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county_dendist_map.html
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county_dendist_map.html
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<!DOCTYPE html>
<html xmlns="http://www.w3.org/1999/xhtml">
<head>
<meta charset="utf-8">
<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
<meta name="generator" content="pandoc" />
<meta name="author" content="Jeff Erickson" />
<title>County Density/Distance/Population Map</title>
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xaXpygKB5dWVlFrb5mQOydwB7i0J6ubFjh7npdh1XXdKUdEAmoj3W5Db4m4QE1LVCapO1XgH2D%2FkB08JF83SNM9ZhZf5I9%2B7Rz8J%2FI3IIfrMb5LHcjByu%2BUvGUKxQ%2FkcaLYdZ40f8JWOkw%2BA4iEBtlYSmddP1HFw%2FdKtShd1YQrncW61ZeqsIAcmYleEIEKAhx1ry8ND6aFh%2F8V9VHtiPdBPGObFcRVTzQgcz40RO7WEpW0ba3k2z3i6zBvlL9xO4ka%2F1EVnLTSa%2Buo%2BmkNzrwWDyPcz4lWOAxAp2%2BTrKORXoPGvm6d5aKpzt50u4573rAOfhP1CUXfpbjl36l4XWpysmXBCr6PbGqqsTnSRvReJFj4Xl9rvYfHFko%2FqPrb9YYEpV1CsKxTiSrXhisap%2F%2BC%2B6uu%2F8CZVz1iWlY7fGdnKxd2eM7WS2lcof2ANfjrBHRsoomvoE%2BuiF%2FpXpsCFnJYVZIVk7UsM85PYeLXYofPYf9H42YsMdtUq%2FMTd79Ho4bf2S7Gq9PVRxDC6lKG1VpVBV9cvFXGr6oVycSFZ%2FauXWquCnKooTpFvcfy0YiWVX%2BI%2FD8UOPXvp%2BE5%2Bom3JHt0IXP6MxS5U%2FAqovYd3l62%2BltAxkkq6q7T7LR3xT%2Bcz8gICtekEZU28Hq3d9JkEXhcfclufMmmZusgqh%2B5ww%2B7k3Vwcd9XbHh1JbiELt3Fu67QYbvmRs%2FCg5by%2Fr3TnRlZXhu7ijl5o6qlZ%2BrQrpkGp3PTVTZFKpwyqWabnH%2Fce5T6T%2Ba%2BNhiV5b7vOiQWG1XNvGNzngqewJWX%2BO7%2BPupIVbDas6n8HPju1ZMXmrvkcJ%2FhQ1Ya89RaqlV9P%2Bu0DacBdfrcx5rlPXMqW5%2B%2FVv8cfLHuP4t%2F6ZgDdhPFR8DGRmRoMk6R6Yc9MgU65TdN%2BKH32y1gyJruJn9x3%2BQ4%2B1zUvkZZYoyqq52HfJR1T3OUca8Ss9VrVhgoR1nngEaUXl%2BEwnEj%2B5Lg7fIsNx%2FsEWwXdT%2BI%2FD8UOO75zqXdKad2WS2XFS9L3XHH%2FH3m9r4nePnO%2F7Ys%2Fk6qErLYy0lJ6agZeeN%2FwwccYGT1QoEPwJqvCIveWiGhaw0jqw4olppFhqa8b%2FC%2BdTSMfJ8SlX%2Fp%2B918A8%2Bor5fxP%2FNTuvM3TtoeHe%2FThlVC9NKslFVNwNc6blq86mEHcyuYlSiOqOvmLPKAkLhPzbxCP6j62%2B9f0qwwjHOiiWI80kKVVktH0mD79lpNHuEPZ9yx6Q3iKpAKUiIS%2BdKK4ZmEpg0z1gZ%2FjhD12TDPydq2A6DMfTF%2FCCSlRZO0fLXPJsLM9o5%2FJ%2BS1UU8jHffrIaAVo2H93qXRX3g%2FV5fZeaqtAxwpeeqH3Trtr4z%2Boo5qyzjqus%2FuvixZ5JszVn3T9bAuDz2jM54qngC1XyGupJhFtiO%2BapVZZeFqvBG9bLT64cJ8zEW2juBk3sMRUbTMA9ggQX%2FxuNExVKRpvwrklXWFA5ZaUTl2d%2FRNOseP4pZYB18QoGHvnMyyNx5aXCbSf9x47s%2BV9Vv%2FQ2nBFacueFU%2BfxH298aemcj%2BAollosRz0QwI9ygM56qmBNbdKZpA5nYorobKAtV1yzEXc4xMjWQ2Xzu%2BE7FzK0BZnfYN3ezIOaa7cYL%2BL91Kw6%2BwooX2cJdqES1Yl3fwkumIJzZeGJX6gvVmzcdfOOV0JL6h1jjlZuVAa78e1Xd1scYiWP5mRhHlc9%2F9PFYhwhrwqz%2BfBOLKP8AaClJVcxhKRb%2FbHAgM5D5bBD67tR1UFX8XUSS8JcpqS8QN340V4kWuHQHNRnlvBhKfbH7Vr8H6fkKWPUwq6eGeuYgy1ZNqcPGOz6%2BR9SZ1V7of6CvfPi4Z0Y6zuSjamFa6bv2XhUpNzRDI2ruGXdyLNC1U%2FVs9fxHH4912DsxkOnMds9tPgd%2FPNEpvw99qvKrPL3r8FZaC3Vl26BE558ratV5h5brrxqrSjZWe2oL%2FbGSS62BPrSGWgP31eFR1ZYP7%2F23Jv5tWjqelgG%2BMe9VoU1C5X6i5fIfCh7GYRjtwIM65C%2FhnJc6S%2F9XnldPHdKgJoWtn6q6WQa0qq4yZuwG%2BY%2FxN2PGjBkzZsyYMWPGjBkzZsyYMWPGjBkzZsyYMWPGjBkzZsyYseVnpcgqGjNm7EYTNd1MEGK0kaUITo7BMiNUZj1D6RBgIRmWfxAO%2FFpHr1Vl6qOHh2WCxTJWwxWpzzycMW1rU6TJ5QMexTRpz5cqLpp7Tvw4WJlhBGp%2BBo7p79qA4m5Bmngs%2F5fXJWZFOsN86VmYRFb3agsKnuuswqLabGc2wig6q2t%2BjKX3TfZN4tc1P6Y0CV1XT7c%2Buvjor4tXpcgXo5daH5QVaUf8fJhRy0f8ShZltOdLW1lj1bW5cG1qRVxmL77HjjgmvE9R%2FzPNIBmL4pz2%2FS4zGXS56nQyJ70tVuA43%2FnhhXCDWLVTsHLHWSNKIav78VHwuOp%2FIIMipCx1YtdARq2zGvoUS986vnXcXu35aXmpqlsfXTwuQ3eviwCdg68rVx9cjSm%2F72K8qp0Ka69yLaEXBOWD7i5NogZ0pBfagNRNqJFxxsqEFfWPwLL%2B09uwHqe3jaYjJJ1eWCSe0SKcjaeJvbvxVmCVVIo0mRsZbeHSfvd3JVC1cDG3mnyFKyZVeNRZBYmKOKvFKsJysjg6o%2BzmrAAX9OBrN1HQg9KAVKq66wPik8r6uPCT1iQBH4jbAtCO9c7Gmb8KgVM%2BfqdTH%2Fyu9bWEasxz4a06Nd5xLnewJl9aLgT0WD2Vqon8Ot6IYncG62CUwRrSIF%2FgCGtkgnsnosow2zrYZMcO3HPU%2FiPwqxhxq40cvmkhMjI00%2FaV%2FG5xiVySOYQtkapLVRdU5HNTVb3sG3VWD28VlUA7vFWus3rbPl76oT28l06y2%2FaVj6ru%2BnC8vD4Cb%2FWFUMG%2FT4XH2hcKkKBASfsT6vpA4Buj1ydHk5BqNakbb68qVa4%2BFe7kXqsqkWWbd4sS5D7Nq8qnh9fhq6ASUbCGlDUMzYSvyueGPCTnI541tkrS2bvxqGrS9jZl7inw218N%2Fe75%2B2RdsdMygrCWQjrAh6pe8igqsjo4SsrB0VkV1VPprIau8tLvS92Xk%2BgMXVU0X8ZyaqQIe9z14TWS14fjYceRL%2B1585dWnQL%2FP5PsR790%2F%2BRHvwQRrA%2FU9YliQHhQVZ%2FkNwJPM6d8qumNqgkP%2F0mw8lE1zh7dUfyzR3fECSoZKDuzd6IZZrcwKtdQ8FVVjzwQWaTGlIj%2F8bZ2hrK8%2FmKhznTC9jV7MiHrLH2pir3s0qaWj5Q6KQe3zmoyT2uZzqoVE5InEAzWijBJLnFcKMQlb2pRH8sWpuLEltWH42E86rbr1I2LlGV43EFndIv7J6NbZDvXuNsHHvmrqvpgcshjZLvsG56mlmoIoIpQuUZV3SSUF1VlSr1JNtlU%2FLPJJlp9qqruehS%2F3vUolXr3DHZmdah6zyC%2Fm3sGfdu%2F353