Nothing
tests/testthat/_snaps/workflow_beta.md
In BioTIMEr: Tools to Use and Explore the 'BioTIME' Database
Whole workflow works consistently
Code
set.seed(42)
gridding(meta, btf) %>% resampling(measure = "ABUNDANCE", resamps = 1L) %>%
getBetaMetrics(measure = "ABUNDANCE") %>% getLinearRegressions(divType = "beta")
Message
OK: all SL studies have 1 grid cell
Output
assemblageID metric slope pvalue significance
1 10_359170 JaccardDiss 1.071370e-02 1.523005e-01 0
2 10_359170 MorisitaHornDiss 4.656071e-04 5.285384e-01 0
3 10_359170 BrayCurtisDiss -5.768187e-03 4.980033e-01 0
4 18_335699 JaccardDiss -4.836740e-04 7.064775e-01 0
5 18_335699 MorisitaHornDiss 1.893623e-03 2.424596e-01 0
6 18_335699 BrayCurtisDiss 1.830878e-03 1.427971e-01 0
7 41_453357 JaccardDiss 7.420661e-03 1.915310e-02 1
8 41_453357 MorisitaHornDiss 1.166606e-02 2.516155e-02 1
9 41_453357 BrayCurtisDiss 8.008083e-03 6.489529e-02 0
10 53_394335 JaccardDiss -2.715858e-02 6.325870e-02 0
11 53_394335 MorisitaHornDiss -1.748095e-02 9.829269e-02 0
12 53_394335 BrayCurtisDiss -5.578685e-03 5.523670e-01 0
13 59_470660 JaccardDiss 1.577017e-03 6.146532e-01 0
14 59_470660 MorisitaHornDiss 8.333189e-04 5.468332e-01 0
15 59_470660 BrayCurtisDiss -1.101916e-03 6.743582e-01 0
16 333_426984 JaccardDiss -3.443405e-03 1.891558e-01 0
17 333_426984 MorisitaHornDiss -3.252555e-03 5.575938e-01 0
18 333_426984 BrayCurtisDiss -2.683527e-03 4.865155e-01 0
19 372_2374518 JaccardDiss 1.161440e-04 9.956151e-01 0
20 372_2374518 MorisitaHornDiss -6.532228e-02 3.739947e-01 0
21 372_2374518 BrayCurtisDiss -4.400873e-02 1.598471e-01 0
22 372_2378881 JaccardDiss -1.492762e-02 7.326181e-01 0
23 372_2378881 MorisitaHornDiss -1.915546e-01 2.323427e-01 0
24 372_2378881 BrayCurtisDiss -5.255309e-02 4.102329e-01 0
25 372_2426320 JaccardDiss 2.534381e-02 5.728895e-01 0
26 372_2426320 MorisitaHornDiss 7.207805e-03 7.719967e-01 0
27 372_2426320 BrayCurtisDiss -2.177464e-02 5.259071e-01 0
28 372_2427777 JaccardDiss -2.124867e-02 3.622905e-01 0
29 372_2427777 MorisitaHornDiss 5.038954e-02 3.035255e-02 1
30 372_2427777 BrayCurtisDiss 5.253555e-02 5.824208e-02 0
31 372_2428506 JaccardDiss -9.946524e-03 6.521010e-01 0
32 372_2428506 MorisitaHornDiss 1.826439e-02 2.566406e-01 0
33 372_2428506 BrayCurtisDiss 9.576958e-03 6.088547e-01 0
34 372_2426316 JaccardDiss 1.867472e-02 6.263169e-01 0
35 372_2426316 MorisitaHornDiss 1.999242e-02 8.308692e-01 0
36 372_2426316 BrayCurtisDiss 3.308663e-02 5.597768e-01 0
37 372_2408087 JaccardDiss -1.082654e-01 2.902634e-01 0
38 372_2408087 MorisitaHornDiss -1.218309e-01 3.704633e-01 0
39 372_2408087 BrayCurtisDiss -1.016106e-01 3.721239e-01 0
40 372_2399318 JaccardDiss -3.513688e-02 2.802654e-01 0
41 372_2399318 MorisitaHornDiss -1.764285e-03 9.453931e-01 0
42 372_2399318 BrayCurtisDiss -3.929384e-02 2.511300e-01 0
43 372_2347502 JaccardDiss -1.503137e-02 5.848645e-01 0
44 372_2347502 MorisitaHornDiss 1.380972e-03 9.699764e-01 0
45 372_2347502 BrayCurtisDiss 2.417344e-02 1.822837e-01 0
46 372_2430698 JaccardDiss -4.614341e-02 1.231680e-03 1
47 372_2430698 MorisitaHornDiss -8.455444e-03 6.842775e-01 0
48 372_2430698 BrayCurtisDiss -2.112776e-02 2.992602e-01 0
49 372_2428503 JaccardDiss -1.398778e-02 7.461264e-01 0
50 372_2428503 MorisitaHornDiss -5.656685e-03 8.365831e-01 0
51 372_2428503 BrayCurtisDiss -5.347077e-03 8.024499e-01 0
52 372_2408078 JaccardDiss 6.104762e-02 6.467229e-02 0
53 372_2408078 MorisitaHornDiss 7.079879e-03 8.859450e-01 0
54 372_2408078 BrayCurtisDiss 3.789254e-02 1.187573e-01 0
55 372_2397858 JaccardDiss 4.452381e-02 7.421071e-02 0
56 372_2397858 MorisitaHornDiss -2.088397e-02 4.779132e-01 0
57 372_2397858 BrayCurtisDiss 3.972987e-03 9.189427e-01 0
58 372_2400785 JaccardDiss -1.429912e-02 6.498244e-01 0
59 372_2400785 MorisitaHornDiss 2.177585e-02 4.488512e-01 0
60 372_2400785 BrayCurtisDiss -1.570271e-02 3.733749e-01 0
61 372_2437271 JaccardDiss -2.203720e-03 8.903643e-01 0
62 372_2437271 MorisitaHornDiss 4.256112e-02 5.300385e-01 0
63 372_2437271 BrayCurtisDiss 2.384913e-02 3.705506e-01 0
64 372_2424858 JaccardDiss -1.553885e-03 9.676791e-01 0
65 372_2424858 MorisitaHornDiss -8.618240e-04 9.830879e-01 0
66 372_2424858 BrayCurtisDiss -1.086228e-03 9.883446e-01 0
67 372_2410991 JaccardDiss -4.494570e-02 3.713864e-02 1
68 372_2410991 MorisitaHornDiss -4.370420e-02 4.991061e-01 0
69 372_2410991 BrayCurtisDiss -2.980477e-02 4.059124e-01 0
