[R-sig-eco] Asking about package analyzing periodic pattern

Nguyen Quynh Hoa hoanq8x at gmail.com
Sat Apr 12 03:33:45 CEST 2014


Dear R-sig-ecology list,

I am analysing the frequency fluctuation in the calling song, and my
data showed that there are certain periodic patterns produced within
the song, each pattern could be due to a certain acoustic producing
apparatus. Beforehand, I used packages strucchange and changepoint,
but none of them were capable of segmenting the sequence into discrete
patterns according to shape, not mean or variance values. I wonder if
there is any other methods that could help me identify patterns or
shapes of frequency fluctuation?

My data is as below:

> PF
  [1]  3962.11  3962.11  4134.38  4134.38  3962.11  4134.38  4134.38  3962.11
  [9]  3962.11  3789.84  3962.11  3962.11  3962.11  3962.11  4134.38  4134.38
 [17]  3962.11  4134.38  3962.11  3962.11  3962.11  4134.38  3962.11  3962.11
 [25]  4134.38  3789.84  3962.11  4134.38  4134.38  4134.38  4134.38  4134.38
 [33]  3962.11  4306.64  4134.38  4134.38  3962.11  3962.11  4134.38  3962.11
 [41]  4478.91  4306.64  4478.91  4478.91  4306.64  4478.91  5167.97  4306.64
 [49]  4134.38  4306.64  4134.38  4306.64  5340.23  4306.64  4651.17  4306.64
 [57]  4306.64  4306.64  4306.64  4306.64  4306.64  4306.64  4306.64  4478.91
 [65]  4306.64  4478.91  4306.64  4306.64  4306.64  4478.91  4134.38  4306.64
 [73]  4478.91  4306.64  4134.38  4306.64  4306.64  4306.64  4306.64  4306.64
 [81]  4306.64  4306.64  4134.38  4306.64  4134.38  4134.38  4306.64  4306.64
 [89]  5340.23  4306.64  4134.38  4306.64  4306.64  4306.64  4306.64  4306.64
 [97]  4478.91  4306.64  4306.64  4306.64  4134.38  4306.64  4306.64  4306.64
[105]  4306.64  4306.64  4306.64  5340.23  4306.64  4306.64  4306.64  5167.97
[113]  4306.64  4478.91  4306.64  4651.17  4306.64  4306.64  4651.17  4306.64
[121]  4306.64  5167.97  4306.64  4306.64  4306.64  4306.64  4306.64  4306.64
[129]  4478.91  4478.91  4306.64  4478.91  4306.64  5340.23  4306.64  5167.97
[137]  4306.64  5167.97  4306.64  4134.38  4306.64  4306.64  4306.64  4306.64
[145]  4306.64  4306.64  5167.97  4306.64  4306.64  4306.64  4306.64  4306.64
[153]  4478.91  5167.97  4306.64  4651.17  4306.64  4306.64  5512.50  4306.64
[161]  5167.97  4306.64  4306.64  4134.38  4306.64  4306.64  5167.97  4306.64
[169]  4134.38  4134.38  4306.64  5167.97  4306.64  4134.38  4306.64  4306.64
[177]  4134.38  4306.64  4651.17  4134.38  4306.64  5167.97  4478.91  5167.97
[185]  5684.77  5857.03  6029.30  5512.50  5167.97  6201.56  6029.30  5340.23
[193]  6201.56  5340.23  5857.03  6201.56  6029.30  5684.77  5512.50  6029.30
[201]  5684.77  6029.30  6201.56  6029.30  6201.56  6373.83  6029.30  5340.23
[209]  5857.03  4995.70  5684.77  5857.03  4823.44  5684.77  6029.30  5857.03
[217]  6201.56  4478.91  6201.56  6029.30  6201.56  6029.30  5512.50  6029.30
[225]  5857.03  5512.50  6029.30  5857.03  5684.77  6029.30  5857.03  6029.30
[233]  5684.77  6029.30  6201.56  6029.30  5857.03  5167.97  6201.56  6029.30
[241]  4306.64  6201.56  5857.03  5340.23  6201.56  5857.03  6029.30  5167.97
[249]  5857.03  6029.30  5340.23  6201.56  6029.30  6201.56  6029.30  6201.56
[257]  5857.03  6029.30  6201.56  5857.03  6029.30  5857.03  6201.56  5857.03
[265]  5684.77  4995.70  6029.30  6201.56  5857.03  6373.83  6029.30  6201.56
