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Export function working? #81

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mikkookkim opened this issue Jul 27, 2015 · 7 comments
Closed

Export function working? #81

mikkookkim opened this issue Jul 27, 2015 · 7 comments
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@mikkookkim
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Hi,
I'm very interested in this Earth algorithm and the PY-Earth implementation. I'm working in a project where I would like to utilize something like the Earth algorithm to predict a result value based on four independent variables.
I've been testing PY-earth and I got it working really well for my test dataset. Mostly the predicted results are within 2% of the real results when testing with that known dataset and the corresponding Dependent variable values. th

I just have a problem that I'd like to use this in NodeJS. There are ways to run Python code from Javascript but in my project we would be doing lots of calculations and I think it would be really unefficient to always call Python for each individual calculation. It would also by default involve always the Earth model education steps which would again be unefficient. -

I've been playing with the included Export functionality to export the model that has been fitted with my dataset. I wrote the exported function to javascript but somehow that is not giving nearly as accurate results as Py-Earth does eventhough I guess the exported function should be the same model as what Py-Earth is using when I'm getting the accurate results.

Is there some fundamental problem when trying to use the exported function separately without the dynamic model creation and fitting? I've been checking for typos but there doesn't seem to be any..
I used the export_python_string() function to produce the exported model and then I rewrote that to JS.

Appreciating a lot for any comments.

Br,
Mikko

@mikkookkim
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Btw, I have also tested the exported model in Python (what I got from export_python_string() method) and it's giving identical results as my Javascript code of the same exported model. So the problem is not about a typo.
I'm struggling to understand how come the exported model does not work as well as the model within the Py-Earth package.
Any ideas would be highly appreciated. I'd really like to be able to utilize this Earth package as the results are good when running the actual code.

@jcrudy
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jcrudy commented Jul 27, 2015

@mikkookkim, thanks for reporting. Perhaps you have found a bug in the export code. It is relatively new and has probably not had many users yet. Would it be possible for you to post a minimal example of some Python code that reproduces the problem? If there is a bug in py-earth, your example should let me find it and fix it. If the problem is with how you're using py-earth, I should be able to point out how to fix it and perhaps make some API or documentation change on my end to prevent it from happening to others in the future.

Tagging @ColCarroll, who wrote and is more expert on the export code than I am.

@mikkookkim
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Hi @jcrudy and many thanks for your quick reply!

I'll send you some example code and data which hopefully helps to resolve
this issue. It would be truly great to get the export functionality
working. For my project, it would be essential to get it working natively
in javascript and possibly also in other languages later. Converting the
model to those languages is easy as long as it's working as well as the
model in your code itself after being fitted.

I wasn't able to upload at least the .csv files on to github so I'll try
replying over email (probably doesn't work either). Is it possible to email
them to you directly ?

Description of the files:
independent.csv - file with four independent variables on each row

dependent.csv - known real dependent variable values corresponding each row
in the independent.csv fle

test3c_test_py - my implementation of your py-earth model being fitted for
my training data. Then outputs model information, the exported function
string and it also predicts the dependent values for each independent value
set.

Earth_native_output.txt - output of the test3c_test.py script . The
predicted dependent variable outputs are very accurately modeled as seen in
the output.

testModel2_test.py - script using the exported model string using the
"lambda x" stuff. It also runs the model for each value set of the
independent.csv file and prints them out.

testModel_output.csv - output of the testModel2_test.py script. If you
compare the output to the one in Earth_native_output.txt, you see that the
error in the predicted values are much greater than when the non-exported
model was used.

Again, i'll be happy to share these files privately with you to some email
address if github doesn't accept them.
Sorry, I'm bit new to using Github so not sure if there would have been
another way to upload them.

Thanks for any help you have time for with this issue. It would be really
helpful for me if I got this working somehow.

Br,

Mikko

On Mon, Jul 27, 2015 at 9:10 PM, Jason Rudy notifications@github.com
wrote:

@mikkookkim https://github.com/mikkookkim, thanks for reporting.
Perhaps you have found a bug in the export code. It is relatively new and
has probably not had many users yet. Would it be possible for you to post a
minimal example of some Python code that reproduces the problem? If there
is a bug in py-earth, your example should let me find it and fix it. If the
problem is with how you're using py-earth, I should be able to point out
how to fix it and perhaps make some API or documentation change on my end
to prevent it from happening to others in the future.

