{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
Peter Norvig, Oct 2017
Data updated monthly
\n", "\n", "# Bicycling Statistics\n", "\n", "During a pandemic, bicycling is a great way to (1) spend some time, (2) get some exercise, (3) stay far enough away from others to be safe, and (4) generate some data to analyze. This notebook does the analysis on three types of data:\n", "- **rides**: a random sampling of my 20+ mile rides, and all my 60+ mile rides (from [Strava](https://www.strava.com/athletes/575579)). \n", "- **segments**: short sections of a mile or so long, chosen to have a variety of steepness (from [Strava](https://www.strava.com/athletes/575579)). \n", "- **places**: percentages of the roads that I have ridden in each town, city, county, etc. (from [Wandrer](https://wandrer.earth/athletes/3534/)). \n", "\n", "From that data I can gain some insights. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Wandering Places\n", "\n", "The website [**wandrer.earth**](https://wandrer.earth) tracks the cumulative number of miles of distinct roads you have biked on. It provides a fun incentive to get out and explore new roads. The site is gamified in a way that the biggest rewards are for first reaching 25% of the roads in each place (city or neighborhood), and then 90%. (You get no credit for repeating a road you've already been on.)\n", "\n", "Note that the [underlying map](https://www.openstreetmap.org/) is periodically updated. Sometimes a big city (like \"San Francisco\") is split into neighborhoods (like \"Sunset\", \"Mission\", and \"Presidio\"); sometimes unincorporated areas (like \"Ladera\" and \"Sequoia Tract\") are introduced; sometimes boundaries change (e.g. \"Emerald Lake Hills\" doubled in road miles in the November 2020 update, causing my percentage to go down). \n", "\n", "The wandrer.earth site does a great job of showing my current status in all the places I've been, but I wanted to track my progress month-by-month, so I created the charts below.\n", "\n", "(The legend `\"97% ( 26/ 27 mi) 0.6 to 99% North Fair Oaks\"` means that I have ridden 26 of the 27 miles of roads (or 97%) in North Fair Oaks, and I need another 0.6 miles to reach the next bonus scoring milestone of 99%. The companion notebook [**BikeCode.ipynb**](BikeCode.ipynb) has the implementation details.)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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eUgjoE2IgogHYc+DtXkY+YeHw8BYIsxoFdHiccZwr3+h3hTgMwmNPHTuPGW3YYsrFNrBFl8ZHjXOVjy0RYI0ynmfXsVPEkWCNhGAQSvKN52ji5cbzWpZ3TPw5Xe8yUiALIeqjapuDrLXOAQ4ppcqK36uB7cBc4O7S2+4G5lRXDkKI6jUnLZPHpqUBxhbPc/88iGdu6FrxIPsReKcfbP7SiFtfZoxoNmhrxC2TjRFMZYLkO6BRu+PFMBiF4Elx43JxzMlxWbELRuF5xjju5Dii3JtaEQ1OEZe+CRaTAMm/OZ57TLxxbFkxDEbbJ8Wxp4+jGh8vjkNxdLm4ycmxtXSdaKVOExubrGAyGXGjdka+5fMWQggRUt0bhTwETCldwSId+C1GUT5NKfV74CBwazXnIISoQm5fAFuYCaUUeXYPGUedODx+om1hxoYeWsO3T0Jca7hyPEQ3g5Z9Ibq0CAuPNd7uL2/oXyBvBww944I2tVNdzb2u5i2EEBdBtS7zVlVkioUQtcOeI3Z+/Z91/POWnlzdNZ5AUGNSoPYuhqN74IoHjAO/vN0YpSybJyvqLZliIYSoj2QnPSHEGTk8fnbl2AFIbBLF4I5NiDc74OevMZsUSinY9R2se9+Y4wrwqylSHAshhKizpEAWQpzRHz5dzwNTUgke249F+3nztmR6HFsIM35rrP4AMPwFGJ9mzHEFY+6rEEIIUUdJgSyEqKDQ5WXi8r14fH4I+Hjsms58OMiF6Z1k2F+69Fmvccauaw0TjTg8zlipQQghhKgHpEAWQlSw5XARHyxIRb/VC9b/l5R2jejQ9yq47v8Z2xGDsRJCQk8ZKRZCCFEvVfcqFkKIWi4Q1PxzwU5GZ79Ft3atGTzsGWY9fgPh69ZB4/bGQZbw4x/AE0IIIeo5KZCFuER5t3+LNe9nzEP/wt5cBx6XHXwlKKVo3zT6vHdWE0IIIeq6Wj3FQik1Uik1qaCgAJ/Ph8fjwePx4PP5KCkpIRAI4HQ60Vpjtxufsi//VWuN0+kkEAhQUlJy2jZcLhdaaxwOx0ltADgcDoLBIC6XC7/fj9vtxuv14vV6cbvd+P1+XC4XwWDwjG1orXG5XGfNR/okfaqWPuXuJ7jhf5S4XExdl8GUaVMJbPgUn9vFhFu70+uByTgH/a1u9ak+Xqc61ichhKiPZB1kIeq6DwZBztaTb0/oCbf8F+JagTWK/JUf0WjJ4/CnNeymNZ+v3MFD1/akaWzExc9Z1BuyDrIQoj6q1SPIQohKaJUCZmvF28xWaNAO3kuB3Qspcvm4blED3u32BcR3o1N8DC+NTZHiWAghhDgFmYMsRF039C+QNqXibcrE/pTnyTX35rLEQcRFWnhu7EBSEhvVTI5CCCFEHSIjyELUdTEJkHwHfiwABDBD8h18scPHH37uSZG5IQCjercgIS68JjMVQggh6gQpkIWoB472fRh/6ccJvNrM0f6P8OCwDix/8hfERVhqNjkhhBCijpECWYh64K11xcwMDiWoFTOCQ3lrbTENIq00jrbVdGpCCCFEnSNzkIWow3bmFPPZ6gxmbswk1j+GDtbDTPCNwb7hEOOv7kCzGJlSIYQQQpwrGUEWog5bu+8YMzdmEtSaPBpym/d58mhAQGsmLNlb0+kJIYQQdZIUyELUMTuyi1mfkQ/AXVckktg4Cl+g4nrmvoBm44GCmkhPCCGEqPNkioUQdYjWmsembcZiVsx58EpMJsXCR4fUdFqXpLFzx9K7WW/u73U/TSOb1nQ6lVZX8xZCiItJdtITog7Yc8ROYpMoLGYTe3PtNIqy0SjKevYHimrT89OeWEwWTMrETR1uqjMFZ1XnLTvpCSHqo1o9xUIpNVIpNamgoACfz4fH48Hj8eDz+SgpKSEQCOB0OtFaY7fbASp81VrjdDoJBAKUlJSctg2Xy4XWGofDcVIbAA6Hg2AwiMvlwu/343a78Xq9eL1e3G43fr8fl8tFMBg8Yxtaa1wu11nzkT5Jn8rnk55n5/q3VzLph7243W7aNLARbaFO96nsOo2dO5YXf3yRzKLMi36dCooKcPvdoT5tOLyB/QX78Xg8uN1uPt/2OesOrSMQCFDsKOa5H5/j293fApBbkAuAL+jDE/Dw9e6vuWr6Vdz5zZ1k27PJLsxm8NTBTN8xHbfbTVZxFoO/HMzcvXNxOBwcth9m8JeDWZCxALvdTkZRBoO/HMySA0twuVzsOraLwVMHszRjKR6Ph83Zmxk8dTA/ZPxAIBBg3cF1DJk6hBXpKwBYsX8FQ6YOYc2BNWitWZa+jCFTh7AxcyM+n4+l+5cyeOpgtudtPynvETNH8PLal9mfu/+8fp6EEKI+khFkIWopp8dPlM2YBTV5TQY39GpR70aNz2U0MxAM4Av6CA8zVubYXbAbhaJjw44AfJP+DTHWGIa0MqacvLHhDVpGt+S2LrcB8IdFf6B309481OchAAZNHcT1idfzzOXPAHDZlMu4uePNPJXyFAD9Jvfjjm538Fi/x9BaM2LmCH7T7Tfc2e1OAsEAyZOTT8pRoegb35f3rn6PN1PfZETiCPon9KfIU8Q7m97hhqQb6NOsD/nufCamTWRU+1H0atqLoyVH+WDzB4zpOIbujbuT48zho60fMbbTWLo06kKmI5NPfv6E2zrfRseGHTlUfIhPt3/K7V1vJykuif1F+5myYwp3dbuLNrFt2Fuwl6m7pnJP93toFdOKXfm7mL57On/o+QeumXHNafP+34j/nfM1lBFkIUR9JAWyENS+eZmzN2Xy0vztzH9oEC0aRJzx2NqSu9YaX9CH1WwU8XmuPBw+B+3i2gGw7eg2ijxFDGw5EIAlB5fwyLJHQo83KzMAt3S6hft73c+7ae/iCXh4dfCrANzx7R1EhUUx6dpJANw2/zYahzdm4vCJANw892ZaRbdiwlUTAPjdwt/RqWEnnk55GoC/r/k7nRp24tddfg3A59s/p11cO65seSUAa7PXkhCZQGJcIgD57nyiLFHYzKdeS7rnpz1D35cV+aM7jOb+3vfTJKLJhTyV1aqq85YCWQhRH8mH9IQAdhXsIr0onTl759SK+aR92zRkWOdmRFjMZz22srm7fC4KPAU0j2qOSZnIdmSzv2g/l7e4HJMyse3YNtJy07i9y+0opVhxeAVrstaERlS/3vM1yw4t452r3gHg/c3vs+TAEmaMmgHAS2tfYvmh5SwbtwyAtza+xYacDSwcuxCAT7d/yraj2/jm5m8AY8S3vIAOADB913T2Fe7jsuaX4Qv4Qvf/qvOvQkU0wF9T/hoaTQb4+NqPsYUdL2Y/vu7jCu2/cMULFeLfdPtNhfjy5pdXiBuFNzrpOTxRXSqMy6ureQshxMVSq+cgC3Exlc3LnLl7Jtd/fT3P/vgsY+aMYVHGIsAYER03bxxLDy4FIMeZw7h541hx2JgHeqj4EOPmjWN11moA0ovSGTdvHOtz1gOwK38X4+aNIy03DYDtx7Yzbt44tuZtBeD5Bd8yaPJIdhzbQZvGkdw+1M8fl/6GvQXGesbrstcxbt44MooyAFiVuYpx88ZVyH3armmhOaWfbvuUvpP7crTkKACz9s5ixMwR2L3GHNOFGQv54+I/4va7AViduZpXf3oVX9AXynde+jyCOgiA2++m2FMcer5aRbeiZ9Pjo5HDWg/jt91/G4p/1flXoekLAOP7jOfdq98Nxf8Y9I8Kz7/FZMFmtjGu8zheH/o6f+r9J8b3HR+6f2T7kfwy6ZehOLlZMl0adQnFDcIbEBF25tH2qtS5YWdu7ngzC25ZwLOXP1tnisy6mrcQQlxMMoIsxAkCOkAgEGDuvrnEWmNDRZfZZCY+Mj40amlSJuIj40P3h5nCjPvNxv0WZSE+Mj70Fr3VbCU+Mh6L2WLcbzLuL5uS4PYqwnRDTKU/ljazrcLxZXGYqeL9O/J3VMjfG/Qyfdd0OjfszJ3d7gy1f3nzy3lp4EuhfEa0G0Fys+TQ/bd3vZ1bO92KxWSc795e93Jvr3tD7d7e9XZu73p7KB7ZfiQj248MxUNaDQnN/wUqFM8ArWJaVYjLnse6OppZNnJe19TVvIUQ4mKSOcjikpfvzmfoV0ND8cUq2HyBIO8v38fVXZvRvUUcwaDGZFLn3E5dnQsLxvzp5GbJdSJXcWoyB1kIUR/JCLK4pO0v2s9vvjXmol7s4tLp8TN57QH8QU33FnHnVRyXqWuFcRkZzRRCCFEbSYEsLmltY9syqv0oVmetZkDCgGovLn2BIPO3ZDE6uSUNIq18O34wTWNOvUpCZXVu2LnejML6cnM5OvF9StLSSJo9q6bTOSd1Nfe6mrcQQlQnKZDFJedYyTHeTH2TJwc8SZwtLrRKw8XwzZZsHv1qM/Ex4Qzs0OSCi2OoH6OwZUVa0axZ6GAQfL6zP6iWqKu519W8hRDiYpBVLMQl57DjMEsOLmH7se0X5Xy+QJD0PGNHuFG9W/DFvZcxsEPdHumtKr7cXLJf/Dv7hl9D4fTpaI8nVKgVf/st2usFwLNvnxH7/Ua8Z48RB0tX2Ni1m+Lvvgu16965k+IFC4/H27dTvGhRKC75eRv2xYuPx1u2YF+69HicloZ92bJQ7Nq4CccPPxyPU1MpmjffyP2aaymcMaNC7s6163CuWRM63rlmDc6160KxY9UqnD/9dDxe+SOu1NTj8YoVuDZuCsX2ZcsoSUs7Hi9dSsmWLcfjxYsp2fpzKC5etAj39uOv7+IFC3Hv3AkYz/nB3//eeM5nzqyQtxBCCEOtLpBlq2npU1X1qaSkhC1HtuByuejZuCdfj/iaK1pccVH69MiXG7n9P2sptLvw+bwMaBN3yV8n15YtHBj/MIcfGk/hV18ZhXAgUOHnP/Oxx7EfOwbAsQULyHzscYoLCgA4+s03ZD72OK7SfPLnzSPz8SdC+RTMmUvWU0+F+lQ4azZZf3smlEfhzBlkPfd8qE/5U6eS/feXQn06Ovlzcl75R6hPeZ98wpF/vhbq05FJk8h+/nkjd48HSgv3MrkTJ5I74Z3Qdcp9511y33svdJ3y3p7Akfc/COWT++9/kzvpP6HrdOTVf5L3ySehfHJe+QfHPp8Syif77y9RMPWr0HOa9fwLFM6cEbpOWX97hoKvZ4WuU9bTT5M/ezY+n49DjzyKc9Vq4zk/RWEsW00LIYSsYiEuEZ9t+4w3Ut9g+sjpoa2Jq5MvYIxsWswmNh8qJLuohBE9mlf7eWsTHQxCIICyWHDv3En2354h4cUXiOjVC+e6n8j669M0f/ll7IuXUPT11+hAoEKhmfTNfKyJiSizGX9BAYH8fKzt2qFMJvz5+QQKCrAmJaGUCsW29u0B8B87RqCoCFtSkhHn5RGwO7AlGbv6+XJzCTqd2NqVxkdy0SUurImJpfERtNuNtW1bI87JQXu9WNu0MeLsbHy5uRTNnnPK3DssWYzWYG3VEgDv4UyUAkvLsvgwymTC0qKFER86hAoLw9LceI14Dx5EWa1YEhKM+MABVHg4lvh4I87IQEVEYolvBoBn/35MUVFYmpXG6fsxx0QT1rRpaZyOOTaWsCZN8OflkfPqqzgWLzlpakXXnRWXDKwMWcVCCFEfSYEs6jWtNUopHF4H32V8x9iOY1Hq/FeLqAyHx8+4D9Zwbfd4HhneqVrPVZv4jx4FrQlr2hRfZibpN40m/plnaDBmNL7cXLKeeoqmD40nsm+f0HUJPTYvj7yJ7xvFZmnRdj7FWk2oq7lXVd5SIAsh6qNaPcVCiAsxd99cHlr6EIFggGhrNLd2urXai2OAaFsYlyU1omvz2Go/V01ypaaG5r0G3W72/GIY+Z9PASCseXPibroJa6IxAmtp1oy2n3xCZN8+ACddh7CmTWn+wvN0WPw9DcaOxdalC3VFXc29ruYthBAXg4wgi3pr1p5ZfJP+DW8Oe5MYa0y1nmtvrp1nZ//MG+OSadHg4m13fDEVf/cd2ucjbtQoAPZePZzwHj1o9fZbABTOnk14126Ed750Rs2FjCALIeonWeZN1CsHiw+SV5JHv/h+jOk4hps63IRJVf8bJVazmaxCN5mFJfWmQC6Y+hXe/fuJ/+vTABTO/Jqg0xkqkFtOeDs0RxagwejRNZKnEEIIUdWkQBb1ynOrns4bkDgAACAASURBVCPfnc/sm2ZjNpmrtTjenlXM8t25PPCLDrRpHMmyJ36B+QJ2w6sJQbcbU3g4APmTP6dozhwSp09DKYU3IwP39u2h+cIt//06ppjjI/ER3bvXVNpCCCFEtZI5yKJala1zmz56TPWdI+jDFzQ+if/ylS/z4TUfYjaZL6zNSuQ9b0sWH/+YQYHTWKu3thTHp8tdBwK4d+9Gl65aUDB1KrsGpBAoXdbL3CAOa5s2xrJlQLOn/kLbyZ+F5gub4+JQJvmVIYQQov6TEWRRLS7WLl3egJd7F91Lt8bdeCrlKdrEtrmg9s6W9/asYswmReeEGB6+uiP3Dk6iYZT1gs5ZVU6Ve/GiRUT260dY48bYFy0i89HHSJwxg4ge3Qnv0ZMm9/4htPlG3MiRxI0cGWrvYnygUQghhKiNZDhIXJCg14svNze0o5lr82YO3nefsbvYKXbpcu/aRdG8+cfjHTso+uabUFyybVuFHdFKtm6leGG5HdA2b6b4++9DsX/LNq492IDuTYy3+12pqRV3QFu/vsIOaM51P+FYufJ4vHYtjh9XhUZd9149/KQd3cp2QPMFgrz1yv/47INZAIRbzFjWr8ZV7gOk9qXLcG3ceDxevLjCDmjFixZV2AGteMHCijugfftthR3QiuZ/E9oBTWtN0bz5uHftNuJAgKJ583GuW3d8R7cTcs8c/zDONWsBiExJocU/X8XS0lh7N6JHd5qOH09Yw4YIIYQQ4rhLpkC+GG/1V5eqzF37fPjz8kJb+PqPHsW+bBmB0h3CPHv2kPfue/hLdyxzrl3LoT89gL90R7OiefPYM3hIKC788kv2DhlKsLgYgKzHn8C5YuVpt6+1L1xE1pNPhuLib78l+69/Ox7PnUf2s8+F4qJZs8h58cVQXDhjBkde