\n", " | mean | \n", "sd | \n", "hdi_3% | \n", "hdi_97% | \n", "mcse_mean | \n", "mcse_sd | \n", "ess_bulk | \n", "ess_tail | \n", "r_hat | \n", "
---|---|---|---|---|---|---|---|---|---|
omega | \n", "0.489 | \n", "0.213 | \n", "0.105 | \n", "0.874 | \n", "0.002 | \n", "0.001 | \n", "14235.0 | \n", "10575.0 | \n", "1.0 | \n", "
kappa_minus2 | \n", "0.875 | \n", "1.204 | \n", "0.000 | \n", "3.003 | \n", "0.010 | \n", "0.007 | \n", "8910.0 | \n", "6626.0 | \n", "1.0 | \n", "
theta[0] | \n", "0.245 | \n", "0.101 | \n", "0.065 | \n", "0.431 | \n", "0.001 | \n", "0.001 | \n", "13963.0 | \n", "9605.0 | \n", "1.0 | \n", "
theta[1] | \n", "0.694 | \n", "0.159 | \n", "0.413 | \n", "0.975 | \n", "0.001 | \n", "0.001 | \n", "13944.0 | \n", "9962.0 | \n", "1.0 | \n", "
kappa | \n", "2.875 | \n", "1.204 | \n", "2.000 | \n", "5.003 | \n", "0.010 | \n", "0.007 | \n", "8910.0 | \n", "6626.0 | \n", "1.0 | \n", "
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<xarray.DataArray 'theta' ()>\n", "array(0.69440541)\n", "Coordinates:\n", " theta_dim_0 int64 1
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<xarray.DataArray 'theta' ()>\n", "array(0.8729)\n", "Coordinates:\n", " theta_dim_0 int64 1
<xarray.DataArray 'omega' ()>\n", "array(0.48896697)
<xarray.DataArray 'omega' ()>\n", "array(0.482)
<xarray.DataArray 'kappa' ()>\n", "array(2.8750322)
\n", " | y | \n", "s | \n", "
---|---|---|
0 | \n", "1 | \n", "S01 | \n", "
1 | \n", "0 | \n", "S01 | \n", "
2 | \n", "0 | \n", "S01 | \n", "
3 | \n", "0 | \n", "S01 | \n", "
4 | \n", "0 | \n", "S01 | \n", "
\n", " | mean | \n", "sd | \n", "hdi_3% | \n", "hdi_97% | \n", "mcse_mean | \n", "mcse_sd | \n", "ess_bulk | \n", "ess_tail | \n", "r_hat | \n", "
---|---|---|---|---|---|---|---|---|---|
omega | \n", "0.432 | \n", "0.043 | \n", "0.350 | \n", "0.511 | \n", "0.000 | \n", "0.000 | \n", "9305.0 | \n", "12376.0 | \n", "1.0 | \n", "
kappa_minus2 | \n", "21.880 | \n", "15.419 | \n", "2.229 | \n", "49.612 | \n", "0.289 | \n", "0.213 | \n", "3241.0 | \n", "4697.0 | \n", "1.0 | \n", "
theta[0] | \n", "0.323 | \n", "0.096 | \n", "0.137 | \n", "0.495 | \n", "0.001 | \n", "0.001 | \n", "9949.0 | \n", "11267.0 | \n", "1.0 | \n", "
theta[1] | \n", "0.358 | \n", "0.094 | \n", "0.178 | \n", "0.530 | \n", "0.001 | \n", "0.001 | \n", "14217.0 | \n", "12034.0 | \n", "1.0 | \n", "
theta[2] | \n", "0.392 | \n", "0.093 | \n", "0.213 | \n", "0.562 | \n", "0.001 | \n", "0.000 | \n", "17563.0 | \n", "12283.0 | \n", "1.0 | \n", "
theta[3] | \n", "0.393 | \n", "0.093 | \n", "0.219 | \n", "0.568 | \n", "0.001 | \n", "0.001 | \n", "16857.0 | \n", "12282.0 | \n", "1.0 | \n", "