R5d2ebHiTzlX1GloX7%2Bisiscu11nlsp9izM7nFX8lu4aOEJeoD253wLdAkNfHqb%2B4Uzne1nzFunMl2j7LFl%2F1byOn%2FJ452FykRVV%2B%2FwUv3dqB93QSKHKdW71RtRSqWnUDmQP7T287sJ%2FL6B3bIU1yVbtd284wVNPqYwVwRMWR1T8ALqz12mMbzupQde2xzeesGEaAsoCZ%2B7I7D5y8HqqKTF%2B5qaqrs4r5U97TYn24Ui%2BMSl%2FL5w4rGd%2FUaKUyJBf1YbWjaZALrVXVx6m%2FuFM5Pr%2BN0IR9NxOqNnLKB6m1enX53u354H7lm700rf1vxKgKMUqcrYAU0Qq1jF6xzJjjwH6jGB6jaR4AQ964gTXA%2FzUUPFDv2r6dcu8vxEe%2BHv9Z62vgq7WUlzWibUsKgIsTMuWnqp7OqjUswt%2FeP%2FExJx8CD9Nqw5NRlPrAcBdU67668PbGCiq8837RST9I1ded8qspOrT6urVcqfn5%2B%2Bj4So%2BqOjPn0bQXVUcVbylY8MQuzMOLvLHqKgJ%2Faotc974YP33f44mOxUd%2BQXtZI8ZXERIvM6rq6ay2vyHKvOOP%2BD3f70P2ZwTFdQkq1P71dV%2F18N6uK6tRZeuDNcJ3rzr4ys9V6Ybqy0upij9VnFeLGzFqXMfGUzUvHTyrAXo3UF7W8PeqPBMsU6QUvxVqiFVVOPzcEKrq6Kx2LIoyh1%2FG74dfFt%2F7adrru4qu7qseXp%2BqpdYHE1IDGTUeXnak9k5sPkfXuV36Z4X%2B9Xf2vHMO%2BW4LelR1Tz2KPy8Pk9Pb%2FXrGsmM%2B2v4Gzp8YYrYjN9a7Y2eS5mu%2F%2Ft6bVJ1VlwJqkPepKi1UPRVd3fro43V1fa%2BjPt2o2k7QrQ3Z%2BA4dnVsNXeKUBzolL1%2BbDK7rU%2Fd6XTZELtRtroeDrMTsRDdVxowZM2bMmDFjxowZM2bMmDFjxowZM2bMmDFjxowZM2bMmDFjxowZM2bMmDFjBeb6o%2By0Pt5KEzRo61BQha4rq6dBmzsnnUdfrlhLodptTKuFmDVJLn0sd0ZGdafebSRTli2lRY0tO8OVCkMzSS0VYAfPQuvfUp3VeDG%2BiNKTVLFK3ZU7aM6KnDijC0TqWfiqSo2CGxdvO7TnwP7e2RBZwpo1jB9Nss3n5Eu3rMmwTX%2BdtTuaqr4lULqUjgBkOUvuaJT4gG7ntEQYW3qvxWdWaOgsrn8SpSdDAxm6CnAhXk3WKLNXSzKqWKU%2BVVGCxCXi9rBegxCbcDgJy73WXiOQzpbYhBUUKy5Al9TxZ%2BpD6nolyZQaBC1QcgsKloK4S79Y%2F4gKvIWCpm7TwRa3Pr271z2L1ZTe0ajwxWVTFnZSl9cVo5JMl3qq8r3WNSU5VVFTIKKhAlyMV5HVq9nKS9X2J9xomXApF8O0Ckq3lHKYaKHfDZ7unU0wykYMos4oZh1fpFI18QcvyS8vpwJH7%2BQrGPOqi%2FX%2Bo7EOtngJHDEi6L%2F%2Bs6hlU%2FD6CzWFkAqt1jpU9fZmf77wPSuKNxTJURXJp6cCXIyXk7WyVEWioaCnc%2FzgvKzvcsbf3lmuczj6G5UcJoZr7ez5%2B7b%2FraojcFPVijWdBE3gs1SqYquqRNyKW05noTVR0lxzxxrtADVQQkBb8QA4yaiRVjGqFKqipK%2BsJvamNFdzeR5bmse%2BCp930lWAvfEyslaWqrbu7DcFwcI3lIBq78TU0NTQ3olkXn5ZZrftQ6mrX4LAaDthLszH6iaGTa4KaZ0gHqcWFMJVlqq6Gha6AapXcHpzA2A%2B9y%2FWIqTUJ0%2FySZ324drbsueLHBt5BYmKm4AEFqw6G89CemT1w%2FuTtfJUjRf0n3HCo%2B%2BdPdC5iq1iBzqFgrAi%2FL26%2BW2rL74B0S0vUNwd91fBRFHzx7TNkOL%2FNcnu%2Fh83n6q6Ghb6qhf6AW3lAmD0F0j9pR0lQZ3a81a10iHJSLzUm9e%2FpRIXtfdACCJRo7YAeuPFHN6LfOvfklTWB7%2F%2BLe%2BzKk9V%2FV66%2B9KmNvy6qa37EiHI7otDd4QCa9F8aKImBUhkNY5MRVngeRKRjifZxqM3n6olvSrTPEMnQK1sAIyEG5liIXcATLtXVxooBCX40ttDEN%2FmjzQUr4MXg4Hm%2B6O5M1y7%2BhSTD4SzpPvQeOGt9Pq3vM8qjaq9s6e3UUa80qgahTzx6W2nt4UfjhK6g9DfgxxnP9%2BJzB7D%2B6ikuB8SXrEPKUSKfYZ731WOqtaYHXyNUQitm8%2FVPUMnQK18AIwZdXcATLvXglGwRa89kT%2F%2BeCvWeKUNIr7b%2Fpdn%2Fd3kUxHVC%2B9P1NKoauvk14gNLtTBZnFqW%2F3om1ngo8BHzaT9Q8Ps4eeEk20%2BB3vo%2FD0prRSwxlqvJdmdv6dQCbuMB%2FoqR9Xm3F3rB8CVyAAvlwC4OANMFwHUzQB3gbokPzh%2F%2FPFNuSlcxK%2BrEeSjELUYLyOqN1WHZmQ3Jza0EBtcEGgx7wp2AkmSGGaURUlymJjHPZB%2FvTH4d%2FbcXPJXS9YenlZaBcRIEBNL%2FJxn%2FlqJg82hnSQGbaTkeLeLydIgJQWcyw1%2F3Rlgan3UVHVUHIGB9lFKWq%2FoKkg%2BKlHdeGtMRlS%2FEMAf7955hpNV1RTFfwKhLYYpkcO0DmK%2BrmlBqNnzfHFgwb9GrQUbJ8GfH9QrCZjh5zReUbZ5C7R4i85IKZIe7iPEdF6tlT9AXV4ZYEHVUupTiqpxGahqZ55COsVyPGjMhsoZUhVuEYUC1cp61BaU31DOpsspEafyWxUrlW4L6tJN2VgB%2Fkghh6a0uX8w5o3nSQ%2F3gYmUcgacyw2v73NLz6HVpxRV41Iy8MtUCVj9ZwDGtNqzRf0TY8aMGTNmzJgxY8aMGTNmzJgxY8aMGTNmzJgxY8aMGTNmzJgxY8ZujsFqucCyqMe0eRbGjEmI2nhR%2FHG6FDdmTYPuyzRFFsxGn7Euw%2FqXMzQ8LucGaZThkjub4WXQkmmasrIxYyU5%2Bbrm7ksJ6coR7obNoDIUgX%2FNSo1DlOxuxtV32QT8D%2FgMRcKk%2BWOQRvmKgrSGoRNgjuA1djarJcu%2FXfgzuKpUq%2Fx57MRgjX6dmqhhorKyW1sW20ofqz5LDw%2F327dsPDLvLTS%2FWYrnS%2BJoZ1GwrvZM08R4nFand95Qtux%2B0ckDH00N9c6mvpCPkbgwbCAzmsaF1mHFiklUiBnIgGh3SqwTbbyorOjBqK2ZFHhJTaTVuaW4fJ2rVTd4y4ZTvbN%2BMp0C35UdP4prB1cxaw%2Bl%2FL0TQzNd2eM7Wa2VblPeAZe60pFBF%2B0fZbpYyll6%2BDgsJ4J4iTwNEms3SxV4kZ2D3sJd1vkks6V4viSOdhYF67RnmFQjd%2FuTO2%2FwH8n98sJACwjIeqFfVtDa923hbnyiHUjWte%2FLaB3l2FpnLV5UQW6rry2HDCmD4JavQB40nVsq1Dl4S%2BPFxovn1sGysmoFPsUaISwHAaxWdMs6Zfmw1A%2BXwnESbjglb2gUssrpU4QoMuhcUYfLXulhaWfp4fEa7bhGl7gzgLN2s1RVRBlWuGySUcjqhaesV6Vj3e0ZJZJV4OWqZY5xqTSf0p3Cui%2FtvlW%2BEA2lJIZf5p9RFSHC5LQ%2BvLX4EcnVdNd86SDXLMibAkc8FnTfQ%2FelwVvUeFRYbWZ87AO3PKnET9qhr01U2QJ8KHc6zNzjX1jaFQik0%2F5qN3ewtLN08bzlEyC7CkFY382mqnDZJIkaXnhaq1Kx7vakkdXB62qseJTuFObWYPAzFD0R4l6xD%2FEcf2xssSvLl2W7H1HiG9k4HGc4VguHkSv%2BOU3L7wHrL6OqwAeejwCWb%2BgxNHNunWIUmwyhHut0WNncjRfbc4r9yfzXdkXAbCtAXIySZbgcLOUst2PRruI8pyiGwmn1SFZZqnKXpVHDC08VN6Nh3e1JqZE%2BUSVk1SNqVdWGs3w7DEiv2FtiyMLB7rnOrMcjysrG4aEZHKvzAixX6XM3TlQZMQR%2B3dTpbRAmx7uyeycgXK2W45%2B%2BtwuSYu1CS0oSvm845SW3IQ%2BYhYAklapRl5uoz2o6qYcvplJYKSRTeaoW3rN%2FDOSNp%2BsQUrCFRFVnX0T7g%2Bi7psZKz1zR%2FeoStapq306uqNaWU1U7frc%2FtvdPibxomHNz%2FRdk4fXGo32TDjbOKFQNPBbN1V%2BeNMnv3BJiNfj11BbWIKNeTguq9vhOjCU4UWVqRrw3dG%2FnpO5NedvTqepgKWedW6eHL6bS0MzH99x8qrrvwT8G8sbTqUrB5uV13Eenuv3jTO%2FlnZWOF94vfz2jQ1TcoGhkymlmSLrU%2BGPHnoH55tniRzT2jCy87vjz4fWOsmCSRNWew3sneP2jykdfcC81%2BOKJQG0gK9ckalbUSKi8ijPVYQ8ihZAqxakcLOUsoftIv0rSta8PyLiFVF5ReaqibyZJw4kXnkpVGlZ3Vx%2Bn%2FcNM52VNuPh%2BA4%2Fx1zN0oqK9kxCPHLK7QanjNvTO2sFyzN13yaTKNpyNstW%2F7b8g0PKdXDBIwEwlTKoaWDXqkmOoocbnk0CgSEjDgwRai7p8Tlbcyys3V02rwx57%2FK2mqB4XY2ln6eKF4Cq8zuqkyLhVmqrcN2nDiReeGqvQsXqKiPpk9SAqzAw%2FFa9ndOTHWPWR7Tju9cydT6mwWM0I7rA67%2FRdMvzJjV3ZcF6wuCsr8sc%2BwfgTuEGU6NtW2ptF7Xvi5uELkwK0REIuyCaoHi%2FF0s7Sw%2BM1Np%2BDqUHjcnhZI9yVFvd54Sn0o2NLURR0yKrzsqbgfq0AzvC2%2F63q9YzHxSEg7Jk7tkN9HsqD7p0YyHRme%2BY2n4MkTqf8HFZzagv%2BuQF3dXCYWil6xYH9fPotlHcP7Gcrbh7eTVZqxi8fZCtVj72wlLMEyn7Nr8Tb6sUdsmmNl%2FM6X2l4mqMLd7XqaHGfg3I%2Bqemngy3NeKvrvKwput%2Fdt9p50MZSBD0hIOyW08gdBsOsOgX4DopKL2zMFMpJa4fUDsNWQLlu5d0VNxfvNDc14%2Bc4q1r12AtL0UrmKP6cVXiaevGNMXedKV7qoFyf1KOeBvZ6yKrzsqaoY4IGqKkyZszYjeh2qiuHNmbMmDFjxowZM2bMmDFjxowZM2bMmDFjxowZM2bMmDFjxowZM2bMmLEym65O7%2FcNb59Dlp1cnvWvuA8FoEYxnda02A2oVVr3SlbMmlyuNM3p9MYZTaf3%2B4YXZ3EZMXp7JrOdWZ36VAp%2FoyzwEUhYfkStC3XBXMGdZ%2FT3fXj%2BPr0rWbHAAuhkTt7Mrobvb5ETbA24WrRYK0al01sani9qw%2F8rU34yL2pW7vK5OPNKG7tyXq3b7%2Bges9SJXQMZSn1Kxe%2BdoOkq2488o%2B0yGtSwJqNK3aPrpWoUBU%2B19k1A4tGvBCMw4BPgpU%2FfW4n6U4nK97ewh4ZY00JeBg11evllhR6QXKfXwbudXYXvnf1kE67f%2FGQTLrClly%2BEoNR4WEUKomYndtHrT7tftKaTHYtIiiR76CUQO5VrGOd0jzfegd9tvIPFkXzy%2BgidZHthoQbeirVeo9QfhcebFqLajkWnhjUcyoum0UJyXVe3%2Bqw9qF%2B5mtHDU0G8E7uGZij4MAggIB6F2W8eVdc1xxdxfwssH%2BsfX1zXbP8CdXqdy6p1eh28%2B5Dju7K49g7Xb%2BKaPRxZaeX3zn58D6eICg8SMCusPVaM1fK19pTyhQCoSpfYqguz3S%2ByBpvejQ%2B91HpN1tBc9xh6QxTlTMP%2FscNbVfUROhd8awUqXjgitpBcV9maXA0uqO9YVGpYgTULzlNrvUYZi3VcHZQx54MgrZ6XcSeO9m2%2FEsSjL%2FEHUb%2BdlFXYlaMqq0HJvUROWteuP1%2BoGlsUI4wNy400%2Fjq9Dl4canzCFRY1nUwQykf5rYEMEnx8AKmtwsO4wkJXezZbdVFGqb%2B4A7UuMYq0JHFGyA7tObTHAodJSGcpXPeY1Q7N4J41sOofPkPDfyPHw3X2WAHcWqHpJBGfIyo8yAYZHgPfkKtzUsl2uTFUagQ%2BSri6bRgRPiqnq%2BPGI4miKK7pCsnpW0amaMRz16n1NfUc1SpqUcq8liaahugm1%2F0mUOqI47vniptMrtNbGt5RlOGqMSr81BCrhyCvmjukGp%2B0FY9YfdNJlc6wwFsFUYQ%2F3nEQqFG9Wg1I6B7z%2B%2BT33ZmV1Qfx1p5WtopFc0KSBLxD1Fo5vulKVEu2ywurogaX23R1gZ2KGXChq8u3uuoLL6lP7%2ByxHbQsLmuhEFVkiXODT0hNZx0RND0tKe8r2L%2Fo%2FZNoMsF%2FuU6vg3f3L3J8V9ZRbj23DkdJVfkBO5OYJ6oSjweEaiys1Bl28O5m8cez%2Fs8G7Zlwv2WPrKj6JBP14LrHVgxHVBxZ8XNCWh%2FET4cxcOdqOgT8mJuocvyxHY4ibqlUVVNDZ5ycGnILx3Zlp4akQezbmLEYmcKYRugSQyvVliOLW0qWuPJUZf0ndjkt1DMHCUTubajTu9R1%2FXV6Hbz7kOMTtpg%2Fzt0wu5UglG%2FL%2F%2FcJotLq4w5o1XgR8Kt1iVn10AwmkxC37qcdi7tflDU01z1mtdDAMDeH%2F2vXnFXVB%2FAwh7ddEEQ61PjmguSHHM9qsWR30C8XHiue2lCooUdVVvPkU47nPPmUXDKoHXWmu2F0tGMa1V4IelncUrLEhW1D1CvU0je0Arz%2BvCOL4wYsfPqBOr3FaRaZTq%2BDd%2Fe6KnwUXnPg3G3lfJRYPu6WktCqj1793TGBXJcYI4HB0825lAkmmKSPJad7LDLAuFWIqj6ID92OLghjMAGPNYF62COqCm%2FrZ4X2TuCj108rqalRyuyTrRCS7yCCrhCVA6IG8xHFLM7My5fFLSVLXPm00u5bU19g%2FXmKqyub%2BmL3rblfOYrrNJ3e0vAio1Wp8iuH586OYXCSfbJJrbjo6B5b800sQqqPLt5OdBHxnODHd6oFSJcE2wRqlOa8rIUH%2FKxFiQy675z6EoWeTNLNEt%2BADDBEWCipa4%2Fatae2uJQLhU5vF1Wn93uGF2dxdXoKUuged2vVp1J4JxDWdRpa4Fua8x7Z3jMnn6V63Xl5srjXkyWuPFWFjmhOW7mm6K71dHq%2Ff3gx4yBjl2P9q%2FVdRgvdr9VCqCJdAWFbSha3mKz6RNW9W2PGjBkzZsyYMWPGjBkzZsyYMWPGjBkzZsyYMWPGjBkzZsyYMWPGjBkzVgaDZXN7TCsYM1ZICw1dWVC6QQmPPvtzn72m%2F6DGlfrg%2FDNqWUZc2dpzuOL3PW0xqhwm1PqMVtkZlcJBHsm8P2tcK13GNnkOD%2B%2FvvpO%2BHbsxisPqZ3TdT0lXFzf2Ye9sfDEIq%2BytySDoqfXOxj4kXWUMnTfI2tidv1evSQi8FGU%2F3qbRAUwjleD%2FPh18x%2F%2B98wrtj9KtsQi0Dl3a0gpwsU01Ta0CVY1kSfqyoDYx7f3UoPtlHse8f1m9R%2FDw%2Fu67aO1PoG6H1DPn1a1SOl4QFddrXydZdXVxI%2Bzh53D1IwoQ4kq%2Fh5%2BLqB0y1nilmfHrbD7X%2F09qqq4F2cz1D9hjWZ2y6aaDrJ0hldqhK%2FBzWi%2F87eze1wtEkX3P4TKeoAZBHINZDW2ZlK4AiHASrmMPI8Y8J3i7z1NLeJafYOWmKldbLGV8kY824rdC%2F0gp47aka2qVyNlwmbtEvlUoMnF6eIeoOenV0skqdHFhmS8s6hEKDBIdWlu%2Frwkwzz797NOop9acFxXzf4yBhXhOKWbvxIP7w0Bx1aiHzdH%2BRlXVnb%2BXdxwYKLcXuGE7y4scE%2FAPPtJ8VIYXY3wC1HcHMqDG9xK1ZWlUXSrmIV9clVcFBBkPR3sKjw2n6F2BrF7Q2wWdBd2F38laNczU7bh0fJGPNs5vWUjIzsjr339h6b0Ov6zb%2Fv5PQL897auEuMQLbXleYWvkvxO6uPFF%2FC6%2BqNLFdfSL7nrgrgccXSPZpbmgaFd2%2FCjr7jrULJUd4zYeyfVBk%2BvfiUrnwo3vRmGcFuLeXAsI4oJ3qfhX1%2FSmZXg%2BdqE85%2Bs%2FfP2HttQmaV8WvnGGeusMz%2FCUyV0LZbJSX8Q3CKkRfCYgYxoqj2sV1oA0ZtTxyCxKIKtVl%2FjcGV%2FEaJP4XDEWQaSE7u7oGvmVv%2Fm1pfe6dVy3%2FS2JTFzPnF7n6n4S1FC5aHLDySp0cWEwr4NmVOriOg%2FfTVX5xTsWcdQ%2BtWV0i3W5TdnPWcPWQRE%2BhhiOgOGr%2FikuFCz5oDvJpu9DAtpiHXfbakUHKfjUV7DivsUfzw2FxkbTq0D%2BczSNomUUojZe5LVROW9JfTTIeDz7k9Uu1UI%2FopZC1cLfq%2BsjiJokkRXlSHjsBi54OSyVzGEhrlIIVOhwZxRkNbr%2FiaX3%2BnhCt%2F1lio6P%2FAKyLkw3A0ClKu%2BeChVBc2R1dHQDjwUeU%2BviVlVh4IsHUlV8lo9JCXgYR7YH34MkVK78w%2Bv98a2frJvCG%2BudFSNfnPlJRvdNwoz2X1j1QGb1b%2FfZwlGwSUTN%2Bn9Jsr5JP3z3JY6%2F96Uk23Icf%2BqPFwmlnrkZe5yfifTMRdTbTsS43Bt33pXzsnEYHXHpP9UD7eniRJ3YvX2tfQdvlS9g06OqQ1SxaQmdrPE8Uf1Se1x5WcfpxweK7xRGwZryURVKa2j7yvuc7a9eP1VzOtlFh%2F18HV3c1vxWA%2FIAFSlafEjdanNX9uHnAguRfOlIJ3981O5vkYL78j1kfIPfvGoggyPi%2BVTn%2Fw7aJZ9P4cgJVwj64SGgTiMex3fMMVtpf7xIKL3wU1a9%2Bdzmc6z6hZ%2FaWz3UyYiKgakY4zefs%2BeVMf8HyLO%2Bhf9UXUEgR9Tmj5vssv0zwJWlqkNUGNe7%2BWxSvd2VQ1Y5Uf0cXFYj3Jug8E4H3tOPavzLhzG1L%2B5zjmwAolKVz8kLJV5zMZOujm5V1WrGD6So%2BCy9eH3%2FhWaXtH9X9nxKdUvYGHf%2Bnq1wlO390OdTvbNtLPA8nII3Fg881gaP3%2F8KiIcEyLuv%2FxCdhdVbB8NSPCaUgKJw%2FQf3P7gf7wbJJ9vvLLDQmQWJ745czTsO7O%2FMBhbKNapiSCTkM8cjuBFRkzQDXOy44hn4X4HvpwcZ1z7IL6d5d%2BNPug2nckQNOakf7wSXF1lVRF3q4JgJzonD%2BqSiQHPK5ehd2cG%2FKydVYUx92%2FsMaIOacsxVsRXd3%2BcnN7o6urpzVXxrGylI%2BoBAp%2FThiPFo306%2BcR2eI3%2Fom8%2B1wTiM73mty63gWLLHz8WxI%2Fa2E3f92Qq0MSGV7Z2JxhdSJzfi52bIdePXkxu7sjCK%2Bb6%2F3XAWpCFXiLrDllcrTm3ZcLZco6qgmi2HaW9EJM8Ao%2BPyZ%2FrZoMuFJZ0l77zDkPhtyu1WgF2UzLGcmXLhdyqyylrefb%2F5eZsrE0y7Ck6%2B5G%2FndalqBdp9znh0h%2FSVk6KDKWxTn%2B90dXH1qNp4sfvS6W2gTgd5S8xVqgWgT25EYoNoZn3ra7w%2BzjYa3g%2BddcBmVO8l%2FpD4w8B7h%2FYUpiA88ZCuuAeS%2BtsObWoDvKRGzR9jwm1VvhvDr6vsCKH5Y9%2FyO7B3FYrtOJ6CQGRHuUZVQbX8Jo%2BpgiDJ5xrq0cs9bvBx1TVdaVC8iAj5fad6Duo6uWvivLaR3S28xMqTuwnOmmwqJ1Wbj3rjYXirV4W11A5G1mRaurh6VO2%2BBE5Sk3Mrkogjq%2Fn4HiB3A87AemdpOrewTUIHhMBx%2BL%2BedI36TdAN%2FGwjkKhe1idHmd%2BjjCpe2nTbe42c2NU9p3JF%2FbnqUpO6bp0OUfkkYWRKbMQwMiWfrlTail6KhNTdATzTfmenP9ZP82YqVdde88Y%2F%2FJw6rL1OooqelK4rm2%2B2W%2BBQvlXSc5J851GTu1InXedW8xotTClIDZ1Lv%2BSQng1tWcvVbrVcsb80fVmp61bTRL0LzmjJzfhS8Km66jtnogXVLan7JxCFM2HXoeZNqAxErWijfQcftDFjxowZM2bMmDFjxowZM2bMmDFjxowZM2bMmDFjxowZM2bMmDFjxoz9%2F2u4KsiaNO1gTOYkgWLZCarynNZV6uyy6zRcFwRkdJzX1iee%2F64%2BhRBIyIR81S6W3CtZKy%2BHR53neZrO8zLFT0NXdhn%2BH9PyuTN2Gx0sqydraWHlz8rYyAyt9KVXs7%2BJjBQLTzbfr0X0PUh2BQokTLBsuXhJvoED6LqNFxsvhph9BYoOXl3o2vjRBNN4jJlcMxzU6Azmya41r%2BcgsAakBv9R0VQdJkfnOUHUeV6O%2BLav%2Bv9p5JV9T9zzWzXescZ3caU0LHMMSkrX1kkubXlF1F7rEyWIzRaWJ1YI8UJ%2BvWSB16%2BJzg594yoW%2Fmr3rSqHCX6ZyHUDwY9U5a5rhvWhGVxmhkvQrMwqtq5ZXZvA853ZX3YnSRLZ1suo5rrhFOt%2F9umRqTbSWAaaCJdv%2F%2Bcnn2omdQbN7Mmnbv9nGAX66FQFXZ1v7QXyhNqM%2FsY5lA6rqfNcKr53VkjTlr98EMwJxT6M%2FjryNUUQRvgnSgQNv4nLHP3JnWDutsQDqSHr8kGmr5jYw%2BquIMkKxNnnZX7Ax187qszwETXn17HPiqka%2B4zguOmVi21fJv5P97%2FGGatWadrF3es8FX0iq%2BmdjbrwsGhXOdZYsTb20EsYH1DGow1HhS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2Fy8vL6%2Bvqfn5%2Ft7e339%2Ff29vbo6Ojz8%2FP6%2Bvr19fX19fWmpqbLy8v6%2Bvr4%2BPjT09Pr6%2Bv6%2Bvrr6%2Buqqqrz8%2FPt7e2ioqLPz8%2Fa2trW1taioqLr6%2Bvi4uL5%2BflVVVXNzc3%2F%2F%2F%2FW1tbj4%2BPh4eHq6ur8%2FPz%2F%2F%2F%2F29vb7%2B%2Fvz8%2FP09PTMzMz%2F%2F%2F%2F%2F%2F%2F%2F5%2Bfn19fX%2F%2F%2F%2Fy8vL9%2Ff0AAADZ2dn8%2FPz7%2B%2Fv8%2FPzp6em%2Fv7%2F7%2B%2Fvq6urp6en%2B%2Fv7%2F%2F%2F%2F4ck%2FmAAAA8nRSTlMAGgDUzwIP8SMQ759fCgUvqfDGFeIYA78fbxNTt98%2FhsV%2FBhdD4Q1rRI%2Bvwo3ATxJTD18IoKWasozTETbQ4D40IX5hC6dAMR7RXydvEsRuotKLkZCATYahkzOxQlFqmbZwJiUhFWy1wyJYcXI7gB2XIEFbgjxgiWFtfTSFMy8wSYgEqFBDTSE2KCpnSyZZUaZHRFAsDuWBYJJ7AVZQpC0Z6njBKWjdN4dlMV30iN8bV7%2BzJJeHMRiDYsR6U9yVYxdP2c1dj8CKFZZVFjtaaTxOI9cMKQk4NnBW4PKUOmiNI%2FkwWoQYUdQOSk6GvkUURFSM3n71h14AAB4tSURBVHhe7J2HfyPHmaa%2FYicCDTQCQRAkQWgABpMcDSkOw3CGM5o8Gk2QRjlZOVjBsizbcs5pndb22r7d23ybc7zbdDnnnHPO%2Bd6%2F4FjdIGu6vmp280CtbF%2B%2Fkkn%2Fnip%2BaPSDDqA%2BFOm7J3ncIoDi0NAQkY3d2IaJSws2NNZZnCouduhAsrgf7o4BYy59O4fvn3ROJQKoREkBGKqYytAJCCEQWh220I81TPFIozLaNiCMH4PJr47WIooL1C1isUUsFSwpkMqPAMARDUIFjLcYpj5tGbmqw%2BP6bhz49jZwbZ9S9k8Kd20QQLDdzFbdIz%2FJJ0OFyJFaI6mOcZ6HGOzAGxdi0tN8JL063CmJwi9FviX34m4FUrlxl0PgaBgIbrXJJfVp08yTrbq2tt99bINtCj9p%2F2TiZMMigCzYGa0WxwBgrEjxCBUici56obyLjsF%2B%2Fez8KGLwUdxVJuq9HZcpljX16lgjlaeg8hTpmUVNqubcUjzNKnBbGIBbJS6pT8nMo5ilAms3kxsAbElvsP0DqP2Ttt9KsEYIoBELpWxWDyHMocSDdUiCYMYDvJmAl5sUE%2BcDgiaiLMd6FrTJUmskFaTyEah8JPZsiru8WGL8ouLpx2rfqshkVQix%2Bz%2FOoyRIte64GalXsb5%2FJFX7J4UfxsVI3EUcMyrVrbqAtbVVB1x96q39f4Yo0goYpBJ6EmhWa31nx3WrUmskFaTyJah8iVSofNrqY2umHOeNsyIQ457ksUTnlP0dq4NfVyuLrpTKLlHy0sUp1UASq%2F