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Created October 30, 2017 21:01
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"yt : [INFO ] 2017-10-30 15:47:55,132 Parameters: current_time = 0.0060000200028298\n",
"yt : [INFO ] 2017-10-30 15:47:55,133 Parameters: domain_dimensions = [32 32 32]\n",
"yt : [INFO ] 2017-10-30 15:47:55,134 Parameters: domain_left_edge = [ 0. 0. 0.]\n",
"yt : [INFO ] 2017-10-30 15:47:55,135 Parameters: domain_right_edge = [ 1. 1. 1.]\n",
"yt : [INFO ] 2017-10-30 15:47:55,136 Parameters: cosmological_simulation = 0.0\n",
"Parsing Hierarchy : 100%|██████████| 173/173 [00:00<00:00, 3624.72it/s]\n",
"yt : [INFO ] 2017-10-30 15:47:55,204 Gathering a field list (this may take a moment.)\n"
]
}
],
"source": [
"import yt\n",
"\n",
"ds = yt.load('IsolatedGalaxy/galaxy0030/galaxy0030')\n",
"\n",
"plot = yt.ProfilePlot(ds.all_data(), 'density', 'temperature')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
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\"><br>"
],
"text/plain": [
"<yt.visualization.profile_plotter.ProfilePlot at 0x109d7a320>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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mvB1AEtt7KjjevqjEK6czdkdNpridYzvGM+YOIJYo6DZUVVWlyspKbdiwwXQUACaceFsa\n6JAyCqTy602nAQBjQhvELYrRBnFnm10QXLE/2toX818biLYNGzaosrJSVVVVpqPgPG7TAXCh7du3\nKycn9n8RAbCJ0O7tC++RXPyYBpC8QhvELYnh/echswsztfUAK+hITOvXr9f69evV3d0trzf2f75w\naaygA4CdBPxSzUvBa8bbASSxQMDS/vrYbxAXEtoo7lgLK+gAYoeCDgB2cvIdqb9VSp8izfyI6TQA\nYMzxtj71D/uV5nGOjZvHUujXPNbKCjqA2KGgA4CdhMbbK+6WXB6zWQDAoNB4e+W0HLldsX/LGlpB\nP9UxoMERf8x/fQDJiYIOAHYRCEg1LwavK+83mwUADAsVdBPj7ZJUkJWi7DS3LEs62dZvJAOA5ENB\nBwC7qHtP6m2SUr3SrI+aTgMARu01XNAdDsdZ96Ez5g4gNijoAGAXY+Ptd0nuFLNZAMCgQMDS/tOj\nG8SVmNthes7YfehsFAcgNijoAGAH54y3s3s7gORW296vniGfUtxOzSvOMpZjduHoWeisoAOIEQo6\nANjB6Q+k7tNSSrY0e7XpNABg1L764Hj7wqnZ8hjYIC6Eo9YAxBoFHQDsoHpj8OOCOyRPmtksAGDY\nvtHx9kWG7j8PCa2gH2vplWVZRrMASA4UdAAwzbKkasbbASAktIP7EsMFfWZ+phwOqXvQp7a+YaNZ\nACQHCjoAmFa/U+qqlTyZ0txbTacBAKMsyxobcTe5QZwkpXlcKs1Nl8SYO4DYoKADgGmh3dvn3yZ5\n0s1mAQDDTnUMqLN/RB6XQ/OnmtsgLmRWwZkxdwCINgo6AJhkWWcKOuPtAKD9o6vn84uzlep2GU4j\nzQltFMdRawBigIIOACY17pU6jkvudGnuWtNpAMC4fTY4//xsZ28UBwDRRkEHAJNCq+fzbpVSzY9y\nAoBpe0c3iFs83SYFvYCj1gDEDgUdAEyxrDPHq1XebzYLANiAZVljO7gvLskxnCYotIJe296vEX/A\ncBoAiY6CDgCmNNdIbUckV6o07zbTaQDAuMbuQbX1DcvldGjhNHsU9Kk5aUr3uOQLWKpt7zcdB0CC\no6ADgCmh8fa5t0hp9ngjCgAmhe4/n1eUpTSP+Q3iJMnpdJy1kztj7gCii4IOAKawezsAnGPs/vNS\ne9x/HsJGcQBihYIOACa0HJRaaiSnR5p/h+k0AGAL+212/3nI7EI2igMQGxR0ADCh+sXgxzmrpfRc\ns1kAwCb21dtzBX1OaAW9lRV0ANFFQQcAExhvB4Bz1LX3q6l7SA6HVGm3FXSOWgMQIxR0AIi1tqNS\n017J6ZYW3GU6DQDYwvM7T0uSrpmVp4wUt+E055o1uoLe1jesrv4Rw2kAJDIKOgDEWmj1fNZNUkae\n2SwAYAOWZenXH5ySJP3R1WWG01woK9Wt4pxUSdJRxtwBRBEFHQBijfF2ADjH+8fbVdver6xUt+5c\nMtV0nItizB1ALFDQASCWOk5IDbskh1OquMd0GgCwhedGV8/vXjLNduPtIRy1BiAWKOgAEEuh3dtn\n3ihlFpjNAgA20Dfk0+a9DZKkj6+cbjjNpXHUGoBYoKADQCwx3g4A59i8t0H9w37NKsjUyhlTTMe5\npNAK+vFWCjqA6KGgA0CsdNZJp3dIckgV60ynAQBbCI23f/zq6XI4HIbTXNqc0XvQj7f1yR+wDKcB\nkKgo6AAQKzUvBT/OuF7KLjabBQBs4GRbn94/3i6HQ3pgRanpOJdVOiVdKW6nhn0B1XcOmI4DIEFR\n0AEgVhhvB4Bz/Nfo6vmNcwtUkptuOM3luZwOzczPkCQdZaM4AFFCQQeAWOiul+reDV4vZLwdAAIB\nS//14WlJ0h+ttN/Z5xfDUWsAoo2CDgCxUPNy8GPZNVJOidksAGAD7xxt0+nOAWWnuXVbZXzc9jN2\n1ForK+gAooOCDgCxwHg7AJzj1x/USZLuXVaiNI/LcJrx4ag1ANFGQQeAaOttlk7+Pni98F6zWQDA\nBroHR/TKvkZJ8TPeLp21gk5BBxAlFHQAiLaalyRZUunVUm78vBEFgGh5eXeDhnwBzSvK0rLpXtNx\nxi101Fpj96D6hnyG0wBIRBR0AIg2xtsB4BzPjY63/9FKe599fj5vhkf5mSmSpOOtrKIDiDwKOgBE\nU1+rdOLt4DXj7QCgI8292lnbKZfTofttfvb5xYTG3DlqDUA0UNABIJoObJIsvzRtmZQ3y3QaADDu\n16Nnn988v1BF2WmG00wcR60BiCYKOgBEE+PtADDG5w/oNx8GC/ofrZxuOE14zhy1RkEHEHkUdACI\nlv526fi24PVCCjoA/O5wq5p7hjQlw6M1FfFx9vn5zhy1xog7gMijoANAtBx8RQr4pOLFUsFc02kA\nwLjQePt9y0uV4o7Pt6GhFfTjrX2yLMtwGgCJJj5/MgJAPGC8HQDGdPYPa0t1k6T4HW+XpPK8DLmd\nDvUP+9XYPWg6DoAEQ0EHgGgY7JKO/jZ4TUEHAL2wq17D/oAqp+VoUUn8nH1+Po/LqfK8DElsFAcg\n8ijoABANB1+VAiNSYYVUuMB0GgAwLjTe/vGr43f1PGRsozjuQwcQYRR0AIgGxtsBYMyBxm7tPd0l\njys+zz4/X2ijuKOsoAOIMAo6AETaUI905I3gNQUdAPTcjuDq+S0VxcrLTDGcZvJmF3DUGoDooKAD\nQKQdek3yD0n5c6WiStNpAMCoEX9AG3eelhTfm8OdjaPWAEQLBR0AIu3s8XaHw2wWADDszQPNausb\nVkFWqj46v9B0nIgI3YN+unNAgyN+w2kAJBIKOgBE0nCfdHhL8JrxdgDQc6Obwz14VancrsR465mf\nmaKcNLcsSzrRxpg7gMhJjJ+SAGAXh7dIvgFpykxp6lLTaQDAqNbeIb15oFlSYuzeHuJwOM4ac6eg\nA4gcCroNVVVVqbKyUhs2bDAdBcBEMd4OAGM27jwtX8DSsulezS/ONh0nojhqDfFsw4YNqqysVFVV\nlekoOI/bdABcaPv27crJyTEdA8BEjQwEN4iTGG8HAElvHgyunj+QAEernW9sJ3dW0BGH1q9fr/Xr\n16u7u1ter9d0HJyFFXQAiJQjW6WRPslbJpVcZToNABjlD1jaXdclSVo1K99wmsgbOwudo9YARBAF\nHQAihfF2ABhztKVXvUM+ZaS4NL84y3SciDt7xN2yLMNpACQKCjoARIJvSDr4SvCa8XYA0K7aTknS\nklJvwuzefraZ+ZlyOKSeQZ9ae4dNxwGQIBLvpyUAmHD0TWm4R8oukUpXmk4DAMbtrOuQJK0on2I4\nSXSkeVwqzU2XxEZxACKHgg4AkTA23n6v5ORHKwDsHF1BX16WazhJ9ITuQz/OfegAIoR3kQAwWb5h\n6eCm4DXj7QCg3iGfDjX1SJJWlCdwQQ/t5E5BBxAhFHQAmKzjb0mDXVJWsVR2jek0AGDcnlOdClhS\niTdNxTlppuNEzRzOQgcQYRR0AJis6o3BjwvXSU6X2SwAYAO76oLj7Yl6/3lIaMSds9ABRAoFHQAm\nwz8iHXg5eM14OwBISo77z6UzR63VtvdrxB8wnAZAIqCgA8BknPidNNAhZRRI5debTgMAxlmWddYK\nemIX9Kk5acpIcckXsFTb3m86DoAEQEEHgMkI7d6+cJ3kcpvNAgA2cLpzQC09Q3I7HVpc6jUdJ6oc\nDodmhTaKY8wdQARQ0AEgXH6fVMN4OwCcLbR6vnBajtI8ib8vx5n70NkoDsDkUdABIFy170j9rVJ6\nnjTzRtNpAMAWQvefJ/p4e8hsVtABRBAFHQDCFRpvr7hbcnnMZgEAm9hZ2yEp8TeICwltFHeslRV0\nAJNHQQeAcAT8Us1LwevK+81mAQCbGPYFtK++W1LiH7EWMoej1gBEEAUdAMJR957U2ySleaVZN5lO\nAwC2UNPQrWFfQLkZHs3MzzAdJyZCm8S19Q2rq3/EcBoA8Y6CDgDhCI23L7hbcqeYzQIANhHaIG55\nWa4cDofhNLGRmepWQVaqJOlUJ0etAZgcCjoATFQgIFW/GLxm93YAGJNs95+HFGUHC3pzz5DhJADi\nHQUdACbq9A6pp15KyZbmrDadBgBsI7SCniz3n4cUjhb0Fgo6gEmioAPARI2Nt98puVPNZgEAm2jv\nG9aJtuCI9/LpybmCTkEHMFkUdACYCMs6U9AZbweAMbvqguPtswsz5c1IrqMnWUEHECkUdACYiPoP\npa46yZMpzb3FdBoAsI1dtaPj7WXJNd4uUdABRA4FHQAmIrR6Pv92yZNuNgsA2MjO0A7u5ck13i5J\nRdlpkijoACaPgg4A48V4OwBcVCBgndkgLsl2cJfOrKA39wwaTgIg3lHQAWC8GvdIHSckd7o0b63p\nNABgG8dae9Uz6FOax6mKqdmm48QcI+4AIoWCDgDjFVo9n7dWSsk0mwUAbGTn6P3nS0tz5XYl39vL\n0C7ufcN+9Q35DKcBEM+S7ycoAITDsqT9G4PXjLcDwDmS+f5zScpMdSsjxSWJVXQAk0NBB4DxaK6W\n2o9KrtTgBnEAgDE7a5P3/vOQsTH3Xgo6gPBR0AFgPELj7XNvlVKT7/5KALiU/mGfDjZ2S5JWlCff\nEWshRdyHDiACKOgAMB7s3g4AF7XnVJcCljQ1J01TvWmm4xgztpN7Nzu5AwgfBR0ArqT5gNRyQHJ6\npAV3mE4DALYydrxakt5/HjJ2Fjoj7gAmgYIOAFdS82Lw45w1UprXbBYAsJmdtR2SpOVJfP+5dPYK\nOgUdQPgo6ABwJYy3A8BFWZZ1ZoO4JL7/XJIKs9gkDsDkUdAB4HJaj0hN+ySnW1pwp+k0AGArDV2D\nau4Zksvp0JLS5J4wKsxhkzgAk0dBB4DLqRldPZ/1USkjz2wWALCZ0Op5xdRspY+eA56sQivozRR0\nAJNAQQeAy2G8HQAuaVcd95+HhI5Za+sdkj9gGU4DIF5R0AHgUtqPSw27JYdLqrjHdBoAsB3uPz8j\nPytVTocUsKT2vmHTcQDEKQo6AFxKaPf2mTdKmflmswCAzYz4A9p7uksSR6xJksvpUF5maMyds9AB\nhIeCDgCXwng7AFzSgYYeDfkCyklza1Z+puk4thA6ao2N4gCEi4IOABfTWSud/kCSQ1q4znQaALCd\nsfvPy6fI6XQYTmMPRRR0AJNEQQeAi6l5Kfhxxg1SVpHZLABgQ6H7z9kg7ozQCjo7uQMIFwUdAC6G\n8XYAuKyddaEN4ijoIYy4A5gsCjoAnK+7Xqp7L3jNeDsAXKCjb1jHW/skScunU9BDxkbceynoAMJD\nQQeA84XG28uulXKmmc0CADa061Rw9XxWQaamZKYYTmMfYyvo3RR0AOGhoAPA+RhvB4DL2sX95xdV\nmMUKOoDJoaADwNl6mqST7wSvGW8HgIvi/vOLK8pJk8Q96ADCR0EHgLMdeEmSJZWulHLLTKcBANsJ\nBCztDhX0simG09hLaMS9d8in/mGf4TQA4hEFHQDOxng7AFzW8bY+dQ2MKNXtVMW0bNNxbCUzxaV0\nj0sSq+gAwkNBB4CQvlbpxNvB68p7zWYBAJsKnX++pNQrj4u3kmdzOBwqyuEsdADh46cqAIQceFmy\nAtK05dKUmabTAIAt7arrkMQGcZcytlEcBR1AGCjoABDCeDuABNA9OKL/9u879Mv3Tkbl+UMr6CvK\nuf/8YkIr6BR0AOFwmw4AALbQ3y4d2xa8pqADiGPP7Til16ub9Hp1k/IzU3XH4qkRe+6BYb8ONPZI\nkpazg/tFhVbQm3sGDScBEI9YQQcASTq4WbL8UvESKX+O6TQAELaXdtePXf/1s7t0oLE7Is9rWZa+\n8fJ++QOWSrxpKvGmReR5E01oJ3dW0AGEg4IOABLj7QASQl17v3bVdcrpkK4qz1X/sF9/+u871NE3\nPOnn/sHWI3rm/To5HdJj9y6Sw+GIQOLEU5TNWegAwkdBB4CBTunom8FrCjqAOPbyngZJ0jWz8vX/\nfbZKZXnpqmsf0F8+86F8/kDYz/vs9jr97zcOSZL+6b7Fum1R5MbmE01oBZ1d3AGEg4IOAIdelQIj\nUuFCqXC+6TQAELaX9wTH29ctK9GUzBT9+DMrlZHi0u+PtOk7mw+E9ZxvHmzWV5/fK0lav3qOPn3t\njIjlTUQ5Jc8fAAAgAElEQVSMuAOYDAo6ADDeDiABHGvp1f76brmdjrGN4Sqm5ujJTyyTJP3098f1\n3I66CT3nnlOd+u9Pfyh/wNKDV5XqK7ctiHjuRFM0WtDb+oblD1iG0wCINxR0AMltsFs6sjV4TUEH\nEMdC4+03zC1QXmbK2OfvWDxNX7plniTpH57fpw9rO8b1fLVt/frCz7ZrYMSvj8wr0OMPLuW+83HI\ny0yRwyH5A5baI3DvP4DkQkEHkNwOvy75h6T8eVLRQtNpACBsod3b1y0rueCxL90yT7dVFmvYH9Cf\n/+IDNXVf/giwtt4hffbf3ldr77AWleToRw9frRQ3bxvHw+1yKn/0H0gYcwcwUfykBZDcqjcGP1be\nJ7EyBCBOHWzs0eHmXqW4nLptUfEFjzudDj35x8s1vzhLzT1D+m+/+ECDI/6LPtfAsF+P/HyHjrf2\nqTQ3Xf/2uSplpbqj/Z+QUApDO7n3UtABTAwFHUDyGuqVDm8JXjPeDiCOhVbPP7qgUDlpnot+TVaq\nWz/+zErlZni0u65T//D8PlnWufdI+/wB/dUzH2pXXadyMzz6+RdWqSiH884namwn9ytMKgDA+Sjo\nAJLXkS2Sb1CaMkuausR0GgAIi2VZY7u337N02mW/dkZ+pjY8dJVcTof+68NT+unvT5zzPP/4wn69\nUdOsVLdTP/nMSs0tyopm9IRVmDW6kzsr6AAmiIIOIHmdvXs74+0A4tS+09060davNI9Tty68cLz9\nfDfMLdA/3BXcc+Pbm6r19uFWSdIPf3tEz7xfK4dD+v4nV2jlzLyo5k5kRTmhFXQKOoCJoaADSE7D\n/dKh14PXjLcDiGOh1fNbKoqVOc57xT9/w0x9/OrpCljS+v/4UD/Yeljf23JIkvRP9y4aO6YN4WEF\nHUC4KOgAktPRrdJIn+Qtl0pWmE4DAGEJjrcHj1dbt+zy4+1nczgc+tb9i7W8LFddAyN6crSc/8XN\nc/SZ62ZGI2pSCd2Dzi7uACaKgg4gOY2Nt9/LeDuAuPVhbadOdw4oM8WlmxcUTeh70zwu/Z9PX62i\n0TL5wIpS/a/bF0QjZtIpoqADCBNnZgBIPiOD0sFXg9eV95vNAgCTENq9/bZFU5XmcU34+4tz0vT8\n+hu040S77loyTQ7+wTIiWEEHEC4KOoDkc+xNabhHyimVSq82nQYAwuIPWNq8d+Lj7ecrzU1X6fLS\nSMWCNHY0Xe+QT/3DPmWk8JYbwPgw4g4g+YTG2xfeKzn5MQggPr1/vF3NPUPypnt049xC03FwlswU\nl9JHJxpYRQcwEbwzBZBcfMPSgc3Ba3ZvBxDHXhrdvf2ORVOV4uYtnZ04HA7G3AGEhZ/mAJLL8W3S\nUJeUNVUqu8Z0GgAIy4g/oFf3NUqS7pnEeDuih43iAISDgg4guVRvDH5cuI7xdgBx652jbWrvG1Z+\nZoqum51vOg4uIrSC3kxBBzABvDsFkDz8I9KBTcFrxtsBxLGXR3dvv3PJVLldvJ2zI0bcAYSDn+g2\nVFVVpcrKSm3YsMF0FCCxnPidNNAhZRRIM643nQYAwjLk8+vV/cHx9nVLSwynwaUw4g4727Bhgyor\nK1VVVWU6Cs7DmQ82tH37duXk5JiOASSesd3b10nOiZ8XDAB28LtDreoZ9Kk4J1VVM/NMx8ElnBlx\nHzScBLjQ+vXrtX79enV3d8vr9ZqOg7Owgg4gOfh9Us3LwWvG2wHEsdDu7XcvKZHT6TCcBpcyNuLe\nywo6gPGjoANIDrXvSP2tUnqeNPNG02kAICwDw369Ud0kid3b7a4oO00SI+4AJoaCDiA5hMbbK+6W\nXB6zWQAgTG8ebFbfsF+luelaUZZrOg4uI7SC3to7LH/AMpwGQLygoANIfAG/VPNS8LryfrNZAGAS\nXh4db79n2TQ5HIy321l+ZoocDskfsNTRP2w6DoA4QUEHkPjq3pN6m6Q0rzTrJtNpACAsvUM+ba1p\nlsTu7fHA7XIqPzNFktTczZg7gPGhoANIfKHx9gV3S+4Us1kAIExba5o05AtodkGmFpVw2ks8KMhi\nozgAE0NBB5DYAgGp+sXgNbu3A4hjL+0eHW9fynh7vCjkLHQAE0RBB5DYTu+QeuqllGxpzmrTaQAg\nLF39I9p2qEWStG4Z4+3xIrSTO2ehAxgvCjqAxDY23n6n5E41mwUAwvRadaNG/JYWFGdrXnG26TgY\nJ1bQAUwUBR1A4rKsMwWd8XYAcezlPQ2SpHWcfR5XiijoACaIgg4gcdV/KHXVSZ5Mae4tptMAQFha\neob09uHgePs97N4eV0Ir6M0UdADjREEHkLhCq+fzb5c86WazAECYXt5Tr4AlLS/L1cyCTNNxMAGh\ngt5KQQcwThR0AImJ8XYACWLjztOSpPuXs3oebxhxBzBRFHQAialxj9RxQnKnS/PWmk4DAGE53tqn\n3ae65HI6dA+7t8ed0Ap6z5BPA8N+w2kAxAMKOoDEFFo9n7dWSmEkFEB8Cq2e3zi3QAVZnEQRb7JS\n3UrzBN9us4oOYDwo6AASj2VJ+zcGrxlvBxCnLMvSC7uCBf2BFaWG0yAcDodj7Cz0ll7OQgdwZRR0\nAImnuVpqPyq5UoMbxAFAHNp9qksn2vqV7nFpbWWx6TgI09hO7t2soAO4Mgo6gMQTGm+fe6uUmm02\nCwCEKTTeftuiYmWmug2nQbgKR29NaOmloAO4Mgo6gMTD7u0A4pzPH9DLe+olSfcvZ7w9nhXlsJM7\ngPGjoANILM0HpJYDktMjLbjDdBoACMvbR1rV2jusvMwU3TivwHQcTEJoBZ0RdwDjQUEHkFhqXgx+\nnLNGSvOazQIAYXphV3D1fN3SafK4eLsWz0L3oDPiDmA8+IkPILEw3g4gzvUP+/Ta/kZJ0n3s3h73\nQiPuzT3s4g7gyijoABJH6xGpaZ/kdEsL7jSdBgDCsqW6Sf3Dfs3Iz9CKslzTcTBJhVmjx6xxDzqA\ncaCgA0gcNaOr57M+KmXkmc0CAGEK7d5+37ISORwOw2kwWaER99beYQUCluE0AOyOgg4gcTDeDiDO\ntfUO6a3DrZIYb08U+Vkpcjgkf8BSe/+w6TgAbI6CDiAxtB+XGnZLDpdUcY/pNAAQlk17G+QPWFo6\n3as5hVmm4yACPC6n8jJSJDHmDuDKKOgAEkNo9/aZN0qZ+WazAECYng+Nt3P2eUIZ28mdgg7gCijo\nABID4+0A4tzJtj7trO2U0yGtWzbNdBxEUKigN1PQAVwBBR1A/OuslU5/IMkhLVxnOg0AhCV09vkN\ncwtUlJ1mOA0iiRV0AONFQQcQ/2peCn6ccYOUVWQ2CwCEwbIsbdzFeHuiCv2DCwUdwJW4TQc42+Dg\noOrr69XV1aWBgQFlZmaqqKhI06Yx5gXgMhhvBxDn9p3u1rGWPqV5nLp9UbHpOIiwMyPug4aTALA7\nowV9cHBQr7zyijZu3Kj33ntPR48eVSAQuODr0tLStHLlSq1evVqf+MQnVFlZaSAtAFvqrpfq3gte\nM94OIE6FNoe7dWGxstM8htMg0hhxBzBeRgp6V1eXnnzySf3gBz+Q3+/XqlWrdO+992rWrFmaNm2a\nMjIy5PF41N/fr66uLtXV1am6ulrPPvusvvGNb+iGG27Qo48+qttvv91EfAB2EhpvL7tWymHaBkD8\n8QcsvbQneP/5/Yy3J6SiUEHvpaADuLyYF/RNmzbpkUce0fXXX69nnnlGa9asUUpKyri/v7a2Vs88\n84z+/M//XMuXL9dTTz2lwsLCKCYGYGuMtwOIc+8cbVVLz5ByMzy6aT7vaRLR2Ap6NwUdwOXFdJO4\nr33ta/re976nLVu26De/+Y3uuOOOCZVzSSovL9ff/d3f6fDhw7r55pu1Zs0aVVdXRykxAFvraZJO\nvhO8ZrwdQJzauDO4en73kmlKcbN/byIKFfSeIZ8Ghv2G0wCws5j9LfD444/L5XJp69atWrJkyaSf\nz+1260tf+pKef/55felLX9Lx48cjkBJAXDnwkiRLKl0p5ZaZTgMAEzYw7Ner+xokSQ+sYLw9UWWn\nupXmCb7tbmXMHcBlxKygz5s3T1//+tflcDgi+rxz587Vc889p5MnT0b0eQHEAcbbAcS5N2qa1Dfs\n1/Qp6bp6xhTTcRAlDoeDndwBjEvMCvrHPvaxqD13bm6ubr755qg9PwAb6muVTrwdvK6812wWAAjT\nC2Nnn5dEfBED9lKYxU7uAK4spjc69fT0TOr7N27cGKEkAOLegZclKyBNWy5NmWk6DQBMWEffsP7v\nwRZJ7N6eDIqy0yRJzRR0AJcR04K+evXqSX3/Y489FpkgAOIf4+0A4tymvQ3yBSxVTsvRvOJs03EQ\nZZyFDmA8YlrQ9+/fr76+vrC+9/3339f+/fsjnAhAXOpvl45tC15T0AHEqY07g+PtbA6XHCjoAMYj\npgV9aGhITz755IS/72c/+5luueUWBQKBKKQCEHcObpYsv1S8RMqfYzoNAExYXXu/dpzskMMhrVtW\nYjoOYqBobJM4CjqAS4v5YZvf/OY39frrr4/raxsaGrRu3To98sgjYa+8A0hAjLcDiHNPvXVMknTd\n7HxN9aYZToNYYAUdwHjEtKBnZmbqV7/6lZ544gm99dZbl/3an//851q8eLE2b94sl8ulj3zkIzFK\nCcDWBjqlo28GrynoAOLQkeYe/cf7tZKkv1ozz3AaxAoFHcB4xLSgv/jii3rwwQf1/PPP65vf/Kb+\n8Ic/XPA1oVXzL3zhC+ro6NDSpUu1Y8cObdu2TYsWLYplXAB2dOhVKTAiFS6UCuebTgMAE/bPmw/I\nH7B068JiXTcn33QcxEhoF/fW3iEFApbhNADsysgu7tnZ2fr1r3+tRx99VDt27Bh7/OxVc7fbrcce\ne0zbt2/X0qVLJUnbtm2LZVwAdsR4O4A49s6RVm090Cy306Gv3lVhOg5iKD8rRQ6H5AtY6ugfNh0H\ngE25Tf3CXq9Xzz33nD72sY/pb//2b/WjH/1ImzdvlmVZWr58uX72s5+NFfOQKVOmGEoLwBYGu6Uj\nW4PXFHQAccYfsPStTTWSpE9dU645hVmGEyGWPC6n8jJS1NY3rJbeIeVnpZqOBMCGjBV0ScrLy9Nz\nzz2n1atXa//+/fJ4PHr00Uf193//93K5XCajAbCjw69L/iEpf55UtNB0GgCYkN98eErVDd3KTnPr\nS7dyi04yKsxOVVvfsJq7h1Qx1XQaAHYU0xH3d95554LPFRQU6I033lBFRYV++ctf6h//8R8vWc4v\n9v0Akkj1xuDHyvskh8NsFgCYgP5hn/7l9YOSpL9cPVd5mSmGE8EENooDcCUxLeh//dd/fdHPFxcX\n64033tAPf/hDHTt27JLf/zd/8zfRigbA7oZ6pcNbgteMtwOIMz9+67iauoc0fUq6Pnv9TNNxYMhY\nQe+loAO4uJgW9MOHD8vv91/0sZKSEj399NP6whe+oBMnTlzwuM/n0+HDh6OcEIBtHdki+QalKbOk\nqUtMpwGAcWvuHtT/eeuoJOnv7qhQmofb+JJVqKA3d1PQAVxcTO9B7+jo0FVXXaX8/EsfKdLc3Kzr\nrrtOCxeee39pW1ubOjo6oh0RgF2dvXs74+0A4sj3Xj+k/mG/VpTn6p6l00zHgUGFWaygA7i8mG8S\nt2/fPlnWlc9+bGpquuBzDt6UA8lpuF869HrwmvF2AHGkpqFbz35QJ0l69O6FvJdJckU5wbPQm7sH\nDScBYFcxL+i33367iouLJ/x9DQ0N2rJlSxQSAbC9o1ulkT7JWy6VrDCdBgDGxbIsfWdzjSxLunvJ\nNF09I890JBjGCjqAK4lpQS8qKtLmzZvD+t5AIKCSkpIIJwIQF8bG2+9lvB1A3Pi/h1r0u8OtSnE5\n9Xd3VJiOAxtgF3cAVxLTTeJmzZoV9vc6nc5JfT+AODUyKB18NXhdeb/ZLAAwTj5/QN/ZVCNJ+uz1\nM1Sen2E4EeygKCdY0HsGfRocufjGyQCSW0wL+s9//nOj3w8gDh17UxrukXJKpdKrTacBgHH5zx11\nOtzcq9wMj/5y9TzTcWAT2alupbqDb79ZRQdwMTEt6PPnzzf6/QDiUGi8feG9kjOmP7IAICw9gyP6\n31sOSZK+dMs8eTM8hhPBLhwOx5mj1ijoAC4iJu92u7q64vr5ARjiG5YOjO5bwe7tAOLEv247qtbe\nYc0qyNSnrplhOg5spmjsPnR2cgdwoZgU9C1btuhrX/taVJ577969euSRR6Ly3AAMO75NGuqSsqZK\nZdeYTgMAV1TfOaCf/O64JOn/ubNCKW4mf3AuNooDcDkx+Vvj4x//uHJycnT//fertbU1Ys/71FNP\n6c/+7M/01FNPRew5AdhI9cbgx4XrGG8HEBe++9pBDfkCWjUrT7dVTvxYWSQ+CjqAy4nZO96vfOUr\n+sQnPqFly5bpm9/8plpaWsJ6Hsuy9MILL6iqqkqbN2/Wa6+9prw8zhUFEo5/RDqwKXjNeDuAOLDn\nVKee33lakvTo3Qvl4FhIXERRdpok7kEHcHExPQf9oYce0g033KAvf/nLKi8v15o1a7R27VqtXLlS\nFRUVysvLk/O8VbLBwUEdP35cO3fu1LZt2/Tyyy8rLS1N3/nOd/THf/zHsYwPIJaOvyUNdEiZhdKM\n602nAQBJwYWClp4h1bb3q7a9Xyfb+lU3en2oqUeS9MCKUi2dnms4Kexqak6woFc3dBtOAsCOYlrQ\nJWnGjBn6zW9+o7179+rHP/6xnnjiCTU2No79K3NWVpa8Xq8CgYD6+vrU3R384eXxeLR27Vo9+eST\n+vjHPy6XyxXr6ABiaWz39nWSkz/vAGJrYNiv6oYu7a/v1onWftW2942V8sGRwCW/r8Sbpq/cviCG\nSRFvVlcUyeNyaM+pLu073aXFpV7TkQDYiMOyLMt0iIMHD2rHjh06duyYWlpa1N/fr5SUFHm9Xs2c\nOVOLFi1SVVWVUlNTTUeNqu7ubnm9XnV1dSknJ8d0HMAcv0/63nypv036zAvS7JtNJwKQwIZ9AR1s\n7NHuU53ac6pTe0516XBzr/yBi79Fcjqkktx0ledlBP8vP2Psel5RttJT+EdFXN5fPbNTL+2u1yer\nyvT4x5aajoMkRv+wn5ivoF/MggULtGAB/9oMYNTJ3wfLeXqeNONG02kAJBB/wNKR5t6xMr73VJdq\nGno07L9wVbwwO1VLS72aU5SlsrwMzRgt4SW56ezOjkl5+JpyvbS7Xi/sqtff371QOWke05EA2IQt\nCjoAnGNsvP0eycWPKQCT09Y7pG2HWvTmwRa9dahFXQMjF3xNboZHS0q9WjY9V0umBz8W56Sy0Rui\nYtWsPM0vztKhpl795oNT+twNs0xHAmATvPMFYC8Bv1TzUvCa3dsBhCEQsLT3dJfePNisNw+2aM+p\nTp19Q19mikuLS71aVpY7VsrL8tIp44gZh8Ohh6+doa+9sF9Pv1erz14/k99/ACRR0AHYTe27Ul+z\nlJYrzfqo6TQA4kRX/4jeOtyiNw82a9vBFrX1DZ/z+KKSHK1eUKTVFYVaXjZFLidlCGY9sKJUj79y\nQEeae/XusXZdNyffdCQANkBBB2AvofH2irslF/fkAbi0oy29eqO6SVtrmvVBbcc5m7plpbp149wC\nrako0kcXFKp49GgrwC6y0zy6b3mpnnm/Vk+/d5KCDkASBR2AnQQCUs2LwWvG2wGcxx+w9GFth7ZU\nN+mN6iYda+075/G5RVlaU1GkmxcUauWMPDZyg+09fG25nnm/Vq/ta1Rzz6CKsvmHJCDZUdAB2Mep\n7VJPg5Saw9FqACRJfUM+/e5wq7ZUN+nNg81qP2t03eNy6NrZ+bp1YbHWVBSpLC/DYFJg4haVeHVV\nea4+rO3Us9vr9Jdr5pmOBMAwCjoA+wiNty+4U3Knms0CwJjm7kG9UdOsLdWN+v3RNg37zhyBlpPm\n1pqKIt1aWayb5hdyPBXi3sPXztCHtZ36j/dq9Rc3z2V/BCDJUdAB2INlnSnojLcDSae2rV+v7m/Q\nq/sa9WFt5zmPleWla+3Cqbq1skhVM/PkcTG6jsRx15Jp+ubL1arvGtRvDzRrbWWx6UgADKKgA7CH\n0x9K3aeklCxpzhrTaQBEmWVZOtTUq1f3NerV/Y2qaeg+5/FlZbm6rbJYty4s1vziLI6gQsJK87j0\nRyvL9NRbx/T0uycp6ECSo6ADsIfqjcGP82+XPOlmswCICsuytPtUl17d16jX9jfq+FmbvLmcDl0z\nK093LJ6q2yqnaqqXzbKQPD51TbmeeuuY3jrcopNtfZqRn2k6EgBDKOgAzGO8HUhY/oCl7Sfax0p5\nQ9fg2GMpbqc+MrdAty+eqlsXFisvM8VgUsCcGfmZuml+od461KL/eK9WX71roelIAAyhoAMwr2G3\n1HlS8mRIc9eaTgNgkkb8Ab17rE2v7GvU6/sb1dp7Zuf1zBSXVlcU6Y7FU3XzgiJlpfJWBJCkh68p\n11uHWvTsjjp9ee18pXlcpiMBMIC/FQGYF1o9n7dWSuGYJCAeDfn8eudImzbvbdCWmiZ19o+MPeZN\n92htZbHuXDxVN8wtoHgAF7GmokjTvGlq6BrUK/sa9MCK6aYjATCAgg7ALMs6c/854+1AXBkc8Wvb\noRa9uq9Rb1Q3qWfIN/ZYfmaKbls0VXctmaprZ+ez8zpwBW6XUw+tKtf3thzS0+/WUtCBJEVBB2BW\n036p/ZjkTpPm3WY6DYArCAQsvXusTb/aXqc3aprUP+wfe6woO1V3LJ6qOxdP06pZeZznDEzQH68q\n0/e3HtYHJztUXd+typIc05EAxBgFHYBZofH2ubdKqdlmswC4pNbeIf36g1P61fu1OtHWP/b5Em+a\n7lwyTXcunqqryqfISSkHwlaUnabbF03Vpr0Nevq9k/rOA0tMRwIQY7Yq6ENDQ/rDH/6ggYEB3Xnn\nnZKkPXv2qKysTFOmTDGcDkBUsHs7YFuBgKXfH23VM+/Xakt1k0b8liQpK9Wt+1eU6GNXTdfyslzO\nKAci6FPXlmvT3gZt3HlaX72zQtlpHtORECGBgCW/ZXHLDy7LNgX9Zz/7mb7yla+oo6NDM2bM0LFj\nxyRJg4OD+vznP68HHnhAn/3sZw2nBBBRzQek1oOSKyV4/jkAW2juGdRzO07pV9trVdc+MPb55WW5\nemhVue5eOk2Z7L4ORMV1s/M1pzBTR1v6tHHnaX36upmmIyFCdpzs0J/++w49eFWpvr5ukek4sClb\n/PPNpk2b9MUvflE33HCDnnzySRUUFIw9tmrVKm3cuFG7d+/W1q1bDaYEEHGh1fM5a6Q0r9ksQJLz\n+QPadqhFf/H0B7r+n3+r7752UHXtA8pOdesz183Q5v/xEW1cf4M+UVVGOQeiyOFw6OFrZ0iSnn63\nVpZlGU6ESHllX4O6BkbUddYpF8D5bPE37He/+1394he/0J/8yZ9Ikl544YULvubxxx/XJz/5Sd1y\nyy2xjgcgWhhvB4zw+QM62tKnPac6tfd0l/ae7lJ1fbeGfIGxr7mqPFd/MrpanpFii7cLQNJ48Krp\neuLVgzrY1KPtJzq0alae6UiYJMuy9Nq+RknSHYunGk4DO7PF37h9fX1j5fxSUlJSNDAwcNmvARBH\nWg9Lzfslp1tacKfpNEDC8gcsHWvp1Z5TXWNlfH99lwZHAhd8rTfdowdWlOqTq8pUMZXdowFTvOke\n3busRP+5o05Pv3uSgp4A9pzqUn3XoDJSXLppfqHpOLAxWxT03NzccX1dW1tblJMAiJnQ6vnsm6V0\nNoEEIqWxa1A7azu0s65Tu2o7ta++65yj0EIyU1xaXOrVklKvlkz3aun0XM3Iy2AXdsAmPn3dDP3n\njjq9sq9Brb2VKshKNR0Jk/DK6Or56gVFSvO4DKeBndmioAcCAR05ckRz586VpIvea/Ov//qvmjFj\nRqyjAYgWxtuBSRsc8Wvf6S7trO3UzroO7aztVEPX4AVfl5Hi0qKSHC0pzdXS6V4tLvVqdkEmZRyw\nscWlXi0ry9Xuuk49u6NO//3muaYjIUyWZenVfQ2SGG/HldmioK9fv15r1qzRE088ofvuu2/suJb2\n9na9++67+ulPf6oXX3xRb7/9tuGkACKi/ZjUuEdyuKQFd5tOA8SNxq5B/eFYa7CQ13aqpqFbvsC5\n/6jtdEgVU3O0ojxXy8uC/ze7MEsuyjgQdx6+ply76zr1H+/V6s9umsOf4zh1sKlHJ9r6leJ2anVF\nkek4sDlbFPQHH3xQ27Zt00MPPSSn0ymn06mMjAwNDQ2Nfc33vvc9rVq1ymBKABFT/WLw46yPSJn5\nZrMANnekuVev7W/U69VN2l3XecHjhdmpWlGWqxXlU7SiPFdLSr3ssg4kiHXLSvStTTU61TGgH2w9\nrC+vnW86EsLwyt7gePtN8wqUxc9nXIFtfod8//vf19VXX61vfetbOnLkiHw+nyRp2bJl+va3v627\n7rrLcEIAEcN4O3BJgYCl3ac69dr+Jr1e3ahjLX3nPL5sulcrZ+b9/+zdeXiU5dn+8e/MZE9IQlYg\nAUICIQRkEYMsCojKJqK1WEXrWqXVoHZ5fV1af4pvW22rWKuxVmtFcaldUVQQF0BAkSDIHiCEAEGy\n73syM78/hoRVCJDM88zM+TkOjnnIPMmceBjINfd1X3f7CnlCZHB755mIeJcgfxu/nD6I//33Zp79\ndDfJsaFcNTzB6Fhyhpa2T2/vaXAS8QSmKdABbr75Zm6++Wby8/MpKioiISGBxMREo2OJSGeq3A/f\nbgCLFdJmGJ1GxBSaWx2szSvjo22FfLy9iOKaIx1k/jYLY1NimDw4nssHxRMXHmRgUhFxtx9k9GZP\nSS1/+TyP+/+5mcTuwYzsq6nuniKvpJadRTX4WS1cPije6DjiAUxToNvtdmw210TDpKQkkpKSjA0k\nIl2jrb297zgI0z4s8U0tdgc5h2rYeKCC7PwKVuwspqaxtf35sEA/Jg6MZfLgHkwcGEt4kL+BaUXE\naHw/AaEAACAASURBVA9MTWNvaR3Lthcx5/Wv+e/d4+gTHWJ0LOmApdtcq+djUqKJCNHf5XJ6pijQ\n58+fz4MPPsidd95JVlaW0XFEpCupvV180NFHn23cX8HmgiqaWo89hzwmLJDL0+OZPDiesSnRBPrp\nGB4RcbFaLfzx+uH84C9fsvVgNbe/ls2/7xpLRLAKPrM70t6u6e3SMaYo0J999lnsdjvV1dVGRxGR\nrlR1EArWARa1t4vX6ujRZ+FBfozo053hvSMZnxrD8N7dNaFZRL5TSIAff705g6uyVpNbXMvctzbw\nt1sz8LdZjY4m3+FgZQObC6qwWGByugp06RhTFOhJSUls3LiR7t27n/K+OXPm8NJLL7kplYh0uh2L\nXY99RkO4BqWI52tudbCrqIZNBZVsKahiU0EVu4pqsJ/i6LO2aev9onUOuYicmR4RQbxySwbXvvgl\nq3aX8uh72/jN1UM0KNKk2lbPM5KiiO0WaHAa8RSmKNDvu+8+Hn30UebPn4+//3e36qxatcqNqUSk\n06m9XTyY3eFkT0ktmw5UsuWgqxjfcaia5uNa1cHVrn5+Hx19JiKdb0hCBH+aPYI5C9fz1lf7SY4J\n5Y6Lk42OJSexdOshAKapvV3OgCl+WoiNjSUxMZERI0YwduxYhgwZQkRExDHvBhYVFbFr1y4DU4rI\nOakphP1fuq4HXWlsFpEO2ltax0fbClmeU8yWg1XUN9tPuCc8yI+hiZEMTYxof+wZEaQVLRHpMpen\nx/PwtEH85sMd/ObDHSRFh3JZuiaEm0lxTSPr91UAMGWwCnTpOFMU6FdddRVVVVU4nU62b9/e/vGj\nf7hxOp36YUfEk+1YDDghMQMidHyimJPT6WTLwSqWbSvio22F7C6uPeb5kAAbQ3pFuIrx3pEMTYig\nb3SI/n0SEbe74+J+5JXW8va6A9z794388ydjGNwrwuhYctiybUU4nTCsdyS9IoONjiMexBQFenx8\nPIMHD+bWW2/Fz+/kkaqqqnjggQfcnExEOo3a28WkWuwOsveW89G2QpZtLzpmoJuf1cKYlGguT49n\ndHI0KbFhGuQmIqZgsVh4/Koh7C+vZ01uGT9asJ53544jPjzI6GjCkf3nam+XM2WKAj0uLo6HH36Y\nKVOmnPK+hQsXuimRiHSq2hLYt8Z1PWimsVlEgLqmVlbtLmXZ9kI+3VFMVUNL+3MhATbXGeTpPbgk\nLU7HGImIafnbrLxw40iueWENe0rquOO19bzz49GEBJjiR3yfVVHXzJd5ZQBMVXu7nCFTfPc++eST\npKamnva+p59+2g1pRKTT5bwPTgf0GgHd+xqdRnxMQ7Od7Yeq2FJQxeaDrsfcklqcRw1ajwoN4LJB\ncUwZ3INx/WMI8tcZ5CLiGSKC/fnbrRlcnbWGLQer+Nk73/DnG0fqlAgDfbKjCLvDSVqPbiTFhBod\nRzyMKQr0MWPGnPaeffv28e2337ohjYh0OrW3i5s0ttjZcaiaLQer2FxQxdaDrmPPjjv1DIDeUcFM\nTu/B5PR4LkiKUuu6iHisvtGhvHTzBdz48ld8tK2In7zxNXdNTGFEn1MfYSxd40h7u46UlTNnigK9\nIzZu3EhWVhbXX3+90VFE5EzUl8Pez13Xam+XTlDT2MLBygYKyhsoqKinoKKBgooG8svq2F1ce8IZ\n5ACx3QIZmhDBeYmuAW9DEiKI66Z9miLiPTKSovjdrPP4+T82sWx7Ecu2FzEsMYKbxyQxY1hPAv3U\nGeQONY0trNpdCsC089TeLmfOFAX6448/fsrnW1tb+cc//oHTeZIlEBExt5wPwGmHHudBdIrRacQD\nOJ1ODlU1srOwhvyyOgoqGjhY0UBBpasYr6xvOeXnR4cGMDQxgvMSIjjv8LFnGpokIr7geyMS6R/b\njVfX7OX9zYfYVFDFL/65id9+uIPrR/Xmh6P70jNCE8W70vKdJTTbHSTHhDIgLszoOOKBTFGgP/bY\nY1gslu8swNuei4yMdHMyETlnam+XU6hqaGFXUQ05hTXsLKxmZ6Hruqax9ZSf1z3En8TuISREBpPY\nve1XCOm9wnUGuYj4tPMSI5h/3XAevmIQf1+3nzfW7qewupGs5Xt4cWUek9PjuWVsEhf2i9LflV1g\n6dZDAEwd0kP/feWsmKJA9/Pz45FHHqFPnz7HfNxut5Ofn8+iRYuYMmUKV155pUEJReSsNFRA3grX\ndfrVhkYRY9kdTvaW1rL1YPUxxfi3Rx1pdjQ/q4Xk2FBSYsPai++2x4TuwYQFmuKfLxER04oJC2Tu\npAH8ZEIKH28vYsEX+Xy1t5wlWwtZsrWQtB7duHlMEleP6KWp752kodnO8pwSQPvP5eyZ4rvx/PPP\n55FHHvnO5+fNm8evf/1rKioq3JhKRM7ZzqXgaIG4dIgZYHQacROHw8m+8no2F1S2T07fdrCKumb7\nSe/vFRHEwB7dGNgjnLQe3RjYoxspsWEE+FndnFxExPv42axMO68n087rSU5hNa99sY9FGw+SU1jD\nw//dwlPLdrLwR6MY3CvC6Kgeb+WuEhpa7CREBjMkIdzoOOKhTFGgP/fcc6d83mKx8MgjjzBjxgyu\nukptsiIeQ+3tXs/pdFJQ0cDmgio2H3QV5FsOVp20RT3Y30Z6r3AG9TxSjKfGd9M54yIibpLWI5wn\nrjmPB6em8c+vD/Dal/kcKG8g880NLL7nIroF6e/jc/HRNtf0drW3y7kwRYGekZHRofuampq6OImI\ndJrGatjzqetaBbrXsDuc5BRW81VeOev2lpOdX05ZXfMJ9wX4WRncK/zw5HTXoLaU2DAdZSYiYgIR\nIf7ccXEys0YmcsWfVpNfVs/D/93Kn64frsLyLDW3OvhkRxEA04ZoerucPVMU6B1RW1tLdXW10TFE\npKN2fQT2ZohJhdg0o9PIWWqxO9j2bTVf5ZW1F+TVx62O+9sspPUIdx1hdvgos9T4bvjb1KIuImJm\nkSEB/Gn2CK77y5cs3vQtY5KjueHCPqf/RDnBmj2l1DS2EtctkPN1/rycA1MU6Lfffvspn6+vr+fL\nL7/k+9//vpsSicg5277I9Zh+FejdeI/R3OpgU0ElX+WV8dXecr7eV0H9cXvHQwNsXJAUxah+UYxO\njmJIQoTO1xUR8VAj+3bn/ikDeWJJDo8t3sbw3pGk99L+6TP10VZXe/uUwT2wqltMzoEpCvQFCxac\n9p7hw4fz8MMPd32YLnLbbbfRt29fHnvsMaOjiHS9plrI/cR1rfZ20yupaWL5zmKW5xSzancptU3H\nrpBHBPuTkeQqxkf1iyK9Zzh+Wh0XEfEad16czFd7y/ksp5i5b23gvXsu0mkZZ6DV7mDZdld7+1S1\nt8s5MsV3XnBwMC+++OIJx6yBa0BcTEwM6enpBiTrHIsXL+b1118/5aR6Ea+yexm0NkJUMsQPMTqN\nHMfhcLLlYBWf5RSzfGcxmwuqjnk+OjSAC5OjuLBfNKP6RTEwvptWA0REvJjVauHpa4cx/U+ryCut\n45f/