[273]  5684.77  6201.56  5512.50  6201.56  5684.77  6201.56  5857.03  6029.30
[281]  5512.50  6201.56  6373.83  6201.56  6373.83  6201.56  6029.30  6201.56
[289]  6029.30  5857.03  5684.77  5857.03  5684.77  6029.30  5857.03  6029.30
[297]  5857.03  6029.30  6201.56  6373.83  6201.56  6029.30  6373.83  6029.30
[305]  5684.77  6029.30  5857.03  6029.30  6201.56  6029.30  6201.56  6029.30
[313]  6201.56  6029.30  6201.56  5857.03  6029.30  5512.50  6029.30  6201.56
[321]  6029.30  6201.56  6029.30  6373.83  6201.56  6373.83  6201.56  6373.83
[329]  6201.56  6029.30  5684.77  6029.30  5684.77  5857.03  6029.30  6201.56
[337]  6373.83  6201.56  6373.83  5857.03  6201.56  5857.03  6029.30  5857.03
[345]  6029.30  5857.03  6201.56  6029.30  6201.56  5684.77  6201.56  6373.83
[353]  6201.56  6373.83  6029.30  5857.03  5512.50  5857.03  6029.30  4823.44
[361]  6373.83  6373.83 12919.92 13781.25 14125.78 13781.25 14125.78 13953.52
[369] 14125.78 14298.05 13264.45  6373.83  6201.56  5857.03  5684.77  5857.03
[377]  5857.03  5857.03  5857.03  6201.56  6373.83  6373.83 13092.19 13264.45
[385] 13436.72 13608.98 14298.05 13953.52 14642.58 14642.58 14470.31 13436.72
[393]  6373.83  5684.77  5684.77  5684.77  5857.03  5857.03  6201.56  6373.83
[401]  6718.36 13264.45 13781.25 13781.25 14125.78 14125.78 14125.78 14987.11
[409] 14814.84 14814.84 14125.78  5684.77  6373.83  5684.77  5684.77  5512.50
[417]  5684.77  5857.03  6029.30  6201.56  6546.09  6546.09 12919.92 13436.72
[425] 14125.78 14125.78 14470.31 14470.31 14642.58 14298.05 14125.78  6546.09
[433]  6201.56  4651.17  5857.03  5684.77  5857.03  6029.30  6201.56  6201.56
[441]  6201.56  6546.09 13436.72 13781.25 13781.25 14125.78 14642.58 14470.31
[449] 14470.31 14298.05 14642.58 13264.45  6373.83  6201.56  5857.03  5684.77
[457]  5857.03  6029.30  5857.03  6029.30  6201.56  6373.83 13264.45 13608.98
[465] 14125.78 14642.58 14814.84 14814.84 14298.05 14814.84 13264.45  6546.09
[473]  6201.56  6029.30  5684.77  5857.03  5684.77  5857.03  6029.30  6201.56
[481]  6546.09  6718.36 13436.72 13781.25 14298.05 14298.05 14814.84 14642.58
[489] 14814.84 14814.84 13953.52 13781.25  6201.56  6201.56  5857.03  5512.50
[497]  5857.03  5857.03  6373.83  6373.83  6373.83  6373.83 13436.72 14298.05
[505] 13953.52 14987.11 14814.84 14987.11 14814.84 14987.11 14814.84 13436.72
[513] 13264.45  5857.03  4823.44  5684.77  5857.03  5857.03  5857.03  6029.30
[521]  6201.56  6546.09  6718.36 13608.98 14298.05 14125.78 14987.11 14814.84
[529] 14987.11 14814.84 14987.11 14470.31  6546.09  5684.77  5684.77  5684.77
[537]  5512.50  5684.77  5857.03  6201.56  6029.30  6373.83  6373.83 13092.19
[545] 14125.78 13953.52 14642.58 14642.58 14987.11 15159.38 15159.38 14987.11
[553] 15159.38 13781.25  6201.56  5684.77  6029.30  5512.50  6029.30  6029.30
[561]  6201.56  6546.09  6718.36 13436.72 13781.25 13953.52 14470.31 14642.58
[569] 14814.84 14814.84 14814.84 14814.84 13781.25  6029.30  6201.56  5857.03
[577]  5684.77  5857.03  6029.30  6029.30  6373.83  6718.36 13436.72 13781.25
[585] 14814.84 14642.58 14987.11 14987.11 14987.11 14814.84 15159.38 13953.52
[593]  6373.83  4995.70  4823.44  5684.77  5857.03  5684.77  5857.03  6029.30
[601]  6201.56  6373.83  6546.09  6718.36 13436.72 13953.52 14642.58 14987.11
[609] 14987.11 14987.11 15159.38 14987.11 14642.58  6546.09  6373.83  5684.77