2Txr2ASAiiwJvNYrVzBLjUbJ4BjlS0qbdE%2F%2FStUgAExAMyWG2jI2EFDd3qujNsWcPOesxquY6d1OOSmiMbId4YCTT%2BBEq0xDjRKACM8mO1HwF2mYm%2BDnRdrRRht5hUmRPHAeD4CdL3jwBEBQ3OheC84VE%2FXi2L1Q9fB14kOgFc%2F%2BzeVgmgJKuVTnzsPSh2iFoncY82uVrw14aH1%2FxCNVbszO4heYa0vDPk30uc%2F%2BOxv2LgBAAGdjSM8R548OvqoxHiUl0bYWyX7R8h1P5J22%2BHUIlAxXSl5FYDeZS67hHgTO%2F%2F2aoPbWy12r9JqFVifFsqsLYGbGtlJyq%2BV2TuBRrA3WTgs%2FAY70S30519XFebg19X3520%2BbakctBO2j%2BZ%2BNt23qsdwduyWCWnjjB1h%2FZvdWkqhPxKVhi3gMamh2Ilhn304xeIaTVJpVlsTp9FLRt3F9DPgvtmX1czbf4FSeXghcT9k4WXLYxtg8oYrLJRKZNTC7XWa7R%2Fq1RDCDfq7RltpDwixPTcjIdii1R87MYnptUktdKYn6Pz89ZSJj6l6k8NcA%2Bc9bqavvmF6jbdHqwW0vYP5%2Fq9dLGo7qVTrY5OXKnXr0yM7m3V%2BFzIAs4S0crEckCmBDOedY1UCmI3%2BtN0LjUucan0yDOycjD8PZk4VJDCB3%2B%2FqmmtSqlc68g2dUYKlLJ%2FUrgzMl73Gu3xESfFqorzwO0OsXiI4kmrCe%2FSRoQ4T3slOK2ea0qa001Tgci0E2TiQkVk5tHooO9XnYJDWcP3TzovT4xOL5dJixDqXz29gHhGRZTRIRogzT2l5mk6b8F%2BG5KhtyB5%2Fj%2B2mie3mie3mlvNk1vNk1vNk1vNk1vNrZbouy65VR8%2BsST3UJbGpopjJYZdoNsFXGOptDrpfAn9LGWvU5xaLJFvmr9Ycu3kzstYuiHrUuaUFsfGFg%2FyQOFa%2BHaCIAeHMNTnPgA%2FwSrnrg3UPPD%2B1R8AHnwQ%2BIEUq7xONv4w%2Brk7ex2vBhRhng9ks%2BoyGAXU6XYrROTzXnTg4PrRW3EAIQQI8tueVn3I%2BGarnNuoz4%2BOztdZ%2F%2Bpl4KWXgMspVnmdbHwWIgxm91XHA7JxiJ1A64jHvJg0WS0CmBqzWf3NLSG2NmGTnopCOm8l8RZKpNsDSbG0l1UfUXyjVcZLqE8EoGCirj1cC%2F20Eq3yOgjrML6wwHgLFoWxUGHzicx1iB4CQJy7Iee7S4biAw4QUM9k1XhodzE%2B1yRqzo2zk3YXkPZaZODoEJl48avVU5pVQQjFJltVUgHfZJX9N%2FDDuJ3Cerdr%2FasvA5icBPByolVeB6yO5B2go%2FOXdzpJLuAVVseuGOv0%2F2M%2Bce6EnO0uIRO3elPbciars9UyhSlXZ%2FkJvoVSCS3OaeNRCTi%2F59j7UGFc0J7XVSWVad2hpv5VEO9fPQXgwx8GcMr4CRybTHWg6ijungJOuRo%2Fhp%2BgMD%2BBw4Y6Xb3OrOSG1BTPdKxCJZNVfJn6%2BbKhTnMcGG9yTv%2B5Zrb6CQT4LLtQEAkBIRKtFgR2IgpZrDa8aEzvX60AQBAAQIVi6bdzEa9jA7aso3FnGph2NA58ncJ8HTBsz5%2FQ69QkD1OM9TmNju7yYsqxmtFqI46fo36eg8HSzwM%2Fb7L3fR6RkYPwfTdzQVBtOklWuT1ulfevCiH0%2FtV7sZt7zd1ovM5F4KKqozgBpHMA6BB1AIDNb0yuGOvIVPAk8YT1BztW3fq5rXMb9fZjcexEEwEHpjPw%2BLjxDPwH2xHgvIIPMy5EBqtCiBSr6f2rswAaQjQAzCbsFVYn2NwMVB3FCWD1AeC9RO8FADb%2FmZ6az7fzcf15%2BWr7BzhWnYnV5irr1gPtWCX9swSbQHOrXN5qck61ByTgfPY9DzUC%2Fs6GICfsbVXCFKtp%2FatL%2FY9pHQKAJUOZyUnwOnNzYR3GhWAcKmDzHbU9GfpsvfcpPsh11ZhNZXVTG5qbt6hJ8l%2FOT%2FeITPyjX6l9kG8mqe0cwGp6%2F%2BrdAHCd6Lr%2BewKopNbh3Gx1kDoET%2FHBrqvGzCmrc6QlGFFA480k3jxdZpsJEoCgeE8lhfdQQ2JocjKj1fT%2B1RoAvJ%2Fo%2FQBQS7fK63CeZjW9TsOrM14dHW%2Br%2Ban6vF3qZbJKyurBpGnQQpicNDY0E4aAXnQC73%2BNh3XZsv5V1ow6RzQnv4%2FyMjJZ6nDO64jMdaZHJxgvUHnZND%2Bh%2FuguHdXmU0KEUF8PPpES0esZG5pJDAkxdDPOk%2FdC5Mmt5smt5smt5smt5lbz5Fbz5Fbz5Fbz5FZzq%2BYGw13usyHXNjcHKKrHZwuvpKWLinmDsECGlAwdND5R2vIg39VWq0atfV5Y14fs2ryIktVqjbUepmUW9zI2CUyes9AlnvJZtEfiaAEL%2B7OabBqJQ619rSnT4jwKiCHaRaD08MdFvVDnWhVXWpm9jFYrEf5AwoYQz1INNQZ7QG91GJfJkH%2BGBzSyghWyJoUAhJi0SIXRAaw292W1eSBWE4uI3YAIGAOYVsWl1sGsvhLhY3FahN6SqXLs0xZKxud5QurmeQee0xGIRnrRD%2FVGFE6iJKIQj0gdYsjI1RCzKhErnWrVj3Hy0Y3OwCDaqx2Ya92%2FVeBYhK8DbLplAbcC7MT2vh%2FEMZPVyhraZAjgMGRe9S2RQiWJg519D%2BoMnPi4e1n1oReZJXLHKtJqNUFrNaZ1EKuzIswstzp%2B6dK44Vm%2B3Ah%2BCmiZ9%2FsDxFNBnX6%2FrTYVHuwMvJBmdcFs1YdmtYp7yLVRdEFUSNBaiGsdwKqKxq0vAF%2BwuNVTn%2B68buH7uQqxdRYnXWL5XXxtYKtChfHEgcHPwKEeSixPJO3BZHVdt1oQc64NwEZM3zqpxPn6%2Bpth9fiLwIvHmdUOwswaVDTPb%2BB%2BYnkYP3dwx2rmu6XWQZyBhdgogHj5XYTChhCm%2BoWqZtXttn4EYW7Wpy%2Beqbi%2FXshk1dqy9mMVH9ja%2BgCY1YcsIcQW0DGp%2BGkcJpYbeGlfVktAaXCrzYM5A6%2FQ3lZpJWE7C9UYr0wBP4kwSh%2BTKrmSmsWqNdwctrhV0Q%2B3ipMnway6eF7usjYe4lZbpRpeIBbge%2FZlVZnI0nyXOjD4PTCHu8hk26tvh6gQ5ypKH5MacSWVW63G9VnDTriYLnNRhEyLdWSaWzLX8AU5%2Fkn98zpXwW6X1Mj%2F0NkCFhKOym0emVgYbKXag74HNtchGGyPTmyH2VbZ1adLVbykpGpW41xKJalV34qd30KwjkxjS2YX4WLXFfY%2BFmEakz3SYpt%2BH7lSXWFHJVud%2BvfXanNAqzxpj1vQpSpeLmQ7VUmpUivrTw9EmDJlyty25SD6oVHD404zqTQiMaOF3R%2FS%2BIboZ6Mw4PrDB3UGFpRchxTkSX3cwePQd0ZW2P8ZNHkvRJ7cap7cap7cam41T241T241T241T241t%2Bq2aOAs0rdVcquuXawYFrpdTF6%2Fl6eDJUqOu0SDxvdpH8mtus8eR9HUnQ3ftK4vANslPSdxisOlKcjZ8uc6jI9Ryzy%2FWKEuq%2BUn9KOHW5VA%2BVASn%2BrQAcR2wy%2FJvAWwoYjyuD4vFDnwTdi33ZhV1z55ybJYx0B9sw2UDOvrRqK0dAHcZ16C2xp2T1ywntO4d3aCcJXPH696M4EPm0s1aQWkISRQPpTEgcUWGQKAkLknBtIRlFbGm6yUokyeHDJyGLT6QKRVTcPJS8P6Wq%2F1ibnlNg4b1tcFwHR3jOunn8KmEGLkhG3fMeJofPR8yQcWXX1%2BuTAa%2BMAFTWpBAKLAtALSEBIoH0riAIrdwa1KEVA2OAfMQyZ5csjM14llHX2tahqOX2PLSr0%2F6kkwrK9r6ts%2BFcKaq1eZix7h%2BAnG%2B4uZr%2Bl8oUK%2B3p3hLiJURVhkjyANgQzUOJTEIWN3BrUqRSgbBs5KKcrlySHOE1tXIq1qGl8V1MPh0KJlWF%2FX0AVYQjuk9xuvb7CGTzB%2BP6w6UL1D4wsoLrLttrEbW7cRjpGR8iFXcaMl3x3UKmxlw8BZKUWZPF6IS%2BVauVSVNjDWHQMu