70 372_2375241 JaccardDiss 1.126984e-02 5.139152e-01 0
71 372_2375241 MorisitaHornDiss 7.447253e-03 8.800072e-01 0
72 372_2375241 BrayCurtisDiss 7.542109e-03 8.824306e-01 0
73 372_2406610 JaccardDiss 1.758381e-02 6.157213e-01 0
74 372_2406610 MorisitaHornDiss 6.371796e-02 3.604482e-02 1
75 372_2406610 BrayCurtisDiss 6.568171e-02 8.194726e-02 0
76 372_2459963 JaccardDiss -2.631216e-02 5.641774e-01 0
77 372_2459963 MorisitaHornDiss -2.693030e-02 2.330721e-01 0
78 372_2459963 BrayCurtisDiss -2.850156e-02 1.988471e-01 0
79 372_2442444 JaccardDiss 2.838828e-01 3.373396e-01 0
80 372_2442444 MorisitaHornDiss 4.390241e-01 3.372876e-01 0
81 372_2442444 BrayCurtisDiss 3.232323e-01 3.384415e-01 0
82 372_2434415 JaccardDiss 3.635807e-02 5.597884e-01 0
83 372_2434415 MorisitaHornDiss -2.562728e-02 6.507549e-01 0
84 372_2434415 BrayCurtisDiss -4.108259e-03 7.689999e-01 0
85 372_2367201 JaccardDiss 1.415239e-02 3.680376e-01 0
86 372_2367201 MorisitaHornDiss 1.732159e-02 7.115466e-01 0
87 372_2367201 BrayCurtisDiss 3.142611e-02 4.239410e-01 0
88 372_2440940 JaccardDiss -7.707932e-02 1.831458e-01 0
89 372_2440940 MorisitaHornDiss 3.776262e-02 6.347667e-01 0
90 372_2440940 BrayCurtisDiss -5.236258e-04 9.909276e-01 0
91 372_2443127 JaccardDiss -4.383115e-02 5.141584e-01 0
92 372_2443127 MorisitaHornDiss 1.501766e-02 7.759336e-01 0
93 372_2443127 BrayCurtisDiss -2.120756e-02 2.902911e-01 0
94 372_2432888 JaccardDiss -1.203860e-01 3.386586e-01 0
95 372_2432888 MorisitaHornDiss -1.327343e-01 2.789167e-01 0
96 372_2432888 BrayCurtisDiss -1.442260e-01 1.475428e-01 0
97 372_2428509 JaccardDiss 3.076923e-02 4.037152e-01 0
98 372_2428509 MorisitaHornDiss -7.329418e-02 6.866745e-01 0
99 372_2428509 BrayCurtisDiss -1.097597e-02 7.848307e-01 0
100 372_2432885 JaccardDiss -1.500000e-01 2.254033e-01 0
101 372_2432885 MorisitaHornDiss -2.558635e-01 2.254033e-01 0
102 372_2432885 BrayCurtisDiss -2.000000e-01 2.315502e-01 0
103 372_2421957 JaccardDiss 5.444444e-02 3.867348e-01 0
104 372_2421957 MorisitaHornDiss -7.157530e-03 9.591092e-01 0
105 372_2421957 BrayCurtisDiss 8.409669e-02 3.818064e-01 0
106 372_2406614 JaccardDiss 2.059524e-02 4.240209e-01 0
107 372_2406614 MorisitaHornDiss -2.508615e-02 3.023406e-01 0
108 372_2406614 BrayCurtisDiss -5.839017e-03 6.216482e-02 0
109 372_2402963 JaccardDiss -1.757549e-02 2.873214e-01 0
110 372_2402963 MorisitaHornDiss -2.715286e-02 5.294565e-01 0
111 372_2402963 BrayCurtisDiss -1.936701e-02 5.630169e-01 0
112 372_2426315 JaccardDiss -5.928854e-03 8.304062e-01 0
113 372_2426315 MorisitaHornDiss 7.479867e-02 5.658614e-01 0
114 372_2426315 BrayCurtisDiss 3.611484e-02 4.543808e-01 0
115 372_2427046 JaccardDiss -1.412338e-02 5.786922e-01 0
116 372_2427046 MorisitaHornDiss -1.844753e-02 4.920935e-01 0
117 372_2427046 BrayCurtisDiss 9.705892e-03 7.293620e-01 0
118 372_2403683 JaccardDiss -8.117004e-03 8.504108e-01 0
119 372_2403683 MorisitaHornDiss 4.540674e-02 7.810627e-01 0
120 372_2403683 BrayCurtisDiss -7.437977e-02 4.683208e-01 0
121 372_2369392 JaccardDiss 3.365368e-02 2.944867e-01 0
122 372_2369392 MorisitaHornDiss 5.640890e-02 5.972674e-01 0
123 372_2369392 BrayCurtisDiss 1.144574e-01 1.244533e-01 0
124 372_2400047 JaccardDiss -2.082644e-03 9.290802e-01 0
125 372_2400047 MorisitaHornDiss 2.773136e-02 4.647990e-01 0
126 372_2400047 BrayCurtisDiss 1.206196e-02 6.504471e-01 0
127 372_2431454 JaccardDiss -1.281988e-02 1.268790e-01 0
128 372_2431454 MorisitaHornDiss -6.504727e-02 1.360440e-01 0
129 372_2431454 BrayCurtisDiss -3.144370e-02 1.167259e-01 0
130 372_2443903 JaccardDiss -1.616865e-02 7.707239e-01 0
131 372_2443903 MorisitaHornDiss -5.588152e-03 9.364859e-01 0
132 372_2443903 BrayCurtisDiss -2.198419e-02 6.679012e-01 0
133 372_2394207 JaccardDiss 9.928079e-03 7.133550e-01 0
134 372_2394207 MorisitaHornDiss -2.447046e-02 1.224596e-01 0
135 372_2394207 BrayCurtisDiss -1.895715e-02 4.987456e-01 0
136 372_2362812 JaccardDiss -3.340841e-02 7.815181e-01 0
137 372_2362812 MorisitaHornDiss -5.429285e-02 6.289764e-01 0
138 372_2362812 BrayCurtisDiss -5.714781e-03 5.823584e-01 0
139 372_2410264 JaccardDiss -6.009852e-02 1.929262e-01 0
140 372_2410264 MorisitaHornDiss -6.936618e-02 1.659163e-01 0
141 372_2410264 BrayCurtisDiss -5.788179e-02 2.274396e-01 0
142 372_2452656 JaccardDiss -2.183897e-03 8.772665e-01 0
143 372_2452656 MorisitaHornDiss 2.469144e-03 9.046421e-01 0
