Example of InferenceData
schema in PyStan#
The description of the InferenceData
structure can be found here.
import arviz as az
import pystan
import pandas as pd
import numpy as np
import xarray
xarray.set_options(display_style="html");
# read data
data = pd.read_csv("linear_regression_data.csv", index_col=0)
time_since_joined = data.time.values
slack_comments = data.comments.values
github_commits = data.commits.values
names = data.index.values
N = len(names)
data
comments | commits | time | |
---|---|---|---|
Alice | 7500 | 25 | 4.5 |
Bob | 10100 | 32 | 6.0 |
Cole | 18600 | 49 | 7.0 |
Danielle | 25200 | 66 | 12.0 |
Erika | 27500 | 96 | 18.0 |
linreg_prior_code = """
data {
int<lower=0> N;
real time_since_joined[N];
}
generated quantities {
real b0;
real b1;
real log_b_sigma;
real<lower=0> b_sigma;
real c0;
real c1;
real log_c_sigma;
real<lower=0> c_sigma;
vector[N] slack_comments_hat;
vector[N] github_commits_hat;
b0 = normal_rng(0,200);
b1 = normal_rng(0,200);
b_sigma = abs(normal_rng(0,300));
log_b_sigma = log(b_sigma);
c0 = normal_rng(0,10);
c1 = normal_rng(0,10);
c_sigma = fabs(normal_rng(0,6));
log_c_sigma = log(b_sigma);
for (n in 1:N) {
slack_comments_hat[n] = normal_rng(b0 + b1 * time_since_joined[n], b_sigma);
github_commits_hat[n] = normal_rng(c0 + c1 * time_since_joined[n], c_sigma);
}
}
"""
sm_prior = pystan.StanModel(model_code=linreg_prior_code)
INFO:pystan:COMPILING THE C++ CODE FOR MODEL anon_model_0d5510d8a96e25d9a54b4530edc08cfc NOW.
linreg_prior_data_dict = {"N": N, "time_since_joined": time_since_joined}
prior = sm_prior.sampling(
data=linreg_prior_data_dict, iter=150, chains=1, algorithm="Fixed_param", warmup=0
)
linreg_code = """
data {
int<lower=0> N;
vector<lower=0>[N] time_since_joined;
vector<lower=0>[N] slack_comments;
vector<lower=0>[N] github_commits;
// out of sample prediction
int<lower=0> N_pred;
vector<lower=0>[N_pred] time_since_joined_pred;
}
parameters {
real b0;
real b1;
real log_b_sigma;
real c0;
real c1;
real log_c_sigma;
}
transformed parameters {
real<lower=0> b_sigma = exp(log_b_sigma);
real<lower=0> c_sigma = exp(log_c_sigma);
}
model {
b0 ~ normal(0,200);
b1 ~ normal(0,200);
b_sigma ~ normal(0,300);
slack_comments ~ normal(b0 + b1 * time_since_joined, b_sigma);
github_commits ~ normal(c0 + c1 * time_since_joined, c_sigma);
}
generated quantities {
// elementwise log likelihood
vector[N] log_likelihood_slack_comments;
vector[N] log_likelihood_github_commits;
// posterior predictive
vector[N] slack_comments_hat;
vector[N] github_commits_hat;
// out of sample prediction
vector[N_pred] slack_comments_pred;
vector[N_pred] github_commits_pred;
// posterior predictive
for (n in 1:N) {
log_likelihood_slack_comments[n] = normal_lpdf(slack_comments[n] | b0 + b1 * time_since_joined[n], b_sigma);
slack_comments_hat[n] = normal_rng(b0 + b1 * time_since_joined[n], b_sigma);
log_likelihood_github_commits[n] = normal_lpdf(github_commits[n] | c0 + c1 * time_since_joined[n], c_sigma);
github_commits_hat[n] = normal_rng(c0 + c1 * time_since_joined[n], c_sigma);
}
// out of sample prediction
for (n in 1:N_pred) {
slack_comments_pred[n] = normal_rng(b0 + b1 * time_since_joined_pred[n], b_sigma);
github_commits_pred[n] = normal_rng(c0 + c1 * time_since_joined_pred[n], c_sigma);
}
}
"""
sm = pystan.StanModel(model_code=linreg_code)
INFO:pystan:COMPILING THE C++ CODE FOR MODEL anon_model_bb366f8ad241e32840c67395e3324113 NOW.
linreg_data_dict = {
"N": N,
"slack_comments": slack_comments,
"github_commits": github_commits,
"time_since_joined": time_since_joined,
"N_pred": N_pred,
"time_since_joined_pred": candidate_devs_time,
}
posterior = sm.sampling(data=linreg_data_dict, iter=200, chains=4)
WARNING:pystan:Rhat above 1.1 or below 0.9 indicates that the chains very likely have not mixed
WARNING:pystan:198 of 400 iterations saturated the maximum tree depth of 10 (49.5 %)
WARNING:pystan:Run again with max_treedepth larger than 10 to avoid saturation
idata_stan = az.from_pystan(
posterior=posterior,
prior=prior,
posterior_predictive=["slack_comments_hat", "github_commits_hat"],
prior_predictive=["slack_comments_hat", "github_commits_hat"],
observed_data=["slack_comments", "github_commits"],
constant_data=["time_since_joined"],
log_likelihood={
"slack_comments": "log_likelihood_slack_comments",
"github_commits": "log_likelihood_github_commits",
},
predictions=["slack_comments_pred", "github_commits_pred"],
predictions_constant_data=["time_since_joined_pred"],
coords={"developer": names, "candidate developer": candidate_devs},
dims={
"slack_comments": ["developer"],
"github_commits": ["developer"],
"slack_comments_hat": ["developer"],
"github_commits_hat": ["developer"],
"time_since_joined": ["developer"],
"slack_comments_pred": ["candidate developer"],
"github_commits_pred": ["candidate developer"],
"time_since_joined_pred": ["candidate developer"],
},
)
idata_stan
Inference data with groups:
> posterior
> sample_stats
> log_likelihood
> posterior_predictive
> observed_data
> constant_data
> prior
> sample_stats_prior
> prior_predictive
> predictions
> predictions_constant_data
In this example, each variable has as dimensions a combination of the following three: chain
, draw
and developer
. Moreover, each dimension has specific coordinate values.
In the case of
chain
anddraw
it is an integer identifier starting at0
.In the case of
developer
dimension, its coordinate values are the following strings:["Alice", "Bob", "Cole", "Danielle", "Erika"]
.
idata_stan.posterior
xarray.Dataset
- chain: 4
- draw: 100
- chain(chain)int640 1 2 3
array([0, 1, 2, 3])
- draw(draw)int640 1 2 3 4 5 6 ... 94 95 96 97 98 99
array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99])
- b0(chain, draw)float64350.3 354.9 371.6 ... -112.1 -82.22
array([[ 350.33344318, 354.8813775 , 371.61123262, 352.14180774, 267.45818055, 265.2082868 , 224.93973639, 264.52832792, 264.69035675, 261.74211417, 263.30347715, 232.53227309, 232.54273889, 234.55964981, 280.14085751, 280.02217838, 218.16364718, 219.62093271, 193.07770247, 193.94450424, 224.28024619, 192.52385299, 192.40135986, 192.93540428, 133.94965946, 133.27392283, 135.37313019, 135.2419622 , 140.35007568, 166.4269875 , 172.21796065, 172.21192457, 193.56344048, 193.44050279, 195.27227056, 173.68309213, 174.23302707, 184.96961894, 166.4335709 , 170.65092644, 159.53402657, 118.14439975, 40.68520498, 56.60962528, 70.83898096, 70.85223019, 69.70634109, 69.82988533, 73.93468792, 109.59343146, 141.39666269, 183.82777868, 134.30150796, 71.39529055, 68.63829637, 70.13231406, 88.16156106, 63.05441747, 51.91804865, 11.46303177, 11.73214699, 12.63796207, 15.32346744, 15.44640384, 7.02661141, -7.35364547, 36.03051582, 94.65164969, 91.30732901, 91.27582689, 92.78038406, 93.26160691, 2.98239966, 11.15088509, 3.00750397, 7.18374542, 6.92729917, 7.11934324, 27.01727426, 27.20093556, 27.03841786, 98.73620995, 63.17887479, 91.75741175, 156.26737592, 154.29018759, 155.2601589 , 134.58858551, 135.03600566, 135.71764164, 29.44331128, 26.16582828, -2.95657827, 35.09059437, 35.8714943 , -26.09072593, -25.91709536, -77.51184511, -77.36258296, -77.12918564], [ 299.1502545 , 289.34142522, 289.66774132, 290.23143441, 266.39055542, 295.77366862, 296.03499936, 316.27446058, 316.88617708, 359.85557937, 364.64906848, 346.48209319, 379.53480683, 353.8806706 , 354.38772141, 379.11677447, 402.54440948, 394.85989296, 347.9050077 , 347.31301846, 331.06977231, 327.8672374 , 269.29999769, 264.56239409, 264.60811612, 270.31529466, 271.3687178 , 257.22921821, 261.51333568, 263.91782277, 300.37896446, 302.66005117, 301.00032443, 268.98994735, 269.74382709, 240.23949469, 223.44478458, 150.42602919, 209.19119038, 211.54746549, 211.34196764, 209.6232526 , 182.05500586, 182.12394863, 177.09049667, 229.61525915, 223.63710584, 225.7479642 , 203.44513846, 141.9686854 , 141.75061804, 234.75647709, 256.18378098, 224.6363392 , 249.22299733, 218.30607789, 223.67374514, 223.92750013, 187.67911771, 187.90169217, 185.1411577 , 234.18859147, 214.69034864, 267.61247152, 214.31285301, 257.12026224, 299.71222371, 301.15997028, 219.43055024, 256.55150909, 221.14110169, 192.00848639, 219.62090136, 232.07026104, 260.46080831, 207.84670912, 207.0846853 , 213.91237787, 213.90574229, 246.02689597, 230.7180963 , 258.80345528, 259.01650502, 282.73433532, 284.86096017, 304.37643841, 306.01366139, 404.2760093 , 400.04759677, 391.15509941, 391.15872265, 394.14355017, 323.75755106, 266.45394463, 377.2274151 , 332.40324826, 258.77277319, 287.25639187, 287.5135837 , 290.12735037], [ 327.5029789 , 336.30978016, 282.96761584, 310.47448983, 315.05694666, 333.89856073, 286.92503194, 298.54806243, 335.15326824, 335.16819841, 337.0219516 , 341.33023829, 357.51369608, 359.18027716, 357.92912768, 373.05812044, 349.29201653, 388.43246965, 387.33552626, 292.29858579, 292.21070497, 328.32892377, 346.97679445, 330.98760677, 376.6255405 , 376.62044814, 376.15261286, 346.31153258, 346.75873791, 356.52203374, 356.65206867, 359.20938897, 406.88910351, 344.30646114, 344.32297618, 342.49544042, 369.70423582, 370.46292747, 369.05315834, 357.6285754 , 357.48103699, 338.33415144, 297.96064223, 298.46361038, 339.10143404, 287.49825027, 287.27408204, 333.55199256, 333.44012026, 334.44648616, 406.1746877 , 387.75816392, 432.6209614 , 391.28165977, 401.92550852, 401.72240203, 459.95268878, 460.14346514, 411.73692574, 375.49285851, 383.08747861, 325.71472793, 431.50868891, 431.38782968, 429.84314231, 429.39238291, 444.42308881, 444.26324618, 353.23898931, 411.23824004, 411.50277215, 476.79607534, 475.51525517, 452.10555041, 406.15584164, 406.78796708, 407.67087381, 406.20694143, 408.24950892, 403.33982422, 403.06847808, 395.64710304, 455.0252483 , 529.11582928, 429.68517 , 416.40405333, 453.29170634, 453.27835327, 453.41441239, 480.16099132, 480.18039258, 479.97160093, 480.22170938, 535.33709459, 529.64467657, 528.42986623, 508.70798146, 508.28203635, 539.44472886, 520.73474022], [-292.21832304, -264.16229127, -245.93776655, -312.4952083 , -330.50382006, -413.4071105 , -437.2162047 , -436.68096254, -436.61344745, -304.74573312, -307.54513653, -249.548886 , -256.48929759, -255.94963576, -255.87934893, -260.72545184, -259.12338146, -260.88588689, -260.28545387, -260.71605089, -260.32386816, -209.06238778, -208.41174433, -198.95815694, -102.53258284, -102.36429302, -98.75404286, -104.78383233, -104.85085757, -99.85263179, -99.58406675, -102.89819254, -103.21000886, -213.70796746, -212.69578785, -213.18900131, -216.44103037, -190.69089163, -148.3055699 , -150.84924963, -145.18587243, -131.23029587, -131.96371522, -178.15302735, -160.63740582, -154.95800446, -154.86541725, -149.95381364, -148.77471743, -147.45901205, -146.62196417, -76.48736684, -74.14194849, -69.4402618 , -36.07160066, -12.22439374, 34.79925018, 35.54898441, 35.47894728, 35.64454423, 71.98703952, 71.4464548 , 71.55376366, 114.6634041 , 114.45404758, 114.78767638, 114.30081832, 114.08171485, 99.22484827, 98.72660387, 97.5535512 , 91.87458698, 93.91313606, 41.68042142, 42.4427583 , 42.23543555, 60.78738777, 89.90749141, 89.91550638, 92.46520246, 92.22051277, 97.91738774, 55.76922631, 102.20987986, 103.01446888, 99.68902968, 55.05440248, -7.42698009, 6.83560054, 6.8345059 , 10.81772902, -14.80278922, -14.82068659, -35.06357126, -36.3244738 , -90.15194435, -107.22601295, -107.30807054, -112.12901101, -82.21513931]])
- b1(chain, draw)float641.477e+03 1.474e+03 ... 1.538e+03
array([[1476.62537154, 1473.95754666, 1465.56499418, 1496.27744495, 1485.47558745, 1479.4788786 , 1541.86200406, 1571.98332154, 1571.71716288, 1574.44134809, 1576.19787038, 1576.74338603, 1576.87755673, 1578.74514528, 1671.2747958 , 1671.222717 , 1625.55166196, 1627.11457766, 1567.95340307, 1567.38036917, 1539.70202331, 1551.47903474, 1551.74666831, 1551.50397504, 1607.85889469, 1607.83537799, 1603.2330592 , 1603.07076544, 1653.60367246, 1647.22016101, 1641.94978294, 1641.91727065, 1658.29041477, 1658.15786833, 1659.6043315 , 1684.10442153, 1682.69603443, 1633.40869699, 1605.34076071, 1618.15139443, 1637.15154423, 1623.81984578, 1660.59829819, 1658.4014416 , 1645.97138006, 1643.38836005, 1642.2431216 , 1650.59431319, 1651.02563992, 1711.22190291, 1726.70539748, 1594.23459699, 1557.66931185, 1541.85081038, 1541.32849022, 1541.59975597, 1564.71822936, 1617.01909507, 1617.31721104, 1582.15636165, 1584.14658915, 1583.47729037, 1506.21047035, 1506.36737547, 1471.26827926, 1463.72513744, 1498.75284621, 1464.4475543 , 1459.57751237, 1459.50470157, 1451.52019919, 1451.68849111, 1422.39698177, 1425.02032481, 1436.92706941, 1448.65101484, 1448.18639389, 1447.88637069, 1370.26102441, 1370.10595829, 1370.21402064, 1399.91616771, 1446.41405615, 1453.60240836, 1533.35969187, 1534.06311449, 1533.26698937, 1517.92929882, 1517.85238771, 1518.28602719, 1558.96008998, 1654.28160302, 1572.71926436, 1550.0084355 , 1617.82930478, 1597.94639235, 1597.93650084, 1580.23258668, 1579.92887795, 1580.16593946], [1065.99800239, 1075.00350077, 1076.57358933, 1076.24483544, 1070.24286063, 1105.18766552, 1105.29975447, 1094.91074864, 1095.68833076, 1132.1811707 , 1155.7346812 , 1166.93798896, 1242.42442497, 1283.46693604, 1283.19530677, 1275.25220845, 1274.81252182, 1296.36928593, 1286.96465241, 1287.31367811, 1280.77601692, 1270.16171822, 1349.70038763, 1348.58710977, 1348.58483872, 1353.31167814, 1349.65056935, 1349.52571647, 1369.70440365, 1379.56787831, 1358.62057451, 1353.05164862, 1423.00271364, 1394.98616755, 