This article describes how to use my spreadsheet tool to calculate the distance between two points.
We will use data from the US Census Bureau's 2010 Gazetteer files. To follow allow with this demonstration, click this link and then click Census Tracts (the fifth option) and then select California. (Or just click this link to be taken directly to the California data.) Save the file to your hard drive. (You might have to right click on the page and select "save as".) Then open up MS Excel and select "Open" (or CNTL+O) and open this file. (You may have to change the selection from "All Excel Files" to "All Files" to view the TXT file you saved.)
After you select the census_tracts_list_06.txt file, the Excel Import Wizard will open. Select "Delimited" at step 1, "Tab" at step 2, and then "Finish". You will now see something like this:
![](data:image/png;base64,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)
Each row of this file contains data from one California Census tract. For this example we will only be using data from San Francisco and you can download the Gazetteer data for these tracts here.
Column C contains population, column G contains land area, and columns I and J contains the latitude and longitude for the point near the center of the tract.
San Francisco city hall is located at the following geocode: 37.779260 -122.419265. You can verify this by typing San Francisco city hall into the Google Earth search bar, and noting the geocode that it returns after centering the map on the point.
We will calculate the distance from each SF Census Tract to City Hall. To do this, download my "Distance Calculator" by clicking here. (This distance calculator contains some instructions and references in the notes calculator, if you are interested to learn how it works.)
To use the calculator, replace the data in columns D and E of the calculator with the geocodes from the Gazeetter file (columns I and J). Then replace the msa_center lat and lon (columns G and H of the distance calculator) with the geocode for SF city hall, as shown below. You can ignore columns F, I, J, K, L and M. The distance between the two points is shown in the last column N. The last step you need to do is apply the calculations to all the tracts (initially it calculates them only for the first dozen or so.) To do this, simply left-click on the little black square on the bottom right corner of the highlighted cells, and drag it down until you reach the last cell of data.
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)
You can now copy the distance from the calculator and paste it into the SF_tracts file. (Make sure when you paste you right click and select paste special then choose values.) This will look as shown below:
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA0sAAAFJCAIAAADFcSEDAAAgAElEQVR4nO2935Mcx3Um2n+H/4Hxm98Q0XiYiHm5ERa0D/uka9oWhmG7bUuGJa9oXd2VJQB3d69Xa8EDrz2ipCEhrC3JtGBbPyw3RIoaS9QPgqYJAhJpkG7ZvBIJiiJBkRxShCx7o+5Dd1Xlj+9knqzKquwzc77ICKCzM7O+c/LkyVOnqicnf/Poi597+PlLX3vmvv3Fpx98WosWLVq0aNFy+MuXtRzyMvnbx17+23+49YW//+EXHnnh81d+oEWLFi1atGg59OVzWg57mfzGhz+rRYsWLVq0aNGi5TCVyW98+LOV4mjgBy8ffOhTXztz4cG/+eY/PvW9l5763kulGQ0INWyFQqFQHGVohHdU8KVHnn7v3Zcfuv7//eSn/7spP/23Q1vUsBUKhUJxlKER3pHAH/7F13f+4pvP33r99Tf/zSw//sm/H9aihq1QKBSKowyN8A4/vvTI03943zdefv2nfnn1DZHlu8/c/IfHnwy3UcNWKBQKxVGGRniHHD94+eB3P3L5uz84eOHVf/XLS6/JK3e97/QvvX32y9u//sGz/z3QbBzDns8mk9l8hAspFAqFQpEEjfAOM376b//+oU99bf7Id5+7dRuW518WVnY//qdvu+POJxc3f+d3P/DfPvRHgZajGLYGeAqFQqFYUxyCCG9x/ri7yy7OH5/UOMob8NPff+mDFx585oU3zfL091/8qy88+Gd//rmPX/jMA1/9h39+/uB7L74ppWz/6jve8dvv5bTsYtiLnWljN9OdhVfn2tJ81jRzmxqNQyMoFAqFQjEMDmOEtzh//Pj5RfPdEd5VL/3dtz/14BP/dPONpjz5zI+++o2//9KXv/7XX3jgk/d9fu/iZz7xqc899b1Xvvv8G2te3vO+s2+7485lueOXfzXaPtmw57OJEa8tdqbTnUX9z6rGsSUrwJvP7ABuPlt+Co6gUCgUCsVAOIwRnvtlHe4dPfzhX3z9K9eefeL7B0158h8Xj1174qFvPmoGeV944OEbz76+/uUP/ue9b7vjzt177+M0TjRsxvPWxc7UStmZAR7vca07gkKhUCgUQ+GwR3iH9EWpCYLf7P179z/05A8ff+a1pjzz/Zs3nv5nJ8j75Gfm337mtfUv7/rdD7ztjjv//qkffvuZ17722L/8zf5j337mtYce+5fLX7vuNyYNez5zFTfdWSx2plE7cWwpPcA7rNaoUCgUijXE4Y7wDnMGLxreVVX13rsvP/SdFx9dvNqUH75463vPPu8EeZ/53Jcf++6r619+6eSvb//qqce+++pv/c5/Pvkr7zz/0U//8d5f/No73vOf3nfWb5xm2PHYy8m/2R+N7sZbd+7boZrBUygUCsVoOMwR3nw2ObTxXVVVRpBHNfjQp772t488+60brzTlR6+99uJLLztB3v1f//aVp19Z83L/lcXb7rjzP73vv155+pX5N546/ft/8rY77jz5q79Ftc8b4dkv6XnRmt/dq3FHUCgUCoViSBzaCO/Qh3dLBMK7qqru+eKjFx/4x6898XJTHn7y5VcPXjeDvK89fO2h77z49SdfXvPyoT/5s7fdcecffORTy4+/877/8rY77vy/z56bf+u7sH3aU9pgiOcHZ95DXRjQtRUa3ikUCoViZBzKCG9x/viRCO+iePTGs2c+8dUvX3/JLN+48dIrrx688MNbz3z/5iNPPPuV6y/uf/vW+pd3/1//5ZdO/vr+t2/96jve85vv+s9/fPELd/7au+745V+7c/Yu2D7VsBc7U/BbWre6bQsewbox3fITHEGhUCgUimFxSCI8A8fPn/eSNEf17fY3f/LT9330S/d97Zn5Yy/Ccv9VAeX//MVfufvTD/zy9m/+t/P/6/6rL/7VV5/i9Opg2Nbfs1vGZH7CbzZHAZ7fvw7q4AgKhUKhUAyMQxDhKUJ49Mazv/vRBz778PNfeOQFv3zx0R+uf/ndD374t9/7X8/uXEzqNZxhc353q1AoFApFWWiEd/hxzxcf/e9//shffesHfvnsw4e2DGbYGuApFAqFQgA0wjv8eO2N2++9+/L/+Mw/3Pf1553ymW8c2qKGrVAoFIqjDI3wjgRee+P2H//Vt+66+8sfu7z40797rimf+uqhLWrYCoVCoTjK0AjvCOFbT3zvPX/yt2f/9OH/+YUb9z747L0PPnvxK4e2qGErFAqF4ihj8hsf/qwWLVq0aNGiRYuWw1Q0h6dQKBQKhUJx2LCK8G48f1uLFi1atGjRokXL4Sga4WnRokWLFi1atBy2ou/hadGiRYsWLVq0HLYyuTC/mrH867//b7lFOv8jIqbyV/7KX25R/sp/nHKwe+xfn/6E3HKwe6y/EiYX5leffO6gf/nc47cvzK+++dN/k1uk8z8iYip/5a/85Rblr/zHKQe7x35yY09uOdg91l8JqwjvL77xw55lGeG98ZOfyi3S+R8RMZW/8lf+covyV/7jlIPdYz/5x7vlloPdY/2VkDnCO3jzX+UW6fyPiJjKX/krf7lF+Sv/kcrusdtP/onccrB7rL8SMkd4r77xE7lFOv8jIqbyV/7KX25R/sp/nHKwe+z2d87LLQe7x/oroVeEd+XpV50I70ev35ZbpPM/ImIqf+Wv/OUW5a/8xykHu8fe/PY5ueVg91h/JXSP8L711Cv/+tN/cyK8W6+9OVD5/JnNja3Ndz8w1Pi3XntzUP52+ac/unNzY6spZz8/0nWHF/PJT/yHRq47P/G4GP7OjAxoaYPp3xXhP9z7T6L4r9b40FMwoP2bxi+M/z/90Z2WwTx+77ao9duWz5/Z3DizP9z4Q/N//N5t0fz96Wjt6oGzG1vbf/TkSJc+2D325vUPDVM+8JFf3LzrkwMNvioHu8f6K6FjhPfNGz968/ZP3rz9EyfCe/GVHw9TvvLure13n9neOPOVwS7x4yH5O+Xp83duvvXep5v/DyrXeGLef2Zja/v8k6uPj927Xcu4/vzNGVkKsjkE+SH1//T5Ozffff8QI4/D/8efPTOUzsfgf/+ZjS1T/19599aZz4rhb9v/Kz9+7N7tjTs/8ZgY/m357Jlh3enQ/B+799Bsc6vpWNnVk59469YYDqopB7vH3nz8/x2mvP8jd2ze9WcDDb4qB7vH+iuhS4T3jSdfPnj9zWVxIrwXXn5jkHL/mY3tC49+58Jbt8789UCXePmNAfm75amd7c233vPU8uOj92xvbF94dKRLDyfmg+/a2nzX/UL5WzPywstvvHD/mY1hjG0w/T+1sy1X/2+88PIbf33GngJJ/Ecy/sH4u/Y/nFMa2s3+9ZnNjTMPStN/Wx69Z1s0f3863nrPU2MukKYc7B778dX/Z5jyvo/csXnXnw40+Koc7B7rr4TkCO+hJ2796JXXm+JEeM+/9PoQ5S9Pb57Ye+r5l576w+3lfwa5ynD8vWIKMqxQ44l5/cKJrTN/KZW/PwsP/vbW5m9flsJ/JcIQhMfi3yxzgfwvn9kYxfgH079r/4/sbW9sX3hEDP+2/OXpzY3TD0rTf1se2dsWzd+fjhN7D468xy3Lwe6xHz92ephy10fu2Lzrfw00+Koc7B7rr4S0CO9r33npxVuvmsWJ8J598bX85dq9J7ZOfvjaa8+++NrDHz+5sX3vw0Nc5cXXhuIPypMf3jZfOVpJN04ZSsz5mY2tM5+Ryv/JD29vnvj4k0bNA6e2Nk/NpfB/zTOqoeZiuGXymQ+K5W8Y/8MfPzmoCMPZv/kS5MbW5kCedmg3+5kPbm588IHhxh+a/8MfPymaP5iO0fe4ZTnYPfbGo+8fpvzO7h2bd10caPBVOdg91l8JCRHe311/8fkfvuwUJ8L73guvZi/f/NjJjZP3fnP58fF737J18g8ez3+V773w6kD8UXnyD05uvuVjT64+fvH0xmBCjSfmF09vbJ2+Typ/e0ZeePV7L9z/W1ubv/VFKfxXIgxBeCz+r973QWcK5PD3jX+w5TCO/VteVwD/ttz3wc2ND94/3PhD8//mx06K5u9Px1s+9uQ3P3ZynN3BLAe7x974+/cNU357947Nuz4x0OCrcrB7rL8SuBHe/rUffv/mi35xIrxnnn8ld3nif5x0by7f8tEnBrjQK8PwJ4UypLj/nVub7/zCOJceTsyRpBjOzCy7+sLpja3T94nhvxJBrP5feeb5V+77wFBLe3j+nvELsx/X/r/+0ZMbJ+/5uhj+bbnvA5sbH7h/uPGH5v/1j54Uzd+fjrd89InVPj6kXH452D32+iN3DVPeufsLm++5MNDgq3Kwe6y/ElgR3lcef+GZ7+PiRHj//NyPMpfPn97YOvmhR9uah+4+ubF1+tPZL/Tcjwbhj8sTH3r75lvufoKScdAynJgP3X3SFOShu0+2Mq47f3tGHr3nLVubQ5AfUv9PfOjtm+/8/BAjj8P/R5/+vaF0PgL/h+4+ubFl6P/zp0W5Kdv+l+K8/Z6HxPBvy6d/b3Pj9+4fbnzlnypObVf3v3MwpwrLwe6x1x/+nWHKb+7+wuZ77h1o8FU52D3WXwnxCO/Lj/1g8S83qeJEeIvvv5y3fPL9mxvv/5Jd+aV3bG2+4/OZL7T4/stD8CfKd37/7VZWcghxioj51Y+cbOV6+95XxfB3ZuTk7z8iTv+uUf38R74jiv/Ln3z/UJzH4b94ZO/nper/O7//dovwVz9yUtT6bQvaMkTw/9I7VpbzwU8OqZ8Rt7nVdLR29cjez4+42R3sHnv9W6eGKb+2+wums/0/dj+f/yoHu8f6KyES4T3wD8/f+KfvB4oT4T39vVtyi3T+R0RM5a/8lb/covyV/zjlYPfYwTffIbjsHuuvhMzn0t545iW5RTr/IyKm8lf+yl9uUf7Kf5xysHvs4OszwWX3WH8lZI7wnvznF+UW6fyPiJjKX/krf7lF+Sv/ccrB7rHXHvoVueVg91h/JUwuzK9+7vHbWcqF+dXvLH4ot0jnf0TEVP7KX/nLLcpf+Y9TDnaPvfa1k3LLwe6x/kqYXJhf1aJFixYtWrRoOTTlYPeY9NJfCZPnbt3OVS7Mr1aSce3GzdIUxoB0MZV/WSj/slD+ZaH8pUC6pFn4a4TXQrpBMCFdTOVfFsq/LJR/WSh/KZAuqUZ4mSHdIJiQLqbyLwvlXxbKvyyUvxRIl1QjvMyQbhBMSBdT+ZeF8i8L5V8Wyl8KpEuqEV5mSDcIJqSLqfzLQvmXhfIvC+UvBdIl1QgvM6QbBBPSxVT+ZaH8y0L5l8Wh5T+fTY6fX4xLJhGL88cnszm3dUjS6c56S1pVo0V4V/a2N7Y2T+wtUiK8xc7UnglTp/PZpEbTxqgzq3HjgeAqdHH+OOBk106MRWF/Yy6W+azp73YfWigfppik2j2mrjhEr2Uny1EY42QR1uC/OH/cupbx2fMFtv8agSeDf0sNah/SQI1Xla4qhjE5Dn80MaEG3gi2ibXE4epzKiPyCdA/5fQW549PJodJ/4ZjXF3S3HnrXYQiAx0RydzdkpJlZ/FHNpCHPzbImJf2+XAivPlsEoj20uKsnFjHCG8+a62WNLJOGCHC2z+1tXlib//cdr4Ib7EzNRdFrRpT520TovFAsBQ6n3nLfvmJMDKn/eL8cWONOBFeu3bms0loKQ0Cx0M1V7d2gZg4qNfSLcz9vWP1Mew2uvDvFuGNxJPBv2U2mzl0KV8GG1fz2eT48ePujA1jciz+jAjC/hoIBcbBarEamZtud/4F9e+sQ0uw4+cXwvW/OB+IkKbTqaVDZxdZ7EztnRnvGrgxtfnOZ5PpbIa+8y63RIA/bQPNZ2vmSfcLGiPNR7004tM/h6cRHgVxEd6yLHJHeEC7ts7rhUM0HgiGQgNuKu7j/DHICC98qWFARXgGlbg4qNcS/n7WfJnHM2TJ4Y3Ak8HfIIZ2A3wjARovq+fmHkFGGFVfk+PztzYbK4LwAwwgFOLOaBTbqNZd/2jxmX1k6z8c4e3MzTgtKcJz1cqM8JZDwC87RHikDTSfyQjP4x/VPMdLAz6W/bQpwOPnz9s5PLNXmyK0coaGr3VSnctLNflI7+mJ19jPlSIYSmjvwxfnjx8/v2iu1WaabUl3pqsG050d027aL8wtYGdq8oetV5VmsDIxvgubIwcyI7yVIlxh567OjYzfWEFeq9CQC0Y+jnTKRlaIcvejh3hkhNdQY4gDeqHP9pd43B78s0V4Q/Bk8Dd5ORfFEQbRuK7H8mc2OR5/xxmvXLB/xxMYAXGPRhje88iO/Avqf7k/2T2MMYTrfxGM8BbmVpgW4Tnf8iK8egS0AXeJ8CgbqOrPdIQHDDCoeaaX9vgQ/tPKLbdyUdudaT7m3FtBn7/9mc9HVh3daDKW357Nnccsy2u1dJsPpqTGXM5nRkxhXd02PS+Gw0bkjmDeRqGh+RAa4a0+OaHx3HlPL9h4IMAIz7vlsG5ijJwX9B6rWhERnnVTFBMH9FohEDnxnwMw+Ttz4d5Xdo3w8vBk8Pecou3vAzcSFOFmOkaK8GhKVka4duXAvgIjgCq0+uzK6MSJ0H/t9EBS5TDpH0R4hv9PivCcXYMV4TlburPDdIvwsA0sBwxFeK4jZUV4LC/t8Gn5OyMYbOwIz70MvrL1hRsEGlTCichYBvj4ZHY+pBnzgyGpPflz6omi9YXFH7xj1n5JZJ3DkWEcgiO8tpEZJpspTo+o2XgghHJ48ZsaqTk84Js54pAeXXN4fP4BEsDMAowd53zceuY2YIQXCpPrq7RMjKwCCjAQ09QcEkMyQfpfnD9ubM4ghydd/zDCa6I1ToRH7hqMCM9q4sdzXSM8ZAPLAUGERzrSXDk8jw+5zcEIr2oDeGpt2FF/LMIDYuJ7dISmdWKE50tqPiO0EIzwjC7WrQWO8JqPHV/PW/cIL3RDZVQ3zicWvuV9ixEg9B5eOMKDjg0/FYGrfMwAL/AeXpCTLQ69Cr2tD6++7uBHeKFb4uF5MvkT7s3nEPKF1ozMZ5Plje4wJsfj37Kaz5qLzetXg7zdg3LwqREGIzoXpf+GRtvnEOmfivBWX+ykvYfnkIpGeOT2Tl0uyp+2geWAoRyexz+q+RQvbfBJy+Ghoa1+VoDTLYfH90Wr1v4NeY8cHs5GkhGeJ3Ygwlt97hq5rHOE56QzrXSlvYzbHJ6/mKjGA8G9OXbeVQlFeMbdNvpMRnhutzHAiPDi4nAjPCLOzcQ/FMbZjxeijwfy84zzdx/MmJxRDpJs7MxIvW0PY3I8/g2t427C6LizPQRHSI4w4tO35vpfrJ6puhdt+onW/+L8cVaE14Rfw0V43oYS+zXuCqwIz7WBpi5jhJfkpVs+TiLDNK9ghGeHb2hvm88mePnYj3/ai9QZZbY7aoY17ZQR4ZmTbb1iR70fF43wrOSUFeH5NjXpuJ+M9NdSNowSjvOcv3hs3iKBpWtXE2uVGGMYhP8enhU5wFteOufuRHhUs3HAifBW39HiUJk/IFsrcR5hmRFeZevaCeZG4BnlH7xRdu3E/rsH7gDujFg3KJlNjse//ejPSCDuduvQDHvC0MF6d/4F9U+Ybf2FcP3HfmnRNtyZTpwIqW+EZ8D5wyxQ9j4Rnp8kyBDhASvie+maD/Fb2tncuLewM1STponTq03MrT6ex39TzKQC3CzeaCmlGPpuzS8W4ZnzP5tbqSPbMOCPfObmK6KuNuzHP+4zXN+K+dAzLTJD+h8rZ0K6mMq/LJR/WSj/slD+UrAWkvZ4IqQRXmashUEMD+liKv+yUP5lofzLQvlLwTpI2ueVH43wMmMdDGIESBdT+ZeF8s8E922B+EOqqqrWiH8YpHRC+JNQ/sOj49JwsAaS9nqnWyO8zFgDgxgD0sVU/mWh/MtC+ZeF8heByWTycz/7MyhQFIMl/756ONg9lrFcu3FTixYtWrRo0aKlVPm5n/2Zw1F66mFSPXkuVznYPZYl+i6Fa0fj5ka6mMq/LJR/WSj/slD+IjDRHN5SDxrhNTgipi9dTOVfFsq/LJR/WSh/EcgVIZWCRnj5cURMX7qYyr8slH9ZKP+yUP4ioBHeahyN8BocEdOXLqbyLwvlXxbKvyyUvwhohLcaRyO8BkfE9KWLqfzLQvmXhfIvC+UvAhrhrcbRCK/BETF96WIq/7JQ/mWh/MtC+YuARnirccJB2zM7b20OpX3fnydGePShsss/aDjg6e6dAE3fODMPnExrHrlsYzZ3jtvzDvWb+IcWwnMoO7ckuo+2wsH1saIIpm1jS9YS/OHsgUlp2RKS9uUPh6WvBazXGAYeqQxPi8xrP1xWsCWyCkSVWH3rs8MRyzP6fQH+CVT76t/YNCJOw4LRBp44ap0x6rc0vnFOFM1l/9Z59/T41EWhuGxJLUGT9R9tQGx/1nmvxmDGF8YpsOiivtJgJVTahBEhMYcypSQaRwQJaY+o5PDnIBjh7f/6f/zFX3+mDfXu2OdHePOZY4GGauazyXQ2m4ZMuAR80/eOiq6MA4+t/7ot6rgFuiKv+/J/c/8A794tAc+xdoj5zD/H2m2xrEctTc52/5H4G+dwL87Xx87DSmwnFkwJMvKHim0qSVbz2eT4bHbc1K8pVX2cN5K0P382K9QSWgWmCldfBv6ZEHUj5PIZnX+Mak79z2f1PhFzGk5d3W2xMzVOiV/Vtv+FLZsxZrOpsVebDXvZ//Lyc+t6cHz6op64BlUoqbn/JvjPqP75E7TYQTu8o3V6TKQ0vibjEVLCUKvmls75gjAkRb1GifCcaG/rrffsMyO84GEdy1WGDaAkPNM3dj6zzk7ouDK0+xL6NtTd3tF6tqS7j7/D4U0d1ZoBhi3h+BEqooUrkZ3Q3bPx78hqaQxGZ8s6UK+c/NmsUMuAVXgt1jvCi7oRA848j80/hWpG/aMdlKi1tpI6hrNpr1rAlm0DfE3nol31TwweEgo296giSe3epqT99B9t0NbCDd5iwhgzTTXmN7wIiTkpvnmkCsJqYFaOHuH9+R0JObxg9FbrJqqEseGa/uL88cnx4/bzCdvbElkG/xGZuZmS3a2PPVsGupfMATi1KP41sgWmLy4ZoXJyZcfp51gD5WDCpChW9cZrmcR8NmneKwgkpTPw57OCLWmrgPI7qy8D/0yIuhED7vIZmX8K1Yz6t58B+cP79XZgY+8udmbPC4HMABBsSXnsn97vIivZG8WmiiXt6z+x/qMNzO0PvKS12JlOplPySaY/ZmKEZ1y+b4TnSOKYR7IgYHSvgVU