Ms. Nguyen Quynh Hoa, Because you have a very strong periodic signal, you can divide your data into sections of that length, which I found to be 20 (You need to drop 2 observations to put the data into groups of 20). I computed the range (min and max) for each group and performed a cluster analysis on those data. I used average linkage, but that was my choice, others may give different groupings, I found "nice" clusters of 4 or 5 groups. For example the first 180 observations formed a group; the next 180 and the last 20; and either 2 or 3 other groups. You might be able to do something like this to analyze your data. Good luck. Dave
On Fri, Apr 11, 2014 at 8:33 PM, Nguyen Quynh Hoa <[email protected]> wrote: > 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: [email protected]; [email protected] > > _______________________________________________ > R-sig-ecology mailing list > [email protected] > https://stat.ethz.ch/mailman/listinfo/r-sig-ecology > [[alternative HTML version deleted]] _______________________________________________ R-sig-ecology mailing list [email protected] https://stat.ethz.ch/mailman/listinfo/r-sig-ecology