Tagging @ColCarroll https://github.com/ColCarroll, who wrote and is
more expert on the export code than I am.


Reply to this email directly or view it on GitHub
#81 (comment).

[[ 1188.3666795 145. 30. 3401.942775 ]
[ 1103.48334525 145. 30. 3401.942775 ]
[ 1026.31667775 145. 30. 3401.942775 ]
...,
[ 1023.7444555 235. -30. 2267.96185 ]
[ 980.01667725 235. -30. 2267.96185 ]
[ 915.711121 235. -30. 2267.96185 ]]
[ 0.95518993 0.81193034 0.70911607 ..., 0.39311339 0.36929979
0.34095026]

Forward Pass

iter parent var knot mse terms gcv rsq grsq

0 - - - 0.019449 1 0.019 0.000 0.000
1 0 0 379 0.006410 3 0.007 0.670 0.665
2 0 1 409 0.001110 5 0.001 0.943 0.941
3 0 3 -1 0.000486 6 0.001 0.975 0.974
4 4 0 877 0.000231 8 0.000 0.988 0.987
5 1 2 344 0.000102 10 0.000 0.995 0.994
6 3 0 387 0.000061 12 0.000 0.997 0.997

7 5 1 289 0.000046 14 0.000 0.998 0.997

Stopping Condition 2: Improvement below threshold

Pruning Pass

iter bf terms mse gcv rsq grsq

0 - 14 0.00 0.000 0.998 0.997
1 7 13 0.00 0.000 0.997 0.997
2 12 12 0.00 0.000 0.997 0.997
3 13 11 0.00 0.000 0.997 0.997
4 11 10 0.00 0.000 0.996 0.996
5 8 9 0.00 0.000 0.996 0.995
6 10 8 0.00 0.000 0.994 0.993
7 9 7 0.00 0.000 0.988 0.987
8 6 6 0.00 0.001 0.975 0.974
9 3 5 0.00 0.001 0.961 0.960
10 5 4 0.00 0.002 0.909 0.907
11 1 3 0.00 0.004 0.787 0.784
12 4 2 0.01 0.013 0.337 0.332

13 2 1 0.02 0.019 0.000 0.000

Selected iteration: 0

Earth Model

Basis Function Pruned Coefficient

(Intercept) No 0.300001
C(x0|s=+1,907.994,1067.47,1145.93) No 0.0016713
C(x0|s=-1,907.994,1067.47,1145.93) No -0.000647402
C(x1|s=+1,170,195,215) No -0.00368681
C(x1|s=-1,170,195,215) No 0.00372329
x3 No 8.51572e-05
C(x0|s=+1,837.258,926,994.164)_C(x1|s=-1,170,195,215) No 6.77655e-06
C(x0|s=-1,837.258,926,994.164)_C(x1|s=-1,170,195,215) No -6.20569e-06
C(x2|s=+1,-15,0,15)_C(x0|s=+1,907.994,1067.47,1145.93) No -6.52856e-06
C(x2|s=-1,-15,0,15)_C(x0|s=+1,907.994,1067.47,1145.93) No 1.66452e-05
C(x0|s=+1,994.164,1062.33,1143.35)_C(x1|s=+1,170,195,215) No -1.5522e-05
C(x0|s=-1,994.164,1062.33,1143.35)_C(x1|s=+1,170,195,215) No 7.66834e-06
C(x1|s=+1,175,205,220)*x3 No 7.93241e-07

C(x1|s=-1,175,205,220)*x3 No -4.36405e-07

MSE: 0.0000, GCV: 0.0000, RSQ: 0.9983, GRSQ: 0.9982
X:
[[ 1188.3666795 145. 30. 3401.942775 ]
[ 1103.48334525 145. 30. 3401.942775 ]
[ 1026.31667775 145. 30. 3401.942775 ]
...,
[ 1023.7444555 235. -30. 2267.96185 ]
[ 980.01667725 235. -30. 2267.96185 ]
[ 915.711121 235. -30. 2267.96185 ]]
predict dependent variable

