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Lubridate_exercise_-_solution.html
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Lubridate_exercise_-_solution.html
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<!DOCTYPE html>
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<meta name="generator" content="pandoc" />
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="author" content="Tal G" />
<meta name="date" content="2019-04-30" />
<title>Lubridate exercise - solution</title>
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NOjMKhUpWZWHK5LZgl9279229we2OBUX50kuVjv5QDo7PBwnsvrhWJF%2BYDIuVagZDxeFHOF1MEKbsBMEQS%2BKJjOVdXJ1BKw61EH%2BfeqSTzTz3I7ZA3Zuv%2Bwhshy3sDFL2TjctJR6n2SDsfFJ3A0I5ewXfAgugw7s%2B0XQG0SAfFVWHOEsr6TyphSHW5NHFc9J6Wa%2B7B3Dfp42HguHAUINniPlZCpQ%2Fl0CogDIrW%2F8u85iv7sGv8ZzGzYAxjwV%2FMCxTwobJQCTWU8HRPQeruaaXpRqestVdUOXso7dupeF7px4Z8%2Bed3arKFc44AIg51W9ch4kIIiUEocmSk4sBpCcj15oUDRJXYYExl37RmirrkIv55rLASYJJF%2BS3t0nopeptU%2BE%2BmLrLK%2BlPgQyid3mCBU6UP1rVz8R2n770zc%2FXf7x8s%2FNn9fvaFi3rmFHPfmMLWRP4lycho%2FjNPY4W82Os88wiJ34K4tdAIQjAOQkx8YArcM2PaAOjSZBL8uolzAJFFvGDXd8ej67P2AvKpUkOYghcnK7zl300RBcsExwzJ%2Fhbrd7GuYBwhgAIYtbTx%2F3%2Bd4klJ3gtKCQnGIz9InYZEzqG8EkjSzNavCB%2FcXYlcQshhyMsZrI6PYLWc3lOG%2FvlA4rHr%2F3uTFD3r38%2Fr%2B3fMKOke9W4oJ9G566u7au84CpOz%2Fct5R99wF7W6dIYjjnawrHIAh3hlungFOWgXoyzVKbHOr1eD19Il6vISsrrU8kSzbY%2B0QMGpdjgYh60zDTHJKHoyP4404pw27zB4o1o62gq%2BBLL299am8j%2Bzv774zj995%2FdgTOZsOfWr3rnTWPj2h8qGbo1%2FM%2F%2FkYYvmxfms7TtPrM54E7ns4vwBw0rFy%2FaNJjRRVTet31OgCBPABhongUDOCAzuE0h6gnxChToCJ1ulB0iH0jeqvscFBZotflk%2BhMQ5oJDqhrC%2Fl%2F%2FFxmAUlGYeK5Z6Jl5MDec2yJQdc%2Bl5ViNduL1avoZ805eGll04jy6COKheT8S%2BU6kQwdw%2BlW6nPpXF4qtEoBziwAye3mMnRLkqlPRLqZdQlsKxTcLghkqhzjrLL5M%2BWgUwldSkjbL1HPLrCf51d8MHbv66zu%2FmcGl5Kz0YNZ0%2Bmcf759kbEB29qGGrZiYWop2b2R9fYqnKnlWOVzqXqgNfQIB5LtRr8fQLLT7CyT0ZLaL2K0WFzU5e0TcfmojkckcgvcyhJ4pNlr8Bd63VyEhIbiGhfIBFGTq8R9lqcWB2Dl1G79Rn%2F9i8n08OU3L%2F760UX2E369YuvqVUPrI9VryFR8CXc5V%2FrYefbW7svv%2FYNdxUHv%2FOnFVQ1V8yse2Dde0UcAIY%2FzU4L0sA1FEQg3jJT0jVAJFBlqbOOrALk1dCOmkuHNF%2BmpaKOYunHhldNAlZhEyFGpz4R20C%2Bc47Vmu%2B6gqXo9lewuq5TfXrLnZORk9Ink5JjAlNwvYvJBoF8E5N8qd9nN3jrmj7mOx8OPLDXqolpgwv0zZkpuzaeTynf%2BvWjNvnr22b%2BbsfDJR7%2Be%2BcL6dQ1bXlu3CDvOWfHIMytnrhJPHt7x4L7eg%2F48%2B8C5U0euLuu%2Ff8ozr1xteHTRssdGru8V3kwfeHTMsN937%2FzksLEzFdlO5NQpNsMLWdAtnJlizzQYAAQu26AljUvWZbEQlyuJi1Ymcr8Iaal2jjKNg5qJ9Ctqx02jMyDFKHJw8TpUIvjHKhXZQlZ0%2FIwe1eO%2B%2B6%2FRVHpg2mv%2FuPbBuguPMtfKLU%2BtuXfjkIFraEVzg2tlMuZg6O57%2FvXBP1C3kZ3H9od2PPV81RMVE%2FaNAy3HEcaokRS34Ta%2BLAA8XotzQMRiizkRDVfN87X0JXae6NzkVR6Znehb6J8XL%2BY3IKovXMjn0oEDMrkmmc2iXu9yGm0DIkab6hgTZklwj%2FT6FDccpXsmn6Rjlxv%2BknyrTFMR8%2BU%2FcF9%2BDiRwh%2FUCiChwdeXD58cDhSwsRjeikNNcTo83%2F0AtP2DDKLywji1nhxSezMTjgo9eVHOy3LBbJgIQ0OsEsToiIFRHrIjI4wHOlfxEz6a4ZOTXTLq9eTjdTofW1bEH6up%2Bg5GIBDhGEr2BkRNVlMZTa%2FP3HKVyrMMKrF3H%2FKPYUAWjlGsXaRnXrxTIhrJwqp%2FbMtnphFYWIdgGoLWtddqASGuPzdA7YhNaqFZLvVJSEa48LZwUd4YSN4mJ%2Baq%2FctSSXgtmD6gf2emV91%2F9KNj38bHd9l3PX0tq19dMnzFw3OSsgsWjj%2BzqPXn0w4On3e9nZ%2BNJLYFZ1yqkQ2ITFEM5zzwyA%2B1KLJ1kVwpAjsvSTgx3S%2BrQQeiisxv5Ky%2B9kGbnqUmllmSFEhOP6%2FG4ug6C2nJQUPdSt0td36R1IFMgbsUalrqlQAbw4KK1v1BwIH%2FudKqm8NCQbeMHP2LUtVk3rv7Fb4712N3Tt%2FDeaWvZt3%2B8wA7swe6Y%2F5cvjv3I1rHJn%2BAyhLM44ODVn14%2F7bBUDpq%2Fhpxb8c388XfdM%2BrU3veu%2BTws17Pv7O79aFvzMnvxc3aaHRq8sAZX4jgUsP7CfvYntoNhGYquJiAAAKJNPAIyWLjk0ojFqENR0SwqyILNaiG9I0bRYhFECoKD518xh6iplZYz%2B5W8H0OIlBsz%2FtURB6IHmnaT7itJORvb6A94cnbjGZYvHrnSg0zENwfPGTGddQIKJwCEo9xyW8ALGdA7nO0UUg1Wn89iEGQLjwd01iRrUlXEarWAxVcVsTjAWxUBevt4QnM9%2FgxBMbluwe4SAjxpj%2FmcgN0ef3cCt2IAhVVLsR%2F7%2BTIjjZjU9PTeY1ew4I9%2FOvhn8cCeI%2FNf9BnK2Pk3%2FkZ7TF00%2B6HoquhndauXPAGAMIdb09Oqr8gOu6jFpbdQb5IDekccglHi%2FHK2DL%2B4emRymUNIE3%2BRo3WokKfbtNP37Cs0%2F7rxjQ0X2Cvs2Rex%2FNNLuysbxBB7lX3FPmdvl64rwyU44QusOVSzuj8AUTgmDuEc04FdsYcWQQ8COJyiuSoiUsFSFREct4ppwc9rSBlA%2BZuAPZTBx2Az2Uo2CY%2FhIHysic%2F1z59PI%2FdU5CtWz%2BaJB9gi9gKmYebVKZgHgMq89Bc%2Br1GJWSSDAQXQoWAyS%2FreEUlCQsTeEUKRr3B03DZmUZBwxy%2F6S%2FMZmh%2BdTYZHt5OF4oH1LKc%2BeilhJj0UhpMlAKQ6pAbjTRPxSW45Q0CbAac3asPzwaNfrY9LTuyi2ilOhUvnI8SSohNapUJK7wiAaDLZe0dMgujtHRGdt4%2B8%2FHaphRyV9%2Brq5lT1xe9nfPc0a2IrDuKQL%2F%2F9bve3DrL%2Fso%2FQj0kbVrGXCYuWZWXjUhzzD7xn%2F%2BD6GvYau8Q%2BZe8H8LUY7WK6yuVQ2KdHBJ0giCCaTTraO6LTiQaJoshJV81RgnG%2FQbydi5f%2FDYnpjc2ssZGSRrI3Ws1z7dXkYQC8NoLNxfFqVpwaNht1OotVT4GzFDJj9GrpGI15%2BJJiPpxLMg0v6dVv9AONx9jclFWuR6fyFGvI0TNxvRC%2BUjHmnkjBViRGg4Ix0Yn6RGzLWkgJZRVRDKHw1TvRrzc2NpL1J6JN5M0l0dc5snnk4%2BjCBF0QIT1soQCCJCMFzgtw3EBXxTekkO0%2B0aio0pV%2FbIp9V%2BKIgpPrUZJOFCUev%2FJSmsuNBjuVjDK1gKQgp2DnLbuZlRjwuJUAn2MY4nce4COtZjadZSsCntbhh6zRomMm0bbpo%2Bbh4oGrVQLPOume7Uev%2FBCXo1IDsUG7sFsvcaytVpDB7jBS2aqjKCdypaUI4xPzabNJKZdj%2BWvNn%2BtsW4%2FRVB2xkGeEk582NR%2FnE3ZMwaxy2guAqFp99FZ5bu%2BIXqDW3hHqvLVNiOltBiTmueJRtpW9oZgjHIE9sBOOujo9%2Bv1%2Ffvn5h%2F9Eeb77LHuYa%2B94HIt1bArbxs6yU1iIuRjEAnYqZp%2BE8erqdUBRONnA%2Bc75DE6XQaiKGAySLDuqIjKVEtavhpXmSgW%2FmlplYChutYXx7Ay7tLsRZ5PWUePGL949euKoYPr7t1HOh2jK6mdXrVC5wHaoXLBCCp%2BZp8MeAIEa%2BOqmZtns6x0xC7KTL2yZM%2BMtlRs3J6I2pViG8q258sX7OOxndrH0tpz5ki3rzuqxivyf%2FDnN%2BWMCN1SGs8yIxKS3y0aDQdYTwePVm8EMVRGzmVDK5UepkSi6cntnp2Ku8ktw20SOf5bGNm4BcRXyGdhfcfkJ9jQ7%2FVXTzl2vfEZGRLeJB94%2Fzf4%2BLjqZjFi9cuWqJwDVHIFw29ha4V6a0wSQ5BSFrGxTGvV4uH30CFSfoEoJiY4mt0CGlozy8D%2Bo5jgx%2B6jmBbwy4BEI%2B9d3rHnZ0I%2FGN%2B7usnL1ey%2BxM389WLx%2F1%2BINHRbWXfoDLjz%2B6Z07su%2BYN73vyIFFvd959sV3qtf2nfFA35F3FQw8AoDgABCGcv7JvJ7iABSRUp1epgK3CYLmFeJ5qGYSi7k3IEsbWYFQyQrE9PWqJzjM14yPj2OHrLDdhgYZZafDrqOCmQ8UpzGUuFzsLkUnVHMYs4uij%2F2F%2FcJfFxrfee3ld8QDzf2vsC8wo5nuaa44%2BMabh%2BghQAAA4XW1%2FpMcNqJgMuooCJQqiPLlrxWvQhjgF8%2F%2FSgXTwej3O6M%2FNmF1x8zWHdVaFh%2F5uU3bnwXkmg1yXz6aT6km%2BQwpyW6LRdQn2Q0U9TGTotqUGOKqNclWAjJldKcyenwSZ0h8cyc75y5CT3v2xU42u%2BnL9p6UYpSa0Nne7yy%2B1EQ%2F7PaW6%2Fdbm0N88llHNx18ic5qnrv59RXv0YUK93QAQr1q9QNhhyCJ3ORLiskXFJMvtDT5KhocAz63Yu7rj%2FPIY0oTXmKdjuAkfHg%2F60QWROeQZnI4%2Bgq5M9oX4lybrUY5GWGrIBJRpnoDiChTUeOcJmE%2BqKL%2BGCJdcNEhlrSb%2BQ6T8%2BR887zoCZJPFyv1ZQBBscZ6pWKmQyqDLKBgMIoCNwcUdUrMcuuKmVot8AvlzU6qi9roq82%2F0LSFwoaNC69OAIQGdoRMVnSRY2mRUFAYoxcJlTDIOdBSfeJRD5nMSvEEu4B%2BdkS6svyKX6HWC0A%2Bi1c2Kd5c2XRy3h0mgYbo%2F4spg%2FKNEDuCzdrMFFACSacHOUgFevPMXj5rMb9CfMoLfOrSA%2BKF5b9KyigFJCgExOMgQVJYD1TWiQQEwrO%2BG5rpVFUTC3DfaPxsA1vG9pEg3dQ8jnwV9QJea2Zv0k3XKtUKsJLHIlEqwBgjmU%2FLQUfRp9mbCwCxTjhHHZIf9OA8AILRID2BkJ%2Bs1ZoxwDW1OMStBHU83G1fm5MZ0%2B4QzhUdK3f33F8MRKk50lPCUEXzoVc4K1NnTEvz%2BRw6yqMpYkzrFSFGI7jd1ooIt4LJFRHRA24o%2F98LVH4tX7NllapJZ7zS6LZn8QVeLKsVKjrQrxv43GPPvUychyc%2FVveH0F3HR77xCrNs%2FmPDWy89tOWB3js3Y1%2Bb1GPe7Jq5dxTuORZ11TZuHC3LD00fOhwI7OVWtVZygRPSeVUt0%2BD1Wq2mVGqiGX4zmNwOu8HOhccRljzgqoiArYV5DSXF1SDB1sddEk825YBijeRQiVcrvHAqyJ5Pv%2F3%2Bk0l%2F7GwKzGzQ6Wa811i%2FqXFjfb0wlJ1jP%2FDXxwMGLpdcbNHcsTuWvv7ll29fOPPJXwAQpnMOLxWGxbIaK6VuPU3ySmaOmQ0cHDPPzVmNGM9qlJ1DHgNzu6hmOGTcZXYV9f8d8HTbUOn8QrbvuW11Tz3swiw0oRPvyPQu96Sywe9%2B2mlNGRBlVqGU88fB%2BdM97E%2BVvGCx2CV7ht%2FhtgIgmqhez9mjt1FnRYR6bscerSYTkLTqvTcUDPLPA6osi%2BJOiG7ST%2F%2Fn2W%2B%2F%2B%2BTCTLMsNCxmTzdu3Ny4evOmNS9gNlr5647tA%2Frh0V%2B%2Fmfny%2B4Gv3r54%2Bi%2BfxLF0cN44IRk6hdOTDF4jpdzqtkrxGit4uRskyaUyyqIw6paZQyiRZQ632%2B%2BJsUuivNbh53Kb%2Bx%2F2JYp%2Fe%2F%2B7qFl8eecf%2FzBk65bfb7WQLstc2AZl1GMH9v3fJxx%2Fp2pttp%2F%2Bc%2FeGrS8oUksFoBYpHVxK3cVlMjkJ4UaSuj0GvhQMgKIsVkScspUqq0GtY98IAxWmOZS1p2QNgeJSXkPW3DX3mE%2BzrxreeANH3lObN6LH8KHopW83l9G3%2B3TugmsDC9PnPNkLgEKQuYQCzplcKIVu8HC4a56vQ5YpvYtY4ESnSHIzW6Vn%2BQzd72xlLbYWV0R0nXpFDJm6XKvOqvPk5pJekVxrm%2FJekTY2