144 372_2452656 BrayCurtisDiss 2.782903e-03 9.164912e-01 0
145 372_2379617 JaccardDiss -1.609848e-02 6.566742e-01 0
146 372_2379617 MorisitaHornDiss 8.791870e-03 3.273454e-01 0
147 372_2379617 BrayCurtisDiss 2.513254e-02 2.648098e-01 0
148 372_2441713 JaccardDiss 5.483703e-03 8.061240e-01 0
149 372_2441713 MorisitaHornDiss -3.304722e-03 9.164222e-01 0
150 372_2441713 BrayCurtisDiss -1.610261e-02 5.752383e-01 0
151 372_2442439 JaccardDiss 3.326694e-02 1.509734e-01 0
152 372_2442439 MorisitaHornDiss -3.529912e-03 9.895258e-01 0
153 372_2442439 BrayCurtisDiss -1.104686e-02 9.216624e-01 0
154 372_2440221 JaccardDiss 4.307407e-02 1.986100e-01 0
155 372_2440221 MorisitaHornDiss 7.575176e-03 9.419344e-01 0
156 372_2440221 BrayCurtisDiss 6.682252e-03 8.293214e-01 0
157 372_2438027 JaccardDiss 5.265573e-03 8.697510e-01 0
158 372_2438027 MorisitaHornDiss 2.824619e-03 8.236073e-01 0
159 372_2438027 BrayCurtisDiss 8.496663e-03 7.612124e-01 0
160 372_2434379 JaccardDiss -3.743316e-02 2.597046e-01 0
161 372_2434379 MorisitaHornDiss -4.382087e-02 1.366001e-01 0
162 372_2434379 BrayCurtisDiss -1.602999e-01 1.491734e-01 0
163 372_2435823 JaccardDiss 2.083333e-03 9.318006e-01 0
164 372_2435823 MorisitaHornDiss 6.015271e-03 8.592846e-01 0
165 372_2435823 BrayCurtisDiss 2.014220e-02 5.592771e-01 0
166 372_2425589 JaccardDiss 6.070261e-03 8.182270e-01 0
167 372_2425589 MorisitaHornDiss 2.521656e-02 3.905116e-01 0
168 372_2425589 BrayCurtisDiss 1.405591e-02 6.277330e-01 0
169 372_2427047 JaccardDiss 3.567073e-02 6.713513e-02 0
170 372_2427047 MorisitaHornDiss 2.259367e-02 5.039033e-01 0
171 372_2427047 BrayCurtisDiss 4.312928e-02 5.182931e-01 0
172 372_2427776 JaccardDiss 6.448416e-02 1.846854e-01 0
173 372_2427776 MorisitaHornDiss 3.179603e-02 6.651079e-02 0
174 372_2427776 BrayCurtisDiss 1.116201e-01 2.409243e-02 1
175 372_2429234 JaccardDiss -5.248918e-03 9.122648e-01 0
176 372_2429234 MorisitaHornDiss 2.648363e-02 4.315953e-01 0
177 372_2429234 BrayCurtisDiss 2.104579e-02 4.271596e-01 0
178 372_2429233 JaccardDiss 1.588911e-02 5.116462e-01 0
179 372_2429233 MorisitaHornDiss -1.513228e-02 6.915588e-01 0
180 372_2429233 BrayCurtisDiss -5.836983e-03 8.690777e-01 0
181 372_2425610 JaccardDiss 6.549610e-04 9.751032e-01 0
182 372_2425610 MorisitaHornDiss 9.216475e-02 5.690551e-01 0
183 372_2425610 BrayCurtisDiss 5.543420e-02 5.536959e-01 0
184 372_2423417 JaccardDiss 8.333333e-03 9.729090e-01 0
185 372_2423417 MorisitaHornDiss -1.748655e-03 9.977972e-01 0
186 372_2423417 BrayCurtisDiss -3.488832e-03 9.934646e-01 0
187 372_2404439 JaccardDiss -2.254642e-02 6.731748e-01 0
188 372_2404439 MorisitaHornDiss 1.209645e-02 5.325453e-01 0
189 372_2404439 BrayCurtisDiss 2.244400e-02 5.358697e-01 0
190 372_2412474 JaccardDiss -1.055807e-01 1.419932e-01 0
191 372_2412474 MorisitaHornDiss -1.463545e-02 9.639600e-01 0
192 372_2412474 BrayCurtisDiss -5.724876e-02 4.851032e-01 0
193 372_2419754 JaccardDiss 4.191383e-02 3.805889e-01 0
194 372_2419754 MorisitaHornDiss 1.257400e-01 1.001018e-01 0
195 372_2419754 BrayCurtisDiss 5.696172e-02 1.412721e-01 0
196 372_2419028 JaccardDiss -7.081553e-02 1.928833e-01 0
197 372_2419028 MorisitaHornDiss -1.248180e-01 2.207599e-01 0
198 372_2419028 BrayCurtisDiss -7.741207e-02 2.285268e-01 0
199 372_2409543 JaccardDiss 2.500000e-02 9.134846e-01 0
200 372_2409543 MorisitaHornDiss 1.107204e-01 8.015349e-01 0
201 372_2409543 BrayCurtisDiss 5.149097e-02 8.537378e-01 0
202 372_2403696 JaccardDiss 7.259593e-03 7.271403e-01 0
203 372_2403696 MorisitaHornDiss 3.490083e-02 7.285718e-01 0
204 372_2403696 BrayCurtisDiss 2.485743e-02 5.973614e-01 0
205 372_2400777 JaccardDiss 1.964912e-02 6.695718e-01 0
206 372_2400777 MorisitaHornDiss 6.639881e-03 7.816078e-01 0
207 372_2400777 BrayCurtisDiss 9.757108e-03 6.597200e-01 0
208 372_2394218 JaccardDiss 3.482668e-02 3.597420e-01 0
209 372_2394218 MorisitaHornDiss 4.091850e-02 6.081363e-01 0
210 372_2394218 BrayCurtisDiss 4.067252e-02 1.704733e-01 0
211 372_2399315 JaccardDiss -1.184755e-02 7.450225e-01 0
212 372_2399315 MorisitaHornDiss 6.543941e-02 1.376498e-02 1
213 372_2399315 BrayCurtisDiss 2.743701e-02 4.425304e-01 0
214 372_2375959 JaccardDiss 5.258621e-02 4.147747e-02 1
215 372_2375959 MorisitaHornDiss 2.106288e-02 7.514083e-01 0
216 372_2375959 BrayCurtisDiss 3.345947e-02 5.899522e-01 0
217 372_2363562 JaccardDiss -3.088578e-02 4.338620e-01 0
218 372_2363562 MorisitaHornDiss 3.598716e-02 5.996966e-01 0