[ 0.954057 0.80601152 0.70185754 ..., 0.39531322 0.37132581
0.3463548 ]
listing:

independent variables, dependent variable, predicted dependent variable value, absolute error, error percentage
[ 1188.3666795 145. 30. 3401.942775 ] 0.9551899326 0.954057003672 0.00113292892802 100.118748557
[ 1103.48334525 145. 30. 3401.942775 ] 0.8119303422 0.806011517913 0.00591882428748 100.734334951
[ 1026.31667775 145. 30. 3401.942775 ] 0.7091160717 0.701857536948 0.00725853475186 101.034189187
[ 949.15001025 145. 30. 3401.942775 ] 0.6172636167 0.618555459884 -0.0012918431836 99.7911515996
[ 874.555565 145. 30. 3401.942775] 0.5477127867 0.546014820132 0.00169796656843 100.310974447
[ 1178.0777905 145. 0. 3401.942775 ] 0.9638837862 0.961249110317 0.00263467588341 100.274088772
[ 1095.7666785 145. 0. 3401.942775 ] 0.8138203104 0.803213778362 0.0106065320378 101.320511715
[ 1021.17223325 145. 0. 3401.942775 ] 0.7083600846 0.697701390778 0.0106586938219 101.527687054
[ 944.00556575 145. 0. 3401.942775 ] 0.6176416104 0.613490820718 0.00415078968158 100.676585458
[ 853.977787 145. 0. 3401.942775] 0.5314590603 0.52623926436 0.00521979593957 100.991905449
[ 1172.933346 145. -30. 3401.942775] 0.9948792648 0.999374577865 -0.00449531306471 99.5501873708
[ 1088.05001175 145. -30. 3401.942775 ] 0.8149542915 0.806260834922 0.00869345657773 101.07824369
[ 998.022233 145. -30. 3401.942775] 0.6883264215 0.672353323493 0.0159730980067 102.375700015
[ 907.99445425 145. -30. 3401.942775 ] 0.5836221828 0.578284010877 0.00533817192293 100.923105571
[ 838.5444535 145. -30. 3401.942775 ] 0.5174732955 0.511442932612 0.00603036288786 101.179088126
[ 1193.511124 145. 30. 3288.5446825] 0.955567926 0.956703002543 -0.00113507654268 99.8813553904
[ 1103.48334525 145. 30. 3288.5446825 ] 0.8047484631 0.799324105523 0.00542435757679 100.67861804
[ 1026.31667775 145. 30. 3288.5446825 ] 0.7004222181 0.695170124559 0.00525209354117 100.755511976
[ 949.15001025 145. 30. 3288.5446825 ] 0.6089477568 0.611868047494 -0.00292029069429 99.5227254134
[ 861.69445375 145. 30. 3288.5446825 ] 0.5265451428 0.526961026216 -0.000415883416111 99.9210789042
[ 1180.65001275 145. 0. 3288.5446825 ] 0.9638837862 0.959829774003 0.00405401219703 100.422367831
[ 1095.7666785 145. 0. 3288.5446825] 0.8066384313 0.796526365973 0.0101120653271 101.269520478
[ 1005.73889975 145. 0. 3288.5446825 ] 0.6815225358 0.672655153288 0.00886738251203 101.318265752
[ 913.13889875 145. 0. 3288.5446825 ] 0.5756843163 0.576577183312 -0.00089286701241 99.8451435405
[ 843.688898 145. 0. 3288.5446825] 0.5121813846 0.509684513975 0.00249687062522 100.489885519
[ 1172.933346 145. -30. 3288.5446825] 0.9858074175 0.992687165475 -0.0068797479754 99.3069570944
[ 1088.05001175 145. -30. 3288.5446825 ] 0.8081504058 0.799573422533 0.00857698326704 101.072694893
[ 998.022233 145. -30. 3288.5446825] 0.6807665487 0.665665911104 0.015100637596 102.268500962
[ 907.99445425 145. -30. 3288.5446825 ] 0.5756843163 0.571596598488 0.00408771781224 100.715140332
[ 825.68334225 145. -30. 3288.5446825 ] 0.4985736135 0.492438519853 0.00613509364727 101.245859818
[ 1196.08334625 145. 30. 3288.5446825 ] 0.9563239134 0.961369708173 -0.00504579477268 99.4751452298
[ 1103.48334525 145. 30. 3288.5446825 ] 0.797566584 0.799324105523 -0.00175752152321 99.7801240434
[ 1010.88334425 145. 30. 3288.5446825 ] 0.6735846696 0.677251855052 -0.00366718545199 99.4585196889
[ 918.28334325 145. 30. 3288.5446825 ] 0.5673684561 0.58156477724 -0.0141963211404 97.5589441287
[ 848.8333425 145. 30. 3288.5446825] 0.5072674671 0.514616583155 -0.00734911605506 98.571923973
[ 1185.79445725 145. 0. 3288.5446825 ] 0.9642617799 0.970365926154 -0.00610414625435 99.370943879
[ 1095.7666785 145. 0. 3288.5446825] 0.7994565522 0.796526365973 0.00293018622712 100.367870588
