GLOBAL BMU Analysis
ian enochs
2024-08-13
This document was created to analyze NCRMP BMU data
1 Data exploration
1.1 BAR data
1.1.1 Summary
There are a total of 620 bars included in this study. Sites are
divided at three levels across 2 basins. The highest level (loc1)
includes 8 large regions including:
florida, caribbean, flowerGardenBanks, northwestHawaiianIslands,
marianas, middleHawaiianIslands, pacificRemoteIslandArea,
samoa
Within these larger regions are 21 sublevels (loc2) that are
generally inclusive of an island including:
keys, saintCroix, saintThomas, puertoRico, flowerGardenBanks,
dryTortugas, saintJohn, frenchFrigateShoals, guam, hawaii, jarvis, maug,
oahu, ofu, pagan, palmyra, pearlHermes, saipan, tau, tutuila,
wake
Most islands or loc2 level includes multiple sites (loc3) within it, totaling 64 loc3 levels across both basins
Deployment dates ranged from 2013-06-19 to 2020-03-06 and recovery dates ranged from 2017-03-29 to 2023-01-11. The deployment duration ranged from 906 to 2373 days and was on 1373.4983871 days.
1.1.2 Calculation of stats for bar alteration by loc2
|
location
|
deployment
|
depth
|
deltaMass
|
deltaVolume
|
deltaDensity
|
macroboring
|
grazing
|
accretion
|
||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| basin | loc1 | loc2 | maxDays | minDays | n | maxDepth | minDepth | meanDepth | meanDeltaMass | sdDeltaMass | seDeltaMass | meanDeltaVolume | sdDeltaVolume | seDeltaVolume | meanDeltaDensity | sdDeltaDensity | seDeltaDensity | meanMacroboring | sdMacroboring | seMacroboring | meanGrazing | sdGrazing | seGrazing | meanAccretion | sdAccretion | seAccretion |
| atlantic | caribbean | puertoRico | 1798 | 1140 | 22 | 20.20000 | 15.00000 | 18.163636 | -27.781200 | 42.06703 | 8.968720 | -30.234508 | 25.996844 | 5.542546 | 1.7207472 | 2.2396020 | 0.4774847 | -7.2962130 | 7.1244948 | 1.5189474 | -22.938295 | 27.452674 | 5.8529297 | 6.637224 | 5.747459 | 1.2253625 |
| atlantic | caribbean | saintCroix | 1441 | 1090 | 64 | 15.00000 | 15.00000 | 15.000000 | -15.386204 | 37.80394 | 4.725492 | -33.872755 | 27.935882 | 3.491985 | NA | NA | NA | -5.7147132 | 9.9637041 | 1.2454630 | -28.158042 | 27.616090 | 3.4520112 | 11.764785 | 7.506407 | 0.9383008 |
| atlantic | caribbean | saintThomas | 1142 | 1142 | 1 | 10.00000 | 10.00000 | 10.000000 | -133.403185 | NA | NA | -108.430237 | NA | NA | NA | NA | NA | -0.8723615 | NA | NA | -107.557875 | NA | NA | 1.594986 | NA | NA |
| atlantic | florida | dryTortugas | 1081 | 1043 | 10 | 13.70000 | 13.10000 | 13.520000 | -27.981126 | 37.01874 | 11.706353 | -35.875611 | 29.009031 | 9.173461 | -1.3026215 | 2.5557500 | 0.8081991 | -4.5588555 | 5.7996570 | 1.8340126 | -31.316755 | 26.276540 | 8.3093716 | 6.927189 | 3.586943 | 1.1342911 |
| atlantic | florida | keys | 2373 | 956 | 187 | 15.00000 | 3.00000 | 6.751337 | 7.257004 | 44.55259 | 3.258008 | -28.483333 | 23.525537 | 1.720358 | 1.2062018 | 1.5397075 | 0.1125946 | -3.4655119 | 5.9426993 | 0.4345732 | -25.017821 | 22.579370 | 1.6511670 | 20.887771 | 13.599324 | 0.9944810 |
| atlantic | flowerGardenBanks | flowerGardenBanks | 1463 | 1220 | 11 | 21.00000 | 20.00000 | 20.200000 | -76.539423 | 39.53487 | 11.920210 | -69.583220 | 24.749749 | 7.462330 | 1.8846595 | 2.1678808 | 0.6536407 | -0.7397314 | 1.1898764 | 0.3587612 | -68.843489 | 25.330559 | 7.6374510 | 5.452492 | 4.503129 | 1.3577446 |
| pacific | marianas | guam | 1813 | 1085 | 26 | 54.00000 | 14.93447 | 34.609652 | 8.276507 | 92.51558 | 18.143798 | -33.855639 | 33.312927 | 6.533202 | NA | NA | NA | -1.2501417 | 2.0589327 | 0.4037899 | -32.605498 | 33.821218 | 6.6328866 | 35.274810 | 64.179450 | 12.5866257 |
| pacific | marianas | maug | 1840 | 1133 | 68 | 53.00000 | 14.02012 | 27.792370 | -24.562691 | 37.38647 | 4.533776 | -38.586917 | 24.675186 | 2.992306 | NA | NA | NA | -1.1165915 | 0.8214852 | 0.0996197 | -37.470326 | 24.653607 | 2.9896890 | 8.919800 | 11.101245 | 1.3462237 |
| pacific | marianas | pagan | 1879 | 1136 | 34 | 51.00000 | 13.71533 | 31.689343 | -1.579577 | 33.83219 | 5.802173 | -24.571898 | 19.115032 | 3.278201 | NA | NA | NA | -3.2664161 | 5.8878297 | 1.0097545 | -21.305482 | 19.149447 | 3.2841031 | 16.321109 | 14.756338 | 2.5306912 |
| pacific | marianas | saipan | 1800 | 1127 | 26 | 57.00000 | 12.19141 | 29.598024 | -43.908249 | 49.70417 | 9.747791 | -51.602703 | 31.190711 | 6.117002 | NA | NA | NA | -1.5884351 | 4.1331845 | 0.8105842 | -50.014268 | 31.837029 | 6.2437551 | 10.126926 | 10.221207 | 2.0045437 |
| pacific | middleHawaiianIslands | hawaii | 1064 | 1064 | 14 | 14.02080 | 13.71600 | 13.824857 | -31.336150 | 35.78882 | 9.564966 | -35.041313 | 19.323354 | 5.164383 | 1.1628690 | 1.1891907 | 0.3178246 | -9.3654770 | 11.0797369 | 2.9611842 | -25.675836 | 19.445531 | 5.1970367 | 8.732060 | 5.853029 | 1.5642878 |