1394.26498592, 1397.40269475, 1417.43607732, 1343.41287949, 1355.03355126, 1357.06294759, 1356.90821935, 1365.63288728, 1425.4625544 , 1425.36822446, 1429.01988936, 1452.38194576, 1456.44789574, 1456.99995848, 1534.50073595, 1595.3569465 , 1594.4191777 , 1616.77582248, 1641.73518211, 1606.46847535, 1591.18656955, 1601.75374589, 1604.17088727, 1604.36262048, 1636.46532928, 1640.01645637, 1646.00330263, 1650.98692381, 1613.98977107, 1605.25447763, 1565.790457 , 1556.03070219, 1534.89330728, 1530.64848035, 1553.96760366, 1519.75204782, 1495.16347915, 1488.24667467, 1479.09720795, 1525.01447609, 1561.50905723, 1560.93402238, 1554.74582157, 1540.72688036, 1540.62954234, 1520.68531035, 1512.94572497, 1553.20142318, 1553.53101307, 1510.94375289, 1516.76955477, 1522.87501527, 1488.70582346, 1487.40156267, 1496.4973038 , 1453.14540271, 1453.12943327, 1452.63703047, 1446.46923665, 1506.62344791, 1513.24846259, 1496.47878879, 1505.02662208, 1570.43275525, 1570.85845683, 1611.91104563], [1247.73759133, 1275.02475223, 1310.85711109, 1347.59509195, 1387.54931888, 1374.11724732, 1379.16099848, 1358.05881314, 1354.41746205, 1354.87636081, 1357.63102771, 1362.54205979, 1463.51709673, 1454.13487496, 1450.8113513 , 1468.90732959, 1475.19912114, 1461.0147753 , 1451.52241966, 1496.29298119, 1496.40565839, 1527.78399413, 1575.45694007, 1608.05806193, 1598.26376642, 1598.48095044, 1598.42824819, 1583.84663475, 1586.28214807, 1594.08463808, 1594.23336978, 1575.99263118, 1568.43922577, 1607.3544083 , 1607.33425157, 1605.91736705, 1646.7451964 , 1639.04235847, 1639.68753503, 1650.70401803, 1650.60152994, 1662.87525169, 1663.01626623, 1663.09085753, 1742.50809263, 1739.12702603, 1739.20515374, 1631.77636422, 1631.8919279 , 1631.88885997, 1618.87442982, 1557.82188402, 1509.17049327, 1518.32553894, 1515.27534147, 1515.50828837, 1468.91970815, 1454.7435019 , 1541.32415626, 1537.02813972, 1538.66165802, 1465.55162086, 1495.48557071, 1495.46128363, 1496.8818661 , 1496.54461152, 1547.27403254, 1547.22337333, 1614.89591712, 1520.2385093 , 1519.26949185, 1587.09858518, 1588.31724307, 1540.56210702, 1551.78293033, 1566.5269632 , 1566.14606588, 1565.79977696, 1567.50672691, 1560.25874328, 1560.64631129, 1561.66252473, 1529.40494079, 1461.52591701, 1563.50416148, 1541.88349177, 1527.99242957, 1528.02447216, 1528.84999834, 1498.21416832, 1498.10765539, 1498.02141543, 1497.85961111, 1529.72251985, 1587.70837975, 1586.90887862, 1578.42865053, 1578.4915945 , 1613.93634086, 1584.91180548], [1425.27996837, 1509.11935125, 1530.75455219, 1539.3123673 , 1534.94620563, 1547.03111018, 1565.63175659, 1566.1739018 , 1565.4149611 , 1551.11843733, 1551.54028266, 1635.9514709 , 1640.20652457, 1639.63851113, 1639.54523014, 1643.12347415, 1642.62244298, 1646.20191323, 1646.7586783 , 1648.0131636 , 1647.81262941, 1612.95743485, 1613.04986378, 1617.41129637, 1522.0130034 , 1521.73819149, 1501.00022051, 1496.00189859, 1520.1065125 , 1536.16925073, 1536.42044521, 1536.47218869, 1537.70849196, 1545.58891022, 1545.04057749, 1545.01821718, 1544.98985887, 1551.46318459, 1542.01536671, 1541.78896959, 1530.87370921, 1506.72346663, 1499.34729376, 1542.72430893, 1526.79379087, 1583.68171355, 1583.52514875, 1607.74057876, 1608.48171649, 1606.64452877, 1605.96293513, 1563.37092044, 1566.79853472, 1574.67904094, 1606.37046376, 1558.9921888 , 1567.61548451, 1567.45502347, 1567.42818248, 1567.44329151, 1572.58881077, 1572.73001309, 1572.61266296, 1518.86759556, 1518.87518333, 1519.21007364, 1519.6369507 , 1519.52322142, 1506.5807206 , 1505.62900346, 1510.87183187, 1505.17499263, 1492.64251548, 1546.24979529, 1545.4938088 , 1544.30370939, 1547.17776616, 1630.42711857, 1630.77455638, 1629.72617223, 1630.58787839, 1617.14429409, 1573.6231154 , 1585.169542 , 1584.10112748, 1649.16373247, 1665.19121883, 1678.26369583, 1605.49071441, 1605.11548478, 1636.85965204, 1608.65432274, 1608.40812684, 1562.66533572, 1559.87585376, 1581.9152874 , 1586.26785688, 1585.97878579, 1590.99624523, 1538.28521935]])
- log_b_sigma(chain, draw)float647.42 7.421 7.377 ... 7.435 7.36
array([[7.42042236, 7.42111899, 7.37709094, 7.31490155, 7.54139962, 7.38224518, 7.35766038, 7.48893279, 7.49307709, 7.46856592, 7.40315352, 7.53858857, 7.26314039, 7.52686844, 7.46424812, 7.22192635, 7.31108388, 7.16126383, 7.42658744, 7.4107053 , 7.43098118, 7.383983 , 7.53091996, 7.509621 , 7.4661772 , 7.30882847, 7.43414487, 7.44621661, 7.28100297, 7.28794143, 7.21896255, 7.53281108, 7.23320564, 7.46900534, 7.43212933, 7.36107475, 7.31365071, 7.38785543, 7.52424557, 7.2950792 , 7.44921964, 7.30326776, 7.48578223, 7.19370673, 7.54572726, 7.2430565 , 7.39566596, 7.32034495, 7.40894363, 7.38477536, 7.29936154, 7.34689405, 7.48225977, 7.29075428, 7.29214959, 7.40881283, 7.36870887, 7.52698772, 7.29848717, 7.32203952, 7.35676054, 7.3274074 , 7.33158766, 7.5990671 , 7.53165056, 7.4332393 , 7.47805461, 7.4987718 , 7.51895753, 7.40227969, 7.29046176, 7.68069887, 7.31798601, 7.612685 , 7.46538078, 7.49582123, 7.52283216, 7.48876228, 7.57328201, 7.59416447, 7.53122485, 7.57557688, 7.49504371, 7.57533406, 7.37943041, 7.35664923, 7.45967951, 7.46179763, 7.416851 , 7.45278362, 7.35655179, 7.43896828, 7.47899513, 7.40181027, 7.37137095, 7.40624746, 7.44542389, 7.35560691, 7.65256221, 7.66552095], [7.73715265, 7.74678129, 7.81020228, 7.70196888, 7.73129605, 7.7555944 , 7.66643138, 7.77002748, 7.69108696, 7.66994162, 7.66993723, 7.66955394, 7.64793969, 7.62210909, 7.59763726, 7.54811052, 7.70457428, 7.53685941, 7.55089429, 7.61539048, 7.57202773, 7.54287821, 7.49676323, 7.47537416, 7.72648386, 7.5064742 , 7.51262312, 7.51421666, 7.51716204, 7.52423277, 7.57343448, 7.55215689, 7.45357248, 7.53293239, 7.51680336, 7.51233529, 7.53139864, 7.51716848, 7.6263677 , 7.62285087, 7.59915464, 7.48829614, 7.55699223, 7.48884055, 7.51598799, 7.48642883, 7.52101907, 7.55542758, 7.48519667, 7.32899497, 7.38838864, 7.40278012, 7.29000187, 7.39418729, 7.48273302, 7.48617756, 7.35243388, 7.32048421, 7.22205249, 7.48163355, 7.46236964, 7.31307437, 7.32326694, 7.41774214, 7.33714164, 7.4172068 , 7.35716383, 7.47662977, 7.41016148, 7.43502805, 7.44790415, 7.5719305 , 7.55673129, 7.4402737 , 7.43168943, 7.42883016, 7.33142988, 7.49991647, 7.35055884, 7.496292 , 7.50268554, 7.49789232, 7.40735023, 7.46910526, 7.43248447, 7.41907838, 7.42452599, 7.4803041 , 7.40631958, 7.59061258, 7.41756252, 7.33305368, 7.4593379 , 7.48543235, 7.36534454, 7.41872491, 7.34857444, 7.40678387, 7.38772858, 7.33530916], [7.58777649, 7.63019637, 7.47848555, 7.67658049, 7.53849645, 7.54585553, 7.63732251, 7.47030452, 7.48254289, 7.53995272, 7.57999406, 7.50517399, 7.40883302, 7.43394912, 7.47551144, 7.41757319, 7.50537506, 7.54538223, 7.51260907, 7.48489118, 7.43471245, 7.5060723 , 7.46305837, 7.21578866, 7.45897436, 7.28927794, 7.29067252, 7.39065878, 7.45644246, 7.27405262, 7.48764897, 7.38486398, 7.36357677, 7.29895476, 7.4830887 , 7.38714616, 7.47415503, 7.45210183, 7.19678588, 7.56768253, 7.13654494, 7.34389679, 7.35217702, 7.32785112, 7.33604691, 7.03719876, 7.56770594, 7.29350453, 7.45882031, 7.44825964, 7.40221223, 7.44820671, 7.43012166, 7.44071037, 7.54987957, 7.30279114, 7.33336513, 7.42951783, 7.38182351, 7.48355358, 7.31879494, 7.6287034 , 7.59683408, 7.25710653, 7.25635266, 7.32429283, 7.39932958, 7.52814968, 7.47916351, 7.42428916, 7.52411642, 7.263472 , 7.52765891, 7.55642254, 7.3067757 , 7.42545248, 7.38334564, 7.28028113, 7.35155256, 7.43514886, 7.44501492, 7.45809585, 7.49247518, 7.64070247, 7.51009541, 7.36491692, 7.41711826, 7.40712402, 7.38120109, 7.42336254, 7.39543754, 7.53002716, 7.38935072, 7.28985749, 7.4938528 , 7.49455343, 7.3381801 , 7.22387921, 7.32479197, 7.40914732], [7.51167876, 7.49151569, 7.54071767, 7.41416061, 7.40926948, 7.40695967, 7.35307652, 7.56342571, 7.47589579, 7.48723131, 7.42271209, 7.47129621, 7.32572568, 7.33046782, 7.38015132, 7.38150119, 7.44926524, 7.45401416, 7.46950703, 7.33154886, 7.36682027, 7.28443271, 7.30072359, 7.51605394, 7.38737335, 7.52394618, 7.4379479 , 7.51311961, 7.49539517, 7.29092522, 7.62894623, 7.54115518, 7.58374817, 7.64929709, 7.37922338, 7.43004557, 7.49085318, 7.43644515, 7.45341968, 7.52050487, 7.3740826 , 7.43634947, 7.48257566, 7.45452656, 7.47283673, 7.4085987 , 7.41523302, 7.34278488, 7.36156997, 7.59860971, 7.250902 , 7.23313207, 7.42649868, 7.41467079, 7.44800143, 7.46084943, 7.41260409, 7.44287071, 7.34710784, 7.34937126, 7.22396941, 7.25251486, 7.56529299, 7.52083704, 7.31188562, 7.55666038, 7.54609988, 7.34442942, 7.59418306, 7.44585225, 7.47317703, 7.54037601, 7.36544986, 7.23370179, 7.40959277, 7.42680027, 7.4628774 , 7.47219109, 7.3557279 , 7.31906121, 7.48799072, 7.42152288, 7.49102801, 7.51409962, 7.32599816, 7.28720308, 7.2961877 , 7.45375215, 7.46065628, 7.48401433, 7.41018126, 7.38382112, 7.38995077, 7.53730997, 7.35322471, 7.48468323, 7.25261707, 7.52140276, 7.43490828, 7.35976814]])
- c0(chain, draw)float643.981 -3.339 12.62 ... -8.23 19.64
array([[ 3.98055331e+00, -3.33901462e+00, 1.26188891e+01, 5.93544858e+00, 3.05132259e+00, 3.81439837e+00, 4.33364218e+00, 7.97996213e+00, 7.65339998e+00, 1.54814563e+01, 1.54496677e+01, -4.42161003e+00, -4.47817620e+00, -2.41827595e+00, 1.44676527e+01, 1.44546043e+01, 1.47017738e+01, 6.35916299e+00, 7.18189612e+00, 9.14942106e+00, 4.00224690e+00, 2.14372066e+00, 1.99901936e+00, 3.28331030e+00, 6.36811498e+00, 6.86742534e+00, 3.13973134e+00, 3.19966393e+00, 5.01533631e+00, 4.23878732e-01, 7.51706352e+00, 7.59570587e+00, 3.79535984e+00, 3.67724359e+00, 7.16507207e+00, -5.97383954e-01, 8.24840453e-01, -4.82504325e+00, 1.23494041e+01, 4.00808288e+01, -2.86566111e+01, -4.76560632e+01, -6.33935773e+01, 2.64532785e+01, 2.25648616e+01, 1.17932472e+01, 1.13871255e+01, 2.17581842e+01, 2.43795448e+01, 2.29072025e+01, -7.80000267e+00, 3.54489010e+00, 3.54647019e+00, 1.02734203e+01, 8.31907763e+00, 4.85106352e+00, 4.59412750e+00, 2.88239321e+00, -1.24171493e+01, 8.61473510e+00, 6.85800272e+00, 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4.94619793e-01, 9.61890582e+00, 9.61242562e+00, 1.05032986e+01, 6.48232798e+00, 4.23836097e+00, 5.83947494e+00, 7.41158756e+00, 4.75534901e+00, 3.84486069e+00, 3.74197621e+00, 1.20264979e+01, 6.44178959e+00, 6.95510097e+00, 2.16628612e+00, 7.99264775e+00, 3.44807426e+00, 7.82683530e+00, 7.99009118e+00, 2.71282598e+00, -3.30319440e-01, -3.51212360e-01, 1.35882267e+01, 4.48258026e+00, 3.11608138e-01, 5.33529896e+00, 1.33389022e+01, -2.46033530e+00, -3.16955577e+00, -1.91769907e+00, 1.19357965e+01, 1.08188874e+01, 1.69055340e+00, 2.23819771e+00, 6.56291926e+00, 6.68009990e+00, 9.21360526e+00, 6.66194940e+00, 2.08765192e+00, 1.02977294e+01, 1.67378171e+00, 8.42540999e+00, 1.44576089e+01, 1.42297571e+01, -6.26998370e-02, 5.23557313e+00, 4.85184206e+00, 6.93873266e+00, 1.03037281e+01, 1.77807243e+00, 9.70095085e+00, 9.09384959e-01, 1.17052250e+01, -5.04685916e+00, 1.65018768e+01, 6.00903234e+00, 5.88092634e+00, 2.25832852e+00, 4.00172523e-01, 9.18570351e+00, 1.02863121e+01, -6.52118264e+00, 6.49616378e+00, 6.90760266e+00, -5.43101072e-01, -2.97682298e+00, 1.31866566e+01, 7.57330311e+00, 7.49832864e+00, -2.98022649e-01, 1.05776419e+01, 1.06054071e+01, -1.60403711e+00, 1.26487057e+01, 1.27780073e+01, 1.26306256e+01, 1.23731266e+01, 1.20319483e+00], [ 5.19188235e+00, -1.49520532e+00, 1.04416773e+01, -3.86330643e-01, 1.07812787e+01, 5.00284821e-01, 6.33943883e-02, 1.15812741e+01, -9.51453334e-01, -6.50012562e-01, 8.66985677e+00, -4.80145636e+00, -4.34322540e+00, 2.70181968e+00, 9.59194049e+00, 2.57677586e+00, -4.03804700e+00, 1.49638673e+01, 1.36795491e+01, 4.95087664e+00, 4.92023615e+00, 4.23822787e+00, 3.42194547e+00, 1.67475191e+01, -8.21055610e+00, -8.96350165e+00, -8.93014951e+00, 2.37806742e+01, 2.45497637e+01, 2.27962103e+01, 2.29276195e+01, -1.95823632e+01, 4.51605826e+00, 6.02192800e+00, 5.96181982e+00, 9.13592543e+00, 8.36989515e+00, 1.81280367e+00, 1.24370006e+01, -8.32044984e-01, -9.00285544e-01, 8.01709544e+00, -9.39859742e-01, -1.30152587e+00, -1.39251959e+00, 7.96224429e+00, 8.23317418e+00, 1.45259647e+00, 1.43286316e+00, 4.43632727e+00, 3.92395685e+00, -6.99675287e-01, 1.15887414e+00, 1.11045099e+01, 5.35028810e+00, 5.45827446e+00, 6.94837455e+00, -4.77698712e+00, 3.68105384e+00, 6.84558626e+00, 1.16633312e+00, -2.65070633e+00, 1.32225325e+01, 1.33423547e+01, 1.06388309e+01, 7.53288603e+00, -1.22004242e+00, -6.64238986e-01, 6.74071294e+00, -6.67581259e+00, -7.07895091e+00, 1.29322300e+01, 7.07048934e+00, 6.25658848e+00, 4.78240430e+00, 2.16125314e+00, 2.05813236e+00, 2.57873771e+00, -3.89544213e+00, -2.44592192e+00, -2.15165154e+00, 3.89149605e-01, 1.21417786e+01, 7.03328316e+00, 9.26972652e+00, 1.54295633e+00, 1.43610846e+00, 1.38163968e+00, 2.31281523e+00, 5.25493407e+00, 5.30992883e+00, 5.99001687e+00, 5.84262700e+00, 2.45360600e+00, 3.32656200e+00, 4.35545340e+00, 5.89369956e+00, 5.86182089e+00, 4.28972174e+00, 5.99066016e+00], [ 4.46193445e+00, 7.08549810e+00, 6.48470869e+00, 6.34486875e+00, 6.55543124e+00, 9.20999331e+00, 6.51212824e+00, 6.16184521e+00, 4.49170010e+00, 5.82342374e+00, 6.11269779e+00, 4.45431130e+00, 1.06391441e+01, 8.36124902e+00, 8.05686634e+00, 5.14889458e-01, 1.27274017e+00, -2.13308334e+00, -2.02001604e+00, -4.81521540e+00, -4.42081754e+00, -6.02816908e+00, -5.70030702e+00, -8.89223072e+00, -6.02426944e+00, -6.46464089e+00, 5.12001607e-01, -1.43359222e+01, 6.41223377e+00, -6.25017337e-01, -4.42190938e-01, 3.06020158e+00, 6.03807827e+00, 5.05481358e+00, 3.23108535e+00, 3.54366838e+00, 8.04430152e+00, 8.10019643e+00, -6.16963183e+00, -1.82685556e+01, -2.70182903e+01, -1.22154858e+01, -2.49678994e+00, 1.22912192e+01, 2.48539301e+00, 1.25498220e+00, 1.73499817e+00, 1.51754839e+01, 5.64784694e+00, 1.91879395e+00, 3.39941972e+00, 7.72088499e+00, 4.39947006e+00, 2.27946342e+00, 6.72210356e-01, 5.43685950e+00, 8.21318561e+00, 8.56993683e+00, 8.48375452e+00, 9.09488678e+00, 2.49352398e+00, 2.29301052e+00, 2.28144557e+00, -6.91204907e+00, -6.91910507e+00, -7.31078282e+00, -7.87506762e+00, -7.82229617e+00, -1.09351464e+01, -9.74670387e+00, -7.62320009e+00, 2.33124994e+00, 7.57285569e+00, 4.83543507e+00, 8.11947199e+00, 9.29632377e+00, 1.10424509e+00, 2.88529924e-01, 1.14428767e-01, -2.13850771e+00, -4.93590293e+00, 9.98321923e+00, 8.20002821e+00, -3.16501871e+00, -2.22623066e+00, -1.02205506e+01, 8.73472695e+00, 1.78053227e+00, 7.04157953e+00, 7.07009503e+00, 6.80590429e+00, 1.13358336e+01, 1.19759527e+01, 6.74667582e-01, -1.40668929e+00, 4.59080820e-01, 1.56897849e+00, 1.39014858e+00, -8.23021728e+00, 1.96388828e+01]])