[617]  5857.03  5857.03  5684.77  5857.03  6201.56  6201.56  4823.44  6546.09
[625]  6718.36 13953.52 14470.31 14642.58 14814.84 15159.38 14987.11 15159.38
[633] 14470.31  6373.83  6546.09  4823.44  5684.77  5857.03  5684.77  5857.03
[641]  5684.77  6201.56  6546.09  6718.36 13608.98 13781.25 14470.31 14470.31
[649] 15159.38 15159.38 15159.38 14987.11 14987.11 14470.31  6373.83  6201.56
[657]  5684.77  5684.77  5857.03  5684.77  5857.03  6201.56  6201.56  5167.97
[665]  6546.09  6718.36 13608.98  4823.44 14814.84 14814.84 14987.11 15159.38
[673] 15159.38 14987.11  6890.62  5340.23  6201.56  6029.30  5684.77  5857.03
[681]  6201.56  6201.56  6373.83  6546.09  6373.83  6546.09  4823.44 14814.84
[689] 14987.11 15159.38 14987.11 15331.64 14987.11 15159.38  6201.56  4995.70
[697]  6201.56  5857.03  5857.03  5857.03  5857.03  5857.03  6201.56  6718.36
[705]  6201.56  7062.89 14470.31 14470.31 14814.84 15159.38 15159.38 14987.11
[713] 15331.64 14642.58  6201.56  6546.09  5684.77  5684.77  5684.77  5684.77
[721]  5684.77  6201.56  6201.56  6546.09  6718.36  7062.89  4823.44 14470.31
[729] 14470.31 14814.84 15159.38 15159.38 14987.11 14814.84 14814.84  6546.09
[737]  6546.09  5857.03  5857.03  5857.03  5857.03  5684.77  5857.03  6201.56
[745]  6373.83  6546.09  6718.36 14470.31 14642.58 14642.58 15331.64 14987.11
[753] 15331.64 15159.38 14642.58 14814.84  6546.09  6546.09  5684.77  6029.30
[761]  5684.77  5857.03  5684.77  6373.83  6201.56  6718.36  6546.09 13781.25
[769] 14642.58 14642.58 14987.11 15159.38 14987.11 15331.64 15331.64 14987.11
[777]  6718.36  6546.09  6201.56  5857.03  5857.03  5857.03  5857.03  6201.56
[785]  6373.83  6718.36  6718.36  4823.44 14642.58 14470.31 14814.84 15331.64
[793] 15159.38 15159.38 15159.38 14814.84 14987.11 13608.98  4995.70  6201.56
[801]  5857.03  5857.03  5857.03  5857.03  6201.56  6373.83  6546.09  6718.36
[809] 13608.98  4823.44 14470.31 15159.38 15159.38 14987.11 15159.38 15331.64
[817] 14642.58  4995.70  6546.09  6201.56  5857.03  5857.03  5857.03  5857.03
[825]  5857.03  6201.56  6201.56  6546.09  6718.36 14470.31 14470.31 14814.84
[833] 15159.38 15159.38 15159.38 15159.38 15848.44 14987.11 14642.58  6546.09
[841]  5857.03  5857.03  5857.03  5857.03  5857.03  6201.56  6201.56  6718.36
[849]  7062.89 14125.78 14470.31 14814.84 15159.38 15159.38 15159.38 14642.58
[857] 14814.84 14642.58  6718.36  6546.09  5857.03  6029.30  5857.03  5857.03
[865]  5857.03  6201.56  6201.56  6718.36  6546.09 14470.31 14470.31 15331.64
[873] 14814.84 14814.84 15159.38 14814.84 15159.38 14642.58  4823.44  6373.83
[881]  6201.56  5857.03  5857.03  5857.03  5857.03  5857.03  6201.56  6201.56
[889]  6718.36  6718.36 13608.98 14987.11 14470.31 14814.84 15159.38 14814.84
[897] 15848.44 16020.70 14987.11 14642.58  6546.09  5684.77  5857.03  5857.03
[905]  5857.03  5857.03  5857.03  6201.56  6373.83  6546.09  6718.36 14470.31
[913] 14642.58 14814.84 14987.11 14987.11 15848.44 16020.70 15848.44 15676.17
[921] 15159.38  4995.70  6546.09  6029.30  5857.03  5857.03  5857.03  5857.03
[929]  6201.56  6373.83  6718.36  6718.36  7062.89 14470.31 14814.84 15159.38
[937] 14814.84 14814.84 15159.38 15503.91 15159.38 15159.38  4995.70  6546.09
[945]  6201.56  5857.03  5857.03  5857.03  5857.03  5857.03  6373.83  6718.36
[953]  6718.36  7062.89  7062.89 14470.31 14814.84 14814.84 15159.38 16192.97