| pacific | middleHawaiianIslands | oahu | 1078 | 906 | 16 | 15.24000 | 12.49680 | 13.411050 | -25.141403 | 38.58704 | 9.646760 | -37.712637 | 24.273693 | 6.068423 | NA | NA | NA | -7.0670335 | 11.1485473 | 2.7871368 | -30.645603 | 25.899608 | 6.4749021 | 12.872685 | 12.649153 | 3.1622882 |
| pacific | northwestHawaiianIslands | frenchFrigateShoals | 1089 | 1089 | 1 | 12.49680 | 12.49680 | 12.496800 | -24.345902 | NA | NA | -34.942857 | NA | NA | 1.3862626 | NA | NA | -0.0933757 | NA | NA | -34.849481 | NA | NA | 10.992204 | NA | NA |
| pacific | northwestHawaiianIslands | pearlHermes | 1094 | 1088 | 11 | 14.32560 | 14.32560 | 14.325600 | -6.538328 | 29.38793 | 8.860796 | -20.892874 | 16.848333 | 5.079963 | 1.2960100 | 0.3244652 | 0.0978299 | -3.4469897 | 8.7388671 | 2.6348676 | -17.445884 | 14.806557 | 4.4643448 | 8.845732 | 12.318381 | 3.7141317 |
| pacific | pacificRemoteIslandArea | jarvis | 1210 | 1205 | 11 | 49.00000 | 48.00000 | 48.636364 | -88.718509 | 49.60970 | 14.957886 | -71.386662 | 38.372925 | 11.569872 | -1.6565091 | 3.3014693 | 0.9954304 | -1.7231465 | 0.8874921 | 0.2675889 | -69.663516 | 38.978723 | 11.7525271 | 4.382957 | 3.402341 | 1.0258444 |
| pacific | pacificRemoteIslandArea | palmyra | 1207 | 1202 | 13 | 50.00000 | 47.00000 | 47.923077 | -28.061296 | 90.42410 | 25.079132 | -44.699264 | 34.257956 | 9.501447 | 0.4419434 | 1.0011041 | 0.2776563 | -2.7052087 | 8.2633792 | 2.2918490 | -41.994056 | 33.640937 | 9.3303171 | 21.412407 | 33.676433 | 9.3401619 |
| pacific | pacificRemoteIslandArea | wake | 1099 | 1063 | 15 | 14.62969 | 13.71533 | 14.304582 | -19.088995 | 139.16038 | 35.931055 | -56.801885 | 32.002044 | 8.262892 | NA | NA | NA | -0.7510734 | 0.9669246 | 0.2496589 | -56.050812 | 31.892805 | 8.2346869 | 41.479117 | 68.708904 | 17.7405626 |
| pacific | samoa | ofu | 1214 | 1199 | 9 | 50.00000 | 45.00000 | 47.777778 | 6.111376 | 43.38518 | 14.461725 | -20.392870 | 14.353758 | 4.784586 | -0.1079433 | 2.8486583 | 0.9495528 | -4.6483512 | 6.4565787 | 2.1521929 | -15.744519 | 12.406812 | 4.1356040 | 22.843019 | 16.682890 | 5.5609633 |
| pacific | samoa | tau | 1215 | 1206 | 9 | 50.00000 | 49.00000 | 49.555556 | 53.866506 | 32.66238 | 10.887459 | -4.098117 | 4.462343 | 1.487448 | -0.0427049 | 1.9443070 | 0.6481023 | -2.1981224 | 3.4949930 | 1.1649977 | -1.899995 | 2.692464 | 0.8974882 | 42.734038 | 22.791004 | 7.5970013 |
| pacific | samoa | tutuila | 1223 | 1216 | 20 | 50.00000 | 47.00000 | 48.250000 | 29.776469 | 81.02769 | 18.118342 | -22.441706 | 20.001976 | 4.472578 | -0.4338167 | 1.4480000 | 0.3237826 | -3.2690847 | 2.9480905 | 0.6592131 | -19.172621 | 20.751039 | 4.6400734 | 34.252167 | 39.971736 | 8.9379520 |
1.1.3 Number and deployment duration by loc3
|
location
|
gps
|
sample size
|
depth
|
duration
|
||||||
|---|---|---|---|---|---|---|---|---|---|---|
| basin | loc1 | loc2 | loc3 | latitude | longitude | n | maxDepth | minDepth | maxDays | minDays |
| atlantic | caribbean | puertoRico | NA | 17.91047 | -66.23161 | 5 | 19.80000 | 19.80000 | 1620 | 1620 |
| atlantic | caribbean | puertoRico | NA | 17.95355 | -67.05065 | 9 | 15.00000 | 15.00000 | 1534 | 1140 |
| atlantic | caribbean | puertoRico | NA | 18.33066 | -65.33373 | 5 | 18.60000 | 18.60000 | 1730 | 1730 |
| atlantic | caribbean | puertoRico | NA | 18.33696 | -65.56462 | 5 | 19.80000 | 19.80000 | 1741 | 1741 |
| atlantic | caribbean | puertoRico | NA | 18.34435 | -67.26923 | 5 | 20.20000 | 20.20000 | 1573 | 1573 |
| atlantic | caribbean | puertoRico | NA | 18.48227 | -66.72124 | 4 | 19.90000 | 19.90000 | 1798 | 1798 |
| atlantic | caribbean | saintCroix | NA | 17.70121 | -64.64793 | 15 | 15.00000 | 15.00000 | 1094 | 1092 |
| atlantic | caribbean | saintCroix | NA | 17.73380 | -64.89639 | 15 | 15.00000 | 15.00000 | 1095 | 1091 |
| atlantic | caribbean | saintCroix | NA | 17.78532 | -64.75953 | 20 | 15.00000 | 15.00000 | 1441 | 1090 |
| atlantic | caribbean | saintCroix | NA | 17.82805 | -64.46711 | 14 | 15.00000 | 15.00000 | 1095 | 1090 |
| atlantic | caribbean | saintJohn | NA | 18.30976 | -64.72299 | 5 | 15.70000 | 15.70000 | 1632 | 1632 |
| atlantic | caribbean | saintJohn | NA | 18.32802 | -64.80903 | 4 | 14.50000 | 14.50000 | 1686 | 1686 |
| atlantic | caribbean | saintJohn | NA | 18.34744 | -64.66539 | 3 | 15.60000 | 15.60000 | 1681 | 1681 |
| atlantic | caribbean | saintJohn | NA | 18.36316 | -64.77052 | 4 | 15.90000 | 15.90000 | 1669 | 1669 |
| atlantic | caribbean | saintThomas | NA | 18.34082 | -65.08269 | 3 | 16.00000 | 16.00000 | 1657 | 1657 |
| atlantic | caribbean | saintThomas | NA | 18.34402 | -64.98453 | 1 | 10.00000 | 10.00000 | 1142 | 1142 |
| atlantic | caribbean | saintThomas | NA | 18.34435 | -64.98433 | 5 | 10.00000 | 10.00000 | 1950 | 1950 |
| atlantic | caribbean | saintThomas | NA | 18.38262 | -64.97816 | 4 | 15.50000 | 15.50000 | 1650 | 1650 |