3cIfr9N+9I5al19OeV0z3UP8ubBflNFxxMOZokAfPnw4N910k9ExukRZWRlLliyhd+/eRkcR\ncZ+jp7frH3dTqGlsYfXu0sNFeQmltccO3TwvIYJL0uKYlBbH0IQIFeQiIj6me2gAz80ewXUvreXd\nb1z70a8fpf3oHbH0cHv75enx6jCTc2aKAv3VV181OkKXefTRR3nsscf48MMPjY4i4h7N9a4VdFB7\nu4GcTie7impZuauYFTtLyM4vp8XubH8+NMDGxQNimZQWx8SBscSFBxmYVkREzOCCpCj+Z/JAfrc0\nh0ff28bwPpGk9dB+9FNxOJztx6tNG9LT4DTiDUxRoKempp7049nZ2TQ1NdGrVy+Sk5O7NMPy5cup\nqalh5syZnfY133nnHcaPH09cXFynfU0R08v9BFrqIbIP9BxudBqfUtXQwhe5pazYWcLKXSUUVjce\n83y/mFAuGehaJc/o112D3URE5AQ/Hp/MV3vLWLGzhMw3N/De3IsI1X7077TxQCVF1U10C/RjbP9o\no+OIFzDFd9uPfvQjXnnllRM+vnbtWsrKyjh48CAHDx5k/vz5pKV17nFNGzZs4KGHHmLZsmU8+uij\npyzQ9+zZw7x589iyZQvBwcE0NjZy1113ceedd55wb2FhIStXruSFF17o1Lwipqf2drdxOJxsP1TN\nyl0lrNhZzIb9ldgdR1bJA/2sjE6OZuLAWCakxpIcG2ZgWhER8QRH70ffU1LHI4u28vQPhmk/+ndY\nuvUQAJMGxemNb+kUpijQ8/LyTvrxe+65p/26srKS2bNns2TJkk55zcrKSl5++WWKiopYu3btae//\n5ptvmDBhAjNnzmTdunX4+/uzZs0apkyZQnZ2Ni+99NIx9//qV7/iySef7JSsIh6jpRF2LXVdp19t\nbBYvVVzdyBd7yvh8dwmf7yo9YS95cmwoE1JjmTgwjgv7RRHkrx8WRETkzESHBfLc7PO5/qUv+c/G\ng4xOieYHF2ie0vFqm1pZvMlVoE/T9HbpJKYo0DvyjlxERASFhYWd9poRERHcf//9ABQUFPDOO+98\n571VVVXMnDkTPz8/XnjhBfz9/QEYN24c999/P4899hhjx47l1ltvBVzHxk2fPp2YmJhOyyviEfZ8\nBs21EJ4ICSONTuMVqhtb+CqvnDW5pazJLWV3ce0xz4cE2BibEsOEgbFMTI2ld1SIQUlFRMSbjOoX\nxS8mD+QPH+3k/727leG9I0mN72Z0LNNwOp089J8tFFY30jMiiAmp2tIqncPtBfqmTZvYtGnTMR8r\nLCxk4cKFOJ3OE+53Op2UlJSwaNEioqI679iCo98UCAo69XCkF198kQMHDjBnzhy6dTv2L6bbb7+d\nxx57jF/96lfceOON+Pv789prr5Gdnc3NN9/cfl99fT2//e1veeqpp/jLX/7CjTfe2Gl/FhHTaG9v\nn6n29rPU1Gpnw75KV0G+p5TNBVXHtK1bLDC4VzjjUmKYkBrLBUlRBPhpYqyIiHS+uyaksDavjFW7\nS7n7zQ28N3ccIQGmWN8z3Jtf7Wfxpm/xs1p4/oYRBAeoY006h9u/w1pbW8nPz2f16tV8+umn7R9v\nW30+GafTSUxMDJ988okbEp7or3/9KwATJ0484bnevXuTnJxMXl4en3zyCdOmTeONN96goaHhmPsm\nTpzINddcw7333kt8fLw7You4V2sT7Dy8BUXT28/I3tI6lm0rZHVuKdn55TS2OI55Pik6hHH9YxjX\nP4YxydF0Dw0wKKmIiPgSq9XCM9cNZ/qzq8gtruX/vbuNp64dZnQsw209WMXj728H4H+nDmRkX519\nLp3H7QX6yJEjGTnS1fq6Y8cOvv/979PY2Mgtt9xy0vutVit9+/ZlxowZnbqC3lElJSXk5uYCkJ6e\nftJ7hgwZQl5eHsuWLWPatGkkJCSccI+fnx9RUVH079+/S/OKGCZvJTRVQVgPSBxldBpTczqd5BTW\nsHRrIUu3FrKzqOaY52PCAhnXP7q9KE+IDDYoqYiI+LqYsED+NHsEN7y8ln99XcDo5GhmjUw0OpZh\nahpbyHxrA82tDi4bFMedF3ftSVPiewztURk0aBB/+9vfeOihh3j00UeNjPKdtm3b1n59ssIboFev\nXgBs3brVLZlETOno9narWq6P53Q62VRQxZKth/hoayH5ZfXtz/lZLYxJieaSgXFcNCCGAXFhmpYr\nIiKmMTo5mp9elsr8j3fxyKKtDO8dQf8439uP7nQ6efDfW9hXVk9CZDBPXavp9tL5DN9EkpGRwfe+\n9z2jY3yn8vLy9uvj95+3CQ8PB6C4uPg7v05+fn6HX7O6uvqY3wcGBhIYGNjhzxdxO3sL5LzvulZ7\nezu7w8n6/HKWbC3ko22FHKo6ci55gJ+V8QNimTakB5cOiiMyRG3rIiJiXpmX9Gfd3nJW55aS+eZG\n3p07zudOClm4dh8fbDmEv82179wT/+1uamqiqenICTDH1x1iPMMLdJvNxr333vudz3/88ccUFhbS\nv39/xowZ48ZkLvX1R1a5AgJO/k3YVjzX1dV1ymv27n3sMRaPPvoojz32WKd8bZEusfdzaKyE0Fjo\n4/7vU7PZWVjD2+v28/7mbymtbW7/eEiAjUvS4pg2pAcTB8YRFmj4X8EiIiIdYrNamH/dMKY/u5qd\nRTXMW7ydJ645z+hYbrOloIpfv78DgAenDWJEn+4GJzo7TzzxBPPmzTM6hpyCR/x06HA4WLJkCdnZ\n2acs5rtCcPCRvZ8tLS0nLdJbWloACAnpnOONDhw40L4qD2j1XMyvrb190JVg9a1309s0tthZsvUQ\nb67dz/p9Fe0fjwj257JB8Uwd0oOLB8T43GqDiIh4j7huQfzxuuHc9LeveHvdfsakRDNzWC+jY3W5\nqoYW7n7ra5rtDqYMjuf2cUlGRzprDz30ED//+c/bf19dXX3C4qAYy/QF+uWXXw64WsRnzpzp9gK9\nR48e7de1tbUnHVRXW+s6l7izprOHh4cfU6CLmJq91afb2/eU1PL2V/v514YCKutdb9bZrBYuHxTP\ndaN6c1H/GPxt2pMvIiLe4aIBMcy9pD/PfZbLw//ZwtCECJJiQo2O1WWcTif/+69NHChvoHdUML+f\n5dn7zrV11vxMU6C3rY5v2LCB1tbWk95zwQUXuDmVa5CdxWLB6XRy6NChkxbohw4dAmDw4MHujidi\nvH1roL4MgqOg70VGp3GL5lYHH20r5K2v9vNlXln7x3tFBDF7VB9+kNGb+PAgAxOKiIh0nfsuHcBX\neeWsyy9n7tsb+PddYwn0884OsVfX5PPRtiL8bRaybjifiGB/oyOJlzNFgb53714uu+wympqa6Nmz\nJ0VFRe0r183NzRQWFjJjxgz+/Oc/uz1bVFQUQ4cOZdOmTWzfvv2kRXjbpPdLLrnE3fFEjNfe3j4D\nbKb4K6XL7C+r5611+/nX1wfa95ZbLXDJwDhuHN2HCalx2Kye+666iIhIR/jZrDw723U++taD1Tzx\nYQ6PzfS+hapvDlTyxBLXvvNfTh/E0MRIgxOJLzBF3+Vvf/tbJk+eTGFhIfn5+YwaNYq9e/eyd+9e\nDh48SE5ODrW1tVRWVhqS7/rrrwdg1apVJzxXVFTErl27iIqKYvLkye6OJmIshx12LHZde3F7+8b9\nFfx44XomPLWcF1fuobS2mbhugdw7qT+rHpjEK7dmMCktXsW5iIj4jJ4RwTz9g2EALPgin6VbCw1O\n1Lkq65vJfHMDLXYn08/rwS1jk4yOJD7CFAV6dnY2CxcuJDLS9a6Un58fFRVHhiwNGDCAhQsXdtlZ\n6Q0NDYBrGN3JzJkzh9jYWN55551jproDvPrqqzgcDn7xi18cM1BOxCfsXwt1xRAUCf0mGJ2mUzmd\nTpbvLOa6v3zJ9174go+2FeF0wsUDYnjxhyNZ8+Akfj55IAmR+r4XERHfNCktnjnjkwEO79OuP81n\neAan08n//HMzBysb6BsdwpPfH+rR+87Fs5iiQI+OjiYo6Mh+zcGDB7N06dJj7unVq1eXrKCXlZWx\nevVqANasWXPS/e9RUVEsXLiQmpoa5s6d2z61PTs7myeeeILp06fzwAMPdHo2EdNra29PuwJs3rEn\nq8Xu4L8bC5j27CpuezWbr/aW42e1MGtkIh//bDwLf3QhU4f00OA3ERER4P4pAxneO5LqxlbueXsj\nLfaTL3h5kr+u2ssnO4oIsFnJuuF8woO842cc8Qym2DAaGRlJa2srLS0tBAcHc+mll/LYY49x7bXX\n4ufniuh0OikoKOi017Tb7Vx44YXk5OS0n1/+2Wef0atXL8aNG8d///vfY+6fMmUKa9eu5Te/+Q2j\nR48mJCSEuro6Hn/8cebOnYvN5p2DMeTU7A4nZXVNlNY0U1LbRElNE6XHPUYE+/Pk94d631ARhwN2\nvOe69oL29vrmVv6RfYCXV+3lYKWrqyY0wMbsUX340cX96BmhlXIREZHj+dusPDd7BFf8aRXfHKjk\nDx/t5OHpg4yOdVaaWu28k32A3y3NAeCRK9MZkhBhcCrxNaYo0Pv168eoUaMoKipi9+7dTJ06lTlz\n5jBr1iyeeuop4uLimDdvXqcePWaz2Vi/fv0Zfc7QoUN55513Oi2DeJ7i6kb+37vbyC+ro7S2mfK6\nJhzO039eY4udv96S4V17lAuyoeYQBIZD8kSj05y1irpmXvsyn9e+yKfi8DFp0aEB3DYuiZtGJxER\n4mVvrIiIiHSy3lEh/H7WMH7yxte89Hkeo5OjmJTWOccPu0Nji5231+3nxZV7KKpuAuDKYb344YV9\nDE4mvsgUBfrs2bPJysrCarXS3NxMZGQkTz31FLfccguLFy9uv+/55583MKUILFy7j6Xbjh2CYrG4\nCrqYsEBiuwUS2/bYLZBAfxu/fn87y3eW8MzHu/ifKQMNSt4F2trbB04DP887T7OqvoXnl+/mjbX7\naWixA9AnKoQ7xydz7chEgvzVFSMiItJRU4f04NaxSSz4Ip9f/GMTH953sem7z+qbW3lz7X7+8nke\npbWuwrxHeBB3TUxh9qg+2ncuhjBFgT5y5Ejy8vJobGxsHxR30003UVFRwe9//3tqamq48cYbueuu\nuwxOKr5u+c5iAO6d1J+pQ3oS0y2AqJAA/E6xHzks0MbP3tnE88tzGdwrnGnn9XRX3K7jdB4p0D2s\nvb3V7uCtdft55uNd7SvmQxLC+cmEFKYN6eldXQ4iIiJu9ND0NNbvK2frwWrue/sb3rrzwlP+jGSU\nmsYWXv9yH6+s3kt5nevY1ITIYO6+JIVZIxO99kx38QwWp9PZgQZdcYfq6moiIiKoqqrq1HZ+6RzF\nNY2M+s2nAGT/8jJiu3V81fj/3t/OK6v3EhJg4793j2Ngj25dFdM9Cr6Gv06CgDC4Pxf8zf0OeZuV\nu0r49fvb2V1cC0BqfBgPTR/ExNRYvUsuIiLSCfJL65jx3Gpqm1qZe0l/5k7qT1OLg4YWO40t9mMe\nj/+41WIhJMBGsL+NkAA/gtuvXb/afn+2RX9VQwsL1uTztzV7qWpwvUnfNzqEzIn9+d75CT45AFb1\nh/mYYgUdXEPbNGhNzOzzXaWAa7X1TIpzgIempbHjUDVf7CljzsL1vJd5kWfvbd6+yPWYOsUjivPc\n4lp+84FrqwFA9xB/fj55ILMzepvynX0RERFPlRQTym+vOY97397I88tzeX55bqe/RoDNSkigjfAg\nfyKC/YkM8Sc8+PD14cf2XyH+dAv0Z9n2QhasyaemyXViU3JsKHMv6c/MYb30s4CYiikK9Pnz5/Pg\ngw9y5513kpWVZXQckZNqa2+/ZGDcGX+un83K8zecz8znV7OvrJ57/r6RV2/10KFxHtTeXlnfzB8/\n2c0ba/fR6nDiZ7Vw69gk7rl0gPdN1RcRETGJmcN6sT6/nNe/3Nf+MZvVQrC/jSB/K0H+NoL8bSf8\n3ul0Ut9sp77ZTkOza1Xddd1KfYudtr7fZruD5noHlYe3qp2J1Pgw7pk0gOnnaVubmJMpCvRnn30W\nu91OdXW10VFETqrV7mDVLtfq68SBsWf1NaJCA3jppgu45s9r+HxXCX/4aCcPTkvrzJjucWgTVO4D\n/xDof7nRaU6qxe7gzbX7eOaT3e0tbJcNiufh6Wkkx4YZnE5ERMT7zZs5mJ9dloqfzUKQv+2c28ed\nTidNrQ4amu3Ut9ipb2qlqqGl/Vdl/ZHr6oYWKo96rqqhhYTIYH4yIZnJ6T2wqjAXEzNFgZ6UlMTG\njRvp3r37Ke+bM2cOL730kptSiRzxzYFKqhtbiQj2Z3jvU/9/eirpvcL5/axh3Pv2Rl5cuYchCeHM\nGNqrE5O6Qdvq+YDLISDE2CwnsXxnMb9+fzt7SuoAGBjfjUdmpHPRgBiDk4mIiPgOi8VC99CATv16\nbSvtZ/+TmIj5mWLDxX333cejjz5Ka2vrKe9btWqVmxKJHGvF4b3LFw+IOed2qJnDevHj8ckA3P/P\nzWz/1oM6R5zOI/vPTdbeXljVyJzX13Pbq9nsKakjKjSA33xvCB/ce5GKcxERERHxCKZYQY+NjSUx\nMZERI0YwduxYhgwZQkRExDFTlYuKiti1a5eBKcWXncv+85P536lpbD9Uzardpfz4DdfQuM58l7nL\nFG2D8jzwC4IBk41OA4DD4eTNdfv5/ZIcappa8bNauG1cEnMnaZ+5iIiIiHgWUxToV111FVVVVTid\nTrZv397+8aMLdKfT6TPHIGVkZGCz2cjMzCQzM9PoOD6vuKaRbYdXucennt3+8+PZrBaemz2Cmc+v\nYX95Pfe8vZEFt2WYf4poW3t7/8sg0Pij4nKLa3jw31tYv68CgOG9I3ny++eR1kPHhIiIiIh8l6ys\nLLKysrDb7UZHkeOY4hz0QYMGERMTw6233oqf38nfM6iqquKBBx6goaHBzencR+cQmtM/1x/g/n9t\n5ryECBbfc1Gnfu2cwmqueeEL6pvt3HlxP355RXqnfv1O9/woKN0J17wMQ39gWIymVjt/XrGHF5bv\nodnuICTAxv1TBnLzmCRNZBURERHpINUf5mOKFfS4uDgefvhhpkyZcsr7Fi5c6KZEIkesOMfp7aeS\n1iOcp64dxt1vbuDlVXsZkhDBVcMTOv11OkVxjqs4twW4zj83yPr8ch78zxZyi2sBmJQWx/9dPYSE\nSPOfxy4iIiIiciqmKNCffPJJUlNTT3vf008/7YY0Ikcce7xa5+w/P97083py98QUXlixh//912ZS\nYsMYkhDRJa91Ttra21MmQZD789U0tvC7pTm8sXY/