- c1(chain, draw)float644.955 6.046 4.439 ... 6.263 3.965
array([[ 4.95538731, 6.04596801, 4.43879002, 5.04728677, 5.47046789, 4.84657856, 5.42192633, 5.15715257, 4.75894007, 4.01049006, 3.63363664, 6.40959275, 6.39867578, 6.24637066, 4.4469793 , 4.8717446 , 3.75895802, 5.10035311, 5.01901866, 5.08512072, 5.26563955, 5.34873634, 5.40603188, 5.11524066, 5.1115059 , 4.56039377, 5.13754476, 5.14738157, 5.20518581, 5.45298361, 4.99847117, 4.87858948, 5.24845391, 5.02859648, 5.00736881, 5.30282408, 5.57510595, 5.971943 , 4.49880977, 2.38719208, 8.0639965 , 10.2012345 , 10.37733072, 3.1839239 , 3.61937398, 4.55662397, 4.40794168, 3.78464857, 3.4851412 , 3.98069446, 6.36554266, 4.97615024, 5.38001938, 4.55074045, 5.0521433 , 5.32160996, 4.92679359, 5.16335213, 6.51901639, 5.2637321 , 5.27911489, 5.48871765, 4.76839623, 4.93389939, 4.73729063, 5.60026175, 4.82071935, 4.45672081, 3.66588487, 3.60867239, 5.96977291, 5.33110031, 5.5945237 , 4.67589698, 5.11291971, 4.73652469, 5.29944849, 4.68697943, 5.01133634, 4.62955401, 4.27353243, 5.38700449, 4.92268051, 4.24383918, 4.56725862, 5.56241824, 5.52857022, 5.87296377, 5.32609767, 5.34258412, 5.08344013, 5.18987192, 5.07542897, 5.05988974, 4.74296379, 4.24974468, 4.33068008, 5.8272377 , 5.62323623, 6.07622102], [ 6.04189654, 4.65945777, 5.14498919, 5.22470582, 4.84497927, 4.3360009 , 4.7886693 , 5.54080212, 5.75412863, 5.66188972, 4.76169225, 5.55744682, 4.40846754, 4.62834226, 4.95829991, 4.91599133, 4.94755853, 5.08800653, 4.87020682, 4.95035707, 4.95725981, 5.32626141, 5.40049606, 5.05105964, 4.80343549, 4.5914086 , 4.86335208, 5.33456097, 5.09503865, 4.79977966, 4.98590066, 4.99217418, 5.36583136, 4.73776802, 5.13908633, 4.9480306 , 5.35422762, 5.0020756 , 5.13463601, 4.95351806, 4.83024921, 5.37090081, 5.37933494, 5.37290112, 4.515123 , 5.24526165, 5.41622263, 5.05776926, 4.39786698, 5.70695156, 5.76739924, 5.49914684, 4.44960637, 4.72457185, 5.29824498, 5.44791153, 5.0879548 , 4.98236522, 5.1831009 , 5.10436247, 5.40849676, 4.51475497, 5.55177749, 4.53676945, 4.41943903, 4.62457799, 4.96904678, 4.59369925, 4.99760627, 5.04632106, 4.57702873, 4.80124395, 5.17834312, 5.78406963, 4.87814241, 5.56183496, 4.38019603, 5.18648906, 5.4299385 , 5.43195354, 5.25855043, 4.99923049, 4.96031203, 6.66625384, 4.77673206, 4.65553673, 5.43952136, 5.96150983, 4.60875458, 4.80583622, 5.00748632, 5.49199201, 4.3438505 , 4.79858118, 5.83815068, 4.66631682, 4.34252118, 4.21154734, 5.00341374, 5.38543351], [ 5.06306676, 5.60945292, 4.59591343, 5.54500229, 4.88039007, 5.47432207, 5.53099361, 4.47017481, 5.48918143, 6.04309097, 4.47349024, 5.58414826, 5.93776817, 5.35803853, 4.65844724, 5.2722252 , 5.90540874, 4.43292861, 4.62973459, 5.56888132, 5.66844571, 5.29218808, 5.28465169, 4.02669951, 6.12969742, 6.37762905, 6.48554381, 3.77214365, 1.53126833, 2.93926926, 3.4014951 , 7.46914912, 4.89104197, 5.01870836, 4.82371842, 5.07883378, 5.06176737, 5.5185091 , 4.69385741, 5.75411489, 5.34396402, 4.98482161, 5.78568366, 5.61434861, 5.6638456 , 4.94643967, 4.98430081, 5.01371541, 5.38891535, 5.43129037, 5.13164652, 6.00685088, 5.3330742 , 4.48194031, 5.00981203, 5.12889275, 4.92451047, 6.07114325, 5.03591877, 5.01603516, 5.48505975, 5.56155074, 4.21194412, 4.26147162, 4.85428836, 5.10307601, 5.457139 , 6.19608362, 5.50163422, 6.82317534, 5.45373523, 4.72567484, 4.97682933, 4.8966925 , 5.21019208, 5.43350486, 5.16131841, 4.27221567, 6.43611121, 6.13301542, 6.27241796, 5.53461462, 4.45189595, 5.10219681, 4.94311214, 5.22709488, 5.2870856 , 5.16846408, 5.02441773, 4.81201814, 4.91828544, 5.40939427, 5.55843084, 5.48702098, 4.97341893, 4.9648806 , 5.11278887, 5.15979277, 5.0833051 , 4.92693269], [ 5.11780447, 5.02164429, 5.07612848, 5.09100322, 4.91686083, 4.42908748, 4.99781016, 4.81679059, 4.82538234, 4.63225595, 5.79021 , 5.8623454 , 4.71493638, 5.48995383, 4.73773036, 5.6795581 , 4.6058568 , 4.89763218, 6.37814707, 6.42960414, 6.50683076, 6.54287303, 5.49849046, 6.44201405, 5.81499446, 5.55057519, 5.1512982 , 7.70812991, 4.21855965, 5.42987604, 4.50431517, 4.58896739, 4.91321596, 5.88877892, 4.9584564 , 5.55328381, 4.96022673, 5.03584503, 6.26801192, 6.53489313, 10.18534479, 6.86684128, 6.04359055, 4.26747019, 5.60845397, 5.30942276, 5.44371216, 4.33867432, 5.24293593, 5.19141224, 5.41426968, 4.70046955, 4.92312613, 5.56716015, 5.69064672, 4.7983236 , 5.07081641, 4.38138782, 4.42176526, 5.10871324, 4.75862615, 5.29709227, 5.60257065, 6.25372704, 6.12170329, 6.74852333, 6.69295676, 5.97880007, 6.75578771, 6.27664986, 6.06775482, 5.45275828, 4.95875343, 5.44540635, 5.15839395, 4.42765214, 5.27044457, 5.54697922, 5.48940435, 6.23540651, 5.8144707 , 4.72810987, 4.67191263, 5.96819344, 6.00073285, 6.18217809, 4.56801604, 5.1444725 , 4.703447 , 4.8255217 , 5.08086539, 4.71876845, 4.52206736, 5.46928866, 5.63871272, 5.50527454, 6.07521276, 5.40208067, 6.26342944, 3.96547832]])
- log_c_sigma(chain, draw)float641.929 1.511 2.26 ... 2.223 1.773
array([[1.9294313 , 1.51071002, 2.25959183, 1.47636734, 1.75271059, 1.80001547, 1.8529351 , 1.98735569, 1.49903878, 2.57569138, 1.95957037, 2.21558067, 2.02019673, 2.48902531, 1.9643389 , 2.0320627 , 1.97572627, 1.83365241, 1.09353052, 2.44614269, 1.58966497, 2.01728324, 1.38995859, 1.55653794, 1.48141697, 2.50633479, 1.25431762, 1.77378146, 1.66698347, 1.73196327, 1.39914651, 1.29703669, 1.68128677, 1.22638218, 1.74926266, 1.67916228, 1.64670916, 1.67146805, 1.86898637, 2.6448424 , 2.51917201, 3.58664626, 3.11941381, 2.79709547, 2.16716471, 1.8188419 , 1.51038343, 2.23601161, 2.31524133, 2.47053186, 2.33691701, 1.69722474, 1.71473255, 2.00275691, 1.33990677, 1.34960128, 1.67381074, 1.95813209, 2.64103146, 1.99951361, 1.81214411, 1.78264608, 1.45584169, 1.45093412, 1.64129674, 1.43910896, 1.74201019, 1.73960771, 2.07027601, 2.00740893, 1.77410358, 1.61406974, 1.4208225 , 1.33645635, 1.27320955, 1.29043276, 2.55972987, 1.41655582, 1.30541497, 1.60153835, 2.02785815, 1.65685191, 1.6370086 , 2.15422431, 2.18757246, 2.80346174, 3.1352479 , 2.73438558, 2.46534085, 1.34924615, 1.34614966, 1.55261855, 1.78849022, 2.01276899, 2.31646753, 1.52364041, 2.07989181, 1.45779665, 1.71601508, 1.76469815], [2.88752352, 1.96745271, 1.99891282, 1.09903405, 1.35323064, 2.11779832, 1.8362782 , 1.75217803, 1.71257644, 1.88001503, 1.85970128, 2.29757076, 1.69595087, 1.89977146, 1.64870187, 1.53951975, 1.43536723, 1.54110905, 1.97285179, 1.46227021, 1.59984326, 1.57153652, 2.20302321, 1.25297446, 1.25492332, 1.28914749, 1.91247847, 2.38290539, 1.95435138, 1.61618445, 1.76087324, 1.72828183, 1.02378202, 1.94857758, 1.69902981, 1.16296279, 1.08414123, 1.16052926, 2.06564011, 1.86283786, 1.40082072, 1.75234796, 2.03622039, 1.70252302, 1.80222516, 1.4659988 , 1.63975603, 2.0447653 , 2.30691472, 2.31875432, 1.60750688, 1.76348522, 1.24350028, 1.93576837, 1.77043808, 1.31975929, 1.41320285, 1.90760752, 2.07037875, 1.22982955, 1.23744442, 1.83137393, 1.68069499, 1.92297938, 1.5750696 , 1.75352521, 1.7198136 , 1.80224802, 1.67872323, 1.43520501, 1.39367448, 2.0716757 , 1.89250747, 1.90668005, 1.76366384, 2.41754475, 2.19261964, 1.72713879, 1.89070213, 1.38737817, 1.55373174, 1.57751914, 1.76766773, 2.92547229, 2.32100258, 1.76241131, 1.69507891, 1.76232436, 1.75797592, 1.50190438, 1.31812114, 1.46500527, 1.49839333, 1.8511059 , 2.19387671, 1.96911163, 1.56201076, 2.20904032, 2.21454196, 2.0875768 ], [1.74177227, 2.29779747, 1.97016997, 1.78752049, 1.89050214, 1.49094497, 1.4375248 , 2.44686859, 2.3666212 , 1.88488714, 1.81941289, 2.53437079, 2.11689442, 1.72201384, 1.28795846, 1.43224359, 1.76039409, 2.34987034, 2.39162012, 1.70611501, 1.98015537, 1.37040769, 1.38636831, 2.06665529, 1.79271954, 2.26744388, 2.78722433, 2.21884998, 2.86991961, 1.9209859 , 2.20787277, 2.49371969, 1.01705827, 1.30998485, 1.66464335, 1.74805328, 1.44380876, 1.88204028, 2.34659836, 1.23745361, 1.59297387, 1.52146403, 1.71741956, 1.68098244, 1.54541507, 1.80290481, 1.56093873, 1.83616794, 1.56207949, 1.43313544, 1.30395462, 2.38868703, 1.24867751, 1.25783035, 2.17740059, 2.35010119, 1.73076846, 2.07353203, 1.45181582, 1.46248564, 1.51698613, 1.6104521 , 2.25417693, 1.96180256, 1.82479382, 1.38594027, 2.15701796, 2.00044478, 1.68940878, 2.3119504 , 2.06827139, 1.87419576, 1.81617039, 1.45925221, 1.77046472, 2.03575096, 1.98638129, 2.45310255, 2.42488892, 2.48383393, 2.87631361, 1.34536769, 1.57280033, 1.53572264, 1.58363496, 1.33856824, 1.90478917, 1.97130811, 1.86428153, 1.44866886, 1.44383144, 2.50403639, 1.96696568, 2.01821429, 1.97999077, 1.21410923, 1.26816107, 1.62813535, 1.49572939, 1.43714403], [1.5382727 , 1.33357985, 1.33855087, 1.38624061, 1.64256641, 1.9478934 , 2.28160038, 1.90149413, 1.60161838, 1.64089307, 2.07361029, 2.04815159, 2.16999605, 1.86278292, 1.76929989, 2.34074018, 1.97559917, 2.0404063 , 2.26454465, 2.62482308, 2.42551952, 2.5140122 , 1.63478441, 2.32333538, 1.91449244, 2.697041 , 1.55855682, 2.91027295, 2.67662153, 3.00171404, 2.92562364, 3.37406597, 0.73030543, 2.31340685, 1.81121915, 1.63392995, 1.60290685, 1.49842506, 1.87745031, 3.79142538, 3.82997942, 2.45159729, 1.94307239, 1.8752822 , 1.62203788, 1.44697374, 1.64168733, 1.69428801, 2.11345746, 1.36292064, 1.27720432, 1.33917907, 1.55013847, 1.60982694, 1.49314054, 1.79594038, 1.45758687, 2.43124661, 2.27807741, 2.41462311, 2.36643209, 1.64429694, 2.06191817, 1.69676382, 1.93526292, 2.67800062, 2.42712507, 1.85900985, 1.97523946, 1.97655058, 1.69747471, 1.67368709, 1.77586306, 1.43747517, 1.65753947, 2.18979178, 1.84868596, 2.31334022, 2.53662122, 2.61459402, 2.64277344, 1.89458833, 1.25029713, 1.49290094, 2.28544899, 1.9763679 , 1.81308556, 1.4179182 , 1.88452912, 1.59915802, 1.6140824 , 1.7149037 , 2.31003235, 1.80201937, 1.30467917, 2.019063 , 2.33321552, 1.24042665, 2.22326153, 1.77266011]])
- b_sigma(chain, draw)float641.67e+03 1.671e+03 ... 1.571e+03
array([[1669.73859486, 1670.90218738, 1598.93161125, 1502.52386906, 1884.46571156, 1607.19415444, 1568.1633548 , 1788.14275787, 1795.56872054, 1752.09224379, 1641.15167482, 1879.17582822, 1426.72999108, 1857.28020593, 1744.54336808, 1369.12393133, 1496.79866235, 1288.53839948, 1680.06446484, 1653.59222047, 1687.46247273, 1609.989603 , 1864.8202744 , 1825.52154766, 1747.91197668, 1493.42656762, 1692.80952953, 1713.36851972, 1452.44404716, 1462.5568141 , 1365.07213823, 1868.35021718, 1384.65410144, 1752.8623155 , 1689.40103491, 1573.52679695, 1500.64563061, 1616.23626371, 1852.41517269, 1473.03355574, 1718.52156436, 1485.14510217, 1782.51797126, 1331.02783096, 1892.63867543, 1398.36153335, 1628.90934484, 1510.72499706, 1650.68169721, 1611.26579861, 1479.35511677, 1551.37055525, 1776.25016692, 1466.67656883, 1468.72445716, 1650.46580155, 1585.58526679, 1857.50175297, 1478.06218382, 1513.28720776, 1566.75290085, 1521.43218397, 1527.80548691, 1996.33265583, 1866.1832177 , 1691.27726273, 1768.79641984, 1805.82314794, 1842.64538132, 1639.71822496, 1466.24759683, 2166.13308315, 1507.16549377, 2023.70445998, 1746.52047017, 1800.50278048, 1849.79879999, 1787.83787325, 1945.5150067 , 1986.56932949, 1865.38893109, 1949.98484262, 1799.10340619, 1949.5114065 , 1602.67663639, 1566.57851556, 1736.59139944, 1740.27361023, 1663.78598426, 1724.65725673, 1566.42586693, 1700.99437272, 1770.46080031, 1638.94869072, 1589.81184855, 1646.23717623, 1712.01084404, 1564.94648607, 2106.03477727, 2133.50393455], [2291.93714498, 2314.11195515, 2465.62913402, 2212.70024892, 2278.55340093, 2334.59661677, 2135.44722506, 2368.53638157, 2188.7523528 , 2142.95634071, 2142.9469279 , 2142.12571685, 2096.3220612 , 2042.8661772 , 1993.48024482, 1897.15471605, 2218.4727325 , 1875.92923717, 1902.44330307, 2029.18695251, 1943.07632637, 1887.25412904, 1802.19966545, 1764.06160268, 2267.61490805, 1819.78602562, 1831.01020359, 1833.93032704, 1839.33991089, 1852.39147627, 1945.81166962, 1904.84684791, 1726.01830393, 1868.57687248, 1838.68029869, 1830.48326286, 1865.71314159, 1839.35175671, 2051.5844906 , 2044.38210587, 1996.5074126 , 1787.00468952, 1914.07974069, 1787.97781673, 1837.18170216, 1783.67090939, 1846.44799746, 1911.08721528, 1781.47450418, 1523.84949281, 1617.0982901 , 1640.53898575, 1465.57343734, 1626.50251638, 1777.09097793, 1783.22278442, 1559.98873135, 1510.93539921, 1369.29663936, 1775.13817992, 1741.26935481, 1499.78099728, 1515.14577742, 1665.26930894, 1536.31448443, 1664.37806734, 1567.38488868, 