| atlantic | florida | dryTortugas | birdKeyReef | 24.61123 | -82.87045 | 10 | 13.70000 | 13.10000 | 1081 | 1043 |
| atlantic | florida | keys | LKI1 | 24.58590 | -81.58272 | 9 | 3.00000 | 3.00000 | 2373 | 2373 |
| atlantic | florida | keys | LKI2 | 24.57899 | -81.49734 | 8 | 6.50000 | 6.50000 | 2373 | 2373 |
| atlantic | florida | keys | LKO1 | 24.52202 | -81.57709 | 10 | 5.00000 | 5.00000 | 2373 | 2373 |
| atlantic | florida | keys | LKO2 | 24.55326 | -81.43753 | 19 | 7.00000 | 7.00000 | 2373 | 956 |
| atlantic | florida | keys | MKI1 | 24.68554 | -81.04336 | 18 | 3.50000 | 3.50000 | 1375 | 1005 |
| atlantic | florida | keys | MKI2 | 24.68988 | -81.02940 | 20 | 5.00000 | 5.00000 | 1375 | 1005 |
| atlantic | florida | keys | MKO1 | 24.63127 | -81.09255 | 13 | 6.00000 | 6.00000 | 1375 | 1005 |
| atlantic | florida | keys | MKO2 | 24.63388 | -81.08344 | 18 | 5.00000 | 5.00000 | 1375 | 1005 |
| atlantic | florida | keys | UKI2 | 24.95375 | -80.54806 | 19 | 5.00000 | 3.00000 | 1350 | 1100 |
| atlantic | florida | keys | UKO1 | 24.90250 | -80.53104 | 18 | 15.00000 | 14.00000 | 1357 | 1100 |
| atlantic | florida | keys | UKO3 | 24.88266 | -80.56088 | 18 | 15.00000 | 6.50000 | 1358 | 1100 |
| atlantic | florida | keys | cheecaRocks | 24.89742 | -80.61573 | 24 | 5.00000 | 5.00000 | 1379 | 1100 |
| atlantic | flowerGardenBanks | flowerGardenBanks | eastBank | 27.90740 | -93.59925 | 13 | 21.00000 | 20.00000 | 1463 | 1220 |
| pacific | marianas | guam | OCC-GUA-002 | 13.60334 | 144.92366 | 4 | 49.00000 | 49.00000 | 1805 | 1805 |
| pacific | marianas | guam | OCC-GUA-005 | 13.47516 | 144.86485 | 4 | 15.84883 | 15.84883 | 1142 | 1125 |
| pacific | marianas | guam | OCC-GUA-005 | 13.47520 | 144.86490 | 4 | 54.00000 | 54.00000 | 1813 | 1813 |
| pacific | marianas | guam | OCC-GUA-009 | 13.24126 | 144.70442 | 4 | 14.93447 | 14.93447 | 1161 | 1085 |
| pacific | marianas | guam | OCC-GUA-009 | 13.24210 | 144.70448 | 5 | 45.00000 | 45.00000 | 1808 | 1808 |
| pacific | marianas | guam | OCC-GUA-015 | 13.52894 | 144.80037 | 3 | 15.23926 | 15.23926 | 1158 | 1089 |
| pacific | marianas | guam | OCC-GUA-015 | 13.52896 | 144.80035 | 2 | 47.00000 | 47.00000 | 1804 | 1804 |
| pacific | marianas | maug | OCC-MAU-002 | 20.03567 | 145.22470 | 5 | 47.00000 | 47.00000 | 1840 | 1840 |
| pacific | marianas | maug | OCC-MAU-002 | 20.03570 | 145.22467 | 5 | 14.62969 | 14.62969 | 1142 | 1134 |
| pacific | marianas | maug | OCC-MAU-005 | 20.02033 | 145.23972 | 3 | 14.02012 | 14.02012 | 1135 | 1134 |
| pacific | marianas | maug | OCC-MAU-005 | 20.02039 | 145.23978 | 3 | 46.00000 | 46.00000 | 1836 | 1836 |
| pacific | marianas | maug | OCC-MAU-008 | 20.01312 | 145.20806 | 5 | 14.93447 | 14.93447 | 1143 | 1133 |
| pacific | marianas | maug | OCC-MAU-008 | 20.01315 | 145.20806 | 3 | 53.00000 | 53.00000 | 1834 | 1834 |
| pacific | marianas | maug | OCC-MAU-016 | 20.02296 | 145.22996 | 14 | 17.00000 | 17.00000 | 1834 | 1834 |
| pacific | marianas | maug | OCC-MAU-018 | 20.02249 | 145.22971 | 15 | 28.00000 | 28.00000 | 1834 | 1834 |
| pacific | marianas | maug | OCC-MAU-019 | 20.01398 | 145.22746 | 15 | 34.00000 | 34.00000 | 1834 | 1834 |
| pacific | marianas | pagan | OCC-PAG-002 | 18.16784 | 145.79495 | 5 | 14.62969 | 14.62969 | 1136 | 1136 |
| pacific | marianas | pagan | OCC-PAG-002 | 18.16788 | 145.79494 | 4 | 48.00000 | 48.00000 | 1877 | 1877 |
| pacific | marianas | pagan | OCC-PAG-006 | 18.09609 | 145.76488 | 4 | 51.00000 | 51.00000 | 1845 | 1845 |
| pacific | marianas | pagan | OCC-PAG-006 | 18.09612 | 145.76486 | 2 | 14.02012 | 14.02012 | 1137 | 1137 |
| pacific | marianas | pagan | OCC-PAG-009 | 18.04561 | 145.70621 | 5 | 51.00000 | 51.00000 | 1874 | 1874 |
| pacific | marianas | pagan | OCC-PAG-009 | 18.04564 | 145.70623 | 5 | 14.93447 | 14.93447 | 1139 | 1139 |
| pacific | marianas | pagan | OCC-PAG-013 | 18.12009 | 145.75469 | 5 | 46.00000 | 46.00000 | 1879 | 1879 |
| pacific | marianas | pagan | OCC-PAG-013 | 18.12014 | 145.75466 | 5 | 13.71533 | 13.71533 | 1150 | 1150 |
| pacific | marianas | saipan | OCC-SAI-002 | 15.29062 | 145.80941 | 2 | 13.71533 | 13.71533 | 1138 | 1129 |
| pacific | marianas | saipan | OCC-SAI-005 | 15.25866 | 145.81569 | 4 | 15.23926 | 15.23926 | 1133 | 1130 |
| pacific | marianas | saipan | OCC-SAI-005 | 15.25867 | 145.81567 | 5 | 47.00000 | 47.00000 | 1800 | 1800 |
| pacific | marianas | saipan | OCC-SAI-009 | 15.09785 | 145.74337 | 4 | 15.84883 | 15.84883 | 1147 | 1138 |
| pacific | marianas | saipan | OCC-SAI-009 | 15.09788 | 145.74338 | 2 | 57.00000 | 57.00000 | 1767 | 1767 |
| pacific | marianas | saipan | OCC-SAI-012 | 15.15639 | 145.68976 | 2 | 41.00000 | 41.00000 | 1800 | 1800 |
| pacific | marianas | saipan | OCC-SAI-012 | 15.15645 | 145.68970 | 4 | 12.19141 | 12.19141 | 1127 | 1127 |