[ 1005.73889975 145. 0. 3288.5446825 ] 0.6735846696 0.672655153288 0.000929516312028 100.138186158
[ 913.13889875 145. 0. 3288.5446825 ] 0.5677464498 0.576577183312 -0.00883073351241 98.4684212681
[ 833.400009 145. 0. 3288.5446825] 0.493659696 0.499828665128 -0.00616896912755 98.7657832458
[ 1172.933346 145. -30. 3288.5446825] 0.9752235954 0.992687165475 -0.0174635700754 98.2407780938
[ 1088.05001175 145. -30. 3288.5446825 ] 0.8013465204 0.799573422533 0.00177309786704 100.221755478
[ 998.022233 145. -30. 3288.5446825] 0.6732066759 0.665665911104 0.00754076479603 101.132815226
[ 907.99445425 145. -30. 3288.5446825 ] 0.5681244435 0.571596598488 -0.00347215498776 99.3925514958
[ 812.822231 145. -30. 3288.5446825] 0.4800519249 0.480121611061 -6.96861613781e-05 99.985485727
[ 1201.22779075 145. 30. 3061.7484975 ] 0.9570799008 0.957328294654 -0.000248393854064 99.9740534302
[ 1103.48334525 145. 30. 3061.7484975 ] 0.7907626983 0.785949280745 0.00481341755541 100.61243361
[ 1010.88334425 145. 30. 3061.7484975 ] 0.6652688094 0.663877030273 0.00139177912663 100.209644115
[ 918.28334325 145. 30. 3061.7484975 ] 0.5590525959 0.568189952462 -0.00913735656182 98.391848268
[ 838.5444535 145. 30. 3061.7484975] 0.4895017659 0.491380695444 -0.00187892954421 99.6176224338
[ 1188.3666795 145. 0. 3061.7484975] 0.9646397736 0.962259177451 0.00238059614858 100.247396565
[ 1095.7666785 145. 0. 3061.7484975] 0.7930306602 0.783151541194 0.00987911900574 101.261456881
[ 1005.73889975 145. 0. 3061.7484975 ] 0.6656468031 0.659280328509 0.00636647459065 100.96567034
[ 913.13889875 145. 0. 3061.7484975 ] 0.5598085833 0.563202358534 -0.00339377523379 99.3974145913
[ 820.53889775 145. 0. 3061.7484975 ] 0.4755160011 0.474136931558 0.00137906954243 100.290858917
[ 1172.933346 145. -30. 3061.7484975] 0.9650177673 0.979312340697 -0.0142945733968 98.5403458322
[ 1088.05001175 145. -30. 3061.7484975 ] 0.7952986221 0.786198597754 0.00910002434566 101.157471455
[ 998.022233 145. -30. 3061.7484975] 0.6656468031 0.652291086325 0.0133557167746 102.047508705
[ 907.99445425 145. -30. 3061.7484975 ] 0.5609425641 0.558221773709 0.00272079039086 100.487403129
[ 802.533342 145. -30. 3061.7484975] 0.4626642174 0.45689325925 0.00577095815033 101.263086735
[ 1208.9444575 145. 30. 2834.9523125] 0.9585918753 0.957953586765 0.00063828853455 100.066630424
[ 1103.48334525 145. 30. 2834.9523125 ] 0.7771549272 0.772574455966 0.00458047123403 100.592884116
[ 1010.88334425 145. 30. 2834.9523125 ] 0.6505270572 0.650502205495 2.48517052454e-05 100.003820388
[ 918.28334325 145. 30. 2834.9523125 ] 0.5431768632 0.554815127683 -0.0116382644832 97.9023166632
[ 820.53889775 145. 30. 2834.9523125 ] 0.4573723065 0.460762106779 -0.00338980027895 99.2643057602
[ 1196.08334625 145. 0. 2834.9523125 ] 0.9657737544 0.9646885809 0.00108517350013 100.112489514
[ 1095.7666785 145. 0. 2834.9523125] 0.7801788765 0.769776716416 0.0104021600844 101.351321736
[ 1005.73889975 145. 0. 2834.9523125 ] 0.6516610383 0.645905503731 0.00575553456927 100.89107997
[ 913.13889875 145. 0. 2834.9523125 ] 0.5446888377 0.549827533755 -0.00513869605517 99.0653985587
[ 805.10556425 145. 0. 2834.9523125 ] 0.4456545036 0.445981816229 -0.000327312629325 99.9266085259
[ 1172.933346 145. -30. 2834.9523125] 0.9457400916 0.965937515918 -0.0201974243182 97.9090340746
[ 1072.61667825 145. -30. 2834.9523125 ] 0.7586332389 0.745362219994 0.0132710189058 101.780479148
[ 982.5888995 145. -30. 2834.9523125] 0.6335173434 0.621005287128 0.0125120562725 102.014806723
[ 892.56112075 145. -30. 2834.9523125 ] 0.5295690921 0.529931244115 -0.000362152014774 99.9316605656
[ 789.67223075 145. -30. 2834.9523125 ] 0.4346926878 0.43120152568 0.0034911621203 100.809635846