8PWBI6u1%2BEFc%2FaTBNQE7Um3Gf3RrZMIbLzgaf6cHKTV%2Bgr%2BgrF4w2iAj5UNrGmeWpga2GmXNzHkpjbKXsc22v5HUutIAsDbEpao8gCg%2FxtcHJsn19XV%2F7kGE4VafkvVtMF5oEp0ul3QezHhSKvTXYfSpJ%2FY6BSylSKd86A7FjZaqzwxsNXqEOxI4K2WmI2InI3z7fTLGDx93KHxLY5ZKvQ3IbDYN6wMDgLa%2Brnf5i16C1Y%2BMb9cHGJdp%2BpwHMxsFAkjTGg3qUgkYlo7MlA85ihssWZMFZ1Cr1rA6TgycWzVTFcP2%2B4lSh50hoqfkWxopleddFoD6nGl9YAD6%2BrptrB2SuE6xNNClubLjdtFgfDtmHqworrRG72x0qQSEokzUOJTEw7daI71B75akTyXVwFkpTrlVrjVZ6hDRZZy8ZJZKzkUPjTNkWh%2FYsJL%2BxzzIeLfH8Z3YyZ0D8eS2ZSAUlUD5UBIH2qfPD%2F7ORvpUUg2clTJTocK33%2FzOpi91iFqwfvCaQ%2BYEM43H1FjKerzN01UPqJ4O4nj1XAMyjXOrA%2FHktmUgFJVE%2BZBELueNyeVmQk8mZW7dJ2nI5VIljwaZP0Z5uFZzU34kdYiubY2cdygpwbRylLoeb7MwKkSB7ZjVaSEzvToYT25bFkK1IXPKh0LkcD7dowNIVNkx8ugLO%2FY4TddqbsqPpA6R06TvvORxEnDeCzFo8l6IPLnVPLnVPLnV3Gqe3Gqe3Gqe3Gqe3Gpu1dzf%2B5Zx1ShxcPUHT2uqktR9uN%2F4ST9UWThIq65taI95S7gaAsyddTWPzc%2FCB85JnHT3ZdVuUULel2C1UsTCYK8at0XAUMsNrdqm9pi9uQd4%2B5kPq569Prk%2BgOISkaEPeXS%2BDns%2FfJzXJ2oplMnGAoC1fVlV28%2FkGVX529x750BW5YcvgEox7EYrAYAQrL835ICJW09Xq09b5vkNGPi5kYl5jbPHVVmrjQMfqpWI9SE%2FQvTIRB0lnQdEgZlXarw%2BLRVBaTZ4o3opu9XOVQALCVK9%2BaqxkjcTDGT12RqKQBG1Z4eIDgMAEevvlVyGc2%2FYKRScYc8033pmHIxbq1crgZWxPrm4qwyc%2F1CN9D7kCnwfldtxTOPRRxc4j3biuOLqyKOEmGy0apCptTJa7RYRxnTc3yvlFYxWpdRBrDZnPIQvjuYQUQ0QgkgIredTchnOo5PRGufWZH3Y%2BVmPceDUZ12Ac1ld5zt%2FBF1G60MOqkA1CLxZjdPVlo01zkOpM%2BU4b9kpa5oxGyf7%2FGQ2qz5UCyrLyoaSp1V6KKVtKfvirkNEDWCH1khlL74u8Trnl3oTTqXIOXBnbw0mTgSdQ6bXg4zeh7wePrZX0%2FjVsF%2BS8UhqoPEppFhlNkaEAKA3cJJtvi3oYCfWY4a73BUu1Q%2Bri8JBWj0UjbP%2BXsllOPfCRtc7PJ3L%2B8RKMXsd8%2BOKKzgngMmqJ4TWh1xBtSq%2FHtL4j1uyC4vxUiRV449ZKVa5DfNBecmDjHcpjh9FYyM81VSHg5S7XHZXPJBVMe9J2JgXQ0Rvi8ZZf2%2FIARO3Xd93bc5hd4rmOkIYuSASOienWisBf7J2F%2Bl9yMF8oTAfHNHrHHGGq8MOMY5Qqs6D4SqApHUDlY1Uq803IPNGM46xOb3S60F9JIHd5Wa7K%2B5vjcj8B%2Bdbxei9SbE1FPb3yrD%2B3r14ESgmzR%2BUE93xaQC1u8q8D1neA4%2FxOmO%2FUHAqBo67AmKcnMK4B0qIspFqlVY3AGysanRzTgJrppx2l8vvige7W7pmeTPAjGddG%2Br394L19751nJzCFeDpsrEPucjmZ%2BdK%2BIxFhjAbKVZpxYK1osO56MGDlLtcdlc8sFVn%2BHQABKdl735Cf%2B9bwtUQwOBB1g%2BGiYfZSLVKFxuXyBwn5S6X3RUPbpWcJgkx1JS9%2Bwn9vW8lZ82xB1%2BfiU4ZEOYNCqablDXqLlfXGuz1M3kvRJ7vZKt5cqu51Ty51Ty51Ty51Ty51Ty51dxqntyqe5W%2BrZP3A3dhd4g6NrpkSqc7BibV%2FgjtM4twDXRsjIyxYXMI9dUcn7Lk1VdfVd%2FexFSAA18nOXs%2F8GGrhoUF1KzDxOyVbAAvMKv34RNkSGdxbGyxY%2Bb%2F%2Bs84xFKCefnoFoCUngEebT3LoppfjM265ZZb1Lc3Ma94IgbcItsUxlPWSWZWk%2Fty8fyMBXgzzzN5lSkAaH%2BNDdTwx2jM1aC7iDCLrpE%2F0XLZ86kBNZd4mvuwiv5f%2FAwt2sb5yGrV9d3kA8b3GfUN9Yus0YdvTzrn6ySbrZYAWEJYAEqs6tGjkDG8iBrjj8Mj1oh1N71g8xZ6dTLg%2FHvvk1w75Ot13JexOUCoMNvFViQVFzJYnZubU9%2F44svmAyb6ptNCFWHM%2FVvvT9p%2BkdFqtE4y36DIqi%2BtHo6a%2FGp6X64AgNtuAwBBsawB3tnpf6e%2F6Ih%2BE8DCC9p1%2BAjaaABAFUdM%2FE%2F9Zcm1C8%2FHPw5UiMUF4GY8VoWY96zXZfuIQLWQwSoA9S198WX3BqRAH8AN7TBadAv8L36%2Fhp28lO1YbTDbKuaO1cgq%2FKFIJ1yXrwGrrLLzrHX661PsRbfUbQKsTBfWu%2FHRNoAfs9Dl%2FI87KxZ7HWwCm8o1270Zr6vB6T8ddRkqqZmtmhdf5qsJTmktOoVJQCw7hl3%2F09jJV7JZ%2FWAJKsUUq%2FrfgG4AwFNP8fV%2Bj27nttvkV%2F1Qsi4egcwXY%2FzyjxKssFqLVB7Edae%2B9gBQb17Hgzfz49v8d%2FAXiUKuUkLjV4FfbaBkasYDipUYhdj9h7T8QhHe2%2F820TrtzyqX2kjSyhYX7QHmXf%2Bz6KfRzGS1UT4FlXtSra6ryevJ%2Fbp0224ols96zxchU9c3bwrX7wSA10llro7umXcA9TNd1Odi3Jf8E%2BTHOLk1fMZpt53PoObqUtsA2kpryrFakVJPFivqHjijVSa1Ol2VWolpZVKJkqwGHqI8SZmsfrADFXzRZJWvnyyDaoH166afgXuHEMY7wzfvhVUA6N2Mz1i4f0KIiadgndH4kY9b6HU1fh%2FaPXr8ceq1tcWwi965ZQDL57xilmM1%2BszJb9b023sPO9Hu9uqA36n4QDum7gLkbipUgQvEtTKpBCTcqI6KMN4ns1ktPwqVapNb5Vqj62q1wPqB0626dv%2Fm52mHLeiOBypyRHvqbUwtLEyhPezEeRXAn22hGuMdeB%2BLtvpjHjqx%2BqdXZfXK6ul20rHK%2B2%2FDjxTFhIwKwLoiZEbJ2Nb%2BOFvnVH3TtUYbzy35ScveVvCJbFZbUMGXs7yzKURWC0OsHzjdqn18a1rMzwvWDP2xBsZ7D7GVyclZnnzyHe94cnLZ0Xhh8vfwR1%2FU1s4%2BiSj880rLTYrelzeXsxyr0lpAFIyyNd1hXuS6XEeYepmvc6q%2B6c%2BBVYLSKqVyTc9ls3ofVKxeyjrJrBeC9c2mWD0%2B3CQKAmJpPrNVJlisDlFveWJiuUfE%2BGv4B804ryCWCsXSmBfzjf3%2Fbiku1Y2k8pzZ8ABv4wwNFBGlwF4HTYFtDuFks1qDyvNp6yRzq6pvlm%2Fe6ip7uzTs7NFlTGKkTNmzIgKNBCIWbXg6oGA6bclrngJbG9gYZ2VUiNEVh96sCCmdwYQnMCpUmJtC4YB7IRz67kneC5Ent5ont5ont5ont5pbzZNbzZNbzZNbzZNbXZhaiIPcagtRii5ljQsYJy%2B4rnn3dlGkNzH4KFomHIbz0liR9T8fKF%2BcmlqUnMcdA7qUKXt0xNqAbZgeWu3%2FwFfRz4%2BQKa2rLUOTAYoV0%2FK0tg1qceFu7SzMi58i4Ul2i6a9VUzYIWiimdnqm7%2Fu8amv3XPna5LzHEFjck6C9P7kvZrRhICBhVZFNPYw%2BnmYWNzSGH7lGjR6yrhW47OwJbfxLOm53%2FspZhX4w8AFcXTDcJh1pn7jDRAL3viNqY7RK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<h1 class="title">County Density/Distance/Population Map</h1>