| pacific | marianas | saipan | OCC-SAI-016 | 15.25719 | 145.76675 | 3 | 46.00000 | 46.00000 | 1770 | 1770 |
| pacific | middleHawaiianIslands | hawaii | OCC-HAW-002 | 20.26824 | -155.86038 | 5 | 14.02080 | 14.02080 | 1064 | 1064 |
| pacific | middleHawaiianIslands | hawaii | OCC-HAW-010 | 19.24436 | -155.90028 | 5 | 13.71600 | 13.71600 | 1064 | 1064 |
| pacific | middleHawaiianIslands | hawaii | OCC-HAW-014 | 20.24916 | -155.89093 | 4 | 13.71600 | 13.71600 | 1064 | 1064 |
| pacific | middleHawaiianIslands | oahu | OCC-OAH-002 | 21.59095 | -158.17467 | 2 | 15.24000 | 12.80160 | 1078 | 1075 |
| pacific | middleHawaiianIslands | oahu | OCC-OAH-005 | 21.47971 | -157.78301 | 5 | 12.49680 | 12.49680 | 1076 | 1076 |
| pacific | middleHawaiianIslands | oahu | OCC-OAH-007 | 21.45862 | -157.79865 | 2 | 14.93400 | 14.93400 | 906 | 906 |
| pacific | middleHawaiianIslands | oahu | OCC-OAH-010 | 21.28838 | -157.86536 | 5 | 13.71600 | 13.71600 | 993 | 993 |
| pacific | middleHawaiianIslands | oahu | OCC-OAH-012 | 21.53412 | -158.23441 | 1 | 12.80160 | 12.80160 | 1078 | 1078 |
| pacific | middleHawaiianIslands | oahu | OCC-OAH-012 | 21.59095 | -158.17467 | 1 | 12.80160 | 12.80160 | 1078 | 1078 |
| pacific | northwestHawaiianIslands | frenchFrigateShoals | OCC-FFS-014 | 23.79247 | -166.25372 | 1 | 12.49680 | 12.49680 | 1089 | 1089 |
| pacific | northwestHawaiianIslands | pearlHermes | OCC-PHR-002 | 27.94055 | -175.86165 | 2 | 14.32560 | 14.32560 | 1094 | 1094 |
| pacific | northwestHawaiianIslands | pearlHermes | OCC-PHR-012 | 27.78237 | -175.88195 | 5 | 14.32560 | 14.32560 | 1090 | 1090 |
| pacific | northwestHawaiianIslands | pearlHermes | OCC-PHR-016 | 27.79316 | -175.99722 | 4 | 14.32560 | 14.32560 | 1088 | 1088 |
| pacific | pacificRemoteIslandArea | jarvis | OCC-JAR-003 | -0.36896 | -160.00813 | 3 | 49.00000 | 49.00000 | 1205 | 1205 |
| pacific | pacificRemoteIslandArea | jarvis | OCC-JAR-003 | -0.36776 | -159.97881 | 3 | 49.00000 | 49.00000 | 1208 | 1208 |
| pacific | pacificRemoteIslandArea | jarvis | OCC-JAR-008 | -0.38234 | -160.00305 | 5 | 48.00000 | 48.00000 | 1210 | 1210 |
| pacific | pacificRemoteIslandArea | jarvis | OCC-JAR-013 | -0.36896 | -160.00813 | 1 | 49.00000 | 49.00000 | 1205 | 1205 |
| pacific | pacificRemoteIslandArea | palmyra | OCC-PAL-003 | 5.89733 | -162.07817 | 5 | 47.00000 | 47.00000 | 1207 | 1207 |
| pacific | pacificRemoteIslandArea | palmyra | OCC-PAL-008 | 5.86379 | -162.03062 | 5 | 50.00000 | 50.00000 | 1207 | 1207 |
| pacific | pacificRemoteIslandArea | palmyra | OCC-PAL-017 | 5.88322 | -162.13322 | 4 | 47.00000 | 47.00000 | 1202 | 1202 |
| pacific | pacificRemoteIslandArea | wake | OCC-WAK-002 | 19.31602 | 166.62721 | 4 | 13.71533 | 13.71533 | 1099 | 1096 |
| pacific | pacificRemoteIslandArea | wake | OCC-WAK-005 | 19.30616 | 166.65108 | 4 | 14.32490 | 14.32490 | 1090 | 1066 |
| pacific | pacificRemoteIslandArea | wake | OCC-WAK-008 | 19.28065 | 166.62778 | 4 | 14.62969 | 14.62969 | 1087 | 1064 |
| pacific | pacificRemoteIslandArea | wake | OCC-WAK-013 | 19.31625 | 166.59824 | 3 | 14.62969 | 14.62969 | 1070 | 1063 |
| pacific | samoa | ofu | OCC-OFU-002 | -14.15785 | -169.67442 | 4 | 45.00000 | 45.00000 | 1214 | 1214 |
| pacific | samoa | ofu | OCC-OFU-009 | -14.17330 | -169.64190 | 5 | 50.00000 | 50.00000 | 1199 | 1199 |
| pacific | samoa | tau | OCC-TAU-002 | -14.21240 | -169.44067 | 5 | 49.00000 | 49.00000 | 1215 | 1215 |
| pacific | samoa | tau | OCC-TAU-011 | -14.25755 | -169.50068 | 5 | 50.00000 | 50.00000 | 1206 | 1206 |
| pacific | samoa | tutuila | OCC-TUT-002 | -14.24479 | -170.65237 | 5 | 48.00000 | 48.00000 | 1218 | 1218 |
| pacific | samoa | tutuila | OCC-TUT-007 | -14.28521 | -170.56401 | 5 | 50.00000 | 50.00000 | 1223 | 1223 |
| pacific | samoa | tutuila | OCC-TUT-017 | -14.36351 | -170.76300 | 5 | 48.00000 | 48.00000 | 1216 | 1216 |
| pacific | samoa | tutuila | OCC-TUT-022 | -14.29464 | -170.81200 | 5 | 47.00000 | 47.00000 | 1218 | 1218 |
1.1.4 Deployment sites with multiple gps coordinates
Note: need to figure out what is going on here. Appears to be particularly prevalent of a problem in the Pacific (point for alliteration)| basin | loc1 | loc2 | loc3 | latitude | longitude | n | maxDepth | minDepth | maxDays | minDays |
|---|---|---|---|---|---|---|---|---|---|---|
| atlantic | caribbean | puertoRico | NA | 17.91047 | -66.23161 | 5 | 19.80000 | 19.80000 | 1620 | 1620 |
| atlantic | caribbean | puertoRico | NA | 17.95355 | -67.05065 | 9 | 15.00000 | 15.00000 | 1534 | 1140 |
| atlantic | caribbean | puertoRico | NA | 18.33066 | -65.33373 | 5 | 18.60000 | 18.60000 | 1730 | 1730 |
| atlantic | caribbean | puertoRico | NA | 18.33696 | -65.56462 | 5 | 19.80000 | 19.80000 | 1741 | 1741 |
| atlantic | caribbean | puertoRico | NA | 18.34435 | -67.26923 | 5 | 20.20000 | 20.20000 | 1573 | 1573 |
