-
-
Notifications
You must be signed in to change notification settings - Fork 51
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
adds explainableai integration for time series model interpretability
- Loading branch information
1 parent
ba1c4c3
commit 3a3897e
Showing
7 changed files
with
1,416 additions
and
0 deletions.
There are no files selected for viewing
Binary file not shown.
1,103 changes: 1,103 additions & 0 deletions
1,103
examples/explainableai_time_series/explainableai_time_series.ipynb
Large diffs are not rendered by default.
Oops, something went wrong.
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
313 changes: 313 additions & 0 deletions
313
examples/explainableai_time_series/real_sales_per_day.csv
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,313 @@ | ||
| DATE,Sales Per Day | ||
| 1/1/92,7558.264812 | ||
| 2/1/92,8096.645263 | ||
| 3/1/92,8193.630005 | ||
| 4/1/92,8726.435802 | ||
| 5/1/92,8727.115815 | ||
| 6/1/92,8958.585198 | ||
| 7/1/92,8686.874599 | ||
| 8/1/92,8662.116566 | ||
| 9/1/92,8678.880736 | ||
| 10/1/92,8805.291616 | ||
| 11/1/92,9005.541523 | ||
| 12/1/92,10755.78087 | ||
| 1/1/93,7675.045238 | ||
| 2/1/93,8321.254095 | ||
| 3/1/93,8541.642409 | ||
| 4/1/93,9116.97989 | ||
| 5/1/93,9070.435729 | ||
| 6/1/93,9334.498113 | ||
| 7/1/93,9110.889646 | ||
| 8/1/93,9058.814028 | ||
| 9/1/93,9080.462063 | ||
| 10/1/93,9009.205135 | ||
| 11/1/93,9623.002452 | ||
| 12/1/93,11272.35763 | ||
| 1/1/94,7942.820274 | ||
| 2/1/94,8833.606416 | ||
| 3/1/94,9437.721586 | ||
| 4/1/94,9590.317161 | ||
| 5/1/94,9518.688136 | ||
| 6/1/94,9976.025956 | ||
| 7/1/94,9335.426414 | ||
| 8/1/94,9794.243242 | ||
| 9/1/94,9695.303475 | ||
| 10/1/94,9564.409519 | ||
| 11/1/94,10167.47618 | ||
| 12/1/94,11806.31293 | ||
| 1/1/95,8397.630662 | ||
| 2/1/95,9105.591979 | ||
| 3/1/95,9623.431757 | ||
| 4/1/95,9617.68654 | ||
| 5/1/95,10006.0809 | ||
| 6/1/95,10391.93842 | ||
| 7/1/95,9587.507793 | ||
| 8/1/95,10115.95293 | ||
| 9/1/95,9853.789402 | ||
| 10/1/95,9602.528063 | ||
| 11/1/95,10400.62546 | ||
| 12/1/95,11826.79926 | ||
| 1/1/96,8654.01573 | ||
| 2/1/96,9595.313055 | ||
| 3/1/96,9868.675348 | ||
| 4/1/96,10160.2879 | ||
| 5/1/96,10525.13025 | ||
| 6/1/96,10382.79788 | ||
| 7/1/96,10043.85162 | ||
| 8/1/96,10393.86892 | ||
| 9/1/96,9928.163879 | ||
| 10/1/96,10209.70285 | ||
| 11/1/96,10605.0145 | ||
| 12/1/96,11939.28698 | ||
| 1/1/97,9086.373153 | ||
| 2/1/97,9894.342554 | ||
| 3/1/97,10198.7285 | ||
| 4/1/97,10297.8822 | ||
| 5/1/97,10580.83518 | ||
| 6/1/97,10602.19826 | ||
| 7/1/97,10415.20399 | ||
| 8/1/97,10543.30239 | ||
| 9/1/97,10327.43334 | ||
| 10/1/97,10408.10639 | ||
| 11/1/97,10608.2262 | ||
| 12/1/97,12328.88963 | ||
| 1/1/98,9255.162193 | ||
| 2/1/98,10045.72677 | ||
| 3/1/98,10268.73935 | ||
| 4/1/98,10816.50684 | ||
| 5/1/98,10879.31144 | ||
| 6/1/98,11213.52251 | ||
| 7/1/98,10669.33934 | ||
| 8/1/98,10603.31378 | ||
| 9/1/98,10561.30278 | ||
| 10/1/98,10761.00564 | ||
| 11/1/98,11029.09002 | ||
| 12/1/98,12923.52173 | ||
