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Elevation Profiles in R
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No | Latitude | Longitude | Altitude | Depth | Heartrate | Cadence | Date | Time | |
---|---|---|---|---|---|---|---|---|---|
12649 | 33.894321 | -84.458147 | 259.7 | 0.000 | 2013/01/21 | 16:06:48 | |||
12650 | 33.894197 | -84.457936 | 259.7 | 0.000 | 2013/01/21 | 16:06:54 | |||
12651 | 33.894092 | -84.457788 | 261.1 | 0.000 | 2013/01/21 | 16:06:59 | |||
12652 | 33.893979 | -84.457689 | 269.3 | 0.000 | 2013/01/21 | 16:07:04 | |||
12653 | 33.893826 | -84.457458 | 272.2 | 0.000 | 2013/01/21 | 16:07:11 | |||
12654 | 33.893603 | -84.457440 | 269.8 | 0.000 | 2013/01/21 | 16:07:16 | |||
12655 | 33.893208 | -84.457335 | 266.9 | 0.000 | 2013/01/21 | 16:07:22 | |||
12656 | 33.893095 | -84.457205 | 268.8 | 0.000 | 2013/01/21 | 16:07:25 | |||
12657 | 33.893032 | -84.457152 | 261.6 | 0.000 | 2013/01/21 | 16:07:27 | |||
12658 | 33.892889 | -84.457063 | 251.5 | 0.000 | 2013/01/21 | 16:07:31 | |||
12659 | 33.892653 | -84.456894 | 245.8 | 0.000 | 2013/01/21 | 16:07:36 | |||
12660 | 33.892491 | -84.456720 | 253.4 | 0.000 | 2013/01/21 | 16:07:41 | |||
12661 | 33.892485 | -84.456665 | 240.5 | 0.000 | 2013/01/21 | 16:07:45 | |||
12662 | 33.892451 | -84.456701 | 238.1 | 0.000 | 2013/01/21 | 16:07:46 | |||
12663 | 33.892332 | -84.456660 | 237.6 | 0.000 | 2013/01/21 | 16:07:48 | |||
12664 | 33.892081 | -84.456354 | 240.9 | 0.000 | 2013/01/21 | 16:07:52 | |||
12665 | 33.892042 | -84.456297 | 244.3 | 0.000 | 2013/01/21 | 16:07:53 | |||
12666 | 33.892002 | -84.456291 | 243.4 | 0.000 | 2013/01/21 | 16:07:56 | |||
12667 | 33.891820 | -84.456250 | 242.4 | 0.000 | 2013/01/21 | 16:08:01 | |||
12668 | 33.891596 | -84.456125 | 244.3 | 0.000 | 2013/01/21 | 16:08:05 | |||
12669 | 33.891256 | -84.456005 | 244.3 | 0.000 | 2013/01/21 | 16:08:10 | |||
12670 | 33.891097 | -84.455970 | 244.3 | 0.000 | 2013/01/21 | 16:08:13 | |||
12671 | 33.890871 | -84.455967 | 246.7 | 0.000 | 2013/01/21 | 16:08:18 | |||
12672 | 33.890744 | -84.455925 | 245.8 | 0.000 | 2013/01/21 | 16:08:21 | |||
12673 | 33.890567 | -84.456009 | 246.2 | 0.000 | 2013/01/21 | 16:08:25 | |||
12674 | 33.890398 | -84.456113 | 242.9 | 0.000 | 2013/01/21 | 16:08:29 | |||
12675 | 33.890361 | -84.456390 | 245.8 | 0.000 | 2013/01/21 | 16:08:32 | |||
12676 | 33.890307 | -84.456504 | 247.2 | 0.000 | 2013/01/21 | 16:08:33 | |||
12677 | 33.890252 | -84.456643 | 246.7 | 0.000 | 2013/01/21 | 16:08:35 | |||
12678 | 33.890158 | -84.456798 | 246.7 | 0.000 | 2013/01/21 | 16:08:38 | |||
12679 | 33.890001 | -84.456703 | 246.2 | 0.000 | 2013/01/21 | 16:08:41 | |||