/j8++fkTDhQfoHDqV1w2bRs3Jt0IQMGUKeS+9q/Q8fmffUbuv98Ixcc+/i95b084Hk+axNH33iPzsccp/OorI+cTdnQ7PPFDtNZYzCYePrCE32etDt2X+/rr5E/+PBQf+eerFHzxZSjO+cc/KPhq2vH4pZcpnPl1KM5+4QWK5swJxVnPPEvR/ON/MGQ9/TTF3y04Hj/5JPbSPxC030/Wk0+S/bdnju/odkLuiVO/JOaa4QCENW5M3E03SUEshBBCnEW9X+btVG87d9lhjNCVvYVc9hxUR1z++T3X2J+Xx9H3Jhq5aw0+H502bKAkdQO2Ll2xxDfDl5tL4YwZxI64HltSOzzp6eS+/m+a/vlBwrt1w7VxE5mPPkrLt94ksk8fHD/8wKE/3k/i1C+JSE7GvnQphx94MPS2e/GChWQ+8gjt5swhvHMn7MuXk/f2BFq/+w6Wli1xrV9P0dy5NH3sMcIaNsS9azclmzYSd9NNmCIiKNm+g6Mffohz+fJT7tLlLyggUFgY2sHMn59PsLg4tIOZ/9gxgg5HaAcz/9GjBF2u0A5m/rw8jhVmc0vqA9zW+Tb+1OpXBN1urK1bh6639nqxtmplxEdy0T5faEcz35Ej4PeHdjTz5eRAMIiyWEo3TZiJDgQr7Ip2z4jneOI3g7m1f2t8mZkQFnZ8R7PDmSiLJbSjmffwYWMHtNIdzbyHDmEKDw/taOY9eBBTZCRhTZoY8YEDmKKjCWvc2IgzMjDFxhLWqBFg7JBmbtCAsIYN0Vrjzcg4HgeDeA8cgGCQ/M+nVNjwofxzLkR1kmXehBD1kfnFcqNztY1SauTf//73JyIiIvo98MAD+P1+AoGAUSh4vZhMJkpKSrBYLDgcDmw2G3a7HZvNRuH+/RS8PYGsvz2De/NmY2StdBpA0fz5uDZuxDp0KCaTib3Dr8GzYwemKy7HarWye/AQfBkZMKA/NpuN3ZdfgS87G/OAASil2JNyGb6jR7Fdfjk+n499ffvhtduJHjgQp9NJeu9kPB4PsQMHYi8oYH/ffvi0JjolBeexY6T360/AasHWuzeeY8fY138AxERj6tyZ4LFj7BmQgnPdOnJf/zfubduMgqc099ibRnHg17dj7dYN2rTBl5lJzuNPYO3bl7B2iZTk5OCYPQdz376Et26Ns7AAVVQIPXoQkZCA0+cnqmMHdMeOWGNj8UVGEnfddag2rdFmM+bWrYm7914szZridruJbN8e68gbiWjSBLvdTnS7djBgABFxcTgcDiKaJ6Dbt8dss+HxeAhr2oTI4cOJGTMG7SrBu3cvmEwQDNLkwQdx+f1ExseHrpPT7yeiWTNcLhdmsxmfyYQ5Li50rVVEBIGICEwmE+nH0mncpBXYohnVaRQpDVOIaNQIl8mEzWYzXgNxcXgtFmMVBq8XFRkBUVH4SotGX1gY1oYNcTqdWK1WXFoT0aQJzmCQxtdeS/GQq1mzPZuWBdmhvKMeeYxfdm+KxQQqOhq/xRJ67YU3boRL69BrL7JpU1zBoNG2y4W1YUN8ZuMDg36/H6KjURERodevz2bDGht7PB+zmYgGDULPj9tiwRoTQ0lJCSaTiWBUFNhsBAIB/H4/YQ0b4o+MpMHVV2H95fWYfT7ce/aEcm/65z/jcDiwWCyhNjylH8I7l58nu90e6pPZbD5jG263m7CwsFCfyrdRdp3CwsIoKSkJXadgMEggEAhdJ7fbjdlsPmMb0qfa0ad//OMf2S+++OKkavuPQAghakC9HUHO+M2dlKSmwin6F//ss4Q1bUrsddcCxtvwlhYtiBluvBV97ONPsCYmEnPVMCP+6CNsHTsSPXQoAEc/nER4t25EDx5kxO+/T0RyMlFXXAFA3rvvETlgAFGXpaADAY6+/wFRl19GZP/+aK+Xo5P+Q9TAgUT27UPQ7ebYR/8levAgInr3JuBwkj5qFP7s7FPm3nlzGp4dO7AmJmJu0MAYMQwGUWG18/OWZdvZlmzaRNLsWefdzta8rdy94G5evvJlbki6oQozrOjZWVuZsu4gLYNOvgjfjn/L5gvKuyZU1XMuRGXICLIQoj6qtwVyWZFQF992rsu5V5dAMMDEzRO5s+udNAhvUC3nyC12M/i1ZXj8QUwKvn90KO2bRVfLuYSoL6RAFkLUR/X2Q3phTZvS/IXn6bD4exqMHYuy2cBiqem0KqUu516V0ovSeXjpwzi8DswmMw/1eahaimOtNV+sO8gfJ6cSLP2D0WxSfLI6o8rPJYQQQojar94WyGVOLDZtXbrUdEqVVpdzrwr5JflsPbqVg/aD1XoepRQrduey+XAhvoBRIPsCmhkbDpFrd1fruYUQQghR+9TbKRaibvIFfGzO20z/BOMdW7ffTXhYeLWca9nOXLo0j6F5XARPz9zCzI2HQwUygMWsuG1AG/5vdI9qOb8Q9YFMsRBC1Ef1fgRZ1C3vpr3Lvd/fS7YjG6DaiuN8p5cHv9jIe8v2ArDlcFGF4hiMUeSNBwqq5fxCCCGEqL1kBFnUCkEdxKRMFHmK2HhkI8PaDKuW82QVltCiQQQAGw8W0L1FLLYwc7WcS4hLgYwgCyHqIxlBFjVu0pZJjF86nqAOEmeLq7biePXeowz91zKW7coFoG+bhlIcCyGEEOIk1bp4rlIqA7ADAcCvte6vlGoEfAUkAhnAOK21vI99CYu1xhJni8Mf9GM1W6u8fa01Sin6JTbkd4Pa0be1bLUshBBCiNOr1ikWpQVyf6310XK3vQbka61fVUo9DTTUWj91pnZkikX9k5abhj/op39C/5O26q5K32zJ5tM1GUz+fYqMFgtRDWSKhRCiPqqJKRY3AZ+Wfv8pMLoGchA1KKiDvLz2Zd7e+HZodLc6imOAcIsJNNjd/mppXwghhBD1T3WPIO8HCgANfKi1nqSUKtRaNyh3TIHW+qT3vJVS9wH3AbRs2bLfjz/+WG15iovD5XdhM9swKzPZJdnEWGKIDqv6neo2ZjooLAlwVYc44PgUCyFE1WvXrp2MIAsh6p1qnYMMXKm1zlJKNQO+V0rtrOwDtdaTgElgTLFITEysphTFxWD32nnom4e4us3VPNLvERJJrJbzaK15ZvE6ikv83HNVL0wmKYyFEEIIcW6qtUDWWmeVfs1VSs0CUoAjSqnmWutspVRzILc6cxC1Q4w1hmvaXsPAFgOrpf3dR+wkxIUTG27h7V/1IdJqluJYCCGEEOel2uYgK6WilFIxZd8D1wI/A3OBu0sPuxuYU105iItv7NyxvLz2ZfJceXgCHv750z/JdGQCML7v+NAOeVUp3+ll9HureH3hLgCaRNuItFb3myNCCCGEqK+qs4qIB2aVzv0MA77QWi9QSq0Hpimlfg8cBG6txhzERbarYBfpRenM2TuH4W2G88PhH2gX145xncdV+bncvgDhFjONoqz885ZeXJ7UuMrPIYQQQohLT7WNIGut07XWvUv/dddav1J6+zGt9dVa646lX/OrKwdRNbTWoaXYcpw5rMpcFYpXZa7i1Z9erXC8L+jDE/Cw6MAivEEvuwp2kefKq9KcUg8UMPi1ZWw5XAjAyN4taBpjq9JzCCGEEOLSVG930iv/Vn9dU525B3WQQnch/qCx7FmmI5PZe2fj9DkBWJe9jkeXPUqRpwiAabum0ffzvth9dgC+2/8d9y++H5ffBRgjxvPT5+MJeE46ly/owxvwMn3XdJ5c8WSV9qND02iSWzcg2iZTKYQQQghRteptgbyrYBez9szi+q+vr3OF8rnk7gl42Fe4D4fXAUC2I5uPtn5EtiMbgM15m7nz2ztJL0wHYPGBxQz+ajD7CvcBsDVvK8+tei50vMPrYH/Rflw+owDu1LATd3e7G4XxgbcRiSOYfP3k0I53v+vxO3781Y/YzCeP3lpMFmxmG+M6j+P1oa9f8POy8WABf/16C8GgJi7Swn/u6k9S06pfJk4IIYQQl7Z6WyDD8bf6Z+6eyXUzrwsVm3P2zmHF4RWh42btmcWqzFWheMbuGazJWhOKp+2axk/ZP4XiqTunsj5nfSiesmMKG49sDMWTt08mLTcNgEAwwOTtk9mat9XIKeBj8vbJbDu2DTAK3MnbJ7Pj2A6AUGFalvvXe77mmhnX8OiyR8lz5ZFelM6ImSNYeXglALvzdzN6zmhSj6QCcMR1hLc3vs2+IqMAtpqs2MJs+LUxYty1cVeeGvAUjSOM+bqDWg7i25u/pW1cWwCubns1s0fPpnl0cwCSmyXzSL9HiLHGANA8ujnJzZKxmCynfd7LCuObO97MglsW8Ozlz9IkosnpL1Qlbc8qZsXuoxyxuy+4LSGEEEKI06nXBXKZgA7gC/pCb/V/tPUj5u+bH7r/wy0f8u3+b0PxxLSJLMxYGIrf2fQO3x/4PhS/tfEtlh1aFor/veHfFQru19a/xqoso+AO6iCvrX+NtdlrAaPwfW39a6zPNgpst9/Na+tfY2OuUWCXTXUo4w/6CegASw4u4ckVTxJrjSW5WTKxtlgA2sa15V9D/kXXxl0B6NGkBz/d8RODWg4CjIL4o2s/olPDTgC0jmnNb7r9JlSwRlujaR3T+owF77no3LBzlRbGGUedrM8wpqnfcVkbFj06hOZxEVWRqhBCCCHEKVXrTnpVpX///nrDhg3n9Jien/YMfW8xWTApE6M7jOb+3vcTbg7HpExEWiIBY1pB+djutRNmCiMiLOKUcbG3GKvJSnhY+FljrTV2nx2b2YbNbDspDuogDp+DcHM4VrOVoA7S+7Pep829KkZi6wqtNWMmrsbp8bPwkSGyrrEQtZBSSnbSE0LUO/X6E06VLS6jrRXnsZZNJzhdHGuNrXSslDpjbFKmk+Jzyb0+ynd6ibaFYQ0z8fqtvYiyhUlxLIQQQoiLplZPsVBKjVRKTSooKMDn8+HxePB4PPh8PkpKSggEAjidTmNU1m6sslD2tWNcR27ueDNfX/81fx3wV6KIOm0bLpcLrTUOh6NCG2VfHQ4HwWAQl8uF3+/H7Xbj9Xrxer243W78fj8ul4tgMHjGNrTWuFwuAoEAJSUlp82nLPcZ183g2cufxea3hdrSWuN0Os/aRm3r0+mu04l9yjpWxHVv/sAbC3fg8Xho2zCcBlbqdJ/q43WSPkmfyvokhBD1Ub2dYiHqFq01pZvK8M6SPVzdNZ5uLWLP8ighRE2TKRZCiPqoVo8gi0vDniN2bn5/NYfyjdGoh67uKMWxEEIIIWqMFMiixoVbzBSX+Mi1n7zZiBBCCCHExSYFsqgRWYUlfLTS2LykdaNIvn90KP3aNqzhrIQQQgghpEAWNWTahkO8+f1usgpLAGSVCiGEEELUGvV6mTdRuxSV+Mh3emnXJIoHh3Xglr6taNFANv0QQgghRO0iI8jiotBa89tPfuJPn6cSDGosZhOtG0XWdFpCCCGEECeRAllUi9xiN+M+XENmQUloCbe/jOjC/7u5p0ynEEIIIUStJgWyqBYTluxhfUY+N76zks/XHgDg8qTG9GkjH8QTQgghRO0mBbKocrnFbqanHkZrY95xpFWmugshhBCi7qjVBfKFbDUt28jWTJ9cbg+//eQngqU7NJpNio0H8+t0n+rjdZI+SZ9kq2khhDg92WpaVKmVe/K4878/VbgtPMzEiqeG0SwmvIayEkJUF9lqWghRH9XqEWRRd3j8AQAW/pyDxVzxQ3gBrZmwZG9NpCWEEEIIcc7OOjlUKWUDbgESyx+vtX6p+tISdcneXAd3f/wT/7i5JxsPFuILVHxXwhfQbDxQUEPZCSGEEEKcm8p8emoOUASkAp7qTUfURQlx4XRJiCE+1sa3Dw+u6XSEEDUsNTW1lclkWhQMBrsAsq6jEKI20iaTaWcwGLy2X79+h0+8szIFciut9YhqSEzUcUt2HGFop6ZE28L47z0DajodIUQtYTKZFiUkJHSMj49XJpPM5BNC1D7BYFDl5OR0zMnJWQx0OfH+yvzmWq2U6ln1qYm6bPOhQn7/6Qa++OlgTacihKhlgsFgl/j4+DApjoUQtZXJZCIhISEsGAx2HjVqVKeT7q9EG4OAVKXULqXUFqXUVqXUlqpPVdQlvVs3YNKd/bg9pU1NpyKEqH1k5FgIUeuZTCaUUgAPjxo1qsIvrcpMsbi+WrISdU6+08tfZmzhb7/sQlLTaK7tnlDTKQkhhBBCXKhwIAqwl91w1j/xtdYHgNbAVaXfuyrzOFH/2N0+tmcVkZ7nrOlUhBDivKxbt45evXrRtWtXxo0bB8CxY8fo378/vXv3Jjk5mdmzZwOwfPly+vfvzxNPPHHO5xk3bhx79x5f3vKJJ54gPj6eHj16VDjObDaTnJxMcnIy48ePByAzM5NBgwbRrVs3+vbty/fff39S+8FgkO7du3P06NGzHm+322nRogWvv/76WfM5H3PnzuXVV1+tcFteXh7XXXfdBbd9qusFp37ezuatt9664M1tnnnmGXr06EHfvn1DrxOAadOm0bFjRzp16sS8efOAc3/9LF++nLi4OJKTk+natSsffPDBOeXWo0cPMjIyzukxVd3+7t27GTx4MN26daNPnz4cPHh8GuapXidQNdelWmitz/gPeAGYB+wujVsAq872uKr8169fPy1qzqF8Z+j7Eq+/BjMRQtQ2wAZ9wu/sDRs2nHM7R4pK9K0frNZHikuqOMPjgsGg7tixo165cqXWWuvc3FyttdZer1fb7XattdZ5eXk6ISFBBwIBPW7cOF1SUqKffPJJvXPnzkqf5+eff9ajRo2qcNuqVav0+vXrdffu3SvcHhUVddLjc3JydFpamtZa64yMDN2iRYuTjpk3b56+++67K3X8X/7yF33jjTfqf/3rX2fNpyrdc889+ocffjjvx5/ueml96uftbNq2bavz8vLOO5/169fr/v37a5/Pp/Py8nSrVq10cXGx9ng8OjExUefk5OgDBw7opKSk83r9LFu2TN9www1aa6OvjRs31pmZmZXOr3v37nr//v3n270qaT8lJSV0vTIzM/XRo0fP2u6FXpcLtWHDBj1y5Mj/jhw5MkaX+z1WmZHgMcAowFlaUGcBMdVRrIvaZ8vhQq769w/MTDVWQAm3mGs4IyFEfTRhyR7WZ+RX66ZCGzZsoGnTpgwaNAiApk2bAmCxWIiOjgagqKgIj8eD3+8vGyQqP2CE03n2d9CmTJnCmDFjKtw2cOBAmjRpUqk84+Pj6d27NwBt27YNbRde3jvvvMNDDz101uN3795NXl4e/fr1O+98XnzxRYYOHUqHDh148MEH6dSpE3l5eQDcddddtGnThj//+c8nPW706NF8/vnnlTrHqZzuep2rxYsXk5ycTFZWFsOGDQt9DzBhwgR69OhBjx49+OSTT87Yzr59+0hOTiYsLIwmTZrQsmVL1q9fz7p16+jevTvx8fG0adOG1q1bs2XLlvN+/ZT1tUOHDmRmZgIwb948UlJSSE5O5rHHHgsd99prr9G1a1duvfVW3G43AB06dMDv94eOCQaDdOzY8Yz9Pd3tp2r/dDZv3ozNZgtdrxYtWtC4cWPg1K+T012XefPmcccdd4SOe/7553nrrbcq9bxVpcoUyF5tXFkNoJSKqt6UjlNKjVRKTSooKAj9wHs8Hnw+HyUlJQQCAZxOJ1pr7HZj2kj5r1prnE4ngUCAkpKS07bhcrnQWuNwOE5qA8DhcBAMBnG5XPj9ftxuN16vF6/Xi9vtxu/343K5CAaDZ2xDa43L5TprPrWpT13io7n7slYM69Ks3vSpPl4n6ZP0qab6VBm3fbiG6RsOAeALBLntwzXM2mT80V3iDTDmvVV8teEQWsP0DYcY894qFvycDRiffbjtwzUs3n4EgFz7mf+TPpODBw/SrFkzrr/+evr06cPEiRND99ntdnr27EmvXr2YOHEiVquV+++/n0GDBhEMBtFac99997F8+fKznmfVqlUnFaSn43a76du3L1deeSUrVqw46f6FCxfSp08fbDZb6LadO3ficDhOeY4Tj3/qqad44YUXKpXLmYwaNYobbriBpKQkRowYwZo1awD47LPPeOmlU+8b1r9/f1avXn3e5zzT9Trb81be8OHDSUtLo0WLFixbtiz0fUZGBhMmTGDt2rWsXLmSF154gdzc3NO2061bN9atW4fL5eLgwYPs2LGDnJwccnJyaN68OR988AHTpk0jISGB7Ozs8379ABw6ZPy89OrVi9zcXF5++WWWL19OWloahw4dYunSpWRkZPCf//yHjRs38uKLL5Kenh56zLZt28jKyiIzM5Pdu3fTtWvX0/b3TLefqv3TSU9Pp3379qe871Svk9Ndl+uvv541a9aE/piYPn06v/71ryv1vFWlynxIb5pS6kOggVLqXuB3wH+qNy2D1noeMK9///73WiyWCveVxVFRRr0eExNzyq9l90dERJzUflkbkZGRAKERhBPbKLu97LiwsJOftrLbKtvGmfKp6T75A0HeX76Pu69MJNISxjMjy1b5s9bZPpWpT9dJ+iR9qi19ulCZhSUESzfgDGpNZmFJlbR7IrfbzbJly9iyZQsNGjSgf//+jBgxgqSkJGJiYti6dSs7duzgvvvu45ZbbuGqq65i/vz5vPHGG8yZM4c333wz9NyeSXZ2dqVHOw8fPkxCQgLr169nzJgx7NmzJ3TdcnJyePzxx5kzZ06Fx7z77runHLE98fh58+bRqVMn2rZtW6lczqRRo0YUFxeHvhYVFZ31Mc2aNSM7O/u8z3mm63Wm562yNm3axODBg0Ov9ZSUFLZs2cLw4cNPeXzPnj255557GDhwIC1btmTYsGGEh4eHRmvvv/9+AL7++muUUuf1+lm5ciXdu3fnwIEDzJo1C5vNxtq1a0lPT2fgwIGA8cdreno6hYWFDBo0iIiICLp37x66zikpKWzcuDE0ip2SkkJKSspp+2u32095e3Fx8SnbPx2tddmKEBckLCyMm266idmzZ9OxY0eSkpKIj4+/4HbPVWU+pPc6MAOYCXQGntdav1PdiYmasyPbzoSle1iwNaemUxFC1ANf/fEKbu3fGgCL2cRXf7yCMX1aAcaHf4tKfARKK2RfQFNc4qNv24YANIqy8tUfr2B4N+M/yGYx4eedR3x8PF27dqVNmzbExsbSr18/du7cWeGYrl27YrFY2Lx5M7NmzeK9997jscceIy0tjUGDBlVqBDAiIuKsb0eXSUgwVgMaMGAAzZs358CBA4BRHI4dO5bXX3+9wqhccXExixYtYuzYsRXaOdXx69atY+bMmXTp0oV3332X1157jSlTplQqrxMppSr8CwQCZ32M2+0+56K1vDNdr9M9b+eibNrDuSh7LXzzzTfk5OTQpk0bWrRoUeEPgZycHBISEs7r9TN48GC2bdvGlClT+P3vf4/P5wPguuuuIy0tjbS0NPbu3csf/vCH0LU4sT+XXXYZqampFBUVYbfbSU1NJSUl5bT9Pd3tp2v/dJKSkip8MPVC3H333UyZMoUpU6Zw1113VUmb