theta[4] | \n", "0.392 | \n", "0.094 | \n", "0.219 | \n", "0.569 | \n", "0.001 | \n", "0.000 | \n", "19531.0 | \n", "13241.0 | \n", "1.0 | \n", "
theta[5] | \n", "0.393 | \n", "0.094 | \n", "0.214 | \n", "0.567 | \n", "0.001 | \n", "0.000 | \n", "19346.0 | \n", "12920.0 | \n", "1.0 | \n", "
theta[6] | \n", "0.392 | \n", "0.093 | \n", "0.217 | \n", "0.567 | \n", "0.001 | \n", "0.000 | \n", "18621.0 | \n", "12593.0 | \n", "1.0 | \n", "
theta[7] | \n", "0.392 | \n", "0.093 | \n", "0.213 | \n", "0.562 | \n", "0.001 | \n", "0.001 | \n", "16700.0 | \n", "12687.0 | \n", "1.0 | \n", "
theta[8] | \n", "0.392 | \n", "0.094 | \n", "0.213 | \n", "0.566 | \n", "0.001 | \n", "0.000 | \n", "18461.0 | \n", "13237.0 | \n", "1.0 | \n", "
theta[9] | \n", "0.392 | \n", "0.094 | \n", "0.216 | \n", "0.568 | \n", "0.001 | \n", "0.000 | \n", "17684.0 | \n", "12168.0 | \n", "1.0 | \n", "
theta[10] | \n", "0.426 | \n", "0.092 | \n", "0.252 | \n", "0.602 | \n", "0.001 | \n", "0.000 | \n", "18931.0 | \n", "12931.0 | \n", "1.0 | \n", "
theta[11] | \n", "0.426 | \n", "0.093 | \n", "0.250 | \n", "0.602 | \n", "0.001 | \n", "0.000 | \n", "21075.0 | \n", "13544.0 | \n", "1.0 | \n", "
theta[12] | \n", "0.426 | \n", "0.093 | \n", "0.252 | \n", "0.604 | \n", "0.001 | \n", "0.000 | \n", "21353.0 | \n", "14090.0 | \n", "1.0 | \n", "
theta[13] | \n", "0.426 | \n", "0.093 | \n", "0.245 | \n", "0.595 | \n", "0.001 | \n", "0.000 | \n", "19969.0 | \n", "13935.0 | \n", "1.0 | \n", "
theta[14] | \n", "0.426 | \n", "0.092 | \n", "0.249 | \n", "0.596 | \n", "0.001 | \n", "0.000 | \n", "23769.0 | \n", "12982.0 | \n", "1.0 | \n", "
theta[15] | \n", "0.462 | \n", "0.094 | \n", "0.282 | \n", "0.634 | \n", "0.001 | \n", "0.000 | \n", "18895.0 | \n", "14055.0 | \n", "1.0 | \n", "
theta[16] | \n", "0.461 | \n", "0.093 | \n", "0.289 | \n", "0.642 | \n", "0.001 | \n", "0.000 | \n", "19901.0 | \n", "13972.0 | \n", "1.0 | \n", "
theta[17] | \n", "0.462 | \n", "0.094 | \n", "0.281 | \n", "0.636 | \n", "0.001 | \n", "0.000 | \n", "21700.0 | \n", "14377.0 | \n", "1.0 | \n", "
theta[18] | \n", "0.460 | \n", "0.094 | \n", "0.282 | \n", "0.635 | \n", "0.001 | \n", "0.000 | \n", "21224.0 | \n", "14588.0 | \n", "1.0 | \n", "
theta[19] | \n", "0.461 | \n", "0.094 | \n", "0.286 | \n", "0.645 | \n", "0.001 | \n", "0.000 | \n", "20032.0 | \n", "13546.0 | \n", "1.0 | \n", "
theta[20] | \n", "0.461 | \n", "0.095 | \n", "0.278 | \n", "0.633 | \n", "0.001 | \n", "0.000 | \n", "22139.0 | \n", "13607.0 | \n", "1.0 | \n", "