ADFhATx65WBmDO3pM9tfRERERMS7mWLD65gx\nY4iOjqapqYkVK1awZMmS9uc2b95MRYVrf+n48eONiig+auPh49UiQ/wZ3juyy17nF5MHMnFgLE2t\nDm59dR07C2u67LXOWluBbsD09mXbCrl8/uftxfm1IxP55OcTuHJYLxXnIiIiIuI1TFGgAyxYq92J\nrwAAIABJREFUsICEhAQuvfTSYwajNTY2ctttt/Haa68ZmE581YrD09svHhDbpXubbVYLz14/gsG9\nwimtbWb2y2vZcchEx6+V7obibWD1g4HT3PeytU3c/ebXzFn4NYXVjfSNDuGtOy7kD9cOIzLEA6be\ni4iIiIicAVMU6B988AF33HEH48aNY/78+cTEHDmzeNSoUSxatIhNmzbx6aefGphSfFHb+ecTO2l6\n+6lEBPvz1h2jGZoYQXldMze8vJZt31Z1+et2SNvqefJECO7ulpf8YPMhJj/zOR9uKcRmtfCTCSl8\n9NPxjO2vM81FRERExDuZokD/wx/+wMKFC3n33Xe57777CAsLO+GeJ598kqysLAPSia8qrj5yvNqE\nLhgQdzIRIf4s/NGFDOsdSUV9Cze8/BVbD5qgSHdje3t5XTNz39pA5lsbKK9rJq1HN97NHMeD09II\n8rd1+euLiIiIiBjFFAV6XV0ds2fPPuU9AQEBXn3EmphP2/T2oYkRxIQFuu11I4L9WfijUYzoE0lV\nQws3vLyWTQcq3fb6JyjPg8LNYLHBwCu69KU+2lbI5GdW8v7mQ9isFu6Z1J/35l5kzqF5IiIiIiKd\nzBQFemRkx4ZvlZWVdXESkSNWurG9/XjhQf68fvsoLujbnerGVn74ylds3F/h9hwAbH/P9djvYgiN\n7pKXqKxv5qd/38iPF35NaW0zA+LC+O/dY/nF5IEE+JnirykRERERkS5nip98HQ4Hubm57b93Op0n\n3PPiiy/St29fd8YSH9Zqd/D57sMFelrXHK92Ot2C/Flw+yhGJUVR09jKTa+s4+t95e4P0sXt7Z/u\nKOLyZz5n0TffYrXAXRNTeP/eixia2HVT80VEREREzMgUBXpmZiaTJk3i73//Ow0NDe3HJpWXl/Ph\nhx8ya9Ys7r33Xu6//36Dk4qv2LC/kprGVrqH+DPMwEIxLNCPBbdnMDo5itqmVm5+ZR3Z+W4s0iv3\nw7cbwGKFtBmd+qWrGlr4xT828aPX1lNS00RKbCj/vmssD0xNI9BPe81FRERExPf4GR0A4JprrmHl\nypXccMMNWK1WrFYrISEhNDU1td/z9NNPM2rUKANTii9x1/FqHRES4Mert47ijtezWZNbxi1/W8er\nt2ZwYXLXtJsfo629ve84COu8ToLlO4t56N9bKKxuxGKBORcn87PLUzUETkRERER8milW0AGeffZZ\nFixYQHJyMq2trTQ2NuJ0Ohk6dCiLFy/mpz/9qdERxYe0H6/mpuntpxMcYOOVWzK4eEAM9c12bn01\nmy/2lHb9C3dye/uB8nrueXsjt72aTWF1I/1iQvnXT8bw0PRBKs5FRERExOdZnCfb8G2w/Px8ioqK\nSEhIIDEx0eg4blNdXU1ERARVVVWEh4cbHcdnFVU3cuFvP8VigexfXubWCe6n09hi58cLv2blrhKC\n/K389eYMLhrQReeCVx2EZ9IBC/x8B4T3POsvVd3YwgvL9/C3NXtpbnVgscDt4/rxP5MHEhygwlxE\nRETECKo/zMcULe7HS0pKIiEhAX9/f6OjiA9qm94+NMG9x6t1RJC/jb/cNJK739zAZznF3P5aNpkT\n+zNnfHLnF7o7Frse+4w+6+K81e7g7ewD/PHjXZTVNQMwNiWaX14xiMG9dHSaiIiIiMjRTNPiDrB5\n82ZuvPFGoqKiCAoKIi4ujjvvvJO8vDyjo4kPWbHLtf98wkBjprefTpC/jT//8HymDI6nudXBM5/s\n4rL5K1m86duTnoBw1s6hvd3pdLI8p5ipz67ikUVbKatrJjk2lFduuYA377hQxbmIiIiIyEmYpsV9\nwYIF/OQnP6G5ufmE58LDw/nXv/7FZZddZkAy91GLifFa7A7O/7+PqWls5T93j+X8Pt2NjvSdnE4n\nH2w5xBMf5nCwsgGAjKTuPHrlYIYknGMBXFMIT6cBTvjZNojo+FaTHYeq+e2HO1i127VHvnuIPz+7\nPJXZo/rgbzPVe4IiIiIiPk31h/mYosV93bp1zJkzh8TERH784x8zfvx4oqOjOXDgAGvWrOGFF17g\nBz/4Ad988w19+vQxOq54sQ37KkxxvFpHWCwWZgztxWWD4nnp8zxeWJFLdn4FVz6/mh+M7M3/TBlI\nbLezbNHfsRhwQmJGh4vz4ppG5i/bxT/WH8DhhACblVvHJZF5SX8igrVdRURERETkdEyxgn711VcT\nHBzMggULCAw8saCoqqpi1qxZDBo0iD/96U8GJHQPvYNlvN8tzeHPK/Zw1fBePHv9CKPjnJFvKxv4\n3dIc3v3mW8B1hvo9k/pz67ikMz9XfMEMyF8Fk38NY+855a25xbW8+81BXlm9l/pmOwBXnNeTB6am\n0Sc65Kz+LCIiIiLS9VR/mI8pVtB37drFxo0bT1qcA0RERPDOO+9wySWXuDmZ+BqzHa92JnpFBvPs\n9SO4eUxf5i3ezuaCKp5YksPb6/bzqyvSuXRQHBZLB850ry2BfWtc14NmnvC00+lk27fVLN1ayNJt\nheQW17Y/N6x3JI9cMYgLkqI6648lIiIiIuIzTFGg9+jR4zuL8zZRUVFERpq75Vg8W2FVIzsOVWOx\nwPgBnlegtxnZN4pFd4/jPxsP8rulOeSX1XPH6+u5eEAMPxzdl6ToUHpHBRMS8B3f/jnvg9MBvUZA\n974A2B1ONuyvcBXlWwvb97wD+NssjE2JYdbIRK44rydWawfeBBARERERkROYokAPDw/Hbrdjs313\nG67T6cRqPXHA1IoVK5g4cWIXpnO/jIwMbDYbmZmZZGZmGh3HZ6w8PL19aGIk0SY7Xu1MWa0WZo1M\nZOqQHmQtz+WVVXtZtbu0fXAbQExYIH2igukTFUKfqBB6R4XQNzqUYZv/SyBgT5vJml0lLN1WyLJt\nRZTWNrV/brC/jYkDY5k6pAeXpMURHqQ95iIiIiKeIisri6ysLOx2u9FR5Dim2IP+n//8h4KCAu69\n997vvOfFF1/EbrefULCef/75bNiwoasjuoX2gBjrrje+ZsnWQu67dAA/uzzV6Didan9ZPVnLc9lR\nWM3+8noq61tOel8kNawPvAs/i4NpjmfZ0Xykk6BbkB+XD4pnypAejB8Q2/nnrouIiIiIW6n+MB9T\nrKDX1dWxYMECKioq6Nev3wnPb9++nffee48HHniA119/vf3jpaWlbN261Z1RxUu12B2sPry67In7\nz0+nT3QIv5s1tP33VQ0tHCivZ/9Rvw6U1zOk6Av8mh1sc/RlR3MsMWGBTB4cz9TBPRidHE2An45J\nExERERHpKqZYQY+OjqayshKn03nSIVZtEY9/ru1+b2nN0DtYxvkqr4zrXlpL9xB/1v/qcmy+uo/6\njVmQ+zGVYx7g0NC5pMZ3893/FiIiIiJeTvWH+ZhiBT06OprU1FSmTJnSsSnTh1VUVPD88893YTLx\nFcsPT2+fkBrruwVpQwXkrQAgcuS1RMboL2kREREREXcyTYH+zDPPMHr06DP+3BUrVnR+IPE5K3a6\nBsRNHBhncBID7VwKjhaIS4eYAUanERERERHxOabYUPr444+Tnp5+2vv++c9/nvCx3/3ud10RSXxI\nYVUjOYU1ruPVUr1v/3mHbX/X9Zh+lbE5RERERER8lCkK9Msvv7xDex6eeOKJEz42ZcqUrogkPuTo\n49WiQgMMTmOQxmrY86nrWgW6iIiIiIghTNHiDnDo0CE++OADioqKTjr0rbq6mi1bthiQTLzd8hzX\n/vNLvHB6e4ft+gjszRCTCrFpRqcREREREfFJpijQV69ezfTp06mrq+NUQ+XPZICcSEc4nU6+2OM6\nXm2CT7e3L3I9pl8F+j4TERERETGEKQr0hx9+mIEDB3LNNdcQHx+PzWY74Z6qqioeeOABA9KJNyuu\naaK6sRWrBdJ7+ejU8qZayP3Eda32dhERERERw5iiQC8sLGT79u34+Z06zsKFC92USHzFnpJaAHpH\nhRDod+IbQz5h9zJobYSoZIgfYnQaERERERGfZYohcf379z9tcQ7w9NNPuyGN+JK9pXUAJMeEGpzE\nQEdPb1d7u4iIiIiIYUxRoCcmJlJYWHja+4qKityQRnxJXsnhAj02zOAkBmmud62gg9rbRUREREQM\nZooCfd68edx3333s37//lPed7Jg1kXORd7jFvZ+vrqDnfgIt9RDZB3oONzqNiIiIiIhPM8Ue9J49\nezJv3jwmTpzIBRdcQGpqKgEBx55HrWPWpCu0t7jH+miBrvZ2ERERERHTMEWBvm7dOqZOnUplZSX5\n+fnfeZ+OWZPO1Nzq4EBFAwApvtji3tIIu5a6rtOvNjaLiIiIiIiYo0B/8MEH6d+/P9dccw1xcXE6\nZk3cYn95HXaHk9AAG3HdAo2O4357PoPmWghPhISRRqcREREREfF5pijQi4qK2Lx580kL86O98cYb\nbkokvqBtQFy/2FDf7M5ob2+fqfZ2ERERERETMMWQuH79+p22OAfIyspyQxrxFXntR6z5YHt7axPs\nXOK61vR2ERERERFTMEWB3r9/f/bt23fa+zQkTjpT2wR3nxwQl7cSmqogrAckjjI6jYiIiIiIYJIC\nfd68efzqV79iw4YNp7zvj3/8o5sSiS9ob3H3xSPWjm5vt5rirwEREREREZ9nij3of/3rX0lJSWHG\njBkkJiae9Ji1mpoatm3bZlBC8UZtR6z53AR3ewvkvO+6Vnu7iIiIiIhpmKJA//3vf09paSlOp5PC\nwkLWr19/0vt8cpCXdImq+hbK6poBH1xB37sSGishNA76jDE6jYiIiIiIHGaKAj02NpaxY8cyd+5c\n/PxOHqmqqoobb7zRzcmMkZGRgc1mIzMzk8zMTKPjeKU9pa795/HhgYQGmuLbwH3a2tsHXQnW0w9n\nFBERERHvkpWVRVZWFna73egochxTVCZxcXFkZmZy6aWXnvK+wYMHuymRsbKzswkPDzc6hlfbW+Kj\nE9ztrbBD7e0iIiIivqxtIbC6upqIiAij48hRTFGgv/zyy8THx5/2vtdff90NacQX5JX66AT3fauh\noRxCoqHvOKPTiIiIiIjIUUwxvjklJYWwsDCamppYsWIFS5YsaX9u8+bNVFRUAJCammpURPEybRPc\nk31tQFxbe3vaDLCZ4v05ERERERE5zBQFOsCCBQtISEjg0ksvPWbfdWNjI7fddhuvvfaagenE27QX\n6L40IM5hhx2LXddqbxcRERERMR1TFOgffPABd9xxB+PGjWP+/PnExMS0Pzdq1CgWLVrEpk2b+PTT\nTw1MKd7C4XCyt6xtBd2HCvT9X0JdCQRFQr/xRqcREREREZHjmKJA/8Mf/sDChQt59913ue+++wgL\nO7Ht+MknnyQrK8uAdOJtDlY20NzqwN9mIbF7iNFx3OeY9nZ/Y7OIiIiIiMgJTFGg19XVMXv27FPe\nExAQQENDg5sSiTfLK3WtnveNDsVmtRicxk0cDtj+nuta7e0iIiIiIqZkigI9MjKyQ/eVlZV1cRLx\nBXtLDk9w96X95wXroLYQAiMgeYLRaURERERE5CRMUaA7HA5yc3Pbf+90Ok+458UXX6Rv377ujCVe\nqm0F3acmuLe1tw+cBn6BxmYREREREZGTMkWBnpmZyaRJk/j73/9OQ0MDFour7bi8vJwPP/yQWbNm\nce+993L//fcbnFS8gc9NcHc4jhToam8XERERETEtUxyEfM0117By5UpuuOEGrFYrVquVkJAQmpqa\n2u95+umnGTVqlIEpxVvsLfWxCe7fboDqgxAQBimTjE4jIiIiIiLfwRQr6ADPPvssCxYsIDk5mdbW\nVhobG3E6nQwdOpTFixfz05/+1OiI4gUamu0crHQNG/SZFvfti1yPqVPBP8jYLCIiIiIi8p1MsYLe\n5uabb+bmm28mPz+foqIiEhISSExMNDqWeJG21fPIEH+iQgMMTuMGTqfa20VEREREPIRhBbrdbqek\npAS73U5CQsIxzyUlJZGUlGRMMPFqeaWuCe79fGX/+aFvoHI/+IdA/8uMTiMiIiIiIqfg1gJ94sSJ\nFBcXU1VVRe/evUlOTmbatGncdNNN7owhPmxv+4A4X2lvP7x6PmAyBIQYm0VERERERE7JrQX6559/\nzpVXXsnChQsJDw9350uLAEcfseYDK+hqbxcRERER8ShuHRLn5+fHK6+8ouJcDJNX4mpx94kj1oq2\nQnke+AW5VtBFRERERMTU3Fqgp6WlERMTc9aff/3113diGvE1TqfzqBV0H2hxb1s9738ZBPrAn1dE\nRERExMO5tUCPioo6p8/fsWNHJyURX1Ra20xNYysWC/SN9vL92E4nbDt8vFr61cZmERERERGRDjHN\nOegdUVZWZnQE8WBt7e2J3YMJ8rcZnKaLleRA2W6wBUDqFKPTiIiIiIhIB7h1SNy2bdtYunQpISFn\nvnpZUFDAoUOHuiCV+Iq29vZ+vjDBva29PeVSCNLMBxERERERT+DWAr2srIwrrrjCnS8p0m5v2/5z\nXxgQp+ntIiIiIiIex60FOrgGdZ0ti8XSiUnE17S1uKd4+xFrJbugeDtY/WHgVKPTiIiIiIhIB7m1\nQO/duzcff/wxgYGBZ/y5BQUFTJgwoQtSia/IK/GRFvcdh1fPkydCcHcjk4iIiIiIyBlwa4Her18/\nUlNTz+pz+/btS0JCQicnEl/RYnewv7wegGRvX0FXe7uIiIiIiEfyqCnukZGRRkcQD3WgvJ5Wh5Ng\nfxs9woOMjtN1yvZA4Raw2CBN8x5ERERERDyJWwv0kpKSc/r88ePHd1IS8TVH2ttDsVq9eJbBjvdc\nj/3GQ0iUsVlEREREROSMuLVA37VrFwcOHDjrz3/uuec6MY34krYJ7v3U3i4iIiIiIibl1gLdbrdz\n3XXXkZOT486X9TgZGRmkp6eTlZVldBSvkVd6eIK7Nx+xVrEPvt0IFiukzTA6jYiIiIiYVFZWFunp\n6WRkZBgdRY7j1iFxN954I6Wlpfzwhz/EarUSERHB9OnT+dnPfubOGKaXnZ1NeHi40TG8yp7DLe7J\nsV48wb2tvb3vOAiLNTaLiIiIiJhWZmYmmZmZVFdXExERYXQcOYpbC/SFCxee8LGWlhZ3RhAfdfQe\ndK+l9nYREREREY9m+BR3f39/oyOIl6tubKG0tgnw4iPWqgqgIBuwwKArjU4jIiIiIiJnwfACXaSr\n7T28eh7bLZBuQV76htCOxa7HPmOgWw9js4iIiIiIyFlRgS5er21AnNrbRURERETEzFSgi9drW0FP\n8db29upDsH+t61rt7SIiIiIiHksFuni9PYfPQE+O8dIJ7jnvA05IHAURCUanERERERGRs6QCXbxe\nXvsRa166gq72dhERERERr6ACXbyaw+Ekv9SLj1irLYZ9a1zX6TONzSIiIiIiIudEBbp4tcLqRhpa\n7PhZLfSOCjE6TufLeR+cDuh1PkT2MTqNiIiIiIicAxXo4tXa2tv7RIfgb/PC/93V3i4iIiIi4jW8\nsGIROaLtiLVkb2xvryuDvatc12pvFxERERHxeCrQxasdGRDnhRPcd34ATjv0GApRyUanERERERGR\nc6QCXbxaXvsRa164gq72dhERERERr6ICXbxaXsnhFndvW0FvqIC8Fa7r9KsNjSIiIiIiIp1DBbp4\nrcYWOwcrGwAvPGJt5xJwtELcYIjpb3QaERERERHpBCrQxWvtK6vH6YRuQX7EhAUYHadzqb1dRERE\nRMTrqEAXr3V0e7vFYjE4TSdqrII9n7muVaCLiIiIiHgNFejitbx2QNyuj8DeDDEDIS7N6DQiIiIi\nItJJVKCL12o/Ys3bCnS1t4uIiIiIeCUV6OK18kq9cIJ7Uw3s/th1rQJdRERERMSrqEAXr+R0Oo+s\noMd60Qr67mVgb4KoFIgfbHQaERERERHpRCrQxStV1LdQ1dACQFK0FxXoR7e3e9PgOxERERERUYEu\n3qltgntCZDDBATaD03SS5jq1t4uIiIiIeDEV6OKVvLK9PfcTaKmHyL7Qc5jRaUREREREpJOpQBev\n1HbEWj9vmuCu9nYREREREa+mAl28UluLu9ccsdbS4Dr/HCD9amOziIiIiIhIl1CBLl6pbQXda45Y\n2/MZNNdCeCIknG90GhERERER6QIq0MXrtNod7CvzshZ3tbeLiIiIiHg9FejidQ5WNtBidxLoZyUh\nMtjoOOeutQl2LnFda3q7iIiIiIjXUoEuXqdtgnu/mFCsVi9Ybc5bAU3V0K0nJGYYnUZERERERLqI\nCnTxOnvaBsR5yxFrbe3tg2aCVd+yIiIiIiLeSj/tm1BGRgbp6elkZWUZHcUj7Wk7Az3GCwbEtTZD\nzvuua7W3i4iIiEgnyMrKIj09nYwMdWeajZ/RAeRE2dnZhIeHGx3DY+0pdq2g94/zggI9/3NorILQ\nOOgz2ug0IiIiIuIFMjMzyczMpLq6moiICKPjyFG0gi5eJ7fEiwr09vb2K8FqMzaLiIiIiIh0KRXo\n4lXK65opr2sGvGAPur0Vdqi9XURERETEV6hAF6/SNiAuITKYkAAP38GxbzU0lENINPQdZ3QaERER\nERHpYirQxavkHt5/nuJN7e1pM8Dm4W82iIiIiIjIaalAF6/SVqD3j/XwAt1hhx2LXddqbxcRERER\n8Qkq0MWr5HrLBPf9X0JdCQRFQr/xRqcRERERERE3UIEuXsVrCvRj2tv9jc0iIiIiIiJuoQJdvEZ9\ncysHKxsADy/QHQ7Y/p7rWu3tIiIiIiI+QwW6eI28kjoAokIDiAoNMDjNOShYB7WFEBgByROMTiMi\nIiIiIm6iAl28RtsRax4/IK6tvX3gNPALNDaLiIiIiIi4jQp08RpHjlgLNTjJOXA4jhToam8XERER\nEfEpKtDFa7QX6J68gv7tBqg+CAFhkDLJ6DQiIiIiIuJGKtDFa3jFBPfti1yPqVPBP8jYLCIiIiIi\n4lYq0MUrtNod5Je5hsR5bIHudKq9XURERETEh6lAF6+wr7yeFruTYH8bvSKCjY5zdg59A5X7wT8E\n+l9mdBoREREREXEzFejiFY4eEGe1WgxOc5baVs8HTIaAEGOziIiIiIiI26lAF6/Qvv/cUwfEqb1d\nRERERMTnqUAXr9B2BrrHTnAv2grleeAX5FpBFxERERERn6MCXbzCHk+f4N62et7/Mgj00D+DiIiI\niIicExXo4vGcTid7Sjx4grvTCdsOH6+WfrWxWURERERExDAq0MXjFVY3UtvUis1qoW90qNFxzlxJ\nDpTtBlsApE4xOo2IiIiIiBhEBbp4vLYBcX2jQwjw88D/pdva21MuhaBwY7OIiIiIiIhhPLCaETmW\nx09w1/R2ERERERFBBbp4gVxPHhBXsguKt4PVHwZONTqNiIiIiIgYSAW6eDyPLtB3HF49T54Iwd2N\nTCIiIiIiIgZTgS4er22Cu0eega72dhEREREROUwFuni0qvoWSmubAEjxtBX0sj1QuAUsNki7wug0\nIiIiIiJiMBXo4tFyS2oA6BkRRFign8FpztCO91yP/cZDSJSxWURERERExHAq0MWjefT+c7W3i4iI\niIjIUVSgi0drK9A9bv95xT74diNYrJA2w+g0IiIiIiJiAirQxaN57Ap6W3t733EQFmtsFhERERER\nMQUV6OLRcks8tEBXe7uIiIiIiBxHBbp4rMYWOwUVDYCHFehVBVCQDVhg0JVGpxEREREREZNQgS4e\nK6+kDqcTIoL9iQ4NMDpOx+1Y7HrsMwa69TA2i4iIiIiImIYKdPFYR7e3WywWg9OcAbW3i4iIiIjI\nSahAF4/VPiDOkya4Vx+C/Wtd12pvFxERERGRo6hAF4+1xxMnuOe8DzghcRREJBidRkRERERETEQF\nungsjzxiTe3tIiIiIiLyHVSgi0dqtTvYW1oHeFCBXlsM+9a4rtNnGptFRERERERMRwW6eKQDFQ00\n2x0E+llJiAw2Ok7H5LwPTgf0Oh8i+xidRkRERERETEYFugllZGSQnp5OVlaW0VFMq23/eXJsGFar\nh0xwV3u7iIiIiJhAVlYW6enpZGRkGB1FjuNndAA5UXZ2NuHh4UbHMLWjj1jzCHVlsHeV61rt7SIi\nIiJioMzMTDIzM6muriYiIsLoOHIUraCLR/K4I9Z2fgBOO/QYClHJRqcRERERERETUoEuHsnjJrir\nvV1ERERERE5DBbp4HKfT6VlnoDdUQN4K13X61YZGERERERER81KBLh6nuKaJmqZWrBZIigkxOs7p\n7VwCjlaIGwwx/Y1OIyIiIiIiJqUCXTxOW3t73+hQAv1sBqfpALW3i4iIiIhIB6hAF4/TVqCneMKA\nuMYq2POZ61oFuoiIiIiInIIKdPE4ew4fsZYSF2pwkg7Y9RHYmyFmIMSlGZ1GRERERERMTAW6eByP\nOmJN7e0iIiIiItJBKtDF43jMEWtNNbD7Y9e1CnQRERERETkNFejiUaobWyiuaQIgxewF+u5lYG+C\nqBSIH2x0GhERERERMTkV6OJR2lbP48MDCQ/yNzjNaRzd3m6xGJtFRERERERMTwW6eBSPaW9vrlN7\nu4iIiIiInBEV6OJR9njKgLjcT6ClHiL7Qs9hRqcREREREREPoAJdPErbEWumX0FXe7uIiIiIiJwh\nFejiUdpa3FPMvILe0uA6/xwg/Wpjs4iIiIiIiMdQgS4eo7HFzv7yesDkK+h7PoPmWghPhITzjU4j\nIiIiIiIeQgW6eIz8sjocTugW5Edst0Cj43w3tbeLiIiIiMhZUIEuHuPoCe4Wsxa+rU2wc4nrWtPb\nRURERETkDKhAF4+R6wkT3PNWQFM1dOsJiRlGpxEREREREQ+iAl08hkecgd7W3j5oJlj17SUiIiIi\nIh2nCkI8hukL9NZmyHnfda32dhEREREROUMq0MUj2B1O9pbWASY+Ym3v59BYBaFx0Ge00WlERERE\nRMTDqEAXj3CwooGmVgcBflZ6R4UYHefkti9yPabPBKvN2CwiIiIiIuJxVKCLR8gtqQF6F+u2AAAg\nAElEQVQgOSYUm9WEE9ztLWpvFxERERGRc6ICXTxC2/7zFLPuP89fDQ0VEBIDfcYanUZERERERDyQ\nCnTxCKY/Yq19evsMsPkZm0VERERERDySCnTxCKae4O6ww47Frmu1t4uIiIiIyFlSgS6m53Q6zV2g\n7/sC6kshuDskXWx0GhERERER8VAq0MX0dhXVUt3Yir/NQr+YUKPjnKitvT3tCrD5G5tFREREREQ8\nlgp0Mb33Nh0EYEJqHEH+Jju+zOGAHe+5rtOvNjaLiIiIiIh4NBXoYmpOp5PFmw4BMHN4L4PTnMSB\nr6C2CAIjoN8Eo9PI/2/vzsOjqNI9jv+yL5AAYQl7ANlh2AYQUESQVTKIiKK4MiIDMldE8SqMKIos\nV1DBGVBBRREcdUCUZXRGERzQAdlBWRQIO4QAISEs2frcP2K3hOxJp6u68/08T55Uqk5XvfXSdPdb\ndfocAAAAwItRoMPWth89ryPnLiksKEA9m1WzOpycXN3bb5UCg62NBQAAAIBXo0CHrS3fcUKS1Kt5\ntMKDbTZ9Wbbu7YzeDgAAAKBkKNBhW5kOo5U7f+3e3tqG3duPb5GSj0vBEVKD7lZHAwAAAMDLUaDD\ntjYePKuEC6mqEBakmxpXtTqcnHZ/lvW7SV8pKNTaWAAAAAB4PQp02Jaze3u/ltUVHGizp6ox0m66\ntwMAAABwH5tVPUCWtAyHvvjxlCSbdm8/sU1KOiIFlZMa9rQ6GgAAAAA+gAIdtvSfnxOUdDld1SJC\ndH2DylaHk5Nz9PbGvaWgMGtjAQAAAOATKNBhS87u7f1b1VCAv5/F0VzDmN8KdLq3AwAAAHATCnTY\nzqW0DH21O16STbu3n9olJcZJgWFSw15WRwMAAADAR1Cgw3a+3nNal9MzVTcqXG3qVLQ6nJycd88b\n9ZRCylsbCwAAAACfQYEO21m+Pat7+x9a15Cfnx27t/86vVrzgdbGAgAAAMCnUKDDVpIupevbn09L\nkga0rmVxNLk4vUc6u18KCJEa9bY6GgAAAAA+hAIdtvKvn04pPdOoSXSEmlSPsDqcnJzd2xveIoVG\nWhsLAAAAAJ9CgQ5bcY7ePqCNDQeHkxi9HQAAAECpoUCHbZy+cEXfHzgjSfpDKxsW6An7pIQ9kn+Q\n1Liv1dEAAAAA8DEU6LCNf+48KYeR2tSpqLqVw60OJ6fdy7N+X9ddCrPh6PIAAAAAvBoFOmzD1b3d\njnOfS3RvBwAAAFCqKNBhC0fPXdLWI+fl7yfFtqphdTg5nT0gxe+S/AOlJrdaHQ0AAAAAH0SBDltY\nsTPr7nmnBpVVLTLU4mhy4bx7Xv8mKTzK2lgAAAAA+CQKdNjC8u10bwcAAABQtlGg21CHDh3UvHlz\nzZkzx+pQPOKX+Avae+qCggL81K+lDbu3Jx6STm6X/PylprFWRwMAAACUyJw5c9S8eXN16NDB6lBw\njUCrA0BOmzZtUmRkpNVheIxzcLhujauqQniQxdHkwjl6e70bpXJVrI0FAAAAKKHRo0dr9OjRSk5O\nVoUKFawOB1fhDjosZYxxFeh/oHs7AAAAgDKMAh2W2nksSYfPXlJYUIB6NY+2Opyczh+Vjm+W5Cc1\n/YPV0QAAAADwYRTosJTz7nnP5tEKD7bhNy72rMj6HdNFirDhBQQAAAAAPoMCHZbJdBit3Mno7QAA\nAAAgUaDDQj/EnVN8cqoiQwN1U2MbDr6WfEI6uiFruRnd2wEAAACULgp0WMbZvb1fyxoKCQywOJpc\n7FmZ9bvO9VKkTe/wAwAAAPAZFOiwRFqGQ1/8eFKSNKCNTYtfurcDAAAA8CAKdFhi/f4Enb+Urirl\nQ9SpQWWrw8kp5bR0+Lus5WYDrI0FAAAAQJlAgQ5LLNlyTJIU26qGAvz9LI4mF3tWSDJSrd9LFetY\nHQ0AAACAMoACHR534vxl/euneEnS3R1tWvzSvR0AAACAh1Ggw+MWbTisTIdR5waV1bR6pNXh5HTx\njHRofdYy3dsBAAAAeAgFOjzqSnqm/v7DEUnSQzfUszaYvOxdJZlMqUZrKaq+1dEAAAAAKCMo0OFR\ny7efUOKldNWqGKaezaKtDid3dG8HAAAAYAEKdHiMMUbvfX9IkvRA5xh7Dg536ZwU923WcjMKdAAA\nAACeQ4EOj9l0KFG7TyYrNMhfQzrYdHC4fV9IjgwpuqVUpaHV0QAAAAAoQyjQ4THvfR8nSbq9bW1V\nDA+2OJo80L0dAAAAgEUo0OERx6+aWu2hLvWsDSYvV5KkA99kLVOgAwAAAPAwCnR4hHNqtS7XVVaT\n6hFWh5O7fV9KjnSpalOpahOrowEAAABQxlCgo9Rlm1rNrnfPJbq3AwAAALAUBTpK3efbj+v8pXTV\nrhSmW+w6tVrqBWn/11nLFOgAAAAALECBjlJljNGC7w5JsvHUapL087+kzFSpckOpWnOrowEAAABQ\nBlGgo1RtjDunvacuKCwoQEPa17U6nLxd3b3dz6YXEQAAAAD4NAp0lKr3vz8kSbq9XS1VCA+yNpi8\npF2Ufvkqa5nu7QAAAAAsQoGOUpM1tdopSTYfHO6Xr6SMy1KlelL1VlZHAwAAAKCMokBHqfngv4fl\nMNINDSurcbRNp1aT6N4OAAAAwBYo0FEqLqdl6qNNzqnV6lscTT7SL2cNECfRvR0AAACApSjQUSqc\nU6vViQpTj6bVrA4nb/tXS+kXpQp1pJrtrI4GAAAAQBlGgQ63M8bovV8Hh3ugUz37Tq0m0b0dAAAA\ngG1QoMPtNhz8bWq1u9rXsTqcvGWkSvu+yFqmezsAAAAAi1Ggw+3e+z5OkjTIzlOrSdKBNVLaBSmi\nplSrvdXRAAAAACjjKNDhVkfPXdJXu+Ml2XxqNemq7u0DJH/+KwAAAACwFlUJ3GrRhqyp1W5sWEWN\n7Dy1WkaatG9V1jLd2wEAAADYAAU63CZrarWjkrzg7nncf6QrSVL5aKnO9VZHAwAAAAAU6HCfz7Yf\nV9LldNWNCld3O0+tJkm7P8v63ewPkn+AtbEAAAAAgCjQ4SbGGL333SFJ0gOdY+w9tVpmurR3ZdYy\n3dsBAAAA2AQFOtxi65FE7YvPmlrtTjtPrSZJh9ZLlxOl8CpS3S5WRwMAAAAAkijQ4SZLtx6XJN36\nuxqqEGbjqdWk30ZvbxYrBQRaGwsAAAAA/IoCHSV2JT1TK3eckJQ197mtOTKlPSuyluneDgAAAMBG\nKNBRYt/sPa3kKxmqUSFUnRpUtjqc/B3+Xrp0RgqrJNXranU0AAAAAOBCgY4S+3TrMUnSwLa17D04\nnPRb9/am/aUAm3fFBwAAAFCmUKCjRM6mpGrtvgRJ0qC2du/e7pD2LM9abj7Q2lgAAAAA4BoU6CiR\nFTtOKMNh1Kp2BTWKjrA6nPwd3SilxEshFaT63ayOBgAAAACyoUBHiXy6LWv0dtvfPZeu6t5+qxQY\nbG0sAAAAAHANCnQU2y/xF7TzWJIC/f30h9Y1rQ4nf9m6tzN6OwAAAAD7oUBHsTnvnt/cpJoqlw+x\nOJoCHN8iJR+XgiOkBt2tjgYAAAAAcqBAR7FkOow++7VAv8Puc59L0u7Psn436SsFhVobCwAAAADk\nggIdxbLh4FmdTLqiyNBA9WhWzepw8meMtJvu7QAAAADsjQIdxbL017nPY1vXVEhggMXRFODENinp\niBRUTmrY0+poAAAAACBXFOgosoupGfryx1OSvKV7+6+jtzfuLQWFWRsLAAAAAOSBAh1F9q+fTulS\nWqZiKoerXd1KVoeTP2N+K9Dp3g4AAADAxijQUWSfbnXOfV5bfn5+FkdTgFO7pMQ4KTBMatjL6mgA\nAAAAIE8U6CiSU0lX9N2BM5Kk29t6Uff2Rj2lkPLWxgIAAAAA+aBAR5F8tv24jJE61otS3crhVoeT\nP2N+m16t+UBrYwEAAACAAlCgo9CMMVq6JWv09kHeMDjc6T3S2f1SQIjUqLfV0QAAAABAvijQUWg/\nnUjWL6dTFBzor1tb1bA6nII5u7c3vEUKjbQ2FgAAAAAoAAU6Cs0593nv5tGKDA2yOJpCYPR2AAAA\nAF6EAh2Fkp7p0PLtJyRJd7SrbXE0hZCwT0rYI/kHSY37Wh0NAAAAABSIAh2F8p+fE3T2YpqqlA9W\n10ZVrA6nYLuXZ/2+rrsUVtHaWAAAAACgECjQUSjOuc8HtK6lwAAveNrQvR0AAACAl/GCSgtWS7qU\nrq/2xEvyktHbzx6Q4ndJ/oFSk1utjgYAAAAACoUCHQVateuk0jIcahIdoRY1vWA0dOfd8/o3SeFR\n1sYCAAAAAIVEgY4Cfbr1t7nP/fz8LI6mEOjeDgAAAMALUaAjX4fPXtTmw4ny95MGtvWC7u2Jh6ST\n2yU/f6lprNXRAAAAAEChUaAjX8u2ZQ0Od0PDKoqODLU4mkJwjt5e70apnBeMNg8AAAAAv6JAR56M\nMa7R271i7nOJ7u0AAAAAvBYFOvK05XCijpy7pHLBAerdItrqcAp2/qh0fLMkP6npH6yOBgAAAACK\nhAIdeVr6693zvi1rKDw40OJoCmHPiqzfMV2kCC+4oAAAAAAAV6FAR56upGcqwN9Pd3jD3OcS3dsB\nAAAAeDUvuC0Kq7w2pI0m3NpMlcsFWx1KwZJPSEc3ZC03o3s7AAAAAO9DgY58VY0IsTqEwtmzMut3\nneulyJrWxgIAAAAAxUAXd/gGurcDAAAA8HIU6PB+Kaelw99lLTcbYG0sAAAAAFBMFOg21KFDBzVv\n3lxz5syxOhTvsGeFJCPV+r1UsY7V0QAAAAC2NmfOHDVv3lwdOnSwOhRcw88YY6wOAlmSk5NVoUIF\nJSUlKTIy0upwvMf7A6S4b6VeL0o3jLE6GgAAAMArUH/YD3fQ4d0unpEOrc9apns7AAAAAC9GgQ7v\ntneVZDKlGq2lqPpWRwMAAAAAxUaBDu/G6O0AAAAAfAQFOrzXpXNZ3z2XpGYU6AAAAAC8GwU6vNe+\nLyRHhhTdUqrS0OpoAAAAAKBEKNDhvejeDgAAAMCHUKDDO11Jkg58k7VMgQ4AAADAB1Cgwzvt+1Jy\npEtVm0pVm1gdDQAAAACUGAU6vBPd2wEAAAD4GAp0eJ/UC9L+r7OWKdABAAAA+AgKdHifn/8lZaZK\nlRtK1ZpbHQ0AAAAAuAUFOrzP1d3b/fysjQUAAAAA3IQCHd4l7aL0y1dZy3RvBwAAAOBDKNDhXX75\nSsq4LFWqJ1VvZXU0AAAAAOA2FOjwLnRvBwAAAOCjKNDhPdIvZw0QJ9G9HQAAAIDPoUCH99i/Wkq/\nKFWoI9VsZ3U0AAAAAOBWFOjIV2pqqiZNmqTU1FSrQykz3dttlfMygHx7Hjn3PHLueeTc88i555Fz\nzyLfZYOfMcZYHQSyJCcnq0KFCkpKSlJkZKTV4UiyUUwZqdLL10lpF6SHv5LqdLQullJmm5yXEeTb\n88i555FzzyPnnkfOPY+ce1Zp5Jt/Q/vhDroXmjNnTpG3FWV9fvv3hFyPf2BNVnEeUVOq1b7ojy9h\n+9LMudX5dkcMds651zzHS3EfJc13ftvJefHbknP3Pr60Xlfy2kbOef90RwzkvGh4LUeZYGAbSUlJ\nRpJJSkrKt12zZs2KvK0o669eV9iY3CnXWD8daczzkcb883+L9/gSti/NnF/7t21yXoqP92TOveY5\nXor7KGm+89tOzovflpy79/Gl9bqS1zZyzvtnbjGU9uPLes55LXd/vq34f4P8BVp0XQC5ML9+2yA5\nOTnfdpmZmXm2yWtbUdZfve7a356QI6aMNGnHCinVSHV6SiXIT3Hbl2bOr/3bFjkv5cd7Mude8Rwv\n5X2UNN/5bSfnxW9Lzt37+NJ6XclrGznn/TO3GEr78WU957yWuz/fzn0ZvvVsG3wH3UaOHTumOnXq\nWB0GAAAAgDLk6NGjql27ttVhQBTotuJwOHTixAlFRETIz4dHKQcAAEWXkpKibdu2KT09XT169LA6\nnDLDGKODBw/quuuuszoUwO2MMbpw4YJq1qwpf3+GJ7MDCnSUmMPh0PTp0zVv3jydPXtWnTp10ptv\nvpnjjezgwYOaOnWqBg4cqNjYWIuiBQDAHi5evKhnn31Wn376qZKSktSpUyfNmjVLTZs2zdYuLi5O\n48ePl8Ph0JgxY9S5c2c+SBdTYXK+e/dutWzZMluX38WLF2vo0KFWhOzVCvscdxo2bJhiYmI0adIk\nzwYK2Aiv7iixadOmqVKlStq4caPWrFmjI0eO6P7773dtdzgcWrZsmf785z/rnXfe0ZUrVyyM1jc4\nHA5NnTpV9erVU0REhHr16qUDBw5ka/Pee+/p8ccf1/Tp03XXXXdp165dFkXr/S5evKixY8cqJiZG\nFStWVN++fbV3717X9tTUVD399NOaOHGixo4dq8GDB+vIkSMWRuz9Csq5w+HQzJkz9dxzz+nFF1/U\noEGD9Mknn1gYsfcrKOedO3eWn59fjp+OHX132svSNnLkSEVGRuq1117TqFGjtGbNGvXs2VPnz593\ntVm/fr3at2+vm266SZ988oluuOEGivMSKEzOZ82apTlz5mjBggVasGCBFi1apDvvvNPCqL1XYfLt\ntGLFCi1cuNCCKH1PYd5DC/ocCQtZNDgdfMSlS5fMkiVLsq2bPXu2KVeuXI62X3/9tZFk/vGPf3gq\nPJ/10ksvmblz55pTp06ZTZs2mcaNG5vOnTu7tv/1r3817du3NxkZGcYYYzZv3myqVatmjh8/blXI\nXu2+++4zzz33nFm6dKl55plnTHBwsKlVq5ZJTEw0xhgzZMgQ88ILL7jaz54929SrV48RUUugoJxP\nmjTJPPbYY672586dM1FRUWbDhg1Whez18sv5jh07TP/+/c2SJUvMihUrXD+9evUykydPtjp0r7Rr\n1y4zc+bMbOtmzJhhJJmPP/7YGGPMgQMHTMWKFc24ceOsCNHnFCbnJ0+eNHfeeacV4fmcwuTb6cyZ\nM2bUqFEmJibGPP/88x6M0jcV9B5a0OdIWIsCHW43adIkc9ddd+VYv2bNGgp0Nyjoosj58+dNRESE\neeutt7K16dixo3n00Uc9FqevKOgDxtatW40ks3HjRtf2CxcumMDAQPPcc895OlyfUJgPda1btzaz\nZ8/O1qZjx445HofCKSjnn3/+ubly5Uq27Q6Hw9SuXdvs2rXLk6H6jO+//95cvnw527qdO3caSWbe\nvHnGGGMGDx5swsPDXR+qUTKFyfmECROMJBMTE2NGjRpl9u7da0WoPqEw+XYaPXq0iY+Pp0B3g4Je\nz4tycw3WoI+UD1uzZo2WL1/u0WP+8ssv2rlzp95++22PHtcuPJHzsLAw3XHHHdnWJSYmqn///pKk\nL7/8UhcuXFCnTp2ytencubM++ugjn5pGwxP5vnDhgkaPHp1tXZ8+fSRJSUlJ+s9//iNJqlWrlmt7\n+fLldd1112nZsmWlGpsV7JBzSapSpYref/99paamSsrqzvfzzz/r97//fanGZgU75HzAgAEKCQnJ\ntv2HH35QaGioWrZsWaqxWcETOe/cubNCQ0OzrXN+BaxLly5KTEzUsmXLVL9+fT399NNq3769qlSp\nopEjR+ry5culGpsV7JBzSWratKmeeOIJVaxYUW+88YbatGnj8c9SnmCXfEvSxx9/rJtuuknVqlUr\n1XjswA6v5wV9joT1KNB90NatW9WnTx/16NFDW7duzbftgQMH9MADD6ht27bq0qWL2rVrp/nz5xf5\nmAkJCRo3bpzatm2rZcuWaeLEicUN3ytZkXOnay+K7NixQ5JUt27dbO3q1q2rc+fOKS4urtjHsgtP\n5rugDxjp6emSfiscnSpXrqz9+/cX+jh2Z6ecS9Lzzz+vXbt2qVevXtq2bZuGDRum6dOn6+abby7a\nidmY3XJ+raVLl+r2228v9DG8gZWv5VLWh/d+/fqpRYsW2rRpkzIzM9WyZUv97W9/0+bNm7Vs2TK9\n9957euqpp0p0HDuxU84l6f7779crr7yi7du36/PPP1d4eLiGDh2qM2fOlOg4dmG3fJ86dUrffvut\n7rrrrhLt1+7s/Hpe1m+u2ZLVt/DhPomJiebll182Tz75pImMjDSS8u0mtG3bNhMZGWnuu+8+k5aW\nZowxZv369aZcuXLmkUceKfLxL1++bLZs2WJiY2ONJLNixYps232xi7uVOT99+rR58sknTbly5Yyf\nn58ZM2aMMcaYESNGGEmu7587zZs3z0gy//3vf4t2kjZi9XPc6f/+7/9Mv379jDHGrFixwkgyb7/9\ndrY2Xbt2NeHh4cU+hl3YMedOK1euNOHh4UaSmTBhQrH3bTd2zvnVGjRoYL7//vti799O7JDzlJQU\n06ZNGxMXF2eMMWbx4sVGkvn666+ztRs6dKgJDAzM8ZUDb2PHnOfG+dnlnXfeKdYx7MKu+X744YdN\nQkKC629f6+Juh7wbk/vreV6fI2E9CnQf4nA4XMtDhgzJ90Xg/Pnzpk6dOiYqKsokJydn2zZp0iQj\nySxYsMC1btGiRaZcuXKun+bNm+cZR3p6uomJiTFjx47Ntt4XC/TSzHlh5HZR5H/+539yLdDffvtt\nI8ls2bKlSMewE6vzbUzODxgZGRmmRYsWpkGDBubIkSPGmKw308jISNOwYcMi799u7Jhzp1mzZpmR\nI0eali1bGknm7rvvzvG890Z2zrnTtm3bTI0aNbLF6s3s8P45atQos3btWtffX3zxhZFk1qxZk63d\nyy+/bCR5/Xej7ZjzvFx33XVm6tSpBZ+Ujdkx3wsWLDBLly7N1sbXCnS7v54XdHMN1qCLuw/x8/Nz\nLV/bteVab775po4eParBgwcrIiIi27Y//vGPkqRnn33W1X13wIAB2r59u+vnn//8Z577DgwMVMeO\nHRUUFFTcU/EapZnzxYsXq3z58q4fZ3ewq4WGhqpdu3ZatmyZYmJi9M0336h69eqSpJSUlGxtnX/X\nrl27iGdpH1bnW5KeeuopzZo1S/Xq1ZMkBQQEaM2aNerWrZtiY2N177336qefflJ6erpPdLe2Y84l\nafbs2fr888/1xhtvaPPmzRo2bJg++ugjvfrqq8U5TVuxa86vtnTpUt12223ZYvVmVr9/zpw5U336\n9FG3bt1c6xo1aiRJOn36dLa2kZGRkpTj2N7GjjnPS1RUlKKjowtsZ2d2zPf777+vBx54INtr0pEj\nRzR16lSVL19eixcvLvb52oXdX89z+xwJ6wVaHQCs4fyeSW4FRJ06ddSgQQMdPHhQX3/9tfr166eI\niIgifRg4fvy4HnnkEXeF6xOKmvMBAwbo+uuvd7XJ74LH1RdF2rZtK0k6duyYKlSo4Gpz5MgRVa9e\nXVWrVnXTGdlbaeQ7rw90VatW1bvvvuv6e86cObpy5Yr+9Kc/uelsvIMnc/7yyy/rmWeekSSFhITo\nnXfe0U8//aRPPvnEp76fWxBP5vxqS5cu1axZs0p+Al7I3e+f7777rqKjo3Xbbbe51qWkpCggIEC/\n//3vc3w/98SJE6pdu7Zq1qzpvpOyOU/l/MyZMzmKmAsXLiguLk59+/Z1y7l4A0/l+6WXXspx4ePm\nm2/WoEGD9Nhjj3n9RZGisur1XCpbN9e8AXfQy6CEhATX4FXNmzfPtY1zVN5///vf+e4rMTFRTzzx\nhDZu3Ohat2LFCtWrV0+9evXK1tY52rLD4Sh27N6qODmPiIhQw4YNXT8xMTH5HuP48ePq2bOnbrnl\nFlWoUCHbv4kkbdiwQUOGDPGZO175KY185/UB49ChQ9naHTp0SBMnTtSYMWPUvn17d52S7Xk656mp\nqa67CFLWXYpu3bopICDAredlZ1Y9z/fs2aOTJ0+qe/fu7jwdr+DO909JWrZsmT799FOFhYVpyZIl\nWrJkid5//33df//9io6O1sSJE/Xxxx8rISFBkpSWlqYlS5Zo8uTJbjoj+/Nkzg8fPqzbb7/ddQfY\nGKNx48bphRdeKDMXRDyZ73bt2mV7PWrYsKECAwMVFRWlhg0ben0vkaKw8nOLk/NzJKzHHfQy6Kef\nfnItXz011NWcb0Q//vhjvvtKS0vTmjVrNGfOHPXp00cdO3ZU3bp1tXDhwmztVq5cqZkzZ0qS5s2b\np+DgYA0cOLAkp+FV3JnzxMRETZ48WUOGDHFdOb32osj//u//av78+XrooYfk7++v7du368cff9QH\nH3zgjtOxPXfmW/rtA8ZDDz2kJUuWSMqa1uuzzz7Thx9+6Gq3f/9+DRo0SPfee69eeeWVkpyC1/F0\nzocOHaqlS5dqzJgxrqJ848aNuueee0p6Kl7Dquf50qVL1b9//zJ5p8WdOV+/fr3uuecepaamatWq\nVdm2jRo1SmFhYbrtttuUkpKiBx98UG3bttWxY8c0ZswYPfTQQyU7ES/iyZxHR0fr6NGjGjRokPr3\n76/69evr7rvvLlMXozz9HEcWT76ez507V0888US+nyNhLQr0MujcuXOu5byuTjq/43btd9+uFR0d\nrW3bthV4zNjYWMXGxhYhSt/izpwX5qLIhAkTFBwcrFGjRqlBgwbasmWLvv76azVo0MANZ2N/7sx3\nYT5g7NmzR0uWLNG3336radOmlcm5RD2d85kzZ2rKlCm6++671axZM50+fVp33HGHHnvssRKeiffw\ndM6dli5dqr/85S/FDduruTPnN954o2vqo/zce++9uvfee4sQpW/xdM43b95cxAh9ixXP8