[961] 15676.17 14987.11 14814.84  6718.36  6201.56  5857.03  5857.03  5857.03
[969]  5857.03  5857.03  6201.56  6718.36  6718.36  7062.89 14470.31 14814.84
[977] 15331.64 15503.91 16020.70 16192.97 15848.44 16192.97 15848.44 14642.58
[985]  6546.09  6201.56  5857.03  5857.03  5857.03  5857.03  6201.56  6373.83
[993]  6546.09  7062.89 14470.31 14642.58 14814.84 15331.64 14814.84 15503.91
[1001] 16020.70 15503.91 16192.97 14642.58  4995.70  6373.83  6373.83  5857.03
[1009]  6029.30  5857.03  5857.03  5857.03  6201.56  6546.09  6718.36  7062.89
[1017] 14470.31 14814.84 14814.84 16020.70 15503.91 16020.70 16192.97 15676.17
[1025]  4995.70  6890.62  6373.83  6201.56  5857.03  5857.03  5857.03  5857.03
[1033]  6373.83  6373.83  6718.36  7062.89  7062.89 14642.58 15159.38 15331.64
[1041] 15503.91 16020.70 16192.97 16020.70 15159.38 15159.38  6718.36  6373.83
[1049]  5857.03  5857.03  5857.03  5857.03  6201.56  6373.83  6718.36  7062.89
[1057]  7062.89 14814.84 14642.58 15503.91 15331.64 16192.97 16192.97 16192.97
[1065] 16192.97 16192.97 15159.38  4995.70  6373.83  6201.56  5857.03  5857.03
[1073]  5857.03  5857.03  6373.83  6201.56  6718.36  6718.36 14642.58 14987.11
[1081] 15331.64 15503.91 15331.64 16192.97 16020.70 16192.97 15331.64  4995.70
[1089]  6718.36  6373.83  5857.03  5857.03  5857.03  5857.03  5857.03  6373.83
[1097]  6718.36  6718.36  6373.83 14298.05 14642.58 14987.11 15503.91 15331.64
[1105] 16192.97 16365.23 15848.44 15159.38  6546.09  6718.36  6373.83  5857.03
[1113]  5857.03  5857.03  5857.03  6201.56  6373.83  6718.36  6718.36 14298.05
[1121] 14814.84 14642.58 15159.38 15331.64 15331.64 16192.97 16020.70 15848.44
[1129] 16192.97 14642.58 14470.31  6373.83  4995.70  5857.03  5857.03  5857.03
[1137]  6201.56  6201.56  6718.36 14125.78 14642.58 14298.05 14987.11 14987.11
[1145] 14987.11 15676.17 16192.97 16365.23 15159.38 15159.38 14125.78  4995.70
[1153]  4995.70  4995.70  5857.03  5167.97  5857.03  5857.03  6373.83  6718.36
[1161]  6718.36 13953.52 13953.52 14298.05 15159.38 14987.11 15503.91 15676.17
[1169] 16192.97 15848.44 15159.38 13953.52  4995.70  5167.97  5684.77  5857.03
[1177]  5857.03  5857.03  5857.03  6201.56  6718.36  6546.09 14298.05 13953.52
[1185] 15159.38 15159.38 14987.11 14987.11 16192.97 16192.97 15848.44 15848.44
[1193] 15159.38 14470.31  6546.09  6373.83  6029.30  5167.97  5857.03  5857.03
[1201]  6201.56  6718.36 13264.45 14298.05 14125.78 14814.84 14987.11 15159.38
[1209] 15331.64 16192.97 16192.97 15676.17 16192.97 15159.38 14814.84 14125.78
[1217]  5167.97  6029.30  5857.03  5167.97  5857.03  6029.30  6373.83  6718.36
[1225] 13781.25 14125.78 14642.58 14987.11 15503.91 15331.64 15848.44 16192.97
[1233] 15848.44 15331.64 15159.38 13608.98  6718.36  6373.83  5857.03  5857.03
[1241]  5857.03  6029.30  6201.56  6373.83 13608.98 13953.52 14298.05 14298.05
[1249] 15159.38 15331.64 15503.91 15676.17 15503.91 16365.23 15848.44 15159.38
[1257] 13953.52  6546.09  6201.56  6029.30  5167.97  5857.03  6029.30  6373.83
[1265]  5167.97 13781.25 13608.98 14125.78 15159.38 14987.11 15503.91 15848.44
[1273] 15848.44 16192.97 15848.44 16365.23 15159.38 15159.38 13436.72  5340.23
[1281]  5857.03  5857.03  5167.97  5167.97  6201.56  6373.83 13953.52 14470.31
[1289] 14298.05 14987.11 15331.64 15503.91 15331.64 15503.91 16365.23 15676.17
