From 84658da897e0849346e4859c1b208ab82435ff24 Mon Sep 17 00:00:00 2001 From: jlaura Date: Wed, 2 Jul 2014 07:03:19 -0700 Subject: [PATCH] Draft autoreg working on Magic --- autoreg/autoreg.py | 14 +- autoreg/generateW.py | 55 +- autoreg/out | 9 +- autoreg/pbsout.json | 166918 +--------------------------------- autoreg/pbsout_summary.txt | 73 +- autoreg/pbsout_vectors.csv | 3136 +- autoreg/submit.sh | 4 +- 7 files changed, 970 insertions(+), 169239 deletions(-) diff --git a/autoreg/autoreg.py b/autoreg/autoreg.py index 5782ac5..55ffff3 100755 --- a/autoreg/autoreg.py +++ b/autoreg/autoreg.py @@ -348,9 +348,17 @@ def main(dep, indep, opvalue=0.01, combo=False, datafile='columbus.dbf', adjacen results['regression1'] = r1 results['regression2'] = r2 - - outvect = np.column_stack((r1['u'], r2['u'])) - header = 'r1_residuals r2_residuals' + reg1 = r1['u'][:,0] + reg2 = r2['u'][:,0] + reg1class = ps.esda.mapclassify.Quantiles(reg1, k=4).yb + reg2class = ps.esda.mapclassify.Quantiles(reg2, k=4).yb + + print r1['u'].shape + print r2['u'].shape + print reg1class + + outvect = np.column_stack((reg1,reg1class,reg2, reg2class)) + header = 'r1_residuals r1_residuals_bins r2_residuals r2_residuals_bins' np.savetxt(outcsv, outvect, delimiter=',', fmt='%10.4f', header=header) diff --git a/autoreg/generateW.py b/autoreg/generateW.py index bf974d9..0dd9b2a 100644 --- a/autoreg/generateW.py +++ b/autoreg/generateW.py @@ -10,7 +10,7 @@ kdtree.leafnode = kdtree.KDTree.leafnode kdtree.innernode = kdtree.KDTree.innernode -def main(datafile, adjacency): +def main(datafile, adjacency=None): import time t1 = time.time() if adjacency.lower() == 'queen': @@ -21,30 +21,23 @@ def main(datafile, adjacency): w.adjacency = adjacency t2 = time.time() print "Time W: ", t2 - t1 - - gwk = ps.weights.user.kernelW_from_shapefile(datafile, 5, diagonal=True) - gwk.adjacency = adjacency - t3 = time.time() - print "Time GWK: ", t3 - t2 - #Write W to disk - wout = datafile.split('.')[0] + '_W.pkl' + gwkout = datafile.split('.')[0] + '_GWK.pkl' + if not os.path.exists(gwkout): + gwk = ps.weights.user.kernelW_from_shapefile(datafile, 5, diagonal=True) + gwk.adjacency = adjacency + t3 = time.time() + print "Time GWK: ", t3 - t2 - try: - os.remove(wout) - except OSError: - pass - - try: - os.remove(gwkout) - except OSError: - pass + #Write W to disk + if adjacency == 'rook': + wout = datafile.split('.')[0] + '_WR.pkl' + else: + wout = datafile.split('.')