<h4 class="author"><em>Jeff Erickson</em></h4>
<h4 class="date"><em>Tuesday, June 17, 2014</em></h4>
</div>
<div id="load-required-libraries" class="section level3">
<h3>LOAD REQUIRED LIBRARIES</h3>
<pre class="r"><code>library(rgdal)</code></pre>
<pre><code>## Loading required package: sp
## rgdal: version: 0.8-16, (SVN revision 498)
## Geospatial Data Abstraction Library extensions to R successfully loaded
## Loaded GDAL runtime: GDAL 1.11.0, released 2014/04/16
## Path to GDAL shared files: D:/Programs/R-3.1.0/library/rgdal/gdal
## GDAL does not use iconv for recoding strings.
## Loaded PROJ.4 runtime: Rel. 4.8.0, 6 March 2012, [PJ_VERSION: 480]
## Path to PROJ.4 shared files: D:/Programs/R-3.1.0/library/rgdal/proj</code></pre>
<pre class="r"><code>library(ggmap)</code></pre>
<pre><code>## Loading required package: ggplot2</code></pre>
<pre class="r"><code>library(ggplot2)
library(rgeos)</code></pre>
<pre><code>## Warning: package 'rgeos' was built under R version 3.1.1</code></pre>
<pre><code>## rgeos version: 0.3-6, (SVN revision 450)
## GEOS runtime version: 3.4.2-CAPI-1.8.2 r3921
## Polygon checking: TRUE</code></pre>
<pre class="r"><code>library(knitr)
library(sqldf)</code></pre>
<pre><code>## Loading required package: gsubfn</code></pre>
<pre><code>## Warning: package 'gsubfn' was built under R version 3.1.1</code></pre>
<pre><code>## Loading required package: proto
## Loading required package: RSQLite
## Loading required package: DBI</code></pre>
<pre><code>## Warning: package 'DBI' was built under R version 3.1.1</code></pre>
<pre><code>## Loading required package: RSQLite.extfuns</code></pre>
</div>
<div id="import-data" class="section level3">
<h3>IMPORT DATA</h3>
<pre class="r"><code>#County Shapes from US Census
county.shapes <- readOGR(dsn="datasets", "gz_2010_us_050_00_500k")</code></pre>
<pre><code>## OGR data source with driver: ESRI Shapefile
## Source: "datasets", layer: "gz_2010_us_050_00_500k"
## with 3221 features and 6 fields
## Feature type: wkbPolygon with 2 dimensions</code></pre>
<pre class="r"><code>#County population centroids from US Census
county.pop.center <- read.csv("datasets/CenPop2010_Mean_CO.txt", header=TRUE)
#County population density information from US Census
county.density <- read.csv("datasets/DEC_10_SF1_GCTPH1.CY07_with_ann.csv", header=TRUE, as.is=TRUE)
#Major city (primary statistical areas) from gen.maj.city.long.lat.Rmd
maj.city.long.lat <- read.csv("datasets/maj.city.long.lat.csv", header=TRUE)
#Google driving distances from https://github.com/jefferickson/county-city-driving-dist
county.city.driving.dist <- read.csv("datasets/county-city-driving-dist.csv", header=TRUE, as.is=TRUE)</code></pre>
</div>
<div id="helper-functionsdefinitions" class="section level3">
<h3>HELPER FUNCTIONS/DEFINITIONS</h3>
<pre class="r"><code>missoula.fips <- "0500000US30063"
westchester.fips <- "0500000US36119"
deg.2.rad <- function(x) { #Convert vector from degrees to radians
return(sapply(x, function(deg) {
return(deg * (pi/180))
}))
}
euclid.dist <- function(x) { #Simple Euclidean distance
#arg: c(lat1, long1, lat2, long2)
return(sqrt((x[1]-x[3])^2 + (x[2]-x[4])^2))
}
haversine.dist <- function(x) {
#Implementation of the haversine formula
#http://en.wikipedia.org/wiki/Haversine_formula
#http://stackoverflow.com/questions/27928/how-do-i-calculate-distance-between-two-latitude-longitude-points
#arg: c(lat1, long1, lat2, long2)
coords <- deg.2.rad(x)
earth.r <- 6371 #earth radius in km
d.long.rad <- coords[2] - coords[4]
d.lat.rad <- coords[1] - coords[3]
a <- sin(d.lat.rad/2)^2 + cos(coords[1]) * cos(coords[3]) * sin(d.long.rad/2)^2
c <- 2 * atan2(sqrt(a), sqrt(1 - a))
d <- earth.r * c
return(d)
}
google.driving.dist <- function(x) {
#Get Google driving distance
#http://stackoverflow.com/questions/16863018/getting-driving-distance-between-two-points-lat-lon-using-r-and-google-map-ap
#Has the following limitations:
#100 elements per query.
#100 elements per 10 seconds.
#2500 elements per 24 hour period.
#arg: c(lat1, long1, lat2, long2)
library(XML)
library(RCurl)
origin <- paste(x[1], x[2], sep=",")
dest <- paste(x[3], x[4], sep=",")
url <- paste0('http://maps.googleapis.com/maps/api/distancematrix/xml?origins=', origin, '&destinations=', dest, '&mode=driving&sensor=false')
xml.resp <- xmlParse(getURL(url))
d.lab <- xmlValue(xmlChildren(xpathApply(xml.resp, "//distance")[[1]])$text)
d <- as.numeric(sub(" km", "", d.lab))
return(d)
}
z.score <- function(x) { #Calc z-scores
#arg: a vector of values to z-score
return((x - mean(x)) / sd(x))
}
link.func.unwgted.avg <- function(x) { #Unweighted average of each argument (row-by-row), then scaled to [0,1]
#arg: data.frame of numerics to be averaged and scaled
index.unscaled <- apply(x, 1, function(x) { return(mean(x)) })
index.shifted <- index.unscaled - min(index.unscaled)
index.scaled <- index.shifted / max(index.shifted)
return(index.scaled)
}</code></pre>
</div>
<div id="data-transformations" class="section level3">
<h3>DATA TRANSFORMATIONS</h3>
<pre class="r"><code>#We only want counties, not census tracts
county.density <- county.density[which(county.density$GEO.id2 == county.density$GCT_STUB.target.geo.id2), ]
#Create key that is used to merge
county.pop.center$GEO_ID <- paste("0500000US", formatC(county.pop.center$STATEFP, width=2, flag="0"), formatC(county.pop.center$COUNTYFP, width=3, flag="0"), sep="")
#For now, only the lower 48 states
county.density <- county.density[which(! (substr(county.density$GEO.id, 10, 11) %in% c("02", "52", "15", "72"))), ] #remove AK, HI, PR (2 codes)
county.pop.center <- county.pop.center[which(! (substr(county.pop.center$GEO_ID, 10, 11) %in% c("02", "52", "15", "72"))), ] #remove AK, HI, PR (2 codes)
#Convert field(s) to numeric. Remove (r[number]) pattern found in some HD01 values.
county.density$SUBHD0401 <- as.numeric(county.density$SUBHD0401)
county.density$HD01 <- as.numeric(gsub("\\(r[0-9]*\\)", "", county.density$HD01))
#clean up the driving distance data
county.city.driving.dist <- county.city.driving.dist[c("fips", "city_id", "driving_distance")]</code></pre>
</div>
<div id="calculate-distances-and-den-dist-pop-index" class="section level3">
<h3>CALCULATE DISTANCES AND DEN-DIST-POP INDEX</h3>
<pre class="r"><code>#Create a list of all unique combinations of counties and the major cities
county.city.list.long <- merge(county.pop.center$GEO_ID, maj.city.long.lat$id, all.x=TRUE, all.y=TRUE)
names(county.city.list.long) <- c("county.geo.id", "city.id")
#For each combination, calculate the distance
county.city.list.long$dist <- apply(county.city.list.long[c("county.geo.id", "city.id")], 1, function(x) {
dist <- haversine.dist(as.numeric(
c(
county.pop.center[which(county.pop.center$GEO_ID == x[1]), c("LATITUDE", "LONGITUDE")],
maj.city.long.lat[which(maj.city.long.lat$id == x[2]), c("lat", "long")]
)
))
return(dist)
})
#Merge on the county densities/populations
county.city.list.long <- merge(county.city.list.long, county.density[c("GEO.id", "SUBHD0401", "HD01")], by.x="county.geo.id", by.y="GEO.id", all.x=TRUE)
#Merge the driving distances
county.city.list.long <- merge(county.city.list.long, county.city.driving.dist, by.x=c("county.geo.id", "city.id"), by.y=c("fips", "city_id"))
#Find the shortest of the distances (driving and otherwise)
county.city.list.shortest <- sqldf("select county_geo_id, SUBHD0401, HD01, min(dist) as dist, min(driving_distance) as driving_dist from `county.city.list.long` group by county_geo_id")</code></pre>
<pre><code>## Loading required package: tcltk</code></pre>
<pre class="r"><code>#transform density and population with log
county.city.list.shortest$den.log <- log(county.city.list.shortest$SUBHD0401)
county.city.list.shortest$pop.log <- log(county.city.list.shortest$HD01)
#let's "flip" the distances so that high values of both density and "distance" mean more urban than rural
county.city.list.shortest$dist.flip <- -(county.city.list.shortest$dist - (max(county.city.list.shortest$dist) + 1))
county.city.list.shortest$drive.dist.flip <- -(county.city.list.shortest$driving_dist - (max(county.city.list.shortest$driving_dist) + 1))
#z-score transforms of density and population and distance-flip
county.city.list.shortest$den.log.z <- z.score(county.city.list.shortest$den.log)
county.city.list.shortest$pop.log.z <- z.score(county.city.list.shortest$pop.log)
county.city.list.shortest$dist.flip.z <- z.score(county.city.list.shortest$dist.flip)
county.city.list.shortest$drive.dist.flip.z <- z.score(county.city.list.shortest$drive.dist.flip)
#create the den-dist-pop index
county.city.list.shortest$den.dist.pop.index <- link.func.unwgted.avg(county.city.list.shortest[c("den.log.z", "pop.log.z", "dist.flip.z")])
county.city.list.shortest$den.drivedist.pop.index <- link.func.unwgted.avg(county.city.list.shortest[c("den.log.z", "pop.log.z", "drive.dist.flip.z")])
#what is the difference between the two?