[1297] 15331.64 13953.52 13436.72  6373.83  6029.30  5857.03  5167.97  5857.03
[1305]  6373.83  5167.97  6718.36 13953.52 14470.31 14470.31 14987.11 15503.91
[1313] 15331.64 15848.44 16365.23 16365.23 16365.23 14814.84 14814.84 13264.45
[1321]  6373.83  5857.03  5857.03  5167.97  5857.03  6373.83  5167.97  6546.09
[1329] 13953.52 14642.58 15159.38 14987.11 14987.11 15676.17 16020.70 15848.44
[1337] 16365.23 16020.70 14814.84 14125.78  6546.09  6373.83  5857.03  5857.03
[1345]  5167.97  5857.03  6373.83  5167.97  6718.36 13953.52 14814.84 14987.11
[1353] 15159.38 14987.11 15331.64  6029.30  6373.83  6546.09  6718.36 14298.05
[1361] 14642.58 15159.38 15848.44 15676.17 16365.23 16365.23 16365.23 16365.23
[1369] 15159.38 14298.05 13608.98  6373.83  6029.30  6029.30  5684.77  6029.30
[1377]  6373.83  5340.23 13953.52 14814.84 14987.11 15159.38 15676.17 15676.17
[1385] 16365.23 16365.23 16537.50 15848.44 15159.38 14642.58 13608.98  6546.09
[1393]  6029.30  5684.77  6029.30  6546.09  6546.09 13781.25 14642.58 15159.38
[1401] 14987.11 15503.91 15848.44 15676.17 16192.97 16537.50 16365.23 15331.64
[1409] 14987.11  6718.36  6546.09  6029.30  6029.30  5684.77  5684.77  6029.30
[1417]  6373.83  5340.23 13781.25 14642.58 15159.38 14987.11 16192.97 16192.97
[1425] 16365.23 16192.97 16365.23 15331.64 14987.11 13608.98  6718.36  6029.30
[1433]  6201.56  6029.30  6029.30  6546.09 13608.98 13781.25 14642.58 14987.11
[1441] 14987.11 14987.11 15848.44 16537.50 16192.97 16537.50 16365.23 15503.91
[1449] 15503.91  4995.70  6373.83  6029.30  6029.30  6029.30  6373.83 13436.72
[1457] 13781.25 14814.84 14642.58 14987.11 15848.44 15331.64 16365.23 16365.23
[1465] 16365.23 16365.23 16020.70 15331.64 14814.84  5340.23  4995.70  6029.30
[1473]  6029.30  6029.30  6373.83  6373.83 13608.98 13953.52 14642.58 15159.38
[1481] 14987.11 15331.64 16192.97 16020.70 16365.23 15848.44 14987.11 14814.84
[1489]  4995.70  6373.83  6029.30  6029.30  6029.30  6029.30  6373.83  5340.23
[1497] 13781.25 14642.58 14987.11 14987.11 14987.11 15676.17 16365.23 16365.23
[1505] 16192.97 15848.44 14125.78 13781.25  6373.83  6201.56  5684.77  6029.30
[1513]  6029.30  6546.09 13436.72 14298.05 14642.58 14987.11 15503.91 15676.17
[1521] 16365.23 16365.23 16365.23 16365.23 16020.70 14814.84 14987.11  5167.97
[1529]  4995.70  6029.30  6029.30  6029.30  6546.09  6373.83  5340.23 14125.78
[1537] 14814.84 15331.64 15159.38 15676.17 15159.38 16020.70 16365.23 15676.17
[1545] 15848.44 14470.31 14125.78  6373.83  6029.30  5684.77  6029.30  6029.30
[1553]  6546.09  6718.36 14298.05 14642.58 15159.38 15503.91 14987.11 15503.91
[1561] 16365.23 16365.23 16020.70 16192.97 14987.11 14642.58  5167.97  6373.83
[1569]  6029.30  5684.77  6029.30  6546.09  6373.83  5340.23 13953.52 14987.11
[1577] 15159.38 15331.64 15503.91 16365.23 16365.23 16365.23 15848.44 15848.44
[1585] 14814.84 13953.52  6373.83  6201.56  6029.30  6029.30  6029.30  6373.83
[1593]  6890.62 14298.05 14814.84 14987.11 14987.11 15848.44 16192.97 16537.50
[1601] 16537.50 16020.70 15331.64 14814.84  4995.70  6201.56  5857.03  6029.30
[1609]  6029.30  6029.30  6373.83  6718.36  6890.62 14642.58 15159.38 15503.91
[1617] 15331.64 16365.23 16020.70 16365.23 16537.50 16365.23 14642.58 14987.11
[1625]  6718.36  4995.70  6029.30  5684.77  5684.77  6029.30  6546.09  6718.36
[1633] 14298.05 14987.11 15159.38 15676.17 15331.64 16365.23 16020.70 16365.23
