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Intro

For duplication, we look at places in code where there are 6 or more lines of code that are exactly the same.
Before duplication is calculated, the code is cleaned to remove empty lines, comments, and frequently duplicated constructs such as imports.
You should aim at having as little as possible (<5%) of duplicated code as high-level of duplication can lead to maintenance difficulties, poor factoring, and logical contradictions.

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Duplication Overall

20% duplication:

18,636 cleaned lines of cleaned code (without empty lines, comments, and frequently duplicated constructs such as imports)
3,886 duplicated lines

527 duplicates

Duplication per Extension

Duplication per Component (primary)

Duplication Between Components (50+ lines)

Download: SVG DOT (open online Graphviz editor)

From Component --> To Component	Duplicated Lines	File Pairs	Details
econml/dml (20%) --> econml/iv (10%)	433	6 file pairs	details...
econml/dr (27%) --> econml/iv (6%)	250	2 file pairs	details...
econml/grf (7%) --> econml/policy (19%)	222	4 file pairs	details...
econml/dml (9%) --> econml/dynamic (24%)	203	3 file pairs	details...
econml/data (14%) --> prototypes/dynamic_dml (10%)	174	1 file pair	details...
econml/dml (7%) --> econml/dr (17%)	163	2 file pairs	details...
econml/dynamic (18%) --> econml/iv (3%)	152	2 file pairs	details...
econml/grf (4%) --> econml/tree (4%)	140	4 file pairs	details...
econml/dml (5%) --> econml/grf (3%)	104	2 file pairs	details...
econml/dr (8%) --> econml/policy (7%)	81	2 file pairs	details...
econml (1%) --> econml/iv (1%)	80	1 file pair	details...

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Longest Duplicates

The list of 20 longest duplicates.

See data for all 527 duplicates...

Size	#	Folders	Files	Lines	Code
44	x 2	econml/iv/dml econml/iv/dml	_dml.py _dml.py	1043:1093 (6%) 1362:1412 (6%)	view
33	x 2	econml/data prototypes/dynamic_dml	dynamic_panel_dgp.py dynamic_panel_dgp.py	211:253 (9%) 6:48 (14%)	view
30	x 2	econml/grf econml/grf	classes.py classes.py	339:368 (17%) 669:698 (17%)	view
29	x 2	prototypes/dynamic_dml prototypes/dynamic_dml	hetero_panel_dynamic_dml.py panel_dynamic_dml.py	22:53 (17%) 18:49 (21%)	view
28	x 2	econml/iv/dml econml/iv/dr	_dml.py _dr.py	419:522 (4%) 399:502 (2%)	view
24	x 2	prototypes/dynamic_dml prototypes/dynamic_dml	dynamic_panel_dgp.py dynamic_panel_dgp.py	178:206 (10%) 229:257 (10%)	view
24	x 2	econml/dml econml/dynamic/dml	dml.py _dml.py	430:457 (4%) 475:502 (5%)	view
23	x 2	prototypes/dml_iv prototypes/dml_iv	coverage_experiment.py utilities.py	54:77 (16%) 85:115 (9%)	view
23	x 2	econml/iv/dr econml/iv/dr	_dr.py _dr.py	1195:1218 (2%) 1471:1494 (2%)	view
23	x 2	prototypes/dynamic_dml prototypes/dynamic_dml	dynamic_panel_dgp.py dynamic_panel_dgp.py	78:104 (9%) 180:206 (9%)	view
23	x 2	prototypes/dynamic_dml prototypes/dynamic_dml	dynamic_panel_dgp.py dynamic_panel_dgp.py	78:104 (9%) 231:257 (9%)	view
22	x 2	econml/dr econml/iv/dr	_drlearner.py _dr.py	1410:1432 (4%) 1849:1871 (2%)	view
21	x 2	econml/grf econml/grf	_base_grf.py classes.py	55:75 (4%) 339:359 (12%)	view
21	x 2	econml/grf econml/grf	_base_grf.py classes.py	55:75 (4%) 669:689 (12%)	view
21	x 2	econml/dml econml/dynamic/dml	_rlearner.py _dml.py	410:439 (20%) 763:792 (5%)	view
20	x 2	prototypes/dml_iv prototypes/dml_iv	dr_iv.py dr_iv.py	232:253 (7%) 419:440 (7%)	view
19	x 2	econml/dml econml/iv/dml	dml.py _dml.py	109:128 (3%) 119:139 (2%)	view
19	x 2	econml/grf econml/policy/_forest	_base_grf.py _forest.py	413:463 (4%) 378:421 (11%)	view
18	x 2	prototypes/dml_iv prototypes/dml_iv	dml_ate_iv.py dml_ate_iv.py	93:120 (12%) 205:233 (12%)	view
17	x 2	econml/dml econml/grf	causal_forest.py _base_grf.py	496:512 (3%) 57:73 (3%)	view

Duplicated Units

The list of top 20 duplicated units.

See data for all 38 unit duplicates...

Size	#	Folders	Files	Lines	Code
29	x 2	econml/grf econml/grf	classes.py classes.py	0:0 0:0	view
22	x 2	prototypes/dynamic_dml prototypes/dynamic_dml	hetero_panel_dynamic_dml.py panel_dynamic_dml.py	0:0 0:0	view
16	x 2	econml/dr econml/iv/dr	_drlearner.py _dr.py	0:0 0:0	view
12	x 2	prototypes/dml_iv prototypes/dml_iv	dr_iv.py dr_iv.py	0:0 0:0	view
10	x 2	econml/dml econml/dynamic/dml	dml.py _dml.py	0:0 0:0	view
10	x 2	econml/iv/dml econml/iv/dml	_dml.py _dml.py	0:0 0:0	view
10	x 2	econml/iv/dml econml/iv/dml	_dml.py _dml.py	0:0 0:0	view
9	x 2	econml econml/iv/dml	_cate_estimator.py _dml.py	0:0 0:0	view
25	x 2	econml/grf econml/policy/_forest	_base_grf.py _forest.py	0:0 0:0	view
8	x 2	prototypes/dml_iv prototypes/dml_iv	coverage_experiment.py utilities.py	0:0 0:0	view
12	x 2	econml/dml econml/dynamic/dml	_rlearner.py _dml.py	0:0 0:0	view
23	x 3	econml/dml econml/dynamic/dml econml/iv/dml	dml.py _dml.py _dml.py	0:0 0:0 0:0	view
7	x 3	econml/dml econml/iv/dml econml/iv/dr	dml.py _dml.py _dr.py	0:0 0:0 0:0	view
23	x 2	econml/iv/dml econml/iv/dr	_dml.py _dr.py	0:0 0:0	view
7	x 2	econml/orf prototypes/orthogonal_forests	_causal_tree.py causal_tree.py	0:0 0:0	view
6	x 2	econml/data prototypes/dynamic_dml	dynamic_panel_dgp.py dynamic_panel_dgp.py	0:0 0:0	view
6	x 2	econml/data prototypes/dynamic_dml	dynamic_panel_dgp.py dynamic_panel_dgp.py	0:0 0:0	view
6	x 2	econml/data prototypes/dynamic_dml	dynamic_panel_dgp.py dynamic_panel_dgp.py	0:0 0:0	view
6	x 2	econml/dml econml/dynamic/dml	dml.py _dml.py	0:0 0:0	view
6	x 2	econml/iv/dml econml/iv/dml	_dml.py _dml.py	0:0 0:0	view