[0] + '_WQ.pkl' t1 = time.time() with open(wout, 'wb') as f: cPickle.dump(w, f, cPickle.HIGHEST_PROTOCOL) - with open(gwkout, 'wb') as f: - cPickle.dump(gwk, f, cPickle.HIGHEST_PROTOCOL) t2 = time.time() print "Dumping: ",t2 - t1 @@ -61,8 +54,28 @@ def main(datafile, adjacency): if __name__ == '__main__': datafile = sys.argv[1] - adjacency = sys.argv[2] + wq = ps.weights.user.queen_from_shapefile(datafile) + wr = ps.weights.user.rook_from_shapefile(datafile) - main(datafile, adjacency) + wq.transform = 'r' + wq.adjacency = 'Queen' + wr.transform = 'r' + wr.adjacency = 'Rook' + + gwk = ps.weights.user.kernelW_from_shapefile(datafile, 5, diagonal=True) + + #Write W to disk + wqout = datafile.split('.')[0] + '_WQ.pkl' + wrout = datafile.split('.')[0] + '_WR.pkl' + gwkout = datafile.split('.')[0] + '_GWK.pkl' + + with open(wqout, 'wb') as f: + cPickle.dump(wq, f, cPickle.HIGHEST_PROTOCOL) + with open(wrout, 'wb') as f: + cPickle.dump(wr, f, cPickle.HIGHEST_PROTOCOL) + with open(gwkout, 'wb') as f: + cPickle.dump(gwk, f, cPickle.HIGHEST_PROTOCOL) + with open(datafile.split('.')[0] + '_done', 'w') as f: + f.write('done'); diff --git a/autoreg/out b/autoreg/out index 9fd2b8c..7569c3a 100644 --- a/autoreg/out +++ b/autoreg/out @@ -1,6 +1,7 @@ -Time W: 1.92246079445 -Time GWK: 103.252546072 -Dumping: 6.03054118156 -W: 114.623517036 +W: 0.00410199165344 pbsout_summary.txt pbsout_vectors.csv +(49, 1) +(49, 1) +[3 1 0 2 1 0 3 2 3 3 2 1 3 3 0 1 3 3 2 3 0 1 2 3 2 0 2 2 3 2 0 1 1 0 1 0 2 + 1 1 2 1 1 0 0 0 3 2 0 0] diff --git a/autoreg/pbsout.json b/autoreg/pbsout.json index 62eeafd..a76b693 100644 --- a/autoreg/pbsout.json +++ b/autoreg/pbsout.json @@ -1,167065 +1,1813 @@ { - 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"__summary": { - "summary_spat_diag": "Lagrange Multiplier (lag) 1 244.218 0.0000\nRobust LM (lag) 1 246.004 0.0000\nLagrange Multiplier (error) 1 110.524 0.0000\nRobust LM (error) 1 112.310 0.0000\nLagrange Multiplier (SARMA) 2 356.528 0.0000\n\n", - "summary_nonspat_diag_2": "\nREGRESSION DIAGNOSTICS\nMULTICOLLINEARITY CONDITION NUMBER 2.777\n\nTEST ON NORMALITY OF ERRORS\nTEST DF VALUE PROB\nJarque-Bera 2 22167.648 0.0000\n\nDIAGNOSTICS FOR HETEROSKEDASTICITY\nRANDOM COEFFICIENTS\nTEST DF VALUE PROB\nBreusch-Pagan test 2 4361.943 0.0000\nKoenker-Bassett test 2 598.496 0.0000\n", - "summary_nonspat_diag_1": "Sum squared residual: 107825.106 F-statistic : 841.6640\nSigma-square : 34.985 Prob(F-statistic) : 2.239e-292\nS.E. of regression : 5.915 Log likelihood : -9859.407\nSigma-square ML : 34.951 Akaike info criterion : 19724.814\nS.E of regression ML: 5.9120 Schwarz criterion : 19742.917\n", - "summary_r2": "R-squared : 0.3532\nAdjusted R-squared : 0.3528\n", - "summary_std_err": "unadjusted", - 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CONSTANT 