d<- read.csv("regression.csv")
summary(d)
## independent dependent
## Min. : 1.00 Min. :17.61
## 1st Qu.: 5.75 1st Qu.:32.45
## Median :10.50 Median :41.41
## Mean :10.50 Mean :42.33
## 3rd Qu.:15.25 3rd Qu.:52.91
## Max. :20.00 Max. :64.16
boxplot(d$independent)
![](data:image/png;base64,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)
boxplot(d$dependent)
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAMAAADDuCPrAAACx1BMVEUAAAABAQECAgIDAwMEBAQFBQUGBgYHBwcICAgJCQkKCgoLCwsMDAwNDQ0ODg4PDw8QEBARERESEhITExMUFBQVFRUWFhYXFxcYGBgZGRkaGhobGxscHBwdHR0eHh4fHx8gICAiIiIjIyMkJCQlJSUmJiYnJycoKCgpKSkqKiorKyssLCwtLS0uLi4vLy8wMDAxMTEyMjIzMzM0NDQ1NTU2NjY3Nzc4ODg5OTk6Ojo7Ozs8PDw9PT0/Pz9AQEBBQUFCQkJDQ0NERERFRUVHR0dISEhJSUlKSkpLS0tMTExNTU1OTk5PT09QUFBSUlJTU1NUVFRVVVVWVlZXV1dYWFhZWVlaWlpbW1tcXFxdXV1eXl5fX19gYGBhYWFiYmJjY2NkZGRlZWVmZmZnZ2doaGhpaWlqampra2ttbW1ubm5vb29wcHBxcXFycnJzc3N0dHR1dXV2dnZ3d3d4eHh5eXl6enp7e3t8fHx9fX1+fn5/f3+AgICBgYGCgoKDg4OEhISFhYWGhoaHh4eIiIiJiYmKioqLi4uMjIyNjY2Ojo6Pj4+QkJCRkZGTk5OVlZWXl5eYmJiZmZmampqbm5ucnJydnZ2enp6fn5+goKCioqKjo6OkpKSlpaWnp6eoqKipqamqqqqsrKyvr6+wsLCxsbGysrK0tLS1tbW2tra3t7e4uLi5ubm6urq7u7u8vLy9vb2+vr7AwMDBwcHCwsLDw8PExMTFxcXHx8fIyMjJycnLy8vMzMzNzc3Ozs7Pz8/Q0NDR0dHS0tLT09PW1tbX19fY2NjZ2dna2trb29vc3Nzd3d3e3t7f39/g4ODh4eHi4uLj4+Pk5OTl5eXm5ubn5+fo6Ojp6enq6urr6+vs7Ozt7e3u7u7v7+/w8PDx8fHy8vLz8/P09PT19fX29vb39/f4+Pj5+fn6+vr7+/v8/Pz9/f3+/v7///+XRfzcAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nO3d/5/dVX3g8RMdDUVAAgaXwhYC27qLbVmow5oqrU0FLZvdruviWkupAWp3iWsRwwZDuxCUttLstuk3hVirti6oW9u6Ii5f0ihQ+dLa7qa4rFhqRcBk7h+xM5OEMPnkUc7nzTncc8bn84fce89jPmc+jzzu4/WYuXM/75smAISkaZ8AQK8EFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABgpoO6FeuuhKglF/6ZuFGNR3QdyeAcn6/cKOaDug700+8D6CMf55uLtyoxgP6gWmfArBsvFVAAWIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhA6ctTjz4v/s/z8232Tvu/k+dGQOnLGdP+FMai3jbt/06eGwGlLz+56vmwMh35fHybE35x2v+dPDcCCkOXpO3TPgV6IKAwJKBkEVAYElCyCCgMCShZBBSGBJQsAgpDAkoWAYWhS9JvTvsU6IGAwtDH/tmXpn0K9EBAAYIEFCBIQAGCBBQgSEABggQUDuOb0z4BuiCgMLRt5rPTPgV6IKAw5EoksggoDAkoWQQUhgSULAIKQwJKFgGFIQEli4DCkICSRUBhSEDJIqAwZB4oWQQUhswDJYuAAgQJKECQgAIECShAkIACBAkoHIZ5oOQQUBgyD5QsAgpDrkQiS4cBnXvk/p133Ld7LnKsgJJFQMnSW0B3XbP22LToqNnNu0YfLqBkEVCy9BXQL1+Qllj/0MgNBJQsAkqWrgJ626qFah6zZvb882ZPW/xBdPWd43YQULIIKFl6CujXTkxpzea7D7z4ee/1Z6Z0ymOjthBQsggoWXoK6LUpXfj4Mxf2bk7phlFbCChZBJQsPQX0rHTyE0tX5s5Ns6O2EFCymAdKlp4CuipddujStnT8qC0ElCzmgZKlp4CuTFccuvShdMSoLQQUKKengJ6a1h26dHlaM2oLAQXK6SmgF6X0qaUr9xydLh61hYAC5fQU0NtXpJVbdx98/Oj249KKL4zaQkCBcnoK6OTKhffOr91040233Lpj29XrZuYfbRq3g4AC5XQV0LmtM0sv5Zy5buRIEQElj3mg5OgqoJPJg5eecDCfqzc8MPZ4ASWLeaBk6Sygk8menTu2bNzw9o1bbr5rz/ijBZQsrkQiS3cBHeGG41cd6kXpLdM+K3ogoGRZzgG9LB3Gq6d9VvRAQMnSa0C/8ekPfuSuvf/w18w9OvCDaf3zcnp0TkDJ0llAP3/5exduHrn0xQs/TZ7068+S0IGzBJQcAkqWrgL61DtT+tn52wdPfXok/RPPetASAkoWASVLVwF963wyL5nv6A+kNPP6d17+2vmHl47bQUDJIqBk6Smgn03puI88OZl8MKUzvriw8MffndLOUVsIKFnMAyVLTwF9U3rBYi5fn2a+uG/lMyn93KgtBJQs5oGSpaeA/tP0xsXb1QfH2q1Nrxi1hYAC5fQU0JXpFxZvZ9J/PLD08+moUVsIKFBOTwE9cf+fjF6+8JekfX4uvWTUFgIKlNNTQH80nbJ4+fv5ae2BpXPS6aO2EFCgnJ4C+hspXbUwvu6jKX1+38qt+94Xmk9AgXJ6Cug3vy+lN98xN5l7Qzp98c/wn3l5Sp8btYWAksc8UHL0FNDJzuNTSj/wzl/+rZPTyjddu+nH5x9tGLeDgJLFPFCydBXQyf3nHDJbacO3x20goGRxJRJZ+groZO5jb3jxwQ/0OG/0TwkCShYBJUtnAZ33d5/7jav+w8WX/cIHPv318QcLKFkElCz9BfQ5EVCyCChZBBSGBJQsAgpDAkoWAYUhASWLgMKQeaBkEVAYMg+ULAIKECSgAEECChAkoABBAgoQJKBwGOaBkkNAYcg8ULIIKAy5EoksAgpDAkoWAYUhASWLgMKQgJJFQGFIQMkioDAkoGQRUBgSULIIKAyZB0oWAYUh80DJIqAAQQIKECSgAEECChAkoABBAgqHYR4oOQQUhswDJYuAwpArkcgioDAkoGQRUBgSULIIKAwJKFkEFIYElCwCCkMCShYBhSEBJYuAwpB5oGQRUBgyD5QsAgoQJKAAQQIKECSgAEECChAkoHAY5oGSQ0BhyDxQsggoDLkSiSwCCkMCShYBhSEBJYuAwpCAkkVAYUhAySKgMCSgZBFQGBJQsggoDJkHShYBhSHzQMkioABBAgoQJKAAQQIKECSgAEECCodhHig5BBSGzAMli4DCkCuRyCKgMCSgZBFQSvlff7R8vDFtnPYpFHT/tJ8ay5eAUsgfJho185fTfnIsWwJKIdvTSeuWjR9a/Zppn0I5x6Q7p/3kWLYElEK2p0umfQoc1tkCWo2AUoiAtkpA6xFQChHQVgloPQJKIQLaKgGtR0ApREBbJaD1CCiFCGirBLQeAaUQAW2VgNYjoBQioK0S0HoElEIEtFUCWo+AUoiAtkpA6xFQChHQVgloPQJKIQLaKgGtR0ApREBbJaD1CCiFCGirBLQeAaUQAW2VgNYjoBQioK0S0HoElEIEtFUCWo+AUoiAtkpA6xFQChHQVgloPQJKIQLaKgGtR0ApREBbJaD1dBjQuUfu33nHfbvnIscKaD0C2ioBrae3gO66Zu2x+z7r+qjZzbtGHy6g9QhoqwS0nr4C+uUL0hLrHxq5gYDWI6CtEtB6ugrobasWqnnMmtnzz5s9bfEH0dUjnxkCWo+AtkpA6+kpoF87MaU1m+8+8OLnvdefmdIpj43aQkDrEdBWCWg9PQX02pQufPyZC3s3p3TDqC0EtB4BbZWA1tNTQM9KJz+xdGXu3DQ7cov15c6HJQS0VQJaT08BXZUuO3RpWzp+1BYCWo+AtkpA6+kpoCvTFYcufSgdMWoLAa1HQFsloPX0FNBT07pDly5Pa0ZtIaD1CGirBLSengJ6UUqfWrpyz9Hp4lFbCGg9AtoqAa2np4DeviKt3Lr74ONHtx+XVnxh1BYCWo+AtkpA6+kpoJMrF947v3bTjTfdcuuObVevm5l/tGncDgJaj4C2SkDr6Sqgc1tnll7KOXPdyJEiAlqPgLZKQOvpKqCTyYOXnnAwn6s3PDD2eAGtR0BbJaD1dBbQyWTPzh1bNm54+8YtN9+151m+9Ft3DrxCQKsR0FYJaD3dBXSEC9NhvGraZ7VsCWirBLSe5RzQD549cGT6sWmf1bIloK0S0Ho6DeieOz7yu//94fHHeQ20HgFtlYDW01NAb7/9i/vuPPm+1Yu/jr/2T8duIaD1CGirBLSengKa0tmLt4+95ulXNN/rbUzNENBWCWg9HQZ07l/Nl/N7L/zPF/3g/O22cVsIaD0C2ioBrafDgP5xSi/59b3zd+Y+clw6YvezHLSUgNYjoK0S0Ho6DOhbU9q+f+X35n+JH7WFgNYjoK0S0Ho6DOip6Z/s3b8y98p0zqgtBLQeAW2VgNbTYUBXpn/39NJbTaRvhoC2SkDr6TCgq9OVTy9tSitHbSGg9QhoqwS0ng4D+sPpZ59e+ql0+qgtBLQeAW2VgNbTYUCvTyc9uX/lWycNP+XjHySg9QhoqwS0nr4C+pJ/c/WH737kxLR538LcFSm9f9QWAlqPgLZKQOvpK6D7vDjtO+mdb0rpZd8YtYWA1iOgrRLQenoK6MY3nP7C/Q1d+DPSA/O3Kz48bgsBrUdAWyWg9fQU0HlP3veJX730R09aDOj9Kb38D0YeL6D1CGirBLSezgK639//3/l//uJNf/jks37lIQS0HgFtlYDW02dAwwS0HgFtlYDWI6AUIqCtEtB6BJRCBLRVAlqPgFKIgLZKQOsRUAoR0FYJaD0CSiEC2ioBrUdAKURAWyWg9QgohQhoqwS0HgGlEAFtlYDWI6AUIqCtEtB6BJRCBLRVAlqPgFKIgLZKQOsRUAoR0FYJaD0CSiEC2ioBrUdAKURAWyWg9QgohQhoqwS0HgGlEAFtlYDWI6AUIqCtEtB6BJRCBLRVAlqPgFKIgLZKQOsRUAoR0FYJaD0CSiEC2ioBrUdAKURAWyWg9QgohQhoqwS0HgGlEAFtlYDWI6AUIqCtEtB6BJRCBLRVAlqPgFKIgLZKQOsRUAoR0FYJaD0CSiEC2ioBrUdAKURAWyWg9QgohQhoqwS0HgGlEAFtlYDWI6AUIqCtEtB6BJRCBLRVAlqPgFKIgLZKQOsRUAoR0FYJaD0CSiEC2ioBrUdAKURAWyWg9QgohQhoqwS0HgGlEAFtlYDWI6AUIqCtEtB6BJRCBLRVAlqPgFKIgLZKQOsRUAoR0FYJaD0CSiEC2ioBrUdAKURAWyWg9QgohQhoqwS0HgGlEAFtlYDWI6AUIqCtEtB6BJRCBLRVAlqPgFKIgLZKQOsRUAoR0FYJaD0CSiEC2ioBrUdAKURAWyWg9QgohQhoqwS0HgGlEAFtlYDWI6AUIqCtEtB6BJRCBLRVAlqPgFKIgLZKQOsRUAoR0FYJaD0CSiEC2ioBrUdAKURAWyWg9QgohQhoqwS0HgGlEAFtlYDWI6AUIqCtEtB6BJRCBLRVAlqPgFKIgLZKQOsRUAoR0FYJaD0CSiEC2ioBrUdAKURAWyWg9QgohQhoqwS0HgGlEAFtlYDWI6AUIqCtEtB6BJRCBLRVAlqPgFKIgLZKQOsRUAoR0FYJaD0CSiEC2ioBrUdAKURAWyWg9QgohQhoqwS0HgGlEAFtlYDWI6AUIqCtEtB6BJRCBLRVAlqPgFLI9nTmlbToHwloNQJKIdsTrRLQWgSUQgS0XQJaS4cBnXvk/p133Ld7LnKsgNYjoO0S0Fp6C+iua9Yeu+85cdTs5l2jDxfQegS0XQJaS18B/fIFS58X6x8auYGA1iOg7RLQWroK6G2rFp4Mx6yZPf+82dMWfxBdPfKZIaD1bE+z76NFJwloNT0F9GsnprRm890HXvy89/ozUzrlsVFbCGg93gfaKu8DraengF6b0oWPP3Nh7+aUbhi1hYDWI6CtEtB6egroWenkJ5auzJ2bZkdusb7c+bCEgLZKQOvpKaCr0mWHLm1Lx4/aQkDrEdBWCWg9PQV0Zbri0KUPpSNGbSGg9QhoqwS0np4Cempad+jS5WnNqC0EtB4BbZWA1tNTQC9K6VNLV+45Ol08agsBrUdAWyWg9fQU0NtXpJVbdx98/Oj249KKL4zaQkDrEdBWCWg9PQV0cuXCe+fXbrrxpltu3bHt6nUz8482jdtBQOsR0FYJaD1dBXRu68zSK9Rmrhs5UkRA6xHQVgloPV0FdDJ58NITDuZz9YYHxh4voPUIaKsEtJ7OAjqZ7Nm5Y8vGDW/fuOXmu/aMP1pA6xHQVgloPd0FdIRdVw0+3ODl6Y3TPqtlS0BbJaD1LOeA/sThBnudOe2zWrYEtFUCWk+/Af3pn/7os3zFlw432MtPoLUIaKsEtJ5+A5rSleMP8hpoPQLaKgGtR0ApREBbJaD19BTQP1oipTcv3o7aQkDrEdBWCWg9PQX08B/3MmoLAa1HQFsloPX0FNAZAW2ZgLZKQOvpKaC3/+OUjr38Xful9KrF21FbCGg9AtoqAa2np4BO/t8bUvqRA+OY/BGpMQLaKgGtp6uATvZe/4J0wv4/GwloYwS0VQJaT18BnUw+e2JasWXxIngBbYyAtkpA6+ktoJOHfyyl1/3NRECbI6CtEtB6ugvoZM97V6SX/4mANkdAWyWg9fQX0Mnk0y9LL/ilPQLaGAFtlYDW02NAJ//7NSn9uIA2RkBbJaD1dBnQyVPvXngLvYA2RUBbJaD19BnQyeQTqwS0MQLaKgGtp9eATh7767/+2/FHCWg9AtoqAa2n24DGCGg9AtoqAa1HQClEQFsloPUIKIUIaKsEtB4BpRABbZWA1iOgFCKgrRLQegSUQgS0VQJaj4BSiIC2SkDrEVAKEdBWCWg9AkohAtoqAa1HQClEQFsloPUIKIUIaKsEtB4BpRABbZWA1iOgFCKgrRLQegSUQgS0VQJaj4BSiIC2SkDrEVAKEdBWCWg9AkohAtoqAa1HQClEQFsloPUIKIUIaKsEtB4BpRABbZWA1iOgFCKgrRLQegSUQgS0VQJaj4BSiIC2SkDrEVAKEdBWCWg9AkohAtoqAa1HQClEQFsloPUIKIUIaKsEtB4BpRABbZWA1iOgFCKgrRLQegSUQgS0VQJaj4BSiIC2SkDrEVAKEdBWCWg9AkohAtoqAa1HQClEQFsloPUIKIUIaKsEtB4BpRABbZWA1iOgFCKgrRLQegSUQgS0VQJaj4BSiIC2SkDrEVAKEdBWCWg9AkohAtoqAa1HQClEQFsloPUIKIUIaKsEtB4BpRABbZWA1iOgFCKgrRLQegSUQgS0VQJaj4BSiIC2SkDrEVAKEdBWCWg9AkohAtoqAa1HQClEQFsloPUIKIUIaKsEtB4BpRABbZWA1iOgFCKgrRLQegSUQgS0VQJaj4BSiIC2SkDrEVAKEdBWCWg9AkohAtoqAa1HQClEQFsloPUIKIUIaKsEtB4BpRABbZWA1iOgFCKgrRLQegSUQgS0VQJaj4BSiIC2SkDrEVAKEdBWCWg9AkohAtoqAa1HQClEQFsloPUIKIUIaKsEtB4BpRABbZWA1iOgFCKgrRLQegSUQgS0VQJaj4BSiIC2SkDrEVAKEdBWCWg9AkohAtoqAa1HQClke3rZ2cvG9x79ymmfQjlHCmg1AkohtyQa9aK/mvaTY9kSUEq5987l41+nq6Z9CgV9ZdpPjeVLQGHosvTb0z4FeiCgMHTnRX8z7VOgBwIKECSgAEECChAkoABBAgoQJKAw9M3PzU37FOiBgMLQe9LHpn0K9EBAYeiStH3ap0APOgzo3CP377zjvt2hX7EElCwCSpbeArrrmrXH7huQcNTs5l2jDxdQsggoWfoK6JcvWDplZv1DIzcQULIIKFm6Cuhtqxaqecya2fPPmz1t8QfR1SMHHQooWQSULD0F9GsnprRm890HXvy89/ozUzrlsVFbCChZBJQsPQX02pQufPyZC3s3p3TDqC0ElCwCSpaeAnpWOvmJpStz56bZkVusL3c+LF/mgZKlp4CuSpcdurQtHT9qCwEli3mgZOkpoCvTFYcufSgdMWoLAQXK6Smgp6Z1hy5dntaM2kJAgXJ6CuhFKX1q6co9R6eLR20hoEA5PQX09hVp5dbdBx8/uv24tOILo7YQUKCcngI6uXLhvfNrN9140y237th29bqZ+Uebxu0goEA5XQV0buvM0ks5Z64bOVJEQMliHihZugroZPLgpScczOfqDQ+MPV5AyWIeKFk6C+hksmfnji0bN7x945ab79oz/mgBJYsrkcjSXUBH+J2zB45Mr5v2WdEDASXLcg7oW9JhvGraZ0UPBJQs3QZ07qsPPf4sX/LEnQOv8Cs8OQSULJ0F9LE//cB//bP528c3r0pp5nWfHPunUq+BkkVAydJVQOd++ciF38J/fu6pN+z/hfyyb4/bQUDJIqBk6Sqg79+fzV/9zZS+61VnL9T06nE7CChZBJQsPQX04aNSOu/9W89Jx61J7/jWZLJn20vSC8Z9KpKAksU8ULL0FNB3z//sOTeZPPHDKZ2978XPm1J6z6gtBJQs5oGSpaeArktn7F24/e2Ufm3fytwZJtIDU9NTQE/ZP5H+3vT071dvSy8btYWAAuX0FNAj0nsXbx9O6Xf3L70nvXjUFgIKlNNTQF+RLlq8/dZLX/rh/UsXptNHbSGgQDk9BXR9WvPk0pWnTkvnjdpCQIFyegrof0npXUvfOH/D/MqoLQSULOaBkqWngH716JS+f/PHDzz89pd+KqUV94zaQkDJYh4oWXoK6OQPXpRSOmP/g/9xxMJFSb84bgcBJYsrkcjSVUAnn589GNCPz+fzu37FR3pQg4CSpa+ATuZ2f/rA+X7i+3/mvz089ngBJYuAkqWzgD5XAkoWASWLgMKQgJJFQGFIQMkioDAkoGQRUBgyD5QsAgpD5oGSRUABggQUIEhAAYIEFCBIQAGCBBSGzAMli4DCkHmgZBFQGHIlElkEFIYElCwCCkMCShYBhSEBJYuAwpCAkkVAYUhAySKgMCSgZBFQGDIPlCwCCkPmgZJFQAGCBBQgSEABggQUIEhAAYIEFIbMAyWLgMKQeaBkEVAYciUSWQQUhgSULAIKQwJKFgGFIQEli4DCkICSRUBhSEDJIqAwJKBkEVAYMg+ULAIKQ+aBkkVAAYIEFCBIQAGCBBQgSEABggQUhswDJYuAwpB5oGQRUBhyJRJZBBSGBJQsAgpDAkoWAYUhASWLgMKQgJJFQGFIQMkioDAkoGQRUBgyD5QsAgpD5oGSRUABggQUIEhAAYIEFCBIQAGCBBSGzAMli4DCkHmgZBFQGHIlElkEFIYElCwCCkMCShYBhSEBJYuAwpCAkkVAYUhAySKgMCSgZBFQGDIPlCwCCkPmgZJFQAGCBBQgSEABggQUIEhAAYIEFIbMAyWLgMKQeaBkEVAYciUSWQQUhgSULAIKQwJKFgGFIQEli4DCkICSRUBhSEDJIqAwJKBkEVAYMg+ULAIKQ+aBkkVAAYI6DOjcI/fvvOO+3aFrlQUUKKe3gO66Zu2xadFRs5t3jT5cQIFy+groly9IS6x/aOQGAgqU01VAb1u1UM1j1syef97saYs/iK6+c9wOAgqU01NAv3ZiSms2333gxc97rz8zpVMeG7WFgJLFPFCy9BTQa1O68PFnLuzdnNINo7YQULKYB0qWngJ6Vjr5iaUrc+em2ZFbrC93PixfrkQiS08BXZUuO3RpWzp+1BYCShYBJUtPAV2Zrjh06UPpiFFbCChZBJQsPQX01LTu0KXL05pRWwgoWQSULD0F9KKUPrV05Z6j08WjthBQsggoWXoK6O0r0sqtuw8+fnT7cWnFF0ZtIaBkEVCy9BTQyZUL751fu+nGm265dce2q9fNzD/aNG4HASWLgJKlq4DObZ1ZeinnzHUj3+4soGQxD5QsXQV0Mnnw0hMO5nP1hgfGHi+gZDEPlCydBXQy2bNzx5aNG96+ccvNd+15li+d+8qDhzpDQIFiugvoCJekw3j1tM8KWDaWc0B/Zc3AS9K/n/ZZActGbwH95v/8+J89Y6DIn+/cOerwd6YPFD4h4DtXXwH928uPnP8t/KXX/v2BhXPSuG8noEA5XQX04VfufyHzX3x9/4qAUoV5oGTpKaBz61J64Wvf8S9flNI5T+1bElCqMA+ULD0F9JMpfc/ClZtf+aGU3rdvSUCpwpVIZOkpoG9J6bbFO4+dno74i8V7AkoVAkqWngJ6SvqR/fduS+lnFu8IKFUIKFl6CujKtPHA3TenF9y3cCugVCGgZOkpoC9L7zpw98EXpX+7cCugVCGgZOkpoK9O5z99/z+l9JmJgFKJgJKlp4C+Lb3wjgP3/+570mmPCiiVCChZegro76d06icPPLglpXO/LqDUYR4oWXoK6LdflVI68+KP73u0IaWT3/99AkoN5oGSpaeATv7qjIXrOH9y34O9l+67rHPUDgIKlNNVQCffuPakpwM6mbvxuwUUmKK+Ajpfzfs+8SdPP3jq997x+tNHHS6gQDm9BfQ5ElCgHAEFCBJQGDIPlCwCCkPmgZJFQGHIlUhkEVAYElCyCCgMCShZBBSGBJQsAgpDAkoWAYUhASWLgNKXP//o82FduuT5+DYf/+q0/zt5bgSUvqxOy8l50/7v5LkRUPpyw5ueD+tOveB5+T7ert85AQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAoO+4gB6/BqCMo76zArpt2h9jCywnKz5XuFFNB3Tylw8ClLK7dKLaDihAwwQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBId1Es4AAAGKSURBVBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIOj/AyOF20Da4xgZAAAAAElFTkSuQmCC)