5coR35p5f3PyPO2e47+EFUniultYoxHNN33St9eMHx8N5aQQsefPwItg9ELcltwx0H2+HaN7PgPlq+MqInRdvdojjJXOQkVwZtBMDrklk4h/bFiCrNrHiCrXSNti93Za93yPksSK0SlkFpFq5vXvzz4SYG6lr0fIpGuGF89U59M93GrBf4Bls/clpaeQjWPFE7ggvJYhBVClJjZUynU7Z/jOk/2gDYvtrnniaMYz5HJQcMynCs+r7RXhOmOKZR7IgNWADVDlqhLf/3s2N+oW8nhGed+u0RiEeivCsxxPh3Bj47I11JHN4IOyhFAUCpKoqm8ODGUirEtlJ09KXNAv/WNQJWc2NB2fO81Az8WKN64vfO8LjsQpq1R8LUoUt1y/CiyTGykaofKp59e+/iMbJtyx2psutl8jh+S3N503gCn6yJcqfeN0e048nc+wRfKpUttIZr7/+ow3iE+Q9UEa/oogqjaXJPhGeMRRhHsmCoAvDeDYtBxlHPMJjhne89/DMzK2TwC0P+JTWjaNCb6UEAtt6qCP5Hh5MGEUUZSLjU8JExMO7KppRdSXNwZ/xXAewOj9zF5//sx0vSvTE7/+UlsNqEdIqEJcOL9ze6xDhBVe3h7L8eVTz69/dN0mnwXhMCd9OW37aAeYHfsLQImMOLyW8q6ysnEkVSer1S/efya+SMfI60QSPW8eN8HyldY7w7KEInScLwrmyVTlOhHfmnl/khnd2hNfeSzUf61XnvUgZdG5jwjN9+MzIeRBmb6nWlmPHYH5qwl0RdHDQpSXZfbzfopqZGVpRgZZVVfl7x1g7nJ/PClWCZ4tESjLTXxvx7v/cSpIV+tafAChpf/5sVpGW3kNc920JuPr6888FuDyNOaQXRZH3aENUM+p/sTM1Eyam00DZHd/VOU8EXdq4pTWm9ewN7dGZIjw4Pl0ZenwZ2CkqP/hJ17/9X94EtT8Q9VJi7oNOekxehIdnqlOER06615gvSEx7hPijRHh/fkfzx/BW5b13MSO8mq51V4SC/NCrFSMDmL7xurATodSphqaptwuZ0b+b8nFq3RsF42Xzzi0pnuNGSBxFwZZGnbO3j8Tfv3mbzXFlRdgJkdfozZ+VWKRZtd9BqzKCKiRpf/5sVqAltIroTA3wlDwDwPL0wiYkQNG/h4eo5tQ/ej2/vob/Dn5jQObV7CSdW4dbGh2MbTuX/btj1cmOoNLai0YjPCSpoUhHzHT9mwTYE0QpGjzDhmMipfE1yftrKcyhYjoPCxLVHlZpjD8XeqZFi3Vx/QNDupjKvyyUf1ko/7JQ/iKQK0IqBY3w8uOImL50MZV/WSj/slD+ZaH8RUB6hFdlmimN8FocEdOXLqbyLwvlXxbKvyyUvwiIjvCWj2yX/HuKoBFeiyNi+tLFVP5lofzLQvmXhfIXATNCkoUqb4R3sHssY7l246YWLVq0aNGiRUup8nM/+zNCi0++jx4mz926natcmF/NFH+XwbWjcXMjXUzlXxbKvyyUf1kofxGYaA5vqQeN8BocEdOXLqbyLwvlXxbKvyyUvxTIlVQjvEEg1yCSIF1M5V8Wyr8slH9ZKH8pkC5pFv4a4bWQbhBMSBdT+ZeF8i8L5V8Wyl8KpEuqEV5mSDcIJqSLqfzLQvmXhfIvC+UvBdIl1QgvM6QbBBPSxVT+ZaH8y0L5l4XylwLpko4R4V3Z264PpT17KTXCo46wq8+EW5PjaBtAhYKTMP3jMv3z7CazuXWypCEtcS7nsn8ko7wAACAASURBVNo6whG1NAdFR+XGKke3+6Vu/IN5/QNbnZbU+aWj8ceqbueamqu6nmjZjz9hVECrsCWqxNZLiN9b/2ytYknpE4A9XcPKoe0ndOqu1YQ4w9qoHsR+YujGn72oqxh/cNonYZ/gMpPJBJ9LC08ONYaB3YnDXbvpfzkUMbjh3lGljyVfeLIpGirBf8YJtLqqr09sf1DVeHzumDklTRAfXiBoM8QRvd5JyIFeo0R4+6e2L165dfu5W7cvnd7cOL2fEOHZJxEvdqYG+/lsMp3NpusW4vkKtQ9CX8I44h2fLF/NZ+0WCV2R1335v7l9NdRycf64FWe2WzQxJuA5aoQ3n02Oz2bHrajHk5RoafYx9DgSf6hqU5MGLWAnRMve/ANG5WgVtoSV3ljL2xNgab35J2iVkBQodT6z7r4a+/cre/OPIOoc0ExB8YeynwH4JyzqKP/5zNzikaWi+vms2Wva0+GNHaj972IHbDuwu3POfIt0/S8vP3fPrTevuSQFK+F409nMJAp6kZoM8Y8SMLd1Yoaa7Q+oGo7PHzOjpAniQ0MKmJw90XHpUK9u/BG4T2mv7G1v1NEeI8Kjlmf95XRnAddaUXgKNTYJs85OqHlG3Dg69G2o+8Lz+7wLwZZ09xEjvOV1/fgH16CWoHWB3HvNwJshL5hwezgtq2qQCA9ds1uEB2dgoAgpotUIVWKd1d1hZV7+PqJr1uPufqipDmY/QXTiT1fiRc3kjwMsWGttJfXWa8tStyDCDr+7uYXb6Kp/KmIMCAWbL+kSX6Nqp47LPz4UUlHbIrbB1y1Txkyi1/NetB4LGhK2GcAiLh0tz5gR3v6prc0TewtuDi84ubWUtMUXgqvQxfnjk+PH7YcWtrsicjfgidiqVbB7wO9TycQ6Vei1DHQf9SmnT9DjE2xZ+cmEAhGelVmxHu00rB07wS0z8AdGZX5FPKWFjz4D6edQbTb9h7UaoWpZxXw2ad6LCFfm5O8hvmbhV1D8oexnAP5EJbWoefztZ0BmLZXYq58MtvGF/by22XT8R2Z+9+V/p+jpX/4ID0pFiGqGGGA00MvVJJd/nBVxsXr7I1/ScpomjBmu7SophJmKBIaEbMZr4/EMZL5KRXiXz67ew4s9orUiPJ4g6xbiuQo1N5H6kZLjrrzsDZa8eSAV7B6I8PwL2SkMr2Wg+3hPOY3HbaEIj2o5n/nutSoQ4flxwyrsON6mS4ln507LrPydh6eBLdlrSVVC6x0oQopplaJKWMWq2l+NXuVYERJ8BAAbYvGHtp+M/EElvfwj/In5bb6jMgerfuBx6+pbZ6txnkI63a1owW6aO8JLyeC1qRNGr17+k9ycDbOcTt1EDrH9gQe+1vjpY2aUFIK6VbAMybUZyC0iHdmrH/8WKU9pYz+24ER4gQxmcaAIz3pmEc6Ngc/eWLlyeG5QsXY5PPMRTzjCC7esa4fIIfHgphDtb+AD8fCj/Xz8nWUWSLqwsgSsDGom/nGtxiqdWLqNJtpH535lNv4Q/XJgS8TFX1f+3EWd8JTW1gQnCbbYmU7Asz/YFSSRmu7+s7mme5Q/8eI/pg9zlTiBaT0aA6MRvVxNcvRPDeW3ikuIWtLjs8bMKCmEG94DQ0I2E6KMpXO4l4zwnrt+8cTW9rnrPd/Ds39fQyZwywA+pXUjrtCrKoHAth4q1D3w7MZ9q8gL97yWdPdRIiTjvqXNRMDNI9zSaz5uhEcHIs7jRCr3aresqmqA99ioz3RLWEk89vD69efP0mqIqlW5Rnc4odWNqEdGwJXryp+7qLu+B0Z6V7wHeyGal8SG74HB2rQIjylPlRbeVVir5kv8vFe8ovx54R0O2xh5neD4jDEzSkpSIO1uZUjB+4fEx/F0r+EjvOsXT9QPZ9NyeF5gu/qRijc5oV8MjQ5PoYbPajclY5bsCXNSTe2v/qwtjeyOHpL4LZ18RKAleaGyTzmJGq9+cf64mQQowB+qugGRRQXBi1vVhz9hVC1h47knaBnoDp/5QvEzvEfI0CqmCq3CNO+mFlZm4B8GvWbtbBRh/zD0zWk/MfThz1jUVVVFf8tpJqlM7+ruFM6PHf1uQJb2V5fmRo67GzuuvW1livC81E+4kopPqV60JoP8+QTcvdx76g1DOjg+d8yskkJAemhRYJtpP1MvHuIH/0SvEXJ4i3Pbm/Xfw4sk8J7z/h6ela/zM9+G2GsS4gGFLs47L9DbldSD06YCJaVAd/fmrI1ynJb+XZzhhN0rYZ5lIzxCUtDSUH0R/lDVBikvuLLthGqZ4f1ff1ykVdiSssmw9VqC5eMf1iqmiq0iSdax/p6cldY1twh3pqD4A9nPEPwTFnWUP/V6vp+4sfZIk4GdW7HrcLtod2uH6vbXUkzUyQ4bszmx6GIRXqAX0GSQf5SAMao9Hd4EQZ3i5d9pzJ6SJoiPDAnLhyYaS2fOKerVjT+CnmnRQvqfwGZCupjKvyyUf1ko/7JQ/lIgXVKN8DJDukEwIV1M5V8Wyr8slH9ZKH8pkC6pRniZId0gmJAupvIvC+VfFsq/LJS/FEiXVCO8zJBuEExIF1P5l4XyLwvlXxbKXwqkS5onwrswv5qxXLtxU4sWLVq0aNGiRUvZojm8FteEh/xMSBdT+ZeF8i8L5V8Wyl8KpEuahb9GeC2kGwQT0sVU/mWh/MtC+ZeF8pcC6ZJqhJcZ0g2CCeliKv+yUP5lofzLQvlLgXRJNcLLDOkGwYR0MZV/WSj/slD+ZaH8pUC6pBrhZYZ0g2BCupjKvyyUf1ko/7JQ/lIgXVKN8DJDukEwIV1M5V8Wyr8slH9ZKH8pkC7peBHepdObG1ubJ/YWaREeeV7c6iS2NTmOtgFUKDhWzj+v0D/Pzjlvz5SWOO5wWW3pCbXEvWFttnMVOwJf39AVUKjR1qwtzT86e1VVS+adnJ35PGlKLcBQgapTuhOVYvxmEfsP2IfdJLrSl/CN6nDrH3TC3tUGMvUET4tMPa//8S8acy+h/ZHpajqs3xiBLpsanBbiwFnoqMBeR2jSopzN0vgbMbRDD9T0Jc0UE4wI7/LZje2zp7YTIzz71ODFztQ+6Hk6m03XLcTzFWoc79zAEMw/DrtpUZ+IDF2R1335v7l9NaKluX0bASYxJuA51g5BUTXjuuX/kaIMi3FO3h6JPyYAhao/T2ezdgbhnPbmT6iFMFRP1QndcWVf/uOhiP1HnQN/pdffWEY1NP+M6KZ/en2Z44J7K9+r8D0tMvWc/gddFI5PX9QTN+5quqzfOAH+phbYPW2qpnm0sxu4kLd8CJvJZGlJG7Fvh2hce1EP6mmjEd7i3PbmqcuLc2kRHqW0RsKdBZzBovAUakyYWWfH8SA0CQQuoe4Lz+5DF7JdmdeS7j7+DkGopFFvzBRsxRTY4dASXLgOezKb++1Az2z8LQuAAZqvanZ3XFlVUiKMIvYfdQ7GV4yVjo3qiOgfb3vkvYhn6nxPS5s6bN5V//Sen3SDxXU1vdcvPQG8TS2gVWtobzFEN4Wgaowv8lgafyOOutx2BPOaw3raSIR3ZW974/T+Ms5LiPCCW3YtUCDKLQNXoYud6WQ6tXOx/r7uiGDYg5lnhrc1TveA3fsXau8mYMtA99F3COsWfj6bNI+wrdvFQG7bvl8osMOBGxZLqNrex43wGlbIUCusanZ3Ysyc/IdEEfuPOgfYkOpFGdXR0D+dAqXSLbap8z1twNThVfNHeFAqQlSuq+m/fjEB9qYW0mrgDsfySsSmQGnStZkslsbfiKuoy4XTN7CnDUZ41y+e2Dp7qc7kJUR4gRSeK9oahXiuQs25q3PWsRulwLIA69LuHvD7RsvmSb95p++1DFxovB3Co2pVo6lvFOXUFd3hfH/kv5FhhEUjRXjGyMhQLbJA1bHu9JgCI4yR7J+dGmKsdNqoDrn+CafRfEdlDhxT53vagKmjkbJHeCkZPL6r6bt+45tzZFMLadUdvJnzyWQ6hUky7+0+ixthM1ksjb8RW6MG4zum9x46wls+n23/nyXCC/m20kARnrWNh3Nj4LM3Vr4cHrXA1jCHZ9qtvXIYd+n+HdbI/PEtnh3zE8E2rMnD37tzdA01rOp4dzxmNv5DQ3gObx4wqiOifz/W4iTBGlNPyOHRpl518j9G9ikYlxDjU5VVkqvpt34pp+e3Ije1kFYDS4OTzwxmyNKzrWFL42/Esd2NmL6BPW0gwts/tbW54ZTti1d6vYdnpl5xBrYg4FNa1w+HnsozAtt87+FFxlyn9/AaqvEtkL4RbTAm/5CnW1E17j+BTQ8S4bmskKEGVM3pHghCREQYwt/DCxnVUdE/irWgPpkRBulpaVPP6n+AK0gJ7yor1RV1NT3WLy+8i21AoVwOJ1ZHF4p2t7/JY2nsjTi2uxHTN7CnZf49vNRfWrgx7GL5Gx3PdvzwuSA8hcJUqjHhtiU4srQ/trHWDNkd5YO9loudqXkX4N06GP8lLzTeb1F9qiaTupZQFJHjG2+HI27DgP6tLgPn8KBakKEiVSd0x5X9+Y+GIvYPLxrNRgV8gt/4UOufXl+eErH/w74m4mlJ+8/qf8BF4UrEleT9fZJQUf4RAimbGkmADtHMXTZwn++FUoTNZLI09kYccLmh6RvW0w4V4dWSWbcaKEAPvVoxMoBCDRkcE/Dyj54dmiG7a95OrRvdm0GO3dJUqusuWJUjR0geAaAVqCj/hqeegJH4YwKE/g2R61piTnvyp9SCDDWi6lh3XCkmwihk/9SaNbYIYBUE1aa7wAivm/6p9eXnlayNE/vaLp6Wmqg+/gddFI4f8DmhEIEtVJR/lEDCpgYJIKpGs+A+QUlK+uRMlpawESPWjAB9SE+rZ1q0EOM6+0G6mMq/LJR/WSj/slD+UiBdUo3wMkO6QTAhXUzlXxbKvyyUf1kofymQLqlGeJkh3SCYkC6m8i8L5V8Wyr8slL8USJdUI7zMkG4QTEgXU/mXhfIvC+VfFspfCqRLmifCuzC/mrFcu3FTixYtWrRo0aJFS9miObwW14SH/ExIF1P5l4XyLwvlXxbKXwqkS5qFv0Z4LaQbBBPSxVT+ZaH8y0L5l4XylwLpkmqElxnSDYIJ6WIq/7JQ/mWh/MtC+UuBdEk1wssM6QbBhHQxlX9ZKP+yUP5lofylQLqkGuFlhnSDYEK6mMq/LJR/WSj/slD+UiBdUo3wMkO6QTAhXUzlXxbKvyyUf1kofymQLukIEd7i3PbmxlZdTu+nRXj0GZ7L49vW5DjaBlCh4NA8ziGGk9ncPpi3lZY4hG5Z7Z2wDFo2F4wcbLce54raVAmdpLQcjb/JoL2+MdfwPELnTEN3pnrzZ081UiA2VMJSCKHE+M31sP8AE78JPurT7nS49c84yxRpEdpqbFWEKumLdtN/cH4j9Hyw/H+n9RshwN/pKAW29WCvi+qHvfkmSeoK6qo3yNmpB/s41m54+4vzZyIe4Z263CmHZx/gu9iZGtTns8l0NpuuW4jnK9Q99LuqLMHQIcWr6nrfhK7I677839y+Gn2hWn/mydPEmKD7qDuESxXqJK3lSPwNk7VP3jZrG1X7lVXd3BSqP//5zJz1xsmBSlrVBrvJbE6OSQglJMJYD/sPMrEbeMsfTEpVHXL9k1Jb44IdGa5KjwBc1HilkxdN1z+a365ManE5/j99/TIJmIKROx1qaVpCq1O2fhI235ikAUtz1Is5B2KDOfimlYq5/UX5czFQhEctz0aYnUXcKsaGp1BjkZh19h2XK0M78+jbUHfbZsiWy/8bjWFL+kIj7hAeVdLE+S1L5WDqHaIlVZsHrKy72UJVVT7+yMWYlbEFhvoTxmstBBkRxlrYf4SJDTif4Isjon+sDtLoPVtNcNRplV31T85vApP6i7j/779+ab5eA66r8XY4N2cX0U/inHayNFe9BGcUG0QFSdj+EviHwX9Ku33uOjvCC864uTEGLWhsuApd7Ewn06mdyvWtATyVM6J8J4sb7G59pFqaKxiZ4OpT4EKjPuW0qUKdJLUck38LO7XVPJhoaMFKJFRG/vAe1qwkFejJhMeEQuXjPyzWwf6jTEINW7gTfTT0T2c7qcSebatxtcOxqFWRIYdKTz2bScX2/1X/9RvM0lSxnQ63tMZ0LhDXT8rmW1WdLA04bcgZxQZxQRK2Pz7/CLi/tLiyt72xdfYSM8ILGIeTZFinEM9VqLdd+svFi+Sx5E2eOdg9EOHVLdvQmVrhRoaUuNB4Tzk9qu73bdTMa1lVVYEdzmW1eivDn/gJcBX5123zUojzZAG/UlIzcL+wDZXoDiUVGGGUsH8Gk2BDclIOuf5DlhwKOhxbjamdnzdzL5o7wkvJ4LH9f0u94/qNbs6RnY5q2UzvZDKdBh5hISapm2+ypRFOG3BGsUFMEE+q2PY38m9p909tRZ7YciK8UBRTGijCsyY/nBsDn72x+uXw5kZqdM1zeAtI1cZSJ/yWqw8FfiliZemN5WjcLduVIaFyPqWFjynA0nMXZMiberfbhqQ5+Q+K0vbPYhJq6HxR8g6nC/rr37dkThKssdWw2qMJ8MBFo/yNRE18zfGZUE6VkLTX+iUIxISpu3JcDTOH54ZSKZtvoqWl7EQoNohLDIYafKdgR3jXL56IPahlvIdnZinprG4hwKe0bsQVehWAEdj2eg/PuJcw1beO7+ERVM0mK3H5Lcfkb4hBrt1AML0TECobf/7NP9rgwoa6PhFSRxyi9/AK2n939Nc/22ixrdIEUoIqcNGMObwUJhXpVJGkfdZvNLxjp3CCLRmhoMskcfNNtDTGTtRcJJSp4kV4jIsOHuFdOt2GdJdOb25sX7zC/i2tc9+wWP4yxrMdIuVQBp5CjalqmTvvZLXkHVna3+pYlkp2R0loqqXTGLYkuxd8yknoJK3lWPwdE26omHdcXjANDDrrndliZ+pfClUGFAieKvhj0kLJiDDWyP4hk1iKCk5KVVWHW/+01J6+YLqZsGAyn2X0iaS0W2SK8PhMyGR9yP93XL8sArydjqSOGlY8/XA337iktKUhMj5nGBvQgqzmhLv9xfmzEczhXT7b/jG8WHj3nPf38Kx8nZ/AMiRdkxAPKBQm3NvKYOLfjM5dA3Bq3UB+9QW+UDuKfZPmtSS6l3yPjdJJSsuR+Ps3V43n9HgFxcq7bs1VZd1EupUkJ+xb/abUAEIijPWxf8jE3Fbg8seTUoZ/N3TRPyU1YbS1U8a26hOAi5pY6VQyq9tfS3HnN4FJNMLDqu6yflkE2DsdkdHxGrL1Q0jaaabI9dV86+3CpCzIDJv2zq0Ifc0CEV5i0TMtREC6mMq/LJR/WSj/slD+UiBdUo3wMkO6QTAhXUzlXxbKvyyUf1kofymQLqlGeJkh3SCYkC6m8i8L5V8Wyr8slL8USJdUI7zMkG4QTEgXU/mXhfIvC+VfFspfCqRLmifCuzC/mrFcu3FTixYtWrRo0aJFS9miObwW14SH/ExIF1P5l4XyLwvlXxbKXwqkS5qFv0Z4LaQbBBPSxVT+ZaH8y0L5l4XylwLpkmqElxnSDYIJ6WIq/7JQ/mWh/MtC+UuBdEk1wssM6QbBhHQxlX9ZKP+yUP5lofylQLqkGuFlhnSDYEK6mMq/LJR/WSj/slD+UiBdUo3wMkO6QTAhXUzlXxbKvyyUf1kofymQLulIEd6Vve36dNrtc9dTIjz65Lfl+WxrchxtA6hQcCqdfyCdf4jeZDa3D+ZtpYVn3dbVsZPvUsYkLjSa3ZtcfUktlRoKBFq2+4+5bsGktFTxyYoj8OcpkJp/fNAivzKL/pd80SGa6LDxmFBhSZ0Rh7Ufigr4PrYoqqryFVWaf8VfFJ30zzjtE1FD9g9l6eeU4vzDcuHzyRn0Qvqpok4p4Vxjxvz7smBfxxWQmF/MhLv5xiVFgrB3Z+qiHPW5i3rYnS4S4V3Z297YvnilQw7PPgt4sTO1TW86m03XLcTzFeoeBVxVlmD4vONqPmtNFLoir/vyf3P7arBl6piA50gRkjHl5snVhErNpgFJq2q8CA9NiqnJeppH5s9W4HzmM8XdEyr786/5zmZTZJ8mV78lFoqoBGsqE/+QYEHnkLAo6vEs8auqLP+0RdFB/9hoXQZuPWH/vix9nVKUPyGUrwrIhKBnDUVp2qml11Q//cNpRb6uo4DNdQOLmrP5MiTl7rmkJQPOMXqrr6xFPexOF47w9k/F8nZEhEctz0bCnQUpVzF4CjUWuVln35AAyw7s8aHuC89v+i3ZY9IXKpC7ttwuDCUadk2D4hFeS85KIFkzVG8b4/HnKxDKgLonVFZVBv0v6drrxNcqakkIFagErQa0n6hzMBFeFO0IrghrwJ+xKFDLJZj8E2fds/8ER522prrqnwzj026wvO+h/gOT0kv/+Eu+qXeptIN25pxWFUtSzp4boGt/w1o+/qIuGOFdv3hia/vE9ubqKe3pfW6EF5xxc2MMmfDocBW62JlOptOpl4W1bsRcEYxZNrOvq1bB7gG/aS1nzpiBCxWI8BqlIJWuvq+fa1v3eLakJfgHXIB9Fz0O/wQFNjBuJ2F3fmV//q1vsMNOpFXQEgoVqhw1wos6BwuxRUGJvwb8WYuCGoTHn04hUok92/7jsnRxSnz+Pmh9QqmCSRIvXeTpn56UPvonZCF9XaqAVB1zTp3uqREef3eGF+UsH7Soh93pghHe5bPtu3fXL57Y2jx1mRfhBazTEG3dQjxXoaaR1zllh7N394clr3uHuwesDdxmhscMdB89wnP2clelDUPKP9gNi0Z4Dc/JZDKZTqej809SYMPVauR151f259/e+1mKBVolWgKhqEq/b3/+UeGCaxa3haqmxF8L/txF0UX/5FRW4ajHsf+YLN2dUu4ILzGDh/QD9U9NSg/9x+k5vi5RQHt+PSapm2+/CC+0O8OLxpcPvajb73PvdNEI7+yl1cfFue3NE3uLnhFeSKOlgSI8K+kazo2Bz95YvXN43DHXJ4dn3QwilbqLJHbrXjbCQ6xG5N9Jga3jgN35lX35tx4u5jHjLdFe4leuaQ4vtijmAfHXgD9nUZAtE54S2vPLSYI19h+WpY9TYr6/70VJmD4zF01cxd9k4+myzvp3vuQZQIKAoRAY5DLim+8IOTw3FxdaPnzvx+cfR/wpbf0eXkqER4Z4ZkIykNUtA/iU1p390LN2RmDLf9LPf+cAtqS7jxkhuSsZqTS+r9h16xLh1RoelX9PBUKT5lf25W+kFaj1v9IqoyUrNTBqhMd7EYezKHYC4hfnz4u1yJZc/igqg3yw/dOy9HRKGXN4ncM7YjzW89Cu+ud9529iXAF77p6g+/Dv4flJx8DySfZpI/zSwojqzCe2jN/SOvc9i+VvaLy5Dd4ojA1PoYa+W+bGNNrz68jS/haIemki4g1By5QxyQuNFSGR6SRXpSa9WomEpGPy9whbwOofnj9XgdViZ+rVESbNr+zPHwnSInZvD4XCkpJXGfq3qN6iM0mxFwUtQlH+mJLZ3c9bJOifnko4s76rM6ppWbo6pTj/EEBOCDLBlQ190tQrYvm4len6jxgA4ev4AqJrYCbczTcuKRIkZXeGF2UuH2u0oXe62N/Du37xxOqP4UVewnvO+3t4Vr7OD8F9pZQGUKghg2NNXgTurS4zZHdvGZ1aN7o314jVMmFMiudYEZJ/x2IYvKNSIBYl6bh/LcWdFIO8O/ej8Wcq0Fp/0CqgSccqh4jwCK2CllgoWEmsqfH+npxNr92hbNCLAolfmn/Couimf8JoidixURZebWH/GdM/tYK7/bUUVxWQCabn3SE4pKD+6TWVrv+YAUBNJQhYkfPrS8DcfOOSsvdc0pLRRSPLx2o3zk6nZ1q0kP4nsJmQLqbyLwvlXxbKvyyUvxRIl1QjvMyQbhBMSBdT+ZeF8i8L5V8Wyl8KpEuqEV5mSDcIJqSLqfzLQvmXhfIvC+UvBdIl1QgvM6QbBBPSxVT+ZaH8y0L5l4XylwLpkuaJ8C7Mr2Ys127c1KJFixYtWrRo0VK2aA6vxTXhIT8T0sVU/mWh/MtC+ZeF8pcC6ZJm4a8RXgvpBsGEdDGVf1ko/7JQ/mWh/KVAuqQa4WWGdINgQrqYyr8slH9ZKP+yUP5SIF1SjfAyQ7pBMCFdTOVfFsq/LJR/WSh/KZAuqUZ4mSHdIJiQLqbyLwvlXxbKvyyUvxRIl1QjvMyQbhBMSBdT+ZeF8i8L5V8Wyl8KpEs6fIR3+exGfShtXc5e4kd41BmD9VFsa3IcbQOoUHC+n3+IoX/c3mQ2tw/mbaUlzqBcVlt6CraMUKK7j2b3+PqGruwjl5Gh1N+Mdy6nAXP+0OwZUkGhiMMh+/MHpuITwDaZIBSWVJDfLGL/oRNmiQYpMzU4/4zopH/QidBPC6oB9CqoMsFTddW/v2aTFp0D1yvyd4oE/UMCXTY1iwDh6t2W9KQHjuHtegIvNqiIepF5dFj9gV5j5/Aund7cOL3PzeHZx/Iudqb2IpvOZtN1C/F8hbqHfleVJRg+77iaz1oX7YkIuy//N7evhi/EpkTyHGuHmM/MRd3uZmZU2ixm0LRuPpuNefJ6A8Nk27OjYSUUCs9Uf/6UqQACbrflTQdTKCxpf/6joYj9R50D23scUf1Dp+GNG9w4Vg2gV8Guhu2p4vxJRu6aTVx07niWV+TvFDH+cQL8TQ0RIFw9RdXqV2uI2P7m/jfRCA/rl6VeaB5R6yUsjeg1boR3/eKJre1z15lPaYPLcKkcWsOl4CnUmEWzzr5zcWVo5xt9G+puWy9uyaZEX2j8HYJQyUoWT2zrjmg2dxd1gR0OeqCmEgmFZ6qqqjz8F+5uAQiw+SdWyogwith/1DkkeA+y8ojoH+/60VigbgC9Cu1qvOHpNdVV/zR1/kqsv7C8In+nSOJPTwDPqoPqrSqOq/S6BVoCup0iPJ56Yy6XbaehylEjvGgCz4rwgtFbrY+oEsaGq9DFznQyUXK3QQAAIABJREFUndoJVH9rBXcpfjoZ39Y43a2PuCWbUuBCo+8Q1i38fDZpHmGjJdR+MBdT4QgP3rDY9/uuUGimlsgf4UECMfpRoahKERFGEfuPOocU70HWHg390ylQTgLPbVp/IFwNvCi1pvJHePyViLwif6dI448JsDc1SADqn6bqEgm17BLh4ae9HPVGXC6Rn480cCvHjPD2T21tnrrM/qVFYCG6m+AahXiuQk2F1zlrh7MXvQeWBYhW7O6BCK9uyaYUuNB4O8R8Bhftqtqm1yy2qXuTVDzCY91iu0KhmVpiiAgPELC/8Wyye1pPYIQxkv3HnEM373HE9E84jeY7ZoBXQa9CVPI9VZw/CWq7S8ngIa/I3ylS+Mc358imRhAA+qep1uOZ00S1TI3wgCAJ6m3oOOYRsl66AdFrvAjvyt72xvbFK/zf0tIrMRTFlAaK8Kz0bDg3Bj57Y/XN4bEprVMOz13g7Roi79LNJHDhHY5xt4WEQjO1/DBAhBfSKv8ek1kpMMKQkcNjztQR0b+/10e3i/5ZMo6nivI3skPm8HR+nZsCwl6Rv1Mw+dMEQCtyU6MJON3DLa3PoZbdI7zwpkNYcmQjA5FqFW/gVI4W4bESeLz38MzUqJchLQ34lNaNuEJv0jAC21B325bIx/88SkXeQ6JgZe5DW2BN27jT8wxlTP4c/4uFosP17BFeUKvAJvuEd5n4D48i9h9a3dEG3Jk6KvpHWXJ+Ai/+TTBhOsAdApF354Z3VUV5Rf5OwePPC+9im1o0l9P0CrW0JynUskeEt+qaoN74RtbtdsSuHCnCu7K3Hf4jKSjCcwPbxfI3Op7tREPdMeEp1NB3y9xJGtvmZ3xsfyFjrRmye8i4nTcRWJTIC433W1TzhmhJwGRCJOQjVj/eDkffmwE/7QsFZ6qqhsjh0Vr1dMwWisqxSokwytg/uWYBlaD3OKL6h04DffQr6K0kFkcleqpMEV7iSkTpnrohf6eI8o8QSNnUSAJub7olnHRizLQIjxAEjoakg+aBrdf+L9woCJsfJ8LbP7W1eWJvwXmY6/w9PCtf58f6K0TvzMYDUChMuLeV7i2mZSfmLYFrik6te/fQuh6/P58S5jluhOQRAFoxGqIdrVCE59/Rwdxis959EeBM5fhrKb6pELYWtMmwUISkvfmPiCL2Dy4Kgm6PFW+mRuCfEV30j50G2oW9G2qUPAgsSexSw54qzh8CrdmERReN8FJ2ijD/KIGETQ0RoFw9pkqFXk5LYvfkSwp2nbh60QDQkMzpoxsgKnqmRWaIcZ39IF1M5V8Wyr8slH9ZKH8pkC6pRniZId0gmJAupvIvC+VfFsq/LJS/FEiXVCO8zJBuEExIF1P5l4XyLwvlXxbKXwqkS6oRXmZINwgmpIup/MtC+ZeF8i8L5S8F0iXNE+FdmF/NWK7duKlFixYtWrRo0aKlbNEcXotrwkN+JqSLqfzLQvmXhfIvC+UvBdIlzcJfI7wW0g2CCeliKv+yUP5lofzLQvlLgXRJNcLLDOkGwYR0MZV/WSj/slD+ZaH8pUC6pBrhZYZ0g2BCupjKvyyUf1ko/7JQ/lIgXVKN8DJDukEwIV1M5V8Wyr8slH9ZKH8pkC6pRniZId0gmJAupvIvC+VfFsq/LJS/FEiXdJQI7/LZja3NZYmeTutGeOR5a6sz3dbkONoGUKHgJD3/aDz/OL/JbG4fzIsOpvRP0o6d1ocvFD2sNuO5qHxA8QmdtHLBMySL8Cf0h2oRVULSHPyBqRiGgc47tJYa6A7sfED+I6GI/VNKDzSgFjUxU4db/4xzRz3VUg2QV0ErhTT1ofXvjw+dHuUJHSwl80dL4h+9Fm6A/A/WP9v+O12IfYJw3GbqoWLL07psZPlHLM2RYIQIb//U1va567efu3X7uesXTzT/50R49qnBi52pvcims9l03UI8X6HuofdVZQmGTkZeVdcm6okIuy//N7evxr9QYEzQfcwIzxMfVZr0apFMi3FO3h6L/3zmkcJaxVSh+FXVlz9lKiaD2gBI/k53aOcD8R8NRew/umZTF7U7UwPzz4hu+odG640b3DhWDaBXwSsl4KiH0z8aH3oS2hO6401ns6klczL/6LVwA6RVUv88++dfCFfGJIUXpYfyWnaLDbBTJS41QoR3/eKJrbOX/GgvHuEFl+FSjeQOUgyeQo35NuvsmytXhrDjCHW3J5p/IdiS7r5uEZ4ntqfzrus2Fyxn0mf2q6rKw3/hbgxWOhQFa15yGAeIdhvBEV4R+4+aR4L94M/VkdE/3vaozdBrgL0KXimBrWho/dPywG/I5ksR/K978GerGmoV6z/Z/uMXCni/ZEljjhSHlQ2i0pH3EljPYzylvXR6c2Pr7KVbi3PbKU9pg9GbOTNBCxobrkIXO9PJdGpnXf2t1RHBmGUzJbtqFexufeRfCLYMdC/xlNYSy620Fga6N7DrRt/h2tux6KQYVKH4VTVEhLd6krB6MQA6npDfR3Y+MP/BUcT+o+aR4j3INkdD/3QKlJPAc5va1e5KIU29ZIQHRSXkr/fbrBFegq6RVpH+0+2fcSHa+zElNS8adKSOd0+ODbClYfebwD+M+C8tLp3e3Nja3Ni+eIX/S4uAcRiCr1uI5yrUdDJ1pjiW/cCSN3nmYPdAhBe6EGwZ6F4mBwbv1sCbGNOpe3PQcd1mQEOrJhSbFDrvkDlCJZyjs0N5/HF3ZOcD8x8cRew/mhpN9x6HI8JL0T9ptFVa0EF7FbBSTNrWFUpFeCkZvDafkjHC42fwVvC16uu/0+4ZvxBVyb+XMC9Km4f3tktabOBJtRyMdr/jvIe3eery7edu3b6yt73Bf0pLr8RQFFMaKMKzkq7h3Bj47I2VK4fn3oGuYw7PBP+GFK23Lus2J4gAHbkexv34ABGekzl0SUT2LWTnA/MfHBJzeEj1hyPC66J//14jOeho0RhwZKV4/ieb/o3sTSSCrAhPQriXNr7LGOHRrgw24Gq1w+7JuBB5dY6klCv0BfHShmmxgQfj3T/C/Q4e4V3Z2zZSd/EHtYz38MwsJU6LFwR8SutGXKFn7YzANs97ePaF1vQ9PAP8O1JfMq9JSf60VkM+0ZY0e4QX9yxhXxq968rPf3jIew+PlcCojo7+0Q0UP4EHv+m7UpL4s0Ak47nhXWVlysCe2oV/YnjH0CoIsCuO/XMu1O9eInB3S95Fe19yYgMPzQi0+x0+h3f57EbzS4vrF0/U+TzOb2mdEHix/GWMZzv+jVpBeAo11N0yd1K19qRb0YkdrRkDwe4hkwpeiGhJdh9nh4DiEzoxOjkJa+RoRtrhFjtT89Y4pFVANSBp/hyeOb9mvhHwR92RnQ/MfwQUsX/aPHwqkUXdVouM8LrpnzZaaMPu/THeSrD3bToEndLIER6dgo/m5THbVP7Ra6EG0P/YX9c9+PbPvhB99ehMuRelhwq50Ehs0HYlLA0OxeLPAeeXFh3/Hp6Vr/MzIECphQEUCnPrbaV7i2kZpHlz5d4WOrXufZgx9YwLUS1x97F2CCg+rDSUbK8AG/UEFP2lCNIqpErNfo6/luKbCroa5B+1NNNDDcF/RBSxf3BRsFd4rPxFTczUIdc/seiAfrwbapQ8wAM59djUh9Y/Gj/qSdolGo3wOvGPXotwy0CFhP677J7hC9G+KjZTYCclhgrvueHYgNAeDgmsKdUzLTJDjOvsB+liKv+yUP5lofzLQvlLgXRJNcLLDOkGwYR0MZV/WSj/slD+ZaH8pUC6pBrhZYZ0g2BCupjKvyyUf1ko/7JQ/lIgXVKN8DJDukEwIV1M5V8Wyr8slH9ZKH8pkC5pngjvwvxqxnLtxk0tWrRo0aJFixYtZYvm8FpcEx7yMyFdTOVfFsq/LJR/WSh/KZAuaRb+GuG1kG4QTEgXU/mXhfIvC+VfFspfCqRLqhFeZkg3CCaki6n8y0L5l4XyLwvlLwXSJdUILzOkGwQT0sVU/mWh/MtC+ZeF8pcC6ZJqhJcZ0g2CCeliKv+yUP5lofzLQvlLgXRJNcLLDOkGwYR0MZV/WSj/slD+ZaH8pUC6pKNEeJfP1ufSbp+7nhjhUWcM1uezrclxtA2gQsHxeuFDPNtvrIN50cGU/knL5NGK9gGMnlIjZ+TlP+2OjyVfdFgqfdahdwZhymmD2WByDU5025g4WjHnuaiAFVFZ9bJeS4gi+u+LIvZPXDTSwDd1elKOoP7BSEGjDTUgVqW3Ugjv3VX/vn9IWsgO/FUJ/A/RMsqfGsoaMa5AopK//QH/Dyel20zhXnxHiltGlz/UyTA7xRLBCO/y2Tawu3x2Y+vsJX6EZ5/Vu9iZ2uf4Tmez6bqFeL5CzZOcaxiCofOIV9X1gc2eiLD78n9z+2pUS9Paze5wTMBz1B2inmqTdHjaa+1BSatqNP6GycJTvm2q3vSZOq/bLdGLP2RFUO1nvfUHa/p68x8PRew/ql7+ova61ZNy9PQ/n+GVZF8s6FZWDYhVibROeqou/H3/kLKQwXjWqoTbB2wZ5U8PZX7PUiDf/1Dbn78o4KR0mynUi+9Iccu4dwVDDbRT1AhFeFf2tje2L15Zfdw/FUvjGRFecMUt5y6+148NT6GGkZl19h0XsJKAOYa6L7wQwWtp9ajpwZb0hUbcIZbXNeWKzXrTFkpaVVWRHY7lwKzP3lwOwD/Cqqf1Vmj6svIfFEXsP6pe/qI2UeQOpyeG0T8OgImw2G9ArEqk85wRXowlOz4yiPlf45pO6zd4ba4CU/2PPTZeFANHeO73AelQy+jyR0MNvVNEc3hN3m7/1Nbmqcu8CC+ovVqI6LocG65CFzvTyXRqZ119MwQROcgeG6ldsnsgRLDzdfUj4NbqvZaBC436lLPewVCaPZKr8CUdmT+mRdYFAnTrQzb+8DaqqexrvXD6svIfEkXsP6pe/qI24czzEdY/nRflJPDcpuazFnelBDxV/ggvvJD9UdCqxHecHdcvk2pQgcn+x70oWhRwUrrNVGQnCjtS2DK6/PFQA+8UkffwLp3ebN7DO7HNjvACa84QfN1CPFehpj+pU7EOZy8mx5I3idxg90CEZ7VcPbX3c9hGy0D38Z5ymmsd3iO7qnK150i6xOg7HOTvTzT0UCsPMs2fQ4rd+Pe0Xnr6BEYYI9l/TL0Ji9qAa2lHUf/NWgq8KxHsbG2hzqpEK8WVJcOzM2q7S8nghZwqlQPLGuHxFZjsf4gbTiIAQxPVcaaoOQ84UtgyuvypoQbdKfi/pU3J4dGLLhTFlAaK8Kykazg3Bj57Y/XO4bWcFjvTpbmsZQ7PzOJSWnGthEqCNZIuUeCXIiwHHLDm/HdmkJVV2ct6Q9MnMMJY8xweaepwlKOsf3+Hje4h8XwUWim4JY+/kR2i3Zs5dHgh2yPQTtXNdfVYv8yNOajAZP/jB0jkonAaUJVsS0OZhaAjhS3jObzclsYBO8JL+6UFFeKZqdFAhrQM4FNaN+IKPWtnBLb93sPDNrSO7+EZtyXUTKPFQpj/+BGqwYmRVqmqiv1oIwN/1q7Qy3pD0yciwhD0Hl5wYwCWdqT1H3QaUR74m2jWwa7LmMNLCe+qmFM1x++5fnkRXliByf6Hk+CIcew2U/7GG3WksGV0+UctLfdOUbEjvP1TW5sn9hbhZuZvaZ24e7H86YlnvDDXWgqeQmGq1pgEez4cWdofgFmmQHYPOffmv+57Ul4tfOVkALtJQSsXoZO6ERVv2N+NxZ+4dSSNNpSqzJcDg6zIys7Wi8fJwH80FLF/eFFTtfxF7X8agX9G5NP/YmeK1ePrx62grZpIvtTVAU+VKcJLW8jhYIGowfXpER4kEFFgqv8JJTjq68NJ6TZTRC++I4Uto8sfDgVVGuHPRzDCu37xxOolvHh495z39/CsfJ2fwPKVUhpAoTDh3lZS+dqmAqWvQHf3lsu0N6c/HhVSwjyLvsdG6YSyd9R2JP7+bbCxdm2qaPoMy3Hk6sUfsqKo9rHeFkIjvEL2Dy4KojbWoiYm5ejp39xJwkbr3WWjjALg5K8U0lN1/Gsprn9IWMjRCI/YPkDLKH84lEGAr8B4ZWT7AzMAJ6XbTEWHMnmHzQO3jC5/M+qD9PVMi9wQ4zr7QbqYyr8slH9ZKP+yUP5SIF1SjfAyQ7pBMCFdTOVfFsq/LJR/WSh/KZAuqUZ4mSHdIJiQLqbyLwvlXxbKvyyUvxRIl1QjvMyQbhBMSBdT+ZeF8i8L5V8Wyl8KpEuaJ8K7ML+asVy7cVOLFi1atGjRokVL2aI5vBbXhIf8TEgXU/mXhfIvC+VfFspfCqRLmoW/RngtpBsEE9LFVP5lofzLQvmXhfKXAumSaoSXGdINggnpYir/slD+ZaH8y0L5S4F0STXCywzpBsGEdDGVf1ko/7JQ/mWh/KVAuqQa4WWGdINgQrqYyr8slH9ZKP+yUP5SIF1SjfAyQ7pBMCFdTOVfFsq/LJR/WSh/KZAu6bAR3pW9bfc4WuOY2lOXGREedZxgfarbmhxH2wAqFJwaxzmlbjKb2wfzhk6mM6rjh/2114JH0MaOBRzd7pd87VP6AkzXiD9mZcw1OlgUTGDe0wYxK4NFiBU2VGdY71Rk+zpi/GYR+6G0Fm4QtB+n/nDrH3SijbYKN4BaheuXnjV3TXXVv+8K4EIOrO4AK6pXB/8TJ5BuwHijIsT2+VvD8lsOuVJs/acINfpODSO8/VNbmyf29s9tmxHesnLx3K3bz10+u7G1fe56MMKzD31e7EztRTadzabrFuL5CnUPba4qSzDiuPb5rD0x2hMRdl/+b25fDbU0r1hfJjgm4DnqDlFPdUvap28Yh3FKc2n+JCuzNjopc9+CevHHrOpLm6rGrCw01djOid5CIowi9hN1DvxFDSdlaP4Z0U3/pNVZ4wY3jlUDclV66zcwa677ivInGbmuAC7kwOp2xjNZhfxnov+JE0jdlRwC/D0xYfMde6W4VpG60Y+6Uwee0i6sCO/y2Y2ts5eMr/w0nhHhBZfhcpVBtRSFp1DDHZh1dpTuytCaG/o21N02VNTSa9EsMG9M+kIj7hDL6+IFGKldC/4eK4vISv94UtyeLbLxt8Z2VR1k5XRH31LXkRJhFLGfqHPgL2p6Uo6I/lO8BmiAtYrWL00Vu6+u+qepw2/I5iGn6vXq4X/gFRIMGI7C3xP5m+/IK8XXP1uoEjs1N8K7sre9sX3xCgz+/AgvGL2Zqy24WMeGq9DFznQyndr5U5s0EMG5CXdSx8Hu3o7tt7SsYfUBtgxcaNSnnHUuEy7WSP6zNH+f1eq/jtbRpNQYMsJzTM1RW4iVXYXs3GmYY4cbFUXsJ+oc+Is6MClHQ/90CpSTwHOb2tX2+qWoUu4rf4QHpSJEDTpVv1cP/4MIJBgwJsDeE/mb77grBemfK1SRnbpbhHf70ulghBdYiIYI6xbiuQo1nUyds3Y4e7cPWPIm4x3sHojwrFv7xpim4BbKyJASFxrvKacZQVi5SRhJVK57LcsfsWrI2O97gEmh+lbZ+DsLCaiaZlV5Qatr51Z/u6fACGMk+4k5h4RFTU7Kodd/yD8kBHgVbf/O+sVUKfeVP8JLyeDRrIhenf0PK4UaMuCwINE9kb/5jrlSIvqPCFVkpx4mh0evxFAUUxoowrPSp+GIG3z2xuqbw2OPWToHZmZxI4uhgbtU1yOHZycT7MxXPMswVITnvIUSVnXk1h7ZudnZmSmBEcZ65/As1JNBT8oR0b/vH6LbBSNLBtYvojoPrKkofyOlE0mnVUSuknjAEVnpqFdH/0MQSDHgUBurJSMvGNzUxlspCZ5WXg4v03t4Zj7TTmuuAeBTWjfiCr1qwwhs+72HZwF4LaNl4ffYjJs6aqZ9cd1EWUH+mFXcwWV8SsJlxVC1y8r+HL3rsutERBiC3sPDDehJOSr6R6lzfgIPfsMMEWbz0JrKmMNLCe+q8EoPBIWp/ocmkGrhmID7DRyTv/mOt1JSNjX+pjywp2JHeLf2TzV/JMWK9vBvaZ0Mx2L5Gx3PdvwbtYLwFGqYS8vcebxlb5TGx/ZXYdaaIbujzC7V0h4StyS7l3zKudiZmjdBoXRYcf6IlckE2K7vG7NHeETqkL6cz8ojjuwcz1R//qOhiP3Ai5r64y9q6HyG5p8RnfRPWx00Wvf+GG8l2PsaHcKTkpzDo2Vz7xbhvRSudCUzRwv4hFT/EyXAN2BAIGVP5G++RVZKe9EUoQrs1ORfS9kwyirOa/8eHvhTKf7fw7PydX5ca+hkTUI8oFCYcG8r3VtMy7jNiN/bYO1a9+bAeP5mtzT4+JGyW415ln2PzTQKM0C1YeyMxfgTrMCs4kkh5rQnf0pXK9jBNDQV8mGOMx6aqf78x0QR+wEXtXfoLovamuRDrX/K6nDoYN1Q09pzB/LrCarNd/0iPOQK4ELGqzsW4eFenfwPhwDXgGNSR/bElM23wEoh9J8g1Eg7tZ5p0UKM6+wH6WIq/7JQ/mWh/MtC+UuBdEk1wssM6QbBhHQxlX9ZKP+yUP5lofylQLqkGuFlhnSDYEK6mMq/LJR/WSj/slD+UiBdUo3wMkO6QTAhXUzlXxbKvyyUf1kofymQLmmeCO/C/GrGcu3GTS1atGjRokWLFi1li+bwWlwTHvIzIV1M5V8Wyr8slH9ZKH8pkC5pFv4a4bWQbhBMSBdT+ZeF8i8L5V8Wyl8KpEuqEV5mSDcIJqSLqfzLQvmXhfIvC+UvBdIl1QgvM6QbBBPSxVT+ZaH8y0L5l4XylwLpkmqElxnSDYIJ6WIq/7JQ/mWh/MtC+UuBdEk1wssM6QbBhHQxlX9ZKP+yUP5lofylQLqkw0Z4V/a22xNpg5VkhEeebLk6yW1NjqNtABUKztzzT8Hzj/ObzOb2wbzoXD//JG33WERQGTmtL1Y5ut0vdWMfzuwahampoEpH5Z/ECk5f5Yvfmz9gRU11yxYeF4mO5Wy6r4H++6KI/RMXjTRgTsoI/DOik/6TTLEKN4D2b/RA/gcun5zr1xcWn2WKV3do06SFSrN/ypUhkuBs8SgBMH6K/fuSdpopYndm04P8UlZ/vNdwEd7+qa3NE3v757bNYA5W0hGefRL0YmdqbzLT2Wy6biGer1D30OmqsgRDZ7ivqusDmz0RYffl/+b21QKVsDunEos5IOqpNjyBGShPdxaWccBDtqtWpVU1Gv8EVnCm6haW+FXVkz9mNZ+Znraus/1vs+ehpn4dlrQ3//FQxP6jzgE1SJyUQ63/NFMkLzybE1qtPzpOCTREnirOnw/kNODqZjgiIBTdK6J/ypXVIPZEpldH46c6Jc6eEpc0sDvz6ME9N2y9fO8d589F4CntAgVzsNKP8ILLcDkjUMNF4SnUMB2zzg6+XRlaI0PfhrqjteNUwu78SizmcFhe1xDBIoLUy9BBgR2OwQo18sSvqiojf8TKdLC23Ux3FrgyNuQa6L8Dith/1DmgBqmTckT0zzHFQDdaq3hVusPTniqr/ml5WD7H+oISKn39BrRMOe0kr259TrT/hD0lPcJj04ut9Kidhr03gz8Xw0R4weitVlJcCSPDVehiZzqZTu0Eqm9tjgjG1JsZWcMaye7xNQ278yuxmIOhtgLr6vPZZOLvaw3QrUH5HAaDFXZjnvhVRv6AlXNnaTo+P+73+9N5J2k5pCL2H3UOuEHipBwN/bNMEXdrkyxAq9Sq9C9KeaqRIjwoKiF/UCi3V68ID+2JVbJXD6QtIvaftKewn9IGlymiF1vpxNO9kE5ArzWO8AIL0Qm+1ynEcxVqKrxOqjqcvTsOMjs7QUvQ7p4a4RnJUF4lFnMgtFG+K9d8hpYVatk0H+89KgAWK3yribpn4u+7IfdFjqZuMplOp8bG51XC7pSkAiOMkew/5hzIBkmTcsj1n2KK4QZAq9SqJC4KPdUoEV5KBo92NbBXrwgP7YntN1yvTuwIUftP3FMSssWBABTRI807ZL20ToZc6WNHeKGApTRQhGcZVzg3Bj57Yx2ZHJ6ZxTWvbt9M2+LCGx9fKQV+KcLytWYdJX5VZeJP3SR63qptzkkI+N2L678bJOXwLMQn5Yjon2OKwYuaWGo1tCq9i5Keqpv+jZRRKJho6YYTjPYIAaH8Xr0jPHdPTPfqgZkM2H/ynsKeKeeicXqslR58jMnx3msc4ZEhnpkaxRnSgoBPad3gKvQAnhHYHpX38IzbHmOmvfeK7Uw7I79fjbvD8Vn5Tocy9P78Q88AuGEDQwiikYgIo4z9x97OSWxQGQ37Rhhjo7/+GaYYuCT6JrQqnYuOdYfAismoyuYbSijYq/9TWmdPDOgqEJUyIkinefKe0tXSGPSiC5mXBg0zWecIz42mF8sfkXjChUPdkeEp1NB3y9yYW9scHVnaX8hQr0eF307AlbA7vxKKOTQcNZq3YcsP/o1f5TYxMBb/NFb8By79+CNWi52pr9QWsS2D7l5U/z1RxP7hRU0tBpZ/xZyUw6z/BFN0K+itJJaFhxfFnirGPxngMQ7MeOHKUFhBuq/0CM+8FtoTE7067SpZ9o9oJM8UsTuz6UHzxpxd7fG997B/LWXDKCf2FkQl/ddSnHydn8AytLYmIR5QKMytt5XuLaaXnkZ3iqC7e3fSaAvcmMGr8ytLv8cGtOLfmxlLx19pI/FPYEXM1ApZIzzMylxqlod3+cBK2B1L2pv/mChi/+Citt/2G6RNyuHWP98UvRtqlDxA67H9GkyA87wEjZDxr6W4TgOu7sCSD0R4pPuK/7UUlxVpwG0d26uj8RPt35W020zhPnx69EqHlW3WxdfJsCtdz7RoIcZ19oN0MZV/WSj/slD+ZaH8pUC6pBrhZYZ0g2BCupjKvyyUf1ko/7JQ/lIgXVKN8DJDukEwIV1M5V8Wyr8slH9ZKH8pkC6pRniZId0gmJAupvIvC+VfFsq/LJS/FEiXNE+Ed2F+NWO5duOmFi1atGjRokWLlrJFc3gtrgkP+ZnQhqLOAAAVtUlEQVSQLqbyLwvlXxbKvyyUvxRIlzQLf43wWkg3CCaki6n8y0L5l4XyLwvlLwXSJdUILzOkGwQT0sVU/mWh/MtC+ZeF8pcC6ZJqhJcZ0g2CCeliKv+yUP5lofzLQvlLgXRJNcLLDOkGwYR0MZV/WSj/slD+ZaH8pUC6pBrhZYZ0g2BCupjKvyyUf1ko/7JQ/lIgXdJhI7wre9vO4bPLmmU5dZkR4dEnyy3PZ1uT42gbQIWCU+n8g/n88+Yms7l9MG/4XL+m2j+VmFUZOT/XutBYdk+IHxTKt5Wlagc4FzKOBKUaBgAPOczI31QrOLieOgM5ejit373lL/1c1BHtn7hopAFQNbl8Drf+QSfsXQ1QDaABc723NXb/9es