219 372_2363562 BrayCurtisDiss 1.725243e-02 2.787979e-01 0
220 372_2365726 JaccardDiss 7.987777e-02 1.051203e-01 0
221 372_2365726 MorisitaHornDiss 9.318934e-02 1.845700e-01 0
222 372_2365726 BrayCurtisDiss 4.531129e-02 7.716041e-02 0
223 372_2435073 JaccardDiss 3.903743e-02 5.512502e-01 0
224 372_2435073 MorisitaHornDiss -4.985114e-02 3.922868e-01 0
225 372_2435073 BrayCurtisDiss -1.498959e-02 7.088235e-01 0
226 372_2432889 JaccardDiss 5.946765e-15 1.000000e+00 0
227 372_2432889 MorisitaHornDiss -1.689708e-02 8.013668e-01 0
228 372_2432889 BrayCurtisDiss 1.666667e-02 8.238389e-01 0
229 372_2433622 JaccardDiss -7.142857e-02 8.789623e-01 0
230 372_2433622 MorisitaHornDiss -7.142857e-02 8.789623e-01 0
231 372_2433622 BrayCurtisDiss -4.761905e-02 8.789623e-01 0
232 372_2426326 JaccardDiss 2.500000e-01 3.333333e-01 0
233 372_2426326 MorisitaHornDiss -1.709402e-02 9.216369e-01 0
234 372_2426326 BrayCurtisDiss -2.466750e-14 1.000000e+00 0
235 372_2428505 JaccardDiss 3.333333e-02 7.418011e-01 0
236 372_2428505 MorisitaHornDiss 1.855886e-02 8.324109e-01 0
237 372_2428505 BrayCurtisDiss 1.360714e-02 9.100672e-01 0
238 372_2414636 JaccardDiss -2.500000e-01 3.333333e-01 0
239 372_2414636 MorisitaHornDiss -3.750938e-04 3.333333e-01 0
240 372_2414636 BrayCurtisDiss -2.119152e-02 8.708549e-01 0
241 402_3191117 JaccardDiss 1.435934e-02 3.889536e-01 0
242 402_3191117 MorisitaHornDiss -8.641587e-04 9.870548e-01 0
243 402_3191117 BrayCurtisDiss 1.765226e-02 5.057061e-01 0
244 402_3191116 JaccardDiss 3.739326e-02 1.671914e-01 0
245 402_3191116 MorisitaHornDiss 5.762249e-03 9.362878e-01 0
246 402_3191116 BrayCurtisDiss 3.169658e-02 6.788678e-01 0
247 402_3190385 JaccardDiss 2.981693e-02 2.943622e-01 0
248 402_3190385 MorisitaHornDiss -2.881915e-02 6.771102e-01 0
249 402_3190385 BrayCurtisDiss -7.802869e-03 7.842066e-01 0
250 431_5118319 JaccardDiss 3.814208e-02 1.984299e-01 0
251 431_5118319 MorisitaHornDiss 9.781639e-03 9.031074e-01 0
252 431_5118319 BrayCurtisDiss 3.979399e-02 4.007320e-01 0
253 431_5122694 JaccardDiss 4.476040e-03 6.987513e-01 0
254 431_5122694 MorisitaHornDiss 1.667336e-04 6.987513e-01 0
255 431_5122694 BrayCurtisDiss 4.711621e-04 6.987513e-01 0
256 431_4765710 JaccardDiss -8.928571e-02 2.122956e-01 0
257 431_4765710 MorisitaHornDiss -8.928571e-02 2.122956e-01 0
258 431_4765710 BrayCurtisDiss -7.423756e-02 2.122956e-01 0
259 431_5103014 JaccardDiss 1.250000e-01 1.544210e-01 0
260 431_5103014 MorisitaHornDiss 3.400394e-01 2.199838e-01 0
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883 -13.92177788
884 -13.60907035
885 -6.60711116
886 -5.60090699
887 -33.71526588
888 -31.08970172
889 -31.67648163
890 -26.00634459
891 -23.41838790
892 -1.63534778
893 24.08938648
894 13.86924842
895 -25.96551691
896 17.60445613
897 -0.69441644
898 25.82626087
899 -294.50528279
900 -306.55384817
901 -0.93741497
902 6.00880354
903 -84.67471518
904 4.39908004
905 -35.95540687
906 -37.37245619
907 -3.93924260
908 26.20092304
909 26.54202001
910 -0.38691247
911 -76.78401044
912 -67.22118749
913 -0.14720110
914 18.99785993
915 22.51148107
916 2.16452533
917 70.12330667
918 3.47529976
919 -11.45150008
920 -6.55333426
921 -37.05901475
922 -53.58412698
923 154.92373633
924 179.01730780
925 -46.65110449
926 119.98557765
927 20.39693807
928 15.57038530
929 24.04330917
930 -13.70094851
931 -16.59440018
932 -10.85777655
933 15.99942179
934 -0.38509631
935 -18.20265364
936 19.01025849
937 -17.23136167
938 -2.20571042
939 -7.17975354
940 1.31732737
941 -28.34751311
942 -30.29388339
943 4.42457551
944 55.23785547
945 84.59112543
946 0.39444444
947 -169.25562961
948 -59.84886897
949 -2.51738104
950 -29.68926124
951 11.79663894
952 61.01091097
953 -211.81482784
954 -113.02717134
955 16.21552250
956 -17.79520044
957 148.25360209
958 -9.32147207
959 -14.52165089
960 23.68458670
961 -25.35032938
962 511.42795808
963 -57.65559582
964 -44.01895269
965 8.20466819
966 -16.75318347
967 6.03339852
968 -15.51572797
969 -11.01222942
970 -20.52199074
971 90.87345220
972 33.54172862
973 8.32130226
974 -1.01811276
975 66.60923352
976 22.86986373
977 -3.48665938
978 -39.72651554
979 2.94522461
980 0.25711929
981 0.57478043
982 -21.77398696
983 18.09894569
984 -16.23394345
985 -1.62758130
986 11.38373031
987 14.86916662
988 -7.15325920
989 -45.81584157
990 -22.69417869
991 -47.71699102
992 -9.53596970
993 -41.21010492
994 -2.27706499
995 -45.23000793
