Description Usage Arguments Value Note See Also Examples
An object of class volcano includes all the needed information for producing
a volcano plot of p-values against effect sizes or fold-changes. The goal is
to seperate the pre-processing of the volcano plot elements from the
graphical rendaring of the object, which could be done using any graphical
device including plot_ly
and
plot
in base R
.
1 2 3 4 5 6 7 8 9 10 |
x |
A
|
p |
A chracter string denoting the column name for the p-values. Default
is |
effect_size |
A string denoting the column name for the effect size.
Default is |
snp |
A string denoting the column name for the SNP names (e.g. rs
number). This argument is optional but required if you want to highlight
any points. More generally, this column could be anything that identifies
each point being plotted. For example, in an Epigenomewide association
study (EWAS) this could be the probe name or cg number. This column should
contain |
gene |
A string denoting the column name for the GENE names. This column
could be a |
annotation1 |
A string denoting the column name for an annotation. This
column could be a |
annotation2 |
A string denoting the column name for an annotation. This
column could be a |
... |
currently ignored |
An list object of class volcanor
with the following elements
processed data to be used for plotting the volcano plot including the observed and expected p-values on the -log10 scale
The names
of the columns corresponding to the data provided. This information is used
for annotating the plot in the volcanoly
function
This function will return an error if any of the p-values are NA, less than 0 or greater than 1
1 2 3 4 |
See example usage at http://sahirbhatnagar.com/manhattanly/
[1] "volcanor"
$data
EFFECTSIZE P LOG10P
1 -0.0946 3.353438e-01 4.745097e-01
2 -0.0947 2.458571e-01 6.093172e-01
3 -0.0741 8.232859e-01 8.444933e-02
4 0.0146 4.932038e-01 3.069736e-01
5 0.1234 6.053916e-01 2.179636e-01
6 0.1979 1.944431e-01 7.112074e-01
7 -0.0059 3.552972e-01 4.494082e-01
8 -0.0159 3.526055e-02 1.452711e+00
9 -0.0489 8.187958e-01 8.682439e-02
10 -0.0070 7.992199e-01 9.733370e-02
11 -0.0255 9.252525e-01 3.373973e-02
12 0.0018 4.941952e-01 3.061015e-01
13 -0.1358 5.459631e-01 2.628367e-01
14 0.0821 4.269022e-01 3.696716e-01
15 -0.0756 4.516181e-01 3.452287e-01
16 0.0194 3.425928e-01 4.652217e-01
17 0.0855 8.313936e-01 8.019332e-02
18 0.0965 8.891440e-01 5.102791e-02
19 0.0258 6.192891e-01 2.081065e-01
20 -0.0886 8.389383e-01 7.626996e-02
21 0.1773 3.154784e-01 5.010303e-01
22 0.0600 7.570626e-02 1.120868e+00
23 0.3102 5.853398e-01 2.325919e-01
24 -0.0581 8.297760e-01 8.103912e-02
25 -0.1109 2.455968e-01 6.097773e-01
26 -0.3340 2.381682e-01 6.231163e-01
27 0.0478 8.234633e-01 8.435573e-02
28 -0.0993 8.454731e-01 7.290021e-02
29 -0.1626 9.835420e-01 7.207072e-03
30 -0.1268 3.679731e-01 4.341839e-01
31 0.1076 5.925315e-01 2.272885e-01
32 0.0083 1.241176e-01 9.061665e-01
33 -0.0343 9.455106e-01 2.433361e-02
34 -0.1770 7.594663e-01 1.194915e-01
35 0.0096 8.207781e-01 8.577422e-02
36 -0.0370 7.860907e-01 1.045274e-01
37 -0.0426 2.013359e-02 1.696079e+00
38 0.0698 6.764298e-01 1.697772e-01
39 0.1323 8.730439e-01 5.896391e-02
40 -0.1303 8.775401e-01 5.673305e-02
41 0.0773 3.038949e-01 5.172765e-01
42 0.0290 5.353250e-01 2.713825e-01
43 0.0116 4.993748e-01 3.015734e-01
44 0.1444 5.533689e-01 2.569852e-01
45 -0.0406 9.955761e-01 1.925521e-03
46 -0.1620 6.610049e-01 1.797953e-01