1766.27797071, 1652.69320829, 1694.30524633, 1716.2623445 , 1942.88741301, 1913.58034656, 1703.21633201, 1688.65803568, 1683.83660226, 1527.56444881, 1807.89139371, 1557.06643231, 1801.35061544, 1812.90450442, 1804.23565528, 1648.0535949 , 1753.03747694, 1690.00111866, 1667.49600883, 1676.60466347, 1772.77980444, 1646.355904 , 1979.52576775, 1664.97022661, 1530.04691793, 1735.9982784 , 1781.89440484, 1580.25979066, 1666.90670385, 1553.97965906, 1647.1204578 , 1616.03125463, 1533.5018021 ], [1973.91960769, 2059.45439241, 1769.55884597, 2157.23047979, 1879.00273178, 1892.88146495, 2074.18278163, 1755.14107305, 1776.7531328 , 1881.74104976, 1958.61732168, 1817.42145114, 1650.49912254, 1692.47818762, 1764.30379524, 1664.98798939, 1817.78691362, 1891.98577048, 1830.98448327, 1780.93035859, 1693.77061262, 1819.05478785, 1742.46903503, 1360.74641323, 1735.36728878, 1464.51284908, 1466.55665147, 1620.77349942, 1730.9790567 , 1442.38406181, 1785.84856871, 1611.40859641, 1577.46873162, 1478.75346172, 1777.72316722, 1615.09032191, 1761.91229167, 1723.48181126, 1335.13258982, 1934.65159241, 1257.07759741, 1546.72766399, 1559.58808771, 1522.10742312, 1534.63356821, 1138.19477644, 1934.69687807, 1470.71583867, 1735.09996971, 1716.87256374, 1639.60761816, 1716.78170108, 1686.01268697, 1703.96023622, 1900.51383109, 1484.43742445, 1530.52352693, 1684.99491616, 1606.51659602, 1778.5497778 , 1508.38517331, 2056.38197996, 1991.87977977, 1418.14722556, 1417.07853059, 1516.70095064, 1634.8879947 , 1859.66134029, 1770.75893835, 1676.20763816, 1852.17596453, 1427.20319325, 1858.7489083 , 1912.98960665, 1490.36406014, 1678.15874228, 1608.9637892 , 1451.39599622, 1558.61449594, 1694.50994125, 1711.31082028, 1733.84340906, 1794.48827214, 2081.20527926, 1826.38778784, 1579.5841837 , 1664.23071664, 1647.68082163, 1605.51698686, 1674.65514902, 1628.53731729, 1863.15611299, 1618.65480651, 1465.36185201, 1796.96211451, 1798.22155815, 1537.9107277 , 1371.80025971, 1517.45818445, 1651.01796394], [1829.28188915, 1792.76730944, 1883.1810494 , 1659.3157788 , 1651.21966437, 1647.41005105, 1560.99156238, 1926.43363128, 1764.98202472, 1785.10284988, 1673.56621394, 1756.88250667, 1518.87571684, 1526.09554887, 1603.83243678, 1605.99887466, 1718.59991652, 1726.78082531, 1753.74193119, 1527.74621129, 1582.59354762, 1457.434116 , 1481.37144913, 1837.30286464, 1615.45729606, 1851.86067278, 1699.25958677, 1831.91950414, 1799.73582041, 1466.92730414, 2056.88140516, 1884.00513486, 1965.98401863, 2099.16954951, 1602.34486425, 1685.88440469, 1791.57998442, 1696.70794436, 1725.75459948, 1845.49878715, 1594.1287116 , 1696.54561639, 1776.81134538, 1727.66585237, 1759.59110202, 1650.11242566, 1661.096192 , 1545.00879862, 1574.30624318, 1995.41975594, 1409.37552763, 1384.55223998, 1679.91534769, 1660.16254133, 1716.42930389, 1738.62427241, 1656.73502472, 1707.64534405, 1551.70226723, 1555.21838833, 1371.92399088, 1411.65049462, 1930.03417264, 1846.11192055, 1497.99918522, 1913.44465214, 1893.34404912, 1547.55170889, 1986.60624776, 1712.74435767, 1760.18998459, 1882.53774225, 1580.42623941, 1385.34127121, 1651.75357253, 1680.42206525, 1742.15372908, 1758.45540441, 1565.13584968, 1508.78687664, 1786.45898258, 1671.57717638, 1791.89322965, 1833.7156865 , 1519.28964284, 1461.47734666, 1474.66732635, 1726.32845994, 1738.28848511, 1779.36944044, 1652.72590095, 1609.72899164, 1619.6263701 , 1876.77464569, 1561.2229145 , 1780.56004376, 1411.79477936, 1847.15659861, 1694.10233081, 1571.47215665]])
- c_sigma(chain, draw)float646.886 4.53 9.579 ... 9.237 5.886
array([[ 6.88559329, 4.52994601, 9.57917848, 4.37701654, 5.77022219, 6.04974104, 6.37851366, 7.29621479, 4.47738323, 13.14039907, 7.09627766, 9.16673041, 7.53980808, 12.04952582, 7.13019728, 7.62980818, 7.2118555 , 6.25669702, 2.98479337, 11.54373297, 4.90210628, 7.51787292, 4.01468381, 4.74237439, 4.39917478, 12.25991245, 3.5054455 , 5.89309579, 5.2961676 , 5.6517389 , 4.05174037, 3.6584395 , 5.37246465, 3.40887451, 5.75036117, 5.36106299, 5.18987265, 5.31997207, 6.48172297, 14.08122575, 12.41831011, 36.1127598 , 22.63310854, 16.39695216, 8.73348698, 6.16471495, 4.52846682, 9.35594168, 10.12736666, 11.82873636, 10.34928061, 5.45877681, 5.55518959, 7.4094552 , 3.81868747, 3.85588782, 5.33244972, 7.08607856, 14.02766517, 7.38546303, 6.12356297, 5.94556807, 4.28809117, 4.26709864, 5.16185875, 4.21693668, 5.70880769, 5.69510887, 7.92701072, 7.44400443, 5.89499437, 5.02321285, 4.14052462, 3.80553409, 3.57229965, 3.63435902, 12.9323234 , 4.12289596, 3.68921969, 4.96065777, 7.59779557, 5.24278009, 5.13977138, 8.62120018, 8.91354885, 16.50167255, 22.9943354 , 15.40027827, 11.76749244, 3.85451869, 3.84260167, 4.72382359, 5.98041656, 7.4840118 , 10.13979247, 4.58890029, 8.00360298, 4.29648243, 5.56231886, 5.83980935], [17.94880474, 7.15243395, 7.3810272 , 3.00126555, 3.86990765, 8.31281521, 6.27314737, 5.76715002, 5.54322486, 6.55360338, 6.42181816, 9.9499822 , 5.4518275 , 6.68436665, 5.20022489, 4.66235063, 4.20118751, 4.66976641, 7.19115495, 4.31574609, 4.95225613, 4.81403938, 9.05233929, 3.50074031, 3.50756942, 3.62969089, 6.76984689, 10.83634093, 7.05933869, 5.03384671, 5.81751526, 5.63097065, 2.78370291, 7.01869693, 5.46863919, 3.19939839, 2.95689942, 3.19162203, 7.89034696, 6.4419923 , 4.05852954, 5.76813014, 7.66159658, 5.48777572, 6.06312386, 4.33186775, 5.15391197, 7.72734472, 10.04339011, 10.16300654, 4.99035415, 5.83273035, 3.46773029, 6.92936633, 5.87342585, 3.7425204 , 4.10909515, 6.73695151, 7.92782525, 3.42064643, 3.44679365, 6.24245745, 5.36928626, 6.84131101, 4.83107784, 5.77492468, 5.58348761, 6.06326252, 5.35870974, 4.20050608, 4.02962966, 7.93811386, 6.63598738, 6.73070605, 5.83377228, 11.21828176, 8.95865088, 5.62453789, 6.62401794, 4.00433758, 4.72908499, 4.84292627, 5.85717692, 18.6430288 , 10.18588132, 5.82646989, 5.44707576, 5.82596331, 5.80068445, 4.49023202, 3.73639462, 4.32756606, 4.47449426, 6.36685675, 8.96991962, 7.16430913, 4.7683997 , 9.10697242, 9.15721379, 8.0653475 ], [ 5.70744958, 9.9522382 , 7.17189537, 5.97461994, 6.62269334, 4.44129044, 4.21026168, 11.55211563, 10.66130888, 6.58561114, 6.16823597, 12.60849496, 8.30530458, 5.59578612, 3.62537763, 4.18808499, 5.81472846, 10.48421028, 10.93118939, 5.50752321, 7.2438684 , 3.93695542, 4.00029581, 7.89836114, 6.00576316, 9.65469071, 16.23589167, 9.19674831, 17.63560044, 6.8276866 , 9.09634575, 12.10622385, 2.76504877, 3.70611756, 5.28378845, 5.74341097, 4.23680208, 6.56688953, 10.44996223, 3.44682531, 4.91835376, 4.57892395, 5.57013649, 5.37082989, 4.68991786, 6.0672461 , 4.76329061, 6.27245571, 4.76872747, 4.1918218 , 3.68383607, 10.89917431, 3.48573006, 3.51778083, 8.8233409 , 10.48663085, 5.64499022, 7.95286336, 4.27086258, 4.31667592, 4.55846583, 5.00507353, 9.52744835, 7.11213556, 6.20151627, 3.99858387, 8.64531853, 7.39234334, 5.41627752, 10.09409294, 7.91113599, 6.5155769 , 6.14826782, 4.30274076, 5.87358233, 7.65800085, 7.2891088 , 11.62435595, 11.30097403, 11.98713421, 17.7487237 , 3.83959807, 4.82012726, 4.64468077, 4.8726355 , 3.81357945, 6.71799115, 7.18006265, 6.45129913, 4.25744349, 4.23689816, 12.23176657, 7.14895136, 7.52487565, 7.24267616, 3.36729325, 3.55431042, 5.09436667, 4.46259032, 4.20865883], [ 4.65654006, 3.79460321, 3.81351322, 3.99978498, 5.16841678, 7.01389653, 9.7923393 , 6.69589151, 4.9610548 , 5.15977548, 7.95348571, 7.75355607, 8.75824947, 6.44163839, 5.86674454, 10.38892338, 7.21093893, 7.69373453, 9.62674006, 13.80213216, 11.30810267, 12.35439903, 5.12835226, 10.20967068, 6.78349487, 14.8357677 , 4.75195837, 18.36180983, 14.53590115, 20.11999389, 18.64585068, 29.1970003 , 2.07571449, 10.10880523, 6.11790155, 5.12397213, 4.96745108, 4.47463621, 6.53681675, 44.31952766, 46.06159021, 11.60687144, 6.98016388, 6.52265953, 5.06339838, 4.25023271, 5.16387534, 5.44276939, 8.27680863, 3.9075893 , 3.5865987 , 3.81590961, 4.71212262, 5.00194549, 4.45105232, 6.02513798, 4.29558123, 11.373051 , 9.75790195, 11.18555381, 10.65929295, 5.17736862, 7.86103415, 5.45626136, 6.92586477, 14.55596127, 11.32627299, 6.41737948, 7.20834556, 7.21780279, 5.46014155, 5.3317904 , 5.90537561, 4.21005273, 5.24638604, 8.93335281, 6.35146797, 10.10813173, 12.6369015 , 13.66166884, 14.05212239, 6.64981032, 3.49138021, 4.44998597, 9.83009883, 7.2164843 , 6.1293307 , 4.12851675, 6.58325382, 4.94886382, 5.02327644, 5.55614043, 10.07475057, 6.06187628, 3.68650617, 7.53126482, 10.3110437 , 3.45708812, 9.23740987, 5.88649129]])
- created_at :
- 2020-02-06T23:13:09.338879
- inference_library :
- pystan
- inference_library_version :
- 2.19.1.1
idata_stan.sample_stats
xarray.Dataset
- chain: 4
- draw: 100
- chain(chain)int640 1 2 3
array([0, 1, 2, 3])
- draw(draw)int640 1 2 3 4 5 6 ... 94 95 96 97 98 99
array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99])
- accept_stat(chain, draw)float640.9988 0.999 ... 0.9973 0.9706
array([[0.99883145, 0.99898593, 0.95890797, 0.93647561, 0.98269381, 0.99680619, 0.99987112, 0.98341257, 0.89530897, 0.98833717, 0.99758882, 0.92650558, 0.95806342, 0.96227779, 0.99368568, 0.99684205, 0.99196376, 0.84039326, 0.97534971, 0.93680343, 0.99725396, 0.98800735, 0.93721974, 0.99304334, 0.99999655, 0.95185613, 0.99503731, 0.96992139, 0.99335508, 0.99888279, 0.94827872, 0.97927202, 0.99325606, 0.973806 , 0.99763182, 0.97287679, 0.99934674, 0.9997937 , 0.91719514, 0.99804669, 0.9518555 , 0.99948057, 0.97139432, 0.95302267, 0.99828854, 0.99590678, 0.94891324, 0.98583074, 0.99498621, 0.99916924, 0.96599262, 0.99645392, 0.99240747, 0.93645138, 0.998919 , 0.99988405, 0.93978878, 0.92694405, 0.98562927, 0.99893241, 0.98417645, 0.98906697, 0.96167477, 0.99570339, 0.99487397, 0.98952821, 0.99223775, 0.99864547, 0.96763459, 0.89504226, 0.82462063, 0.99515752, 0.97103289, 0.99647256, 0.99521596, 0.98968269, 0.93854473, 0.97618058, 0.99583354, 0.99580596, 0.97902894, 0.97689381, 0.99987671, 0.92815212, 0.97577575, 0.97897987, 0.92037517, 0.89325348, 0.96643682, 0.9784434 , 0.86174876, 0.9923414 , 0.99937258, 0.99655616, 0.99582895, 0.99835066, 0.97435259, 0.96836817, 0.75144337, 0.98168501], [0.99846655, 0.99476501, 0.82339118, 0.99969649, 0.96617916, 0.97724636, 0.95937777, 0.992742 , 0.99658032, 0.96856823, 0.99418553, 0.99942633, 0.99543814, 0.99788815, 0.98710743, 0.97270383, 0.95575914, 0.9994076 , 0.99543136, 0.99296928, 0.99458523, 0.96685805, 0.93896296, 0.98541383, 0.88431144, 0.93005865, 0.89967202, 0.971125 , 0.99635048, 0.99791054, 0.99223068, 0.98671396, 0.98562919, 0.99999587, 0.95357344, 0.99623167, 0.95416467, 0.96669064, 0.97560616, 0.99354518, 0.98497405, 0.98294732, 0.99179731, 0.98296079, 0.94398544, 0.99327162, 0.97295257, 0.95934434, 0.9891477 , 0.92196223, 0.99975285, 0.95104844, 0.98250335, 0.99466386, 0.97116104, 0.99022063, 0.9619651 , 0.98948915, 0.94918076, 0.99967479, 0.92340339, 0.99743932, 0.9968087 , 0.99691341, 0.99300198, 0.99512347, 0.97584923, 0.99901288, 0.99839812, 0.99514182, 0.9848622 , 0.79482348, 0.99755862, 0.98735517, 0.99525037, 0.99923925, 0.97853768, 0.99976762, 0.99924498, 0.99866721, 0.96752239, 0.98955669, 0.94128805, 0.98271722, 0.99352639, 0.99632506, 0.94520542, 0.94215013, 0.93670149, 0.93104669, 0.98353983, 0.90473232, 0.99030253, 0.9954065 , 0.99280788, 0.99880375, 0.87771914, 0.98431603, 0.99414775, 0.99524611], [0.99977979, 0.98218208, 0.89981458, 0.97884862, 0.99779772, 0.98951742, 0.84590618, 0.99367167, 0.98256557, 0.99966636, 0.9761809 , 0.92605947, 0.93926243, 0.99754454, 0.98476287, 0.92191218, 0.99672923, 0.81195318, 0.99949918, 0.98187484, 0.9635168 , 0.96312449, 0.98940803, 0.8636352 , 0.99995565, 0.98900751, 0.9843713 , 0.99643221, 0.93593401, 0.94551029, 0.94161424, 0.94288685, 0.97442584, 0.99968721, 0.95453486, 0.96661849, 0.93094522, 0.98858749, 0.9581298 , 0.89695309, 0.90284271, 0.99990817, 0.95430335, 0.9772385 , 0.989577 , 0.72984674, 1. , 0.98200174, 0.98277598, 0.87008987, 0.99422134, 0.98187196, 0.99828768, 0.99267203, 0.86545671, 0.99890646, 0.99937858, 0.99961939, 0.99296026, 0.98375923, 0.99148394, 0.91255619, 0.98686482, 0.96846345, 0.99921108, 0.99400426, 0.96048047, 0.90627746, 0.99722139, 0.94119008, 0.93009904, 0.93858136, 0.95177211, 0.99353486, 0.99960517, 0.94024677, 0.99765777, 0.93226614, 0.99197355, 0.99424109, 0.97841912, 0.99575048, 0.96720298, 0.76116367, 0.99997322, 0.99842409, 0.99537258, 0.99870071, 0.98353936, 0.92263878, 0.98593856, 0.87925936, 0.98767638, 0.87470363, 0.95314819, 0.99864713, 1. , 0.88936309, 0.99976772, 0.99329591], [0.97703095, 0.99317365, 0.94880287, 0.99935065, 0.99562279, 0.99678525, 0.93250389, 0.99741797, 0.99407998, 0.9917511 , 0.97179979, 0.94226196, 0.99897989, 0.99801059, 0.99575952, 0.98011032, 0.96367151, 0.99979009, 0.99586874, 0.94469736, 0.98884298, 0.93942413, 0.93081825, 0.99994299, 0.99488591, 0.94747592, 0.99904732, 0.96440906, 0.99498796, 0.89220715, 0.98919642, 0.99034316, 0.95266061, 0.93520311, 0.99859949, 0.96939793, 0.99208612, 0.96924364, 0.98812683, 0.96254413, 0.98485422, 0.99897951, 0.96588539, 0.99837066, 0.99379767, 0.99398233, 0.92768772, 0.97822397, 0.99734341, 0.85428677, 1. , 0.95000932, 0.99998547, 0.9994694 , 0.99473646, 0.99907444, 0.99372555, 0.9565332 , 0.98301939, 0.9971726 , 0.86358454, 0.99982051, 0.98603433, 0.99829527, 0.90544822, 0.96924542, 0.995812 , 1. , 0.9530748 , 0.98590354, 0.99537756, 0.94824951, 0.9612174 , 0.89743301, 0.99887492, 0.97251061, 0.9919504 , 0.81567195, 0.99923644, 0.98822219, 0.91069106, 0.99115742, 0.98537712, 0.98021487, 0.99923072, 0.99464895, 0.99779625, 0.972804 , 0.99917701, 0.95709243, 0.99296332, 0.99990257, 0.99525738, 0.95168481, 0.99428361, 0.99040907, 0.91954301, 0.96306173, 0.99731282, 0.97057656]])