996 0.35113878
997 -9.78082800
998 38.82583855
999 -5.73945685
1000 3.29853731
1001 7.21945099
1002 4.00940855
1003 31.11773879
1004 8.98128191
1005 -53.02125632
1006 -220.96296296
1007 -356.97355066
1008 -160.96559764
1009 -39.76444444
1010 -0.49159436
1011 141.77210934
1012 -46.86265597
1013 10.34951249
1014 18.06741681
1015 19.85237391
1016 15.26156429
1017 50.05263622
1018 30.76608638
1019 -0.35836009
1020 36.47956067
1021 -10.01215570
1022 -69.43398006
1023 -47.98518628
1024 -61.89684407
1025 88.21975811
1026 40.46024940
1027 82.46526611
1028 74.73343717
1029 33.71448393
1030 -24.62227753
1031 -46.76904605
1032 -86.41452862
1033 90.50351925
1034 13.47488180
1035 36.12774901
1036 83.72677521
1037 79.71503789
1038 92.70050552
1039 -14.11387344
1040 -9.83864776
1041 -4.59079640
1042 -29.68621918
1043 -78.48218615
1044 -54.10235990
1045 74.70235097
1046 135.69532463
1047 110.81053359
1048 -27.35877030
1049 -31.81630324
1050 -33.55086209
1051 -61.06660809
1052 3.39923555
1053 -72.01137734
Code
set.seed(42)
gridding(meta, btf) %>% resampling(measure = "BIOMASS", resamps = 1L) %>%
getBetaMetrics(measure = "BIOMASS") %>% getLinearRegressions(divType = "beta")
Message
OK: all SL studies have 1 grid cell
Condition
Warning in `resampling()`:
NA values found and removed.
Only a subset of `x` is used.
Output
assemblageID metric slope pvalue significance
1 211_529239 JaccardDiss 0.016466117 0.229606351 0
2 211_529239 MorisitaHornDiss 0.011510256 0.741736591 0
3 211_529239 BrayCurtisDiss -0.001134076 0.943233207 0
4 211_525598 JaccardDiss -0.030644828 0.061738185 0
5 211_525598 MorisitaHornDiss -0.060114737 0.209823011 0
6 211_525598 BrayCurtisDiss -0.042005035 0.232230755 0
7 211_521960 JaccardDiss 0.011140905 0.674201178 0
8 211_521960 MorisitaHornDiss 0.003802853 0.900087766 0
9 211_521960 BrayCurtisDiss -0.008648051 0.463893641 0
10 211_523410 JaccardDiss 0.021703219 0.304793423 0
11 211_523410 MorisitaHornDiss 0.052587214 0.327915588 0
12 211_523410 BrayCurtisDiss 0.021383489 0.392355293 0
13 211_517585 JaccardDiss -0.038344298 0.407566664 0
14 211_517585 MorisitaHornDiss 0.005766211 0.972633870 0
15 211_517585 BrayCurtisDiss -0.126064956 0.169584592 0
16 211_516855 JaccardDiss 0.013562248 0.009648326 1
17 211_516855 MorisitaHornDiss -0.049345362 0.410116711 0
18 211_516855 BrayCurtisDiss -0.007715775 0.926900414 0
19 437_2075128 JaccardDiss 0.012428120 0.085091524 0
20 437_2075128 MorisitaHornDiss 0.049305201 0.208175388 0
21 437_2075128 BrayCurtisDiss 0.036612792 0.523905114 0
22 437_2077319 JaccardDiss -0.043230231 0.013422784 1
23 437_2077319 MorisitaHornDiss 0.015534820 0.645994406 0
24 437_2077319 BrayCurtisDiss -0.001983839 0.958180478 0
25 437_2076590 JaccardDiss -0.047509346 0.034397566 1
26 437_2076590 MorisitaHornDiss -0.015302393 0.648566611 0
27 437_2076590 BrayCurtisDiss -0.027024560 0.106449963 0
28 437_2078777 JaccardDiss -0.007139591 0.557799335 0
29 437_2078777 MorisitaHornDiss -0.021803985 0.039011236 1
30 437_2078777 BrayCurtisDiss -0.039083017 0.084954564 0
31 437_2076589 JaccardDiss 0.015061360 0.179385743 0
32 437_2076589 MorisitaHornDiss 0.062536228 0.245770912 0
33 437_2076589 BrayCurtisDiss 0.030408842 0.252202834 0
34 437_2075860 JaccardDiss -0.036797158 0.233709903 0
35 437_2075860 MorisitaHornDiss -0.015957164 0.181915234 0
36 437_2075860 BrayCurtisDiss -0.024477041 0.174019472 0
37 437_2074400 JaccardDiss 0.016442445 0.519997777 0
38 437_2074400 MorisitaHornDiss 0.006988277 0.099111013 0
39 437_2074400 BrayCurtisDiss -0.013951057 0.312102595 0
40 437_2074399 JaccardDiss 0.030656345 0.079023964 0
41 437_2074399 MorisitaHornDiss 0.031622558 0.641753140 0
42 437_2074399 BrayCurtisDiss 0.047328352 0.516437303 0
intercept
1 -31.997958
2 -22.486480
3 2.944410
4 61.467806
5 119.604204
6 84.043341
7 -21.506869
8 -6.985901
9 17.789439
10 -42.308206
11 -103.721817
12 -41.543708
13 76.804698
14 -11.204027
15 250.518796
16 -26.195987
17 97.986983
18 16.127830
19 -24.324486
20 -98.725114
21 -73.013310
22 87.572339
23 -30.930996
24 4.581067
25 96.157038
26 30.988292
27 54.760403
28 14.990759
29 44.394889
30 79.277243
31 -29.686219
32 -125.413733
33 -60.635169
34 74.702351
35 32.258323
36 49.656646
37 -32.451973
38 -13.637705
39 28.625699
40 -61.066608
41 -63.149637
42 -94.577536
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BioTIMEr documentation built on Sept. 14, 2024, 9:09 a.m.
