35ITEwMHTp0ICYmhvfee+93x/qoUrt1gvy8xzrXsUTLL7/8gpWVFbNmzSIjIwMzMzOmTp2qb3Po0CEuX76Mr69vXYUshBBCCFFFky/G//a3v+Ho6KgvxAFGjhzJpk2bmDZtGjdu3KC4uBg/Pz+SkpJYsmQJ8fHxfPfdd5ibm6NSqXBzcwMgOzsbT09PPvvsM9q2bcvFixfp0aMHoaGhtY6/ZcsWEhISUCrv3kvbs2dPtm3bhkql4uzZs8yfPx8DAwOMjY2ZP38+lZWVBAYGsnXrVgA8PDyIiooiMTGR3Nxcfv31Vy5fvszMmTNRq9UcOXKEtLQ0OnXqhI+PD/b29tjZ2XHo0CHi4+OxsLBg48aN3L59mwkTJtQY465duzhw4IA+xmeffRZvb28SExNRqVRcv36duXPn0rNnT3766SfGjx/PtWvX8PLyYsyYMZw4cYIlS5ZgYGBAhw4dmDdvHt9//z3bt2+nsrKSP/7xj+zcuZMLFy6g0Wjw8/PTX9P6pNVqOXToEN9++y29evVi//79+Pv7c/DgQYyMjIiLi+PDDz/Uf2MhhBBCCFHXmnwxfvHiRWxsbKodb9++PcnJyYwdO5Zx48bpHz1/7do1Vq9ezY4dOzAyMmLs2LHVzs3JyeGbb76hefPmuLq6UlhYiJWVVY3jl5aWYm5uXuWYWq0G7i5XCQ8Pp2vXruzfv5/IyEimTZtW62cxMjJi9erVHD16lDVr1vDNN9/wyiuv4ObmhrW1NXl5eSQkJKBWqzEzM2P37t34+Piwa9euWp+a+euvv2Jubo6hYdVflQ4dOpCamkpkZCQbNmxg7ty5JCQkYGhoyDfffMOlS5fw9/fHw8ODkJAQNm7cyDPPPMPSpUtJTEzE0NAQMzMzYmJiKCkpYdasWWzfvh24u3ykvqWkpHD79m3atm2LVqslJSUFtVqNRqNhz549mJqa8uOPP+Ln50dKSkq9xyNqJ9e/8ZMcNw2S56ZB8vzomnwx3qZNG1JTU6sdz8nJoV+/ftjZ2VU5fuHCBRwcHGjevDkAffr0qXaujY2Nfr25lZUVGo2m1vHNzMwoKSmpsj593759DBgwgIKCAv3SGEdHR7788stq5+t0Ov3P99q2bduWsrKyam3VarW+0Hd3d2fKlCk4OjpiaWmJpaVljfGZmppy/fp1tFptlYL8/PnztGvXrlr7F154AYVCgZWVFaWlpVy7do2CggImT54M3P3jY9CgQdjY2OivrYmJCSEhIYSEhFBSUsLbb79d6/X6rZ5p5zA2Nn6otjWxsbFhy5YtGBsb0717d06ePIlKpeL111/nyJEj9O7dm0GDBj12/+L3S0lJoW/fvg0dhqhHkuOmQfLcNEiea6bRaDhz5kyt7zf5fcZdXFz4xz/+UaUgj4+Pp1WrViiVShQKRZX2NjY2ZGdnU1paSmVlZY2F/H+fcz8jR45k2bJl+qL6xx9/5IsvvsDIyIjWrVuTkZEB3L0R09bWFmNjY3799VcqKiq4ceMGubm59x1XoVDo+763zATA2toaU1NTYmNjcXd3rzU+IyMj3nzzTZYsWUJlZSVw99uEjRs3MmrUKKDqHwT/HYNaraZt27YsX76c9evX89FHH9G/f/8q8RQUFJCWlsbXX3/NypUrWbRoEVqt9iGv4OOzsrLi66+/JjQ0lOHDh/PFF18QHR2NsbExOTk5PPvss/UegxBCCCGatiY/M96yZUtiY2OJiIiguLiYiooKnn/+eaKiooiIiKjWvlWrVnzwwQd4e3tjYWGBRqPB0NDwsYtHPz8//vSnPzFmzBgMDQ0xNDQkJiYGIyMjwsLCmD9/PjqdDgMDAyIiIrCysmLQoEG4u7tjY2NDx44d79t/r169WLx4cbVdQuDuevOwsDAWLVp03z6CgoKIjo7Gw8MDlUqlj61Dhw4AODg4EBQUxMCBA6udq1QqmT17Nv7+/uh0Olq2bMnChQvJy/vPjZdWVlYUFhYyYsQIWrRowfjx46sti6kvjo6OxMfHVzte2/p5IYQQQoi6pND9dlpTPJBWq2XVqlV8/PHHAPj4+DB58mQcHR0bOLJHl5SURGZmJgEBAQ0dyiO593VP9+7df9cyFfG/T77ybPwkx02D5LlpkDzX7EF1S5OfGX9UhoaG3Llzh5EjR6JSqejZsyf9+vW77zmpqak1zj6/+eabeHt711eo9xUVFUVycjLLly8H4MCBA6xbt65au7Fjx/Laa6894eiEEEIIIZoGmRkXTx2ZGW86ZJal8ZMcNw2S56ZB8lyzB9UtTf4GTiGEEEIIIRqKFONCCCGEEEI0ECnGhRBCCCGEaCBSjAshhBBCCNFApBgXQgghhBCigUgxLpqkn3/+GV9fX0aMGMGoUaP0j6ldsWIFb7zxBq+99hrR0dHIZkNCCCGEqE+Ncp/xzMxMFi1axJ07d7h9+zZOTk5MmjSp1sfUX758mYyMDIYMGfKEI61qyJAhtGvXDqVSiU6nw8LCgsjISExMTH53376+vsydOxcHB4cHts3KymLmzJncuXMHX19fPDw8auzvzp07NG/enDt37jBo0CCmTJnC8ePH2bx5M0uWLPndMdeXO3fu4OfnR3h4OE5OTuzfv5+goCBmzpzJDz/8QEJCAgYGBvj5+eHg4ICbm1tDhyyEEEKIRqrRFeM3btwgMDCQ6OhobG1tqaioICAggM2bN+Pl5VXjOceOHSM7O7vBi3GANWvW6PegXLRoEQkJCYwdO/aJxpCQkMA777yDk5MTH3/8cY3FOMCCBQtwcHBAp9Ph7e3N6dOnn2icqd06QX7eI593fcceOnTogJOTEwAuLi60b9+eDRs2MHz4cFq0aAHAqFGj2LVrlxTjQgghhKg3ja4YP3DgAP3798fW1hYAAwMDFixYgEqloqKigjlz5pCfn09RURGDBw9m0qRJrFy5ktLSUvr06UP79u0JCwsDwMLCgoiICExMTAgNDeXMmTNYWlpy6dIlYmJiAJg9ezZarRaFQkFwcDBdunTB2dkZe3t77OzsOHToEPHx8VhYWLBx40Zu377NhAkTHvg5KisruXnzJnZ2dpSXl/P5559z/vx5KisrmTx5Mv379+fo0aMsXboUY2Njfazp6enExsaiVCopLCxkzJgx+Pj46Pu9efMms2fPpqioCIDg4GCef/75KmMPHTqUGTNmcOLECfz8/B4Ya1lZGVqtltatW5OTk6M/vmvXLuLi4jAyMsLW1pZ58+ZRUVHBtGnTKCgooF27dpw8eZK///3vfPfdd+zYsQOlUsmLL77I9OnTHzju4/rll1+wsrJi1qxZZGRkYGZmxtSpU8nLy2PAgAH6dm3btuXKlSv1FocQQgghRKMrxgsKCujQoUOVYy1btgQgNzeX3r17M3r0aDQaDYMHD2by5Mn4+/uTnZ2Ni4sLHh4eRERE0KlTJ+Lj41m9ejU9evSguLiYbdu2ce3aNYYOHQrAwoUL8fX1xdXVlfT0dGbNmkVCQgJ5eXkkJCSgVqsxMzNj9+7d+Pj4sGvXLpYtW3bf+MePH49SqUShUNCzZ09GjBjB1q1bUavVREREUFRUxHvvvcef//xnQkJC2LRpE23atCEuLo6YmBheffVVrly5wo4dO6isrOStt97ijTfe0PcfGxvLSy+9hLe3Nzk5OcycOZP/x969x/V8/4//v72qVydFJUsJHRTNeemNj9MIc9ywiKzeLeMt472QUw5z6KSRhmGkN4uMLFsmzGlsNkxMjku1dEJ7j5B6dXjV7w8/r+96F2LSpvv1culy8Xq+Hs/H4/583nO53Hs8H8/nc9u2bZrvy8rK2L9/P+bm5ly7do0BAwbwyy+/4OjoWGmZz6xZszAwMCAzM5NWrVphamqqKcZv377NqlWr2LVrF0ZGRgQHB7N9+3bUajXW1tasXLmS1NRUhgwZAjyYjZ8/fz4dOnQgJiaG0tJSdHRq5tczIyODI0eOMG/ePN5++21Onz7Nu+++S5MmTfj1119JTEwEIDk5GZVKpfksaoec/5ef5LhukDzXDZLnp/fSFeNWVlZcunSpwrbMzExu3LiBk5MT58+f58SJExgZGVFcXFxp/9TUVBYtWgRASUkJtra2pKWl0aFDBwDMzMyws7PTtHVxcQHAycmJGzduAGBqaoqpqSkAbm5uTJ06FRcXF8zNzTE3N39s/H9cpvJQcnIyiYmJJCUlAVBaWsrvv/+OkZERFhYWALi4uBAeHs7rr79Ox44d0dXVBcDBwYGMjIwKfZ04cYK9e/cCD5b1/NHu3bvJzs4mOjqa8PBw/vWvf5Gbm6tp/0cPl6mUlZUREBBAZGSk5jW4mZmZtGjRQrPe3cXFhe+//57y8nJ69uwJgL29PWZmZgCEhIQQFRXFsmXL6NChQ7VunGx3MaXK18o+ScYXX3Dx4kXc3d0BcHZ25j//+Q/169fHyMhIcwwZGRnY2dnJq31rkbxa+eUnOa4bJM91g+S5akVFRZoHRVTlpXuaSu/evfnuu+80BWhJSQmhoaEkJycTFxeHsbExy5cvx8fHB5VKRXl5OVpaWpSVlQFga2vL0qVLiY6OZsaMGfTq1QsHBwd+/vlnAO7cuaOZ/bW3t+f06dMAXL58WVNoa2n9v9NqZWWFsbEx69atw83N7ZmOyc7OjsGDBxMdHc2GDRsYMGAApqam5Ofnk5ubC8CpU6c0S3MuX76MWq2msLCQlJQUmjdvXqEvb29voqOjiYiIYOjQoRXGKi4uRqlUAjB+/Hh++eUXTcH9KFpaWlhYWFBSUqLZZm1tTWpqKgUFBZr4bG1tcXR05OzZs8CDYvfhcpkdO3awaNEitmzZwuXLlzVtakLPnj3JysrS/Mf46aefUCgU/POf/yQ+Pp6CggKKi4uJi4ujb9++NRaHEEIIIcRLNzNuZGREaGgo8+bNo7y8nPv379O7d288PDxISUlh2rRpJCYmYmBgQPPmzcnNzcXR0ZG1a9fSunVrFi5cyKxZs1Cr1QAEBQVhY2PDsWPHGD16NObm5ujr66NUKpk5cybz588nKiqK0tJSgoKCqoxp1KhRBAYG8tFHHz3TMY0ePZp58+bxzjvvkJ+fj4eHB9ra2gQGBmqeEtOgQQNCQkK4evUqpaWljB8/nry8PHx9fTWzzwATJ05k7ty57Nixg/z8fCZPnlxhrGHDhnHmzBlGjx5NWVkZc+bMYf/+/Rw9epTevXtXaPtwmQqAvr4+H330Eb/88gvw4ArClClT8PLyQktLi2bNmuHv7095eTmzZ89m7NixWFlZaWa2W7ZsiZubG6amplhYWNC+fftnOlfV0ahRIz755BMWLVpEYWEhurq6rFq1ik6dOpGcnMzIkSMpKSnB1dWVYcOG1VgcQgghhBCKcnmQ8hOlpqZy5coVBg8ezO3btxkyZAhHjhzRLAV5koSEBK5evcoHH3xQw5Hyl3+04JkzZygoKKB79+6kp6fz3nvvcfDgwafq4+HlnjZt2jzTMhXx9yGXPF9+kuO6QfJcN0ieq/akuuWlmxmvCZaWlixbtozNmzejVqvx9/evdiEeHh7O6dOnWbNmDfDgaS+bNm2q1M7Ly4t+/fo9z7D/kpo2bcq0adNYvXo1paWlLFiwoLZDEkIIIYSoNdUqxpOSkkhMTGTs2LFMnDiRS5cuERYWprkR72VnaGioeZTh05o2bVqFz66urri6uj6PsKrUuXNnOnfuXGP9/1mNGjUiOjq6tsMQQgghhPhLqNYNnIGBgTg4OLB//3709fXZtWsXH3/8cU3HJoQQQgghxEutWsV4WVkZ3bt359tvv6V///5YWlpqbnAUQgghhBBCPJtqFeMGBgZERUVx4sQJevfuzWeffaZ5kY4QQgghhBDi2VSrGF+2bBkFBQWsXr2aBg0acPPmTZYvX17TsQkhhBBCCPFSq1YxbmFhQZcuXbhy5QrFxcW8/vrrNG7cuKZjE0IIIYQQ4qVWraepbN68mYMHD5Kbm8uAAQNYsGABbm5ujBs3rqbjE+K5Cw0NZd++fTRo0AB48NbViIgIRowYgUql0ryBdOjQobz33nu1GaoQQgghXnLVKsZ37drFjh07GDVqFKampuzcuZORI0dKMf7/y8zMJCwsjLy8PEpKSmjVqhX+/v4YGRlp2ly+fJlDhw5VeuPlQ8eOHeP69eu4u7s/1dhlZWWsX7+eY8eOoa2tDcC8efNo2bLlsx/QH/z0008YGxvTqlWrZ+6jqKiIiIgIzp07h0KhwNDQkMWLF2Npaan5vk+fPrz77rsvpPg9e/Ys4eHhvPbaa5ptBQUFZGRk8OOPP2qKcSGEEEKImlatYlxLS6vCS2709PQ0hV9dp1KpmDRpEoGBgZpXuO/atYvp06fz6aefato5OTnh5OT0yH6e9ZntkZGR3L59my1btqClpUVSUhKTJk1i3759z6Wo/OKLLxg0aNCfKsaDgoKws7MjJiYGgAMHDuDn58f27dsB2L9/P4MGDWLXrl34+PigpVWt1VMktW4BN65XOw6X/FKKi4u5dOkSkZGRZGZmYmNjw5w5c8jIyMDQ0JD33nuPW7du0bVrV6ZNm4a+vv7TOEwakgAAIABJREFUH7AQQgghRDVVqxj/xz/+wdKlSyksLOTgwYNs376dLl261HRsfwvffvstLi4umkIcYPjw4Wzbto2ZM2dy9+5d8vLyGDduHAkJCaxYsYLY2Fi2bt1KgwYNUCqVDBo0CIC0tDRGjx7N9OnTady4MZmZmbRt25ZFixY9cvzt27cTFxenKWDbtWvHzp07USqVXLp0iSVLlqCtrY2enh5LliyhrKyMadOmsWPHDgBGjRpFeHg4u3btIisri99//52cnBzmzJmDqakp3333HRcvXqRFixaMHTsWOzs7bG1tOXr0KLGxsZiYmBATE0NBQUGVs9rFxcUcPny4wjH069ePTp06aT7HxsYyd+5cbt26xdGjR+ndu/efS8pj3Lx5ky5duuDn54eDgwMbN25k0qRJTJ48mc6dOzN37lwMDAzw9/dn+fLlzJ07t8ZiEUIIIYSoVjE+c+ZMduzYQcuWLfnyyy/p1asXo0ePrunY/hYyMzNp1qxZpe3W1tacPn0aLy8vvL29OXnyJAC3bt0iMjKSL7/8El1dXby8vCrtm56ezsaNGzEwMKBv37789ttvNGrUqMrxVSqVZu3zQ6ampsCD5SpBQUE4OTlx8OBBQkNDmTlz5iOPRVdXl8jISI4fP05UVBQbN26kR48eDBo0CCsrK65fv05cXBympqbUr1+fPXv2MHbsWOLj41m9enWVfebl5WFubo5CoagyxvT0dAoLC2nVqhVvv/02UVFRNVaMJyYmAjBx4kTu3bvHmTNn6NChA6tXr6akpITRo0eTmpoKPLhSERERwYABA2okFlF9D/MmXl6S47pB8lw3SJ6fXrWK8fHjx7Nx40YpwKtgYWFBUlJSpe3p6el06tQJW1vbCtszMjKwt7fHwMAAgI4dO1bat1mzZpr15o0aNaKoqOiR49evX5/8/PwK69MPHDhA165dyc3N1SyNcXFxqfJxlOXl5Zp/P2zbuHFjiouLK7U1NTXVFNFubm5MnToVFxcXzM3NMTc3rzI+U1NT7t69S3l5eYWCfPfu3QwYMIDY2FgKCws19x+cOXOGa9eu0bx580ce87NydnbmypUrXLlyhWHDhgFo4ioqKqKsrAwXFxfgwR8mhoaGODs7P/c4RPUlJiZKDl5ykuO6QfJcN0ieq1ZUVMSFCxce+X21FucWFhZy/Xr11+bWJa6urvzwww8VCvLY2FjMzMzQ0tKqNCPcrFkz0tLSUKlUlJWVVVnI/+8+jzN8+HBWr16tKarPnDlDSEgIurq6vPLKK1y5cgV4cCOmjY0Nenp6/P7776jVau7evUtWVtZjx1UoFJq+/7iW28rKCmNjY9atW4ebm9sj41MqlXTv3p3o6GjNtn379rF582YUCgUJCQls3bqVjRs3snHjRiZMmKBZW/4k7S6m4JJfWu2fh8cQFBREZmYmADExMbRs2ZKCggKWLl2KSqVCrVazadMmzfIhIYQQQoiaUq2Z8Vu3btGnTx8aNmyInp6eZjbx0KFDNR3fX169evVYt24dwcHB5OXloVaradmyJeHh4QQHB1dqb2Zmxvjx4/Hw8MDExISioiJ0dHQoLS19pvHHjRvHxx9/jLu7Ozo6Oujo6LB27Vp0dXUJDAxkyZIllJeXo62tTXBwMI0aNaJbt264ubnRrFmzJ85At2/fnmXLlmFtbV3pu1GjRhEYGMhHH3302D7mzJlDSEiI5spKgwYNWLVqFYcPH6Z169aYmJho2o4YMYK33noLPz8/zdWD58nR0ZF58+bh6+uLWq2mcePGhIeHa9boDx8+HLVaTefOnXn//fef+/hCCCGEEH+kKP/jOoVHyM7OrnJ7kyZNnntAL7vS0lI2bNiAr68vAGPHjsXPz0+zPOLvJCEhgatXr/LBBx+80HEfXu5p06YNenp6L3Rs8WLJJc+Xn+S4bpA81w2S56o9qW6p1sz4Tz/9VOV2Kcafno6ODoWFhQwfPhylUkm7du0qPFmkKklJSVXOPg8cOBAPD4+aCvWxwsPDOX36NGvWrAHg0KFDbNq0qVI7Ly8v+vXr94KjE0IIIYT4e6hWMf7wSSAAJSUlJCYm0qlTJ81NcOLpTJs2jWnTplW7fbt27Sqsuf4r+N/4XV1dcXV1raVohBBCCCH+nqpVjIeEhFT4nJeXx9SpU2skICGEEEIIIeqK6r3q8H8YGho+ch25EEIIIYQQonqqNTPu6empeexdeXk5WVlZz/z6diGEEEIIIcQD1SrGp0yZovm3QqHA1NSUFi1a1FhQQgghhBBC1AXVWqayf/9+/vGPf/CPf/wDFxcXWrRowaxZs2o6NiGEEEIIIV5qj50Znzt3LpmZmVy4cIGrV69qtpeWlnLv3r0aD06ImhAaGsq+ffto0KABALa2tkRERGi+DwoKIiMjg08//bS2QhRCCCFEHfHYYtzX15fs7GyCgoKYPHmyZru2tjb29vaP7fjq1at89NFHFBYWUlBQQK9evZgyZcojX/Wek5PDlStX6NOnzzMcxvOTlJREREQE5eXllJWV0atXL3x8fKpse+zYMa5fv467u/sLiW358uUcP34cAwMD1qxZoykmHwoNDeXixYv89ttvqFQqmjZtiqmpKStXrqz2GGPGjCE0NPSJb+Z8lNLSUvr06cOxY8eeaf8X4ezZs4SHh/Paa69V+i4hIYHdu3fTvn37WohMCCGEEHXNY4txa2trrK2tiY+PJy8vj8LCQsrLy1Gr1Vy+fJmuXbtWud/du3eZNm0aq1atwsbGBrVazQcffMDnn3/OmDFjqtznxIkTpKWl1XoxvnjxYpYuXYq9vT0lJSWMHj2aLl268Oqrr1Zq+yJvYlWpVOzcuZMff/yR2bNnc+LECd54440KbWbPng1AXFwcaWlp+Pv7v7D4/i6Ki4u5dOkSkZGRZGZmYmNjw5w5c7CysiI1NZXIyEjef/99vv/++9oOVQghhBB1QLVu4Fy1ahWbNm2itLQUExMTcnNzadOmDbGxsVW2P3ToEJ07d8bGxgZ4MJO+dOlSlEolarWaBQsWcOPGDW7fvk3Pnj2ZMmUK69evR6VS0bFjR6ytrQkMDATAxMSE4OBgjIyMWLRoERcuXMDc3Jzs7GzWrl0LPFhOU1paikKhYN68ebRq1YrevXtjZ2eHra0tR48eJTY2FhMTE2JiYigoKOC9996rMnYrKyu2bt3KiBEjcHJyYtu2bejq6qJSqZgzZw45OTmUlJQwf/58fv31V03RGx0dzddff41CoWDQoEF4eXkxe/ZsdHV1yc7OJjc3l9DQUFq3bk1sbCzbtm2jrKwMV1dXpkyZwt69e9m0aRNaWlo4OztXKqT19fVp3749AQEB5Obm0q1bt2ol+KGwsDDOnj1LWVkZ48aNo3///pw9e5aQkBDKy8uxtLTUvOVz5cqVmtn18PBwMjIy2LRpE9ra2mRlZTF06FAmTJhAZmYmc+fOpaysTHPu/3jF5Pz58wQFBaGjo4Oenh6BgYFYWlqyatUqjhw5gqmpKffv38ff35/Q0FDCwsKws7Pj8OHD/PDDD8ybN++xx5TUugXcuF7tc+CSX8rNmzfp0qULfn5+ODg4sHHjRiZNmsSWLVuYMWMGoaGhXLhw4anOrRBCCCHEs6pWMb5r1y6OHj1KUFAQvr6+pKWlERMT88j2ubm5NG3atMK2evXqAZCVlUWHDh0YOXIkRUVF9OzZEz8/PyZMmEBaWhqurq6MGjWK4OBgWrRoQWxsLJGRkbRt25a8vDx27tzJrVu36N+/P/CgyPT09KRv375cvnyZgIAA4uLiuH79OnFxcZiamlK/fn327NnD2LFjiY+PZ/Xq1Y+MPTg4mM2bN7Nw4UIyMzMZMmQIs2bN4vPPP6dJkyasWLGC5ORkfvjhB+rXrw9ASkoKCQkJxMTEoFAo8Pb2pnv37sCD4n7x4sXs2LGD7du388EHH7Bhwwbi4+PR1dUlNDSUnJwcVq1axRdffIGBgQEzZszg+PHjFQruS5cukZ+fz6+//sqUKVMoKCiguLgYMzOzJ+bv8OHD3Lx5k23btqFSqRg5ciT/93//x4IFC/j444+xs7MjOjqaX3/9FYA+ffowePBgVqxYwYEDB2jZsiXXr1/nyy+/pLCwkNdff50JEyYQEhKCj48Pr7/+OhcuXGD+/PkVfi/mz5/P0qVLadmyJfv37ycsLIxx48bx448/EhsbS3FxMYMHDwZg1KhRfPnll0ybNo24uLgKy6Kel8TERAAmTpzIvXv3OHPmDB06dGD16tW8//779OjRg3v37pGens6dO3c07UXtkjy8/CTHdYPkuW6QPD+9ahXjr7zyCkZGRjg4OHDlyhX69+/P8uXLH9neysqKS5cuVdiWmZnJjRs3cHJy4vz585w4cQIjIyOKi4sr7Z+amsqiRYsAKCkpwdbWlrS0NDp06ACAmZkZdnZ2mrYuLi4AODk5cePGDQBMTU0xNTUFwM3NjalTp+Li4oK5uTnm5uZVxl1UVMTFixd5//33ef/997l9+zYBAQFs376dtLQ0zbIUR0dHHB0diYuLAyA5OZmcnBy8vb0BuHPnDhkZGZqYABo3bsyZM2fIzMzEwcEBfX19AAICAkhKSuLWrVtMmDABgPv375OZmVkhNj8/Pz755BPq1auHp6cnjRo1wtPTU1PMPk5ycjIXLlzA09MTALVaTU5ODrdv39acx4ffAbRu3RqARo0acffuXc0xa2trY2RkhJ6enubcd+rUCYA2bdqQlZVVYdz//ve/tGzZEgAXFxdWr15Namoq7du3R1tbGwMDA9q0aQPA4MGDcXNzw9PTk//+97+0atXqicf1tJydnbly5QpXrlxh2LBhwIPn5hcWFnLy5Eny8vL49ttvuXPnDvfu3WPdunVs2LDhucchqi8xMRFnZ+faDkPUIMlx3SB5rhskz1UrKip67FX3aj3a0MjIiC+//JLWrVuze/dufv75Z1Qq1SPb9+7dm++++05TkJaUlBAaGkpycjJxcXEYGxuzfPlyfHx8UKlUlJeXo6WlRVlZGfDg6RZLly4lOjqaGTNm0KtXLxwcHPj555+BB8Vueno6APb29pw+fRqAy5cvawptLa3/d2hWVlYYGxuzbt063NzcHhm3QqFgxowZJCcnAw8K+iZNmqCrq4u9vT3nz58HHvxhMX36dM1+dnZ2tGjRgs8++4zo6GhGjBiBo6Ojps8/atasGWlpaZo/Qv7973/TsGFDLC0tiYqKIjo6mnfeeafSDYQlJSUolUqsrKxwc3Pj3LlzmmVAT2JnZ0fXrl2Jjo5m06ZNDBgwAGtra8zMzDRF/7p16zh06FCVMT9qm729veYv4PPnz9O4ceMK35ubm2uewnPq1ClsbGxwdHQkKSmJsrIyioqKuHz5MvDgyomzszMhISGaQvlJ2l1MwSW/tNo/8OD3IigoSHPcMTExdOzYkStXrvDVV1/x1Vdf8e9//5tOnTpJIS6EEEKIGletmfGgoCD27NnDsGHDOHLkCAsWLMDPz++R7Y2MjAgNDWXevHmUl5dz//59evfujYeHBykpKUybNo3ExEQMDAxo3rw5ubm5ODo6snbtWlq3bs3ChQuZNWsWarVaM76NjQ3Hjh1j9OjRmJubo6+vj1KpZObMmcyfP5+oqChKS0sJCgqqMqZRo0YRGBioWRddFV1dXSIiIliwYAFqtRqFQkHbtm15++23UavVBAQE8M4772j+/bDQbNWqFV27dmXMmDEUFxfTrl07LCwsqhzDzMyM8ePH884776BQKOjduzdNmjTB29sbT09P1Go1TZo0YeDAgRX2CwkJYebMmWhra9O4cWOWLVtGWFgYmzdvfmzuAPr168epU6fw8PCgoKCAN954A0NDQxYvXsysWbPQ0tLCwsICHx8fIiMjn9jfQ3PmzGH+/PmsX78etVqtWef/UGBgIB9++CEAOjo6BAcHY21tTdeuXXF3d8fU1BSlUolSqQQe5MjLy4vFixdXO4an5ejoyLx58/D19UWtVtO4cWPCw8NrbDwhhBBCiMdRlJeXl1enYUFBARkZGTg6OqJSqTA0NKzp2CpITU3lypUrDB48mNu3bzNkyBCOHDmCrq5utfZPSEjg6tWrfPDBBzUcqXic3377jYMHDzJmzBiKiooYOHAg27Ztw8LCgjNnzhAbG0tISMhj+3h4uadNmzaaJTPi5SSXPF9+kuO6QfJcN0ieq/akuqVaM+M//vijZrZ4+/btDB06lGXLlmluUnwRLC0tWbZsGZs3b0atVuPv71/tQjw8PJzTp0+zZs0a4MHTXjZt2lSpnZeXF/369XueYYv/YWZmxs8//8wXX3xBeXk5Hh4eWFhYsHnzZr766itWrVpV2yEKIYQQQrww1ZoZHzlyJGvWrGH8+PF8+eWXmqUm8fHxLyJGISqQmfG6Q2ZZXn6S47pB8lw3SJ6r9qS6pVo3cJaVldGoUSPN5xYtWjy/CIUQQgghhKijqrVMpXHjxhw5cgSFQsHdu3fZunUrVlZWNR2bEEIIIYQQL7XHzozfvHkTePCK+N27d3P9+nX69evH5cuXa/SJF0IIIYQQQtQFj50ZnzhxIrt27aJhw4a0adNGHgEnhBBCCCHEc/TYmfE/3tu5e/fuGg9GCCGEEEKIuuSxM+N/fOtiNR9HLsRfWmhoKPv27aNBgwbAg7e9RkRE8Omnn7Jr1y7UajVvvvkmkydPrvKto0IIIYQQz1O1buCEql+HLsTfzdmzZwkPD+e1117TbDt69Ch79+4lLi4ObW1txo0bh729PYMGDarFSIUQQghRFzy2GL969Squrq7Ag5s5H/67vLwchULBoUOHaj7Cv4HMzEzCwsLIy8ujpKSEVq1a4e/vj5GRkabN5cuXOXToEJMnT66yj2PHjnH9+nXc3d2fauyysjLWr1/PsWPH0NbWBmDevHm0bNny2Q/oD3766SeMjY1p1arVM/fRp08fLC0t0dLSQq1WU1BQwJIlS2jbti2enp4sXLgQe3t7AM1bOQ8fPvxc4v+j4uJiLl26RGRkJJmZmdjY2DBnzhwOHDjAkCFDNG+VHTFiBPHx8VKMCyGEEKLGPbYY379//4uK429LpVIxadIkAgMDad++PQC7du1i+vTpfPrpp5p2Tk5OODk5PbKfnj17PtP4kZGR3L59my1btqClpUVSUhKTJk1i3759KJXKZ+rzj7744gsGDRr0p4pxgKioKM2D7r/77jtWr15d4fw8i6TWLeDG9Wq1dckv5ebNm3Tp0gU/Pz8cHBzYuHEjkyZNomHDhnTt2lXTtnHjxponCQkhhBBC1KTHFuNNmjR5UXH8bX377be4uLhoCnGA4cOHs23bNmbOnMndu3fJy8tj3LhxJCQksGLFCmJjY9m6dSsNGjRAqVRqZmDT0tIYPXo006dPp3HjxmRmZtK2bVsWLVr0yPG3b99OXFwcWloP7sVt164dO3fuRKlUcunSJZYsWYK2tjZ6enosWbKEsrIypk2bxo4dOwAYNWoU4eHh7Nq1i6ysLH7//XdycnKYM2cOpqamfPfdd1y8eJEWLVowduxY7OzssLW15ejRo8TGxmJiYkJMTAwFBQW899571TpnOTk51K9f/1lP+TNr2rQpGzZs0HweN24ca9aswdTUtNL9EQ/PpxBCCCFETar2mnFRtczMTJo1a1Zpu7W1NadPn8bLywtvb29OnjwJwK1bt4iMjOTLL79EV1cXLy+vSvump6ezceNGDAwM6Nu3L7/99luFN6D+kUql0tyM+JCpqSnwYLlKUFAQTk5OHDx4kNDQUGbOnPnIY9HV1SUyMpLjx48TFRXFxo0b6dGjB4MGDcLKyorr168TFxeHqakp9evXZ8+ePYwdO5b4+HhWr1792PPk4+NDUVERubm59OjRg1mzZj22/fOWmJhIRkYG165do0ePHsCDolutVqOrq0tiYiIWFhYAnDp1Cn19fRITE19ojKJqkoeXn+S4bpA81w2S56cnxfifZGFhQVJSUqXt6enpdOrUCVtb2wrbMzIysLe3x8DAAICOHTtW2rdZs2aa9eaNGjWiqKjokePXr1+f/Pz8CuvTDxw4QNeuXcnNzdUsjXFxcWH58uWV9v/jU3Ietm3cuDHFxcWV2pqammoKfTc3N6ZOnYqLiwvm5uaYm5s/Mkb4f8tUwsPDycrKomHDhgDo6elRUlKiaXf//n309fUf29dD7S6maJa+VIexsTHBwcG8/fbbNG3alK1bt+Lk5IS7uzurV69m+vTp6OjoEBERgZubG87OztXuW9SMxMREycNLTnJcN0ie6wbJc9WKioq4cOHCI7+Xa/F/kqurKz/88EOFgjw2NhYzMzO0tLQqPYWmWbNmpKWloVKpKCsrq7KQf5on1wwfPpzVq1driuozZ84QEhKCrq4ur7zyCleuXAEe3IhpY2ODnp4ev//+O2q1mrt375KVlfXYcRUKhabvPy7dsLKywtjYmHXr1uHm5lbteP38/MjNzSUmJgaA1q1bV7g34dixY7Rt27ba/T0NR0dH5s2bh6+vLwMHDuTgwYOEh4fTp08f+vfvz8iRIxkyZAht2rRh2LBhNRKDEEIIIcQfycz4n1SvXj3WrVtHcHAweXl5qNVqWrZsSXh4OMHBwZXam5mZMX78eDw8PDAxMaGoqAgdHR1KS0ufafxx48bx8ccf4+7ujo6ODjo6OqxduxZdXV0CAwNZsmQJ5eXlaGtrExwcTKNGjejWrRtubm40a9aM5s2bP7b/9u3bs2zZMqytrSt9N2rUKAIDA/noo4+qHa+WlhZBQUGMHTuWvn37Mn78eBYsWMCIESPQ1dXFxMSEJUuWPPV5qK633nqLt956q9L2iRMnMnHixBobVwghhBCiKopyeZvPC1VaWsqGDRvw9fUFYOzYsfj5+eHi4lLLkT29hIQErl69ygcffPBCx314uadNmzZPtUxF/P3IJc+Xn+S4bpA81w2S56o9qW6RmfEXTEdHh8LCQoYPH45SqaRdu3Z06tTpsfskJSVVOfs8cOBAPDw8airUxwoPD+f06dOsWbMGgEOHDrFp06ZK7by8vOjXr98Ljk4IIYQQ4u9BZsbF347MjNcdMsvy8pMc1w2S57pB8ly1J9UtcgOnEEIIIYQQtUSKcSGEEEIIIWqJFONCCCGEEELUEinGhRBCCCGEqCXyNBVRp4SGhrJv3z4aNGgAgK2tLREREXz66afs2rULtVrNm2++yeTJk5/q5UtCCCGEEM9CinFRp5w9e5bw8HBee+01zbajR4+yd+9e4uLi0NbWZty4cdjb2zNo0KBajFQIIYQQdYEU48/ByZMn+fzzz1mxYkVth/KnlJaWsm7dOo4ePap59M7QoUNxd3ev5ciej+LiYi5dukRkZCSZmZnY2NgwZ84cDhw4wJAhQzA0NARgxIgRxMfHSzEuhBBCiBonxbjQWLFiBWVlZXz++edoa2tz//59/vWvf9GpUyfs7e1rO7xKklq3gBvXq9XWJb+Umzdv0qVLF/z8/HBwcGDjxo1MmjSJhg0b0rVrV03bxo0bc/PmzZoKWwghhBBCQ4rxGrJv3z62bt2q+fzxxx9z9epVNmzYgFKpJCsri0GDBuHr68u1a9eYPXs2Ojo6NGnShOzsbKKjo+nWrRvHjx8HYOrUqYwePZrWrVszd+5c7t27x+3btxk5ciQeHh4kJSWxaNEi6tWrR8OGDdHT0yM0NJTo6Gi+/vprFAoFgwYNwsvLq8p4S0tL2bt3L9988w3a2toA1KtXj+joaM3a6eXLl/PTTz9RXl6Ot7c3AwcOxNPTE1NTU+7evcvgwYM5duwYKpWK3377DS8vLw4dOsTVq1eZOXMmffv2ZcuWLXzzzTeUlpZibGzMqlWr+Prrrzl69CgqlYqMjAzGjx/PiBEjnntOmjZtyoYNGzSfx40bx5o1azA1Na2wPry8vBwtLbm3WQghhBA1T4rxGpKens769esxMDBgwYIFfP/991hYWJCTk0N8fDzFxcX06NEDX19fwsLCmDhxIr169WLHjh1kZ2c/st9r164xePBg+vfvz82bN/H09MTDw4MPP/yQsLAwHBwcWLFiBTdv3iQlJYWEhARiYmJQKBR4e3vTvXt37OzsKvV7+/ZtGjRogI7Og1+JmJgY9u7dy/3793nzzTextbUlKyuLzz//nKKiIkaNGkW3bt2AB0tZ+vXrR1xcHPfv3ycqKoo9e/awadMmduzYwcmTJ/nss8/o06cPeXl5bNq0CS0tLcaNG8f58+cByM/PZ+PGjaSnpzNx4sTnXownJiaSkZHBtWvX6NGjB/Cg6Far1ejq6pKYmIiFhQUAp06dQl9fn8TExOcag3g2koeXn+S4bpA81w2S56cnxXgNadiwIbNmzaJevXqkpaXRoUMHABwdHdHR0UFHRwd9fX0AUlNT6dixIwDOzs7s3r27Un/l5eUAmJubs3nzZr755huMjIwoLS0FIDc3FwcHB00fCQkJJCcnk5OTg7e3NwB37twhIyOjymLcxMSEvLw81Go12traeHh44OHhwbZt2/jvf/9LcnIyFy9exNPTE3gwk56TkwM8eCLJQ05OTgAYGxtjb2+PQqGgQYMGFBUVoaWlhVKpZNq0aRgaGnLjxg1N/K1atQLA0tKS4uLiap3jdhdTqnyt7KMYGxsTHBzM22+/TdOmTdm6dStOTk64u7uzevVqpk+fjo6ODhEREbi5uckrff8C5NXKLz/Jcd0gea4bJM9VKyoq4sKFC4/8XorxGnDv3j1WrlzJt99+C8C7776rKaarelyeo6MjZ8+epVevXpw7d06zvbS0lPv376NUKklJSQEgKiqKDh064OHhwYkTJzh69CjwYJ1zSkoKLVq00PRhZ2dHixYtiIyMRKFQsGnTJhwdHauMWalU0r9/fyIiIpg6dSpaWloUFRVx7tw5rK2tsbOzo3PnzixZsoSysjLWrFmDtbV1pWN63OMAr1xQFaT8AAAgAElEQVS5wsGDB4mNjaWwsJARI0Y89rw8b46OjsybNw9fX1/UajWNGzcmPDwcKysrkpOTGTlyJCUlJbi6ujJs2LAaj0cIIYQQQorx5+T48eMVlla0b9+e4cOHY2hoSP369cnNzdUUr//L39+fgIAAoqKiMDY21iwV8fLywt3dHWtra6ysrADo3bs3CxcuZPfu3ZiYmKCtrU1xcTEffvghAQEBGBoaolQqsbCwoFWrVnTt2pUxY8ZQXFxMu3btNEsxqjJjxgwiIyMZO3YsOjo65Ofn07dvX959910MDAw4deoUHh4eFBQU0LdvX4yMjJ7qHDVv3hwDAwNGjBiBrq4ujRo1Ijc396n6+LPeeust3nrrrUrbJ06cyMSJE19oLEIIIYQQivKHU5Oi1sTHx9O+fXuaN29ObGwsZ86cISQk5Kn62Lp1KwMHDsTMzIwVK1agVCqZPHlyDUVcux5e7mnTps1TLVMRfz9yyfPlJzmuGyTPdYPkuWpPqltkZvwvwNLSkqlTp2JgYICWlhbBwcFP3UfDhg3x8fHB0NAQY2NjQkNDq2x36NAhNm3aVGm7l5cX/fr1e+pxhRBCCCHEs5Ni/C/AxcWFuLi4P9XHgAEDGDBgwBPbubq64urq+qfGEkIIIYQQz4c8TFkIIYQQQohaIsW4EEIIIYQQtUSKcSGEEEIIIWqJFONCCCGEEELUEinGhRBCCCGEqCVSjIs65+DBg3Ts2FHzedWqVQwcOJAhQ4Ywa9YsioqKajE6IYQQQtQldaoYv3r1KhMmTMDT05O3336blStX8rh3HuXk5HD48OEXGGHV+vTpU6FATE1NxdPT85n7O3DgADdv3qx2++XLlzNixAjGjh3LnTt3qmyzfv16vL298fHxYdy4cVy4cAGAX375hZ9++umRff/vsdW09PR0li5dqvl88uRJ9uzZw65du9i9ezf5+flER0e/sHiEEEIIUbfVmWL87t27TJs2jYCAAKKjo9mxYwfJycl8/vnnj9znxIkTnDlz5gVG+WJ89tln5OfnV6utSqVi586dxMXF0bRpU06cOFGpTUpKCocPH+Y///kPUVFR+Pv7ExAQAMA333xDSkrKc43/oaTWLfjJSKdaPwCFhYXMmDGD2bNna/ooKyujuLgYlUpFSUkJRUVF8lZPIYQQQrwwdealP4cOHaJz587Y2NgAoK2tzdKlS1EqlajVahYsWMCNGze4ffs2PXv2ZMqUKaxfvx6VSkXHjh2xtrYmMDAQABMTE4KDgzEyMmLRokVcuHABc3NzsrOzWbt2LQBz586ltLQUhULBvHnzaNWqFb1798bOzg5bW1uOHj1KbGwsJiYmxMTEUFBQwHvvvffUx3X8+HEiIiLQ09PTxDV79mx8fX1p27Ytb7zxBv7+/vTr1w8fHx+GDRvG5cuXmTVrFjExMWzZsoU9e/ago6NDp06dmDFjRoX+9fX1ad++PQEBAeTm5tKtW7dKMZiZmZGTk8POnTvp2bMnTk5O7Ny5k5s3b7Jr1y6USiWtW7dm8eLF7Ny5EwA/Pz98fHw0fVy/fp358+driuElS5ZgaWn51OfjcRYsWIC7uzstW7bUbOvatSv/93//R+/evVEqldja2uLu7v5cxxVCCCGEeJQ6U4zn5ubStGnTCtvq1asHQFZWFh06dGDkyJEUFRXRs2dP/Pz8mDBhAmlpabi6ujJq1CiCg4Np0aIFsbGxREZG0rZtW/Ly8ti5cye3bt2if//+AISFheHp6Unfvn25fPkyAQEBxMXFcf36deLi4jA1NaV+/frs2bOHsWPHEh8fz+rVqx8bv4+PD1paDy5kFBYWYmBgQHl5OfPnz2fbtm1YWFiwefNm1q5dS//+/Tl27BgmJibo6elx/PhxunTpQlFREW+++SaxsbEsXLiQX3/9lb179/L555+jo6PDlClTOHLkCL1799aMe+nSJfLz8/n111+ZMmUKBQUFFBcXY2ZmpmljZmbG2rVr2bJlC5988gn6+vpMnTqVN954g+HDh2Nubk67du3Q19cnJSUFc3NzsrKyaNeunaaPpUuX4unpSa9evfjxxx9ZtmwZy5cv/3NJ/4PQ0FDy8vKwtbXlwoULqNVqEhMT+fbbb7l06RKrVq1CR0eHTz/9lOnTp+Pt7f3cxhZ/TmJiYm2HIGqY5LhukDzXDZLnp1dninErKysuXbpUYVtmZiY3btzAycmJ8+fPc+LECYyMjCguLq60f2pqKosWLQKgpKQEW1tb0tLS6NChA/CgILWzs9O0dXFxAcDJyYkbN24AYGpqiqmpKQBubm5MnToVFxcXzM3NMTc3f2z8UVFRmuUTqampLFy4kNu3b2NkZISFhQUALi4uhIeHM3HiRCZNmoSpqSnjx4/nP//5D8eOHatQZAOkpaXRvn17lEolAJ06deLq1asV2vn5+fHJJ59Qr149PD09adSoEZ6engwePFjT5tq1axgZGRESEgLA+fPnmTBhAp07d64w3siRI4mLi8PKyoo333yzwnfJycl8+umnREZGUl5eronpeTl9+jQqlYrFixdTUlJCSUkJixcvpkGDBowdO5bu3bsDoFAoWLJkCc7Ozs91fPFsEhMTJRcvOclx3SB5rhskz1UrKirS3EtXlTqzZrx379589913ZGRkAA8K6tDQUJKTk4mLi8PY2Jjly5fj4+ODSqWivLwcLS0tysrKALC1tWXp0qVER0czY8YMevXqhYODAz///DMAd+7cIT09HQB7e3tOnz4NwOXLlzWF9sOZbXjwx4GxsTHr1q3Dzc3tmY7J1NSU/Px8cnNzATh16hQ2NjY0aNAAfX199u7dS48ePbCysmLz5s2amXuFQkF5eTl2dnYkJSVRWlpKeXk5P/30E7a2thXGKCkpQalUYmVlhZubG+fOndMs9Xnol19+YeHChZobMW1tbTE2NkZbWxuFQqE5hwMGDOD48eMcOHCgUjFuZ2eHv78/0dHRLFq0iDfeeOOJx9/uYgou+aXV+tm5cydff/01X331FevXr0dfX5+vvvoKZ2dnDhw4oDkHBw4coH379s+UDyGEEEKIp1VnZsaNjIwIDQ1l3rx5lJeXc//+fXr37o2HhwcpKSlMmzaNxMREDAwMaN68Obm5uTg6OrJ27Vpat27NwoULmTVrFmq1GoCgoCBsbGw4duwYo0ePxtzcHH19fZRKJTNnzmT+/PlERUVRWlpKUFBQlTGNGjWKwMBAPvroo2c6JoVCQWBgIFOmTEGhUNCgQQPN7LSrqytxcXGYmJjQvXt3YmJiaNasGQAdO3Zk5syZREVFMXDgQMaMGUNZWRnOzs707du3whghISHMnDkTbW1tGjduzLJlywgLC2Pz5s2aNv379yc1NZWRI0diaGhIeXk5M2fOxNjYmDZt2hAWFoa9vT1dunTBxcWFW7duYWJiUmGcWbNmaQp6lUrF3Llzn+mcPK2JEycSEhLC4MGD0dXVpWXLlnz44YcvZGwhhBBCCEX5457tJx4rNTWVK1euMHjwYG7fvs2QIUM4cuQIurq61do/ISGBq1ev8sEHH9RwpH8dCxcu5I033qBr167P3MfDyz1t2rSRJ5+85OSS58tPclw3SJ7rBslz1Z5Ut9SZmfGaYGlpybJly9i8eTNqtRp/f/9qF+Lh4eGcPn2aNWvWAA+e9rJp06ZK7by8vOjXr9/zDLvW+Pj48Morr/ypQlwIIYQQ4mUixfifYGhoqHmU4dOaNm1ahc+urq64uro+j7D+sqKiomo7BCGEEEKIv5Q6cwOnEEIIIYQQfzVSjAshhBBCCFFLpBgXQgghhBCilkgxLoQQQgghRC2RYlwIIYQQQohaIsW4qHMOHjxIx44dNZ/379/PiBEjGDJkCBMmTOD27du1GJ0QQggh6hIpxmvIyZMnmTp1am2H8ad5enri5uaGp6en5qe4uPi5jhEXF8eyZcuea5+Pkp6eztKlSzWfz58/z5IlS1i5ciVff/01NjY2rFix4oXEIoQQQgghzxkXT7R06VLs7e1rO4w/rbCwkBkzZjB79mz8/f0BiI+P5+2338ba2hqAKVOmkJeXV5thCiGEEKIOkWL8Bdq3bx9bt27VfP7444+5evUqGzZsQKlUkpWVxaBBg/D19eXatWvMnj0bHR0dmjRpQnZ2NtHR0XTr1o3jx48DMHXqVEaPHk3r1q2ZO3cu9+7d4/bt24wcORIPDw+SkpJYtGgR9erVo2HDhujp6REaGkp0dDRff/01CoWCQYMG4eXl9dTHMmTIEGxsbNDV1WXRokXMnTtXs7xj3rx5tGzZkv79+/Paa6/x66+/0rBhQ1atWkVJSQlz5swhJyeHkpIS5s+fD8C5c+fw8fHh1q1bjBkzBnd39yfGkNS6Bdy4/sR2LvmlACxYsAB3d3datmyp+S49PZ2WLVvi6+tLdnY2jo6OBAQEPPX5EEIIIYR4FlKMv0Dp6emsX78eAwMDFixYwPfff4+FhQU5OTnEx8dTXFxMjx498PX1JSwsjIkTJ9KrVy927NhBdnb2I/u9du0agwcPpn///ty8eRNPT088PDz48MMPCQsLw8HBgRUrVnDz5k1SUlJISEggJiYGhUKBt7c33bt3x87O7pH9z5o1CwMDAwDefPNNRo4cSUFBAZMmTeLVV1/lo48+okuXLnh4eJCens6cOXPYtm0bmZmZbN68GUtLS0aPHs358+f5+eefadKkCStWrCA5OZkffviB+vXro6Ojw8aNG8nOzmbChAnVKsarKzExkQMHDpCXl4etrS0XLlxArVaTmJjIrVu3SEhIYO7cudSvX59t27YxefJkpk+f/tzGF39OYmJibYcgapjkuG6QPNcNkuenJ8X4C9SwYUNmzZpFvXr1SEtLo0OHDgA4Ojqio6ODjo4O+vr6AKSmpmpuMnR2dmb37t2V+isvLwfA3NyczZs3880332BkZERp6YOZ4NzcXBwcHDR9JCQkkJycTE5ODt7e3gDcuXOHjIyMxxbjj1qmYmtrC0BycjInTpxg7969ANy9excAU1NTLC0tAbC0tKSoqIi0tDR69uypOW5HR0fi4uJ49dVXUSgUNGrUCJVKVd1TWi3Ozs6EhISgUqlYvHgxJSUllJSUsHjxYszMzHBxccHV1RUAExMT/vnPf+Ls7PxcYxDPJjExUXLxkpMc1w2S57pB8ly1oqIiLly48MjvpRh/Qe7du8fKlSv59ttvAXj33Xc1xbRCoajU3tHRkbNnz9KrVy/OnTun2V5aWsr9+/dRKpWkpKQAEBUVRYcOHfDw8ODEiRMcPXoUgMaNG5OSkkKLFi00fdjZ2dGiRQsiIyNRKBRs2rQJR0fHZzomLS0tTZ9vvvkmQ4cO5ffffyc2NvaRx2Vvb8/58+fp27cvmZmZRERE0K1btyrbPkm7iyno6elVq+3OnTs1/87KymLo0KF89dVXHD58mKVLl/Kvf/0LU1NTvvnmG9q2bfvUsQghhBBCPAspxmvQ8ePHGTFihOZz+/btGT58OIaGhtSvX5/c3FzNjYP/y9/fn4CAAKKiojA2NkZH50GqvLy8cHd3x9raGisrKwB69+7NwoUL2b17NyYmJmhra1NcXMyHH35IQEAAhoaGKJVKLCwsaNWqFV27dmXMmDEUFxfTrl07LCws/tRxTpw4kblz57Jjxw7y8/OZPHnyI9uOHj2agIAA3nnnHdRqNQEBAVy9evVPjf9n9OnThxs3buDp6UlZWRlWVlYEBQXVWjxCCCGEqFsU5Q+nZ8VfSnx8PO3bt6d58+bExsZy5swZQkJCnqqPrVu3MnDgQMzMzFixYgVKpfKxhfLfxcPLPW3atKn2zLj4e5JLni8/yXHdIHmuGyTPVXtS3SIz439RlpaWTJ06FQMDA7S0tAgODn7qPho2bIiPjw+GhoYYGxsTGhpaZbtDhw6xadOmStu9vLzo16/fU48rhBBCCCGqR4rxvygXFxfi4uL+VB8DBgxgwIABT2zn6uqquYFRCCGEEEK8OPIGTiGEEEIIIWqJFONCCCGEEELUEinGhRBCCCGEqCVSjAshhBBCCFFLpBgXQgghhBCilsjTVESdcvDgQWbMmMHZs2cBGDFiBCqVCqVSCcDQoUN57733ajNEIYQQQtQhUoyLOiM9PZ2lS5dqPhcUFJCRkcGPP/6oKcaFEEIIIV4kWaZSg06ePMnUqVNrO4w/raSkhNWrV+Ph4YGnpyfvvvsu586d03y/ZcsWAOLi4li2bFlthflYhYWFzJgxg9mzZ2u2JSUlYWhoyHvvvcfQoUMJDg5GpVLVYpRCCCGEqGtkZlw80cqVK1Gr1WzZsgUtLS2ys7P517/+xdq1a2natClr167lnXfeeeFxJbVuATeuP7GdS34pCxYswN3dnZYtW2q2379/n86dOzN37lwMDAzw9/dn+fLlzJ07tybDFkIIIYTQkGL8Bdu3bx9bt27VfP7444+5evUqGzZsQKlUkpWVxaBBg/D19eXatWvMnj0bHR0dmjRpQnZ2NtHR0XTr1o3jx48DMHXqVEaPHk3r1q2ZO3cu9+7d4/bt24wcORIPDw+SkpJYtGgR9erVo2HDhujp6REaGkp0dDRff/01CoWCQYMG4eXl9ciY4+PjOXToEFpaDy6kNGnSBA8PD3bt2oVSqeTOnTssXLiQdu3ace7cOXx8fLh16xZjxozB3d2dU6dOsWLFCrS1tWnatCmLFy9m9+7dfPHFF5SVlfHvf/+br776ioyMDIqKihg3bhyDBg16buc8NDSUvLw8bG1tuXDhAmq1msTERExMTBg9ejSpqakA9OzZk4iIiGq9tVS8OImJibUdgqhhkuO6QfJcN0ien54U4y9Yeno669evx8DAgAULFvD9999jYWFBTk4O8fHxFBcX06NHD3x9fQkLC2PixIn06tWLHTt2kJ2d/ch+r127xuDBg+nfvz83b97E09MTDw8PPvzwQ8LCwnBwcGDFihXcvHmTlJQUEhISiImJQaFQ4O3tTffu3bGzs6vU7++//06DBg3Q0an4q9K0aVOSkpIIDQ1ly5YtLFy4kLi4OHR0dNi4cSPZ2dlMmDCBUaNGMX/+fGJiYmjYsCERERHs2rULHR0d6tevz9q1a8nPzycgIIAvvvgCQPOHxvNy+vRpVCoVixcvpqSkhJKSEhYvXoy3tzfW1ta4uLgAoKuri6GhIc7Ozs91fPHsEhMTJR8vOclx3SB5rhskz1UrKiriwoULj/xeivEXrGHDhsyaNYt69eqRlpZGhw4dAHB0dERHRwcdHR309fUBSE1NpWPHjgA4Ozuze/fuSv2Vl5cDYG5uzubNm/nmm28wMjKitLQUgNzcXBwcHDR9JCQkkJycTE5ODt7e3gDcuXOHjIyMKotxY2Nj7ty5Q2lpaYWC/Nq1a1haWlZq/+qrr6JQKGjUqBEqlYpbt26Rm5uLn58fACqV6v9j797jer7/x//fXvV6lQ4vOlGSQ0kyEaO3tzmN4k1mZEaF3k4z54nQKhEtFasxw0hvvimbLOQwTHuPzcZWXPTOeBOLEuWQQ+jc7w8/r896K7SiTffr5dLl8no9n4/n43F/Pu/9cX89Xo/X80mPHj1o0aIF1tbWABgaGrJw4UIWLlxIfn4+b7/99nNdy46n09HV1X1mu+2/e52VlcWQIUPYtWsXcXFxhIWFsWXLFlQqFZs2barVGXkhhBBCiGeRYvwlunfvHqtWreK7774DYPz48ZpiWqFQPNHezs6OkydP0qdPnwo/mCwpKeH+/fuoVCrS09MBiI6OplOnTnh6enLs2DEOHz4MgIWFBenp6dja2mr6sLGxwdbWlqioKBQKBZs2bcLOzq7SmHV0dBg0aBCRkZHMnTsXLS0tMjMziYuL4/PPPwf+7wNBZedhbGyMhYUFa9asQa1Wk5SUhL6+PlevXtUse8nNzeX06dN89tlnFBYW0qdPH4YOHfrEbHxtc3d3JzMzEzc3N0pLS+nWrRvTp09/oWMKIYQQQvyeFOMv2NGjRxk+fLjmvaOjI25ubujr69OwYUNyc3OxsrKq9FgfHx/8/PyIjo5GrVZrilMvLy9GjRqFlZUVlpaWAPTt25fFixeze/dujIyM0NbWpqioiEWLFuHn54e+vj4qlQpzc3Ps7e3p3r07Hh4eFBUV0bFjR8zNzas8Bx8fHz799FNGjhyJSqVCR0eH4OBgmjdvDkDr1q3x8fHhjTfeeOJYLS0t/P39mTx5MuXl5RgYGBAeHs7Vq//3w8vGjRtz/fp1hg0bhr6+PhMmTHhhhbiVlZXmHuNaWlosWLCABQsWvJCxhBBCCCGeRVH++2lN8aeSmJiIo6MjLVu2JD4+nhMnTrBs2bJq9REbG8ugQYMwMTEhMjISlUrFjBkzXlDEL8fjtVcODg7PtUxF/HXJ+sNXn+S4fpA81w+S58o9q26RmfE/saZNm+Lt7Y2enh5aWlqEhIRUuw9TU1MmTJiAvr4+arWa0NDQStslJSWxadOmJ7Z7eXnRv3//ao8rhBBCCCGeTYrxPzEnJycSEhJq1MfAgQOf61Z9zs7OODs712gsIYQQQghRPfIETiGEEEIIIeqIFONCCCGEEELUESnGhRBCCCGEqCNSjAshhBBCCFFH5Aecol45dOgQ8+bN09xrfPjw4RQUFKBSqQAYMmQIkyZNqssQhRBCCFGPSDEu6o2MjAzCwsI07x88eMDly5f56aefNMW4EEIIIcTLJMV4LcjMzCQ8PJzbt29TXFyMvb09Pj4+GBoaatqcOXOGpKSkKh+4c+TIEa5evcqoUaOqNXZZWRnr16/nyJEjaGtrAxAQEEDbtm3/+An9zi+//IJarcbe3v4P99GvXz++/vprdHV1uX79OhMmTGDSpElYWFgwe/ZsbG1tAbh//z5WVlasWLECHR2dWon/sYcPHzJv3jx8fX3x8fEBIDU1FX19fSZNmsStW7fo3r07c+bMoUGDBrU6thBCCCFEVaQYr6GCggKmTZtGcHAwjo6OAOzYsYO5c+fy+eefa9q1a9eOdu3aVdlP7969/9D4UVFR5OXlsWXLFrS0tEhNTWXatGns37+/VmZ7v/rqK1xdXWtUjD+Wk5PDe++9xwcffICLiwvHjx/n73//O5GRkZo2c+fO5dtvv32ue6OntreFa1ef2c4pv4TAwEBGjRpV4UPK/fv36datG/7+/ujp6eHj48PHH3+Mv7//HztBIYQQQohqkmK8hr777jucnJw0hTiAm5sbW7duZf78+dy9e5fbt28zceJE9u3bR2RkJPHx8cTGxtKoUSNUKhWurq4AXLx4EXd3d+bOnYuFhQWZmZl06NCBoKCgKsf/8ssvSUhIQEvr0W9xO3bsyPbt21GpVPz6668sXboUbW1tdHV1Wbp0KWVlZcyZM4dt27YBMHLkSCIiItixYwdZWVncvHmT7OxsPvzwQ4yNjfn+++85ffo0tra2jB49GhsbG6ytrTl8+DDx8fEYGRkRFxfHgwcPnrrWOjs7m+nTpxMQEMAbb7xRaZuioiJyc3Np1KhRtfPwNLGxsSiVSkaMGEFWVpZm+/8+6Oj9999n5syZUowLIYQQ4qWRYryGMjMzadGixRPbraysSE5OxsvLi3HjxnH8+HEAbt26RVRUFDt37kRHRwcvL68njs3IyGDjxo3o6enh4uLC9evXady4caXjFxQUPFG8GhsbA4+Wq3z00Ue0a9eOQ4cOERoayvz586s8Fx0dHaKiojh69CjR0dFs3LiRXr164erqiqWlJVevXiUhIQFjY2MaNmzI3r17GT16NImJiaxevfqp12nWrFk0aNCAmzdvVth+7Ngxxo4dy82bN9HS0mLkyJF07979qX1V15YtWygqKmLAgAGUlJTw8OFDBgwYwKBBg2jcuLHmG4uLFy9SWlpKSkpKrY4vakby8eqTHNcPkuf6QfJcfVKM15C5uTmpqalPbM/IyKBr165YW1tX2H758mVat26Nnp4eAJ07d37i2BYtWmjWmzdu3JjCwsIqx2/YsCH5+fkV1qd/8803dO/endzcXE2h6eTkxMcff/zE8eXl5ZrXj9taWFhQVFT0RFtjY2NNoT9ixAi8vb1xcnLCzMwMMzOzKmMECAkJwczMDA8PD1577TVat24NoFmmkpeXx4QJE7CysnpqP7/X8XQ6urq6z2z39e9eZ2VlMWTIEA4ePEhcXBwJCQmMGDEClUpFXFwcbm5udOnS5bljEC9WSkqK5OMVJzmuHyTP9YPkuXKFhYWkpaVVuV/uM15Dzs7O/PjjjxUK8vj4eExMTNDS0kKhUFRo36JFCy5evEhBQQFlZWWVFvL/e8zTuLm5sXr1ak1RfeLECZYtW4aOjg5NmjTh7NmzwKMfYrZq1QpdXV1u3rxJaWkpd+/erbBso7JxFQqFpu/HS2EALC0tUavVrFu3jhEjRjwzTjs7O5o2bYqvry+zZ8+moKCgwn5jY2OWL19OQEAAubm5z33+NeHu7o6TkxNubm4MGjQIfX19pk+f/lLGFkIIIYQAmRmvMQMDA9atW0dISAi3b9+mtLSUtm3bEhERQUhIyBPtTUxMeO+99/D09MTIyIjCwkKUSiUlJSV/aPyJEyeycuVKRo0ahVKpRKlUsnbtWnR0dAgODmbp0qWUl5ejra1NSEgIjRs3pkePHowYMYIWLVrQsmXLp/bv6OjIihUrKp2xHjlyJMHBwSxfvvy54x04cCDff/89QUFBDBs2rMI+W1tbxo4dS3BwMKtWrXruPqvDyspKc49xLS0tFixYwIIFC17IWEIIIYQQz6Io//06BfHClZSUsGHDBqZOnQrA6NGjmT17Nk5OTnUcWfXt27eP8+fP88EHH7zUcR9/3ePg4PBcy1TEX5d85fnqkxzXD5Ln+kHyXLln1S0yM/6SKZVKHj58iJubGyqVio4dO9K1a9enHpOamlrp7POgQYPw9PR8UaE+VUREBMnJyaxZswaApKQkNl4wLZoAACAASURBVG3a9EQ7Ly8v+vfv/5KjE0IIIYT4a5CZcfGXIzPj9YfMsrz6JMf1g+S5fpA8V+5ZdYv8gFMIIYQQQog6IsW4EEIIIYQQdUSKcSGEEEIIIeqIFONCCCGEEELUESnGhRBCCCGEqCNSjIt65dChQ3Tu3PmJ7R999BHvv/9+HUQkhBBCiPrsL1uMnz9/nsmTJzN27FjeeecdVq1axdPu0pidnc233377EiOsWk5ODo6Ojnz99dfPbPvf//6XX375pUbjJScnM3z4cIYMGcK///3vJ/Zv376d+fPnV9h25swZPDw8quyzX79+FBYWVth25MgRvvzyy0rbZ2VlMXLkyD8Qfe3JyMggLCzsie379u1j9+7ddRCREEIIIeq7v2QxfvfuXebMmYOfnx8xMTFs27aNc+fO8cUXX1R5zLFjxzhx4sRLjLJqCQkJeHl5ERcX98y2Bw8eJD09vUbjbdmyhVmzZhEQEFBpsTx48GB++uknHjx4oNm2fft2Ro0aVa1xevfuXe1jaiK1vS2/GCqf+Qfw8OFD5s2bh6+vb4U+Lly4QFRUFNOnT39pcQshhBBCPPaXfAJnUlIS3bp1o1WrVgBoa2sTFhaGSqWitLSUwMBArl27Rl5eHr1792bmzJmsX7+egoICOnfujJWVFcHBwQAYGRkREhKCoaEhQUFBpKWlYWZmxpUrV1i7di0A/v7+lJSUoFAoCAgIwN7enr59+2JjY4O1tTWHDx8mPj4eIyMj4uLiePDgAZMmTao09vLycnbt2kVcXBzTpk3j3Llz2NnZkZCQwMWLF/Hx8aGwsJBBgwaxdetWduzYgUqlon379ty7d49PPvkEXV1dTdwlJSXMnj2b8vJyiouLCQoKom3bthXGdHV15bPPPsPIyIjx48c/EZOenh79+vXj4MGDDBs2jKKiIo4cOcK8efMoLi5m0aJFXLp0ibKyMmbPnk23bt0AWLx4MVlZWQCsXr2apKQkzTmsWbOGQ4cOUVpaioeHBz179tSM9/PPPxMZGYm2tjbNmzdnyZIlZGVl8eGHH6JUKtHW1iY8PBxzc/Oa/aP8TmBgIKNGjapwbe7fv8+8efMIDQ0lLS2t1sYSQgghhHhef8liPDc3l+bNm1fYZmBgADxaDtGpUyfeffddCgsL6d27N7Nnz2by5MlcvHgRZ2dnRo4cSUhICLa2tsTHxxMVFUWHDh24ffs227dv59atWwwYMACA8PBwxo4di4uLC2fOnMHPz4+EhASuXr1KQkICxsbGNGzYkL179zJ69GgSExNZvXp1lbH/9NNP2NnZYWJiwjvvvENsbCxBQUGVtjU3N8fNzQ0zMzM6dOiAs7MzW7duxdzcnM2bN7N27Vq6deuGWq3m448/Jj09nfz8/Ap9FBQU8O9//xttbW3Ky8v529/+pvkA8HsjR45kxYoVDBs2jEOHDtGnTx8aNGhAXFwcxsbGhISEkJeXx5gxY9i7dy8A77zzDl27dsXX15ejR49q+vr11185cuQI8fHxFBUV8fHHH9OjRw/g0YeRhQsXEhcXh6mpKZ988gk7duyguLiY9u3b4+vrS3JyMnfu3Km1Yjw0NJTbt29jbW1NWloapaWlpKSksGrVKnr16sW9e/fIyMjgzp07pKSk1MqYovZITl59kuP6QfJcP0ieq+8vWYxbWlry66+/VtiWmZnJtWvXaNeuHf/5z384duwYhoaGFBUVPXH8hQsXNAVwcXEx1tbWXLx4kU6dOgFgYmKCjY2Npq2TkxMA7dq149q1awAYGxtjbGwMwIgRI/D29sbJyQkzMzPMzMyqjH3btm1kZWUxceJEiouLOXv2LD4+PhXaVLb2PS8vD0NDQ02B6uTkREREBPPmzSMjI4Np06ahVCqZOnVqheOio6MxNjZm2bJlzJ07l4kTJ6JUKtm4cWOFdu3bt+fu3bvk5OSQkJDAggULADh37hwpKSmkpqYCUFJSQl5eHgAODg4AmJmZUVBQoOnrt99+o2PHjmhra6Onp0dAQIBmBv3WrVvk5uYye/Zs4NGHhR49ejB16lQ2bNjApEmTUKvVeHt7V3kNqys5OZmCggKWLFlCcXExxcXF+Pr6kpmZye3bt/nuu++4c+cO9+7dY926dWzYsKHWxhY1I49WfvVJjusHyXP9IHmuXGFh4VO/gf9LFuN9+/bl888/x8PDgxYtWlBcXExoaChvvPEGZ86cQa1Ws2TJEi5dusS2bdsoLy9HS0uLsrIyAKytrQkLC8PS0pKUlBSuX7+Orq4uu3btAuDOnTtkZGQA0Lp1a5KTk3F2dubMmTOaQltL6/+W21taWqJWq1m3bh0jRoyoMu5bt25x6tQpDh06hLa2NgABAQHs2LEDU1NTrl+/DsDp06c1xygUCsrKyjA2NiY/P5/c3FyaNGnCzz//TKtWrTh+/DhNmjQhOjqakydPEhERQUxMjOb4oqIiVCoVALNnz2bQoEFV/jBzxIgRxMTEUFBQQJs2bQCwsbHBwsKCKVOmUFBQwNq1a2nUqJEmtsrY2NiwdetWysrKKC0tZfLkySxcuBB49CHGwsKCNWvWoFarSUpKQl9fn6SkJLp06cKMGTPYs2cPUVFRLFu2rMprCdDxdDq6urpPbQOw/Xevs7KyGDJkCN98802FNgkJCRw4cIDPP//8mf0JIYQQQtSWv2QxbmhoSGhoKAEBAZSXl3P//n369u2Lp6cn6enpzJkzh5SUFPT09GjZsiW5ubnY2dmxdu1a2rdvz+LFi1mwYAGlpaXAo9vatWrViiNHjuDu7o6ZmRkNGjRApVIxf/58Fi5cSHR0NCUlJXz00UeVxjRy5EiCg4NZvnx5lXHv2rWLAQMGaArxx8fNnz+fL7/8kq1bt+Lh4UH79u01y24cHBwIDw+ndevWBAcHM3PmTBQKBY0aNWLZsmUoFAq8vb3ZvHkzWlpaT/wQccKECXz44YeMHj2a0tJSIiMj+de//sXZs2ext7ev0HbIkCG8+eab+Pv7a7a5u7sTEBDAmDFjyM/Px9PTs8IHkcq0a9eOXr164eHhQVlZGR4eHujo6ACPPsT4+/szefJkysvLMTAwIDw8XLN++9NPP0VLS4sPP/zwqWMIIYQQQrwKFOVPux9gPXLhwgXOnj3L4MGDycvL46233uLf//63poh8ln379nH+/Hk++OCDFxypePx1j4ODw3PNjIu/LvnK89UnOa4fJM/1g+S5cs+qW/6SM+MvQtOmTVmxYgWbN2+mtLQUHx+f5y7EIyIiSE5OZs2aNcCju71s2rTpiXZeXl7079+/NsMWQgghhBB/YVKM///09fU1tzKsrjlz5lR47+zsjLOzc22EJYQQQgghXmF/yYf+CCGEEEII8SqQYlwIIYQQQog6IsW4EEIIIYQQdUSKcSGEEEIIIeqIFONCCCGEEELUESnGRb1y6NAhOnfuDDx6OmlgYCCurq64uroSGhqqeRCUEEIIIcTLIMV4LTh+/Dje3t51HUaN9evXj9GjRzN27Fg8PT0ZNmwY//nPf2ql7xkzZtRKPzWRkZFBWFiY5n1sbCy3bt1iz549JCYmcvLkSb7++us6jFAIIYQQ9Y3cZ1xUEB0drXk61Pfff8/q1av5/PPPa9zv6tWra9xHTTx8+JB58+bh6+uLj48PAOPHj2fMmDFoaWlx69Yt7t69S6NGjeo0TiGEEELUL1KMvyD79+8nNjZW837lypWcP3+eDRs2oFKpyMrKwtXVlalTp3Lp0iV8fX1RKpU0a9aMK1euEBMTQ48ePTh69CgA3t7euLu70759e/z9/bl37x55eXm8++67eHp6kpqaSlBQEAYGBpiamqKrq0toaCgxMTHs2bMHhUKBq6srXl5ez30O2dnZNGzYEHg0a/7111+jq6vLihUrsLGx4c0332T27NmUl5dTXFxMUFAQrVq14oMPPiA/P5+CggLmzZtHt27dNOfy888/awrzgoICwsLCUKlUzJ07FwsLCzIzM+nQoQNBQUHPjC+1vS1cu/rMdk75JQQGBjJq1Cjatm1bYZ9KpWLFihXExsbi4OBA165dn/v6CCGEEELUlBTjL0hGRgbr169HT0+PwMBAfvjhB8zNzcnOziYxMZGioiJ69erF1KlTCQ8PZ8qUKfTp04dt27Zx5cqVKvu9dOkSgwcPZsCAAeTk5GiWlCxatIjw8HDatGlDZGQkOTk5pKens2/fPuLi4lAoFIwbN46ePXtiY2NTZf8TJkygsLCQ3NxcevXqxYIFC6psm5qailqt5uOPPyY9PZ38/HwuX77MjRs32LRpEzdv3iQjI6PCMefPn2f58uWYm5uzbt069u/fz5AhQ8jIyGDjxo3o6enh4uLC9evXady4cbWve2VCQ0O5ffs21tbWpKWlUVpaSkpKimZ/37596dWrF1FRUcycOZOpU6fWyriidvw+V+LVJDmuHyTP9YPkufqkGH9BTE1NWbBgAQYGBly8eJFOnToBYGdnh1KpRKlU0qBBAwAuXLig+VFhly5d2L179xP9lZeXA2BmZsbmzZs5ePAghoaGlJSUAJCbm0ubNm00fezbt49z586RnZ3NuHHjALhz5w6XL19+ajH+eJlKREQEWVlZmJqaVhlL7969ycjIYNq0aSiVSqZOnUqbNm0YPXo0c+bMoaSkhLFjx1Y41tzcnI8++gh9fX1ycnJ4/fXXAWjRogWGhoYANG7cmMLCwue4ys8nOTmZgoIClixZQnFxMcXFxSxZsoTAwEBMTEywtrbWtA0ODqZLly61NraomZSUFMnHK05yXD9InusHyXPlCgsLSUtLq3K/FOMvwL1791i1ahXfffcd8Ght8uMCVqFQPNHezs6OkydP0qdPH06dOqXZXlJSwv3791GpVKSnpwOPiuVOnTrh6enJsWPHOHz4MAAWFhakp6dja2ur6cPGxgZbW1uioqJQKBRs2rQJOzu75zqH2bNn4+XlRVxcHKNHj0ZHR4fc3FysrKw4e/YsrVu35vjx4zRp0oTo6GhOnjxJREQEAQEB3L9/n/Xr15Obm4u7uzt9+/bV9BsQEMChQ4cwNDRkwYIFT70uz9LxdLpmffvTbP/d66ysLIYMGcKuXbv47LPPOHXqFGvWrEFLS4vdu3fTrVu3aschhBBCCPFHSTFeS44ePcrw4cM17x0dHXFzc0NfX5+GDRtqCtnK+Pj44OfnR3R0NGq1GqXyUVq8vLwYNWoUVlZWWFpaAo+WVCxevJjdu3djZGSEtrY2RUVFLFq0CD8/P/T19VGpVJibm2Nvb0/37t3x8PCgqKiIjh07Ym5u/lzno6WlxUcffcTo0aNxcXFh0qRJTJ48mWbNmmnWkdvb2+Pt7c3mzZvR0tJi+vTptGrVis8++4ydO3eiUqmYNWtWhX6HDh3KyJEjadiwIWZmZuTm5lb7WteW9957j5CQEIYOHYqWlhavv/46c+fOrbN4hBBCCFH/KMofT02KOpOYmIijoyMtW7YkPj6eEydOsGzZsmr1ERsby6BBgzAxMSEyMhKVSvWnuJ3gi/D46x4HB4fnmhkXf13yleerT3JcP0ie6wfJc+WeVbfIzPifQNOmTfH29kZPTw8tLS1CQkKq3YepqSkTJkxAX18ftVpNaGhope2SkpLYtGnTE9u9vLzo379/tccVQgghhBB/nBTjfwJOTk4kJCTUqI+BAwcycODAZ7ZzdnbG2dm5RmMJIYQQQojaIU/gFEIIIYQQoo5IMS6EEEIIIUQdkWJcCCGEEEKIOiLFuBBCCCGEEHVEinEhhBBCCCHqiBTjol45dOgQnTt3BqCsrIzw8HAGDx7MkCFDmDFjBrdu3arjCIUQQghRn0gxLuqNjIwMwsLCNO+/+uorTp8+zY4dO9i9ezctWrSo8v7sQgghhBAvghTj1XT8+HG8vb3rOowa69evH4WFhZr3Fy5cYOzYsVW2/6uf98OHD5k3bx6+vr6abba2tsyfPx8dHR0AHBwcyM7OrqsQhRBCCFEPyUN/xF9WantbuHb1qW2c8ksACAwMZNSoUbRt21az7/FyFYA7d+6wZs0a3N3dX0ywQgghhBCVkGK8Fuzfv5/Y2FjN+5UrV3L+/Hk2bNiASqUiKysLV1dXpk6dyqVLl/D19UWpVNKsWTOuXLlCTEwMPXr04OjRowB4e3vj7u5O+/bt8ff35969e+Tl5fHuu+/i6elJamoqQUFBGBgYYGpqiq6uLqGhocTExLBnzx4UCgWurq54eXn9ofMZMmQIf/vb3/jvf/+LQqFgzZo1mn0PHz5kxowZDB06FHNz80rPMSsrC39/f0pKSlAoFAQEBHDs2DFKS0uZOHEigYGB6OjoEBAQwJo1a2jevDnbtm3D3t6e8+fPk5+fz8qVK2nWrFnNEgOkpKTwzTffcPv2baytrUlLS6O0tJSUlBRNm5ycHCIiIrCzs8Pe3r7CPlH3JB+vPslx/SB5rh8kz9UnxXgtyMjIYP369ejp6REYGMgPP/yAubk52dnZJCYmUlRURK9evZg6dSrh4eFMmTKFPn36sG3bNq5cuVJlv5cuXWLw4MEMGDCAnJwcxo4di6enJ4sWLSI8PJw2bdoQGRlJTk4O6enp7Nu3j7i4OBQKBePGjaNnz57Y2NhU+3zu37/P4MGDWbhwIXPnzuXIkSOYmZnx4MEDpkyZgpeXF87Ozhw/frzKcxw7diwuLi6cOXMGPz8/Vq9ejZ+fHxMnTuS3336joKAAgB9++IH169ezbds2OnbsiL+/P5GRkezdu5fJkyf/4Zw81qVLF5YtW0ZBQQFLliyhuLiY4uJilixZwvr16/ntt99YunQpkyZNYuLEiTUeT9SulJQUunTpUtdhiBdIclw/SJ7rB8lz5QoLC0lLS6tyvxTjtcDU1JQFCxZgYGDAxYsX6dSpEwB2dnYolUqUSiUNGjQAHq3Nfrw8okuXLuzevfuJ/srLywEwMzNj8+bNHDx4EENDQ0pKHi25yM3NpU2bNpo+9u3bx7lz58jOzmbcuHHAo2UXly9frrIY19XVpaioCF1dXQAePHigiRHgtddeA6Bp06aateU///wzbdu2paioSNOuqnN0cnICoF27dly7dg1LS0sKCgpITU2ldevWZGdnk5qailqtxtDQsMKYFhYW3Lhx45nXvePpdE38T7N9+3bN66ysLIYMGcKuXbs4ffo0M2bMICIigt69ez+zHyGEEEKI2iY/4Kyhe/fusWrVKiIjIwkODkZXV1dTTCsUiifa29nZcfLkSQBOnTql2V5SUsL9+/cpKioiPT0dgOjoaDp16sSKFSsYOHCgpl8LCwtNm8d92NjYYGtry//7f/+PmJgYhg8fjp2dXZVxv/baaxw4cEDz/siRI3To0EHzvrLY33zzTVavXs0nn3xCTk5Ole1at25NcnIyAGfOnMHMzAyAPn36sHz5cnr27EnPnj0JDg7GxcWlyhhftIiICMrLy/n4448ZOnQoQ4cOZfr06XUWjxBCCCHqH5kZ/wOOHj3K8OHDNe8dHR1xc3NDX1+fhg0bkpubi5WVVaXH+vj44OfnR3R0NGq1GqXyUQq8vLwYNWoUVlZWWFpaAtC3b18WL17M7t27MTIyQltbm6KiIhYtWoSfnx/6+vqoVCrMzc2xt7ene/fueHh4UFRURMeOHTE3N6/yHObPn8/ChQvZunUrSqWS5s2bExQU9MxzNzMzY+bMmfj5+fHee+89te/o6GhKSkr46KOPABgwYACrV69m7dq15ObmEhoayrp16545Zm2ysrLSfBjauHHjSx1bCCGEEOJ/KcofT7eKlyIxMRFHR0datmxJfHw8J06cYNmyZdXqIzY2lkGDBmFiYkJkZCQqlYoZM2a8oIj/fB6vvXJwcHiuZSrir0vWH776JMf1g+S5fpA8V+5ZdYvMjL9kTZs2xdvbGz09PbS0tAgJCal2H6ampkyYMAF9fX3UanWVD6pJSkpi06ZNT2z38vKif//+1R5XCCGEEELULinGXzInJycSEhJq1MfAgQMZOHDgM9s5Ozvj7Oxco7GEEEIIIcSLIz/gFEIIIYQQoo5IMS6EEEIIIUQdkWJcCCGEEEKIOiLFuBBCCCGEEHVEfsApXnlbtmxh69atKBQKmjdvTnBwMNra2ixevJgzZ86gr6/P8OHDGTt2bF2HKoQQQoh6Ropx8UpLS0sjOjqaXbt2oVarCQsLY+XKlRQWFqKvr8++ffsoLS1l+vTpWFlZ0bdv37oOWQghhBD1iCxTqQXHjx/H29u7rsOosdTUVCZMmMD48eP55z//SXR0dK31vX79elJTUyvd9yKvn4ODAwcOHECtVlNYWEhOTg5GRkacPn2aoUOHoq2tjY6ODm+++SYHDhx4ITEIIYQQQlRFZsaFxpIlSwgLC6N169YUFxfj7u7O3//+d1577bUa9z158uRaiLCi1Pa2cO3qU9s45ZegUqk4dOgQ/v7+6OjoMGvWLG7cuMGuXbt4/fXXKSoq4sCBA6hUqlqPUQghhBDiaaQYf0H2799PbGys5v3KlSs5f/48GzZsQKVSkZWVhaurK1OnTuXSpUv4+vqiVCpp1qwZV65cISYmhh49enD06FEAvL29cXd3p3379vj7+3Pv3j3y8vJ499138fT0JDU1laCgIAwMDDA1NUVXV5fQ0FBiYmLYs2cPCoUCV1dXvLy8qozZ0tKS2NhYhg8fTrt27di6dSs6OjokJCSQlJREfn4+eXl5TJ8+nX/84x/VOkdfX19cXV1p3rw5H374IUqlEm1tbcLDwwG4dOkSkyZN4tatW/Tt25eZM2fWaj5cXFxwcXFh27ZtTJw4ka+++orly5fj5uaGmZkZPXr04OTJk7U6phBCCCHEs0gx/oJkZGSwfv169PT0CAwM5IcffsDc3Jzs7GwSExMpKiqiV69eTJ06lfDwcKZMmUKfPn3Ytm0bV65cqbLfS5cuMXjwYAYMGEBOTg5jx47F09OTRYsWER4eTps2bYiMjCQnJ4f09HT27dtHXFwcCoWCcePG0bNnT2xsbCrtOyQkhM2bN7N48WIyMzN56623WLBgAQAPHjzgX//6F7du3eLdd9/F2dm5Wuf42I8//kj79u3x9fUlOTmZO3fuAFBYWMiaNWsoLS3lzTffrLVifO/evdy+fRt7e3sArK2tuXLlCseOHWPAgAEMHz4cgJ07d9KgQQNSUlJqZVxReyQnrz7Jcf0gea4fJM/VJ8X4C2JqasqCBQswMDDg4sWLdOrUCQA7OzuUSiVKpZIGDRoAcOHCBTp37gxAly5d2L179xP9lZeXA2BmZsbmzZs5ePAghoaGlJSUAJCbm0ubNm00fezbt49z586RnZ3NuHHjALhz5w6XL1+utBgvLCzk9OnTTJ8+nenTp5OXl4efnx9ffvklBgYGODk5oaWlhZmZGQ0bNuTWrVvVOsfHRowYwYYNG5g0aRJqtVqzVrxNmzbo6OgAoFQ+379lx9Pp6OrqPrVNcnIyYWFh7Ny5ExMTE3bu3ImdnR2//vor+fn5BAYGcuPGDX788UciIyPp2LHjc40tXo6UlBS6dOlS12GIF0hyXD9InusHyXPlCgsLSUtLq3K/FOMvwL1791i1ahXfffcdAOPHj9cU0wqF4on2dnZ2nDx5kj59+nDq1CnN9pKSEu7fv49KpSI9PR2A6OhoOnXqhKenJ8eOHePw4cMAWFhYkJ6ejq2traYPGxsbbG1tiYqKQqFQsGnTJuzs7CqNWaFQMG/ePKKiorCzs8PY2JhmzZppCuTTp08DcOPGDfLz89HT06vWOT6WlJREly5dmDFjBnv27CEqKophw4Y99Zia6Nq1K1OmTMHLywttbW2aNGnCZ599hrGxMfPnz+ett96ivLycWbNmSSEuhBBCiJdOivFacvToUc2SBwBHR0fc3NzQ19enYcOG5ObmYmVlVemxPj4++Pn5ER0djVqt1swMe3l5MWrUKKysrLC0tASgb9++LF68mN27d2NkZIS2tjZFRUUsWrQIPz8/9PX1UalUmJubY29vT/fu3fHw8KCoqIiOHTtibm5eaQw6Ojp88sknBAYGUlpaikKhoEOHDrzzzjskJiZy48YN/vnPf3Lv3j0WLVqEoaEhr7/++nOf42MODg7MmzePTz/9FC0tLT788EPy8/P/yCV/bp6ennh6ej6xfc2aNS90XCGEEEKIZ1GUP57OFHUmMTERR0dHWrZsSXx8PCdOnGDZsmXV6iM2NpZBgwZhYmJCZGQkKpWKGTNm1Ep8CQkJXLx4ER8fn1rpr6Yef93j4ODwzGUq4q9NvvJ89UmO6wfJc/0gea7cs+oWmRn/E2jatCne3t7o6emhpaVFSEhItfswNTVlwoQJ6Ovro1arCQ0NrbRdUlISmzZtemK7l5cX/fv3r/a4QgghhBDij5Ni/E/AycmJhISEGvUxcOBABg4c+Mx2zs7OODs7V6vv3y+/EUIIIYQQtUeewCmEEEIIIUQdkWJcCCGEEEKIOiLFuBBCCCGEEHVEinEhhBBCCCHqiPyAU7zytmzZwtatW1EoFDRv3pzg4GCMjIxYsmQJv/zyCwB9+vRh/vz5L+zhQ0IIIYQQlZGZcfFKS0tLIzo6mi+++II9e/bQqlUrVq5cya5du/jtt9/YvXs3u3bt4ueff2b//v11Ha4QQggh6hkpxl+A48eP4+3tXddh1Fi/fv0oLCwE4Pr16wwZMoRdu3bVcVTV4+DgwIEDB1Cr1RQWFpKTk4ORkRGlpaU8fPiQoqIiioqKKC4ulgcICSGEEOKlk2Uq4plycnJ47733+OCDD3BxcanrcDRS29vCtatV7nfKLwFApVJx6NAh/P390dHRYdasWTRv3pz9+/fTu3dvSkpK6NmzJ/369XtZoQshhBBCAFKMvzT79+8nNjZW837lypWcP3+eDRs2oFKpyMrKwtXVlalTp3Lp0iV8fX1RKpU0a9aMK1euEBMTQ48ePTh69CgA3t7eKsCWcwAAIABJREFUuLu70759e/z9/bl37x55eXm8++67eHp6kpqaSlBQEAYGBpiamqKrq0toaCgxMTHs2bMHhUKBq6srXl5eT407Ozub6dOnExAQwBtvvAFAcXExfn5+ZGZmUlpayvjx43F1dWXs2LEYGxtz9+5d1q9fz+LFi7l06RJlZWXMnj2bbt26Ves61CYXFxdcXFzYtm0bEydO5O2338bExISjR49SWFjItGnTiI6OZsKECbU6rhBCCCHE00gx/pJkZGSwfv169PT0CAwM5IcffsDc3Jzs7GwSExMpKiqiV69eTJ06lfDwcKZMmUKfPn3Ytm0bV65cqbLfS5cuMXjwYAYMGEBOTg5jx47F09OTRYsWER4eTps2bYiMjCQnJ4f09HT27dtHXFwcCoWCcePG0bNnT2xsbKrsf9asWTRo0ICbN29qtn355ZcYGxuzfPly8vPzGT58OH//+98BGDJkCP379ycuLg5jY2NCQkLIy8tjzJgx7N27t1rXoaZSUlK4du0at2/fxt7eHgBra2uuXLnCzp07GT9+PP/5z38A6Ny5MwcPHsTR0bHG44ralZKSUtchiBdMclw/SJ7rB8lz9Ukx/pKYmpqyYMECDAwMuHjxIp06dQLAzs4OpVKJUqmkQYMGAFy4cIHOnTsD0KVLF3bv3v1Ef+Xl5QCYmZmxefNmDh48iKGhISUlj5Zm5Obm0qZNG00f+/bt49y5c2RnZzNu3DgA7ty5w+XLl59ajIeEhGBmZoaHhwevvfYarVu35sKFC5pZckNDQ1q3bk1mZibwqNgFOHfuHCkpKaSmpgJQUlJCXl5eta7Ds3Q8nf7Mdd7JycmEhYWxc+dOTExM2LlzJ3Z2dtjb23PhwgW8vLwoLi7mX//6F71796ZLly7PNbZ4OVJSUiQnrzjJcf0gea4fJM+VKywsJC0trcr9Uoy/BPfu3WPVqlV89913AIwfP15TTFd2Kz07OztOnjxJnz59OHXqlGZ7SUkJ9+/fR6VSkZ6eDkB0dDSdOnXC09OTY8eOcfjwYQAsLCxIT0/H1tZW04eNjQ22trZERUWhUCjYtGkTdnZ2T43dzs4OXV1dfH19mT17NvHx8bRu3Zrk5GT69+9Pfn4+586dw8rKqsL52NjYYGFhwZQpUygoKGDt2rUolcpqXYfa0LVrV6ZMmYKXlxfa2to0adKEzz77DENDQ5YuXcrAgQPR1tame/fuTJo06YXEIIQQQghRFSnGX5CjR48yfPhwzXtHR0fc3NzQ19enYcOG5ObmagrY/+Xj44Ofnx/R0dGo1WqUykdp8vLyYtSoUVhZWWFpaQlA3759Wbx4Mbt378bIyAhtbW2KiopYtGgRfn5+6Ovro1KpMDc3x97enu7du+Ph4UFRUREdO3bE3Nz8uc5n4MCBfP/99wQFBREUFMTChQvx8PCgsLCQGTNmYGpqWqG9u7s7AQEBjBkzhvz8fDw9PTE0NOT1119/7utQWzw9PfH09Hxie0RExAsdVwghhBDiWRTlj6cmxZ9GYmIijo6OtGzZkvj4eE6cOMGyZcuq1UdsbCyDBg3CxMSEyMhIVCoVM2bMeEERv1yPv+5xcHCQ2xG+4uQrz1ef5Lh+kDzXD5Lnyj2rbpGZ8T+hpk2b4u3tjZ6eHlpaWoSEhFS7D1NTUyZMmIC+vj5qtZrQ0NBK2yUlJbFp06Yntnt5edG/f/9qjyuEEEIIIZ6fFON/Qk5OTiQkJNSoj4EDBzJw4MBntnN2dsbZ2blGYwkhhBBCiD9GnsAphBBCCCFEHZFiXAghhBBCiDoixbgQQgghhBB1RIpxIYQQQggh6ogU40IIIYQQQtQRuZuKeOVt2bKFrVu3olAoaN68OcHBwRgZGbFkyRJ++eUXAPr06cP8+fNf2JNAhRBCCCEqI8V4LcjMzCQ8PJzbt29TXFyMvb09Pj4+GBoaatqcOXOGpKSkKh+8c+TIEa5evcqoUaOqNXZZWRnr16/nyJEjaGtrAxAQEEDbtm3/+An9zi+//IJarcbe3v4P91FSUsK6des4fPiw5mb3Q4YMYdSoUWRlZfH222/Tvn17ysvLefjwIX5+frX20IC0tDSio6PZtWsXarWasLAwVq5cSadOnfjtt9/YvXs3ZWVluLu7s3//fgYNGlQr4wohhBBCPA8pxmuooKCAadOmERwcjKOjIwA7duxg7ty5fP7555p27dq1o127dlX207t37z80flRUFHl5eWzZsgUtLS1SU1OZNm0a+/fvR6VS/aE+f++rr77C1dW1RsV4ZGQkZWVlfPHFF2hra3P//n3ef/99unbtiq6uLra2tsTExADw22+/MXPmTPbs2fPMflPb28K1q1Xud8ovwcHBgQMHDqBSqSgsLCQnJwcrKytKS0t5+PAhRUVFlJWVUVxcLE/zFEIIIcRLJ8V4DX333Xc4OTlpCnEANzc3tm7dyvz587l79y63b99m4sSJ7Nu3j8jISOLj44mNjaVRo0aoVCpcXV0BuHjxIu7u7sydOxcLCwsyMzPp0KEDQUFBVY7/5ZdfkpCQgJbWo+X/HTt2ZPv27ahUKn799VeWLl2KtrY2urq6LF26lLKyMubMmcO2bdsAGDlyJBEREezYsYOsrCxu3rxJdnY2H374IcbGxnz//fecPn0aW1tbRo8ejY2NDdbW1hw+fJj4+HiMjIyIi4vjwYMHTJo06Yn4SkpK+Prrrzl48KBm5t7AwICYmBgUCgVZWVkV2t+9e5dmzZrVLCn/Q6VScejQIfz9/dHR0WHWrFk0b96c/fv307t3b0pKSujZsyf9+vWr1XGFEEIIIZ5FivEayszMpEWLFk9st7KyIjk5GS8vL8aNG8fx48cBuHXrFlFRUezcuRMdHR28vLyeODYjI4ONGzeip6eHi4sL169fp3HjxpWOX1BQQKNGjSpsMzY2Bh4tV/noo49o164dhw4dIjQ0lPnz51d5Ljo6OkRFRXH06FGio6PZuHEjvXr1wtXVFUtLS65evUpCQgLGxsY0bNiQvXv3Mnr0aBITE1m9enWlfebl5dGoUSOUykf/anFxcXz99dfcv3+ft99+GxcXF9LT0xk7diwlJSWcOXOGJUuWVBljdaSkpFS4JmvWrOHbb79lzJgx9OzZE4DVq1dTVFREREQES5YsYfDgwbUytqg9v8+jeDVJjusHyXP9IHmuPinGa8jc3JzU1NQntmdkZNC1a1esra0rbL98+TKtW7dGT08PgM6dOz9xbIsWLTTrzRs3bkxhYWGV4zds2JD8/PwK69O/+eYbunfvTm5urmZpjJOTEx9//PETx5eXl2teP25rYWFBUVHRE22NjY01hf6IESPw9vbGyckJMzMzzMzMKo3PyMiI27dvU1paira2Np6ennh6erJ161Zu3LgBUGGZyvXr13Fzc6NLly41niHv0qULly5d4vr163Tt2hWATp06ER0dzalTp1i0aBHdunXTjHvgwIFaW6suakdKSork5BUnOa4fJM/1g+S5coWFhaSlpVW5X25tWEPOzs78+OOPFQry+Ph4TExM0NLSeuLuHC1atODixYsUFBRQVlZWaSFfnTt6uLm5sXr1ak1RfeLECZYtW4aOjg5NmjTh7NmzwKMfYrZq1QpdXV1u3rxJaWkpd+/erbBMpLJxFQqFpu/HS2EALC0tUavVrFu3jhEjRlQZn0qlYsCAAXzyySeUlZUBj/4pT506Vel4jRo1QldXl9LS0meee8fT6Tjll1T5B4+K7Dlz5nDr1i0Adu/eTZs2bejQoQNff/01AMXFxXz77bcVlhoJIYQQQrwMMjNeQwYGBqxbt46QkBDNDHDbtm2JiIggJCTkifYmJia89957eHp6YmRkRGFhIUqlkpKSkj80/sSJE1m5ciWjRo1CqVSiVCpZu3YtOjo6BAcHs3TpUsrLy9HW1iYkJITGjRvTo0cPRowYQYsWLWjZsuVT+3d0dGTFihVYWVk9sW/kyJEEBwezfPnyp/Yxb948oqKiGD16NEqlkvz8fFxcXBg/fjy3bt3SLFNRKBQ8fPiQkSNHVrr054/o2rUrU6ZMwcvLC21tbZo0acJnn32GoaEhS5cuZeDAgWhra9O9e/dK17wLIYQQQrxIivLfr1MQL1xJSQkbNmxg6tSpAIwePZrZs2fj5ORUx5FV3759+zh//jwffPDBSx338dc9Dg4OcgeUV5x85fnqkxzXD5Ln+kHyXLln1S0yM/6SKZVKHj58iJubGyqVio4dO2rWM1clNTW10tnnQYMG4enp+aJCfaqIiAiSk5NZs2YNAElJSWzatOmJdl5eXvTv3/8lRyeEEEII8dcgM+PiL0dmxusPmWV59UmO6wfJc/0gea7cs+oW+QGnEEIIIYQQdUSKcSGEEEIIIeqIFONCCCGEEELUESnGhRBCCCGEqCNSjAshhBBCCFFH5NaG4pW2ZcsWtm7dikKhoHnz5gQHB6Ojo4O/vz8XL16krKyMYcOGMXny5LoOVQghhBD10CtbjJ8/f57ly5fz8OFDHjx4QJ8+fZg5c2aVj5rPzs7m7Nmz9OvX7yVHWlG/fv1o2rQpWlpalJeXY2RkRGhoKIaGhpW2/+WXX1Cr1djb2z+z7xs3buDt7c2dO3fo378/M2fOrLLt0KFDef3111m0aNFT+0xISKBRo0Y4Ozs/c/zKHD9+nC+++ILIyMg/dPzTpKWlER0dza5du1Cr1YSFhbFy5Up0dHQwNzdn1apVPHjwgLfeegsnJyc6d+5c6zEIIYQQQjzNK7lM5e7du8yZMwc/Pz9iYmLYtm0b586d44svvqjymGPHjnHixImXGGXVoqOjiYmJYcuWLbRs2ZKEhIQq23711Vfk5uY+V78HDx7EwcGB7du3s2XLlirbpaSkYGdnx7Fjx8jPz39qn8OHD//DhfiL5uDgwIEDB1Cr1RQWFpKTk4ORkRH+/v4sWLAAgOvXr1NUVIRara7jaIUQQghRH72SM+NJSUl069aNVq1aAaCtrU1YWBgqlYrS0lICAwO5du0aeXl59O7dm5kzZ7J+/XoKCgro3LkzVlZWBAcHA2BkZERISAiGhoYEBQWRlpaGmZkZV65cYe3atQD4+/tTUlKCQqEgICAAe3t7+vbti42NDdbW1hw+fJj4+HiMjIyIi4vjwYMHTJo06ZnnUVZWxr1797C2tqa4uJhFixZx6dIlysrKmD17NgYGBnz//fecPn0aW1tbVq1axeXLlyksLGTixIm4urpW6K9Xr16MHz+e27dvM378+CrHjY+P5x//+AdNmzZl586djBkzhqysLObOnYuFhQWZmZl06NCBoKAgPv30U8zMzLCxsWH9+vWoVCquXbuGu7s7x44d4+zZs3h5eeHp6cn+/fuJjY3VjLNy5coK4/r6+j41/v+V2t4Wrl2tdJ9TfgkAKpWKQ4cO4e/vj46ODrNmzUKhUKBUKvHx8eHAgQP0798fa2vrp44lhBBCCPEivJLFeG5uLs2bN6+wzcDAAICsrCw6derEu+++S2FhIb1792b27NlMnjyZixcv4uzszMiRIwkJCcHW1pb4+HiioqLo0KEDt2/fZvv27dy6dYsBAwYAEB4eztixY3FxceHMmTP4+fmRkJDA1atXSUhIwNjYmIYNG7J3715Gjx5NYmIiq1evfmr8EyZMQEtLC4VCQceOHRk2bBjbtm3D2NiYkJAQ8vLyGDNmDHv37qVXr164urrSsGFDjh8/zldffQXA0aNHn+j3m2++wdLSkuPHjzNv3jwuXLhAy5YtUSr/798gPz+flJQUgoODadOmDdOmTWPMmDEAZGRksHHjRvT09HBxceH69esV+r927Ro7d+7k9OnTfPDBB3zzzTfk5OQwY8YMPD09ycjIYP369ejp6REYGMgPP/yAubm5ZtxnxV8dKSkpmtfGxsasWbOGb7/9ljFjxhAZGYmWlhYeHh64ubkRGRlJQEAAI0aMqNGY4sX4fS7Fq0lyXD9InusHyXP1vZLFuKWlJb/++muFbZmZmVy7do127drxn//8h2PHjmFoaEhRUdETx1+4cIGgoCAAiouLsba25uLFi3Tq1AkAExMTbGxsNG2dnJwAaNeuHdeuXQMeFYDGxsYAjBgxAm9vb5ycnDAzM8PMzOyp8UdHRz/xuNRz586RkpJCamoqACUlJeTl5Wn2GxoasnDhQhYuXEh+fj5vv/12heOTk5M5cOAAW7duJT4+nqlTp3L16lW++eabCsV4YmIiZWVlvP/++8CjZRw//fQTzZs3p0WLFpq1640bN6awsLDCGG3atEGlUqFWq2nRogU6Ojo0atRI087U1JQFCxZgYGBQ4Xo+T/zV1aVLFy5dusT169fp2rUrAJ06dSI6Oprr16/TpUsXzQeBnJwcDh48KI/w/ROSRyu/+iTH9YPkuX6QPFeusLCQtLS0Kve/ksV43759+fzzz/Hw8KBFixYUFxcTGhrKG2+8wZkzZ1Cr1SxZsoRLly6xbds2ysvL0dLSoqysDABra2vCwsKwtLQkJSWF69evo6ury65duwC4c+cOGRkZALRu3Zrk5GScnZ05c+aMptDW0vq/5fiWlpao1WrWrVv3h2dfbWxssLCwYMqUKRQUFLB27VoaNWqEQqGgvLyc3NxcTp8+zWef/X/s3Xtcz3f/+PHH51OfzqWTIi0qwlXk1HdzGaYwYteuzEipOWxTLo3SZMowqSg1bDHSuCw2Tc6HLbaxucY1MYcw0RxLsTJinT+/P/x8rrVyqNBWz/vt5nbzeb1f79fr+f48/fH0+rze7/eHlJSU0LdvX15++WVNoV1WVoZKpQLu7vP+97//TYsWLard0Pr555+zbNky2rVrB9wtzlNSUpg+ffp9b36950HHb926xeLFi/nmm28AGDt2LGq1WnP8YfHXpHPm2Wr/afm9a9euERISwqZNmzA3N2fr1q20a9eO7777jgMHDjBnzhzKysrYuXMnvXr1euC1CSGEEEI8CY2yGDcyMiImJoaIiAjUajW3b9+mX79++Pj4cPbsWUJCQsjIyEBfX5/WrVuTn5+Pk5MTS5cuxdnZmdmzZxMWFkZFRQUA8+bNo02bNuzbtw9vb28sLS3R09NDpVIxbdo0Zs6cSXJyMuXl5cybN6/GmEaMGEFkZCSxsbF1uiZvb28iIiIYPXo0RUVF+Pj4oFQqcXV1JS4ujvfff59r167xz3/+EwMDA8aNG1elkO3Zsyf79+/H29sbtVrNyJEjyc7OJjU1FV9fXwBOnjyJWq3WFOIAL774ItHR0ZoV/7oyMjKiW7dueHl5YWBggImJCfn5+dja2gJ3V9ofFH9d9OjRg4CAAPz9/dHS0sLKyooPP/yQZs2aMWvWLF566SUA+vfvj7+/f73mEkIIIYSoC4X698uT4r7OnTvH6dOnGTJkCIWFhQwdOpSvv/4aHR2dRzp/x44dZGVlMXny5CccaeN37+ceFxeXB66Mi78++cmz8ZMcNw2S56ZB8lyzh9UtjXJl/Elo2bIlcXFxrF69moqKCkJDQx+5EI+Pj+fQoUMkJiYCd5/2smrVqmr9/P39GTBgwOMMWwghhBBC/IlJMf6IDAwMNI8yrK2QkJAqnz08PP60z+YWQgghhBBPT6N86Y8QQgghhBB/BVKMCyGEEEII0UCkGBdCCCGEEKKBSDEuhBBCCCFEA5FiXAghhBBCiAYiT1MRjdonn3zCunXrUCgUPPPMM0RGRqKjo0N4eDjZ2dlUVlbyz3/+kzfffLOhQxVCCCFEEyTFuGi0Tpw4QXJyMps3b8bY2Jj58+ezaNEidHR0sLa2ZvHixdy5c4ehQ4fi5uZG165dGzpkIYQQQjQxUozXQVZWFrGxsfz222/cuXOHvn37EhQUhEKhqNY3JyeH06dP4+7u3gCR/o+7uzstW7ZEqfzfzqSwsDBcXFw0n0tKShg8eDBfffVVvee7ceMG3377LS+99BLLly/nueeeo3PnzvUetzZcXFz44osvUKlUlJSUkJeXh62tLcHBwVRUVABw7do1SktLMTY2fqqxCSGEEEKAFOO1dvPmTUJCQliyZAlt2rShoqKCyZMn8+mnnzJq1Khq/Q8cOEB2dnaDF+MAycnJT+318T/99BNfffUVL7300hPbAnLMuS1cza3xmFtROQAqlYrdu3cTHh6Ojo4Ob731FgqFAm1tbUJDQ/niiy8YMGAA9vb2TyRGIYQQQogHUajVanVDB/FXsnHjRjIzM4mIiNC03b59G5VKxZw5c7h69SqFhYX06dOHoKAghgwZQnFxMTNnzsTW1pbIyEgATE1NiYqKwsjIiDlz5nDixAksLS25cuWK5k2f4eHhlJeXo1AoiIiIoEOHDvTr1w8HBwfs7e3Zu3cvqampmJqasnbtWu7cucPrr79eY9zu7u7s3LmzWjF++/ZtQkNDuXnzJnZ2dhw8eJCvvvoKPz8/Zs+ejaOjI+vWreP69esEBQWRmJjI7t27qaioYNSoUXh7e7Nw4UJOnDjB7du3cXR0JDo6mrFjx3L69GmmTJnCkSNH8PT0pGfPnsyYMYNLly5RUVHB2LFj8fT0xM/Pjw4dOpCVlUVRURGLFi2iVatW981BSUkJJ06coHLkP+9bjCv3HqzW9tVXX7F582YSEhI0vxAUFxeTkJBAu3btGD58+AMyL4QQQghRdy4uLjUuisrKeC3l5+fzzDPPVGkzNDTk8uXLdOnShVdffZWSkhL69OnDlClTePPNN8nOzsbDw4MRI0YQFRVF27ZtSU1NJSkpiU6dOnHjxg0+//xzCgoKGDhwIAALFizAz8+P/v37c+rUKWbMmEFaWhq5ubmkpaVhZmaGiYkJ27dvx9fXly1btvDBBx88MPZx48ZpilClUsnq1avZuHEjTk5OBAcHc/ToUQ4erF7E3nPy5En27dtHamoqpaWlLFy4kFu3bmFiYsLHH39MZWUlQ4YMIS8vj4CAAD799FNGjhzJkSNHAPjss88wMzMjNjaWoqIihg0bxnPPPQdA586dCQ8PJyEhge3bt9d7Nb179+5cuHCBa9eu0aNHDwC6dOlCcnIy165do3v37lhbWwOQl5fHl19+Sffu3es1p3j8MjIyJC+NnOS4aZA8Nw2S55rdW0S8HynGa8nGxoaTJ09Wabt06RJXr17l+PHjHDhwACMjI0pLS6ude+7cOebMmQNAWVkZ9vb2ZGdn06VLFwDMzc1xcHDQ9HVzcwOgY8eOXL16FQAzMzPMzMwAGD58OMHBwbi5uWFpaYmlpeUDY69pm0pWVha9e/cGwNXVFW3t6v8k7v148vPPP9O5c2e0tLTQ19cnIiKCsrIyCgoKCAkJwcDAgDt37lBWVlbj/OfOnePvf/87AEZGRjg6OnLp0iUA/va3vwHQokULrl+//sDruKdz5tkHbru5du0aISEhbNq0CXNzc7Zu3Uq7du347rvvOHDgAHPmzKGsrIydO3fSq1evR5pTCCGEEOJxkueM11K/fv349ttvuXjxInC3qI6JieHUqVMYGxuzcOFCxo0bR3FxMWq1GqVSSWVlJQD29vbMnz+fNWvW8Pbbb9O3b1/atWvHjz/+CMCvv/7K+fPnAXB0dOTQoUMAnDp1SlNo//4GTBsbG4yNjVm2bFmdt1g4ODho5j958iTl5Xf3Wuvo6HDt2jVN+72+J0+epLKykrKyMsaOHcvevXvJzc0lPj6ekJCQGq/7nt9fU1FREWfOnMHW1rZOcT+KHj16EBAQgL+/Py+//DLbt2/nww8/ZPr06dy6dYuXXnqJYcOG4ezsjL+//xOLQwghhBDifmRlvJaMjIyIiYkhIiICtVrN7du36devHz179iQkJISMjAz09fVp3bo1+fn5ODk5sXTpUpydnZk9ezZhYWGaJ3nMmzePNm3asG/fPry9vbG0tERPTw+VSsW0adOYOXMmycnJlJeXM2/evBrjGTFiBJGRkcTGxj409t9vUwHw9/fH19eXd955h1GjRuHg4IBKpdIce++992jZsiVWVlbA3RX63r17M2rUKCorKxk1ahSurq4sXbqUESNGoKOjwzPPPEN+fj52dnacOXOGVatWVYl15syZjBo1ipKSEiZNmoSFhUVdU/FIfHx88PHxqdaekJDwROcVQgghhHgUcgNnAzt37hynT59myJAhFBYWMnToUL7++mt0dHQe6fwdO3aQlZXF5MmTn3Ckfx739l7d70YI0XjI/sPGT3LcNEiemwbJc80eVrfIyngDa9myJXFxcaxevZqKigpCQ0MfuRCPj4/n0KFDJCYmArBnz54qK9H3+Pv7M2DAgMcZthBCCCGEeAykGG9gBgYGmkcZ1lZISEiVzx4eHnh4eDyOsIQQQgghxFMgN3AKIYQQQgjRQKQYF0IIIYQQooFIMS6EEEIIIUQDkWJcCCGEEEKIBiLFuGi0PvnkE4YMGcLQoUMJDAzkl19+0RzLzc2ld+/eFBQUNGCEQgghhGjqpBgXjdKJEydITk7m008/Zdu2bbRp04ZFixYBsGnTJnx9fcnPz2/gKIUQQgjR1MmjDR+DS5cusWDBAm7cuEFZWRkdOnQgNDQUIyMjTZ9Tp06xZ88eJk2aVOMY+/btIzc3l5EjR9Zq7srKSpYvX86+ffvQ0tICICIigvbt29f9gn7nhx9+wNjYmA4dOtR5DHd3d1q2bIlSqaSkpARnZ2emT5+Orq4ufn5+/Pbbb+jr62v6jx8/nhdeeKFecbu4uPDFF1+gUqkoKSkhLy8PW1tb8vLy2L17NytXrmTQoEH1mkMIIYQQor6kGK+n4uJiJk6cSGRkJK6urgBs3LiRqVOn8tFHH2n6dezYkY4dO953nD59+tRp/qSkJAoLC/nkk09QKpUcO3aMiRMnsmvXLs2r7etjw4YNeHp61qsYB0hOTta8dWrp0qUkJCQwffp0AObPn4+jo2Otxzzm3Bau5tZ4zK2oHJVKxe7duwkPD0dHR4e33noLa2trPvjl9nWYAAAgAElEQVTgg7pfiBBCCCHEYyTFeD198803uLm5aQpxAC8vL9atW8e0adO4efMmN27cYPz48ezYsYOEhARSU1NJSUmhWbNmqFQqPD09AcjOzsbb25upU6fSokULLl26RKdOnZgzZ8595//ss89IS0tDqby746hz5858/vnnqFQqTp48ydy5c9HS0kJXV5e5c+dSWVlJSEgI69evB2DEiBHEx8ezceNGLl++zC+//EJOTg7vvPMOZmZmfPvtt2RmZtK2bVt8fX1xcHDA3t6evXv3kpqaiqmpKWvXruXOnTu8/vrrj/SdjR07Fk9PT00x/iT179+f/v37s379esaPH096errmuxJCCCGEaGhSjNfTpUuXsLOzq9Zua2vLoUOH8Pf3Z8yYMRw8eBCAgoICkpKS2LRpEzo6Ovj7+1c79/z586xcuRJ9fX369+/PtWvXaN68eY3zFxcX06xZsyptZmZmwN3tKvPmzaNjx47s3r2bmJgYpk2bdt9r0dHRISkpif3795OcnMzKlSvp3bs3np6e2NjYkJubS1paGmZmZpiYmLB9+3Z8fX3ZsmVLrVab9fT0KCkp0XwOCwursk1l0aJFmJubP/J4Ndm+fTs3btzQrOjb29tz5coV9u3bh7Gxsabf0aNHMTExqddc4snKyMho6BDEEyY5bhokz02D5Ln2pBivJ2tra44dO1at/fz58/To0QN7e/sq7RcvXsTR0VFTfHbt2rXauXZ2dpr95s2bN69SuP6RiYkJRUVFVfanp6en07NnT/Lz8zVbY9zc3Fi4cGG189Vqtebv9/q2aNGC0tLSan3NzMw0hf7w4cMJDg7Gzc0NS0tLLC0t7xvjHxUVFWFoaKj5XNdtKp0zz2q2vvzRoUOHmD9/Pps2bcLc3JxNmzbh5ORUbS+6q6trvQt/8eRkZGTQvXv3hg5DPEGS46ZB8tw0SJ5rVlJSwokTJ+57XH6vrycPDw/+85//VCnIU1NTMTc3R6lUolAoqvS3s7MjOzub4uJiKisrayzk/3jOg3h5efHBBx9oiurDhw8THR2Njo4OVlZWnD59Grh7I2abNm3Q1dXll19+oaKigps3b3L58uUHzqtQKDRj/357h42NDcbGxixbtozhw4c/crwAK1asYPDgwbU6p7Z69OhBQEAA/v7+vPzyy2zfvp0PP/zwic4phBBCCFFbsjJeT4aGhixbtoyoqChu3LhBRUUF7du3Jz4+nqioqGr9zc3NeeONN/Dx8cHU1JSSkhK0tbUpLy+v0/zjx49n0aJFjBw5Em1tbbS1tVm6dCk6OjpERkYyd+5c1Go1WlpaREVF0bx5c3r16sXw4cOxs7OjdevWDxzf1dWVuLg4bG1tqx0bMWIEkZGRxMbGPjTOcePGoVQqqayspGPHjlW2y/xxm8rgwYPx8fGpxbdQMx8fnweO89NPP9V7DiGEEEKI+lCof79PQTxx5eXlrFixgsDAQAB8fX2ZMmUKbm5uDRxZ7e3YsYOsrCwmT578VOe993OPi4vLfbepiMZBfvJs/CTHTYPkuWmQPNfsYXWLrIw/Zdra2vz22294eXmhUqno3LkzPXr0eOA5x44dq3H1+XGtINdFfHw8hw4dIjExEYA9e/awatWqav38/f0ZMGDAU45OCCGEEOKvQVbGxV+OrIw3HbLK0vhJjpsGyXPTIHmu2cPqFrmBUwghhBBCiAYixbgQQgghhBANRIpxIYQQQgghGogU40IIIYQQQjQQKcaFEEIIIYRoIPJoQ9Eobd68mZUrV6JQKNDX1yc8PJxOnTrxxRdf8NFHH1FaWoqNjQ3z58/HzMysocMVQgghRBMlK+Oi0cnOziY2NpakpCQ2b95MYGAgQUFBHD9+nLlz57J48WK2bdtGmzZtSEhIaOhwhRBCCNGENYqV8aysLGJjY/ntt9+4c+cOffv2JSgoCIVC0dCh8dNPP3Hz5s1av2HTxcWFrl27AlBcXMzzzz9PUFAQSqWSSZMm8cEHH9RqvF69erF///4qbUuWLMHS0pJRo0Y99Px169Zx/fp1goKCajw+depU8vPzuXLlCiqVCisrK5ycnJg5c2at4qyNY85t4WpulTa3onJ0dHSIjIzEysoKuPtdXr9+nQ0bNvDKK69ga2sLQFBQEDdu3Hhi8QkhhBBCPMxfvhi/efMmISEhLFmyhDZt2lBRUcHkyZP59NNPH6nIfNK+/PJLLC0ta12MN2vWjDVr1gCgVquZNWsWKSkp+Pn51boQfxoWLlwI1K7Af1JsbW01BbdarSY6Ohp3d3euXLmCkZERgYGBXLlyBScnJ2bMmNFgcQohhBBC/OWL8T179vDss8/Spk0bALS0tJg/fz4qlYqYmBgyMjIAGDp0KK+99hrTp09HW1ubnJwcSktL8fT05OuvvyY3N5fExERyc3NZvnw5KpWKq1ev4u3tzYEDBzh9+jT+/v74+Pjw3//+l4SEBLS0tHjmmWd477332Lp1K3v37qW4uJiLFy/yxhtv0KtXLzZu3IhKpcLZ2Zk9e/Zw4MABKisrGTJkCGPGjHmka1QoFIwdO5YZM2bg5+enWeVOSUlh06ZNKJVKunXrRlhYGGfOnCEmJobKykpu3rxJREQE3bp1o7S0lODgYHJzc2nfvj2zZ8+uMsfChQv54YcfUKvVjBkzhsGDB3Po0CGioqJo1qwZSqWSLl261Do/aWlpbNiwgcrKSt566y1CQ0M1K/TBwcF4e3vTrVs3Zs2axYULF6isrGTKlCk8++yztZ4L0OQb7v6isGzZMgoKCggLC2PRokXs2LGD8PBwTExMWLduHZMmTWLq1Kl1mks8Hb/PqWicJMdNg+S5aZA8195fvhjPz8/nmWeeqdJmaGjI119/zeXLl1m/fj3l5eX4+Pjw3HPPAdCqVSsiIyN59913uXz5MitWrGDx4sV89dVXdOzYkatXr7Jp0yYyMzOZPHky6enp5OXlMWnSJEaNGsXMmTNZu3YtFhYWvP/++2zcuBFtbW2KiopYuXIl58+fJyAggGHDhuHl5YWlpSWdO3cmKCiITz75BGtra9LS0mp1nZaWlhQWFlZpS0tLY+bMmXTp0oW1a9dSXl7O2bNnCQsLo3379mzdupW0tDS6detGcXExoaGhtGrVismTJ/PVV19pxtm7dy+XL1/m008/paSkhBEjRtCrVy+io6NZuHAh9vb2zJo1q44ZAhMTE5YuXXrf46mpqZiZmREVFUVhYSGjR49m+/btdZrr3mt4c3JyCAgIwNHRkRUrVqCnp8f27dsxMzPDw8MDAFNTU1577TV5de+fmLxaufGTHDcNkuemQfJcs5KSEk6cOHHf43/5YtzGxoaTJ09Wabt06RKZmZn06NEDhUKBSqXC1dWVc+fOAfC3v/0NuFskOjg4aP5eWloKQLt27VCpVBgbG2NnZ4eOjg7NmjWjpKSEgoIC8vPzmTJlCnB39bVXr17Y2dnRoUMHAFq2bKkZ6/fi4+OJj4/n+vXr9O7du1bXeeXKFVq0aFGlLTo6muTkZOLi4ujSpQtqtRorKysSExPR09Pj9u3bGBkZab6nVq1aAdC1a1d+/vlnzThnzpwhMzMTPz8/AMrLy8nJySEvLw97e3sAunXrxsWLF2sV8z33xvgjtVqtmT8jI4Njx45p5i8sLHzoU046Z55FV1e3WntRURF+fn54eXkxadIkTfuLL77I/PnzmTBhAmZmZnz55Zd06tSpTtckhBBCCPE4/OWL8X79+vHRRx8xatQo7OzsKCsrIyYmhmeffZYffviBMWPGUFZWxpEjR/Dy8gJ46I2dDzpuZmZGixYtSExMxNjYmD179mBgYEBubm6N5ykUCiorKyktLWXXrl3Ex8ejVqsZMmQIQ4YM0RTID1JZWUlycjJDhgyp0r5+/XrmzJmDrq4u48eP58iRI0RHRxMXF4ejoyOLFy/mypUrAFy9epX8/HysrKw4fPgwr7zyiqb4dXBw4Nlnn2Xu3LlUVlaSmJiIra0tzZs359y5czg6OnL8+HGaNWv20FhrolT+76E95eXl3L59G5VKxdmzZzXzt2jRgoCAAIqLi1m6dGmd5wJISUkhJyeH9PR00tPTNe2rVq3itddew8/Pj8rKSmxsbJg3b16d5xFCCCGEqK+/fDFuZGRETEwMERERqNVqbt++Tb9+/fDz8yM3N5eRI0dSVlbGoEGDcHZ2rvd8SqWS8PBw3nzzTdRqNYaGhixYsIDc3Nwa+7u4uLBgwQIcHR1p1qwZL7/8Ms2aNaNXr17Y2Njcd55ff/0VPz8/FAoF5eXl/P3vf2f48OFV+rRv357hw4djZmaGtbU1rq6u/OMf/2DixIlYWFjQokULzdYWU1NTIiMjycvLo2vXrvTt21dTjLu7u/Pf//4XHx8f7ty5Q//+/TEyMiI2NpawsDAMDQ0xNDSsV4F8j7+/PyNHjsTW1lZz/d7e3kRERDB69GiKiorw8fGpUsDX1oQJE5gwYUKNx3x8fPDx8anz2EIIIYQQj5NCfW+vgBB/Eff2Xrm4uNS4TUU0HrL/sPGTHDcNkuemQfJcs4fVLX/5lfG/ss8++4xt27ZVaw8JCdE8Y/zPZtKkSfz6669V2oyMjB54g6YQQgghhKiZFOMNaOTIkYwcObKhw6iVP+MzzoUQQggh/qrqvjFXCCGEEEIIUS9SjAshhBBCCNFApBgXQgghhBCigUgxLoQQQgghRAORGzhFo7N582ZWrlyJQqFAX1+f8PBw2rdvT2RkJIcOHQKgT58+vP3222hpaTVwtEIIIYRoymRlvJ4uXbpEUFAQfn5+eHt7M3v2bIqKiqr0OXXq1AOfQrJv3z4+++yzWs9dWVnJsmXL8PHxwc/PDz8/P3766adaj3M/P/zwA6dPn67XGO7u7rz++utV2j7++GPat28PQEJCAuHh4Zpj3333HX5+fpSXl9dpvuzsbGJjY0lKSmLz5s0EBgYSFBRESkoKBQUFbNu2jS1btnDkyBF27txZ9wsTQgghhHgMZGW8HoqLi5k4cSKRkZG4uroCsHHjRqZOncpHH32k6dexY0c6dux433H69OlTp/mTkpIoLCzkk08+QalUcuzYMSZOnMiuXbtQqVR1GvP3NmzYgKenJx06dKjXOHl5eRQUFGBubg7A3r17NW/zDAoKYvTo0ezYsYMuXboQHR3Nxx9/jLZ23f5p6ujoEBkZiZWVFXD3DajXr1/H19eX0aNHo1QqKSgo4ObNm4/ljaJCCCGEEPUhxXg9fPPNN7i5uWkKcQAvLy/WrVvHtGnTuHnzJjdu3GD8+PHs2LGDhIQEUlNTSUlJoVmzZqhUKjw9PYG7K7re3t5MnTqVFi1acOnSJTp16sScOXPuO/9nn31GWlqa5tXxnTt35vPPP0elUnHy5Enmzp2LlpYWurq6zJ07l8rKSkJCQli/fj0AI0aMID4+no0bN3L58mV++eUXcnJyeOeddzAzM+Pbb78lMzOTtm3b4uvri4ODA/b29uzdu5fU1FRMTU1Zu3Ytd+7cqbb6/Xsvvvgiu3btwsfHh3PnzmFnZ0dWVhYA2traLFy4kNdee43mzZsTERGhKaQf5phzW7iaW6XNragcW1tbANRqNdHR0bi7u6OjowNAXFwcKSkpuLi40KNHj0eaRwghhBDiSZFivB4uXbqEnZ1dtXZbW1sOHTqEv78/Y8aM4eDBgwAUFBSQlJTEpk2b0NHRwd/fv9q558+fZ+XKlejr69O/f3+uXbtG8+bNa5y/uLi42uqumZkZABEREcybN4+OHTuye/duYmJimDZt2n2vRUdHh6SkJPbv309ycjIrV66kd+/eeHp6YmNjQ25uLmlpaZiZmWFiYsL27dvx9fVly5YtD30R0NChQ5k5cyY+Pj5s2bKFl156iT179miOt2rVii5dunDy5Enc3NweONbDZGRkAHe/m2XLllFQUEBYWJimvV+/fvTu3ZukpCSCgoIIDAys13ziybuXO9F4SY6bBslz0yB5rj0pxuvB2tqaY8eOVWs/f/48PXr0wN7evkr7xYsXcXR0RF9fH6DGV97b2dlhZGQEQPPmzSkpKbnv/CYmJhQVFWn6A6Snp9OzZ0/y8/M1W2Pc3NxYuHBhtfPVarXm7/f6tmjRgtLS0mp9zczMNIX+8OHDCQ4Oxs3NDUtLSywtLe8bI0DLli0ByM3N5fDhw0yZMqXK8d27d5OXl0fXrl1ZvHgxISEhDxzvQbp3705OTg4BAQE4OjqyYsUK9PT0yMjIwNzcvEpOIiMj6d69e53nEk9eRkaG5KiRkxw3DZLnpkHyXLOSkhJOnDhx3+NyA2c9eHh48J///KdKQZ6amoq5uTlKpRKFQlGlv52dHdnZ2RQXF1NZWVljIf/Hcx7Ey8uLDz74QFNUHz58mOjoaHR0dLCystLcfPnDDz/Qpk0bdHV1+eWXX6ioqODmzZtcvnz5gfMqFArN2Pe2wgDY2NhgbGzMsmXLGD58+CPF6unpSUxMDF27dq0y16VLl5g/fz6xsbGEh4eTnp7O999//0hjds48i1tReZU/RUVF+Pn5MXDgQBISEtDT0wPgwIEDREdHU15eTmVlJVu3buXZZ599pHmEEEIIIZ4UWRmvB0NDQ5YtW0ZUVBQ3btygoqKC9u3bEx8fT1RUVLX+5ubmvPHGG/j4+GBqakpJSQna2tp1fnLI+PHjWbRoESNHjkRbWxttbW2WLl2quYlx7ty5qNVqtLS0iIqKonnz5vTq1Yvhw4djZ2dH69atHzi+q6srcXFxmj3YvzdixAgiIyOJjY19pFgHDRrEvHnz2LRpk6attLSUKVOmMH36dFq0aAHc3dM9adIkPv/8cywsLGrxbdyVkpJCTk4O6enppKena9pXrlzJtWvXePnll1EqlXTr1o2pU6fWenwhhBBCiMdJof79XgXxRJWXl7NixQrNPmVfX1+mTJlS733SDWHHjh1kZWUxefLkpz73vZ97XFxc0NXVferzi6dHfvJs/CTHTYPkuWmQPNfsYXWLrIw/Rdra2vz22294eXmhUqno3LnzQ5/ocezYsRpXnwcPHoyPj8+TCvWB4uPjOXToEImJiQDs2bOHVatWVevn7+/PgAEDnnJ0QgghhBB/HbIyLv5yZGW86ZBVlsZPctw0SJ6bBslzzR5Wt8gNnEIIIYQQQjQQKcaFEEIIIYRoIFKMCyGEEEII0UCkGBdCCCGEEKKBSDEuhBBCCCFEA5FHG4pGZ/PmzaxcuRKFQoG+vj7h4eG0b9+eyMhIDh06BECfPn14++230dLSauBohRBCCNGUSTEuGpXs7GxiY2NJS0vDysqKvXv3EhQUxGuvvUZBQQHbtm2jsrISX19fdu7cydChQxs6ZCGEEEI0YVKMP2VZWVnExsby22+/cefOHfr27UtQUBAKhaJa35ycHE6fPo27u3sDRPo/x44d4/3330etVlNZWUnfvn0ZN24caWlpZGdnExoa2qDx/Z6Ojg6RkZFYWVkB4OLiwvXr1/H19WX06NEolUoKCgq4efMmzZo1a+BohRBCCNHUSTH+FN28eZOQkBCWLFlCmzZtqKioYPLkyXz66aeMGjWqWv8DBw6QnZ3d4MX4e++9x/z583F0dKSsrAxvb2+ee+65Bo0J4JhzW7iaW6XNragcW1tbANRqNdHR0bi7u6OjowNAXFwcKSkpuLi4PPTtp0IIIYQQT5q8gfMp2rhxI5mZmURERGjabt++jUqlYs6cOVy9epXCwkL69OlDUFAQQ4YMobi4mJkzZ2Jra0tkZCQApqamREVFYWRkxJw5czhx4gSWlpZcuXKFpUuXAhAeHk55eTkKhYKIiAg6dOhAv379cHBwwN7enr1795KamoqpqSlr167lzp07vP766zXG/dZbb2FpacmwYcPo2LEjFRUV6OjokJaWxsaNG1GpVBQUFDBq1ChGjhzJ/v37ef/999HV1dXEOn36dAIDA+nUqRMvvvgioaGhDBgwgHHjxhEdHU1CQgIXL16kpKSE8ePH4+nped/v8d6brCpH/rNaMa7cexCA4uJili1bRkFBAWFhYRgaGmr6lJeXk5SUhFqtJjAwsG7JFEIIIYSohfu9gVNWxp+i/Px8nnnmmSpthoaGXL58mS5duvDqq69SUlJCnz59mDJlCm+++SbZ2dl4eHgwYsQIoqKiaNu2LampqSQlJdGpUydu3LjB559/TkFBAQMHDgRgwYIF+Pn50b9/f06dOsWMGTNIS0sjNzeXtLQ0zMzMMDExYfv27fj6+rJlyxY++OCD+8YdFRXF6tWrmT17NpcuXWLo0KGEhYUBoK2tzcqVK7ly5QpvvvkmI0aMYObMmaxbtw5ra2tWr17N0qVLGThwIPv27cPU1BRdXV3279/Pc889R0lJCYaGhhw8eJANGzYAsH///jp/x927dycnJ4eAgAAcHR1ZsWIFenp6ZGRkYG5ujr29vaZvZGSkvLb3T05erdz4SY6bBslz0yB5rtm9RcT7kWL8KbKxseHkyZNV2i5dusTVq1c5fvw4Bw4cwMjIiNLS0mrnnjt3jjlz5gBQVlaGvb092dnZdOnSBQBzc3McHBw0fd3c3ADo2LEjV69eBcDMzAwzMzMAhg8fTnBwMG5ublhaWmJpaVljzCUlJWRmZvKvf/2Lf/3rXxQWFjJjxgw+++wzDA0N+dvf/oZCoaB58+YUFxdTWFiIkZER1tbWALi5uREfH09AQAATJ07EzMyMN954g48//ph9+/bRr18/jIyMmDlzJjNnzqSoqIh//OMfj/R9ds48W+1/mEVFRfj5+eHl5cWkSZM07QcOHODo0aMkJiaiVCrZunUrzz777CPNI4QQQgjxpMhzxp+ifv368e2333Lx4kXgblEdExPDqVOnMDY2ZuHChYwbN47i4mLUajVKpZLKykoA7O3tmT9/PmvWrOHtt9+mb9++tGvXjh9//BGAX3/9lfPnzwPg6OioeYTfqVOnNIW2Uvm/dNvY2GBsbMyyZcsYPnz4fWNWKBS8/fbbnDlzBrhb0Ldq1UqzB/uPN56amZlRVFREfn4+AP/9739p06YNzZo1Q09Pj507d9K7d29sbGxYvXo1AwcOJD8/n8zMTD788EOWL19ObGws5eXldfqOU1JSyMnJIT09nZdfflnzZ+TIkdjY2Gg+a2lpMXXq1DrNIYQQQgjxuMjK+FNkZGRETEwMERERqNVqbt++Tb9+/ejZsychISFkZGSgr69P69atyc/Px8nJiaVLl+Ls7Mzs2bMJCwujoqICgHnz5tGmTRv27duHt7c3lpaW6OnpoVKpmDZtGjNnziQ5OZny8nLmzZtXYzwjRowgMjKS2NjY+8aso6PD+++/z7vvvktFRQUKhYJOnTrxyiuvsGXLlmr9FQoFkZGRmifENGvWjOjoaAA8PDxIS0vD1NSU559/nrVr12JnZ4darebatWv885//xMDAgHHjxqGtXbd/mhMmTGDChAk1Hps9e3adxhRCCCGEeFLkBs6/sHPnznH69GmGDBlCYWEhQ4cO5euvv9asWj/Mjh07yMrKYvLkyU840sfr3t6r+90IIRoP2X/Y+EmOmwbJc9Mgea7Zw+oWWRn/C2vZsiVxcXGsXr2aiooKQkNDH7kQj4+P59ChQyQmJgKwZ88eVq1aVa2fv78/AwYMeJxhCyGEEEKI/0+K8b8wAwMDzaMMayskJKTKZw8PDzw8PB5HWEIIIYQQ4hHJDZxCCCGEEEI0ECnGhRBCCCGEaCBSjAshhBBCCNFApBgXQgghhBCigcgNnKLR2bx5MytXrkShUKCvr094eDjt27cnMjJS8zKkPn368Pbbb6OlpdXA0QohhBCiKZNiXDQq2dnZxMbGkpaWhpWVFXv37iUoKIjXXnuNgoICtm3bRmVlJb6+vuzcuZOhQ4c2dMhCCCGEaMJkm8pTcPDgQYKDgxs6jMciLy8PV1dXdu7cWavz0tLSiIuLq9YeHBxMaWnp4woPHR0dIiMjsbKyAsDFxYXr16/j6+tLQkICSqWSGzducPPmTZo1a/bY5hVCCCGEqAtZGRe1kpaWhr+/P2vXrmXw4MH1Hi8hIaHO5x5zbgtXc6u0uRWVY2trC4BarSY6Ohp3d3fNy5Di4uJISUnBxcWFHj161D1wIYQQQojHQIrxBrJr1y5SUlI0nxctWkRWVhYrVqxApVJx+fJlPD09CQwM5MKFC0yfPh1tbW1atWrFlStXWLNmDb169WL//v3A3RVmb29vnJ2dCQ8P59atWxQWFvLqq6/i4+PDsWPHmDNnDoaGhlhYWKCrq0tMTAxr1qxh27ZtKBQKPD098ff3v2/MarWazZs3s3btWiZOnMiZM2dwcnIiLS2NDRs2UFlZyVtvvcW5c+f48ssvKS8vx9jYmCVLlgDw448/8tprr1FUVERQUBAvvPAC7u7u7Ny5k9zcXCIiIigrK0NPT4+EhATMzc3r/P3euXOH6dOnc/XqVZKSkjTtoaGhTJ48mZkzZzJ79mzmz59f5zmEEEIIIepLivEGcv78eZYvX46+vj7vvvsu3333HdbW1uTk5LBlyxZKS0vp3bs3gYGBLFiwgICAAPr27cv69eu5cuXKfce9cOECQ4YMYeDAgeTl5eHn54ePjw+zZs1iwYIFtGvXjoSEBPLy8jh79iw7duxg7dq1KBQKxowZw/PPP4+Dg0ONY3///fc4OTlhbm7OK6+8QkpKCnPmzAHAxMSEpUuXUllZSUZGBqtWrUKpVDJ+/HiOHz8OgL6+PsuXL6egoIBXX32VPn36aMaeP38+b775Jn369GHHjh2cPHmS559/vtbfa0ZGBtevXycuLg4bGxuCg4PJysrip59+wsTEhJYtWwLg7OzM6tWrycjIqPUc4umSHDV+kuOmQfLcNEiea0+K8QZiYWFBWFgYhoaGZGdn06VLFwCcnJzQ1tZGW1sbPT09AM6dO0fXrl0B6N69O1u3bq02nlqtBnA81r4AACAASURBVMDS0pLVq1fz5ZdfYmRkRHl5OQD5+fm0a9dOM8aOHTs4c+YMOTk5jBkzBoBff/2Vixcv3rcYX79+PZcvX2b8+PGUlZVx+vRpQkNDAbC3twdAqVSiUqkICQnBwMCAq1evamLo3r07CoUCCwsLjI2NuXHjhmbsn3/+WXONnp6ej/Qdds48i66ubpW2oqIipk2bhpeXF5MmTdK0HzhwgG+++YbExESUSiUbN27khRdeoHv37o80l2gYGRkZkqNGTnLcNEiemwbJc81KSko4ceLEfY9LMd4Abt26xeLFi/nmm28AGDt2rKaYVigU1fo7OTlx5MgR+vbty9GjRzXt5eXl3L59G5VKxdmzZwFITk6mS5cu+Pj4cODAAfbu3QtAixYtOHv2LG3bttWM4eDgQNu2bUlKSkKhULBq1SqcnJxqjLmgoICjR4+ye/duzeMAIyIi2LhxI0ZGRiiVd+8FPn36NLt37yY1NZXffvuNYcOGaa7t3gr5tWvXuHPnDmZmZprxHR0dOX78OH//+9/ZsmULv/76K35+frX+blNSUsjJySE9PZ309HRN+8qVK7l27Rovv/wySqWSbt26MXXq1FqPL4QQQgjxOEkx/pTs37+fYcOGaT67urri5eWFgYEBJiYm5Ofna248/KPQ0FBmzJhBcnIyxsbGaGvfTZu/vz8jR47E1tYWGxsbAPr168fs2bPZunUrpqamaGlpUVpayqxZs5gxYwYGBgaoVCqsra3p0KEDPXv2ZNSoUZSWltK5c2esra1rjGHz5s0MHDiwynO5R4wYwbRp03jjjTc0ba1bt0ZfX59hw4aho6ND8+bNyc/PB6C4uBh/f3/u3LnDe++9V+U/HtOmTePdd99l6dKl6OnpERsbW6fvecKECUyYMKHGY7Nnz67TmEIIIYQQT4pCfW/ZUvxpbdmyBVdXV1q3bk1qaiqHDx8mOjq6VmOkpKQwePBgzM3NSUhIQKVSVdnG8Vdy7+ceFxeXattUROMiP3k2fpLjpkHy3DRInmv2sLpFVsb/Alq2bElwcDD6+voolUqioqJqPYaFhQXjxo3DwMAAY2NjYmJiauy3Z88eVq1aVa3d39+fAQMG1HpeIYQQQghxf1KM/wW4ubmRlpZWrzEGDRrEoEGDHtrPw8MDDw+Pes0lhBBCCCEejbyBUwghhBBCiAYixbgQQgghhBANRIpxIYQQQgghGogU40IIIYQQQjQQuYFTNDqbN29m5cqVKBQK9PX1CQ8Px9nZmbi4OPbu3YtSqaR169a89957mJubN3S4QgghhGjCZGVcNCrZ2dnExsaSlJTE5s2bCQwMJCgoiA0bNpCZmcnGjRvZunUrdnZ29328oxBCCCHE0yLFeB0dPHiQ4ODghg6j3vz8/Dh37lytznF3d6ekpKTOc5aUlODu7g7AvHnzyMnJqfNYf6Sjo0NkZCRWVlYAuLi4cP36dVq3bs20adPQ0dHRtD/OeYUQQggh6kK2qYgGFR4eXudzjzm3hau5ms9uReXY2tpia2sLgFqtJjo6Gnd3d/7v//5P0+/XX38lMTERb2/vugcuhBBCCPEYSDH+GO3atYuUlBTN50WLFpGVlcWKFStQqVRcvnwZT09PAgMDuXDhAtOnT0dbW5tWrVpx5coV1qxZQ69evdi/fz8AwcHBeHt74+zsTHh4OLdu3aKwsJBXX30VHx8fjh07xpw5czA0NMTCwgJdXV1iYmJYs2YN27ZtQ6FQ4Onpib+//0NjLy4u5p133iEnJ4eysjJmzpyJi4sLs2bN4sKFC1RWVjJlyhSeffZZzTlnzpwhJiaGyspKbt68SUREBN26dWPgwIF069aNn3/+GQsLC5YsWUJxcTGhoaHcvHkTOzs7zRh+fn7Mnj0bU1NTpk+fzq1bt1Cr1cyfP582bdrUORd37txh+vTpXL16laSkJE37xYsX+de//kW3bt3w9fWt8/hCCCGEEI+DFOOP0fnz51m+fDn6+vq8++67fPfdd1hbW5OTk8OWLVsoLS2ld+/eBAYGsmDBAgICAujbty/r16/nypUr9x33woULDBkyhIEDB5KXl4efnx8+Pj7MmjWLBQsW0K5dOxISEsjLy+Ps2bPs2LGDtWvXolAoGDNmDM8//zwODg4PjP3TTz+lVatWJCQkcObMGf7zn/9w6tQpzMzMiIqKorCwkNGjR7N9+3bNOWfPniUsLIz27duzdetW0tLS6NatG5cuXWL16tW0bNkSb29vjh8/zokTJ3ByciI4OJijR49y8ODBKvMvXboUd3d3Ro0axffff8+xY8dqXYxnZGQAcP36deLi4rCxsSE4OJisrCwAMjMzWbJkCUOHDmXo0KEcPny4VuOLhnEvr6Lxkhw3DZLnpkHyXHtSjD9GFhYWhIWFYWhoSHZ2Nl26dAHAyckJbW1ttLW10dPTA+DcuXN07doVgO7du7N169Zq46nVagAsLS1ZvXo1X375JUZGRpSXlwOQn59Pu3btNGPs2LGDM2fOkJOTw5gxY4C7WzIuXrz40GI8OzubPn36aOJ1cnJi9uzZZGRkcOzYMQDKy8spLCzUnGNlZUViYiJ6enrcvn0bIyMjAMzMzGjZsiUALVu2pKSkhKysLHr37g2Aq6sr2tpV/+n9/PPPDB8+HICePXs++Iv+/zpnnkVXV7dKW1FREdOmTcPLy4tJkyZp2jMzM1m8eDHx8fGa6xR/fhkZGXTv3r2hwxBPkOS4aZA8Nw2S55qVlJRw4sSJ+x6XYvwxuXXrFosXL+abb74BYOzYsZpiWqFQVOvv5OTEkSNH6Nu3L0ePHtW0l5eXc/v2bVQqFWfPngUgOTmZLl264OPjw4EDB9i7dy8ALVq04OzZs7Rt21YzhoODA23btiUpKQmFQsGqVatwcnJ6aPyOjo4cP36c/v37c+nSJd5//31cXV1p0aIFAQEBFBcXs3TpUpo1a6Y5Z968ecTFxeHo6MjixYs1q/s1Xa+DgwM//vgj/fv35+TJk5r/UPxx/g4dOvDDDz/wzTff8Pbbbz807j9KSUkhJyeH9PR00tPTNe3m5uao1WoWLlzIwoULAbC1teXDDz+s9RxCCCGEEI+LFOP1sH//foYNG6b57OrqipeXFwYGBpiYmJCfn6+5mfCPQkNDmTFjBsnJyRgbG2tWiv39/Rk5ciS2trbY2NgA0K9fP2bPns3WrVsxNTVFS0uL0tJSZs2axYwZMzAwMEClUmFtbU2HDh3o2bMno0aNorS0lM6dO2Ntbf3Qa/H29mbGjBmMHj2aiooKZsyYQfv27YmIiGD06NEUFRXh4+ODUvm/B/D84x//YOLEiVhYWNCiRYsqq+Z/5OvryzvvvMOoUaNwcHBApVJVOR4QEMCMGTPYsmULAFFRUQ+NuSYTJkxgwoQJdTpXCCGEEOJpU6jvLd+Kp2rLli24urrSunVrUlNTOXz4MNHR0bUaIyUlhcGDB2Nubk5CQgIqlarK1ozG6t7PPS4uLtW2qYjGRX7ybPwkx02D5LlpkDzX7GF1i6yMN5CWLVsSHByMvr4+SqWyTivBFhYWjBs3DgMDA4yNje/7Eps9e/awatWqau3+/v4MGDCg1vMKIYQQQojHQ4rxBuLm5kZaWlq9xhg0aBCDBg16aD8PDw88PDzqNZcQQgghhHj85A2cQgghhBBCNBApxoUQQgghhGggUowLIYQQQgjRQKQYF0IIIYQQooFIMS6EEEIIIUQDkaepiEZn8+bNrFy5EoVCgb6+PuHh4Tg7OxMXF8fevXtRKpW0bt2a9957D3Nz84YOVwghhBBNmKyMP2YHDx4kODi4ocOol/379+Pn54efnx8uLi6av584ceKRznd3d6ekpKRKW3BwMKWlpTX2X7JkCevWrat33ADZ2dnExsaSlJTE5s2bCQwMJCgoiA0bNpCZmcnGjRvZunUrdnZ2930uuxBCCCHE0yIr46KaXr160atXL83f16xZU+8xExIS6j3GHx1zbgtXczWf3YrK0dHRITIyEisrKwBcXFy4fv06rVu3Ztq0aejo6Gja165d+9hjEkIIIYSoDSnGn4Jdu3aRkpKi+bxo0SKysrJYsWIFKpWKy5cv4+npSWBgIBcuXGD69Oloa2vTqlUrrly5wpo1a+jVqxf79+8H7q4ye3t74+zsTHh4OLdu3aKwsJBXX30VHx8fjh07xpw5czA0NMTCwgJdXV1iYmJYs2YN27ZtQ6FQ4Onpib+/f62vxd3dnZ07d6Krq0tcXBwODg60atWKuLg4VCoVI0aM0PRdt24d+/fvJz4+nkGDBrFz50727t3LihUrNNe3YMEC4O5bQnft2sWNGzeYPHky7u7udfqubW1tsbW1BUCtVhMdHY27uzv/93//p+nz66+/kpiYiLe3d53mEEIIIYR4XKQYfwrOnz/P8uXL0dfX59133+W7777D2tqanJwctmzZQmlpKb179yYwMJAFCxYQEBBA3759Wb9+PVeuXLnvuBcuXGDIkCEMHDiQvLw8/Pz88PHxYdasWSxYsIB27dqRkJBAXl4eZ8+eZceOHaxduxaFQsGYMWN4/vnncXBweCzXWFJSQmpqKgCLFy9mzZo1nDp1ikWLFqGlpaXpt23bNsaMGcOQIUPYtGkTRUVFAFhbWzNv3jwOHjxIUlJSnYrxjIwMzd+Li4tZtmwZBQUFhIWFaY7l5eURHx+Pk5MTHTp0qHKO+HOSHDV+kuOmQfLcNEiea0+K8afAwsKCsLAwDA0Nyc7OpkuXLgA4OTmhra2NtrY2enp6AJw7d46uXbsC0L17d7Zu3VptPLVaDYClpSWrV6/myy+/xMjIiPLycgDy8/Np166dZowdO3Zw5swZcnJyGDNmDHB3dfjixYv1KsbvxQFgb29f5dj333+PlpZWlUIc4J133uGjjz5i3bp1ODg40L9/fwCcnZ0111RcXFyneLp37w5ATk4OAQEBODo6smLFCs13e+DAAebOncvrr7/O+PHj6zSHeLoyMjI0eRWNk+S4aZA8Nw2S55qVlJQ88L47uYHzCbt16xaLFy8mISGByMhIdHV1NUWsQqGo1t/JyYkjR44AcPToUU17eXk5t2/fprS0lLNnzwKQnJxMly5diIuLY9CgQZpxW7RooelzbwwHBwfatm3Lv//9b9asWcOwYcNwcnKq9fXo6OiQn5+PWq3m9OnTmnalsuo/pcTERExMTKrdmPnZZ58RFBTEJ598AkB6evp9v4uH6Zx5Freics0fgKKiIvz8/Bg4cCAJCQmaQjwzM5NJkyYxf/58KcSFEEII8achK+NPwP79+xk2bJjms6urK15eXhgYGGBiYkJ+fr5mX/MfhYaGMmPGDJKTkzE2NkZb+26K/P39GTlyJLa2ttjY2ADQr18/Zs+ezdatWzE1NUVLS4vS0lJmzZrFjBkzMDAwQKVSYW1tTYcOHejZsyejRo2itLSUzp07Y21tXetre/3113nzzTdp1aoVJiYmD+wbERHBq6++Ss+ePTVtnTt3ZuzYsZiammJoaMgLL7ygKcwfh5SUFHJyckhPT9cU+gDm5uao1WoWLlzIwoULgbv7yz/88MPHNrcQQgghRG0p1L/fayAa3JYtW3B1daV169akpqZy+PBhoqOjazVGSkoKgwcPxtzcnISEBFQqFZMmTXpCET99937ucXFxQVdXt6HDEU+Q/OTZ+EmOmwbJc9Mgea7Zw+oWWRn/k2nZsiXBwcHo6+ujVCqJioqq9RgWFhaMGzcOAwMDjI2N7/s87T179rBq1apq7f7+/gwYMKDW8wohhBBCiNqRYvxPxs3NjbS0tHqNMWjQIAYNGvTQfh4eHnh4eNRrLiGEEEIIUXdyA6cQQgghhPh/7N19XM33//jxR6dzTqLSpYuWiEYNYbTN1/AhNmKfffOpWK2YbJ8xpmhiLlvJdX1s5rIaI0bE2rQLbOKTz9zIPgvDpF9EESkt6XR1fn+4OV+tC7qgrZ73283tds7r/bp6v5/+ePY6r/f7LRqJJONCCCGEEEI0EknGhRBCCCGEaCSSjAshhBBCCNFIJBkXQgghhBCikUgyLpqcL7/8kr///e+8/vrrjBs3jtOnT+uO5efn89prr1UoE0IIIYRoLPJowwaSkZHB8uXLycvLo6SkBAcHBwIDAzEyMtLVOXfuHIcOHar2BTxHjhwhKyuLsWPH1mrs8vJyNm7cyJEjR9DX1wfuv/2yW7dudT+hh5w4cQJjY2McHBzq3IePjw/37t3D0NBQVxYVFYWfn5+uvLy8nPz8fAIDAxk8eHCdxklLS2PFihXExcXRpk0bEhMTmTZtGocPHyYxMZGwsDCuXbtW5/MQQgghhGhIkow3gKKiIqZMmUJoaCi9evUCYO/evcycOZMNGzbo6jk6OuLo6FhtP4MGDarT+JGRkeTm5rJt2zYUCgUpKSlMmTKFb7/9FpVKVac+H7Znzx5cXV3rlYwDLFu2jC5dutRYnpaWxvvvv1/nZFytVhMaGkqbNm0A6NGjB7du3aK4uJjPP/+cFStW4O/vX/eTEEIIIYRoQJKMN4DDhw/j7OysS8QB3Nzc2LFjB7NmzSI/P5+8vDz8/PxISEggIiKC2NhYYmJiaN26NSqVCldXV+B+Mjpu3DhmzpxJu3btyMjIoGfPngQHB1c7/s6dO4mLi0OhuL/ryMnJid27d6NSqfj1118JCQlBX18fAwMDQkJCKC8vZ8aMGezatQsAT09PwsPD2bt3L1evXiUnJ4fMzEzmzJmDmZkZR48e5ezZs9jb2+Pt7U3nzp2xs7MjMTGR2NhYTE1N2b59O4WFhUyaNKle1zIzMxMTE5PHqpvS3R6uZ+m+OxeUYmNjg42NDQBarZYlS5YwdOhQ1Go1UVFR9ZqbEEIIIURDk2S8AWRkZGBra1up3MbGhpMnT+Lr68uECRM4fvw4ALdv3yYyMpJ9+/ahVqvx9fWt1DY9PZ2oqCgMDQ0ZNmwYN2/exMrKqsrxi4qKaN26dYUyMzMz4P52lcWLF+Po6MjBgwdZunQps2bNqvZc1Go1kZGRJCUlER0dTVRUFAMHDsTV1RVra2uysrKIi4vDzMwMExMT9u/fj7e3N/Hx8axZs6bG6xQUFKTbpvL3v/8dDw8PXblSqSQzM5PevXuzZMmSGvupTnJycoVrsn79em7fvk1QUFCFYxqNhvPnz1NcXFynccTT9XDsRNMkMW4eJM7Ng8S59iQZbwBt27YlJSWlUnl6ejr9+vXDzs6uQvmVK1fo0qWLLjHt06dPpba2tra6/eZWVlZoNJpqxzcxMaGgoKDC/vQDBw7Qv39/srOzdVtjnJ2dWbVqVaX2Wq1W9/lB3Xbt2lWZrJqZmekSfXd3dwICAnB2dsbS0hJLS8tq5wiP3qbyxRdf8PXXX9O+ffsa+6lO3759gfur6++++y5dunRh06ZNtGjRokI9AwMDHBwc6NmzZ53GEU9PcnKyLq6iaZIYNw8S5+ZB4lw1jUbDmTNnqj0uT1NpAC4uLhw7dqxCQh4bG4u5uTkKhQI9Pb0K9W1tbUlLS6OoqIjy8vIqE/k/tqmJm5sba9as0SXVp06dYsmSJajVatq0acP58+eB+zdidurUCQMDA3JycigrKyM/P5+rV6/WOK6enp6u7wdbYQCsra0xNjZm/fr1uLu7P/Z8qzNu3Djat29PRETEY9V3OpuKc0Gp7h9AQUEBPj4+vPLKK0RERFRKxIUQQggh/kxkZbwBtGrVivXr1xMWFkZeXh5lZWV069aN8PBwwsLCKtU3Nzfn7bffxsvLC1NTUzQaDUqlktLS0jqN7+fnx+rVqxk7dixKpRKlUsm6det0NzOGhISg1WrR19cnLCwMKysrBgwYgLu7O7a2tnTs2LHG/nv16sXKlSt1e7Ef5unpSWhoKCtWrKjT3P9o7ty5uscS1uWG0ZiYGDIzMzlw4AAHDhzQlW/evFm3oi+EEEII8Wehp314j4J4KkpLS9m0aROTJ08GwNvbG39/f5ydnRt5ZrWXkJDAxYsXmT59+lMb88HPPT169MDAwOCpjSuePvnJs+mTGDcPEufmQeJctUflLbIy3giUSiX37t3Dzc0NlUqFk5MT/fr1q7FNSkpKlavPI0eOxMvL60lNtUbh4eGcPHmStWvXAnDo0CE2b95cqZ6vry/Dhw9/yrMTQgghhPjzk5Vx8ZcjK+PNh6yyNH0S4+ZB4tw8SJyr9qi8RW7gFEIIIYQQopFIMi6EEEIIIUQjkWRcCCGEEEKIRiLJuBBCCCGEEI1EknEhhBBCCCEaiSTjosnRarUEBQURFRUFQF5eHv7+/rz66qu4ubmxdevWRp6hEEIIIcR9koyLJuXSpUuMHz+e7777Tle2ZMkSWrZsSUJCAjt37uTIkSP8+OOPjThLIYQQQoj7JBl/TMePHycgIKCxp9Fg4uLiWLlyZWNPo8HFxMTg4eHBiBEjdGVnz57l9ddfR19fH7Vazd/+9rcKyboQQgghRGORN3CKv6yU7vZwPUv33bmglAULFgCQlJSkK3dycuLLL7/k+eefp7i4mO+++w6VSvXU5yuEEEII8UeSjNfDt99+S0xMjO776tWruXjxIps2bUKlUnH16lVcXV2ZPHkyly9fZvbs2SiVSp555hmuXbvG1q1bGTBggC5xDAgIYNy4cXTv3p25c+fy+++/k5ubi4eHB15eXqSkpBAcHEyrVq2wsLDAwMCApUuXsnXrVr7++mv09PRwdXXF19e3VuexatUqzpw5w927d+nSpQtLlizhk08+IS0tjZycHPLz85k3bx79+vVj27ZtfP/995SWlmJsbMwnn3zC119/TWJiIkVFRVy5coW3336bMWPGcOHCBUJDQwEwNTUlLCyMkpIS/P390Wq1lJSUEBwcTLdu3ep9DjWZPXs2y5Ytw83NDUtLSwYMGMDPP//cYP0LIYQQQtSVJOP1kJ6ezsaNGzE0NGTBggX8+9//pm3btmRmZhIfH09xcTEDBw5k8uTJLF++nHfffZfBgweza9curl27Vm2/ly9fZtSoUbzyyivcuHEDHx8fvLy8WLhwIcuXL+fZZ58lIiKCGzdukJqaSkJCAtu3b0dPT48JEybw8ssv07lz58c6h4KCAkxMTPjss88oLy9n1KhR3LhxA4AWLVrw+eefc/HiRWbOnMm+ffvIy8tj8+bNKBQK/Pz8OH36tK6fqKgo0tPTeffddxkzZgzz588nLCwMe3t7YmNjiYyMpE+fPhgbG7Nq1SpSU1MpKCio9zk8kJycrPuck5ODoaEhycnJ3Lp1i1deeYUxY8YAsG/fPlq0aFGhvvjzkjg1fRLj5kHi3DxInGtPkvF6sLCwICgoiFatWpGWlkbv3r0B6Nq1K0qlEqVSSYsWLYD7Nxb26dMHgL59+/LVV19V6k+r1QJgaWnJli1b+P777zEyMqK0tBSA7Oxsnn32WV0fCQkJ/Pbbb2RmZjJhwgQA7ty5w5UrV6pMZMvKyrh37x5GRkYA6OnpYWBgwO3bt5kxYwYtW7aksLCQkpISAF566SUAnn32WW7duoVCoUClUunqXr9+XTc3BwcHANq3b09xcbHunIODgwEoKSnBzs6OQYMGkZ6ezpQpU1AqlUyePLlW5/Awp7OpGBgYVBsbGxsb+vbtS3h4OAUFBSxYsIBbt25x7NgxIiIicHJyqrF/0fiSk5Pp27dvY09DPEES4+ZB4tw8SJyrptFoOHPmTLXHJRmvo99//52PP/6Yw4cPA/DWW2/pkmk9Pb1K9bt27crPP//M4MGD+eWXX3TlpaWl3L17F5VKRWpqKgDR0dH07t0bLy8vfvrpJxITEwFo164dqamp2Nvb6/ro3Lkz9vb2REZGoqenx+bNm+natWuVc05MTOS7775j2bJlZGdnY2FhwZEjR8jKyuJf//oXt2/f5sCBA7rzeHDj42+//Ubbtm05f/48Bw8eJDY2lnv37jFmzJgaz9nOzo5ly5ZhbW1NcnIyN2/e5Pjx47Rp04bo6Gh+/vlnwsPDmTt37mOfQ1288847zJo1i9GjR6PVann//fclERdCCCHEn4Ik47WQlJSk2+oA0KtXL9zc3GjZsiUmJiZkZ2djY2NTZdvAwEA+/PBDoqOjMTY2Rqm8f+l9fX0ZO3YsNjY2WFtbAzBkyBAWLVrEV199hampKfr6+hQXF7Nw4UI+/PBDWrZsiUqlom3btjg4ONC/f3/eeOMNiouLcXJyom3btlXO4eWXX+aLL77A29sbY2NjVqxYQVFREWvXrsXT0xO1Wk2HDh3Izs4G4Ny5c4wfP5579+4REhJCx44dMTQ0ZMyYMajVaqysrHR1q7Jo0SKCgoIoKysDYPHixZiamhIQEMCWLVtQKBS89957tTqHx7V06VLdZyMjI9auXVuv/oQQQgghngQ97YOlTfFExcfH06tXLzp27EhsbCynTp1iyZIlteojJiaGkSNHYm5uTkREBCqViqlTpz6R+X7yySdYWlryxhtvPJH+6+PBzz09evSodpuKaBrkJ8+mT2LcPEicmweJc9UelbfIyvhT0r59ewICAjA0NEShUBAWFlbrPiwsLJg4cSItW7bE2Ni4wurvww4dOsTmzZsrlfv6+jJ8+PBajyuEEEIIIZ4MScafEmdnZ+Li4urVx4gRIyq8zKY6Li4uuLi41GusadOm1au9EEIIIYR4NHkDpxBCCCGEEI1EknEhhBBCCCEaiSTjQgghhBBCNBJJxoUQQgghhGgkkoyLJkWr1RIUFERUVJSuLCYmBjc3N0aOHElgYKDuDaFCCCGEEI1NknHRZFy6dInx48fz3Xff6cq+//57tm3bxmeffcb+/fvRaDRVPvZRCCGEEKIxyKMN6ykjI4Ply5eTl5dHSUkJDg4OBAYGYmRkpKtz7tw5Dh06VO0Leh68kn7s2LG1Gru8vJyNGzdy5MgR9PX1AZg3bx7dunWr+wk95MSJExgbG+Pg4FDnPoYONNbKggAAIABJREFUHUrnzp2JjIzUlX322WcsXbqUCxcu6MreffddANavX1/nsWJiYvDw8NC9yRRg3759TJw4EVNTUwCCg4MpKSmp8xhCCCGEEA1JkvF6KCoqYsqUKYSGhtKrVy8A9u7dy8yZM9mwYYOunqOjI46OjtX2M2jQoDqNHxkZSW5uLtu2bUOhUJCSksKUKVP49ttvUalUderzYXv27MHV1bVeyTjAjRs3uH37Nubm5gAkJibSunVr3fGsrCwKCwspKSkhIyODDh06PFa/Kd3t4XoWAM4FpSxYsACApKQkXZ309HRycnLw8/MjOzubfv368cEHH9TrfIQQQgghGook4/Vw+PBhnJ2ddYk4gJubGzt27GDWrFnk5+eTl5eHn58fCQkJREREEBsbS0xMDK1bt0alUuHq6gpAWloa48aNY+bMmbRr146MjAx69uxJcHBwtePv3LmTuLg4FIr7u42cnJzYvXs3KpWKX3/9lZCQEPT19TEwMCAkJITy8nJmzJjBrl27APD09CQ8PJy9e/dy9epVcnJyyMzMZM6cOZiZmXH06FHOnj2Lvb093t7edO7cGTs7OxITE4mNjcXU1JTt27dTWFjIpEmTqp3nq6++yrfffouXlxeXLl3C1taWixcv6o7v3r0bFxcXWrRowfbt2wkKCqpXXB5WWlpKUlIS69atQ61WM3v2bCIiIpg7d26DjSGEEEIIUVeSjNdDRkYGtra2lcptbGw4efIkvr6+TJgwgePHjwNw+/ZtIiMj2bdvH2q1Gl9f30pt09PTiYqKwtDQkGHDhnHz5k2srKyqHL+oqKjCCjOAmZkZcH+7yuLFi3F0dOTgwYMsXbqUWbNmVXsuarWayMhIkpKSiI6OJioqioEDB+Lq6oq1tTVZWVnExcVhZmaGiYkJ+/fvx9vbm/j4eNasWVPjdRo9ejTz58/Hy8uL+Ph4XnvtNQ4dOgTc32rz9ddfs3PnTpRKJaNGjWL69Om0aNGixj7/KDk5Wfc5JycHQ0NDkpOTMTQ0xNHRUbcl5rnnniMuLq5CffHnJrFq+iTGzYPEuXmQONeeJOP10LZtW1JSUiqVp6en069fP+zs7CqUX7lyhS5dumBoaAhAnz59KrW1tbXV7Te3srJCo9FUO76JiQkFBQUV9qcfOHCA/v37k52drdsa4+zszKpVqyq112q1us8P6rZr167Kp42YmZnpEn13d3cCAgJwdnbG0tISS0vLaucI0L59e+D+dpRTp07h7++vO3b06FHu3r3LzJkzgfvJ+VdffYWHh0eNfQI4nU3FwMCgUrmFhQU2Njb07dsXd3d3vvnmG2bMmIGBgQF79+7lpZdeom/fvo/sXzS+5ORkiVUTJzFuHiTOzYPEuWoajYYzZ85Ue1yeplIPLi4uHDt2rEJCHhsbi7m5OQqFAj09vQr1bW1tSUtLo6ioiPLy8ioT+T+2qYmbmxtr1qzRJdWnTp1iyZIlqNVq2rRpw/nz54H7N2J26tQJAwMDcnJyKCsrIz8/n6tXr9Y4rp6enq7vB1thAKytrTE2Nmb9+vW4u7s/1lxdXV1ZunQpffr0qTDW7t27CQ0NJSoqiqioKP71r3+xffv2x74Gj+Ll5cX//M//MGbMGEaMGEFhYSEzZsxosP6FEEIIIepDVsbroVWrVqxfv56wsDDy8vIoKyujW7duhIeHExYWVqm+ubk5b7/9Nl5eXpiamqLRaFAqlZSWltZpfD8/P1avXs3YsWNRKpUolUrd3ujQ0FBCQkLQarXo6+sTFhaGlZUVAwYMwN3dHVtbWzp27Fhj/7169WLlypXY2NhUOubp6UloaCgrVqx4rLmOGDGCxYsXs2/fPl1ZTk4Ov/zyCxEREbqyvn37otFoOHXqFM8///xjXomKli5dqvusr6/P1KlTq32SjRBCCCFEY9LTPrxXQTxRpaWlbNq0icmTJwPg7e2Nv78/zs7OjTyz2ktISODixYtMnz79qY/94OeeHj16VLlNRTQd8pNn0ycxbh4kzs2DxLlqj8pbZGX8KVIqldy7dw83NzdUKhVOTk7069evxjYpKSlVrj6PHDkSLy+vJzXVGoWHh3Py5EnWrl0LwKFDh6p8kY6vry/Dhw9/yrMTQgghhPjrkJVx8ZcjK+PNh6yyNH0S4+ZB4tw8SJyr9qi8RW7gFEIIIYQQopFIMi6EEEIIIUQjkWRcCCGEEEKIRiLJuBBCCCGEEI1EknEhhBBCCCEaiSTjoknRarUEBQURFRVV6djUqVP56KOPGmFWQgghhBBVk+eMN7CMjAyWL19OXl4eJSUlODg4EBgYiJGRka7OuXPnOHToULVvhTxy5AhZWVmMHTu2VmOXl5ezceNGjhw5gr6+PgDz5s2jW7dudT+hh5w4cQJjY2McHBzq3VdcXBxpaWkEBgbSo0cP+vTpA9x/MVKXLl1YtGgRSmXt/nteunSJ4OBgUlJS6Nq1a4VjmzZt4uTJk7i6utZ77kIIIYQQDUWS8QZUVFTElClTCA0NpVevXgDs3buXmTNnsmHDBl09R0dHHB0dq+1n0KBBdRo/MjKS3Nxctm3bhkKhICUlhSlTpvDtt9+iUqnq1OfD9uzZg6ura4Mk4w9r3bo1W7du1X339/cnMTERFxeXGtuldLeH61k4F5QCEBMTg4eHB9bW1hXqHT9+nKNHjzJu3Djy8/MbdO5CCCGEEPUhyXgDOnz4MM7OzrpEHMDNzY0dO3Ywa9Ys8vPzycvLw8/Pj4SEBCIiIoiNjSUmJobWrVujUql0K7dpaWmMGzeOmTNn0q5dOzIyMujZsyfBwcHVjr9z507i4uJQKO7vPnJycmL37t2oVCp+/fVXQkJC0NfXx8DAgJCQEMrLy5kxYwa7du0CwNPTk/DwcPbu3cvVq1fJyckhMzOTOXPmYGZmxtGjRzl79iz29vZ4e3vTuXNn7OzsSExMJDY2FlNTU7Zv305hYSGTJk2q0zUsKSmhsLCQli1b1rrtggULAEhKStKV3bhxg8WLFxMZGcnOnTvrNCchhBBCiCdFkvEGlJGRga2tbaVyGxsbTp48ia+vLxMmTOD48eMA3L59m8jISPbt24darcbX17dS2/T0dKKiojA0NGTYsGHcvHkTKyurKscvKiqidevWFcrMzMyA+9tVFi9ejKOjIwcPHmTp0qXMmjWr2nNRq9VERkaSlJREdHQ0UVFRDBw4EFdXV6ytrcnKyiIuLg4zMzNMTEzYv38/3t7exMfHs2bNmse+ZgB37tzBx8cHAD09PQYNGkT//v0fu31ycnKF7zk5ORgaGnL8+HHCwsJwd3cnIyODzMxMfv/990r1xZ+bxKvpkxg3DxLn5kHiXHuSjDegtm3bkpKSUqk8PT2dfv36YWdnV6H8ypUrdOnSBUNDQwDdvumH2dra6vabW1lZodFoqh3fxMSEgoKCCvvTDxw4QP/+/cnOztZtjXF2dmbVqlWV2mu1Wt3nB3XbtWtHcXFxpbpmZma6RN/d3Z2AgACcnZ2xtLTE0tKyyvmVlZVx79493fz09PSAyttUauuPr961sLDAxsYGtVpNXl4ee/bsYc+ePdy6dYuysjJat27N4sWL6zyeeHrk1cpNn8S4eZA4Nw8S56ppNBrOnDlT7XF5mkoDcnFx4dixYxUS8tjYWMzNzVEoFLrk8wFbW1vS0tIoKiqivLy8ykT+j21q4ubmxpo1a3RJ9alTp1iyZAlqtZo2bdpw/vx54P6NmJ06dcLAwICcnBzKysrIz8/n6tWrNY6rp6en6/vBVhgAa2trjI2NWb9+Pe7u7tXOLzExkZCQEACys7OxsLB47HOritPZVN1+8ar06dOHxMREvvzyS7788kvGjRuHq6urJOJCCCGE+NOQlfEG1KpVK9avX09YWBh5eXmUlZXRrVs3wsPDCQsLq1Tf3Nyct99+Gy8vL0xNTdFoNCiVSkpLq08wa+Ln58fq1asZO3YsSqUSpVLJunXrUKvVhIaGEhISglarRV9fn7CwMKysrBgwYADu7u7Y2trSsWPHGvvv1asXK1euxMbGptIxT09PQkNDWbFiRbXtX375Zb744gu8vb0xNjausa4QQgghRHOgp314b4J4qkpLS9m0aROTJ08GwNvbG39/f5ydnRt5ZrWXkJDAxYsXmT59+hMf68HPPT169MDAwOCJjycaj/zk2fRJjJsHiXPzIHGu2qPyFlkZb0RKpZJ79+7h5uaGSqXCycmJfv361dgmJSWlyhXlkSNH4uXl9aSmWqPw8HBOnjzJ2rVrATh06BCbN2+uVM/X15fhw4c/5dkJIYQQQvx5ycq4+MuRlfHmQ1ZZmj6JcfMgcW4eJM5Ve1TeIjdwCiGEEEII0UgkGRdCCCGEEKKRSDIuhBBCCCFEI5FkXAghhBBCiEYiybgQQgghhBCNRJJx0aRotVqCgoKIiooC4Pfff+f9999n9OjRuLq6snHjxkaeoRBCCCHE/2lSzxm/ePEiK1as4N69exQWFjJ48GCmTZtW7SvlMzMzOX/+PEOHDn3KM/0/SUlJrF+/HoCff/6ZPn36ABAUFESPHj0abJy4uDjS0tIIDAysUH7y5EnCwsIoKSlhxowZDBkypFLboUOH0r59exSK//vbraHmt23bNt5888169wNw6dIlgoODSUlJoWvXrgCsXr2atm3b8vHHH1NYWMjo0aNxdnbWXWchhBBCiMbUZJLx/Px8ZsyYwSeffEKnTp0oKytj+vTpfPHFF7zxxhtVtvnpp59IS0tr1GR8wIABDBgwQPd569atT3X8bdu28f7772NoaMhnn31WZTIOEB0d/USe6b1u3boGS8ZjYmLw8PDA2tpaVzZ37lzKysoAuHnzJsXFxRgbGzfIeEIIIYQQ9dVkkvFDhw7x4osv0qlTJwD09fVZtmwZKpWKsrIyFixYwPXr18nNzWXQoEFMmzaNjRs3UlRURJ8+fbCxsSE0NBQAU1NTwsLCMDIyIjg4mDNnzmBpacm1a9dYt24dcD/JKy0tRU9Pj3nz5uHg4MCQIUPo3LkzdnZ2JCYmEhsbi6mpKdu3b6ewsJBJkybV6pxGjx5Np06dUKvVzJo1i0WLFqHRaMjLy+O9997DxsaGsLAwPv/8cwD++c9/Mn36dAoKCoiIiEBfX58OHTrw0UcfVTuGq6srn376Kaamprz11lu1mt/UqVPx9fXlhRdeICUlhXXr1vHxxx+zcOFCLl++THl5Of7+/rz44ou89tprvPDCC1y4cAE9PT3Wrl3Ltm3buHPnDosWLWL8+PHMmTMHpVKJvr4+y5cvp23btjWOn9LdHq5n4VxQCsCCBQuA+782PKCnp4dSqSQwMJDvvvuO4cOHY2dnV6vzFEIIIYR4UppMMp6dnU2HDh0qlLVq1QqAq1ev0rt3bzw8PNBoNAwaNAh/f3/eeecd0tLScHFxwdPTk7CwMOzt7YmNjSUyMpKePXuSl5fH7t27uX37Nq+88goAy5cvx8fHh2HDhnHu3Dk+/PBD4uLiyMrKIi4uDjMzM0xMTNi/fz/e3t7Ex8ezZs2aWp9TYWEhU6ZM4bnnnuPYsWO89dZbvPjii5w6dYpPPvmEzz77DI1Gw7Vr11CpVOTm5uLo6MiIESPYvn07FhYW/Otf/2Lv3r0olZVDXVRUxI8//oi+vj5arZYXXniB3377TbfF42ETJ07UbVNRKBRs2bIFDw8P9u7dywsvvMDevXvx9PQkNjYWMzMzwsLCyM3N5c0332T//v3cvXuXUaNGMX/+fGbOnMmRI0eYPHky27ZtY9GiRcTExNC9e3dmz57NyZMnuXPnziOT8QeSk5MrfM/JycHQ0LBC+RtvvIGbmxsRERHMmzcPd3f32oRCNKI/xlc0PRLj5kHi3DxInGuvySTj1tbW/PrrrxXKMjIyuH79Oo6Ojpw+fZqffvoJIyMjiouLK7V/sN8YoKSkBDs7O9LS0ujduzcA5ubmdO7cWVfX2dkZAEdHR65fvw6AmZkZZmZmALi7uxMQEICzszOWlpZYWlrW6bwerOJaWVmxbt06du/ejZ6eHqWlpbpx9u3bh1qtZsyYMdy+fZvs7Gz8/f2B+wn3gAEDsLW1rdR3dHQ0ZmZmLFmyhJkzZ+Ln54dSqdTd/PjHun/cpjJw4EBWrFhBXl4eJ0+eZN68eYSEhJCcnExKSgoApaWl5ObmAvDcc88B0L59ezQaTYW+3N3d2bRpE5MmTcLY2JiAgIDHvkZ/fPWuhYUFNjY29O3bl6NHj9K1a1ddYn/jxg2+//57eV3vX4S8Wrnpkxg3DxLn5kHiXDWNRsOZM2eqPd5knqYyZMgQjh49ypUrV4D7CfXSpUv57bffiIuLw9jYmFWrVjFx4kSKiorQarUoFArKy8uB+0nvsmXL2Lp1Kx988AGDBw/m2Wef5b///S8Ad+7cIT09HYAuXbpw8uRJAM6dO6dLtB++wdHa2hpjY2PWr19fr1XYB32uXr2a119/nRUrVvDiiy+i1WqB+9tMDh8+zIEDBxg9ejRmZma0a9eOtWvXsnXrVt59911efPHFKvsuLi5GpVIB4O/vT3Jysu4Pjsed24gRI1i0aBHDhg1DX1+fzp07M2rUKLZu3cqmTZsYMWIErVu3BqjyRtoH53Ho0CH69u3Lli1bGDFiBJGRkY8c3+lsqm6LSnW++eYbPv30U7RaLcXFxXzzzTe89NJLj32OQgghhBBPUpNZGTcyMmLp0qXMmzcPrVbL3bt3GTJkCF5eXqSmpjJjxgySk5MxNDSkY8eOZGdn07VrV9atW0f37t1ZtGgRQUFBupv9Fi9eTKdOnThy5Ajjxo3D0tKSFi1aoFKpmDVrFvPnzyc6OprS0lIWL15c5Zw8PT0JDQ1lxYoV9T6/ESNGsHjxYjZs2ED79u11q82tWrXCwcGB0tJSjIyMgPv72d955x20Wi2tWrVi+fLlZGVlVepz4sSJzJkzB29vb8rKyoiIiOCzzz7j/PnzODg4VKr78B8bvr6+DB8+nH/84x8MGzaM7777DoBx48Yxb9483nzzTQoKCvDy8qrQ7o+6dOlCYGAg77//Ph988AGffPIJCoWCOXPm1PuaAcyePZuFCxfy2muvATBs2DB8fX0bpG8hhBBCiPrS0z5YmhSVXLp0ifPnzzNq1Chyc3MZPXo0P/74I2q1+rHaJyQkcPHiRaZPn/6EZ9q8PPi5p0ePHk/kCS/iz0N+8mz6JMbNg8S5eZA4V+1ReUuTWRl/Etq3b8/KlSvZsmULZWVlBAYGPnYiHh4ezsmTJ1m7di1wfxvG5s2bK9V7sMIshBBCCCGaH0nGa9CyZUvdowxra8aMGRW+u7i44OLi0hDTEkIIIYQQTUSTuYFTCCGEEEKIvxpJxoUQQgghhGgkkowLIYQQQgjRSCQZF0IIIYQQopFIMi6EEEIIIUQjkaepiCZDq9Uye/Zsunbtip+fH0VFRQQHB3P69Gm0Wi1OTk4sXLiQFi1aNPZUhRBCCCEAWRkXTcSlS5cYP3687k2gAOvWraOsrIz4+Hji4+PRaDRs2LChEWcphBBCCFGRJOON6Pjx4wQEBDT2NOpt6NChaDQa3fdLly7h4+MDQEBAAMXFxY/VT0BAAMePH+fIkSPs3LmzVnOIiYnBw8ODESNG6MqcnZ2ZPHkyCoUCfX19HB0dyczMrFW/QgghhBBPkmxTEU9URERErdsMGjToseqldLeH61k4F5SyYMECAJKSknTHX375Zd3na9eusWXLFkJCQmo9HyGEEEKIJ0WS8T+Zb7/9lpiYGN331atXc/HiRTZt2oRKpeLq1au4uroyefJkLl++zOzZs1EqlTzzzDNcu3aNrVu3MmDAAF1SGhAQwLhx4+jevTtz587l999/Jzc3Fw8PD7y8vEhJSSE4OJhWrVphYWGBgYEBS5cuZevWrXz99dfo6enh6uqKr69vnc5n6NChfPPNNyxcuBC1Ws21a9fIzs5m6dKldO/enZiYGGJjY7GysiInJweAuLg40tLSCAwMfKwxkpOTdZ9zcnIwNDSsUJaWlkZERAQuLi6YmJhUOCb+/CReTZ/EuHmQODcPEufak2T8TyY9PZ2NGzdiaGjIggUL+Pe//03btm3JzMwkPj6e4uJiBg4cyOTJk1m+fDnvvvsugwcPZteuXVy7dq3afi9fvsyoUaN45ZVXuHHjBj4+Pnh5ebFw4UKWL1/Os88+S0REBDdu3CA1NZWEhAS2b9+Onp4eEyZM4OWXX6Zz587V9j9x4kQUivu7nu7du4ehoWGlOtbW1nz00Ufs2rWLnTt38sEHH/D555/z1Vdfoaenx5gxY+p0zfr27av7bGFhgY2Nja5s//79rFixgvnz5/Paa6/VqX/ReJKTkyvEVzQ9EuPmQeLcPEicq6bRaDhz5ky1xyUZ/5OxsLAgKCiIVq1akZaWRu/evQHo2rUrSqUSpVKpexrIpUuX6NOnD3A/If3qq68q9afVagGwtLRky5YtfP/99xgZGVFaWgpAdnY2zz77rK6PhIQEfvvtNzIzM5kwYQIAd+7c4cqVKzUm49HR0RgYGOjmtWjRokp1HB0dAWjXrh2nTp0iLS0Ne3t71Go1AE5OTrW6Vk5nU3VjVuWHH34gNDSUqKgoevbsWau+hRBCCCGeBknG/0R+//13Pv74Yw4fPgzAW2+9pUum9fT0KtXv2rUrP//8M4MHD+aXX37RlZeWlnL37l1UKhWpqanA/WS5d+/eeHl58dNPP5GYmAjcT4xTU1Oxt7fX9dG5c2fs7e2JjIxET0+PzZs307Vr13qf3x/PoUOHDqSmplJUVIRKpeLcuXP8/e9/r/c4DyxbtgytVsu8efN0Zc8//zwLFy5ssDGEEEIIIepDkvFGlpSUVGF7Rq9evXBzc6Nly5aYmJiQnZ2NjY1NlW0DAwP58MMPiY6OxtjYGKXyfjh9fX0ZO3YsNjY2WFtbAzBkyBAWLVrEV199hampKfr6+hQXF7Nw4UI+/PBDWrZsiUqlom3btjg4ONC/f3/eeOMNiouLcXJyom3btg1+7ubm5kyfPp1x48Zhbm5e5daW2lq6dKnu88OPORRCCCGE+DPS0z5YehV/OfHx8fTq1YuOHTsSGxvLqVOnWLJkSa36iImJYeTIkZibmxMREYFKpWLq1KlPaMYN48Heqx49etS4TUX89cn+w6ZPYtw8SJybB4lz1R6Vt8jK+F9Y+/btCQgIwNDQEIVCQVhYWK37sLCwYOLEibRs2RJjY+MKK8sPO3ToEJs3b65U7uvry/Dhw2s9rhBCCCGEkGT8L83Z2Zm4uLh69TFixIgKL8qpjouLCy4uLvUaSwghhBBCVCRv4BRCCCGEEKKRSDIuhBBCCCFEI5FkXAghhBBCiEYiybgQQgghhBCNRG7gFE2GVqtl9uzZdO3aFT8/P4qKiggODub06dNotVqcnJxYuHCh7g2mQgghhBCNTVbGRZNw6dIlxo8fX+FFP+vWraOsrIz4+Hji4+PRaDRs2LChEWcphBBCCFFRs14ZP378OP7+/tjb2wNw9+5dbGxsWLlyJWq1ulL9zMxMzp8/z9ChQ1m8eDFvvfWW7g2XDS0uLo6PP/6YDh06UF5ejp6eHu+99x79+/fnyJEjZGVlMXbs2Fr1l5aWRmBgYIXyoUOH8s033zzWy3M8PT0JDw+v8o2gFy5cIDQ0FID//ve/ODk5oVAo8PPz429/+9tjz7OuYmJi8PDwqBAPZ2dnnnnmGRSK+39zOjo6kpqa+sTnIoQQQgjxuJp1Mg7w0ksvERERofs+c+ZMfvjhhyqfvf3TTz+RlpbG0KFDmTt37hOf2+jRo3XJ861bt/D29mbbtm0MGjToiY9dW926dWPr1q3A/QQ/Ojr6ib8dM6W7PVzPwrmglAULFgCQlJSkO/7yyy/rPl+7do0tW7YQEhLyROckhBBCCFEbzT4Zf1hxcTHZ2dm0bt2auXPncv36dXJzcxk0aBDTpk1j48aNFBUV0adPHzZv3syiRYtISEjg6tWr5OTkkJmZyZw5cxg4cCA//vgjH3/8MUZGRrRu3Zpu3brh7e2Nv78/Wq2WkpISgoOD6dat22PNzdLSkldffZXDhw+jr69PWloa06ZNY/r06RQUFFBUVMQHH3zAiy++yLZt2/j+++8pLS3F2NiYTz75BLi/Yj1+/HgKCgqYNm1ahRXrrKws5s+fj0ajwcDAgJCQENq3b09ERARHjx6lXbt25Obm1um6+vj4YGZmRn5+PqNGjeLy5csEBgai0WgYOXIkP/zwQ4WVdVNTU8LCwjA2Nq7TeH905swZpk6dyptvvsmQIUMapE8hhBBCiIbQ7JPxn376CR8fH3JyclAoFHh6etKhQwd69+6Nh4cHGo2GQYMG4e/vzzvvvENaWhouLi4VXg2vVquJjIwkKSmJ6Oho/ud//ofQ0FB27tyJpaUlM2fOBCAlJQVjY2NWrVpFamoqBQUFtZqrhYUFubm5WFpaAnDlyhVu3brF5s2bycnJIT09nfLycvLy8ti8ebNum8jp06cBMDQ0ZOPGjdy+fRsPD48KK+zLli3Dx8eHwYMH85///IeVK1fyz3/+kxMnTrB7924KCwt55ZVX6nydX3vtNYYPH17tG0Pnz59PWFgY9vb2xMbGEhkZSUBAwGP1nZycrPuck5ODoaGhruzYsWN89tlnTJgwAWdn5wp1xV+DxKzpkxg3DxLn5kHiXHvNPhl/sE0lNzeXiRMnYmNjg6mpKadPn+ann37CyMiI4uLiGvtwdHQEoF27dhQXF3P79m2MjIx0SXO/fv24desWgwYNIj09nSlTpqBUKpk8eXKt5pqZmclzzz1HWVkZAM8++yze3t7MmDGD0tJSfHx8UCgUqFQqZsyYQcuWLbl+/TqlpaUA9O3bFz09PSwsLDA2NiYvL0/X92+//caGDRuIjIxEq9WiUqlITU2lR48eKBQKjIyM6Nq1a63m+zA7O7tKZVqtVvd+lmAOAAAgAElEQVT50qVLBAcHA1BSUlJl/T9yOptaaSuMhYUFNjY29O3blx9++IHt27ezZcsWevbsWee5i8aTnJxM3759G3sa4gmSGDcPEufmQeJcNY1Gw5kzZ6o93uyT8QfMzMxYsWIFvr6+eHl5YWxszEcffcTly5fZtWsXWq0WhUJBeXl5pbZ6enoVvltYWHD37l1u376Nubk5v/zyC8888wzHjx+nTZs2REdH8/PPPxMeHq7bZ/0o2dnZHDp0iMmTJ/PDDz8A92+avHv3Lhs3biQ7O5tx48bRvn17Dh48SGxsLPfu3WPMmDG6pPfBCvnNmzcpLCzEzMxM13/nzp2ZOHEizz//PJcuXeLEiRPY2dnx+eefU15eTlFRUb1ufnxwjQwMDLh58yYAZ8+e1R23s7Nj2bJlWFtbk5ycrKtTH8uWLUOr1TJv3jxd2fPPP8/ChQvr3bcQQgghREOQZPwh9vb2+Pj4cO7cOf7f//t/JCcnY2hoSMeOHcnOzqZr166sW7eO7t2719iPQqFg/vz5vP322xgbG1NeXk7Hjh1xcHAgICCALVu2oFAoeO+992rs5+uvv+aXX35BoVCg1WpZsmQJpqamuuOdOnXi008/Zd++fahUKt5//306duyIoaEhY8aMQa1WY2VlRXZ2NgBFRUX4+vpSWFjIRx99VOGPiKCgIBYtWoRGo6GoqIi5c+fi6OjIiBEjcHd3p02bNlhYWNTj6t43cOBAduzYwRtvvEH37t1p1aoVAIsWLSIoKEi36r948eI69b906VLd54cfcyiEEEII8Wekp314r4BoMBs2bOCtt95CrVYTGBjIyy+/zP/+7/829rSahAc/9/To0eOJP7FFNC75ybPpkxg3DxLn5kHiXLVH5S2yMv6EtGrVCk9PT1q0aMEzzzyDq6trlfWmTp3KnTt3KpQZGRmxbt26pzHNWktJSWHFihWVykeOHImXl1cjzEgIIYQQ4q9LkvEn5M033+TNN998ZL01a9Y8hdk0HCcnp8fe5y6EEEIIIWqmaOwJCCGEEEII0VxJMi6EEEIIIUQjkWRcCCGEEEKIRiLJuBBCCCGEEI1EknEhhBBCCCEaiSTjosnQarUEBQURFRVVoTwrK4uBAwdy+/btRpqZEEIIIUTVJBlvABkZGUybNg0fHx/GjRvHokWLKCgoqFDn3LlzNT7G8MiRI+zcubPWY5eXl7N+/Xq8vLzw8fHBx8eHCxcu1Lqf6pw4cYLz58/Xq4+hQ4ei0Wh03y9duoSPj4/uu0ajYcCAAURGRtZ5jEuXLjF+/PhKb93ct28f3t7eureQCiGEEEL8mUgyXk9FRUVMmTKFSZMmsXXrVr744gt69erFzJkzK9RzdHRk6tSp1fYzaNAgxo4dW+vxIyMjyc3NZdu2bWzdupUPPviAKVOmUFJSUuu+qrJnz54nnsh+9913uLq6snfvXsrLyx+7XUp3e04Y3X9UfkxMDB4eHowYMUJ3/MaNGxw8eLDSSrkQQgghxJ+FvPSnng4fPoyzszO9evXSlbm5ubFjxw5mzZpFfn4+eXl5+Pn5kZCQQEREBLGxscTExNC6dWtUKpXu7ZxpaWmMGzeOmTNn0q5dOzIyMujZsyfBwcHVjr9z507i4uJQKO7/XeXk5MTu3btRqVT8+uuvhISEoK+vj4GBASEhIZSXlzNjxgx27doFgKenJ+Hh4ezdu5erV6+Sk5NDZmYmc+bMwczMjKNHj3L27Fns7e3x9vamc+fO2NnZkZiYSGxsLKampmzfvp3CwkImTZpUp2sYGxvL3LlzuX37NomJiQwZMqTWfSxYsACApKQkXVnbtm3/ci9VEkIIIUTzIsl4PWVkZGBra1up3MbGhpMnT+Lr68uECRM4fvw4ALdv3yYyMpJ9+/ahVqvx9fWt1DY9PZ2oqCgMDQ0ZNmwYN2/exMrKqsrxi4qKaN26dYUyMzMzAObNm8fixYtxdHTk4MGDLF26lFmzZlV7Lmq1msjISJKSkoiOjiYqKoqBAwfi6uqKtbU1WVlZxMXFYWZmhomJCfv378fb25v4+Pg6J73p6encu3cPBwcH/vGPfxAdHV3rZDw5OVn3OScnB0NDwwplD/zyyy+YmJjUaZ6i8VQVS9G0SIybB4lz8yBxrj1Jxuupbdu2pKSkVCpPT0+nX79+2NnZVSi/cuUKXbp0wdDQEIA+ffpUamtra4uRkREAVlZWFfZb/5GJiQkFBQW6+gAHDhygf//+ZGdn4+joCICzszOrVq2q1F6r1eo+P6jbrl07iouLK9U1MzPTJfru7u4EBATg7OyMpaUllpaW1c7RwMCA4uJiDAwMACgsLKRFixbA/VXxe/fu4efnB8CpU6e4fPkyHTt2rLa/P+rbt6/us4WFBTY2NhXKHujVqxfm5uaP3a9ofMnJyVXGUjQdEuPmQeLcPEicq6bRaDhz5ky1x2XPeD25uLhw7NixCgl5bGws5ubmKBQK9PT0KtS3tbUlLS2NoqIiysvLq0zk/9imJm5ubqxZs0aXVJ86dYolS5agVqtp06aN7ubLEydO0KlTJwwMDMjJyaGsrIz8/HyuXr1a47h6enq6vh9shQGwtrbG2NiY9evX4+7uXuMcn3vuuQo3Vh45coSePXtSWlpKQkICMTExREVFERUVxTvvvMP27dsf69ydzqbiXFD6WHWFEEIIIf6MZGW8nlq1asX69esJCwsjLy+PsrIyunXrRnh4OGFhYZXqm5ub8/bbb+Pl5YWpqSkajQalUklpad2SSj8/P1avXs3YsWNRKpUolUrWrVuHWq0mNDSUkJAQtFot+vr6hIWFYWVlxYABA3B3d8fW1vaRK9C9evVi5cqV2NjYVDrm6elJaGgoK1asqLGPWbNmMX/+fHbs2IFSqaRDhw4EBwfzww8/0L17d0xNTXV1x4wZw+uvv46/v7/u1wMhhBBCiKZKT/vwPgXxxJWWlrJp0yYmT54MgLe3N/7+/jg7OzfyzGovISGBixcvMn369Kc67oOfe3r06KHb+iKaJvnJs+mTGDcPEufmQeJctUflLbIy/pQplUru3buHm5sbKpUKJycn+vXrV2OblJSUKlefR44ciZeX15Oaao3Cw8M5efIka9euBeDQoUNs3ry5Uj1fX1+GDx/+lGcnhBBCCPHXICvj4i9HVsabD1llafokxs2DxLl5kDhX7VF5i9zAKYQQQgghRCORZFwIIYQQQohGIsm4EEIIIYQQjUSScSGEEEIIIRqJJONCCCGEEEI0EknGRZOh1WoJCgoiKioKgLKyMhYvXsyIESMYPnw4O3bsaOQZCiGEEEJUJM8ZbyAZGRksX76cvLw8SkpKcHBwIDAwECMjI12dc+fOcejQIaZOnVplH0eOHCErK4uxY8fWauzy8nI2btzIkSNH0NfXB2DevHl069at7if0kBMnTmBsbIyDg0Od+xg6dCjt27dHofi/v/+CgoLo0aMHGzdu5NixYygUCvT09AgICKBHjx616v/SpUsEBweTkpJC165dAfjiiy9IT0/n66+/5u7du4wdO5bu3bvj5ORU5/MQQgghhGhIkow3gKKiIqZMmUJoaCi9evUCYO/evcycOZMNGzbo6jk6OuLo6FhtP4MGDarT+JGRkeTm5rJt2zYUCgUpKSlMmTKFb7/9FpVKVac+H7Znzx5cXV3rlYwDREdHV3q+ZmpqKj/88AM7duxAT0+Pc+fOERQURHx8/CP7S+luj3NqBgAxMTF4eHhgbW2tO37w4EE8PT1RKpW0bt2aUaNGER8fL8m4EEIIIf40JBlvAIcPH8bZ2VmXiAO4ubmxY8cOZs2aRX5+Pnl5efj5+ZGQkEBERASxsbHExMTQunVrVCoVrq6uAKSlpTFu3DhmzpxJu3btyMjIoGfPngQHB1c7/s6dO4mLi9OtOjs5ObF7925UKhW//vorISEh6OvrY2BgQEhICOXl5cyYMYNdu3YB4OnpSXh4OHv37uXq1avk5OSQmZnJnDlzMDMz4+jRo5w9exZ7e3u8vb3p3LkzdnZ2JCYmEhsbi6mpKdu3b6ewsJBJkybV6tqZm5uTmZnJ7t27GTRoEI6Ojuzevbu2IWDBggUAJCUl6cqysrJo37697nu7du24cOFCrfsWQgghhHhSJBlvABkZGdja2lYqt7Gx4eTJk/j6+jJhwgSOHz8OwO3bt4mMjGTfvn2o1Wp8fX0rtU1PTycqKgpDQ0OGDRvGzZs3sbKyqnL8oqIiWrduXaHMzMwMuL9dZfHixTg6OnLw4EGWLl3KrFmzqj0XtVpNZGQkSUlJREdHExUVxcCBA3F1dcXa2pqsrCzi4uIwMzPDxMSE/fv34+3tTXx8PGvWrKnxOk2cOFH3B4NCoWDLli2Ym5uzbt06tm3bxqeffkqLFi0ICAjg1VdfrbGvB5KTkyt8z8nJwdDQkOTkZO7du8eFCxcoKysD7l/TO3fuVGoj/twkXk2fxLh5kDg3DxLn2pNkvAG0bduWlJSUSuXp6en069cPOzu7CuVXrlyhS5cuGBoaAtCnT59KbW1tbXX7za2srNBoNNWOb2JiQkFBQYX96QcOHKB///5kZ2frtsY4OzuzatWqSu21Wq3u84O67dq1o7i4uFJdMzMzXaLv7u5OQEAAzs7OWFpaYmlpWe0coeptKpcvX8bIyIglS5YAcPr0ad555x1efPFFTE1Na+wPqPTaXQsLC2xsbOjbty92dnaYm5vr6vznP//B0dFRXtX7FyKvVm76JMbNg8S5eZA4V02j0XDmzJlqj8vTVBqAi4sLx44dq5CQx8bGYm5urrsp8WG2trakpaVRVFREeXl5lYn8H9vUxM3NjTVr1uiS6lOnTrFkyRLUajVt2rTh/PnzwP0bMTt16oSBgQE5OTmUlZWRn5/P1atXaxxXT09P1/fDN2BaW1tjbGzM+vXrcXd3f+z5PuzChQssWrRI98eGnZ0dxsbGuhtRa+J0NrXG4y4uLuzZs4fS0lLy8/PZv38/w4YNq9M8hRBCCCGeBFkZbwCtWrVi/fr1hIWFkZeXR1lZGd26dSM8PJywsLBK9c3NzXn77bfx8vLC1NQUjUaDUqmktLS0TuP7+fmxevVqxo4di1KpRKlUsm7dOtRqNaGhoYSEhKDVatHX1ycsLAwrKysGDBiAu7s7tra2dOzYscb+e/XqxcqVK7Gxsal0zNPTk9DQUFasWPHIeT68TQXA19eXV155hUuXLuHh4UHLli3RarXMmjULY2Pj2l+IP3jjjTe4cuUKr7/+OiUlJYwdO5YXXnih3v0KIYQQQjQUPe3DexTEU1FaWsqmTZuYPHkyAN7e3vj7++Ps7NzIM6u9hIQELl68yPTp05/amA9+7unRo0elbS+iaZGfPJs+iXHzIHFuHiTOVXtU3iIr441AqVRy79493NzcUKlUODk50a9fvxrbpKSkVLn6PHLkyP/f3p3HVVXnfxx/XS6gKCAomhKi4FKUIZVM088tR9MiEy3cE0sdy8Y09w0cGRA1twpTUilLbQFFs2Uml0rM0kdQ5rA4mqSCWGhGhsl6z+8PH96JQdBcuF55P//invM953wOH+/D9z187zkMGTLkepVarSVLlpCamsry5csB2LFjB2vWrKk0Ljw8nAcffLCGqxMRERG58enKuNgdXRmvPXSV5eanHtcO6nPtoD5f3KVyi77AKSIiIiJiIwrjIiIiIiI2ojAuIiIiImIjCuMiIiIiIjaiMC4iIiIiYiO6taHcFNauXcu6deuoW7curVq1Yvbs2Xh4eNi6LBEREZFq1diV8UOHDjF69GiGDRvG448/zssvv0x1d1XMy8vjk08+qanyqvSXv/yFN9980/r68OHDDBs2rEZrWL9+PaGhoWzatIk5c+YA5x9tf+Ex95dy6tQphg0bRp8+fYiLi6t2bGhoKFFRUZfc57vvvktpaSlZWVksW7asynFjx469rBqvxp49e1i1ahVvvPEG7733Hl26dGH27NnX/bgiIiIiV6tGwviZM2eYOHEiM2fOZO3atSQmJnLw4EHeeeedKrfZs2cPX3/9dU2Ud0lr1qwhOzvbZsfftm0bL7zwAv369bOG8Y0bN5Kfn39Z22/dupV27dqxYcMG1q1bV+W4tLQ02rZty549eygsLKx2n6+++ioWi4WAgIBqA3d1Qf1aycjI4P/+7/9o2rQpAD179uSTTz6hpKTkuh9bRERE5GrUyDSVHTt2cN9999GyZUsAzGYzCxYswMnJifLycmbPns0PP/zAzz//TJcuXXjuuedYuXIlRUVF3H333fj4+BATEwOAh4cHsbGxuLq6EhUVRXp6Ol5eXhw/fpwVK1YAMGvWLMrKyjCZTERERHD77bfTrVs3/P398fPzY+fOnSQlJeHh4cFbb73Fb7/9xqhRo6qsf/r06UyfPp233367wvLMzEyio6Mxm83UqVOH6OhoLBYLkyZNomnTpuTk5HDXXXcRFRVFXFwc2dnZ/PTTT5w5c4aIiAg6dOhgrcvf35/hw4dXqv3bb78lPT2dWbNmsXTpUiZNmsTs2bPZtWsXGRkZtG7dmpdffpljx45RXFzMyJEjCQkJqVBn586deeqppygoKOCpp56q8jyTkpLo1asXzZo1Y/PmzTzxxBMALF++nO3bt1NeXs7gwYMxm82cPHmSCRMmMHz4cN555x169+7N9u3bmTdvHgB9+/YlISGBPn36sHv3btavX8/mzZtxcHDgnnvuYdq0aUyfPh1HR0fy8vIoKSkhJCSETz/9lBMnTrB8+XJ8fX2r/Xe1/87WBH+XQ/v27Vm7di3Hjx/n1ltvJTk5mdLSUgoKCmjSpEm1+xARERGxpRoJ4/n5+TRv3rzCsvr16wOQm5tLUFAQ/fv3p7i4mC5duvD8888zevRosrOz6d69OwMGDCA2NpbWrVuTlJTE6tWrueuuuygoKGDDhg2cPn2anj17AvDCCy8wbNgwevToQVZWFjNnziQ5OZkTJ06QnJyMp6cn7u7ufPjhhwwdOpQtW7Zc8upt165dSUlJYdWqVRUe6x4REcHcuXMJCAhg+/btzJ8/n6lTp3LkyBESEhJwcXGhR48enDx5EoC6devy5ptvcujQISZNmsSWLVsq1DVu3LiL1v7BBx8wZ84cTCYTAO3ataNz586EhITg7u7O3r172bhxIwC7d++uVP+2bdvw9vZm7969TJkyhcOHD9OiRQscHf/b/sLCQtLS0oiJiaFNmzY8++yzPPHEE2RmZpKSkkJSUhIlJSUsXryYWbNmsWLFCpYuXcq+ffsAeOCBB1i4cCG//fYb3333Hb6+vjRq1Mi6/+TkZCIjIwkKCuKtt96irKwMgFtvvZWYmBhmz55Nbm4uq1at4uWXX+aTTz7hySefvOS/rbS0NEwmE71792bEiBGYTCYeeOABXF1dyczMJCcn55L7kBtbWlqarUuQ60w9rh3U59pBff7jaiSMe3t7k5mZWWFZTk4OP/zwAwEBAfz73/9mz549uLq6XnRqweHDh63zmEtLS/Hz8yM7O5ugoCAAGjZsiL+/v3VscHAwAAEBAfzwww8AeHp64unpCUBYWBgTJkwgODgYLy8vvLy8LnkO06dP5/HHH69wtTY/P5+AgAAAgoODWbx4MQC+vr64uroC0LhxY4qLiwH485//DECbNm04depUpbqqqr06rq6uREZGEhkZSWFhIX369KmwPjU1lY8//pi3336bpKQkxowZw4kTJ9i2bVuFML5lyxYsFgtPP/00ACdPnuTLL7/k9OnTBAYGYjabcXFxISIi4qJ1mM1mevXqxdatW9m3bx/9+/evsH7evHm89tprLFq0iKCgIOv3Be644w4A3N3drT10d3e/7Ckm9957L4WFhXh5eTF58mQAfvzxRzZt2kTXrl2tH2DEPunRyjc/9bh2UJ9rB/X54oqLi0lPT69yfY3MGe/WrRu7du3i2LFjwPlAPX/+fA4ePEhycjJubm4sXryYESNGUFRUhGEYODg4YLFYAPDz82PBggWsXbuWKVOm0LVrV9q0aWO9KvvLL79w5MgRAFq1akVqaioAWVlZ1qDt4PDfU/X29sbNzY34+HjCwsIu6xxcXV35xz/+wdy5c63LmjRpYv0S5VdffWWdhlNVAMzIyADg4MGD3HLLLZXqqqr2izGZTBiGQX5+PhkZGbzyyiusXLmShQsXWq86w/nftZOTEwCPPfYYhYWFNG3atFKNGzZsID4+noSEBBISEoiIiGD9+vX4+/uTmZmJxWKhtLSUp556ipKSEkwmk7U/F4SFhbFlyxa+/fZbOnbsWGFdYmIiUVFRrFu3jqysLL755ptqf1eXIzDjO+D8h6Jhw4ZZ57mvWLGCRx55REFcREREbng1cmXc1dWV+fPnExERgWEYnD17lm7dujFkyBC+++47Jk6cSFpaGi4uLrRo0YL8/Hzatm3LihUruPPOO5kzZw7Tpk2jvLwcgLlz59KyZUtSUlIYNGgQXl5e1K1bFycnJ6ZOnUpkZCSvvfYaZWVlFcLz7w0YMICYmBgWLlx42edx33338cgjj5CVlQVATEwM0dHRGIaB2WwmNja22u2zsrIYPnw4586dIzo6utL6y60doH379ixatIgXX3yRkydP0rdvX+rVq8eIESMqXPG+//772b17N4MGDcIwDAYOHEh2djZJSUkMHToUOD/33TAM2rRpY92uV69ezJs3Dw8PDzp37szgwYOxWCwMHjwYZ2dnOnTowOjRo/nb3/5m3ebCVKTu3btX+JABcNtttxEWFoanpye33HIL7du3Jzk5udrf1+Xy9/dn9OjR9O/fH4vFwr333qu7qYiIiIhdMBnV3V/wBnb48GEOHDjAI488ws8//0zv3r359NNPcXZ2vqztP/roIw4dOsT48eOvc6XnxcXF4eXlxeDBg2vkeDezC3/uadeuHXXq1LF1OXId6U+eNz/1uHZQn2sH9fniLpVb7PahP82aNWPRokW88cYblJeXM3ny5MsO4kuWLCE1NZXly5cD5+/2smbNmkrjwsPDK3xhU0RERETkWrLbMF6vXj3rrQz/qIkTJ1Z43b17d7p3734tyqrSc889d133LyIiIiL2p8aewCkiIiIiIhUpjIuIiIiI2IjCuIiIiIiIjSiMi4iIiIjYiMK4iIiIiIiN2O3dVEQu2Lx5M6+//rr19a+//sqPP/7Izp07q32KqYiIiIitKYyL3evbty99+/YFoLS0lCeeeILRo0criIuIiMgNT2H8GsnJyeGFF16goKCA0tJSbr/9diZPnoyrq6t1TFZWFjt27GDs2LEX3UdKSgonTpxg4MCBf+jYFouFlStXkpKSgtlsBiAiIoLbbrvtyk/od7766ivc3Ny4/fbbr2j73bt3Ex8fD8A333zD3XffDcC0adNYsGAB586dw8XFBYvFwpkzZ5g8eTJdu3a9omOtWrWKhg0bMmjQoCvaXkRERKQmKYxfA0VFRTz77LPExMTQvn17ADZt2sSkSZN49dVXreMCAgIICAiocj9dunS5ouOvXr2an3/+mXXr1uHg4MD+/ft59tln+de//oWTk9MV7fP3Nm7cSEhIyBWH8Y4dO9KxY0frz2vXrq2wfsGCBbRq1QqA7Oxsxo0bd1lhfP+drQn+Lsf6+vTp07z++uskJydfUZ0iIiIiNU1h/Br47LPPCA4OtgZxgH79+vH2228zdepUzpw5Q0FBASNHjuSjjz5i6dKlJCUlsX79eho0aICTkxMhISHA+TA6aNAgJk2aRNOmTcnJyeGuu+4iKiqqyuO/++67JCcn4+Bw/vu4gYGBbNiwAScnJzIzM4mOjsZsNlOnTh2io6OxWCxMnDiRxMREAAYMGMCSJUvYtGkTubm5/PTTT+Tl5TFjxgw8PT3ZtWsXGRkZtG7dmqFDh+Lv74+fnx87d+4kKSkJDw8P3nrrLX777TdGjRp1Vb/LvLw83N3dr2jbxMREunfvTvPmza+qBhEREZGaojB+DeTk5ODr61tpuY+PD6mpqYSHh/Pkk0+yd+9e4PwV3NWrV7N582acnZ0JDw+vtO2RI0dISEjAxcWFHj16cPLkSRo3bnzR4xcVFdGgQYMKyzw9PYHz01Xmzp1LQEAA27dvZ/78+UydOrXKc3F2dmb16tXs3r2b1157jYSEBDp37kxISAje3t6cOHGC5ORkPD09cXd358MPP2To0KFs2bKFZcuWXfbv7PemTZuGo6MjeXl5BAUFMW/evMveNi0tzfrzxo0bGT58eIVlYv/Uz5ufelw7qM+1g/r8xymMXwO33HIL+/fvr7T8yJEjdOjQAT8/vwrLjx07RqtWrXBxcQGwzqH+PV9fX+t888aNG1NcXFzl8d3d3SksLKwwP33btm3cf//95OfnW6fGBAcHs3jx4krbG4Zh/fnC2KZNm1JSUlJprKenpzXoh4WFMWHCBIKDg/Hy8rriL0xemKbyzjvv8MEHH9CsWbPL2i4w4zvq1KkDwC+//MLJkycZOHDgNZmaIzeGtLQ07r33XluXIdeRelw7qM+1g/p8ccXFxaSnp1e5XvcZvwa6d+/OF198USGQJyUl0bBhQxwcHDCZTBXG+/r6kp2dTVFRERaL5aJB/n+3qU6/fv1YtmyZNVR//fXXzJs3D2dnZ5o0acKBAweA81/EbNmyJXXq1OGnn36ivLycM2fOkJubW+1xTSaTdd8XpsIAeHt74+bmRnx8PGFhYZddb1UGDRpEs2bNWLp06R/e9ujRozRu3FhBXEREROyKroxfA/Xr1yc+Pp7Y2FgKCgooLy/ntttuY8mSJcTGxlYa37BhQ/76178yZMgQPDw8KC4uxtHRkbKysis6/siRI3nppZcYOHAgjo6OODo6smLFCpydnYmJiSE6OhrDMDCbzcTGxtK4cWM6duxIWFgYvr6+tGjRotr9t2/fnkWLFuHj41Np3YABA4iJiWHhwoVXVPv/mjVrFn369CE0NL/10dEAAAieSURBVPQPfWE0MDCQbdu2XZMaRERERGqKyfj9HAWpEWVlZaxatYoxY8YAMHToUJ5//nmCg4NtXNkf99FHH3Ho0CHGjx9fY8e88Oeedu3aWaepyM1Jf/K8+anHtYP6XDuozxd3qdyiK+M24OjoyLlz5+jXrx9OTk4EBgbSoUOHarfZv3//Ra8+P/zwwwwZMuR6lVqtJUuWkJqayvLlywHYsWMHa9asqTQuPDycBx98sIarExEREbnx6cq42B1dGa89dJXl5qce1w7qc+2gPl/cpXKLvsApIiIiImIjCuMiIiIiIjaiMC4iIiIiYiMK4yIiIiIiNqIwLiIiIiJiIwrjIiIiIiI2ojAuIiIiImIjCuMiIiIiIjaiJ3CK3bnwnKqSkhIbVyI1obi42NYlyHWmHtcO6nPtoD5XdiGvVPWcTT2BU+zOr7/+ysGDB21dhoiIiMhla9u2LW5ubpWWK4yL3bFYLJw9exYnJydMJpOtyxERERGpkmEYlJaWUr9+fRwcKs8QVxgXEREREbERfYFTRERERMRGFMZFRERERGxEYVxERERExEYUxkVEREREbET3GRe7YrFYmDNnDv/5z39wdnYmJiaGFi1a2LosuQp9+/a13urJx8eHgQMHMnfuXMxmM506dWLs2LHqu5369ttvWbRoEWvXruXo0aNMnz4dk8lEmzZt+Pvf/46DgwPLli3js88+w9HRkZkzZxIYGFjlWLkx/b7PGRkZPPPMM7Rs2RKAwYMHExISoj7bsdLSUmbOnMnx48cpKSlhzJgxtG7dWu/na8kQsSMff/yxMW3aNMMwDOObb74xnnnmGRtXJFejqKjICA0NrbCsT58+xtGjRw2LxWKMGjXKSE9PV9/t0MqVK43evXsb/fv3NwzDMJ5++mljz549hmEYRmRkpLF161YjPT3dGDZsmGGxWIzjx48bjz32WJVj5cb0v31OTEw0EhISKoxRn+3bhg0bjJiYGMMwDOP06dNG165d9X6+xvTRROxKWloanTt3BiAoKIj09HQbVyRX48CBA5w7d44RI0YQHh7OV199RUlJCb6+vphMJjp16sSXX36pvtshX19f4uLirK8zMjL405/+BECXLl344osvSEtLo1OnTphMJry9vSkvL+f06dMXHSs3pv/tc3p6Op999hlDhw5l5syZFBYWqs927qGHHmL8+PHW12azWe/na0xhXOxKYWEhrq6u1tdms5mysjIbViRXo27duowcOZKEhASioqKYMWMGLi4u1vX169fn119/Vd/tUK9evXB0/O9MSMMwrA/pqqqvF5ZfbKzcmP63z4GBgUydOpX169fTvHlzXnnlFfXZztWvXx9XV1cKCwsZN24czz//vN7P15jCuNgVV1dXzp49a31tsVgq/Ecg9sXPz48+ffpgMpnw8/PDzc2NgoIC6/qzZ8/i7u6uvt8Efj9HtKq+nj17Fjc3t4uOFfvw4IMP0q5dO+vPmZmZ6vNN4MSJE4SHhxMaGsqjjz6q9/M1pjAuduWee+4hJSUFgH379tG2bVsbVyRXY8OGDcyfPx+AH3/8kXPnzlGvXj2OHTuGYRh8/vnndOjQQX2/Cdxxxx3s3bsXgJSUFGtfP//8cywWC3l5eVgsFho2bHjRsWIfRo4cyf79+wH48ssvufPOO9VnO3fq1ClGjBjBlClTCAsLA/R+vtZMhmEYti5C5HJduKvGwYMHMQyD2NhYWrVqZeuy5AqVlJQwY8YM8vLyMJlMTJ48GQcHB2JjYykvL6dTp05MmDBBfbdTubm5TJw4kcTERL7//nsiIyMpLS3F39+fmJgYzGYzcXFxpKSkYLFYmDFjBh06dKhyrNyYft/njIwMoqOjcXJywsvLi+joaFxdXdVnOxYTE8M///lP/P39rctmzZpFTEyM3s/XiMK4iIiIiIiNaJqKiIiIiIiNKIyLiIiIiNiIwriIiIiIiI0ojIuIiIiI2IjCuIiIiIiIjeipGSIiYvdyc3N56KGHKt3yMj4+nmbNmtmoKhGRS1MYFxGRm0KTJk147733bF2GiMgfojAuIiK1xvvvv8/q1asxm834+PiwcOFCnJ2dWbRoEdu3b8dsNjNw4ECGDx/O999/z+zZsykoKKBevXrMmjWLwMBApk+fTkFBAUePHmXKlCl4eXkxb948ioqK8PT0JCoqiubNm9v6VEXETiiMi4jITSE/P5/Q0FDr60cffZRRo0ZVGPPiiy+SmJhIo0aNWLBgAdnZ2Rw5coSvv/6a999/n9LSUoYMGUJISAhTpkxh9OjR9OzZk3379jF+/Hg+/vhjADw8PIiPj6ekpISwsDDi4+Px9vZm165dREZGsmbNmpo8dRGxYwrjIiJyU7icaSrdunVj8ODB9OjRg169ehEQEEBSUhIPP/wwzs7OODs7895773H27FmOHTtGz549AQgKCqJBgwZkZ2cDEBgYCMCRI0fIyclhzJgx1mMUFhZepzMUkZuRwriIiNQaERERHDhwgJ07dzJlyhTGjh2Lo6MjJpPJOiY3N5cGDRpU2tYwDMrLywGoW7cuABaLBR8fH+uHgPLyck6dOlUDZyIiNwvd2lBERGqFsrIyevbsiaenJ08//TShoaFkZWURHBzM1q1bKS0t5dy5c4waNYpTp07h4+PD1q1bAdi3bx+nTp2iTZs2Ffbp7+/PL7/8QmpqKgAbN25k8uTJNX5uImK/dGVcRERqBUdHR8aNG8eIESOoU6cOjRo1Yv78+TRq1Ij09HQee+wxLBYL4eHh+Pn5sXDhQubMmUNcXBxOTk7ExcXh7OxcYZ/Ozs689NJLzJ07l+LiYlxdXVmwYIGNzlBE7JHJMAzD1kWIiIiIiNRGmqYiIiIiImIjCuMiIiIiIjaiMC4iIiIiYiMK4yIiIiIiNqIwLiIiIiJiIwrjIiIiIiI2ojAuIiIiImIjCuMiIiIiIjby/35LuLInqXB6AAAAAElFTkSuQmCC\n", 