[ 1216.66112425 145. 30. 2608.1561275 ] 0.9601038498 0.958578878877 0.00152497092316 100.159086639
[ 1118.91667875 145. 30. 2608.1561275 ] 0.7866047682 0.783711993644 0.00289277455572 100.369111942
[ 1010.88334425 145. 30. 2608.1561275 ] 0.6369192861 0.637127380716 -0.000208094616135 99.9673386167
[ 902.85000975 145. 30. 2608.1561275 ] 0.512559378 0.526495760135 -0.0139363821351 97.3529925233
[ 810.25000875 145. 30. 2608.1561275 ] 0.4339367007 0.437533754967 -0.00359705426725 99.1778795975
[ 1198.6555685 145. 0. 2608.1561275] 0.9544339452 0.956581832197 -0.00214788699694 99.7754622841
[ 1095.7666785 145. 0. 2608.1561275] 0.7654371243 0.756401891637 0.00903523266298 101.194501595
[ 990.30556625 145. 0. 2608.1561275 ] 0.6195315786 0.615043001948 0.00448857665211 100.729798833
[ 882.27223175 145. 0. 2608.1561275 ] 0.4981956198 0.506634100134 -0.00843848033379 98.3344034025
[ 792.244453 145. 0. 2608.1561275] 0.4214629104 0.420290082659 0.00117282774065 100.279051966
[ 1172.933346 145. -30. 2608.1561275] 0.9332663013 0.95256269114 -0.0192963898395 97.974265629
[ 1072.61667825 145. -30. 2608.1561275 ] 0.7442694804 0.731987395216 0.0122820851844 101.677909383
[ 967.155566 145. -30. 2608.1561275] 0.6025218648 0.590719309673 0.0118025551267 101.997997176
[ 864.266676 145. -30. 2608.1561275] 0.4845878487 0.489308011005 -0.00472016230455 99.0353392549
[ 776.8111195 145. -30. 2608.1561275] 0.4101231012 0.40550979211 0.00461330909028 101.137656644
[ 1224.377791 145. 30. 2267.96185 ] 0.9570799008 0.952516758599 0.00456314220109 100.479061619
[ 1118.91667875 145. 30. 2267.96185 ] 0.7646811372 0.763649756476 0.00103138072365 100.135059393
[ 1010.88334425 145. 30. 2267.96185 ] 0.6191535852 0.617065143548 0.00208844165179 100.338447516
[ 902.85000975 145. 30. 2267.96185 ] 0.4940376897 0.506433522967 -0.0123958332672 97.552327659
[ 784.52778625 145. 30. 2267.96185 ] 0.3938693745 0.392837700217 0.00103167428339 100.262620997
[ 1198.6555685 145. 0. 2267.96185 ] 0.9328883076 0.936519595029 -0.00363128742901 99.6122571863
[ 1095.7666785 145. 0. 2267.96185 ] 0.7442694804 0.736339654469 0.00792982593091 101.076925015
[ 990.30556625 145. 0. 2267.96185 ] 0.6021438711 0.59498076478 0.00716310632004 101.203922336
[ 882.27223175 145. 0. 2267.96185 ] 0.4804299186 0.486571862966 -0.00614194436587 98.7377107405
[ 766.5222305 145. 0. 2267.96185 ] 0.3825295653 0.375594027909 0.00693553739129 101.846551563
[ 1172.933346 145. -30. 2267.96185 ] 0.9124766511 0.932500453972 -0.0200238028716 97.8526763407
[ 1072.61667825 145. -30. 2267.96185 ] 0.7234798302 0.711925158048 0.0115546721523 101.623017816
[ 967.155566 145. -30. 2267.96185 ] 0.585512151 0.570657072505 0.0148550784947 102.603153314
[ 864.266676 145. -30. 2267.96185 ] 0.4672001412 0.469245773837 -0.00204563263662 99.5640594438
[ 748.51667475 145. -30. 2267.96185 ] 0.3711897561 0.358350355601 0.0128394004992 103.582918308
[ 1185.79445725 155. 30. 3401.942775 ] 0.9030268098 0.909398615593 -0.00637180579269 99.2993385207
[ 1111.200012 155. 30. 3401.942775] 0.7790448954 0.783152368401 -0.00410747300105 99.4755205798
[ 1034.0333445 155. 30. 3401.942775 ] 0.6822785232 0.681411419488 0.000867103711627 100.127251127
[ 956.866677 155. 30. 3401.942775] 0.5983639347 0.601787453128 -0.00342351842841 99.4311083738
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[ 964.58334375 185. -30. 3288.5446825 ] 0.5303250792 0.528175215852 0.00214986334805 100.407036014
[ 928.57223225 185. -30. 3288.5446825 ] 0.5019755562 0.50118613822 0.000789417979832 100.157509939
[ 1170.36112375 185. 30. 3175.14659 ] 0.7537193214 0.748488119166 0.00523120223418 100.698902508
[ 1116.3444565 185. 30. 3175.14659 ] 0.6611108793 0.668925689813 -0.0078148105128 98.8317371224