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Whole workflow works consistently
Code
set.seed(42)
gridding(meta, btf) %>% resampling(measure = "ABUNDANCE", resamps = 1L) %>%
getBetaMetrics(measure = "ABUNDANCE") %>% getLinearRegressions(divType = "beta")
Message
OK: all SL studies have 1 grid cell
Output
assemblageID metric slope pvalue significance
1 10_359170 JaccardDiss 1.071370e-02 1.523005e-01 0
2 10_359170 MorisitaHornDiss 4.656071e-04 5.285384e-01 0
3 10_359170 BrayCurtisDiss -5.768187e-03 4.980033e-01 0
4 18_335699 JaccardDiss -4.836740e-04 7.064775e-01 0
5 18_335699 MorisitaHornDiss 1.893623e-03 2.424596e-01 0
6 18_335699 BrayCurtisDiss 1.830878e-03 1.427971e-01 0
7 41_453357 JaccardDiss 7.420661e-03 1.915310e-02 1
8 41_453357 MorisitaHornDiss 1.166606e-02 2.516155e-02 1
9 41_453357 BrayCurtisDiss 8.008083e-03 6.489529e-02 0
10 53_394335 JaccardDiss -2.715858e-02 6.325870e-02 0
11 53_394335 MorisitaHornDiss -1.748095e-02 9.829269e-02 0
12 53_394335 BrayCurtisDiss -5.578685e-03 5.523670e-01 0
13 59_470660 JaccardDiss 1.577017e-03 6.146532e-01 0
14 59_470660 MorisitaHornDiss 8.333189e-04 5.468332e-01 0
15 59_470660 BrayCurtisDiss -1.101916e-03 6.743582e-01 0
16 333_426984 JaccardDiss -3.443405e-03 1.891558e-01 0
17 333_426984 MorisitaHornDiss -3.252555e-03 5.575938e-01 0
18 333_426984 BrayCurtisDiss -2.683527e-03 4.865155e-01 0
19 372_2374518 JaccardDiss 1.161440e-04 9.956151e-01 0
20 372_2374518 MorisitaHornDiss -6.532228e-02 3.739947e-01 0
21 372_2374518 BrayCurtisDiss -4.400873e-02 1.598471e-01 0
22 372_2378881 JaccardDiss -1.492762e-02 7.326181e-01 0
23 372_2378881 MorisitaHornDiss -1.915546e-01 2.323427e-01 0
24 372_2378881 BrayCurtisDiss -5.255309e-02 4.102329e-01 0
25 372_2426320 JaccardDiss 2.534381e-02 5.728895e-01 0
26 372_2426320 MorisitaHornDiss 7.207805e-03 7.719967e-01 0
27 372_2426320 BrayCurtisDiss -2.177464e-02 5.259071e-01 0
28 372_2427777 JaccardDiss -2.124867e-02 3.622905e-01 0
29 372_2427777 MorisitaHornDiss 5.038954e-02 3.035255e-02 1
30 372_2427777 BrayCurtisDiss 5.253555e-02 5.824208e-02 0
31 372_2428506 JaccardDiss -9.946524e-03 6.521010e-01 0
32 372_2428506 MorisitaHornDiss 1.826439e-02 2.566406e-01 0
33 372_2428506 BrayCurtisDiss 9.576958e-03 6.088547e-01 0
34 372_2426316 JaccardDiss 1.867472e-02 6.263169e-01 0
35 372_2426316 MorisitaHornDiss 1.999242e-02 8.308692e-01 0
36 372_2426316 BrayCurtisDiss 3.308663e-02 5.597768e-01 0
37 372_2408087 JaccardDiss -1.082654e-01 2.902634e-01 0
38 372_2408087 MorisitaHornDiss -1.218309e-01 3.704633e-01 0
39 372_2408087 BrayCurtisDiss -1.016106e-01 3.721239e-01 0
40 372_2399318 JaccardDiss -3.513688e-02 2.802654e-01 0
41 372_2399318 MorisitaHornDiss -1.764285e-03 9.453931e-01 0
42 372_2399318 BrayCurtisDiss -3.929384e-02 2.511300e-01 0
43 372_2347502 JaccardDiss -1.503137e-02 5.848645e-01 0
44 372_2347502 MorisitaHornDiss 1.380972e-03 9.699764e-01 0
45 372_2347502 BrayCurtisDiss 2.417344e-02 1.822837e-01 0
46 372_2430698 JaccardDiss -4.614341e-02 1.231680e-03 1
47 372_2430698 MorisitaHornDiss -8.455444e-03 6.842775e-01 0
48 372_2430698 BrayCurtisDiss -2.112776e-02 2.992602e-01 0
49 372_2428503 JaccardDiss -1.398778e-02 7.461264e-01 0
50 372_2428503 MorisitaHornDiss -5.656685e-03 8.365831e-01 0
51 372_2428503 BrayCurtisDiss -5.347077e-03 8.024499e-01 0
52 372_2408078 JaccardDiss 6.104762e-02 6.467229e-02 0
53 372_2408078 MorisitaHornDiss 7.079879e-03 8.859450e-01 0
54 372_2408078 BrayCurtisDiss 3.789254e-02 1.187573e-01 0
55 372_2397858 JaccardDiss 4.452381e-02 7.421071e-02 0
56 372_2397858 MorisitaHornDiss -2.088397e-02 4.779132e-01 0
57 372_2397858 BrayCurtisDiss 3.972987e-03 9.189427e-01 0
58 372_2400785 JaccardDiss -1.429912e-02 6.498244e-01 0
59 372_2400785 MorisitaHornDiss 2.177585e-02 4.488512e-01 0
60 372_2400785 BrayCurtisDiss -1.570271e-02 3.733749e-01 0
61 372_2437271 JaccardDiss -2.203720e-03 8.903643e-01 0
62 372_2437271 MorisitaHornDiss 4.256112e-02 5.300385e-01 0
63 372_2437271 BrayCurtisDiss 2.384913e-02 3.705506e-01 0
64 372_2424858 JaccardDiss -1.553885e-03 9.676791e-01 0
65 372_2424858 MorisitaHornDiss -8.618240e-04 9.830879e-01 0
66 372_2424858 BrayCurtisDiss -1.086228e-03 9.883446e-01 0
67 372_2410991 JaccardDiss -4.494570e-02 3.713864e-02 1
68 372_2410991 MorisitaHornDiss -4.370420e-02 4.991061e-01 0
69 372_2410991 BrayCurtisDiss -2.980477e-02 4.059124e-01 0