T7teEU9KnHUa%2Bzj%2F8pXd%2BrzbxD1uragaVBdAqDC%2BjaAUkrJv%2FOXKcGMXmJOnbhQXF%2FF3QsHJVnf87VhB3sSqoa%2Fte5X9jf3r7FdPzMgtC%2FccNOnTtwb3ZPb6ZWdOPLzh7amPD50%2F4z8%2F1T4uVE5ICkzt9ewxXYdBbfPqVx54ddvqMauTndXFnYfmBnY%2B2PS66ypEhs2ZFOn5IO08%2FZFvfn4cEPYCCD24nnuUzM5i0nFz7dF7vEkWvcMhVEQcNgOA3q0Y7xjlCatesVT2mALbtRUfM1P06cfm%2F%2BGZhgadoWD%2FjBMnyJuLfn%2Fkk%2BjrfHXnDOow4N5XP4gWAxDYDoDjxAtAwcr9tZ3PJCDa7Ga5MmImVlQ04%2F3EwqZSIqAJJVQc3NDQ1CG3TceObXI7CJWYU1Zc0qFDaSkAubaKudSxTZAEd4Q9TqPRrNP5kj22yognrLcC1z6ISzW5xSTOhATTljhb3v2det7Zv%2FeNGZnLt9g16B6h%2BaqNHZHv0yaP8TSV89QGJTzetxgMRqNOEkSdYHeYAGw2nY7KRje1xiKGfD5zeUyFyuJsRTUiQi0bdclYkzcER73JeuD5E2zOnB07dKSgy2icydpGlxLpQTZOcjW%2FXTo9NjcO5nNT4GQCoiASQHfca2tMVBjHYVRo6SRfJQGoCAfcdruDiz%2BgdwRo66xWHrfb4RPMPm5p0302p1UPDkUPuCLEt534Igi1bHVIVIgEzfAqepHh1bRDypryyOa1DVNmblnVsDhFl79rIuIAXcHhmYdfJicWLNj3cnSLcv%2Fzx9HjQmV99dDDg8e8%2BheuMZq2cnxdUBBOApeiri69x23S22xcWW02g%2FV2ytpSV72Jmrp7m4JG6NDUt95RNPXwJ%2Bq8d0XUSWM2dhSfU9EknsU6wSyDnOwzeLgds1GbYvxvmcVylSHFilGFxE4PYRT74fKaf%2FwOTZcvobX5lZ3PPffii88%2F10Cy2I%2FswyeR%2FAFNmMfeZ1f%2F8rfzH545p1j5vdyW1apU%2B6E8nOEzCrKsS3foHJkBwQhWq7siYrXprboUaHXDzMdZ0GLBqpaeO2hPAhMUr62Y%2BgRHrThpU8Niry7c%2BPBf%2F%2Bf7yzvryabGFc8%2B6xowcMRg1kUqqh9azT5h%2F1GcNr14%2BGTWl29fevfUeYVXHNNSlVexqMKW6qHJyT6bL8OfnOK1pqalecxOp8wtv80MFRHz%2F%2BY2VT5yJ1l63Ul6r3vQ0njtQyL9GzaIW15cvXnjnI8uf%2FfJ57P0SQsajObpM%2Fd9mHXp3YunT59birloRDO2a6z%2F9T38eEzFCzE9okGOpw1ywy6zXm8wEF4DsZrB4FYtg03rc2nRkaE5IY15ZEfvjt4eRQtfaahz6rrsFoaZNlk%2FfTbaJFSenDQjlrnS6XyW1twOtIplrqLzeuZaEfHYJKq%2Frj%2F5t8pdueG5kbsG25Hfpq50%2Bj%2Fe%2F%2BtjA%2FbXzF82%2BdmN88r%2FevSPL3Z6ftEjj7Yds%2BJ13jSzsaHnpjbt7h4Uvrdr2aAH%2ByzaXLm4R1W3O7p2KO71FCCkX%2FuG7BQrwKPWJlwu3jPioEKS1%2BC0OXtFLGGbVeaCkj1xU3kqIVjV5ONWqo52xVGXhtxKNuHyEMcdA5NSJuSy17ZurRiBXdlrw2vN8lyzHQeQZdU9%2F83mRWePngiAsIOvrjKhElx8fh86ZZPJ4DS4PSaz2aZzWdVV7TFqEbMS%2F4daVmW0rJcrhBY127EvX9TPNNQl6UP7Z7zztlAZLeMO6GMSvnpozV2Dj54hp7RcjgiVau%2BHAQ0ms6hHK6jhiJZl%2BNX0NFTicIYQt7ER%2B76ptuiMte%2FtYyP4oI%2F8o0cx9iPtrx6K5UpSgI%2FWinsblz4lNc3rsZipYBZ0yQ7ubnTuxCyYK7c2A1U2Z2Rlk8LhUHSq1BmbsoRPKeSfcBbp2qSdPsY%2B3jNxsk5nLHCcaHqjg0snBF7dzc6QBZ3OvHR%2FdK5QyUaz6j5l%2B4tJbXTp7trW9eRvHClACAIIOpXGzLBdFiVAUWlxQZ3RLaD1pnQ4ngmjmhUfYgteQT9m%2FJktwFVH2Cn27hFSQLxsGO6IfhU9jUdYD0AgfL1LfHw3z%2FsVMqnHK5jB7OBLO0UHfIJCVam1GRJo46KKOdrSUrLvuwFOnfnuS%2FtYTsWfl%2FStKu2xq3cXzuCVn9wf%2Bpn87mrGy5vtC03HtkAsZ6YPCZW3yJl7RUQr6npF0P2%2F5cz0oeZ%2FksHR0%2BTL6D5y31Q6eN685sPxrixetlPl5%2FYlJxu9AFbZRbmnpqlpTq09K3F7TdV%2FbpXcPJZTfEtxCddDvj7d3EK4ZLfHjedrpx794PFH58%2F49MClCxdM44aRZaRxE%2BaPjywnw0Zg4ebdS6Xj7NzZoCl4FhAvMxuZrfluorSo0RSABN%2BtlHzx8nKeJv3cDAiV7Ijaw5Oq4OwWDQ4H8UFqqsXiE2laujso0QScEzYFFXSDxYr7U7DPVNCV5Dj2pcRw4eKhDx%2BZ%2F9jjp45OnvHwVFIePIvB49LSPRvZ%2ByPvJcsjvOq5cRenZNg4zJn2qEvdpyXVQg6tAS%2FXAzu1JvkcpuoIdVglCaojEuTngS3pjfw38rSkOlOZT8nQVNOmbD9lKoU5HFg8t2TMUz2mRrqPyi95omTcisrHK%2FsMJSfuLFn%2FUKvsVinhsvqH%2FRkZSeoOPFuKdcJwrcuYCALV8343AGpSu4xtNPOWXcZcCQNO1%2FXt0PNKk%2FGszp3Ly0IVZPfVC2Lfxb3C5ZVhQDjK7fd5dVemazjNozNTahCARxo62irVJxKnwUz4SzDKgg%2B07k9ljt9sw2apra1KOJCldLR6NAOuqD89OWHNwpPHcdniPisKChY%2BtHv7My8sX%2FFdifTO%2Bxlov4LNXXfvoH7vstCH5z462QkQypUYSDzBpV4Zzk5y6s3mZI%2BdGD1OMS3dlORL6h%2FR%2B3xOcNr6RpxJIPa5uRWkRdPQzZ6Nm29lf5Lfinl2ypuduEqQxqONXTatnD0HG9jQblU05erVU2%2B99f%2FEEzUL%2B%2F1uGTs397MxS%2B7YtDz%2FxwtzsfO%2BU4psZqMkeIVtnHNByAibW0GmBSxtctLd7iwZeNSYn1gJchaVBku9il8r9co82Ja9clCxDnKwNLs0IXQ6VLV4%2BOLx8%2BeOq7t%2FUVXVgmF14%2BYuGrN42MKqeVtnzHh627QZW8mHj01aNmxh794Lhz059ZEFD%2FCHvfj7JZN%2BN2XbM1Onbd8BiscDEJT9Fw8MDrdzWGSj0WYS9URPTS6LW%2FYmGSwW2So5HBScbqsz3UmsTqvThG7JlATlWg%2B33RHrzL7lpjuGUOGj1uaovjBEKnH2HjYCJfY6dmGv72BvYGd%2BARu7j1wgZ5vZ3Ma57Ec08RslQBKsgaxUVYkkUR726QUqUDlmFjgmiYqtbgjFLYRiI5p%2FYebmnxVpXPuF1kupUABdeGdcdiE4pdy0Dj5fmkmCgNS13E07lbRqK%2Fn1%2FmCviN%2Btt%2FWK6OGGznh%2Fs4t9I39VVFmLztSUlwuwZdCiRC2l%2FKk33lG0dHD%2FqprTbw5%2FZmTxqMV9Z8yYvelw%2FcCqjf%2F%2B6K9P9H9t4KLl7R%2BcvmJR99W%2Ff6Ggbs3LPQbRnMF1WW0mD5q1NDW4IJjSKdy5prTH%2BklDl%2BfctXrZxm5rs9r27dWuY8e8oqHTRvWb0MVZPfnuKWXOMUCwWLTQ8eKH6u5TWpiTanKAI8lnpW495N90QCAhzctKeI%2FFxVnZpaXZWcU4pzgrq7Q0K6tYnFrUrl1RYUFBYfwOQGEM7xzvEdt5hxKeSwWDXmrNT0936a1esbSDZAKH1ZRuIuCwOYjJYXKk5AWcoRQByhNPBdhblgFRMxHuG90bnN2obu8KDjc3eYHM1py5DiFU2NqhNXTQOXMWz10weE77sRWvffDZq0880vHB5vXv4PB3les1tv2D02z76xP2YNvdezD3pT3s7N497JOXhMCeTTu3t%2F2dq9X3n575qfMjIXZI%2FQ7b%2Fu6brOGD0zj0rT%2BwD%2F%2BwB3P2xr8GQKCCushU8W1OdzqUhlt5pRQDokeJazP8rQwGh88D1EYJNTvSOakf3feGku9qVGpqG4xTV8ojfbXWGSt18iYUtdZJXEnDlt0%2FedPztWvHjM%2BbtnB%2BHauecmLUlAeov2bk6HHjJkhCcGFoRIcJs1jnI2OaCgRBqd8NhFraSI%2BCBGbICTupxI21YNTrBbMkWKwmUYegHGS5WbPRiyhjVuw2EAfPVEriM1kjLsUhtexzTK9lO0kQ1%2Fdk29mzvXB9yo23qh9EHfeDXhAhJWwiKKAki0J1RCSQr20nattixUJOXfM71Bv9Hhc%2BCdeuaV3LRAIbAAjXdUoX16r7wqGgF3iOLui5Zpn1JodXKu1gsnFoi9Pi0DmtjnQHAR63E4fT4bythikCCP22ZKVVoUS%2Bhp0Bqm51Fnr%2BL2UjHz5YPXLwfRNx36B%2Bl3eeXrwWxYbNVy%2F8n%2BpGrtwd7tNtSfXsNFaLo9jTdPZ89ub%2FpXB47YrkEiRpzW3r%2BoJ09UfBJLnmAoG5dBi5LJ5U83Z%2F2GIGp7L7nGwzHPNQhS3J7yWaAKe27LkytvA6c%2FfPn39g4Oqa%2Bfun195VPX3qwLunC2vmH9i%2FoGZlTdOCgdOm3l0zdZoiv%2FGASic8yQYLAMhwBiA6Q93NqCLLub9OUmpcstOLaHGCwAsItnQvZqjyadHEUVx6cz%2B0JMt%2Bsjy645vIQH91edGont0XbPj9msiaPXiIVI2%2FNHhk35IePbMLh0yeP6V6%2FZPPA4KflKlzBqAsnGkVRaCONIPUOstxn%2FMhJ%2BnrRKMzxUmcTl2yP92s88eVhKvIfTe2KDHRmKtlyd%2F2PpPpA3vsPbRzw4w1sz%2F8snbmA6Or7%2Bw%2BpUPP8mXDl2wVvqx%2BwJu%2F%2FYmVHWb32L5q0oAeXXrkBYa2LZl5056LnkfvwhP6xD0X5YAIN3pyAOvaT85494494cnCD133dnN3O1oEqNZDegiV4IHicLJoMOhs4HS6dC6%2BLeC2ulLMRKks6LWkMWHX6XqfaELKyMnTOhsGs13PNCxJNkz%2BZ%2F0Qg6GhAeewK698pKaNLwyr2caOScrsU1mzMEJygRWCYYcgIoBopDa7TidSq4jaQa%2F8RJkG7MortqVTEvILI6Z9PL1rzacn%2F%2Fov0pY1S3t%2FraYhx5WrKDBA2ED6Yh0dqvitsEECMJuofkCEQsyAJOqq2jzatUOseZR82L1nz%2B7xMwlZzIVNAOBQIge7xQhgUfrILXa7jtog%2F71CzQq3qDNoZYbSkOzBpo31obZtOw24a8BDQx4ubWIXRk7UT9S1Kckrtu%2BbHgSEvqQKP1d3kPleHwFKDSZuX2mGBGlK3sc5EGO7FpnEzw8MXLlQ8pQsvpNv4K4ld9471NP2%2FhFAoDt1kaPi26q3zgo7lONnEnBvHfMfbr3iP964r4XTTjgzJSYsWHJ0V%2F3qF3eu3%2FB8lN07fsKwYRMeGCZM3nHw8LPP7T%2Bw%2FTH%2Bb%2FYjjwCBau4hdsY9BF%2BZRr1AgMrEoJdu5R%2F4fBhELEUxdqM72c5aTGef1%2BIQVnvjPTGxCb3wfhzek01IufGW24c%2BAOIZzq8gnCYLACAbHrsGKMNHNDV6EPR%2FosTBA8ziYuCw7Tjs%2BThseQz2CwV2Ou3PYeV9xMZBVchkAMkvnuAQM34FFf4CxEZ9KD5qXmxUIBBiM2mNMBxSoY3Sba1zpQWwlbVVwCXk5EIqmmhqKj93lzEgkm2zG3tH7IEWecP9w%2B9rGZ4ohslCYnXDUm9MGF2J0ihbnJBfkf59Rs7q4vv9Y9X1ozq9%2BdbRTwPhSMnYbk2zOnXtXqqkXKHH1tZM7NOvw5ip2e0XjzjcWDEhMjB%2FyIz70jFvcU%2FeGRvmVKrdoPJ0bltbq9R1v%2FYaDgTdn4hNzIa84ltA1MLCGETS7SCOQSAGkdoSIv86xGsg3HKMrOsQE6CUQxiaKGmtgtyAkWIwIMNxKIN5QK4xAIk3MIIVnNA%2FfAdPM%2BwIOhPaRNEtuvROycm7kHm7iMHM7wabASUqOtByowkglmHm5an5G8bOiYau9y%2FSAF7vYVQ2zqR5UUeUXdxLDtMT0SMkNXqR9Lhag0cfURpetbZG%2FAvZr2jRHOZSOkc5ztkqzrMIAf55rM9N5VmbON8PqhxBs8aRmyFqoTwG4b4dxLFrV2MQyS0hsq5DTACHylWC%2FhhXgUA%2BgFip9id54Z5wod3t1glmAKcgCUk%2BrogS11erXC6%2FJJ%2BWL8jcIsuyoNfbqiJ6Kri17tNEXW55EDWhHZV7uVhLarxnM5QhVqpNqbM3bcJ9eBf%2Bbn%2F07S9xNlt4lIyKtaWSunqyntWxHSQcba5nhhhNYrmqS%2B3jurSmJdWx7jiVLwUx3sKsmLb5bgdRi4YYhP92EMegKQaR3RIiX4PgeGy65RhZ1yEmwMdxnW4b5z7CQrQJJmEDGMEX1st6ino0mXXgy0%2B0x2rMHLeOu0ewbTh8BHua7RiLw9m2MThS2DCa%2F3fbaLyfPTsaR%2BCIsWwrAOXzv877434CJ6RAQFkZnnRvmsAPExtcAA6rqFMCF0%2Ba32f2945YHTpRoDazQHnjnES1lrm3%2BFq4%2BYgL%2Fygm0lglwc7fxSoM1BZEj3qKzovZ1zsLv1479tEH9ykddGe2jnx04rGmh6Mjpu%2F9zy%2FNwbFk68SdWpPhmOUDNr2FDyl9dMMXV699l61D26bmvgOVZjp2ZRN9qTc7xVdOrI9LlUxpXLoVMfk7Nb7fDFELp2MQKbeDOAZzYhAZLSGyrkNMgA3xlRNMtEfCbHWUTvF5CmKjOFSQeO%2FfrHjvH9%2BpMOtFUbKDBB6vWeALiC8fs96sl2LdkZoVarkRrHVH8v9lCDcaJGexM%2BzzQ42NZ9GHnuYrO3mL5LvvUdvFy4zXWq%2FB6ei%2FV%2B5Y9yQAqv0oW6R0aK94ppxcMTUAXpMJUu25YkGhw5Hbrl12RaQd5LrV3S5tj%2Bvm0xpaZCBL2vZIQjWCo6Q2%2F2lnOTKUqE%2F1UYJv5ZAOKb36Lxv32p%2BOTCrfUnn27ofnjujZq094yVz2TcPf%2Fv7%2B58IPi6dX3OnPyC0L3b917LZdPTcF8w%2F0mVQxcHZN%2BcTisqHF1YMuXO0r7Nv3562c52pXkOTnPL8TACXovgLUVWlXOH6L57V56vN2t3t%2B7FP1eajFc%2FGz689fe%2BUW3xc%2FvP58whegruiOKsCNGRZehzj%2BcwyiTQwCqAIhKbtXOVDENWdkOJQLre3tedlIaF%2BWlJTe3ghi5y4pbYNtKyK%2BAqGgV6RD66BdECyZQU%2BxzqKriLgsNtBaO9R97viBxZsNL1corarUot3Jy%2F%2BqHSkOv7bLFExMz5TiAMaaVIb%2Fwg7NmPnUc0VVb4%2Ba%2F3xO8a6Hj%2F0reqcOO967tWbwurHswpy73lz03Mt7Jg1ZtfPpwzvoK7OWGon8BOY%2F%2ByddrEUqp%2Fie%2B4eMYP%2F9%2ByRWGwjyVpav5k5sXH9%2F5MVNo2XdQ6Sw4ektO5V1zXc4lW4kzreeMU%2BJFaqnVDtxVIn1ikl8vyqRVppEbn5e21993vp2z4%2F9rD7PafGcS1R7PsEQk1d7TaLX%2FgqAo9URXolZHHYXKGOgqI3xIgApTICovZYRgzDHIa79iUMMSoA4xl6IQTg0iG84RDrHQ4OYwA4CqBbHZ9d89VRlx1zyq6euqsJ5fsnUqhXwYN5jsTttkj7YRp9eETFSj91nsfLIR0%2B9LqSttY3QmLJw6%2F3b430QyITiIlAqxdlBMcj%2FlHpUk%2B6gRVqnV4kwil39%2Be%2FsK5T%2F9sUYXdkp9n3vr4YN77ll3OW%2Bpzc8v7NpC3vppe0vPUtC7Ev2FzR%2FcQmlWcInr25%2BcGHXgtrefZ6cNHMlm8b%2BtaaRbXjh4Aku21jXgbraqmOrzaLyJC1RNqNUrt0Vk%2F1HquySb%2Fe8drD6PPN2z4%2Bp45Ngi%2Bd8fu35a9%2Ff4vtcJtrzCSkx3Wh3fS2Ph2YhR9gJVO1CD4WTPAaDTSACKjsZTifKZjMqJ%2FQQ8tX1yhOfG8nPjUN6iccXE96Pp8ejezqVFHXsFCrqot3J8iefZP%2Fq3KW8Y1m4nPwYfwOUY3tEGCUsjvv7PvxEa3orl8vQ6iZn76u47uxt1M%2Bb2Kjnf3P2ZWVxBdGcfXw7QXSpTl4Si1SnX6L2X2yaUjNt%2BDw0Xd40o6Z25NzmV4rxTJ9pvAljfYjl95r63Iuxboyetf0XbEBQGjL6zuy7cMOvu8aRRcWffLRjTHRO6DzXjNjutSq5e2KSf0PVDI8mmZuf107VNOfWz4851OeBFs%2B5ZLXnE%2FyxtZarrfrYDqw6wr2xGWIjpKsAWu%2BI2t%2BVyXex0jOkFJfNZpfsrQMOsKeYPHqqT%2BNdjB7q5euvRZPnb3oYUWsXUUomXo%2FW9JUVbx7J4HugOKR748Sz333%2Fyd8fMwk63mSElTs38OYRzF9LmyID2Efsvwpjn83sV86KdcDaFQ1NOXQi58u3ce%2FZMxo1nF6Nmgn7Y%2FTmxejV%2BpuEyuv9TaJArLfsb%2BIw6gkU6UvxFLggHe4Ot0uSrE5nKpjtqZKY4bc6eDxpBaOR51hGGj%2BVwg8UUAc4b5zk4det2ia1fWVJO2TlvZF9aafq7NnSl1EYN4y9zJ7BYRgeN5RaonxdR8%2BRfs09fmXXEH%2Becs89LqzDiTgeF3ljSZmwlZ1m55QTGn6hNi32qy1yujAU0iAXCmBQuG26zkI8nqx8t7tVlk4oDOW1Mbbh0RHvSCKixdiunWg32pIyxcyKCIieFj7YoVjVRAeseV9R9a0q5rdyvYktTFkxnyvWs%2FNzup6pu8B%2BROnrBae6djz2%2BInL0aAOq4Y%2Fe8%2BQDVf9G154buPm5xvWCb3mrjKRjN%2B7vp4xEwtQh3q8Y%2Ba0KbPYz19MYDO5tw1mkLIPz3985rOPP%2F10x9NP7wBEE68Q7pH8YFF6wGWwWXmN0KJs3CSfKkwsE%2FIgzx1QzhIE0DR3nLfB89CcmUMWLuFF2u%2BWPJGTu3C%2Bt3TBoiIAgpP5iG2lhdp%2BkEMyxSpMejflw753u9KSrHUfcfpp29njxj46a8zY3z3YPRTq3rmsqJu4b9TM2lGjps8c3qFLlw78AkQdn%2Bk78TN1N5wPn%2BSzg2gC%2FnKrZc73En4mKLYb3o4vKU6BwvQ0olRTQpJEXXkDB%2FTOLAxZRpmn39tucP%2FKjIL21tHmqcL5rLZZnbvMquO3Tl1n1aldEci5Ff%2FFEyCCePMvngykw%2BK%2FeMIh5f8VUtYgffQ49lB7%2BR0HUNTpQenhP6WBBkscHEs5y%2BQZ1WF29yx63DMUTVyicNM3RdTpRZly061Rq55Od5RisXIk%2FbGKDPGARzmLjqmfcouq%2Fe4LkcAKAEQZizSpY1khOWwS0KwXbHbQUZP2M1%2Bx3pUgbyrhA%2FvjeGG9tcNjs9M6maNnb2B4FnXTeR1Tw7TF6DZldL0ZRcHuMIs2WRn9LW10DWe%2Fei9JQJ4ELUkjOsxJ7m6%2BQYbnXvbTY2Ow6D6FHh%2F7lTTBZZSVLOtqB8g4iCCHzeZK%2BdC1Y38ymWJ3vb5SBnteXszG7cAfyXB6EYzgPBD%2FURrIP3Wr6u%2BOqQ9OmDF94qRp5JtZj%2F9u9sx5C%2Ficym8TiHvgB8gGOwAEwU4c%2FM4nELJA1RaoJelK5ZPTbBAIlYikk0WuCInpvPM3e2CJ%2B16ASv2UpGqjUBAIkMRRWhRNSeqtK6QAyGYBkJXxUyYgEkE7ZYLxAQJIVjbPWkkXx4%2BZIJRzr1gnnuT0TQ2Xp3rTPZ5kI5Hl5NZ2wZDslYJtjN4kb%2F%2BILklMTUvtHyFp1rT0tPw0qqdJaUlpzsxM6BvJlJ0W3iDhg5ZN3bwwdMsfKruRW2ZQbuRlt9evdcorVpPyolGwuJT%2FdUDsCHUKOz4AWfRHQvA065Z1snHLxtW7%2FoddaNewgZANO4LY%2Bn9OPN%2BrQSxmD80rC7ed1%2FRm9%2FpuaEacl3tH9TwUsfXIpYPVzprl6o4iBXdYT0AUtDAtYc3y%2BEuJtrjkUwGEVlI650ylKvE%2B5ABA%2FHNTwuf9lc%2BBgItUcf0%2FAgZwQedwuks0ypTyaYjSqY%2BiqLe60l3E5aIWOZ1mxPuV70toergeGwR4g0v8V2eKi0otVJZJ05xV7GHcsHQO%2B0ESk9LSjDup6913x%2FKzVKdeX9THFGzb1v5TDDfpQ45bECoJ9%2B43cBcf0nCXXr%2FF8%2F43notvxJ6rVEnqc1TWG05X9cp%2BAAQRKWiHl2Knck80KgqljCAC4Aq1QvJpPHP6XaxCImp1FiUv6pwAUXstt2Ud9NrbHGJCAsQx9ufEKktsFtJBzroOMYF9EK%2FV%2BGK1mv8PflNJUQAAAAABAAAAARmahXJJOF8PPPUACQgAAAAAAMk1MYsAAAAAyehMTPua%2FdUJoghiAAAACQACAAAAAAAAeAFjYGRg4Oj9u4KBgXPN71n%2FqjkXAUVQwU0Ap6sHhAB4AW2SA6wYQRRF786%2B2d3atm3b9ldQ27atsG6D2mFt2zaC2ra2d%2FYbSU7u6C3OG7mIowAgGQFlKIBldiXM1CVQQRZiurMEffRtDLVOYqbqhBBSS%2Fohgnt9rG%2BooxYiTOXDMvUBGbnWixwgPUgnUoLMJCOj5n1IP3Oe1ImajzZpD0YOtxzG6rSALoOzOiUm6ps4K8NJPs6vc%2F4cZ1UBv4u85FoRnHWr4azjkRqYKFej8hP3eqCfDER61uyT44DbBzlkBTwZD8h8%2FsMabOD3ZmFWkAiUs5f4f2SFNZfv6iTPscW%2BjOHynEzEcLULuaQbivCdW5SDNcrx50uFYLzFHYotZl1umvNM1tgNWX%2BV%2F3gdebi3ThTgVEMWKYci4kHZhxBie3TYx3rHbGr%2BPdo7x4dIHTKe5DFn%2BO%2Fj%2BW2VnE3ooW6isf0LIUENvZs1gf%2FLHojJwdpplCP5gn%2F5gi26FoYa19ZVFOJ6Sxuoz%2Fq2Ti20IKVJdnqvYJwnhfPH%2F2f6YHoQF30aZaK9J8T026RxH5fA%2FWPW%2F8IW4zkpnIfoFLifGB86v0ffm5nbyRs5iaHR3hNBD0HSfTzoPugRM%2BhdN0x052KoHLBS0tdgpidAiEesDsgWYO73RWQz2LWIwjqnMe%2FuYISQtlbyf2NlT9Q9PoBcBnrO6I5ELoMeyHkNnIXGdv809H%2FDXNOTeAEc0jWMJFcQxvFnto%2F5LjEvHrdbmh2Kji9aPL4839TcKPNAa6mlZUyOmZk6lzbPJ3bo56%2F%2FCz%2BVaqqrat5rY8x7xnzxl3nvo%2B27jFnz8c%2FmI9Nmh2XBdMsilrBitsnD9rI8aiN5DI%2FjSftC9mIf9pMfIB4kHiI%2BhWfQY5aPAYYYYYwpcyfpMMX0aZzBWZzDeVygchGXcBlX8ApexWt4HW%2FgLbzNbnfwLt7DJ%2Fp0TX4%2BUucji1hCnY%2FU%2BcijVB7D46jzkb3Yh%2F3kB4gHiYeIT%2BEZ9JjlY4AhRhhjytxJOkwxfRpncBbncB4XqFzEJVzGFbyCV%2FEaXscbeAtvs9sdvIv3cjmftWavuWs2mg6byt3ooIsFOyx77Kos2kiWsIK%2FUVPDOjawiQmO4CgdxnAcJzClz2PVbNKsy2ZzvoncjQ66qE2kNpHaRJawgr9RU8M6NrCJCY6gNpFjOI4TmNIn36TNfGSH5RrssKtyN%2B59b410iF0sUFO0l2UJtY%2F8jU9rWMcGNjHBEUypf0z8mm7vZLvZaC%2FLzdhmV2XBvpBF25IlLJOvEFfRI%2BNjgCFGGGNK5Rs6Z7Ij%2F45yNzro4m9Ywzo2sIkJjuBj2ZnvLDdjGxntLLWzLGGZfIW4ih4ZHwMMMcIYUyq1s8xkl97bH0y3JkZyM36j%2F%2B58rvTQxwBDjDDGNzyVyX35Ccjd6KCLv2EN69jAJiY4go%2Flfr05F%2BUa7CCzGx10sYA9tiWLxCWs2BfyN%2BIa1rGBTUxwBEfpMIbjOIEpfdjHvGaTd9LJb0duRp2S1O1I3Y4sYZl8hbiKHhkfAwwxwhhTKt%2FQOZPfmY3%2F%2FSs3Y5tNpTpL9ZQeGR8DDDHCGN%2FwbCbdfHO5GbW51OZSm8sSlslXiKvokfExwBAjjDGlUpvLTBY0K5KbiDcT672SbXZY6k7lbnTQxQI1h%2B1FeZTKY3gcT2KvTWUf9pMZIB4kHiI%2BxcQzxGfpfA7P4wW8yG4eT%2FkYYIgRxvgb9TWsYwObmOAITlI%2Fxf7TOIOzOIfzuEDlIi7hMq7gFbyK1%2FA63sBbeJtvdwfv4j28zyaP8QmVL%2FimL%2FENJ5PJHt3RqtyMbbYlPfQxwBAjjPEN9ZksqkMqN6PuV7bZy7LDtuRudNDFwzx1FI%2FhcTzJp73Yh%2F3kB4gHiYeIT%2BEZ9JjlY4AhRhjjb1TWsI4NbGKCIzjJlCmcxhmcxTmcxwVcxCVcxhW8glfxGl7HG3gLbzPxDt7Fe%2FgY%2F%2Begvq0YCAEoCNa1n%2BKVyTUl3Q0uIhoe%2B3DnRfV7nXGOc5zjHOc4xznO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Z9A7%2BtETl5RXdNNZGDm%2BvXYXWjgLDRzEhoLBAYv0%2F0NHAAAAAADBQ8CvAAFAAgFmgUzAAABHwWaBTMAAAPRAGYB%2FAgCAgsIBgMFBAICBOAAAu9AACBbAAAAKAAAAAAxQVNDACAAIP%2F9Bh%2F%2BFACECI0CWCAAAZ8AAAAABF4FtgAAACAAA3gBY2BgYGRgBmIGBh4GFoYDQFqHQYGBBcjzYPBkqGM4zXCe4T%2BjIWMw0zGmW0x3FEQUpBTkFJQU1BSsFFwUShTWKAn9%2Fw%2FUpQBU7cWwgOEMwwWg6iCoamEFCQUZsGpLhOr%2Fjxn6%2Fz%2F6f5CB9%2F%2Fe%2Fz3%2Fc%2F7%2B%2Bvv877MHGx6sfbDmwcoHyx5MedD9IOGByr39QHeRAABARzfieAFjE2EQZ2Bg3QYkS1m3sZ5lQAEscUDxagaG%2F29APAT5TwRIgnSJ%2Fpny%2F%2FW%2F%2Fv8P%2Fu0Bigj9C2MgC3BAqKcM3xgZGLUZLjNsYmQCsoGY4S3DfYZNDAyMIQAKyCHTAAAAeAGNVEd320YQ3oUaqwO66gUpi6wpN9K9V4QEYCquKnxvoTRA7VE5%2BZLemEvKyvkvA%2BtC%2BeRj6m9Iv0VH5%2BrMLEiml1XhzPdNn3n0rj6%2FEKn2%2FNzszO1bN29cv%2FbcdOtqGPjNxrPelcuXLl44f%2B7smdOnjh09crhe279vqrpXPuM%2BPbmzYj%2B2rVws5HMT42OjIxZnNQE8DmCkKiphIgOZtOo1EUx2%2FHotkGEMIhGAH6NTstUykExAxAKmEqSGMFl6aLn6J0svs%2FSGltwWF9lFSiEFfO1L0eMLMwrlT30ZCdgy8g2S0cMoZVRcFz1MVVStCCB8raOD2Md4abHQlM2VQr3G0kIRxSJKsF%2FeSfn%2By9wI1v7gfGqxXBmDUKdBsgy3Z1TgO64b1WvTsE36hmJNExLGmzBhQoo1Kp2ti7T2QN%2Ft2WwxPlRalsvJCwpGEvTVI4HWH0HlEByQPhx468dJ7HwFatIP4BBFvTY7zHPtt5Qcxqq2FPohw3bk1s9%2FRJI%2BMl61HzISwWoCn1UuPSfEWWsdShHqWCe9R91FKWyp01JJ3wlw3Oy2Ao74%2FXUHwrsR2HGHn4%2F6rYez12DHzPMKrGooOgki%2BHtFumcdtzK0uf1PNMOxwDhN2HVpDOs9jy2iAt0ZlemCLTr3mHfkUARWTMyDAbOrTUx3wAzdY%2BniaOaUhtHq9LIMcOLrCXQXQSSv0GKkDdt%2BcVypt1fEuSORsRUwgrZrAsamYJy8fu%2BAd0Mu2iYFhexjy9FIVLaLcxLDUJxABnH%2F97XOJAYQOOjWoewQ5hV4Pgpe0t9YkB49gh5JjAtb880y4Yi8AztlY7hdKitYm1PGpe8GO5vA4qW%2BFxwJfMosAk2X9n9X2cVVfnA36pzHNHJGbbITj75NTwpn4wQ7ySKfAu9u4kVOBVotr8LTsbMMIl4VynHBizBEJNVKBAfMNA9867j0InNX8%2BranLw2s6DOmqIHBIbDfQR%2FCiOVk4XBY4VcNSeU5YxEaGgjIEIUZOMi%2FoeJag4mEB3PUOweCaG4wwbWWAYcEMGKn9mR%2FsegY3R6zdYg2jipGKfZctzINQ%2FvxkJa9BOjR44W0OpTKAskcnjLTcKyuU%2FSVIWSKzKSHQHebYW9mfGYjfSHYfbT3%2Bv877XhsIwGzEUaleEwITyE2u%2F0q0Yfqq0%2F0dMDWuicvDanKbjsB2RY%2BTQwOnfvbMUhiNPFyDCRwhZhdjE69Ty6FjoOoeX0spZz6qKxxu%2Bed523KNd2do1fm2%2FUa6nFGqnkH8%2BkHv94bkFt2oyJj%2BfVPYtbzbgRpXuRU5uCMc%2BgFqEIGkWQQpFmUckZe2fTY6xr2FEDGH2px5nBcgOMs6WelWF2lmiKEiFjITOaMd7AehSxXIZ1DWZeymhkXmHMy3l5r2SVLSflBN1D5D5nLM%2FZRomXuZOi16yBe7yb5j0ns%2BiihRdlFbd%2FS91eUBslhm7mPyZq0MNzmezgspUUgVimQ3kn6ug48mntu3E1%2BMuBy8u4JnkZCxkvQUGuNKAoG4RfIfxKho8TPoEnyndzdO%2Fi7m8Dpwt4XrnSBvH45462t2hTEX4Bafun%2Bq8jIzK%2FAAEAAgAIAAr%2F%2FwAPeAF8egd8lFXW9zn3PmX6PNMnPZNJMRRDMkzmDYgZMRRDCEmMMUPJIgZEepHlRYyIiNhRUdYuS4ksy9reLDYsdOmLLC%2FLy7L2CgKrrCJkLt%2B9T2YyYPl%2BD8804J5zT%2Fn%2FzznPBQKbACSTvAEoqJAdtUhUJpQYjBJVAUrKSkIOJ1ZUOEKOUGkfV8ARiPB7E72m87WJZF58ibzhXPVE6QsAAnMufI4H9XXsUBh1UpOJSJLmQNWqNsasLkKhsrKnA%2FT1HCF9PQzSAPYtD5V5PW4lmFeIK86EcCRbObLp2lGjGxpH4%2Bf0wLkjjU3NDSNGxYSMxbSdDkzomhE1SypQalCISvniob1lDuTL7injC1O%2BMr%2FxmeJtxeRt%2FiJviJ8mmrjFOr0BJCZ3QAbkQFu0ypCZ45HcRqNJQkiT%2FLKsOO02s2Ryudze7CxVUnw%2Bv9%2BtmKTcgEEymzPRlgN2e5rHaeOXyeeiisnJFagMOSsqSkr45kL8Tr450SfM5%2Fy1V66pGvBwTV1BcYcDEX67QjQkbo8cigTplyVI2OHh%2F6zdXHO4%2BiR6SjoxMPzo8O21h2tPx7O2lmylNV%2FtY5Nwubj3fXUA%2F8BuFveBr74CoNB84V6pSnFCLhRCL7g7OijfR7Oy3FalR49AcXYRFBnsQUcgkAYO6H15j6wiAGu%2BI%2BAo6pleFDAWKJZMX%2BaImNunWOpiskIVH796ewAqEzvV9gqX9nQ4Qd8S%2F1V%2FScSM%2FrmsTP9FfNUNIvzuVlRPMFxY5PB6fY6iwsJw3%2FJIOOTx%2BlT%2BWzaR%2BxYWecrR7fWFFanqi%2F33nnn9%2Bv%2BMvXr7mk933%2Fv5Gy3PrN6yZjg7WFV1D5s2oGoh7nx%2Bk2vvTrkeDT0HKlieXvvakkfecj%2F5uKnhm6iNHRk27a6bevTL%2BclH3ulVkX3cBTJUXjip%2FCDvBiO4wQ95PB6qo%2Flen0%2BWTRpofo8nLa04mB3UgpeX5PbMLEzzKz4%2FtapOlXt5a1llpXhN7FF7r8zJ37o%2FiN15Q2XhvsE8RdajOqwFyrwFGETXr%2F0F9u9dNnZsWW9869X1azow9qe%2Fkpc7D52mPRf%2F%2FHcJFrR1npvf9sWX336EO7%2F9x7lqeUMn6frt8y%2B%2F%2FZD%2FJjzecOGEAnxvWdzjpTAzWtHbGjRhlhdMXqvLVZSWnl5kpSoChLJVtcwXSPea8vNLSrT0dEnTegyPaZIUqIlJLnSKhAV%2FpfBuhb9EbE53bYVIM%2F3S45hfiZ%2B7th8IFPHN5QuXcscms1vF8kiAZ2qBsEEEFQX7FnJDeNy%2B8nIF2JLZ7%2F77DPtk3rJhVV9vefPD%2B57CzCF98cr82%2Bs631s4%2FvbxrKPf1XjT0Iqrh%2F%2BuafTMxR%2B9e%2B%2BmxqZnxzzx5l8embstxo7PeX0Ju3DjoqYJA7C611hyd3hAtH%2FzpD5jAAVm4DM6Zjj5C5WIAIu9DuxCIB0kuvEBAKGBbSTz%2BL%2B3Qm7UZjaZqCSBqtrN%2BVQgmAMTua3joeaMhBTicTt9wULS8PSj5x58eNk9Z5c9RUrRiPte3MTKzvyHRd5Yh9vFygP4yq3JlfmyfHG%2Bso1LyP%2F5yqgRNVjuDPclRSGvk7Q%2B%2FejZJY89%2FOA5sTT7ifVb%2Bzru%2FOEM7tv0EisFhErSJGUpbrBBOOo3ms0ypVZUVc0umUyqilarYrDxpN1aJrKQuykJwvwz%2FyPMUOCTXSqlRa6CiEzJy8U4J8DWf%2FjpM%2FeeOMZeLMKpxYqbPTyx088Oz8MKtnMuFqefm4gzAKEZPpUqpG1g5qivGRSjkSKAxWo2giJRKOFCysqS4vjNhQXCAa4Bxz1HEI%2ByNlx0FBextqOk9SjezW49yhaIHbGzuBtOggKe1wgFWVapDCXbdSNt5ghfoNCgMxLA3X1v%2B%2BdV%2Beg%2FvIsdR9MJYWVcS5rISqDg%2BCuVQQLkSiTc7QoHPANIGq49dw6wi7GwgmvujZoUrrSRNsaMLqjsmfjnkYu4aU6SlJZ28xECNyqt0mMrM2pBricBidueiNS5iDcRA0ir4h%2By4yQgGJP%2FDwLVF05IQ%2BW9XLoPLou6LYoTFPCnGT0jYkaV2kfEaBok8y%2B1kkYCeeDQnIEyQI2nUrlDE3kkDT3PzsfZhXMoxZHGw2OmTRl7w%2BSpLeQoW8gexttwNi7C6ewO9hD7%2FusTaELr8eOAMA%2BA1nJtTNAj6jJKAAZEs8WgqihJRgX9wJHOkYoXkf8iwR2RiKKqRRiitWw3lYdnr30cDzNae%2F8Tw%2F1L3sS5gFALINXpKDQgmp1pQxW86M3O8aoqMTlNtTGnSjATM2tjXEgCYfS3hKyuCkFHkzBeScI6WKhFVxLuD%2BEQLt4TkOo6CU5f1drrhvrrVly%2FdspDayfe%2B8EtQx7fuJG0HcbZLyyc1r%2B5qXbojtE1xa0dt4x%2F5c31r9hA6MYtP5DrVgijoiV5Po6KKs3MBOCVStFlgez8bG57v8%2Fvq4tZ%2FGilfr8pX7VqJm1EzJQGeg3j5%2FxX8ruWMbrG4oduFyXxMEFyQlkpkMeJTvhKbCMY1j%2Fo2ykPlEmSr335KxvYPvbZydev29P65KNrX58%2Bc92zfxv6%2BKil76PnU1Sl6fe%2Bl694%2F%2FzIweMjUO1ZPnH2TU3fxqa09%2Bl%2F6OHXAQgEAaSZuhddMDiaZ1epkRAzpTKAxyVzrnGh7JLreGi7qF1VqO5WvoGQ0DwF584uo3cpz4sCBzc9T9SAQPKgoqI082X2QfxhshCzXmZ5Jmoo6MvOYAk7gCWH6cudN5%2B98oSroZZNBoRWbuEw1ygDmqI9OZ36aJrbbTPYqIFmZrldRpdFA27ONADF4%2FHXxjyKYhkRU9LgYsIJ6e%2BpgHAkGUjkgUhLSBg2N9w3IMwpylMaKScT%2Fn6efcC%2BPLN8xActmMGOhu%2B4bH6EpsV%2FyAgOoO0n9%2F%2BHnR2B5h7hr455LAPJ1%2Bwc%2B1i1AYGhXOs6eQf4IR%2BuigYUp8WSlweZTnAWFNpz6mJ2u4d60kbEPGnUwENEvUTbVJbqTCjIAQJlPo8IXEUNdQEJcCAhMvd%2Fgvy8Q3E6TmsbErv%2B%2BZ2tRuuN%2F7f1X%2BzsNyv%2FvYhoN066sbVlcRuZiq%2FiWvuP7rEb%2F7LuhyPfsFPLMffdxfMnz7%2B1fu5qEc0RPdM6QIHLo14FgCDKRFYNMiWU1MaoAsLfupYpQwobhpDby4OfkoJ4iZQWPyy9jNLm8wLSdEtUyzvBB3lwOVwbLXYqnl6U%2Bo3%2BQo%2FHnp1ttBtL%2BihOZyBQXGwBS0Z9zJIGwfoYXGwTYYlLnVeWdKFwoCSqAj0%2FLqoW8qk7kShFiku3kK9cfCPVHyDedt%2FqpeyLL06zk4uXtU1DyfXfE2fPmrng0Ccjbhg%2Bflxtq7zz3ZUzXhrU%2FO6sjqN73mrbXD2iY%2FKzm89vbBp7Y%2F3VcwaOI3vqq674XdnlYysH1Ym8GajvcgekQQFURnOzZJfFEgyCCwqLtNy6mKZRrzd9RMyrUkMdR%2BNfdbfu7DIBzCIaw0J5kS16edcXuNOdBXwbyU1J1ewxtvTOqxtHP%2F3%2BJIOl3xOz3v0nmr9Y%2Bf2d8VNjp4xrbbm7jQ5mdazJdtYzasufW2r%2B83%2FH0fEE%2B3DTXbdNum1%2BHfd4stOSZuvMURh1OXnyAPjtnsaYXeumMPAnaOwXTOb4NVYT72PqU%2BxG7xcf6mPNQAQX6%2FIUcHKmcllV1UUlBRXFZdIaYyZNUjgzJ6Rpm8u6mKrApzM0vUgYbrTrbF2SFHbS18Xa5GhSmF5P7JYqZODSiqKajIK%2FVYNEqQIEZRigFxShVFwJURhGD6JU0ZlDP443kvW7ccNSPH2abWFfCns140peoYDeNeZHHSqlRgkMcp00ViJSV30QKhkjagSue7JMQH4304%2FFkrTgKC9Tjh69VLueUScBrhFPNVAUJJTKEur6Ce0u1dCFuorNZH28UayJb2IaDjjNtKWsWmioXPicrpB365FYFc3LTU9PA%2BB2dlqdhUV2QCMFCAazGmNBl900ImaXkg7mVCR4KJVkyfpRJFR5F86oRckaXOFoe0m%2F7W6YevPVY5uWvzf1w3P7vm99YGyIHU4139VjH6ob1tLvqqpxR9u2r5m2onVI9RVXsHUX9eMTLkxQdnCc6AuVEIv2VCsq3G5XOGzt77rMZaWBtEDvNOgN0au8hkhEMg3QTPzqkVUq5feAklS7rOucMleiPU7ivc6kQtuiYCqrfNTdlVF8fxLxCKgtj3iUQC44%2BjrzOa06UfyDSESH3x2j106vnpWmTXnhlT1o%2BUfT%2Fqt9NdGau79%2FZhf73%2BexCP2T2Pz%2FZefZXez6I%2FgIyv%2FEkRs7Yf3IFpM1FG27n5x%2B%2BNQ9Q%2FotPPTGQSQBH%2FPd%2F9Yf%2Fvjjne1sx152gh0p6f3eKHwYW3%2FEZZ93sA627uCCpcfMzwj7AIC8WN4IKljh6miAWKkBQZHNZgqip6CSZLOSmpjVSs0yBZocIpTouZRiZWGortKL8gsDiITjI5Uik%2BLHJ7FXiYTziRJnywoMgWdwNFstbzxXRcbikdvy72CqiPvXAaQznI%2Ft4Idczsm9VLdbktKzzeY83vfZ7QGDlqalDY9ZNLRSTbODPb0mZneCvyYG9BLcSxY9KQVDSTe5ArmSp7voCQYwWfE4HPqnwOu4AyOYNn%2FC%2FfPZh2fjx7C84%2FaZ8xev2nXHraxT3vDKpkVrHaacdQ%2B%2B%2FxGdXTuy8Zr4NrZo3PgNgDCXI%2FUBnh9eKI36VZeLN%2BNWnxscUBNzSKpskmtiJleyNBOvSfVEKuQRD2%2B0Iw4l2BUdoTI%2BZiikBS%2B9h9OfOtrxL7aJvdiOkQOHDrc2tEs72U%2FHmW846xyGi3DSZ3j9azd1FvUDImwoz%2BE2NIBd1OtGAIdVkjTZUhOTqWTlLbMzaamUcEELnGVzAbVA0BHKleew8ew2Ng534wR8gL3Dxq5ZjO%2FxGuQP7A55A7ubrcHDnUMBdY8RLs0Mg6L5BgnAqphMiBbFWBOzKNxLAnII3zehaKqJofOXXkp5iCsitPAkbol0bqDV8RN4ijmIm4tl7zK2BLqkUsalGqFvNN1AqVkBQDQJoSl5QlZS0MVSLhaCX7P9dHD8OHKMEwKWxLu8KBdxL6ZDTbQo3e8nNquVEFemy2DIsGlmjQdbOr9BNkt%2Br%2BzlsmTu1FB3wd0z5VlnstgW8BBwKLpv9YJL5RlPdMKNOALkU1L14E93sr%2ByVfg43vTxgZtW%2FGXnd1vevKGVHafhuOnyAlyMU3AcPjDybB377rOT591Y2mUHeYJu%2FUg004jIzW%2BQJFm2GGhNrMaABoNsUijK3QmbMnfKFN2XPIHtjr%2FNdmE5uRrDZG78Xj5t2EIGAOCFiawBT%2BozgRw%2BbSAGXiPLwM0MRsr79e4NCw4Rxa5IJL6kRnJurq0bOKEZy79hDV4k7gVL5JHn1l4AdgYS%2BtfxVS0wMJpjIcRkNiOAzUBl2cq%2FUrNZoXwP3VtwpgBXF1eWAOXEQAdVfSMRDKBcx1awhYvEZm7FB7CZETKxJf4D39CN6%2FHf8XkJ6VIlly6LPUkqBVCQArccJKJUl6GXoPq6r3PD1MsbzldfSPxvRcyR3dAvmukGo9nI1bbxUPHKisdJjEQxq9QGilBcN36X0mUp6hA6Y9DpEYujXuXykscVRBpkK4wudhzbcaSC07GdfUgtRrZEms9Wzok3cw1WSi3nqklH6R3oPr8kYcedOm6WR9NMYETFagVwUFlRVM1MVW5RVLtHv11adI%2FEnAKwL1KEcM%2FJO9nv43fpSiwh81U7%2BqQGdrQtXseFv4FZvycdQPQ8%2BVKfDHgE0jgAfBZF8RpdNTGjRO01Mer6daQROSBexQQy16Hxpkj%2Bkj3BXubXE3gz1vNr%2FPlDb76Bs9nSNzaSY%2BxxdivejVP5tZCj0mP%2FOYvf4smfoAvtpHU62rkEFkhGowdsNrvdbQXBV3ZNM9TENGr%2FTSzoRn%2FZLXHoEyAo4ckJSx%2Bau%2BBBspEdYacX8yA6iCb0UGXmlKkTd504Fz8rb%2FgchAXYat0CdkjjEZynUFmSCDVIJg9AhmYypVOVEwBXRFK5UWSV22N7Ev4uHU92T9OQe%2BLX7PPaKziWzWZnfL9pJMZW1bO