56pSq1Forb/XWj+ptX5Ca33yx2lFveALBAHo2SqORY8OZdyA1jWckRCivpuwZA/BE/7jDWhdLXORBwwYwMGDB8nPz8fr9bJ161aSkpLIzMzk2LFjgFHcbN++nZYtW/5/9t48Lqrr/v9/XvbNBRRZREQQlEUYWdQI1kD0405IakyrjUsWaxpN/WIa26S/aqJJbJMUo4lJNalJXJoaoyLGrSZgAJUgiCYqEhdARARFZR2WmfP7Y2QUZRZgEJf7fDzuY+acufd9XufMGTj3nHPfb+Li4liyZAlFRUV4e3uTmprKmjWGF1ADAgKMGiiUl5dTW6uZLc/Pz6e4uBhPT0+EEMyYMYOpU6cydmzzQLZr165l2rRp3Lqqquv8pUuXcvr0aXJzc5k7dy6vvvpqs72dHU1eXh4BAQFtvl7X96Wr3QzRtWtXysvLtenQ0FDS0tKorq7m2rVrZGZmEhwcrNdGUz/Zv38/5eXlhIWFMWTIEI4fP05paSnnz5+nqKiI4ODgNvcfgMcff5xBgwaxceNGhg0bRmpqKkVFmm1JBQUFY9hBSwAAIABJREFUlJSUEBoaSnp6OkqlkhMnTmg9RkRERJCcnIyLiwseHh7s2rWLiIgInfXVl9+SfV0oFAqqq6tJS0sDNCspTe2lj9u/lyZbly5dIikpidjYWKPazNToXB+TJKmSG/uOW0II0bVDFMl0CqdLq3jui0yWPRnMIz496Nfzrm01l5GReYjJLrxGg6r5v5oGlSC74KrJy+rWrRvLly8nJiaGhoYGpk6dysCBAzl48CCzZ88GQKVS8fe//x03NzftdUFBQSxcuJCIiAiWLl1qsJyJEyeSnJzcbKn+pZdeYsuWLVy+fBkPDw9WrVpFz549mTVrFtbW1pibm/Ppp59iZ2dHWloaW7Zs4dSpU6xevRqAnTt34ubmxpo1a9i3b1+z8tLT01s8393dXafGlvS0diCSn59PXFycdsCalpbG22+/zfjx4wFITk5mwoQJrbJ5K7q+rwMHDrTYboaYN28ecXFxODk5sXnzZry8vJg3bx5Dhw4FYNGiRfTq1UuvjVmzZnH69GksLS1Zv349kiRhZWXFsmXLiIyMBCAhIYFbA+W0tv808frrr/P73/+e6dOn8/HHHzNp0iQaGxuxt7dnw4YN+Pj48NxzzzF48GACAgLo168foNkeZWZmRkxMDNbW1vznP//B0dERR0dHnfXVld+SfX2sW7eOF154gfLyciwtLdmxYweVlZV6+8nt30vT6sCTTz7JqVOn2rUK0R4kQ1PmkiS9CZQA6wAJmAZ0EUL8o+PlaQgPDxeHDx++W8U9lFyvaWDuf7L587iBBLp362w5MjIy9wmSJGUJIcJvzcvKyhLGPqT2IFJbW0t0dDRpaWkm26cNsGvXLtatW8fGjRtNZrMjGTFiBImJiTg5OXW2FJn7kPHjxxMfH69zT7ipyMrK4o033vg3MH/79u3GBwoBxgghVgkhKoUQFUKIj4Ffd5hSmbvKD3llqNSCbnaWrHtuqDw4lpGRkWkntra22qV1UzJu3Lj7ZnBcVlbGggUL5MGxTKu5cuUKfn5+ODs789hjj3WaDmNubVWSJE0DvkKz5eK3gOHd+TL3PNmFV5n+7x9ZGhfE74a1/ylnGRkZGRkNo0eP7mwJnYqzszNxcXGdLUPmPqRHjx7k5eV1tgyjZpCnAlOASzeOp27kydznhHo68tHUUJ6WH8aTkZGRkZGRkdFijJu3fCHE40KInkIIZyFEnBAi/y5ok+kArtXU8+L6LM6Xaxz8Twh2w9LcKGcmMjIyMjIyMjIPBfq8WKxEvxeLlztEkUyHcqW6nsMFV8ktqaSPk+GnfmVkZGRkZGRkHjb0TR0eBrIAGyAU+OXGoUDeg3zfUXJd47Tex9mBH/4UzeiAux+VRkZGRkZGRkbmfkDnAFkI8YUQ4gvAF4gWQqy8EUHvMTSD5A5HkqRJkiStvnr1Kg0NDdTV1VFXV0dDQwO1tbWoVCqqq6sRQlBZqfHMceurEILq6mpUKhW1tbU6bdTU1CCEoKqq6g4boAnrqFarqampobGxEaVSSX19PfX19SiVShobG6mpqUGtVuu1IYSgpqbGoB5T1+no+Ws8+m4y248WU1lZia2V+X1fpwfxe5LrJNfpfqzT/UZGRgbBwcH4+/szZcoUbf6mTZvw9fXFz8+PpKQkAFJSUggPD+eVV15pdTlTpkwxGCzkypUrhIeHExISgkKhYNu2bdrPzM3NUSgUKBQKXn75zgVbtVpNYGAgly9f1luGLjuvv/46QUFBhIaGNiu3LWzfvp1ly5Y1yysrK2PMmDHtsgvwyiuv4OLiQlBQULP8d999l6CgIAICAnjjjTeMsrV8+fJ291ld7Waq/tP0fQUGBvKb3/xGGxClLRhb31OnTqFQKHBwcKA9LnVffPFFPvroI236k08+4bnnnmt1uabS026EEHoP4BTgdEvaEThl6DpTHmFhYUKm7dQ3qsRb354QlyuVnS1FRkbmAQM4LG77m3348GHjDXwcKcSirnceH0eaXKtarRa+vr4iNTVVCCFEaWmpEEKIuro64eXlJUpKSkRBQYHw9vYWKpVKTJkyRdTW1oo//elPIjc31+hyfv75ZxEbG2vwvPr6elFZWSmEEKKsrEy4uroKlUolhBDC3t5e77VJSUlixowZBstoyU5mZqYIDw8XDQ0NoqysTHh4eIiKigqDtlrLzJkzxf79+9tlIz09XWRmZorAwEBt3vnz54WPj4+or68XdXV1ol+/fuLs2bMGbfXt21eUlZW1WYuudjNl/2n6vtRqtXj66afFP//5zzbrbW19R44cKTIzM9tc3ubNm8XkyZO16d/+9rfiP//5T5vLba8eYzl8+LCYNGnSZ5MmTeoibvk7ZszTWcuAI5IkfS5J0udANvB2xwzXZUyFSi34ZP8ZquoasTQ347Xx/vRwsO5sWTIyMjLN8RgC5lbN88ytNPkm5vDhwzg7OxMVFQVoXJGBZlY5MDAQFxcXPD096dOnD8eOHWuaFLp1wojq6mqD5WzYsIEnnnjC4HmWlpY4ODgAcP36derq6mhsbDSqLitXrmTevHlGnXs7Z86cQaFQYGFhQc+ePenduzeZmZk6z1+8eDEjR46kf//+vPTSS/j5+VFWVgbA9OnT8fT0ZO7cuXdcFxcXx/r169uksYnhw4fTs2fPO/IbGxu1KyNWVlZ066bbh/++fftQKBQUFxcTHR2tfQ+wYsUKgoKCCAoKYu3atXq16Go3U/cfAEmSGDlypHYVQpfOlJQURo8ezeTJkwkKCmL+/Pkmqy9AbGwsISEhhIWF8eGHH+o9NyYmRhtmGiA1NVXrx7g1dvSRlJTEkCFDUCgUxMfHa/NuDaH+t7/9jeXLl7e5jCaM8WKxFhgKbL1xPCI0Wy9k7mGOFV3jH7tz2fXTxc6WIiMj87CzdgIc2aB5r2rQpI/+V5MePg/Utw0K1Y3gdmMnX/UVzfmndmnSlZfaLKOwsJBevXoxbtw4Bg8ezKpVqwAoKSnBzc2NTz75hE2bNuHq6srFixeZM2cOUVFRqNVqhBDMnj2blJQUg+Wkp6djbCTByspKBg0aRHBwMKtWrcLKSnOzoFQqCQ0NJTIykh9++KHZNbm5uVRVVRlVRkt2AgICyMjIoKamhsLCQk6ePElJSYleO7GxsUyYMAFvb2/Gjh3LwYMHAfjyyy958803W7wmPDycAwcOGNTYWjw8PPjjH/+Ip6cnHh4eBgOSjBo1ipycHNzd3UlOTta+z8/PZ8WKFRw6dIjU1FQWLVpEaWmpTju62s3U/QegoaGBnTt3MmjQIIM609PTWbx4MT///DOLFy82WX0BVq1axdGjRzl06BArVqzQ208cHR3x8PDgxIkTnD59mp49e2pvQltjRxelpaUsWbKElJQUcnJyOH/+PN9//z3jxo3j4MGD2puPr7/+mt/+9rettn87+rxYDBRC5EqSFHoj6/yNV3dJktyFENntLl3G5DSq1FiYmzHY05E983+Fr0uXzpYkIyMjoxsHF7DvBTVloFZpZo9tncC2u8mLUiqVJCcnc+zYMbp37054eDhjx47Vzu7NmTMHgC1btiBJEjExMezYsYN//vOfJCYmkpCQgL29vcFyLl68qB0YGKJLly789NNPnDx5ktmzZ/PrX/8aS0tLioqKcHV1JTMzkyeeeIJffvkFW1tbAD788MMWZ2xboiU7gwYNYubMmQwfPpzevXsTHR2NjY2NXjtOTk5UVFRoX69fv26w7F69enHxouknaa5du8auXbs4d+4cDQ0NREZGMnHiRNzc3Fpl58iRI4wYMUI7iz9kyBCOHTumM7SxrnZrmvU3Rf+pra1FodDcHD766KM899xz7NixQ6/OsLAw7R7t7t11/25aW1+Azz77jG3btiGEoLi4mOLiYlxdXXWeP2rUKPbv34+VlVUzu6210xKHDh3i7NmzDB8+HNA8J3H27FliYmJ4/PHH2bZtG76+vnh7e+Pi0n5HBPoi6cUDs4H3W/hMADHtLl3GpJwpq+KFLw/z7uRgwvo6yYNjGRmZe4NZ3958b27ZPG1lB7/fDx+EaAbIkhn8/gfocuMfnH2P5ud3afs/PhcXF/z9/fH09AQ0A4vc3Fzc3d2bDeRKSkpwdXVl69atZGdnEx8fz/z584mKiiIhIYFHH31Ubzm2trYolcpWafP398fS0pKjR48SHh6uHTxERETg5uZGQUEBAwcOpKKigr1795KQkGCUXV124uPjtUvUw4YN07aJLiRJanaoVIadWSmVSu2g3pTs27cPT09P7baKwYMHc+TIkVYPkJtujFpDS+2mVCpN1n9sbW3JyclplU5920taY0eSpGbplJQU9uzZQ3p6OnZ2doSHh6NWq/XaGDVqFKtXr8ba2prf/e53Rtm5vVx9+WPGjGHDhg135M+YMYPXXnsNX19fpk+frlejsejzYjH7xmt0C4c8OL4HcbSzoqeDNdYW5p0tRUbmoSAvo4QvXkvnoznf88Vr6eRltH7ZsDO453R3cQXFNM3gWDGtXYNgfURERFBYWEh5eTn19fX89NNPeHt7M2TIEI4fP05paSnnz5+nqKiI4OBg4uLiWLJkCUVFRXh7e5OamsqaNWsMlhMQEGDQgwXAhQsXuHLlCqAZVJ04cYLevXtTXl6u9V6Qn59PcXGxdgC7du1apk2bhqWlpUH7+uw0lbt//37Ky8uN3hLSGvLy8ggICDC53aYZ8bq6Ompra8nOzqZfv34Gr+vatSvl5eXadGhoKGlpaVRXV3Pt2jUyMzMJDg7Wa6OldjN1/7mdtuhsS3179OhBUVGRNl1RUUHPnj2xs7Pj+PHjHD161GCZUVFR/Pjjjxw6dIgRI0YYZef2cnXlDxs2jNTUVG1eQUGBdquGQqHg0qVLJCUlERsba1CnMeibQW4RSZJGA68KIR7uQPP3EAfOXGZYvx442Vvx39nDdN6NycjImI68jBKSN+TSWK+ZCakqryN5Qy4AvhEuqIXAzEwz26ZW33gqup1p8xtRL1udVqkRgLm5mUb3+lwaG+7U7Te0dUueJmXkq1B2EkYu7LAiunXrxvLly4mJiaGhoYGpU6cycOBAAJYtW0ZkZCQACQkJmJndnD8KCgpi4cKFREREsHTpUoPlTJw4keTkZL1L16DZEz179mwAVCoVf//733Fzc+PAgQPMmjULa2trzM3N+fTTT7Gzs0MIwZo1a9i3b59R9c3NzW3RDsCsWbM4ffo0lpaWrF+/vk3/N/Lz84mLi9MOxNPS0nj77bcZP348AMnJyUyYMKHVdm/lpZdeYsuWLVy+fBkPDw9WrVpFbGwsY8aMISQkBDMzM55//nn8/f0N2po3bx5xcXE4OTmxefNmvLy8mDdvHkOHDgVg0aJF9OrVS6+NltrNysrKpP3ndtqisy31jY+PZ9asWSxevJidO3cyduxYVq9eTUhICAMHDiQ0NFRXUVqsra3x9fWlsbFRu3pgyM7t5bq7u+vM//jjj5k0aRKNjY3Y29s3m01+8sknOXXqlMlWLSRdU+6SJMUAnwDuwDY0niu+BCTgLSHEFqMKkCRzNEFHLgghJkqS1A/4CnBC4xHjGSFEvT4b4eHholN94d3DHM4vZ/InB1n25CB+M0T/EpmMjEz7EEIgSRKlBRVsfT9bOzi+FQcna8LHeZGy4RQz3onEwdGan1KK+OGrPJ59NwrbLlbk7CskffNpnk/4Fda2FmTtzufQtrP8fuVILCzNyfz2HD8mneMPq6KRzCQObTvDkb2FvLgqGoD0b07z8/4ifr/iUQBS/5vHqYwSnv/nrwBI2ZDL2aOXefYfGm8N3315kqKT5cx4J5IvXkunqryuRd0z3o5sdZtIkpQlhAi/NS8rK0t0xIzk/UJtbS3R0dGkpaVhYdHqeSid7Nq1i3Xr1rFx40aT2exIRowYQWJiot4H6GRkTMX48eOJj483eGN6O1lZWbzxxhv/BuZv3769silfnxeL99HsQe4BbAYOAeuEEGHGDo5v8Efg5C3pvwMJQghf4Cqg24u0jEHC+jqS8HQIvw7z6GwpMjIPDEItuHapBmV1AwCXzlWw9tU0Lp7RPJjUUKdqcXAMmhnZXn27MjTWGytbzXYnl36atIWVJu3q042hsd6YW2hm7dx9HRka642ZmSbd20+T5sakXh9/J4bE3lxC9gx0ImLCzXTfQT0IG+elTXsF9yRsTF9t2kfhzOD/89Tq06VbxjTY2tpql9ZNybhx4+6bwXFZWZlB7xIyMqbgypUr+Pn54ezsrHUrZwr03doKIUTKjffbJEkqE0J80BrjkiR5ABOAt4B4SbOGEwNMvXHKF8Bi4OPW2H3YuV7TwP+X+DN/GT8Qt262PDFYHhzLyLSHhnoVv/x4CWfPLjh7duFaaQ0bF2cQM90f/+FuODhZ0yfACUtrzQC3t58jDk7WOmdim+w00atvV3r17apNu/brhmu/mw/WuPl0w83nZtrdtzvuvjefRu89wJHeAxy16T4Dnegz8ObAwzOgB54BPbRpr0HN/cZ6Bd9M11X8C6G60xerZG6P/Oy16Rg9+uHehejs7ExcXFxny5B5COjRowd5eXkmt6tvBrm7JElPNh2AdFvaGJYDrwJNUy09gGtCiCanl0VA7zYpf4i5VKkk7fRlfr5Q0dlSZGTuK9QqzZ8itVqwb+0JTqRrnOebSRL7N57ibI4m+EH3XnbETB9I7wGaQap9N2tGzQzAuc/NQe8jj/tgYdX8T6iFlRmPPO5zN6rSZloaHOvLl5GRkXkY0TeDvB+YpCMtAL3bLCRJmgiUCiGyJEl6tCm7hVNb3AQtSdJsNFs86N27N/n5+fqKeygor2nEyc4CK2D9097YWdXK7SIjo4Oa6w001qnp2ksTQTLt8wt0cbYkZILmoZTSC1fBph673ppHIB6d0webLpL2N2XrDuWVlyivbNE8Vi4QNKYHp/ZfpbaiEduuFgwY6YiVi/K+/V3er7plZGRkTI3OAbIQYlY7bUcCsZIkjQdsgK5oZpS7S5JkcWMW2QMo1lH+amA1aB7S8/Lyaqec+5uc89f43VeHeP+pEMYNap2vRxmZh4H8Y5epulZH0K80i1Jb3s0CCZ58ZQAA5Y9I2HezwstL8/vx+qtXu8v08oLI9j2kf0/xsP+dlZGRkWnCYKjptiKE+IsQwkMI4QX8BvheCDENSAYm3zhtBpDYURrud0orlEz510FKK5X4u3XhqTAPwr3kBx5kHl4a6m4GJ/h5fxHfrjqmTZ85UsqRvQXa9CNP+DBiip82HTqmLwOGyTeXMjIyMjKGMZ3/GeNZCHwlSdJS4AjwWSdouC/44LtfyDxXTsL/8njnyWDeeDyosyXJyJicvIwSDiaeoaq8Dgcnax553Ae/oa7UVtVz6WwFfYN6IJlJZO8pIGP7WWYvH4m5pRlCaPYUq1VqzMzNiJrip32IDsCtv+lDFcvIyMjIPBx02AzyrQghUoQQE2+8PyuEGCKE6C+EeEoIIfsWaoHSCiVfHz6PADZnFVFa2bqwpTIy9wNNwTaavEFUldfx/fpc8jJKyD92mW9XHeN6mSYSmFv/7kRM7IfqxoN2gx71YNI8BWY3gmFY21po3aTJ6Ma2a8thae26dc4NxeTtk1lyaAllNWV3pTxzc3MUCgUKhYKXX35Zm5+RkUFwcDD+/v5MmTIF0ITIDQ8P55VXXml1OVOmTDEqmp4uPa+88gouLi4EBbU8MaJWqwkMDOTy5ct67b/++usEBQURGhrKtm3bjLbfGrZv386yZcua5ZWVlTFmzJh22b1y5Qrh4eGEhISgUCjarX/58uXU1NS0S5Ou9ty0aRO+vr74+fmRlJQEtK3/ODg4tEufMYwaNYro6Ght+tSpUygUChwcHGgp5oQp2q0lPv/8c+bOnatNT5w4kZSUFG369n6lS6ch/W1GCGHwAIKAKcD0psOY60x1hIWFiYcFlUotfiq6Jl7fckz0f+1b0XfhDtH/tW/F61t/6mxpMjIm5WpJtfh4brL48Pff3XF8/pc0UX29ThSfviYa6hs7W+oDRd6hdJEwLU6UFxeZxB5wWNz2N/vw4cNGXx/0eZAY/OVgEbYuTLx58E1RWl1qEl26sLe3vyNPrVYLX19fkZqaKoQQorRUo2HKlCmitrZW/OlPfxK5ublGl/Hzzz+L2NjYNusRQoj09HSRmZkpAgMDW/w8KSlJzJgxQ6/tzMxMER4eLhoaGkRZWZnw8PAQFRUVRtk3BTNnzhT79+9v8/X19fWisrJSCCFEWVmZcHV1FSqVSgjRNv19+/YVZWVlbdajqz3r6uqEl5eXKCkpEQUFBcLb21uoVKo29R9d/cFUVFdXCy8vL+Hr66tt2yZGjhwpMjMz77imve2mi7Vr14qXXnpJm54wYYJITk42eJ0unbryDXH48GExadKkzyZNmtRF3PJ3zOAMsiRJi4CVN45o4B+AaQJdy9zByu9P88RH6WzKKqJBpXHw0aASbD58Xp5FlrnvEEKgatTM+NZW1rPp7UxyD14EwNrOAlWD7mAbdl2tcPPphoWleYvnyLQN36HDmfOvdTi63T0Pm7N2z2Lbac1sW4O6gVm7Z5F0Jkn7eYO6gTpVHVt/2crYLWOJ2RTDN3nfAHBVeZVZu2eRcj4FgMu1+mdM28Lhw4dxdnYmKkoTedDZ2RmgaYLo1skiqqsNu8PbsGEDTzzxRLs0DR8+nJ49e+r8fOXKlcybN0+vjTNnzqBQKLCwsKBnz5707t2bzMxMo+zfyuLFixk5ciT9+/fnpZdews/Pj7IyzYz/9OnT8fT0bDYT2ERcXBzr1683qoyWsLS01M6oXr9+nbq6OhobG1utf9++fSgUCoqLi4mOjta+B1ixYgVBQUEEBQWxdu1avXZ0tWdGRgaBgYG4uLjg6elJnz59OHbsWJv7T0vo0vnBBx/g7+9PcHAwCxcaDtOekpJCZGQkkZGRfP/993