47 -0.0076 2.084328e-02 1.681034e+00
48 0.0266 3.527238e-01 4.525652e-01
49 -0.1062 9.780958e-01 9.618606e-03
50 -0.1057 8.161804e-01 8.821384e-02
51 -0.0899 2.628909e-01 5.802244e-01
52 0.1791 7.919942e-01 1.012780e-01
53 0.0442 6.299112e-01 2.007207e-01
54 0.0475 1.851457e-01 7.324863e-01
55 -0.0287 3.960963e-01 4.021992e-01
56 0.0061 7.405015e-01 1.304740e-01
57 -0.0118 5.045272e-01 2.971154e-01
58 0.0206 4.641012e-01 3.333873e-01
59 0.0495 6.837798e-01 1.650838e-01
60 0.0012 4.987842e-01 3.020873e-01
61 -0.0593 5.008923e-01 3.002556e-01
62 0.1557 2.097372e-01 6.783246e-01
63 -0.0291 1.668742e-01 7.776109e-01
64 0.2009 6.545328e-02 1.184069e+00
65 -0.0479 8.483356e-01 7.143231e-02
66 -0.0387 3.408462e-01 4.674416e-01
67 0.0361 8.896784e-01 5.076693e-02
68 0.0371 6.268200e-01 2.028571e-01
69 -0.0976 1.160559e-01 9.353329e-01
70 -0.0924 8.548749e-01 6.809743e-02
71 0.1537 3.631719e-01 4.398878e-01
72 -0.0452 5.216661e-01 2.826073e-01
73 -0.0522 5.040097e-01 2.975611e-01
74 0.0807 9.388294e-01 2.741330e-02
75 0.0262 9.777306e-01 9.780775e-03
76 0.0050 6.088676e-01 2.154772e-01
77 -0.0492 1.557758e-01 8.075000e-01
78 -0.0430 8.596997e-01 6.565324e-02
79 0.0950 5.575765e-01 2.536956e-01
80 0.0872 3.536810e-01 4.513883e-01
81 0.1431 9.352101e-01 2.909083e-02
82 -0.0544 6.226901e-02 1.205728e+00
83 -0.3130 4.841988e-01 3.149762e-01
84 -0.0823 2.552901e-02 1.592966e+00
85 0.2000 1.535231e-02 1.813826e+00
86 0.0585 6.787829e-01 1.682691e-01
87 0.0136 9.508758e-01 2.187622e-02
88 0.0859 6.146623e-01 2.113635e-01
89 -0.1108 9.875122e-01 5.457510e-03
90 0.0406 6.179489e-01 2.090474e-01
91 0.2632 1.496360e-01 8.249639e-01
92 0.0521 4.422853e-01 3.542975e-01
93 0.0623 1.769478e-01 7.521548e-01
94 -0.1249 1.314264e-01 8.813174e-01
95 0.0410 2.927510e-01 5.335016e-01
96 0.0388 5.712171e-01 2.431988e-01
97 0.1424 1.270956e-01 8.958693e-01
98 0.0116 4.937906e-01 3.064572e-01
99 -0.0810 4.156243e-01 3.812991e-01
100 0.1763 9.169411e-01 3.765858e-02
101 -0.1281 4.526589e-01 3.442289e-01
102 -0.0821 5.180797e-01 2.856034e-01
103 -0.0544 1.026333e-01 9.887117e-01
104 -0.0505 3.598413e-01 4.438890e-01
105 0.0969 6.311079e-01 1.998964e-01
106 0.1877 3.080367e-02 1.511398e+00
107 0.2312 5.409490e-02 1.266844e+00
108 -0.0854 8.133152e-02 1.089741e+00
109 -0.0444 1.394687e-01 8.555233e-01
110 -0.0866 3.944369e-01 4.040225e-01
111 -0.0194 5.663820e-01 2.468906e-01
112 0.0478 3.467194e-01 4.600218e-01
113 -0.0154 7.436778e-01 1.286152e-01
114 0.0079 4.851661e-01 3.141096e-01
115 -0.1575 9.152435e-01 3.846334e-02
116 0.2353 2.544605e-01 5.943797e-01
117 -0.0372 4.025264e-01 3.952057e-01
118 -0.1852 3.043931e-01 5.165652e-01
119 -0.1121 2.743282e-01 5.617295e-01
120 -0.0351 8.307690e-01 8.051971e-02
121 -0.0404 7.864075e-01 1.043523e-01
122 -0.0036 3.956078e-01 4.027352e-01
123 0.0168 2.824827e-01 5.490081e-01
124 0.0326 1.113752e-01 9.532114e-01
125 0.0396 7.860667e-01 1.045406e-01
126 0.0302 6.678030e-02 1.175352e+00
127 0.0537 1.162649e-01 9.345515e-01
128 -0.0327 6.980858e-01 1.560912e-01
129 0.0597 9.680446e-02 1.014105e+00
130 -0.0162 7.704847e-01 1.132360e-01
131 0.0516 3.550353e-01 4.497284e-01
132 -0.0937 9.553382e-01 1.984285e-02
133 0.1536 4.252245e-01 3.713817e-01
134 0.0670 9.973776e-04 3.001140e+00
135 -0.2256 1.216340e-01 9.149450e-01
136 0.0579 7.330744e-01 1.348519e-01
137 -0.0346 1.967330e-01 7.061228e-01
138 -0.1479 4.039407e-01 3.936824e-01
139 0.1188 2.880254e-01 5.405692e-01
140 -0.1330 2.466826e-01 6.078615e-01