5OPS3LSUP1S3lg9poocvnk0ySppm8njQw8cTzu4wWMA6PAZgtFm40C%2FWaRcikzJbSWfPzuXKqQ0sxKLdfgl3BF0A82brsgaXLW7gB12EPzH7oTqxuZWvZKtp73M0Tm%2BPz4vvlDUeOLdxZwVwPk1KRVS2cQX0ce4s4n%2BRlpKcHICC7LeCGy4rdAbAELNlGX3ZNzCdRYyq%2BuhvwVHHWrRpn%2BIvGGoVFl%2FMhDadWMcJP9LZen9cr%2Bdin7JuOx%2FZeN2FqnzFL7767DtWvZu2f2TrnyermlsJrn977BC7f%2Flkz5g4srx3e8%2Borqypveeqmzf8qL%2F13n8KGgcUDKqrHbRP6FwNIYiqrimdLCgBFNBhVKlHOuxSdv3y2lARgcoLtYrOlOn53IGEMEF7k%2BdXC13JCQdThQHSbDQaX08hRhsdSYuuXVBAOtyLx4BHI6%2B6CYLnlEXbyLfYFex%2FD9zz7BAf0ztqVZ%2B7EwHn6YufCPz33%2FDraBqjXfyHBI2K%2BRonRKAOiVZYkC3BDJ%2Bq9VNpUJOaj%2BsXtVx6h57CC2dmLTMMKdPlKFXO0a4DY%2BdTwvZeN%2FqJLhrqRy8gSsx%2BT0e52yQh%2Bv2ynlszMrKwci9mcnemSzdRvt6NJiOSi%2BEtCbgo1UyM3WkiKOMKJUtMlGvCIi78nPihD2fPbzWFJ6WPdxqngfix9q9Sr9HQdwoJDth5mUy%2Fnm1hKoRixV%2FmpUJxwVT85trLi1EAa6twb%2BaS%2B9uuhNBsStmnSbVMVzTXLnPpUo6oYTYpJ0C2VLGYDkWXJqFCUkhDL9evG%2BooUZ3VpjZj8Izex59h6fnXg56wfNmF%2FDGMtC5Pi%2BGHyHdka%2F47Y4j27dJCYyF2B7wZVlZEQEERvNFFF4QqiSgVDdslOjEH5Z65AarLLowIDZAGWchEZbA%2FLwDo6mozsXBTfQUqoXleVJiZ0RugfzTJISFUVEExmlYuSRP1I0IAGUcZdOgxNpl1qFqqPbALSzPPvkbfjTVJ6vIrs30m%2FRXi%2F0ykkLWUbyWw9T7KjVgXRIIFRJlTBfN2EuvH0BNZX4iUpmc0y8bOPPmIblXMHz60Xa1gA6MDkVFt%2FZIKYnGpfnBa6sUmAHY9%2FmJhqI4S4fJ%2BQL55xoKIY%2BVYNoOZTiaaCvQtCfCFHMMy1CH34IX7GMmfKjQd%2FUoR8AzFIA%2BR3QIHeUTdBWVYkSTznFd6SVJko0DW%2BxLKLeyTRZYcwiGjADQ%2FjqVO8uP6KGOiGzmqyKN4maq1OtpHWXhja9SRIRonoRhEaJZ5K0NrOFyl%2F%2FvMAAGKNdIQ%2BqATAwK1gBjVKRVTIdwCUpB%2FrioP0XWLww7EvHPD6PGRL5ZkqbKpcLx3ptW2gZ%2Fz7GYIdmjju9pfm6E8Zq6OFTovBQvLy%2FP78LIMhaEkbFrNYZLfbPjjm5jWdnDM4JnvBk0Az%2Fy%2BZVYSeXlcUJWdMvMcN9%2B1u8h0omny9N6YT%2BhuGr1r0xzd%2BOr%2F5xbv%2FOn7T8Y9PswO%2FX3znY5MWPHHDsNfXvfono1K6rn7f%2BK3vx32E27h55MJbxwOBFVznDsUNTsjh7BvIojRg1Mw2n89szrWA2WPUFFDSh8QUL7iGxEC7mCz83SHi7H5mUeZ0aISzRVANCgTlw1AfH9d2D8WobftHX%2B7YNsMT%2BhpLLZbJM2ZOJJNvaZk%2BQ5rNdrPv2XH2t6XzFTdbPuiJ9jP3rwh0PPOXNWvWAMLoCyfoMWk2eDi6esRYymclxCubh8RkDexcM%2B%2BlZZJuOTk32SdwmnJoYkjgUBQyIf4DZqJx81Mjh9525cmTzcuHVf%2FBTQZgFvauOZFVwBH49ZIydr4kH4iQK81M2CcaDRi9Gi%2BobTZhqFy7xwIOIyi6fTTdPt5ft4%2BoT4Q%2BecShOXlPGioU%2FBLkji3iOnVPiAnZ9vHnOw9ON%2Fmw7Jv%2B1omT5kyVp7dNmDnLjWVoRx7zq9vG4YSfTjyy5vt7ViWNk9BynD61y%2BDMEKROSUpzOLKcJlOm3%2BOkzuoYFVUUVMesmuoZHFNTel5aloiry3bI3RbgrbNeR4XKwOMJ6AVAxMMtOP2GaQZcT2aVs%2B%2FY3zDt7LdoiJfID985vmNc3Qb61PyZM%2Bd3NmAPdGAahth3Jx%2B789Eel5%2B4rCjB7nSOkgMeuCKa7SZElSn1%2BqwAPhndyHVz283akJgZqJ4bgp8v7QVDiRwWFgxH9KfOeieocBWpiZ1l%2B9eu3bj%2Fufm1o2uv6ocGOq9zCZ23rKHh3ZdLPsoafsVgoKAwtzSV26sYyiEKd0SrzFlZAwZIfRwOUqzmSkGUpIHpPXr4fJFg8Kp0K1jRqlj7qv2GxYy5Eke5wr7FpDpWXFxYWDksVqi5e1fH3BkXz%2Bn4pxIOWz79gRHv0LneqJs2FQ76ewKfPao%2BpSsqEvmsj%2BykQFfCF6ZeRcGFyUQK8v26El%2F4WGzqS33OfxjpXbL2ndc3sTfYvm9%2BvP3WksHVg5tvOnmsZKGTFc2buvrNabOfa5w5%2Fdrrmura10otT%2FceNqZjJ5Xzew187smt%2F1i1bPw9We5Roeh1xYVrZ732vkM6L1UOHVlb2WcEHT5q0qRRuwBhBYC0lmeDB8LRdATw2Y0Wg8Fo9Nolp1MaEnNqJkCjR6D%2FJfU5336yUOPaKqJJEuCQeFQirWX7O%2B6YxfZjqapqE%2F61bQ958LsXt8S%2F40CwpeDekav%2Fvh0ILAPAD7lsA1jEZFcyGsFksprtJg9Rr4kR6DJ%2FZWoO7uobKtNnnyJUlrW3X3ttO14phMgLHn98yIjzPqkFgFxoY259XSt4oSTqd%2FL0JgaDT%2FNcE9PAaBctOk%2FsjOTEKYEwCRGJxwB6tajQpMDBcxoHXzN8CJbum6GLZe60066mRmnd%2BeJXN6mThXRIWPMH%2FUn%2BNdGgxLmTUKrIsmYzWa0Gg8lkN4P41WCzUcXkofbu2oTf3cjSZdpuokXRuGOyi1dx22KswGZWhYd5AffOIrF9jYxdh40sI74Et93MVivueDXr0gYPcG0ouF4DRIkAevQioLvExgPivyvuhO7qQJ5BQRgeLXS7XPrsKDMzI6PAajSaTPkuq9WRKzu46XwOzWzPRJNH7%2BG7krl7%2BOC8ePqbjJDCRIiEfKFykdziVfBd8q%2Bke9n%2B%2BuvnTGL7vy529F437Xwso%2FdL097ZwvbVXz9jOnlw3rz12%2BLfSS1Lh1%2B%2FurZpy%2BF4kfhtxYuQjGCut1tMFxHAq6vrscoOoatQFU0Xx29SyV%2FXLRG8TS0ierkyof%2BZtWWXEPbn7boC9dce3JHE5yf0pzhpostXLJYMcLnSvcYhMa9mp0Nidu8vu%2FxUrvPeVQMOCCQs6MzrxGVT5986ecr8W6dQmX3ELvzxh7swGyl%2FI6Xt6%2F70Qnv7mhfYKbbnQTS8jE7s8wA7B4LrOep1cC1ckMMn1Hl%2BRVFNlKpZmqrlcuQEq9U9hBOEwa5mQEaKzBKmSBWoSQVlTvPepDFCnPndRKFJtuemosq2GZrG9p%2FtaZv8wfaPbt58TGf7vePdSx%2Fwsv5K9SPtbB87%2FT%2Fs7H10mU722JDgM67pTN1euaIq8dIsyh%2BTpOUZ%2Bfg6PcNnz%2FZanE5V4I0FhsQsv8m6iSfIBUmS5S2dL8HBXl8ook%2BLIkFBaLdMkafPPzxZ2v7R5zsmPXeFIQMJ22e1lq48uri9oOMZ9uLa9lNYiho3Z9%2B6xqU%2FbcBDAybXN3ZFFJ3LddVEh0mcejw5BCxZZVnUS7wGFxqlMrTMRy%2BJIqpdWewrCD%2B6iu3%2Fsre97yvSbCP7xLR8SXyH1LKxZTYkqp%2F1XIZ4dpmjpLktAEU5bnchWNw5lhxTli9rcMynUdPgGPX%2BvJ2%2F2BgiqPTHK2HB5clePsGgXCkPt082oetPnbx1%2FbDrDtW395oycuG8yJd%2F3%2FXu6MZHa5Zcv2zRrf2wZn1HILfzsvKx%2Bb0rCstHz73%2B8VXN%2F8y%2F%2FJriK%2FqHR%2F%2B30LeE6xuRa8AjToRYDHa7y2UyEIfB4fWZnHbn4JjVYrfL3HVyQt3QpktOVnRhgnBcxKOXvoLpIyFPwCO6cjK3bsas9tdeeHRt8xasYDuu%2BTD4aeiNN0jGwgknTn4e%2F%2FyqK4UOT%2FGc4zM%2BcENZ1E8cDrfby3t%2Fj9NoJ7JNtumyPcmJ1sVDgItr7tQYgH%2BgrxdrpR2zt72PpSLjsXRp7XUHt5Mj8dki4Ynt%2FEpI9JkPcrlm6BV1m0GWiYgIK0G0GNEuC5llKWndDU1X%2Fx0SbTfiOtaElf%2FINyryZYexkjVJLfFF86aMXUzaumS4AZRtXEaWOMsoSyaOIVng81ETVTMyMjNzVEXJ9plMVLbbMxQ7yDqidR3RdPz2LIDSIO1WQ8wBsin%2FpGskRZpuUfew19lm7LMwJ1eRcrT7sG6R5NCsqBgvN92NPdk7uARPdt4vtTDH4m9q1lxH%2FPGvvE03jMkcer4XnuKKI5gApOW6bWqi%2BYoMaKSUSAQlGWWzQVWtfIZmMSoUAA1mj4T2S2cBqaROkYZeq3KlhdkClOu%2FmD2BI48cxZHsMWxja46fYO2kPwmyZ7A1fiy%2BDRewhcJLzK17ycs1KTC73ZrXK0koahm%2FJgob%2FpNT8no0p9XJMTHDAFyVskQJkKKvhBlTUzxHyokifvTqgNsSaw9mmBRz7n4cwoqu%2BvcfR9RErqqfl%2Bfkfr2%2FYcZNo8ic866XXnR8Z72xNZI450HXce2MIn%2BoKqkIYDYgmvQhAm8c7YR%2FMwyOoefSIULSSMJGySlCWEwR6LrOB4nC0uhAZiCmDrLp6%2B3xekDI4T38Id7D54ipCHUbcnIcfn%2BuNTMzIFGXy8qjKd9qSbTzYosp2hbbF7bnuBrm%2BREWRw08Coc18VTQ4xFQ6%2BEJhDmL2m6%2Fc%2FOZG4cpn31T3XpmM9quH32qucGAVz7Z9jEdXMUObcyzBF8xskNVg%2BknbU8BIO5gJWSlYgMK7tcIpZJMAaCyhONDYlbqCOKOo0cV29lA1ylOauB7yBN7yOHlOmgGQ75bkoI52TabW3Z7qCzl%2F3%2F2IIuHzuFynuSi2BZnlftyiBSnzxyCyzwcrImh4e0Xbhz2%2B9mfKtWtL7xTP39x26LeM2aFPyFVQ7CnuWmyw5K3EXsOrqIfh2dPY5tNjY2nGm7QTxGQIqmCtoEHIlG%2FAg4zmKnd7qNeu82mSJSaHQ5QoCRU1lYi9ElBdqqp5pwa1sv%2FRAMmELwQB0baym968pqFwxaOC99ePv7pgf89chFZcXX5l1NzcyPRii%2Bnphf8lzhBwpbiQanl0rP6Dg26zurbad4v56mukCugE0Wi7Vh7JsTasSV5lIO0dJbKBcljHAhLOdJqfN6cwad7QYchPV3OyCA%2Bn4mYMrPSXCNiBtuIGMiGNH4pGWmKygXqpwH4S8%2BePzvOII575nOCTh4R15lS69q26gmSEBt94OCr7YtF6z7vlm8b7mpdcN%2BrL%2FfHcyhjZk77c8arjmflv%2FBn9kZObzbAuFFEB4A0ST%2Bd2BztZXeaidFqTfd6iV%2FzO51ado7Fn%2BavjxnT0sDFqcleG3P6QR7xs%2BNNXUfUIJTSVqjbjT%2BpBpRfbpXXFSKawsFwiBuQbNyyZcyzs2sbcS679w9k3%2Fmvbhr%2B6qufy7sbvojGrt10dOm6WtZ5ttes1keObtl5BAjMBCYFpHXcnkW8R87TLC6j7EsnBrDZ8jIhM%2FOyYp9LSycWo2xQPZ4ctYBHz%2FYyHc11H2qb9S%2BiA4oURXyC3SM%2B0WGqPrVIoJJaFCmMXFRdbixfuGzBqEk3j1qwfGE43Pbogt%2BNn93Y9siC8v1T6%2BqnzxxRO50cnPC7BcsWhCMLly6MTZs8uu2RtlBo%2FiNtYyYOnz6ttm7aDBHpCoDEp%2BPghZnR%2F7I53U6Plce2UaYyMYkJqxeRED%2FHBp%2FidDkbYkCRuuwmm93WEFPtdgt6FMsl5xX9mtiW3kNfypcpEhAfkgPKkCfoEXdAGF7cGCBD0YAVbOGWH374gX38448%2FvsOW4BViZBv3vHrfq8eO8RdyHMhFiKNCMGoniiKGmUaJSlTVsUcEbCpFdAhyJGBIAFHnAbag8wAAgUm89lnw%2F0o5D7g2jvTvPzOzu9KCJNSFaAKEBMYHAokSuQpiY04OODjYsWxCcjbkNaluuPdyiXuaS0jHpPfeE0N68fVO%2FObSe%2B8uy39mVlqEzr76oeyi%2BbG7U3bK83yfkUZBGZwCMyKlaRaXRRTLC6E4JyfkAld4DKmpsbkrK0ttpSafxzc15nHqTVNjepQycUvmivi5NiuyMYtA0qyNo3NOVr9OFfZJmt75WUW7VMhOWtE4fsubj9zRP33SzuaW6LxFB3rWTJj4xSuvXdHyYsOAb%2Fbpj257c%2BOS5s4tvmrim7appHXPputbn8kPlVdURssit194%2FxklXdGr7p3261Hh7uKKUGH0uu2nzi8Pxya1V5qmAUYu4UfygiRwVi0%2FYrQaWIvIdGcQ4pBB7dzU9snCdpLZJF%2FSOXJNjdRPPa0uMhVd2TKurqk5Mq5FXFPXEB0%2F7ucNExvqGieOb6wDIIw7lSbR99oBPqhmvm9ikm0mm7%2Fc7yzPc%2BbV1IrpYEmnX1mlhbZglpActKMVbEo36zBrHWyifBGnSASrw44ZvIhr6bwgFCxiuH4R45HIul%2Bc91p4c3j55tf%2FfvilPddGFx5b8zJqf5X9DCi9v%2Fm10vvcrj6U09uHsg%2F0Ke%2F29invHSBfX7VJ%2BTAv99nwkcNvfNd82xjlI%2F4%2FSu%2BrLyi3%2FObXaPaLTJb0b6xlBfCX%2BDHKMLqgAOoieZk65HLlmXXU56PLK%2FRmGI2e9HQbys4GEGweShSEA0F1mAtak3BQbR1SPGxVVo3K6irbp3YM1ToJV3pGr452r7n58XnrWi6tr79h3tY9yqTy%2FKbYvMvxsYvGRLrPu%2FBCWegef0l%2BcNcmpeGP%2FqIz6oqkNPas06Fd6BEEkMAIbZHRaUaDTKd2RMKCgERqGDdkGNkrBpBGCE4XBIMoIpOMsR4lWko4kLBqJI%2BK5j8Faab66Q897w8yR4ALIR3yqYfpaPGg8hFyDSo70RG06A12%2FoayC49HL1E%2Fs9K3DL2QNXzKGb8fhTCZCCJkRZgzSkcQkogAAdYJoQTf6LXQWZQQHjx2hLz1I7pgEIaGErEHWAIzAAhaezTEW%2BS5kUqBYFHUgcViJEbamxB9uT%2FROLFE8QLBIegdsp5%2BnaSN8spKbara53ErgY4FlFnoIwadmhP5X7VaYcvuz5QHAu8h%2FcO3K%2Bs89eFTJuceP%2Bdft9utd0xUFqDpyj3kqh3K1%2BH6uhrlzX%2FZctHQEckuSNLhJG8MjPTGCNLRbwWDZH%2BFr%2F6Jm7D5hAmyIDMiQ0ZGTrbVkMkqRQ3FUq17vL06HSowmDyctbXd2N5201ln3XjW5a88G6uvnz2nLjJHWMg%2B7W0766bZL10emd02YWJ7G%2BNFAYSwiCGdcx%2BZGTqdRB35BoSomd9sMRrSZYQkAYOKeoYC8S5MM5WnxriwyfZwnAs9I2%2Fh3kG0RVlFY12UNylYiiCAo%2FgZTriVRKwOA5LAgiyuTNnkwQ4Hyucer4lJXb96j39EPHUF%2BJnjK%2F5%2BbriipGXeqiuf3np9%2B4YudA6O3jbYEQv6S2bt37Cle8be7rMBwVgcxo%2BIr4APJkRy7enY7QbIl%2FLTzVK65C8mdrvDIed4PSa5IIE5pbQ8dlABTRX6S6xu1DgHrezj3QjuuaN9%2Fn1P7N541ards5oXtJ3REgwFWsOdE%2Fb9v3W9wlu7a432i6at2N7wzOzzq6tvrAr76ePuDExYn%2BqLI0JEDyCnCdwXdyjui3uFjR%2FVNMjMIUk6ao6YiGZWHZ0i%2FDX75U5H1aEgAOK2LmrkhkxmMUmXJFnOsjrBQR%2FdrXNlOGl7yiCq4Y2Z%2BzTTkbYwT8qwtv73xo0CxS6XhZtDZ7WvpVaAD0ZnlC6fNWF%2Bvigy%2Byj67YoVdz%2FPrAF7Z8wo%2F9mM65SDUhQQLFSOCbslO2RAIOJINwsiAoTMFr0emUykKWYSWc8XiHtk4gMlbe5qgAb7UsMIa0IFwu6bbumd0PqX1%2F72IW5Tjkmn%2F3QfCVmPHEWCwiKd8Cj0e7KGEUURmUU6Ebk1RiCQCHSypSLhfEr%2F%2B2Eqe2hQsaNeALBCVcRlNjI7Fh1Y7Gaz0W60ySYW9pXNXt9QQI0EXB1%2F3PjAIiZPQYprQ3RWgnr3Xd88KXuOu%2FGW5v7s6Kwj6xc5btOZJpzh7hmf2cktXDiKGxPRSYI8MjopD%2BWfMDoJeePRSb4QbvyciNkVzReismdxFD2z4Oyi0vHr6MwOwnTUfEt8ic9KPBFjIvYqgzhkDw%2FxTGK3kxc9YlKPgt969IarH3%2FwwP4nFG9dY%2BPEiY2NdULbnf0v3Hr7wAu3dHR2dnTMm5cy6s2OlKZTy49OL2AW1Ib01FNiGh70BD7YIdHEB79%2FOej1B9UBL%2B6NL0aoFonqQehRdg4ip%2FLxIFqsSMPn2KuMXYbaUNsyJZw1fMrGrnIA6Qpa2n5Y%2BTuAYvg1fgUA6eAP5Nrjj4L8IMFW%2BuJUVye0D51Au5h8T7W6B7CZSZlyNlXeJ75ClUs8XEnM8as%2BEb9qmXpVwDBeWUH%2BLLTzNU5DpKiQug4YJk0jh0pMoyDbnI1lQp0JPk9rzJdhoRy8xZvKwaN4g9Cm5HHsnddbrUub3bCVWHLF4ldiF1wYPjM27aFzzp37w3lvHP3F7rOrUcnw6jY6d1dT86yJ4eiY0sOnTO6%2F%2FYLru%2Bj0cyyamXhHhoZU2lu3GPuhiOexHiQ0HfQPYqfoh9HVJ1B0w2%2F%2FheIgzFQV2SMV52iKgYTCOlIxU1N0cUXaQwR7uWRYkxbXSNDfPYvXhpfEa4MpdD7OPtrg4sg4yUbMNmIRLCjNZEJsvgbgEETRbiYUvqb4syENGQkj%2FJFkkzkxTAQrMmlscsKiQLvUAAeUNb8G7yQ062PCs0QKkEYsI9rR6nzH9imOvcoLeLew9%2FghbKIUT%2BhoLlq5jiPvcYqZDnXNrC6WKXZGjNP8%2BVlGYAXOBfY556p5%2BZaodTT0KC89ZE%2BUXqqiG9pSFPdShT1JcXDoO1XhHnmNmZqia%2BgnXgMYFag1wGbucZ7cAJnQGCmivUCW3ep0GlBamtthAIqVWwGovcRJi9eKLYy8TgmP0%2BBgddahWmkscQqUlpiPo4MhBwPPA1tV5FzFz7cKwm9%2Bd%2BCzzzahATIdd1Du%2FG5GoOPWnR9%2BofQoyl1qHsRXeDuriLez36eUA%2BdUeTlUxtt7N1fgvJMpulHDv1AchOdUhXek4hxNMZBQZI1UzNQUXVzB2vvoeGkj2IAMglnogXTIjaRLBGTZYORGZXcgqMUn8260FqnLBlSM7lL%2BuB%2BVocqr6Rhetkf5tfL7vfj3qKxH%2BSMavZf%2B%2BVuaSiUAhD7DLeIHkgA2yIZCCEdyXJ4cuz0tB9LAW%2BTMK3Ab3QxXJQWpdOWImbyK8arGGFaJqpEG2V2IO%2FyqihEFV1Wm94Xts3tnv8iA1RevaL1x1sDRP56CjrR2UWL1%2FZBiOG0%2BWqzyvXWXXHDpANrEwNWGNfM3DSi%2FfHYJ%2Frbsp%2B8e6j5uKR4aUmlIXgO18Vocrdaz1uOkKrqR6V8oDkKPqsgfqZipKbq4gr0RJcl9kqDwq4yNv3kb1KtYuCSJSmbrqZpIDiOjjbIoSpJTMDbFZEdTTJAFWdIRyZowKGrdjOZBjePIDroW0tZGwh2UUz1yNcPaH1CQ4fikjst3rbt0NcHv%2FagMUij5c2Vc18rz5%2FNZJM3JfMkD1dAaGU3tegXFxQDlWSZTbXkgUGPKKtBBcbEui2SWhkqnxEIQcFgyozFLwnGq7ZUx0g03TH%2FaTYLqcnOkuuX8iaFL8zhXsVAn4a3SSDRSWl1%2FRVfoo3fmXTau%2BubIbfnTo2vnNjQ0TVjXsWQjbb4%2BhL9FfuGvkV%2BcNqai1JldVTJn7srmu%2B7JLfy6KLhqVGhcaeOylsh5lbWnl49r6TrnKPVMv%2FLO%2FazH5ASbVEBr5VQ%2BUtQfAPb2jbbEazY1vfvCE6Xna%2BkHfxhi6RUj001a%2BkAasPTikemClt4lAX%2B3T%2BGCYcUDmqJ%2FlKrwqwogTCEpQjeUQBBOgS2RydU1JDM%2FP2g3GoNBuabG7%2FGMKZPlsC%2FfW50fjVVXsyDp7OxQNJZtNo6aSoF3p%2BS0NFDHPHgbYiBJgQZGv%2FERLZmZ0t5q6wkJKnqMhzBz8MufZG0ZXsZRzHYYrWJk1TDShwoZfiVWbn2rce4L19%2F03NdfPRtr2nHzvKc%2Femdx%2Fd3LDyM4XkaJq%2Bcfm%2FbY8bqFq1fv6FyOvX%2B1oHvwefbOru7Y0zcz5q91cn3Tq52bInXKZx9RCGvWp8UlOEsQzpxD6T%2F05acLVrNap952xtZhP0xWx0%2B0iY%2BfnCrjtT1FbQ2389oqStRWanr34n%2BeflDP00eNTBe09C6rWpeVidoeugYAvcGv8LTaXynTgF0DGRLXuBwA%2Fy5J0T00eaRi6JdU8UmS4qDyuqqwJBTvUMXlkqApuriC9Vdu9UkSBIfk5fPVpZGx4MYuV46oJ%2BkEY0tOTnr6qEKLpcQNmZh%2BSJ2ImdjppB56CnnSKS02%2BRpiJifBU2MEnYC8izsQ2clwI9I%2B1YYLf3Gtkw8SVgdtm4XAwyNdtX46hDAvXCL2GCmnN3ZetuitjjuuvUr5%2F0PfKX9DwuFDDfpT17zfga0rz19x8fIFq84TXdXF99Wdtr1n%2Fm5lz4fKh8pLyPrJR8gyV%2Bhdtuva4%2FMv2Lj1ih27%2Blg74MwMf2tPV9%2FaEPAZUHI97ucl3KK2k5t4PReeOJ319ZfAyRW8pRiS%2BgUt3aSlD6jpeSPTBS29y6C2pIDWK8yCw0JYeIl7wbKhNGJ1pqWZBQEIyYUcNwVKAXHz0vPBYdBQiw8WTxJRTWOGj2%2BK1tf%2FPFpXNzVaf2ojO%2BKOwcEvTpva%2FPOG6c1EmNrUMqWhpRkIfcaHKAN0OZ81eEfOGnzxWQOjb0jBFAZx%2FC%2BzhmCNsJ9hQWsvOLVn0n5GBm1eUrt%2FzK5jR21o%2FOiJKy9AhwzKa%2F6alefjSoYJlXV2dVyL7IwUqpp%2BQes1ytH2RjTouvnWlnFKMOP2oSGVpeD1c2ZST4ByefGmpvMavgVOruA1XMnTC0emC1p6V0B9A0u1np977PkV5qi9zXh%2BBQ8XJOgmziYWsLhqD%2B1vHQZzli2Dxi8VWsCcbXDIRM6dEpOdxEnL%2BCQocxLLTDtnDWdWTT4Wyh0nAU7ot8Herhf%2F%2FuZLf5xv0ulUfvGjOONEDrXMYEgzK%2BCtE9qVsXpQVixvbB7mnLQ8CVqeut5Qc%2F0zNdcJKk9oH6byMk5M5VGJGk2mO108BE7wQmekxuJwGFF%2Bvs6WAeDL0umKLHa6drMgI7HQX0YznaWSNBddcwhCLotpRQ5tBcd%2BThplmiAy%2BBMMx2M6XcOLuERnVGvx%2B3WnH9vn31Wm9Cv3oTPQhPGbvaRDW9Q9dstdd%2FXVrfR7t8jpaBvqQuejTSZZXeCR145%2B8%2B1PDivZbnPyN%2BhT3SphMXhgNARhQWRMoMKEHQ6%2FX19RkWu3V%2BXr9aEchzvgiMYCATCbfxaNmc3YJNDOmfLEZnDT4VwQvFNiQupwHj45Cp00iOdT56kG4bniI7dDo6KTeT2fSk%2BLtyhf7dl5pPfHLSgb4QUvT7nsi2%2BR%2BbhTt2fL%2BU90tDx99FwN5Pu4fbWMBnC3%2FZprdiD9%2FciByqY1XcvYaf26naXlbOCeHGf7BhavuJhFHD0h%2FFXwSAVgZP0Zi5ozAMh6jE0ZWF4vsh39sg5pyx2NKqQzEZ2XGU%2BdFNAgrdc1Ne977elTUafn6kbhr2ed0XJ29tMLqh5sYBENqFX4M4lKD8Q9ehmS1eqmkUWyR8ay7CDxvRTYHVKNZ7qk8YhEdy1YcOklCy%2B67Pqa0tKaiorSGvGlCzavv%2BiCDZu7ykKhsrKqKkDwa%2BHPgkEygQuqIm4KNEUEQjLdBhvobPTrYvM6MzavFyCQ9fpZmoNENQebXw6qkISXvbF5mNVHiE23yjF6xRM27knfvXTUtKZoET%2B%2FfAk7F%2Buray7vKyjOr%2BKHAr4bGHqI3IN7%2BG5S%2BAS7SU0nbeih999Xlbp%2FqtQllG7Sj%2Fp4jIw7kiaIOqTTySBou5KZB5gLq7jGWhvCumKTs7N6sN5L%2Bp1zkG2h8t3HkHQFCVwRmQhIknSCRC8wvD8WUrffQHtNwbWDkz3iI84XlPdRySFI3luLeVIwEfnuWhIEtNuffHstwOzeZBl%2F%2BgzwRczUIGsiggSSZNFlkHRtI0Z%2BoT8E%2BbOoWSnwxY%2FoUzVPdILhSZyRP8ezp2Vz%2BE4SGJn%2FndpNDXwrMFMaMYjsRi%2BqN9Luoz60qB5QH885cqO31JNM8Ua1DBJFgVlJkOt5SRihMGIaeQcIpN7Ap91gROGgt0eWkkvbi2wunXrfKIyCdLA9wszuRplAgHssUq3uc6%2FavnXvvku37cGf9hzou3r%2FLbcAELbTizQXhfm75mXsYF6m6kEvys4gbKuXAofMQuS5LUhtbJnmP9AJy8gdX3yp56m7v%2BAps89kZzPacGPqPmctKUf%2BVkA7vpHbtCsijrgDV9RLQAg9pa0JI9VZmsxW0W%2FVN5vqlE12xKZeO24nRzp2bfoHPRPEf7z2SBs4vvHEBm8ApCxj83oe25YVSSeAEcaCFtqW8B8j5EX48mN%2F%2FIKMjge2AeK7BW0S%2B6EYdkQaJaL3%2BXI8RW5ntmywWIrSafaLika5cnP12dklBpdLzpRy83Knx0heRt66PJxOMvMy82yFPiiEabFCndlkMzXHbNp2YiNNoxZenyxzKUghO%2FCtQOhvro%2FH5DgKdA420DrVfS4oWELdb%2F7qWvq7BuL7XXhXXu9CVyrtGKN5yj0hZNq9ecn93ynPj9q6VMBLtvjQpG%2Be6ps7ebnwys5f3ucNFDzwTXgIxqK0Tx5wFVff9zVyT%2F%2FQ4%2BXsWgfzjp%2B0n6MTYDbdHRriMbs%2FSh7wQyNfQ04lboD45x8nfd7MPgcMBhzF34tPQRpYGbthFXUmWnBEBixim90k62TJikTRaiW6PJLPDTwBLSYu4RpNwn%2B8DhpfWI1CfA%2BzWrZnHP5%2BzefKBrTh0zXKHkmuzliH39q3rwfXHT%2FUN3Nu1gWuZ9Wn05u0pyuGRuJWn14KAMTT4QTpzcPp0q6k3PF0dS8BvtMDAcsjIIiIQGKXQLYPAt8FgTU2uvZ8EQDruB3sL%2FEV7krVDmZIWNNupYoPkxTdQ3NGKoYYgS4mKQ4q76sKS0JxHADfqZupKbq4gq9wuaT6%2FwCVeR0IAAAAAQAAAAEZmiehT9dfDzz1AAkIAAAAAADJQhegAAAAAMnoSqH7DP2oCo0IjQABAAkAAgAAAAAAAHgBY2BkYODo%2FbuCgYGr9zfPv0quXqAIKrgJAJZXBsIAeAFtkQOsGEEQhv%2Fbnd272rZtG0Ft27ZtW1G9dYMiamrbZlgrqN17M89K8uVfTna%2FoRs4AwCUGVBCU0zQl7DAlEIZWoPOfhXUs0BbVQAL1CG0ZepQd9STPdUW9dQ61FGN%2BU5LpOW1pswUpmU0hZj%2BTGOmWnQ2lPNyV2rEoO%2FA%2BmUw0CwATG8cNjkwyXzEYZrG9Of5NUyy%2BXBY7Q4Hm9a8tgCH%2FWU4bOcwPfmsjc7GvDcYPWk7StjU2G8qAf5xwHQE6D%2BzHRXUbqzi96bmrEQNEeim4V965jWnB%2Bho0sNRHnTn7E5H0V3nQAlaAGsawqkxWKfGhDPoO2Ts%2FGdwsk5fIecd011vh9O%2FOaegHO9toBWAfYLM5JBSxvoNquliyEeDvUucbeXvMd55vIqRtTGMJTnzAkP5bdnsXvTX6VGOPkbfYe%2ByRgh%2F6xHoLms6QDmmlvyFPThTB2PEtbczfMbr3XUu1JD7fmqUjaYre68jzpPD3wJIH6QH0RyQ5L6Ui%2FGeGFqDOZLiPj7iXnpkDsKJ5%2BTwO3LmEe8JYecb2fcazoXMC%2FEd4z0J7EFS3MdH3EuPJJX07gom%2Bff4%2FDMcpS1ee85bBLQNGO84cgiqPerpVcghUBEeK%2FS1jzBBfUZbwUv5X%2F7bkOlslqCEwJ5TBw4lBFsBJdRuHA4vYk%2Fown8RLYvLrQAAeAEc0jWMJFcQxvFnto%2F5LjEvHrdbmh2Kji9aPL4839TcKPNAa6mlZUyOmZk6lzbPJ3bo56%2F%2FCz%2BVaqqrat5rY8x7xnzxl3nvo%2B27jFnz8c%2FmI9Nmh2XBdMsilrBitsnD9rI8aiN5DI%2FjSftC9mIf9pMfIB4kHiI%2BhWfQY5aPAYYYYYwpcyfpMMX0aZzBWZzDeVygchGXcBlX8ApexWt4HW%2FgLbzNbnfwLt7DJ%2Fp0TX4%2BUucji1hCnY%2FU%2BcijVB7D46jzkb3Yh%2F3kB4gHiYeIT%2BEZ9JjlY4AhRhhjytxJOkwxfRpncBbncB4XqFzEJVzGFbyCV%2FEaXscbeAtvs9sdvIv3cjmftWavuWs2mg6byt3ooIsFOyx77Kos2kiWsIK%2FUVPDOjawiQmO4CgdxnAcJzClz2PVbNKsy2ZzvoncjQ66qE2kNpHaRJawgr9RU8M6NrCJCY6gNpFjOI4TmNIn36TNfGSH5RrssKtyN%2B59b410iF0sUFO0l2UJtY%2F8jU9rWMcGNjHBEUypf0z8mm7vZLvZaC%2FLzdhmV2XBvpBF25IlLJOvEFfRI%2BNjgCFGGGNK5Rs6Z7Ij%2F45yNzro4m9Ywzo2sIkJjuBj2ZnvLDdjGxntLLWzLGGZfIW4ih4ZHwMMMcIYUyq1s8xkl97bH0y3JkZyM36j%2F%2B58rvTQxwBDjDDGNzyVyX35Ccjd6KCLv2EN69jAJiY4go%2Flfr05F%2BUa7CCzGx10sYA9tiWLxCWs2BfyN%2BIa1rGBTUxwBEfpMIbjOIEpfdjHvGaTd9LJb0duRp2S1O1I3Y4sYZl8hbiKHhkfAwwxwhhTKt%2FQOZPfmY3%2F%2FSs3Y5tNpTpL9ZQeGR8DDDHCGN%2FwbCbdfHO5GbW51OZSm8sSlslXiKvokfExwBAjjDGlUpvLTBY0K5KbiDcT672SbXZY6k7lbnTQxQI1h%2B1FeZTKY3gcT2KvTWUf9pMZIB4kHiI%2BxcQzxGfpfA7P4wW8yG4eT%2FkYYIgRxvgb9TWsYwObmOAITlI%2Fxf7TOIOzOIfzuEDlIi7hMq7gFbyK1%2FA63sBbeJtvdwfv4j28zyaP8QmVL%2FimL%2FENJ5PJHt3RqtyMbbYlPfQxwBAjjPEN9ZksqkMqN6PuV7bZy7LDtuRudNDFwzx1FI%2FhcTzJp73Yh%2F3kB4gHiYeIT%2BEZ9JjlY4AhRhjjb1TWsI4NbGKCIzjJlCmcxhmcxTmcxwVcxCVcxhW8glfxGl7HG3gLbzPxDt7Fe%2FgY%2F%2Begvq0YCAEoCNa1n%2BKVyTUl3Q0uIhoe%2B3DnRfV7nXGOc5zjHOc4xznOcY5znOMc5zjHOc5xjnOc4xznOMc5znGOc5zjHOc4xznOcY5znOMc5zjHOc5xjnOc4xznOMc5znGOc5zjHOc4xznOcY5znOM8XZouTZemS1OAKcAUYAowBZgCTAHm3x31O7p3vNf5c1iXeBkEAQDFcbsJX0IqFBwK7tyEgkPC3R0K7hrXzsIhePPK%2F7c77jPM1yxSPua0WmuDzNcuNmuLtmq7sbyfsUu7De%2Fxu9fvvvDNfN3ioN9j5pq0ximd1hmd1TmlX7iky7qiq7qmG3pgXYd6pMd6oqd6pud6oZd6pdd6p%2Ff6oI%2F6pC%2FKSxvf9F0%2F1LFl1naRcwwzrAu7AHNarbW6oEu6rCu6qmu6ob9Y7xu%2BkbfHH1ZopCk25RVrhXKn4LCO6KiOGfvpd%2BR3is15xXmVWKGRptgaysQKpUwc1hEdVcpEysTI7xTbKHMcKzTSFDtCmVihkab4z0FdI0QQBAEUbRz6XLh3Lc7VcI%2FWN54IuxXFS97oH58%2BMBoclE1usbHHW77wlW985wcHHHLEMSecsUuPXMNRqfzib3pcllj5xd%2B0lSVW5nNIL3nF6389h%2BY5NG3Thja0oQ1taEMb2tCGNrQn%2BQwjrcwxM93gJre4Y89mvsdb3vGeD3zkE5%2F5wle%2B8Z0fHHDIEceccMaOX67wNz3747gObCQAQhCKdjlRzBVD5be7rwAmfOMQsUvPLj279OzSYBks49Ibl97In%2FHCuNDGO%2BNOW6qlWqqlWqqlWqqlWqqYUkwpphTzifnEfII92IM92IM92IM92IM92IM92I%2FD4%2FA4PA6Pw%2BPwODwOj8M%2Ff7kaaDXQyt7K3mqglcCVwNVAq4FWA60GWglZCVkJWQlZCVkJWQlZDbQyqhpoNdAPh3NAwCAAwwDM%2B7b2sg8kCjIO4zAO4zAO4zAO4zAO4zAO4zAO4zAO4zAO4zAO4zAO47AO67AO67AO67AO67AO67AO67AO67AO67AO67AO67AO63AO53AO53AO53AO53AO53AO53AO53AO53AO53AO53AO5xCHOMQhDnGIQxziEIc4xCEOcYhDHOIQhzjEIQ5xiEMd6lCHOtShDnWoQx3qUIc61KEOdahDHepQhzrUoQ6%2Fh%2BP6RpIjiKEoyOPvCARUoK9LctP5ZqXTop7q%2F6H%2F0H%2B4P9yfPz82bdm2Y9ee%2FT355bS3%2FdivDW9reFtDb4beDL0ZejP0ZujN0JuhN0Nvht4MvRl6M%2FRm6M3w1of3PVnJSlaykpWsZCUrWclKVrKSlaxkJStZySpWsYpVrGIVq1jFKlaxilWsYhWrWMUqVrGa1axmNatZzWpWs5rVrGY1q1nNalazmtWsYQ1rWMMa1rCGNaxhDWtYwxrWsIY1rGENa1nLWtaylrWsZS1rWcta1rKWtaxlLWtZyzrWsY51rGMd61jHOtaxjnWsYx3rWMc61rEeTf1o6kdTP%2F84rpMqCKAYhmH8Cfy2JjuLCPiYPDH1Y%2BrH1I%2BpH1M%2Fpn5M%2FZh6FEZhFEZhFEZhFEZhFEZhFFZhFVZhFVZhFVZhFVZhFVbhFE7hFE7hFE7hFE7hFE7hFCKgCChPHQFlc7I52ZxsTgQUAUVAEVAEFAFFQBFQBBQBRUARUAQUAUVAEVAEFAFFQBFQti5bl63L1mXrsnXZuggoAoqAIqAIKAKKgCKgCCgCioAioAgoAoqAIqAIKAKKgCKgCCgCyt5GQBFQBPTlwD7OEIaBKAxSOrmJVZa2TsJcwJ6r0%2F%2B9sBOGnTDshOF%2BDndyXG7k7vfh9%2Bn35fft978Thp2wKuqqqKtarmq58cYbb7zzzjvvfPDBBx988sknn3zxxRdfPHnyVPip8FPhp8JPhZ8KP78czLdxBDAMAMFc%2FbdAk4AERoMS5CpQOW82uWyPHexkJzvZyU52spOd7GQnu9jFLnaxi13sYhe72MVudrOb3exmN7vZzW52s8EGG2ywwQYbbLDBBnvZy172spe97GUve9nLJptssskmm2yyySabbLHFFltsscUWW2yxxX6%2B7P%2BrH%2Fqtf6%2B2Z3u2Z3u2Z3u2Z3u2Z3s%2BO66jKoYBGASA%2FiUFeLO2tqfgvhIgVkOshvj%2F8f%2FjF8VqiL8dqyG%2Bd4klllhiiSWWWGKJJY444ogjjjjiiCOO%2BPua0gPv7paRAHgBLcEDlNxQAADArI3Ydv7Vtm3btm3btm3btm3bD7VvBoIgLXVVqCf0ztXT9dzd3j3cvcX90CN5Snmae%2Fp45np2e356gbeH94HP8Q3x3feH%2FX38NwJwoHigQ2Ba4GBQCK4NfgxVDE0OnQr7w1nCI8P7wi8jdqR4ZGzkRDQSLRmdH%2F0UqxTrEVsbux%2FPHe8b3xh%2FlgglzESJRJfE6MS6ZChZJzkj%2BRouCA9GJKQuMhI5hsZRHR2A7kZ%2FYZWxldhtPDPeFd%2BIPybyE0OIy2SIrEy2IneSX8mvFKB6UpfodPQYeiOTjmnK3GOzsCPYpexaLjdXiRvBHeJ%2B8BX5Lvxe%2FqOACmWEnsJ60SsyYjqxiLhE3CoeE6%2BLL8RvUlRqJXWThkszpJXSbjkq83JaOZ9cXm4gd5IXKZACK4qSSSmiVFWmq0lVUtOr%2BdXyagO1oxbRSM3UsmnFtOpaC62nNkqbo7M60HPppfXaemu9j77X4IwUI49RxqhrtDWOGzeM92Y985lFWWWtcdZia4d10%2FpiU3YZu6%2B91j7rME5xp5szGVAgDcgBioDhYDpYDjaDE%2BAmeAW%2Bp8R%2FA5ajfCcAAAABAAAA3QCKABYAWAAFAAIAEAAvAFwAAAEAAQsAAwABeAF9jgNuRAEYhL%2FaDGoc4DluVNtug5pr8xh7jj3jTpK18pszwBDP9NHTP0IPs1DOexlmtpz3sc9iOe9nmddyPsA8%2BXI%2BqI1COZ%2FkliIXhPkiyDo3vCnG2CaEn0%2B2lH%2BgmfIvotowZa3769ULZST4K%2BcujqTb%2Fj36S4w%2FQmgDF0tWvalemNWLX%2BKSMBvYkhQSLG2FZR%2BafmERIsqPpn7%2ByvxjfMlsTjlihz3OuZE38bTtlAAa%2FTAFAHgBbMEDjJYBAADQ9%2F3nu2zbtm3b5p9t17JdQ7Zt21zmvGXXvJrZe0LA37Cw%2F3lDEBISIVKUaDFixYmXIJHEkkgqmeRSSCmV1NJIK530Msgok8yyyCqb7HLIKZfc8sgrn%2FwKKKiwIooqprgSSiqltDLKKqe8CiqqpLIqqqqmuhpqqqW2Ouqqp74GGmqksSaaaqa5FlpqpbU22mqnvQ466qSzLrrqprs9NpthprNWeWeWReZba6ctQYR5QaTplvvhp4VWm%2BOyt75bZ5fffvljk71uum6fHnpaopfbervhlvfCHnngof36%2BGappx57oq%2BPPpurv34GGGSgwTYYYpihhhthlJFGG%2BODscYbZ4JJJjphoykmm2qaT7445ZkDDnrujRcOOeyY46444qirZtvtnPPOBFG%2BBtFBTBAbxAXxQYJC7rvjrnv%2FxpJXmpPDXpqXaWDg6MKZX5ZaVJycX5TK4lpalA8SdnMyMITSRjxp%2BaVFxaUFqUWZ%2BUVQQWMobcKUlgYAHQ14sAAAeAFFSzVCLEEQ7fpjH113V1ybGPd1KRyiibEhxt1vsj3ZngE9AIfgBmMR5fVk8qElsRjHOHAYW%2BQwyumxct4bKxXkWDEvx7JjdszQNAZcekzi9Zho8oV8NCbnIT%2FfEXNRJwqmlaemnQMbN8E1OE7Mzb%2FP%2F8xzKZrEMA2hl3rQATa0Uxs2bN%2B2f8M2AEpwj5yQBvklvJ3AqRcEaMKrWq%2F19eWakl7NsZbyJoNblqlZc7KywcRbRnBjc00FeF6%2Fenoi05EcG62tsXhkPcdk87BHVC%2BZXleUPrOsUHaUI2tb4y%2F8OwbsTEAJAA%3D%3D%29%20format%28%22woff%22%29%7D%2A%7Bbox%2Dsizing%3Aborder%2Dbox%7Dbody%7Bpadding%3A0%3Bmargin%3A0%3Bfont%2Dfamily%3A%22Open%20Sans%22%2C%22Helvetica%20Neue%22%2CHelvetica%2CArial%2Csans%2Dserif%3Bfont%2Dsize%3A16px%3Bline%2Dheight%3A1%2E5%3Bcolor%3A%23606c71%7Da%7Bcolor%3A%231e6bb8%3Btext%2Ddecoration%3Anone%7Da%3Ahover%7Btext%2Ddecoration%3Aunderline%7D%2Epage%2Dheader%7Bcolor%3A%23fff%3Btext%2Dalign%3Acenter%3Bbackground%2Dcolor%3A%23159957%3Bbackground%2Dimage%3Alinear%2Dgradient%28120deg%2C%23155799%2C%23159957%29%3Bpadding%3A1%2E5rem%202rem%7D%2Eproject%2Dname%7Bmargin%2Dtop%3A0%3Bmargin%2Dbottom%3A%2E1rem%3Bfont%2Dsize%3A2rem%7D%2Eproject%2Dtagline%7Bmargin%2Dbottom%3A2rem%3Bfont%2Dweight%3A400%3Bopacity%3A%2E7%3Bfont%2Dsize%3A1%2E5rem%7D%2Eproject%2Dauthor%2C%2Eproject%2Ddate%7Bfont%2Dweight%3A400%3Bopacity%3A%2E7%3Bfont%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<section class="page-header">
<h1 class="title toc-ignore project-name">Lubridate exercise - solution</h1>
<h4 class="author project-author">Tal G</h4>
<h4 class="date project-date">2019-04-30</h4>
</section>
<section class="main-content">
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">library</span>(tidyverse)
<span class="kw">library</span>(lubridate)
<span class="kw">library</span>(hms)
<span class="kw">library</span>(scales)
<span class="kw">library</span>(knitr)
<span class="kw">theme_set</span>(<span class="kw">theme_bw</span>())
taxi <-<span class="st"> </span><span class="kw">read_csv</span>(<span class="st">"taxi.csv"</span>)