rPbUu7tVaPLvT1q9bQHj3GbLGYDDwGlAiNZ4sQwLr1MmV00aBSc71GE7Fr6lBPwrwctT+mJlRCsOI7w8t1MjKdiapBTfV1zXYJtVqw7q8H+THpLAA29pY4OFpjZat59MG2ixUOTi3/KdGVL9M+1GrNQ4429h2/jNsWGtQN1KvqKastY92JdR1ShlKpJDQ0lMjISH744QcACgsL6dWrF+PGjWPw4MGsWrUKgDlz5hAVFYVarUYIwezZs5stAesiPT0dY0Ntt6THELm5uVRVVRksIyAggIyMDGpqaigsLOTkyZOUlJQYVcbtxMbGMmHCBLy9vRk7diwHDx4E4Msvv+TNN99s8Zrw8HAOHDjQpvKaqKysZNCgQQQHB7Nq1SqsrKxabWPUqFHk5OTg7u5OcnKy9n1+fj4rVqzg0KFDpKamsmjRIkpLS3Xa0dWeJSUluLm58cknn7Bp0yZcXV25ePFim/vP7ejTuWjRIn788UeOHTvGggULDNras2cPjz32GDExMezZs0fvuW1pt9bq+e9//6vdYpSamqrN19evWkNr9dyKMQPkWiGEGmiUJKkrUAp4t0GnTAuo1YIp/zrInzYfBcC5izUVtY3a2eMmGlSC7IKrnSFRRkYnNRX1lBXedBS86Z1M9m88BYCZmcSAYa643IgYJ5lJjH8xGG+Fs/b8+zXYxv3Ktn8s4bt/3/3ApWvHriWuvyaqmqWZJWvHrmWSz6Q7zrM0s8Ta3JqnBzzNp2M+BcDRxpG1Y9fyaJ9HAehpa9ysoS6KiorIzs5m+fLlTJ06ldraWpRKJcnJyfzrX/9i//79LF++nLNnzxITE8OOHTswNzcnMTGRhIQEJkww7Nfv4sWL2lnotugxxIcffmjUzNqgQYOYOXMmw4cP58UXXyQ6OhobGxujdN2Ok5MT3bt3x8nJCUdHR65fv27wml69enHx4sU2lddEly5d+Omnnzh8+DAfffQRDQ0N7bJ3K0eOHGHEiBE4ODjg6OjIkCFDOHbsmM7zdbVn04TWnDlztPvXJUlqc/9pjc6IiAieffZZPv/8c6ytDU8sNA2QH3vsMYMD5Luh5+mnnyYnJ4ecnBxGjBjRJj36aK2eWzHGi8VhSZK6A2uALKAK+LH1MmVupUGlxtLcDDMziafC+tDD4eZd8c4/mr6TyMiYgmuXaigvrsZ7sOaf//frTlJRVsvUxcMACBvXF2tbS+35Qyfpv5f2G+oK0KIXCxnTItRqenp64eB477mKtDSzxEwyI65/HHNC5rR7EKwPV1dN34qIiMDNzY2CggJcXFzw9/fH09MTgLCwMHJzczl69CjZ2dnEx8czf/58oqKiSEhI4NFHH9Vbhq2tLUqlcVviWtIzcOBAnedXVFSwd+9eEhISjLIfHx9PfHw8AMOGDdPWsbVIktTsUKlUBq9RKpXY2tq2qbzb8ff3x9LSkqNHjxIeHm4Sm7ev1BpDS+2pVCqb3QiUlJTg6urK1q1b29R/WqNz9+7dpKWl8dVXX7Fy5UqysrJ0nltQUMC5c+f4v//7PwDOnz/P6dOn6d+/P6D5ju+mnraiS2dL+e3RY3AGWQjxByHENSHEJ8BoYIZofxCRh5rTpZU89v5+Dp65Ami2VYwJlAcEMvcel4uqOLwrX/sH8ecfLrD3s+PafcXh472Ime6vPd8vwpW+QT1aVYbfUFdmvB3JS5/EMOPtSHlw3EFIZmb8aupMQsfdW4+QDHAcwJO+T7L717v567C/dujguLy8XDtDm5+fT3FxMZ6enkRERFBYWEh5eTn19fX89NNPeHt7ExcXx5IlSygqKsLb25vU1FTWrFljsJyAgACjPFjo0qOPtWvXMm3aNCwtLfWe18SVK5r/M/v376e8vNzorR+mIC8vj4CAgDZff+HCBa3+kpISTpw4Qe/ebd8737VrV8rLy7Xp0NBQ0tLSqK6u5tq1a2RmZhIcHKzXRkvtOWTIEI4fP05paSnnz5+nqKiI4ODgNvef29GlUwhBYWEhI0eO5K233jIYCXMb8YFsAAAgAElEQVTPnj08//zz5Obmkpuby5w5c9i9e7f28x49elBUVHTHdca2W2v1tBVdOm/Pb7ce0YLXiFsPNOGhfwf87UbaExhi6DpTHGhCW6/29vYW9fX1QqlUCqVSKerr60VNTY1obGwUVVVVQq1Wa5/MvfVVrVaLqqoq0djYKGpqanTaqK6uFmq1WvtE5+22KisrhUqlEtXV1aKhoUHU1taKuro6UVdXJ2pra0VDQ4Oorq4WKpVKrw21Wi2qq6tFZU2d+N2agyLjdOkDUydDeuQ63R91KswrFd+vOynKSsqFEEIc3nNafDTnO3GxsEyo1WpRcv6KKC+pFNXV1fdNnR7E76m1daqquC4KTx7vkDrRTi8Wd5P09HTh5+cnBg0aJBQKhdi5c6f2s02bNomQkBAREBAgli5d2uy62tpaERMTIwYOHCg2b95ssJz169eL1157rV16/vCHPwhXV1dhYWEhevfuLRITE4VarRaBgYHi4sWLRtd50qRJwt/fXwQHB4uMjAy99nWxaNEisXbt2jtez507J0JCQkSfPn1Ez549RUhIiPj222+117377rti+fLlRmu9nQMHDoigoCARFBQk/P39xeeff94m/U2sXr1a+Pv7i8jISG0bfvDBByIwMFAEBgaKzz77zKANXe351Vdfif79+4v+/fuL7du3N7umNf1HkiTRu3dv7fHRRx/p1KlSqURkZKQYNGiQCAgIEGvXrtVr+8knnxRff/21Np2YmCgmTJigTTf1x5CQEHHhwgVtvrHt1lo9urxYGOpXunTenm+sHl1eLCRhYIlBkqSPATUQI4TwlyTJEdgrhIho3VC87YSHhwuT+rbrBPYcL+GrHwv5dEYE5rKvVpl7hGuXakj/5jRDJvbD2bMLF05dZecnPxH7sgKXfl2pV2qeGLey6YyYQjKm4vj+79i9KoGpS9/HzXeASW1LkpQlhGi25p2VlSXu5kzlvUZtbS3R0dGkpaVhYWG6386uXbtYt24dGzduNJnNjmTEiBEkJibi5HTvbeuRkWkiKyuLN95449/A/O3bt2sfqjHmlztUCBEqSdIRACHEVUmSWv8Y6UNOfaOa8up6yqvrce4iP6EvY1p0RaNroinaXE1FPd+uOkbIYx74RbhiaWPO1ZJqaivrAXDz7c7z749AunETJw+MHwz6RwxjzJw/4trfz/DJMu3G1tZWu7Tu5eVlMrvjxo1j3LhxJrPXkZSVlbFgwQJ5cCxz32LMf78GSZLMAc1+C0lyRjOjLKMHtVqw7lABjvZWxIa4MzHYjfGD3OTZYxmT0xSNrrFe87NsikYH0D+8FxsWHcJviCtDY72xcbDExt5C61vYvps1v3vzEa0tORLdg4m1nT1B0aM7W8ZDxejRD3d7Ozs7ExcX19kyZGTajDFu3lYAW4FekiS9BaQBb3eoqgcAASTmXGDfiUuA5ulKeXAs0xEcTDyjHRw3oWpQczDxDGbmZvQP64Vzny6AZgA8aZ6imas1mQeb7F3bOZud2dkyZGRkZO4rDM4gCyE2SJKUhSZYiATECSFOdriy+5C6RhVfHMhn2tC+2FtbsHbWELrKS9QyHUxVeZ3e/Eee6H835cjcQ6jVKnL27sRjYADeoXftsREZGRmZ+x69ozdJksyAY0KIICD37ki6f8m9WMk7u3LpYW/Nr8M86GZrnBseGZm2IIRAkiSs7S2oq26843M5Gp2MmZk5M9/7iHql4eATMjIyMjI30bvFQmgi6B2VJKltnsUfAqrqGtmfp4lJH9KnO3vn/4pfh3l0siqZBxlldQPbV+TwS6Zm+07UU75yNDqZO2hyVWRmbn7PhpaWkZGRuVcxZg+yG3BckqTvJEna3nR0tLD7hX/szuX36w5zpUqznO3r0qWTFck8qDQF57C2tUCoBeob4cgHDnMjetpA7Yyxg5M10dMGygE3HnLOH/+Jzxf8gSsXzne2lFbRUFrKxcVvcDbuiQ6xb25ujkKhQKFQ8PLLLzf7rLKyEnd3d9577z0AUlJSCA8P55VXXml1OVOmTDEqWEhL5V64cIGoqCgCAgIIDQ3lf//73x3XqNVqAgMDuXz5sk67e/bs0dZVoVBgZWVFTk6Ozvy2sn37dpYtW9Ysr6ysjDFjxrTZJuhvh3fffZegoCACAgJ44403jLK3fPlyampq2qXp9ddfJygoiNDQULZt26bN37RpE76+vvj5+ZGUlAS0vv/06NGD+vp6bVqtVpvEC0hQUJBRQTJa+h7bYueBQRgO1jGypcPQdaY8wsLC9DqbvttcrlSKSxW1QgghSiuU4nB+eScrknnQOfp9oVj31wOiob5RCCGEWq3uZEUy9zqFPx8VXy/9q6ivU3ZoOZgoUEj9pUuieNFicTI4RJwIGiRODBhoYqUa7O3tdX726quviokTJ4p3331XCCHElClTRG1trfjTn/4kcnNzjS7j559/FrGxsUaff3u5JSUlIicnRwghRH5+vnB3d7/jmqSkJDFjxgyjyyguLhb9+/c3Ot8UzJw5U+zfv7/N1+tqh/PnzwsfHx9RX18v6urqRL9+/cTZs2cN2uvbt68oKytrs57MzEwRHh4uGhoaRFlZmfDw8BAVFRWirq5OeHl5iZKSElFQUCC8vb2FSqVqdf8JCwsT586d06YvXLggFApFm/U2ERgY2MxuZ9u519AVKMSYUNP7bz2ARmBKxw3Z723qGlVMWpnG4u3HAXDuYk1YX8dOViXzINJQp6KxXgVAD3cHevt113qr0BWLXkamiT6BwUx+fQmWVp2/F73gmelc27IVANHQQMEz07m+XbMQWV9YSN6IX3E65jGuffMNoq4OGhq01zZevUrBM9Op/D5Zky4r6xCNeXl5lJWVNQvFLG4E0mr6hwlQXV1t0NaGDRt44gnjZsBbKtfFxYWQkBAA+vbtS0NDA3V1zR/GXblyJfPmzTOqDICvvvqKyZMnG51/K4sXL2bkyJH079+fl156CT8/P8pufA/Tp0/H09OTuXPn3nFdXFwc69evN1rj7ehrh8bGRurq6qirq8PKyopu3brptLNv3z4UCgXFxcVER0dr3wOsWLGCoKAggoKCWLt2rV49Z86cQaFQYGFhQc+ePenduzeZmZlkZGQQGBiIi4sLnp6e9OnTh2PHjrW6//j4+FBUVMTzzz/PCy+8oA1RrU+nrvx//OMf+Pv789RTT6FUKrX5H3zwAf7+/gQHB7Nw4UJtvq7vUZedpKQkhgwZgkKhID4+Xm+73a8Ys8UCSZIUkiT9Q5KkfGAp8NB5sbhWo1n2sLYw5y/j/fl/o2SH+zIdh7KqgfV/O0jOd5rl8d4DHIl+xh8be/nBTxnDlBXm03jLUu29TPGf/4KqrAwaG5sNjDsKpVJJaGgokZGR/PDDD9r8hQsXsmjRombnzpkzh6ioKNRqNUIIZs+eTUpKisEy0tPTMTaSYEvl3sqePXsYPHgw1tY3b3Ryc3OpqqoyugzQDNp/85vfGJ1/O7GxsUyYMAFvb2/Gjh3LwYMHAfjyyy958803W7wmPDycAwcOGK1RH7e2g4eHB3/84x/x9PTEw8PDYECSUaNGkZOTg7u7O8nJydr3+fn5rFixgkOHDpGamsqiRYsoLS3VaScgIICMjAxqamooLCzk5MmTlJSUUFJSgpubG5988gmbNm3C1dWVixcvtrr/+Pj4cOHCBc6fP09JSQlFRUX4+Pjo1Kkvf82aNWRnZ7N48WLOnj2rLWPRokX8+OOPHDt2jAULFmjzW/oeddkpLS1lyZIlpKSkkJOTw/nz5/n+++8NfYX3HToHyJIk+UmS9DdJkk4CHwLnAUkIES2E+PBuiJMkaZIkSauvXr2qvXOsq6ujoaGB2tpaVCoV1dXVCCGorNREB7z1VQhBdXU1KpWK2tpanTZqamoQQlBVVXWHDYD9J4oYvux7ko9foLGxkdEDnOjraE19fT1KpZLGxkZqampQq9U6bVRVVSGEoKamxqCeu1Gnqqoq1Go1NTU1NDY2olQqqa+vl+vUiXUSQlB0RvPHuUEoCYh0x6mP9X1dpwfxe7rX66RqbOSbt//GzpXv3ZU6GUPfdV/S/UnNjKpkaUnfdV/SLTYWAI8PltP9t79FsrYGyztvAC0cHem77ku6xERr0s7t8+FdVFREdnY2y5cvZ+rUqdTW1pKUlISfnx99+/Ztdm5MTAw7duzA3NycxMREEhISmDBhgsEyLl68iLMROnWV20RJSQkLFixg1apVzfI//PDDFmdsdZGXl0d1dbV2NtZQfks4OTnRvXt3nJyccHR05Pr16wav6dWrFxcvXjRapy5ub4dr166xa9cuzp07x5kzZ3jvvffaVM6RI0cYMWIEDg4OODo6MmTIEI4dO6bz/EGDBjFz5kyGDx/Oiy++SHR0NDY2NtrZ4Tlz5jBlimaBXZKkVvcfHx8fCgoKsLGxwcbGhvz8fLy9vXXq1JWfnZ1NVFQUtra2BAYGNutfERERPPvss3z++efNbrpaQpedQ4cOcfbsWYYPH45CoeDIkSPNBuEPCvrcvOUCqcAkIcRpAEmS/t9dUXUDIUQSkBQeHv6C5W1/OJvS9vb2AHTp0qXF16bPbW1t77DfZMPOzg4ABweHZtfa2mmuHdLfjbjBVxnQ2wkLCwssLO5stqa82200vTblN5WlT09H1kmXHrlOnV+nQ4lnOPp9Ec8s6U6Xrl0YGnvzgc/7tU7G6JHrZNo6CSEYP3cBltY2d61O7cHC2Rm3RX/D+Q8vUrbqY65v2YJQqztsNtnVVfPwakREBG5ubhQUFJCRkcE333xDYmIily9fxszMDDc3N+zs7MjOziY+Pp758+cTFRVFQkICjz76qN4ybG1tmy1H60JXudOmTUOpVDJ58mTee+89fHxueqSpqKhg7969JCQkGF3n9s4eg2bAd+uhUqkMXqNUKlvsg62hpXbYt28fnp6e2m0VgwcP5siRI7i5ubXKdtPAtjXEx8drtxQMGzYMT09PlEplswF6SUkJrq6ubN26tVX9x8fHh//+97+Eh4djZWXF//73P+Lj47U3rcbqb/qOWjpv9+7dpKWl8dVXX7Fy5UqysrJ01lWfnTFjxrBhwwad1z4I6Nti8WugBEiWJGmNJElNgUIeClb/cIan/nWQRpUaWytz3n5iEO7d2/dDl5G5nfLiaqqva/bUDRzmRtTk/tjYy8FlZNqOJEl4BoXg5jugs6W0iqaBcv99/6P75MlYDxxo8jLKy8uprdX4hM7Pz6e4uBhPT0+WLl3K6dOnyc3NZe7cubz66qtMmzaNuLg4lixZot0Lmpqaypo1awyWExAQYJQHC13lCiGYMWMGU6dOZezYsc2uWbt2LdOmTeP2SSN9bNy4scWBsK58U5GXl0dAQECbr9fVDq6urmRmZlJXV0dtbS3Z2dn069fPoL2uXbtSXl6uTYeGhpKWlkZ1dTXXrl0jMzOT4OBgvTauXLkCwP79+ykvLycsLIwhQ4Zw/PhxSktLOX/+PEVFRQQHB7e6//j4+LB//37Cw8MJCwsjOTkZb29vnTr15aenp6NUKjlx4gSFhYXa9iwsLGTkyJG89dZbBj1S6LIzbNgwUlNTKSoqAqCgoICSkhKD7X+/ofM/sRBiK7BVkiR7IA74f4CLJEkfA1uFEHvvksZOwb27Ld49HahrVGNhbtRWbRmZVqGsbmDTO5n4D3dj5G8H0N3Fju4udp0tS+Y+5urFC+QdSidk9HhsHO5P38dNA+WOIDc3l1mzZmFtbY25uTmffvqpdoa8JZpmz4KCgli4cCEREREsXbrUYDkTJ04kOTmZUaNGtUlneno6W7Zs4dSpU6xevRqAnTt34ubmxpo1a9i3b5/RtjIyMnBwcGDAgAFG5beG/Px84uLitDceaWlpvP3224wfPx6A5ORko7ak6EJXO0RFRTFmzBhCQkIwMzPj+eefx9/f36C9efPmERcXh5OTE5s3b8bLy4t58+YxdOhQQLM/t1evXnptzJo1i9OnT2Npacn69euRJAkrKyuWLVtGZGQkAAkJCZiZ3Rw3GNt/PDw8MDMzIzw8HAsLCxobG+nbty8WFhY6derKf+655xg8eDABAQHamwchBM888wwVFRWoVCref/99QP/32JKdXr168fHHHzNp0iQaGxuxt7d/IGeTpdYsMUiS5AQ8BTwthIjpMFW3ER4eLg4fPtyhZSgbVCzZcYKwvo48GSoH+pDpGOpqGig8UY5vuAsAZ4+U4ebbDVsHq05WJvMgkLPnW5K/WMPsVWux7353vOtIkpQlhAi/NS8rK0u05gGyB43a2lqio6NJS0szyTaUJnbt2sW6devYuHGjyWx2JCNGjCAxMdEkvnxlZDqKrKws3njjjX8D87dv367dz9KqX64Qohz4143jgcLK3IxfSqtw6WrT2VJkHmCO7C0ke28hbj7dcHC0wXtw+x44kpG5FcWYCfgOHX7XBscyLWNra6tdWvfy8jKZ3XHjxjFu3DiT2etIysrKDHqXkJG5l3moNzuWVihZ8f0v/HmcPw7WFmx8fqi8nULGpKjVgrwfS+jR2wHnPl1QjPbEJ6wXDo7yjZiMaRFCIEmSPDi+Rxg9enRnS+hUnJ2diYuL62wZMjJtRp+bt873Lt/BnL9ay+asIo4UXgWQB8cyJqehTkXa179w8oDmCWcbe0uc+8jhyGVMz+alfyVj66bOliEjIyPzQKBvRHgQQJKkdXdJy10h/3I1iTkXAAjr68jBPz/GCF95mVvGdJQWVJC++ReEEFjbWjD51XBGPOXb2bJkHmAa6+vp0sMZ265dO1uKjIyMzAOBvi0WVpIkzQCGS5L05O0fCiG2dJws01FaoWTuf47w4dTB9Opiw4rvf+GHvDJGB7hgZ2WBo738cJSMabl0roJTGSUEx/Shi5ON7JlCpsOxsLJi7B/md7YMGRkZmQcGfQPkOcA0oDsw6bbPBHBfDJBXfPcLmefK+fuuXN6fouD18f4sHDsQO6uHevu1jAmpVzZycOsZPAOc6BfiTECUOwOGuWJlI/cxmY6nrqYGZVUl3Xq5dLYUGRkZmQcGnVsshBBpQogXgVeFELNuO569ixrbTGmFkq+zihDAtiMXKK1U0sPBWvZUIWMSmlwkWliaUfzLNcovVgNgbmEmD45l7ho/J/+PT19+nmuX7l9H/XkZJXzxWjofzfmeL15LJy+jY+tSWVmJu7s77733njZv06ZN+Pr64ufnR1JSEgApKSmEh4fzyiuvtLqMKVOmGBUspDV6bkWtVhMYGMjly5f12n799dcJCgoiNDSUbdu2GcxvC9u3b2fZsmXN8srKyhgzZky77DbRUvu0Rf/y5cuNDo+uC13lmqr/vPPOOwQGBhIYGMhTTz3VLq0tkZeXx4gRIwgICGDw4MHa4B+t4dSpUygUChwcHOhoF7ydiTFPpa2TJOllSZI23zjmSZJkfAifdiBJ0iRJklZfvXqVhoYG6