70 372_2375241 JaccardDiss 1.126984e-02 5.139152e-01 0
71 372_2375241 MorisitaHornDiss 7.447253e-03 8.800072e-01 0
72 372_2375241 BrayCurtisDiss 7.542109e-03 8.824306e-01 0
73 372_2406610 JaccardDiss 1.758381e-02 6.157213e-01 0
74 372_2406610 MorisitaHornDiss 6.371796e-02 3.604482e-02 1
75 372_2406610 BrayCurtisDiss 6.568171e-02 8.194726e-02 0
76 372_2459963 JaccardDiss -2.631216e-02 5.641774e-01 0
77 372_2459963 MorisitaHornDiss -2.693030e-02 2.330721e-01 0
78 372_2459963 BrayCurtisDiss -2.850156e-02 1.988471e-01 0
79 372_2442444 JaccardDiss 2.838828e-01 3.373396e-01 0
80 372_2442444 MorisitaHornDiss 4.390241e-01 3.372876e-01 0
81 372_2442444 BrayCurtisDiss 3.232323e-01 3.384415e-01 0
82 372_2434415 JaccardDiss 3.635807e-02 5.597884e-01 0
83 372_2434415 MorisitaHornDiss -2.562728e-02 6.507549e-01 0
84 372_2434415 BrayCurtisDiss -4.108259e-03 7.689999e-01 0
85 372_2367201 JaccardDiss 1.415239e-02 3.680376e-01 0
86 372_2367201 MorisitaHornDiss 1.732159e-02 7.115466e-01 0
87 372_2367201 BrayCurtisDiss 3.142611e-02 4.239410e-01 0
88 372_2440940 JaccardDiss -7.707932e-02 1.831458e-01 0
89 372_2440940 MorisitaHornDiss 3.776262e-02 6.347667e-01 0
90 372_2440940 BrayCurtisDiss -5.236258e-04 9.909276e-01 0
91 372_2443127 JaccardDiss -4.383115e-02 5.141584e-01 0
92 372_2443127 MorisitaHornDiss 1.501766e-02 7.759336e-01 0
93 372_2443127 BrayCurtisDiss -2.120756e-02 2.902911e-01 0
94 372_2432888 JaccardDiss -1.203860e-01 3.386586e-01 0
95 372_2432888 MorisitaHornDiss -1.327343e-01 2.789167e-01 0
96 372_2432888 BrayCurtisDiss -1.442260e-01 1.475428e-01 0
97 372_2428509 JaccardDiss 3.076923e-02 4.037152e-01 0
98 372_2428509 MorisitaHornDiss -7.329418e-02 6.866745e-01 0
99 372_2428509 BrayCurtisDiss -1.097597e-02 7.848307e-01 0
100 372_2432885 JaccardDiss -1.500000e-01 2.254033e-01 0
101 372_2432885 MorisitaHornDiss -2.558635e-01 2.254033e-01 0
102 372_2432885 BrayCurtisDiss -2.000000e-01 2.315502e-01 0
103 372_2421957 JaccardDiss 5.444444e-02 3.867348e-01 0
104 372_2421957 MorisitaHornDiss -7.157530e-03 9.591092e-01 0
105 372_2421957 BrayCurtisDiss 8.409669e-02 3.818064e-01 0
106 372_2406614 JaccardDiss 2.059524e-02 4.240209e-01 0
107 372_2406614 MorisitaHornDiss -2.508615e-02 3.023406e-01 0
108 372_2406614 BrayCurtisDiss -5.839017e-03 6.216482e-02 0
109 372_2402963 JaccardDiss -1.757549e-02 2.873214e-01 0
110 372_2402963 MorisitaHornDiss -2.715286e-02 5.294565e-01 0
111 372_2402963 BrayCurtisDiss -1.936701e-02 5.630169e-01 0
112 372_2426315 JaccardDiss -5.928854e-03 8.304062e-01 0
113 372_2426315 MorisitaHornDiss 7.479867e-02 5.658614e-01 0
114 372_2426315 BrayCurtisDiss 3.611484e-02 4.543808e-01 0
115 372_2427046 JaccardDiss -1.412338e-02 5.786922e-01 0
116 372_2427046 MorisitaHornDiss -1.844753e-02 4.920935e-01 0
117 372_2427046 BrayCurtisDiss 9.705892e-03 7.293620e-01 0
118 372_2403683 JaccardDiss -8.117004e-03 8.504108e-01 0
119 372_2403683 MorisitaHornDiss 4.540674e-02 7.810627e-01 0
120 372_2403683 BrayCurtisDiss -7.437977e-02 4.683208e-01 0
121 372_2369392 JaccardDiss 3.365368e-02 2.944867e-01 0
122 372_2369392 MorisitaHornDiss 5.640890e-02 5.972674e-01 0
123 372_2369392 BrayCurtisDiss 1.144574e-01 1.244533e-01 0
124 372_2400047 JaccardDiss -2.082644e-03 9.290802e-01 0
125 372_2400047 MorisitaHornDiss 2.773136e-02 4.647990e-01 0
126 372_2400047 BrayCurtisDiss 1.206196e-02 6.504471e-01 0
127 372_2431454 JaccardDiss -1.281988e-02 1.268790e-01 0
128 372_2431454 MorisitaHornDiss -6.504727e-02 1.360440e-01 0
129 372_2431454 BrayCurtisDiss -3.144370e-02 1.167259e-01 0
130 372_2443903 JaccardDiss -1.616865e-02 7.707239e-01 0
131 372_2443903 MorisitaHornDiss -5.588152e-03 9.364859e-01 0
132 372_2443903 BrayCurtisDiss -2.198419e-02 6.679012e-01 0
133 372_2394207 JaccardDiss 9.928079e-03 7.133550e-01 0
134 372_2394207 MorisitaHornDiss -2.447046e-02 1.224596e-01 0
135 372_2394207 BrayCurtisDiss -1.895715e-02 4.987456e-01 0
136 372_2362812 JaccardDiss -3.340841e-02 7.815181e-01 0
137 372_2362812 MorisitaHornDiss -5.429285e-02 6.289764e-01 0
138 372_2362812 BrayCurtisDiss -5.714781e-03 5.823584e-01 0
139 372_2410264 JaccardDiss -6.009852e-02 1.929262e-01 0
140 372_2410264 MorisitaHornDiss -6.936618e-02 1.659163e-01 0
141 372_2410264 BrayCurtisDiss -5.788179e-02 2.274396e-01 0
142 372_2452656 JaccardDiss -2.183897e-03 8.772665e-01 0
143 372_2452656 MorisitaHornDiss 2.469144e-03 9.046421e-01 0
144 372_2452656 BrayCurtisDiss 2.782903e-03 9.164912e-01 0