1.9959353 0.1515971 13.1660489 0.0000000 - HR60 0.4659586 0.0211515 22.0295887 0.0000000 - SOUTH 5.0028412 0.2398212 20.8607168 0.0000000 + CONSTANT 46.4281827 13.1917570 3.5194844 0.0009867 + CRIME -0.4848885 0.1826729 -2.6544086 0.0108745 + INC 0.6289840 0.5359104 1.1736736 0.2465669 ------------------------------------------------------------------------------------ REGRESSION DIAGNOSTICS -MULTICOLLINEARITY CONDITION NUMBER 2.777 +MULTICOLLINEARITY CONDITION NUMBER 12.538 TEST ON NORMALITY OF ERRORS TEST DF VALUE PROB -Jarque-Bera 2 22167.648 0.0000 +Jarque-Bera 2 39.706 0.0000 DIAGNOSTICS FOR HETEROSKEDASTICITY RANDOM COEFFICIENTS TEST DF VALUE PROB -Breusch-Pagan test 2 4361.943 0.0000 -Koenker-Bassett test 2 598.496 0.0000 +Breusch-Pagan test 2 5.767 0.0559 +Koenker-Bassett test 2 2.270 0.3214 DIAGNOSTICS FOR SPATIAL DEPENDENCE TEST MI/DF VALUE PROB -Lagrange Multiplier (lag) 1 244.218 0.0000 -Robust LM (lag) 1 246.004 0.0000 -Lagrange Multiplier (error) 1 110.524 0.0000 -Robust LM (error) 1 112.310 0.0000 -Lagrange Multiplier (SARMA) 2 356.528 0.0000 +Lagrange Multiplier (lag) 1 0.982 0.3218 +Robust LM (lag) 1 1.094 0.2957 +Lagrange Multiplier (error) 1 3.097 0.0784 +Robust LM (error) 1 3.209 0.0732 +Lagrange Multiplier (SARMA) 2 4.191 0.1230 ================================ END OF REPORT ===================================== REGRESSION ---------- -SUMMARY OF OUTPUT: SPATIAL TWO STAGE LEAST SQUARES --------------------------------------------------- -Data set :/home/jlaura/pysal_examples/NAT.shp +SUMMARY OF OUTPUT: SPATIALLY WEIGHTED LEAST SQUARES (HOM) +--------------------------------------------------------- +Data set :/home/jlaura/pysal_examples/columbus.shp Weights matrix : QUEEN -Dependent Variable : HR70 Number of Observations: 3085 -Mean dependent var : 6.3844 Number of Variables : 4 -S.D. dependent var : 7.3525 Degrees of Freedom : 3081 -Pseudo R-squared : 0.4043 -Spatial Pseudo R-squared: 0.4171 +Dependent Variable : HOVAL Number of Observations: 49 +Mean dependent var : 38.4362 Number of Variables : 3 +S.D. dependent var : 18.4661 Degrees of Freedom : 46 +Pseudo R-squared : 0.3495 +N. of iterations : 1 -HAC Standard Errors; Kernel Weights: Kernel from Docs ------------------------------------------------------------------------------------ Variable Coefficient Std.Error z-Statistic Probability ------------------------------------------------------------------------------------ - CONSTANT 0.1270857 0.1375293 0.9240625 0.3554538 - HR60 0.2550462 0.0724310 3.5212322 0.0004295 - SOUTH 0.3287068 0.3652426 0.8999684 0.3681371 - W_HR70 0.7763924 0.0856845 