| atlantic | caribbean | puertoRico | NA | 18.48227 | -66.72124 | 4 | 19.90000 | 19.90000 | 1798 | 1798 |
| atlantic | caribbean | saintCroix | NA | 17.70121 | -64.64793 | 15 | 15.00000 | 15.00000 | 1094 | 1092 |
| atlantic | caribbean | saintCroix | NA | 17.73380 | -64.89639 | 15 | 15.00000 | 15.00000 | 1095 | 1091 |
| atlantic | caribbean | saintCroix | NA | 17.78532 | -64.75953 | 20 | 15.00000 | 15.00000 | 1441 | 1090 |
| atlantic | caribbean | saintCroix | NA | 17.82805 | -64.46711 | 14 | 15.00000 | 15.00000 | 1095 | 1090 |
| atlantic | caribbean | saintJohn | NA | 18.30976 | -64.72299 | 5 | 15.70000 | 15.70000 | 1632 | 1632 |
| atlantic | caribbean | saintJohn | NA | 18.32802 | -64.80903 | 4 | 14.50000 | 14.50000 | 1686 | 1686 |
| atlantic | caribbean | saintJohn | NA | 18.34744 | -64.66539 | 3 | 15.60000 | 15.60000 | 1681 | 1681 |
| atlantic | caribbean | saintJohn | NA | 18.36316 | -64.77052 | 4 | 15.90000 | 15.90000 | 1669 | 1669 |
| atlantic | caribbean | saintThomas | NA | 18.34082 | -65.08269 | 3 | 16.00000 | 16.00000 | 1657 | 1657 |
| atlantic | caribbean | saintThomas | NA | 18.34402 | -64.98453 | 1 | 10.00000 | 10.00000 | 1142 | 1142 |
| atlantic | caribbean | saintThomas | NA | 18.34435 | -64.98433 | 5 | 10.00000 | 10.00000 | 1950 | 1950 |
| atlantic | caribbean | saintThomas | NA | 18.38262 | -64.97816 | 4 | 15.50000 | 15.50000 | 1650 | 1650 |
| pacific | marianas | guam | OCC-GUA-005 | 13.47516 | 144.86485 | 4 | 15.84883 | 15.84883 | 1142 | 1125 |
| pacific | marianas | guam | OCC-GUA-005 | 13.47520 | 144.86490 | 4 | 54.00000 | 54.00000 | 1813 | 1813 |
| pacific | marianas | guam | OCC-GUA-009 | 13.24126 | 144.70442 | 4 | 14.93447 | 14.93447 | 1161 | 1085 |
| pacific | marianas | guam | OCC-GUA-009 | 13.24210 | 144.70448 | 5 | 45.00000 | 45.00000 | 1808 | 1808 |
| pacific | marianas | guam | OCC-GUA-015 | 13.52894 | 144.80037 | 3 | 15.23926 | 15.23926 | 1158 | 1089 |
| pacific | marianas | guam | OCC-GUA-015 | 13.52896 | 144.80035 | 2 | 47.00000 | 47.00000 | 1804 | 1804 |
| pacific | marianas | maug | OCC-MAU-002 | 20.03567 | 145.22470 | 5 | 47.00000 | 47.00000 | 1840 | 1840 |
| pacific | marianas | maug | OCC-MAU-002 | 20.03570 | 145.22467 | 5 | 14.62969 | 14.62969 | 1142 | 1134 |
| pacific | marianas | maug | OCC-MAU-005 | 20.02033 | 145.23972 | 3 | 14.02012 | 14.02012 | 1135 | 1134 |
| pacific | marianas | maug | OCC-MAU-005 | 20.02039 | 145.23978 | 3 | 46.00000 | 46.00000 | 1836 | 1836 |
| pacific | marianas | maug | OCC-MAU-008 | 20.01312 | 145.20806 | 5 | 14.93447 | 14.93447 | 1143 | 1133 |
| pacific | marianas | maug | OCC-MAU-008 | 20.01315 | 145.20806 | 3 | 53.00000 | 53.00000 | 1834 | 1834 |
| pacific | marianas | pagan | OCC-PAG-002 | 18.16784 | 145.79495 | 5 | 14.62969 | 14.62969 | 1136 | 1136 |
| pacific | marianas | pagan | OCC-PAG-002 | 18.16788 | 145.79494 | 4 | 48.00000 | 48.00000 | 1877 | 1877 |
| pacific | marianas | pagan | OCC-PAG-006 | 18.09609 | 145.76488 | 4 | 51.00000 | 51.00000 | 1845 | 1845 |
| pacific | marianas | pagan | OCC-PAG-006 | 18.09612 | 145.76486 | 2 | 14.02012 | 14.02012 | 1137 | 1137 |
| pacific | marianas | pagan | OCC-PAG-009 | 18.04561 | 145.70621 | 5 | 51.00000 | 51.00000 | 1874 | 1874 |
| pacific | marianas | pagan | OCC-PAG-009 | 18.04564 | 145.70623 | 5 | 14.93447 | 14.93447 | 1139 | 1139 |
| pacific | marianas | pagan | OCC-PAG-013 | 18.12009 | 145.75469 | 5 | 46.00000 | 46.00000 | 1879 | 1879 |
| pacific | marianas | pagan | OCC-PAG-013 | 18.12014 | 145.75466 | 5 | 13.71533 | 13.71533 | 1150 | 1150 |
| pacific | marianas | saipan | OCC-SAI-005 | 15.25866 | 145.81569 | 4 | 15.23926 | 15.23926 | 1133 | 1130 |
| pacific | marianas | saipan | OCC-SAI-005 | 15.25867 | 145.81567 | 5 | 47.00000 | 47.00000 | 1800 | 1800 |
| pacific | marianas | saipan | OCC-SAI-009 | 15.09785 | 145.74337 | 4 | 15.84883 | 15.84883 | 1147 | 1138 |
| pacific | marianas | saipan | OCC-SAI-009 | 15.09788 | 145.74338 | 2 | 57.00000 | 57.00000 | 1767 | 1767 |
| pacific | marianas | saipan | OCC-SAI-012 | 15.15639 | 145.68976 | 2 | 41.00000 | 41.00000 | 1800 | 1800 |
| pacific | marianas | saipan | OCC-SAI-012 | 15.15645 | 145.68970 | 4 | 12.19141 | 12.19141 | 1127 | 1127 |
| pacific | middleHawaiianIslands | oahu | OCC-OAH-012 | 21.53412 | -158.23441 | 1 | 12.80160 | 12.80160 | 1078 | 1078 |
| pacific | middleHawaiianIslands | oahu | OCC-OAH-012 | 21.59095 | -158.17467 | 1 | 12.80160 | 12.80160 | 1078 | 1078 |
| pacific | pacificRemoteIslandArea | jarvis | OCC-JAR-003 | -0.36896 | -160.00813 | 3 | 49.00000 | 49.00000 | 1205 | 1205 |
| pacific | pacificRemoteIslandArea | jarvis | OCC-JAR-003 | -0.36776 | -159.97881 | 3 | 49.00000 | 49.00000 | 1208 | 1208 |
1.2 Parrot fish community
1.2.1 Summary
There are a total of 1225 parrot surveys included in this study.