[1641] 16020.70 15848.44 14125.78  6718.36  6373.83  6201.56  6029.30  5684.77
[1649]  6029.30  6546.09  6546.09  6890.62 14814.84 14642.58 15503.91 15848.44
[1657] 15848.44 15848.44 16192.97 16537.50 16020.70 14814.84  6718.36  6546.09
[1665]  6029.30  6029.30  6029.30  6029.30  6546.09  6373.83  6890.62 14298.05
[1673] 14987.11 15159.38 15676.17 15503.91 16020.70 16365.23 16365.23 16020.70
[1681] 15331.64 14987.11  6890.62  6201.56  5857.03  6029.30  5684.77  6029.30
[1689]  6373.83  6718.36 14470.31 14470.31 15331.64 15676.17 15676.17 16020.70
[1697] 16020.70 16365.23 16020.70 15503.91 14298.05  6890.62  6373.83  6373.83
[1705]  6029.30  5684.77  6029.30  6373.83  6546.09  6890.62  7062.89 14298.05
[1713] 15331.64 15503.91 15676.17 16020.70 16365.23 16192.97 16020.70  7235.16
[1721]  6373.83  6201.56  6029.30  6029.30  6029.30  6029.30  6546.09  6373.83
[1729]  6890.62 14298.05 14642.58 15503.91 15331.64 15848.44 16537.50 16192.97
[1737] 16537.50 16192.97 14814.84 14987.11  6546.09  6373.83  5167.97  6029.30
[1745]  6029.30  6029.30  6373.83  6546.09  6718.36 14642.58 15159.38 15331.64
[1753] 15848.44 16365.23 16020.70 16365.23 15848.44 16020.70  7235.16  7062.89
[1761]  6546.09  6373.83  6029.30  6029.30  6029.30  6373.83  6373.83  6890.62
[1769]  7062.89  7235.16 15331.64 15503.91 15676.17 15848.44 16020.70 16192.97
[1777] 16365.23 16020.70  7235.16  6373.83  6201.56  6029.30  6029.30  6373.83
[1785]  6546.09  6718.36  6890.62  7062.89 15159.38 15331.64 15676.17 15848.44
[1793] 16537.50 16192.97 15848.44 15503.91  7062.89  6718.36  6546.09  6029.30
[1801]  5857.03  5857.03  6029.30  6373.83  6373.83  6890.62  7235.16  7235.16
[1809]  7579.69 14987.11 15676.17 16537.50 16537.50 16365.23 16020.70  7579.69
[1817]  6373.83  6373.83  6201.56  6029.30  6029.30  6029.30  6373.83  6373.83
[1825]  6890.62  7235.16  7235.16  7579.69 15848.44 14987.11 15848.44 16192.97
[1833] 15848.44 15848.44  7407.42  6890.62  6373.83  6201.56  6029.30  6029.30
[1841]  6373.83  6373.83  6718.36  6890.62  7235.16  7751.95 14987.11 15331.64
[1849] 14987.11 16192.97 16537.50 15848.44 15848.44  7235.16  7062.89  6373.83
[1857]  6201.56  6029.30  6201.56  6201.56  6546.09  6718.36  6890.62  7235.16
[1865]  7751.95  7579.69 15159.38 15503.91 16192.97 15848.44 15159.38 15331.64
[1873]  7062.89  6890.62  6201.56  6201.56  6029.30  6029.30  6373.83  6890.62
[1881]  6890.62  7235.16  7579.69  7579.69 15503.91 15676.17 15848.44 16537.50
[1889] 16020.70  4823.44  7407.42  6373.83  6373.83  6029.30  6029.30  6029.30
[1897]  6029.30  6029.30  6373.83  6546.09  6718.36  7407.42  7579.69  7751.95
[1905] 15848.44 15676.17 16192.97 15676.17  7579.69  7235.16  6546.09  6373.83
[1913]  6201.56  5684.77  6029.30  6029.30  6546.09  6546.09  6890.62  7235.16
[1921]  7579.69  7751.95  7924.22 15676.17 16192.97  4823.44 16537.50  4995.70
[1929]  4995.70  6718.36  6546.09  6029.30  5857.03  5857.03  6029.30  6029.30
[1937]  6373.83  6373.83  6890.62  7235.16  7579.69  7751.95  7579.69  7924.22
[1945] 16020.70 15848.44 16537.50  4995.70  7407.42  6718.36  6373.83  5857.03
[1953]  5857.03  4995.70  6201.56  6546.09  6546.09  6890.62  7062.89  7579.69
[1961]  7579.69  7924.22  4823.44 16365.23 15848.44 15848.44  4995.70  7235.16
[1969]  6718.36  6373.83  6029.30  5857.03  5857.03  6029.30  6029.30  6373.83