| 1/1/99,9558.258031 | ||
| 2/1/99,10724.36211 | ||
| 3/1/99,11174.54617 | ||
| 4/1/99,11314.97468 | ||
| 5/1/99,11442.24444 | ||
| 6/1/99,11792.18419 | ||
| 7/1/99,11371.6445 | ||
| 8/1/99,11511.29251 | ||
| 9/1/99,11362.01537 | ||
| 10/1/99,11096.167 | ||
| 11/1/99,11821.77836 | ||
| 12/1/99,13884.80021 | ||
| 1/1/00,10096.96945 | ||
| 2/1/00,11421.7391 | ||
| 3/1/00,11868.03027 | ||
| 4/1/00,11561.49856 | ||
| 5/1/00,12034.69956 | ||
| 6/1/00,12242.92113 | ||
| 7/1/00,11321.76169 | ||
| 8/1/00,11925.81747 | ||
| 9/1/00,11599.41204 | ||
| 10/1/00,11276.84521 | ||
| 11/1/00,11963.76399 | ||
| 12/1/00,13477.80562 | ||
| 1/1/01,10330.62252 | ||
| 2/1/01,11269.58626 | ||
| 3/1/01,11511.69511 | ||
| 4/1/01,11670.09839 | ||
| 5/1/01,12120.37983 | ||
| 6/1/01,12108.13888 | ||
| 7/1/01,11340.08916 | ||
| 8/1/01,12014.44175 | ||
| 9/1/01,10962.2572 | ||
| 10/1/01,11943.62323 | ||
| 11/1/01,12200.43152 | ||
| 12/1/01,13466.58133 | ||
| 1/1/02,10377.56236 | ||
| 2/1/02,11347.59087 | ||
| 3/1/02,11522.44874 | ||
| 4/1/02,11863.73188 | ||
| 5/1/02,12106.58348 | ||
| 6/1/02,11983.26759 | ||
| 7/1/02,11855.78648 | ||
| 8/1/02,12306.906 | ||
| 9/1/02,11262.11008 | ||
| 10/1/02,11474.88821 | ||
| 11/1/02,12010.51712 | ||
| 12/1/02,13587.45549 | ||
| 1/1/03,10612.699 | ||
| 2/1/03,11261.65292 | ||
| 3/1/03,11505.92859 | ||
| 4/1/03,12000.66928 | ||
| 5/1/03,12310.11502 | ||
| 6/1/03,12244.30731 | ||
| 7/1/03,12162.49654 | ||
| 8/1/03,12365.07093 | ||
| 9/1/03,11848.05884 | ||
| 10/1/03,11843.81411 | ||
| 11/1/03,12170.1134 | ||
| 12/1/03,14130.20422 | ||
| 1/1/04,10854.76248 | ||
| 2/1/04,11618.39675 | ||
| 3/1/04,12310.03915 | ||
| 4/1/04,12540.39132 | ||
| 5/1/04,12591.2349 | ||
| 6/1/04,12674.42287 | ||
| 7/1/04,12473.01984 | ||
| 8/1/04,12435.05781 | ||
| 9/1/04,12322.98594 | ||
| 10/1/04,12051.36736 | ||
| 11/1/04,12688.23782 | ||
| 12/1/04,14797.04087 | ||
| 1/1/05,10999.15207 | ||
| 2/1/05,12212.19616 | ||
| 3/1/05,12691.38434 | ||
| 4/1/05,12889.04079 | ||
| 5/1/05,12861.38666 | ||
| 6/1/05,13542.80797 | ||
| 7/1/05,13005.22206 | ||
| 8/1/05,13110.08864 | ||
| 9/1/05,12491.24007 | ||
| 10/1/05,12141.35256 | ||
| 11/1/05,13005.85336 | ||
| 12/1/05,14969.03342 | ||
| 1/1/06,11484.56831 | ||
| 2/1/06,12542.801 | ||
| 3/1/06,13063.76926 | ||
| 4/1/06,13035.49851 | ||
| 5/1/06,13406.56386 | ||
| 6/1/06,13550.88714 | ||
| 7/1/06,12847.95967 | ||
| 8/1/06,13311.26203 | ||
| 9/1/06,12666.12448 | ||
| 10/1/06,12399.37815 | ||
| 11/1/06,13220.15144 | ||
| 12/1/06,14973.16705 | ||
| 1/1/07,11610.07862 | ||
| 2/1/07,12578.04512 | ||
| 3/1/07,13088.61242 | ||
| 4/1/07,12925.01598 | ||
| 5/1/07,13664.41652 | ||
| 6/1/07,13488.51363 | ||
| 7/1/07,12861.67144 | ||
| 8/1/07,13449.9522 | ||
| 9/1/07,12569.54478 | ||
| 10/1/07,12659.25163 | ||
| 11/1/07,13401.64231 | ||
| 12/1/07,14657.81424 | ||
| 1/1/08,11597.20247 | ||
| 2/1/08,12390.90761 | ||
| 3/1/08,12532.44277 | ||
| 4/1/08,12787.46473 | ||
| 5/1/08,13279.1605 | ||
| 6/1/08,12913.37365 | ||
| 7/1/08,12567.28866 | ||