county.city.list.shortest$index.diff <- county.city.list.shortest$den.dist.pop.index - county.city.list.shortest$den.drivedist.pop.index
#create a {-1, 0, 1} flag for index value relative to Missoula County
county.city.list.shortest$rel.missoula <- apply(county.city.list.shortest, 1, function(x) {
if (x["county_geo_id"] == missoula.fips) {
return(0)
} else if (x["den.drivedist.pop.index"] < county.city.list.shortest$den.drivedist.pop.index[which(county.city.list.shortest$county_geo_id == missoula.fips)]) {
return(-1)
} else if (x["den.drivedist.pop.index"] > county.city.list.shortest$den.drivedist.pop.index[which(county.city.list.shortest$county_geo_id == missoula.fips)]) {
return(1)
} else {
return(NA)
}
})
county.city.list.shortest$rel.missoula <- factor(county.city.list.shortest$rel.missoula, levels=c(-1, 0, 1), labels=c("More Rural than Missoula", "Missoula", "Less Rural than Missoula"))</code></pre>
</div>
<div id="merge-den-dist-pop-data-with-mapping-info" class="section level3">
<h3>MERGE DEN-DIST-POP DATA WITH MAPPING INFO</h3>
<pre class="r"><code>#Fortify the shapefile and use the FIPS codes as id
county.shapes.f <- fortify(county.shapes, region="GEO_ID")
#Merge on our demo data
county.shapes.f.dendistpop <- merge(county.shapes.f, county.city.list.shortest, by.x="id", by.y="county_geo_id")</code></pre>
</div>
<div id="graph-the-density-of-the-index" class="section level3">
<h3>GRAPH THE DENSITY OF THE INDEX</h3>
<pre class="r"><code>ggplot(county.city.list.shortest, aes(x=den.dist.pop.index)) + geom_density()</code></pre>
<p><img 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" title="plot of chunk unnamed-chunk-7" alt="plot of chunk unnamed-chunk-7" width="672" /></p>
<pre class="r"><code>ggplot(county.city.list.shortest, aes(x=den.drivedist.pop.index)) + geom_density()</code></pre>
<p><img src="data:image/png;base64,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" title="plot of chunk unnamed-chunk-7" alt="plot of chunk unnamed-chunk-7" width="672" /></p>
</div>
<div id="map-it" class="section level3">
<h3>MAP IT!</h3>
<pre class="r"><code>ggplot(county.shapes.f.dendistpop[order(county.shapes.f.dendistpop$order), ], aes(x=long, y=lat, group=group)) + #careful: order matters here
geom_polygon(aes(fill=den.dist.pop.index), colour="black") +
coord_equal() +
scale_fill_gradientn(values=c(0, median(county.shapes.f.dendistpop$den.dist.pop.index), 1), colours=c("red", "white", "green"), rescaler=function(x, ...) x, oob=identity) </code></pre>
<p><img 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" title="plot of chunk unnamed-chunk-8" alt="plot of chunk unnamed-chunk-8" width="672" /></p>
<pre class="r"><code>ggplot(county.shapes.f.dendistpop[order(county.shapes.f.dendistpop$order), ], aes(x=long, y=lat, group=group)) + #careful: order matters here
geom_polygon(aes(fill=den.drivedist.pop.index), colour="black") +
coord_equal() +
scale_fill_gradientn("Den-Dist-Pop\nIndex", values=c(0, median(county.shapes.f.dendistpop$den.drivedist.pop.index), 1), colours=c("red", "white", "green"), rescaler=function(x, ...) x, oob=identity) +
ggtitle(expression(atop("Density-Distance-Population Index", atop("By County, Compared to Median", "")))) +
theme(axis.title=element_blank(), axis.text=element_blank(), axis.ticks=element_blank(), panel.grid=element_blank())</code></pre>
<p><img 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" title="plot of chunk unnamed-chunk-8" alt="plot of chunk unnamed-chunk-8" width="672" /></p>
<pre class="r"><code>ggplot(county.shapes.f.dendistpop[order(county.shapes.f.dendistpop$order), ], aes(x=long, y=lat, group=group)) + #careful: order matters here
geom_polygon(aes(fill=index.diff), colour="black") +
coord_equal() +
scale_fill_gradientn("Difference", values=c(-0.07, 0, 0.07), colours=c("green", "white", "red"), rescaler=function(x, ...) x, oob=identity) +
ggtitle(expression(atop("Driving Distance vs. \"As the Crow Flies\"", atop("Index Difference", "")))) +
theme(axis.title=element_blank(), axis.text=element_blank(), axis.ticks=element_blank(), panel.grid=element_blank())</code></pre>
<p><img 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" title="plot of chunk unnamed-chunk-8" alt="plot of chunk unnamed-chunk-8" width="672" /></p>
</div>
<div id="conclusions" class="section level3">
<h3>CONCLUSIONS</h3>
<pre class="r"><code>county.w.index <- merge(county.city.list.shortest[c("county_geo_id", "den.dist.pop.index", "den.drivedist.pop.index")], county.density[c("GEO.id", "GEO.display.label")], by="county_geo_id", by.y="GEO.id")</code></pre>
<pre class="r"><code>ggplot(county.city.list.shortest, aes(x=den.drivedist.pop.index)) +
geom_density() +
geom_vline(xintercept=county.city.list.shortest$den.drivedist.pop.index[which(county.city.list.shortest$county_geo_id == missoula.fips)], linetype="longdash", colour="red") +
geom_text(x=county.city.list.shortest$den.drivedist.pop.index[which(county.city.list.shortest$county_geo_id == missoula.fips)] + 0.02, y=1, label="MISSOULA COUNTY, MT", colour="red", angle=90) +
geom_vline(xintercept=county.city.list.shortest$den.drivedist.pop.index[which(county.city.list.shortest$county_geo_id == westchester.fips)], linetype="longdash", colour="red") +
geom_text(x=county.city.list.shortest$den.drivedist.pop.index[which(county.city.list.shortest$county_geo_id == westchester.fips)] + 0.02, y=1.1, label="WESTCHESTER COUNTY, NY", colour="red", angle=90) +
ggtitle(expression(atop("Density-Distance-Population Index", atop("Density Plot", "")))) +
scale_x_continuous("Den-Dist-Pop Index") +
scale_y_continuous("Density (%)")</code></pre>
<p><img 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" title="plot of chunk unnamed-chunk-10" alt="plot of chunk unnamed-chunk-10" width="672" /></p>
<pre class="r"><code>kable(head(county.w.index[order(county.w.index$den.dist.pop.index), ]), format="markdown", row.names=FALSE)</code></pre>
<pre><code>##
##
## |county_geo_id | den.dist.pop.index| den.drivedist.pop.index|GEO.display.label |
## |:--------------|------------------:|-----------------------:|:-----------------------------|
## |0500000US48301 | 0.0000| 0.0079|Loving County, Texas |
## |0500000US30069 | 0.0331| 0.0000|Petroleum County, Montana |
## |0500000US30019 | 0.0359| 0.0455|Daniels County, Montana |
## |0500000US30033 | 0.0410| 0.0484|Garfield County, Montana |
## |0500000US38007 | 0.0584| 0.0788|Billings County, North Dakota |
## |0500000US30055 | 0.0659| 0.0682|McCone County, Montana |</code></pre>
<pre class="r"><code>kable(head(county.w.index[order(county.w.index$den.drivedist.pop.index), ]), format="markdown", row.names=FALSE)</code></pre>
<pre><code>##
##
## |county_geo_id | den.dist.pop.index| den.drivedist.pop.index|GEO.display.label |
## |:--------------|------------------:|-----------------------:|:-------------------------|
## |0500000US30069 | 0.0331| 0.0000|Petroleum County, Montana |
## |0500000US48301 | 0.0000| 0.0079|Loving County, Texas |
## |0500000US30019 | 0.0359| 0.0455|Daniels County, Montana |
## |0500000US30033 | 0.0410| 0.0484|Garfield County, Montana |
## |0500000US30071 | 0.0927| 0.0516|Phillips County, Montana |
## |0500000US30055 | 0.0659| 0.0682|McCone County, Montana |</code></pre>
<pre class="r"><code>kable(tail(county.w.index[order(county.w.index$den.dist.pop.index), ]), format="markdown", row.names=FALSE)</code></pre>
<pre><code>##
##
## |county_geo_id | den.dist.pop.index| den.drivedist.pop.index|GEO.display.label |
## |:--------------|------------------:|-----------------------:|:------------------------------|
## |0500000US17031 | 0.9626| 0.9628|Cook County, Illinois |
## |0500000US06037 | 0.9638| 0.9629|Los Angeles County, California |
## |0500000US36005 | 0.9672| 0.9665|Bronx County, New York |
## |0500000US36081 | 0.9715| 0.9698|Queens County, New York |
## |0500000US36047 | 0.9956| 0.9956|Kings County, New York |
## |0500000US36061 | 1.0000| 1.0000|New York County, New York |</code></pre>
<pre class="r"><code>kable(tail(county.w.index[order(county.w.index$den.drivedist.pop.index), ]), format="markdown", row.names=FALSE)</code></pre>
<pre><code>##
##
## |county_geo_id | den.dist.pop.index| den.drivedist.pop.index|GEO.display.label |
## |:--------------|------------------:|-----------------------:|:------------------------------|
## |0500000US17031 | 0.9626| 0.9628|Cook County, Illinois |
## |0500000US06037 | 0.9638| 0.9629|Los Angeles County, California |
## |0500000US36005 | 0.9672| 0.9665|Bronx County, New York |
## |0500000US36081 | 0.9715| 0.9698|Queens County, New York |
## |0500000US36047 | 0.9956| 0.9956|Kings County, New York |
## |0500000US36061 | 1.0000| 1.0000|New York County, New York |</code></pre>
<pre class="r"><code>ggplot(county.shapes.f.dendistpop[order(county.shapes.f.dendistpop$order), ], aes(x=long, y=lat, group=group)) + #careful: order matters here
geom_polygon(aes(fill=rel.missoula), colour="black") +
coord_equal() +
scale_fill_discrete("Relation to Missoula") +
ggtitle(expression(atop("Density-Distance-Population Index", atop("By County, Relation to Missoula County", "")))) +
theme(axis.title=element_blank(), axis.text=element_blank(), axis.ticks=element_blank(), panel.grid=element_blank())</code></pre>
<p><img 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