[1977]  6373.83  6718.36  7579.69  7751.95  7751.95  7751.95 16192.97 16020.70
[1985] 15848.44  7751.95  4995.70  6890.62  6373.83  6029.30  6029.30  5684.77
[1993]  6029.30  6029.30  6373.83  6546.09  6890.62  7235.16  7235.16  7579.69
[2001] 15676.17 15848.44  4823.44 16020.70  4823.44  4995.70  6718.36  4995.70
[2009]  4995.70  4995.70  5684.77  6029.30  6029.30  6373.83  6890.62  6718.36
[2017]  7235.16  7579.69  7579.69  4823.44 15848.44 15848.44 16192.97  4995.70
[2025]  4995.70  4995.70  5167.97  6201.56  5857.03  5512.50  6029.30  6029.30
[2033]  6029.30  6373.83  6373.83  6718.36  7235.16  7235.16 15159.38 15848.44
[2041] 15848.44 16020.70 15331.64  6718.36  6546.09  6373.83  5857.03  5857.03
[2049]  5857.03  6029.30  6029.30  6029.30  6373.83  6718.36  6718.36  7235.16
[2057] 14987.11 15503.91 15331.64 15676.17 15848.44 16020.70 15331.64  4823.44
[2065]  6718.36  6201.56  6029.30  4995.70  5684.77  6029.30  6029.30  6373.83
[2073]  6890.62  4823.44 14470.31 15159.38 15331.64 15503.91 15676.17 15848.44
[2081] 15676.17 15331.64 14814.84  6718.36  6373.83  5857.03  5857.03  5684.77
[2089]  5684.77  6029.30  6029.30  6546.09  6890.62  4823.44 14470.31 15159.38
[2097] 15848.44 15503.91 15676.17 15503.91 15331.64  4995.70  6718.36  4995.70
[2105]  6029.30  5857.03  5684.77  5684.77  6029.30  6029.30  6373.83  6890.62
[2113] 13953.52 14642.58 14470.31 15331.64 15676.17 15331.64 16020.70 15331.64
[2121] 15331.64 14125.78  4995.70  4995.70  5512.50  5684.77  5684.77  5857.03
[2129]  6029.30  6373.83  6546.09 14125.78 14470.31 14298.05 15331.64 15503.91
[2137] 15331.64 15503.91 15331.64 14642.58  4995.70  4995.70  6201.56  5857.03
[2145]  5684.77  4995.70  5857.03  6373.83  6373.83  6373.83  6718.36 14125.78
[2153] 14642.58 15331.64 15331.64 15159.38 15331.64 15331.64 13608.98  4995.70
[2161]  4995.70  5684.77  5857.03  4995.70  4995.70  6029.30  6718.36  6546.09
[2169] 14125.78 14125.78 14814.84 15159.38 15676.17 15159.38 15676.17 15331.64
[2177] 14125.78  6718.36  6718.36  5684.77 13092.19  5684.77  5684.77  5857.03
[2185]  6201.56  6546.09  6718.36  4995.70 14642.58 14987.11 15331.64 15503.91
[2193] 16020.70 15676.17 14987.11 15159.38  6890.62  5684.77  4995.70  5167.97
[2201]  6201.56  6373.83  6718.36  6718.36  4995.70 14814.84 14642.58 15331.64
[2209] 15331.64 15503.91 15676.17 15331.64  6718.36  5684.77  5857.03  5857.03
[2217]  6029.30  6201.56  6373.83  4995.70  6890.62 14470.31 14814.84 14814.84
[2225] 14814.84 15503.91 15676.17 14987.11  6029.30  5857.03  6029.30  6201.56
[2233]  6546.09  6890.62  7062.89 14814.84 14642.58 14814.84 15676.17 14814.84
[2241] 14642.58  6890.62  4995.70  5512.50  5684.77  5857.03  6201.56  6373.83
[2249]  6546.09  7062.89 14470.31 14814.84 14814.84 14642.58 14814.84 14642.58
[2257] 14642.58  7062.89  6029.30  4995.70  6201.56  6201.56  6373.83  6546.09
[2265] 14298.05 14814.84 14987.11 14814.84 14814.84 15503.91 14987.11 14814.84
[2273] 14470.31  5684.77  5857.03  5857.03  6029.30  6373.83  6546.09  6890.62
[2281] 14470.31 14814.84 14814.84 14814.84 15159.38 14814.84 14987.11  5684.77
[2289]  5857.03  6029.30  6201.56  6201.56  6546.09  6890.62 14298.05 14470.31
[2297] 14987.11 15159.38 14814.84 14987.11 14987.11 14814.84 14987.11  5512.50
[2305]  5684.77  6029.30  6201.56  6373.83  6718.36  6890.62 14125.78 14298.05
[2313] 14642.58 14987.11 14642.58 15159.38 14987.11  4995.70  5684.77  5857.03