12680 | 33.889903 | -84.456525 | 248.6 | 0.000 | 2013/01/21 | 16:08:44 | |||
12681 | 33.889852 | -84.456301 | 253.4 | 0.000 | 2013/01/21 | 16:08:50 | |||
12682 | 33.889793 | -84.456314 | 252.0 | 0.000 | 2013/01/21 | 16:08:54 | |||
12683 | 33.889695 | -84.456081 | 259.7 | 0.000 | 2013/01/21 | 16:08:59 | |||
12684 | 33.889672 | -84.455959 | 261.6 | 0.000 | 2013/01/21 | 16:09:02 | |||
12685 | 33.889536 | -84.455827 | 269.8 | 0.000 | 2013/01/21 | 16:09:07 | |||
12686 | 33.889425 | -84.455755 | 265.0 | 0.000 | 2013/01/21 | 16:09:13 | |||
12687 | 33.889288 | -84.455717 | 265.0 | 0.000 | 2013/01/21 | 16:09:18 | |||
12688 | 33.889180 | -84.455674 | 266.4 | 0.000 | 2013/01/21 | 16:09:24 | |||
12689 | 33.889087 | -84.455594 | 276.5 | 0.000 | 2013/01/21 | 16:09:32 | |||
12690 | 33.888942 | -84.455541 | 274.6 | 0.000 | 2013/01/21 | 16:09:39 | |||
12691 | 33.888811 | -84.455501 | 273.6 | 0.000 | 2013/01/21 | 16:09:47 | |||
12692 | 33.888630 | -84.455476 | 269.8 | 0.000 | 2013/01/21 | 16:09:56 | |||
12693 | 33.888426 | -84.455434 | 270.3 | 0.000 | 2013/01/21 | 16:10:04 | |||
12694 | 33.888277 | -84.455331 | 271.7 | 0.000 | 2013/01/21 | 16:10:10 | |||
12695 | 33.888170 | -84.455303 | 272.2 | 0.000 | 2013/01/21 | 16:10:16 | |||
12696 | 33.887990 | -84.455242 | 273.2 | 0.000 | 2013/01/21 | 16:10:25 | |||
12697 | 33.887869 | -84.455203 | 276.0 | 0.000 | 2013/01/21 | 16:10:32 | |||
12698 | 33.887715 | -84.455166 | 276.0 | 0.000 | 2013/01/21 | 16:10:40 | |||
12699 | 33.887533 | -84.455125 | 273.6 | 0.000 | 2013/01/21 | 16:10:48 | |||
12700 | 33.887433 | -84.455012 | 275.6 | 0.000 | 2013/01/21 | 16:10:52 | |||
12701 | 33.887275 | -84.454789 | 279.9 | 0.000 | 2013/01/21 | 16:10:56 | |||
12702 | 33.887225 | -84.454738 | 280.4 | 0.000 | 2013/01/21 | 16:10:57 | |||
12703 | 33.886990 | -84.454650 | 282.8 | 0.000 | 2013/01/21 | 16:11:01 | |||
12704 | 33.886751 | -84.454572 | 280.8 | 0.000 | 2013/01/21 | 16:11:08 | |||
12705 | 33.886673 | -84.454560 | 278.9 | 0.000 | 2013/01/21 | 16:11:14 | |||
12706 | 33.886665 | -84.454573 | 276.5 | 0.000 | 2013/01/21 | 16:11:23 | |||
12707 | 33.886630 | -84.454546 | 283.2 | 0.000 | 2013/01/21 | 16:11:54 | |||
12708 | 33.886685 | -84.454683 | 270.7 | 0.000 | 2013/01/21 | 16:12:20 | |||
12709 | 33.886573 | -84.454496 | 268.3 | 0.000 | 2013/01/21 | 16:12:26 | |||
12710 | 33.886531 | -84.454271 | 264.5 | 0.000 | 2013/01/21 | 16:12:31 | |||
12711 | 33.886486 | -84.454146 | 264.0 | 0.000 | 2013/01/21 | 16:12:34 | |||
12712 | 33.886300 | -84.454111 | 263.5 | 0.000 | 2013/01/21 | 16:12:38 | |||