- stepsize(chain, draw)float640.06717 0.06717 ... 0.05834 0.05834
array([[0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298, 0.06717298], [0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471, 0.05989471], [0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407, 0.06907407], [0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202, 0.05834202]])
- treedepth(chain, draw)int643 8 9 10 10 8 10 ... 6 10 9 4 8 10
array([[ 3, 8, 9, 10, 10, 8, 10, 10, 4, 7, 6, 10, 4, 6, 10, 3, 10, 8, 10, 6, 10, 10, 4, 7, 10, 5, 7, 4, 10, 10, 8, 3, 10, 3, 6, 10, 9, 10, 10, 10, 9, 10, 10, 9, 10, 8, 6, 8, 8, 10, 10, 10, 10, 10, 7, 6, 10, 10, 9, 10, 7, 6, 10, 4, 10, 10, 10, 10, 9, 2, 8, 4, 10, 9, 10, 9, 4, 5, 10, 5, 5, 10, 10, 10, 10, 5, 5, 8, 4, 5, 10, 10, 10, 10, 10, 10, 4, 10, 3, 4], [ 4, 9, 7, 6, 10, 10, 5, 10, 6, 10, 9, 9, 10, 10, 5, 10, 10, 9, 10, 5, 10, 8, 10, 8, 3, 8, 7, 10, 9, 8, 10, 9, 10, 10, 7, 10, 9, 10, 10, 7, 4, 9, 10, 4, 9, 10, 10, 6, 10, 10, 5, 10, 10, 10, 10, 10, 7, 4, 10, 6, 10, 10, 10, 10, 10, 10, 10, 7, 10, 10, 10, 10, 10, 10, 10, 10, 8, 10, 3, 10, 10, 10, 5, 10, 7, 10, 10, 10, 9, 10, 3, 7, 10, 10, 10, 10, 10, 10, 4, 10], [ 4, 9, 10, 10, 10, 10, 10, 9, 10, 4, 7, 8, 10, 9, 7, 9, 10, 10, 9, 10, 4, 10, 10, 10, 10, 5, 4, 9, 5, 7, 3, 9, 10, 10, 3, 10, 10, 8, 7, 8, 3, 10, 10, 4, 10, 10, 3, 10, 3, 6, 10, 10, 10, 10, 10, 4, 10, 10, 10, 10, 8, 10, 10, 3, 6, 6, 10, 4, 10, 10, 5, 10, 7, 10, 10, 9, 5, 5, 7, 9, 4, 8, 10, 10, 10, 10, 10, 4, 5, 10, 3, 4, 3, 10, 10, 6, 10, 4, 10, 10], [ 9, 10, 10, 10, 10, 10, 10, 5, 6, 10, 10, 10, 8, 6, 4, 8, 6, 9, 5, 6, 5, 10, 4, 9, 10, 5, 9, 8, 10, 8, 4, 7, 6, 10, 6, 4, 7, 10, 10, 8, 8, 9, 8, 10, 10, 10, 6, 10, 7, 7, 6, 10, 7, 9, 10, 10, 10, 4, 4, 4, 10, 4, 3, 10, 3, 4, 5, 4, 9, 6, 9, 9, 9, 10, 7, 5, 10, 10, 4, 7, 6, 9, 10, 10, 5, 10, 10, 10, 10, 4, 10, 10, 5, 10, 6, 10, 9, 4, 8, 10]])
- n_leapfrog(chain, draw)int6415 255 847 1023 ... 943 23 255 1023
array([[ 15, 255, 847, 1023, 1023, 287, 1023, 1023, 31, 175, 79, 1023, 31, 95, 1023, 15, 1023, 403, 1023, 111, 1023, 1023, 31, 211, 1023, 63, 255, 23, 1023, 1023, 511, 11, 1023, 7, 127, 1023, 1023, 1023, 1023, 1023, 1023, 1023, 1023, 955, 1023, 359, 79, 255, 255, 1023, 1023, 1023, 1023, 1023, 247, 127, 1023, 1023, 1023, 1023, 159, 127, 1023, 23, 1023, 1023, 1023, 1023, 767, 3, 359, 15, 1023, 527, 1023, 783, 23, 39, 1023, 63, 47, 1023, 1023, 1023, 1023, 47, 47, 383, 31, 47, 1023, 1023, 1023, 1023, 1023, 1023, 15, 1023, 15, 23], [ 31, 575, 143, 95, 1023, 1023, 47, 1023, 127, 1023, 799, 511, 1023, 1023, 63, 1023, 1023, 607, 1023, 63, 1023, 479, 1023, 295, 7, 343, 223, 1023, 535, 271, 1023, 615, 1023, 1023, 207, 1023, 847, 1023, 1023, 187, 31, 911, 1023, 15, 511, 1023, 1023, 127, 1023, 1023, 63, 1023, 1023, 1023, 1023, 1023, 191, 31, 1023, 127, 1023, 1023, 1023, 1023, 1023, 1023, 1023, 223, 1023, 1023, 1023, 1023, 1023, 1023, 1023, 1023, 335, 1023, 15, 1023, 1023, 1023, 63, 1023, 239, 1023, 1023, 1023, 783, 1023, 15, 207, 1023, 1023, 1023, 1023, 1023, 1023, 31, 1023], [ 15, 639, 1023, 1023, 1023, 1023, 1023, 751, 1023, 31, 175, 399, 1023, 1023, 159, 751, 1023, 1023, 791, 1023, 31, 1023, 1023, 1023, 1023, 55, 31, 927, 63, 223, 7, 511, 1023, 1023, 11, 1023, 1023, 263, 223, 303, 15, 1023, 1023, 15, 1023, 1023, 11, 1023, 11, 75, 1023, 1023, 1023, 1023, 1023, 31, 1023, 1023, 1023, 1023, 255, 1023, 1023, 15, 111, 111, 1023, 15, 1023, 1023, 63, 1023, 191, 1023, 1023, 959, 47, 35, 143, 943, 23, 479, 1023, 1023, 1023, 1023, 1023, 15, 47, 1023, 7, 15, 15, 1023, 1023, 95, 1023, 19, 1023, 1023], [1023, 1023, 1023, 1023, 1023, 1023, 1023, 47, 111, 1023, 1023, 1023, 335, 95, 15, 287, 127, 895, 47, 95, 39, 1023, 15, 959, 1023, 39, 895, 351, 1023, 399, 31, 191, 119, 1023, 95, 15, 183, 1023, 1023, 383, 511, 991, 511, 1023, 1023, 1023, 107, 1023, 239, 143, 79, 1023, 159, 735, 1023, 1023, 1023, 15, 15, 31, 1023, 23, 11, 1023, 11, 31, 31, 31, 511, 71, 671, 847, 783, 1023, 159, 63, 1023, 1023, 31, 207, 79, 895, 1023, 1023, 63, 1023, 1023, 1023, 1023, 23, 1023, 1023, 63, 1023, 95, 1023, 943, 23, 255, 1023]])
- diverging(chain, draw)boolFalse False False ... False False
array([[False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False], [False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False], [False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False], [False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False]])
- energy(chain, draw)float64115.6 114.8 117.0 ... 116.3 118.3
array([[115.64879252, 114.79916517, 116.99985502, 116.85536975, 116.044243 , 114.53769901, 114.99618241, 113.40138928, 114.73501179, 116.0032579 , 117.85156903, 116.77298349, 117.76118401, 119.53840408, 119.30842353, 116.49586895, 117.42874844, 121.48292645, 118.09001897, 115.26897505, 115.25317413, 112.81811684, 113.73318541, 112.59194225, 113.27089653, 115.47507817, 118.62292646, 113.38112573, 112.65225052, 113.81609732, 113.37563685, 113.38762564, 114.40616233, 114.76271063, 114.95862889, 115.15079282, 115.42788641, 114.28971774, 115.59284523, 120.88043701, 121.50863521, 122.13229197, 126.1957165 , 126.77510735, 119.98393483, 117.72712095, 115.64489832, 115.71317806, 116.11969901, 117.52289416, 119.027973 , 120.03426936, 114.22360499, 115.22864249, 115.85601056, 114.88981726, 116.14435178, 115.88280067, 118.79762004, 119.83137414, 116.79767983, 113.69480037, 114.94216278, 113.71292036, 116.43413548, 115.12326712, 114.31082813, 114.9896295 , 117.19857707, 116.72966008, 120.26979903, 119.33708849, 123.19258228, 119.743602 , 115.58677805, 115.13499411, 117.17115169, 118.75688381, 117.41711527, 116.47474272, 118.71239051, 119.18622099, 115.06199819, 118.95557332, 120.24220831, 122.44999635, 121.13378602, 121.51899061, 116.97898445, 115.74405806, 115.63283894, 115.55946462, 114.10595994, 113.85885775, 114.56730809, 118.73830474, 114.50062504, 115.02386811, 118.57318788, 118.51067837], [132.04636742, 133.31419242, 130.16861882, 127.98276461, 129.84641371, 129.00750022, 127.1882357 , 129.15234126, 127.83564222, 128.47952408, 126.49819227, 125.47354001, 127.05515713, 122.93372829, 121.34203261, 118.47467503, 119.07001695, 119.02078857, 119.28572623, 118.45993714, 118.36893124, 119.29546903, 123.19212497, 120.4132953 , 121.80661375, 120.33159211, 117.91693627, 119.7326019 , 119.9017759 , 117.07296722, 117.95020034, 116.00936369, 119.50950648, 118.06938595, 116.41320814, 115.63847009, 120.03929186, 119.72799999, 118.96257254, 117.08762801, 115.89603797, 116.70866346, 117.48862348, 114.89954525, 115.49661363, 118.50836077, 113.84033192, 115.33518114, 116.5014255 , 117.70995589, 114.08784537, 117.84584817, 115.7473116 , 115.33578172, 113.09800298, 113.05698725, 114.10613802, 112.16759837, 116.17149431, 115.9871239 , 116.59803964, 114.09090129, 114.8347199 , 113.45908038, 115.01489452, 115.11603677, 116.86469747, 117.34754547, 114.89145729, 113.41304045, 114.67040554, 119.63859342, 117.35974803, 117.7681001 , 115.87532292, 116.45495309, 117.27600844, 115.29526217, 113.3161083 , 115.42928136, 116.97361555, 113.56237492, 114.6111734 , 118.80011255, 121.33424169, 116.12500885, 116.10616099, 124.66353794, 116.80492149, 116.17269405, 114.24989296, 116.09622355, 122.48411048, 118.53888969, 116.44219132, 118.6884517 , 118.24466035, 116.58710849, 114.76779272, 115.44042699], [122.22294514, 122.02078492, 122.35917627, 123.61611576, 120.07866944, 116.21046949, 117.1492391 , 119.27339024, 120.75422015, 119.15538685, 119.03165264, 122.00347556, 120.76912771, 115.6425552 , 113.79826515, 115.49497214, 114.22545517, 119.12613582, 117.6664916 , 118.82969075, 115.65233243, 115.69709453, 113.4292152 , 118.78934781, 118.75140206, 115.86186676, 116.89386143, 119.2390487 , 121.78843483, 123.90625572, 120.67167673, 118.79226469, 121.04110486, 116.8809791 , 112.94552983, 115.50877121, 115.28726913, 114.6078511 , 117.67797231, 118.64829965, 120.41874261, 116.88298636, 113.94585717, 114.77573406, 117.16175201, 122.80719533, 119.79100637, 120.06795369, 113.9977519 , 116.123628 , 115.83258716, 119.32377585, 118.19101627, 114.46954341, 116.47915102, 115.59491191, 116.69248277, 116.90593387, 121.32672662, 112.48048366, 112.57505453, 118.0295913 , 119.10461411, 117.22568231, 117.91497592, 116.30344941, 116.47696424, 116.3433308 , 118.182443 , 119.29236084, 118.52261899, 123.31149674, 117.62648528, 116.78541282, 114.5460546 , 115.66749094, 113.13746929, 119.25995774, 121.37686158, 118.52599015, 117.22205235, 117.40981835, 114.81242672, 123.26815315, 118.23173721, 114.66152395, 113.78423355, 113.000823 , 115.57733978, 117.52856589, 113.71688087, 117.65751286, 117.13438305, 117.8498984 , 116.04122808, 115.99423534, 115.42634617, 114.39106728, 114.89784608, 112.82581007], [121.78721215, 117.63561606, 115.7921924 , 116.47402146, 115.2561748 , 119.93417285, 123.28935578, 120.07240393, 119.40186734, 121.80078757, 121.20578347, 122.40175733, 118.46858026, 118.06836386, 118.3017164 , 117.72784977, 119.84148981, 121.37391818, 119.50406407, 120.39878923, 118.85992752, 121.24931813, 122.59703803, 120.20110873, 121.51365406, 118.32445206, 119.69867127, 120.57561149, 121.66970285, 121.02786498, 126.03841845, 124.74422683, 123.6240123 , 128.24303643, 121.9409742 , 116.21523843, 116.16573982, 114.91661919, 120.2453666 , 123.61491139, 125.23414235, 129.10402668, 118.69734606, 116.15747435, 115.55981774, 116.84790716, 114.59135384, 118.40493742, 117.12029669, 118.20296583, 115.86019859, 118.06226618, 115.90681581, 113.22181837, 113.64357699, 115.31779536, 113.90475684, 115.87032886, 114.81014239, 115.98686113, 119.04208296, 117.07322624, 114.95923163, 118.96305802, 116.61217267, 117.99641028, 118.25190294, 115.85185952, 119.71519126, 117.53335845, 115.61485877, 116.37624992, 114.8733973 , 117.45479227, 116.33323503, 116.08086368, 114.26585431, 120.77152924, 115.11989604, 116.36097262, 118.13387572, 118.62741452, 114.63597977, 114.78659832, 115.05332609, 117.27142126, 116.96774935, 115.24274068, 115.39546281, 114.36122063, 113.5249317 , 113.65736088, 114.18090075, 116.9679796 , 116.44508077, 116.12467061, 120.10669875, 122.38195737, 116.25739203, 118.27013762]])
- lp(chain, draw)float64-112.9 -114.5 ... -114.7 -116.0
array([[-112.94824063, -114.53332143, -114.79525691, -112.51563867, -112.62618298, -113.4218937 , -112.00929492, -112.67906873, -111.57409078, -114.69559017, -114.74621054, -115.17274102, -114.95768099, -115.37481785, -114.28027256, -115.82686596, -114.47391096, -114.04919331, -111.8554811 , -113.61305607, -110.85409772, -111.87930179, -111.86224794, -111.55238526, -111.22075733, -114.32787092, -111.48094273, -111.36288315, -111.65942679, -111.94460115, -112.464389 , -112.90969792, -112.24307642, -113.14643505, -111.92665684, -113.13792571, -112.26926142, -112.88488384, -113.08763296, -118.02631761, -118.31763909, -120.49111721, -123.04319642, -118.26939667, -116.66581402, -113.09355075, -112.40936586, -114.7883533 , -115.31329088, -116.66503815, -116.04008798, -111.5510559 , -111.44856903, -113.69269175, -113.61461248, -111.75588709, -111.53214996, -113.11522306, -115.79945453, -113.69140908, -112.4392556 , -112.56491861, -113.14786267, -113.20218179, -112.79595628, -113.62161777, -112.28969194, -113.23506593, -115.39038884, -116.16755161, -117.69849797, -116.25143763, -117.74453522, -114.78383198, -113.83333155, -113.4627745 , -116.39352061, -113.4626592 , -115.78454341, -115.35546081, -117.35618128, -114.36084143, -112.97922119, -115.40891398, -113.84201419, -117.08069017, -117.64216777, -115.58905356, -113.94162262, -111.82765835, -112.04068837, -112.210145 , -111.94798038, -112.19702159, -113.4731748 , -113.30976831, -113.2058206 , -113.74472129, -116.86831516, -117.82805552], [-130.86493935, -127.91926422, -127.13426766, -126.61556756, -126.0557302 , -126.14022797, -126.18843228, -126.35743962, -125.78554892, -124.97403773, -124.07554247, -124.49477997, -121.13298604, -118.82742393, -117.04375599, -117.60220802, -118.3737802 , -116.79969705, -117.94483265, -116.85138196, -117.1067913 , -118.62877712, -116.83153519, -118.67355094, -118.17839955, -115.98852163, -115.61883082, -117.3125308 , -114.9388163 , -114.02911764, -114.9047965 , -115.21594716, -114.97836694, -114.91190359, -113.76019526, -113.85144266, -114.14664241, -116.58390112, -116.16321161, -115.48042747, -114.76223573, -114.91959686, -114.34096442, -113.68749587, -114.07615569, -112.04399158, -112.64958032, -113.45716075, -113.51943562, -113.36225597, -112.14249375, -112.17939238, -113.65658897, -111.85371796, -111.79816657, -111.87679408, -110.85947622, -111.58962199, -114.30305541, -112.44610157, -112.27045837, -112.23472062, -111.49440673, -112.20246 , -112.94837521, -112.94503424, -114.7360289 , -113.47007406, -110.9584995 , -111.11105327, -112.19096676, -115.11050064, -114.36274837, -112.50869859, -112.56817603, -114.03570408, -113.80113766, -111.62703152, -112.7412459 , -111.59073868, -112.50227546, -112.23075919, -112.11125916, -116.5820406 , -113.35844928, -112.11198582, -112.40044639, -113.51898188, -113.26674764, -113.52515418, -112.91910659, -114.54572231, -114.26186666, -112.33424489, -113.71287102, -113.08470967, -113.26606578, -113.05761121, -113.66683055, -112.33130329], [-118.58710842, -119.56508944, -118.11083913, -116.7887984 , -115.01188441, -114.50337283, -115.34390687, -117.83372811, -117.53252792, -117.01214544, -116.00281983, -118.09916482, -114.32157779, -112.61403051, -113.16131439, -112.21132802, -113.57307078, -115.42708574, -115.36419999, -113.52638336, -113.88121072, -111.73773557, -111.30677963, -114.83584635, -114.61724239, -114.67613971, -116.21619874, -115.01322925, -120.07540106, -118.88200291, -115.66611464, -116.30264094, -114.97803657, -111.34475618, -112.32654696, -112.34615064, -113.52774055, -112.93119919, -115.56427744, -116.8163648 , -115.85791135, -112.02676139, -112.66983336, -112.45155951, -115.0858847 , -119.24525911, -117.30985638, -113.22032373, -112.07750509, -112.80731656, -111.70910624, -114.32540989, -112.72613318, -113.33922761, -114.12756541, -114.75526525, -113.67673656, -114.85639776, -111.82405286, -111.50661963, -112.08851997, -115.48191639, -116.02572291, -115.75892071, -115.22328252, -113.47887445, -113.38473286, -115.81139717, -114.85478193, -115.8799799 , -116.63472146, -114.23234692, -113.64469252, -113.16505689, -112.13572346, -112.48032905, -112.42140831, -117.01502291, -115.02038497, -114.70094778, -116.39003099, -112.22217197, -113.17375111, -115.78921666, -112.99295641, -112.44296267, -112.54244706, -112.96827172, -112.98475377, -113.18972887, -112.49678883, -115.98332913, -114.55877717, -114.29512932, -114.43269806, -114.33018393, -112.21158925, -113.51766865, -112.49843061, -112.19507729], [-116.29787928, -114.35710932, -114.17023609, -114.60024898, -115.00930308, -117.59258106, -118.68531307, -117.64506017, -117.18051947, -116.02418124, -118.10812476, -117.00273458, -115.34269962, -117.15119358, -113.78759256, -115.77750805, -118.17219822, -118.28693877, -117.39993293, -117.71610146, -117.21213873, -117.58775056, -118.54845083, -116.65615066, -115.0560395 , -117.04454467, -114.48460378, -119.01226357, -116.93277945, -119.173994 , -120.20550248, -119.89078577, -118.63659116, -119.67891691, -114.5581517 , -114.29365392, -113.46548697, -113.33556307, -114.9725447 , -122.09714871, -123.36068411, -116.97545069, -114.84595424, -114.29128125, -113.82802522, -112.73155502, -112.50557296, -114.32442996, -113.71325144, -115.36188242, -114.51312664, -115.16803276, -112.28289735, -112.32351914, -112.58198028, -112.30908461, -111.9214602 , -114.1227009 , -113.85120634, -114.17820147, -116.36683507, -112.74056387, -113.96123244, -114.51640485, -114.74938275, -116.63059386, -115.75102977, -114.79411617, -116.8312377 , -114.52143275, -114.45153863, -112.26321412, -112.69697022, -115.36830337, -112.33529464, -113.25179108, -111.99593008, -113.74615522, -114.11037862, -115.1224019 , -115.54753066, -111.80050307, -112.50796526, -113.7823541 , -113.66158004, -114.963008 , -112.64211212, -113.50744381, -112.34073009, -111.75870036, -111.48051374, -112.16063214, -113.53198042, -112.88372009, -113.49617918, -113.18894144, -117.10861668, -113.29114799, -114.73704047, -115.9773454 ]])
- created_at :
- 2020-02-06T23:13:09.342773
- inference_library :
- pystan
- inference_library_version :
- 2.19.1.1
idata_stan.log_likelihood
xarray.Dataset
- chain: 4
- developer: 5
- draw: 100
- chain(chain)int640 1 2 3
array([0, 1, 2, 3])
- draw(draw)int640 1 2 3 4 5 6 ... 94 95 96 97 98 99
array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99])
- developer(developer)object'Alice' 'Bob' ... 'Erika'
array(['Alice', 'Bob', 'Cole', 'Danielle', 'Erika'], dtype=object)
- slack_comments(chain, draw, developer)float64-8.385 -8.481 ... -17.7 -8.281
array([[[ -8.38506991, -8.48138741, -19.56955032, -17.45677834, -8.39771173], [ -8.38706133, -8.48556234, -19.59468759, -17.51506028, -8.40754744], [ -8.351662 , -8.46700437, -20.71727547, -18.55208472, -8.40551773], ..., [ -8.31896861, -8.37347696, -20.11617942, -16.41557495, -8.42789526], [ -8.59615781, -8.62639002, -15.11341656, -13.07165988, -8.6551391 ], [ -8.60835231, -8.63769092, -14.95583621, -12.96521268, -8.66681186]], [[ -9.20611625, -9.75956888, -19.83841619, -22.61244908, -14.76751629], [ -9.19155426, -9.72021507, -19.52729058, -22.13461203, -14.4348744 ], [ -9.18945314, -9.65263683, -18.27673623, -20.55568452, -13.7741354 ], ..., [ -8.32963992, -8.35377518, -18.20005029, -15.11066358, -8.53086793], [ -8.31061642, -8.33539115, -18.55550307, -15.3427161 , -8.52299329], [ -8.25465423, -8.25832068, -18.75158003, -14.84347546, -8.94660103]], [[ -8.81807758, -9.17735694, -20.18169443, -21.08294312, -11.3573826 ], [ -8.78888164, -9.07574271, -18.82980611, -19.33089516, -10.64179652], [ -8.67487514, -9.00576992, -21.73971794, -21.87350167, -10.49173907], ..., [ -8.14612063, -8.14669295, -21.31975341, -16.92690345, -8.67942472], [ -8.26355515, -8.24701894, -18.17524379, -14.32777951, -9.19248382], [ -8.33237064, -8.32897939, -17.27729447, -14.20499433, -8.76828765]], [[ -8.71453737, -8.9367898 , -20.30679315, -18.9457436 , -9.11309817], [ -8.55777351, -8.67719994, -19.12842435, -16.82548352, -8.46646155], [ -8.56333667, -8.64983291, -17.78010913, -15.52071622, -8.46487291], ..., [ -8.47276807, -8.51040059, -16.9167747 , -14.21156503, -8.56991138], [ -8.38954186, -8.43115701, -18.3509415 , -15.09440406, -8.53717068], [ -8.36688351, -8.4623986 , -20.96026744, -17.70369782, -8.28102121]]])
- github_commits(chain, draw, developer)float64-2.866 -2.879 ... -2.713 -3.05
array([[[-2.86564288, -2.87931121, -3.97409878, -2.91720348, -2.93238303], [-2.46088046, -2.4510317 , -4.87465488, -2.6811252 , -4.62331602], [-3.49271945, -3.46506997, -3.33214548, -3.17860322, -3.2446291 ], ..., [-2.47673082, -2.37761811, -5.86804872, -2.39333616, -3.27111367], [-2.76278628, -2.66562478, -5.26388124, -2.67832513, -2.70630304], [-2.68654155, -2.72448701, -3.9393338 , -2.93329402, -4.32596949]], [[-3.80646212, -3.81310832, -3.92908681, -3.83543671, -3.97993201], [-2.8865462 , -2.88652072, -4.34719399, -3.22987122, -3.50744963], [-3.11182555, -3.17709565, -3.31042461, -2.96165714, -3.00348872], ..., [-3.38920425, -3.33783065, -3.41405175, -3.17628944, -3.47267818], [-3.7165269 , -3.77761424, -3.14880188, -3.37878956, -3.38035878], [-3.00798754, -3.02417592, -3.79041567, -3.00674168, -3.04174888]], [[-2.7966232 , -2.85636587, -3.73516788, -2.66075122, -2.66235292], [-3.22465737, -3.21686769, -3.85325789, -3.2169028 , -3.27769319], [-3.25358661, -3.24106171, -3.28564781, -2.8907216 , -2.96706496], ..., [-2.86792166, -2.99477455, -3.49640566, -2.60807034, -2.69151315], [-2.53230633, -2.61004112, -4.50620532, -2.4273464 , -2.41578345], [-2.63828911, -2.71228029, -4.40556606, -2.37824894, -2.40560707]], [[-2.60041631, -2.68874928, -4.20795275, -2.45756815, -2.46503306], [-3.01401249, -3.19702822, -3.84075425, -2.3153575 , -2.32807585], [-2.90128923, -3.09701414, -3.93369753, -2.32470799, -2.37579827], ..., [-2.17983618, -2.29531028, -6.17342107, -2.16130115, -2.44821215], [-3.29132658, -3.1833381 , -4.19218948, -3.14727826, -3.56670532], [-4.94030205, -4.57734223, -2.72866662, -2.71323886, -3.04982118]]])
- created_at :
- 2020-02-06T23:13:09.345563
- inference_library :
- pystan
- inference_library_version :
- 2.19.1.1
idata_stan.posterior_predictive
xarray.Dataset
- chain: 4
- developer: 5
- draw: 100
- chain(chain)int640 1 2 3
array([0, 1, 2, 3])
- draw(draw)int640 1 2 3 4 5 6 ... 94 95 96 97 98 99
array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99])
- developer(developer)object'Alice' 'Bob' ... 'Erika'
array(['Alice', 'Bob', 'Cole', 'Danielle', 'Erika'], dtype=object)
- slack_comments_hat(chain, draw, developer)float647.36e+03 7.725e+03 ... 2.889e+04
array([[[ 7360.47001077, 7725.31492249, 10060.34629861, 17001.06359421, 25801.05401779], [ 4977.77921948, 8611.74052406, 11327.28797629, 18197.34063331, 26483.93548806], [ 7972.44410254, 12365.3394717 , 8351.54208881, 17942.66977725, 26940.97887456], ..., [ 5886.85499101, 5437.37505761, 10715.19984819, 19581.15941437, 27795.37483603], [ 8794.35976511, 7306.93139556, 11185.37763154, 21703.10585141, 30201.27481462], [ 8238.50969081, 8627.9380495 , 9080.4896774 , 19128.16074882, 32087.34947265]], [[ 4422.66184324, 10295.59174912, 6742.06684629, 10668.71312198, 19757.13255499], [ 5304.72678196, 6442.51933795, 7464.89663059, 15071.79411271, 18205.14250701], [ 4124.37001777, 7283.5176212 , 5077.40117376, 14911.206885 , 18112.50271808], ..., [10042.6318908 , 11280.76400688, 10155.90433951, 15674.54531657, 27117.51497725], [ 6754.27912605, 9668.73492026, 8974.48517865, 21518.99132701, 26275.20278238], [ 7145.10191259, 7493.60349136, 8829.8307556 , 19912.4197589 , 29554.79096076]], [[ 5307.33063368, 5924.5808095 , 9676.39519697, 15548.98307838, 23581.66386696], [ 5209.13796618, 7918.6318396 , 5232.39710181, 16756.80395519, 21454.63156829], [ 8020.86932586, 6291.84115457, 9919.65303539, 17331.95009457, 22203.49020847], ..., [ 8397.02407192, 8483.41798126, 11848.73317128, 20395.37947896, 28734.69830554], [ 7881.84056056, 10765.34695087, 11139.40079927, 22631.20951811, 29031.65329892], [ 8352.76281942, 12030.99288806, 12381.40731364, 19718.03110053, 29727.16699188]], [[10386.88263231, 12595.40905609, 15293.19714153, 16281.78334119, 26927.88662661], [ 7011.01334638, 9146.19126024, 9902.76619046, 18541.00365628, 28054.65153345], [ 9414.40711454, 6433.53662682, 10459.06100705, 20347.14326692, 30117.39830901], ..., [ 6437.39928945, 8281.88464427, 10951.51111565, 15453.39821292, 27576.7595069 ], [ 8011.41028854, 12279.81391907, 12079.41801691, 19249.6758624 , 31523.33426685], [ 4846.37197822, 7273.16355759, 9148.4770326 , 16655.55767871, 28890.5231236 ]]])
- github_commits_hat(chain, draw, developer)float6434.04 33.66 42.45 ... 55.77 87.77
array([[[ 34.04291125, 33.65508953, 42.44678665, 57.74674231, 84.09790383], [ 25.20874978, 35.78038031, 36.07977359, 74.31753036, 101.01863861], [ 42.08214437, 33.13142703, 38.14813305, 62.14684264, 91.35935541], ..., [ 21.13435151, 28.01166316, 33.54618622, 69.03696114, 104.01733553], [ 21.58967507, 39.75970101, 25.94122219, 62.63180442, 104.33160863], [ 25.81386748, 47.77156075, 46.68729202, 70.53254035, 100.60469616]], [[ 59.25103138, 23.46776863, 12.26933269, 63.17937515, 98.94947523], [ 33.629078 , 23.37714 , 28.04472675, 60.14545387, 92.36997085], [ 38.56504596, 32.03806041, 44.9232926 , 60.89962709, 102.55083472], ..., [ 32.74038633, 51.00389477, 52.66381716, 62.58016307, 74.92607342], [ 24.63882676, 48.76661515, 22.8676125 , 76.29277862, 99.58726532], [ 17.51040513, 31.24768387, 20.14985476, 65.31412482, 96.35556509]], [[ 24.83142393, 23.49235593, 39.92617315, 70.47119349, 97.27769663], [ 28.10510444, 19.3660404 , 46.09689694, 61.56115109, 80.40901978], [ 19.9567109 , 35.85090148, 46.40720638, 70.24757461, 108.15162665], ..., [ 20.62869371, 36.39936464, 40.36553769, 59.69389229, 89.42200554], [ 23.44850589, 39.55840704, 45.25710191, 67.02022186, 95.93811913], [ 29.37582561, 31.19561037, 43.16123981, 63.8108878 , 95.27304282]], [[ 31.21492676, 29.17605754, 42.57795637, 66.45110886, 95.23554241], [ 24.76688624, 36.44250476, 36.00164332, 70.864589 , 105.17467293], [ 26.87020679, 37.09473285, 45.20734202, 65.45142411, 99.73990075], ..., [ 26.86610982, 30.4926757 , 37.70898554, 62.68338097, 100.27436747], [ 13.72806107, 25.25847357, 32.45926794, 56.01956355, 116.98705982], [ 38.74018137, 42.82654135, 46.10744972, 55.76514682, 87.76547883]]])
- created_at :
- 2020-02-06T23:13:09.347718
- inference_library :
- pystan
- inference_library_version :
- 2.19.1.1
idata_stan.observed_data
xarray.Dataset
- developer: 5
- developer(developer)object'Alice' 'Bob' ... 'Erika'
array(['Alice', 'Bob', 'Cole', 'Danielle', 'Erika'], dtype=object)
- slack_comments(developer)int647500 10100 18600 25200 27500
array([ 7500, 10100, 18600, 25200, 27500])
- github_commits(developer)int6425 32 49 66 96
array([25, 32, 49, 66, 96])
- created_at :
- 2020-02-06T23:13:09.330834
- inference_library :
- pystan
- inference_library_version :
- 2.19.1.1
idata_stan.constant_data
xarray.Dataset
- developer: 5
- developer(developer)object'Alice' 'Bob' ... 'Erika'
array(['Alice', 'Bob', 'Cole', 'Danielle', 'Erika'], dtype=object)
- time_since_joined(developer)float644.5 6.0 7.0 12.0 18.0
array([ 4.5, 6. , 7. , 12. , 18. ])
- created_at :
- 2020-02-06T23:13:09.333142
- inference_library :
- pystan
- inference_library_version :
- 2.19.1.1
idata_stan.prior
xarray.Dataset
- chain: 1
- draw: 150
- chain(chain)int640
array([0])
- draw(draw)int640 1 2 3 4 5 ... 145 146 147 148 149
array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149])
- b0(chain, draw)float64-145.7 -285.1 ... -109.0 147.1