145 372_2379617 JaccardDiss -1.609848e-02 6.566742e-01 0
146 372_2379617 MorisitaHornDiss 8.791870e-03 3.273454e-01 0
147 372_2379617 BrayCurtisDiss 2.513254e-02 2.648098e-01 0
148 372_2441713 JaccardDiss 5.483703e-03 8.061240e-01 0
149 372_2441713 MorisitaHornDiss -3.304722e-03 9.164222e-01 0
150 372_2441713 BrayCurtisDiss -1.610261e-02 5.752383e-01 0
151 372_2442439 JaccardDiss 3.326694e-02 1.509734e-01 0
152 372_2442439 MorisitaHornDiss -3.529912e-03 9.895258e-01 0
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925 -46.65110449
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1032 -86.41452862
1033 90.50351925
1034 13.47488180
1035 36.12774901
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1037 79.71503789
1038 92.70050552
1039 -14.11387344
1040 -9.83864776
1041 -4.59079640
1042 -29.68621918
1043 -78.48218615
1044 -54.10235990
1045 74.70235097
1046 135.69532463
1047 110.81053359
1048 -27.35877030
1049 -31.81630324
1050 -33.55086209
1051 -61.06660809
1052 3.39923555
1053 -72.01137734
Code
set.seed(42)
gridding(meta, btf) %>% resampling(measure = "BIOMASS", resamps = 1L) %>%
getBetaMetrics(measure = "BIOMASS") %>% getLinearRegressions(divType = "beta")
Message
OK: all SL studies have 1 grid cell
Condition
Warning in `resampling()`:
NA values found and removed.
Only a subset of `x` is used.
Output
assemblageID metric slope pvalue significance
1 211_529239 JaccardDiss 0.016466117 0.229606351 0
2 211_529239 MorisitaHornDiss 0.011510256 0.741736591 0
3 211_529239 BrayCurtisDiss -0.001134076 0.943233207 0
4 211_525598 JaccardDiss -0.030644828 0.061738185 0
5 211_525598 MorisitaHornDiss -0.060114737 0.209823011 0
6 211_525598 BrayCurtisDiss -0.042005035 0.232230755 0
7 211_521960 JaccardDiss 0.011140905 0.674201178 0
8 211_521960 MorisitaHornDiss 0.003802853 0.900087766 0
9 211_521960 BrayCurtisDiss -0.008648051 0.463893641 0
10 211_523410 JaccardDiss 0.021703219 0.304793423 0
11 211_523410 MorisitaHornDiss 0.052587214 0.327915588 0
12 211_523410 BrayCurtisDiss 0.021383489 0.392355293 0
13 211_517585 JaccardDiss -0.038344298 0.407566664 0
14 211_517585 MorisitaHornDiss 0.005766211 0.972633870 0
15 211_517585 BrayCurtisDiss -0.126064956 0.169584592 0
16 211_516855 JaccardDiss 0.013562248 0.009648326 1
17 211_516855 MorisitaHornDiss -0.049345362 0.410116711 0
18 211_516855 BrayCurtisDiss -0.007715775 0.926900414 0
19 437_2075128 JaccardDiss 0.012428120 0.085091524 0
20 437_2075128 MorisitaHornDiss 0.049305201 0.208175388 0
21 437_2075128 BrayCurtisDiss 0.036612792 0.523905114 0
22 437_2077319 JaccardDiss -0.043230231 0.013422784 1
23 437_2077319 MorisitaHornDiss 0.015534820 0.645994406 0
24 437_2077319 BrayCurtisDiss -0.001983839 0.958180478 0
25 437_2076590 JaccardDiss -0.047509346 0.034397566 1
26 437_2076590 MorisitaHornDiss -0.015302393 0.648566611 0
27 437_2076590 BrayCurtisDiss -0.027024560 0.106449963 0
28 437_2078777 JaccardDiss -0.007139591 0.557799335 0
29 437_2078777 MorisitaHornDiss -0.021803985 0.039011236 1
30 437_2078777 BrayCurtisDiss -0.039083017 0.084954564 0
31 437_2076589 JaccardDiss 0.015061360 0.179385743 0
32 437_2076589 MorisitaHornDiss 0.062536228 0.245770912 0
33 437_2076589 BrayCurtisDiss 0.030408842 0.252202834 0
34 437_2075860 JaccardDiss -0.036797158 0.233709903 0
35 437_2075860 MorisitaHornDiss -0.015957164 0.181915234 0
36 437_2075860 BrayCurtisDiss -0.024477041 0.174019472 0
37 437_2074400 JaccardDiss 0.016442445 0.519997777 0
38 437_2074400 MorisitaHornDiss 0.006988277 0.099111013 0
39 437_2074400 BrayCurtisDiss -0.013951057 0.312102595 0
40 437_2074399 JaccardDiss 0.030656345 0.079023964 0
41 437_2074399 MorisitaHornDiss 0.031622558 0.641753140 0
42 437_2074399 BrayCurtisDiss 0.047328352 0.516437303 0
intercept
1 -31.997958
2 -22.486480
3 2.944410
4 61.467806
5 119.604204
6 84.043341
7 -21.506869
8 -6.985901
9 17.789439
10 -42.308206
11 -103.721817
12 -41.543708
13 76.804698
14 -11.204027
15 250.518796
16 -26.195987
17 97.986983
18 16.127830
19 -24.324486
20 -98.725114
21 -73.013310
22 87.572339
23 -30.930996
24 4.581067
25 96.157038
26 30.988292
27 54.760403
28 14.990759
29 44.394889
30 79.277243
31 -29.686219
32 -125.413733
33 -60.635169
34 74.702351
35 32.258323
36 49.656646
37 -32.451973
38 -13.637705
39 28.625699
40 -61.066608
41 -63.149637
42 -94.577536
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