plot(d)
![](data:image/png;base64,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)
mod<-lm(dependent~independent, data=d)
summary(mod)
##
## Call:
## lm(formula = dependent ~ independent, data = d)
##
## Residuals:
## Min 1Q Median 3Q Max
## -17.365 -3.618 1.312 3.383 10.815
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 19.7474 3.0211 6.537 3.83e-06 ***
## independent 2.1511 0.2522 8.530 9.72e-08 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 6.503 on 18 degrees of freedom
## Multiple R-squared: 0.8017, Adjusted R-squared: 0.7906
## F-statistic: 72.75 on 1 and 18 DF, p-value: 9.723e-08
g1<-ggplot(d,aes(x=independent,y=dependent)) + geom_point() + geom_smooth(method="lm")
g1
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAIAAAB7BESOAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzde3hU9Z348e+ZS5LJZSaTzEy4SMpVkCDXJNwVBUW8IaIgum1/vbjdp5V2223r466/+mx3t9vW1m11t6tr+3Td/lSgRUVRClg3SriYoIAlgCSAcs9MbjNJ5j7n/P6YbZYmOUMukzNzZt6vP/bByTfsJz1kMu+cM+crKYoiAAAAAABAejOkegAAAAAAAHB1BDwAAAAAADpAwAMAAAAAoAMEPAAAAAAAOkDAAwAAAACgAwQ8AAAAAAA6QMADAAAAAKADBDwAAAAAADpAwAMAAAAAoAMEPAAAAAAAOkDAAwAAAACgAwQ8AAAAAAA6QMADAAAAAKADplQPkHa2b98eDodTPQUGSpblWCxmNptTPQgGR1GUaDQqhJAkyWTiiUhn4ofPZDJJkpTqWTA40WhUURQhBE+behSJRIxGo8HA2RedicVisiwLIXja1KNoNCpJktFoTPUgGJx4Iwgh9PK0OXfu3PHjxw9kJa+be3vqqad8Pl+qpwAAAAAAZIXHH3+cgB+6r3zlKw8//HCqp8CA+P3+QCBQWlqa6kEwOIqitLa2CiFMJlNxcXGqx8HgRCIRr9dbXFzM1RO609HREb/4xeFwpHoWDFpLS0tBQYHFYkn1IBic7u7uQCAghLDZbFz8ojter1eSJKvVmupBMDjhcDh+UjY/Pz8/Pz/V46gKh8OLFi0a1Kfo4HICAAAAAABAwAMAAAAAoAMEPAAAAAAAOkDAAwAAAACgAwQ8AAAAAAA6QMADAAAAAKADBDwAAAAAADpAwAMAAAAAoAMEPAAAAAAAOmBK9QBX8dBDD3V2diZY8NRTT02ePDn+5+bm5k2bNh06dMjn89nt9srKyg0bNhQXF2syKQAAAAAAI0j3Z+BNpv/5HcTp06e//vWv/+EPf2hraysoKPB4PDt27Pj617/e3Nyc2gkBAAAAABi+dD8D/6tf/arfxw8dOvTP//zPN95442c+8xkhhKIozzzzTCAQqKys3Lhxo91ud7vdP/zhD5uamp5//vnHH39c26kBAAAAAEiydD8Dn9efUCj07LPPjh079qtf/aokSUKIxsbGU6dOlZSUPProo3a7XQjhcrmeeOKJnJyc+vr6lpaWVH8dAAAAAAAMS7oHfF+Kovz85z/v7u5+9NFHLRZL/MHdu3cLIRYvXpybm9uz0mazzZ07V1GUmpqalIwKAAAAAECy6C/g//CHPxw8ePC+++4bP358z4MXLlwQQsycObPX4lmzZgkhzp8/r+GAAAAAAAAkX7q/B76XYDD4m9/8pqSk5J577rny8ba2NiGEzWbrtT7+SPyjvTQ1NT311FN9H1cUJRgMer3epA2NkRSLxRRF4XjpVywW4/DpjqIoQoiurq74m5igI7FYLP4Hvu90KhgMhsPhVE+BwZFlOf6H7u5unjZ1JxqNCp4zdSj+WkUIEQqFIpFIaodJYAhP6ToL+K1bt7a3t//1X/91Xl7elY/HE72oqKjXeqvVKlQCvrOzs66uru/jhYWFsiyn82FGXxwv/VIUhcOnU/HXNNApvu90KhaL9fwWBrrD06Z+8ZypX2n+tDmEpwU9XULf2tr66quvjhs37qabbup3Qd9fasZ/9cLTJQAAAABA7/R0Bn7Hjh3hcHjVqlV9Q72kpOTixYudnZ29Hu/q6hJClJaW9v3bZs6c+c477/R9/J577rFYLP1+CtJQIBAIBAIlJSWpHgSDoyhK/NIYk8nU980vSHORSMTn89lsNpNJTz9EIITwer3xX2rzY06PWltbCwoKel2EiPTn9/sDgYAQwmq1ms3mVI+DwfH5fJIk9b3OF2kuHA7H2zA/P7/nxudpKJMvoY9EIjt37jSbzcuWLev70XjA+3y+Xo/HH+n3ZYrRaIxfYN+XJEm8Q0lfOF66xuHTnfgh46lS1zh2+sWx0y+eNvWLA6c7Vx6ydD58Q5hNN5fQ79271+v1Ll68uLCwsO9Hx4wZI4RoaGjo9Xj8kdGjR2swIQAAAAAAI0c3AR/f6X3p0qX9fnTFihVCiH379l15i4JQKHTw4EFJkpYvX67NkAAAAAAAjBB9BHx3d3dDQ4MkSdOnT+93wdSpUydOnHj58uVnn302vldHJBL58Y9/7Pf7q6urXS6XtvMCAAAAAJBk+ngP/OHDh2VZnjhxYkFBQb8LJEnauHHjY489tnPnztra2nHjxp05cyYUCtnt9ocffljjaQEAAAAASDp9nIE/ePCgEGLGjBkJ1kyaNOnpp5++6aabcnJyGhsbi4qKbr/99qeffprT7wAAAACADKCPM/Df+MY3vvGNb1x12ahRo775zW9qMA8AAAAAABrTxxl4AAAAAACyHAEPAAAAAIAOEPAAAAAAAOgAAQ8AAAAAgA4Q8AAAAAAA6AABDwAAAACADhDwAAAAAADoAAEPAAAAAIAOEPAAAAAAAOgAAQ8AAAAAgA4Q8AAAAAAA6AABDwAAAADIKGfOnEn1CCPClOoBAAAAAABIjuPHj0ej0VRPMVIIeAAAAACA7h0/fjzVI4w4LqEHAAAAAOhbNtS74Aw8AAAAAEC/siTd4zgDDwAAAADQpayqd8EZeAAAAACA7mRbusdxBh4AAAAAoCfZWe+CM/AAAAAAAL3I2nSP4ww8AAAAAEAHsrzeBWfgAQAAAABpjnSP4ww8AAAAACB9Ue89OAMPAAAAAEhHpHsvBDwAAAAAIL2Q7v3iEnoAAAAAQBqh3tVwBh4AAAAAkBZI98Q4Aw8AAAAASD3q/ao4Aw8AAAAASCXSfYA4Aw8AAAAASBnqfeA4Aw8AAAAASAHSfbA4Aw8AAAAA0Br1PgScgQcAAAAAaId0HzLOwAMAAAAANEK9Dwdn4AEAAAAAI450Hz7OwAMAAAAARhb1nhScgQcAAAAAjBTSPYkIeAAAAABA8pHuSccl9AAAAACAJKPeRwJn4AEAAAAASUO6jxzOwAMAAAAAkoN6H1GcgQcAAAAADBfprgHOwAMAAAAAhoV61wZn4AEAAAAAQ0S6a4kz8AAAAACAoaDeNcYZeAAAAADA4JDuKUHAAwAAAAAGinRPIS6hBwAAAAAMCPWeWpyBBwAAAABcBemeDjgDDwAAAABIhHpPE5yBBwAAAAD0j3RPK5yBBwAAAAD0g3pPN5yBBwAAAAD8GdI9PXEGHgAAAADwv6j3tMUZeAAAAACAEKR72uMMPAAAAACAetcBzsADAAAAQFYj3fWCgAcAAACALEW66wuX0AMAAABANqLedYcz8AAAAACQXUh3neIMPAAAAABkEepdvzgDDwAAAABZgXTXO87AAwAAAEDmo94zAGfg+yHLcjQaTfUUGBBZloUQHC/dURSl5w8cPt2JxWI9/xf60vOtx/edTvESRY/ir1WEELFYTJKk1A6DwYo/bWbA993HH3+c6hE01fPzLs2fNocwGwHfm6IowWCwo6Mj1YNgEDhe+hWLxTh8OtXZ2ZnqETB0fN/pVCAQCAQCqZ4CQ9TV1ZXqETBEen/OPHPmTKpHSJlgMBgMBlM9hapIJDLYTyHge5MkKS8vr7i4ONWDYECCwWAoFLLZbKkeBIOjKIrX6xVCGI3GoqKiVI+DwYlGo11dXUVFRUajMdWzYHA6Ozvjl07wY06POjo6LBZLbm5uqgfB4AQCgVAoJIQoLCw0mXjtrTNdXV2SJBUUFKR6kCGKn3jPz89P9SBai8Vi8e+7vLy8vLy8VI+jKhwOD/ZTeBLph8Fg4OlVLwwGgxCC46U7Pdc1SZLE4dOd+OEzGo0cO93puXyXY6dTvETRo/hrFcHTpj5JkqTT1yrxt7v3/PPLNj1vXUnzp82eOQcuS48oAAAAAGQkblaXwdL3txEAAAAAgIEj3TMeZ+ABAAAAQPeo92zAGXgAAAAA0DHSvZdIJNLc3BwMBqdMmZJh9/Aj4AEAAABAr6j3K12+fHnbtm1//OMfI5HInj17jEbjDTfc8MQTT9x4442pHi05uIQeAAAAAPTn+PHj1PuVjh49+k//9E8ffvhhz/7qsVjsv//7v2+++eannnoqtbMlCwEPAAAAADpDuvfS2tr63HPP9buzuizL3/72t3ft2qX9VElHwAMAAACAbnDivV87d+7st97jFEV54okntJxnhPAeeAAAAADQAbo9gY8++ijxgvfff9/tdrtcLm3mGSGcgQcAAACAdJfCeg+FQs3Nza2trbIsp2qGxGKxWEdHR+I1iqJ88sknmowzgjgDDwAAAADpK4XpfvLkybfeeuvjjz+Op3t+fv68efPuuOMOu92eqpH6JUnSQJYZDLo/gU3AAwAAAECaSmG9//73v3/ttdcURel5xO/379mz58MPP3zkkUcmTpyYqsH6MhgMDofD4/EkWGM0GidNmqTZSCNE97+BAAAAAIDMk9qb1R05cuTVV1+9st57dHd3/9u//Vt3d7f2UyUwZ86cxAtuuummdLtwYAgIeAAAAABILym/X922bdsSfLSrq+vtt9/WbJiBuPXWW4uKitQ+ajabf/CDH2g5zwgh4AEAAAAgXaTDLnEtLS0XLlxIvObw4cPaDDNARUVFjzzySL8Nb7FY/uu//quqqkr7qZKOgAcAAACAtJDydI9raWlJyhqNjR8//nvf+96KFSuKi4vjj9jt9s997nMffvjhAw88kNrZkoWb2AEAAABAiqVJug/cAG/8rjGr1Xr//fevWbPG6/WWlZWNHTs2Pz8/1UMlEwEPAAAAACmThunudDqTsiaFcnNzM+CWdX1xCT0AAAAApEYa1rsQorS0dNy4cYnXzJ49W5thcCUCHgAAAAC0lg43q0tgzZo1CS6St9lsy5cv13IexBHwAAAAAKCpdE73uIqKinXr1hkM/QSj1Wp95JFHMuy95XrBe+ABAAAAQCPpn+49br755gkTJuzYsePYsWORSEQIYbVaq6qqVq1alWDHdYwoAh4AAAAAtKCjeo+bMGHCV7/61Wg02tnZaTQarVZrqifKdgQ8AAAAAIws3aX7lUwmU0be0V2PeA88AAAAAIwgXdc70gpn4AEAAABgRJDuSC4CHgAAAACSTC3dY7HYuXPnurq68vLyxo0bl5ubq/Fg0DUCHgAAAACSqd96j0Qib775Zk1NTSAQiD9iMpmqq6vXrFnDzeGSS1FSPcGIIeABAAAAIDnUTrwHAoF/+Zd/+fTTT698MBqN7tu3r6Gh4dvf/rbL5dJkwAwnK+Jgk/WV/Y5HVp5I9SwjgpvYAQAAAEASJHjH+8svv9yr3nt4vd7nnntOluURmytbNJwt+L8vTnjmzbEX2nLfOjQ61eOMCM7AAwAAAMCwJL5ZXUtLS11dXYIF58+fP3LkyJw5c5I9V7ZoumTZvNd14nx+zyN7P3ae83RM/UwKhxoRnIEHAAAAgKG76q3mGxoalKu9LbuhoSF5E2WRi225z7w59u83j7+y3oUQsiL95g/5ap+lX5yBBwAAAIChGOAuce3t7Vdd09bWNuxxsktrp3nrfufe4zZZ5Xcje47mfnwuOGeqtmONMAIeAAAAAAZnUBu8m0xXz66BrEFcd9C4/WDpzsMlkaiktibXHLt/aWj8KC3n0gL/SgAAAABgEAZV70KIUaOu3pGjR2fmTdeSKxw17Dpsf6O+1B8yqq0xGZUl09pvn/3pzOnjcs2ZdhU9AQ8AAAAAAzLYdI+bMWNGXl5eMBhUWyBJ0rx584YxV+aLydK7DbZXDzg7ulUb1iCJysm+B5a67fmBYDCq5XiaIeABAAAA4OqGVu9CiLy8vNWrV2/evFltwaJFi8rLy4c6V4ZTFFHfZP3tXufljpwEyyrKux9c2lzuDAkhopkZ70IQ8AAAAACQ2JDTvcfNN9/c2dm5Y8eOvrejnzt37oMPPjjMvz9TNZwt2LLXdbo5L8GaKaMD65a4p431azZVChHwAAAAAKBq+PUet3r16lmzZr3zzjsff/yxz+crKCiYMGHC0qVLZ86cmZS/P8Ocb8199YCjrtGaYM3YktC9C1uqp/g0myrlCHgAAAAA6MepU6ckScrLS3T6d1DGjx//xS9+MVl/W6Zq8ZnfqHfUHC1W2x9OCFFSGFk9v2VZRYfBoOFkaYCABwAAAIA/k6yz7hiUzoDxrQ9Kdx4qicRU94crzIvdUdm6cnab2aTe95mLgAcAAACA/0W9ay8YMbx9xP56nSMQVj2lnmuWb5nVfldVS36urOVsaYWABwAAAAAhSPdUiMak947Ztu53+vyqcWo0KDdWeNcs8BQXZO795QeGgAcAAAAA6l1rsiL2nbBt3e9s8ZnV1kiSmH+t776FnrLisJazpS0CHgAAAEBWI92113C24KU9rrOeRDcIrCjvXr/YPaEsqNlU6Y+ABwAAAJC9qHeNNV6ybKl1nbiQn2DNxLLguiXuinHdmk2lFwQ8AAAAgGxEumvsYlvO1v3O+iaron7/eKc1cmdVy7IZHQbV+9BnNQIeAAAAQHYh3TXW1mXa9r6z5qhNVlS73JofWzW3deWcNrMxG/eHGyACHgAAAEAWod611B0yvlFfuvtwSTiqmu75ufId81pXzmnLNWfv/nADRMADAAAAyAqku5aiMekPH9lfPeDoDhnV1piMyg3TvWsXeayWbN8fboAIeAAAAACZj3rXjKxI7zXYXj3gbOtS7U2DJBZf51270FNaFNFyNr0j4AEAAABkMtJdSw1nC158r+xcS26CNRXl3Q8udZc72R9u0Ah4AAAAABmLetdM4yXL5lrXxwn3h5s0KrB+ifu6a/yaTZVhCHgAAAAAGYh018zZlrzNtc6PPilMsGZsSWjdEs/ciZ2aTZWRCHgAAAAAGYV010xrp/n1OkdNQ7Gsfv94e2Hknvkty2Z4DRL7ww0XAQ8AAAAgc1Dv2vD5jdvqHO/80R6Nqe4PV5AXu7uq9ZZZbWYT6Z4cBDwAAACATEC6ayMUMew+Yn+j3uEPGdTW5JjkW2e331XVmp8b03K2jEfAAwAAANA96l0DMVl6t8H2yn6n159of7iF07zrF7vthWztnnwEPAAAAAAdI901oCiivsm6Za+zuSMnwbKK8u6Hbmge5whpNli2IeABAAAA6BX1roGGswWbal2fuPMSrJkyJvDAEve1Y9gfbmQR8AAAAAD0h3TXwJlmy6Za57FzBQnWjC0N3bugpXqKT7OpshkBDwAAAEBPSHcNXG7P+e0+Z32TVVG/f3xpUeTu6pZlFR0G1ZvZIckIeAAAAAC6Qb2PNJ/fuOPD0t8fKkmwP1yRJXb7vNaVc9rMRvaH0xQBDwAAAEAHSPeRFowY3j5i31bnCIZVT6nnmuVbZrXfXd1iyZG1nA1x+gj4WCy2Y8eOd9555/z587m5uRMnTly3bl1FRUWvZc3NzZs2bTp06JDP57Pb7ZWVlRs2bCguLk7JzAAAAACShXofUdGY9N4x29Z9Tl9AtRCNBuXGCu+9Cz22fPaHSxkdBHw4HP77v//7P/7xj0KIoqKiUCh06NChQ4cOfe1rX1u5cmXPstOnTz/22GOBQEAIYbPZPB7Pjh079u/f/+STT5aVlaVsegAAAADDQLqPKFkRB5usm2pdHq9ZbY0kiarJvvVLPC5bWMvZ0JcOAv7Xv/71H//4x1GjRn33u9+dNGmSoig7dux47rnn/uM//mP27NnxOFcU5ZlnngkEApWVlRs3brTb7W63+4c//GFTU9Pzzz//+OOPp/qLAAAAADBo1PuIajhb8NJ7rrMtifaHqyjv3rDU/RlnULOpkEC6B7zb7d6xY4fJZPrHf/xHl8slhJAk6Y477jh27NiePXv27du3Zs0aIURjY+OpU6dKSkoeffTR3NxcIYTL5XriiSe+9KUv1dfXt7S0OByOFH8lAAAAAAaMdB9RTZcsm/e6TpzPT7BmQlnggSWe6eO6NZsKV5XuAb93715ZlhctWhSv9x5/+Zd/uXbt2sLCwvh/7t69WwixePHieL3H2Wy2uXPnHjhwoKam5r777tNybAAAAABDQ7qPqIttuVv