[2321]  6029.30  6029.30  6373.83  6373.83  6890.62 14125.78 14470.31 14814.84
[2329] 14642.58 14987.11 14642.58 14814.84 14470.31  4995.70  6029.30  6201.56
[2337]  6373.83  4995.70 13781.25 14470.31 14814.84 14642.58 14814.84 14814.84
[2345] 14814.84 14987.11 14298.05  4995.70  6373.83  5684.77  5684.77  5167.97
[2353]  6201.56  4995.70  4995.70 14298.05 14298.05 14470.31 14642.58 14642.58
[2361] 14642.58 14814.84 14987.11  4995.70  5684.77  5167.97  6201.56  6373.83
[2369]  6546.09  6718.36 14298.05 14470.31 14642.58 14814.84 14814.84 14987.11
[2377] 14814.84 14987.11 14642.58  4995.70  5167.97  4995.70  6373.83  6546.09
[2385] 13781.25 14125.78 14642.58 14642.58 14642.58 14814.84 15503.91 14987.11
[2393] 14814.84  4995.70  4995.70  5857.03  4995.70  4995.70 13436.72 13953.52
[2401] 14298.05 14642.58 14642.58 14298.05 14642.58 15159.38 14642.58 14987.11
[2409]  6373.83  6546.09 13264.45 13953.52 14298.05 14642.58 14814.84 14298.05
[2417] 14987.11 14814.84 14470.31  4995.70  5167.97  4995.70  6373.83  6718.36
[2425] 13608.98 14470.31 14470.31 14470.31 14298.05 14987.11 15676.17 14987.11
[2433] 15159.38  5167.97  4995.70 12919.92 13092.19 13781.25 14125.78 14470.31
[2441] 14987.11 14470.31 14987.11 14987.11 15159.38 15159.38  5167.97 12575.39
[2449]  6373.83 13436.72 13953.52 14298.05 14642.58 14987.11 14987.11 13781.25
[2457] 14298.05 13953.52 13781.25 13953.52 14125.78 14470.31 14298.05 14642.58
[2465] 12230.86 13436.72 13608.98 13953.52 14125.78 14125.78 14125.78  4823.44
[2473] 13608.98 13781.25 13953.52 14298.05 14470.31 14298.05  4823.44 13436.72
[2481] 13092.19 13608.98 13953.52 14125.78 14125.78  4823.44 13608.98 14125.78
[2489] 14125.78 14125.78 14470.31 14470.31 14470.31 13092.19 13436.72 13781.25
[2497] 13953.52 13953.52 14298.05 13264.45 13608.98 13781.25 13781.25  4823.44
[2505]  6373.83 13608.98 13608.98 13436.72 14125.78  4823.44 12919.92 13264.45
[2513] 13953.52 13781.25 13953.52 14298.05 12919.92  4823.44 13436.72 13436.72
[2521] 13781.25  4651.17 12919.92 13436.72 13608.98 13436.72 14125.78 14298.05
[2529] 13092.19 13436.72 13436.72 13953.52 14298.05 13264.45 13436.72 13608.98
[2537] 13608.98 13608.98  6373.83 13436.72 13608.98 13436.72 13781.25 14125.78
[2545] 12919.92  4823.44 13264.45 13608.98  4651.17 12747.66 13264.45 13608.98
[2553] 13436.72 13781.25 14125.78  4651.17  5512.50 13092.19 13436.72 13608.98
[2561] 13608.98  6029.30  4823.44 13436.72 13436.72 13608.98 12747.66  4823.44
[2569] 13436.72 13436.72 13608.98  6201.56 13264.45 13436.72 13608.98 13608.98
[2577] 12747.66  4823.44 13436.72 13436.72 13608.98 13608.98 13264.45 13608.98
[2585] 13608.98 13436.72 13608.98 13608.98 13781.25 13953.52  6373.83  6546.09
[2593] 13436.72 13608.98  5340.23  6373.83  6201.56  6373.83  6546.09  4651.17
[2601]  6029.30  4651.17  6373.83  6373.83  6029.30  6373.83  6201.56  4651.17
[2609]  6029.30  4478.91  5684.77  5857.03  4651.17  4478.91  5512.50  5857.03
[2617]  6029.30  4478.91  5684.77  4478.91  5684.77  4306.64

Thank you for your help in advance!

Nguyen Quynh Hoa (Ms.)

Graduate Student
Laboratory of Behavior and Ecology
College of Natural Science
Ewha Womans University
11-1 Daehyun-dong, Seodaemun-gu, Seoul 120-750, Korea
Tel: 0082 10 6862 6883
Email: hoanq8x at gmail.com; hoanq8x at ewhain.net



More information about the R-sig-ecology mailing list