taxi<span class="op">$</span>trip_start <-<span class="st"> </span><span class="kw">ymd_hms</span>(taxi<span class="op">$</span>trip_start,<span class="dt">tz=</span><span class="st">"America/Chicago"</span>)
taxi<span class="op">$</span>trip_end <-<span class="st"> </span><span class="kw">ymd_hms</span>(taxi<span class="op">$</span>trip_end,<span class="dt">tz=</span><span class="st">"America/Chicago"</span>)</code></pre></div>
<div id="how-many-taxi-trips-occured-every-week" class="section level2">
<h2>How many taxi trips occured every week?</h2>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"> taxi <span class="op">%>%</span><span class="st"> </span><span class="kw">mutate</span>(<span class="dt">week =</span> <span class="kw">week</span>(trip_start)) <span class="op">%>%</span><span class="st"> </span>
<span class="st"> </span><span class="kw">ggplot</span>(<span class="kw">aes</span>(week)) <span class="op">+</span>
<span class="st"> </span><span class="kw">geom_bar</span>()</code></pre></div>
<pre><code>## Warning: package 'bindrcpp' was built under R version 3.4.4</code></pre>
<p><img src="data:image/png;base64,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" /><!-- --></p>
</div>
<div id="how-many-taxi-trips-occured-between-dates-2.4.2016---8.4.2016" class="section level2">
<h2>How many taxi trips occured between dates 2.4.2016 - 8.4.2016?</h2>
<p>option 1</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">my_interval<-<span class="kw">interval</span>(<span class="kw">dmy</span>(<span class="st">"2.1.2016"</span>),<span class="kw">dmy</span>(<span class="st">"8.1.2016"</span>),<span class="dt">tz=</span><span class="st">"America/Chicago"</span>)
<span class="kw">length</span>(<span class="kw">which</span>(taxi<span class="op">$</span>trip_start <span class="op">%within%</span><span class="st"> </span>my_interval))</code></pre></div>
<pre><code>## [1] 810</code></pre>
<p>option 2 - if you want to keep those rows…</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">within_taxi_trips<-<span class="st"> </span>taxi <span class="op">%>%</span><span class="st"> </span><span class="kw">filter</span>(trip_start <span class="op">%within%</span><span class="st"> </span>my_interval)</code></pre></div>
</div>
<div id="what-are-the-the-taxi-trip-duration-in-hours" class="section level2">
<h2>What are the the taxi trip duration in hours?</h2>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">taxi <span class="op">%>%</span><span class="st"> </span>
<span class="st"> </span><span class="kw">mutate</span>(<span class="dt">duration =</span> <span class="kw">difftime</span>(trip_end, trip_start,<span class="dt">units =</span> <span class="st">"hour"</span>)) <span class="op">%>%</span><span class="st"> </span>
<span class="st"> </span><span class="kw">ggplot</span>(<span class="kw">aes</span>(duration)) <span class="op">+</span>
<span class="st"> </span><span class="kw">geom_histogram</span>(<span class="dt">bins =</span> <span class="dv">25</span>)<span class="op">+</span>
<span class="st"> </span><span class="kw">scale_x_continuous</span>(<span class="dt">breaks =</span> <span class="kw">seq</span>(<span class="dv">0</span>,<span class="dv">2</span>,<span class="fl">0.25</span>),<span class="dt">limits =</span> <span class="kw">c</span>(<span class="dv">0</span>,<span class="dv">2</span>))</code></pre></div>
<pre><code>## Warning: Removed 5 rows containing non-finite values (stat_bin).</code></pre>
<pre><code>## Warning: Removed 2 rows containing missing values (geom_bar).</code></pre>
<p><img src="data:image/png;base64,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" /><!-- --></p>
</div>
<div id="add-2-hours-to-each-trip-duration" class="section level2">
<h2>Add 2 hours to each trip duration</h2>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">two_hour <-<span class="st"> </span><span class="kw">as.period</span>(<span class="dv">2</span>, <span class="dt">unit =</span> <span class="st">"hours"</span>)
taxi <span class="op">%>%</span><span class="st"> </span>
<span class="st"> </span><span class="kw">mutate</span>(<span class="dt">trip_end =</span> trip_end <span class="op">+</span><span class="st"> </span>two_hour) <span class="op">%>%</span><span class="st"> </span>
<span class="st"> </span><span class="kw">mutate</span>(<span class="dt">duration =</span> <span class="kw">difftime</span>(trip_end, trip_start,<span class="dt">units =</span> <span class="st">"hour"</span>)) <span class="op">%>%</span><span class="st"> </span>
<span class="st"> </span><span class="kw">ggplot</span>(<span class="kw">aes</span>(duration)) <span class="op">+</span>
<span class="st"> </span><span class="kw">geom_histogram</span>(<span class="dt">bins =</span> <span class="dv">25</span>)<span class="op">+</span>
<span class="st"> </span><span class="kw">scale_x_continuous</span>(<span class="dt">breaks =</span> <span class="kw">seq</span>(<span class="dv">0</span>,<span class="dv">4</span>,<span class="fl">0.5</span>),<span class="dt">limits =</span> <span class="kw">c</span>(<span class="dv">0</span>,<span class="dv">4</span>))</code></pre></div>
<pre><code>## Warning: Removed 5 rows containing non-finite values (stat_bin).</code></pre>
<pre><code>## Warning: Removed 2 rows containing missing values (geom_bar).</code></pre>
<p><img src="data:image/png;base64,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" /><!-- --></p>
</div>
<div id="plot-the-trip-cosat-verses-the-taxi-end_trip" class="section level2">
<h2>Plot the trip cosat verses the taxi end_trip</h2>
<p>can you show the x axis in format of hms (e.g 07:35:17) and show tick_marks every four hours?</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"> taxi <-<span class="st"> </span>taxi <span class="op">%>%</span>
<span class="st"> </span><span class="kw">mutate</span>(<span class="dt">time =</span> <span class="kw">as.hms</span>(trip_end)) <span class="op">%>%</span><span class="st"> </span>
<span class="st"> </span><span class="kw">mutate</span>(<span class="dt">fake_date =</span> <span class="kw">ymd_hms</span>(<span class="kw">paste</span>(<span class="st">"2000-01-01"</span>, time))) </code></pre></div>
<pre><code>## Warning: 1 failed to parse.</code></pre>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"> <span class="kw">ggplot</span>(taxi, <span class="kw">aes</span>(fake_date, fare)) <span class="op">+</span>
<span class="st"> </span><span class="kw">geom_point</span>(<span class="dt">color =</span> <span class="st">"blue"</span>, <span class="dt">alpha =</span> <span class="fl">0.1</span>) <span class="op">+</span><span class="st"> </span>
<span class="st"> </span><span class="kw">xlab</span>(<span class="st">"Trip end (hour)"</span>) <span class="op">+</span><span class="st"> </span>
<span class="st"> </span><span class="kw">ylab</span>(<span class="st">"Trip cost ($)"</span>)<span class="op">+</span>
<span class="st"> </span><span class="kw">scale_x_datetime</span>(<span class="dt">date_breaks =</span> <span class="st">"4 hours"</span>,
<span class="dt">labels =</span> <span class="kw">date_format</span>(<span class="st">"%H:%M:$S"</span>))</code></pre></div>
<pre><code>## Warning: Removed 1 rows containing missing values (geom_point).</code></pre>
<p><img 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" 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