9.0610633 0.0000000 + CONSTANT 47.6952597 12.3899085 3.8495248 0.0001183 + CRIME -0.5505654 0.1788491 -3.0783797 0.0020813 + INC 0.7105116 0.5028366 1.4130071 0.1576536 + lambda 0.3603637 0.1784451 2.0194661 0.0434388 ------------------------------------------------------------------------------------ -Instrumented: W_HR70 -Instruments: W_HR60, W_SOUTH ================================ END OF REPORT ===================================== \ No newline at end of file diff --git a/autoreg/pbsout_vectors.csv b/autoreg/pbsout_vectors.csv index d4cad3b..a4cfecb 100644 --- a/autoreg/pbsout_vectors.csv +++ b/autoreg/pbsout_vectors.csv @@ -1,3086 +1,50 @@ -# r1_residuals r2_residuals - -1.9959, -0.1271 - -1.9959, -1.8575 - -0.9493, -0.0384 - -1.9245, -1.8351 - -1.9959, -1.5898 - -1.9959, -2.1142 - -0.1764, -0.1055 - -0.7776, -2.3664 - 1.9059, 2.9868 - 3.7128, 1.8767 - -1.9959, -2.9593 - 0.1794, 0.2373 - -1.9959, -6.3061 - -1.9959, -0.5740 - -1.9959, -1.1855 - -1.9959, -0.3481 - -3.3686, -0.8784 - -1.9959, -0.1271 - -1.9959, -2.4161 - 6.1213, 7.4892 - -1.9959, -3.4866 - 2.8681, 4.7370 - -1.9959, -1.0712 - 5.9947, 7.4740 - -4.5730, -4.3894 - 1.0877, -0.4836 - 8.8160, 4.1871 - -0.2191, 0.7084 - -0.8502, -2.2624 - -1.1875, -0.7028 - -1.9959, -0.9017 - -1.2967, -0.7945 - -0.2689, -1.3542 - -3.3953, -1.8071 - -0.6862, 0.3148 - 14.6518, 15.3080 - -1.1277, 0.9989 - -1.9959, -0.9418 - 0.5850, 0.5657 - -1.9959, -1.9137 - -3.3220, -2.0562 - -1.9959, -0.5755 - -1.0393, -0.4267 - -5.0719, -1.6858 - 2.2041, 2.3480 - 0.4007, 2.6807 - -4.1097, -3.7599 - -0.0976, -0.1187 - -0.7619, -1.1372 - 9.8449, 10.4368 - 0.5008, -6.0118 - -1.9959, -0.9223 - -1.7695, -0.0067 - -0.4892, 0.9472 - -3.2417, -1.1096 - 3.9611, 4.1777 - -8.3824, -8.5835 - 1.1307, 0.2516 - 1.3926, -2.4031 - -1.9959, -2.4272 - -1.9959, -3.8144 - 1.0460, 1.8903 - 0.3106, 1.3575 - -0.8736, -3.1464 - -1.9959, -2.1348 - 1.7778, 1.2432 - -1.9959, -3.5270 - -1.9959, -0.8786 - 0.6469, 0.5105 - 0.0640, 0.9889 - -0.7626, -0.4474 - 0.5840, -0.5630 - -0.1196, 0.5245 - -1.9959, -1.1057 - -1.9959, -0.7325 - 3.9295, 5.1455 - -1.9959, -0.7549 - -1.9959, -1.6250 - 0.6473, 1.5543 - -1.9959, -5.2011 - 2.1066, 2.5187 - 0.3864, 2.3992 - -1.9959, -0.3102 - -1.9959, -0.2562 - -1.9959, -0.5827 - 1.1911, 0.4717 - -2.4895, -2.4606 - -1.9959, -3.9698 - -6.4324, -5.9879 - -1.9959, -3.6893 - -1.9959, -0.4018 - -1.9959, -1.5659 - -0.8871, -1.4432 - -1.9959, -1.3782 - 3.9163, 5.1439 - -1.9959, -5.2154 - 3.7767, 4.2791 - -2.1045, -2.4754 - -1.9959, -1.1702 - 1.1852, 3.3568 - -1.9959, -2.6476 - 20.7572, 22.1876 - -1.9959, -3.6602 - -1.9959, -0.3910 - -1.8163, 0.0925 - -1.9959, -0.5221 - -0.3585, 0.5312 - 2.0018, 2.0996 - -1.9959, -1.9136 - -0.7857, -1.3315 - -1.6132, -1.9694 - -1.9959, -0.9749 - -1.7754, 0.1985 - -1.9959, -3.4256 - -1.2765, -0.7895 - -1.9959, -1.1963 - 1.3412, 1.4059 - -0.6571, -1.3030 - -7.9332, -8.4715 - 0.7135, 0.4558 - -3.2730, -2.6106 - -0.2964, 0.6523 - -0.3547, -0.6120 - -0.4469, -0.7573 - -0.7467, -0.1031 - 0.7421, -9.1809 - 15.0876, 14.4107 - 10.1828, 11.6963 - -1.9959, -2.6631 - -1.5221, -1.9273 - 4.3348, 5.5793 - -2.0049, -3.0945 - 11.2002, 10.6127 - 1.5663, 2.2055 - -1.9959, -6.8487 - -0.4468, -2.5111 - -1.9959, -4.7993 - -7.1288, -6.8208 - 1.0933, 3.1114 - -1.0227, -1.5162 - -0.3131, 1.8624 - 0.5793, 1.7235 - -1.9959, -1.7044 - -1.9959, -7.6526 - -1.7040, -0.2488 - -1.9959, -3.7050 - -0.8990, -1.5078 - -1.9959, -2.0076 - -1.9959, -4.5104 - 2.6877, 3.5955 - -1.9959, -0.3156 - -1.9959, -1.7486 - -3.9187, -1.8441 - -1.9959, -0.7926 - 1.5543, 2.9740 - 1.7693, 2.7407 - -1.9959, -2.5353 - 2.4321, 2.0498 - 1.1227, 2.2513 - -1.1749, -0.8754 - 1.2041, 2.3019 - 0.7532, 1.4803 - 2.3627, -2.9937 - -1.9959, -8.9455 - -1.9959, -3.0098 - 5.2510, 5.8841 - -5.5424, -1.7954 - -0.9277, -1.0945 - 0.0477, 0.3696 - 9.4098, 9.3379 - -0.3215, -1.4991 - -1.9959, -2.7742 - -1.9959, -2.2651 - 1.7857, 2.6229 - 4.0155, 5.2783 - -7.7153, -4.8752 - -4.2614, -1.9701 - -1.9959, -3.6149 - -5.4870, -7.9095 - -1.9959, -3.8694 - 0.1268, 0.7844 - -3.6978, -3.2818 - 20.3754, 18.5372 - 2.6353, 2.8933 - 0.8873, 2.7317 - -0.3594, -1.5220 - 3.2590, 4.4758 - 10.6924, 12.1246 - -1.9959, -1.0603 - 32.0872, 26.2041 - 16.7823, 12.3411 - -1.9959, -1.3373 - 0.1852, 2.0097 - 0.9747, -1.3147 - -4.3047, -3.2910 - 4.6329, -3.5419 - -1.9959, -0.9558 - 1.4055, 2.7266 - -1.9959, -2.5593 - -3.0768, -2.7007 - -1.9959, -5.5473 - 15.9735, 12.8808 - -1.9959, -1.1386 - -1.9959, -6.5718 - 19.3451, 22.1226 - -0.6456, 1.4294 - -1.9959, -2.4296 - -1.9959, -0.8507 - 0.8584, 2.3167 - -1.9959, -3.2914 - -0.2757, -0.5720 - -1.9959, -2.3331 - 1.2029, 1.3467 - -7.0569, -5.6965 - 32.9447, 26.5072 - -3.3491, -2.5431 - -0.1476, 0.3464 - -0.2219, -0.0222 - -3.2996, -2.0644 - -1.9959, -0.5036 - -3.1439, -1.8798 - -1.2478, -0.8983 - -1.9959, -0.1271 - -1.9959, -2.3895 - 1.6552, 0.6460 - -0.6277, -1.1847 - -4.3021, -6.6714 - 3.9928, 4.3288 - 1.8703, 4.0580 - -1.2847, 0.0783 - -1.9959, -2.7913 - -0.7047, 0.2500 - 16.8365, 13.5812 - -1.9959, -4.4162 - -1.9959, -0.3607 - -3.4729, -1.8629 - -1.9959, -1.3618 - -1.3865, -0.0611 - -14.4464, -10.9921 - 1.4970, 1.7419 - -0.3487, 0.1967 - -3.0336, -1.3966 - -2.9524, -2.2863 - -1.4957, -0.8488 - 3.5152, 5.8530 - -1.9959, -1.3606 - -1.9959, -0.6089 - -2.3462, -1.7156 - 1.7057, 2.8189 - -2.8183, -1.5938 - -2.4141, -2.8373 - -1.0874, -0.0177 - -1.9862, -0.1727 - 0.9416, -0.7740 - 0.9899, 2.3797 - -1.9959, -1.7885 - -1.9959, -2.6764 - -1.9959, -2.0758 - 0.7835, 2.2596 - -3.3228, -1.0536 - -3.5937, -1.3829 - -3.7774, -1.3734 - 2.2639, -2.6028 - -1.9959, -3.1499 - -1.9959, -0.1271 - -2.7641, -1.1223 - -1.9959, -1.6073 - 1.1883, 2.1887 - 4.7069, 5.7947 - -3.1671, -2.2028 - 16.0318, 13.9365 - -3.2855, -1.8202 - 1.2563, 2.5111 - -1.9959, -0.9331 - 4.1587, 4.8706 - -1.9959, -0.7988 - -2.5229, -2.2003 - -2.7670, -3.7700 - -1.5090, -0.4018 - 1.7595, -1.5151 - -5.3069, -11.4222 - -3.3014, -5.8303 - -9.9461, -10.2080 - 3.2504, 0.5155 - -0.4139, 1.2321 - -1.9959, -4.3174 - -1.9959, -0.1271 - -2.7232, -1.0912 - -1.9959, -0.8688 - -2.1142, -1.3541 - -1.9959, -0.6429 - -1.9959, -3.1863 - 5.2886, 3.7862 - -4.3100, -8.0694 - -1.9959, -1.0346 - -0.7452, 0.9060 - 9.2388, 10.3327 - -1.7665, -0.3370 - -1.9959, -3.6416 - 18.7657, 19.0014 - -1.9959, -1.1739 - -6.9244, -2.8247 - 5.5178, 6.3455 - -0.8692, -4.4202 - -5.7981, -4.7446 - 0.9295, -0.3667 - -1.2533, -0.7198 - -6.6983, -5.0560 - -5.5751, -3.9250 - -1.9959, -0.3293 - -0.5234, 0.0134 - -1.2938, -0.4804 - -1.9959, -1.4302 - -1.9959, -1.6913 - -0.3313, -0.0302 - -2.7843, -2.0923 - -1.9959, -0.8539 - 11.8267, 12.5296 - -2.7123, -2.3493 - -1.9959, -1.6179 - -1.9959, -0.4643 - -1.9959, -1.3118 - -1.9959, -0.9217 - -1.9959, -1.2534 - 1.3291, 3.1059 - -1.9959, -1.4979 - 1.3424, -5.9043 - -1.9959, -2.1765 - -1.9959, -5.8868 - -1.9134, -1.0873 - -0.4333, 0.5357 - 0.0106, 1.3281 - -1.9959, -1.9572 - -1.9959, -0.4161 - 0.3064, 0.8620 - 1.5551, 1.7120 - 0.3119, 1.0561 - -1.3472, -1.7961 - -0.5247, 0.7326 - -1.9959, -1.1238 - 0.9614, 2.9424 - 0.2733, -1.2047 - -2.9579, -3.4448 - 0.4033, 0.6547 - 6.0915, 2.3391 - 1.5126, 2.0587 - -11.4321, -7.6665 - 0.4105, 0.9427 - -0.6223, 0.0229 - 1.5983, 2.4643 - 0.1221, -1.9950 - 0.5524, 1.7701 - -0.1897, 0.0606 - -1.9959, -4.4978 - 14.4244, 8.7629 - 1.7217, 3.0039 - -2.9003, -0.8997 - 36.3403, 33.6014 - -13.5068, -12.5550 - -1.9959, -1.1163 - 0.6101, 1.3289 - 0.5609, 1.4327 - 7.0204, 8.0592 - 3.3340, 3.5047 - 2.4822, 2.9615 - -1.9959, -1.8466 - -1.0439, -0.3855 - 5.4880, 6.1901 - -1.9959, -1.3673 - -1.6247, -0.7084 - -1.9959, -1.2878 - -1.9959, -10.8659 - -0.6045, 0.3691 - -3.7444, -3.8910 - -2.4329, -1.6690 - 4.8116, 4.9832 - -1.9959, -1.5097 - -1.9959, -1.5765 - -1.7354, -0.5231 - -0.7676, 0.0774 - -2.9249, -3.9824 - 2.2951, 3.0796 - 0.8434, 0.7732 - -1.9821, -1.6806 - -1.2560, -0.7417 - -0.2609, -0.4571 - 9.4196, 2.3359 - -1.9959, -4.2280 - -1.9959, -3.0567 - -1.9959, -1.9383 - 