141 -0.1219 4.478474e-01 3.488699e-01
142 0.1448 7.728989e-02 1.111877e+00
143 -0.0542 5.806017e-01 2.361217e-01
144 0.0893 7.196689e-01 1.428673e-01
145 0.0645 6.829994e-01 1.655797e-01
146 0.1250 6.609836e-02 1.179809e+00
147 0.0625 8.465271e-01 7.235914e-02
148 0.1969 1.543779e-01 8.114149e-01
149 0.0480 2.791194e-01 5.542100e-01
150 -0.0892 6.138004e-01 2.119728e-01
151 0.1052 2.226638e-01 6.523504e-01
152 0.0487 2.714967e-02 1.566236e+00
153 -0.0669 9.138889e-01 3.910659e-02
154 0.0068 4.548950e-01 3.420888e-01
155 -0.0513 3.401900e-01 4.682785e-01
156 -0.0732 9.211733e-01 3.565865e-02
157 -0.0054 9.095618e-01 4.116780e-02
158 0.2072 4.711773e-01 3.268156e-01
159 -0.1006 4.125078e-01 3.845679e-01
160 -0.1102 3.523428e-01 4.530346e-01
161 0.0417 8.654440e-01 6.276104e-02
162 0.0484 1.299307e-01 8.862881e-01
163 -0.0680 2.654179e-01 5.760698e-01
164 0.0173 2.086906e-01 6.804970e-01
165 0.0915 8.315238e-01 8.012534e-02
166 -0.0134 6.980142e-01 1.561357e-01
167 0.0939 6.488350e-01 1.878657e-01
168 0.1135 4.647756e-01 3.327567e-01
169 0.0881 4.696918e-01 3.281870e-01
170 0.0080 8.129553e-01 8.993334e-02
171 -0.1040 5.037434e-01 2.977906e-01
172 0.0055 6.688297e-01 1.746844e-01
173 -0.0272 1.773469e-02 1.751176e+00
174 -0.0677 8.567865e-01 6.712738e-02
175 0.1888 7.819576e-01 1.068168e-01
176 0.0588 5.647969e-01 2.481077e-01
177 0.1586 7.479369e-02 1.126135e+00
178 -0.1223 8.126514e-01 9.009573e-02
179 -0.0655 6.725284e-01 1.722894e-01
180 -0.0368 2.788217e-01 5.546734e-01
181 0.1188 2.244260e-01 6.489268e-01
182 0.0517 8.962110e-01 4.758972e-02
183 0.1647 5.114675e-01 2.911820e-01
184 -0.1673 5.382383e-01 2.690254e-01
185 -0.0930 9.963613e-01 1.583153e-03
186 -0.0426 7.049762e-01 1.518256e-01
187 0.1427 6.608275e-01 1.799119e-01
188 0.1162 9.798879e-01 8.823613e-03
189 -0.0262 9.828925e-01 7.494000e-03
190 -0.1748 8.552875e-02 1.067888e+00
191 -0.1648 4.084015e-01 3.889127e-01
192 0.0500 5.343560e-01 2.721693e-01
193 -0.0112 9.192341e-01 3.657386e-02
194 -0.1510 9.466079e-01 2.382988e-02
195 0.3187 5.159519e-01 2.873908e-01
196 -0.0943 7.865818e-01 1.042561e-01
197 0.0536 3.125040e-01 5.051444e-01
198 -0.1677 1.221235e-01 9.132009e-01
199 -0.0084 2.435753e-02 1.613367e+00
200 0.0765 6.084737e-01 2.157582e-01
201 0.0673 2.877465e-03 2.540990e+00
202 -0.0788 9.235532e-01 3.453806e-02
203 -0.0287 1.374088e-01 8.619856e-01
204 -0.1015 6.189218e-01 2.083642e-01
205 0.0212 7.901691e-01 1.022800e-01
206 0.0886 2.744381e-01 5.615556e-01
207 -0.0102 9.349235e-01 2.922392e-02
208 0.1439 2.301608e-02 1.637969e+00
209 0.0035 4.495551e-02 1.347217e+00
210 0.1226 4.767889e-01 3.216739e-01
211 0.1332 2.908560e-01 5.363219e-01
212 0.1604 5.862533e-01 2.319147e-01
213 0.0738 1.799549e-01 7.448364e-01
214 0.0448 8.328601e-01 7.942796e-02
215 0.1421 8.359938e-01 7.779694e-02
216 0.1012 9.429281e-01 2.552142e-02
217 -0.0492 3.442578e-01 4.631162e-01
218 0.0368 9.084214e-01 4.171263e-02
219 -0.0800 6.445486e-01 1.907443e-01
220 0.0337 4.348749e-01 3.616356e-01
221 0.0545 7.875413e-01 1.037267e-01
222 -0.0768 3.075209e-01 5.121254e-01
223 -0.0691 9.852260e-02 1.006464e+00
224 0.1317 1.969919e-01 7.055516e-01
225 -0.1076 2.707237e-02 1.567474e+00
226 0.0406 4.555916e-02 1.341424e+00
227 0.0846 4.867786e-01 3.126685e-01
228 0.0623 7.849564e-01 1.051545e-01
229 -0.0656 5.396432e-01 2.678933e-01
230 0.0670 2.128927e-01 6.718393e-01
231 -0.0712 3.006088e-01 5.219983e-01
232 -0.0176 4.183875e-01 3.784213e-01