array([[-1.45651207e+02, -2.85074685e+02, 2.90242951e+02, -3.63706878e+02, 1.51073945e+02, 3.27946111e+02, 2.78161163e+02, -5.41032615e+01, -1.36673434e+01, -3.89302556e+02, -1.47656413e+02, -3.19812435e+02, -1.53091793e+01, -3.21044357e+02, -2.53983025e+01, -2.99836782e+01, 2.66254665e+02, 2.20597174e+00, -1.43293647e+02, -2.75415911e+02, -2.72324852e+01, 7.06656178e+01, -3.77696156e+02, 1.44945440e+02, 2.34329906e+00, -2.05046991e+02, 2.71024222e+02, 3.67868322e+02, -3.58633046e+01, -6.46634758e+01, -2.61013669e+02, 6.49912484e+01, -5.61366866e+01, -1.04765167e+02, 5.77778215e+01, -1.01323201e+02, -3.87809013e+00, 1.47906476e+02, 1.77007447e+00, -2.08598650e+02, 3.31352859e+01, -1.46509936e+02, 3.02236312e+02, 2.13267698e+02, -2.23670007e+01, -3.70823156e+02, -1.90074727e+02, -1.19629411e+02, -1.53456335e+01, 5.20502431e+01, -1.07574534e+02, 1.62991344e+02, -7.97951467e+00, 4.63456909e+02, 1.03645253e+02, -2.88934436e+02, -2.18779852e+02, -1.71797756e+02, -2.55708155e+02, -8.99599585e+01, 2.49564555e+02, 8.25417288e+01, 6.38311781e+01, 6.90371879e+01, -2.47682738e+01, 3.52550555e+01, -1.22085867e+02, -5.94869784e+02, -1.41837552e+02, 1.07956077e+02, 3.21400040e+02, -2.39155237e+02, 9.59987728e+01, 5.25504721e+02, -6.16171454e+01, 2.31656085e+02, 5.35521095e+02, -2.03715219e+02, 6.76733083e+01, 4.04038086e+02, -3.30342098e+02, -3.31012918e+02, -1.54542669e+02, 1.16567326e+02, 2.72329155e+02, 2.22162623e+02, -1.11393330e+01, 9.36216151e+01, -3.81130323e+01, -8.94740085e+01, -1.20017116e+02, 9.96072279e+01, 3.06900175e+02, 5.32173552e-01, -1.72199455e+02, 6.04105202e+01, -2.40336709e+01, -4.20488019e+01, -8.22591480e+01, 5.63381700e+01, 2.28551052e+02, -1.42063242e+02, -2.11075155e+01, -3.37018332e+02, -4.47622642e+01, -1.56236665e+01, -1.47045536e+02, 9.89807478e+00, 1.37448825e+01, 6.43953365e+01, 5.04889998e+02, -8.38066695e+01, 2.15806497e+02, -3.89087509e+01, -1.05247391e+02, 3.68793408e+01, 1.37645563e+02, -2.69504339e+02, -2.38090098e+02, 1.79395026e+02, -1.15837990e+02, 2.05507445e+02, -2.18589126e+02, -2.61481784e+02, -1.64034838e+02, 3.45560870e+02, 6.47396028e+01, -9.77745763e+01, 2.12341277e+02, -1.00130255e+02, -1.05332266e+02, -8.40719620e+01, -2.00232028e+02, 9.20191153e+01, -1.88201831e+02, -2.84628254e+02, -9.85262783e+01, -1.09939657e+02, -7.35020593e+00, 3.78079437e+02, -1.09305533e+02, -2.24291884e+02, -1.48952869e+02, 1.35264983e+02, 7.90152362e+01, 3.64807936e+02, -3.99167310e+01, 1.39941065e+02, -1.09008162e+02, 1.47143900e+02]])
- b1(chain, draw)float6489.3 -230.2 -149.0 ... -103.5 309.6
array([[ 8.92952413e+01, -2.30178376e+02, -1.49046820e+02, 3.87022787e+02, -2.16485971e+01, 2.50968833e+01, -1.51010194e+02, 1.53994648e+01, -3.53279987e+02, 7.97867920e+01, -2.14073417e+02, -1.14604342e+02, 1.00117033e+02, 1.66676902e+02, 1.57724100e+02, -6.78354499e+01, -1.14465010e+02, -1.13659278e+02, -2.69253563e+02, -1.56002425e+02, -1.06036761e+02, -1.12036574e+02, 1.26160632e+01, 6.80619924e+01, 2.79036753e+02, 1.57490974e+02, 2.31871310e+02, 1.57396559e+02, -1.28082594e+02, 1.44200778e+01, 2.50118323e+02, -2.80385419e+02, 3.40493226e+01, -2.43798803e-01, 4.58960632e-01, 1.40607094e+01, -2.89799383e+02, -2.03567005e+02, 1.30563411e+02, -4.29452070e+02, -3.06025289e+02, -1.70391033e+01, -2.35477034e+02, -9.46468651e+01, 4.20256904e+02, 6.06524651e+02, 1.05674474e+02, -1.71090927e+02, -1.18057543e+02, -1.29924042e+02, -1.55475753e+01, 5.89225952e+01, -5.16610520e+01, 1.11196231e+02, 1.25678446e+02, 3.29919661e+02, -1.91313396e+02, 1.46521134e+02, 9.25429373e+01, 2.21165173e+01, 1.18692033e+02, -6.13985574e+01, -6.56616151e+01, 2.32710789e+02, -8.79159532e+01, -3.90106675e+01, 3.75801739e+02, 1.28236610e+02, 1.05279695e+02, 2.51474364e+02, 3.12815336e+02, 6.76261410e+01, -1.60732172e+02, 1.77501754e+02, 1.03679716e+02, -6.39447401e+02, 1.26472546e+02, -1.32567564e+02, 2.19942969e+01, 1.93679229e+02, -7.06954994e+01, 1.22114655e+02, -2.71938073e+02, -2.95811303e+02, -4.87959579e+01, -5.06437210e+01, 7.48850286e+01, 5.40652852e+01, 5.87036677e+01, -4.28902912e+01, -4.18682398e+02, 5.35947447e+01, -1.36590855e+02, -7.05027861e+01, 1.99370045e+01, -7.68174481e+01, 1.33881557e+00, 3.35944753e+02, -1.92651096e+02, -1.27995635e+01, 1.25156005e+02, 2.14812045e+00, -8.77030681e+00, -1.27100940e+02, -9.25821040e+01, -1.83601852e+02, -1.50166052e+02, 2.55044248e+01, -1.80278107e+02, 1.09222315e+01, 1.73637013e+02, 1.90724755e+02, -7.52064167e+01, -1.08819635e+02, -5.67754502e+02, 5.90499347e+01, 2.56789539e+02, 2.89894649e+02, 8.57783245e+01, 4.57085068e+01, -3.10969116e+02, 1.16685796e+02, -3.68412850e+01, -3.05790780e+02, 3.78700172e+01, 1.51218224e+02, -5.06866589e+01, 1.86603498e+02, 4.80717691e+02, 6.60077182e+01, 4.91396322e+02, 1.28888676e+02, -8.42570380e+00, -4.35903969e+01, -1.49322916e+02, -9.68166279e+01, -3.52518591e+02, 2.65281988e+02, -1.03458585e+02, -3.06168326e+02, 2.54010614e+02, -9.09354075e+01, -1.77839370e+02, -2.33373460e+02, 9.66881316e+01, -2.09848740e+02, 4.05102010e+02, -1.99944810e+02, -1.03537802e+02, 3.09628108e+02]])
- log_b_sigma(chain, draw)float645.406 6.253 4.959 ... 4.735 5.409
array([[5.40597153, 6.25281757, 4.95866099, 5.89435284, 5.69789655, 5.02265097, 5.52515525, 5.93230412, 4.55324729, 6.521242 , 5.73845681, 1.03892351, 5.55288155, 5.88535611, 6.20492877, 4.54627315, 4.79876118, 5.5246373 , 5.99118177, 6.3797708 , 5.1753156 , 3.84798729, 3.56571071, 4.63216152, 4.28308926, 5.99634443, 4.72585854, 5.43642172, 5.46098148, 6.01189304, 5.43982479, 4.74162964, 4.74157447, 4.29124966, 5.72702433, 5.88051338, 6.65556009, 5.29855658, 6.16192302, 5.02757623, 5.96937486, 5.33955916, 5.65653015, 5.93627733, 4.41590486, 6.77505619, 1.46473813, 3.8501781 , 5.70820203, 3.63885293, 5.13568152, 3.66230127, 4.83960594, 5.51299989, 2.90695175, 6.38475208, 5.04068766, 3.58825602, 4.02633069, 4.43295666, 4.28867261, 4.41350609, 5.27828432, 6.40862042, 5.56174956, 6.08048779, 5.63209349, 4.4936491 , 5.62338067, 6.21643387, 5.74364978, 5.10308019, 2.95803533, 3.95472741, 5.84254525, 6.14281764, 5.04250707, 6.41199802, 5.96631948, 6.47128764, 6.71887387, 5.36803156, 5.65557734, 5.96018326, 5.07817997, 4.49539205, 6.32549752, 6.09383534, 6.53420944, 5.95424247, 5.66969113, 5.79057308, 5.41974694, 5.92184013, 3.86965452, 4.57481928, 5.74436241, 3.79827376, 5.32896272, 2.02392334, 5.410573 , 5.15847669, 5.64064207, 6.66346638, 5.63506691, 3.93332735, 5.27423692, 4.81817385, 5.39416178, 6.3554758 , 5.81308005, 6.68267622, 0.88618175, 3.22774298, 5.68083757, 5.62524682, 4.66535962, 4.91620393, 6.26947185, 3.21893843, 6.18814477, 4.63748638, 6.24727093, 3.53217849, 0.34719713, 5.86904343, 1.66463911, 5.4065881 , 5.41887941, 4.80663913, 4.31213674, 5.40731275, 5.93206986, 5.53936034, 5.96772214, 5.68600774, 5.81041477, 4.63505975, 6.34517862, 5.78148771, 5.22938887, 5.93345068, 5.54195577, 4.84213925, 6.32618921, 5.67145192, 4.08545152, 5.3869506 , 4.73534976, 5.40934494]])
- b_sigma(chain, draw)float64222.7 519.5 142.4 ... 113.9 223.5
array([[222.73250618, 519.47442074, 142.40298885, 362.98185381, 298.23940834, 151.81322311, 250.92529112, 377.02221715, 94.94020627, 679.4217051 , 310.58474815, 2.82617304, 257.97986765, 359.73084766, 495.18368224, 94.28038397, 121.35998068, 250.79535815, 399.8869067 , 589.7925132 , 176.85242091, 46.89857479, 35.36457842, 102.73588949, 72.46395479, 401.95672296, 112.82732316, 229.61906931, 235.32828164, 408.25543512, 230.40181218, 114.62084019, 114.6145168 , 73.05770869, 307.05421695, 357.9929801 , 777.09304008, 200.04784747, 474.33936474, 152.56278748, 391.2609998 , 208.42080923, 286.15400639, 378.52318778, 82.75669039, 875.72856624, 4.32641012, 47.00143339, 301.3288015 , 38.04816788, 169.9801257 , 38.95087642, 126.41952552, 247.89366572, 18.30092771, 592.73776286, 154.57627457, 36.17093942, 56.05485077, 84.17994063, 72.86967756, 82.55841387, 196.03325687, 607.05562109, 260.27781076, 437.24242685, 279.24610522, 89.44725304, 276.82365205, 500.91371718, 312.20180203, 164.52790432, 19.26009485, 52.18146772, 344.65545914, 465.36294892, 154.85776835, 609.10948031, 390.06737381, 646.3154109 , 827.88467869, 214.44033812, 285.88148662, 387.68116268, 160.48170794, 89.60329089, 558.63567569, 443.11766286, 688.28943295, 385.3848606 , 289.94496538, 327.20048322, 225.82196853, 373.09763147, 47.92582599, 97.01050537, 312.42436666, 44.62408594, 206.22395178, 7.56795841, 223.75976494, 173.89935025, 281.64349398, 783.26131483, 280.07765619, 51.07664518, 195.24143398, 123.738919 , 220.11756229, 575.63616076, 334.64827248, 798.45309362, 2.42584944, 25.22266469, 293.19489703, 277.34072807, 106.2037716 , 136.48352778, 528.19833703, 25.00156529, 486.94187803, 103.28440291, 516.60105633, 34.19838754, 1.41509566, 353.91027876, 5.28376604, 222.86987853, 225.62614586, 122.31982471, 74.59971873, 223.03144143, 376.93390668, 254.51514411, 390.61488885, 294.71469088, 333.75752877, 103.03407392, 569.73914952, 324.2412084 , 186.67868454, 377.45474387, 255.17657927, 126.7401914 , 559.0222133 , 290.45594817, 59.46878318, 218.53596521, 113.90329084, 223.48514368]])
- c0(chain, draw)float6417.01 -12.05 4.21 ... 0.4713 5.922
array([[ 17.00788401, -12.05408755, 4.21032161, -6.49815805, 5.56492216, 2.58520976, -2.81509427, -7.24066987, -3.31555628, -8.8096801 , 4.7199758 , -2.91574004, 3.31316631, 1.88048042, -6.47778048, 1.4984972 , 7.3120184 , 18.70520874, -1.66261847, -16.19073088, 0.95538657, -1.41378272, 13.50470163, -8.79103989, 2.30242852, -0.88298581, -10.81281947, -17.84800059, 3.53620623, -0.64823439, -9.09003302, 5.70280449, 11.60289054, -22.0695163 , -4.26089993, -1.80851452, 4.82058619, 3.02839884, -0.92481752, 3.38476869, 5.41716973, -12.81043445, -0.4849724 , -4.23788972, -3.99286587, -11.17741684, 1.57218001, 6.64239735, -11.95969608, 8.7458509 , -0.56363973, 9.18671838, 7.32111168, -11.90879057, 12.56204419, 4.77612583, -7.62177663, 0.8568707 , -14.5904402 , 3.14520275, 10.11350755, 2.61018532, 0.72446493, 12.59393298, -1.24435375, -3.28510495, -10.81363492, 5.94208236, -15.88538234, 1.55781949, 2.08543812, -18.67277514, -4.363881 , -4.14038075, 6.13440641, -9.5898784 , -20.40508106, -7.42692959, 6.53938788, -1.75320613, 1.02049114, 5.67455609, 6.71515275, 19.51585329, 4.93927126, -6.90725638, 13.72654295, -9.24973238, -2.90507766, -10.50134958, 5.5034941 , -4.70790573, -4.67242962, -2.58946511, -11.06747579, -17.24328272, -17.08935357, 4.99826008, 16.51447843, 19.28347227, 6.0390091 , 8.13977794, 3.0543628 , 3.30228303, -1.67079982, -3.18838311, -1.97828067, -0.41768445, -19.15233108, 14.38770399, -12.72821448, -11.41683449, -1.70591582, 5.33635377, 5.01889593, 18.44774146, 2.52441062, 16.18050814, 15.73780971, -7.41330812, -3.02201364, 1.7995074 , -23.22096296, 7.77659668, 13.34584601, -9.29139424, 5.03149232, -1.65451479, 3.59534028, -14.36982781, 6.24957163, -23.61437713, -30.69136792, -6.06116893, 12.06996475, 11.85396847, 12.30823363, -0.84564097, 28.536427 , 3.3133027 , 1.16414267, -7.03467167, -8.21330297, -4.4435834 , 26.60863511, 6.39574005, -1.05954996, -12.05856584, 0.47125734, 5.92236097]])
- c1(chain, draw)float6420.72 20.89 13.13 ... -6.757 4.829
array([[ 20.71935781, 20.88667296, 13.12650249, 16.53768054, 8.31418076, -3.12310112, 5.08183978, 4.37123194, -3.79160475, -5.92876668, -12.11685798, -9.32185662, -9.819532 , 0.34820261, 5.44719252, -0.8689951 , -8.05532718, 9.65859571, 2.9394153 , 2.28001094, -9.97694941, -18.12019435, -14.16317223, 4.61942344, -16.01176677, 1.71443795, 0.36975225, 2.07596327, -14.63016742, 16.24612688, 4.62293128, -13.61166194, 10.14920449, 7.81579006, -9.36358834, -7.06892191, -1.96500235, -5.20562071, -7.58213327, 26.26653937, -3.1506358 , -0.59876339, -9.09942346, -5.160207 , -2.60143626, 1.7158401 , -16.32280452, 25.19522151, 12.33923413, 17.60794915, 5.86548255, -5.21459472, 1.31606843, 2.8285207 , -14.91654943, -3.38705957, -0.38207543, -12.09381591, -12.73824788, 9.24968706, 5.37456068, -1.78758721, -8.6865893 , 14.484604 , -2.81183111, -9.39960864, -2.54602392, 3.68909882, -24.49409542, -16.28011384, -10.91151954, -8.5307906 , 2.43598362, -4.09699466, 10.33640877, -0.55995693, 9.73336933, -2.23597018, 4.94884026, 22.56602132, -1.9918486 , 0.80951441, -16.31833213, -0.70640355, -2.59501952, 15.74261398, -3.92602106, -9.03868826, 1.87655875, 10.58675217, -12.47598659, -9.51842084, -7.16857818, 7.29783643, -11.29096051, -7.52665637, -3.05155216, 12.40238961, 15.74203286, 0.71468455, 14.40779551, 2.20704744, 0.23341729, 1.92197528, 4.93778421, 6.05324236, 8.20950636, 8.25857259, -0.83667893, -16.65519519, 2.60531369, -10.87810026, 5.55216979, -1.48794218, 7.12938328, 3.69411437, -3.38518275, -9.16799565, 4.71902208, 5.57183593, -2.68217361, -20.08657762, -5.3501308 , 10.22345309, -7.63437989, 8.03575602, 3.34685006, 8.67305504, 2.59656094, -4.57751407, -18.81068169, 5.60396263, 1.88046394, -4.64700998, 10.53285638, 10.88216996, -15.4704597 , -17.16324701, 23.15485217, 6.64088808, 11.86872953, 14.95925366, 0.62114369, 14.64480913, -16.43630294, -17.35430524, 5.41495195, -6.9138404 , -6.7570762 , 4.82901962]])
- log_c_sigma(chain, draw)float645.406 6.253 4.959 ... 4.735 5.409
array([[5.40597153, 6.25281757, 4.95866099, 5.89435284, 5.69789655, 5.02265097, 5.52515525, 5.93230412, 4.55324729, 6.521242 , 5.73845681, 1.03892351, 5.55288155, 5.88535611, 6.20492877, 4.54627315, 4.79876118, 5.5246373 , 5.99118177, 6.3797708 , 5.1753156 , 3.84798729, 3.56571071, 4.63216152, 4.28308926, 5.99634443, 4.72585854, 5.43642172, 5.46098148, 6.01189304, 5.43982479, 4.74162964, 4.74157447, 4.29124966, 5.72702433, 5.88051338, 6.65556009, 5.29855658, 6.16192302, 5.02757623, 5.96937486, 5.33955916, 5.65653015, 5.93627733, 4.41590486, 6.77505619, 1.46473813, 3.8501781 , 5.70820203, 3.63885293, 5.13568152, 3.66230127, 4.83960594, 5.51299989, 2.90695175, 6.38475208, 5.04068766, 3.58825602, 4.02633069, 4.43295666, 4.28867261, 4.41350609, 5.27828432, 6.40862042, 5.56174956, 6.08048779, 5.63209349, 4.4936491 , 5.62338067, 6.21643387, 5.74364978, 5.10308019, 2.95803533, 3.95472741, 5.84254525, 6.14281764, 5.04250707, 6.41199802, 5.96631948, 6.47128764, 6.71887387, 5.36803156, 5.65557734, 5.96018326, 5.07817997, 4.49539205, 6.32549752, 6.09383534, 6.53420944, 5.95424247, 5.66969113, 5.79057308, 5.41974694, 5.92184013, 3.86965452, 4.57481928, 5.74436241, 3.79827376, 5.32896272, 2.02392334, 5.410573 , 5.15847669, 5.64064207, 6.66346638, 5.63506691, 3.93332735, 5.27423692, 4.81817385, 5.39416178, 6.3554758 , 5.81308005, 6.68267622, 0.88618175, 3.22774298, 5.68083757, 5.62524682, 4.66535962, 4.91620393, 6.26947185, 3.21893843, 6.18814477, 4.63748638, 6.24727093, 3.53217849, 0.34719713, 5.86904343, 1.66463911, 5.4065881 , 5.41887941, 4.80663913, 4.31213674, 5.40731275, 5.93206986, 5.53936034, 5.96772214, 5.68600774, 5.81041477, 4.63505975, 6.34517862, 5.78148771, 5.22938887, 5.93345068, 5.54195577, 4.84213925, 6.32618921, 5.67145192, 4.08545152, 5.3869506 , 4.73534976, 5.40934494]])