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-1.5244, -0.2906 - -1.9959, -2.3751 - -1.9959, -2.8173 - -1.9959, -2.5483 - -2.1493, -3.6254 - -1.9959, -2.2777 - 17.3997, 17.7086 - -0.2379, 0.1955 - -1.4340, -0.4653 - -2.4354, -1.6730 - -1.5636, -0.4706 - -1.3370, 0.2061 - 0.4575, -6.0663 - 3.3577, 3.5224 - -2.8370, -8.4953 - 7.3595, 8.4167 - -2.9406, -0.7416 - -0.8001, -0.1101 - -0.8661, 0.3220 - -0.1931, 1.1289 - -0.4389, 0.2012 - 1.3593, 1.9614 - -1.0012, 0.2194 - -1.9959, -1.3041 - -0.5861, 0.4997 - -2.7042, -8.7262 - 33.3335, 34.0474 - -0.8919, -3.5942 - 3.9837, 3.0727 - -1.9959, -2.2521 - -3.8483, -1.8361 - -2.9094, -2.4276 - 0.9716, -0.4648 - 5.5243, 5.4956 - -1.9959, -2.3026 - -2.0155, -0.6928 - 0.0588, 1.4127 - -2.0770, -2.3542 - 1.7111, -4.4282 - -2.4353, -1.4551 - -3.2817, -6.1665 - -0.8051, -4.1248 - 0.0301, -1.8750 - -2.2066, -1.4575 - -1.5429, -1.1240 - -0.3355, -0.5627 - -0.2942, 0.8114 - -0.5467, 0.5369 - -0.1512, 0.9245 - 8.0559, 8.0905 - -1.8106, -1.3300 - -1.3839, -1.4508 - 1.9646, 2.8645 - 0.5255, 1.4002 - -1.1466, -1.4635 - -2.3850, -1.1109 - -0.4254, -1.6112 - 2.4559, 2.4012 - 2.0728, 1.9916 - 0.1089, 1.3156 - 2.4603, 0.9227 - 1.2035, 1.5101 - -0.8130, 0.2879 - -0.1865, 0.7989 - 5.7957, 5.0353 - -0.4903, -1.7106 - -0.8859, -0.4420 - -0.7513, -0.4383 - 2.5061, 3.4994 - -1.5807, -0.0892 - 1.0574, 0.7872 - -0.1727, -1.8686 - -1.1560, -2.1856 - -0.5350, 0.1458 - -1.7176, -1.2599 - 3.3109, 3.5090 - 0.1178, -0.0504 - -1.0458, -0.9480 - -1.1149, -1.2993 - 0.2428, -4.7137 - 2.2359, -1.5793 - 2.8644, 3.2155 - -2.5968, -2.1870 - 0.6059, 1.4694 - -0.9451, -1.0706 - 1.3963, 1.4229 - 0.1830, 1.1486 - -1.5188, -2.8679 - 0.6781, 1.2460 - -0.0306, -0.5953 - -1.0282, -1.4992 - -0.3546, -0.3614 - -0.3151, -0.2690 - -2.3551, -1.6393 - 1.4985, 1.3786 - -2.2307, -1.7409 - -1.0829, -0.0301 - 0.2922, 0.4232 - -0.0776, 1.6985 - -1.7399, -1.6978 - -1.9848, -1.6997 - -0.2656, 1.4500 - 1.9201, 2.6996 - -0.3433, -1.4483 - -0.6857, -0.7214 - 0.8726, -2.5939 - 18.7711, 18.7971 - 1.9823, -0.6016 - 0.6702, 0.6160 - 0.5411, -0.2203 - 1.5030, 2.6052 - 2.6543, 1.9466 - -1.3864, -0.1713 - -1.3844, -0.3267 - -0.9839, -0.4982 - 0.0370, 0.1628 - 3.8689, 1.9519 - -0.0707, 0.5186 - -1.9959, -1.4975 - 9.8846, 9.1027 - 1.5405, 0.0306 - -1.6662, -1.6274 - -0.1491, -4.8093 - 0.0452, -0.7443 - -0.6495, -0.9279 - -2.0066, -2.7704 - 0.1141, -1.4273 - 1.2886, 0.3564 - 1.1718, 2.0157 - -1.1647, -0.5649 - -1.9959, -2.3276 - -1.0254, -0.5412 - 0.2875, 0.2792 - -0.9051, -0.1700 - -0.4113, -3.4793 - 0.9021, 0.7601 - -1.1950, -0.3543 - -0.2391, 0.3544 - 1.4930, 1.5692 - 0.2908, -3.5549 - 2.8935, 0.9023 - 3.6991, 