233 0.1286 1.670381e-01 7.771845e-01
234 -0.0190 8.438686e-01 7.372517e-02
235 -0.1103 7.587224e-01 1.199171e-01
236 -0.0297 2.147462e-01 6.680746e-01
237 -0.2772 6.046699e-01 2.184816e-01
238 -0.1251 6.233327e-01 2.052801e-01
239 -0.1169 4.970722e-01 3.035805e-01
240 -0.0845 7.166605e-01 1.446865e-01
241 -0.0238 9.256893e-01 3.353476e-02
242 0.0538 2.119773e-01 6.737106e-01
243 -0.1569 8.283342e-01 8.179439e-02
244 -0.1988 5.231755e-01 2.813526e-01
245 0.0364 8.590489e-01 6.598212e-02
246 -0.0363 7.328549e-01 1.349820e-01
247 -0.0974 4.281558e-01 3.683981e-01
248 0.1407 1.436746e-01 8.426199e-01
249 -0.1138 7.238739e-01 1.403371e-01
250 -0.0707 6.701154e-01 1.738504e-01
251 -0.0589 9.327752e-01 3.022300e-02
252 -0.0136 2.315890e-01 6.352820e-01
253 0.0580 3.352262e-01 4.746620e-01
254 0.0251 8.103889e-01 9.130650e-02
255 -0.0528 5.131739e-01 2.897354e-01
256 0.0241 9.128228e-01 3.961353e-02
257 -0.0489 9.273845e-01 3.274018e-02
258 -0.0621 8.028801e-01 9.534931e-02
259 -0.1159 4.098478e-01 3.873774e-01
260 0.0409 6.310201e-01 1.999568e-01
261 -0.1507 1.291226e-01 8.889978e-01
262 0.0710 7.115075e-01 1.478205e-01
263 0.0920 1.849340e-01 7.329832e-01
264 0.0282 4.118555e-01 3.852552e-01
265 -0.0181 7.098656e-01 1.488239e-01
266 -0.2324 2.468713e-01 6.075294e-01
267 0.1288 9.787009e-01 9.350019e-03
268 -0.1772 9.760607e-01 1.052318e-02
269 0.0590 3.575885e-01 4.466165e-01
270 0.1758 4.350397e-01 3.614711e-01
271 0.0159 2.191097e-01 6.593383e-01
272 -0.1014 1.302869e-01 8.850991e-01
273 -0.0006 9.860728e-01 6.091021e-03
274 -0.1170 6.816956e-01 1.664095e-01
275 0.0089 2.541177e-01 5.949651e-01
276 -0.1846 1.267855e-01 8.969305e-01
277 0.0213 7.155511e-01 1.453593e-01
278 0.0847 6.110987e-01 2.138886e-01
279 0.0379 6.756537e-01 1.702758e-01
280 -0.2413 7.781008e-01 1.089641e-01
281 0.0381 4.241962e-01 3.724333e-01
282 0.0869 1.865968e-01 7.290959e-01
283 -0.1011 1.876196e-01 7.267218e-01
284 0.0849 7.563436e-01 1.212808e-01
285 -0.0470 2.316348e-01 6.351962e-01
286 0.1875 2.345534e-01 6.297582e-01
287 -0.0568 8.796920e-03 2.055669e+00
288 0.0585 5.690593e-01 2.448425e-01
289 -0.0801 5.241889e-01 2.805122e-01
290 0.0634 3.054055e-01 5.151232e-01
291 0.0884 3.439475e-01 4.635078e-01
292 0.0256 9.286524e-01 3.214681e-02
293 -0.0125 4.141129e-01 3.828812e-01
294 -0.0125 9.450600e-01 2.454063e-02
295 -0.1339 3.538147e-01 4.512241e-01
296 0.0102 4.079745e-01 3.893670e-01
297 0.0991 6.771367e-01 1.693236e-01
298 0.0392 6.724957e-01 1.723105e-01
299 0.0851 6.505979e-01 1.866874e-01
300 -0.1489 9.957667e-01 1.842414e-03
301 0.0719 9.918589e-01 3.550095e-03
302 -0.1672 2.791135e-01 5.542191e-01
303 -0.1505 3.104494e-01 5.080092e-01
304 0.0013 5.462317e-01 2.626231e-01
305 0.0739 8.198695e-01 8.625529e-02
306 -0.0463 4.790985e-01 3.195752e-01
307 -0.0395 2.264319e-02 1.645062e+00
308 -0.0882 4.258295e-01 3.707642e-01
309 -0.2255 3.100123e-01 5.086210e-01
310 -0.0077 9.284136e-01 3.225850e-02
311 0.0437 9.776701e-01 9.807667e-03
312 0.0308 8.021238e-03 2.095759e+00
313 0.1806 2.523789e-01 5.979469e-01
314 -0.0616 8.171895e-01 8.767720e-02
315 0.1871 9.194025e-01 3.649430e-02
316 0.1307 6.275826e-01 2.023291e-01
317 -0.1642 4.351451e-01 3.613659e-01
318 0.0604 8.937338e-01 4.879183e-02
319 0.1762 2.316299e-01 6.352055e-01
320 0.0443 4.584579e-01 3.387005e-01
321 0.0233 1.301440e-01 8.855760e-01
322 -0.0959 2.185336e-02 1.660482e+00
323 0.0119 2.312153e-01 6.359834e-01
324 0.0520 8.455289e-01 7.287157e-02
325 -0.0087 1.953562e-01 7.091728e-01