urqqKuro6GhgdraWlQqFdXV1QghtKEYb31d8d0vqG8MYszMJD7436kWbdTU1CCEoKqq6g4bAFVVVajVampqamhsbESpVFJfX099fT1KpZLGxkZqampQq9V6bQghqKmpQaVSUVtb26Y6CSGorq42aEOuU8fW6dSPF9n890waG1VU11Qz5bUI/CJ73Nd1ehC/p4ehTn7DIomaOovuLq6dUqf2kpdRQvKGXKrKNRElq8rrSN6Q26GD5KVLl3Krn+b6+noWLlxIWloa+/btY/78+ajVaj7++GPS0tIwMzPj1KlTRts/fvw4dXV19O/f36R6bmXnzp1ERETQs2dPnXYPHz7M3r17ycnJYe/evcybN4/Kykqd+W0lNjaWP//5z83ynJ2dcXd354cffmiz3SZub5+26m/vAFlXuabqP5mZmSQlJXHkyBGOHz/Oa6+91matunjmmWd45513OHHiBN9++602bH1rGDBgADk5OYSHhxs++T7GmAHyKiDsxusqIBT4uCNFNSGESBJCzHZ0dMTS0hJra2usra2xtLTE1tYWc3Nz7O3tkSSJLl00ngGaXmuFJV9nFdGg0gyQG1SCb7KLuV4v7rBhZ2eHJEk43Ig8dbstBwcHzMzMsLOzw8LCAhsbG6ysrLCyssLGxgYLCwvs7OwwMzPTa0OSJOzs7DA3N8fW1rbVderSpYvGjZO9vUEbcp1MXycrSyvMzTR51raWWFhaUFfdSJcuXTC3MLsv6/Qgfk8PW5269OjJ0NgnO61OxrD1/WytJxeVSs3W97M5dWMAfHDbGRrrmw/+GuvVpH79CwC1VfVsfT+bc8c0M6VNodnbSl5eHmVlZc0GXBkZGQQGBuLi4oKnpyd9+vTh2LFj2lUiIYT2fXV1tcEyNmzYwBNPPGFyPbeycuVK5s2bp9f2mTNnUCgUWFhY0LNnT3r37k1mZqbOfF0sXryYkSNH0r9/f1566SX8/PwoKysDYPr06Xh6ejJ37tw7rouLi2P9+vVGtYMuWmqf1urft28fCoWC4uJioqOjte8BVqxYQVBQEEFBQaxdu1avFl3lmqr/FBQU4OzsjJWV5tmowYMHaz+LjY0lJCSEsLAwPvzwQ22+g4MDf/nLXwgMDOSFF17Qq//o0aNYW1sTFRUFgLu7Oz169NBrPyUlhdGjRzN58mSCgoKYP1//sw662vODDz7A39+f4OBgFi5cqNfGvYIxA+QIIcQMIcT3N45ZQERHC2svt84eN6ESghXfGbfkJSNzK3W1jXy97DA/pWg8oPQN6kFc/GDsuz3w3hBl7mGyd23n4mnjZzbvRaqutjzgVVY1dEh5CxcuZNGiRc3ySkpKcHNz45NPPmHTpk24urpy8eJF5syZQ1RUFGq1GiEEs2fPJiUlxWAZ6enpGBtJsDV6msjNzaWqqspgGQEBAWRkZFBTU0NhYSEnT56kpKREZ74+YmNjmTBhAt7e3owdO5aDBw8C8OWXX/Lmm2+2eE14eDgHDhwwphl00lL7tFb/qFGjyMnJwd3dneTkZO37/Px8VqxYwaFDh0hNTWXRokWUlpbqtKOrXFP1n1GjRnHixAltSOpbv/NVq1Zx9OhRDh06xIoVK7T1ra6uZtKkSeTk5LBnzx7twL8lzp49i4+PT4uf6bIPmv68ePFifv75ZxYvXqzTvr72XLRoET/++CPHjh1jwYIFOm3cSxizUVIlSZKPEOIMgCRJ3oCqY2W1n+zCa9rZ4yYaVILsgqudpOjhIS+jhIOJZ6gqr8PByZpHHvfBb6hrZ8sySEu6PYN6YGNvibWtBT1622PfXTMgliSpk9XKPOw0KJUc3PwfgqJH49Z/QGfL0csTC0K1783NzZqlHZystdsrbsXBSfNbs3WwanZ+e25Kk5KS8PPzo2/fvs3ym2b35syZA8CWLVuQJImYmBh27NjBP//5TxITE0lISDBqSfrixYs4Oxt2H9paPU18+OGHLc7Y3s6gQYOYOXMmw4cPp3fv3kRHR2NjY6MzXx9OTk5UVFRoX69fv26w/F69ejUb5LUWXe3TFv0tceTIEUaMGKFdRRkyZAjHjh1j1KhRLZ6vq9zGxkag/f2ne/fu/PTTT+zevZstW7YQFhbGiRMn6N69O5999hnbtm1DCEFxcTHFxcW4urpiZWXF8OHDAejXrx8lJSW4u7u3aL8pmFBL6LIPEBYWRlBQkFZjW9ozIiKCZ599lgkTJhi9utLZGDNA/hOQLEnSWUAC+gKzOlSVCdj5xxGdLeGhpGk/YdOSadN+QuCeHiS3pPu7L08imcPMd6KwsbfksRkBnaxSRuYmljY2vPDRv1Hd+Od8v/LI4z7NfnsAFlZmPPJ4yzNd7SEjI4NvvvmGxMRELl++jJmZGW5ubvTt27fZQK6kpARXV1e2bt1KdnY28fHxzJ8/n6ioKBISEnj00Uf1lmNra4tSqTS5HoCKigr27t1LQkKCUXWOj48nPj4egGHDhuHp6ak3XxeSJDU7VCrD82RKpRJbW1ujdLaErvaZNm1aq/W3hLhtldkYWipXqVSarP/Y2NgQFxdHXFwckyZN4tChQ9jY2LBnzx7S09Oxs7MjPDxcuyfd0vLmI2GSJN2xV/1WvL29W3xwNCUlRad9gG7durVo7/bBtr723L17N2lpaXz11VesXLmSrKwsnefeKxjcYiGE+A7wBV6+cQwQQiR3tDCZ+5ODiS3vJzyYeAaAgp+vcP5Eufaz/J8ucz73Zvrc0TIunLo5y382p4ziX26mzxwppfj0NW36dFYpJWdvzmT8cvgSJedupvMyS7iUX6FNn8oooazw5sMcuYcuUna+skXdapXAzMwMMzN5tljm3sTKxhZbh/s7MqPfUFeipw3Uzhg7OFkTPW1gh9xQL126lNOnT5Obm8vcuXN59dVXmTZtGkOGDOH48eOUlpZy/vx5ioqKCA4OJi4ujiVLllBUVIS3tzepqamsWbPGYDkBAQFGebBorR6AtWvXMm3atGYDI31cuXIFgP3791NeXq7dlqEr35Tk5eUREND2iQVd7QNt09+1a1fKy2/+vwkNDSUtLY3q6mquXbtGZmamtp110VK5puo/586d45dfbuy9r60lPz+f3r17U1FRQc+ePbGzs+P48eMcPXrUYF1bQqFQUF1dTVpaGqBZ6bhy5Uqb7ffo0YOioiJtWld7CiEoLCxk5MiRvPXWW+Tn57dJ/93GKF9UQog64JjBE2UeelpaKr01//DOfCyszOgT4ARA5o5z2Haxos9ATTpj+1m6OdvRe4AjAAe3nqFnHwfcfTXpA9+cxs2nO+79Ncs8aZvy6BvUA1dvzR3uD1/l0T+sF679NOmUDacIiHTHxUsTYSx5XS4hj3ng7KkZVHz3xUnCx3np1N2gVGFlK7tsk7m3+OXHA2Tv3M6EP76Kg6NTZ8tpN35DXTt1hcnKyoply5YRGRkJQEJCAmZmN+ePgoKCWLhwoXZvqCEmTpxIcnKyzqX6tuoRQrBmzSKoNQAAACAASURBVBr27dtntK1Zs2Zx+vRpLC0tWb9+vXbWT1d+a8jPzycuLo7y8nJqa2tJS0vj7bffZvz48QAkJyczYcKEVts1hrbonzdvHnFxcTg5ObF582a8vLyYN28eQ4cOBTT7ZHv16tXqck3Vf2pra5k5c6bWS8306dMZNGgQAwYMYPXq1YSEhDBw4EBCQ0N12jDEunXreOGFFygvL8fS0pIdO3YwduzYNtmPj49n1qxZLF68mJ07d+psT7VazTPPPENFRQUqlYr333+/zfrvJlJblhjuNuHh4eJB9rX3IPHpgh+oq75zydfByZoZb0dSdbUOyezmPsI700okM0mbrixXYm5hhl1XqxbTFVdqsbQyx7bLjfTlWixtzLF1uJm2srHAxsGyxfT1slqs7Sz471s/6twHOePtSJO1j4yMKTh1MI2cvTt46v97CzMz807VIklSlhCimb+nrKws0REzkvcLtbW1REdHk5aWhoWF6W6wd+3axbp169i4caPJbHYkI0aMIDExESen+/8mTubBJSsrizfeeOPfwPzt27drl5jlqTEZk9C0+X/EFF+S1+Wiarx543XrfkIHx+YP2NyZbv6gRRcn/emuPZrvb+vas3Xpbs6a9N3cBykj014GPBLFgEeiOluGjA5sbW21S+teXl4msztu3DjGjRtnMnsdSVlZGQsWLJAHxzL3LQb3IEuS9J0xeTIPL5fyK9jybhY1FfUMGOpGzDP+d2U/oSm5m/sgZWTaQ3nxBf5/9u48Purq3v/462QjIWELBMIWNqEsAQIEtAhXoXrFBYqWaq9t1f7aUnstLVd7r0vvveLSaltbvVaxRa1a1ApYKeAGooAQIIYlsobIEiAkgawksy/f8/tjhiGBTDJJZjKZyef5eOSRnFnO930mX4aTM+d7jm7iQhzRMVx//fVB7RxHmrS0NObPnx/uGEK0mt8RZKVUItAV6KOU6oVnBQuA7kDja4iIzkmDw+bGYXXRtXtC2OcTtlak5hadh9Nu4+3/vp8xM2bxjf93b7jjCCFE1GpqisVPgMV4OsO7udhBrgVeDHEuEQEqik30GZRCv2HdueO/p8lqD0KEWExsHNf98N/p1X9gm+tynjVT+XYBve8cTXy/lm83K4QQ0czvFAut9f9prYcBv9RaD9daD/N+TdRav+DvecGklJqrlFpWXV2N0+nEbrdjt9txOp1YrVbcbrfvas8L+7DX/661xmw243a7sVqtfuuwWCxorTGZTJfVAWAymTAMA4vFgsvlwmaz4XA4cDgc2Gw2XC4XFosFwzCarENrjcViaTZPJLTp8PYSVv76C0qP1XiPZUR8m6Lx9yRtiq42OZxORl41g5R+/dvUJqfVQflfD+A6Z+HcXw9gONytbpMQQkSjgFaxUEpNB4ZSb8RZa/230MVqSFax6HicDjcHPz/DhNmDZeRYiHZQfvIEpUcLGTtzFnEJCW2qq/Ltw1gPVYJLQ5wiaWxvet85plV1ySoWQohI5m8Vi0Au0lsOPAPMAKZ6v7KbfJKISpZaB1tXFuJ2GcQnxJJ1XYZ0joVoJ0d2bGPzGy+3eec8U14ZtsNVns4xgEtjO1yFKa8sCClb7qWF3+MPd9xy2ddLC78XsmPW1dUxYMAAnnnmGd9tK1euZOTIkYwaNYp169YBnh3GsrOz+eUvf9niY9x+++0NNgv5/e9/T2ZmJmPHjuWxxx5r9vm//OUv6devn2+L30sZhsG4ceOoqKjwW8eZM2eYMWMGY8eOZfLkyXzyySe++xprb2utXbuWp59+usFt5eXl3HDDDW2qF/y/Dq3J/9xzz7X5U49f/epXZGZmMnnyZP75z382mael588999zj21bb7XbTp0+fgLYU9ycY7X3qqacYN24c48aN49vf/nab6oo0zXaQ8XSGr9Za/7vWepH36+ehDiY6npKvajiUU0rlGVO4owjR6Vx9x/e46/cv0KVr1zbVU/txEdrZcBUM7TSo/bioTfW2luV8TYtuD4Ynn3yywc5rDoeDBx98kG3btrFx40YWL16MYRi89NJLbNu2jZiYGI4cORJw/QcPHsRut3PFFVcAUFxczF/+8hf27t1Lfn4+b7zxBidOnGiyjttuu40PPvjA7/0ffvghU6dOpU+fPn4fExcXx4svvsihQ4dYvXo199xzT5Ptba158+bx0EMPNbgtLS2NAQMG8Pnnn7e6Xmj8dWht/rZ2GHft2sWGDRvIz89nw4YNLFq0iLq6uqCePykpKXz55Zfk5OT4thdvrba2Ny8vj3Xr1rF3714OHjzII4880qY8kSaQDvIBQC7t78QcNs+I1RVT+vK9x6+i75DuYU4kROejlKJnv7a/FXefMxQV3/CtX8XH0P3GoW2u258Vjz3Egc2e3d/cLhcrHnuIQ1s3BfRcS+15Vjz2EMd25wJgrqlu5hlNKywspLy8vEEHOTc3l3HjxtGvXz8yMjIYPHgw+/bt48IURK2172ez2dzsMd566y1uvfXWBre5XC7fXPCEhAR69OjRZB3Tp09vsvP7pz/9iUWLFjVZR79+/Zg4cSIAQ4YM8c1H99def5YsWcI111zDFVdcwX333ceoUaMoLy8H4K677iIjI6PRkc758+fz5ptvNpmxOY29Di3Nv3HjRrKysigpKWHWrFm+nwGef/55MjMzyczM5LXXXmsyy7Fjx8jKyiIuLo4+ffowcOBA8vLygnr+zJs3j7Vr17J27VrmzZvnu91fzpSUFB5++GHGjRvHj3/842bbu27dOqZNm0ZWVhb3339/k1lOnjxJWloaCd4pXZMmTfLd56+ezZs3c/3117NgwQIyMzNZvHhxk49vLH9T7W1PgXSQ+wCHlFLrlVJrL3yFOpjoGI7nl/Pm/+ygqsTzj/rCDndCiPahDYOVjz3MgU2fNP/gAKRMTSchoxvEeadHxSkSx6SSkt05xkEefPBBHn300Qa3lZWV0b9/f/785z+zcuVK0tPTKS0t5d5772XGjBkYhoHWmoULF7J58+Zmj5GTk9OgAz5o0CB+8YtfkJGRwaBBg9q8gUZBQQEmk4mWzPNev349kyZNokuXLn7b25R58+Zx8803M3z4cObMmcOOHTsA+Nvf/sbjjz/e6HOys7PZvn174A0LUEvzX3fddeTn5zNgwAA2bdrk+7moqIjnn3+enTt3snXrVh599FHOnTvnt56xY8eSm5uLxWLh1KlTHD58mLKysqCeP1OmTGHv3r0UFhYyatQogCZzms1m5s6dS35+PuvXr6ekpMRve8+dO8cTTzzB5s2byc/P5/Tp03z22WdNvm6HDh3ybZF94TVurp6cnByWLFnCgQMHWLJkSZOPbyx/S38voRLITnpLQh1CdFxpGd0YNDqV5J5tuyhICNE6NouZuC5diI2PD0p92mVgP2NCxSg0mtiUBHotGBWUuv2549GL81Nj4+IalJvTtXuPBo9P7tmr1TnWrVvHqFGjfPM8L7gwunfvvZ61pd977z2UUsyePZv333+fP/7xj6xZs4Znn32W5OTml8QrLS0lLS3NV66pqeGjjz7ixIkTOJ1Orr76am655Rb69+/fqna88MILLZqbWlZWxgMPPMCaNWsA/+1tSmpqKrW1tb7v58+fb/a4ffv2bbbj3Rqtyd+YvXv3MnPmTFJSUgCYNm0a+/bt47rrrmv08ePHj+eee+5h+vTpDBw4kFmzZpGYmIjLe11AsM6f9PR0X6bmciYkJDB9+nQAhg0bRllZGQMGNL5Vxc6dOzl+/Ljv8SaTiePHjzN79uxGH9+zZ0/279/Pxx9/zHvvvceUKVM4dOhQs/VMmTLFN2e8Z8+erF271u/jG8t/8uTJFv1eQqXZDrLWeotSaggwUmu9USnVFYgNfTQRLm6XwbE95xg5tR/dUhP51x+OC3ckITqtpJRu3PbQkuBVGKNIu2ccbpOT2k9O0vvO0cQkdI639NzcXP7xj3+wZs0aKioqiImJoX///gwZMqRBR66srIz09HRWr17Nnj17uP/++1m8eDEzZszg2Wef5dprr23yOElJSdhsNl9548aNZGRk+KZVTJo0ib1797aqg1xbW8uGDRt49tlnA3q8zWZjwYIFPPPMM4wYMQKAAQMGNNrepiilGny53e6Ajp2UlBRQzpZoTf7GBLKK16Xuv/9+3xSBq666ioyMDGw2W1DPn9/85jfExMTw3nvvNZszvt4fzkqpZudi33DDDbz11lvNNdMnMTGR+fPnM3/+fObOncvOnTubraex6UP+Ht9Y/tb8XkIhkFUsfgy8C/zFe9NA4J/+n+F7XqJS6gul1JdKqYNKqce8tw9TSuUqpb5SSq1QSsnQZAdzeHspn/z1EGdP1IY7ihCdms1kwmYK7kWxKkbRZWgPumb2If0/poR9k5CuPXq26Pa2ePLJJzl69CgFBQX87Gc/47/+67/47ne/y7Rp0zh48CDnzp3j9OnTFBcXM2HCBObPn88TTzxBcXExw4cPZ+vWrbz88svNHmfs2LENVrBIT08nLy8Pu92O1Wplz549DBs2zHf/ww8/zMMPPxxQG1577TW++93vNuhY+KO15u677+bOO+9kzpw5vtv9tTfYCgsLGTt2bNDrbW3+7t27U1VV5StPnjyZbdu2YTabqampIS8vr9l6KisrAdiyZQtVVVVMmTIl6OdPz5496d794rU+rcnZWHuvuuoqtm7dSnFxMeCZY1xW5n/1mhMnTvDVV18BYLVaKSoqYuDAgS2up6WPb217gy2QKRb3AdOAXACt9VdKqb4BPM8OzNZam5RS8cA2pdRHwP3As1rrd5RSfwZ+CLzUuvgiFMbNGEDPvkmkD2/6IhIhRGjt+WgNu9at5sdLXyMppVub6zMsTkzbS0ielk5s945xPcFPl7XtIq5gSEhI4Omnn+bqq68G4NlnnyUm5uL4UWZmJg8++KBvLmZzbrnlFjZt2uT7SHjGjBnccMMNTJw4kZiYGH70ox8xZszFdacbm4Zw33338d5771FRUcGgQYNYunQpc+fO5eWXX2bjxo0BtSsnJ4f33nuPI0eOsGzZMsCz+sWAAQOabG+gioqKmD9/PlVVVVitVrZt28ZvfvMbbrrpJgA2bdrEzTff3OJ662vsdZg3b16r8i9atIj58+eTmprKu+++y9ChQ1m0aBFXXnklAI8++ih9+zbdvfnBD37A0aNHiY+P580330QpFfTz51KtydlYe9PT03nppZeYO3cuLpeL5OTkJkeTrVYr99xzj2+zpbvuuovx48cDtKievn37tujxrW1vsDW7UYhSKldrfaVSaq/WepJSKg7Yo7UOuDvvnZaxDfgp8AGQrrV2KaW+DizRWje5WKJsFBJ65afqyHn3K+YsHE9iSnDmOgoh2qb8VBGnD+5j8o3zmn9wAKyHKqlcfoi+92WRMKjtHW6QjUIaY7VamTVrFtu2bSMuLpBxqMB89NFHLF++nLfffjtodYbSzJkzWbNmTZsuSBQi1PxtFBLIv9wtSqlHgCSl1PXAvwMBrcqtlIoFdgNXAC8Cx4AarfWFle6L8UzZaOy5C4GFAAMHDqSoqCiQQ4pWqjptpabCzNHCE6SkyqwXITqK1DETgvf+1xX43gBKnBVQVBmcOsVlkpKSfB+tDx06NGj13njjjdx4441Bqy+UysvL27xahxDhFEgH+SE80yD2Az8BPgReCaRyrbUbyFJK9QRWA43tZdroELbWehmwDDwjyMF8kxEXVZWaSe2fzNChkDXdICa25R+zCSGCL3/9BwyZkEWv/o2OIYgO7vrrrw93hLBKS0tj/vz54Y4hRKsF0htKAv6qtf621noB8FfvbQHTWtcAm4GrgJ7eaRoAg4CSltQlgudQTgnvPPEFZ4s8F+NJ51iIjsFcU82mN16mcGdO0Oqs23aGqpVH0O6OcYW4EEJ0ZIGMIH8KXAdcuJQ6CdgATG/qSUqpNMCpta5RSiV56/gtsAlYALwD3A2saV100VZXTOmLzeQkLSM4cxGFEMGR3LMXC5e+Rmxc8K4H0HY3hsWFim35erFCCNHZBNJBTtRa+9YZ8q5K0TWA5/UH3vDOQ44BVmqt31dKHQLeUUo9CewFXm1NcNE6lloH+RtPcdU3h5OQGMfkG4Y0/yQhRLtry4YYjen+jYyg1ieEENEskM/UzUqpyRcKSqkpgLW5J2mt92mtJ2mtJ2itM7XWj3tvP661nqa1vsI7bcPe+viipU4frmL/pmIqioO7tqoQIjgObvmUdX98CofVErQ6DZur+QeFmfOsmbJnd+M8aw7ZMSorK8nOzmbixIlkZWXxz396lvQ/c+YMM2bMYOzYsUyePJlPPvFs671582ays7P55S9/2eJj3X777Q3WQm6Mv+MC/P73vyczM5OxY8fy2GOPXfZcwzAYN24cFRUVTR7DXz3N1d8Sa9eu5emnG+6OWF5ezg03NLlAVUBiY2PJysoiKyuLn//850DTr1tTnnvuOSyWtv27+tWvfkVmZiaTJ0/2nT8AK1euZOTIkYwaNYp16zzrGLT0/Nm8eTM9evQgKyuLzMxMfv3rX7cq45EjR8jKyiIlJYXGVgBr7PclGqG1bvILyMaz+sRW79dRYEpzzwvm15QpU7RoG6fd5fu5rsoaxiRCiKbs+WitfmfJg9owjKDUZ7gMfebJnbrmo+NBqe9SwC59yXv2rl27WlSH2+7SJU/l6tMPfa5LnsrV7nrvV8HkcDh0XV2d1lrr8vJynZ6ert1uty4rK9P5+flaa62Lior0gAEDtNZa33777dpqter//M//1AUFBQEf58CBA3revHnNPs7fcU+fPq1HjBihHQ6HttvtetiwYfr48Ya/v3Xr1um77767yfr91RNI/cFwzz336C1btrSpjuTk5Mtu8/e6NWfIkCG6vLy81Vny8vJ0dna2djqdury8XA8aNEjX1tZqu92uhw4dqsvKyvTJkyf18OHDtdvtbvH5s2nTJn3zzTdrrbV2Op165MiRuqioqNV5r7nmGp2Xl9fq53cWu3bt0nPnzn117ty53XS997EmR5CVUjFAAjAazxrG/w6M0VrvDmGfXQTZiS/LefN/dlBz1vOXc0qvxDAnEkL4M2nOXG7/36dQKkhzhQ2DlKsH0GVE8HemC5bqdwtxmxygwW1yUP1uYUiOEx8fT0pKCgDnz5/Hbrfjcrno168fEydOBGDIkCE4nU7sdrtvy9sL/2ECmM3Nj3C/9dZb3Hrrrc0+zt9xAVwuF3a7HbvdTkJCwmXb9/7pT39i0aJFzR7DXz3N1V/fkiVLuOaaa7jiiiu47777GDVqFOXl5QDcddddZGRk8LOf/eyy582fP5833wz+RjBNvW6N2bhxI1lZWZSUlDBr1izfzwDPP/88mZmZZGZm8tprrzV53GPHjpGVlUVcXBx9+vRh4MCB5OXlkZuby7hx4+jXrx8ZGRkMHjyYffv2tfr8AbBYLDgcDrp08Wzoc+G8Bbj22mt9I8ObN2/m+uuvZ8GCBWRmZrJ48eIm6/X3+0pJSeHhhx9m3Lhx/PjHP/bd/vvf/57Ro0czb948RowY4Vtyct68eUycOJEpU6bwwgsvAE2fJ+vWrWPatGlkZWX5turu6JrsIGutDeAPWmun1vqA1nq/1trZTtlEkKQOSKbf8B6yAYgQHVxdpefj8qB1jgEVH0v3aweTODK4c5pb4txf9mHedRYA7TY85b3nAKjbUYJ1fwW4vKtruDTW/RVU/9Ozxa3b7OTcX/ZhPeRZt9ld52hTlrq6OsaPH8+ECRNYunQpCQkN131fv349kyZNokuXLtx7773MmDEDwzDQWrNw4UI2b97c7DFycnJo6UYp9Y87aNAgfvGLX5CRkcGgQYMuW0+4oKAAk8nU7DH81dNc/Y2ZN28eN998M8OHD2fOnDns2LEDgL/97W88/vjjjT4nOzub7du3t+h1uJTNZmPy5MlcffXVfP7555fdX/918+e6664jPz+fAQMGsGnTJt/PRUVFPP/88+zcuZOtW7fy6KOPcu7cOb/1jB07ltzcXCwWC6dOneLw4cOUlZVRVlZG//79+fOf/8zKlStJT0+ntLS0VefP1q1bycrKYsCAAdx1112kp6c3+xrl5OSwZMkSDhw4wJIlS5p8rL/fl9lsZu7cueTn57N+/XpKSko4deoUf/nLX9i9eze/+93vOHHihO/xS5cu5csvv2Tnzp08//zzvq2jGztPzp07xxNPPMHmzZvJz8/n9OnTfPbZZ822K9wCmYO8QSn1LRXMd2wRcm63wbE9nn/oPdK6cuNPxpOYLB1kIToqq6mOv/5iIbn/XBW0Og2HG9tX1Wij4y7tVrfx1OWr4Wuw5JeH5HjdunVj//797Nq1ixdffBGn8+KYT1lZGQ888ABLly4FYPbs2bz//vvExsayZs0ann322YC2Ti4tLSUtLS3gTJcet6amho8++ogTJ05w7NgxnnnmmQbbUb/wwguNjtheyl89zdXfmNTUVHr27Elqaiq9evXi/PnzzR6/b9++zdbbnOLiYvbs2cNzzz3HnXfeidV68RKoS1+3ltq7dy8zZ84kJSWFXr16MW3aNPbt2+f38ePHj+eee+5h+vTp/PSnP2XWrFkkJib6Rofvvfdebr/9dsDzR25rzp+ZM2eSn59PaWkpH3/8cZN5LpgyZQqZmZkA9OzZuk+KEhISmD59OvHx8QwbNoyysjJ2797NzJkzSU5OZvTo0QwZcvGi/ldffZVJkyYxdepUSkpKfCPyjZ0nO3fu5Pjx40yfPp2srCz27t3L8ePHW5WzPQXSQb4fWAU4lFK1Sqk6pVRtiHOJNjq0tYSPlx3g7An5VQkRCWLj4ph5592MmDItaHXaDlVS8eoBHCfD+z7Q9ycTSM7uB4CKjfGUJ/UFoPucoaj4hv8VqfgYetwyHIDY5Hj6/mQCSWN7e8rdgrPT55gxY4iPj+fLL78EPCOVCxYs4JlnnmHEiBEArF69mhdffJH777+f/Px8ZsyYEdAIclJSEjabLaAcjR1348aNZGRk0KNHD/r06cOkSZPYu3cvALW1tWzYsIEFCxY0W7e/epqq3x+lVIMvt9sdUNuSklq0bcJlLoygTp06lf79+3Py5Elf3Ze+bi11oWPbEhfOhQ8++ICysjIyMjIYMGBAgz8EysrKSE9Pb/X5A54/5GbPns22bduAhp8quVwNL7r1Nz2mJeOa8fEXB9CUUr5R78Zs3ryZ9evXk5OTQ35+PqNHj8YwDN9zGztPbrjhBvLz88nPz+fo0aP86Ec/CjhbuDTbQdZad9Nax2it47XW3b3l7u0RTrTeuJkDuGXRRPoNk1+VEJEgITGJyTd9kz6Dg7f0YtK43vT+3hgShnTc94GUqekkjkmFOO9/5nGKxDGppGQ3/9FyS505c4bKSs9UjbKyMg4dOsTAgQPRWnP33Xdz5513MmfOHN/j58+f79syevjw4WzdupWXX3652eOMHTu22RUsAL/HTU9PJy8vD7vdjtVqZc+ePQwbNgyA1157je9+97sNOjT++KunqfqDqbCwkLFjx7b6+VVVVb4R46KiIkpKSsjIyPD7ujWne/fuVFVV+cqTJ09m27ZtmM1mampqyMvLY8KECU3WceH82bJlC1VVVUyZMoVp06Zx8OBBzp07x+nTpykuLmbChAmtPn/As0pJfn4+GRme5Rl79Ojhez0KCgoCqqN3794UFxcH9NjGZGdns23bNiwWCwUFBb4/Tmpra+nTpw9du3bl4MGDvj8y/bnqqqvYunWrL8vJkyd9UzI6smY7yMrje0qp//GWByulgjfE0fSx5yqlllVXV/sm4dvtdpxOJ1arFbfbjdlsRmtNXV0dQIPvWmvMZjNutxur1eq3DovFgtYak8l0WR0AJpMJwzCwWCy4XC5sNhsOhwOHw4HNZsPlcmGxWDAMo8k6tNZYLJZm87S2TaUnqvnnc7uxmOzY7DYyxqZGfJui8fckbZI2XVpH2bGvOLBtC263K6htsrkcxH2tBw6nI2RtCoZeC0YRm+IZGY5NSaDXglFBqfdSp06d4tprr2X8+PHMnj2b3/72t/Tv35+cnBzee+89li1b5ltSrKSkxDcCl5mZSW5uLlOnTuW2225r9ji33HILmzZtavZx/o47Y8YMbrjhBt9FUD/60Y8YM2YMWmtefvllfvKTnwTUXn/1+Lu9pYqKisjKyuJ///d/WbFiBVlZWXz44Ye++zdt2hTQlBR/CgoKyMrKYsKECdx666288sordO3a1e/r1pxFixYxf/58ZsyYQVlZGUOHDmXRokVceeWVzJgxg0cffZS+ffs2WccPfvADxo4dy89//nPefPNNlFIkJCTw9NNPc/XVVzN79myeffZZYmJiWnX+XJiDPGHCBEaOHOl7/R588EHmzJnDAw88wODBgwN6/e6//34efPBB3+vT3O/rUhkZGSxcuJDJkyezZMkSRowYQZcuXZgzZw6GYTBx4kQef/xxJk+e7LcO8Ey1eemll5g7dy7jx4/njjvuCPhixXBSzX3EoJR6CTCA2VrrMUqpXsAGrfXU9ggIkJ2drRtby080dLqgis1vFnDLzybSKz053HGEEAH6+KXnOL77Cxa+9AZxAYwMBsJ6oAK32Uny1HRUTOguIVFK7dZaZ9e/bffu3bqlF6k5z5qpfLuA3neOJr5fZL9/Wa1WZs2axbZt24iLC2Q/rsB89NFHLF++nLfffjtodYbSzJkzWbNmTbMXAIqOq66ujm7dulFRUcGUKVMoKioK6kXEHcHu3bt57LHH/gosXrt2bd2F2wP5l3ul1nqyUmovgNa6WikVnElgIijOl1vokdaVwaNTuXPJVcTGBTK1XAjRUVz/459RfcuZoHWOASz7ynFVWEm5sn/Q6gyl+H7JpP9HyzrVHVVSUpLvo/WhQ4cGrd4bb7yRG2+8MWj1hVJ5eXlAq2OIju0//uM/+OKLLwDPknjR1jluJu1XyAAAIABJREFUSiAdZKd3u2gNoJRKwzOiLDqAQzklbHn7CAsezCYto5t0joWIQLFxcUGdewyQ+m+jMSwdfwe9aHX99deHO0JYpaWlMX/+/HDHEG30yiuvhDtC2ATSm3oeWA30VUr9GtgG/CakqUTARkxKI/umofQeGNkfSQrRGbldLlY98SuO78kLet1KKWLDt7SjvnBVuxBCdFRNrdYRyCoWbwH/BTwFlALztdbBW6hTtJjV5CB37XEMQ9OlazxTbx5GTKyMHAsRaczVVdjMpqDWqbXm3F++xLwrfFeJx8TEFJSWlhrSSRZCdFSGYVBaWmrYbLaKxu73O8VCKZUI3AtcAewH/qK1ls/rOoCifRXs3XCK4VlppGV0C3ccIUQrdU/ry/eeei6odWqri5gucagwTrcyDONfjx8/nl9aWtq7M81ZFEJEDq01Nputavny5cuBnkCDPq7fVSyUUisAJ7AVuBEo0lo3vcl3iMgqFh5up0Gsd0H92gor3fu0bQF2IUT42Ewm4rp0CeqFeeHQ2CoWAPPmzZsP3AZUItetCCE6JgWkAvvWrl37x/p3NHWR3lit9XgApdSrwBehyyeac2JfBZ+/c4Rb759M9z5J0jkWIsJtf/ctvsrdzg+ffyVonWTtNtAOg5ik4C0t1gZrATswHojsvwKEENHKAPLwXGvXQFPvor4N6rXWLvmYrH0V5paxY80xTFV2UlK7MP7aQfQZ1I2ExA7xH58Qoo1GTv06PdLSgzqCbCuopvLvh+n70ywSBqYErd7WWLt2rQF85P0SQoiI0lRva6JSqtb7swKSvGUFaNluOnQKc8vY9FYBLofnU0lTlZ28908w67ujSUyRgRghosHgcRMYPK7pbW1bKi4tiZSrBxIvGwUJIUSb+L2KQ2sdq7Xu7v3qprWOq/ezdI5DaMeaY77O8QUuh8GONcfClEgIESxaa/Z9uh5L7fmg1x3ftys9bxyGipVP/IQQoi069NpgSqm5Sqll1dXVOJ1O7HY7drsdp9OJ1WrF7XZjNpvRWlNX59kdsP53rTVmsxm3243VavVbh8ViQWuNyWS6rA4Ak8mEYRhYLBZcLhc2mw2Hw4HD4cBms+FyubBYLBiG0WQdWmssFovfPBaLhRP7yjFV2Rt9PUxV9ohrUzT+nqRN0qa2tOl0YQGfLPsT+zd/GtQ2OU7XUXO8vN3bJIQQ0cjvKhYdSWdZxcJwG7z16E7M5x24nZdf9J2S2oW7f3N1GJIJIYKpsvgU3Xr3ISGpa9DqLH95H+7zDvo9MKVdt4P1t4qFEEJEsg49gtwZFO2v4P0Xv8QwNDGxMcxdlMW1d36NuISGv5q4hBi+/s0RYUophAim3oMygto5Bkj9zmhS7/hau3aOhRAiWsmSCGHgcrg928DGx+B2Gpiq7Zhr7HRLTaRnv6707NeVmBjVYBWLr39zBKOuTA93dCFEG3z5yYeUnzrJrLt/TGxccN9+Y7slENstIah1CiFEZyUd5HZmqraz8qk8pt40lPHXDmJ4VhrDJ6VdNuoz6sp06RALEWXqKiuoLikOaudYa835D06QlNmbLkN7BK1eIYTozKSD3A5sJieVJSYGjupFcs8ERk3t59siWsXIx6FCdBYzvnMX2gjupnJGnRPL3rPE9UmSDrIQQgRJp5iD/Prrr/P6668D8P3vf5/i4mIKCwtZuHAhAEuXLmXlypUALFiwgMrKSvLz81m82LOz9h/+8Afef/99AG666SYsFgvbt2/nkUceAeDJJ5/k0089V6TPmjULgE8//ZQnn3wSgHu+/VNeXPJ36mpN3Hzzzcz49kh2HdrKH/7wBwAWL15Mfn4+lZWVLFiwAICVK1eydOlSABYuXEhhYSHFxcV8//vf7xBteuSRR9i+fTsWi4WbbroJgPfff1/aJG2SNvlp04fr1gIw+xvfCGqbYrsn8Oipv3Km2/lWt0kIIURDsopFCJiqbez++CTTbhlGUrcEqko9SzL1HhDena2EEOFRW1HOX3/xY65fuIhx13wjaPVqrcN+UZ6sYiGEiEadYgS5vWjD88eGw+bm8PZSyo57NgJI7Z8snWMhOrG4+Hiy597GoDGZQa3XfrSGs3/ai6vCGtR6hRCis5M5yEGgtWbDqwdJSo7nX/7ta6T2T+YHv72aLl1lW2ghBHTt0ZMZ37kr+BVrUAkxxPboEvy6hRCiE5MOcitprakutZA6IBmlFN16JZLQ9eLLKZ1jIQRA6VdHAEi/YlTQp0MkjupF4qheQa1TCCGETLFotQNbzvD3J3KpOevZanX6t64g+8ah4Q0lhOhwdrz7Nu//3+8gyNd7uOscaHdwV8QQQgjh0aE7yEqpuUqpZdXV1TidTux2O3a7HafTidVqxe12YzZ7LoCrq6sDaPBda43ZbMbtdmO1Wv3WYbFY0FpjMpkuqwPAZDLhcrk5uP00Z4tqsNlsDM7syfRvDScuSeNyubBYLBiG0WQdWmssFkuzedqrTYZhYLFYcLlc2Gw2HA4HDocDm80mbZI2SZuC1Kbr7l3MzYsfxGqzBbVNVe8WUvanPWH/PQkhRDSSVSwC5LC5+Nsj2xk5tR/X/NvXwppFCCGsBVVom4uuWX3DmkNWsRBCRKMOPYIcbkdyy9jw6kEAEhLjuO0/pzDzjlFhTiWEiAROm43Vv32MksKCkNSfNDo17J1jIYSIVtJBvoTD6vIt12YzOzFV23BYXYBnubYY2flOCBGA6rISyk8VBX3nPABL/jncJkfQ6xVCCOEhUyzqqSg2sfoPe/jG3WMYnpWGNrRsBS2EaDXDcKNUTFBXr3BVWin7/S563DSMbv8yKGj1tpZMsRBCRKNOv8ybqdqGqdpO+vAepPbvyqip/eiRlgQgnWMhRKvYLRYSEhOJiYkNet1xvZPot3gyMd0Sgl63EEIIj04/xeLjZQf4bHkBWmtiYmO45s6v0Xug7HonhGi9z177M2/96n5C9QldfHoyscmy1roQQoRKVI8gF+aWsWPNMUxVdlJSu/D1b46g79Du5G88xYzbRxIXH8u/fGcUicnxQV/AXwjReQ2fPJW+Q0cE/X3FcboOS/45us0aTGyKjCALIUSoRG0HuTC3jE1vFeByeC6QMVXZ2fRWARNmD6bwi7OM/np/0of3oO+Q7mFOKoSINl/7+syQ1OsoMWHefY7u/zokJPULIYTwiNoO8o41x3yd4wtcDoPCL8q4+6npshW0ECLotGFQsP1zrpj2deITugS9/pQr+5M8uR8qvtPPjhNCiJCK2ndZU5Xd7+3SORZChMLpQwf48E/PcCxvZ9DrvjCfWTrHQggReh36nbYtW00n92x8fl5Kry6yNa60SdokbQpJm3oPG8G3/vtJBk+YHPQ2Vf79MOXvHOpwvychhIhGUbsO8qVzkAHiEmKY9d3RjLoyPdgRhRAipM5vKELFxtD9GxnhjtKArIMshIhGUTsH+UIn+NJVLKRzLIQIhT0frsFhtXLlbXeEZFWcHv86NOh1CiGEaFzUdpDB00mWDrEQoj2cPX4Uu9USks6xs8JKXO9EWY5SCCHaSVR3kIUQor3c+LMHcLtcQa/XVWPn7B920fOW4aRcPTDo9QshhLhch75ITwghIoHTZgMgNi74Yw4xibH0nH8FiWN6B71uIYQQjYvaEeSXFn4Py/may27v2qMnP132ZhgSBU6yt79IzQ2SPVzaK3tMYhwpV/YPWn1CCCGaF7UjyI39x9XU7R2JZG9/kZobJHu4tEd2Z4UVy/5ytMto/sFCCCGCJmo7yE3Z/cEajuzY6ivvWvcehbk5vvIXa97laL2F/nNXr+TY7i985Z3/eIcTey8uO7d91VsUfbnHV85ZsZyT+/MBMNxuclYs5/Sh/QC4nE5yViynuOAgAE67jZwVyykpPAyAw9r0uqKW2vPkrFjOuaLjAJhrqslZsZyK0ycBMFVVkrNiOZVnTgNQW3GOnBXLqS49A8D5c2XkrFhOzdkyAKrLSshZsZzainMAVJUUk7NiOXVVFQBUFp8iZ8VyzDXVAJSfPEHOiuVYas8DcPbEMXJWLMfmXUu1OWcKDpGzYjkuhwOA4kMHyFmxHMPtBuDUgX3krFju2xShaN9etq96y/f8E/m72fGPv/vKx/fkkbt6pa98NG8nX6x511f+Knc7eeve85WP7NjG7g/W+MqHc7aw56N1TWbet/Fj38/7N21g/2cbGtx3YPNGXzl/w4cc+vwzX3nvx+s4vG2zrxyKc68pLT33clYsp+xoIQA2s4mcFcs5e/woEJpzryktPffKjhaSs2I5du/avCWFBeSsWO6b/hDsc689WPacpervRzDs7nY9rhBCdHYh6yArpQYrpTYppQ4rpQ4qpX7hvT1VKfWJUuor7/deocrgz76NHzXohOR/8iHH63VC9n68rkEnZPeHaxp0gHe9v9rXAQbIW/MPXycEIHf1Ks54OyFaG+SuXkXJEU8nxHC7yF29irKvjgCeTkvu6lWUHfN0Qhze/8z9sZlM5K5e5euEWGvPk7t6FVXesrmmmtzVq6gu9XQ+TFWV5K5exXlvp6S2opzc1auoLfd0iM+fLSN39SrqKisBqC4tIXf1KszVnk5J1Zliclev8o2KVRafInf1Kmwmz2YCFaeKyF29CrslsA5y2bFCclev8l3MdKbwMLmrV2EYnhGyMwUHyV29yvf44kP7G3R4Tx34kl31OrxF+/aw64N/+son8nex96O1vvKxPV+Qv/4DX/lo3g6+3PjRxfIXO9j/2fomMx/c8qnv54Jtmzm8ddPF+z7/jCPbP79Y3vwJR3Zu85X3f7aBr77Y7iuH4txrSkvPvdzVq3wdYIfFQu7qVZSfKgJCc+41paXn3rmTx8ldvQqnzQrA2RNHPWWHZ1fNYJ977aH7dUPoe18Wscmy+6cQQrSnkG0UopTqD/TXWu9RSnUDdgPzgXuAKq3100qph4BeWusHm6qrNRuF/OGOW/ze98CK91tUV3uT7O0vUnODZA+XSM4eTLJRiBAiGoVsBFlrXaq13uP9uQ44DAwEvgm84X3YG3g6zUIIIeqp3XgS046mp6EIIYQIjXZZxUIpNRSYBOQC/bTWpeDpRCul+vp5zkJgIcDAgQMpKipq0TG7pHTD7v0o9tLbW1pXe5Ps7S9Sc4NkD5eQZteamCMVkBxLRX9H2+oSQgjRYiGbYuE7gFIpwBbg11rr95RSNVrrnvXur9ZaNzkPuTVTLIQQItJpt0bFduzd82SKhRAiGoV0FQulVDzwD+AtrfWFq1vOeucnX5infC6UGYQQItJowzNw0dE7x0IIEa1CuYqFAl4FDmut/1jvrrXA3d6f7wbWXPpcIYTorNwmB6W/zsWyvyLcUYQQotMK5Rzkq4HvA/uVUhfWpXoEeBpYqZT6IXAK+HYIMwghRETRDoPEkT2JT0sKdxQhhOi0QtZB1lpvA/x9PviNUB1XCCEiWVxqIqnfGR3uGEII0al1yp30hBCiI3KbHLhr7eGOIYQQnZ50kIUQooMw7Sil9Ok83GZnuKMIIUSn1i7rIAshhGhe8uS+xPXqIltLCyFEmEkHWQghOoi43knE9ZaL84QQItxkioUQQnQAli/LsZ+qDXcMIYQQSAdZCCHCThua8x+ewJRTEu4oQggh6OAdZKXUXKXUsurqapxOJ3a7HbvdjtPpxGq14na7MZvNaK2pq6sDaPBda43ZbMbtdmO1Wv3WYbFY0FpjMpkuqwPAZDJhGAYWiwWXy4XNZsPhcOBwOLDZbLhcLiwWC4ZhNFmH1hqLxdJsHmmTtEna1LnapGIUKQu/Rvc5QyOuTUIIEY2U1jrcGZqVnZ2td+3aFe4YQgghLqGU2q21zg53DiGECKYOPYIshBDRzrC5qHj9oMw/FkKIDkQ6yEIIEUauShvOs+ZwxxBCCFGPLPMmhBBhlDAwhfT/mhruGEIIIeqRDrIQQoSJdhkQq1BKhTuKEEKIemSKhRBChIkp5wxnn9mFYXeFO4oQQoh6pIMshBBhEpfWlcSvpRLTRT7ME0KIjkTelYUQIkySxvYmaWzvcMcQQghxCRlBFkKIMHCUmDAc7nDHEEII0QjpIAshRDvThqby9YNUrzwS7ihCCCEaIVMshBCivSlI/c5oVLyMUQghREfUod+dlVJzlVLLqqurcTqd2O127HY7TqcTq9WK2+3GbDajtaaurg6gwXetNWazGbfbjdVq9VuHxWJBa43JZLqsDgCTyYRhGFgsFlwuFzabDYfDgcPhwGaz4XK5sFgsGIbRZB1aaywWS7N5pE3SJmlTdLdJKYUjLYaEwd0ivk1CCBGNlNY63BmalZ2drXft2hXuGEII0Wba6aZu6xmSp/QjtkeXcMdpM6XUbq11drhzCCFEMHXoEWQhhIg29pO11G44ibPCGu4oQggh/JA5yEII0Y4Sr+hF+kNTie0e+aPHQggRraSDLIQQ7SyuZ2K4IwghhGiCTLEQQoh2Yt5VRtWqQrTTCHcUIYQQTZAOshBCtBO3yYmr0irLuwkhRAcnUyyEEKKddL92MN2uGRTuGEIIIZohwxhCCNEOLmwrrZQKcxIhhBDNkQ6yEEKEmNaac8/vpeb94+GOIoQQIgAyxUIIIULNrek6pS/xfZPDnUQIIUQAOvQIsmw1LW2SNkmboqFNbgziruxDlzG9oqZNstW0ECKayVbTQggRQtptYC+qpcuwHqiY6Jt/LFtNCyGiUYceQRZCiEhnK6ym4uX92Aqrwx1FCCFEgKSDLIQQIdRlRE9S7xxN4hU9wx1FCCFEgOQiPSGECKGYhFi6TkgLdwwhhBAtICPIQggRIrbCasxflKHdHf9aDyGEEBdJB1kIIULEkn+O2i2n5Z1WCCEijEyxEEKIEOn17VEYJqfsnieEEBFGxjWEECJElFLEdksIdwwhhBAtJB1kIYQIgYrXD2LKLQ13DCGEEK0gHWQhhAgyw+EGrUGuzRNCiIgkc5CFECLIYhJi6fODzHDHEEII0UodegRZKTVXKbWsuroap9OJ3W7HbrfjdDqxWq243W7MZjNaa+rq6gAafNdaYzabcbvdWK1Wv3VYLBa01phMpsvqADCZTBiGgcViweVyYbPZcDgcOBwObDYbLpcLi8WCYRhN1qG1xmKxNJtH2iRtkjZFbpucDieWGlNUtamp35MQQkQjpXXH/wwwOztb79q1K9wxhBCiWbZjNVS8dpC0H2XSZWiPcMcJOaXUbq11drhzCCFEMHXoEWQhhIg0sd0TSLkynfgBKeGOIoQQopVkDrIQQgRRfFpXes4dEe4YQggh2kBGkIUQIkicZWac52RerhBCRDrpIAshRJCcX19E+Sv70UbHv7ZDCCGEfzLFQgghgqTXbSNxlVtRMbK1tBBCRDLpIAshRJDEdkuQraWFECIKyBQLIYQIgvMbirCfOB/uGEIIIYIgZB1kpdRflVLnlFIH6t2WqpT6RCn1lfd7r1AdXwgh2othcWLeWYrjVG24owghhAiCUI4gvw7MueS2h4BPtdYjgU+9ZSGEiGgxXePp/8iVJH99QLijCCGECIKQdZC11p8DVZfc/E3gDe/PbwDzQ3X8C5xnzZQ9uxvnWXOoDxV0kr39RWpukOzhciG7q9JKTEJsuOMIIYQIgpBuNa2UGgq8r7XO9JZrtNY9691frbVudJqFUmohsBBg4MCBU7Zt29byAE6D2BVlYHJDSizuO9IhPkKmXUv29hepuUGyh4vTIPbtUrAa0DUG97/1j5zsQTJs2DDZaloIEXU67CoWWutlwDKA7OxsPXTo0BbXUfn2Yaw2w1OwGXTLs9P7zjFBTBk6kr39RWpukOzhUvn2YawO7yCDQ0dUdiGEEP6191DHWaVUfwDv93OhOpAprwzb4Spwef/zcmlsh6s8tx+rwXHG5Hus7WgNjpJ65a+qcZRe/KjXVliNs+yScr2Pgq1HqhrsnmUtqMJZ7ilrQ2MtqMJVYfWU3d5ypbfsMjzlKpun7DSoXnfssuxWb3bD7sZaUIX7vB0Aw+7ylGsdnrLNW67zli1OT9nkKbvN3rLZ6SmbHFgLqjAs3nKdt2x1ecq13rLNWz5v95Ttbk+0C2WHp1z7+WmshyobZj9UiSm31FOstGItqEK7PR0iV4W37N1YwVlu8ZS9n2w4z3nKFzjPmrEduaRcWH2xXGbG9tXFsqPEhO1ozcXyGRO2Y/XKxXXYj9f4PV9q1p/AXnRxZQL7qVrsJy9eiGUvOo/9VMOy43TdxfLx8ziKL5ZDce6d/+xU4+f6F6UtPvesBVW4qj1lw+E511w1F8614J97TZ3rLT33XDU2z7nj9J5bVd6yy1sO8rl3/tOTnnPdffl7jBBCiMjW3h3ktcDd3p/vBtaE6kC1Hxf5/qO8QDsNaj8uomb1Ueo+L/bdXv2PQkzbzvjKVSsLMe8ouVh+p8DXwQOofOsw5ryzF8t/O4RlT73y6wex5Jd7Cob2lPd7ytplUPn6QawHKz1lh9tTPuwpG1YX5pySy7Ljze6utVP5+kHfclLuam/5pKfsqrRR+fpBXyfNWW6l8vWDOEs8nSrXWbOn7O10OUu85XJPp8lRXEfl6wd9nSjHqVpPudrTKbKfOE/l6wdx13rLR2uofP0ghsnT6an79PTFzs4FLk3t+iIArIcqqXz9oK99lv0VVL5+ELydFOuX5Z6yl2XPOSqXH/KVzbvOUvnW4Yvl3DIq/17gK5u2l1C18sjFck4J1e8W+sp1nxdTs/roxfLm01SvOeb3fDF9fobzH57w3Vb7cRHnP75YPv/hCWo/Oekr16w7Tu2npy6W1x6ldtPpi+UQnHumTacbP9fXn2zxuVf5+kHfHxyG2ek5t456yqE495o611t67tmOVHvKVm+5oMpT9naog33umTYXX3auX3iPEUIIEdlCNgdZKfV34FqgD3AWeBT4J7ASyABOAd/WWl96Id9lsrOz9a5du1p0fFNeGefXHmvwn6+Kj6HHN0fQZVA3VHwMcb2TAM8oY0yX2IblxDjiUhM95TMmYrrGEdfLWy6uIyYlnrie9crdEojr0cVTPl1HbPcEYnt0QRsa5xkTsT0SiO1ev9yF2O4JaLfGWWIitmcXYrsloF0GtZ+dwrT1TMOOQ3wMPb85guSJfXGWmYlNTSQ2OR7D4cZ11kJc70RiujZStrtxnbMQl5ZETGIchs2Fq9x6eblvEjFd4jCsLlwVVuL6dSUmIRbD4sRVafOV3WYn7iob8eldUfH1yv2TUXEx1G4rpvbjk+Cqlz1O0XPeCFKm9cdd58BdYyd+YAoqRuGuteM+77hYPm/HXesgflAKSilc5+0YdQ4SBnUDwFVjxzDVK1fbMCwuEgameMpVNgybi4QBfsqVVgyHQUL/ZE+5wop2GdhP1zV6vqTMHkzXsb2J7+d5/IVPCuL7dr1YVhCf5i2fNUOMulguM0NcDPF9knzlYJ97tuPnqfvk5OXn+twRJPRPbtG55yw1E9urC7EpjZSdRtDPvbrPi/2e613H9m7Ruec2OXBX2y+WL5xrA5JRsTFBP/dqt5ym9pNTDc71C+8xKdnpdBZKKZmDLISIOiG9SC9YWtNBBu/8wAsf98cpksb2jpj5gZK9/UVqbpDs4RLJ2YNFOshCiGgU1Zdb91owitgUz7avsSkJ9FowKsyJAifZ21+k5gbJHi6RnF0IIYR/Ud1BjkmIpc8PxhHXryt9fjAuotYoleztL1Jzg2QPl0jOLoQQwr+onmIhhBAitGSKhRAiGkX1CLIQQgghhBAtJR1kIYQQQggh6pEOshBCCCGEEPV06A6yUmquUmpZdXU1TqcTu92O3W7H6XRitVpxu92YzWa01tTVeTYnqP9da43ZbMbtdmO1Wv3WYbFY0FpjMpkuqwPAZDJhGAYWiwWXy4XNZsPhcOBwOLDZbLhcLiwWC4ZhNFmH1hqLxdJsHmmTtEnaJG2KlDYJIUQ0kov0hBBCtJpcpCeEiEYdegRZCCGEEEKI9iYdZCGEEEIIIeqRDrIQQgghhBD1SAdZCCGEEEKIeqSDLIQQQgghRD0RsYqFUqocOOnn7h7A+Waq6ANUBHCoQOoK1mMCfVwg2YN5vGC2L1jZ27t9cr4E/jg5XzwiNXswzvUhWuu0AOoQQojIobWO6C9gWQCP2RXEuoLymGBmD/Lxgtm+oGQPQ/vkfJHzpVNkD+a5Ll/yJV/yFU1f0TDFYl071xWsx7Tkce15vGC2LxDt/Xp2xOxyvgROzpfg1xWs4wkhRNSIiCkWbaWU2qUjdCF7yd7+IjU3SPZwidTskZpbCCFCLRpGkAOxLNwB2kCyt79IzQ2SPVwiNXuk5hZCiJDqFCPIQgghhBBCBKqzjCALIYQQQggREOkgCyGEEEIIUY90kIUQQgghhKhHOshCCCGEEELUExfuAMGmlPoj8A+tdU64s7SUUioV+BlQArwKPAJ8HTgM/EZrXR3GeE1SSs0CvgUMBlzAV8ArWuujYQ3WDKVUHPBD4FZgAKDxvP5rgFe11s4wxhNCCCFEGETjCPL3gf9TSp1USv1OKTUp3IFa4E0gGZgCbALSgd8CVuD18MVqmlLqaeAuYCfgBI4Dx4BVSqlvhzNbAJYDWcAS4CbgZuAxYCKe30dEUkp16OW7lFKxSqmfKKWeUEpdfcl9/x2uXG0hr7kQQkSPqFvmTSm1V2s9SSk1EviO9ysW+Dvwd611YVgDNkEpla+1zlJKKaBYaz3w0vvCGM8vpdR+rfV4789xwBat9dVKqV7AVq11ZngT+qeUOqK1/pqf+wq11qPaO1OgvJ84NHoX8KXWelB75mkJpdQrQFfgCzx/1G7RWt/vvW+P1npyOPP5I6+5EEJ0DlE3xQLPR+Rorb8CngCeUEpNAP4N+BC4IozZmhPj7VR2A1KUUkO11kVKqd5AQpizNcVQSqVqravwTFOIBdBaV3s7+x1ZtXeU+x9aawNAKRUDfBvosFNavMqBk3g6Zxdob7ky2mBvAAAIU0lEQVRvWBIFbprWegKAUuoFYKlS6j08/0478jkjr7kQQnQC0dhBvuyNXmu9D9gHPNz+cVrkKaDA+/P/A17x9i/H4PnYv6P6DbBXKXUEGA38FEAplQZ8Gc5gAfgOnmksS5VSFzrEPfFMcflO2FIF5jjwDa31qUvvUEqdDkOelvD9wae1dgELlVL/C3wGpIQtVfPkNRdCiE4gGqdYpGitTeHO0VpKqVg8vxeXd7pCFnBGa10a5mhN8n70PBw4qrWuCXee1vCO1CutdUW4swRCKXUfsE1rfdkfIUqpRVrrP4UhVkCUUm8Cb2qtP77k9h8BL2mt48OTrGnymgshROcQdR1kAKVUD2AOMJCLqxKsj4SOW6Rmj9TcTVFKXa+1/iTcOYQQQgjRvqJuFQul1F3AHuBaPBekJAOzgN3e+zqsSM0eqbkD8Gq4A7SWUur6cGdorY6eXSk1Win1oFLqeaXU/3l/HhPuXIGI5OxCCNGeom4E2TsP9spLRy69F7/ldvBVCSIye6TmBlBKrfV3FzBba53cnnmCRSl1SmudEe4crdGRsyulHsRzUds7QLH35kF45qu/o7V+OlzZmhPJ2YUQor1F60V6jfX6DTr+ldqRmj1ScwPMBL4HXDpvXQHT2j9O4Jrp3PduzywtFcHZfwiMu3QDGe8GRQeBjtzJjOTsQgjRrqKxg/xrYI9SagNw4aryDOB6PMu+dWSRmj1Sc4NncxOL1nrLpXd4R8Y7sojt3BO52Q08SxmevOT2/t77OrJIzi6EEO0q6qZYgO+j/RvwXDCm8HycuL4jb9V8QaRmj9TckUwp9RHwO631pkbu+1xr/S9hiBWQSM2ulJoDvIBnK/X6fwxeAfzs0hUiOpJIzi6EEO0tKjvIl1JK3aK1fj/cOVojUrNHam6I7Owi9LwbyUyj4R+DeVprd1iDBSCSswshRHvqLB3kiN1GNVKzR2puiPjsEdu5j9TsSqmFWutl4c7RGpGcXQghQinqlnnzo6NfKNaUSM0eqbkhsrM/Hu4AbRCp2e8Nd4A2iOTsQggRMp2lg/yTcAdog0jNHqm5IbKzR3LnPlKzR2puiOzsQggRMtG4igVKqdHAN6m3q5tSqk5rfTi8yZoXqdkjNTdEdvZGRHLnPlKzzw13gDaI5OxCCBEyUTeC7F0M/x08IyNfAHnen/+ulHoonNmaE6nZIzU3RHZ2uHxnNGBWpOyMFsnZ69NaFwMopX4Q7iwtFcnZhRAilKLuIj2lVCGNL4afABzUWo8MT7LmRWr2SM0NEZ89YndGi+Ts/nTkHQCbE8nZhRAiFKJxikUkL4YfqdkjNTdEdvZI3hktIrMrpfb5uwvo155ZWiqSswshRHuLxg7yYuBTpVSji+GHLVVgIjV7pOaGyM4eyZ37SM3eD8+GOJdugKOA7e0fp0UiObsQQrSrqOsga60/VkqNIgIXw4/U7JGaGyI7O5HduY/U7O8DKVrr/EvvUEptbv84LRLJ2YUQol1F3RxkITqTSN4ZLZKzCyGEiG7RuIrFBKXUTqXUaaXUMqVUr3r3fRHObM2J1OyRmhsiOzuA1trQWu/UWv9Da/2u9+eI6GBGcnYhhBDRLeo6yMBSYAkwHigEtimlRnjviw9XqABFavZIzQ0RnP3/t3f3LnZVYRTGn4VtYMRRYhFMOm2EoI0gyIgJKAgJBBQEo00qwXR+FGklgSD4J4idXxCrUcRoIaTRQoRoI4rNRDBGSBlYFvcM3KSYuQo5567j+sHA3H2ap7svm33PTh7uU9tTuyG7vapqbHMckA/Y3rZ9w/ZFFucZtyU9weISiHWW2p7aDdntscM9ue2p3ZDdXlU1qtn9SA+QpA3bfwPYvizpFPAJcN+0aftKbU/thuz2A7a3h/8vSvqOxXD/Mus/3Ke2p3ZDdntV1ajmuIN8AbjtNi7bPwDPAJ9OUrS61PbUbshul6SN3Q+2LwOngA+Aw5NVrSa1PbUbsturqkbVt1hUhZL0EvCL7St3rD8EnLN9Zpqy/aW2p3ZDdntV1dhmNyAPOyRvAyeBB4blP4BLwHnbN6Zq209qe2o3ZLdXVVXV3THHIxYfsrgpasv2pu1N4Olh7aNJy/aX2p7aDcHtkjYknZf0k6Q/h7+rw9q9U/ftJbU9tRuy26uqxjbHHeSfbT/8b5+tg9T21G6Ib/8c+Ap43/bOsPYg8ApwzPbxKfv2ktqe2g3Z7VVVY5vjgPwF8CWLL4Frw9pB4FXguO1jE+btKbU9tRvi25OH+8j21G7Ibq+qGtscj1i8CGwC30j6S9J14GsWr+x6YcqwFaS2p3ZDdvtvkt4YBnpgMdxLehP4fcKuVaS2p3ZDdntV1ahmt4MMIOkR4BBwxfbNpfVnl94DupZS21O7Ibddi5vQ3gJOAAdZvMv2GvAZcMH29Qnz9pTantoN2e1VVWOb3YAs6XXgNeAqcBQ4a/vS8Ox7249N2beX1PbUbshuh9zhHnLbU7shu72qakxzPGJxBnjc9klgCzgn6ezwTJNVrSa1PbUbgtuH4f4Si+uxf5R0YunxO9NUrSa1PbUbsturqsY2x6um79ndGbH9q6Qt4GNJh1nzgYfc9tRuyG7fHe5vSjrCovuI7fdo+92S2g3Z7VVVo5rjDvKOpKO7H4bh53ngfuDRyapWk9qe2g3Z7bcN9yx2wJ+T9C7rP/Cktqd2Q3Z7VdWo5jggnwZ2lhds37J9GnhqmqSVpbandkN2e/Jwn9qe2g3Z7VVVo5rdj/Sq/i8kHQJu7V76cMezJ21/O0HWSlLbU7shu72qamwdkKuqqqqqlszxiEVVVVVV1X/WAbmqqqqqakkH5KqqqqqqJR2Qq6qqqqqW/ANQ5R3lccjnIgAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%run BikeCode.ipynb\n", "wandering(places)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "# Eddington Number\n", "\n", "The physicist [Sir Arthur Eddington](https://en.wikipedia.org/wiki/Arthur_Eddington), a contemporary of Einstein, was a pre-Strava bicyclist who favored this metric:\n", "\n", "> *Your [**Eddington Number**](https://www.triathlete.com/2011/04/training/measuring-bike-miles-eddington-number_301789) is the largest integer **e** such that you have cycled at least** e** miles on at least** e** days.