Sites are divided at three levels across 2 basins. The highest level
(loc1) includes 8 large regions including:
florida, flowerGardenBanks, caribbean, marianas,
middleHawaiianIslands, northwestHawaiianIslands,
pacificRemoteIslandArea, samoa
1.2.2 Calculation of stats for parrot fish density and biomass
| basin | loc1 | loc2 | n | meanDensity_ind_ha | sdDensity_ind_ha | seDensity_ind_ha | meanBiomass_kg_ha | sdBiomass_kg_ha | seBiomass_kg_ha |
|---|---|---|---|---|---|---|---|---|---|
| atlantic | caribbean | puertoRico | 87 | 325.34580 | 420.5386 | 45.08647 | 16.84333 | 24.91602 | 2.671277 |
| atlantic | caribbean | saintCroix | 105 | 465.16008 | 507.5089 | 49.52780 | 35.62523 | 40.61540 | 3.963657 |
| atlantic | caribbean | saintJohn | 49 | 929.32088 | 741.2058 | 105.88654 | 27.67571 | 29.57631 | 4.225187 |
| atlantic | caribbean | saintThomas | 38 | 1141.83765 | 2605.2740 | 422.63124 | 32.97925 | 44.43734 | 7.208688 |
| atlantic | florida | dryTortugas | 22 | 1003.43220 | 477.4532 | 101.79337 | 46.99733 | 70.25396 | 14.978194 |
| atlantic | florida | keys | 123 | 838.32736 | 857.1151 | 77.28346 | 81.55739 | 148.55909 | 13.395122 |
| atlantic | flowerGardenBanks | flowerGardenBanks | 41 | 212.89789 | 118.0199 | 18.43161 | 65.17329 | 42.91670 | 6.702463 |
| pacific | marianas | guam | 71 | 162.19358 | 161.8297 | 19.20566 | 35.17649 | 48.15764 | 5.715260 |
| pacific | marianas | maug | 62 | 205.36122 | 151.0224 | 19.17987 | 104.17208 | 95.41819 | 12.118122 |
| pacific | marianas | pagan | 47 | 211.90559 | 223.2471 | 32.56394 | 140.23714 | 146.76278 | 21.407552 |
| pacific | marianas | saipan | 56 | 219.28014 | 238.2128 | 31.83252 | 39.88110 | 91.49567 | 12.226623 |
| pacific | middleHawaiianIslands | hawaii | 59 | 103.58559 | 117.3219 | 15.27401 | 89.65356 | 189.93594 | 24.727553 |
| pacific | middleHawaiianIslands | oahu | 75 | 68.66062 | 107.2050 | 12.37896 | 23.34395 | 80.43737 | 9.288107 |
| pacific | northwestHawaiianIslands | frenchFrigateShoals | 63 | 258.24082 | 285.7798 | 36.00487 | 82.64512 | 141.73259 | 17.856628 |
| pacific | northwestHawaiianIslands | pearlHermes | 54 | 589.98672 | 656.2887 | 89.30958 | 109.03720 | 103.97793 | 14.149604 |
| pacific | pacificRemoteIslandArea | jarvis | 74 | 252.73614 | 265.9322 | 30.91399 | 187.76332 | 134.49823 | 15.635102 |
| pacific | pacificRemoteIslandArea | palmyra | 35 | 247.37225 | 142.3575 | 24.06281 | 98.90607 | 113.76370 | 19.229574 |
| pacific | pacificRemoteIslandArea | wake | 48 | 209.84874 | 227.5420 | 32.84287 | 81.03254 | 131.57821 | 18.991679 |
| pacific | samoa | ofu | 24 | 404.37145 | 399.4858 | 81.54470 | 226.07912 | 263.73687 | 53.835063 |
| pacific | samoa | tau | 27 | 137.27933 | 113.3681 | 21.81771 | 108.69679 | 124.77737 | 24.013417 |
| pacific | samoa | tutuila | 65 | 255.51850 | 238.7243 | 29.61010 | 88.91541 | 157.64428 | 19.553366 |
1.2.3 Number of parrot fish surveys by loc3
| basin | loc1 | loc2 | loc3 | n |
|---|---|---|---|---|
| atlantic | caribbean | puertoRico | culebra | 11 |
| atlantic | caribbean | puertoRico | fajardo | 29 |
| atlantic | caribbean | puertoRico | jobosBay | 12 |
| atlantic | caribbean | puertoRico | laParguera | 18 |
| atlantic | caribbean | puertoRico | rincon | 17 |
| atlantic | caribbean | saintCroix | langBank | 32 |
| atlantic | caribbean | saintCroix | saltRiver | 37 |
| atlantic | caribbean | saintCroix | south | 20 |
| atlantic | caribbean | saintCroix | spratHole | 16 |
| atlantic | caribbean | saintJohn | johnsonsReef | 13 |
| atlantic | caribbean | saintJohn | newfound | 13 |
| atlantic | caribbean | saintJohn | stevenCay | 10 |
| atlantic | caribbean | saintJohn | tektite | 13 |
| atlantic | caribbean | saintThomas | brewersBay | 12 |
| atlantic | caribbean | saintThomas | innerBrass | 14 |
| atlantic | caribbean | saintThomas | sava | 12 |
| atlantic | florida | dryTortugas | birdKeyReef | 22 |
| atlantic | florida | keys | NA | 123 |
| atlantic | flowerGardenBanks | flowerGardenBanks | eastBank | 41 |
| pacific | marianas | guam | OCC-GUA-002 | 14 |
| pacific | marianas | guam | OCC-GUA-005 | 10 |
| pacific | marianas | guam | OCC-GUA-009 | 31 |
| pacific | marianas | guam | OCC-GUA-015 | 16 |
| pacific | marianas | maug | OCC-MAU-002 | 10 |
| pacific | marianas | maug | OCC-MAU-005 | 11 |
| pacific | marianas | maug | OCC-MAU-008 | 10 |
| pacific | marianas | maug | OCC-MAU-016 | 10 |
| pacific | marianas | maug | OCC-MAU-018 | 10 |
| pacific | marianas | maug | OCC-MAU-019 | 11 |
| pacific | marianas | pagan | OCC-PAG-002 | 14 |
| pacific | marianas | pagan | OCC-PAG-006 | 11 |
| pacific | marianas | pagan | OCC-PAG-009 | 12 |
| pacific | marianas | pagan | OCC-PAG-013 | 10 |
| pacific | marianas | saipan | OCC-SAI-002 | 11 |
| pacific | marianas | saipan | OCC-SAI-005 | 11 |
| pacific | marianas | saipan | OCC-SAI-009 | 10 |
| pacific | marianas | saipan | OCC-SAI-012 | 13 |
| pacific | marianas | saipan | OCC-SAI-016 | 11 |
| pacific | middleHawaiianIslands | hawaii | OCC-HAW-002 | 13 |
| pacific | middleHawaiianIslands | hawaii | OCC-HAW-008 | 10 |
| pacific | middleHawaiianIslands | hawaii | OCC-HAW-010 | 13 |
| pacific | middleHawaiianIslands | hawaii | OCC-HAW-014 | 13 |
| pacific | middleHawaiianIslands | hawaii | OCC-HAW-066 | 10 |