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\n", 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" ] }, "metadata": {}, @@ -586,8 +594,8 @@ } ], "source": [ - "plt.rcParams['figure.figsize'] = [10, 20]\n", - "plot_importance(model, color='r')\n", + "fig, ax = plt.subplots(figsize=(10,15))\n", + "plot_importance(model, color='lightcoral', ax=ax)\n", "plt.show()" ] }, @@ -607,19 +615,9 @@ }, { "cell_type": "code", - "execution_count": 530, + "execution_count": 188, "metadata": {}, "outputs": [ - { - "data": { - "text/plain": [ - "array([3, 2, 2, 1, 0, 2, 2, 3])" - ] - }, - "execution_count": 530, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "text/plain": [ @@ -627,28 +625,10 @@ " 'Popular', 'Popular', 'UltraPopular'], dtype=object)" ] }, - "execution_count": 530, + "execution_count": 188, "metadata": {}, "output_type": "execute_result" }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/bincynarath/opt/miniconda3/lib/python3.8/site-packages/pandas/core/indexing.py:845: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " self.obj[key] = _infer_fill_value(value)\n", - "/Users/bincynarath/opt/miniconda3/lib/python3.8/site-packages/pandas/core/indexing.py:966: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " self.obj[item] = s\n" - ] - }, { "data": { "text/html": [ @@ -906,13 +886,13 @@ "28373 UltraPopular UltraPopular " ] }, - "execution_count": 530, + "execution_count": 188, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "KJ = DF[DF['video_id']=='BhIEIO0vaBE']\n", + "KJ = DF[DF['video_id']=='BhIEIO0vaBE'].copy()\n", "\n", "#This Madeup Data Frame is used to append with all new data before encoding so that dummies get the right names (It is a smart trick!!) \n", "#Later, this is removed\n", @@ -924,15 +904,16 @@ "To_encode = pd.concat([NO_DUP_DF, KJ_Test])\n", "To_encode.reset_index(drop=True, inplace=True)\n", "\n", - "\n", "encoded,_ = encoding(To_encode, list_of_label_encoding=None, list_of_onehot_encoding=cat_columns, drop_first_col=bin_columns) \n", - "KJ_encoded = encoded.iloc[-len(KJ):,:]\n", + "KJ_encoded = encoded.iloc[-len(KJ):,:]\n", + "\n", + "KJ_encoded=KJ_encoded[model.get_booster().feature_names]\n", "\n", "KJ_pred=model.predict(KJ_encoded)\n", - "KJ_pred\n", + "\n", "Dict_Label_Enc['Popularity_Category'].inverse_transform(KJ_pred)\n", "\n", - "KJ.loc[:,'Predicted_Popularity'] = Dict_Label_Enc['Popularity_Category'].inverse_transform(KJ_pred)\n", + "KJ['Predicted_Popularity'] = Dict_Label_Enc['Popularity_Category'].inverse_transform(KJ_pred)\n", "\n", "KJ[num_columns+cat_columns+target+['Predicted_Popularity']]\n" ] @@ -946,28 +927,18 @@ }, { "cell_type": "code", - "execution_count": 531, + "execution_count": 183, "metadata": {}, "outputs": [ - { - "data": { - "text/plain": [ - "array([0, 0, 0, 2, 0, 0, 0, 0, 0, 0])" - ] - }, - "execution_count": 531, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "text/plain": [ "array(['JustTrending', 'JustTrending', 'JustTrending', 'Popular',\n", - " 'JustTrending', 'JustTrending', 'JustTrending', 'JustTrending',\n", + " 'JustTrending', 'JustTrending', 'Popular', 'JustTrending',\n", " 'JustTrending', 'JustTrending'], dtype=object)" ] }, - "execution_count": 531, + "execution_count": 183, "metadata": {}, "output_type": "execute_result" }, @@ -1150,7 +1121,7 @@ " False\n", " False\n", " Popular\n", - " JustTrending\n", + " Popular\n", " \n", " \n", " 107272\n", @@ -1272,13 +1243,13 @@ "38657 Popular Popular \n", "17645 JustTrending JustTrending \n", "27308 JustTrending JustTrending \n", - "31248 Popular JustTrending \n", + "31248 Popular Popular \n", "107272 JustTrending JustTrending \n", "82496 Popular JustTrending \n", "4525 JustTrending JustTrending " ] }, - "execution_count": 531, + "execution_count": 183, "metadata": {}, "output_type": "execute_result" } @@ -1293,9 +1264,9 @@ "\n", "encoded,_ = encoding(To_encode, list_of_label_encoding=None, list_of_onehot_encoding=cat_columns, drop_first_col=bin_columns) \n", "Random_encoded = encoded.iloc[-len(Random):,:]\n", - "\n", + "Random_encoded = Random_encoded[model.get_booster().feature_names]\n", "Random_pred=model.predict(Random_encoded)\n", - "Random_pred\n", + "\n", "Dict_Label_Enc['Popularity_Category'].inverse_transform(Random_pred)\n", "\n", "Random.loc[:,'Predicted_Popularity'] = Dict_Label_Enc['Popularity_Category'].inverse_transform(Random_pred)\n", diff --git a/youtube-trending/Code/Language_Country_Category_Questions-Version1.ipynb b/youtube-trending/Code/Language_Country_Category_Questions-Version1.ipynb index 688eca3..ce7df94 100644 --- a/youtube-trending/Code/Language_Country_Category_Questions-Version1.ipynb +++ b/youtube-trending/Code/Language_Country_Category_Questions-Version1.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 106, + "execution_count": 132, "metadata": {}, "outputs": [], "source": [ @@ -29,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 133, "metadata": {}, "outputs": [], "source": [ @@ -56,7 +56,7 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 134, "metadata": {}, "outputs": [ { @@ -164,7 +164,7 @@ "JP 14434 7588 52.570320" ] }, - "execution_count": 108, + "execution_count": 134, "metadata": {}, "output_type": "execute_result" } @@ -201,7 +201,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 135, "metadata": {}, "outputs": [], "source": [ @@ -210,7 +210,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 136, "metadata": {}, "outputs": [], "source": [ @@ -219,7 +219,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 137, "metadata": {}, "outputs": [], "source": [ @@ -235,7 +235,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 138, "metadata": {}, "outputs": [], "source": [ @@ -245,7 +245,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 139, "metadata": {}, "outputs": [], "source": [ @@ -261,14 +261,14 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 140, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "
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" ] }, "metadata": {}, @@ -276,7 +276,7 @@ } ], "source": [ - "fig, axis = plt.subplots(figsize = (12,12))\n", + "fig, axis = plt.subplots(figsize = (10,10))\n", "_=axis.axis('equal')\n", "color_range = [plt.cm.Blues, plt.cm.Purples, plt.cm.Wistia, plt.cm.Reds, plt.cm.Greens, plt.cm.Oranges , plt.cm.Greys, plt.cm.GnBu_r, plt.cm.pink, plt.cm.OrRd_r]\n", "colors = [color(0.6) for color in color_range]\n", @@ -307,12 +307,11 @@ "#Tiding up the clutter\n", "_=pie2[1][11].set_visible(False)\n", "_=pie2[1][-1].set_visible(False)\n", - "_=axis.axis('equal')\n", "\n", - "_=plt.suptitle('Trending Videos Visual: Countries & Languages', fontsize=20, weight='bold', y=1.1)\n", + "_=plt.suptitle('Trending Videos Visual: Countries & Languages', fontsize=20, weight='bold', y=1.025)\n", "\n", "_=plt.tight_layout()\n", - "_= plt.savefig('../Image/Lang1.png', bbox_inches = \"tight\" )\n", + "##_= plt.savefig('../Image/Lang1.png', bbox_inches = \"tight\" )\n", "_=plt.show()\n" ] }, @@ -327,7 +326,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 141, "metadata": {}, "outputs": [], "source": [ @@ -336,14 +335,14 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 146, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -355,7 +354,7 @@ "source": [ "List_of_CCs = DF['viewing_country'].unique()\n", "\n", - "fig, axs = plt.subplots(10, 1, sharex=True, sharey=True, tight_layout=True, figsize=(10,20))\n", + "fig, axs = plt.subplots(10, 1, sharex=True, sharey=False, tight_layout=True, figsize=(10,10))\n", "\n", "color_range = [plt.cm.Blues, plt.cm.Purples, plt.cm.Wistia, plt.cm.Reds, plt.cm.GnBu_r, plt.cm.Oranges , plt.cm.Greys, plt.cm.Greens , plt.cm.pink, plt.cm.OrRd_r]\n", "colors = [color(0.6) for color in color_range]\n", @@ -368,14 +367,14 @@ " \n", "\n", " \n", - "_=plt.suptitle('Difference in Days of Trending across Countries', fontsize=20, weight='bold', y=1.01) \n", + "_=plt.suptitle('Difference in Days of Trending across Countries', fontsize=20, weight='bold', y=1.05) \n", "#xlabel, ylabel\n", "_=plt.xlabel('Days of Trending',fontsize = 15)\n", "_=fig.text(-0.02, 0.5, 'Number of Videos', va='center', rotation='vertical', fontsize = 15)\n", "\n", "\n", "_ = plt.tight_layout()\n", - "_= plt.savefig('../Image/Popularity_Across_Countries.png', bbox_inches = \"tight\" )\n", + "#_= plt.savefig('../Image/Popularity_Across_Countries.png', bbox_inches = \"tight\" )\n", "plt.show()" ] }, @@ -390,7 +389,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 147, "metadata": {}, "outputs": [], "source": [ @@ -399,7 +398,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 148, "metadata": {}, "outputs": [], "source": [ @@ -410,14 +409,14 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 149, "metadata": {}, "outputs": [ { "data": { - "image/png": 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TM5nZgUCTariE9w47bxZsClwB3JFQVnu3cxz2d4H+weu98TcRrkrIXwd/o+widkFBAP488a1Pd4be43CwusT5cc5jwgF6Cc65b83sSXYGzeEuH08n6XJxGPChc24Boa4JZnYPfoQKiL+0nMoCfEt3rO4DzWxUqEvKucR/71b0vI2cc269mc1l501yLfD3hsSNtW9m9fHBSqofxOX1X/w9D7EA6azgps1YgFZYxe1X1Ezg+OD1z82stXMudrXmFGqmKwr4c+OkULn7xLqkmNkB7Pw+ieVNp/Bn9VtgUug7s9TPaiXNJLgZG/iZmRU452YDmNlBpPisOue2mFn43CrusmJmh+OvgCUT3j8HPOJ2PlistP2r7LnzLvDL4HUu8J5zrsQDu8zsEHx3ldj8ocAnzo+XvzSUfj3+Xgoo3/eYRERBuMQcYGZX4n/t70v8w3rAXwIeFFVlnHM7zOx2fOsj+C+yT83sRXyrQ1P8KB7H4r9QKzpix3h8S2nsS/BlM3sOPyya4W9cPRo/GsNN+C/Fqrgbf1kw1ipye9DHcAY+CD0MP2Z5l9hyfOtFnaCOn5rZZOBL/Jfu/vinKzbHj7AQC94zWR8za4a/TBp7WE84AH8Hf2NUzAJ29m88yMwm4gO0Huz8x1aau9kZhIdbsRK7osTKXm9mb+NHIliPb2kbFMpTZqt1cN7+BT8WOPgW9Vlm9jy+1SscQH6LH8pwV3ArOz9jhwJzg8/Lanyf3QPx5+MeQEuqcM+A8yPW/AMYEiQdiH9Y2D/xn8eaCOpK81d2nm8Ngro8gR/N6IIaLPd2dgbhWcB7wXEx/HkU656xA9/doCaNCv4/JPrROXc08X3qWwAvmtl0/A+FU2ugPg/ir9LGWt9fNbNx+GMxiNK7zL2P/w4B6GVm7+HP457sHAUqUXj/LCjvZfzVtdLOx8qeO4/gb1zeMyjvdTN7Fj+sYV38SETH4P9XX8fOH76TgT3M7E38eOTf4lvgw987mXb1rXZL952hmtIzUXJ0lNKmd0kyugI1ODpKsNzwD/Yos44J6y0NLRtXyjE4At9Pr6ztjwitMyhhWX55y8a3Wq8rpZyKjhMem3qU8z0fF1pnaQXqXeo+l1Je4nqlTQ+T8OAl/D+YVOOVJ46OkPQYED86gQPmpsiXOJZ84rQNOKWc+12H1GMDx6a1JIzxTmaMjpJyDGH8D4sd5Xgv9wqtk/JhJKWVjW/9m59i+68nzFfqYT0JdSlr1IxU7+fnwRSbf6kC71GpI3EEeX5H6eOEbwWGVHS75ahb4qglqabNQf7mpP4uTfysDiylnL0S6hEeV/6vCctSjYm9Gt8CnfQzj/9hk+w8/h/x/5PC47U3wD8wrDz7Vy3nDv7BWKWNE57s/F9URt4dpBilSlN6Jt2YKWE78JeBv8bfvf4w/ilgxzh/eStSzhuMH7d7Aj5Q/BEfMC3Ejyd7JSVv7Cvv9mfhR324AR8sbMD/w1uFf8jPw/hLgrem2kYFy3sdf0l/JL7f88agvDXAv4PywvkfwbcY34v/B/ADfv+/xI8v/md8a/071VG/iGzHv3/L8GPu3op/6uVg51xROKPzo8X8H36s2x/wfbln4N+Tx8pZ3t0J84+kyHcJvoX8Q/z7vxU/dOUS/NjMRznnSuuDHq73Dufcb4J6TsF/nrYG+/AJfp8PdBXvQpVWzrnr8YHBePw/+03BtAQ/ZvgNwCEuodtUJctajz+3x+KP3xZ8wPIH/BjxUTsP/7TO+UFdvsa3xh5F/NWc9dVZqHPuLnxr8jj8cd4cTIvx5/LhzrmHqrPMynB+XOyj8UO2bsSfFx/iu1/dVkNl/hHfwvsR/nvxW/z/iSOC8mPWJ6z3Mr6r35xgvfX4FuQC/PdLsrJ+xP9IHheU8yO+VfoK/A3cpanUueN895PO+KfRziT+/9McfCv7L4gfGetq/Kg/s/BX9LYE05fBPp7gnBtXRn0lQrHxjUVEfnLMrCM7R4fYArQOAgaRcjOzhi6hD3yQfhT+SmGsW8TvnHOJP/ykBpTynuyL/7Eb6yt9l3PuikgrF18fnTuSkvqEi8hPipnthh8/OQd/pSTmKQXgUkmPm1k2fvzzZfg+2l3wV1BiQdRayn+FRqputJkV4J8suQTf3aIT/kFssQB8C/5qSjrp3JGUFISLyE/NXvjuEWHriH/MtUhF1MX3N081esYa/JN5q7U7ipTK8DcnpnqY2vfAuS70gJw00bkjKSkIF5GfsrX44duud8HQYCKVMB5/P8Nh+FGjdsP3fZ4HvAQ85JwrMVa01Kjn8TeEdsWPALI7/ubKz/Hj2P/V+XGz003njqSkPuEiIiIiIhHT6CgiIiIiIhFTEC4iIiIiEjEF4SIiIiIiEVMQLiIiIiISMY2OUopmzZq5/Pz8dFdDRERERHZRc+bM+dY51zwxXUF4KfLz85k9e3a6qyEiIiIiuygzW5YsXd1RREREREQipiBcRERERCRiCsJFRERERCKmIFxEREREJGK6MTMDnfLgzHRXIVL/HNo13VUQERERiZRawkVEREREIqaWcBEREZFy+O6771i9ejVbt25Nd1UkA2RlZZGXl0dOTk6l1lcQLiIiIlKG7777jm+++YZWrVrRsGFDzCzdVZI0cs6xadMmVqxYAVCpQFzdUURERETKsHr1alq1akV2drYCcMHMyM7OplWrVqxevbpS21AQLiIiIlKGrVu30rBhw3RXQzJMw4YNK909SUG4iIiISDmoBVwSVeWcUBAuIiIiIhIxBeEiIiIiIhFTEC4iIiJSC4wYMQIzSzo9/vjjNVJmfn4+V155ZfH8oEGDKCgoKPf6I0aMoFmzZjVRtbTTEIUiIiIitUTjxo155ZVXSqR36NAhkvJvvPFGNm3aFElZmU5BuIiIiEgtUa9ePbp375628vfdd9+0lZ1p1B1FRERERABYunQpZsbTTz/N0KFDady4Ma1bt2b48OHs2LEjLu+kSZPo2LEjDRs25LjjjuPDDz/EzBg3blzK7Sd2R9mwYQMXXnghe++9N7vtthtt27Zl8ODBJdb78MMP6d69O9nZ2XTp0oV///vf1bbP6aIgXERERKQW2bZtW4kp0dVXX02jRo2YPHky55xzDjfffDOTJ08uXj579mwGDhzIYYcdxnPPPccvf/lLzjzzzArX5fe//z3vvvsud955J9OmTWP06NElhv0rKiqisLCQoUOH8swzz9CgQQNOO+00ioqKKr7zGUTdUURERERqibVr15KVlVUi/YsvviA/P794/thjj+WOO+4AoGfPnrzyyis8++yznHHGGQDceuutdOrUiQkTJmBm9OnTh61bt3LNNddUqD4zZ85k2LBhcQH8OeecE5dn06ZN3HXXXRx//PEAtGzZki5duvDOO+/Qp0+fCpWXSRSEi4iIiNQSjRs35l//+leJ9L333jtuvlevXnHznTt35ssvvyyenzVrFmeddVZcq/Uvf/nLCgfhhx56KGPGjKFu3bqceOKJ/OxnPyuRJysrix49esTVBWD58uUVKivTZER3FDPbzcxmmtnHZvaZmd0UpLc3s/fNbKGZTTSz+kF6g2B+UbA8P7St64L0BWbWO5TeJ0hbZGbXRr2PIiIiIulWr149CgoKSkz169ePy9ekSZO4+fr167N58+bi+VWrVtG8efO4PInz5XHffffRr18/br75Zvbbbz86duzIhAkT4vLk5ORQp87OkDVW13B9dkUZEYQDPwLHO+cOAQ4F+phZd+BW4E7nXEdgPXBBkP8CYL1zrgNwZ5APM+sMDAQOAPoA95tZXTOrC4wFTgI6A2cFeUVERESkgvbaay/WrFkTl5Y4Xx5NmjThnnvuYdWqVXz88cd069aNs88+m7lz51ZXVTNWRgThzvs+mM0KJgccD8TuAhgP9Ate9w3mCZafYP56SF9ggnPuR+fcF8AioGswLXLOLXHObQEmBHlFREREpIKOOOIIXnjhBZxzxWlTp06t0jYPPvhgxowZw44dO5g/f35Vq5jxMqZPeNBaPQfogG+1XgxscM7FbtldDrQKXrcCvgJwzm0zs43AnkH6jNBmw+t8lZDeLUU9hgBDANq2bVu1nRIRERHJINu2bWPGjBkl0tu0aUOrVq2SrJHcNddcQ7du3Rg4cCDnnXce8+bN4+GHHwaI6zpSlmOOOYbTTjuNAw88EDPj4YcfZvfdd6dr167l3sauKmOCcOfcduBQM2sCPAd0SpYt+GsplqVKT3Y2uCRpOOceAh4CKCgoSJpHREREBOCUB2empdx/Dq1ckLpx40aOPPLIEukjR47khhtuKPd2CgoKeOqpp7j++uuZMmUKBQUFPPDAA/Ts2ZOcnJxyb+fII49k3LhxLF26lLp169KlSxdefvllWrduXe5t7KosfBkhU5jZcKAIuAbYK2jtPhIY4ZzrbWbTgtfTzawesApoDlwL4Jy7JdjONGBEsNkRzrneQfp14XypFBQUuNmzZ1f7/pUlXR/odKnsF4mIiEhU5s2bR6dOJdsHd7UgvCY9/vjjnHvuuSxZsoT27dunuzqRSXVuxJjZHOdcQWJ6RrSEm1lzYKtzboOZNQROxN9s+SbwK3wf7kJgSrDK1GB+erD8DeecM7OpwJNm9hdgb6AjMBPfQt7RzNoDK/A3b/46qv0TERER+am5+OKL6dmzJ7m5uXzwwQf86U9/4pRTTqlVAXhVZEQQDrQExgf9wusATzvnXjSzucAEM/sT8CHwSJD/EeAfZrYIWIcPqnHOfWZmTwNzgW3AsKCbC2Z2KTANqAs86pz7LLrdExEREflpWbt2LZdccglr165lzz335Mwzz+S2225Ld7V2GRkRhDvnPgG6JElfgh/ZJDF9MzAgxbZGAaOSpL8EvFTlyoqIiIgITz/9dLqrsEvLiCEKRURERERqEwXhIiIiIrXAiBEjMDN69+5dYtmvfvWruEfDR6Vfv36YGffdd19c+oMPPkjPnj1p0aIFjRs35uijj+bVV1+Ny/P1119z1VVXccghh9CoUSPatGlDYWEhK1euLFHOihUrOO2002jUqBHNmjXj0ksvpaioKC7PRRddxP7770+jRo3Izc3l2GOP5V//+lf173RAQbiIiIhILfLqq68ya9asdFeDV199NemY5QCjRo2iffv2PPjgg0yePJkOHTrQp0+fuAcCzZkzh+eee46zzjqLF154gTFjxvD+++9z1FFH8f333xfn27ZtG71792bZsmVMnDiRu+++m0mTJjFkyJC4Mjdt2sSll17Kc889x+OPP06zZs046aSTUtaxqjKiT7iIiIiI1LymTZvSunVrRo0axfPPP5+2emzdupXLL7+cUaNGceGFF5ZY/sEHH9CsWbPi+Z49e7Jw4ULuvPNOfvnLXwL+QT/z58+nXr2d4exhhx3GfvvtxzPPPENhYSEAkyZNYt68eSxatKh45JasrCwGDhzI8OHD6dixIwDjx48nrE+fPrRv354nn3yS7t27V+8BQC3hIiIiIrWGmXH99dczdepUPv3007TV4+6776Zhw4acd955SZeHA/CYLl26sHr16uL5Jk2axAXgAD/72c/Izs6Oy/fyyy9zxBFHxA2d2K9fP+rXr88rr7ySso5169alSZMmbNmypdz7VRFqCRcRERGppEx8aE5ZBgwYwPDhwxk1ahQTJkwo93rOObZv315mvsTAONGqVasYOXIkL7zwQoUecT99+nQ6d+5cap5PPvmEoqKiuHzz588vsV79+vXZd999mT9/flx6bB83btzIY489xsKFC/nb3/5W7jpWhFrCRURERGqROnXqcO211zJp0iQ+//zzcq83fvx4srKyypzKcvXVV9O7d2+OPfbYcpf96KOP8uGHH3LJJZekzLNjxw4uv/xyOnbsSK9evYrT169fT5MmTUrkz83NZf369XFpEydOJCsri2bNmnHjjTcyceJEunatmR9aagkXERERqWXOOeccbrrpJm655Rb+/ve/l2udU089tco3dE6fPp3Jkyczb968cq8zZ84cfvvb33L55Zdz3HHHpcx33XXXMX36dN5+++0SPwbMrER+51yJ9N69ezNr1iy+/fZbnnjiCQYOHMhLL71UIyPHKAgXERERqWXq1avH1VdfzWWXXcaIEYTBoGkAACAASURBVCPKtU7Tpk1p3Lhxlcr93e9+x9ChQ2ncuDEbNmwoTt+0aRMbN24ssf0lS5ZwyimncMIJJ3DHHXek3O7999/PmDFjeOqpp+jWrVvcstzc3LiyYjZs2FCihTw3N5eCggLA35i5cuVK/vjHP/LOO+9UeF/Lou4oIiIiIrXQ+eefT15eHrfeemu58ldHd5QFCxZw1113kZubWzyB76Ky5557xuVdvXo1vXv3pl27dkyYMIG6desm3eYzzzzDb3/7W2677TbOPPPMEsv333//En2/t2zZwpIlS9h///1LrW+XLl1YsmRJqXkqSy3hIiIiIrVQgwYNuPLKK7nuuus4/PDDywygq6M7yosvvsi2bdvi0o477jguu+wy+vfvX5z2/fffc/LJJxevk52dnXR7b731FmeffTaXXnopV155ZdI8J510Ek8++STLli2jXbt2AEydOpUff/yRPn36pKyrc47p06fHjapSnRSEi4iIiNRSQ4cOZfTo0bz33nv8/Oc/LzXvnnvuWaK1uqKOOeaYpOkdO3aMK79///588sknjBs3jsWLF7N48eLiZbExu+fNm0e/fv3Yf//9OfPMM+MeqtO8eXP23XdfwD8NdNSoUfTv35+RI0eyceNGrrjiCn79618XjxH+73//mzvuuIP+/fvTtm1b1q5dy/jx45kxYwYvvPBClfY5FQXhIiIiIrVUdnY2V1xxBX/4wx/SXZU4r732GgBnn312iWXOOQDef/99Nm7cyMcff8zRRx8dl6ewsJBx48YB/sE8r7zyCpdeeilnnHEGDRo0YODAgYwZM6Y4f5s2bahXrx7XX389a9asoXnz5hx66KG8++67HHnkkTWyjxbbESmpoKDAzZ49O/JyT3lwZuRlptOuOMaqiIjULvPmzaNTp07proZkoLLODTOb45wrSEzXjZkiIiIiIhFTEC4iIiIiEjEF4SIiIiIiEVMQLiIiIiISMQXhIiIiIuWgwSwkUVXOCQXhIiIiImXIyspi06ZN6a6GZJhNmzaV+ZCjVBSEi4iIiJQhLy+PFStWUFRUpBZxwTlHUVERK1asIC8vr1Lb0MN6RERERMqQk5MDwMqVK9m6dWuaayOZICsrixYtWhSfGxWlIFxERESkHHJyciodcIkkUncUEREREZGIZUQQbmZtzOxNM5tnZp+Z2eVBelMze83MFgZ/c4N0M7N7zGyRmX1iZoeFtlUY5F9oZoWh9MPN7NNgnXvMzKLfUxERERGRDAnCgW3A/3POdQK6A8PMrDNwLfC6c64j8HowD3AS0DGYhgAPgA/ageFAN6ArMDwWuAd5hoTW6xPBfomIiIiIlJARQbhz7mvn3AfB6/8B84BWQF9gfJBtPNAveN0XeMx5M4AmZtYS6A285pxb55xbD7wG9AmW5Tjnpjt/S/NjoW2JiIiIiEQqI4LwMDPLB7oA7wMtnHNfgw/UgdgYMK2Ar0KrLQ/SSktfniQ9WflDzGy2mc1es2ZNVXdHRERERKSEjArCzawR8AzwO+fcd6VlTZLmKpFeMtG5h5xzBc65gubNm5dVZRERERGRCsuYINzMsvAB+BPOuWeD5G+CriQEf1cH6cuBNqHVWwMry0hvnSRdRERERCRyGRGEByOVPALMc879JbRoKhAb4aQQmBJK/00wSkp3YGPQXWUa0MvMcoMbMnsB04Jl/zOz7kFZvwltS0REREQkUpnysJ6jgXOBT83soyDteuDPwNNmdgHwJTAgWPYScDKwCCgCzgNwzq0zs5HArCDfzc65dcHri4FxQEPg5WASEREREYlcRgThzrl3Sd5vG+CEJPkdMCzFth4FHk2SPhs4sArVFBERERGpFhnRHUVEREREpDZREC4iIiIiEjEF4SIiIiIiEVMQLiIiIiISMQXhIiIiIiIRUxAuIiIiIhIxBeEiIiIiIhFTEC4iIiIiEjEF4SIiIiIiEVMQLiIiIiISMQXhIiIiIiIRUxAuIiIiIhIxBeEiIiIiIhFTEC4iIiIiEjEF4SIiIiIiEVMQLiIiIiISMQXhIiIiIiIRUxAuIiIiIhIxBeEiIiIiIhFTEC4iIiIiEjEF4SIiIiIiEVMQLiIiIiISMQXhIiIiIiIRUxAuIiIiIhKxjAnCzexRM1ttZv8NpTU1s9fMbGHwNzdINzO7x8wWmdknZnZYaJ3CIP9CMysMpR9uZp8G69xjZhbtHoqIiIiIeBkThAPjgD4JadcCrzvnOgKvB/MAJwEdg2kI8AD4oB0YDnQDugLDY4F7kGdIaL3EskREREREIpExQbhz7h1gXUJyX2B88Ho80C+U/pjzZgBNzKwl0Bt4zTm3zjm3HngN6BMsy3HOTXfOOeCx0LZERERERCKVMUF4Ci2cc18DBH/zgvRWwFehfMuDtNLSlydJL8HMhpjZbDObvWbNmmrZCRERERGRsEwPwlNJ1p/bVSK9ZKJzDznnCpxzBc2bN69CFUVEREREksv0IPyboCsJwd/VQfpyoE0oX2tgZRnprZOki4iIiIhELtOD8KlAbISTQmBKKP03wSgp3YGNQXeVaUAvM8sNbsjsBUwLlv3PzLoHo6L8JrQtEREREZFI1Ut3BWLM7CmgB9DMzJbjRzn5M/C0mV0AfAkMCLK/BJwMLAKKgPMAnHPrzGwkMCvId7NzLnaz58X4EVgaAi8Hk4iIiIhI5DImCHfOnZVi0QlJ8jpgWIrtPAo8miR9NnBgVeooIiIiIlIdMr07ioiIiIjIT46CcBERERGRiCkIFxERERGJmIJwEREREZGIKQgXEREREYmYgnARERERkYgpCBcRERERiZiCcBERERGRiCkIFxERERGJmIJwEREREZGIKQgXEREREYmYgnARERERkYgpCBcRERERiZiCcBERERGRiCkIFxERERGJWL10V0DklAdnprsKkfrn0K7proKIiIikmVrCRUREREQipiBcRERERCRiCsJFRERERCKmIFxEREREJGIKwkVEREREIqYgXEREREQkYhqiUCRiGpJRRERE1BIuIiIiIhKxWtUSbmZ9gLuBusDfnHN/TnOVRH7y1PIvIiJSUq0Jws2sLjAW6AksB2aZ2VTn3Nz01kxEfkr0o0NERMqj1gThQFdgkXNuCYCZTQD6AgrCRUQqqbb96BCRXVemNRrUpiC8FfBVaH450C0xk5kNAYYEs9+b2YJKlNUM+LYS68lOOoZVp2NYdTqGVadjWHU6hlWnY1h1u/wxtIvSVnS7ZIm1KQi3JGmuRIJzDwEPVakgs9nOuYKqbKO20zGsOh3DqtMxrDodw6rTMaw6HcOq0zGsfrVpdJTlQJvQfGtgZZrqIiIiIiK1WG0KwmcBHc2svZnVBwYCU9NcJxERERGphWpNdxTn3DYzuxSYhh+i8FHn3Gc1VFyVurMIoGNYHXQMq07HsOp0DKtOx7DqdAyrTsewmplzJbpFi4iIiIhIDapN3VFERERERDKCgnARERERkYgpCBcRERERiZiCcBERERGRiCkIFxERERGJmIJwEREREZGIKQgXEREREYmYgnARERERkYgpCBcRERERiZiCcBERERGRiNVLdwUyWbNmzVx+fn66qyEiIiIiu6g5c+Z865xrnpiuILwU+fn5zJ49O93VEBEREZFdlJktS5au7igiIiIiIhFTEC4iIiIiEjEF4SIiIiIiEVMQLiIiIiISMQXhIiIiIiIRUxAuIiIiIhIxDVEoIiIiUg7fffcdq1evZuvWremuimSArKws8vLyyMnJqdT6CsJFREREyvDdd9/xzTff0KpVKxo2bIiZpbtKkkbOOTZt2sSKFSsAKhWIqzuKiIiISBlWr15Nq1atyM7OVgAumBnZ2dm0atWK1atXV2obCsJFREREyrB161YaNmyY7mpIhmnYsGGluycpCBcREREpB7WAS6KqnBMKwkVEREREIqYgXEREREQkYgrCRURERGqJcePGcfjhh7PHHnuQm5tLly5d+P3vf5/WOg0aNIiCgoJy5x8xYgTNmjWrwRpFQ0G4iIiISC1wyy23cOGFF9K7d2+effZZHnvsMfr27cvUqVPTWq8bb7yRcePGpbUO6aBxwkVERERqgfvuu4+hQ4cyevTo4rRTTz2V4cOHp7FWsO+++6a1/HRRS7iIiIhILbBhwwb22muvEunhET6WLl2KmfHkk09y7rnnsscee5CXl8dNN90Ut878+fMZOHAgbdq0ITs7mwMOOIC77rqLHTt2FOd56623MDPeeustBgwYQKNGjdhnn324//7747aV2B1lw4YNXHjhhey9997stttutG3blsGDB5eo94cffkj37t3Jzs6mS5cu/Pvf/670sUkHBeEiIiIitcBhhx3Gvffey/jx41m7dm2pea+66iqys7OZPHkygwcP5qabbmLs2LHFy1esWMF+++3H/fffz0svvcTgwYMZPnw4t956a4ltDR48mEMOOYTnnnuOHj16MGzYMGbOnJmy7N///ve8++673HnnnUybNo3Ro0eXGAqwqKiIwsJChg4dyjPPPEODBg047bTTKCoqquBRSR91RxERERGpBcaOHUu/fv0YNGgQZkanTp04/fTTufLKK0s8dv2AAw7gwQcfBKB3796sXr2a0aNHc/HFF1OnTh1OOOEETjjhBMA/wv2YY46hqKiIhx9+mOuuuy5uW2eddRY33HADAD169OCFF17g2WefpWvXrknrOXPmTIYNG8aZZ55ZnHbOOefE5dm0aRN33XUXxx9/PAAtW7akS5cuvPPOO/Tp06cKRyk6agkXERERqQUOPvhg5s2bx9SpU7nkkktwzjFy5EgKCgr4/vvv4/KedtppcfP9+/dn5cqVLF++HIDNmzczfPhwOnToQIMGDcjKyuIPf/gDX3zxBdu2bYtbt1evXsWvs7Ky6NixY/F2kjn00EMZM2YM999/P59//nnSPFlZWfTo0aN4vnPnzgClbjfTZEQQbma7mdlMM/vYzD4zs5uC9PZm9r6ZLTSziWZWP0hvEMwvCpbnh7Z1XZC+wMx6h9L7BGmLzOzaqPdRREREJN0aNGjAqaeeyn333cfcuXP529/+xsKFC3nkkUfi8uXl5SWd//rrrwG45ppruP322xkyZAgvvfQSs2bNKm7t3rx5c9y6TZo0iZuvX79+iTxh9913H/369ePmm29mv/32o2PHjkyYMCEuT05ODnXq7Axj69evn7TsTJYRQTjwI3C8c+4Q4FCgj5l1B24F7nTOdQTWAxcE+S8A1jvnOgB3Bvkws87AQOAAoA9wv5nVNbO6wFjgJKAzcFaQV0RERKTWuuCCC2jatCnz58+PS1+9enXS+ZYtWwIwadIkfvvb33L11Vdz4oknUlBQQL161dPLuUmTJtxzzz2sWrWKjz/+mG7dunH22Wczd+7catl+psiIINx5sesgWcHkgOOByUH6eKBf8LpvME+w/ATzPfb7AhOccz86574AFgFdg2mRc26Jc24LMCHIKyIiIlIrJAbWAGvWrGHjxo20aNEiLv25556Lm3/22Wdp2bIlrVu3Bnyf7AYNGhQv3759e4nW6upw8MEHM2bMGHbs2FHih8KuLmNuzAxaq+cAHfCt1ouBDc65WMei5UCr4HUr4CsA59w2M9sI7BmkzwhtNrzOVwnp3VLUYwgwBKBt27ZV2ykRERGRDHHQQQfRt29fevXqRV5eHsuWLeP2228nOzubwsLCuLyfffYZQ4cO5fTTT+edd97hkUce4e677y7uAtKzZ0/Gjh1Lhw4daNq0KWPHjuXHH3+slnoec8wxnHbaaRx44IGYGQ8//DC77757yhs5d1UZE4Q757YDh5pZE+A5oFOybMFfS7EsVXqyFn+XJA3n3EPAQwAFBQVJ84iIiIgA3PKnN9JS7nU3HF/hdf74xz8yZcoULrvsMtatW8dee+3FUUcdxcSJE2nfvn1c3ttuu40XX3yR008/nd12240bb7yRSy+9tHj5vffey0UXXcSwYcNo2LAhhYWFnHbaaQwZMqTK+3bkkUcybtw4li5dSt26denSpQsvv/xycSv8T4U5l3lxppkNB4qAa4C9gtbuI4ERzrneZjYteD3dzOoBq4DmwLUAzrlbgu1MA0YEmx3hnOsdpF8XzpdKQUGBmz17drXvn4iIiOxa5s2bR6dOJdsHd6UgvDyWLl1K+/bteeGFF/jFL35RI2X81KQ6N2LMbI5zriAxPSP6hJtZ86AFHDNrCJwIzAPeBH4VZCsEpgSvpwbzBMvfcP7XxFRgYDB6SnugIzATmAV0DEZbqY+/eXNqze+ZiIiIiEhJmdIdpSUwPugXXgd42jn3opnNBSaY2Z+AD4HY+DmPAP8ws0XAOnxQjXPuMzN7GpgLbAOGBd1cMLNLgWlAXeBR59xn0e2eiIiIiMhOGRGEO+c+AbokSV+CH9kkMX0zMCDFtkYBo5KkvwS8VOXKioiIiPxE5efnk4ldlX+KMqI7ioiIiIhIbaIgXERERKQWGDFiBGZG7969Syz71a9+FfcY+Jo0cuRITjzxRHJycjAzli5dmjRfUVER11xzDW3btmW33XZjn3324bbbbitevmrVKvr27Vu8vGXLlgwYMICFCxfGbSc/Px8zSzrFngAKsHDhQk4//XRatGhBTk4ORx11FK+88kqNHAPIkO4oIiIiIhKNV199lVmzZnHEEUekpfwHH3yQDh06cNxxxzF1avJxMrZv387JJ5/MqlWrGDVqFG3atGHx4sWsXbu2OE9RURG5ubmMHDmSdu3asWrVKkaPHs3xxx/Pp59+SpMmTQD/4KHEMcwHDx5M3bp1i58A+r///Y+ePXuSm5vLAw88QKNGjXjooYc49dRT+c9//lMjY5QrCBcRERGpJZo2bUrr1q0ZNWoUzz//fFrq8OWXX1KnTh1efPHFlEH4ww8/zMcff8yCBQvIy8sDKNFSv88++zBu3Li4tMMPP5yf/exnvPHGG/Tv3x+ALl3ibztctWoV8+bNY9SonbcQ/uc//2HZsmW88MILHHTQQQAcf/zxtGrVimeeeaZGgnB1RxERERGpJcyM66+/nqlTp/Lpp5+mpQ6xp26W5tFHH+WMM84oDsDLa8899wRgy5YtKfM8/fTT7Nixg4EDBxanbd26FYDGjRsXp9WrV4/dd9+9xm5UVUu4iIiISCXV1ENzatKAAQMYPnw4o0aNYsKECeVezznH9u3by8xXr17VwsstW7bw4Ycfcuqpp3L22Wfz7LPPUr9+ffr378/dd99NTk5OXP4dO3awfft2Vq5cyQ033EC7du045ZRTUm5/woQJHHnkkbRr16447YQTTiA/P58rr7ySO+64g913352//vWvrF69mkGDBlVpf1JRS7iIiIhILVKnTh2uvfZaJk2axOeff17u9caPH09WVlaZU1WtXbuWbdu2cdttt/HDDz8wdepU/vKXvzBlyhQuvPDCEvkvueQS6tevT35+Pu+99x6vvfYae+yxR9JtL1u2jBkzZsS1ggNkZ2fz1ltv8dlnn9G2bVv23HNPbr31VqZMmULnzp2rvE/JqCVcREREpJY555xzuOmmm7jlllv4+9//Xq51Tj31VGbNmlXDNfMt2wC5ublMmjSpOLDPysqisLCQxYsXs++++xbnv/7667ngggtYtmwZt99+O7169WLGjBm0aNGixLYnTJhAnTp1OOOMM+LSf/jhBwYMGEBubi5TpkwhOzubJ554gtNPP50333yzRL/y6qAgXERERKSWqVevHldffTWXXXYZI0aMKNc6TZs2jeszXVNyc3MBOProo+Na1o8/3nf9mTt3blwQ3rZtW9q2bcsRRxxBr169aNeuHWPHjuXmm28use0JEyZw3HHHlQjQH3nkEebOncvy5cuLR1U58cQTWbBgAcOHD095A2lVqDuKiIiISC10/vnnk5eXx6233lqu/FF1R8nOzo7rrx0Tu0GytBs7c3Jy2HfffVmyZEmJZQsWLOCjjz7irLPOKrFs/vz5tGvXrjgAjzn00ENZvHhxRXehXNQSLiIiIlILNWjQgCuvvJLrrruOww8/vMwAOqruKAC/+MUvmDJlClu2bKF+/foAvP7669SpU6d4CMFkvv32WxYsWMBJJ51UYtlTTz1VfINnonbt2rF06VLWr19f3BIPMGfOHPLz86u+Q0koCBcRERGppYYOHcro0aN57733+PnPf15q3j333LN4CMCqePvtt1mzZg1z5swB4OWXX6Z58+Z07ty5+CbIq666iscff5zTTz+dSy65hK+++oprrrmG888/n7Zt2wJwxx138MUXX3DssceSl5fHF198wZ133kmDBg0YOnRoiXInTpzISSedVKK1G+DXv/41o0eP5uSTT+bqq68mOzubxx9/nJkzZ/Liiy9WeZ+TUXcUERERkVoqOzubK664ItIyhw8fzoABA/jzn/8M+NFNBgwYwNNPP12cp127dvzrX/9iw4YN9O/fnxtvvJHCwkLuvffe4jyHHHIIc+fOZdiwYfTp04dRo0bRtWtXPvjgA1q3bh1X5kcffcT8+fNLjIoS06ZNG958802aNGnC0KFDGTBgAAsWLGDy5MmlDndYFVZTA5D/FBQUFLjZs2enuxoiIiKSZvPmzaNTp07proZkoLLODTOb45wrSExXS7iIiIiISMQUhIuIiIiIRExBuIiIiIhIxBSEi4iIiIhETEG4iIiISDloMAtJVJVzQkG4iIiISBmysrLYtGlTuqshGWbTpk2VfkqognARERGRMuTl5bFixQqKiorUIi445ygqKmLFihXk5eVVaht6YqaIiIhIGXJycgBYuXIlW7duTXNtJBNkZWXRokWL4nOjohSEi4iIiJRDTk5OpQMukUTqjiIiIiIiErGMCMLNrI2ZvWlm88zsMzO7PEhvamavmdnC4G9ukG5mdo+ZLTKzT8zssNC2CoP8C82sMJR+uJl9Gqxzj5lZ9HsqIiIiIpIhQTiwDfh/zrlOQHdgmJl1Bq4FXnfOdQReD+YBTgI6BtMQ4AHwQTswHOgGdAWGxwL3IM+Q0Hp9ItgvEREREZESMiIId8597Zz7IHj9P2Ae0AroC4wPso0H+gWv+wKPOW8G0MTMWgK9gdecc+ucc+uB14A+wbIc59x0529pfiy0LRERERGRSGVEEB5mZvlAF+B9oIVz7mvwgToQGwOmFfBVaLXlQVpp6cuTpCcrf4iZzTaz2WvWrKnq7oiIiIiIlJBRQbiZNQKeAX7nnPuutKxJ0lwl0ksmOveQc67AOVfQvHnzsqosIiIiIlJhGROEm1kWPgB/wjn3bJD8TdCVhODv6iB9OdAmtHprYGUZ6a2TpIuIiIiIRC4jgvBgpJJHgHnOub+EFk0FYiOcFAJTQum/CUZJ6Q5sDLqrTAN6mVlucENmL2BasOx/ZtY9KOs3oW2JiIiIiEQqUx7WczRwLvCpmX0UpF0P/Bl42swuAL4EBgTLXgJOBhYBRcB5AM65dWY2EpgV5LvZObcueH0xMA5oCLwcTCIiIiIikTM/WIgkU1BQ4GbPnp3uaoiIiIjILsrM5jjnChLTM6I7ioiIiIhIbaIgXEREREQkYgrCRUREREQipiBcRERERCRiCsJFRERERCKmIFxEREREJGKZMk64hNzypzfSXYUad90Nx6e7CiIiIiJpo5ZwEREREZGIKQgXEREREYmYgnARERERkYgpCBcRERERiZiCcBERERGRiCkIFxERERGJmIJwEREREZGIKQgXEREREYmYgnARERERkYgpCBcRERERiZiCcBERERGRiCkIFxERERGJmIJwEREREZGIKQgXEREREYmYgnARERERkYgpCBcRERERiZiCcBERERGRiGVMEG5mj5rZajP7byitqZm9ZmYLg7+5QbqZ2T1mtsjMPjGzw0LrFAb5F5pZYSj9cDP7NFjnHjOzaPdQRERERMTLmCAcGAf0SUi7FnjdOdcReD2YBzgJ6BhMQ4AHwAftwHCgG9AVGB4L3IM8Q0LrJZYlIiIiIhKJjAnCnXPvAOsSkvsC44PX44F+ofTHnDcDaGJmLYHewGvOuXXOufXAa0CfYFmOc266c84Bj4W2JSIiIiISqYwJwlNo4Zz7GiD4mxektwK+CuVbHqSVlr48SXoJZjbEzGab2ew1a9ZUy06IiIiIiIRlehCeSrL+3K4S6SUTnXvIOVfgnCto3rx5FaooIiIiIpJcpgfh3wRdSQj+rg7SlwNtQvlaAyvLSG+dJF1EREREJHKZHoRPBWIjnBQCU0LpvwlGSekObAy6q0wDeplZbnBDZi9gWrDsf2bWPRgV5TehbYmIiIiIRKpeuisQY2ZPAT2AZma2HD/KyZ+Bp83sAuBLYECQ/SXgZGARUAScB+CcW2dmI4FZQb6bnXOxmz0vxo/A0hB4OZhERERERCKXMUG4c+6sFItOSJLXAcNSbOdR4NEk6bOBA6tSRxERERGR6pDp3VFERERERH5yFISLiIiIiERMQbiIiIiISMQUhIuIiIiIRExBuIiIiIhIxBSEi4iIiIhETEG4iIiIiEjEFISLiIiIiERMQbiIiIiISMQUhIuIiIiIRExBuIiIiIhIxBSEi4iIiIhETEG4iIiIiEjEFISLiIiIiERMQbiIiIiISMQUhIuIiIiIRExBuIiIiIhIxBSEi4iIiIhETEG4iIiIiEjEFISLiIiIiERMQbiIiIiISMQUhIuIiIiIRExBuIiIiIhIxGpVEG5mfcxsgZktMrNr010fEREREamdak0QbmZ1gbHASUBn4Cwz65zeWomIiIhIbVRrgnCgK7DIObfEObcFmAD0TXOdRERERKQWqpfuCkSoFfBVaH450C0xk5kNAYYEs9+b2YJKlNUM+LYS69Ua199YZhYdw6rTMaw6HcOq0zGsOh3DqtMxrDodw8prlyyxNgXhliTNlUhw7iHgoSoVZDbbOVdQlW3UdjqGVadjWHU6hlWnY1h1OoZVp2NYfG2vRwAAIABJREFUdTqG1a82dUdZDrQJzbcGVqapLiIiIiJSi9WmIHwW0NHM2ptZfWAgMDXNdRIRERGRWqjWdEdxzm0zs0uBaUBd4FHn3Gc1VFyVurMIoGNYHXQMq07HsOp0DKtOx7DqdAyrTsewmplzJbpFi4iIiIhIDapN3VFERERERDKCgnARERERkYgpCBcRERERiZiCcBERERGRiCkIFxERERGJmIJwEREREZGIKQgXEREREYmYgnARERERkYgpCBcRERERiZiCcBERERGRiCkIFxERERGJWL10VyCTNWvWzOXn56e7GiIiIiKyi5rz/9m79/Cqqjv/4+8VEiABgxACaiLihVpQW5WoOGpRVC5WihdwrFVBafFnEXUqIlrH4IV6adVqvRRHsaC1tngDr0gdx7HghVA7tZCqqMjNMQgqKCBE1u+PbDIJCQYJ7BzN+/U858k537322mvv5/zxYbP2OnPmfBhjLNy0bgj/El27dqWsrKyphyFJkqSvqRDCe/XVnY4iSZIkpcwQLkmSJKXMEC5JkiSlzBAuSZIkpcwQLkmSJKXMEC5JkiSlzCUKJUmStsDKlSupqKhg/fr1TT0UZYCcnBw6depEfn7+Vu1vCJckSWrAypUr+eCDDygqKiI3N5cQQlMPSU0oxsiaNWtYsmQJwFYFcaejSJIkNaCiooKioiLy8vIM4CKEQF5eHkVFRVRUVGxVH4ZwSZKkBqxfv57c3NymHoYyTG5u7lZPTzKES5IkbQHvgGtTjflOGMIlSZKklBnCJUmSpJQZwiVJkpqBcePGEUKo8zrmmGOaemi1nH766fTq1auph7HduUShJElSM9GuXTueeeaZOjWlzxAuSZLUTGRnZ3+lu8xr1qxxVZjtxOkokiRJorKykhACt9xyC+effz6FhYUccMAB1dsfeeQRevbsSevWrdl5550ZO3YslZWV1dsvv/xydtppJ8rKyjjkkEPIy8vjwAMPZNasWXWONWHCBPbdd19at25N586dOeWUU1i1alWtNtOnT2ffffelbdu2HHHEEZSXl2+/k28ChnBJkqRmpLKystYrxlhr+3XXXceHH37Ifffdx8033wzAAw88wJAhQzj00EOZNm0al19+OXfccQeXX355rX0//fRTzjrrLM4991wefvhhsrOzOfHEE1m7dm11m3HjxnHuuefSp08fHnvsMe68807atGnD6tWrq9u8++67jB07liuuuILf//73vP/++5x66qnb8aqkz+kokiRJzcTy5cvJycmpVZsxY0athzOLi4t54IEHqj9v2LCBMWPGcPbZZ3PbbbcB0LdvX3Jycrjwwgu55JJLaN++PQCfffYZt99+O9/73vcAKCws5KCDDuIvf/kLxxxzDMuXL+e6665j9OjR3HDDDdXHOOmkk2qNacWKFbz00kvsscceQNWPJQ0ZMoT58+ez1157bcMr0nQM4ZIkSc1Eu3bt+POf/1yrtvfee9f6/P3vf7/W5/LycpYsWcIpp5xSa/pJnz59WLNmDfPmzeOwww4DoHXr1hxxxBHVbXr06AHA4sWLAZg1axaff/45Z5111peOc88996wO4Jv2YwjfhkIIrYH/BlpRNaaHYoylIYTdgQeBDsBfgTNijOtCCK2AyUBPYDnwrzHGBUlflwLDgS+A82OM05N6f+AWoAVwd4zxuhRPUZIkqcllZ2dTUlLypW06d+5c6/OHH34IVN39rs+iRYuq37dr167Wr0i2bNkSoHo6yvLlywHYeeedv3QMO+64Y63Pm/bzTZARIRz4HOgTY/w0hJAD/CWE8DTwM+DmGOODIYTfUhWu70z+fhRj3CuEcCpwPfCvIYQewKnAPsAuwJ9DCN9KjnE7cCywGJgdQpgWY5yX5klKkiRluk1/ir1Dhw4ATJw4kf32269O+5p3rBtSUFAAwPvvv18naDc3GfFgZqzyafIxJ3lFoA/wUFKfBJyQvB+UfCbZfnSo+sYMAh6MMX4eY3wXmA8cnLzmxxjfiTGuo+ru+qDtfFqSJElfez169GCnnXZiwYIFlJSU1HltDOlb4rDDDqN169ZMmjSp4cbfcJlyJ5wQQgtgDrAXVXet3wY+jjFunHy0GChK3hcBiwBijJUhhE+AgqT+co1ua+6zaJP6IZsZxwhgBECXLl0ad1KSJOmbbVpouM328IPYcJttpEWLFvzqV7/irLPO4uOPP6Zfv37k5OTwzjvv8OijjzJ16lRatWq1RX116NCByy67jNLSUtauXcuAAQNYs2YNTzzxBOPHj68zFeabLGNCeIzxC2D/EMKOwKNA9/qaJX/r+8bHL6nXd8e/3m9vjPEu4C6AkpKS9L7hkiRJGepHP/oRO+64I9deey133303LVq0YM8992TgwIF1VltpyL//+7/TsWNHbr31Vu68807at29P7969adOmzXYafWYKm64NmQlCCKXAauASYKfkbvehwLgYY78QwvTk/UshhGzgf4FCYCxAjPHapJ/pwLik23Exxn5J/dKa7TanpKQklpWVbfPzkyRJXy/l5eV0717P/cFmcCdcX26z341ECGFOjLHO07AZMSc8hFCY3AEnhJALHAOUA88Dg5NmQ4GpyftpyWeS7f8Zq/41MQ04NYTQKllZpRvwKjAb6BZC2D2E0JKqhzenbf8zkyRJkurKlOkoOwOTknnhWcCfYoxPhBDmAQ+GEK4BXgPuSdrfA9wXQpgPrKAqVBNjnBtC+BMwD6gERibTXAghnAdMp2qJwokxxrnpnZ4kSZL0fzIihMcY/w4cUE/9HapWNtm0vhYYspm+xgPj66k/BTzV6MFKkiRJjZQR01EkSZKk5sQQLkmS1AyMGzeOEAL9+vWrs23w4MEceeSRqYzj6quv5phjjiE/P58QAgsWLKi33erVq7nkkkvo0qULrVu3Zo899uCGG26o3v7GG28wcuRIunfvTl5eHnvssQcXXHABH3/8ca1+pkyZwg9+8AOKiopo27YtPXv25A9/+EOd4/3xj3/kpJNOYueddyaEwO9+97ttedp1GMIlSZKakWeffZbZs2c32fEnTJhAZWUlRx111GbbfPHFFxx33HFMnTqV8ePH88wzz/Dzn/+8VpsZM2Ywc+ZMzj33XJ566ikuv/xypkyZQt++fdmwYUN1u5tuuom2bdty8803M23aNI466ihOO+00fvOb39Tq76GHHmLBggUcf/zx2/aENyMj5oRLkiRp++vQoQPFxcWMHz+exx57rEnGsHDhQrKysnjiiSeYNq3+xer+4z/+g//5n//hjTfeoFOnTgB17tT/8Ic/ZOTIkVT9aHrV9uLiYvr168eLL75I7969AXj88cfp2LFj9X59+vRh6dKl3HTTTYwaNaq6/sc//pGsrCw+/fRT7r777m15yvXyTrgkSVIzEULgsssuY9q0abz++utNMoasrIbj58SJEznllFOqA3h9CgoKqgP4RgccULXOR0VFRXWtZgCv2a5mmy0d17bknXBJkqSt9TX80ZwhQ4ZQWlrK+PHjefDBB7d4vxgjX3zxRYPtsrMbFy/XrVvHa6+9xsCBA/nRj37EI488QsuWLTnppJO45ZZbyM/P3+y+s2bNAqBHjx5feoxZs2Y12GZ78064JElSM5KVlcXYsWOZMmUKb7755hbvN2nSJHJychp8Ndby5cuprKzkhhtu4LPPPmPatGncdNNNTJ06lR//+Meb3W/16tWMHTuW3r17s88++2y23XPPPcfUqVMZOXJko8faGN4JlyRJamZOP/10rrzySq699lruvffeLdpn4MCBqTzQufGhyvbt2zNlypTqYJ+Tk8PQoUN5++232XPPPWvtE2Nk+PDhVFRU8OSTT2627wULFnDaaacxaNAghg0btt3OYUsYwiVJkpqZ7OxsxowZw/nnn8+4ceO2aJ8OHTrQrl277TswqsI3wGGHHVbrznqfPn0AmDdvXp0Qfskll/Doo48yY8YM9thjj3r7XbFiBQMGDKBLly7cf//922n0W87pKJIkSc3Q2WefTadOnbj++uu3qH1a01Hy8vLYbbfd6tRjrJp/v+kDlDfffDO/+tWvmDx5MkcccUS9fa5evZrjjz+edevW8eSTT9KmTZtGj7OxvBMuSZLUDLVq1YrRo0dz6aWX0rNnzwYDdFrTUQCOP/54pk6dyrp162jZsiVQNZc7KyuL/fbbr7rdAw88wEUXXcSNN97IKaecUm9flZWVDBkyhLfeeouZM2d+6YoraTKES5IkNVPnnHMOv/jFL5g1a1b1utqbU1BQQEFBQaOP+cILL7Bs2TLmzJkDwNNPP01hYSE9evSoXrHk4osv5v777+fkk0/mpz/9KYsWLeKSSy7h7LPPpkuXLtX9DBs2jL59+3LooYfy8ssvVx+juLiY4uJiAH7605/y1FNPccstt7BixYpa7Q444ABatWoFVE1zmTdvHmvXrgWgrKyMtm3bUlhY2OC12SoxRl+befXs2TNKkiTNmzevqYfQaKWlpbGgoKBOffz48RGIvXv3TmUcvXv3jkCdV2lpaa12s2fPjocffnhs3bp17NSpU7zgggvimjVrqreXlpbW28+mfe22226bbffuu+822F9D16Wh7wZQFuvJmSHGr9/6lmkpKSmJZWVlTT0MSZLUxMrLy+nevXtTD0MZqKHvRghhToyxZNO6D2ZKkiRJKTOES5IkSSkzhEuSJEkpM4RLkiRJKTOES5IkbQEXs9CmGvOdMIRLkiQ1ICcnhzVr1jT1MJRh1qxZs9W/EmoIlyRJakCnTp1YsmQJq1ev9o64iDGyevVqlixZstW/wOkvZkqSJDUgPz8fgKVLl7J+/fomHo0yQU5ODp07d67+bnxVhnBJkqQtkJ+fv9WBS9qU01EkSZKklGVECA8h7BpCeD6EUB5CmBtCuCCpdwghzAghvJX8bZ/UQwjh1hDC/BDC30MIB9boa2jS/q0QwtAa9Z4hhNeTfW4NIYT0z1SSJEnKkBAOVAIXxRi7A72AkSGEHsBY4LkYYzfgueQzwACgW/IaAdwJVaEdKAUOAQ4GSjcG96TNiBr79U/hvCRJkqQ6MiKExxjfjzH+NXm/CigHioBBwKSk2STghOT9IGByrPIysGMIYWegHzAjxrgixvgRMAPon2zLjzG+FKseaZ5coy9JkiQpVRkRwmsKIXQFDgBeATrHGN+HqqAObFwDpghYVGO3xUnty+qL66nXd/wRIYSyEELZsmXLGns6kiRJUh0ZFcJDCG2Bh4ELY4wrv6xpPbW4FfW6xRjvijGWxBhLCgsLGxqyJEmS9JVlTAgPIeRQFcB/H2N8JCl/kEwlIflbkdQXA7vW2L0YWNpAvbieuiRJkpS6jAjhyUol9wDlMcabamyaBmxc4WQoMLVG/cxklZRewCfJdJXpQN8QQvvkgcy+wPRk26oQQq/kWGfW6EuSJElKVab8WM9hwBnA6yGEvyW1y4DrgD+FEIYDC4EhybangOOA+cBq4CyAGOOKEMLVwOyk3VUxxhXJ+3OB3wG5wNPJS5IkSUpdqFosRPUpKSmJZWVlTT0MSZIkfU2FEObEGEs2rWfEdBRJkiSpOTGES5IkSSkzhEuSJEkpM4RLkiRJKTOES5IkSSkzhEuSJEkpM4RLkiRJKTOES5IkSSkzhEuSJEkpM4RLkiRJKTOES5IkSSnLbuoBqB7TQvrH/EFM/5iSJEnNlHfCJUmSpJQZwiVJkqSUGcIlSZKklBnCJUmSpJQZwiVJkqSUGcIlSZKklBnCJUmSpJQZwiVJkqSUGcIlSZKklBnCJUmSpJQZwiVJkqSUZUwIDyFMDCFUhBD+UaPWIYQwI4TwVvK3fVIPIYRbQwjzQwh/DyEcWGOfoUn7t0IIQ2vUe4YQXk/2uTWEENI9Q0mSJKlKxoRw4HdA/01qY4HnYozdgOeSzwADgG7JawRwJ1SFdqAUOAQ4GCjdGNyTNiNq7LfpsSRJkqRUZEwIjzH+N7Bik/IgYFLyfhJwQo365FjlZWDHEMLOQD9gRoxxRYzxI2AG0D/Zlh9jfCnGGIHJNfqSJEmSUpUxIXwzOscY3wdI/nZK6kXAohrtFie1L6svrqdeRwhhRAihLIRQtmzZsm1yEpIkSVJNmR7CN6e++dxxK+p1izHeFWMsiTGWFBYWNmKIkiRJUv0yPYR/kEwlIflbkdQXA7vWaFcMLG2gXlxPXZIkSUpdpofwacDGFU6GAlNr1M9MVknpBXySTFeZDvQNIbRPHsjsC0xPtq0KIfRKVkU5s0ZfkiRJUqqym3oAG4UQ/gAcCXQMISymapWT64A/hRCGAwuBIUnzp4DjgPnAauAsgBjjihDC1cDspN1VMcaND3ueS9UKLLnA08lLkiRJSl3GhPAY4w83s+noetpGYORm+pkITKynXgbs25gxSpIkSdtCpk9HkSRJkr5xDOGSJElSygzhkiRJUsoM4ZIkSVLKDOGSJElSygzhkiRJUsoM4ZIkSVLKDOGSJElSygzhkiRJUsoM4ZIkSVLKDOGSJElSygzhkiRJUsoM4ZIkSVLKDOGSJElSygzhkiRJUsoM4ZIkSVLKDOGSJElSygzhkiRJUsoM4ZIkSVLKDOGSJElSygzhkiRJUsoM4ZIkSVLKspt6AMoQ00L6x/xBTP+YkiRJGcA74ZIkSVLKmlUIDyH0DyG8EUKYH0IY29TjkSRJUvPUbEJ4CKEFcDswAOgB/DCE0KNpRyVJkqTmqNmEcOBgYH6M8Z0Y4zrgQWBQE49JkiRJzVBzejCzCFhU4/Ni4JBNG4UQRgAjko+fhhDe2IpjdQQ+3Ir9mpkvfRjUa9h4XsPG8xo2ntew8byGjec1bDyv4dbbrb5icwrh9SW+OstzxBjvAu5q1IFCKIsxljSmj+bOa9h4XsPG8xo2ntew8byGjec1bDyv4bbXnKajLAZ2rfG5GFjaRGORJElSM9acQvhsoFsIYfcQQkvgVGBaE49JkiRJzVCzmY4SY6wMIZwHTAdaABNjjHO30+EaNZ1FgNdwW/AaNp7XsPG8ho3nNWw8r2HjeQ23sRCjv1ooSZIkpak5TUeRJEmSMoIhXJIkSUqZIVySJElKmSFckiRJSpkhXJIkSUqZIVySJElKmSFckiRJSpkhXJIkSUqZIVySJElKmSFckiRJSpkhXJIkSUpZdlMPIJN17Ngxdu3atamHIUmSpK+pOXPmfBhjLNy0bgj/El27dqWsrKyphyFJkqSvqRDCe/XVnY4iSZIkpcwQLkmSJKXMEC5JkiSlzBAuSZIkpcwQLkmSJKXMEC5JkiSlzCUKJUmStsDKlSupqKhg/fr1TT0UZYCcnBw6depEfn7+Vu1vCJckSWrAypUr+eCDDygqKiI3N5cQQlMPSU0oxsiaNWtYsmQJwFYFcaejSJIkNaCiooKioiLy8vIM4CKEQF5eHkVFRVRUVGxVH4ZwSZKkBqxfv57c3NymHoYyTG5u7lZPTzKES5IkbQHvgGtTjflOGMIlSZKklBnCJUmSpJQZwiVJkpqBcePGEUKofu20004cf/zx/P3vf2+S8YQQuO2225rk2JnAJQolSZKaiXbt2vHMM88AsGDBAq644gqOPfZYysvL6dChQ6pjeemll9h9991TPWYmMYRLkiQ1E9nZ2fTq1QuAXr160bVrVw499FCeeeYZTjvttFTHsnEczZXTUSRJkpqp7373uwAsWrSouva73/2OEAKffvpprbZdu3Zl9OjR1Z//8pe/cMQRR5Cfn09+fj77778/U6ZMqd4+bdo0evbsSZs2bWjfvj2HHHIIL7zwQvX2TaejPPnkkxx77LHVv0LZq1cvnn322VpjGDduHB07duS1116jV69e5OXlccABB/Diiy9umwuSIkO4JElSM7Vw4UKArzwtZOXKlRx//PHssccePPzwwzz00EOcccYZfPzxxwC8/fbbDB48mD59+vD444/z+9//nuOPP54VK1Zsts93332XgQMHct999/Hwww/zL//yLwwYMICZM2fWard69WqGDh3KOeecw8MPP0yrVq048cQTWb169Vc8+6bldBRJkqRmpLKyEoD33nuP8847j/33359BgwZ9pT7efPNNPvnkE2677TZ22GEHAPr27Vu9/bXXXmOHHXbgl7/8ZXXtuOOO+9I+zzvvvOr3GzZs4KijjmLu3Lncc889HHbYYdXb1qxZw69//Wv69OkDwM4778wBBxzAf//3f9O/f/+vdB5NyTvhkiRJzcTy5cvJyckhJyeHvfbai9dee41HHnmEVq1afaV+9txzT9q2bctpp53G1KlTq++Ab7TffvvxySefMHToUJ599lk+++yzBvtcvHgxQ4cOpaioiOzsbHJycnj22Wd58803a7XLycnhyCOPrP7co0eP6v2/TjIihIcQWocQXg0h/E8IYW4I4cqkvnsI4ZUQwlshhD+GEFom9VbJ5/nJ9q41+ro0qb8RQuhXo94/qc0PIYxN+xwlSZKaWrt27Zg9ezYvv/wyEyZMYN26dZx22mls2LDhK/XTvn17nn32WdavX88pp5xCYWEh3//+93nnnXcA2HvvvZk6dSrvvPMOxx13HB07duS0005j2bJl9fa3YcMGfvCDHzBr1iyuuuoqnn/+eWbPns2AAQNYu3Ztrbb5+flkZf1fhG3ZsiVAnXaZLiNCOPA50CfG+F1gf6B/CKEXcD1wc4yxG/ARMDxpPxz4KMa4F3Bz0o4QQg/gVGAfoD9wRwihRQihBXA7MADoAfwwaStJktRsZGdnU1JSwiGHHMKIESO4/fbbefnll2s9UNm6dWsA1q1bV2vfjz76qNbnjauqfPzxxzzyyCO8+eabtVZY+f73v8+LL77I8uXLueeee/jzn//MqFGj6h3X/Pnzee211/jNb37D8OHD6d27NyUlJaxZs2ZbnXrGyYgQHqtsfAQ3J3lFoA/wUFKfBJyQvB+UfCbZfnQIIST1B2OMn8cY3wXmAwcnr/kxxndijOuAB5O2kiRJzdbpp5/OPvvsw/XXX19dKy4uBqC8vLy69sorr7By5cp6+8jNzWXgwIGcffbZzJs3r872du3acdppp3HiiSfWux2oDts1p8W89957dR7K/CbJmAczk7vVc4C9qLpr/TbwcYyxMmmyGChK3hcBiwBijJUhhE+AgqT+co1ua+6zaJP6IZsZxwhgBECXLl0ad1KSJOkbbeWxPZvkuPkz5myTfkIIXHbZZfzoRz/iueee4+ijj+bggw+mqKiI888/n6uvvpoVK1Zwww03kJ+fX73fk08+ycSJEznhhBPo0qULS5YsYcKECdUPS06YMIGXXnqJ/v37s8suu/DWW28xZcoUzjzzzHrH8e1vf5vi4mIuuugirr76alatWkVpaSlFRUX1tv8myIg74QAxxi9ijPsDxVTdue5eX7Pkb9jMtq9ar28cd8UYS2KMJYWFhQ0PXJIk6WvsX//1X+nWrRs33HADUDXH+tFHHyUrK4vBgwdz4403cuedd9K+ffvqffbaa6/qAN+3b1/GjBlD//79mThxIgDf+c53WLZsGT/72c/o27cv11xzDT/5yU9q3XGvqVWrVjzyyCNkZ2czePBg/v3f/51LL72U3r17b/8L0ERCjPVm0SYVQigFVgOXADsld7sPBcbFGPuFEKYn718KIWQD/wsUAmMBYozXJv1MB8Yl3Y6LMfZL6pfWbLc5JSUlsaysbJufnyRJ+nopLy+ne/e69we/7nfC1Xib+25sFEKYE2Ms2bSeEXfCQwiFIYQdk/e5wDFAOfA8MDhpNhSYmryflnwm2f6fsepfE9OAU5PVU3YHugGvArOBbslqKy2penhz2vY/M0mSJKmuTJkTvjMwKZkXngX8Kcb4RAhhHvBgCOEa4DXgnqT9PcB9IYT5wAqqQjUxxrkhhD8B84BKYGSM8QuAEMJ5wHSgBTAxxjg3vdOTJEmS/k9GhPAY49+BA+qpv0PV/PBN62uBIZvpazwwvp76U8BTjR6sJEmS1EgZMR1FkiRJak4M4ZIkSc3AuHHjCCHQr1+/OtsGDx5c66fgt6err76aY445hvz8fEIILFiwoE6bO+64g5KSEtq3b09eXh777bcfd9xxB5suKLIlfZWVlTFs2DD23ntvsrKyGDZsWJ02b7zxBiNHjqR79+7k5eWxxx57cMEFF/Dxxx9vo7OuyxAuSZLUjDz77LPMnj27yY4/YcIEKisrOeqoozbb5qOPPuLEE09k8uTJPP744wwcOJDzzjuPG2+88Sv3NXPmTP7yl79w0EEHsdNOO9XbZsaMGcycOZNzzz2Xp556issvv5wpU6bQt29fNmzYsHUn2oCMmBMuSZKk7a9Dhw4UFxczfvx4HnvssSYZw8KFC8nKyuKJJ55g2rT6F6v7+c9/Xuvz0UcfzXvvvcfkyZMZPXr0V+pr1KhRXHDBBQCUlNRZKRCAH/7wh4wcOZKqH2CHI488kuLiYvr168eLL764XdYr9064JElSM7HxB3amTZvG66+/3iRjyMrauvhZUFDAunXrvnJfW9KmoKCgOoBvdMABVWuGVFRUfIVRbjnvhEuSJG2lr+OP5gwZMoTS0lLGjx/Pgw8+uMX7xRj54osvGmyXnb3t4mVlZSVr167lxRdfZPLkyVx99dXbrO+GzJo1C4AePXpsl/69Ey5JktSMZGVlMXbsWKZMmcKbb765xftNmjSJnJycBl/byv/+7/+Sk5PDDjvswHHHHceoUaMYNWrUNuv/y6xevZqxY8fSu3dv9tlnn+1yDO+ES5IkNTOnn346V155Jddeey333nvvFu0zcODAVB/o7NixI7Nnz+bTTz/lv/7rv7juuuto27Ytl1xyyXY9boyR4cOHU1FRwZNPPrndjmMIlyRJamays7MZM2YM559/PuPGjduifTp06EC7du2278BqyM7Orn6Q8sgjjyQrK4tx48YxatQo8vLytttxL7nkEh599FFmzJjBHnvssd03/jVrAAAgAElEQVSO43QUSZKkZujss8+mU6dOXH/99VvUPu3pKJs68MADWbt2LUuXLt1ux7j55pv51a9+xeTJkzniiCO223HAO+GSJEnNUqtWrRg9ejSXXnopPXv2bDBApz0dZVMzZ86kVatW7LLLLtul/wceeICLLrqIG2+8kVNOOWW7HKMmQ7gkSVIzdc455/CLX/yCWbNmNbgWdkFBAQUFBY0+5gsvvMCyZcuYM6dqZZmnn36awsJCevToUb0SyUEHHcTQoUPZe++9Wb9+PTNmzOC2227joosuqjUVZUv6WrZsGS+88AJQ9SNA7733Hg899BBQ9UuhG/sZNmwYffv25dBDD+Xll1+uPkZxcTHFxcWNPu86Yoy+NvPq2bNnlCRJmjdvXlMPodFKS0tjQUFBnfr48eMjEHv37p3KOHr37h2BOq/S0tLqNj/+8Y9jt27dYm5ubiwoKIi9evWK9913X9ywYcNX7uv555+vt01VDK5SWlq62TY1+6pPQ98NoCzWkzND1TbVp6SkJJaVlTX1MCRJUhMrLy+ne/fuTT0MZaCGvhshhDkxxjo/1emDmZIkSVLKDOGSJElSygzhkiRJUsoM4ZIkSVLKDOGSJElbwMUstKnGfCcM4ZIkSQ3IyclhzZo1TT0MZZg1a9Zs9a+EGsIlSZIa0KlTJ5YsWcLq1au9Iy5ijKxevZolS5bQqVOnrerDX8yUJElqQH5+PgBLly5l/fr1TTwaZYKcnBw6d+5c/d34qgzhkiRJWyA/P3+rA5e0KaejSJIkSSnLiBAeQtg1hPB8CKE8hDA3hHBBUu8QQpgRQngr+ds+qYcQwq0hhPkhhL+HEA6s0dfQpP1bIYShNeo9QwivJ/vcGkII6Z+pJEmSlCEhHKgELooxdgd6ASNDCD2AscBzMcZuwHPJZ4ABQLfkNQK4E6pCO1AKHAIcDJRuDO5JmxE19uufwnlJkiRJdWRECI8xvh9j/GvyfhVQDhQBg4BJSbNJwAnJ+0HA5FjlZWDHEMLOQD9gRoxxRYzxI2AG0D/Zlh9jfClWPdI8uUZfkiRJUqoyIoTXFELoChwAvAJ0jjG+D1VBHdi4BkwRsKjGbouT2pfVF9dTr+/4I0IIZSGEsmXLljX2dCRJkqQ6MiqEhxDaAg8DF8YYV35Z03pqcSvqdYsx3hVjLIkxlhQWFjY0ZEmSJOkry5gQHkLIoSqA/z7G+EhS/iCZSkLytyKpLwZ2rbF7MbC0gXpxPXVJkiQpdRkRwpOVSu4BymOMN9XYNA3YuMLJUGBqjfqZySopvYBPkukq04G+IYT2yQOZfYHpybZVIYReybHOrNGXJEmSlKpM+bGew4AzgNdDCH9LapcB1wF/CiEMBxYCQ5JtTwHHAfOB1cBZADHGFSGEq4HZSburYowrkvfnAr8DcoGnk5ckSZKUulC1WIjqU1JSEsvKypp6GJIkSfqaCiHMiTGWbFrPiOkokiRJUnNiCJckSZJSZgiXJEmSUmYIlyRJklJmCJckSZJSZgiXJEmSUmYIlyRJklJmCJckSZJSZgiXJEmSUmYIlyRJklJmCJckSZJSZgiXJEmSUmYIlyRJklJmCJckSZJSZgiXJEmSUmYIlyRJklKW3dQDUF0rj+3Z1EPYpvJnzGnqIUiSJGUU74RLkiRJKTOES5IkSSkzhEuSJEkpM4RLkiRJKTOES5IkSSkzhEuSJEkpy5gQHkKYGEKoCCH8o0atQwhhRgjhreRv+6QeQgi3hhDmhxD+HkI4sMY+Q5P2b4UQhtao9wwhvJ7sc2sIIaR7hpIkSVKVjAnhwO+A/pvUxgLPxRi7Ac8lnwEGAN2S1wjgTqgK7UApcAhwMFC6MbgnbUbU2G/TY0mSJEmpyJgQHmP8b2DFJuVBwKTk/STghBr1ybHKy8COIYSdgX7AjBjjihjjR8AMoH+yLT/G+FKMMQKTa/QlSZIkpSpjQvhmdI4xvg+Q/O2U1IuARTXaLU5qX1ZfXE+9jhDCiBBCWQihbNmyZdvkJCRJkqSaMj2Eb05987njVtTrFmO8K8ZYEmMsKSwsbMQQJUmSpPplegj/IJlKQvK3IqkvBnat0a4YWNpAvbieuiRJkpS6TA/h04CNK5wMBabWqJ+ZrJLSC/gkma4yHegbQmifPJDZF5iebFsVQuiVrIpyZo2+JEmSpFRlN/UANgoh/AE4EugYQlhM1Son1wF/CiEMBxYCQ5LmTwHHAfOB1cBZADHGFSGEq4HZSburYowbH/Y8l6oVWHKBp5OXJEmSlLqMCeExxh9uZtPR9bSNwMjN9DMRmFhPvQzYtzFjlCRJkraFTJ+OIkmSJH3jGMIlSZKklBnCJUmSpJQZwiVJkqSUGcIlSZKklBnCJUmSpJQZwiVJkqSUGcIlSZKklBnCJUmSpJQZwiVJkqSUGcIlSZKklBnCJUmSpJQZwiVJkqSUGcIlSZKklBnCJUmSpJQZwiVJkqSUGcIlSZKklBnCJUmSpJQZwiVJkqSUGcIlSZKklBnCJUmSpJQZwiVJkqSUGcIlSZKklBnCJUmSpJQ1qxAeQugfQngjhDA/hDC2qccjSZKk5qnZhPAQQgvgdmAA0AP4YQihR9OOSpIkSc1RswnhwMHA/BjjOzHGdcCDwKAmHpMkSZKaoeymHkCKioBFNT4vBg7ZtFEIYQQwIvn4aQjhja04Vkfgw63Y75sphK3Zy2vYeF7DxvMaNp7XsPG8ho3nNWw8r+HW262+YnMK4fUlwVinEONdwF2NOlAIZTHGksb00dx5DRvPa9h4XsPG8xo2ntew8byGjec13Paa03SUxcCuNT4XA0ubaCySJElqxppTCJ8NdAsh7B5CaAmcCkxr4jFJkiSpGWo201FijJUhhPOA6UALYGKMce52OlyjprMI8BpuC17DxvMaNp7XsPG8ho3nNWw8r+E2FmKsMy1akiRJ0nbUnKajSJIkSRnBEC5JkiSlzBAuSZIkpcwQLkmSJKXMEC5JkiSlzBAuSZIkpcwQLkmSJKXMEC5JkiSlzBAuSZIkpcwQLkmSJKXMEC5JkiSlLLupB5DJOnbsGLt27drUw5AkSdLX1Jw5cz6MMRZuWjeEf4muXbtSVlbW1MOQJEnS11QI4b366k5HkSRJklJmCJckSZJSZgiXJEmSUmYIlyRJklJmCJckSZJSZgiXJEmSUuYShZIkSVtg5cqVVFRUsH79+qYeijJATk4OnTp1Ij8/f6v2N4RLkiQ1YOXKlXzwwQcUFRWRm5tLCKGph6QmFGNkzZo1LFmyBGCrgrjTUSRJkhpQUVFBUVEReXl5BnARQiAvL4+ioiIqKiq2qg9DuCRJUgPWr19Pbm5uUw9DGSY3N3erpycZwiVJkraAd8C1qcZ8JwzhkiRJUsoM4ZIkSVLKDOGSJEnNyGOPPUbfvn0pKCigZcuWFBUVceqppzJz5symHlqzYgiXJElqJv7t3/6Nk08+maKiIu6++27+/Oc/c91117Fq1SoOP/xw3n777aYeYrPhOuGSJEnNwNSpU/n1r3/Nvffey7Bhw2ptO+OMM3j88ccbvQLM+vXrycrKokWLFo3qpznwTrgkSVIz8Otf/5qDDjqoTgDfaODAgeyyyy7Vnzds2MB1113HXnvtRatWrfjWt77FpEmTau1z5JFHMnjwYO666y723HNPWrduzdKlSxk3bhwdO3bklVdeoaSkhNzcXA4//HDeffddKioqOOGEE2jbti3du3fnP//zP2v1OXnyZA4//HA6dOhA+/btOeqooygrK6vVZtiwYZSUlDBjxgy+853v0KZNGw4//HDmzp27bS5WCrwTLkmS9A1XWVnJSy+9xOjRo7d4n1GjRjFp0iSuuOIKDjzwQGbMmMHZZ59NQUEBxx9/fHW7mTNn8vbbb3P99deTl5dHu3btAFi9ejUjRoxgzJgxtGnThvPPP58zzjiDVq1aMWDAAH76059yww03MGTIEBYtWkReXh4ACxYs4Mwzz2TPPfdk3bp1PPDAA3zve9/jH//4B3vssUf1cRcuXMjFF1/Mz3/+c3Jzcxk9ejSnnHIK//jHP74Wy0kawiVJkr7hli9fzueff86uu+5aqx5j5Isvvqj+3KJFC0IIzJ8/nzvvvJN7772XoUOHAnDMMcfw/vvvc+WVV9YK4R9//DGvvfYaO+20U62+16xZw6233krv3r0BWLp0KSNHjuTKK6+s/sdAcXEx++yzDy+88AIDBgwA4IorrqjuY8OGDRx77LHMnj2b+++/v9a2FStWMHPmTLp161bd9sQTT+SNN97g29/+dqOv2fbmdBRJkqRvuBgjUPfHZW688UZycnKqX7fffjsAzz33HFlZWZx44olUVlZWv44++mj+9re/1QruPXv2rBPAAVq2bMkRRxxR/XmvvfYCoE+fPnVqS5Ysqa6Vl5dz4okn0rlzZ1q0aEFOTg5vvPEGb775Zq3+u3btWh3AAXr06AHA4sWLv8KVaToZEcJDCK1DCK+GEP4nhDA3hHBlUt89hPBKCOGtEMIfQwgtk3qr5PP8ZHvXGn1dmtTfCCH0q1Hvn9TmhxDGpn2OkiRJTaVjx460atWqTkA944wzmD17NrNnz65V//DDD/niiy9o165drZA+bNgwKisref/996vbdu7cud5j7rDDDmRl/V/UbNmyJQA77rhjndratWsBWLVqFX379mXRokXcdNNNvPjii8yePZvvfve71W02qtlPfX1lukyZjvI50CfG+GkIIQf4SwjhaeBnwM0xxgdDCL8FhgN3Jn8/ijHuFUI4Fbge+NcQQg/gVGAfYBfgzyGEbyXHuB04FlgMzA4hTIsxzkvzJCVJkppCdnY2hx56KM8++yxXXXVVdb1z5871hugOHTqQnZ3NzJkzawXpjTp16lT9flvOv37ppZdYvHgxM2bMqDWl5JNPPtlmx8gUGXEnPFb5NPmYk7wi0Ad4KKlPAk5I3g9KPpNsPzpUfQMGAQ/GGD+PMb4LzAcOTl7zY4zvxBjXAQ8mbSVJkpqFCy+8kFdeeYX77ruvwbZ9+vThiy++4JNPPqGkpKTOa+Nd521tzZo1ALRq1aq6NmvWLBYsWLBdjteUMuVOOCGEFsAcYC+q7lq/DXwcY6xMmiwGipL3RcAigBhjZQjhE6Agqb9co9ua+yzapH7IZsYxAhgB0KVLl8adlCRJ+kb73VvTm+S4w7r1a7jRJgYNGsSFF17IsGHDeP755xk4cCAdO3Zk+fLlzJgxA4C2bdsCsPfee/P//t//49RTT2XMmDGUlJSwdu1a5s6dy5tvvsndd9+9Tc9no169etG2bVt+8pOfMGbMGBYvXsy4ceMoKipqeOevmYwJ4THGL4D9Qwg7Ao8C3etrlvyt7/894pfU67vjH+upEWO8C7gLoKSkpN42kiRJX0c333wz3/ve97jjjjsYPnw4q1atorCwkEMPPZSnnnqqeoUSgNtvv51vfetb/Md//AdXXHEF+fn59OjRg+HDh2+38XXu3JkpU6YwevRoBg0aRLdu3fjtb3/LDTfcsN2O2VTCxqdlM0kIoRRYDVwC7JTc7T4UGBdj7BdCmJ68fymEkA38L1AIjAWIMV6b9DMdGJd0Oy7G2C+pX1qz3eaUlJTETReHlyRJzU95eTndu9e9P/h1uhOu7WNz342NQghzYowlm9YzYk54CKEwuQNOCCEXOAYoB54HBifNhgJTk/fTks8k2/8zVv1rYhpwarJ6yu5AN+BVYDbQLVltpSVVD29O2/5nJkmSJNWVKdNRdgYmJfPCs4A/xRifCCHMAx4MIVwDvAbck7S/B7gvhDAfWEFVqCbGODeE8CdgHlAJjEymuRBCOA+YDrQAJsYYvz6/aypJkqRvlIwI4THGvwMH1FN/h6qVTTatrwWGbKav8cD4eupPAU81erCSJElSI2XEdBRJkiSpOTGES5IkNQPjxo0jhEC/fnUf6hw8eDBHHnlkKuO4+uqrOeaYY8jPzyeEsNk1wGfOnMkhhxxCbm4uu+++O7feemudNosWLeLkk08mPz+fdu3aceqpp1JRUVGrTYyR2267jX322Ye8vDy6du3KqFGj+Pjjj2u1e+uttzj55JPp3Lkz+fn5/Mu//AvPPPPMNjvvTRnCJUmSmpFnn322zs/Up2nChAlUVlZy1FFHbbbN/Pnz6devH7vvvjtPPvkk55xzDj/72c9qrU9eWVnJgAEDKC8v59577+Xuu++mrKyMAQMG8MUXX1S3+81vfsP555/P4MGDefLJJ7n00kt54IEHGDp0aHWbVatWceyxx/LOO+9w55138tBDD7HLLrswcOBAXn311e1yHTJiTrgkSZK2vw4dOlBcXMz48eN57LHHmmQMCxcuJCsriyeeeIJp0+pfrO6Xv/wlu+yyC/fffz/Z2dn06dOHhQsXcuWVVzJ8+HBCCEyZMoXy8nL++c9/0q1bN6DqR4a++93v8uijjzJ4cNUCew888AAnnngiV155JQBHHXUUn3/+Of/2b//GZ599Rps2bZg5cybvvfcejz/+OPvttx9Q9auhRUVFPPzwwxx8cJ1HFBvNO+GSJEnNRAiByy67jGnTpvH66683yRiyshqOn08//TQnnXQS2dn/d7/41FNPZfHixfzjH/8A4G9/+xu77bZbdQAH+M53vkPnzp158sknq2vr16+nXbt2tfrfcccdiTGy8fdy1q9fD1CrXXZ2Nm3atGF7/aaOd8IlSZK20tfxR3OGDBlCaWkp48eP58EHH9zi/WKMtaZ5bE7N4Lw1PvvsMxYtWsS3v/3tWvWNP4jzz3/+k/3224+1a9fSsmXLOvu3atWK8vLy6s8//vGPufjiixk8eDBHHHEE8+fP57rrrmPYsGG0bdsWgKOPPpquXbsyevRobrzxRtq0acNvf/tbKioqGDZsWKPOZ3O8Ey5JktSMZGVlMXbsWKZMmcKbb765xftNmjSJnJycBl+NtfGByR133LFWvX379gB89NFHAOy11168++67LF++vLrN0qVLWbJkCStWrKiunXvuuVxxxRUMHDiQ/Px8DjzwQPbee28mTJhQ3SYvL4//+q//Yu7cuXTp0oWCggKuv/56pk6dSo8ePRp9TvUxhEuSJDUzp59+Ol26dOHaa6/d4n0GDhzI7NmzG3xtKyGEL62fdtpptG7dmuHDh7Nw4UIWLFjAWWedBUCLFi2q2//hD3/gqquu4pprruGFF15g4sSJzJ49m+HDh1e3+eyzzxgyZAjt27dn6tSpzJgxg5NOOomTTz6Z1157bZudU01OR5EkSWpmsrOzGTNmDOeffz7jxo3bon06dOhQZ2719rDxDvimSwhuvAO+cXtBQQEPPPAAw4cPZ7fddgPghBNO4LjjjmPlypUAbNiwgVGjRnHBBRdw6aWXAvC9732PXXbZhf79+3PhhRdy4IEHcs899zBv3jwWL15c3f8xxxzDG2+8QWlp6WYfIG0M74RLkiQ1Q2effTadOnXi+uuv36L2aU1HadOmDbvuuiv//Oc/a9U3fq45V/z73/8+ixcvZu7cuSxatIhHH32Ud955h169egHw4Ycfsnz5cvbff/9afR1wQNUPtb/99tvVfe+22251psDsv//+1W22Ne+ES5IkNUOtWrVi9OjRXHrppfTs2bPBAL1xOkoaBgwYwKOPPso111xTPbXkj3/8I7vuuiv77rtvrbbZ2dnV87ZfeOEF/vnPf/LQQw8BUFhYSF5eHn/9618ZMmRI9T5z5swBoGvXrgDstttuLFiwgI8++qh67vnGdhvbbGuGcEmSpGbqnHPO4Re/+AWzZs2id+/eX9q2oKCAgoKCRh/zhRdeYNmyZdVB+Omnn6awsJAePXpUh+mLL76Y3//+95xxxhn85Cc/Yfbs2UyYMIE777yz1lzxiy++mMMOO4y2bdvy6quvMn78eC6//PLqu+UhBEaMGMHNN99MXl4ehx12GG+//TalpaUccsgh9OzZE6iaX/6LX/yC4447jjFjxpCXl8f999/Pq6++yhNPPNHoc67XxjUSfdV99ezZM0qSJM2bN6+ph9BopaWlsaCgoE59/PjxEYi9e/dOZRy9e/eOQJ1XaWlprXYvvvhiPOigg2KrVq3ibrvtFm+55ZY6fQ0ZMiQWFhbGli1bxn333TfeddddddqsXbs2XnPNNXHvvfeOubm5sUuXLvEnP/lJ/OCDD2q1mzNnTuzfv38sLCyMO+ywQzzooIPiQw891OD5NPTdAMpiPTkzxO20APk3QUlJSSwrK2vqYUiSpCZWXl5evU61VFND340QwpwYY8mmdR/MlCRJklJmCJckSZJSZgiXJEmSUmYIlyRJklJmCJckSdoCLmahTTXmO2EIlyRJakBOTg5r1qxp6mEow6xZs2arfyXUEC5JktSATp06sWTJElavXu0dcRFjZPXq1SxZsoROnTptVR/+YqYkSVID8vPzAVi6dCnr169v4tEoE+Tk5NC5c+fq78ZXZQiXJEnaAvn5+VsduKRNZcR0lBDCriGE50MI5SGEuSGEC5J6hxDCjBDCW8nf9kk9hBBuDSHMDyH8PYRwYI2+hibt3wohDK1R7xlCeD3Z59YQQkj/TCVJkqQMCeFAJXBRjLE70AsYGULoAYwFnosxdgOeSz4DDAC6Ja8RwJ1QFdqBUuAQ4GCgdGNwT9qMqLFf/xTOS5IkSaojI0J4jPH9GONfk/ergHKgCBgETEqaTQJOSN4PAibHKi8DO4YQdgb6ATNijCtijB8BM4D+ybb8GONLseppisk1+pIkSZJSlREhvKYQQlfgAOAVoHOM8X2oCurAxsdPi4BFNXZbnNS+rL64nnp9xx8RQigLIZQtW7assacjSZIk1ZFRITyE0BZ4GLgwxrjyy5rWU4tbUa9bjPGuGGNJjLGksLCwoSFLkiRJX1nGhPAQQg5VAfz3McZHkvIHyVQSkr8VSX0xsGuN3YuBpQ3Ui+upS5IkSanLiBCerFRyD1AeY7ypxqZpwMYVToYCU2vUz0xWSekFfJJMV5kO9A0htE8eyOwLTE+2rQoh9EqOdWaNviRJkqRUZco64YcBZwCvhxD+ltQuA64D/hRCGA4sBIYk254CjgPmA6uBswBijCtCCFcDs5N2V8UYVyTvzwV+B+QCTycvSZIkKXXBn17dvJKSklhWVtbUw5AkSdLXVAhhToyxZNN6RkxHkSRJkpoTQ7gkSZKUMkO4JEmSlDJDuCRJkpQyQ7gkSZKUMkO4JEmSlDJDuCRJkpQyQ7gkSZKUMkO4JEmSlDJDuCRJkpQyQ7gkSZKUMkO4JEmSlDJDuCRJkpQyQ7gkSZKUMkO4JEmSlDJDuCRJkpQyQ7gkSZKUMkO4JEmSlDJDuCRJkpQyQ7gkSZKUMkO4JEmSlLKtDuHh/7N3p2FWVWf+97+3UAKlooBAsFDRR4JDaxwqakI0RmVMcCYBSavRFk1jBhMHEBVMGqPptjUmDtE4YNKR4IxTlHaI/I1RCmOrCApBjSBaKihGQBnW8+JsKlXUwKFO1amC+n6u61xV595r73OfXW9+bNZeO2L3iDgmInZoyoYkSZKkzV1eITwifh0R11d7/y3gJeBuYG5EfLmZ+pMkSZI2O/leCR8MPFXt/U+B24EdgEey95IkSZLykG8I7wG8BRARfYHdgJ+nlN4BbgD2K7SRiLg5Iioj4uVqta4RMT0i5mU/u2T1iIirI2J+RLwYEftX2+fkbPy8iDi5Wv2AiHgp2+fqiIhCe5YkSZIaI98QvgTomf1+JPBOSmldWA6gXRP0ciu5K+7VjQUeSyn1BR7L3gMMAfpmr9HAdZAL7cAE4CDgQGDCuuCejRldbb/1P0uSJEkqinxD+MPATyJiDLkgPLXatn8B3ii0kZTSU+TCfnVHA5Oz3ycDx1Sr35Zy/gJsFxG9gEHA9JTSkpTSUmA6MDjb1jml9ExKKQG3VTuWJEmSVFT5hvAfA38BziQ3N3xCtW3HAn9s4r7W6ZlSWgyQ/eyR1cvIpsdkFma1huoL66jXEhGjI6IiIiree++9JvkSkiRJUnXt8xmUUvoIOLWebYc0aUf5qWs+d2pEvXYxpRvIzXOnvLy8zjGSJElSIfIK4etka4J/CehKburIMymlt5ujscy7EdErpbQ4m1JSmdUXAjtWG9cbeDurH7Ze/cms3ruO8ZIkSVLR5btOeLuIuBZ4E7gD+HX2882IuCYimuvJm9OAdSucnAzcV61+UrZKysHAR9l0lUeAgRHRJbshcyDwSLbt44g4OFsV5aRqx5IkSZKKKt8r4ZeQm45yAfAH4F1yq6V8C/gJ8AFwcSGNRMTt5K5ibx8RC8nNO78MmBoRpwF/B4Znwx8ChgLzgeXAdwBSSksi4qfAzGzcT1JK6272/C65FVg6kbvR9OFC+pUkSZIaK3KLhWxgUMTfgatTSv9Vx7ZzgO+nlHZqhv5aVHl5eaqoqGjpNiRJkrSJiohZKaXy9esb87CeF+vZ9iL/XLVEkiRJ0gbkG8JfA0bUs20E8GrTtCNJkiRt/vKdE/4fwJSI2Am4k9yc8B7k5mh/jfoDuhrh1nmPFLT/KX0HNVEnkiRJag75rhM+NSI+JHeD5i+AEmAVMAsYnFKa3nwtSpIkSZuXvNcJTyk9CjyaLUe4PfB+Smlts3UmSZIkbaY2an3vbI3tMmA3ckv9SZIkSdpIeYfwiPh3YBG5B/bMAPpl9bsj4ofN054kSZK0+cn3iZnnAv8N3AgcDkS1zU+Se2iPJEmSpDzkOyd8DHBxSunnEdFuvW2vAp9v2rYkSZKkzVe+01E+R24llLqsBTo2TTuSJEnS5i/fED4f+Go92w4FXmmadiRJkqTNX77TUa4Cro2Iz8g9rAegR0ScBvwIOL05mpMkSZI2R/k+rOc3EdEFuJjcA3sAHgKWAxNTSr9vpv4kSZKkzc7GPKznPyPieuBL5B7WswR4JqX0UXM1J0mSJG2O8g7hACmlj4FHm6kXSZIkqTTz2u4AACAASURBVE2oN4RHxEkbc6CU0m2FtyNJkiRt/hq6En7reu9T9jPqqAEYwiVJkqQ8NLRE4TbVXl8E3gAuAvYkNyd8T3I3ar4BHNicTUqSJEmbk3qvhKeUPln3e0RcAVyTUvrvakOWAJMiYiW5R9rXt464JEmSpGryfVjPgcDsera9TO5KuSRJkqQ85Ls6ylvAd4BH6th2GrCwyTpSwW6dV9efKX+n9B3URJ1IkiSpLvmG8AuAKRHxMjANqAR6AEcBuwPfap72JEmSpM1Pvk/MvCsiDgLGAiOBzwHvADOBk1NKs5qvRUmSJGnzsjFPzHwe+GYz9iJJkiS1CfnemLlZiIjBEfFqRMyPiLEt3Y8kSZLapoaemDkVGJdS+lv2e0NSSqlVzwuPiHbANcAAcjeSzoyIaSmlV1q2s9bHGzslSZKaV0PTUboDJdnvPaj5dMxN0YHA/JTSAoCImAIcDRjCm1ihIR4M8pIkafPW0MN6vlbt98OK0k3zKiO31OI6C4GD1h8UEaOB0dnbf0TEq434rO2B9xuxnzLf8Rw2Bc9h4TyHhfMcFs5zWDjPYeE8h423c13Fhqaj/Ar4fUrpz83WUnFFHbVaV/dTSjcANxT0QREVKaXyQo7R1nkOC+c5LJznsHCew8J5DgvnOSyc57DpNXRj5onAjIh4MyIui4h9i9VUM1kI7FjtfW/g7RbqRZIkSW1YQyG8B7k50zOA7wKzImJORFwUEZ8vSndNaybQNyJ2iYgtgRHkHjwkSZIkFVW9ITyltDql9EBK6dvkAvm3gNnkHtgzJyIqIuJHEdG7SL0WJKW0GjgLeASYA0xNKc1upo8raDqLAM9hU/AcFs5zWDjPYeE8h4XzHBbOc9jEIqWNW/QkIrYCjiEXygeSm1f+dErpq03fniRJkrT52egQXrVjxH7AmcC/AaSU2jVhX5IkSdJmK+/H1gNExO7k5lKPAPoCS4HfALc3fWuSJEnS5mmDV8IjYhf+Gbz/BfiE3A2NtwOPZHOtJUmSJOWp3hAeEWeTC97lwGfAH8kF7/tTSiuK1qEkSZK0mWkohK8CniAXvO9OKX1UzMYkSZKkzVVDc8LLUkqVRetEkiRJaiMavTqKJEmSpMZp6ImZkiRJkpqBIVySJEkqsnpDeETsFBElxWxGkiRJagsauhL+OrAfQEQ8nj2oR5IkSVKBGlodZQVQmv1+GNC52btpZbbffvvUp0+flm5DkiRJm6hZs2a9n1Lqvn69oRD+V+AXETE9e/+9iFhcz9iUUjq/0CZbmz59+lBRUdHSbUiSJGkTFRFv1lVvKISfDvwncDSQgCOAT+sZm4DNLoRLkiRJzaHeEJ5SmgsMA4iItcAxKaXnitWYJEmStLlq6Ep4dbsA9U1FkSRJkrQR8grhKaU3I6J9RHwL+ArQFVgCzADuTimtbsYeJUmSpM1KXiE8InoAjwL7AG8A7wJfAsYA/xcRA1NK7zVXk5IkSdLmJN8nZv430A04KKW0a0rpSymlXYGDsvp/N1eDkiRJ0uYm3znhQ4GzUkozqxdTSjMjYhzwyybvTJIkaROzbNkyKisrWbVqVUu3omZWUlJCjx496Ny5cY/SyTeEdwA+rmfbx8CWjfp0SZKkzcSyZct49913KSsro1OnTkRES7ekZpJSYsWKFSxatAigUUE83+kofwHOj4itqhez9+dn2yVJktqsyspKysrKKC0tNYBv5iKC0tJSysrKqKysbNQx8r0S/mPgCeCtiHiU3I2ZPYBBQJB7rL0kSVKbtWrVKjp16tTSbaiIOnXq1OipR3ldCU8pvQD0BW4AugMDyIXw64G+KaX/a9SnS5IkbUa8At62FPL3zvdKOCml94Gxjf4kSZIkSUD+c8IlSZIkNRFDuCRJkgCYOHEi22+/fZMf97DDDuOEE05o8uPW5+WXXyYiePLJJ6tqEcGvfvWrovWwIXlPR5EkSZI2Vc888wy77LJLS7dRxRAuSZKkzd7BBx/c0i3UsMHpKBHRISLGR8QXitGQJEmSWo8PPviAM844g169etGxY0f69evHVVddVbV97dq1XHbZZey222506NCBz3/+80yePLnBY86dO5cRI0aw4447Ulpayl577cVVV13F2rVrq8Y8+eSTVVNKhg8fztZbb82uu+7KtddeW+t41157LTvuuCNbbbUVw4YNY/HixbXG1DUd5Z577uHAAw+kU6dOdOvWjaFDh/Lmm29u7ClqlA1eCU8pfRoR44H/V4R+JEmS1EqsWLGCww47jMrKSiZMmMDuu+/O/PnzmT9/ftWY733ve0yePJmLL76Y/fffn+nTp3PqqafSrVs3vvGNb9R53EWLFtGvXz9GjRrFNttswwsvvMCECRNYsWIF48aNqzH29NNP5+STT2b06NHcfvvtjBkzhvLycg488EAA7rvvPsaMGcOZZ57JMcccw5/+9CdOPfXUDX633/72t5x00kmMGDGCiy66iJQSjz/+OO+99x4777xzAWctP/lOR3kWOAD4UzP2IkmSpFbktttuY/bs2Tz//PPsu+++ABx++OFV2+fPn891113HLbfcwsknnwzAkUceyeLFi7nkkkvqDeFHHHEERxxxBJB7BPxXvvIVli9fzo033lgrhI8cOZILL7wQyN3gef/993P33XdXhfBJkyYxePBgrrvuOgAGDRrEe++9x29+85t6v9fatWsZO3Ysxx57LLfffntV/aijjtqo81OIfFdHOQ/4bkScFRG7RsRWEVFa/VVIExHRMSKei4j/i4jZEXFJVt8lIp6NiHkR8YeI2DKrd8jez8+296l2rHFZ/dWIGFStPjirzY8I1zuXJEnagMcff5z99tuvKoCv77HHHmOLLbbg2GOPZfXq1VWvI444ghdeeIE1a9bUud/KlSuZMGFC1RSWkpISxo8fz+uvv87q1atrjB04cGDV7yUlJfTt25eFCxcCsGbNGv76179y9NFH19jnuOOOa/B7vfrqq7z99tt85zvf2eA5aC75hvBngf8PuBqYBywDPl7vVYhPgcNTSl8A9gUGR8TBwOXAlSmlvsBS4LRs/GnA0pTSbsCV2TgiYk9gBLAXMBi4NiLaRUQ74BpgCLAnMDIbK0mSpHp88MEH9OrVq97t77//PmvWrGHbbbelpKSk6nXKKaewevXqOudmA5x//vn813/9F6NHj+ahhx5i5syZVVe7V65cWWPsdtttV+P9lltuWTXmvffeY/Xq1fTo0aPGmPXf1/W9gAa/W3PLdzrKqUBqriZSSgn4R/a2JHsl4HDgxKw+GZgIXAccnf0OcCfwq8g9N/RoYEpK6VPg9YiYDxyYjZufUloAEBFTsrGvNNd3kiRJ2tR169atxvzv9XXt2pX27dvz9NNPs8UWta/t1heG77jjDr73ve9x3nnnVdUefPDBje6ve/futG/fnsrKyhr19d+vr1u3bgD1/iOhGPIK4SmlW5u5D7Kr1bOA3chdtf4b8GFKad3/SSwEyrLfy4C3st5WR8RHQLes/pdqh62+z1vr1Q+qp4/RwGiAnXbaqbAvJUmStAk74ogjuOOOO3jxxRfZZ599am0//PDDWbNmDR999BEDBgzI+7grVqygQ4cOVe/XrFnDlClTNrq/du3ase+++3Lfffdx5plnVtXvvvvuBvfr168fZWVlTJ48mWHDhm305zaFjVonPJvCcQCwI3BzSumdiNgNeDelVNCUlJTSGmDfiNgOuAfYo65h61qpZ1t99bqm3dR5ZT+ldANwA0B5eXmzXf2XJEltwz/O7t0in7v1lQsLPsZJJ53ENddcw8CBA5k4cSL9+vXj9ddf57XXXuOyyy6jX79+nHnmmYwYMYLzzjuP8vJyVq5cyezZs3nttdfqvTlywIABXHPNNey222507dqVa665hk8//bRRPV5wwQUcd9xxfPe73+XYY4/lT3/6E3/84x8b3GeLLbbg5z//OaNGjWLUqFGMHDmSiODxxx9n5MiRlJeXN6qXjZHXnPCI2DoipgIvA78BfgrskG2+FJjQVA2llD4EngQOBraLiHX/UOgNvJ39vpDcPwTItm8LLKleX2+f+uqSJEmqR8eOHXn88ccZNmwYF198MUOGDOHnP/85O+ywQ9WYa665hosuuojbbruNoUOHcsopp/Dggw9y6KGH1nvcX/7ylxxyyCGMGTOGU089lX/5l3+ptSpKvo499lh++ctfcv/993PMMcfw17/+lZtuummD+5144oncddddzJ07lxNOOIGTTjqJuXPn0r1790b1sbEiNx17A4MibgCGAv8KPA2sBMpTSs9HxCnAOSmlf2l0ExHdgVUppQ8johPwKLmbLU8G7kopTYmI64EXU0rXRsQYYO+U0pkRMQI4LqX0zYjYC/g9uXngOwCPAX3JXSF/DTgCWATMBE5MKc1uqK/y8vJUUVHR2K8lSZLakDlz5rDHHrX/I39TvhKuDavv775ORMxKKdW6tJ7vdJTjgB+klJ7I5m5X9yZQ6IrmvYDJ2bG3AKamlB6IiFeAKRHxH8BfgXX/rLkJ+G124+USciuikFKanV2xfwVYDYzJprkQEWcBjwDtyE2laTCAS5IkSc0l3xDeCfignm3bAHUvApmnlNKLwH511Bfwz9VNqtdXAsPrOdYkYFId9YeAhwrpU5IkSWoK+a4TPhM4qZ5tJwB/bpp2JEmSpM1fvlfCLwT+NyL+F7iD3MoiQyPibHIhvP6Z95IkSZJqyOtKeErp/5G7qbED8CtyNzpeAuwKHJlSmtlsHUqSJKkoJk6cSEQwaNCgWttOOOEEDjvssKL0MW/ePI4//nh69uxJ586d+fKXv1xr2cFf//rXDBgwgJ49e7LtttvSv39/Hn300RpjPvvsM775zW+y66670qlTJ7p3786QIUOYNWtWrc985ZVXOOKIIygtLWWHHXbg4osvZs2agmZcNyjf6SiklJ5OKR0CdCa3xN82KaX+KaWnm607SZIkFd2jjz7KzJktc431448/ZsCAASxYsIDrrruOO++8kx122IFhw4bx3HPPVY2bNGkSu+yyC7/+9a+588472W233Rg8eDDTpk2rGrNmzRoignHjxvHggw9y4403snz5cg4//HAWLFhQNW7p0qUceeSRRAT33XcfF198MVdccQUTJjTZKty1bNTDejIrgVXAiibuRZIkSS2sa9eu9O7dm0mTJnHvvfcW/fOffvpp3nzzTe6//3723ntvIPdkzrKyMu666y4OPDC3Zsfzzz/P9ttvX7XfgAEDmDdvHldeeSVHHXUUAJ06deIPf/hDjeMfeeSRdOvWjXvvvZcf/ehHAFx//fWsWLGCu+++m86dOzNgwACWLVvGxIkTOe+88+jcuXOTf8+8r4RHxNCI+DO5EP4OsDIi/hwRX2/yriRJktQiIoILLriAadOm8dJLLxX981etWgXAtttuW1Vr3749W221FdWfb1M9gK+z3377UVlZ2eDxt9pqKzp27Mhnn31WVXv44YcZNGhQjbA9YsQIVqxYwZ/+9KdGf5eG5HUlPCLOAK4l9/CbHwCVQA9y64dPi4h/Tyn9ulk6lCRJ2oRtig/NGT58OBMmTGDSpElMmTIl7/1SSnnNo27fvv4IesQRR9CnTx/OOeccrrjiCrbaaiuuv/56KisrOeWUUxo87jPPPMOee+5Zb1/vv/8+V1xxBe3atWPkyJFV2+fOncvhhx9eY5+ddtqJ0tJS5s6dy7Bhwzb4nTZWvlfCLwBuSCkNTCldn1K6O/s5ELgRGN/knUmSJKlFbLHFFowdO5Y77riD1157Le/9Jk+eTElJyQZfDSktLeXJJ59k9uzZ7LTTTnTr1o3LL7+c++67r86Avc7NN9/MX//6V/793/+91rbLL7+ckpISevXqxeTJk3nooYfYeed/Pmty6dKlbLfddrX269KlC0uXLs37+2+MfOeEdwPurmfbXcC3m6YdSZIktQbf/va3ueSSS/jZz37GLbfcktc+w4YNK/iGzk8++YThw4fTpUsX7rvvPkpLS/mf//kfjj/+eJ544gn226/W8x2ZNWsW3/ve9/jBD37A1772tVrbTznlFI488kgWL17Mtddeyze+8Q2eeuqpGqE+Imrtl1Kqs94U8g3hTwBfBabXse2rwFNN1pEkSZJaXPv27TnvvPP4/ve/z8SJE/Pap2vXrjXmcjfGTTfdxCuvvMLChQurrk4feeSRvPrqq0yYMKHG6icACxYs4Otf/zpHHHEEV1xxRZ3H/NznPsfnPvc5AIYMGcJee+3FZZddxm233Qbkrnh/+OGHtfb76KOP6rxC3hTqnY4SEXuuewFXA/8aEddFxKCI2C/7eT3wr8CVzdKdJEmSWsypp55Kjx49uPzyy/Ma3xTTUebOncvOO+9cK/zuu+++/O1vf6tRq6ysZNCgQey8885MmTKFdu3abbDH9u3bs/fee9dYonD33Xdn7ty5Nca99dZbfPLJJ+y+++4bPGZjNHQl/GVyT8ZcJ4AzslfK3q/zR2DD31qSJEmbjA4dOnDOOecwbtw4DjjggA0G6KaYjrLzzjvzxhtvsHTpUrp06VJVnzVrFn369Kl6/49//IOhQ4cC8MADD1BaWprX8VeuXMnzzz9P//79q2pDhgzhP//zP/n444/ZZpttAPjDH/5Ap06d+OpXv1rQ96lPQyG89oQaSZIktSlnnHEGl156KX/+8583GEi7detGt27dCvq8E088kUsvvZShQ4dy3nnnUVpayu9+9zuee+45Hnjggapxxx13HC+++CK33norf/vb32pcJT/44IMBuP3223n44YcZPHgwO+ywQ9Wc8MWLF1etEQ5w5plncvXVV3Pcccdx/vnns2DBAiZOnMiPfvSjZlkjHBoI4Sml5lkUUZIkSZuM0tJSzj77bMaPL85ieDvuuCNPPPEE48eP54wzzmDlypXsvvvu3HnnnXz96/98PM306blbFUeNGlXrGOvWE+/Xrx+/+93v+NGPfsTSpUvp1asXBx10EBUVFey1115V47t06cJjjz3GWWedxbBhw9huu+04++yz854L3xhRfdHzvHaIaA9suX49pbS8qZpqLcrLy1NFRUVLtyFJkjYBc+bMYY899mjpNlRkG/q7R8SslFL5+vW81gmPiG0j4tqIWEzuiZkf1/GSJEmSlId8lyi8ldxShDcC84HPGhwtSZIkqV75hvAjgDNSSrc3ZzOSJElSW5DvY+v/Dmx2c74lSZKklpBvCD8PuDAidmrOZiRJkjZlG7vghTZthfy985qOklJ6KCKOBOZHxBtAred6ppQObHQXkiRJm7iSkhJWrFiR90NjtOlbsWLFBh9gVJ+8QnhE/BfwQ2Am3pgpSZJUS48ePVi0aBFlZWV06tSJiNjwTtokpZRYsWIFixYtomfPno06Rr43Zv4bMD6l9LNGfYokSdJmbt2TFd9++21WrVrVwt2ouZWUlNCzZ89GP1Ez3xC+HJjVqE+QJElqIzp37txsjznX5iXfGzN/AYyOZvp/lYjYMSKeiIg5ETE7In6Q1btGxPSImJf97JLVIyKujoj5EfFiROxf7VgnZ+PnRcTJ1eoHRMRL2T5XN9d3kSRJkjYk3yvh2wMHAa9GxJPUvjEzpZTOL6CP1cCPU0rPR8Q2wKyImA6cAjyWUrosIsYCY4HzgSFA3+x1EHAdcFBEdAUmAOVAyo4zLaW0NBszGvgL8BAwGHi4gJ4lSZKkRsk3hJ9ALiiXAAPq2J7IheNGSSktBhZnv38cEXOAMuBo4LBs2GTgyexzjgZuS7l1Yf4SEdtFRK9s7PSU0hKALMgPzv7h0Dml9ExWvw04BkO4JEmSWkC+SxTu0tyNrBMRfYD9gGeBnllAJ6W0OCJ6ZMPKgLeq7bYwqzVUX1hHva7PH03uijk77eSy6JIkSWp6+c4JL4qI2Bq4C/hhSmlZQ0PrqKVG1GsXU7ohpVSeUirv3r37hlqWJEmSNlq+64T/+4bGpJSuLaSRiCghF8D/J6V0d1Z+NyJ6ZVfBewGVWX0hsGO13XsDb2f1w9arP5nVe9cxXpIkSSq6fOeE/6qBbeuuKDc6hGcrldwEzEkp/Xe1TdOAk4HLsp/3VaufFRFTyN2Y+VEW1B8BLl23igowEBiXUloSER9HxMHkprmcBPyysf1KkiRJhch3TnitaSsRsR0wiNyNkiML7KM/8K/ASxHxQla7gFz4nhoRpwF/B4Zn2x4ChpJ7eudy4DtZn0si4qfknuwJ8JN1N2kC3wVuBTqRuyHTmzIlSZLUIiK3wEgBB8jdyHhiSumwJumoFSkvL08VFRUt3YYkSZI2URExK6VUvn69KW7MfJ3cutySJEmS8lBQCM9ulvwxuSAuSZIkKQ/5ro7yHrWX9NsS2AZYCRzXxH1JkiRJm618V0e5htohfCW5pf/+mFL6oEm7kiRJkjZj+a6OMrGZ+5AkSZLajFb1xExJkiSpLaj3SnhEPL4Rx0kppSOaoB9JkiRps9fQdJR85nn3Ar5M7fnikiRJkupRbwhPKQ2vb1tE7ETuSZnfAN4Hrmz61iRJkqTNU76rowAQEbsB44BvA5XZ779OKa1oht4kSZKkzVK+64TvBYwHhgNvAT8Abk4pfdaMvUmSJEmbpQZXR4mIAyLibuBFYD/g34C+KaXrDeCSJElS4zS0OsrDwEByAXxESumOonUlSZIkbcYamo4yKPu5I3BNRFzT0IFSSj2arCtJkiRpM9ZQCL+kaF1IkiRJbUhDSxQawiVJkqRm4GPrJUmSpCIzhEuSJElFZgiXJEmSiswQLkmSJBWZIVySJEkqMkO4JEmSVGSGcEmSJKnIDOGSJElSkbWaEB4RN0dEZUS8XK3WNSKmR8S87GeXrB4RcXVEzI+IFyNi/2r7nJyNnxcRJ1erHxARL2X7XB0RUdxvKEmSJOW0mhAO3AoMXq82FngspdQXeCx7DzAE6Ju9RgPXQS60AxOAg4ADgQnrgns2ZnS1/db/LEmSJKkoWk0ITyk9BSxZr3w0MDn7fTJwTLX6bSnnL8B2EdELGARMTyktSSktBaYDg7NtnVNKz6SUEnBbtWNJkiRJRdVqQng9eqaUFgNkP3tk9TLgrWrjFma1huoL66jXEhGjI6IiIiree++9JvkSkiRJUnWtPYTXp6753KkR9drFlG5IKZWnlMq7d+9eQIuSJElS3Vp7CH83m0pC9rMyqy8Edqw2rjfw9gbqveuoS5IkSUXX2kP4NGDdCicnA/dVq5+UrZJyMPBRNl3lEWBgRHTJbsgcCDySbfs4Ig7OVkU5qdqxJEmSpKJq39INrBMRtwOHAdtHxEJyq5xcBkyNiNOAvwPDs+EPAUOB+cBy4DsAKaUlEfFTYGY27icppXU3e36X3AosnYCHs5ckSZJUdJFbLER1KS8vTxUVFS3dhiRJkjZRETErpVS+fr21T0eRJEmSNjuGcEmSJKnIDOGSJElSkRnCJUmSpCIzhEuSJElF1mqWKNQ//ePs3nXWt75yYZE7kSRJUnPwSrgkSZJUZIZwSZIkqcgM4ZIkSVKRGcIlSZKkIjOES5IkSUVmCJckSZKKzBAuSZIkFZkhXJIkSSoyQ7gkSZJUZIZwSZIkqcgM4ZIkSVKRGcIlSZKkIjOES5IkSUVmCJckSZKKzBAuSZIkFZkhXJIkSSoyQ7gkSZJUZO1bugE1jX+c3bvO+tZXLixyJ5IkSdqQNnUlPCIGR8SrETE/Isa2dD+SJElqm9pMCI+IdsA1wBBgT2BkROzZsl1JkiSpLWozIRw4EJifUlqQUvoMmAIc3cI9SZIkqQ1qS3PCy4C3qr1fCBy0/qCIGA2Mzt7+IyJebcRnbQ+834j9GnZVFGef1qF5zmHb4jksnOewcJ7DwnkOC+c5LJznsPF2rqvYlkJ4XWk01SqkdANwQ0EfFFGRUiov5BhtneewcJ7DwnkOC+c5LJznsHCew8J5DpteW5qOshDYsdr73sDbLdSLJEmS2rC2FMJnAn0jYpeI2BIYAUxr4Z4kSZLUBrWZ6SgppdURcRbwCNAOuDmlNLuZPq6g6SwCPIdNwXNYOM9h4TyHhfMcFs5zWDjPYROLlGpNi5YkSZLUjNrSdBRJkiSpVTCES5IkSUVmCJckSZKKzBAuSZIkFZkhXJIkSSoyQ7gkSZJUZIZwSZIkqcgM4ZIkSVKRGcIlSZKkIjOES5IkSUVmCJckSZKKrH1LN9Cabb/99qlPnz4t3YYkSZI2UbNmzXo/pdR9/bohvAF9+vShoqKipduQJEnSJioi3qyr7nQUSZIkqcgM4ZIkSVKRGcIlSZKkIjOES5IkSUVmCJckSZKKzNVRJEmSCrRs2TIqKytZtWpVS7eiIikpKaFHjx507ty5UfsbwiVJkgqwbNky3n33XcrKyujUqRMR0dItqZmllFixYgWLFi0CaFQQdzqKJElSASorKykrK6O0tNQA3kZEBKWlpZSVlVFZWdmoYxjCJUmSCrBq1So6derU0m2oBXTq1KnRU5AM4ZIkSQXyCnjbVMjf3RAuSZIkFZkhXJIkSSoyQ7gkSVIbd9hhh3HCCSfUua28vJxTTjllo473xhtvEBE88MADTdDd5skQLkmSJBWZIVySJEkqMkO4JEmS8rZu6srvf/97dtttNzp37syQIUNYuHBhg/s9+eSTbLPNNlxwwQUA3HrrrUQEL730EgMGDGCrrbZi99135+677661769+9Sv69u1Lhw4d2G233bjyyiurti1YsICI4M9//nNVbeTIkUQEL774YlVt2LBhjBo1qqqXiODJJ59k+PDhbL311uy6665ce+21BZ2bjWEIlyRJ0kZ59tln+dWvfsUVV1zBDTfcwPPPP8/o0aPrHf/II48wdOhQzj33XC699NIa20488USOOuoo7rnnHvr27cuIESNqBPobb7yR733vexx11FHcf//9DB8+nB//+MdcdtllAOy6666UlZUxY8aMqn1mzJhBx44duc1zpwAAIABJREFUq2opJZ5++mkOOeSQGp99+umn84UvfIF77rmHww47jDFjxvDcc88VfH7y4WPrJUmStFGWLVvGgw8+SJcuXQB45513OPvss1mxYkWtBxdNmzaNb37zm/zHf/wH55xzTq1jnX322Zx66qkAHHDAAfTs2ZMHHniAM888k7Vr1zJx4kROOeUUrrjiCgAGDhzIRx99xM9+9jN++MMf0rFjRw455BBmzJjB+eefz4IFC1i8eDFnnHEGM2bMYMyYMbz00kssXbq0VggfOXIkF154IZC7wn///fdz9913c+CBBzb5OVufV8IlSZK0Ub74xS9WBXCAPffcE4BFixbVGHfXXXcxfPhwrrjiijoDOORC9TrdunWjR48eVVfCFy5cyNtvv83w4cNr7POtb32LZcuW8dJLLwFwyCGH8PTTT7N27Vqeeuop9tlnH4YNG1Z1Jfypp56ia9euVX3W9dklJSX07dt3g9NqmkqrCOER0TEinouI/4uI2RFxSVbfJSKejYh5EfGHiNgyq3fI3s/PtvepdqxxWf3ViBhUrT44q82PiLHF/o6SJEmtVfv27VmzZk2d29asWUP79jUnT2y33XY13m+55ZYArFy5skZ92rRpdO3alWOPPbbez67rWOuOs3jxYgB69uxZY8y690uWLAHg0EMP5cMPP+Tll19mxowZHHLIIfTv35933nmHBQsWMGPGDL7yla/UesJlQ5/d3FpFCAc+BQ5PKX0B2BcYHBEHA5cDV6aU+gJLgdOy8acBS1NKuwFXZuOIiD2BEcBewGDg2ohoFxHtgGuAIcCewMhsrCRJUpvXvXt33nnnnTq3LV68mB49ejTquL/85S8pKytjwIABfPDBBxu9f69evQCorKysUX/33XcB6Nq1KwB77bUXXbt2ZcaMGTz11FMceuihdO7cmX322YcZM2ZUBfPWpFWE8JTzj+xtSfZKwOHAnVl9MnBM9vvR2Xuy7UdE7p82RwNTUkqfppReB+YDB2av+SmlBSmlz4Ap2VhJkqQ275BDDmHWrFm1ppM8++yzvPvuu40OsJ07d+aRRx4hIhg0aBDLli3bqP179+7NDjvswB133FGjPnXqVDp37szee+8NQETQv39/pk6dyvz58zn00EOB3BXym2++mcWLFxvC65NdsX4BqASmA38DPkwprc6GLATKst/LgLcAsu0fAd2q19fbp756XX2MjoiKiKh47733muKrSZIktWonnXQSO+20E4ceeii33HILjz/+ONdccw3Dhg3jy1/+MoMGDdrwQerRrVs3pk+fzocffsg3vvENli9fnve+W2yxBRMnTuTWW2/l3HPP5dFHH2X8+PFcd911jBs3jo4dO1aNPfTQQ3nqqafo169f1ZX7Qw45hKeeeorS0lL233//Rn+H5tBqVkdJKa0B9o2I7YB7gD3qGpb9jHq21Vev6x8bqY4aKaUbgBsAysvL6xwjSZK0IePHj2+Rz500adJG77P11lvz1FNPccEFFzB27FiWLFlCz549+da3vsWkSZPYYovCrtv26tWLxx57jEMOOYTjjjuOadOm5b3v6aefzqeffspVV13FL37xC3r37s0VV1zB2WefXWPcuivd666CV68ddNBBlJSUFPQdmlqk1PpyZkRMAJYD5wOfSymtjogvARNTSoMi4pHs92cioj3wDtAdGAuQUvpZdpxHgInZYSemlAZl9XHVx9WnvLw8VVRUNPn3kyRJm485c+awxx61rx1uSiFcjVff33+diJiVUipfv94qpqNERPfsCjgR0Qk4EpgDPAGckA07Gbgv+31a9p5s++Mp96+JacCIbPWUXYC+wHPATKBvttrKluRu3sz/n2CSJElSE2ot01F6AZOzVUy2AKamlB6IiFeAKRHxH8BfgZuy8TcBv42I+cAScqGalNLsiJgKvAKsBsZk01yIiLOAR4B2wM0ppdnF+3qSJEnSP7WKEJ5SehHYr476AnIrm6xfXwkMX7+ebZsE1Pp/mJTSQ8BDBTcrSZIkFahVTEeRJEmS2hJDuCRJklRkhnBJkqQ2buLEiVUP1FnfCSecwGGHHdbsPdx6661ERJ2vM844o8bYG2+8kc9//vN06NCBPfbYg9/97ne1jvfWW29x/PHH07lzZ7bddltGjBhR68mb+R6rObSKOeGSJElqeY8++igzZ87ki1/8YtE/++tf/zrPPPNMjdqzzz7LD3/4Q4YMGVJVu/322znjjDM477zzOPzww3n44Yc56aST2GqrrTj22GMBWL16NUOGDGHt2rXccsstrF27lnHjxjFkyBCee+452rVrl/exmoshXJIkSXTt2pXevXszadIk7r333qJ/fvfu3enevXuN2m9/+1u23XbbGiF84sSJfPvb3+ayyy4DYODAgbz55ptcdNFFVcH5jjvuYM6cOcydO5e+ffsC0K9fP77whS9wzz33cMIJJ+R9rObidBRJkiQREVxwwQVMmzaNl156qaXbYc2aNdx5550cd9xxdOjQAYDly5czb948jjzyyBpjBw4cyOzZs3njjTcAeOGFF9h5552rAjjAPvvsQ8+ePXnwwQc36ljNxSvhkiRJzWBTfHLl8OHDmTBhApMmTWLKlCl575dSYs2aNRsc1759/tHzscceo7KykpEjR1bVPv30U1JKbLnlljXGrgvpc+fOpU+fPqxcubLWmHXj5syZs1HHai5eCZckSRIAW2yxBWPHjuWOO+7gtddey3u/yZMnU1JSssHXxpgyZQo9evTg8MMPr6p16dKFrl27MnPmzBpjn3vuOQCWLFkCwG677cbrr7/OBx98UDXm7bffZtGiRVVj8j1Wc/FKuCRJkqp8+9vf5pJLLuFnP/sZt9xyS177DBs2rFaYLcRnn33GPffcw6hRo6puolznzDPP5Be/+AX9+/fna1/7Gn/84x/57W9/C1A19sQTT+TCCy/ktNNO4+qrr2bt2rVVK6xUP14+x2ouhnBJkiRVad++Peeddx7f//73mThxYl77dO3alW233bbJenj44Yf58MMPa0xFWWf8+PHMmzeP448/vuqzJ06cyLnnnkvPnj0B6NatG7///e857bTT2HnnnQE45phjGDp0KMuWLduoYzUXp6NIkiSphlNPPZUePXpw+eWX5zW+qaejTJkyhZ122okvf/nLtbaVlpYydepU3nnnHV566SUWLVpEnz592HLLLdl///2rxn39619n4cKFzJ49m7feeot77rmHBQsWcPDBB2/0sZqDV8IlSZJUQ4cOHTjnnHMYN24cBxxwwAYDdFNOR1m+fDn3338/Y8aMISLqHdezZ0969uzJ2rVruf766znhhBPo3LlzjTHt27dnzz33BOBPf/oTc+fO5c4772zUsZqaIVySJEm1nHHGGVx66aX8+c9/5qtf/WqDY7t160a3bt2a5HOnTZvGJ598UudUFIAHHniAN998kz322IPKykpuvPFG5s6dy+TJk2uMO/fcc+nfvz9bb701zz33HJMmTeLCCy9k99133+hjNQdDuCRJkmopLS3l7LPPZvz48UX93ClTptCvXz/23XffOre3b9+eX//618yfP5+OHTsyaNAgbrnlFsrKymqMe/PNN5k8eTIfffQRn//857nqqqs4/fTTG3Ws5hAppWb/kE1VeXl5qqioaOk2JElSKzZnzhz22GOPlm5DLWRDf/+ImJVSKl+/7o2ZkiRJUpEZwiVJkqQiM4RLkiRJRWYIlyRJkorMEC5JklQgF7pomwr5uxvCJUmSClBSUsKKFStaug21gBUrVmzUk0CrM4RLkiQVoEePHixatIjly5d7RbyNSCmxfPlyFi1aRI8ePRp1DB/WI0mSVIB1jzd/++23WbVqVQt3o2IpKSmhZ8+ejX68vSFckiSpQJ07d250GFPb1Cqmo0TEjhHxRETMiYjZEfGDrN41IqZHxLzsZ5esHhFxdUTMj4gXI2L/asc6ORs/LyJOrlY/ICJeyva5OiKi+N9UkiRJaiUhHFgN/DiltAdwMDAmIvYExgKPpZT6Ao9l7wGGAH2z12jgOsiFdmACcBBwIDBhXXDPxoyutt/gInwvSZIkqZZWEcJTSotTSs9nv38MzAHKgKOBydmwycAx2e9HA7elnL8A20VEL2AQMD2ltCSltBSYDgzOtnVOKT2TcndM3FbtWJIkSVJRtYoQXl1E9AH2A54FeqaUFkMuqAPrbj8tA96qttvCrNZQfWEd9bo+f3REVERExXvvvVfo15EkSZJqaVUhPCK2Bu4CfphSWtbQ0DpqqRH12sWUbkgplaeUyrt3776hliVJkqSN1mpCeESUkAvg/5NSujsrv5tNJSH7WZnVFwI7Vtu9N/D2Buq966hLkiRJRdcqQni2UslNwJyU0n9X2zQNWLfCycnAfdXqJ2WrpBwMfJRNV3kEGBgRXbIbMgcCj2TbPo6Ig7PPOqnasSRJkqSiai3rhPcH/hV4KSJeyGoXAJcBUyPiNODvwPBs20PAUGA+sBz4DkBKaUlE/BSYmY37SUppSfb7d4FbgU7Aw9lLkiRJKrrw8ar1Ky8vTxUVFS3dhiRJkjZRETErpVS+fr1VTEeRJEmS2hJDuCRJklRkhnBJkiSpyAzhkiRJUpEZwiVJkqQiM4RLkiRJRWYIlyRJkorMEC5JkiQVmSFckiRJKjJDuCRJklRkhnBJkiSpyAzhkiRJUpEZwiVJkqQiM4RLkiRJRWYIlyRJkorMEC5JkiQVmSFckiRJKjJDuCRJklRkhnBJkiSpyAzhkiRJUpEZwiVJkqQiM4RLkiRJRWYIlyRJkorMEC5JkiQVWasJ4RFxc0RURsTL1WpdI2J6RMzLfnbJ6hERV0fE/Ih4MSL2r7bPydn4eRFxcrX6ARHxUrbP1RERxf2GkiRJUk6rCeHArcDg9WpjgcdSSn2Bx7L3AEOAvtlrNHAd5EI7MAE4CDgQmLAuuGdjRlfbb/3PkiRJkoqi1YTwlNJTwJL1ykcDk7PfJwPHVKvflnL+AmwXEb2AQcD0lNKSlNJSYDowONvWOaX0TEopAbdVO5YkSZJUVK0mhNejZ0ppMUD2s0dWLwPeqjZuYVZrqL6wjnotETE6IioiouK9995rki8hSZIkVdfaQ3h96prPnRpRr11M6YaUUnlKqbx79+4FtChJkiTVrbWH8HezqSRkPyuz+kJgx2rjegNvb6Deu466JEmSVHStPYRPA9atcHIycF+1+knZKikHAx9l01UeAQZGRJfshsyBwCPZto8j4uBsVZSTqh1LkiRJKqr2Ld3AOhFxO3AYsH1ELCS3ysllwNSIOA34OzA8G/4QMBSYDywHvgOQUloSET8FZmbjfpJSWnez53fJrcDSCXg4e0mSJElFF7nFQlSX8vLyVFFR0dJtSJIkaRMVEbNSSuXr11v7dBRJkiRps9NqpqPon8aPH9/SLTS7SZMmtXQLkiRJLcYr4ZIkSVKRGcIlSZKkIjOES5IkSUVmCJckSZKKzBAuSZIkFZkhXJIkSSoyQ7gkSZJUZIZwSZIkqcgM4ZIkSVKRGcIlSZKkIjOES5IkSUVmCJckSZKKzBAuSZIkFZkhXJIkSSoyQ7gkSZJUZIZwSZIkqcgM4ZIkSVKRGcIlSZKkIjOES5IkSUVmCJckSZKKzBAuSZIkFZkhXJIkSSqyNhXCI2JwRLwaEfMjYmxL9yNJkqS2qc2E8IhoB1wDDAH2BEZGxJ4t25UkSZLaojYTwoEDgfkppQUppc+AKcDRLdyTJEmS2qD2Ld1AEZUBb1V7vxA4aP1BETEaGJ29/UdEvNqIz9oeeL8R+7UZl1566YaGeA4L5zksnOewcJ7DwnkOC+c5LJznsPF2rqvYlkJ41FFLtQop3QDcUNAHRVSklMoLOUZb5zksnOewcJ7DwnkOC+c5LJznsHCew6bXlqajLAR2rPa+N/B2C/UiSZKkNqwthfCZQN+I2CUitgRGANNauCdJkiS1QW1mOkpKaXVEnAU8ArQDbk4pzW6mjytoOosAz2FT8BwWznNYOM9h4TyHhfMcFs5z2MQipVrToiVJkiQ1o7Y0HUWSJElqFQzhkiRJUpEZwiVJkqQiM4RLkiRJRWYIlyRJkorMEC5JkiQVmSFckiRJKjJDuCRJklRkhnBJkiSpyAzhkiRJUpEZwiVJkqQia9/SDbRm22+/ferTp09LtyFJkqRN1KxZs95PKXVfv24Ib0CfPn2oqKho6TYkSZK0iYqIN+uqOx1FkiRJKjJDuCRJklRkhnBJkiSpyAzhkiRJUpEZwiVJkqQic3UUSZKkJrRs2TIqKytZtWpVS7eiZlRSUkKPHj3o3Llzo/Y3hEuSJDWRZcuW8e6771JWVkanTp2IiJZuSc0gpcSKFStYtGgRQKOCuNNRJEmSmkhlZSVlZWWUlpYawDdjEUFpaSllZWVUVlY26hiGcEmSpCayatUqOnXq1NJtqEg6derU6GlHhnBJkqQm5BXwtqOQv7UhXJIkSSoyQ7gkSZJUZIZwSZIkVZk4cSLbb799jdratWsZNWoUHTt25NFHH22hzjYvLlEoSZKkeqWUOP3007njjju46667GDhwYEu3tFnwSrgkSZLqddZZZzF58mRuv/12hg0bVtCx1qxZw2effdZEnW3aDOGSJEmq049//GOuv/56brvtNo4//vga29asWcPEiRPZaaed6NChA3vttRe///3va4w55ZRTKC8v595772WvvfaiY8eOPPvsswD8/e9/Z8SIEXTt2pXS0lIGDRrEq6++WmP/sWPHsvfee7P11lvTu3dvRo0axTvvvFNjTJ8+fTjnnHO48sor6d27N126dGHEiBF8+OGHzXBGmo4hXJIkSbWMHz+eK6+8kt/85jeceOKJtbZffPHFTJo0idGjRzNt2jT69+/PqFGjuP3222uMe+ONNzjvvPMYN24cDz30ELvssgtLlizhK1/5Cq+++irXX389U6dO5ZNPPuHII49kxYoVVftWVlZywQUX8OCDD3LVVVexYMECDj/8cNasWVPjM6ZOncpjjz3GDTfcwOWXX84DDzzABRdc0Dwnpok4J1ySJEk1fPDBB1x66aWcffbZfOc736m1fcmSJVx11VVceOGFXHjhhQAMGjSIhQsXMnHiREaOHFnjWP/7v//LvvvuW1W76KKL+OSTT3jhhRfo2rUrAP3796dPnz7cfPPNjBkzBoCbb765ap81a9bwpS99id69e/P0009z6KGHVm0rKSnh3nvvpX37XLR95ZVXmDJlCtdee20TnpWm5ZVwSZIk1dC5c2cOOuggbrrpJl544YVa219++WWWL1/O8OHDa9S/9f+zd+fhXZT3/v+fbyQgVLYAQZqouIBfsNVaUkWlFVEWF4p6pNVfrbTqwSrutYqKQrG49FvXahc9LrhUBKuCFheqVr+toITTKiJHQVsVFAFRQYkKcv/+yJCTkLAmTGJ5Pq5rrs9n3nPPPfdM/nkx3DOf73+f1157rdpPuRcXF1cL4AB//vOf6devH61bt2bVqlWsWrWKVq1a0bNnT8rKyirbPfroo+y///60adOGpk2bUlJSAsBrr71Wrb+DDjqoMoAD9OjRg0WLFjXq+eeNIoRHxLYR8UJEvBgRsyPi51l954h4PiLmRsR9EdEsqzfP1udl27tU6evCrP5qRAyoUh+Y1eZFxIi8z1GSJOnLoqCggD/96U989atf5dBDD+WNN96otv3dd98FoFOnTtXqa9Y/+OCDGrWqlixZwn333UdBQUG15emnn+btt98GYMaMGXz3u9+lpKSEu+66i2nTpjF9+nQAPv3002r9tW3bttp6s2bNSCk16hDeWKajfAb0TSl9HBEFwF8j4lHgXODalNL4iPgdcBLw2+zzg5TSbhFxLHAV8P2I6AEcC+wBfBX4c0R0y45xE9APmA/MiIjJKaVX8jxJSZKkL4v27dvzxBNPsP/++zNgwAD+9re/UVRUBEDnzp2Bijnb7du3r9znvffeA6icYgK1/7R7YWEh3/3ud7nkkktqbGvVqhUADz74IB07duS+++6r7OPNN9+sp7NreI3iTniq8HG2WpAtCegL3J/VxwFHZt8HZ+tk2w+Oir/OYGB8SumzlNI/gXnAPtkyL6X0Rkrpc2B81laSJEnrsMMOO/DYY4/x/vvvc+ihh7J8+XIAvva1r9GyZUsmTpxYrf2ECRPo1q0bHTt2XG+/Bx98MLNnz2aPPfagtLS02rL77rsDUF5eTkFBQbUQf88999TzGTacxnInnIjYBpgJ7EbFXevXgQ9TSquyJvOB4ux7MfA2QEppVUR8BLTP6tOrdFt1n7fXqu+7jnEMA4YB7LjjjnU7KUmSpC+5PfbYg0ceeYRDDjmEo446iilTplBYWMjZZ5/NL37xC5o2bUppaSkPPPAAU6ZMqfF2lNqce+653H333fTt25czzjiD4uJi3nvvPZ555hl69+7NcccdR79+/bjuuus4++yzGTRoEM899xx33313Dmecj0YTwlNKXwDfiIi2wINA99qaZZ81/1+jYtu66rXd8U+11Egp3QzcDFBaWlprG0mSpE1xxKSTGuS4jwy+tV762X///ZkwYQJHHXUUP/zhD7n33nsZM2YMTZs25be//S3vvfceu+22G3fffTfHHnvsBvvr0KED06dP5+KLL+acc87hww8/pHPnzvTu3Zs999wTgMMOO4yrrrqKX//619xyyy3st99+PPLII3Tr1m0DvX85REqNL2dGxChgBXABsH12t3s/YHRKaUBEPJ59nxYRTYGFQEdgBEBK6Yqsn8eB0Vm3o1NKA7L6hVXbrUtpaWmq+oSuJEnS+syZM4fu3WveR/yyh3Ct27r+5mtExMyUUuna9UYxJzwiOmZ3wImIFsAhwBzgaeCYrNlQYFL2fXK2Trb9qVTxr4nJwLHZ21N2BroCLwAzgK7Z21aaUfHw5uQtf2aSJElSTY1lOkpnYFw2L7wJMCGl9EhEvAKMj4hfAH8H1vxz7lbgroiYByylIlSTUpodEROAV4BVwPBsmgsRcTrwOLANcFtKaXZ+pydJkiT9r0YRwlNKLwF711J/g4o3m6xd/xQYsnY92zYWGFtLfQowpc6DlSRJkuqoUUxHkSRJkrYmhnBJkiQpZ4ZwSZIkVRo9ejQRwYABA2psO+aYY+jTp0/uYzryyCOJCG688cYa21asWMEFF1zAjjvuyLbbbssuu+zCL3/5y83q65ZbbqFbt240b96c7t27b9H3kjeKOeGSJElqXJ544glmzJjBt771rQYfx/Tp02vd9sUXX3DYYYexcOFCxo4dyw477MDrr7/O+++/v8l93XvvvZxyyimcf/759O3bl0cffZQTTjiBr3zlKxx11FH1dj5rGMIlSZJUTWFhISUlJYwdO5aHHnqowcaxcuVKzjrrLMaOHcvJJ59cY/stt9zCiy++yKuvvkpRURHAOu/Ub6iv0aNHc/zxx3PllVcC0L9/f958800uueSSLRLCnY4iSZKkaiKCiy66iMmTJzNr1qwGG8f1119PixYt+PGPf1zr9ttuu43vfe97lQF8c/tasWIFc+fO5ZBDDqlW79+/P7Nnz+Zf//rXZo1/fbwTLkmStIV9GX+5csiQIYwaNYqxY8cyfvz4jd4vpcQXX3yxwXZNm64/hi5cuJDLLruMhx9+mCZNat43/vzzz/n73//OoEGD+MEPfsADDzxAs2bNOProo7n++utp3br1Rvf12WefkVKiWbNm1erNmzcH4H/+53/o0qXLBs9pU3gnXJIkSTU0adKEESNGMHHiRF577bWN3m/cuHEUFBRscNmQ888/nwEDBvCd73yn1u3vv/8+q1at4pe//CWffPIJkydP5pprrmHSpEk1pptsqK927dpRWFjIjBkzqtVfeOEFAJYuXboxp75JvBMuSZKkWh1//PH8/Oc/54orruD222/fqH0GDRpUI8xuqmnTpnH//fczZ86cdbZZvXo1UBGgJ06cWBnsCwoKGDp0KK+//jq77rrrRvUF8JOf/ITrr7+eAw44gIMOOojHHnuMu+66C4BtttmmTudTG0O4JEmSatW0aVPOP/98zjzzTEaPHr1R+xQWFtKmTZs6Hffss8/mlFNOoU2bNnz44YeV9fLycj766CPatGlDu3btADjggAOq3Vnv27cvAK+88gq77rrrRvUFcPHFFzN37lz+4z/+o/I8Ro8ezc9+9jM6depUp/OpjdNRJEmStE4nnngiRUVFXHXVVRvVvj6mo7z66qtcd911tGvXrnKBimkl7du3B6Bly5bstNNONfZNKQFUzv3emL7W9DdhwgQWLlzIrFmzWLBgAV26dKFZs2Z885vf3Khz3xTeCZckSdI6NW/enPPOO48LL7yQnj17bjBA18d0lEceeYRVq1ZVqx100EGceeaZHH300ZW1I444gkmTJvH5559XPlT55JNP0qRJE77+9a9vUl9rdOrUiU6dOrF69Wp+97vfccwxx1R7yLO+GMIlSZK0XqeccgqXX345zz33HAceeOB627Zv377aHebN0bt371rrXbt2rXb8n/3sZ9x99938x3/8B6eddhpvv/02F1xwASeeeCI77rjjJvX1yCOP8Oabb9K9e3cWLVrELbfcwv/8z/8wbty4Op3LujgdRZIkSevVsmVLzjnnnIYeRg077bQTf/7zn/nwww85+uijueSSSxg6dCi//vWvN7mvpk2b8vvf/54jjjiC0047jaKiIqZNm0ZxcfEWGDnEmnkzqqm0tDSVlZU19DAkSdKXxJw5c+jevXtDD0M52tDfPCJmppRK1657J1ySJEnKmSFckiRJypkhXJIkScqZIVySJEnKmSFckiSpHvnSi61HXf7WhnBJkqR6UlBQQHl5eUMPQzkpLy/f4I8XrYshXJIkqZ4UFRWxYMECVqxY4R3xf2MpJVasWMGCBQsoKirarD78xUxJkqR6subnzd955x1WrlzZwKPZAazJAAAgAElEQVTRllRQUECnTp02+yftDeGSJEn1qHXr1psdzLT1aBTTUSJih4h4OiLmRMTsiDgrqxdGxNSImJt9tsvqERE3RMS8iHgpIr5Zpa+hWfu5ETG0Sr1nRMzK9rkhIiL/M5UkSZIaSQgHVgE/TSl1B3oBwyOiBzACeDKl1BV4MlsHOBTomi3DgN9CRWgHRgH7AvsAo9YE96zNsCr7DczhvCRJkqQaGkUITym9m1L67+z7cmAOUAwMBsZlzcYBR2bfBwN3pgrTgbYR0RkYAExNKS1NKX0ATAUGZttap5SmpYqnJO6s0pckSZKUq0YRwquKiC7A3sDzQKeU0rtQEdSBNY+fFgNvV9ltflZbX31+LfXajj8sIsoiomzx4sV1PR1JkiSphkYVwiNiO+CPwNkppWXra1pLLW1GvWYxpZtTSqUppdKOHTtuaMiSJEnSJms0ITwiCqgI4PeklB7Iyu9lU0nIPhdl9fnADlV2LwHe2UC9pJa6JEmSlLtGEcKzN5XcCsxJKV1TZdNkYM0bToYCk6rUT8jektIL+CibrvI40D8i2mUPZPYHHs+2LY+IXtmxTqjSlyRJkpSrxvKe8AOAHwKzIuIfWe0i4EpgQkScBLwFDMm2TQEOA+YBK4AfA6SUlkbEZcCMrN2YlNLS7PupwB1AC+DRbJEkSZJyF/6k6rqVlpamsrKyhh6GJEmSvqQiYmZKqXTteqOYjiJJkiRtTQzhkiRJUs4M4ZIkSVLODOGSJElSzgzhkiRJUs4M4ZIkSVLODOGSJElSzgzhkiRJUs4M4ZIkSVLODOGSJElSzgzhkiRJUs4M4ZIkSVLODOGSJElSzgzhkiRJUs4M4ZIkSVLODOGSJElSzgzhkiRJUs4M4ZIkSVLODOGSJElSzgzhkiRJUs4M4ZIkSVLODOGSJElSzgzhkiRJUs4M4ZIkSVLOGk0Ij4jbImJRRLxcpVYYEVMjYm722S6rR0TcEBHzIuKliPhmlX2GZu3nRsTQKvWeETEr2+eGiIh8z1CSJEmq0GhCOHAHMHCt2gjgyZRSV+DJbB3gUKBrtgwDfgsVoR0YBewL7AOMWhPcszbDquy39rEkSZKkXDSaEJ5SehZYulZ5MDAu+z4OOLJK/c5UYTrQNiI6AwOAqSmlpSmlD4CpwMBsW+uU