12713 | 33.886237 | -84.454111 | 263.5 | 0.000 | 2013/01/21 | 16:12:39 | |||
12714 | 33.886041 | -84.453942 | 264.0 | 0.000 | 2013/01/21 | 16:12:43 | |||
12715 | 33.885902 | -84.453575 | 266.4 | 0.000 | 2013/01/21 | 16:12:48 | |||
12716 | 33.885712 | -84.453236 | 265.0 | 0.000 | 2013/01/21 | 16:12:54 | |||
12717 | 33.885604 | -84.453114 | 264.5 | 0.000 | 2013/01/21 | 16:12:57 | |||
12718 | 33.885377 | -84.452914 | 264.0 | 0.000 | 2013/01/21 | 16:13:03 | |||
12719 | 33.885330 | -84.452877 | 264.0 | 0.000 | 2013/01/21 | 16:13:04 | |||
12720 | 33.885020 | -84.452644 | 262.1 | 0.000 | 2013/01/21 | 16:13:10 | |||
12721 | 33.884654 | -84.452420 | 258.7 | 0.000 | 2013/01/21 | 16:13:15 | |||
12722 | 33.884383 | -84.452073 | 258.7 | 0.000 | 2013/01/21 | 16:13:20 | |||
12723 | 33.884170 | -84.451778 | 259.2 | 0.000 | 2013/01/21 | 16:13:25 | |||
12724 | 33.884015 | -84.451582 | 258.7 | 0.000 | 2013/01/21 | 16:13:30 | |||
12725 | 33.883769 | -84.451402 | 256.8 | 0.000 | 2013/01/21 | 16:13:35 | |||
12726 | 33.883508 | -84.451295 | 253.4 | 0.000 | 2013/01/21 | 16:13:40 | |||
12727 | 33.883461 | -84.451289 | 253.0 | 0.000 | 2013/01/21 | 16:13:41 | |||
12728 | 33.883111 | -84.451329 | 247.7 | 0.000 | 2013/01/21 | 16:13:47 | |||
12729 | 33.882785 | -84.451389 | 244.3 | 0.000 | 2013/01/21 | 16:13:52 | |||
12730 | 33.882383 | -84.451403 | 242.4 | 0.000 | 2013/01/21 | 16:13:58 | |||
12731 | 33.882158 | -84.451365 | 240.5 | 0.000 | 2013/01/21 | 16:14:02 | |||
12732 | 33.882055 | -84.451335 | 239.5 | 0.000 | 2013/01/21 | 16:14:04 | |||
12733 | 33.881884 | -84.451166 | 240.5 | 0.000 | 2013/01/21 | 16:14:08 | |||
12734 | 33.881662 | -84.450938 | 247.7 | 0.000 | 2013/01/21 | 16:14:12 | |||
12735 | 33.881400 | -84.450839 | 255.8 | 0.000 | 2013/01/21 | 16:14:16 | |||
12736 | 33.881235 | -84.450931 | 259.2 | 0.000 | 2013/01/21 | 16:14:20 | |||
12737 | 33.881089 | -84.451046 | 253.9 | 0.000 | 2013/01/21 | 16:14:24 | |||
12738 | 33.881021 | -84.451117 | 252.0 | 0.000 | 2013/01/21 | 16:14:26 | |||
12739 | 33.880793 | -84.451284 | 251.0 | 0.000 | 2013/01/21 | 16:14:32 | |||
12740 | 33.880688 | -84.451229 | 249.6 | 0.000 | 2013/01/21 | 16:14:37 | |||
12741 | 33.880651 | -84.451156 | 251.0 | 0.000 | 2013/01/21 | 16:14:39 | |||
12742 | 33.880526 | -84.450914 | 255.4 | 0.000 | 2013/01/21 | 16:14:45 | |||
12743 | 33.880499 | -84.450904 | 257.8 | 0.000 | 2013/01/21 | 16:14:46 | |||
12744 | 33.880362 | -84.450942 | 265.0 | 0.000 | 2013/01/21 | 16:14:49 | |||
12745 | 33.880103 | -84.451009 | 274.1 | 0.000 | 2013/01/21 | 16:14:53 | |||
12746 | 33.879914 | -84.450878 | 267.9 | 0.000 | 2013/01/21 | 16:14:58 | |||