theta[21] | \n", "0.461 | \n", "0.094 | \n", "0.289 | \n", "0.644 | \n", "0.001 | \n", "0.000 | \n", "21210.0 | \n", "14212.0 | \n", "1.0 | \n", "
theta[22] | \n", "0.495 | \n", "0.096 | \n", "0.318 | \n", "0.677 | \n", "0.001 | \n", "0.001 | \n", "17342.0 | \n", "13390.0 | \n", "1.0 | \n", "
theta[23] | \n", "0.495 | \n", "0.096 | \n", "0.319 | \n", "0.679 | \n", "0.001 | \n", "0.001 | \n", "18370.0 | \n", "13357.0 | \n", "1.0 | \n", "
theta[24] | \n", "0.530 | \n", "0.099 | \n", "0.347 | \n", "0.717 | \n", "0.001 | \n", "0.001 | \n", "15174.0 | \n", "13050.0 | \n", "1.0 | \n", "
theta[25] | \n", "0.530 | \n", "0.099 | \n", "0.342 | \n", "0.711 | \n", "0.001 | \n", "0.001 | \n", "13885.0 | \n", "12395.0 | \n", "1.0 | \n", "
theta[26] | \n", "0.530 | \n", "0.098 | \n", "0.350 | \n", "0.717 | \n", "0.001 | \n", "0.001 | \n", "13383.0 | \n", "11788.0 | \n", "1.0 | \n", "
theta[27] | \n", "0.564 | \n", "0.103 | \n", "0.372 | \n", "0.759 | \n", "0.001 | \n", "0.001 | \n", "11089.0 | \n", "11820.0 | \n", "1.0 | \n", "
kappa | \n", "23.880 | \n", "15.419 | \n", "4.229 | \n", "51.612 | \n", "0.289 | \n", "0.213 | \n", "3241.0 | \n", "4697.0 | \n", "1.0 | \n", "
<xarray.DataArray 'theta' ()>\n", "array(0.32320841)\n", "Coordinates:\n", " theta_dim_0 int64 0
\n", " | theta | \n", "Model | \n", "value | \n", "
---|---|---|---|
0 | \n", "theta[0] | \n", "unpooled | \n", "0.166 | \n", "
1 | \n", "theta[1] | \n", "unpooled | \n", "0.250 | \n", "
2 | \n", "theta[2] | \n", "unpooled | \n", "0.333 | \n", "
3 | \n", "theta[3] | \n", "unpooled | \n", "0.333 | \n", "
4 | \n", "theta[4] | \n", "unpooled | \n", "0.333 | \n", "
\n", " | Player | \n", "PriPos | \n", "Hits | \n", "AtBats | \n", "BatAv | \n", "
---|---|---|---|---|---|
0 | \n", "Fernando Abad | \n", "Pitcher | \n", "1 | \n", "7 | \n", "0.142857 | \n", "
1 | \n", "Bobby Abreu | \n", "Left Field | \n", "53 | \n", "219 | \n", "0.242009 | \n", "
2 | \n", "Tony Abreu | \n", "2nd Base | \n", "18 | \n", "70 | \n", "0.257143 | \n", "
3 | \n", "Dustin Ackley | \n", "2nd Base | \n", "137 | \n", "607 | \n", "0.225700 | \n", "
4 | \n", "Matt Adams | \n", "1st Base | \n", "21 | \n", "86 | \n", "0.244186 | \n", "
5 | \n", "Nathan Adcock | \n", "Pitcher | \n", "0 | \n", "1 | \n", "0.000000 | \n", "
6 | \n", "Jeremy Affeldt | \n", "Pitcher | \n", "0 | \n", "1 | \n", "0.000000 | \n", "
7 | \n", "Brandon Allen | \n", "1st Base | \n", "2 | \n", "20 | \n", "0.100000 | \n", "
8 | \n", "Yonder Alonso | \n", "1st Base | \n", "150 | \n", "549 | \n", "0.273224 | \n", "
9 | \n", "Jose Altuve | \n", "2nd Base | \n", "167 | \n", "576 | \n", "0.289931 | \n", "