3O+oarQnWjLaH71vkqZrsk1TvQ4/USPeAP3nypBCiurq61+M2m81ms/X854ULF4QQM2fO7LVs1qxZBw4cOH/+fN+/ORaLdXf3/8skRVGUBNsdIv1wvHTnykPG4dOd+CHjqVLXOHb6xbHTL542BygN6z1jDlxbl3nb+453j9ll9fvHlxRGV8/33FjRYZDiP+61G2+EpPPhG8Js6R7wra2tQgiHw1FTU1NbW3vy5ElJksaPH79q1aoFCxb0LGtraxNCXJn0cfFH4h/t5aOPPnr44Yf7Pl5YWBgIBOL/f6EXHC/9ikajHD6d8nq9qR4BQ8f3nU51d3ernX5A+vP5fKkeId2dOXMm1SP0LxrV/U3X/SHTziOj3mkoi8YS7A8Xu+X65ltnXTIb5YBfy+lGkN/v9/vT94uJRCKD/RR9BPxrr71WV1cnhCgtLfX5fPG70K9YsWLjxo2SJIk/JXpRUVGvT7darUIl4AEAAACkibStd70LRw01x8p2HhntDxnV1piMysIpLXfNO19k0f2vKjJeugd8e3u7EKKuru6+++6777778vPzZVneu3fvM8888/bbb19//fU33XRTz2Kpz1s04tck9Ps7s/z8/Ouuu67v4+fOnTMYDCZTuv8vgzhZlmVZ5njpUc83JodPdxRFicViRqOx77Mu0lwsFov/ZOT7To+i0ajBYDAYVM+eIT3FX6sIIXjaVHPq1CkhRHr+244/Z+r0wMVkae/Hpds/GOP1q+4PZ5DEnAnta+dfKC0KxR/QbLyRFv++S/OnTTnBmxlUpPvP74KCAq/Xe/PNN3/uc5+LP2IwGJYuXdrW1varX/1q586d8YAvKSm5ePFiZ2dnr0/v6uoSQpSWlvb9m6dOnfqb3/ym7+M333xzXl5ecXFxkr8SjAy/3x8IBDheuqMoSvz6GpPJxOHTnUgk4vV6i4qKiEDd6ejoiP/ujO87PWppabFYLBaLJdWDYHC6u7sDgYAQorCw0GxW7aisdfz48fz8RDdCT61AICBJUl5eol3W0pCiiPom62/3Oi935CRYVlHe/eDS5nJnSAijEOl7FIYgGo0Gg0EhRF5eXjr/AwuHw4P9lHR/7VVaWur1eufPn9/r8blz5/7qV786ffq0oiiSJMUDvu87i+KP9BvwAAAAAFIlDW9WlxkazhZs2es63Zzolw5TRgfWLXFPG5u+bw6HmnQPeIfDcfr06b5v7o/FYkIIi8USv6BlzJgxR48ebWhoqKqqunJZQ0ODEGL06NFazQsAAAAgEdJ9hJxvzX31wFX2hxtbErp3YUv1FG6pqFfp+36AuCVLlggh9uzZ0+sO+/v37xdCTJo0Kf6fK1asEELs27cvHvZxoVDo4MGDkiQtX75cu4kBAAAAqKDeR0KLz/zrP4z+u/83MUG9lxRGvrD80g/+4jT1rmvpHvBLly51OBzvv//+L3/5y/gGALFYbMeOHVu2bJEkad26dfFlU6dOnThx4uXLl5999tn4nQAikciPf/xjv99fXV3tcrlS+TUAAAAAWe/48ePUe9J1Boyba13ffWHSO38sllX2FC/Mi61f4v7J/zl18/UdaXxDNwxIul9CbzQaH3nkkX/4h3944403tm/f7nQ629vbI5GI0Wj84he/OG3atPgySZI2btz42GOP7dy5s7a2dty4cWfOnAmFQna7vd/N3gEAAABohnRPumDE8PYR++t1jkA4wdbu8i2z2u+qasnPHfTdzpGe0j3ghRBz5879+c9//rvf/e7IkSNtbW1lZWUTJ068//77x48ff+WySZMmPf300y+//PLhw4cbGxvtdvvy5cs3bNhgs9lSNDgAAACQ7Uj3pIvGpPeO2bbud/r8qjVnNCg3VnjXLPAUF7C1e0bRQcALIcrLy7/1rW9dddmoUaO++c1vajAPAAAAgMRI96STFXGwybq51uX2qm5JKEmiarLv/sWeUcWD3qIM6U8fAQ8AAABAR6j3pGs4W/DSHtdZT6L94SrKu9cvdk8oC2o2FTRGwAMAAABIGtI96U5dtmzZ6zp2Lj/BmollwXVL3BXjujWbCilBwAMAAABIDuo9uS625Wzd76xvsioqd5gXQjitkTurWpbN6DBIGk6GFCHgAQAAAAwX6Z5cbZ2mbXXOmqM2WVHtcmt+bNXc1pVz2sxG9b5HZiHgAQAAAAwd6Z5c3SHj9vrSXYdLwlHVdM8zyytmta+ubsnLYX+47ELAAwAAABgi6j2JwlHDrsP27fWl3SGj2hqTUblhunftIo/Vwv5w2YiABwAAADBopHsSxfeH27TH5fGp7g9nkETlZN/6JW6XLaLlbEgrBDwAAACAwaHek6jhbMGL75Wda8lNsKaivPvBpe5yJ/vDZTsCHgAAAMBAke5J1HjRsnmv6+MLifaHmzQq8MAS97Rr/JpNhXRGwAMAAAAYEOo9WS605r5ywFHXaE2wZkxJaO3ClqrJPon94fAnBDwAAACAqyDdk6W10/x6naOmoVhWv3+8vTByz/yWZRUdBoOGk0EPCHgAAAAAqkj3ZOkKGt88WLrzcElEfX+4grzYnZWtt85uyzGxtTv6QcADAAAA6B/1nhShiGH3Efsb9Q5/SPWUeo5JvnV2+11Vrfm5MS1ng74Q8AAAAAB6I92TIiZL7zbYXtnv9PpVy8sgKctmeO+Z77EXsrU7roKABwAAAPBnqPfhUxRR32TdstfZ3JGTYNmciV0PLm0eZQ9rNhh0jYAHAAAARoTf76+pqWlqajKbzVVVVfPmzTOk/U3JSPekaDhbsKnW9Yk7L8Gaa8cE1i9xXzuG/eEwCAQ8AAAAkGTRaPRHP/rRT37yk46Ojp4Hp02b9tRTT61atSqFgyVAuifFmWbLplrnsXMFCdaMLQ3du6CleopPs6mQMQh4AAAAIJmi0ejatWtff/31Xo+fOHHijjvu+MUvfvFXf/VXKRksAep9+C615/xun7O+yaqo3z++tM64fqMAACAASURBVChydzX7w2HoCHgAAAAgmX7+85/3rfc4RVE2btx4ww03TJ8+XeOp1JDuw+fzG7fVOd4+YpcV1f3hiiyx2+e1rpzTZjayPxyGjoAHAAAAkkaW5Z/+9KcJFkSj0aeeeuqXv/ylZiMlQL0PUzBiePuIfVudIxhWPaWea5ZvmdV+d3WLJUfWcjZkJAIeAAAASJqGhoZLly4lXvP2229rM0wCpPswRWPSe8dsW/c5fQHVpDIalBsrvPcu9Njy2R8OyUHAAwAAAElz1XoXQly8eFGDSdSQ7sMkK+Jgk3VTrcvjNautkSRRNdm3fonHZWN/OCQTAQ8AAAAkTUFBotuPD3zNCKHeh6nhbMFLe8rOenITrKko796w1P0ZZ1CzqZA9CHgAAAAgaa677jqTyRSNJrpkeubMmZrN04N0H6amS5bNta4TF/ITrJlYFli/xD19HFu7Y6QQ8AAAAEDSlJSUrFq16o033kiw5i/+4i80myeOeh+Oi225W/c76hqtCdaMtofvW+SpmuyTVO9DDyQBAQ8AAAAk05NPPvnuu+/6fL5+P7pgwYIvfOELmg1Dug9He3fOmx+Mqv3YIavfP76kMLp6vmfZDK9BYn84jDgCHgAAAEimqVOnvvXWW+vWret7s7qbbrppy5YtJpMWL8JJ9+HoDhq3Hyz9/SF7NKa6P1xBbuzOqtZbZ7flmEh3aISABwAAAJJs8eLFx48f/+Uvf7l9+/ZPPvnEbDZff/31Dz300OrVqw0G1SBMIup9yMJRw67D9jfqS/0ho9oak1G5Ybp37UK3NT+m5WwAAQ8AAAAkn9Vq/da3vvWVr3wlEAgIIWw2m9msuutYEpHuQxaTpXcbbK8ecHZ0q1aSQRKVk30PLHU7rREtZwPiCHgAAAAgQ1DvQ6Moor7J+tu9zssdOQmWVZR3P7i0udwZ0mwwoBcCHgAAANA90n3IGs4WbN7rOtOcl2DNlNGB9UvcU8eyPxxSjIAHAAAAdIx0H7Lzrblb9roOnS5MsGaMPbh2UWv1lP73FAA0RsADAAAAekW9D02Lz/xGvaPmaLGsfv/4ksLI7XMv3XBdm8WSq+FoQCIEPAAAAKA/pPvQdAaMb31QuvNQSSQmqa0pzIvdUdm6cnZbNOKXJNVlgPYIeAAAAEBnqPchCEYMbx+xv17nCIRVd/LLNcu3zGq/q6olP1cWQkS50zzSDAEPAAAA6AbpPgTRmPTeMdvW/U6fXzV/jAblxgrvmgWe4oKolrMBg0LAAwAAADpAug+BrIiDTdbNtS6316y2RpJE1WTfusWesuKwlrMBQ0DAAwAAAOmOeh+ChrMFL+1xnfUk2h+uorz7gSXu8a6gZlNBA1OnTvX5MnPjAAIeAAAASF+k+xCcumzZXOs6fj4/wZoJZYH1SzwV47o1mwoj7brrrov/IRzO2IspCHgAAAAgTVHvg3WxLWfrfmd9k1VR3x/OaY3cu9CzeJqXG8xnjJ50z3gEPAAAAJB2SPfBaus0batz1hy1yYpql1vzY6vmtt42p81kVO976Ef2dHsPAh4AAABII6T7YHUHjdsPlu46XBKOqqZ7nlleMat9dXVLXo6s5WwYIVmY7nEEPAAAAJAuqPdBCUcNuw7b36gv9YeMamtMRuWG6d61izxWC/vDZYKsTfc4Ah4AAABIPdJ9UGRF7Dth27LX1d6lWjQGSVRO9j2wxO20RbScDSMhy7u9BwEPAAAApBLpPlgNZwtefK/sXEtugjUV5d0P3uAud7A/nO6R7lci4AEAAICUod4HpfGiZVOt6+TFRPvDTR4dWL/YPe0av2ZTYYSQ7n0R8AAAAEAKkO6DcqE195UDjrpGa4I1Y0pCaxe2VE32sT+crtHtCRDwAAAAgNao94Fr7TS/XueoaSiW1e8fby+M3DO/ZVlFh8Gg4WRINtL9qgh4AAAAQDuk+8B1BoxvfVC681BJJKZ6Sr0gL3ZnZevK2W1mE1u76xjpPkAEPAAAAKAF0n3gQhHD7iP21+scgbDqKfUck3zr7Pa7qlrzc2NazoYkotsHi4AHAAAARtzHH39sNKruVY4eMVl6t8H2yn6n159gfzhl2QzvPfM99kK2dtcr0n1oCHgAAABgBJ05c0YIYbFYUj1IulMUUd9k3VzrdHtz1NZIkqia7Lt/kWeUPazlbEgi0n04CHgAAABgpDQ2NqZ6BH1oOFuwqdb1iTsvwZprxwTWL2m+dkxAs6mQRHR7UhDwAAAAQPLxjvcBOnXZsrnWdfx8oq3dx7uC6xa7r/9Mt2ZTIYlI9yQi4AEAAIBkIt0H6FJ7zu/2OeubrIr6/eMd1shdVS3LZnQY2Npdh0j3pCPgAQAAgKSh3geircu07X1nzVGbrKh2eZEldvu81pVz2sxG9ofTGbp95BDwAAAAQBKQ7gPhDxm3HyzdecgejqruD2fJkW+f13rb3LY8s6zlbBg+0n2kEfAAAADAsJDuAxGNSe8ds23d5/QFVBvEaFBurPCuXeix5rM/nJ7Q7Zoh4AEAAICho96vSpZF7fHirfsdbV1mtTUGSSyc5l270OO0RrScDcNEumuMgAcAAACGgnQfiIazBS/tKTvryU2wpqK8e8NS92ecQc2mwvCR7ilBwAMAAACDRr1fVdMly+Za14kLifaHm1gWWL/EPX2cX7OpMEx0e2oR8AAAAMAgkO5Xdb41d8te16HThQnWjCkJ3b/IM29Sp8T+cDpBuqcDAh4AAAAYENL9qtq6zNved9Q0FMvq948vKYyunu9ZNsNrkNgfTh9I9/RBwPemKEo4HO7u7k71IBiQSCSiKArHS79kWebw6Y4sy0KIQCBgMKjuAIT0JP/pBTXfdzoVDoflBFWEEdbY2DiEz4rFYvE/RCKRaDST76zeHTT+/nDZ7o8c0ZjqT4eC3Nhtc5pXzGwxG+VIWMvphkiWZUmSQqFQqgdJjSlTpsT/oLufGj1PlZFIJJ2HD4cH/W1AwPcjGo0Gg9xCQx8URRFCcLz0S5ZlDp/uxL/vhvAjB+mD7zudyvgCTFtnzpwZ/l/SU/KZJxQx/OFo2a4jo4IRo9oas1G+aYZ75axLBbkxoQi9/ENW/iTVg2htwoQJIiN+WESj0XR+2oxEBr3nAgHfmyRJ+fn5paWlqR4EA+L3+wOBAMdLdxRFaW1tFUKYTKbi4uJUj4PBiUQiXq/XZrOZTPwQ0ZmOjo746xieNvWopaWloKDAYrGkepDsEr9mvqCgYMh/QygUir9Gz8vLMxpV+1anYrL0boPt1QPOjm7VnwgGSVRO9j2w1O20RoTI03K84QsEApIk5eXpbOzhyIyr5cPhsM/nE0JYLJb8/ES3UUwtzsADAAAAycE73hNQFPF+o3XrPufljhy1NZIk5k3qvH+RZ0xJll6CriOZ0e3ZgIAHAAAA/gzpnljD2YLNe11nmhOdl54yOrBuiXvaWPaHS3eku74Q8AAAAMD/IN0TG8j+cGNLQvcubKme4tNsKgwN6a5HBDwAAAAgBPWeUIvP/Ea9o+Zosax+Q7eSwsjq+S3LKjrYpSSd0e26RsADAAAg25HuCXQGjG99ULrzUEkkJqmtKcyL3VHZunJ2m9mUdTds1xHSPQMQ8AAAAMhq1LuaYMTw9hH763WOQFj1lHquWb5lVvtdVS35ubKWs2FQSPeMQcADAAAgS5HuaqIx6b1jtq37nT6/ai8YDcqNFd41CzzFBem7z3aWo9szDwEPAACArEO6q5EVcbDJurnW5faa1dZIkqia7Fu32FNWPOhdrKEN0j1TEfAAAADILtS7moazBS/tcZ31JNofrqK8+4El7vGuoGZTJaAoSlNT0yeffBIMBm0229SpU8vKylI9VIqR7pmNgAcAAEC2IN3VnLps2VzrOn4+P8GaiWXBdUvcFeO6NZsqsY8//vjFF19sbm7ueUSSpOuvv/6hhx4qLi5O4WApQbdnCQIeAAAAmY90V3OxLWfrfmd9k1VRv3+80xq5d6Fn8TSvpHofeq0dPnz4ueeek+U/u3OeoigfffTRuXPnHn30UbvdnqrZNEa6ZxUCHgAAABmOeu9XW6dpW52z5qhNVlS73JofWzW39bY5bSZjGu0P193d/cILL/Sq9x7t7e0vvfTS1772NY2n0h7pnoUIeAAAAGQs0r1f3UHj9oOluw6XhKOq6Z5nllfMal9d3ZKXk3b7w+3fv9/v9ydY8NFHH7ndbpfLpdlIWqLbsxkBDwAAgAxEuvcrHDXsOmx/o77UHzKqrTEZlRume9cu8lgtabo/3MmTJ6+6prGxMfMCnnQHAQ8AAIBMQ733JSti3wnblr2u9i7VBDBIonKyb/0St8sW0XK2wers7LzqGq/Xq8EkmiHdEUfAAwAAIHOQ7v1qOFvw4ntl51pyE6ypKO9+8AZ3uSMt9odLzGKxXHVNfn6iO+rrBd2OXgh4AAAAZAjqva/Gi5ZNta6TFxPV7OTRgfWL3dOuSfSu8rRSXl7e0NBw1TXaDDNCSHf0i4AHAACA7pHufV1ozX3lgKOu0ZpgzZiS0NqFLVWTfemzP9xAzJ8/f+fOnWp3oRdCjB49esKECVqOlESkOxIg4AEAAKBjpHtfrZ3m1+scNQ3F6oUr7IWRe+a3LKvoMBg0nCxJRo8evXLlyh07dvT7UZPJ9NBDD0n6+p0E3Y6BIeABAACgV9R7L50B41sflO48VBKJqeZrQV7szsrWW2e35ZjSaGv3wVq9erXBYNixY0ev8/BFRUVf+MIXpkyZkqrBhoB0x8AR8AAAANAf0r2XUMSw+4j99TpHIKx6Sj3HJN86u/2uqtb83JiWs40ESZLuvvvuhQsX7tu379NPPw0EAjabbdq0aQsWLMjLy0v1dANFumOwCHgAAADoCeneS0yW3m2wvbLf6fUn2B9OWTbDe898j70wTbd2Hxqn07l69epUTzEUpDuGhoAHAACAblDvV1IUUd9k3VzrdHtzEiybM7HrwaXNo+xhzQaDGrodw0TAAwAAQAdI914azhZsqnV94k50ufi1YwLrl7ivHaOb/eEyGOmOpCDgAQAAkNZI917ONFs21TqPnStIsOaa0tCaBS3VU3yaTQU1pDuSiIAHAABA+qLer3SpPed3+5z1TVZF/f7xDmvkrqqWZTM6DDrbRi3T0O0YCQQ8AAAA0hHpfqW2LtO29501R22yotrlRZbY7fNaV85pMxt1vD9cBiDdMXIIeAAAkKbOnz//6aef5uTkTJs2raioKNXjQDuk+5WCYcPbH9m31TmC6vvD5ZnlFbPa765useTIamugAdIdI42ABwAAaeeVV175/ve/f+TIkfh/mkymO++88wc/+AEvjrMB9d4jGpPeO2bbus/pC6i+aDcalBsrvGsXeqz5GbU/nL7w1ATNEPAAACC9fOc73/nJT35y5SPRaPS1117btWvX1q1bb7vttlQNhpFGuveQFXGwybqp1uXxmtXWGCRROdm3fonHZWN/uJQh3aExAh4AAKSRF198sVe99/D7/evWrTtx4sSYMWM0ngojjXS/UsPZgpf2lJ315CZYU1HevWGp+zPOoGZToRfSHSlBwAMAgDTy/e9/P8FHOzs7f/rTn/70pz/VbB5ogHrv0XjJsqXWdeJCfoI1E8sC65e4p49ja/fUoNuRWgQ8AABIF42NjSdPnky85s033yTgMwbp3uNCW+4r+x11jdYEa8aUhNcu9FRN9knsD5cKpDvSAQEPAADSxaeffpqUNUh/pHuPti7ztvcdNQ3Fsvr940sKo6vne5bN8Bok9odLAdId6YOABwAA6cJsVr1fVw+TiVcvuke9x3UFjW8eLN15uCQSVT2lXpAbu7Oq9dbZbTkm0l1r1113ndfrlbjgAemEH4EAACBdTJkyRZIkRUkUKlOnTtVsHiQd6R4Xihh2H7G/Ue/wh1S3djcZlZuvb793YUtBbkzL2SA45Y40RsADAIB0MWbMmEWLFu3duzfBmvvuu0+zeZBEpHtcTJbebbC9esDZ0a36Ojy+P9wDS91Oa0TL2SBId6Q9Ah4AAKSRH/3oR8uWLYtGo/1+dOLEiRs3btR4JAwf9S6EUBRR12j97V7n5Y6cBMsqyrsfuqF5nCOk2WCII92hCwQ8AABII4sXL37hhRe+/OUvBwKBXh+aNGnSW2+9VVBQkJLBMDSke9yJC9ZtH5R/4rYkWDNldGD9EvfUsewPpym6HfpCwAMAgPTy4IMPVlZWPvnkk2+++ealS5ckSaqoqNiwYcPGjRuLiopSPR0GinSP+8ST/7t9o05cTLQ/3NiS0L0LW6qn+DSbCoJ0hz4R8AAAIO1ce+21zz//vBAiGAzm5OQYDKo3+kJ6ot6FEC0+8xv1jpqjxbL6bRlLiyJ3V7csq+jg37iWSHfoFwEPAADSV15eXqpHwOCQ7kKIzoDxrQ9Kdx4qicRUdyArzIvdUdm6cnabOW32hwuFQjU1NR988MGlS5dkWXY4HDNnzly+fHlxcXGqR0sOuh0ZgIAHAABAEpDuQohgxPD2EfvrdY5AWPWUeq5ZvmVW+11VLfm5spazJXb58uV//dd/9Xg8Vz5y+fLl2traL3/5yxUVFSmcbfhId2QMAh4AAADDRb1HY9J7x2xb9zt9ftUX2EaDcmOF996FHlt+//sspEowGPzZz37W3t7e90N+v//f//3f//Zv/3bMmDHaDzZ8pDsyDAEPAACAoSPdZUUcbLJurnW5vWa1NZIkKid51y9pKSsOaznbAO3evbvfeo+LRCKvvvrq1772NS1HGj7SHRmJgAcAAMBQkO5CiIazBS/tcZ31JLpZw7SxvjVV56aOU4xGo2aDDcoHH3yQeEFDQ0MgELBYEm2DlybodmQ2Ah4AAACDRr2fumzZXOs6fj4/wZoJZYF7qy9MLouf3E7T+lUUpbm5OfGaWCzm8XjKy8u1GWloSHdkAwIeAAAAg0C6X2zL2brfWd9kVdTvHz/KHr5/kadqsi8cDkUiGg43eLFYTEnwlfxJNJpe79u/EumO7EHAAwAAYEBI97ZO07Y6Z81Rm6yo7g9nzY+tmtt625w2kzFd9odLzGQyFRUV+Xy+xMtKSkq0mWfg6HZkIQIeAAAAV0G6dweN2w+W7jpcEo6qpnueWV4xq311dUteThrtDzcQM2bM2LdvX4IF11xzTVrtBk+6I