| pacific | middleHawaiianIslands | oahu | OCC-OAH-002 | 10 |
| pacific | middleHawaiianIslands | oahu | OCC-OAH-005 | 10 |
| pacific | middleHawaiianIslands | oahu | OCC-OAH-007 | 10 |
| pacific | middleHawaiianIslands | oahu | OCC-OAH-008 | 14 |
| pacific | middleHawaiianIslands | oahu | OCC-OAH-010 | 11 |
| pacific | middleHawaiianIslands | oahu | OCC-OAH-012 | 10 |
| pacific | middleHawaiianIslands | oahu | OCC-OAH-014 | 10 |
| pacific | northwestHawaiianIslands | frenchFrigateShoals | OCC-FFS-002 | 16 |
| pacific | northwestHawaiianIslands | frenchFrigateShoals | OCC-FFS-004 | 16 |
| pacific | northwestHawaiianIslands | frenchFrigateShoals | OCC-FFS-007 | 11 |
| pacific | northwestHawaiianIslands | frenchFrigateShoals | OCC-FFS-010 | 10 |
| pacific | northwestHawaiianIslands | frenchFrigateShoals | OCC-FFS-014 | 10 |
| pacific | northwestHawaiianIslands | pearlHermes | OCC-PHR-002 | 11 |
| pacific | northwestHawaiianIslands | pearlHermes | OCC-PHR-007 | 11 |
| pacific | northwestHawaiianIslands | pearlHermes | OCC-PHR-012 | 11 |
| pacific | northwestHawaiianIslands | pearlHermes | OCC-PHR-016 | 21 |
| pacific | pacificRemoteIslandArea | jarvis | OCC-JAR-003 | 28 |
| pacific | pacificRemoteIslandArea | jarvis | OCC-JAR-008 | 20 |
| pacific | pacificRemoteIslandArea | jarvis | OCC-JAR-013 | 26 |
| pacific | pacificRemoteIslandArea | palmyra | OCC-PAL-003 | 10 |
| pacific | pacificRemoteIslandArea | palmyra | OCC-PAL-008 | 10 |
| pacific | pacificRemoteIslandArea | palmyra | OCC-PAL-017 | 15 |
| pacific | pacificRemoteIslandArea | wake | OCC-WAK-002 | 13 |
| pacific | pacificRemoteIslandArea | wake | OCC-WAK-005 | 11 |
| pacific | pacificRemoteIslandArea | wake | OCC-WAK-008 | 10 |
| pacific | pacificRemoteIslandArea | wake | OCC-WAK-013 | 14 |
| pacific | samoa | ofu | OCC-OFU-002 | 11 |
| pacific | samoa | ofu | OCC-OFU-009 | 13 |
| pacific | samoa | tau | OCC-TAU-002 | 15 |
| pacific | samoa | tau | OCC-TAU-011 | 12 |
| pacific | samoa | tutuila | OCC-TUT-002 | 11 |
| pacific | samoa | tutuila | OCC-TUT-007 | 25 |
| pacific | samoa | tutuila | OCC-TUT-017 | 19 |
| pacific | samoa | tutuila | OCC-TUT-022 | 10 |
1.2.4 Graph parrot biomass vs. density
Combine bar stats and parrot community stats tables
Mean parrot biomass_kg_ha vs parrot density_ind_ha
1.3 Map of BAR and parrot surveys
1.4 QA/QC of BAR data
1.4.1 deltaMass_mgcm2y
List tags where deltaMass_mgcm2y = “NA”:
## numeric(0)Historgram of deltaMass_mgcm2y values
1.4.2 deltaVolume_mm3cm2y
List tags where deltaVolume_mm3cm2y = “NA”:
## [1] 2178 2181 2182 2183 2184 1321 1322 1323 1324 1325 4860 4861 4862 4863 4864
## [16] 4865 4866 4867 4869 4875 4877 4878 4870 4871 4872 4873 4881 4882 4883 4885
## [31] 4886 4887 4888 4889 4890 4891 4892 4893 4894 4896 4897 4898 4899 3229 4723
## [46] 3263 3233Historgram of deltaVolume_mm3cm2y values
1.4.3 deltaDensity_mgcm3cm2y
List tags where deltaDensity_mgcm3cm2y = “NA”:
## [1] 4981 4982 4983 4984 4985 4980 1321 1322 1323 1324 1325 4860 4861 4862 4863
## [16] 4864 4865 4866 4867 4869 4875 4877 4878 4870 4871 4872 4873 4881 4882 4883
## [31] 4885 4886 4887 4888 4889 4890 4891 4892 4893 4894 4896 4897 4898 4899 1054
## [46] 1058 1032 1033 1044 1064 1076 1079 1089 1090 1096 3229 1074 1005 1081 1003
## [61] 1004 1082 1008 1045 1083 1084 1085 1086 1087 3245 3247 1018 1021 1023 1024
## [76] 1025 1026 1027 1012 1013 1015 1016 1019 1001 1002 1009 1010 1011 4723 3263
## [91] 1051 1052 1055 1060 1034 1043 1046 1048 1053 1065 1028 1030 1031 1035 3233
## [106] 1080 1088 1091 1233 1094 1097 1231 1066 1067 1068 1069 1078 1093 1099 1232Historgram of deltaDensity_mgcm3cm2y values
1.4.4 macroboring_mm3cm2y
List tags where macroboring_mm3cm2y = “NA”:
## [1] 4925 4918 4922 6526 6530Historgram of macroboring_mm3cm2y values
1.4.5 grazing_mm3cm2y
List tags where grazing_mm3cm2y = “NA”:
## [1] 2178 2181 2182 2183 2184 4925 4918 4922 1321 1322 1323 1324 1325 4860 4861
## [16] 4862 4863 4864 4865 4866 4867 4869 4875 4877 4878 4870 4871 4872 4873 4881
## [31] 4882 4883 4885 4886 4887 4888 4889 4890 4891 4892 4893 4894 4896 4897 4898
## [46] 4899 6526 6530 3229 4723 3263 3233List tags where grazing_mm3cm2y > 0 and list of those values:
## [1] 1058 1032 1044 1003 1045 1018 1021 3252 1046 3239 3243 3209## [1] 1.9166975 1.9034783 3.1911669 0.6138478 3.2214810 3.7476191 0.8993853
## [8] 6.9731866 5.9639811 1.1439126 0.6225441 3.9642291Historgram of grazing_mm3cm2y values
Create grazing specific datasets for subsequent analysis by removing
St. Thomas and French Frigate Shoals
1.4.6 accretion_mm3cm2y
List tags where accretion_mm3cm2y = “NA”:
## numeric(0)Historgram of accretion_mm3cm2y values
1.5 Volume vs. Mass
Plot of deltaVolume_mm3cm2y vs. deltaMass_mgcm2y:
1.6 Influence of duration
2 Global spatial analysis
2.1 deltaMass_mgcm2y
deltaMass_mgcm2y boxplots by region and subregion
2.2 deltaVolume_mm3cm2y
deltaVolume_mm3cm2y boxplots by region and subregion
2.3 deltaDensity_mgcm3cm2y
deltaDensity_mgcm3cm2y boxplots by region and subregion
2.4 macroboring_mm3cm2y
Macroboring boxplots by region and subregion
2.5 grazing_mm3cm2y
Grazing boxplots by region and subregion CHECK THIS YO *Note that the
initial volumes are missing for some USVI and PR data, thereby removing
some of those grazing values.