*\n", "\n", "I'll look at the **miles** column across all my **rides** to compute my Eddington number:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "62" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Ed_number(miles)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**My Eddington Number is 62**: I've ridden at least 62 miles on at least 62 days (but not 63 miles on 63 days). My number is above [the mean for Strava](https://swinny.net/Cycling/-4687-Calculate-your-Eddington-Number), but not nearly as good as Eddington himself: he had a number of **84** when he died at age 62, and his roads, bicycles, and navigation aids were not nearly as nice as mine, so bravo zulu to him. \n", "\n", "I'm 64 years old; how many rides do I need to match my age? I call the number of needed rides the **Eddington gap**:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Ed_gap(miles, 64)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I need 5 more 64-mile-plus rides. Here are the gaps to other numbers:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{63: 2, 64: 5, 65: 9, 66: 13, 67: 21, 68: 25, 69: 36, 70: 40}" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "{m: Ed_gap(miles, m) for m in range(63, 71)}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Eddington was English, so he used miles, but we could convert to kilometers to get a **metric Eddington number**:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "86" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Ed_number(kms(miles))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{86: -2, 88: 3, 90: 7, 92: 12, 94: 19, 96: 25, 98: 33, 100: 37}" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "{k: Ed_gap(kms(miles), k) for k in range(86, 101, 2)}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "My **metric Eddington Number is 86**, and my gap to 100 is 37 rides.\n", "\n", "Here are some properties of Eddington numbers:\n", "- Your Eddington number is monotonic: it can never decrease over time. \n", "- To improve from an Eddington number of *n* to *n* + 1 can take as few as 1 ride, or as many as *n* + 1 rides.\n", " + *Suppose I have done 49 rides, each of exactly 50 miles. My Eddington number is 49.*\n", " + *With one 50 mile ride, my Eddington number becomes 50.*\n", " + *I would then need 51 new 51+ mile rides to reach 51.*\n", "- Your metric Eddington number will always be greater than or equal to your imperial Eddington number.\n", "- Your metric Eddington number will never be more than 1.609344 times your imperial Eddington number.\n", "- Of two riders, it is possible that one has a higher metric number and the other a higher imperial number.\n", "\n", "Here is my Eddington number progress over the years, in miles and kms:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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yearE_miE_km
020143445
120154160
220164665
320175172
420185376
520195579
620206186
720216286
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" ], "text/plain": [ " year E_mi E_km\n", "0 2014 34 45\n", "1 2015 41 60\n", "2 2016 46 65\n", "3 2017 51 72\n", "4 2018 53 76\n", "5 2019 55 79\n", "6 2020 61 86\n", "7 2021 62 86" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Ed_progress(range(2014, 2022))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Note:* the definition of Eddington Number seems precise, but there is an ambiguity: what does ***day*** mean? The New Oxford dictionary mentions three meanings:\n", "\n", "- (a) a period of 24 hours; \n", "- (b) a unit of time, reckoned from one midnight to the next;\n", "- (c) the part of a day when it is light. \n", "\n", "I originally assumed (b), but I wanted to accept (a) for [bikepacking](https://bikepacking.com/) trips where I rode to a camping site in the afternoon, pitched a tent for the night, and rode back home the next morning; what bikepackers call a [sub-24-hour overnight (S24O)](https://oneofsevenproject.com/s24o-bikepacking-guide/). And then COVID struck, the camping sites closed, so why not allow an S24O ride where I sleep in my own home? I realize Eddington had a lot more hardships than we have (World War I, the 1918 pandemic, and World War II), but I hope he would approve of this accomodation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Hill-Index: Speed versus Grade on Short Segments\n", "\n", "The Eddington number reminds me of the [**h-index**](https://en.wikipedia.org/wiki/H-index) metric for scientific publications. I invented another metric:\n", "\n", "> *Your **hill-index** is the maximum integer **h** where you can regularly climb an **h** percent grade at **h** miles per hour.*\n", "\n", "I'll plot grade versus speed for segments (not rides) with two best-fit curves: a blue quadratic and an orange cubic. I'll also superimpose a red dotted line where grade = speed." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "show(pct2, miles2 / hours2) \n", "plt.plot((2, 6, 7), (2, 6, 7), 'ro:');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Both best-fit curves are above the red circle at 6% and below the red circle for 7%, so **my hill-index is 6**. We also see that I can cruise at 15 to 17 mph on a 1% grade, but only about 8 mph at 5% grade, and around 5 mph on 8% grades." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# VAM\n", "\n", "Climbing speed measured by vertical elevation ascended is known as [VAM](https://en.wikipedia.org/wiki/VAM_%28bicycling%29), which stands for *velocitĆ  ascensionale media* (for native Campagnolo speakers) or *mean ascent velocity* (for SRAM) or 平均äøŠę˜‡ēŽ‡ (for Shimano). The theory is that for steepish climbs, most of your power is going into lifting against gravity, so your VAM should be about constant no matter what the grade in that range. (For flatish rides power is spent on wind and rolling resistance, and for the steepest of rides power goes largely to cursing *sotto voce*, as they say in Italian.) Here's a plot of my VAM versus grade:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "show(pct2, feet2 / hours2, ylabel='VAM (vertical feet per hour)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I don't see the flattening effect; I see a wide spread of VAM numbers; at about 8% I range from 1500 to 3000 VAM. Champions do over 6000. \n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " # Speed versus Grade on Long Rides\n", "\n", "The plots above tell me how fast I should expect to climb a particular hill, but what about average time on longer rides? Here's a plot of a sample of my rides; this time grade is listed in feet climbed per mile rather than in percent." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "show(X=feet/miles, Y=miles/hours, xlabel='Ride Grade (feet/mile)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, I average a little under 14 mph when the overall route is fairly flat, with a lot of variability from 12 to 16 mph, depending more on my level of effort (and maybe the wind) than on the grade of the road. But when the grade is steeper than 50 ft/mile, the speed falls off quickly: down to 12mph at 80 ft/mile; 11 mph at 100 ft/mile; and around 10 mph at 120 ft/mile. Note that 120 ft/mile is only 2.3% grade, but if you figure a typical route is 1/3 up, 1/3 down, and 1/3 flat, then that's 6.9% average grade on the up part.\n", "\n", "I can use this to predict the time of a ride. For example, if I'm in La Honda and want to get to Pescadero, which is faster: the [coast route](https://www.google.com/maps/dir/La+Honda,+California/Pescadero,+California/@37.2905834,-122.3896683,12z/data=!4m19!4m18!1m10!1m1!1s0x808faed4dc6265bd:0x51a109d3306a7219!2m2!1d-122.274227!2d37.3190255!3m4!1m2!1d-122.4039496!2d37.3116594!3s0x808f062b7d7585e7:0x942480c22f110b74!1m5!1m1!1s0x808f00b4b613c4c1:0x43c609077878b77!2m2!1d-122.3830152!2d37.2551636!3e1) (15.7 miles, 361 ft climb), or the [creek route](https://www.google.com/maps/dir/La+Honda,+California/Pescadero,+California/@37.2905834,-122.3896683,12z/data=!4m19!4m18!1m10!1m1!1s0x808faed4dc6265bd:0x51a109d3306a7219!2m2!1d-122.274227!2d37.3190255!3m4!1m2!1d-122.3658887!2d37.2538867!3s0x808f00acf265bd43:0xb7e2a0c9ee355c3a!1m5!1m1!1s0x808f00b4b613c4c1:0x43c609077878b77!2m2!1d-122.3830152!2d37.2551636!3e1) (13.5 miles, 853 ft climb)? We can estimate:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Coast: 70 min, Creek: 64 min.'" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f'Coast: {estimate(15.7, 361):.0f} min, Creek: {estimate(13.5, 853):.0f} min.'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This predicts the shorter but steeper creek route would be about 6 minutes faster (whereas Google Maps predicts the creek route would be 80 minutes, 2 more than the coast routeā€”I guess Google lacks confidence in my climbing ability). This is all good to know, but other factors (like the scenery and whether I want to stop at the San Gregorio store) are probably more important in making the choice." ] } ], "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": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 4 }