12747 | 33.879869 | -84.450858 | 267.4 | 0.000 | 2013/01/21 | 16:14:59 | |||
12748 | 33.879721 | -84.450763 | 264.0 | 0.000 | 2013/01/21 | 16:15:02 | |||
12749 | 33.879514 | -84.450404 | 265.5 | 0.000 | 2013/01/21 | 16:15:07 | |||
12750 | 33.879367 | -84.450078 | 269.3 | 0.000 | 2013/01/21 | 16:15:11 | |||
12751 | 33.879262 | -84.449945 | 270.3 | 0.000 | 2013/01/21 | 16:15:14 | |||
12752 | 33.879184 | -84.449876 | 270.7 | 0.000 | 2013/01/21 | 16:15:16 | |||
12753 | 33.879136 | -84.449840 | 269.8 | 0.000 | 2013/01/21 | 16:15:18 | |||
12754 | 33.878998 | -84.449763 | 263.1 | 0.000 | 2013/01/21 | 16:15:23 | |||
12755 | 33.878900 | -84.449633 | 257.3 | 0.000 | 2013/01/21 | 16:15:27 | |||
12756 | 33.878871 | -84.449611 | 256.3 | 0.000 | 2013/01/21 | 16:15:28 | |||
12757 | 33.878650 | -84.449459 | 254.4 | 0.000 | 2013/01/21 | 16:15:34 | |||
12758 | 33.878458 | -84.449279 | 253.9 | 0.000 | 2013/01/21 | 16:15:39 | |||
12759 | 33.878380 | -84.449212 | 254.9 | 0.000 | 2013/01/21 | 16:15:41 | |||
12760 | 33.878314 | -84.449139 | 256.3 | 0.000 | 2013/01/21 | 16:15:43 | |||
12761 | 33.878137 | -84.449051 | 256.3 | 0.000 | 2013/01/21 | 16:15:49 | |||
12762 | 33.878099 | -84.449011 | 255.8 | 0.000 | 2013/01/21 | 16:15:51 | |||
12763 | 33.877978 | -84.448878 | 255.8 | 0.000 | 2013/01/21 | 16:15:56 | |||
12764 | 33.877893 | -84.448776 | 253.9 | 0.000 | 2013/01/21 | 16:15:59 | |||
12765 | 33.877727 | -84.448576 | 253.9 | 0.000 | 2013/01/21 | 16:16:04 | |||
12766 | 33.877664 | -84.448520 | 254.4 | 0.000 | 2013/01/21 | 16:16:06 | |||
12767 | 33.877557 | -84.448416 | 253.9 | 0.000 | 2013/01/21 | 16:16:09 | |||
12768 | 33.877324 | -84.448177 | 255.8 | 0.000 | 2013/01/21 | 16:16:14 | |||
12769 | 33.877130 | -84.447961 | 253.0 | 0.000 | 2013/01/21 | 16:16:19 | |||
12770 | 33.877100 | -84.447924 | 252.0 | 0.000 | 2013/01/21 | 16:16:20 | |||
12771 | 33.877040 | -84.447874 | 250.6 | 0.000 | 2013/01/21 | 16:16:23 | |||
12772 | 33.876900 | -84.448049 | 247.2 | 0.000 | 2013/01/21 | 16:16:28 | |||
12773 | 33.876775 | -84.448206 | 240.5 | 0.000 | 2013/01/21 | 16:16:35 | |||
12774 | 33.876774 | -84.448188 | 241.4 | 0.000 | 2013/01/21 | 16:16:43 | |||
12775 | 33.876777 | -84.448209 | 237.1 | 0.000 | 2013/01/21 | 16:16:51 | |||
12776 | 33.876641 | -84.448167 | 236.1 | 0.000 | 2013/01/21 | 16:16:57 | |||
12777 | 33.876461 | -84.448171 | 238.1 | 0.000 | 2013/01/21 | 16:17:03 | |||
12778 | 33.876393 | -84.448223 | 234.2 | 0.000 | 2013/01/21 | 16:17:08 | |||
12779 | 33.876316 | -84.448313 | 227.5 | 0.000 | 2013/01/21 | 16:17:13 | |||
12780 | 33.876251 | -84.448521 | 220.3 | 0.000 | 2013/01/21 | 16:17:17 | |||
12781 | 33.876233 | -84.448748 | 203.5 | 0.000 | 2013/01/21 | 16:17:21 | |||
12782 | 33.876222 | -84.448841 | 196.7 | 0.000 | 2013/01/21 | 16:17:23 | |||
12783 | 33.876157 | -84.448991 | 195.8 | 0.000 | 2013/01/21 | 16:17:27 | |||
12784 | 33.875956 | -84.449130 | 204.9 | 0.000 | 2013/01/21 | 16:17:32 | |||
12785 | 33.875481 | -84.449265 | 223.6 | 0.000 | 2013/01/21 | 16:17:41 | |||
12786 | 33.875235 | -84.449430 | 225.1 | 0.000 | 2013/01/21 | 16:17:47 | |||
12787 | 33.875139 | -84.449540 | 224.6 | 0.000 | 2013/01/21 | 16:17:50 | |||
12788 | 33.875026 | -84.449732 | 223.6 | 0.000 | 2013/01/21 | 16:17:55 | |||
12789 | 33.874834 | -84.450095 | 215.5 | 0.000 | 2013/01/21 | 16:18:03 | |||
12790 | 33.874635 | -84.450376 | 210.7 | 0.000 | 2013/01/21 | 16:18:10 | |||
12791 | 33.874568 | -84.450448 | 211.6 | 0.000 | 2013/01/21 | 16:18:12 | |||
12792 | 33.874426 | -84.450632 | 212.1 | 0.000 | 2013/01/21 | 16:18:17 | |||
12793 | 33.874336 | -84.450742 | 214.5 | 0.000 | 2013/01/21 | 16:18:20 | |||
12794 | 33.874143 | -84.450999 | 216.0 | 0.000 | 2013/01/21 | 16:18:27 | |||
12795 | 33.874046 | -84.451146 | 217.4 | 0.000 | 2013/01/21 | 16:18:31 | |||
12796 | 33.874023 | -84.451188 | 216.9 | 0.000 | 2013/01/21 | 16:18:32 | |||
12797 | 33.873852 | -84.451350 | 226.0 | 0.000 | 2013/01/21 | 16:18:37 | |||
12798 | 33.873740 | -84.451531 | 225.6 | 0.000 | 2013/01/21 | 16:18:42 | |||
12799 | 33.873590 | -84.451772 | 228.0 | 0.000 | 2013/01/21 | 16:18:49 | |||
12800 | 33.873498 | -84.451956 | 224.1 | 0.000 | 2013/01/21 | 16:18:54 | |||
12801 | 33.873315 | -84.452185 | 226.5 | 0.000 | 2013/01/21 | 16:19:01 | |||
12802 | 33.873128 | -84.452323 | 231.3 | 0.000 | 2013/01/21 | 16:19:06 | |||
12803 | 33.872972 | -84.452459 | 229.9 | 0.000 | 2013/01/21 | 16:19:12 | |||
12804 | 33.872807 | -84.452560 | 231.3 | 0.000 | 2013/01/21 | 16:19:16 | |||
12805 | 33.872720 | -84.452615 | 233.3 | 0.000 | 2013/01/21 | 16:19:18 | |||
12806 | 33.872653 | -84.452680 | 231.3 | 0.000 | 2013/01/21 | 16:19:20 | |||
12807 | 33.872536 | -84.452868 | 228.0 | 0.000 | 2013/01/21 | 16:19:27 | |||
12808 | 33.872418 | -84.452969 | 229.4 | 0.000 | 2013/01/21 | 16:19:32 | |||
12809 | 33.872263 | -84.453031 | 229.4 | 0.000 | 2013/01/21 | 16:19:37 | |||
12810 | 33.872089 | -84.453089 | 229.4 | 0.000 | 2013/01/21 | 16:19:42 | |||
12811 | 33.871860 | -84.453237 | 229.9 | 0.000 | 2013/01/21 | 16:19:50 | |||
12812 | 33.871599 | -84.453454 | 230.4 | 0.000 | 2013/01/21 | 16:19:59 | |||
12813 | 33.871403 | -84.453644 | 229.9 | 0.000 | 2013/01/21 | 16:20:06 | |||
12814 | 33.871233 | -84.453718 | 228.0 | 0.000 | 2013/01/21 | 16:20:11 |