326 -0.1401 4.158296e-01 3.810846e-01
327 0.0511 1.125972e-01 9.484725e-01
328 -0.0179 8.335743e-01 7.905571e-02
329 0.0409 6.380623e-01 1.951369e-01
330 0.0660 7.322130e-03 2.135363e+00
331 0.0849 7.290755e-01 1.372275e-01
332 -0.0305 8.937027e-01 4.880691e-02
333 -0.0586 1.432413e-01 8.439317e-01
334 0.0891 3.995539e-02 1.398425e+00
335 -0.0606 8.501625e-01 7.049807e-02
336 -0.1829 2.757988e-01 5.594076e-01
337 0.1601 3.536187e-01 4.514648e-01
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1741 0.0805 6.846854e-01 1.645089e-01
1742 -0.0146 9.298796e-01 3.157329e-02
1743 0.1433 9.885723e-01 4.991548e-03
1744 -0.0055 9.739306e-01 1.147200e-02
1745 -0.0156 8.970819e-01 4.716789e-02
1746 0.1673 2.716058e-01 5.660610e-01
1747 0.0484 8.488568e-01 7.116555e-02
1748 -0.2542 8.847252e-01 5.319162e-02
1749 -0.0656 3.778855e-01 4.226397e-01
1750 -0.1865 7.944271e-01 9.994596e-02
1751 0.0608 2.491340e-01 6.035669e-01
1752 0.0896 1.571761e-01 8.036136e-01
1753 -0.2421 9.326069e-01 3.030136e-02
1754 -0.0140 6.802951e-02 1.167303e+00
1755 -0.0072 4.260985e-01 3.704900e-01
1756 0.0056 6.971402e-01 1.566799e-01
1757 -0.1010 9.148746e-01 3.863842e-02
1758 -0.0740 5.121327e-01 2.906175e-01
1759 0.0228 7.840396e-01 1.056620e-01
1760 0.1348 7.153937e-01 1.454549e-01
1761 -0.0546 6.580474e-01 1.817428e-01
1762 0.0790 5.154882e-01 2.877813e-01
1763 0.0049 6.751761e-01 1.705829e-01
1764 0.1114 2.202007e-01 6.571813e-01
1765 0.0622 6.911193e-01 1.604470e-01
1766 -0.1416 3.525172e-01 4.528197e-01
1767 0.2175 3.869192e-01 4.123797e-01
1768 0.0063 1.427906e-01 8.453002e-01
1769 0.1398 2.539713e-02 1.595215e+00
1770 0.0107 1.176288e-01 9.294862e-01
1771 0.1143 7.864065e-01 1.043529e-01
1772 0.0677 7.493077e-01 1.253398e-01
1773 0.0400 9.771439e-01 1.004149e-02
1774 0.0580 2.735253e-02 1.563002e+00
1775 -0.1787 3.149292e-01 5.017871e-01
1776 -0.0899 8.836153e-01 5.373677e-02
1777 -0.0546 3.964026e-01 4.018636e-01
1778 0.0789 1.500448e-01 8.237791e-01
1779 0.0793 3.550853e-02 1.449667e+00
1780 -0.2395 2.054852e-01 6.872194e-01
1781 0.0217 9.526319e-01 2.107486e-02
1782 -0.0085 2.518719e-01 5.988203e-01
1783 -0.0034 5.092448e-01 2.930734e-01
1784 0.0406 8.292437e-01 8.131781e-02
1785 0.2032 7.846324e-02 1.105334e+00
1786 -0.1082 9.718832e-01 1.238594e-02
1787 -0.1322 2.102274e-01 6.773107e-01
1788 0.1239 7.217693e-01 1.416016e-01
1789 0.0469 5.966393e-01 2.242882e-01
1790 -0.0731 7.049416e-02 1.151847e+00
1791 0.1223 1.622358e-01 7.898533e-01
1792 0.0206 2.842333e-01 5.463250e-01
1793 -0.0283 3.167197e-01 4.993249e-01
1794 0.1115 9.413795e-01 2.623527e-02
1795 0.1582 1.604085e-01 7.947726e-01
1796 -0.0220 1.146976e-01 9.404458e-01
1797 -0.1942 4.712229e-01 3.267736e-01
1798 0.0042 1.755020e-02 1.755718e+00
1799 -0.1612 2.894281e-01 5.384594e-01
1800 0.0008 4.025472e-01 3.951832e-01
1801 0.0210 8.389289e-01 7.627484e-02
1802 -0.1119 3.536376e-01 4.514416e-01
1803 -0.0192 3.377056e-01 4.714617e-01
1804 -0.0503 2.129349e-02 1.671753e+00
1805 0.0103 2.749144e-03 2.560803e+00
1806 0.1731 6.404419e-01 1.935202e-01
1807 0.0796 5.742947e-01 2.408652e-01
1808 0.0326 5.432575e-01 2.649942e-01
1809 -0.0104 4.804651e-03 2.318338e+00
1810 -0.0417 1.818361e-01 7.403199e-01
1811 0.0045 9.578984e-01 1.868053e-02
1812 0.0064 3.006649e-01 5.219173e-01
1813 0.0596 3.795094e-01 4.207774e-01
1814 0.0254 4.602070e-01 3.370468e-01
1815 0.0049 1.041702e-01 9.822565e-01
1816 0.0514 9.905436e-01 4.126403e-03
1817 0.0801 1.838522e-01 7.355312e-01