| 8/1/08,12523.95317 | ||
| 9/1/08,11831.46083 | ||
| 10/1/08,11480.13679 | ||
| 11/1/08,11603.43483 | ||
| 12/1/08,13112.03699 | ||
| 1/1/09,10343.80153 | ||
| 2/1/09,11013.22701 | ||
| 3/1/09,10919.62524 | ||
| 4/1/09,11347.48962 | ||
| 5/1/09,11545.96707 | ||
| 6/1/09,11777.17464 | ||
| 7/1/09,11504.92896 | ||
| 8/1/09,11678.0458 | ||
| 9/1/09,11030.4695 | ||
| 10/1/09,11095.5274 | ||
| 11/1/09,11559.25612 | ||
| 12/1/09,13345.69687 | ||
| 1/1/10,10263.27397 | ||
| 2/1/10,11232.71492 | ||
| 3/1/10,11826.47784 | ||
| 4/1/10,12051.13205 | ||
| 5/1/10,11957.93772 | ||
| 6/1/10,12146.05693 | ||
| 7/1/10,11796.68188 | ||
| 8/1/10,11829.8267 | ||
| 9/1/10,11649.34775 | ||
| 10/1/10,11503.84192 | ||
| 11/1/10,12358.28892 | ||
| 12/1/10,14034.48191 | ||
| 1/1/11,10800.79536 | ||
| 2/1/11,11972.62774 | ||
| 3/1/11,12376.40706 | ||
| 4/1/11,12506.20151 | ||
| 5/1/11,12418.98975 | ||
| 6/1/11,12745.11981 | ||
| 7/1/11,12115.62156 | ||
| 8/1/11,12461.49844 | ||
| 9/1/11,12168.33071 | ||
| 10/1/11,11888.50168 | ||
| 11/1/11,12785.69964 | ||
| 12/1/11,14389.07212 | ||
| 1/1/12,11073.70687 | ||
| 2/1/12,12417.20912 | ||
| 3/1/12,12886.56392 | ||
| 4/1/12,12595.5471 | ||
| 5/1/12,13050.21852 | ||
| 6/1/12,12879.08621 | ||
| 7/1/12,12299.63021 | ||
| 8/1/12,12975.28185 | ||
| 9/1/12,12256.48395 | ||
| 10/1/12,12285.64984 | ||
| 11/1/12,13173.13825 | ||
| 12/1/12,14416.74673 | ||
| 1/1/13,11527.21628 | ||
| 2/1/13,12637.57665 | ||
| 3/1/13,12883.67758 | ||
| 4/1/13,12942.5286 | ||
| 5/1/13,13437.89551 | ||
| 6/1/13,13138.95654 | ||
| 7/1/13,12947.27562 | ||
| 8/1/13,13306.94665 | ||
| 9/1/13,12474.35422 | ||
| 10/1/13,12652.64441 | ||
| 11/1/13,13355.01492 | ||
| 12/1/13,14665.41563 | ||
| 1/1/14,11569.58022 | ||
| 2/1/14,12677.57929 | ||
| 3/1/14,12998.22149 | ||
| 4/1/14,13417.19494 | ||
| 5/1/14,13778.98706 | ||
| 6/1/14,13441.47226 | ||
| 7/1/14,13295.44181 | ||
| 8/1/14,13528.78346 | ||
| 9/1/14,13026.98643 | ||
| 10/1/14,13075.31016 | ||
| 11/1/14,13631.56161 | ||
| 12/1/14,15277.55445 | ||
| 1/1/15,11925.29143 | ||
| 2/1/15,12845.97841 | ||
| 3/1/15,13319.27753 | ||
| 4/1/15,13557.2129 | ||
| 5/1/15,13813.94695 | ||
| 6/1/15,13852.82296 | ||
| 7/1/15,13670.96618 | ||
| 8/1/15,13617.75852 | ||
| 9/1/15,13304.56766 | ||
| 10/1/15,13212.468 | ||
| 11/1/15,13751.09225 | ||
| 12/1/15,15655.93016 | ||
| 1/1/16,11837.19618 | ||
| 2/1/16,13097.13462 | ||
| 3/1/16,13632.52255 | ||
| 4/1/16,13696.25355 | ||
| 5/1/16,13833.64907 | ||
| 6/1/16,14159.15784 | ||
| 7/1/16,13565.50868 | ||
| 8/1/16,13898.79509 | ||
| 9/1/16,13563.75286 | ||
| 10/1/16,13198.45757 | ||
| 11/1/16,14201.14467 | ||
| 12/1/16,15968.5588 | ||
| 1/1/17,12143.56926 | ||
| 2/1/17,13340.78911 | ||
| 3/1/17,13956.20298 | ||
| 4/1/17,13884.32202 | ||
| 5/1/17,14370.79595 | ||
| 6/1/17,14437.57168 | ||
| 7/1/17,13754.84784 | ||
| 8/1/17,14181.32269 | ||
| 9/1/17,13928.74791 | ||
| 10/1/17,13627.21421 | ||
| 11/1/17,14883.40174 | ||
| 12/1/17,16272.48387 |
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.