2sR8AAAAEgky+s9HDXsOmx/o77UH1K9BZ3JqNww3bt2kcdqSd/rzBO47bbb6urqElwkf8cdd2g5TwKkO7IcAQ8AAID+ZXm6y4pUc9T22vvO9i7V18wGSVRO9j2wxO20pfc73RMqKyv7/Oc//+tf/1qW+7l2YOXKlXPnztV+ql5Id0AQ8AAAAOgry9NdCNFwtuD/vVt2vjU3wZqK8u4Hb3CXO4KaTTVyqqurHQ7Hq6++evLkyZ4HR48efffdd6e23ul24EoEPAAAAP5Mltf7yYuWzbWukxcT7Q83eXRg/WL3tGv8mk2lgYkTJ/7N3/yNz+e7fPlyJBIpKytzOBwpnId0B/oi4AEAAPA/sjzdL7TmvnLAUddoTbBmTElo7cKW6ilXuWe7flmtVqs10f8CGiDdATUEPAAAALI93Vs7za/XOWoaivt7D/j/KCmMrJ7fsqyiw2DQcLJsQrcDV0XAAwAAZLtsrvfOgPGtD0p3HiqJxFT3hyvIi91Z2bpydpvZpI+t3XWHdAcGiIAHAADIXtmc7qGIYfcR++t1jkBY9ZR6jkm+dXb7XVWt+bkxLWfLHqQ7MCgEPAAAQDbK5nSPydK7DbZX9ju9ftUXw0aDcmOFd80CT3GBLrd2T3+kOzAEBDwAAEDWydp6VxRR32TdXOt0e3PU1kiSqJrsu3+xZ1RxWMvZsgTdDgwHAQ8AAJBFsjbdhRANZwte3uP61JOXYE1Fefe6xe6JZZmwtXu6Id2B4SPgAQAAskI2p/vpZsvmWtexc4m2dr+mNLRmQSbvD5dCpDuQLAQ8AABAhsvmdL/UnvO7fc76Jquifv94hzVyV1XLshkdBtX70GOISHcguQh4AACATJa19d7WZdr2vrPmqE1WVLu8yBK7fV7ryjltZiP7wyUT3Q6MEAIeAAAgM2VtugfDhh0flm4/WBqOqqZ7nlleMav97uoWS46s5WwZj3QHRpQOAv7ll19++eWX+/3QL37xi2uuuabnP5ubmzdt2nTo0CGfz2e32ysrKzds2FBcXKzVpAAAAGkha9M9GpPeO2bbut/l8xvV1piMyg3TvWsXeqz57A+XTKQ7oAEdBPzFixcHsuz06dOPPfZYIBAQQthsNo/Hs2PHjv379z/55JNlZWUjPCMAAEC6yM56lxVxsMm6aY/L4zOrrTFIonKyb/0St8sW0XK2jEe6A5rRQcBfuHBBCPHUU09debI9Ljc3N/4HRVGeeeaZQCBQWVm5ceNGu93udrt/+MMfNjU1Pf/8848//rjWQwMAAGguO9NdCNFwtuClPWVnPbkJ1lSUdz+41F3uZH+4pKHbAe2le8ArinLx4kWDwTB+/HiTSXXaxsbGU6dOlZSUPProo/Gqd7lcTzzxxJe+9KX6+vqWlhaHw6Hh1AAAAJrK2nRvvGTZUus6cSHR/nCTRgXWLXZPH+fXbKqMR7oDqZLuAe/1ev1+/9ixYxPUuxBi9+7dQojFixf3nJMXQthstrlz5x44cKCmpua+++4b8VkBAAA0l7XpfqEt95X9jrpGa4I1Y0rCaxd6qib7JPaHSxLSHUitdA/4+PXz11xzTX19fU1NTXNzc2lp6fjx42+77Ta73d5r2cyZM3t9+qxZsw4cOHD+/Pm+f3Nra+u7777b93FFUaLRaDDI5VX6EI1GhRAcL/2SZZnDpzuxWEwIEQ6H49+A0BHlTxth832nU31fopw8eTJVw6RQW5d5+8Gyd4/ZFfX94eyFkbsqm2+Y3m6QlNQ+V/V830WjUVnW6x3vr7322vgfsu3ZQ5ZlSZKy7avOAPHXKqK/p820Eg6HB/sp6R7w8TvYffDBB++//37Pg/v373/99de/+tWvLl26NP5IW1ubEMJms/X69Pgj8Y/2cvbs2R/84Ad9Hy8sLAyHw11dXUn6CqAFjpd+ybLM4dMpv5+LUXWM7zudCoVCoVAo/uczZ86kdpiU6A6Zdh0Z9U5DWTRmUFuTnxNdOfvyTRXNZqMcGfRr4xEUiejyznkTJkwQWf+kkeVfvq6Fw+EhRLJmhvC0oI+Al2X5s5/97IIFC0pLS8+fP79ly5a6urqf/exnEydOHDt2rPhTohcVFfX6dKvVKlQCHgAAQI+yM91DEcO7x8t+f3h0IKy6P1yOSV42vXnl7Mv5OVwflATxdAeQVtI94CsqKqxW69SpU6dPnx5/5Nprr/27v/u7J5544vDhwy+++OJ3v/vdnsVSn7c3xa9Z6vciz7Fjx27cuLHv4//5n/9pNpsLCgqS9jVgJEUikUgkkp+f6NY1SE/d3d1CCIPBYLFYUj0LBicWiwWDQYvFYjCongFDegoEAvErePkxp0fd3d05OTmffPLJlXf8yQYxWdpz3L6trszrT7Q/3LxJ3vsXXXIUhYUwCqEa+dqLRqPxq3nNZrNenjanTJmS6hHSRTAYlCQp277pMkD8tYoQIicnx2xWfepIuQy8hL6ysrKysrLXg5Ik3XPPPYcPH25qaoo/UlJScvHixc7Ozl4r45e7lJaW9v2bXS7X5z//+b6Pv/DCC2azmaLQC0VRIpEIx0t3FEUh4PUrEokEg8Hc3NzEtxdFGgqFQvGA5/tOj44ePZqbm5vOr0STTlFEfZN1y15nc0dOgmUV5d0P3dA8zhF/c0Ha/e8jy3I84E0mk9GYRr9Z6Isb1PUVDoclSeI5U3fC4XA84E0mUzofviE8J+j1tVf8ynmPx6MoiiRJ8YD3+Xy9lsUf6TfgAQAAdCE77zPfcLZg817Xmea8BGumjAmsX+yeOpZbcgwX6Q7oRVoHfCAQ2L17t9FovP3223tdHt/e3i6EuOaaa+KPjxkz5ujRow0NDVVVVVcua2hoEEKMHj1aw6kBAACSIzvT/XRz3pZaV8O5RG/0GFsaundBS/WU3idvMFikO6AvaR3weXl5O3bsuHDhQllZWa8L6ffs2SOueH/OihUrdu3atW/fvs9+9rM91yGEQqGDBw9KkrR8+XKNJwcAABimLKx3j8+8db9z3wnbn3Ze60dpUeTu6pZlFR06eTt5+iLdAT1K62c+SZJWrVolhPjZz352+PDh+B3pwuHwli1btm/fbrFYHnzwwfjKqVOnTpw48fLly88++2z83X2RSOTHP/6x3++vrq52uVwp/CoAAAAG5fjx49lW7z6/cXOt67svTNp7XLXeC/Ni65e4n/z8qZuvp96H5brrrqPeAZ1K6zPwQoi77rrr+PHje/fu/d73vldYWJifnx9/33t+fv43vvENh8MRXyZJ0saNGx977LGdO3fW1taOGzfuzJkzoVDIbrc//PDDqf0SAAAABijbul0I4Q8Z3jxYuvNwSSiiGuV5Zvn2eW2r5rbm5chazpZhiHYgA6R7wEuS9J3vfGfRokVvvfXWxYsXvV7vpEmTpkyZsn79+pKSkitXTpo06emnn3755ZcPHz7c2Nhot9uXL1++YcMGm82WquEBAAAGKAvTPRqT3jtm27rP6QuoviI1GpQbK7z3LvTY8tnafehIdyBjpHvACyEMBsPSpUuXLl161ZWjRo365je/qcFIAAAASZRt9S4r4mCTdXOty+1V3fVNkkTVZN+6xZ6y4kHvk4wepDuQYXQQ8AAAAJkq29JdCPHh6cLf7nWdb81NsGbmZ7rWL/GUO4OaTZV5SHcgIxHwAAAAKZCF6X7qsmVTrevE+fwEayaUBR5Y4pk+rluzqTIM3Q5kNgIeAABAU1mY7hdaczfvdR46XZRgzWh7+P7FnspJPknSbK6MQroD2YCABwAA0E621Xtbp2lbnbPmqE1WVLvcmh+7u6rlltntBkl9/3eocAL3ZAAAIABJREFUI92B7EHAAwAAaCHb0r07aNx+sHTX4ZJwVDXd88zyilntq6tb2B9uaEh3INsQ8AAAACMr29I9HDX8/kP7mx+U+kNGtTVmk3LLrLa7q1oL8mJazpYZ6HYgaxHwAAAAIyXb0l1WpJqjttfed7Z3qb7INEiicrLvgSVupy2i5WyZgXQHshwBDwAAMCKyqt4VRRw8Zf3tXuel9pwEy+ZO7Fy32DO2NKTZYBmDdAcgCHgAAICky6p0F0KcvGjZXOs6eTHR/nCTRwfWL3ZPu8av2VQZg3QH0IOABwAASJpsS/cLrbmvHHDUNVoTrBlTElq7sKV6ik+zqTIG6Q6gFwIeAAAgCbIt3d1e89b9rgMfW2X1rd9KiyJrF3oWT/MaDBpOpn90OwA1BDwAAMBwZVW9dwaMb31QuvNQSSSmuj9cQV7szsrWlbPbzCa2dh8E0h1AYgQ8AADA0GVVuociht1H7K/XOQJh1VPqOSb51tntd1W15ueyP9wgkO4ABoKABwAAGIqsSveYLL3bYHtlv9PrV331aDQoN1Z41yzwFBdEtZxN70h3AANHwAMAAAxOVqW7ooj6JuvmWqfbq7o/nCSJqsm++xd7RhWHtZxN70h3AINFwAMAAAxCVtV7w9mCl/e4PvXkJVhz7ZjA+iXN144JaDaV3tHtAIaMgAcAABiQrEr3082WzbWuY+cSbe1+TWlozQL2hxsE0h3AMBHwAAAAV5FV6X6pPed3+5z1TVZF/f7xDmvkrqqWZTM6DKr3ocefmTBhgs1mS/UUAHSPgAcAAFCVVene1mXa9r6z5qhNVlS7vMgSu31e68o5bWYj+8MNyJQpUwIB3l8AIDkIeAAAgP5lT70Hw4YdH5ZuP1gajqqme55ZXjGr/e7qFkuOrOVs+hW/YL67uzvVgwDIHAQ8AABAb9mT7tGY9N4x29b9Lp/fqLYmvj/c2oUeaz77w10db3QHMHIIeAAAgP+VPekuK+Jgk3XTHpfHZ1ZbY5BE5WTf+iUel4394a6OdAcw0gh4AAAAIbIp3YUQDWcLXtpTdtaTm2BNRXn3g0vd5c6gZlPpF+kOQBsEPAAAyHZZle6Nlyxbal0nLiTaH27SqMC6xe7p4/yaTaVfpDsALRHwAAAgq2VPvV9oy31lv6Ou0ZpgzZiS8NqFnqrJPon94a6GdAegPQIeAABkqexJ97Yu87b3HTUNxbL6/eNLCqOr53uWzfAaJPaHS4RuB5BCBDwAAMg62ZPuXUHjmwdLdx4uiajvD1eQG7uzqvXW2W05JtI9EdIdwP9n787jo6rv/Y9/ZybJZGMmy0wCBMJi2BwWURKIhEVAsawFKiAo1Vq99VZvi+3VWvxde621Ra3S3vtQSr1Wb1UWL2AAFzAqSsKShFVCEAKxYc3MZJuss//+mNs0F3KGJDOZ7byef4WZD/l+8JjJvOec8/0EHQEeAADIiHyiu9Wu/PR48s4SXYtVKVUTE+W665a6edk1CWpnIHsLO0R3ACGCAA8AAGRBPtHd6VJ8WabdflBf3yz5Ts8zH275FKNeYw9kb2GH6A4gpBDgAQBA5JNJene7RUmFZkuRvro+xkuZIbN55dTqgTprwBoLR0R3ACGIAA8AACKZTKK7EKKsKmFzUVpldayXmmH9W5dNNo7IYD6cN0R3ACGLAA8AACKTfKL7+erYLYVpZRcSvNRkpFoXTzLnDLMErKuwQ24HEPoI8AAAINIEJbqfPn368OHDV65ccblcOp1u7Nixt956q1IpuYGcX5gs0VsP6Pef1rql949P7WNfkGOebqjv5V7CGNEdQLggwAMAgMgRlOje0tLy5ptvfv311+2PnDt37tChQwMGDHjkkUfS09N7Y1FLi+rjI6m7j6bYnZLz4RJjnXMn1My+pTaa+XASiO4AwgsBHgAARIigpHeXy/Wf//mf586du/6pixcvvvrqq7/85S81Go0fV2yzKwuOJ+cX69pskqfU1dGuO8fVzc82x6tdflw6khDdAYQjXwP8unXrhBA//elPvZddvnx5y5YtOp3uvvvu83FFAACAawTxdvfCwsJO07tHXV1dfn7+/fff75e1HE7FvtNJW/frLa2Sb+FUSvc0Q8PiXJM23uGXRSMP0R1A+PI1wK9evVp0IcCbzebVq1dnZGQQ4AEAgB8Ffae6AwcOeC8oKSlZvnx5dHS0L6u43OJIZcoHJQNNFsn5cAqFyM6yLJ1sSk+y+bJWBCO6Awh3gbiE3uVy7du3TwhhMpkCsBwAAJCDoEd3IYTb7a6qqvJeY7VajUZjRkZGj1cpq0p476u0KrO3+XCGzOblecbBaW09XiWCkdsBRIyeBHidTnfDRzpqbW1taWkRQvTv378HywEAAHQUCtHdw+l0Ohw3vlK9tbW1Z9+/4krc5qK00xfjvdQMSW9dnme6eWBzz5aIbER3ABGmJwG+pqbmho906kc/+lEPlgMAAGgXOuldCBEVFRUXF3fDfN6DTewu16q3HtCVVGi8zIfrl2z73u2m7CyLQnIfevkiugOISD0J8GvWrGn/+je/+c01j3S+TFTUhAkT5s6d24PlAAAARIhF93bDhw8/fvy4l4Lk5GS9Xt/1b1jbGJVfrN9bluSS3j9eE+9ckG2+85Y6pYL5cNciugOIYD0J8M8//3z7154A3/ERAAAA/wrN6O4xa9Ys7wF+1qxZiq6dIm9uU+0qTd1zLMXmkKyPjXbNGle3MMccG8N8uGsR3QFEPF83sfunf/onv/QBAABwvVCO7h7Dhw+fPXv27t27O3129OjRd9xxxw2/ic2h3HMseWdJaotVJVUTpXLnjay7J69GE8d8uGsR3QHIhK8Bfv369X7pAwAAoKPQj+7tFi9erNPp8vPzm5qa2h+Mjo6eMWPGggULVCrJTC6EcLkVe09qPzikr2uSfFemVIgJWZYFt37bXyd8HEcXeYjuAGTFP2PkXC7X+fPnz5075/ay0YoQiYmJeXl5flkRAABEqjCK7u2mTp06adKk06dPX7lyxel0pqWljRw5MjEx0fvfOnI+ceO+9Kt1kqPdhRCGzOYVU6oz9damJqsQar92HcbI7QDkyQ8Bft++fffdd98Nh6AKIQYPHlxZWen7igAAIFKFY3r3iImJGTt27NixY7tSfOZy3ObC9DOX47zUZPVrXZZnHJnR4qcGIwTRHYCc+Rrgz58/P3PmTLvd3pVis9ns43IAACBShW9075aLNertB3XFZ70NluufYl2Sa84ZZglYV2GB6A4Avgb45557zm63JyYmrlmzZurUqSkpKX5pCwAAyIdMorvZEr2zRLf3ZJJL+o7DlET7wonm6YZ6pTKAnYU8ojsAePga4A8dOiSEyM/PnzFjhj/6AQAAMiKT6N7YqvrocOruoyl2p+R8uIRY57wJNbNvqY2OYrT7PxDdAaAjXwN8ZWXliBEjSO8AAKBbZBLdrXblp8eTdxTrWm2Sp9Rjolx33VI3P7smXu0MZG8hjugOANfzNcAnJSXpdDq/tAIAAORAJtHd6VJ8WabdekBvaZF8u6VSuqcZGhZNMiUlMNr9H4juACDF1wCfk5Pz+eefOxyOqCj/TKQDAAARTA7p3eUWpRWazYV6Y4PkfDiFQmRnWe6ZbOqbZAtkb6GM3A4AN+Rr6v7Zz362a9eutWvXrlmzxi8NAQCAiCSH6C6EKKtK2Lgv7W+mWC81hszmZZONQ9LbAtZViCO6A0AX+Rrgp02b9uKLLz755JM2m+2JJ57QarV+aQsAAEQMmUT389VxmwvTTl2I91IzINW6dLJx/NCmgHUV4ojuANAtvgb4Xbt2jRw58qGHHnruuef++Mc/Tp48eejQoXq9XqHofJPVZ555xscVAQBAuJBJdL9SF/M/+/UlFRq39P7xOo19frZ5+uh6peQ+9PJCdAeAHvA1wM+fP7/96/r6+g8//NB7PQEeAAA5kEl0r22Kyj+k33tS63JL5vI+cc45t9XMHl8brWI+nBBEdwDwga8BPiEhwS99AACAyCCT6N5sVe0qSd1zLMXmkIzusdGuWePqFuSY42JcgewtZBHdAcBHvgb4piZu4gIAAELIJro7nIqvTmm3HkiztKikaqJU7qk3NyzJNWnimQ8nBNEdAPyE2W8AAMAP5JDePfPhNu1LM1mipWqUCjEhy7Isz5imtQeyt5BFdAcAP+qtAO90OlUqyY+lAQBAxJBDdBdClFUlvLcvvcqk9lJjyGxeMcWYqWc+nBBEdwDoBX4L8BcvXtywYUNRUVFZWVljY2NLS4vb7RZCvPDCCwsXLjQYDP5aCAAAhAiZRPezV+I2F6Z9c8nbfLib+rYuyzOOGtASsK5CFrkdAHqPHwK82+1++eWXn3322dbW1uuf3bBhw5o1a37605/+/ve/VyqVvi8HAACCTibR/VKtetsBXfFZjZea/im2Jbmm7CyLxAhdGSG6A0Bv80OAX7t27dNPP+352mAwjB07duPGje3ParVaIcS6deusVutrr73m+3IAACCIZBLdaxqjdxTr9pYluaT3j09OtH93onn66AalQu7z4YjuABAYvgb406dPe9L70KFD//znP8+YMUMI0THAFxUVPfHEE3/+85/Xr1//z//8z6NHj/Zxxd7mdrvb2trq6+uD3Qi6xOVyud1ujlf4cjgcHL6w47lDqrGxUcEJx3DjdDo9X/Ts5+7cuXN+bSdENVujdh9L/+xkmsMpeeVgvNpx9y3VM0Ybo1Wutk4uQOwtNpvNbg+tvfFuuukm0dP/o2TC9fcPgZqamnjZDDuel03+Dw87nvcqQoi2tjabzRbcZrzoQW++BvhXX31VCJGQkPDxxx8PHz78+oLExMT169efOHHi0KFDr7zyyptvvunjigGgVCqjotifPzw4HA6Xy8XxCkcOh0MIoVAoOHxhx+VyeXYq5caosOP50FMI0d2fu4qKCiFExG9Pa7UrPz+p++hIeqtN8l8aE+WaOcb8nfHV8WqnEAohAvffxOVyKRSK0DkKWVlZwW4hPHjeqwgheNkMR55jx3uVsON5ryJCPtm5vFzlJcHXf0xRUZEQ4uGHH+40vXsolcpVq1YdOnToxIkTPi4XAAqFIiYmJjExMdiNoEtaWlqcTifHK+x4LnURQqhUKg5f2LHb7TabLT4+PpR/I6JT9fX1nvcKXf+581wwr1Z723o9Ajhdii/LtNsO6BtaJP+vVipE7siGZZONyYkOIaICP4vXbrdHR0dHR0tOsAsYLpjvlubmZs9n1nFxcaFw+NAtDQ0NCoWC9yphx2azeU5ux8TExMd724I0uIJwBr6yslIIMXHiRO9lgwcPFkKcOXPGx+UAAEDAyOF2d7dblFRothTpq+tjvJQZMptXTq0eqLMGrLHQRHQHgODyNcB7Pke0WCzey4xGoxCC234AAAgLcojuQoiyqoRNhWnfGmO91Azr37o8zzi8v9znwxHdASAU+Brghw0bVlpa+tlnnz3yyCNeyoqLi4UQgwYN8nE5AADQq2QS3Sur4zYX6ssuJHipyUi1Lp5kzhl2g7MUEY/oDgChw9cAv2jRotLS0i1btixdunTJkiWd1pSXl7/xxhtCiLvvvtvH5QAAQC+RSXS/Whfz/n59SYXGLT36LbWPfUGOebqhXuY7jhHdASDU+Pp76bHHHuvbt68QYunSpatXr75w4ULHZx0Ox8aNG6dNm2a322NjYx9//HEflwMAAH5XXl4uh/RuaVFtLkx7+p2hxWcl03ufOOeyPONLD5ybMUbW6X3UqFGkdwAIQb6egddoNPn5+bNmzWpsbFy3bt26desyMjI8T40fP768vNxq/d/tXjZs2DBw4EAflwMAAH4kh9wuhGizKwuOJ+cX69pskqFcHe26c1zdghxzXEy3h/pEEnI7AIQyP0xAycnJOXLkyI9+9KPPPvtMCHHp0iXP48eOHfN80a9fvw0bNsybN8/3tQAAgF/IJLo7nIqvTmm37tdbWiXf86iU7mmGhsW5Jm28I5C9hRRyOwCEBf+MMM3KyiooKPj666937dpVXFxcXV3d0tKi1WqHDx8+c+bMRYsWRfz8WAAAwkVlZaXJZAp2F73O5RalFZpNhWmmBsnJ2wqFyM6yLMszpWm7PYk3YhDdASCM+CfAe4wZM2bMmDF+/IYAAMCPzp0753LJ4vrwsqqE975KqzJ7mw9nyGxenmccnNYWsK5CDdEdAMKOPwM8AAAITTK5YF4IUXElbnNR2umL8V5qhqS3Ls8z3TywOWBdhRqiOwCEqe4F+GeeecaXxXJzc+fOnevLdwAAAN0lk/R+uVa99YCu+KzGS02/ZNv3bjdlZ1kUioD1FVqI7gAQ1roX4H/zm9/4sthPfvITAjwAAAEjk+he2xiVX6zfW5bk5f6AlETHwomm6aMblArp+e8RjegOABGgewE+NTW108ctFovdbm//o0qlUqlUNts/9oMZNWrU2LFjx48f37MuAQBAt8gkuje3qXaVpu4+lmJ3SJ5Sj41xzRpbtzDHHCvX+XBEdwCIGN0L8Gaz+foHt2/fvmLFCrvdftttt/3rv/7rxIkTBwwYoFAoLl++fOTIkZdeeqmoqOj8+fPPP//84sWL/dQ2AADonEyiu82h3HMseWdJaotVJVUTpXJPvblhye0mTZxM58MR3QEgwvi6id0333yzYsWKtra2p5566re//a2iwy1lAwcOHDhw4IIFC1544YVnnnlm5cqVpaWlBoPBxxUBAECnZBLdnS7Fl2XaDw7p65ok38YoFWJClmV5nlGvtUvVRDaiOwBEJF8D/Msvv9zW1jZlypQXXnhB0dmGMAqF4pe//OXevXsLCgpefvnlv/zlLz6uCAAAriGT6O52i5IKzftF+qv1MV7KDJnNK6ZUZ+qtAWsspBDdASCC+Rrg9+zZI4SYO3euUqmUqlEoFHPmzCkoKCgoKPBxOQAA0JFMorsQ4szluM2F6Wcux3mpGdavdWmecWRGS8C6CilEdwCIeL4G+CtXrggh+vXr571Mr9cLIaqrq31cDgAAeMgnul+sUW8/eIP5cBkp1sW55pxhloB1FVKI7gAgE74GeI1GU1NTU1paumrVKi9lJSUlQoiUlBQflwMAAPKJ7mZL9M4S3d6TSS7p0W8pifaFE83TDfXS1wJGMqI7AMiKrwF+/PjxBQUF77777urVq4cMGdJpTWVl5TvvvCOEuPXWW31cDgAAOZNPdG9sVX10OHX30RS7U3I+XGKsc+6Emtm31EZHyXG0O9EdAGTI1wD/4IMPFhQU1NbWzps37+23354wYcI1BYcPH37ggQdqa2uFEA888ICPywEAIE/yie5tdmXB8eQdxbpWm+QpdXW0685xdfOzzfFqOY52J7oDgGz5GuCXL1/+1ltvffrpp6dOncrOzr7rrrtycnKGDh0qhDh//nxJScnu3bs9ld/5znfuueceX/sFAEBm5BPdPfPhth7QW1ok35+olO5phoZFk0xJCXIc7T5s2LC4OG/b+AEAIpuvAV6pVG7btm3lypU7duwQQuzZs8ezL/01lixZ8vbbb3c6Zw4AAHRKPtHd5RalFZrNhXpjg+R8OIVCZGdZ7pls6ptkC2RvIWLUqFFmsznYXQAAgszXAC+ESExM/OCDD3bs2PH6668fOXLEZDK1P9WnT5877rjj0UcfnT17NukdAIAukk90F0Icq0x8f39alUntpWZ0ZvPSycYh6W0B6yp0cME8AKCdHwK8EEKhUCxcuHDhwoVCiIaGhoqKCqfTmZKSMmTIEJVK5ZclAACQCfmk9/PVcZsL005diPdSMzS9bWme0TCwOWBdhQ6iOwDgGv4J8B1ptdrbbrvN798WAICIJ5/ofrlW/f5+fWlFHy81fZNs37vdlDPMIsNr+IjuAIBO+SfAu1yu8+fPnzt3zu32NsclMTExLy/PLysCABBJ5BPda5ui8g/p957UutySubxPnHPObTWzx9dGq2Q3H47oDgDwwg8Bft++fffdd19VVdUNKwcPHlxZWen7igAARAz5RPdmq2pXSeqeYyk2h2R0j412zRpXtyDHHBcju/lwRHcAwA35GuDPnz8/c+ZMu93elWJ2TwUAoJ18orvNofj0WMrOktRmq+TOONEq98xxdQtzzImxzkD2FgqI7gCALvI1wD/33HN2uz0xMXHNmjVTp05NSUnxS1sAAEQw+UR3z3y4TfvSTJZoqRqlQkzIsizLM6Zpu3Q+IJIQ3QEA3eJrgD906JAQIj8/f8aMGf7oBwCASCaf6O52i8Pn+ry/X3+51tt8uPFDm5ZONg5ItQassRBBdAcA9ICvAb6ysnLEiBGkdwAAvJNPdBdCnL0St7kw7ZtL3ubD3dS3dVmecdSAloB1FSKI7gCAHvM1wCclJel0Or+0AgBARJJVdL9Uq952QFd8VuOlpn+KbUmuKTtLdvPhiO4AAB/5GuBzcnI+//xzh8MRFeX/kfIAAIQ1WUV3kyV66379gW+0LunRbymJ9iW55rxR9UplADsLAUR3AIBf+Jq6f/azn+3atWvt2rVr1qzxS0MAAEQAWUX3pjbVh6Wpu4+l2KXnwyXEOudNqLnrltqYKHmNdie6AwD8yNcAP23atBdffPHJJ5+02WxPPPGEVqv1S1sAAIS4c+fOHT582GKx9O/fPzc3Nzk52fO4rKJ7m1358eGUj46kttkkT6nHRLlmj6+bN6EmXi2v+XBEdwCA3/ka4Hft2jVy5MiHHnroueee++Mf/zh58uShQ4fq9XqFxG1tzzzzjI8rAgAQXGVlZT/+8Y+//PLL9kfUavUPfvCDhx9+ODY2NoiNBZLTpfiyTLv9oL6+WfK9hFIhckc2LJtsTE50BLK3oCO6AwB6ia8Bfv78+e1f19fXf/jhh97rCfAAgLC2b9++u+++u6Xl/+ydnpOTc/LkybVr1/785z9PSEgIVm+B4XaLkgrNliJ9dX2MlzJDZvPKqdUDdfKaD0d0BwD0Kl8DfMS/TQEAoF1TU9OyZcs6pvcpU6a0f3358uXNmzf/4Ac/CEZrAVJWlbCpMO1bo7cLDYb1b12eZxzeX17z4YjuAIAA8DXANzU1+aUPAABC3zvvvHPlyhXP1x2je7vi4uJFixa13w8fSSqr4zYX6ssuePvgPiPVuniSOWeYJWBdhQKiOwAgYJj9BgBAVxUUFAiJ6O7hdrvLy8tvv/32ADbV667Wxby/X19SoXFL7x+f2se+IMc83SCv+XBEdwBAgPVWgHc6nSqVqpe+OQAAQZGYmOglvXvU19cHppkAsLSoPj6S+snRFIdTcj5cYqxz7oSa2eNro1Uymg8XGdH99OnTb731VmlpqWeYwvTp0x944IGkpKRg9wUAkOS3AH/x4sUNGzYUFRWVlZU1Nja2tLS43W4hxAsvvLBw4UKDweCvhQAACDzPcDi1Wn3Dyq7UhL42u7LgeHJ+sc7LfDh1tOvOcXXzs83xalcgewuuyIjuLpdrzZo1L774osv1j2OXn5///PPPv/XWW/PmzQtibwAAL/wQ4N1u98svv/zss8+2trZe/+yGDRvWrFnz05/+9Pe//71SVtfVAQAiQse57v3797/hmPeMjIxe7qh3OZyKr05pt+7XW1ol3ySolO5phobFuSZtvIzmw0VGdPf4xS9+8dJLL13/eE1NzeLFiz/55JMZM2YEvisAwA35IcCvXbv26aef9nxtMBjGjh27cePG9me1Wq0QYt26dVar9bXXXvN9OQAAAuP6rD5x4sTPP//cLX0veEpKyvDhw3u5r97icovSCs2mwjRTQ7RUjUIhsrMsSyeb0pNsgewtuCIpugshysrKXnnlFaln7Xb7o48+Wl5eznkXAAhBvr40nz592pPehw4d+tlnn508efK9997rWFBUVPTwww8LIdavX3/y5EkflwMAIADKy8s7PdM+aNCgvLw8qb+lUCiWL18eprGnrCrh/7075D8+zPCS3g2Zzc/dW/n43EvySe+jRo2KsPQuhPjrX//qdDq9FJw5c2b//v0B6wcA0HW+noF/9dVXhRAJCQkff/xxp+ccEhMT169ff+LEiUOHDr3yyitvvvmmjysCANB7bniF/L333ut0Oq+PNzExMStWrBg3blyvtdZbKq7EbS5KO30x3kvNkPTW5Xmmmwc2B6yroIu83N7u6NGjXanx8lkVACBYfA3wRUVFQoiHH37YyxWDSqVy1apVhw4dOnHihI/LAQDQS24Y3T1UKtX3v//9yZMnFxUVffvtt1arVavVjhgxYtq0aWE3/v1yrXrrAZ33+XD9km3fu92UnWVRSO5DH2kiOLp7WCyWG9Y0NDQEoBMAQHf5GuArKyuFEBMnTvReNnjwYCHEmTNnfFwOABCRKioqtm7deurUKafTOWTIkPnz5+fk5ARs9S5G946ysrKysrJ6o5nAqG2Myi/W7y1LcknvH5+S6Fg40TR9dINSIZf5cBEf3T3S09NvWNOvX78AdAIA6C5fA3x0dLTowke5RqNRCKGQz6f3AICusVqtP//5z1977bWO46yef/75uXPnvvnmm2lpab26eg+ie7hrsUbtPt73i1N97Q7JX8qxMa5ZY+sW5phjY+QyH04m0d3jjjvuyM/P914zffr0gPQCAOgeXzfaGTZsmBDis88+815WXFwshBg0aJCPywEAIonb7b733nv/8z//03XdieAPP/xw5syZXbnWt2ektqmLYDaHcvfxvv9vy9g9J/pJpfcolXvGmPrfP3huWZ5RJuk9Irep8+7+++9PTU31UrBgwYKbbropYP0AALrO1wC/aNEiIcSWLVu2bt0qVVNeXv7GG28IIe6++24flwMARJItW7Zs375d6tmTJ08+//zzfl9UhtHd6VJ8/nXSz9+6aduhjBarqtMapULkDLO8uOrcgzOvaOJkMd1dhtHdIyUl5a233oqK6vwyzMGDB69fvz7ALQEAusjXAP/YY4/17dtXCLF06dLVq1dfuHAyDvmBAAAgAElEQVSh47MOh2Pjxo3Tpk2z2+2xsbGPP/64j8sBACLJhg0bvBe8+eabDoffwqQMo7vbLYrPan7x30P/8lm/uibJ++YMmc2/XnH+8bmX9Fp7INsLFtlG93bz5s374osvDAZDxwcVCsXixYsPHjzIDfAAELJ8vQdeo9Hk5+fPmjWrsbFx3bp169aty8jI8Dw1fvz48vJyq9Xq+eOGDRsGDhzo43IAgEhy8OBB7wU1NTVnzpy5+eabfVxIbrndo+xCwpbCtPPVsV5qRmS0LMszDuvXGrCugkvmub2jvLy8r7/++uDBgyUlJU1NTX379p0+ffrQoUOD3RcAwBtfA7wQIicn58iRIz/60Y88d8JfunTJ8/ixY8c8X/Tr12/Dhg3z5s3zfS0AQMRoa2traWm5YVltba0vq8gzul+sUW8/qCs+q/FSk5FiXZxrzhnWW7sMhBqi+/UUCkVubm5ubm6wGwEAdJUfArwQIisrq6Cg4Ouvv961a1dxcXF1dXVLS4tWqx0+fPjMmTMXLVqkVqv9shAAIGLExsYmJCQ0Nzd7L9PpdD37/vKM7mZL9M4S3d6TSS7p0W/JCbbvTqqZbqhX+nojXXggugMAIoZ/ArzHmDFjxowZ48dvCACIbLfffvunn37qpUCv13vGnXSLPKO7pSXqg0O6z79Ocrok58MlxjruvuXy1FHGZG1CIHsLFqI7ACDC+DPACyHcbrfRaDx//nxDQ0NKSsrNN9+cmJjo3yUAABHj0Ucf9R7gH3nkEZWq813TOyXP6N5mVxYcT95RrGu1SZ5SV0e77hxXN2v0BXWUXLapC3YLAAD4n38CvNvt3rJly5/+9KdDhw51vKFRqVTm5ub+8z//8/Lly5UyuVAPANBlixYtWrly5bvvvtvpsxMmTHj66ae7+K3kGd0dTsVnJ5J3lOgsLZIfc6iU7jvG1H93olkb72hpcbpkMNyd9A4AiFR+CPB1dXVLliz54osvrn/K5XIVFRUVFRX913/919atW5OSknxfDgAQSf7yl78MGDDg1Vdftdls7Q8qFIqlS5e+/vrrCQk3vtJbntHd5RalFZrNhXpjQ4xUjUIhsrMs90w29U2ySdVEGKI7ACCy+RrgHQ7H3LlzDxw4IITQ6/WrVq0aPnz4kCFDWltbz507t3///q1bt7rd7s8//3z+/Pl79+7t1pWQAICIFx0d/bvf/e7xxx/fvn17eXm5zWYbNmzY3Llzr5lQ3Sl5RnchRFlVwsZ9aX8zeZsPZ8hsXjbZOCS9LWBdBRfRHQAgB74G+DfffNOT3v/t3/7tqaeeio+P7/js6tWrT58+vWLFiqNHjxYWFr799ts/+MEPfFwRABB5MjIyHnvssS4Wyza3CyEqrsRtLko7fTHeS82Q9LZlk42GzBts7x8xiO4AAPnwNcC/8847QojHHnvs3//93zstGDly5M6dOydMmHD16tX//u//JsADAHpMztH9Sl3M/+zXl1Ro3NLz4XQa+/xs8/TR9UrJfegjCtEdACA3vgb4kydPCiF+/vOfe6nJyMi49957X331VU8xAADdJefoXtsUlX9Iv/ek1uWWzOV94pxzbquZPb42WiWd7yMI0R0AIE++BviWlpaUlJTMzEzvZdnZ2UKIpqYmH5cTQpw5c+app54aPXr0r3/962ueqq6u3rRp09GjRy0WS3Jy8oQJE+699152zgOAsCbn6N5sVe0qSd1zLMXmkIzusdGuWePqFuSY42JksL880R0AIG++BvhBgwadPXu2vr4+OTnZS9nf/vY3IcSAAQN8XK6xsXHt2rVOp/P6p86fP//000+3trYKIbRarclk+vjjjw8cOPDSSy+lp6f7uC4AIPDkHN098+G2H9Q1WyU3f41Suafe3LAk16SJdwSyt2AhugMA4Ots9sWLF7vd7s2bN3upcTgc+fn5Qog5c+b4spbb7X7llVdMJlOnT/3Hf/xHa2vrhAkT3n777b/+9a9vvPFGVlZWfX39n//8Z18WBQAEXnl5uWzTu8ut2Hsy6Wd/yXrny3Sp9K5UiLxRDS99/9yDM6/IIb2PGjWK9A4AgPD9DPwTTzzx17/+9V/+5V8yMjLmz59/fYHdbv/JT35y8OBBrVb7i1/8wpe1tmzZcvjw4UGDBnnO53d09uzZc+fOpaSkPPXUU2q1WgiRlpb27LPPPvTQQyUlJWazWafT+bI0ACAwZJvbPcqqEt7bl15lUnupMWQ2r5hizNTLYj4cuR0AgI58DfB6vX7Xrl0LFy5csGBBXl7eww8/PGLEiMzMTLvd/u233x45cuQPf/jDt99+Gxsbu3HjRo1Gc/1t8ImJiV1Z6Pjx4++9957BYJgzZ85LL710zbOffvqpEGLy5Mme9O6h1WpvvfXWgwcP7t2793vf+55v/1AAQO+SeXQ/eyVuc2HaN5e8zYe7qW/rsjzjqAEtAesqiIjuAABcz9cAP3r0aCGE56b0wsLCwsLCTsva2tqkrp93e5mH83c1NTUvv/yyRqN58sknT506dX3BpUuXhBBjx4695vFx48YdPHjw4sWLN1wCABAsMo/ul2rV2w7ois9qvNT0T7EtyTVlZ1kUzIcDAEDGfA3wZWVlfunDC6fT+eKLL1oslueff15qq7za2lohhFarveZxzyOeZ69RWVn5pz/96frHXS6X1WptbGz0tW8EhOfDI45X+HI6nRy+sONyuYQQLS0tCp/TZEVFhT86Cle1TTEfHk7fdzrVLT0fLjnRPu+2q3kja5QKt9Xq64rtH5q3tYXoFfhZWVmCV3VpVqvV4Yj8XQ8iTPsha21tDdkfPUjhrWaY8rxXEULYbLZOd0APETabrbt/xdcAH4At4t5+++3y8vL7779/zJgxUjWeiN6nT59rHtdoNEIiwNfX1xcUFFz/eGJiotPptPr+LgkBxPEKX263m8MXpnrwK6ejyspKf3USjpqtUXuO9/28LN3hlNxNNl7tmD3u6h2G6miVy+UU/p0RF4IhcMiQIYLX8xtxOBwheOzQRT6+bCKIeGkKXyH+smm327v7V3wN8D/84Q99/A7eHThw4IMPPrjtttu6chP79eeCPKcaQvmYAYDcyDy6W+3KL8vTPznWr9UmOR8uJso1/ebq2eOuxKtD96SBH3miOwAAuCFfA7wUp9OpUkm+Nemiq1ev/uEPf9DpdE888YT3CzVTUlIuX758/cUtnj3zUlNTr/8rBoPBM9zuGvfdd19sbKz3sfYIHa2trVarNSkpKdiNoHvcbnd9fb0QQqVSea6UQRhxOByNjY0ajaa7r/OnT58WQsTHe9unLYI5XYqvTiVtP5jW0CL5y1epEJNG1C+9vTo50SGEt73oe6atrc1zVWGIHIWRI0cGu4VwUldXFxcXFxsbG+xG0D3tV8736dMnKqq33nujlzQ2NioUii7uuo3QYbfbPUkwxF82g3AJfbuLFy9u2LChqKiorKyssbGxpaXFc/b7hRdeWLhwocFg6MH3PHv2bEtLi0qlevLJJ9sfbGlpEUKUl5c/+uijQohf/OIXgwYN8gR4i8VyzXfwPNJpgI+JicnIyLj+cYVCoVQqff/0AYGhVCqFEByvsNN+I65CoeDwhR1PAuzWS6VnmzrPD6wMud2ipEKzpUhfXR/jpcyQ2bxyavVAnedCzd79bxX0Y8E2dT3DW5Rw1H4WisMXjhQKBe9VwlH7fe8hfvh60JsfArzb7X755ZefffbZ1tbW65/dsGHDmjVrfvrTn/7+97/v2duFxsbG60+t22w2z87zntsG+vfvf/LkybKysuzs7I5lnj32+vXr14N1AQC+k/kO80KIsqqETYVp3xq9ffw/rH/r8jzj8P7MhwMAAN74IcCvXbv26aef9nxtMBjGjh27cePG9mc9+8CvW7fOarW+9tpr3frOU6ZMmTJlyjUPFhUVrV27dty4cb/+9a/bH5w1a9aePXv2799///33t3+MYbVaS0tLFQrFzJkze/DvAgD0GLldCFFZHbe5UF92IcFLTUaqdfEkc86wa68gi0hEdwAAfOTrFXSnT5/2pPehQ4d+9tlnJ0+efO+99zoWFBUVPfzww0KI9evXnzx50sflpIwYMWLo0KFXr15dv36959pOu93+4osvtrS05OTkpKWl9dK6QOioqakxGo2hPCcDMlFeXk56v1oX8x8fZjy7abCX9J7ax/7gzCsvrDwvh/Q+atQo0jsAAL7z9Qz8q6++KoRISEj4+OOPhw8ffn1BYmLi+vXrT5w4cejQoVdeeeXNN9/0ccVOKRSKxx9//Omnn969e3dhYeHAgQMrKyutVmtycrLn4wMgUl25cuW3v/3t+++/f/XqVSGERqOZO3fuL3/5y9GjRwe7NcgOuV0IYWlRfXwk9ZOjKQ6n5N6rfeKcc26rmT2+NlrlDmRvwUJ0BwDAX3wN8EVFRUKIhx9+uNP07qFUKletWnXo0KETJ074uJwXN9100x//+MeNGzceO3bs7NmzycnJM2fOvPfeez3X8AMR6cCBAwsWLDCbze2PWCyWjRs3btu2bcOGDatWrQpib5AVorsQos2uLDienF+sa7NJXt2mjnbdOa5uQY45Lsa/Y91DFNEdAAD/8jXAe8b5Tpw40XvZ4MGDhRBnzpzxcTkhxOTJk3fs2NHpU3379l29erXvSwBhwWg0zps3r7a29vqnrFbrQw89lJWVdfvttwe+McgK0V0I4XAqvjql3bpfb2mV/K2qUrqnGRoW55q08Y5A9hYsRHcAAHqDrwE+Ojpa/H1amxdGo1F0mKIBwHcvvvhip+ndw+FwrFmz5osvvghkS5CVb775JuijyILO5RalFZpNhWmmhmipGoVCZGdZluWZ0rTdnvUajojuAAD0Hl8D/LBhw0pLSz/77LNHHnnES1lxcbEQYtCgQT4uB6Dd9u3bvRd89dVXNTU1qampgekH8vHNN9+0trbGx8cHu5EgK6tKeO+rtCqzt/lwhszm5XnGwWltAesqiIjuAAD0Nl8D/KJFi0pLS7ds2bJ06dIlS5Z0WlNeXv7GG28IIe6++24flwPg4XA4/va3v3mvcblc58+fJ8DDj7hg3qPiStzmorTTF719hDEkvXV5nunmgc0B6yqIiO4AAASGr1c/PvbYY3379hVCLF26dPXq1RcuXOj4rMPh2Lhx47Rp0+x2e2xs7OOPP+7jcgA83G63233j/as9UxUB3zEczuNyrfo/Psz4982DvaT3fsm2x+de+vfl38ohvTMfDgCAQPL1DLxGo8nPz581a1ZjY+O6devWrVuXkZHheWr8+PHl5eVWq9Xzxw0bNgwcONDH5QB4REdHDxgwoKqqykuNQqEYMmRIwFpCRCK0t6ttis4/pNtbluTlY7GURMfCiabpoxuUisifD0duBwAg8Pyw/1BOTs6RI0dmzpzp+eOlS5c8Xxw7dsyT3vv167dz587777/f97UAtFuwYIH3gkmTJqWlpQWmGUQeTrm3a25TbS5M+/lbN33+tWR6j41xLZ5kfumBihlj6knvAACgl/h6Bt4jKyuroKDg66+/3rVrV3FxcXV1dUtLi1arHT58+MyZMxctWqRWq/2yEIB2Tz311Ntvv93Y2NjpswqF4te//nWAW0JkILe3szmUe44l7yxJbbGqpGqiVO6pNzcsud2kiWM+HAAA6F3+CfAeY8aMGTNmjB+/IQAvBgwYsHXr1sWLFzc1NV3zlEqlevXVV9uviwG6iOjezulSfFmm3X5QX98s+YtSqRATsizL84x6rT2QvQUL0R0AgKDzZ4AHEGB33nnn0aNHf/WrX33wwQfNzc1CiKioqBkzZjz77LO33357sLtDOCG6t3O7RUmF5v0i/dX6GC9lhszmFVOqM/XWgDUWRER3AABCRPcC/DPPPOPLYrm5uXPnzvXlOwC4RlZW1jvvvGOz2SorK51OZ2ZmZmJiYrCbQjghund05nLc5sL0M5fjvNQM69e6NM84MqMlYF0FEdEdAICQ0r0A/5vf/MaXxX7yk58Q4IHeEBMTM2LEiGB3gTBDdO/oYo16+0Fd8VmNl5qMFOviXHPOMEvAugoiojsAACGoewE+NTW108ctFovd/o87AFUqlUqlstls7Y+MGjVq7Nix48eP71mXAAA/Irp3ZLZE7yzR7T2Z5JLePD4l0b5wonm6oV7ph+EtYYD0DgBAaOpegDebzdc/uH379hUrVtjt9ttuu+1f//VfJ06cOGDAAIVCcfny5SNHjrz00ktFRUXnz59//vnnFy9e7Ke2AQA9QXTvqLFV9dHh1N1HU+xOhVRNYqxz7oSa2bfURkdF/nA4QXQHACC0+bqJ3TfffLNixYq2trannnrqt7/9rULxj/dAAwcOHDhw4IIFC1544YVnnnlm5cqVpaWlBoPBxxUBAN1Fbr9Gm11ZcDx5R7Gu1SZ5Sl0d7bpzXN38bHO8WmL4e2QhugMAEPp8DfAvv/xyW1vblClTXnjhhY7pvZ1CofjlL3+5d+/egoKCl19++S9/+YuPKwIAuo7ofg3PfLitB/SWFsnfgCqle5qhYdEkU1ICo90BAEAI8TXA79mzRwgxd+5cpfR9gQqFYs6cOQUFBQUFBT4uBwDoIqL7NVxuUVqh2VyoNzZIzodTKER2luWeyaa+STapmkhCdAcAILz4GuCvXLkihOjXr5/3Mr1eL4Sorq72cTkAwA0R3a9XVpXw3r60KlOslxpDZvOyycYh6W0B6yqQGhoa9u3bV15e3tzcrFardTrdQw89FOymAABA9/ga4DUaTU1NTWlp6apVq7yUlZSUCCFSUlJ8XA4A4AXR/XrnrsZtKUo7dSHeS83Q9LaleUbDwOaAdRVgBw8efPfdd9unw+zbt08I8Yc//OHJJ5+UugMOAACEIF8D/Pjx4wsKCt59993Vq1cPGTKk05rKysp33nlHCHHrrbf6uBwAoFNE9+tdro3ZekBfUqFxS+8fr9PY52ebp4+uV0Zuhj1y5Mhbb73ldrvF36O7h8vl+t3vfqdSqZ5//vngdQcAALrB14G2Dz74oBCitrZ23rx5paWl1xccPnx4wYIFtbW1QogHHnjAx+UAANcoLy8nvV+jtinqL5/1e/qvQ4vPSqZ3TbxzWZ7xxe+fmzEmktO73W7fvHmz2+3et29fx/Tebu3atWfPng18YwAAoAd8PQO/fPnyt95669NPPz116lR2dvZdd92Vk5MzdOhQIcT58+dLSkp2797tqfzOd75zzz33+NovAEAIwSl3Cc1W1a6S1D3HUmwOyVAeG+2aNa5uYY45Niby58OdPn16586dXgocDsfGjRv/7d/+LWAtAQCAHvM1wCuVym3btq1cuXLHjh1CiD179nj2pb/GkiVL3n77be6yAwDfEd07ZXMo9xxL3lWS2mxVSdVEqdxTb25YkmvSxMtlPtz27dtvWHbs2LEANAMAAHzna4AXQiQmJn7wwQc7dux4/fXXjxw5YjKZ2p/q06fPHXfc8eijj86ePZv0DgA+6lZ0b21traurU6lUOp1OpZLMtBHAMx9u0740kyVaqkapEBOyLMvyjGlaeyB7C5b2+XCNjY03LO5KDQAACAV+CPBCCIVCsXDhwoULFwohGhoaKioqnE5nSkrKkCFDIvtdIwAERreie3l5+Ycffnju3DmXyyWEUKvV48ePX7BgQWpqaq81GDRlVQnvfpV+waz2UmPIbF4xxZipj8z5cNfrON39hnNeu1gDAABCgX8CfEdarfa2227z+7cFAHnq7gXzH3300Y4dO9wdtm6zWq0HDx48fvz4j3/842HDhvm7waA5ezluc1HaN5e8zYe7qW/r8jzjyAEtAesquDpGd48ZM2bc8G/NnDmzd9oBAAB+5v8ADwDwix7c63706NH8/PxOn2ptbX3ttdeee+65Pn36+NxakF2qUW87qCs+q/FS0z/FtiTXlJ1lkcn9W9dHd4/Ro0fPnj27fUPZ62VmZrLFLAAA4YIADwChxZc96jz7iUppaWkpKChYtGhRj79/0NU0Ru8o1u0tS3JJ7x+fnGj/7kTz9NENSoX0/PcIIhXd273xxhuTJ0+uqqq6/qn4+PiNGzfGx3u7igEAAIQOAjwAhAoft5c3m82XL1/2XnP8+PEwDfBNbaoPS1N3H0uxS8+HS4h1zptQc9cttTFRRPd/GDBgQHFx8WOPPbZt2zZXh08+Jk+e/Prrr48ZM6bXGgQAAH5GgAeA4PPLZDiz2eyXmlBjtSs/PZ68s0TXYlVK1cREue66pW5+dk282hnI3oKoi+ndIz09/f33379w4cInn3xy+fLl5OTkmTNnGgyG3msPAAD0BgI8AASTH4e6d2Vap1IpmYFDkNOl+LJMu+2AvqFF8reVUuGePrrhuxNNyYmyGO0uuhndOxo4cOA999zjcDiEEDqdzq9NAQCAQCDAA0Bw+DG6e6SlpfmlJhS43aKkQrOlSF9dH+OlzJDZfN+06gGp1oA1Flw9ju4AACAyEOABIND8Ht09kpOTBw0a9Le//c1LzS233NIbS/tXWVXCpsK0b42xXmqG929dlmcc3l++8+EAAIAMEeABIEB6Kbd3tGjRoj/84Q8dh8B3lJSUFOITvyur4zYV6k9dSPBSk5FqXTzJnDPMErCugovoDgAA2hHgAaDXBSC6e4waNWrFihWbNm1yOq/dyy0pKenxxx+Pi4sLTCfddaUu5n/260sqNBIfPgghRGof+4Ic83RDfVjdyO8T0jsAAOiIAA8AvShg0b3d1KlThwwZ8vHHH588edJqtQohkpOTs7OzZ8+enZiYGOBmusLSosov1hUcT3a5JTfh6xPnnHNbzezxtdEqWcyHE0R3AADQGQI8APSKwEf3dgMHDnzkkUdcLldTU1NUVFR8fHywOvGuza4sOJ6cX6xrs0meUldHu+4cV7cgxxwX45KqiTBEdwAAIIUADwB+FsTo3pFSqdRoNMHuonN2h+LT4yk7SlKb21RSNVEq94wxdQtzzJp4RrsDAAAIQYAHAH8Jkdwe4lxuUVqh2VSYZmqIlqpRKER2lmVZnilNawtkb0FEdAcAAF1BgAcAXxHdu+jo+T6bi/SXatReasYOblqWZ8rUtQWsq6AjvQMAgC4iwANAzxHdu6jiStzmorTTF73djT80vXVZnvHmgXIZ7S6I7gAAoJsI8ADQE0T3Lrpcq956QFd81tvd+P2Sbd+73ZSdZVFI7kMfaYjuAACgBwjwANA9RPcuqmmM3nZQX1iudUnvH5+S6PjuRNO00Q1KBfPhAAAAboAADwBdQm7vuuY21a7S1N3HUuwOyVPqsTGuObfWzp1gjomSS3QXpHcAAOAbAjwA3ADRvetsDuWeY8k7S1JbrN7mw029uWFJrlE+8+EE0R0AAPgDAR4AJBHdu87pUnxZlrT9oK6+WfI3i1IppoyqXzzJlNLHEcjegovoDgAA/IUADwCdILp3ndstSio07xfpr9bHeCkzZDavmFKdqbcGrLGgI7oDAAD/IsADwP9BdO+WsgsJWwrTzlfHeqkZkdGyLM84rF9rwLoKBaR3AADgdwR4ABCC3N59F2vU+cVp3ufDZaRYF+eac4ZZAtZVKCC6AwCAXkKAByB3RPfuMlui8w+lF32jd0nvH5+SaF840TzdUK9UBrCzYCO6AwCAXkWAByBfRPfuamxVfXQ4dffRFLtTcj5cYqxz7oSa2bfURjMfDgAAwK8I8ADkiOjeXW12ZcHx5B3Fulab5Cl1dbTrznF187PN8WpXIHsLLqI7AAAIGAI8AHkhuneX06X4sky79YDe0iL5K0OldE8zNCyaZEpKkNF8OEF6BwAAgUWAByAL5PYecLlFaYVmc6He2CA5H06hENlZlnsmm/om2QLZW9AR3QEAQOAR4AFEOKJ7z5RVJWzcl/Y3k7f5cIbM5mWTjUPS2wLWVSggugMAgGAhwAOIWET3njlfHbe5MO3UhXgvNYN0zcummMYMYrQ7AABA4BDgAUQgonvPXK6N2XpAX1KhcUvvH6/T2OdNMGUPuZSYEC+EjGbEkd4BAEDQEeABRBSie8/UNkXlH9LvPal1uSXnw/WJc865rWb2+FqlcLTK6dQ70R0AAIQIAjyASEBu77Fmq2pXSeqeYyk2h2R0j412zRpXtyDHHBfjEkI4nQHsL6iI7gAAIKQQ4AGEN6J7j9kcyj3HkneVpDZbVVI1USr31JsbluSaNPHMhwMAAAgyAjyAcEV07zHPfLhN+9JMlmipGqVCTMiyLMszpmntgewtFJDeAQBAaCLAAwg/RHdflFUlvPtV+gWz2kuNIbN5xRRjpl5e8+EE0R0AAIQ2AjyAsEFu99HZy3Gbi9K+ueRtPtxNfVuX5RlHDWgJWFchgugOAABCHwEeQBgguvvoUo1620Fd8VmNl5r+KbYluabsLItCcjO7iEV6BwAAYYEA3wmXy+WUzybLYc7l8uyJzfEKM+6/zxl3u93eD9/p06cD0lHEqmmM3lmi31uW5JaeD5ecaF+YY5pmqFcq3G638DIE3sNz+Dw/feFu5MiRQk6vIe0/evL5J0cY3qKEo/afOw5fOPIcPg5c2Gl/l3LDt5rB1YPeCPDXcrvdbW1tdXV1wW4E3cDxCl9Op1Pq8FVWVga4mQjTbI3ac7zv52XpDqdSqiZe7Zg97uodhupolautm6Pd29rC+w75IUOGCBm/esj2Hx7uWltbW1u7+bOKkNHY2BjsFtBDvGaGrxB/2bTbu71VMAH+WgqFQq1Wa7XaYDeCLmlra7PZbBqNtwuDEYLcbrfFYhFCqFSqxMTEjk998803ni/i4uKC0FlEsNqVn32durNE12qTnA8XE+WaNbZm3gRzvNophLcN7a7ncrmsVqtarVYqJT8aCGUjRowIdgtB09TU5Pmwn19z4aihoSE2Nlat7t4PLIKura3NarUKIRISEqKieO8dZpqbm4UQCQkJwW4E3eNwODzHLsRfNm02W3f/Ci8inVCpVHP20J0AACAASURBVNHRkqOVEFI8n1pxvMJO+/WECoWi/fB5bnRXqSQzJ27I6VJ8WabddkDf0CL58q5UuKePbvjuRFNyome0ew//g6tUqnAM8DK/3V3x9x0OeNkMU7xFCUftb9CjoqI4fGFHoVB0fK+CcNH+VlOpVIby4XPf8MbF6xDgAQQfe9T5zu0WJRWaLUX66voYL2WGzOb7plUPSLUGrLHQIfPoDgAAIgABHkAwnTt3Lj7e21QzdEVZVcKmwrRvjbFeaob3b12WZxzeX3bz4QTRHQAARAoCPIAgKC8v99yYFI7XYIeUyuq4TYX6Uxe83ZuXkWpdPMmcM8wSsK5CB9EdAABEEgI8gIDianl/uVoX8/5+fUmFxsvNU6l97AtyzNMN9fL8nIT0DgAAIgwBHkCAEN39xdKiyi/WFRxPdkmPdu8T55xzW83s8bXRqm5vjhIBiO4AACAiEeAB9Dqiu7+02ZUFx5Pzi3VtNslT6upo153j6hbkmONiXIHsLUQQ3QEAQAQjwAPoLeR2P3I4FV+d0m7dr7e0Sr5uq5TuaYaGxbkmbbwjkL2FDtI7AACIbAR4AP5HdPcjl1uUVmg2FaaZGiSnmCoUIjvLsizPlKa1BbK30EF0BwAAckCAB+BPRHf/KqtKeO+rtCqzt/lwhszme6cYB+nbAtZVSCG6AwAA+SDAA/APort/VVyJ21yYdvpSvJeaoemty/KMNw+U42h3QXQHAADyQ4AH4BNyu99drlVvPaArPqvxUtMv2fa9203ZWRaF5D70EY70DgAAZIgAD6CHiO5+V9sUnX9It7csySW9f3xKomPhRNP00Q1KhRznwwmiOwAAkDECPIBuI7r7XXObaldp6u5jKXaH5Cn12BjXnFtr504wx0QR3QEAAOSIAA+gG4jufmdzKPccS95ZktpiVUnVRKncU29uWJJr1MQ7A9lbSCG9AwAAEOAB3Bi5vTc4XYovy7TbD+rrmyVfipUKMSHLsnyKUa+xB7K3kEJ0BwAA8CDAA/CG6N4b3G5RUqF5v0h/tT7GS5khs3nFlOpMvTVgjYUaojsAAEBHBHgAnSO695KyqoTNRWmV1d5Guw/r17o0zzgyQ6bz4QTRHQAAoDMEeADXIrr3kos16u0HbzAfLiPFujjXnDPMErCuQhDpHQAAoFMEeAD/i9zee8yW6J0lur0nk1zS+8enJNoXTjRPN9QrlQHsLMQQ3QEAALwgwAMguveixlbVR4dTdx9NsTsl58MlxjrnTqiZfUtttFznwwmiOwAAQBcQ4AFZI7r3nja7suB48o5iXatN8pS6Otp157i6+dnmeLUrkL2FGtI7AABAVxDgATkit/cqh1Px1Snt1gN6S4vka6xK6Z5maFg0yZSU4Ahkb6GG6A4AANB1BHhAXojuvcrlFqUVms2FacaGaKkahUJkZ1mWTjalJ9kC2VuoIboDAAB0FwEekAuie28rq0p4b19alcnbfDhDZvOyycYh6W0B6yo0kd4BAAB6gAAPRD6ie287dzVuc2Fa+cV4LzVD09uW5hkNA5sD1lVoIroDAAD0GAEeiFjk9gC4XBuz9YC+pELjlt4/Xq+xL841TR7ZoJDch14WiO4AAAA+IsADEYjoHgC1jVH5xfq9J7Uut2Qu18Q7v3Nrzd3ja6NU8p0P50F6BwAA8B0BHogoRPcAaG5T7SpN3XMsxeaQjO6x0a5Z4+oW5phjY2Q9H04Q3QEAAPyHAA9EAnJ7YNgcyj3HkneWpLZYVVI1USr31Jsbltxu0sTJej6cILoD8De32/3FF1/s27fvypUrycnJOTk5c+bMUavVwe4LAAKHAA+EN6J7YLjcYv9p7ZaitLomyZdNpUJMyLIsyzOmae2B7C0EEd0B+N2JEydWrVp1/Pjxjg9mZGSsX79+3rx5weoKAAKMAA+EK6J7wJRVJbz7VfoFs7eTPIbM5hVTjZk6uc+HE6R3AL3g2LFj06ZNs1gs1zx+6dKlhQsXbtq06Z577glKYwAQYAR4IPyEe3Q3Go0HDhw4d+6c1WrVaDQGg2HSpEmxsd7GpwfL2ctxmwrTzlz2Nh8uq1/rssnGkQNaAtZVyCK6A+gNbrf7hz/84fXp3cPlcv3TP/3TjBkzUlNTA9wYAAQeAR4IG+Ge24UQbrd7x44dn3zyicv1j63dTpw4sWvXrgceeGD06NFB7O0al2rU2w7qis9qvNT0T7EuyTVnZ1lkPh9OEN0B9KZDhw4dPnzYS0FdXd2mTZt+/OMfB6wlAAgWAjwQBiIgunt88MEHn3zyyfWPNzY2vv766z/5yU+GDx8e+K6uUdMYvaNYt7csySW9f3xyov27E83TDfVKZQA7C1WkdwC9qrCwsCs1BHgAckCAB0JaxER3IcSVK1f27Nkj9azD4Xj33Xd/9atfKYJ3OrupTfVhaeruoyl2p2QPCbHOeRNq7rqlNiZK7qPdBdEdQEDU1NTcsMZkMgWgEwAIOgI8EIoiKbe3O3jwoMvLSW0hrl69ev78+ZtuuilgLbWz2pWfHk/eWaJrsUqeUo+Jct11S9387Jp4tTOQvYWmIUOGJCUlBbsLALKQnJx8w5qUlJQAdAIAQUeAB0JLREZ3jwsXLtywpqqqKsAB3ulSfFmm3XZA39DiZT6ce/rohu9ONCUnyn20u8eIESMaGhqC3QUAucjJyblhzcSJEwPQCQAEHQEeCBURHN09Wltb/VLjL263KKnQbCnSV9fHeCkbP7RpxZTqvsm2gDUWyjzXzNvtch90DyCQpkyZMnLkyNOnT0sVJCYmrlixIpAtAUCwEOCB4Iv46O7Rp0+fG9ZoNN52ffejsqqETYVp3xq9za4b3r91WZ5xeH/mwwnB7e4AgkelUv35z3++884729raOi145ZVX+vXrF+CuACAoCPBA0Mgkt7cbPnz48ePHb1jT221UVsdtKtSfupDgpWZAqnXRJHPOsM5nDssQ6R1AcOXl5X388cerVq265m4sjUazbt26Bx98MFiNAUCAEeCBIJBbdPfIzc396KOPmpubpQrGjh2blpbWew1cqYv5n/36kgqNW3r/eJ3GPj/bPH10vVL2o909iO4AQsT06dPPnj27bdu2vXv3mkwmjUYzceLE5cuXd2WLOwCIGAR4IKDkGd09EhISvv/9769fv77TvehTUlJWrlzZS0vXNkXlH9LvPal1uSVzeZ8455zbamaPr41WMR9OCKI7gNCjVqvvvffee++9N9iNAEDQEOCBQJBzbu9o3Lhxq1evfvfdd69evdr+oEKhGDt27MqVK7Vard9XbLMpC04k5xfr2myS8+HU0a47x9UtyDHHxXibcicrpHcAAIAQRIAHehfR/RrDhw//1a9+VVFRcebMmba2Nq1W20tXzjuciq9Oabfu11taJV/oVEr3NEPDklyTJp75cP+L6A4AABCyCPBAbyG6S1EoFFlZWZ4dg5VKZXx8vH+/v8stSis0mwrTTA3RUjVKhZiQZVmWZ0rTMh/ufxHdAQAAQhwBHvAzcntwlVUlvLcvvcqk9lJjyGy+d4pxkL7zcUTyRHoHAAAIfQR4wG+I7sF19krclsK005e8nc8fmt66LM9480BGu/8D0R0AACBcEOABPyC6B9elWvW2A7risxovNf2Sbd+73ZSdZVEwH+7viO4AAADhhQAP9By5Pehqm6LzD+n2liV1Npnuf6UkOhZONE0f3aBUMB/uH0jvAAAAYYcAD/QE0T3omtpUH5am7j6WYndInlJPUDvnZdfcdUttTBTR/R+I7gAAAGGKAA90D9E96GwO5Z5jyTtLdC1WydHuUSr3jDF1i3PNCWpnIHsLcUR3AACAsEaAB7qK6B50TpfiyzLt9oP6+mbJ1y7PfLjlU4x6jT2QvYU+0jsAAEC4I8ADN0BuDwVutyip0LxfpL9aH+OlzJDZvGJKdabeGrDGwgLRHQAAIDIQ4AFJRPcQUVaVsLkorbI61kvNsH6ty/KMIzKYD/d/EN0BAAAiCQEe6ATRPURcrFFvKUo7ej7RS01GinVxrjlnmCVgXYUL0jsAAECEIcAD/0BuDx1mS/TOEt3ek0ku6f3jU/vYF+SYpxvqlZKb2ckU0R0AACAiEeABIYjuoaSxVfXR4dTdR1PsTsn5cImxzrkTambfUhvNfLjrkN4BAAAiFQEeckd0Dx1tdmXB8eQdxbpWm+QpdXW0685xdfOzzfFqVyB7CwtEdwAAgMhGgIdMkdtDisOp+OqUdusBvaVF8kVJpXRPMzQszjVp4x2B7C0sEN0BAADkgAAP2SG6hxSXWxSf1WwuTDM2REvVKBQiO8uydLIpPckWyN7CBekdAABAJgjwkBGie6g5fUmztXjgxZp4LzWGzOblecbBaW0B6yqMEN0BAABkhQCPyEduD0HnrsZt/GrgmSt9vNQMSW9dlmcyDGwOWFdhhOgOAAAgQwR4RDKiewi6XBuz9YC+pELjlt4/vm+y7Z7bTdlZFoXkPvSyRnoHAACQJwI8IhPRPQTVNkblF+v3ntS63JK5XBPv/M6tNXePr41SMR+uE0R3AAAAOQuPAF9aWrpr166LFy82/P/27jy+qTrf//j3JG3TpEuaNk1LKftSpFpc2spSEAVF3BG1oD91fs5lFr2Ms1zH4eJj/