1818 -0.0727 4.026602e-01 3.950613e-01
1819 0.1011 3.400917e-01 4.684040e-01
1820 -0.1233 1.639432e-01 7.853065e-01
1821 -0.1145 6.789745e-01 1.681465e-01
1822 0.0303 9.024669e-02 1.044569e+00
1823 -0.2143 8.155430e-01 8.855316e-02
1824 -0.1588 3.398272e-01 4.687418e-01
1825 -0.0268 7.667129e-01 1.153672e-01
1826 -0.0237 1.646260e-01 7.835016e-01
1827 0.0373 1.451343e-01 8.382300e-01
1828 -0.0237 8.734847e-01 5.874469e-02
1829 -0.0467 1.466143e-02 1.833824e+00
1830 -0.1217 9.893896e-01 4.632651e-03
1831 0.0238 7.675577e-01 1.148890e-01
1832 0.0306 2.635085e-01 5.792053e-01
1833 -0.1122 1.779623e-01 7.496720e-01
1834 0.0921 4.423446e-01 3.542393e-01
1835 0.0600 3.244776e-01 4.888153e-01
1836 -0.0236 2.922520e-01 5.342426e-01
1837 -0.0369 6.811279e-01 1.667713e-01
1838 -0.2509 4.446075e-01 3.520232e-01
1839 0.0130 8.297564e-01 8.104937e-02
1840 -0.0706 8.555854e-01 6.773665e-02
1841 0.0304 4.744109e-01 3.238454e-01
1842 0.0223 1.320922e-01 8.791229e-01
1843 0.0132 7.830859e-01 1.061906e-01
1844 0.0875 5.540648e-02 1.256439e+00
1845 -0.0289 9.018868e-01 4.484795e-02
1846 0.0361 2.949216e-02 1.530293e+00
1847 0.1464 7.127294e-01 1.470753e-01
1848 -0.0230 1.724009e-01 7.634606e-01
1849 0.0964 9.504954e-01 2.205000e-02
1850 0.1065 3.537896e-02 1.451255e+00
1851 0.1212 9.140210e-01 3.904383e-02
1852 0.1702 1.235065e-01 9.083101e-01
1853 0.0768 3.324070e-01 4.783298e-01
1854 -0.1290 6.641817e-01 1.777131e-01
1855 -0.1097 1.604691e-01 7.946085e-01
1856 0.0528 2.863694e-01 5.430734e-01
1857 0.1155 1.660448e-01 7.797746e-01
1858 0.1481 2.278126e-01 6.424222e-01
1859 0.1321 9.401456e-02 1.026805e+00
1860 0.0733 6.394700e-01 1.941798e-01
1861 -0.0341 9.462711e-01 2.398440e-02
1862 -0.0928 6.299947e-01 2.006631e-01
1863 0.0994 5.555473e-01 2.552789e-01
1864 0.0440 9.205567e-01 3.594947e-02
1865 0.0280 7.506499e-01 1.245626e-01
1866 -0.0086 5.510662e-01 2.587962e-01
1867 -0.0548 4.486627e-01 3.480801e-01
1868 0.0736 3.186229e-01 4.967231e-01
1869 -0.0036 5.983672e-01 2.230322e-01
1870 -0.1664 3.380651e-01 4.709996e-01
1871 0.1413 7.650588e-01 1.163052e-01
1872 -0.0509 9.340683e-01 2.962139e-02
1873 0.0244 2.243823e-01 6.490115e-01
1874 -0.0860 1.893997e-01 7.226206e-01
1875 0.0330 5.636621e-01 2.489812e-01
1876 -0.0738 2.415010e-01 6.170811e-01
1877 0.0169 7.390961e-01 1.312991e-01
1878 0.0875 2.579525e-02 1.588460e+00
1879 -0.1130 6.753912e-01 1.704446e-01
1880 0.0242 9.292626e-02 1.031862e+00
1881 0.0700 9.680786e-01 1.408939e-02
1882 -0.1357 5.362225e-01 2.706550e-01
1883 0.0412 6.004266e-01 2.215401e-01
1884 0.0353 6.590073e-01 1.811098e-01
1885 0.0666 3.091250e-01 5.098659e-01
1886 0.1003 1.441485e-01 8.411897e-01
1887 0.0608 5.620814e-01 2.502008e-01
1888 0.0274 4.308204e-01 3.657037e-01
1889 -0.1652 7.293835e-01 1.370441e-01
1890 -0.0977 1.277941e-01 8.934891e-01
1891 -0.0822 2.841536e-01 5.464469e-01
1892 -0.0760 5.538342e-01 2.566202e-01
1893 -0.1840 7.737283e-01 1.114115e-01
1894 0.0813 1.602207e-01 7.952814e-01
1895 0.0413 9.043847e-01 4.364681e-02
1896 0.0884 4.997569e-01 3.012412e-01
1897 0.1132 5.134707e-01 2.894844e-01
1898 -0.0415 6.589904e-01 1.811209e-01
1899 -0.0809 5.160772e-01 2.872854e-01
1900 -0.0282 8.633507e-01 6.381274e-02
1901 -0.0426 4.285139e-01 3.680351e-01
1902 -0.0387 3.364794e-01 4.730415e-01
1903 -0.0236 4.791325e-01 3.195444e-01
1904 0.1047 7.588172e-01 1.198628e-01
1905 -0.1603 3.638530e-01 4.390740e-01
1906 -0.0983 5.878208e-01 2.307550e-01
1907 -0.1390 9.900420e-01 4.346376e-03