- c_sigma(chain, draw)float643.731 6.33 4.664 ... 8.585 3.369
array([[3.73089248e+00, 6.32990755e+00, 4.66422697e+00, 7.06917484e-01, 1.04804621e+01, 8.50401397e-01, 7.64728307e+00, 1.88032132e+00, 6.78712859e+00, 3.68919477e+00, 5.46394820e+00, 6.94290916e+00, 2.62635207e-01, 1.44548675e+00, 1.41893267e+00, 3.31045870e+00, 3.88916822e+00, 6.34931898e+00, 4.83305651e-01, 1.28620380e+01, 3.28824293e+00, 6.34247265e-01, 1.45377357e+00, 1.17305621e+00, 4.86919745e-01, 8.75922471e-01, 8.33427714e+00, 4.58825720e+00, 3.40043732e+00, 3.52869842e+00, 4.86302187e+00, 6.04005633e+00, 1.83588934e+00, 4.65736740e+00, 8.24870154e-01, 3.45462844e+00, 4.14852799e+00, 3.63117801e+00, 2.21702485e+00, 3.79592287e+00, 3.11138514e+00, 1.61036383e+01, 2.52371200e-01, 4.21879604e+00, 1.41933486e+00, 1.10916488e+01, 7.99026009e+00, 4.74538017e+00, 7.36724203e-02, 2.82338325e+00, 1.15389503e+01, 1.59795336e+00, 6.67146571e+00, 9.24220511e+00, 7.60253907e-02, 1.25670216e+01, 8.42329752e+00, 2.67757759e+00, 9.58342439e+00, 3.46236431e-01, 4.19345829e+00, 8.09071948e+00, 2.52457357e-01, 4.58545436e+00, 2.46358372e+00, 1.01465158e+01, 1.17557843e+00, 2.57332852e+00, 8.53380328e-02, 1.59112669e+00, 1.04136626e+00, 9.90654308e+00, 5.62579927e+00, 1.22845614e+01, 2.32243131e+00, 1.46749000e+00, 2.93658890e+00, 3.85216787e-01, 3.49183398e+00, 5.99665171e+00, 7.64294678e+00, 1.22097203e+01, 6.58648501e+00, 5.16580486e+00, 5.23382002e-01, 4.09990865e+00, 9.10276753e+00, 2.64849002e+00, 5.11912505e+00, 7.95130528e+00, 6.00268139e+00, 5.73111766e+00, 5.13099562e+00, 1.88176822e-01, 5.59955136e+00, 1.70565196e+00, 2.25557533e+00, 5.14689895e+00, 9.43946604e+00, 2.70256366e+00, 1.89730703e+00, 2.96556153e+00, 1.21059501e+00, 6.29097998e+00, 1.34008108e+00, 3.68699381e+00, 2.17890528e+00, 9.97340160e+00, 4.31685345e+00, 8.14748670e+00, 4.21935134e+00, 5.61984011e+00, 4.96142019e-01, 3.47363331e+00, 1.17980375e+01, 2.73234735e+00, 7.58965904e+00, 8.83641948e+00, 5.54577332e-01, 1.06431941e+00, 2.40087845e-01, 3.33122844e+00, 7.16951509e-01, 3.03546872e+00, 1.18884892e+01, 5.98354672e+00, 7.44343321e-01, 7.50045661e-01, 1.38170214e+00, 7.93953250e+00, 3.66206821e+00, 9.27649394e-01, 4.15268129e+00, 1.16546553e-02, 1.26548425e-02, 1.40689724e+00, 1.32472135e+01, 2.25434204e+00, 3.23006892e+00, 8.56609194e+00, 8.90205657e+00, 2.02797664e+00, 6.60338276e+00, 3.57604522e-01, 2.89313424e-01, 1.39415248e+00, 2.67683962e+00, 6.42744575e+00, 8.58517210e+00, 3.36883935e+00]])
- created_at :
- 2020-02-06T23:13:09.353739
- inference_library :
- pystan
- inference_library_version :
- 2.19.1.1
idata_stan.sample_stats_prior
xarray.Dataset
- chain: 1
- draw: 150
- chain(chain)int640
array([0])
- draw(draw)int640 1 2 3 4 5 ... 145 146 147 148 149
array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149])
- accept_stat(chain, draw)float640.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
array([[0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]])
- created_at :
- 2020-02-06T23:13:09.356957
- inference_library :
- pystan
- inference_library_version :
- 2.19.1.1
idata_stan.prior_predictive
xarray.Dataset
- chain: 1
- developer: 5
- draw: 150
- chain(chain)int640
array([0])
- draw(draw)int640 1 2 3 4 5 ... 145 146 147 148 149
array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149])
- developer(developer)object'Alice' 'Bob' ... 'Erika'
array(['Alice', 'Bob', 'Cole', 'Danielle', 'Erika'], dtype=object)
- slack_comments_hat(chain, draw, developer)float64275.9 480.5 ... 3.767e+03 5.859e+03
array([[[ 2.75857528e+02, 4.80515786e+02, 4.10183498e+02, 1.11521708e+03, 1.44353215e+03], [-7.76528570e+02, -2.26266338e+03, -2.21370443e+03, -3.78266928e+03, -3.46425254e+03], [-4.66472253e+02, -4.91938050e+02, -9.55109597e+02, -1.56486244e+03, -2.53302517e+03], [ 1.04114398e+03, 2.90987170e+03, 2.50205980e+03, 4.69512381e+03, 6.84404490e+03], [-3.19558606e+02, 1.07905032e+02, 8.51633245e+01, -2.49572918e+02, -7.26256503e+02], [ 3.16137711e+02, 2.09518067e+02, 4.71550159e+02, 8.58034364e+02, 7.24301448e+02], [-5.55531334e+02, -9.68006445e+02, -1.24904271e+03, -1.88483635e+03, -2.80231612e+03], [ 1.22335462e+02, -3.93406946e+02, 4.90438625e+02, -2.11655245e+02, 7.03202871e+02], [-1.63108419e+03, -2.20834550e+03, -2.65312861e+03, -4.11995557e+03, -6.38943727e+03], [ 7.64360496e+01, -4.95078943e+02, -7.31368265e+02, 3.37917605e+02, 1.25292621e+03], [-1.64819726e+03, -1.46407412e+03, -1.37583030e+03, -2.44839950e+03, -3.72350423e+03], [-8.32487714e+02, -1.00937429e+03, -1.12060712e+03, 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1.67546709e+03, 2.32968493e+03, 2.80960535e+03, 3.64846283e+03, 5.48079646e+03], [ 2.41633712e+02, 1.51706616e+02, 3.31008065e+02, 6.23026212e+02, 1.12475771e+03], [-6.03121503e+02, -8.89046832e+02, -9.93039646e+02, -1.82647122e+03, -2.79307480e+03], [ 1.37927981e+03, 1.63092073e+03, 1.76316387e+03, 2.69946654e+03, 3.74070158e+03], [ 2.99564431e+02, 8.68546088e+02, 6.77877382e+02, 1.09606896e+03, 1.38478801e+03], [-2.71184700e+03, -4.24683640e+03, -3.60290671e+03, -7.62684264e+03, -1.10912842e+04], [ 9.37551526e+02, 1.29093380e+03, 1.18794135e+03, 2.15464472e+03, 2.83661475e+03], [-5.30089310e+02, -1.45101258e+03, -1.22132043e+03, -1.63116968e+03, -3.01499597e+03], [-1.51374020e+02, -3.65764006e+02, 5.74746060e+02, 2.31219540e+02, 1.34797859e+03], [ 7.07513773e+02, 2.19956560e+03, 1.60489085e+03, 3.60387298e+03, 3.34341058e+03], [-4.73840012e+02, -1.17012431e+03, -5.01044632e+02, -6.75497430e+02, -4.19994344e+02], [ 4.56214447e+02, 2.72053089e+02, 6.01085238e+02, 1.04025252e+03, 1.75700945e+03], [-1.03380809e+03, -2.16298589e+03, -1.89936068e+03, -3.82154119e+03, -4.79207552e+03], [-8.59863358e+02, -1.66671293e+03, -1.76003133e+03, -3.11839665e+03, -4.58566769e+03], [-1.63536993e+02, -2.92607220e+02, 3.99221862e+01, -5.63121494e+02, -4.78447497e+02], [-1.85630530e+02, -2.25299582e+01, -1.36741638e+02, -6.16568259e+02, -6.05510241e+02], [-4.56960718e+02, 1.39433827e+03, 1.31110466e+03, 2.63469177e+02, 1.47914358e+03], [-1.81690033e+02, 3.98982798e+02, 2.32870382e+02, 7.17548916e+02, 1.06139719e+03], [ 3.14941518e+02, -9.54445582e+02, 2.93169308e+02, 7.81509790e+02, 2.02300589e+03], [-3.60160797e+02, -4.58867640e+02, -1.23506855e+03, -8.20262569e+02, -3.44829197e+02], [-1.64822510e+03, -2.34805351e+03, -3.26595766e+03, -5.23857180e+03, -7.50513201e+03], [ 5.89580770e+02, 5.46162563e+02, 3.50498870e+02, 6.68559075e+02, 7.97101532e+02], [-1.92859506e+02, -7.32680888e+02, -7.29796499e+02, -1.27983311e+03, -2.30939556e+03], [-4.60709064e+01, -5.83099483e+02, 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- github_commits_hat(chain, draw, developer)float64116.6 146.3 165.7 ... 65.51 87.24
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8.55533245e+01], [ 2.83347262e+01, 3.62134450e+01, 3.80721749e+01, 6.55424971e+01, 1.00526388e+02], [ 3.38468833e+01, 4.65939622e+01, 5.90939154e+01, 9.80404325e+01, 1.45592410e+02], [ 3.48075249e+01, 5.10650910e+01, 6.23682589e+01, 9.55893055e+01, 1.32230618e+02], [-2.65576816e+01, -2.20402407e+01, -3.39650775e+01, -2.98176203e+01, -3.85860388e+01], [-6.06796632e+01, -9.19543652e+01, -1.09337870e+02, -1.82367993e+02, -2.91065914e+02], [ 4.02310500e-01, -5.25488973e+00, 3.83878913e+00, 1.74453996e+01, 2.97767291e+01], [-5.77139494e+01, -7.29778978e+01, -8.90965954e+01, -1.44485905e+02, -2.12926190e+02], [ 2.34990927e+01, 3.24222206e+01, 3.72719660e+01, 6.40390959e+01, 9.82042395e+01], [-5.68277526e+00, -3.85487750e+00, -2.22766070e+00, -8.14948557e+00, -2.27636161e+01], [ 5.21088363e+01, 5.38981491e+01, 5.57358753e+01, 1.04490631e+02, 1.31853067e+02], [ 3.57524330e+01, 3.97302335e+01, 4.38819927e+01, 6.53845756e+01, 8.52101602e+01], [-1.10090753e+01, -1.93408864e+01, -2.79051972e+01, -3.49342787e+01, -7.12726246e+01], [-2.74882813e+01, -4.19595403e+01, -4.14723172e+01, -9.00882912e+01, -1.50646361e+02], [ 3.66251622e+01, 4.52488720e+01, 4.95859615e+01, 7.21222641e+01, 9.99132635e+01], [ 1.85596706e+01, 2.63843125e+01, 3.16714031e+01, 6.00952466e+01, 9.10057957e+01], [-1.51937385e+01, -1.90870596e+01, -2.24828479e+01, -3.53073055e+01, -5.11241105e+01], [-8.95989778e+01, -1.20632330e+02, -1.39832501e+02, -2.38605121e+02, -3.64958739e+02], [-4.72356814e+01, -5.61899213e+01, -5.96950688e+01, -8.68394375e+01, -1.19623234e+02], [ 5.22592847e+01, 6.67890783e+01, 7.43000490e+01, 1.32201921e+02, 1.90554426e+02], [-3.49499133e+01, -5.39731167e+01, -1.69162021e+01, -8.81748628e+01, -1.20897497e+02], [ 1.75825307e+01, 3.06160348e+01, 4.53069169e+01, 9.37376874e+01, 1.36237524e+02], [ 2.09149152e+01, 2.45062333e+01, 2.88804052e+01, 4.51564202e+01, 6.53380103e+01], [ 3.80746464e+01, 5.08021025e+01, 5.93925848e+01, 1.03872495e+02, 1.54047596e+02], [ 1.79833450e+01, 1.65522184e+01, 2.30452348e+01, 3.61408856e+01, 4.92511565e+01], [-4.60514123e+01, -3.08982451e+01, -5.12892656e+01, -7.67510213e+01, -1.04779323e+02], [-8.60215083e+01, -1.09292617e+02, -1.22297938e+02, -2.21639073e+02, -3.33666770e+02], [ 1.09394869e+00, 9.16428478e+00, 1.48963914e+01, 4.35980038e+01, 7.76368238e+01], [-2.33877732e+01, -1.84462917e+01, -2.59733769e+01, -1.39414998e+01, -1.22810372e+00], [-2.69836066e+01, -3.39479041e+01, -3.85972983e+01, -6.18343182e+01, -8.97164961e+01], [ 5.94601427e+01, 7.52703569e+01, 8.57991029e+01, 1.38464423e+02, 2.01629063e+02], [ 6.17719156e+01, 7.83458582e+01, 9.09005596e+01, 1.42350816e+02, 2.06042209e+02], [-6.93713272e+01, -7.43641197e+01, -1.06949708e+02, -1.68975211e+02, -2.80514141e+02], [-7.90870487e+01, -1.03459350e+02, -1.20993489e+02, -2.07926952e+02, -3.08091353e+02], [ 1.27313136e+02, 1.67485538e+02, 1.88605265e+02, 3.03197944e+02, 4.49948683e+02], [ 2.34328090e+01, 3.30701641e+01, 3.83954836e+01, 8.93827750e+01, 1.18997688e+02], [ 5.70804807e+01, 6.83267774e+01, 8.20434087e+01, 1.38014559e+02, 2.18621966e+02], [ 5.92482069e+01, 8.32416236e+01, 9.74401975e+01, 1.72220980e+02, 2.61497583e+02], [-5.22317230e+00, 4.89695706e+00, 3.42258085e-01, 5.36431650e+00, 1.14228706e+01], [ 6.18016911e+01, 8.35294957e+01, 9.81001353e+01, 1.71269384e+02, 2.59223178e+02], [-4.73469651e+01, -7.19771395e+01, -8.77368907e+01, -1.70475020e+02, -2.69243846e+02], [-7.06393906e+01, -9.57019095e+01, -1.13389690e+02, -2.02576471e+02, -3.05343060e+02], [ 2.15481565e+01, 3.30363308e+01, 3.54835831e+01, 6.42177435e+01, 9.47511752e+01], [-4.62538052e+01, -5.69507536e+01, -6.10513641e+01, -9.63081404e+01, -1.33811543e+02], [-2.77578159e+01, -3.61535928e+01, -4.62031211e+01, -9.76704187e+01, -1.25366570e+02], [ 2.63210667e+01, 3.68040027e+01, 4.02995697e+01, 6.55146271e+01, 8.72385386e+01]]])
- created_at :
- 2020-02-06T23:13:09.359003
- inference_library :
- pystan
- inference_library_version :
- 2.19.1.1
idata_stan.predictions
xarray.Dataset
- candidate developer: 2
- chain: 4
- draw: 100
- chain(chain)int640 1 2 3
array([0, 1, 2, 3])
- draw(draw)int640 1 2 3 4 5 6 ... 94 95 96 97 98 99
array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99])
- candidate developer(candidate developer)<U7'Francis' 'Gerard'
array(['Francis', 'Gerard'], dtype='<U7')
- slack_comments_pred(chain, draw, candidate developer)float647.217e+03 8.952e+03 ... 6.665e+03
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- github_commits_pred(chain, draw, candidate developer)float6418.37 31.01 21.17 ... 41.52 42.34
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1.19713048e+01, 2.42349760e+01], [ 1.29294396e+01, 2.89252433e+01], [ 2.87572277e+01, 3.11013791e+01], [ 2.45509600e+01, 3.29266338e+01], [ 2.46283862e+01, 4.41457571e+01], [ 3.24977230e+01, 2.87715818e+01], [ 1.86580202e+01, 2.57006896e+01], [ 2.61618259e+01, 3.95827213e+01], [ 5.71100266e+00, 4.28643581e+01], [ 4.66165034e+01, 7.66767262e+00], [ 3.12604141e+01, 3.07219498e+01], [ 2.44653944e+01, 3.80759959e+01], [ 2.64809616e+01, 3.49948979e+01], [ 2.35753443e+01, 2.83906050e+01], [ 1.68353834e+01, 4.67371068e+01], [ 1.57434453e+01, 3.23227473e+01], [ 2.85084438e+01, 2.34058815e+01], [ 1.41651949e+01, 1.86587608e+01], [ 2.00643971e+01, 2.61755456e+01], [ 2.51444351e+01, 2.25990243e+01], [ 2.44990538e+01, 2.77331550e+01], [ 3.15334381e+01, 3.24426624e+01], [ 3.95838020e+01, 4.04893642e+01], [ 1.10122602e+01, 2.20100549e+01], [ 1.18906959e+01, 2.95109940e+01], [ 1.28149183e+01, 3.00855340e+01], [ 2.32256883e+01, 2.41379934e+01], [ 1.72963037e+01, 3.41714937e+01], [ 6.67257397e+00, 1.32370721e+01], [ 4.15177547e+01, 4.23411295e+01]]])
- created_at :
- 2020-02-06T23:13:09.349962
- inference_library :
- pystan
- inference_library_version :
- 2.19.1.1
idata_stan.predictions_constant_data
xarray.Dataset
- candidate developer: 2
- candidate developer(candidate developer)<U7'Francis' 'Gerard'
array(['Francis', 'Gerard'], dtype='<U7')
- time_since_joined_pred(candidate developer)float643.6 5.1
array([3.6, 5.1])
- created_at :
- 2020-02-06T23:13:09.334048
- inference_library :
- pystan
- inference_library_version :
- 2.19.1.1