N3xXuXhMs7gvSro3Ider7KMoKAIivqrshQomzMU0BaQrdCma9omTdLk/P44czv9tU26kO0kr+cfPso335x8YnrOybvfc77flpbs7OyJEyeWlpZaLJYe3Wpra9euXXvo0CGbzWYymQoLCxcvXpyWlhaWmhEW5PbI1N6h/Xh/xmeH012dPqN7Yrx37pSmO4vrExNYH64PRHcAAACoIMC/+eabmzdvFkIYDAaTyXTu3LnTp0+XlZX97ne/y8/P7+p28uTJZcuWORwOIYTRaLRarVu3bi0vL3/hhReysrLCVj1ChegemVydms8Omz6qyLA7tb76xGnlWZNbFk63pupZH65vpHcAAACIyA/wx44d27x5s06n+9WvfnXttddKktTe3v7qq6/u2LHj97///apVq+Li4oQQsiy/8sorDoejsLBw6dKlJpOprq5uxYoV1dXVb7zxxlNPPRXu94EgOnXqVF1dXbirQE9eWSo7Yvxwb2ZTm8/jjCTJ0yc23lvSlJHiDmVtKkJ0BwAAQJdID/Dbt28XQtx5551Tp05VWpKSkn72s58dPHjQarWePXt2zJgxQoiqqqoTJ06kp6c/+eSTOp1OCGGxWJ5++ukf/vCHFRUV9fX1ZrM5jO8CwaAMubtcLAweiSrPJL37ddbZep2fPpOG2xZee3akucNg8LeMXMwiugMAAKCHSA/wZ86cEUJcccUV3Rt1Ot3w4cO/++678+fPKwFeyfkzZsxQ0rvCaDReffXVe/bsKSsru+eee0JbOIKIq+Uj2dGzhnU7LSdr9X76TMyxl5bU5aRahRBCaEJTmLqQ3gEAANBbpAf4hx9+2O12T5w4sXujx+OxWq1CiK557M6fPy+EKCgo6PH0KVOm7Nmz59y5cyEpFkFHdI9k5xt0G/eY91Wl+umTk+5cOK2+eIJNluV21nfvC9EdAAAAvkR6gO8+9t7Z2dne3n7u3LkPP/ywqanpiiuumDBhgvJQY2OjEMJoNPZ4utKiPNrDoUOHlixZ0rs9OTnZbrfX19cH6i3g0p06dcp/h7a2ttBUgj41tiVsO5yz81uz7Ht9OFOSa/5VNSV59ZIkd/+4vF4vH59CuZ5IRQef5ubmcJeAoVPRbxq6a29vb+fPn6rV0tIS7hIwRBwz1ctut9vt9nBX4ZPbPeh5oCI9wHf385//XLmiXggxb968H/7wh5L0t7SgRPSUlJQeT0lNTRU+AjxUod/ojvBq7Yj/5OCwnd9aOj0+o3uSrnP+VReuu6wuTsv6cD4p6R0AAADwQ00BfsKECRaLZdSoUTU1NTt27Bg9evStt97avUNXnu8iy7IQorOzj7WplBvpe7e3tLRIkqTV+lzyCqFx8uRJIYRG088N0rIsy7LcbzcEnNOtKTtq+eRgdofb586SEOe9Pr/u5isvGnQeIUSP29293r/l+Rj/+MaOHRvuEgZNlmWv16vRaHofdRHhvF6vcmbkNKdGHo+H/U6NlGOmYL9TJ+Wzi/HvKmrUtd9F+GGz6/vwwKkpwD/++ONdP69cuXLVqlXp6enTpk0TQqSnp9fU1LS2tvZ4inJpbkZGRu+tTZ48edOmTb3bb7jhBr1ebzKZAlk6BqzrLvcBzkzucrncbjfTmIeSxyt9VWncWJ7ZYvd5ANFI8uzLW+661mpK7hSij7noZVlWrgLVaDSx/PGp9I53t9vd0tKSmpqqLOQJFWlublb+qM1pTo3q6+v1er1e72+WUESg9vZ2h8MhhEhOTo6Pjw93ORgcZWxPuaoXKuJyuWw2mxAiMTExkr9qDmFFrYj+7mWz2Q4ePGgwGIqLi3s8VFRU9Pnnn2/fvr17gFc+pB5bED4CPCINE9RFPlkWFdWp63dl1jYn+OojSaJovO3e6dZsEyv8+aPS6A4AAIAwiugAL8vy73//+4SEhPXr1/e4cKWjo6P7P3Nyco4cOVJZWVlUVNS9vbKyUggxbNiwEFSLISO6q0LlmaS1Oy3f1yX66TMxx1FaUjsxxxGyqtSI6A4AAIChiegAbzQazWZzfX39oUOHrrnmmu4P7du3TwiRm5ur/HPu3LmfffbZ7t27H3zwwa77i5xO5/79+yVJmjNnTogrx0CQ29XiZK1+3U7L0bP+rj4abem4b0bdFaOYG7kfpHcAAAAMWaTPxzB//nwhxH/8x38cOXJEmXfH6XT+93//965duxITE2+55RalW15e3tixYy9evPj6668rMwG43e7nn3/ebrcXFxd3LRePCHHs2DHSuypcaEp4Zcvw/7N2tJ/0bk51/+85F/5l8SnSu3+XXXYZ6R0AAACXIqJH4IUQd999d0VFxfHjx//5n/9Zr9enpKRYrVZZlhMSEh577LHs7GylmyRJS5cuXbZs2aeffrpz584RI0acOnXK6XSaTKY+F3tHuJDb1aKxLW7T3syyI0av76XdU/SeW65pmHdVY7xWDmVtqkNuBwAAQEBEeoDXarUrVqzYtm3b119/feHCBZvNNmbMmPHjx9933309xtXHjRu3cuXKNWvWHD58uKqqymQyzZkzZ/HixUajMVzFowu5XUU6XJrP/2LatM/c4fJ5hY4u3nvjlKY7iuv1CSzt3g/SOwAAAAIl0gO8EEKj0dxyyy1dV8v7kZ2d/Ytf/CIEJWHgiO4q0umRvj5q3LA70+bweWTQauTr8lsWTrOmGjpDWZsaEd0BAAAQWCoI8FAporuKeGWxvzp17U6LtcXn+rQaSRSOt5WWWC1G1ofrH+kdAAAAAUeAR4CR21Wn8kzSezuyzlh1fvrkj2xfPLNuVGaHnz5QEN0BAAAQJAR4BAzRXXWqL+jX7bQcP+9vfbixWY7SkrrJI+whq0q9iO4AAAAIKgI8AoDorjrnG3Uby837qlL99Blmct0z3Vo03ib5nIcef0d6BwAAQLAR4DF05HY1amyL37TXXFaZ5vU9f3x6cued11pnX96ikVgfrn9EdwAAAIQGAR5DQXRXo7YO7Zb9GZ8eTnd3+hxST9J5bitquOnKxoQ4onv/iO4AAAAIJQI8BoforkauTs1nh00fVZjtTp9Lu8dp5VmTWxZOq0s1eEJZm3qR3gEAABBiBHgMCLldpTxe6atK4wd7Mpvbfe7syvpwi2bWZaa6Q1mbehHdAQAAEBYEePSD6K5SsiwqqlP/vCvzYnOCn275I9vvn1k7MtMZssLUjvQOAACAcCHAo2/kdlWrPJO0bpflVG2inz4ThjlKS+ryhrM+3EAR3QEAABBeBHj0RHRXtXMNuvW7LIdOJvvpMzzdefe0+uIJtpBVpXZEdwAAAEQCAjz+juiuavW2+I8qzGVH0ry+54/PSHHfUVw/O79Z43MyO/REegcAAECEIMCD3K56rQ7tJwcyPj2U7vb4XB8uOdFza2HDvCsb41kfbsCI7gAAAIgoBPiYRnRXuw635vNvTJv3mR0un0PqunjvjVOabi+qN+i8oaxN1YjuAAAAiEAE+BhFdFe7To/09VHjhvJMm93nXqzVyNflt9w9zWo0dIayNrUjvQMAACAyEeBjC7k9Cnhlsb86dd1OS11LvK8+kiSKxtvum2HNSnOFsja1I7oDAAAgkhHgYwXRPTpUnkl6b4fljNXf+nD5I9sXldSNtnSErKroQHoHAABAhCPARz+ie3Q4cVG/bqfl2DmDnz5jshylJdb8Ee0hqyo6EN0BAACgCgT4qEVujxo1jQkbyjMrqlNl3/PHZ5tc9063Fo23ST7noUcfiO4AAABQEQJ8FCK6R43G1rhN+zLLjhi9ss9cnmrwzL+64earGuO0rA83OKR3AAAAqAsBPqoQ3aNGe4f24/0Znx1Od3X6jO6J8d65U5ruLK5PTGB9uMEhugMAAECNCPDRgNweTVydms8Omz6qyLA7tb76xGnlWZNbFk63pupZH27QSO8AAABQKQK8uhHdo4lXlsqOGD/cm9nU5nPH1EiicLxtUUldptEdytqiA9EdAAAAqkaAVyuie5SpPJP07tdZZ+t1fvrkj2y/f1bdSDPrww0a0R0AAABRgAAPhFlVjX7tTst3Nf7Whxs/zFE6o25Srj1kVUUT0jsAAACiAwEeCJvzDbqNe8z7qlL99MlJdy6cVl88wRayqqIJ0R0AAADRhAAPhEFDa/zmfeayyjSv7/njTcnuu66tn53frNGEsLIoQnoHAABAlCHAAyHV6tB+ciDj00Ppbo/P9eGSEj23FTbMu7IxPo6l3YeC6A4AAICoRIAHQsTp1mz/xrR5n9nh8jmknhDnvenKptuLGgw6TyhrixpEdwAAAEQxAjwQdB6v9FWlcWN5Zovd5x6n1cjX5bfcda3VlMzS7kNEegcAAEB0I8ADQSTLoqI6dd3OzLqWBF99JEkUjbfdO8OaneYKZW3RhOgOAACAWECAB4Kl8kzSmh2W09ZEP30m5jhKS2on5jhCVlX0Ib0DAAAgRhDggcA7WatftzPz6NkkP31yM5wLprI+3CUhugMAACCmEOCBQLrQlPD+7syK6lTZ9/zx5lT37UX1sy9v1vichx79ILoDAAAgBhHggcBobIvbtDez7IjRK/vM5Sl6zy3XNMy7qjFey/pwQ0d6BwAAQGwiwAOXqsOl2Xow4+P9Ga5On9E9Md47d0rTHcX1+gRvKGuLMkR3AAAAxDICPDB0nR7p66PGDeUWm13rq4+yPtzCadZUA+vDXRLSOwAAAGIcAR4YCq8s9lenrt1hsdriffXRSKJwvK20xGoxsj7cJSG6AwAAAIIADwxB5Zmk93ZknbHq/PTJH9m+eGbdqMyOkFUVlYjuAAAAQBcCPDAIVRf063dajp83+OkzNstRWlI3eYQ9ZFVFq4hK7xcuXPj6668bGhpSUlKuvfbaiRMnhrsiAAAAxBwCPDAg5xt1G8vN+6pS/fTJSXctnGYtGm+TWB/u0kRUdLdarY8//vj69es9Hk9X43XXXffqq69Onjw5jIUBAAAg1hDggX40tsVv2msuq0zz+p4/Pj25885rrbMvb9FIrA93qSIqvZ8/f76kpOT777/v0f7VV18VFxd//vnnU6dODUddAAAAiEUEeMCntg7tlv0Znx5Od/teHy5J57mtqOGmKxsT4ojulyqiortiyZIlvdO7or29fdGiRceOHdPr9aEtCgAAADGKAA/0wenWbP/G9FGF2e7U+OqTEOe96cqm24oaknQeX30wQBEY3YUQlZWVW7du9dPh9OnTf/7znx966KGQlQQAAIBYRoAH/j8er/RVpfGDPZnN7T73DmV9uEUz6zJT3aGsLVpFZnoXQnzxxRcD6UOABwAAQGgQ4IG/kWVRUZ36512ZF5sT/HTLH9n+wKzaEWZnyAqLYmPGjImLi9yj0MWLF/vtU1NTE4JKAAAAAEGABxSVZ5LW7bKcqk3002dCjqN0Rl3ecNaHC4wxY8aEu4R+JCUl9dsnJSUlBJUAAAAAggAPnKxNXL/TUnnWX1QbnuG8e2p98QRbyKqKbpdddpksyw0NDeEupB8FBQX99pkyZUoIKgEAAAAEAR6xzGqL/7jCXHYkzet7/viMFPcdxfWz85s1PiezwyBE7O3ufbrxxhuzs7P9XEgfFxe3aNGiUJYEAACAWEaARyyy2bVbD2Z8eijd7fG5PlxyoufWwoZ5VzbGsz5cgKgrvQshEhMTV65cWVpaKst9/w488cQTeXl5Ia4KAAAAMYsAj9jS4dZ8/o1p0z5zh8vnkLou3nvjlKbbi+oNOm8oa4tiqovuXe69997W1tZ//Md/dDgc3dslSfrVr371r//6r+EqDAAAADGIAI9Y0emRvj5q3LA70+bw+Wuv1cjX5bfcPc1qNHSGsrbopt70rnjkkUduuummVatWffXVVxcuXDCZTFOnTv2Hf/iHgdwhDwAAAAQQAR7RzyuL/dWp63Za6lriffWRJFE03nbfDGtWmiuUtUU3tUf3Lrm5uc8880y4qwAAAECsI8AjFLxeb0dHR0JCQugX/a48k/Te15Yz9f7Wh8sf2b6opG60pSNkVUW9qInuAAAAQOQgwCO4vvnmmy+++OLEiROdnZ2SJOXm5s6cOXPmzJma4M/qXn1Bv26X5fg5g58+Y7Ici0qsk0e0B7uYmEJ6BwAAAIKBAI9gkWX5nXfe2bVrV/eWs2fPvvfee/v27Vu6dGlior9R8UtR06jbUG6uqE71MXe4EEJkm1z3TrcWjbdJPuehx6AR3QEAAIDgIcAjWLZs2dI9vXdXXV39pz/96bHHHgv4iza2xm3al1lWmeb1PX98qsFzR1H9jVc2aSTWhwsk0jsAAAAQVAR4BEV7e/u2bdv8dPjLX/5SVVU1YcKEgL1ih/bj/RmfHU53+RVh4wAAIABJREFUdfocUk+M986d0nRncX1iAuvDBRLRHQAAAAgBAjyC4siRI26323+fQ4cOBSTAuzo1/3d/xkcVGXan1lefOK08a3LLwunWVD3rwwUS0R0AAAAIGQI8gsJqtfbbp66u7hJfxStLXx3N2FyR1dzuc304jSQKx9sWldRlGvv5gwIGi/QOAAAAhBIBHkHh9XMP+mD6+HHwZPKaHVkXmxL89Mkf2X7/rLqRZtaHCzCiOwAAABB6BHgERUZGRr99zGbz0Db+XY1+3U7LdzX+1ocbP8xRWlI3abh9aC8BP0jvAAAAQFgQ4BEUl19+uUaj8T/GXlBQMNjNnm/Qbdxj3leV6qdPTrpz4bT64gm2wW4c/SK6AwAAAGFEgO9DZ2dnR0ekX3Td7xRx4WUwGGbNmlVWVuarw9ixY/Py8gb+LhpaE7YcsHx11CTLPieZT09231ZYe93kJkmSI/t/jypNnDgxGPuF1+uN/N0NPXg8HiGEy+Xq7GRWSJWR5b8tn8l+p1Kq+IqCHpRjphDC5XJ1/Qy1UIaj2O9Up2tfi/DDpsvlGuxTCPA9ybLscrna2trCXUg/nE5nuEvox/z58y9evHj8+PHeD1kslgcffHCAb6GtI277X7L/b2W22+Mzuht0nfOmXLwhvzZO6x38XoB+jBkzRggRpJ3C6/VG/u6GPtnt3KKiYux3KuV0OiP/CwB8cTgc4S4BQ8QxU71cLtcQQnLIDGFQlgDfkyRJBoNhyLdnh8xApnkPu5///OdfffXV559/3lVtSkpKSUnJ/PnzdTpdv093ujXbvzFt3md2uDS++iTEea/Pr7t7us2g8wjh7654DEHwrpmXZbmhoUEIERcXl5aWFqRXQZC43e6Wlpa0tLS4OE4iKtPc3KxcNxH5pzn0Vl9fn5SUpNfrw10IBqe9vV2J7kajMT7e57o5iEwtLS2SJKWm+rt/ExHI5XLZbDYhhMFgMBgiNyMwAo/IIknS7NmzZ8+e3dzc3NLSovxlRJJ8DqR38XilryqNG8ozbXafv6JajXxdfstt19QY4u0GXVJAC4cQ3PEOAAAARBgCPEIhLS1tgKOsXlnsr05dtzOzrsXn+nCSJIrG2+6dYc1Oc7lcET4bgCoR3QEAAIAIRIBHBKk8k7Rmh+W0NdFPn/yR7aUz6sZkRe5cFGpHegcAAAAiEwEeEeFkrX7dTsvRs/5uUMnNcC6YyvpwQUR0BwAAACIZAR5hdqEp4f3dmRXVqf+ztlEfzKnu24vqZ1/erOn/9nkMBdEdAAAAiHwEeIRNY1vcpr2ZZUeMXt9Lu6foPbdc0zDvqsZ4re98j0tDegcAAABUgQCPMGh3aj+uyPjscLqr02d0T4z3zp3SdEdxvT7BG8raYgrRHQAAAFARAjxCqtMjfX3UuKHcYrNrffWJ08qzJrcsnGZNNXSGsrZYQ3oHAAAA1IUAjxBR1odbu8NitcX76qORROF4W2lJncXI0nBBRHQHAAAA1IgAj1CoPJP03o6sM1adnz75I9vvn1k3MpP14YKL9A4AAACoFAEewVV1Qb9up+Xb8/7WhxuX7Sgtqbss1x6yqmIT0R0AAABQNQI8guV8o25juXlfVaqfPjnproXTrEXjbRLrwwUT0R0AAACIAgR4BF5jW/ymveayyjSv7/njTcnuu66tn315i0ZifbjgIr0DAAAA0YEAj0Cy2bWbK8xf/MXU6fE5pJ6U6Lm9qOHGKY0JcUT34CK6AwAAANGEAI/AcLo1278xfVRhtjs1vvokxHlvurLp9qIGg84TytpiE+kdAAAAiDIEeFwqj1f68q9pH+412+w+f500kjz78pa7rrWaklnaPeiI7gAAAEBUIsBj6GRZVFSnrt+VWduc4Kdb/sj2B2bVjjA7Q1ZYLCO9AwAAANGKAI8hqjyTtG6X5VRtop8+E3IcpTPq8oazPlwoEN0BAACA6EaAx6CdrE1cv9NSeTbJT5+RmR2lJdaCUW0hqyqWEd0BAACAWECAxyBYbfEfV5jLjqR5fc8fn5HivqO4fnZ+s8bnZHYIJNI7AAAAECMI8BgQm1279WDGp4fS3b7Xh0tO9Nxa2DDvysZ41ocLCaI7AAAAEFMI8OiH3anZciDj00PpTrfPIfXEeO8t1zTOv7ohMcEbytpiGekdAAAAiDUEePjU6ZG+PmrcsDvT5vD5e6LVyNflt9w9zWo0sD5ciBDdAQAAgNhEgEcfvF6x67hxQ3lmQ2u8rz4aSUzNsy2cVmcxukNZW4wjvQMAAAAxiwCPnirPJL23w3LG6m99uPyR7YtK6kZbOkJWFYjuAAAAQIwjwOPvTlzUr91pOX7O4KfPmCzHohLr5BHtIasKRHcAAAAAggAPRU2jbkO5uaI6VfY9f3y2yXXvdGvReJvkcx56BB7pHQAAAICCAB/rGlvjNu3LLKtM8/qePz7V4LmjqP7GK5s0EuvDhQ7RHQAAAEB3BPjY1d6h/Xh/xmeH012dPofUE+O9c6c03Vlcz/pwIUZ6BwAAANADAT4WuTo1nx02fVSRYXdqffWJ08qzJrcsnG5N1bM+XEgR3QEAAAD0iQAfW7yyVHbE+OHezKY2nx+9RhKF422LSuoyWR8u5EjvAAAAAHwhwMeQgyeT1+zIutiU4KdP/sj2+2fVjTSzPlyoEd0BAAAA+EeAjwnf1ejX7bR8V+NvfbjxwxylM+om5dpDVhUURHcAAAAAA0GAj3LnG3Qb95j3VaX66ZOT7lw4rb54gi1kVaEL6R0AAADAABHgo1ZDa/zmfWb/68OlJ7vvvLZ+dn6zRhPCyiCEILoDAAAAGCQCfBRqdWg/OZDx6aF0t8fn+nBJiZ7bChvmXdkYH8fS7mFAegcAAAAwWAT4qOJ0a7Z/Y9q8z+xw+RxST4jz3nRl0+1FDQadJ5S1QUF0BwAAADA0BPgo4fFKX1UaN5Zntth9fqZajXxdfsuCqda0JJZ2Dw/SOwAAAIAhI8CrniyLiurUdTsz61p8rg8nSaJovO3eGdbsNFcoa0MXojsAAACAS0SAV7fKM0lrdlhOWxP99Mkf2V46o25MFku7hwfRHQAAAEBAEODV6mStft1Oy9Gz/pZ2z81wLpjK+nDhRHoHAAAAECgEeFX6P2+JLXtGy77nj89Kc90z3XrtBJvkcx56BBfRHQAAAEBgEeBVKccsfKX3FL3nlmsa5l3VGK9lfbiwIb0DAAAACDgCvCr9rxvFui86e0w4nxjvnTul6Y7ien2CN1yFgegOAAAAIEgI8Kpk0Ik7i+v/qyxb+WecVp41uWXhNGuqgfXhwon0DgAAACB4CPBqdUNB87ZD6fW2hMLxttKSOovRHe6KYhrRHQAAAECwEeDVSquR/+HGC8mJnhFmZ7hriWlEdwAAAAChQYBXscty7eEuIdaR3gEAAACEDAEeGAqiOwAAAIAQ04S7AEB9SO8AAAAAQo8ReGAQiO4AAAAAwoUReGCgSO8AAAAAwogReKB/RHcAAAAAYccIPNAP0jsAAACASMAIPOAT0R0AAABA5CDAA30gugMAAACINFxCD/REegcAAAAQgRiBB/6O6A4AAAAgYjECD/wN6R0AAABAJGMEHiC6AwAAAFABRuAR60jvAAAAAFSBEXjELqI7AAAAABVhBB4xivQOAAAAQF0YgUfMGUh0P3fu3OnTpxMSEiZNmpSSkhKCqgAAAADAP0bgEUMuu+yyftP7xo0br7zyyhEjRpSUlBQXF6enpy9YsODYsWOhqRAAAAAAfFHHCPzZs2fXrl17+vTpixcvZmRkjB49esGCBZMmTerRrba2du3atYcOHbLZbCaTqbCwcPHixWlpaWGpGZFmIAPvTzzxxIsvvti9pbOz88MPP/zss882bNhw8803B606AAAAAOiHCgL8l19++corr3g8Hq1Wm5mZ2dDQcOHChfLy8oULFz788MNd3U6ePLls2TKHwyGEMBqNVqt169at5eXlL7zwQlZWVvjKR/gN8Hb3d999t0d672K32++7777jx4/n5OQEtDQAAAAAGKhIv4S+sbFx9erVHo/n7rvvXr9+/erVq9etW/fTn/5Uq9Vu2LChvLxc6SbL8iuvvOJwOAoLC99+++133nnnzTffHD9+fHNz8xtvvBHet4DwGvhkdb/73e/8PNra2vrSSy8FoiIAAAAAGIpID/BffPGF3W7Pz89/+OGH4+PjhRBarXb+/Pn33XefEGLbtm1Kt6qqqhMnTqSnpz/55JMmk0kIYbFYnn766YSEhIqKivr6+jC+BYTLQO5471JVVfXdd9/577Nly5ZLLgoAAAAAhijSA/zp06eFEDNmzJAkqXt7cXGxEKK6ulr55/bt25VuOp2uq4/RaLz66qtlWS4rKwtZwYgQg10lTvlNu/Q+AAAAABAkkX4P/Lhx41JSUgoKCnq0t7W1CSGSkpKUf54/f14I0bvblClT9uzZc+7cud5bbm1t9TW1uMfjcbvdl1h5sHk8nnCXEBFkWRb///+NvLw8IcRgP8EefyHqU1xcXOT/YqiF8sEpP/B/VXU6OzuV/3Z9jlCLro+M/U6lVPEVBT14vV7lB+XgCXVRDpvsd6rTlQ68Xm8kf3xDqC3SA/yCBQt6N7pcrvXr1wshioqKlJbGxkYhhNFo7NFTaVEe7aG6uvrRRx/t3Z6cnOx0OltaWi6t8KBTpuuDouv/xpgxY4b22WVlZUmS5D+NjBs3LvJ/MVTH4/Hwf1WllD+kQqXY71Sqo6Ojo6Mj3FVgiNrb28NdAoaIY6Z6RfhhcwgBPtIvoe+toaFh2bJlf/3rX81ms3InvPifiJ6SktKjc2pqqvAR4BFlxowZM2bMmCE/PTs7u7Cw0H+f22+/fcjbBwAAAIBLFOkj8N05HI5NmzZt3Lixo6Nj5MiRy5cv7zHk3vsqaGVAtc8LlrKysrqvQtdlw4YNcXFxer0+cIUHhTKlHzwez6hRowLyeT377LPz58/3dXnb6NGjly5dGvm/GCqiXDeh0Wi6T10BVfB6vU6nU6fTaTTq+ytwjHM6ncrVvBzN1MjhcMTHx8fFqenLG4QQbrdb+XbBYVONnE6nEILvKqqjfFcRQkT4YVOr1Q72KZH7ZrqTZXn37t2rVq1qbm42GAwPPfTQXXfd1f2TSE9Pr6mpaW1t7fFE5QrPjIyM3tvMyclZunRp7/YPPvggISGh6+76iMVxRDFq1CiHwxGQz2vu3LlvvfXWkiVLet+eMHbs2E8++cRisVz6q0Ahy3JXgI/83Q09uN1up9Op1+sj+YyIPrndbiXAs9+pkcPhSEhI4I8vqtPe3q4E+MTERAZgVKezs1OSJI6ZquNyuboCvMFgCHc5Pg3hmKCC714ul+vFF1/cs2ePVqu95557FixY0PtSeSXA22y2Hu1KS58BHmqnzDNvt9sDuM0HHnigqKjo+eef37Jly8WLFyVJmjx58uLFi3/2s5/1/q0DAAAAgFCK9ADv8Xiee+65AwcO5Obm/tM//dPYsWP77JaTk3PkyJHKysquae0UlZWVQohhw4aFolaE0GBXiRu4iRMnvvnmm0KIjo6O+Pj4IVzWAgAAAADBEOn34ZSVlR04cGDSpEkvv/yyr/QuhJg7d64QYvfu3d2XE3M6nfv375ckac6cOaGoFSFx2WWXBS+9d5eYmEh6BwAAABA5Ij3Ab9myRQhRWloqSZKrl65p9/Py8saOHXvx4sXXX39dubvP7XY///zzdru9uLiYW5ejRmiiOwAAAABEoIi+hN7j8Zw8eVII8S//8i99dsjOzl69erUQQpKkpUuXLlu27NNPP925c+eIESNOnTrldDpNJtOSJUtCWjSCg+gOAAAAIMZF9Ai81WpVhtMHYty4cStXrrz++usTEhKqqqpSUlJuueWWlStXMvweBUjvAAAAABDRI/DZ2dmbN28eVP9f/OIXwasHoUd0BwAAAABFRAd4xDKiOwAAAAB0F9GX0CNmkd4BAAAAoAdG4BFZiO4AAAAA0CdG4BFBSO8AAAAA4Asj8IgIRHcAAAAA8I8ReIQf6R0AAAAA+sUIPMKJ6A4AAAAAA8QIPMKG9A4AAAAAA8cIPMKA6A4AAAAAg0WAR0gR3QEAAABgaLiEHqFDegcAAACAIWMEHqFAdAcAAACAS8QIPIKO9A4AAAAAl44ReAQR0R0AAAAAAoUReAQL6R0AAAAAAogReAQe0R0AAAAAAo4ReAQY6R0AAAAAgoEReAQM0R0AAAAAgocReAQG6R0AAAAAgooReJX59ttv33rrrf379w8bNsxoNObl5U2fPl2v14exJKI7AAAAAIQAAV41ZFl+6qmnVqxY4fV6hRAzZ84UQnzzzTdbtmz5wQ9+UFBQEPqSiO4AAAAAEDJcQq8av/nNb5599lklvXfX3t7++uuvHz9+PMT1kN4BAAAAIJQI8Opw9OjRl156ydejHo/nvffe653tg+Syyy4jvQMAAABAiBHg1eGdd97xeDx+OtTW1p48eTIElRDdAQAAACAsuAdeHQ4dOtRvnzNnzowfPz54NRDdAQAAACCMGIFXB5vN1m8fh8MRvAJI7wAAAAAQXozAq0NWVla/fVJTU4Px0kR3AAAAAIgEjMCrw+zZs/vtk5eXF/DXJb0DAAAAQIQgwKvDQw89lJGR4adDQUGBxWIJ4Csy1TwAAAAARBQCvDqYTKa33347Lq7vWx4yMjIeeOCBAL4c0R0AAAAAIg0BXjVuvfXWL7/8cvLkyd0bJUm66qqrfvOb36SlpQXkVRh4BwAAAIDIxCR2ajJz5swjR46Ul5dXVFR0dnampqbm5eVlZmYGZOPkdgAAAACIZAR4lZEkafr06dOnTz927FgAN0t6BwAAAIAIR4CPdUR3AAAAAFAF7oGPaaR3AAAAAFALRuBjFNEdAAAAANSFEfhYRHoHAAAAANVhBD62EN0BAAAAQKUYgY8hpHcAAAAAUC9G4GMC0R0AAAAA1I4R+OhHegcAAACAKMAIfDQjugMAAABA1CDARyeiOwAAAABEGS6hj0KkdwAAAACIPozARxWiOwAAAABEK0bgowfpHQAAAACiGCPw0YDoDgAAAABRjxF41SO9AwAAAEAsYARexYjuAAAAABA7GIFXK9I7AAAAAMQUAjwAAAAAACpAgAcAAAAAQAUI8AAAAAAAqAABHgAAAAAAFSDAAwAAAACgAgR4AAAAAABUgAAPAAAAAIAKEOABAAAAAFABAjwAAAAAACpAgAcAAAAAQAUI8AAAAAAAqAABHgAAAAAAFSDAAwAAAACgAnHhLiDiyLLc0dHR0tIS7kIwIB6PR5ZlPi/18ng8fHyq4/V6hRBtbW2SJIW7FgyOx+NRfmC/U6mOjg6XyxXuKjA4yjFTCNHe3s5hU3U6OzsFx0wVkmVZ+cHpdLrd7vAW48cQDukE+D5IkqTRcG2COignRT4vVePjUyOPx8OhUo0kSVK+0/DZqRT7nRp1BXiNRkOAVx3lI2O/U52u/S7CD5tDqI0A35MkSTqdLiUlJdyFYEDsdrvD4eDzUh1Zlp1OpxBCq9Xy8amO2+1uaWlJSkqKi+MkojLNzc3Kdxr2OzVyOp06nU6v14e7EAxOe3u7w+EQQuj1+vj4+HCXg8FpaWmRJIljpuq4XC5l4D0hIcFgMIS7HJ+GMAIfuX+NAAAAAAAAXQjwAAAAAACoAAEeAAAAAAAVIMADAAAAAKACBHgAAAAAAFSAAA8AAAAAgAoQ4AEAAAAAUAECPAAAAAAAKkCABwAAAABABQjwAAAAAACoAAEeAAAAAAAVIMADAAAAAKACBHgAAAAAAFSAAA8AAAAAgAoQ4AEAAAAAUAECPAAAAAAAKkCABwAAAABABQjwAAAAAACoAAEeAAAAAAAVIMADAAAAAKACceEuIBIdPnz47bffDncVGBC32+12uw0GQ7gLweDIsmy324UQGo1Gr9eHuxwMjsfj6ejo0Ov1Gg1/BVYZh8Ph9XqFEElJSeGuBYPW3t6ekJAQHx8f7kIwOC6Xy+12CyESExO1Wm24y8HgdHR0SJKk0+nCXQgGR/muIoSI8MOmx+MZ7FMI8H3Yu3fv3r17w10FAAAAAAB/R4DvKSUlJdwlANFPluXW1lYhRFxcHBdQACHT3t6u/LE/JSVFkqRwlwPEhI6ODpfLJYQwGAxxcXz3BkLB7XY7HA4hhE6nU8UFFAkJCQPsKcmyHNRSAKA3m812ww03CCEKCgr+8z//M9zlALFi8eLFVVVVQojy8vJIvqQQiCYvvvji2rVrhRD//u//PnXq1HCXA8SEL7/88te//rUQ4pFHHnn00UfDXU4gcfsiAAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AAAAAABUgwAMAAAAAoALMQg8gDDo7Ow8ePCiESE5Onjx5crjLAWLFX//6V2VZncLCQo2GP+IDoXD69Ona2lohRF5entFoDHc5QExobGysrq4WQgwbNmzEiBHhLieQCPAAAAAAAKgAf30HAAAAAEAFCPAAAAAAAKgAAR4AAAAAABUgwAMAAAAAoAIEeAAAAAAAVCAu3AUAiC1r1qxZs2ZNnw+9+uqrubm5Ia4HiG5bt2597bXXVq1aNWzYsN6P1tbWrl279tChQzabzWQyFRYWLl68OC0tLfR1AtHEz37HSRAIrLNnz65du/b06dMXL17MyMgYPXr0ggULJk2a1KNbNJ3vCPAAQqqmpibcJQCxorOzc9u2bb4ePXny5LJly5Rl4Y1Go9Vq3bp1a3l5+QsvvJCVlRXCMoGo4n+/4yQIBNCXX375yiuveDwerVabmZnZ0NBw4cKF8vLyhQsXPvzww13doux8R4AHEFLnz58XQvz+97/vPc6g0+nCUREQhTwez4kTJ9atW3fq1Kk+O8iy/MorrzgcjsLCwqVLl5pMprq6uhUrVlRXV7/xxhtPPfVUiAsGokC/+53gJAgETmNj4+rVqz0ez9133/3AAw/Ex8d7PJ7PPvts9erVGzZsmDhx4rRp00Q0nu8I8ABCR5blmpoajUYzevTouDiOP0BQ/Nd//dcHH3zg8Xj89Kmqqjpx4kR6evqTTz6pxAaLxfL000//8Ic/rKioqK+vN5vNoaoXiAYD2e84CQIB9MUXX9jt9vz8/IcffliSJCGEVqudP39+c3PzmjVrtm3bpgT46DvfMYkdgNBpaWmx2+3Dhg3jiwsQPMOHD7/hhhtuvPHGG2+80de+tn37diHEjBkzug/6GY3Gq6++WpblsrKy0JQKRI2B7HecBIEAOn36tBBixowZSnrvUlxcLISorq5W/hl95zsOHwBCR7l0MDc3t6KioqysrLa2Vplu5OabbzaZTOGuDogSc+bMmTNnjvLznj17Wltbe/dRdsaCgoIe7VOmTNmzZ8+5c+eCXSQQZQa+33ESBAJi3LhxKSkpvU9kbW1tQoikpCTln9F3viPAAwgdZfKeAwcO7N27t6uxvLx88+bNjz766MyZM8NXGhBbGhsbhRBGo7FHu9KiPAogsDgJAgG0YMGC3o0ul2v9+vVCiKKiIqUl+s53BHgAoaN8d/F6vQ8++ODUqVMzMjLOnTu3fv36ffv2/eEPfxg7duzw4cPDXSMQE5SvLCkpKT3aU1NThTq/0ACRj5MgEFQNDQ3PPvtsVVWV2Wy+7777lMboO98R4AGETn5+fmpqal5e3uTJk5WWiRMnLl++/Omnnz58+PC7777761//OrwVAjGlx32DQghZloUQnZ2d4SgHiHKcBIEgcTgcmzZt2rhxY0dHx8iRI5cvX95jyD2azncEeAChU1hYWFhY2KNRkqS77rrr8OHDXdONAAi29PT0mpqa3rfpKrcOZmRkhKMoIMpxEgQCTpbl3bt3r1q1qrm52WAwPPTQQ3fddVf3eSKj73xHgAcQfspFg1arVZbl3n8iBRBwyhcam83Wo11pUeMXGkC9OAkCQ+NyuV588cU9e/Zotdp77rlnwYIFvS+Vj77zHcvIAQgRh8OxefPmLVu2KNcsddfU1CSEyM3N5YsLEBo5OTlCiMrKyh7tSsuwYcPCUBMQ1TgJAoHl8Xiee+65PXv25ObmvvTSSw899FDv9C6i8XxHgAcQIomJiVu3bl21atWBAwd6PLRjxw4hxIQJE8JRFxCL5s6dK4TYvXu3x+PpanQ6nfv375ckqWs1LACBwkkQCKyysrIDBw5MmjTp5ZdfHjt2rK9u0Xe+I8ADCBFJkubPny+E+MMf/nD48GFlCEJZ7ePjjz/W6/X3339/uGsEYkVeXt7YsWMvXrz4+uuve71eIYTb7X7++eftdntxcbHFYgl3gUC04SQIBNaWLVuEEKWlpZIkuXpxu91Kt+g730m9L+MBgCCRZfn555/ftWuXECI5OdlgMCi3/BkMhscff3zatGnhLhCINg888EBra+uqVat6XyV44sSJZcuWdXR0JCUljRgx4tSpU06n02QyvfDCC2r8QgNEDl/7HSdBIFA8Hs/ChQuVQN6n7Ozs1atXKz9H2fmOSewAhI4kSU888cT06dM/+eSTmpqalpaWcePGTZgwobS0ND09PdzVAbFl3LhxK1euXLNmzeHDh6uqqkwm05w5cxYvXtxj6R0AgcJJEAgUq9XqJ733EGXnO0bgAQAAAABQAe6BBwAAAABABQjwAAAAAACoAAEeAAAAAAAVIMADAAAAAKACBHgAAAAAAFSAAA8AAAAAgAoQ4AEAAAAAUAECPAAAAAAAKkCABwAAAABABQjwAAAAAACoAAEeAAAAAAAVIMADAAAAAKACBHgAAAAAAFSAAA8AAAAAgAoQ4AEAUD2z2SxJ0lNPPRXuQkIk1t4vAAAKAjwAAAAAACpAgAcAIIjKysokSZIkqbCwMNy1YOieeuopSZLMZnO4CwEAxDQCPAAAAAAAKkCABwAAAABABeLCXQAAANGspKSkqalJCKHVasNdCwAAUDdG4AEACKK4uLjc3FyTyfTHP/6xe3tycrJWhmICAAAH3ElEQVQkSR9//LEQ4uuvv16wYEFOTo5er588efIjjzxy6tSp3puSZXnt2rU333yzxWLR6XSjR4/+0Y9+9O233/p59dbW1hUrVkydOjU9PT05ObmgoOAnP/lJ76e8+eabkiRdfvnlQgir1bp8+fJJkybp9Xqz2Xz99df/6U9/8ng8l7L9SHu/g6rnJz/5iSRJ//Zv/yaEaGhoUGY0+MMf/uCnDAAAgkUGAADBlJSUJIR45plnejd+9NFHL774oiRJBoNhxowZEydOVM7OCQkJO3bs6N6/tbV13rx5vc/jiYmJH3zwQUZGhhBi+fLl3Z9SUVExbNiw3k+RJGnFihVer7er5xtvvCGEyM/PP3z48PDhw5Vu6enpXU+ZMWNGU1NTj/c18O1H2vsdVD0//vGPe2/z5ZdfHshHDwBAYBHgAQAILj8BfsmSJZIkPfPMMy6XS2n//PPPk5OThRCjRo3qypxer/eOO+5QoqPJZHrsscfeeuut5557bubMmUqmjY+P7xFoq6urU1JSlKfcc889r7322po1ax5//HGDwaA0Pv/8812dlQCfm5s7cuTIuLi4V199taGhwev1njx58rHHHlP633DDDd0z8KC2H2nvd7D1yLK8fPlyIURGRsagPnoAAAKLAA8AQHD5CfBCiN/+9rc9+j/33HPKQ9XV1UrLhx9+qLRMnjz5xIkTXT09Hs+TTz7ZNSzcPdDOnTtXCKHRaN5///3uGz9+/PjYsWOFEAaD4ezZs0qjEuAVmzZt6lHPb3/7W+WhdevWDW37kfZ+B1uPTIAHAEQG7oEHACBsjEbjL3/5yx6Ns2bNUn6orq5WfnjttdeUH9566y0ljio0Gs1zzz13zTXX9NjCkSNHPv/8cyHE0qVLFy5c2P2hvLw8Ja7b7fbVq1f3eGJJSUnX0HeXJ598Uln//PXXX7/E7Ufa+x1gPQAARAgCPAAAYVNSUmI0Gns0dt18Lsuy8sPBgweFEDfddFNRUVGPzpIkPfHEEz0aP/roI+WH3ulUCHHDDTfk5+cLIXbv3t3joSVLlvTubzAYHn74YSHE3r17lZKGvP1Ie78DrAcAgAhBgAcAIGy6Dy/70tLSYrVahRDFxcV9dujdXlFRIYTIyckZOXJkn08pKCgQQhw5cqRHe15eXp/9ldnd7HZ7XV3dpWw/0t7vQOoBACBysA48AABhk5mZ2W+frgu5faXNESNGaLXa7iu91dbWCiFqamokSfKz5dbW1h4tvgLwmDFjlB9OnjyZlZU15O1H2vsdSD0AAEQORuABAAgb/4FT4WsN9u4b0Wq13Vva29sH8up2u73Hxt1ud589HQ6H8kNLS8ulbD/S3u9A6gEAIHIQ4AEAiGhdt2SfOnWqzw41NTUul6t7i3Jf91VXXdXvZLY9kvD333/f50ucOHFC+cFkMl3K9iPt/QIAoC4EeAAAItqYMWOUlcmVO717O3ToUI8W5Zb1o0ePdnZ2Duq1lNnjeisvLxdCaDQaZTa4IW9/IEL5fgEAUBcCPAAAEU2r1V5//fVCiG3bth04cKDHo7Isv/DCCz0a58yZI4RwOp3vv/9+7w22tbVNmTJl9OjRzz77bI+H/vjHP/bOwN9++62ynWnTpinResjbH4hQvl8AANSFAA8AQKT76U9/qvzwgx/8oPtV7rIsP/vsszt37uzRf8GCBdnZ2UKIn/3sZ8ePH+/+kNfr/eUvf/mXv/zl9OnTvZd8//777x9//PHuGb6mpub+++9XFlR79NFHL3H7kfZ+B8vhcHi93kvcCAAAQ8Ys9AAARLqbb7757rvv3rhx45EjRwoLCx988MHCwkKr1frJJ59s375dp9ONHTv22LFjXf11Ot2qVavuvPNOq9VaUFDwox/9qLi4ODMz8/vvv3/77bf37t0rhHj88ccvv/zyHi+UmJj46quvHjp06M477xw1atSBAwfefffdCxcuCCGuv/76RYsWXeL2I+39DlxcXJwQwm63v/baa7NmzcrIyMjJyRny1gAAGKJ+p3sBAACXIikpSQjxzDPP9Nuo6IqmW7du7Wpsa2ubN29e7/N4YmLi+++/X1paKoRYvnx59+28/fbbOp2uz7P/j3/8Y4/H09XzjTfeUNq3bNmSmprau/+0adMaGxt71Dnw7Ufa+x1CPZs3b+6+wZdffrn3EwEACDZG4AEAiDhJSUlms1m54byrZevWrWvXrn377bcPHjzY3NycmZk5d+7cX//61/n5+W1tbdnZ2dOmTeu+kYceemj27NkrV67ctm3b6dOnhRDjx48vKCj41a9+VVBQ0Ofrzpo16+jRoytWrNiyZcv58+cNBsMVV1zx4IMPPvLII73nbx/C9iPt/Q68nttuu+255557/fXXL1y4YDabzWbzoDYIAEBASLIsh7sGAAAQTm+++eaSJUuEEK2trd1TKwAAiChMYgcAAAAAgAoQ4AEAAAAAUAECPAAAAAAAKkCABwAAAABABQjwAAAAAACoALPQAwAAAACgAozAAwAAAACgAgR4AAAAAABUgAAPAAAAAIAKEOABAAAAAFABAjwAAAAAACpAgAcAAAAAQAUI8AAAAAAAqAABHgAAAAAAFSDAAwAAAACgAgR4AAAAAABUgAAPAAAAAIAKEOABAAAAAFABAjwAAAAAACpAgAcAAAAAQAUI8AAAAAAAqAABHgAAAAAAFfh/qR4sUrs+klUAAAAASUVORK5CYII=)
ylab="My text for the ylabel. Give name of variable and units"
xlab="My text for the xlabel. Give name of variable and units"
g1 + ylab(ylab) + xlab(xlab)
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)