7PbiQA6vbl9gfjTgYPW39Qv8cog0VSGuVqYoq6L58eokzRa4vfyhkyKh71FCr6E4x0rm0+6e2Nk/s7Z/bNiK86xdPbF+80oZ6Zy+FIzz7JOjFztTgPp9NprPZdN1CPF+h7qHxVWUJhk9mr+az9kRhOMNe9+X/5vbVUivhmIDnmBEeIb7DH+q5bj6dzaYZPGw65rP6qvWE0pVW9N/o36/szd9YSO7Z456uoFa5qjZtxhC1L//xUMT+o84BNcCqhstnaP4Z0U3/cH154wY3jlUDrFW+964/ZPA/yOnBhRxY3c54Fis0fsf1i/1zCwZDOEF1JVsVoc0X0UueKXJ9AfUCRdLdXZHdod1NYWBPG3hKu7AiPLNcv3hia/vc9UCEF1yGSzHjKhobnkKN+TDr7EDelaE1TPRtqDt/R154i9kbk75Q0Qiv/cqJ+JE/WY7gamD8HS4yB5agtSywsqqqjPwtWr6uoFa5qvYsbPw7hH4oYv9R54AaEKoWHuH11j++FSFvUNwGWKsJ3rvK7X9o6mm3YpgVoN59/Ua1nEjbreSogvJUsHuHmaLWF6Ve58Kx8IXUg7spDO1pO0V4l89GcnhB8c09MG5GI8JV6GJnOplO7QStTRqI4IT5TvY12L3jioFjBi5U4imtIwFgN/US4bURFY/w4M2+VTmfTSbeZg0rq4z8wR2l44I8rfJV7aYyxr9D6IUi9h91DrgBVjW5fI6G/ukUKCeB5zZdfUjx3tn9D73fBbNeYBTEKnjbn7p+eVszkaRiiMJQBeGpYPdOM4XXF63eyrbJwO5G6qGCm8LAnrZDhEdGfm2EF1iI7h60RiGeq1BvQv3t2rvRwJI3yedg9ywRnpEhJS5UJgfmvV+BHyhYmjKikiIRXvN6hMkdVjbVvjV4lZn4w/tJx3F4Wk1RdSPoZDKdFsgB90IR+485B7IBpeq2l7Sn5N31T6yv5jtmgFchrSZ47/z+h9ruUjJ4NCu/psf65ezMZAzEiFUZqoCeCnbvPVPt8NRQIZv0dzcosv2dvSkM6mmTI7xLpzc36hfyOkR4odikNFCEZ6X0w7kx8Nkb6yjl8Ew4BhG43Vx+NTeSwMVzeHANm5X2y1PGru1VVlUm/oYDXGBdIetNVbV5NckR3nrn8CzE98gjon9/0UW3i37uF98zdfA/RnqHvq01mYUfENgj0Es1oJ78OTzIkL2BMVQB3Rf42GumzCsvn8yGPSHcCPw1y8nWOpsCHKpAhBcI73jv4Zm5TTrFWQjwKa0bR4Xe5GAEtkfoPTwD4UgY6Hln5ppJayhrwN+qHD/Ctt3rHOsKWm+iqo0rCMshCXoPj25QGQ0z3yEMjv76RzkpfgIPf8P13sSaSuIfk6dKC+8irHhxBZN/JMIjGPIfNjNUEUoFmR9zzNRqvLB6KeIJhhq/wRvA0/IjvMW57VB45/yW1glRF8ufy3imQQTFZeApFCaNjUmw58ORpf0FjmW+ZPfuER4ek7zQODsEIf4S9IoFzqNQDm+xMzVv6Jo0vl/pvrzjRdi2ZfTjT9z7Gd+ad7eeVtNUXaF2MiKMMvYPL2pOf2D5V7aXIZfPYdY/XF/oo19BbyWm/rje2+aUxf6B04PJLVyJHiHwcngd1i+iajy9hpeJPeiIjR/I8wWjP3rYkKTB7ckeCtlkoHvIUOlNARIZ9q+lbBjlxN7iuctnN+zKjdP7ob+W4uTr/ASWIdWahHhAoTDh3la6kbtlJ+YtgWufTq1799Boi1dJUMI8x9ohsPhR/vEbvqK/FIGVWFZq/nvx9+8zAw+yItYbVLXRzPF+QiKMQvYPLmr7cr8BVDVlPYdc/3h9oV3Yu6FGyQNweab3tjv0W7/I6cGFjFd3NMJD43dcv9A/OzGKz5BSoF/JVkUFPRWxfQCdxCSl15c3FLJJsnvEUEG/gT2tnmnRQozr7AfpYir/slD+ZaH8y0L5S4F0STXCywzpBsGEdDGVf1ko/7JQ/mWh/KVAuqQa4WWGdINgQrqYyr8slH9ZKP+yUP5SIF1SjfAyQ7pBMCFdTOVfFsq/LJR/WSh/KZAuaZ4I78L8asZy7cZNLVq0aNGiRYsWLWWL5vBaXBMe8jMhXUzlXxbKvyyUf1kofymQLmkW/hrhtZBuEExIF1P5l4XyLwvlXxbKXwqkS6oRXmZINwgmpIup/MtC+ZeF8i8L5S8F0iXVCC8zpBsEE9LFVP5lofzLQvmXhfKXAumSaoSXGdINggnpYir/slD+ZaH8y0L5S4F0STXCywzpBsGEdDGVf1ko/7JQ/mWh/KVAuqTDRnhX9rZXJ9LaNRtbmxtbZy9xIjzqjMH6dLY1OY62AVQoODXOPy/PP1lvMpvbB/Oigyn9A4rRUfDUqbbRw0aJC41m9zFSzqmSwFLgkX0l+EdmjzrrFc5pf/7usND8sE1aPXxV+yc0+i3F+M0i9h869jfUAJg6sSgOt/4Zh5F6qqUatPXwrGbof6izXtvm3fTP9OSYngfO+qUsMcqfcgVoZP9s1aBWKVqgJbF7okVBKY0zU64mI+NHNrLY6sdCdZ4pDmCEt39qa/PE3v65bTPC2z+1ffHKrdvP3bp96fTmxun9SIRnn8C72JkakzyfTaaz2XTdQjxfoe5RxlVlCUYcVz2ftSdGeyLC7sv/ze2roUpDj85x0MSYgOdYO8R8ZnrL5jBpzN+sNbwGcjMj8aeo+kJRlWBO+/Mnh7VaQLMzveR0NrNPLsdjui378x8NRew/6hxwA8LPgEUxMP+M6KZ/uJS8cYMbx6qBedGmD1zUsCV90XT9sz059jlovPj6JTUZ0X/MvQBbTdAqsgrckto9vUVBKy0+U0CT/qJL2cgidkQI1WWmuAg8pV3YEZ6d3qujPSLCCy7DpRqhsEXhKdSYb7PODtldGVrLQN+GusOQhopzjG/gmPSFxt8hsAzmErWjjzpCxXIX2OGQALzZAq1y8GdYBVm5VLffDtf4LWVEGEXsP+occANk6nhRVNWR0X/EacS62Q0pDae1TOLPFIj8hmzOX7/4Cwb/gJZJt+x0xVpFVkHon9pb8aKAxGOSepqMjc+3SUKDkaAnfabi6BDhLTN8IPJrI7ygILXmoot1bLgKXexMJ9OpnUC1SQMRDBs2U7LwZt3pnhjhmalCb8zAhUbfISKpztV/ncWOlL9EgR0O3LBAofzKsSO8aAKvXprxHYJqKSLCKGL/UeeAGxCmDhbFwPwzorf+6RQoJ4HnNkX9mrpYy0yZlbgnj1emrF9zoET7iQSj0C27tJFWsVVg/YPds6IXhdubISnUZHD8+EYWaUkIRfUaPcK7fHb1Hh56RGtFeIGF6G7iaxTiuQo1FV6nYh3OXpyPJW8SucHuSRGenSr0xgxcaLwdonmngfBUplyrttZSw8n30Xc47ybTF4qUdOQIL7ZXtLdesR2CbikwwhjJ/mPOgWhAm7q7KAbmnxHd9R9yGgkBnjnSZDKduikHf1+nWroXzR3hpbh9/vqtSE32ivBoW/U7+lqlrCKof/c6cFFA2iFJaU2C8fkbWaglLVT3mYqj61Na9GMLToRn6WPNQjwU4Vkp5XBuDHz2xsqVw3MX2lrn8IArsO9W7JcviHx+Kf7B2zEU0FmVo0Z4MQMyU+vhHSLUUmCEsd45PGzqaFEMzD8j+uvfX1/R7YKfJaMWtd/SH5P5SwVvx4578hg9/vr1+aS8ncZVJIqNum9/4AJeJbko4NVpSSlNhsavkE0m7Q5RSdNnKo4uEd5z1y+e2No+d73De3hmlpJMVpYCfErrRqOhV20YgW2O9/Bcq1r79/DAfQ4Z2Naf6FuBMfnTPos5XWNGeNGHPcatMlh+rqejWoqIMCS9h4dMfa3u0Lqgv/5R/MBP4AW+CS1qFAo6Y2bM4aWEd1XK+g1duf9TWuiWWVpNWyDuRQOLAl6dlhRr0vstDAzxyI0s0JLbIHmm4mBHeNcvnqgfzsZzeF4IvFj+9MRTCSPUHQ+eQg19t8yd18da8l4yGZoC2Z0XMsBbCzgmeaHxfotq3iUFbo1Mem1TqPwR+UOqUCgsaVsxToTHyykGRqB8ksgcXiH7hxc1J4Fs4Jo6XhRD88+ITvqnlxJcWe79MTZ178kiufO6+xMcM1OERyeJ4pkjfzSvhtZkeoRnDgDdMl+rge2vsndZtHvSOwW8Om+mHIm88fkbWaDlKr5FQvWaqTjIv5ayYZQTe4tlwFfXgASe+9dSnHydn8AyJF2TEA8oFCbc28pgitq8T/Dchl3r3lI02nIr/XsPw4rcK2Ge40ZIDgGCP1YV8bRjJP6YKhIKV8I57c+fGjYxHRDM2IUjPyERRiH7Bxe1/XZkqcLXyI6O/uFSqpAlezfUKHngDgQXNWyJLxrlD8H25AGfE4rw4PqlNBn/ayl4KGDAZqzG1qpvFdGZMvqDampP7BDh4cvyNzJ6d2izLr5Q3WaKCz3TooUY19kP0sVU/mWh/MtC+ZeF8pcC6ZJqhJcZ0g2CCeliKv+yUP5lofzLQvlLgXRJNcLLDOkGwYR0MZV/WSj/slD+ZaH8pUC6pBrhZYZ0g2BCupjKvyyUf1ko/7JQ/lIgXdI8Ed6F+dWM5dqNm1q0aNGiRYsWLVrKFs3htbgmPORnQrqYyr8slH9ZKP+yUP5SIF3SLPw1wmsh3SCYkC6m8i8L5V8Wyr8slL8USJdUI7zMkG4QTEgXU/mXhfIvC+VfFspfCqRLqhFeZkg3CCaki6n8y0L5l4XyLwvlLwXSJdUILzOkGwQT0sVU/mWh/MtC+ZeF8pcC6ZJqhJcZ0g2CCeliKv+yUP5lofzLQvlLgXRJh43wruxt1yfSWvWXTm/CehDhkeetrc5nW5PjaBtAhYJD8zgH8zkn802C5/oZ1eg4eeJUW+/Ybbe27Lmu5PWxpFWtRXTaq9V9zHUbmJTWJJJmPwd/wAopy2QQrjREoA9erJuL8ZtF7J+y2mAD3MmflBH4Z0Q+/YORaPuswg0IrVaO/8lt/0FPHlueHhxXiVXd1X4o/xwYFtFO2P4SdgpjXvrOlD8UpkIIArvT1hWmWvlzOmSEt39qa/PE3v65bS+Su3x2Y/vsKb/ej/DsU5sXO1P7+ODpbDZdtxDPV6h76HpVWYIRB7vPZ+05xJ6IsPvyf3P7akSluQUbASYxJuA51g4RoDrHep3OZuZx2qB7VY3JH1FFJuF1I2e/qvryD5iKPdfGkmvPvoaVpnk4unaF6s9/NBSx/6hzIJaqr356Uo6e/klXYF0suJusGgRM3fU/5Phd+Ptrlr884XiOq/RV3dF+aP9sfu8Mi2mnbH/cnWI+s/Isgc2XI6k/FKRHCeJ1ZzhSiio0v6Gf0i68CG9xbnvz1GW/3o/wgvItlUPugMXgKdSYRbPOvvdwZWjNBX0b6g5tlowobLP0xqQvNP4O4cngC7VkiIV1asflvyBdTKT5QBEeYpVgk6DSGytigzIijCL2H52IWING04FJOcr6ZzkIuhut1ZD/yWT/NMt0x29RRaruZz+MTccb1mvRy/5xhdWjn6eCQ2F6lEd1u8eVQ1LF5jd2hHdlb3vj9D6K/LwILxi91aJH1+XYcBW62JlOplM7aetbnCOCYSTgKXWwe9JCt28xvDEDFxp9h/CzGa5Qtb1AYd3uJSM8ZBImwrO/RPYIL2qT+IarqXTvJd2mhXKovVDE/qMTEWvgpBDwpBxh/dN5UU4Cz23afgj6n1z2T+934eXpj2JTxaruZT9MqoiirdSU7a/i7BTz2aR5B6bnTPlDEfSwJwdMosohqFLmN26Ed/3iia2zl3Buz4vwAtIZUqxbiOcq1LS3OvscS+lgyZvcdbA7L8Kbz5zwAo4ZuNB4O4RHtQZ1Z+anpkD3khEeMgkDkdlfYuAIz7fJuF01mp5MplP35swVSmCEMZL9R/O9ZANk6tSkHEX9k56kSgrwKqhVyv8Q4+eO8FJu7BFVStU97Ce0Mwd9BZ1jDW9/zJ3CJAD4Jc+UMxRr/RpX8JkElUNQpc1vzAhv+XyWenqbEOGFtqbSQBGelbMN58bAZ2+sfDk8atmsYQ7Pj4VMPma+N+Igligd4bkmQTQ1kT0Hk5DDg3kPnAzxqILhREYYUnJ46K6hqjSHZw1r6ye6h8RWZcT/dLB/I+cTXkk1Ce7yxFTjKfyMOTx6WJp2xdv+6qqQ0pwModU7cabAUCmaDDFxxvfhpLko8xszwts/tbW54ZTti1eS38MzE57oCVZRwKe07jYaepOAEdjmew8vMuY6vYcXjIWM2x7KJuzuxZ/S0rkzzm3NqO/hJYZ32Gk7QomIMIS+h8fJIh1p/aP7F34CD30T9j8Z7Z9IRyXefQGqaVaXL8Kzhw15Fdb2B6/Mv5VNmyk8FJtePBYMGab5Xcj8xv+lBTuH5wW2i+WvbTwrIO5Zy8BTqDFzLXNjeuxZ9FK4tp8wBoLdWRHeYmdqBvz+2yXwlZMiOwSm2lZEHljQ3Yv+0gKaBCBJzH5VDRHh4bmG95bEDSdmipenjAijjP3TE+FTaf4bWimVPylHTv+0fqBjcW+a8f4CAxIUX2Szf+BJeMsTsnBvkok9pepkP4gqChvN5zAO7YTtj79TmNLZTZNnCg8F6GFBaCZYOSybHC+H52bs/F/Ucv4enpWv8yN4QxdrEuIBhcKEe1sZfBpmRuee27Br3UC+0ZZXaSrVXYOsyvF2CEgVCmV1sRZGSf4EVfwMhj37Of5aSpAVnRuFCYuZ9Zf7XC+NokEhEUYh+wcXBXsRaOBUkpNyBPVPuQLfPr37LJRRgFptvnZunHLYP1qz/OUZj/CQqjvaD73pGHcr7rBRWSLbX8JOQYzaZabwUGFH6lzSqcY6j9lki7Gf0iYXPdNCBKSLqfzLQvmXhfIvC+UvBdIl1QgvM6QbBBPSxVT+ZaH8y0L5l4XylwLpkmqElxnSDYIJ6WIq/7JQ/mWh/MtC+UuBdEk1wssM6QbBhHQxlX9ZKP+yUP5lofylQLqkeSK8C/OrGcu1Gze1aNGiRYsWLVq0lC2aw2txTXjIz4R0MZV/WSj/slD+ZaH8pUC6pFn4//9GTB2CB57PqQAAAABJRU5ErkJggg==)
Note I have also added a population density variable in column L, which is produced by dividing the population by land area (the syntax for this calculation is shown in the formula bar of the image above.)
Now that we've added distance from each tract to city hall, and we have calculated pop density for each tract, we can create a scatter plot, showing density on the y-axis and distance on the x-axis. Note there is a negative relationship between these variables as indicated by the negative slope on the trend line. The tracts with the highest population density are near city hall, and the density tends to decline as tracts are farther away. This is a common pattern we observe across city, but urban economists are interested in comparing how steep these "density gradients" are across cities. Often density gradients are estimated by first taking the natural log of density and distance, and regressing log density on log distance.
![](data:image/png;base64,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)
Click here to read an article I wrote on determining the central point of U.S. cities. In that article I provide a link to a data file containing geocodes for the central city of each US metropolitan area.
We will use data from the US Census Bureau's 2010 Gazetteer files. To follow allow with this demonstration, click this link and then click Census Tracts (the fifth option) and then select California. (Or just click this link to be taken directly to the California data.) Save the file to your hard drive. (You might have to right click on the page and select "save as".) Then open up MS Excel and select "Open" (or CNTL+O) and open this file. (You may have to change the selection from "All Excel Files" to "All Files" to view the TXT file you saved.)
After you select the census_tracts_list_06.txt file, the Excel Import Wizard will open. Select "Delimited" at step 1, "Tab" at step 2, and then "Finish". You will now see something like this:
Each row of this file contains data from one California Census tract. For this example we will only be using data from San Francisco and you can download the Gazetteer data for these tracts here.
Column C contains population, column G contains land area, and columns I and J contains the latitude and longitude for the point near the center of the tract.
San Francisco city hall is located at the following geocode: 37.779260 -122.419265. You can verify this by typing San Francisco city hall into the Google Earth search bar, and noting the geocode that it returns after centering the map on the point.
We will calculate the distance from each SF Census Tract to City Hall. To do this, download my "Distance Calculator" by clicking here. (This distance calculator contains some instructions and references in the notes calculator, if you are interested to learn how it works.)
To use the calculator, replace the data in columns D and E of the calculator with the geocodes from the Gazeetter file (columns I and J). Then replace the msa_center lat and lon (columns G and H of the distance calculator) with the geocode for SF city hall, as shown below. You can ignore columns F, I, J, K, L and M. The distance between the two points is shown in the last column N. The last step you need to do is apply the calculations to all the tracts (initially it calculates them only for the first dozen or so.) To do this, simply left-click on the little black square on the bottom right corner of the highlighted cells, and drag it down until you reach the last cell of data.
You can now copy the distance from the calculator and paste it into the SF_tracts file. (Make sure when you paste you right click and select paste special then choose values.) This will look as shown below:
Note I have also added a population density variable in column L, which is produced by dividing the population by land area (the syntax for this calculation is shown in the formula bar of the image above.)
Now that we've added distance from each tract to city hall, and we have calculated pop density for each tract, we can create a scatter plot, showing density on the y-axis and distance on the x-axis. Note there is a negative relationship between these variables as indicated by the negative slope on the trend line. The tracts with the highest population density are near city hall, and the density tends to decline as tracts are farther away. This is a common pattern we observe across city, but urban economists are interested in comparing how steep these "density gradients" are across cities. Often density gradients are estimated by first taking the natural log of density and distance, and regressing log density on log distance.
Click here to read an article I wrote on determining the central point of U.S. cities. In that article I provide a link to a data file containing geocodes for the central city of each US metropolitan area.
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