[ 1072.61667825 185. 30. 3175.14659 ] 0.6093257505 0.61597304173 -0.00664729123007 98.9208470534
[ 1026.31667775 185. 30. 3175.14659 ] 0.566612469 0.569748100746 -0.00313563174609 99.4496459502
[ 962.0111215 185. 30. 3175.14659 ] 0.5163393144 0.51690726466 -0.000567950259511 99.8901253091
[ 1147.2111235 185. 0. 3175.14659 ] 0.7355756268 0.731780255702 0.0037953710984 100.518649016
[ 1090.622234 185. 0. 3175.14659 ] 0.6418332036 0.644745606302 -0.00291240270178 99.5482865376
[ 1046.89445575 185. 0. 3175.14659 ] 0.5915600493 0.592791744026 -0.0012316947258 99.7922213428
[ 1003.1666775 185. 0. 3175.14659 ] 0.5499807486 0.550631574899 -0.000650826299419 99.8818036725
[ 938.86112125 185. 0. 3175.14659 ] 0.5008415751 0.499911893811 0.000929681288753 100.185969028
[ 1144.63890125 185. -30. 3175.14659 ] 0.7760209464 0.762867816655 0.013153129745 101.724168913
[ 1080.333345 185. -30. 3175.14659 ] 0.6441011655 0.645053643079 -0.000952477578948 99.8523413379
[ 1023.7444555 185. -30. 3175.14659 ] 0.5734163544 0.573480603389 -6.42489889663e-05 99.9887966588
[ 964.58334375 185. -30. 3175.14659 ] 0.5212532319 0.519501640861 0.00175159103916 100.337167566
[ 918.28334325 185. -30. 3175.14659 ] 0.4853438358 0.485161550429 0.000182285370902 100.037572098
[ 1178.0777905 185. 30. 3061.7484975] 0.7548533025 0.751597993268 0.00325530923177 100.433118404
[ 1116.3444565 185. 30. 3061.7484975] 0.6524170254 0.660252114822 -0.00783508942169 98.8133185421
[ 1057.18334475 185. 30. 3061.7484975 ] 0.5858901447 0.590908255892 -0.00501811119152 99.1507799829
[ 995.45001075 185. 30. 3061.7484975 ] 0.5325930411 0.534431682725 -0.00183864162478 99.6559632065
[ 949.15001025 185. 30. 3061.7484975 ] 0.4981956198 0.498693022138 -0.000497402338121 99.9002588133
[ 1152.355568 185. 0. 3061.7484975] 0.7370876013 0.732165054331 0.00492254696912 100.672327495
[ 1090.622234 185. 0. 3061.7484975] 0.6335173434 0.636072031311 -0.00255468791067 99.5983649988
[ 1034.0333445 185. 0. 3061.7484975] 0.5688804306 0.570846229458 -0.00196579885804 99.6556342572
[ 974.87223275 185. 0. 3061.7484975 ] 0.5170953018 0.51841089032 -0.00131558851975 99.7462266815
[ 928.57223225 185. 0. 3061.7484975 ] 0.4830758742 0.483823680248 -0.000747806048052 99.8454383118
[ 1149.78334575 185. -30. 3061.7484975 ] 0.7779109146 0.765615668262 0.0122952463382 101.6059293
[ 1095.7666785 185. -30. 3061.7484975] 0.6565749555 0.660615181079 -0.00404022557938 99.3884146633
[ 1036.60556675 185. -30. 3061.7484975 ] 0.5805982335 0.578994707892 0.00160352560764 100.276949959
[ 980.01667725 185. -30. 3061.7484975 ] 0.5250331683 0.52344594942 0.00158721887974 100.303224981
[ 907.99445425 185. -30. 3061.7484975 ] 0.4687121157 0.469186814635 -0.000474698934554 99.8988251759
[ 1188.3666795 185. 30. 2834.9523125] 0.7552312962 0.749962108744 0.00526918745596 100.702593824
[ 1116.3444565 185. 30. 2834.9523125] 0.6346513245 0.642904964839 -0.00825364033947 98.7161958935
[ 1057.18334475 185. 30. 2834.9523125 ] 0.569636418 0.573561105909 -0.0039246879093 99.3157332551
[ 995.45001075 185. 30. 2834.9523125 ] 0.5152053336 0.517084532743 -0.00187919914255 99.6365779629
[ 918.28334325 185. 30. 2834.9523125 ] 0.4581282936 0.459139614397 -0.00101132079702 99.7797356696
[ 1162.644457 185. 0. 2834.9523125] 0.7393555632 0.732934651589 0.00642091161056 100.876055129
[ 1090.622234 185. 0. 2834.9523125] 0.6161296359 0.618724881328 -0.00259524542845 99.5805493675
[ 1034.0333445 185. 0. 2834.9523125] 0.5530046979 0.553499079476 -0.000494381575819 99.9106806869
[ 974.87223275 185. 0. 2834.9523125 ] 0.500085588 0.501063740338 -0.00097815233752 99.804784849
[ 902.85000975 185. 0. 2834.9523125 ] 0.4471664781 0.448192071243 -0.00102559314316 99.771171065
[ 1152.355568 185. -30. 2834.9523125] 0.7665711054 0.753984573863