avldXfX\n13ny9dzf379QN9dgHQr0MujSpUuu5eDg4FzbhISESMq62oaSc2fOC3tRZNy4cUWI0Le4M98FfcBI\nTU1VXFycRowYoYkTJxYjWt/gyZw7j/HCCy8UMUrf4umcOxXm9cdX8f7peeTcs8i3NTz9el6WX8e9\nAd9BL4OuvhNy9Xc4r+ZcHx4e7pGYfB059yxP5jskJES33nprmRvM5lo8xz2PnHseOfc8cu5Z5Nsa\n5B1Xo0Avg5zTcEk5p+K6dn1ZLzrchZx7Fvn2PHLueeTc88i555FzzyLf1iDvuMeDrq0AABFoSURB\nVBoFehnUrFkz10jeJ0+ezLWNc31ecyqiaMi5Z5FvzyPnnkfOPY+cex459yzybQ3yjqtRoJdBUVFR\natWqlSRp9+7dubZxjiZZlkYuLU3k3LPIt+eRc88j555Hzj2PnHsW+bYGecfVKNDLqLvvvluStG7d\nuhzb4uPj9fPPPysqKkq9e/f2dGg+i5x7Fvn2PHLueeTc88i555FzzyLf1iDvcKJA91GXL1+WJDkc\njly3jxgxQlWrVtXHH3+cbeRISVqwYIEcDoeefPJJ5qgsAnLuWeTb88i555FzzyPnnkfOPYt8W4O8\no9AMfM6ZM2dMzZo1jSTTo0cPk56enmu7L7/80oSFhZlhw4aZtLQ0Y4wxP/zwg4mMjDS33nqrycjI\n8GTYXo2cexb59jxy7nnk3PPIueeRc88i39Yg7ygKP2OMsezqANwqMzNT119/vfbu3ZttjsSqVavq\nhhtu0LJly3I8ZufOnZoyZYr279+v8PBwXbx4UQ8++KD+/Oc/KyAgwJPheyVy7lnk2/PIueeRc88j\n555Hzj2LfFuDvKM4KNABAAAAALABvoMOAAAAAIANUKADAAAAAGADFOgAAAAAANgABToAAAAAADZA\ngQ4AAAAAgA1QoAMAAAAAYAMU6AAAAAAA2AAFOgAAAAAANkCBDgAAAACADVCgAwAAAABgAxToAAAA\nAADYAAU6AAAAAAA2QIEOAAAAAIANBFodAAAAKLvi4+M1YcIE1a9fX8nJyQoICFBwcLA2bNigESNG\n6I477rA6RAAAPMbPGGOsDgIAAHivf/zjH+rZs6cqVapU5Mf26tVL119/vV566SVJUufOnTVs2DC1\na9dOkZGRaty4sbvDBQDAtujiDgAAim3GjBnasWNHsYpzSdq0aZPq1Knj+jsmJkYrV65U+/btS1Sc\nL1myRNOmTSv24wEAsAIFOgDA1vbt26dOnTopOjpafn5+8vPzU1BQkLp06aKbb75ZN998szp37qwm\nTZqoTZs2evHFFxUfH2912IVy5513Kjo6Wt99953VoRTLhx9+qHXr1rnufhfHfffd5zr/1NRUbdmy\nRYMGDSpxbIMHD1ZqaqomTpxY4n0BAOApdHEHAHgFh8Oh/v3768svv9Tw4cM1f/78HG3WrVunJ554\nQgcPHtT8+fPdUuiVlrNnz6pKlSqSpMcee0yzZ8/O0Wbz5s0KDAxUmzZtPB1egQ4fPqzOnTtr27Zt\nio6OLvZ+5s2bp4yMDJ07d04pKSnq2rWr+vfv75YYHQ6HevTooXHjxik2NtYt+wQAoDQxSBwAwCv4\n+/u7CsFy5crl2qZr1676/vvv1b9/f911111avHixhgwZ4skwC61y5coaP3681q1bp5EjR+baZtWq\nVYqJibFlgf74449rxIgRJSrOJemHH37Q22+/7aaosvP399frr7+uXr16ae/evcXuhg8AgKfQxR0A\n4FOCgoK0aNEilStXTsOHD1dcXJzVIeVp6tSpWrdunZo1a5br9vXr13s4osLZtWuX/vnPf2rUqFEl\n3ldGRoY++eQTnTp1SmfOnJHD4XBDhL9p1aqVOnfurNdee82t+wUAoDRQoAMAfE61atX08MMPKyUl\nRc8++6zV4RTLnj17tHr1aqvDyNW8efPUo0ePEt89l6QHH3xQQ4YMUY0aNVS1alUFBQWpUaNG+uCD\nD9wQaZY//elPev3113Xp0iW37RMAgNJAgQ4A8El9+/aVlDUF2JkzZyyOJneZmZk6c+aMEhMTXesy\nMjK0YcMG3XHHHbLrMDFLlixRr169SryfdevWaeLEiTp8+LCMMcrMzFRCQoJmzZqlxx57TIcOHSp5\nsJJ69OihzMxMffHFF27ZHwAApYUCHQDgk5o0aSJJSk9Pz/VO9KeffqoePXrolltuUfv27XXTTTdp\n5cqVru379+9X9+7d1aJFC1WrVk0zZszQ+fPn9fjjjys2NlYtWrTQzTffrA0bNuTYd2pqql588UXd\ncMMN6tatm7p3765nnnlG48aN06JFi5SYmKioqCgFBQWpatWq2QaImzNnjp555hnX3d7p06e7Rqsf\nNmyYq92CBQvUrFkz18j2ERERGjNmjGv73//+d4WGhsrPz09hYWEaO3ZsyZMqae/evTp16pTat29f\n4n0dPHhQNWrUcE2z5u/vr6ioKHXr1k1Vq1aVn59fiY8hSSEhIerYsaM+++wzt+wPAIDSwiBxAACf\nVLlyZdfyjh07sg0WN2bMGC1dulSrV692FfIffvihbrvtNs2fP19//OMfFR0drfHjx2vu3LnavXu3\nUlJSNHr0aL300kuqX7++0tPT1aVLF/Xr10979+7N1t373nvvVa1atbR27VoFBQVJyvo+eZ8+fTRn\nzhxVqlRJhw4d0pQpU/Tyyy9ni3vMmDEaM2aMJk2apBdeeEHPPPOMHnrooRznN2zYMA0bNkxjx47V\nrFmzNGnSJD355JOu7ffcc48uX76sadOmae3atapVq5Zb8rp582ZJUtOmTUu8rwcffFDGGD3yyCOq\nX7++AgICdOXKFR0/flwLFy5UTExMiY/h1K5dO33++edu2x8AAKWBAh0A4JPCwsJcy2fPnnUtL1y4\nUK+//roWLVrkKs4laejQofroo480btw43XPPPYqIiFDv3r3l7++vzz//XG+99ZZWrFih+vXrS8oa\njG7QoEGaMGGC/v3vf+v++++XJCUnJ2vp0qXavn27qziXpBtvvDHbaO2RkZHq3bt3jgK9qB5//HG9\n/vrr+uSTT7IV6M7znjJlituKcynrrrckRUVFuWV/Dz30UK4XINytfv36OnDggC5duqTw8PBSPx4A\nAMVBF3cAgE9KS0tzLUdERLiWX3rpJfn5+WngwIE5HtOjRw8lJibqv//9r2tdYGDWtezatWurQ4cO\n2dpXq1ZNUtac4E7+/v4KCgrSpEmTlJCQkK39wIEDs915DggIKM6pZRMTE6M+ffrohx9+0Pbt213r\njTFavny5br/99hIf42oJCQkqX768Ky/eokaNGnI4HDpx4oTVoQAAkCfvencFAKCQzp8/71pu1KiR\nJCkuLk6//PKLAgIC1L9//xyPSUlJUUxMjC5fvpxjW+PGjXOscxbYGRkZrnXly5fXhAkT9MILL2jl\nypVq166d2rRpoz59+ui2225zS1F+rZEjR+qLL77Qm2++qTfffFOS9M033+jGG2/MdhffHS5duqQK\nFSq4dZ+e4LxrnpSUZHEkAADkjQIdAOCTDhw44Fp2jjgeHx8vKeuu+Nq1a4u0v+Dg4EK3nTRpkjp1\n6qSFCxdq9erV+uGHHzRv3jy1bdtWq1atUo0aNYp07IL0799ftWvX1uLFizVjxgxFRERo/vz5mjp1\nqluPI2Xlwd1zlXuC80JFbhdfAACwC7q4AwB80ldffSVJ6tevnxo0aCBJru9ip6amltrUa+np6dq3\nb5/69u2rDz/8UPHx8Tp8+LAmT56sn376SSNGjCj2vl9//XVt3Lgxx/qAgAANHz5cKSkprmOmpKS4\nztudKlSooIsXL7p9v6XNOSp+uXLlLI4EAIC8UaADAHxOcnKy5s2bp5CQEE2fPt21vk6dOmrdurUk\n5To9miRt3Lgx23e5i+r48eM5Bj2rW7eunn32WU2ePDnXKd9y4++f9RZ99VzoZ8+eVWpqaq7thw8f\nroCAAL311ltasGBBtinZ3KlevXpKTk52FbzXck77ZtVPXpxd253jBgAAYEcU6AAAn5KRkaFhw4Yp\nPj5ef/vb39SqVats26dMmSI/Pz+9++67uT5+6tSprnm5i2vjxo3auXNnjvUNGjRQlSpVCrUP5xRj\nVw80d/z4cdWsWTPX9rVq1VJsbKy2bdum999/XwMGDChG5AVr0aKFpKzv8+fGGGPpT16OHj2q0NDQ\nPPMHAIAdUKADALyCw+HQqVOnJCnPu8jfffedunbtqtWrV+uDDz7Q8OHDc7Tp37+/XnnlFS1fvlxz\n5851FXWpqakaO3asBg4cmG0O9eTkZEnShQsXcuzLuc3528kYo/vuu08///yza118fLxmzJihJ554\nwrXOeVc3t33HxsaqSpUq+uyzz+RwOHT+/HkdO3ZMDRs2zPXcJbmmcRs0aJDbB4dz6tChg4KDg7Vt\n27ZS2X9BVq1apUWLFun55593DYhXGLt371b79u3zvcsOAIDV/Ex+l5sBALDYvn379OCDDyouLk6n\nT5+WJIWEhKhdu3augdvS0tJ09uxZhYaGasCAAXr00UcLHIhtw4YNmjlzpg4dOqTKlSsrLCxMo0eP\ndg0ot2/fPj3wwAP68ccfXd25W7Rooccff1ytWrXS6NGjtXPnTqWlpcnf31+/+93vNH78eHXt2lXD\nhw/Xyy+/rGeffVYnT550fe/50Ucf1eDBg7V//34NHTpUP/74oy5fvix/f3+1bt1ab775pjp27OiK\ncfv27Ro7dqzOnTun6tWr67XXXlPz5s3zPCeHw6GYmBitW7dO9erVK3bOCxIbG6saNWpo/vz5pXaM\n3CQlJSk6Olrnzp1TaGioqlSpoq1btxbqXJs1a6Y777xTL774YukHCgBAMVGgAwDgI44fP66RI0dq\nxYoVpXqcjz76SGPHjtWxY8dKZdq4/OzatUu/+93vJEmRkZHatm2brrvuunwfc/jwYdWrV087d+50\nPRYAADuiizsAAF4oMzNTq1evzjai+vz58/Xwww+X+rEHDx6s0NBQLV++vNSPdS1ngb1u3TrdeOON\nBRbnUtYFhS5dulCcAwBsjwIdAAAvNH/+fPXs2VNPPfWUpKzvsa9du7bUBoe7WmBgoKZNm6YpU6bk\nOzBbafnwww81d+5czZgxo8C26enpeuONN/SXv/zFA5EBAFAyFOgAAHihypUrKyQkRDfccIOuXLmi\nhx9+WBMmTHBNz1ba7r77btWsWVPz5s3zyPGuNnToUL3//vu6//77tWXLlnzbzp07V61bt9att97q\noegAACg+CnQAALzQ4MGD9eijj+qtt95Sjx49dOedd6p3794ejWHRokVasGCBduzY4ZHjrVq1Stdf\nf70kKTg4WE2aNMlzujxJ2r9/v+bNm2fJRQQAAIoj0OoAAABA0fn5+enVV1+1NIbIyEitWrVKjzzy\niN555x1VqlSpVI/n7++v7t27u/4+fPhwtr+vlpiYqJEjR+qjjz5SdHR0qcYFAIC7MIo7AABwu7ff\nflvffPON6tatq4CAADVq1EgVK1bU888/r/3792v37t36+9//Lklau3atnn76aVWuXFmrVq2Sw+HQ\n6tWrNWvWLLVq1SrbfufOnauMjAwlJCQoPT1d06ZNy3Vu8zVr1qhu3bqFGkQOAAC74A46AABwq2nT\npmn58uVav369AgICtHDhQg0bNkxJSUmqX7++2rRpo3feeUeTJk2Sv7+/qlevrocfflgjR47U+PHj\nJUkZGRl66qmn9K9//Svbvh999NFCxZDXnXUAAOyMAh0AALjN2bNnNWnSJM2bN881R/pNN92k6dOn\nq3z58qpQoYIk6ZZbbnENaFe3bl3FxcVpyJAhrv3UqVNH+/fv9/wJAABgIQaJAwAAbrN+/XqlpaWp\ncePGrnX16tVzTQfnFBMT41p2FurXrsvMzCzlaAEAsBcKdAAA4DYOh0OSFBoaanEkAAB4Hwp0AADg\nNl26dFFQUFCOqdcSEhJ0+PBhi6ICAMA7UKADAAC3iY6O1vjx4/Xaa6/p8uXLrvWzZ89WxYoV5Zw8\n5upJZPJax0QzAICyhmnWAACA282dO1dffPGFmjdvrsDAQA0aNEhHjx7V1KlTtWnTJnXo0EFPP/20\nEhIS9Ne//lW7d+9Wt27dNHnyZK1Zs0YLFizQ4cOH1bdvX7366qtq2rSp1acEAECpo0AHAAAAAMAG\n6OIOAAAAAIANUKADAAAAAGADFOgAAAAAANgABToAAAAAADZAgQ4AAAAAgA1QoAMAAAAAYAMU6AAA\nAAAA2MD/A6UgGuCdLQKqAAAAAElFTkSuQmCC\n",
"text/plain": [
"<yt.visualization.base_plot_types.PlotMPL at 0x10a660b38>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# manually overplot another line\n",
"p = plot.plots['gas', 'temperature']\n",
"\n",
"axes = p.axes\n",
"\n",
"axes.plot([1e-31, 1e-28], [1e3, 1e5])\n",
"\n",
"p"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"# increase font size to 28 pts\n",
"\n",
"for label in p._get_labels():\n",
" label.set_fontsize(28)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"yt : [INFO ] 2017-10-30 16:01:07,580 Saving plot plot.png\n"
]
},
{
"data": {
"text/plain": [
"'plot.png'"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# save with \"tight\" axes to avoid clipping the labels with these new big fonts\n",
"p.save(\"plot.png\", mpl_kwargs={'bbox_inches': 'tight'})"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import Image\n",
"\n",
"Image('plot.png')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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