0rSUUgLurNKXJEmSlKtGE8LXoVNK6V2A7LMoqxcDb1dpNz+rra8+v5Z6DRExLCLKIqJs8eLF9XISkiRJUlWNPYSvS23zudNm1GsWU7o5pVSaUirt2LFjHYYoSZIk1a6xh/D3sqkkZJ+Lsvp8YIcq7UqAdzZQL6mlLkmSJOWusYfwycCaN5wMBSZVqZ+QvSWlF/BRNl3lcaB/RLTLHsjsDzyebVseEb2yt6KcUKUvSZIkKVdNG3oAa0TEvUAfoENEzKfiLSdXAhMi4iTgLWBI1nwKcBgwD1gB/BggpbQ0Ii4DZmTtxqSU1jzseSoVb2BpATyaLZIkSVLuouJlIapNaWlpKisra+hhSJIk6UsqImamlErXrjf26SiSJEnSvx1DuCRJkpQzQ7gkSZKUM0O4JEmSlDNDuCRJkpQzQ7gkSZKUM0O4JEmSlDNDuCRJkpQzQ7gkSZKUM0O4JEmSlDNDuCRJkpQzQ7gkSZKUs6YNPQDVdMSkkxp6CFvMI4NvbeghSJIkNTjvhEuSJEk5M4RLkiRJOTOES5IkSTkzhEuSJEk5M4RLkiRJOTOES5IkSTkzhEuSJEk5M4RLkiRJOTOES5IkSTkzhEuSJEk5M4RLkiRJOduqQnhEDIyIVyNiXkSMaOjxSJIkaeu01YTwiNgGuAk4FOgBHBcRPRp2VJIkSdoaNW3oAeRoH2BeSukNgIgYDwwGXmnQUW1ljph0UkMPYYt5ZPCtDT0ESZL0JbE1hfBi4O0q6/OBfdduFBHDgGHZ6scR8epmHKsDsGQz9tP/+tJdw+C2hh7C2r5017AR8hrWndew7ryGdec1rDuv4ebbqbbi1hTCo5ZaqlFI6Wbg5jodKKIspVRalz62dl7DuvMa1p3XsO68hnXnNaw7r2HdeQ3r31YzJ5yKO987VFkvAd5poLFIkiRpK7Y1hfAZQNeI2DkimgHHApMbeEySJEnaCm0101FSSqsi4nTgcWAb4LaU0uwtdLg6TWcR4DWsD17DuvMa1p3XsO68hnXnNaw7r2E9i5RqTIuWJEmStAVtTdNRJEmSpEbBEC5JkiTlzBAuSZIk5cwQLkmSJOXMEC5JkiTlzBAuSZIk5cwQLkmSJOXMEC5JkiTlzBAuSZIk5cwQLkmSJOXMEC5JkiTlrGlDD6Ax69ChQ+rSpUtDD0OSJElfUjNnzlySUuq4dt0Qvh5dunShrKysoYchSZKkL6mIeLO2utNRJEmSpJwZwiVJkqScGcIlSZKknBnCJUmSpJwZwiVJkqSc+XYUSZKkerBs2TIWLVrEypUrG3ooykFBQQFFRUW0bt16s/Y3hEuSJNXRsmXLeO+99yguLqZFixZEREMPSVtQSony8nIWLFgAsFlB3OkokiRJdbRo0SKKi4tp2bKlAXwrEBG0bNmS4uJiFi1atFl9GMIlSZLqaOXKlbRo0aKhh6GctWjRYrOnHxnCJUmS6oF3wLc+dfmbG8IlSZKknBnCJUmSpJwZwiVJksTo0aPp0KFDQw9jq2EIlyRJknJmCJckSZJyZgiXJElSNZ988gmnn346u+++Oy1btmTnnXdm+PDhLFu2rFq7iOCaa67hrLPOorCwkLZt23LGGWfw+eefV7Z59913OfHEE9lll11o0aIF3bp1Y+TIkdXa/Otf/yIimDBhAqeccgpt2rShpKSEUaNGsXr16mrHfPnllzn88MNp1aoVrVq1YsiQISxcuLBy+8qVKznvvPPYcccdad68OV/96lc56qijqh3vrbfe4thjj6WwsJCWLVsyYMAAXn311fq+jOtlCJckSVI1K1as4IsvvmDs2LE8+uijXHbZZTz11FMMGTKkRturr76a+fPnc8899zBy5EhuvvlmLr744srtS5YsobCwkGuuuYbHHnuMn/3sZ9x+++2cccYZNfo6//zz2W677bj//vs5/vjjGTNmDPfff3/l9nnz5nHAAQfw6aefctddd3HHHXcwe/ZsBg0aREoJgCuuuIJ77rmHyy67jKlTp3LdddfRpk0bvvjiCwCWLl1K7969efXVV/nd737HhAkT+OSTTzjkkEMoLy+v70u5bikll3UsPXv2TJIkSRvyyiuvNPQQ6mzUqFGpffv2tW5buXJl+utf/5qA9Oabb1bWgbT77runL774orL2i1/8IrVo0SK9//776+zrnnvuSc2bN0+fffZZSimlf/7znwlIP/zhD6u13WuvvdL3v//9yvXjjz8+devWrXK/lFJ67bXXUpMmTdIjjzySUkrp8MMPT+eee+46z3PkyJGpsLCw2viWLl2aWrdunW688cZ17rcuG/rbA2WplpzpnXBJkiTVcNddd7H33nuz3XbbUVBQQO/evQF47bXXqrUbPHgwTZr8b6Q8+uijKS8v5+WXXwYqbvhed9119OjRgxYtWlBQUMAPfvADPvvsM956661qffXv37/aeo8ePZg/f37l+p///GeOOuoomjRpwqpVq1i1ahU777wzXbp0oaysDIBvfOMb3HHHHfzyl7/kpZdeqrxDXrWPfv360bp168o+WrVqRc+ePSv7yEOjCOERsW1EvBARL0bE7Ij4eVbfOSKej4i5EXFfRDTL6s2z9XnZ9i5V+rowq78aEQOq1AdmtXkRMSLvc5QkSfqyePDBBznhhBPYb7/9mDhxItOnT+fBBx8E4NNPP63WtqioqNb1d999F4DrrruOn/70pxx11FFMmjSJF154gZtuuqnWvtq2bVttvVmzZtXaLFmyhKuuuoqCgoJqyxtvvMHbb78NwMiRIxk+fDi/+c1v2Guvvdhhhx24/vrrq/Vx33331ejj6aefruwjD01zO9L6fQb0TSl9HBEFwF8j4lHgXODalNL4iPgdcBLw2+zzg5TSbhFxLHAV8P2I6AEcC+wBfBX4c0R0y45xE9APmA/MiIjJKaVX8jxJSZKkL4OJEyey77778pvf/Kay9swzz9TadtGiRbWud+7cubKvIUOGMHbs2Mo2r7yyeRGssLCQo446ipNPPrnGtjXvON92220ZM2YMY8aMYe7cufzud7/j7LPPZvfdd2fgwIEUFhby3e9+l0suuaRGH61atdqscW2ORhHCs/kyH2erBdmSgL7A/5fVxwGjqQjhg7PvAPcDN0ZEZPXxKaXPgH9GxDxgn6zdvJTSGwARMT5rawiXJElaS3l5Oc2bN69Wu+eee2ptO2nSJK644orKKSkPPPAALVq04Gtf+9om97UhBx98MC+//DI9e/akIvqtX9euXfnVr37FTTfdxCuvvMLAgQM5+OCDmTBhAnvssQctWrTYrHHUh0YRwgEiYhtgJrAbFXetXwc+TCmtyprMB4qz78XA2wAppVUR8RHQPqtPr9Jt1X3eXqu+7zrGMQwYBrDjjjvW7aQkSZK+RNYE2379+jF8+HDGjh3Lvvvuy5QpU3jyySdr3Wf58uUMGTKE//zP/2T27NmMGTOG008/ncLCwsq+brjhBvbdd1923XVX7rnnHubNm7dZ4xs9ejT77LMPhx9+OCeeeCIdOnRgwYIFTJ06lR/96Ef06dOHo446ip49e7L33nvTokUL7r//flatWsV3vvMdAM4991zuvvtu+vbtyxlnnEFxcTHvvfcezzzzDL179+a4447brLFtqkYTwlNKXwDfiIi2wINA99qaZZ+1/dMnrade29z3VEuNlNLNwM0ApaWltbaRJEnaGHOn3dkgx+263wmbvE95eTnNmjUD4JRTTuGNN97g+uuv59NPP6Vfv3784Q9/oFevXjX2++lPf8obb7zBcccdx+rVqzn55JO5/PLLK7dfeumlLF68mJEjRwIVD27ecMMNDBo0aJPH2K1bN6ZPn87IkSMZNmwY5eXlFBcXc/DBB7PbbrsBsP/++3Pffffxf//v/2X16tX06NGDP/7xj5SWlgIV01amT5/OxRdfzDnnnMOHH35I586d6d27N3vuuecmj2lzxdpPjDYGETEKWAFcAGyf3e3eDxidUhoQEY9n36dFRFNgIdARGAGQUroi6+dx/nfayuiU0oCsfmHVdutSWlqa8nxKVpIkfTnNmTOH7t1r3j/8MoXwY445hgULFjBt2rSN3ici+PWvf83pp5++ycf7d7Guv/0aETEzpVS6dr2xvB2lY3YHnIhoARwCzAGeBo7Jmg0FJmXfJ2frZNufyuaVTwaOzd6esjPQFXgBmAF0zd620oyKhzcnb/kzkyRJatxmz57NjTfeyCOPPMKRRx7Z0MPZajSW6SidgXHZvPAmwISU0iMR8QowPiJ+AfwduDVrfytwV/bg5VIqQjUppdkRMYGKBy5XAcOzaS5ExOnA48A2wG0ppdn5nZ4kSVLjdPrpp/P6669z1llnce655zb0cLYajSKEp5ReAvaupf4G//t2k6r1T4Gav5tasW0sMLaW+hRgSp0HK0mS9G/k6aef3ux9G+O05i+LRjEdRZIkSdqaGMIlSZKknBnCJUmSxOjRo4kIBgwYUGPbMcccQ58+fbb4GBYuXMjgwYPZcccd2XbbbencuTNDhgxh7ty51dr9/ve/p1+/fnTq1Ik2bdpwwAEH8MQTT9Ta56xZszjiiCNo06YNrVq1Yp999mHmzJmV2/v06UNE1LpsyptiNlWjmBMuSZKkxuGJJ55gxowZfOtb38r92CtWrKBdu3Zcdtll7LTTTixcuJDLL7+cvn37MmvWLNq2bQvA2LFjGThwIMOHD+crX/kKd999NwMHDuShhx7iu9/9bmV///jHP/j2t7/N4MGDue+++wCYMWMG5eXllW1+85vfsGzZsmrjuPTSS/n73/++Ra+BIVySJEkAFBYWUlJSwtixY3nooYdyP/4uu+zCHXfcUa3Ws2dPunXrxlNPPcXRRx8NwH//93/ToUOHyjb9+vVj7ty5XHvttdVC+E9+8hMGDRrE3XffXVkbOHBgtf579OhRbf3zzz+nrKyM73//+zRtuuWisiFckiRpC9mcH81pSBHBRRddxHHHHcesWbP4+te/3tBDon379kBFOF6jagBfY++99+Yvf/lL5forr7zC888/z7XXXrtJx3vsscf44IMPtvjP1zsnXJIkSZWGDBlCt27dGDu2xhuf1yulxKpVqza4bIzVq1ezcuVK3nzzTc466yx22mknDj/88PXuM23atGp3tZ9//nkAPvjgA/baay+aNm3Krrvuyq233rquLgAYP348xcXFfPvb396osW4uQ7gkSZIqNWnShBEjRjBx4kRee+21jd5v3LhxFBQUbHDZGKeddhrNmjWjS5cuPPfcc0ydOpVWrVqts/1tt93G3//+d0477bTK2sKFCwE44YQT+MEPfsDUqVMZOHAgJ598MlOm1P7TMStWrODhhx/m+9//PhGx0ee+OZyOIkmSpGqOP/54fv7zn3PFFVdw++23b9Q+gwYNYsaMGfVy/IsuuoiTTjqJN998k1/96lf079+f6dOn06lTpxptZ86cyRlnnMFZZ53FQQcdVFlfvXo1ACeffDLnn38+AAcddBBz5szhiiuu4LDDDqvR18MPP8zHH3+8xaeigCFckiRJa2natCnnn38+Z555JqNHj96ofQoLC2nTpk29HH/HHXdkxx135Fvf+hb9+/dnp5124qabbmLMmDHV2r3xxhscfvjhHHzwwVx99dU1xgNUC+YAffv2Xec88fHjx7PbbrtRWlpaL+exPk5HkSRJUg0nnngiRUVFXHXVVRvVvj6no1TVunVrdt11V954441q9UWLFjFgwAB22mknxo8fzzbbbFNte/fu3WvtL6VEkyY1I/BHH33Eo48+mstdcPBOuCRJkmrRvHlzzjvvPC688EJ69uy5wQBdn9NRqlqyZAmvvvoqhx56aGXt448/rpxO8sgjj9CyZcsa++2///60a9eOJ598stoPED355JPstddeNdo/+OCDfPbZZ4ZwSZIkNaxTTjmFyy+/nOeee44DDzxwvW3bt29f+TrBzXX11Vfzz3/+k+985zsUFRXxz3/+k2uvvZbmzZtzyimnVLY7+uijeemll7jjjjt4/fXXef311yu39erVC4BmzZpx6aWXcv7559O2bVu+9a1v8cc//pFnn32WZ555psaxx48fz1577bXOO+j1zRAuSZKkWrVs2ZJzzjmHiy++OJfj7bXXXvzpT3/ivvvuY/ny5ZSUlNCnTx8uvfRSSkpKKttNnToVgB/84Ac1+kgpVX4/++yzWb16Nb/+9a8ZPXo0u+++O/fff3+N1w8uWbKEJ598kssuu2wLnVlNUXWgqq60tDSVlZU19DAkSVIjN2fOnNzuoKpx2dDfPiJmppRqPOnpg5mSJElSzgzhkiRJUs4M4ZIkSVLODOGSJElSzgzhkiRJ9cCXXWx96vI3N4RLkiTVUUFBAeXl5Q09DOWsvLx8s34FFAzhkiRJdVZUVMSCBQtYsWKFd8S3AiklVqxYwYIFCygqKtqsPvyxHkmSpDpq3bo1AO+88w4rV65s4NEoDwUFBXTq1Knyb7+pDOGSJEn1oHXr1psdyLT1aRTTUSJih4h4OiLmRMTsiDgrqxdGxNSImJt9tsvqERE3RMS8iHgpIr5Zpa+hWfu5ETG0Sr1nRMzK9rkhIiL/M5UkSZIaSQgHVgE/TSl1B3oBwyOiBzACeDKl1BV4MlsHOBTomi3DgN9CRWgHRgH7AvsAo9YE96zNsCr7DczhvCRJkqQaGkUITym9m1L67+z7cmAOUAwMBsZlzcYBR2bfBwN3pgrTgbYR0RkYAExNKS1NKX0ATAUGZttap5SmpYqnJe6s0pckSZKUq0YRwquKiC7A3sDzQKeU0rtQEdSBNY+fFgNvV9ltflZbX31+LfXajj8sIsoiomzx4sV1PR1JkiSphkYVwiNiO+CPwNkppWXra1pLLW1GvWYxpZtTSqUppdKOHTtuaMiSJEnSJms0ITwiCqgI4PeklB7Iyu9lU0nIPhdl9fnADlV2LwHe2UC9pJa6JEmSlLtGEcKzN5XcCsxJKV1TZdNkYM0bToYCk6rUT8jektIL+CibrvI40D8i2mUPZPYHHs+2LY+IXtmxTqjSlyRJkpSrxvKe8AOAHwKzIuIfWe0i4EpgQkScBLwFDMm2TQEOA+YBK4AfA6SUlkbEZcCMrN2YlNLS7PupwB1AC+DRbJEkSZJyF/606rqVlpamsrKyhh6GJEmSvqQiYmZKqXTteqOYjiJJkiRtTQzhkiRJUs4M4ZIkSVLODOGSJElSzgzhkiRJUs4M4ZIkSVLODOGSJElSzgzhkiRJUs4M4ZIkSVLODOGSJElSzgzhkiRJUs4M4ZIkSVLODOGSJElSzgzhkiRJUs4M4ZIkSVLODOGSJElSzgzhkiRJUs4M4ZIkSVLODOGSJElSzgzhkiRJUs4M4ZIkSVLODOGSJElSzgzhkiRJUs4M4ZIkSVLOGk0Ij4jbImJRRLxcpVYYEVMjYm722S6rR0TcEBHzIuKliPhmlX2GZu3nRsTQKvWeETEr2+eGiIh8z1CSJEmq0GhCOHAHMHCt2gjgyZRSV+DJbB3gUKBrtgwDfgsVoR0YBewL7AOMWhPcszbDquy39rEkSZKkXDSaEJ5SehZYulZ5MDAu+z4OOLJK/c5UYTrQNiI6AwOAqSmlpSmlD4CpwMBsW+uU0rSUUgLurNKXJEmSlKtGE8LXoVNK6V2A7LMoqxcDb1dpNz+rra8+v5Z6DRExLCLKIqJs8eLF9XISkiRJUlWNPYSvS23zudNm1GsWU7o5pVSaUirt2LFjHYYoSZIk1a6xh/D3sqkkZJ+Lsvp8YIcq7UqAdzZQL6mlLkmSJOWusYfwycCaN5wMBSZVqZ+QvSWlF/BRNl3lcaB/RLTLHsjsDzyebVseEb2yt6KcUKUvSZIkKVdNG3oAa0TEvUAfoENEzKfiLSdXAhMi4iTgLWBI1nwKcBgwD1gB/BggpbQ0Ii4DZmTtxqSU1jzseSoVb2BpATyaLZIkSVLuouJlIapNaWlpKisra+hhSJIk6UsqImamlErXrjf26SiSJEnSvx1DuCRJkpQzQ7gkSZKUM0O4JEmSlDNDuCRJkpQzQ7gkSZKUM0O4JEmSlDNDuCRJkpQzQ7gkSZKUM0O4JEmSlDNDuCRJkpQzQ7gkSZKUM0O4JEmSlDNDuCRJkpQzQ7gkSZKUM0O4JEmSlLOmDT0A1TR32p0NPYQtput+JzT0ECRJkhqcd8IlSZKknBnCJUmSpJwZwiVJkqScGcIlSZKknBnCJUmSpJwZwiVJkqScGcIlSZKknG1VITwiBkbEqxExLyJGNPR4JEmStHXaakJ4RGwD3AQcCvQAjouIHg07KkmSJG2NtpoQDuwDzEspvZFS+hwYDwxu4DFJkiRpK7Q1/Wx9MfB2lfX5wL5rN4qIYcCwbPXjiHh1M47VAViyGfttBYZubEOvYd15DevOa1h3XsO68xrWndew7ryGm2+n2opbUwiPWmqpRiGlm4Gb63SgiLKUUmld+tjaeQ3rzmtYd17DuvMa1p3XsO68hnXnNax/W9N0lPnADlXWS4B3GmgskiRJ2optTSF8BtA1InaOiGbAscDkBh6TJEmStkJbzXSUlNKqiDgdeBzYBrgtpTR7Cx2uTtNZBHgN64PXsO68hnXnNaw7r2HdeQ3rzmtYzyKlGtOiJUmSJG1BW9N0FEmSJKlRMIRLkiRJOTOES5IkSTkzhEuSJEk5M4RLkiRJOTOES5IkSTkzhEuSJEk5M4RLkiRJOTOES5IkSTkzhEuSJEk5M4RLkiRJOWva0ANozDp06JC6dOnS0MOQJEnSl9TMmTOXpJQ6rl03hK9Hly5dKCsra+hhSJIk6UsqIt6sre50FEmSJClnhnBJkiQpZ4ZwSZIkKWeGcEmSJClnhnBJkiQpZ74dRZIkqR4tW7aMRYsWsXLlyoYeiraggoICioqKaN269WbtbwiXJEmqJ8uWLeO9996juLiYFi1aEBENPSRtASklysvLWbBgAcBmBXGno0iSJNWTRYsWUVxcTMuWLQ3g/8YigpYtW1JcXMyiRYs2qw9DuCRJUj1ZuXIlLVq0aOhhKCctWrTY7GlHhnBJkqR65B3wrUdd/taGcEmSJClnhnBJkiQpZ4ZwSZIkARXTKza0/OUvf6nzcY499lh69+693jbbb789I0eO3Og+e/XqxfHHH1/XoeXGVxRKkiQJgGnTplV+Ly8vp2/fvowcOZLDDz+8st6jR49cxjJlyhSKiopyOVZDMIRLkiQJqLibvMbHH38MwK677lqtXhfl5eUb/faYb37zm/VyzMbK6SiSJEnaJCNGjKCkpKRa7dNPPyUi+K//+q/K2vbbb89FF13EpZdeyle/+tV13tn+9NNPOeKII9hll13417/+Vblv1ekoL774Iv369aNdu3Zst9127LHHHtxyyy01+ho3bhy77LILrVu3ZtCgQSxcuLAezrj+eSdckiRJW8ztt9/ON77xDW6++WZWrVpVY/uKFSsYPHgwb731Fs8++2yNcA+wevVqDj/8cEpLS/nDH/5As2bNmDNnDh999FG1ds8++yxvvfUW1113HcuWLePss8/mtNNO44EHHthi57e5DOGSJEnaYgoKCpg8eTIFBQU1ti1fvpwjjjiC999/n2effZZOnTrV2sc777zDggULePrpp+natSsABx98cI12n3zyCX/6059o1aoVAPPnz2fkyJGsWrWKpk0bV+x1OookSZK2mP79+9cawJctW0b//v1Zvnw5f/nLX9YZwAE6derE9ttvz3/+538yceJEFi9eXGu7/fbbrzKAQ8VDpF988UWjnJLSKEJ4RGwbEbLkQu8AABrcSURBVC9ExIsRMTsifp7Vd46I5yNibkTcFxHNsnrzbH1etr1Llb4uzOqvRsSAKvWBWW1eRIzI+xwlSZK2RusK12+99RYvvPACQ4YMoUOHDuvto6CggKlTp9K2bVuGDh3K9ttvT58+fZg1a1a1dm3btq223qxZM6Biznlj0yhCOPAZ0DeltBfwDWBgRPQCrgKuTSl1BT4ATsranwR8kFLaDbg2a0dE9ACOBfYABgK/iYhtImIb4CbgUKAHcFzWVpIkSZto22235fPPP69WW7p0aa1t1/XT7l/72tf4/e9/z8iRI7nttts2eMyvfe1rPPTQQ3z44Yc89thjfPTRRwwaNGjTB99INIoQnip8nK0WZEsC+gL3Z/VxwJHZ98HZOtn2g6PiLzwYGJ9S+iyl9E9gHrBPtsxLKb2RUvocGJ+1lSRJ0iYqKSlhyZIlLFmypLI2derUTe7n5JNP5uqrr2bYsGFMmDBho/Zp1qwZ/fr148wzz+TNN9/kk08+2eTjNgaNZoZ6drd6JrAbFXetXwc+TCmteYx2PlCcfS8G3gZIKa2KiI+A9ll9epVuq+7z9lr1fdcxjmHAMIAdd9yxbiclSZL0b+jwww+noKCAH/3oR5x55pnMnTuX3//+95vV19lnn83y5cs5/vjj2W677TjssMNqtHnhhRcYNWoU3/ve99h5551ZsmQJV199Nfvuuy9f+cpX6no6DaLRhPCU0hfANyKiLfAg0L22Ztlnbf+vkdZTr+2Of6qlRkrpZuBmgNLS0lrbSJIkbYrVD2/8z6/XpyaDfrFF+u3cuTMTJkxgxIgRHHnkkey7777cc8897LnnnpvV3yWXXMLHH3/MMcccw6OPPsqBBx5YbXtxcTHt2rVjzJgxvPvuu7Rr145DDjmEK6+8sj5Op0E0mhC+Rkrpw4j4C9ALaBsRTbO74SXAO1mz+cAOwPyIaAq0AZZWqa9RdZ911SVJkrSW7bbbjpTWfT9y8ODBDB5cfXbv2u3X9VaS8ePH16hdddVVXHXVVbXuW1xczB/+8If1jnf69Ok1agMHDlzvOTSkRjEnPCI6ZnfAiYgWwCHAHOBp4Jis2VBgUvZ9crZOtv2pVHGFJwPHZm9P2RnoCrwAzAC6Zm9baUbFw5uTt/yZSZIkSTU1ljvhnYFx2bzwJsCElNIjEfEKMD4ifgH8Hbg1a38rcFdEzKPiDvixACml2RExAXgFWAUMz6a5EBGnA48D2wC3pZRm53d6kiRJ0v9qFCE8pfQSsHct9TeoeLPJ2vVPgSHr6GssMLaW+hRgSp0HK0mSJNVRo5iOIkmSJG1NDOGSJElSzgzhkiRJqjR69GgiggEDBtTYdswxx9CnT58tPoZXX32V4cOH0717d1q2bMkuu+zCWWedxYcfflij7UMPPcSee+5J8+bN2XnnnbnmmmtqtPnNb37D4YcfTvv27YkI/vKXv9R63FWrVnHllVfStWtXmjdvTklJCeecc059nx5gCJckSVItnnjiCWbMmNEgx546dSp/+9vfOPXUU5kyZQojR45k4sSJ9O/fn9WrV1e2+9vf/sbRRx/NPvvsw8MPP8yJJ57IBRdcwHXXXVetvzvvvJOlS5fW+g+Lqn784x9zww03cN555/HEE09w5ZVX0qJFiy1yjo3iwUxJkiQ1HoWFhZSUlDB27Fgeeuih3I9/3HHHMXz4cCIqfoexT58+lJSUMGDAAP7f//t/lT/mM2bMGHr37s1//dd/AdC/f38++OADxowZw2mnnUazZs0AeO6552jSpAkvv/wy9957b63HfOyxxxg/fjwvvvgiPXr02OLnaAiXJEnawrbUL1duKRHBRRddxHHHHcesWbP4+te/nuvx27dvX6O2994VL9JbtGhRZe0f//gHw4cPr9auf//+XHvttUybNq0yrDdpsuHJH7fddht9+/bNJYCD01EkSZJUiyFDhtCtWzfGjq3x5uf1SimxatWqDS6b6rnnngOoFpI//fTTyrvdazRv3hyAOXPmbFL/zz//PN26deP000+ndevWtGzZkqOPPpp33tkyP7JuCJckSVINTZo0YcSIEUycOJHXXntto/cbN24cBQUFG1w2xYoVKxgxYgQHHngge+yxR2V9t912qzFv/YUXXgBg6dKlm3SMhQsXcscdd/CPf/yD8ePHc/vttzNz5kyOOuooKn6YvX45HUWSJEm1Ov744/n5z3/OFVdcwe23375R+wwaNKheH+hMKXHSSSexaNEi/vSnP1Xb9pOf/IRTTz2VW265hWOOOYYXXniBq6++GoBtttlmk4+TUmLSpEmV02E6d+7MgQceyFNPPcXBBx9cPyeUMYRLkiSpVk2bNuX888/nzDPPZPTo0Ru1T2FhIW3atKm3MVxwwQU8+OCDTJ06lV122aXathNPPJEXX3yRU089lWHDhtGyZUuuuuoqzjjjDDp16rRJx2nXrh277LJLtfnovXv3plmzZrzyyiv1HsKdjiJJkqR1OvHEEykqKuKqq67aqPb1OR3l2muv5Ve/+hV33nkn3/72t2ts32abbbjxxhtZvHgxL730Eu+99x69evUCqPzcWN27d6+1nlLaqAc7N5V3wiVJkrROzZs357zzzuPCCy+kZ8+eGwzQ9TUd5Q9/+AM//elPufrqq/ne97633rbt2rWjXbt2QMUP8+y///78n//zfzbpeEcccQSjRo1iyZIldOjQAYBnn32WlStXstdee23eSayHIVySJEnrdcopp3D55Zfz3HPPVb72b13at29f6ysGN8UzzzzDj370I/r3789+++3H9OnTK7eVlJRQUlICwPTp0/nrX//KN77xDZYtW8a9997L448/zl//+tdq/ZWVlfGvf/2Lt99+u7L/JUuW0KVLF0pLSwEYNmwYN9xwA4MGDeKiiy5i+fLlXHDBBRxyyCH07t27TudTG6ejSJIkab1atmy5xX6+vTZPP/00K1eu5PHHH2e//fartqz5YR6AgoIC7rvvPo488kh+9KMfsWLFCv72t7+x5557VuvvxhtvZMiQIZx77rkAjB49miFDhnDjjTdWtmndujVPPfUU7dq149hjj2X48OEcfPDBTJgwYYucY2yJV678uygtLU1lZWUNPQxJkvQlMWfOnHXOLda/pw39zSNiZkqpdO26d8IlSZKknBnCJUmSpJwZwiVJkqScGcIlSZKknBnCJUmS6pEvvdh61OVvbQiXJEmqJwUFBZSXlzf0MJST8vLyjf71z7UZwiVJkupJUVERCxYsYMWKFd4R/zeWUmLFihUsWLCAoqKizerDX8yUJEmqJ61btwbgnXfeYeXKlQ08Gm1JBQUFdOrUqfJvvqkM4ZIkSfWodevWmx3MtPVoFNNRImKHiHg6IuZExOyIOCurF0bE1IiYm322y+oRETdExLyIeCkivlmlr6FZ+7kRMbRKvWdEzMr2uSEiIv8zlSRJkhpJCAdWAT9NKXUHegHDI6IHMAJ4MqXUFXgyWwc4FOiaLcOA30JFaAdGAfsC+wCj1gT3rM2wKvsNzOG8JEmSpBoaRQhPKb2bUvrv7PtyYA5QDAwGxmXNxgFHZt8HA3emCtOBthHRGRgATE0pLU0pfQBMBQZm21qnlKaliqck7qzSlyRJkpSrRhHCq4qILsDewPNAp5TSu1AR1IE1j58WA29X2W1+VltffX4t9dqOPywiyiKibPHixXU9HUmSJKmGRhXCI2I74I/A2SmlZetrWkstbUa9ZjGlm1NKpSml0o4dO25oyJIkSdImazQhPCIKqAjg96SUHsjK72VTScg+F2X1+cAOVXYvAd7ZQL2klrokSZKUu0YRwrM3ldwKzEkpXVNl02RgzRtOhgKTqtRPyN6S0gv4KJuu8jjQPyLaZQ9k9gcez7Ytj4he2bFOqNKXJEmSlKvG8p7wA4AfArMi4h9Z7SLgSmBCRJwEvAUMybZNAQ4D5gErgB8DpJSWRsRlwIys3ZiU0tLs+6nAHUAL4NFskSRJknIX/qTqupWWlqaysrKGHoYkSZK+pCJiZkqpdO16o5iOIkmSJG1NDOGSJElSzgzhkiRJUs4M4ZIkSVLODOGSJElSzgzhkiRJUs4M4ZIkSVLODOGSJElSzgzhkiRJUs4M4ZIkSVLODOGSJElSzgzhkiRJUs4M4ZIkSVLODOGSJElSzgzhkiRJUs4M4ZIkSVLODOGSJElSzgzhkiRJUs4M4ZIkSVLODOGSJElSzgzhkiRJUs4M4ZIkSVLODOGSJElSzgzhkiRJUs4aTQiPiNsiYlFEvFylVhgRUyNibvbZLqtHRNwQEfMi4qWI+GaVfYZm7edGxNAq9Z4RMSvb54aIiHzPUJIkSarQaEI4cAcwcK3aCODJlFJX4MlsHeBQoGu2DAN+CxWhHRgF7AvsA4xaE9yzNsOq7Lf2sSRJkqRcNJoQnlJ6Fli6VnkwMC77Pg44skr9zlRhOtA2IjoDA4CpKaWlKaUPgKnAwGxb65TStJRSAu6s0pckSZKUq0YTwtehU0rpXYDssyirFwNvV2k3P6utrz6/lnoNETEsIsoiomzx4sX1chKSJElSVY09hK9LbfO502bUaxZTujmlVJpSKu3YsWMdhihJkiTVrrGH8PeyqSRkn4uy+nxghyrtSoB3NlAvqaUuSZIk5a6xh/DJwJo3nAwFJlWpn5C9JaUX8FE2XeVxoH9EtMseyOwPPJ5tWx4RvbK3opxQpS9JkiQpV00begBrRMS9QB+gQ0TMp+ItJ1cCEyLiJOAtYEjWfApwGDAPWAH8GCCltDQiLgNmZO3GpJTWPOx5KhVvYGkBPJotkiRJUu6i4mUhqk1paWkqKytr6GFIkiTpSyoiZqaUSteuN/bpKJIkSdK/HUO4JEmSlDNDuCRJkpQzQ7gkSZKUM0O4JEmSlDNDuCRJkpQzQ7gkSZKUM0O4JEmSlDNDuCRJkpQzQ7gkSZKUM0O4JEmSlDNDuCRJkpQzQ7gkSZKUM0O4JEmSlDNDuCRJkpQzQ7gkSZKUM0O4JEmSlDNDuCRJkpQzQ7gkSZKUM0O4JEmSlLOmDT0A1bT64ZG11psM+kXOI5EkSdKW4J1wSZIkKWeGcEmSJClnhnBJkiQpZ1tVCI+IgRHxakTMi4gRDT0eSZIkbZ22mgczI2Ib4CagHzCf/7+9ew+2qizjOP79BZaJjnjXvIFOpeU9JEtD85KYTl67WkrlaKWl1VRaU6KTRllqzaRmaWIqaAmKdkEyTUvBo4YiGoZKSSJIpoiZhDz98b57XGz2Pmfvs/fZ6xzP7zNzhr3eddnPenjn7He/51lrQZekaRHxcLmRtYcv5jQzMzMbOAbNIBwYDcyPiMcBJE0GDgdeE4Pwdqo3oAcP6s3MzMzaYTANwrcEniwsLwTeWb2RpBOBE/PicknzevFeGwNLe7FfD87p0D6dPF5dfZTDQcU5bJ1z2DrnsHXOYeucw9Y5h723ba3GwTQIV422WKMh4lLg0pbeSLo3Ika1cozBzjlsnXPYOuewdc5h65zD1jmHrXMO228wXZi5ENi6sLwV8FRJsZiZmZnZIDaYBuFdwJsljZT0euAjwLSSYzIzMzOzQWjQlKNExEpJpwDTgSHA5RExt4/erqVyFgOcw3ZwDlvnHLbOOWydc9g657B1zmGbKWKNsmgzMzMzM+tDg6kcxczMzMysX/Ag3MzMzMyswzwIbyNJYyXNkzRf0ullxzMQSVogaY6k2ZLuLTuegULS5ZKWSHqo0LahpBmS/pb/3aDMGPu7OjkcL+mfuT/OlvT+MmPszyRtLek2SY9Imivp1NzuftigbnLoftgESWtLukfSAzmPZ+X2kZJm5b54bb5Jg9XQTQ6vkPREoS/uVnasA5lrwttE0hDgUeAg0u0Qu4CPRoSfyNkESQuAURHhBwI0QdIYYDlwZUTslNu+BzwbERPyl8INIuJrZcbZn9XJ4XhgeUR8v8zYBgJJWwBbRMT9ktYD7gOOAMbhftiQbnL4IdwPGyZJwLCIWC5pLeBPwKnAl4ApETFZ0iXAAxFxcZmx9lfd5PAzwM0R8atSA3yN8Ex4+4wG5kfE4xGxApgMHF5yTDZIRMQdwLNVzYcDE/PriaQPc6ujTg6tQRGxKCLuz69fAB4hPanY/bBB3eTQmhDJ8ry4Vv4JYH+gMnh0X+xGNzm0NvIgvH22BJ4sLC/Evzx7I4BbJN0n6cSygxngNouIRZA+3IFNS45noDpF0oO5XMWlFA2QNALYHZiF+2GvVOUQ3A+bImmIpNnAEmAG8BjwXESszJv4M7oH1TmMiEpfPCf3xQskvaHEEAc8D8LbRzXa/K2xeXtHxB7AIcDJuUTArCwXA9sDuwGLgB+UG07/J2ld4HrgtIhYVnY8A1GNHLofNikiXomI3UhPxx4N7Fhrs85GNbBU51DSTsAZwA7AnsCGgEvLWuBBePssBLYuLG8FPFVSLANWRDyV/10CTCX98rTeWZxrTCu1pktKjmfAiYjF+YNoFfBT3B+7lWtHrweujogpudn9sAm1cuh+2HsR8RxwO7AXMFxS5SGF/oxuUCGHY3PJVETEy8DPcV9siQfh7dMFvDlfff164CPAtJJjGlAkDcsXIyFpGPA+4KHu97JuTAOOz6+PB24sMZYBqTJ4zI7E/bGufCHXZcAjEXF+YZX7YYPq5dD9sDmSNpE0PL9+I3Agqb7+NuCYvJn7Yjfq5PCvhS/UItXUuy+2wHdHaaN826gLgSHA5RFxTskhDSiStiPNfgMMBa5xDhsjaRKwH7AxsBg4E7gBuA7YBvgH8MGI8IWHddTJ4X6kEoAAFgAnVeqbbXWS9gHuBOYAq3Lz10k1ze6HDegmhx/F/bBhknYhXXg5hDTZeF1EnJ0/YyaTyij+Anw8z+halW5y+AdgE1IJ7mzgM4ULOK1JHoSbmZmZmXWYy1HMzMzMzDrMg3AzMzMzsw7zINzMzMzMrMM8CDczMzMz6zAPws3MzMzMOsyDcDOzFkgaLynyzypJ/5bUJekcSZuXHV+zJO0o6U5JL+ZzGlG1flzhfOv9LCgl+FdjHJXj2Csvr52XTygzLjOzoqE9b2JmZj14HhibX68P7AF8FjhR0tiIuK+0yJp3HjAc+ADwIukx6UW/Bt5VWD4G+HJVW3+79/LLpPgeKzsQM7MKD8LNzFq3MiJmFpanS7oYuAO4VtJbI+KVkmJr1g7AtIi4tdbKiHgGeKayLGlUbp9Za/ui/DThlfnx6x0T6YEYPcZnZtZJLkcxM+sDEfEc8FVge+CgSrukCZLmSFouaaGkq4tlK5LOk/R4fiw0hfZPSlohaeO8/GlJcyW9JGmppD9Kent3MUnaTdKtkv6Ty2aulrRZXjdCUuR4v5jLN25vJQeSZkq6StIpkp4AXgI2KsTyO0kvSHpe0iRJmxT2HZtj2FvS1Fwe81itkhJJp+ZcvihpKrBp1fo1ylEKsR2f871M0k3VJUSStpM0I+f5MUkfk3SzpN+1khszMw/Czcz6zm3ASmCvQtumwLnAocBpwHbAHyQNyet/BowE9q061jjgpohYKmkMcAlwFXAI8CngLlIpTE15gHs7sA7wMeDz+T1m5BnqRaSSjaeBa/Lrz/XinKsdABxHKlk5HPiPpB1Jj2cHOBY4AXgHMLXG/pcDs4AjgLuBn0ratXBeHwYuBKYARwF/Ay5tMLYxwKdJ/w+fI53zRYVjvw64mfT/MY70pep00iPkzcxa4nIUM7M+EhEvS1oKbFZo+1TldR543w0sBPYG7oiIeZL+DHySNGhG0nbAe0h12gCjgQcj4juFt5vWQzhfzv8eHBHL8nEfJQ1wj46IScBMSS8DixopL2nQesAhEfGvSoOks4EFwGERsTK3PQzMkXRAVSnMxIiYkLe5EzgMOBJ4IK//BnBDRHwhL0+XtAXw8QZiGwYcGhEv5ONvBXxb0tAc15HAjsCuEfFg3uZ+YD7wUJN5MDNbjWfCzcz6VnVZySGS7pL0PGmWfGFe9ZbCZpcBR0taNy+PAxYDlRKI2cDuki6QNCbPZPdkNHBLZQAOEBH3kAbD+zR3Sk2ZWRyAZweSZq6RNFTSUGAeaTZ+VNW2t1ReRMR/gceBrfK+awM7ATdW7TOlwdjurgzAs4eBIUClJGVPYEFlAJ5jeAKY0+Dxzczq8iDczKyP5EHiRqQBNJL2JM1YLwQ+QSp/qJSqrF3Y9TpgFfChXBt+HHBlZdY4In5PmikfQ5otXyrpIknDuglni0ocVRYDG/bm/Bq02nvm2f/hwLeA/1X9vAnYumr/56qWV/BqrjYnfclZUrVN9XI9tY5N1fGfYU212szMmuJyFDOzvvNe0u/Zu/PykaQB3IfzHTuQtG31ThHxoqTJpBnwvwPbAldUbTMRmJhrvY8CLgCWkWqWa1lE1QWL2WZAX95CMVZbiHhF0jLS+fyixvaNDqAh1a8Ha55XrfPsjadZszYfYJO8zsys1zwTbmbWByQNB75Lqh/+fW5+I/C/ygA8O7bOIS4j1YGPJ5V0PFJro4h4JiJ+QrrQ8W3dhDQLOFjSeoUY9wRGAH/q6Xza7Fbg7RFxb42ffzR6kFyeMpd0wWfRUW2KswsYIWmXSoOkkcDObTq+mQ1ingk3M2vd0MrTGUkXIr6D9LCedYCxhXuEzwBOk3QhcBPwbupcQBgRsyTNJdVrn1RcJ+ksUgnJ7cBSYHfSjG29WXCA83NM0yV9F1gXmECqb76+mZNtg2+SLgKdRpoRf5ZU530wcHFE3NXEsc4FrpH0I9KdTA4k/QWiHaYCfwWmSPo6qYZ/PGkWvKP3Ojez1x7PhJuZtW59UsnJXcAvSU+RvArYufi0zIj4DfA14GhSbfi+pLt91HMD6d7ak6vau0iz3pcA00mD6/HAD+sdKD9k573Af4FJwI9Js+cHRcSKevv1hYiYS6qFf4U04/9b4EzgBeCJJo81iXTnl2NI+dqBqi8tLcS5inQryQXAlaQvMheQnry5rP6eZmY90+p/FTUzs/5C0j3AvIj4RNmxWCJpI9IdWiZU3SLSzKwpLkcxM+tnlB4Fvz/pFnknlxzOoCbpFNJfD+aTLmL9Sl41sbSgzOw1wYNwM7P+p4t0+7wzIqKr7GAGuRWkgfc2pPKZWcABEfFUqVGZ2YDnchQzMzMzsw7zhZlmZmZmZh3mQbiZmZmZWYd5EG5mZmZm1mEehJuZmZmZdZgH4WZmZmZmHfZ/Paz/2/RXtvEAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -429,7 +428,7 @@ "source": [ "Top10 = Language_Count.index[:10]\n", "\n", - "fig, axs = plt.subplots(10, 1, sharex=True, sharey=True, tight_layout=True, figsize=(10,20))\n", + "fig, axs = plt.subplots(10, 1, sharex=True, sharey=True, tight_layout=True, figsize=(10,10))\n", "\n", "color_range = [plt.cm.Blues, plt.cm.Purples, plt.cm.Wistia, plt.cm.Reds, plt.cm.GnBu_r, plt.cm.Oranges , plt.cm.Greys, plt.cm.Greens , plt.cm.pink, plt.cm.OrRd_r]\n", "colors = [color(0.6) for color in color_range]\n", @@ -442,14 +441,14 @@ " \n", "\n", " \n", - "_=plt.suptitle('Difference in Days of Trending for Languages', fontsize=20, weight='bold', y=1.01) \n", + "_=plt.suptitle('Difference in Days of Trending for Languages', fontsize=20, weight='bold', y=1.05) \n", "#xlabel, ylabel\n", "_=plt.xlabel('Days of Trending',fontsize = 15)\n", "_=fig.text(-0.02, 0.5, 'Number of Videos', va='center', rotation='vertical', fontsize = 15)\n", "\n", "\n", "_ = plt.tight_layout()\n", - "_= plt.savefig('../Image/Popularity_for_Languages.png', bbox_inches = \"tight\" )\n", + "#_= plt.savefig('../Image/Popularity_for_Languages.png', bbox_inches = \"tight\" )\n", "plt.show()" ] }, @@ -464,7 +463,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 150, "metadata": {}, "outputs": [], "source": [ @@ -473,7 +472,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 151, "metadata": {}, "outputs": [], "source": [ @@ -482,7 +481,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 152, "metadata": {}, "outputs": [ { @@ -568,7 +567,7 @@ "United States [-0CMnp02rNY, -0NYY8cqdiQ, -1Hm41N0dUs, -1yT-K..." ] }, - "execution_count": 17, + "execution_count": 152, "metadata": {}, "output_type": "execute_result" } @@ -580,7 +579,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 153, "metadata": {}, "outputs": [], "source": [ @@ -610,7 +609,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 157, "metadata": {}, "outputs": [ { @@ -819,13 +818,13 @@ "United States 1.000000 " ] }, - "execution_count": 19, + "execution_count": 157, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -841,18 +840,18 @@ "Similarity\n", "\n", "_=plt.figure(figsize=(10,10))\n", - "_=plt.matshow(Similarity, fignum=1)\n", + "_=plt.matshow(Similarity, fignum=1, cmap=\"YlGn\")\n", "_=plt.xticks(range(len(Similarity.columns)), Similarity.columns, rotation=45)\n", "_=plt.yticks(range(len(Similarity.columns)), Similarity.columns, rotation=45)\n", "_=plt.colorbar()\n", - "_=plt.suptitle('Similarity of Interest between people across countries', fontsize=20, weight='bold', y=1.01) \n", + "_=plt.suptitle('Similarity of countries\\n based on exact match of trending videos', fontsize=20, weight='bold', x=0.45,y=0.98) \n", "_= plt.savefig('../Image/Correlation_on_video_watch.png')\n", "_=plt.show()" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 161, "metadata": {}, "outputs": [ { @@ -1061,13 +1060,13 @@ "United States 1.000000 " ] }, - "execution_count": 20, + "execution_count": 161, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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" ] @@ -1083,18 +1082,18 @@ "Similarity2\n", "\n", "_=plt.figure(figsize=(10,10))\n", - "_=plt.matshow(Similarity2, fignum=1)\n", + "_=plt.matshow(Similarity2, fignum=1, cmap='cividis')\n", "_=plt.xticks(range(len(Similarity2.columns)), Similarity.columns, rotation=45)\n", "_=plt.yticks(range(len(Similarity2.columns)), Similarity.columns, rotation=45)\n", "_=plt.colorbar()\n", - "_=plt.suptitle('Similarity of Interest between people across countries', fontsize=20, weight='bold') \n", + "_=plt.suptitle('Similarity of countries\\n based on exact match of trending videos', fontsize=20, weight='bold', x=0.45,y=0.98) \n", "#_= plt.savefig('../Image/Correlation_on_video_watch.png')\n", "_=plt.show()" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 162, "metadata": {}, "outputs": [ { @@ -1107,7 +1106,7 @@ " 'US': ['CA', 'GB']}" ] }, - "execution_count": 21, + "execution_count": 162, "metadata": {}, "output_type": "execute_result" } @@ -1124,7 +1123,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 163, "metadata": {}, "outputs": [], "source": [ @@ -1133,7 +1132,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 164, "metadata": {}, "outputs": [], "source": [ @@ -1142,7 +1141,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 165, "metadata": {}, "outputs": [], "source": [ @@ -1152,7 +1151,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 166, "metadata": {}, "outputs": [], "source": [ @@ -1161,7 +1160,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 167, "metadata": {}, "outputs": [], "source": [ @@ -1173,93 +1172,11 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 169, "metadata": { "scrolled": true }, "outputs": [ - { - "data": { - "text/html": [ - " \n", - " " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, { "data": { "application/vnd.plotly.v1+json": { @@ -2231,20 +2148,20 @@ "
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