2.1137 - 1.0831, 0.4957 - 3.4930, 3.9514 - 2.0608, 2.7640 - 10.6195, 10.4529 - -1.3394, 0.1879 - -0.6085, -1.9664 - 4.8112, 2.9072 - -4.9406, -4.4276 - 2.4990, -0.8518 - 1.5081, -0.3236 - -4.8107, -1.5407 - -3.5454, -1.9264 - -1.4220, -0.0788 - 8.8046, 6.0833 - 3.8080, -0.1423 - -1.6949, -1.3181 - -9.5334, -6.1757 - -1.2935, -6.4669 +# r1_residuals r1_residuals_bins r2_residuals r2_residuals_bins + 29.3795, 3.0000, 27.5529, 3.0000 + -6.0990, 1.0000, -7.8622, 1.0000 + -15.2637, 0.0000, -15.8201, 0.0000 + -0.3397, 2.0000, 0.1554, 2.0000 + -5.6814, 1.0000, -4.5339, 1.0000 + -15.1207, 0.0000, -15.9827, 0.0000 + 23.3509, 3.0000, 21.4076, 3.0000 + 2.1983, 2.0000, 2.5306, 2.0000 + 9.9073, 3.0000, 9.2107, 3.0000 + 57.9055, 3.0000, 57.7629, 3.0000 + -1.2282, 2.0000, 0.9861, 2.0000 + -5.3523, 1.0000, -3.7143, 1.0000 + 11.9178, 3.0000, 12.9403, 3.0000 + 17.8760, 3.0000, 19.5446, 3.0000 + -11.0796, 0.0000, -9.9607, 1.0000 + -5.8335, 1.0000, -4.1206, 1.0000 + 7.0363, 3.0000, 7.3918, 2.0000 + 26.5956, 3.0000, 27.1409, 3.0000 + 3.3014, 2.0000, 4.6679, 2.0000 + 15.4048, 3.0000, 11.6194, 3.0000 + -13.7235, 0.0000, -13.2274, 0.0000 + -6.9998, 1.0000, -7.0078, 1.0000 + -2.2800, 2.0000, -3.9551, 1.0000 + 16.3878, 3.0000, 16.4754, 3.0000 + -4.1267, 2.0000, -2.0577, 2.0000 + -11.3478, 0.0000, -10.5832, 1.0000 + 6.4644, 2.0000, 7.7824, 3.0000 + -0.9197, 2.0000, 0.9110, 2.0000 + 10.0688, 3.0000, 12.0839, 3.0000 + 0.7301, 2.0000, 2.8539, 2.0000 + -16.7117, 0.0000, -18.1989, 0.0000 + -8.7589, 1.0000, -10.3129, 1.0000 + -8.7166, 1.0000, -8.0359, 1.0000 + -15.7555, 0.0000, -16.6667, 0.0000 + -8.4924, 1.0000, -8.2313, 1.0000 + -14.9781, 0.0000, -16.8334, 0.0000 + 6.7495, 2.0000, 6.8828, 2.0000 + -4.6705, 1.0000, -3.3155, 2.0000 + -9.1881, 1.0000, -10.7071, 1.0000 + 4.6326, 2.0000, 1.9999, 2.0000 + -9.1291, 1.0000, -10.9651, 0.0000 + -10.3722, 1.0000, -12.6655, 0.0000 + -11.3662, 0.0000, -11.3162, 0.0000 + -11.0076, 0.0000, -11.9523, 0.0000 + -13.5103, 0.0000, -14.0233, 0.0000 + 26.1618, 3.0000, 24.4865, 3.0000 + -2.3564, 2.0000, -3.3412, 2.0000 + -14.1384, 0.0000, -14.6186, 0.0000 + -11.5205, 0.0000, -12.8395, 0.0000 diff --git a/autoreg/submit.sh b/autoreg/submit.sh index e8fb3b7..3e85b09 100755 --- a/autoreg/submit.sh +++ b/autoreg/submit.sh @@ -5,7 +5,7 @@ #PBS -o out #PBS -e err #PBS -A Jay -#PBS -l walltime=00:10:00 +#PBS -l walltime=00:20:00 use openmpi-1.6.4 cd $PBS_O_WORKDIR -/packages/openmpi-1.6.4/bin/mpiexec -n 16 python autoreg.py ~/pysal_examples/NAT.dbf pbsout.json HR70 HR60 SOUTH +/packages/openmpi-1.6.4/bin/mpiexec -n 16 python autoreg.py ~/pysal_examples/columbus.dbf pbsout.json HOVAL INC CRIME