1908 -0.0248 8.243962e-01 8.386404e-02
1909 0.1175 8.554396e-01 6.781064e-02
1910 -0.1125 1.316319e-01 8.806388e-01
1911 -0.0210 4.713447e-01 3.266614e-01
1912 0.0972 2.893165e-01 5.386268e-01
1913 0.0458 1.798306e-01 7.451364e-01
1914 0.1645 4.695879e-01 3.282831e-01
1915 -0.0390 9.416470e-01 2.611188e-02
1916 0.0715 8.283828e-01 8.176892e-02
1917 -0.0676 3.404345e-01 4.679665e-01
1918 -0.2238 5.886086e-01 2.301734e-01
1919 0.0290 1.923942e-01 7.158080e-01
1920 0.1657 1.094108e-02 1.960940e+00
1921 0.1132 5.348904e-01 2.717352e-01
1922 -0.0713 8.199297e-01 8.622340e-02
1923 -0.2152 7.314174e-01 1.358347e-01
1924 -0.0868 9.001121e-01 4.570342e-02
1925 0.1291 7.093991e-01 1.491094e-01
1926 -0.0766 3.824783e-01 4.173932e-01
1927 0.0117 9.164592e-01 3.788685e-02
1928 0.0092 1.081664e-01 9.659077e-01
1929 -0.2883 3.610162e-02 1.442473e+00
1930 0.0212 2.021912e-01 6.942377e-01
1931 -0.0122 3.093294e-01 5.095789e-01
1932 0.0585 4.206704e-02 1.376058e+00
1933 -0.0107 2.801575e-01 5.525978e-01
1934 0.0751 5.563645e-01 2.546406e-01
1935 0.1126 3.306100e-01 4.806841e-01
1936 -0.1147 1.948096e-01 7.103896e-01
1937 -0.1784 2.721129e-01 5.652509e-01
1938 -0.0616 2.430742e-01 6.142611e-01
1939 -0.1444 3.708554e-01 4.307955e-01
1940 -0.0722 8.342735e-01 7.869157e-02
1941 -0.0330 4.541870e-02 1.342765e+00
1942 -0.0454 5.296594e-01 2.760033e-01
1943 -0.0131 6.529035e-01 1.851510e-01
1944 -0.0767 6.325782e-01 1.988858e-01
1945 -0.0314 7.806360e-01 1.075514e-01
1946 0.1166 8.723520e-01 5.930825e-02
1947 -0.1015 4.686756e-01 3.291277e-01
1948 -0.1884 3.668264e-01 4.355394e-01
1949 -0.0561 4.115777e-03 2.385548e+00
1950 -0.0823 8.543363e-01 6.837116e-02
1951 0.1106 2.183861e-01 6.607750e-01
1952 -0.0367 2.925008e-01 5.338729e-01
1953 0.0465 5.334130e-01 2.729364e-01
1954 -0.1220 5.860338e-01 2.320774e-01
1955 -0.1156 4.738803e-01 3.243314e-01
1956 -0.1725 2.766725e-01 5.580340e-01
1957 0.0126 5.379751e-01 2.692378e-01
1958 0.1191 6.178266e-01 2.091334e-01
1959 -0.2005 7.440992e-01 1.283692e-01
1960 0.0422 2.306726e-01 6.370040e-01
1961 -0.1363 7.566711e-01 1.210928e-01
1962 0.0139 6.892627e-01 1.616152e-01
1963 -0.0512 4.749278e-01 3.233725e-01
1964 -0.2039 1.120071e-01 9.507546e-01
1965 0.0777 8.522879e-01 6.941369e-02
1966 0.1036 2.426035e-01 6.151029e-01
1967 -0.1743 9.415293e-01 2.616614e-02
1968 0.1233 7.692944e-01 1.139075e-01
1969 -0.0085 1.065692e-01 9.723682e-01
1970 -0.3514 8.472431e-02 1.071992e+00
1971 0.2512 4.887544e-01 3.109093e-01
1972 0.0219 7.880392e-01 1.034522e-01
1973 0.1929 9.747931e-01 1.108755e-02
1974 -0.0267 5.675552e-01 2.459919e-01
1975 0.0025 3.566545e-01 4.477523e-01
1976 0.0555 4.495158e-01 3.472550e-01
1977 -0.0995 2.139005e-02 1.669788e+00
1978 -0.1043 7.336179e-01 1.345301e-01
1979 0.0231 6.670148e-01 1.758645e-01
1980 -0.0109 4.974181e-01 3.032784e-01
1981 -0.1184 2.424734e-01 6.153360e-01
1982 0.0315 2.372624e-01 6.247711e-01
1983 0.0064 6.147266e-01 2.113180e-01
1984 0.0960 5.805663e-01 2.361482e-01
1985 0.1495 3.383325e-01 4.706563e-01
1986 -0.0011 1.217138e-01 9.146601e-01
1987 -0.0769 9.088330e-01 4.151592e-02
1988 0.0268 6.586559e-01 1.813414e-01
1989 -0.0211 7.679051e-01 1.146925e-01
1990 0.0077 9.178779e-01 3.721508e-02
1991 0.0756 6.597711e-01 1.806067e-01
1992 -0.0318 9.112413e-01 4.036661e-02
1993 0.0844 6.998380e-01 1.550025e-01
1994 0.2050 8.676644e-01 6.164823e-02
1995 -0.2050 5.733361e-01 2.415907e-01
1996 0.0270 4.923184e-01 3.077539e-01