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gps <- read.csv("callan.csv", | |
header = TRUE) | |
# calculate moving average: (this section is optional) | |
library(TTR) | |
movingN <- 5 # define the n for the moving average calculations | |
gps$Altitude <- gps$Altitude * 3.281 # convert m to ft | |
gps$SMA <- SMA(gps$Altitude, | |
n = movingN) | |
gps <- gps[movingN:length(gps$SMA), ] # remove first n-1 points | |
# calculate distances, if not included in your dataset: | |
library(sp) | |
Dist <- 0 | |
for(i in 2:length(gps$Longitude)) { | |
Dist[i] = spDistsN1(as.matrix(gps[i,c("Longitude", "Latitude")]), | |
c(gps$Longitude[i-1], gps$Latitude[i-1]), | |
longlat = TRUE) / 1.609 # longlat so distances will be in km, then divide to convert to miles | |
} | |
gps$Dist <- Dist | |
DistTotal <- 0 | |
for(i in 2:length(gps$Longitude)) { | |
DistTotal[i] = Dist[i] + DistTotal[i-1] | |
} | |
gps$DistTotal <- DistTotal | |
# plot: | |
library(ggplot2) | |
ggplot(gps, aes(x = DistTotal)) + | |
geom_ribbon(aes(ymin = 600, # change this to match your min below | |
ymax = SMA), | |
fill = "#1B9E77") + # put your altitude variable here if not using moving averages | |
labs(x = "Miles", | |
y = "Elevation") + | |
scale_y_continuous(limits = c(600,1200)) # change this to limits appropriate for your region |
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gps <- read.csv("callan.csv", | |
header = TRUE) | |
# calculate moving average: (this section is optional) | |
library(TTR) | |
movingN <- 5 # define the n for the moving average calculations | |
gps$SMA <- SMA(gps$Altitude, | |
n = movingN) | |
gps <- gps[movingN:length(gps$SMA), ] # remove first n-1 points | |
# calculate distances, if not included in your dataset: | |
library(sp) | |
Dist <- 0 | |
for(i in 2:length(gps$Longitude)) { | |
Dist[i] = spDistsN1(as.matrix(gps[i,c("Longitude", "Latitude")]), | |
c(gps$Longitude[i-1], gps$Latitude[i-1]), | |
longlat = TRUE) # longlat so distances will be in km | |
} | |
gps$Dist <- Dist | |
DistTotal <- 0 | |
for(i in 2:length(gps$Longitude)) { | |
DistTotal[i] = Dist[i] + DistTotal[i-1] | |
} | |
gps$DistTotal <- DistTotal | |
# plot: | |
library(ggplot2) | |
ggplot(gps, aes(x = DistTotal)) + | |
geom_ribbon(aes(ymin = 180, # change this to match your min below | |
ymax = SMA), | |
fill = "#1B9E77") + # put your altitude variable here if not using moving averages | |
labs(x = "Distance, km", | |
y = "Elevation, m") + | |
scale_y_continuous(limits = c(180,360)) # change this to limits appropriate for your region |
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