@mikkookkim
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Hi @jcrudy and many thanks for your quick reply!

I'll send you some example code and data which hopefully helps to resolve this issue. It would be truly great to get the export functionality working. For my project, it would be essential to get it working natively in javascript and possibly also in other languages later. Converting the model to those languages is easy as long as it's working as well as the model in your code itself after being fitted.

@mikkookkim
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yeah looks like the file attachments didn't get imported as attachments and just one of them seems to have been printed out.

@jcrudy
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jcrudy commented Jul 28, 2015

@mikkookkim, you can find my email address on my github profile I think: https://github.com/jcrudy. (I don't want to post it here in case I change it or want to take it down later for some reason). You can email me the files and I'll check it out.

In general, I think there are some sites (dropbox maybe?) where you can make your data publicly available and then link from the github issue. For code and smallish data files, you can always make a gist on github and then post a link here.

jcrudy added a commit that referenced this issue Jul 28, 2015
@jcrudy
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jcrudy commented Jul 28, 2015

This was a bug in the func_string_factory and func_factory methods of the BasisFunctions in _basis.pyx. The bug caused incorrect results for models with degree > 1. This should now be fixed in master, as of commit 8a6f639.

@mikkookkim, thank you very much for bringing this to my attention.

@jcrudy jcrudy closed this as completed Jul 28, 2015
@jcrudy jcrudy added the bug label Jul 28, 2015
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