1997 -0.1198 3.829622e-02 1.416844e+00
1998 -0.0057 2.415324e-01 6.170246e-01
1999 0.1801 9.708865e-01 1.283155e-02
2000 0.1142 1.854469e-01 7.317804e-01
2001 0.1930 9.147587e-01 3.869345e-02
2002 0.2407 7.280930e-02 1.137813e+00
2003 -0.1224 5.514030e-01 2.585309e-01
2004 0.1592 8.691956e-01 6.088246e-02
2005 -0.0146 4.078761e-03 2.389472e+00
2006 -0.0956 1.320575e-02 1.879237e+00
2007 -0.0120 4.406428e-03 2.355913e+00
2008 0.0781 3.755111e-01 4.253772e-01
2009 -0.1169 2.849162e-01 5.452828e-01
2010 0.1876 4.810714e-01 3.177904e-01
2011 0.0344 7.316991e-01 1.356675e-01
2012 -0.0664 2.579117e-01 5.885289e-01
2013 0.0336 5.591854e-01 2.524442e-01
2014 -0.0724 2.333831e-01 6.319306e-01
2015 0.0351 5.445696e-01 2.639466e-01
2016 0.1655 5.801967e-01 2.364248e-01
2017 0.0600 9.408481e-01 2.648047e-02
2018 0.0474 1.954231e-02 1.709024e+00
2019 0.2159 9.456284e-01 2.427949e-02
2020 -0.1338 6.607234e-01 1.799803e-01
2021 -0.0059 6.430158e-02 1.191778e+00
2022 0.0470 4.547284e-01 3.422479e-01
2023 -0.0146 8.096558e-01 9.169955e-02
2024 0.0041 8.808044e-01 5.512050e-02
2025 0.0274 5.902449e-01 2.289678e-01
2026 -0.2225 9.743736e-01 1.127450e-02
2027 0.0367 6.298930e-01 2.007332e-01
2028 0.0269 7.911581e-01 1.017367e-01
2029 0.1225 1.741989e-01 7.589545e-01
2030 -0.1275 9.197557e-01 3.632751e-02
2031 0.0062 5.578365e-01 2.534931e-01
2032 -0.0630 9.881567e-01 5.174197e-03
2033 0.0691 2.545937e-01 5.941524e-01
2034 0.0442 6.357954e-01 1.966826e-01
2035 0.0295 3.762470e-01 4.245270e-01
2036 0.0173 7.014745e-01 1.539881e-01
2037 -0.1393 8.962771e-02 1.047558e+00
2038 -0.1547 9.379539e-01 2.781852e-02
2039 -0.0187 9.115552e-02 1.040217e+00
2040 0.0237 5.613539e-01 2.507632e-01
2041 0.0250 8.117091e-01 9.059961e-02
2042 -0.0411 8.181025e-01 8.719228e-02
2043 0.0656 7.570839e-01 1.208560e-01
2044 -0.0518 3.932432e-01 4.053388e-01
2045 -0.0610 5.365879e-01 2.703591e-01
2046 0.0329 5.368363e-01 2.701581e-01
2047 -0.0360 6.786587e-01 1.683486e-01
2048 0.0136 5.914261e-01 2.280995e-01
2049 -0.0890 5.309538e-01 2.749433e-01
2050 0.1098 9.374527e-01 2.805063e-02
2051 -0.0023 8.322584e-01 7.974179e-02
2052 -0.0964 2.091687e-01 6.795032e-01
2053 0.0633 8.722866e-01 5.934079e-02
2054 -0.0277 3.906603e-01 4.082007e-01
2055 -0.0608 4.883447e-01 3.112735e-01
2056 -0.0163 9.043760e-01 4.365099e-02
2057 -0.0075 3.364867e-01 4.730320e-01
2058 -0.0074 7.120596e-01 1.474837e-01
2059 -0.0043 9.469876e-01 2.365572e-02
2060 0.0854 8.082225e-01 9.246906e-02
2061 -0.0187 8.031730e-01 9.519090e-02
2062 -0.0465 4.127120e-01 3.843529e-01
2063 -0.0401 3.790080e-01 4.213516e-01
2064 -0.0170 3.857021e-01 4.137479e-01
2065 -0.0928 8.104944e-01 9.124999e-02
2066 0.0565 4.894092e-01 3.103279e-01
2067 0.2270 3.723648e-01 4.290313e-01
2068 -0.0275 5.842560e-01 2.333968e-01
2069 0.0113 2.295104e-01 6.391977e-01
2070 0.0126 3.897237e-01 4.092432e-01
2071 0.0401 6.442724e-01 1.909305e-01
2072 -0.0219 2.039160e-01 6.905487e-01
2073 -0.1878 4.388563e-01 3.576776e-01
2074 0.0264 3.445079e-01 4.628009e-01
2075 -0.0121 6.538307e-01 1.845347e-01
2076 0.1117 8.429969e-02 1.074174e+00
2077 0.0691 4.005352e-01 3.973593e-01
2078 -0.0508 5.060617e-01 2.957965e-01
2079 0.0619 4.669218e-01 3.307558e-01
2080 0.0989 4.904829e-01 3.093761e-01
2081 0.0242 3.074034e-01 5.122913e-01
2082 0.0189 4.724340e-01 3.256589e-01
2083 -0.0830 6.988777e-01 1.555988e-01
2084 -0.0441 2.310448e-01 6.363039e-01
2085 0.0320 6.550388e-01 1.837329e-01
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