2.6 accretion_mm3cm2y
Accretion boxplots by region and subregion
3 Florida Keys regional analysis
3.1 Florida Keys summary statistics
Creates Keys-specific data sets for subsequent analysis|
location
|
deployment
|
depth
|
deltaMass
|
deltaVolume
|
deltaDensity
|
macroboring
|
grazing
|
accretion
|
||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| keysRegion | shelf | loc3 | maxDays | minDays | n | maxDepth | minDepth | meanDepth | meanDeltaMass | sdDeltaMass | seDeltaMass | meanDeltaVolume | sdDeltaVolume | seDeltaVolume | meanDeltaDensity | sdDeltaDensity | seDeltaDensity | meanMacroboring | sdMacroboring | seMacroboring | meanGrazing | sdGrazing | seGrazing | meanAccretion | sdAccretion | seAccretion |
| lower | inshore | LKI1 | 2373 | 2373 | 9 | 3.0 | 3.0 | 3.000000 | 10.361135 | 35.44609 | 11.815364 | -22.80021 | 11.97020 | 3.990068 | 0.5289171 | 0.2887309 | 0.0962436 | -1.817063 | 1.321774 | 0.4405914 | -20.98314 | 11.775653 | 3.925218 | 24.930835 | 15.636689 | 5.212230 |
| lower | inshore | LKI2 | 2373 | 2373 | 8 | 6.5 | 6.5 | 6.500000 | 1.280900 | 18.79885 | 6.646398 | -17.50157 | 9.81962 | 3.471760 | 0.6417772 | 0.4532643 | 0.1602531 | -4.716475 | 1.788821 | 0.6324438 | -12.78509 | 9.437559 | 3.336681 | 11.833579 | 6.671763 | 2.358824 |
| lower | offshore | LKO1 | 2373 | 2373 | 10 | 5.0 | 5.0 | 5.000000 | 6.135886 | 36.19829 | 11.446905 | -23.84073 | 15.32798 | 4.847133 | 1.0353468 | 0.5350617 | 0.1692014 | -2.146591 | 1.527185 | 0.4829383 | -21.69414 | 15.499462 | 4.901360 | 16.732759 | 13.202196 | 4.174901 |
| lower | offshore | LKO2 | 2373 | 956 | 19 | 7.0 | 7.0 | 7.000000 | 26.520743 | 43.36028 | 9.947531 | -19.88798 | 25.73623 | 5.904296 | 0.4797067 | 3.7171963 | 0.8527833 | -5.260933 | 11.579947 | 2.6566221 | -14.62704 | 22.420735 | 5.143669 | 26.154190 | 12.945011 | 2.969789 |
| middle | inshore | MKI1 | 1375 | 1005 | 18 | 3.5 | 3.5 | 3.500000 | 31.244412 | 41.71779 | 9.832978 | -19.59640 | 13.81567 | 3.256385 | 1.4907591 | 0.4953560 | 0.1167565 | -5.119792 | 10.711839 | 2.5248047 | -14.47661 | 7.830856 | 1.845750 | 30.878246 | 16.969884 | 3.999840 |
| middle | inshore | MKI2 | 1375 | 1005 | 20 | 5.0 | 5.0 | 5.000000 | -23.028111 | 56.64800 | 12.666878 | -41.32688 | 30.02046 | 6.712780 | 1.4896983 | 0.5697631 | 0.1274029 | -4.199189 | 5.167457 | 1.1554786 | -37.12769 | 29.395714 | 6.573081 | 12.203606 | 11.034333 | 2.467352 |
| middle | offshore | MKO1 | 1375 | 1005 | 13 | 6.0 | 6.0 | 6.000000 | 35.378293 | 38.30866 | 10.624910 | -26.89076 | 24.78167 | 6.873199 | 1.7485001 | 0.5707004 | 0.1582838 | -2.304415 | 2.949138 | 0.8179436 | -24.58635 | 24.557364 | 6.810987 | 32.337094 | 9.900724 | 2.745967 |
| middle | offshore | MKO2 | 1375 | 1005 | 18 | 5.0 | 5.0 | 5.000000 | 27.409365 | 31.45449 | 7.413893 | -24.37483 | 19.11061 | 4.504414 | 1.7735983 | 0.6059954 | 0.1428345 | -2.592509 | 2.655999 | 0.6260249 | -21.78232 | 17.299380 | 4.077503 | 26.525859 | 7.721317 | 1.819932 |
| upper | inshore | UKI2 | 1350 | 1100 | 19 | 5.0 | 3.0 | 3.947368 | -40.949042 | 46.04103 | 10.562536 | -49.56048 | 32.79049 | 7.522655 | 1.3968060 | 0.6932070 | 0.1590326 | -4.277708 | 6.178880 | 1.4175324 | -45.28277 | 32.574676 | 7.473143 | 7.226374 | 8.574051 | 1.967022 |
| upper | inshore | cheecaRocks | 1379 | 1100 | 24 | 5.0 | 5.0 | 5.000000 | -4.421357 | 47.51464 | 9.698885 | NA | NA | NA | 0.8816427 | 1.1941415 | 0.2437531 | NA | NA | NA | NA | NA | NA | 17.727045 | 14.334786 | 2.926076 |
| upper | offshore | UKO1 | 1357 | 1100 | 18 | 15.0 | 14.0 | 14.555556 | 13.591936 | 23.36632 | 5.507494 | -32.58831 | 21.44672 | 5.055041 | 1.4816143 | 0.6639830 | 0.1565023 | -2.378907 | 2.101430 | 0.4953118 | -30.20940 | 21.832400 | 5.145946 | 23.819134 | 10.862960 | 2.560424 |
| upper | offshore | UKO3 | 1358 | 1100 | 18 | 15.0 | 6.5 | 13.750000 | 1.851690 | 26.88180 | 6.336101 | -23.70842 | 15.32884 | 3.613043 | 0.4649988 | 2.4587397 | 0.5795305 | -3.528022 | 3.639948 | 0.8579440 | -20.18040 | 13.843124 | 3.262856 | 17.398527 | 6.310720 | 1.487451 |
3.2 Influence of duration
3.3 Keys-wide spatial analysis
4 Exploration of grazing
Note: need to use datasets where all St. Thomas and all French Frigate Shoals data have been removed because of replication These are allBarData_grazingAnalysis, siteBarStats_grazingAnalysis, and grazingParrotStats_grazingAnalysis
4.1 Grazing vs. BAR data
4.1.1 Grazing vs. mass change
grazing_mm3cm2y vs. deltaMass_mgcm2y
mean grazing_mm3cm2y vs. mean deltaMass_mgcm2y
4.1.2 Grazing vs. volume change
grazing_mm3cm2y vs. deltaVolume_mm3cm2y
mean grazing_mm3cm2y vs. mean deltaVolume_mm3cm2y
4.1.3 Grazing vs. density change
grazing_mm3cm2y vs. deltaDensity_mgcm3cm2y
mean grazing_mm3cm2y vs. mean deltaDensity_mgcm3cm2y
4.1.4 Grazing vs. macroboring
grazing_mm3cm2y vs. macroboring_mm3cm2y
mean grazing_mm3cm2y vs. mean macroboring_mm3cm2y
4.1.5 Grazing vs. accretion
grazing_mm3cm2y vs. accretion_mm3cm2y
mean grazing_mm3cm2y vs. mean accretion_mm3cm2y
4.2 Grazing rates vs parrot community
4.2.1 Grazing vs parrot biomass
Mean grazing vs parrot biomass_kg_ha
4.2.2 Grazing vs parrot density
Mean grazing vs parrot density_ind_ha
