QA: us_computers 2009-2024

Ranks across the years

	name	name_short	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023	2024	2009-val	2010-val	2011-val	2012-val	2013-val	2014-val	2015-val	2016-val	2017-val	2018-val	2019-val	2020-val	2021-val	2022-val	2023-val	2024-val	2009->2010	2010->2011	2011->2012	2012->2013	2013->2014	2014->2015	2015->2016	2016->2017	2017->2018	2018->2019	2019->2020	2020->2021	2021->2022	2022->2023	2023->2024
0001019034	BIO KEY International INC	BIO KEY	NaN	NaN	39	22	37	34	23	27	25	25	25	26	30	30	NaN	15	NaN	NaN	0.86	177	1.6	2.8	175	118	109	6.7	0.000020	34	97	0.25	NaN	50	NaN	NaN	-17	15	-3	-11	4	-2	0	0	1	4	0	NaN	NaN
0001596532	Arista Networks Inc	Arista	NaN	NaN	NaN	NaN	NaN	3	5	4	3	4	2	2	6	1	1	1	NaN	NaN	NaN	NaN	NaN	337	334	330	393	338	425	365	373	422	438	426	NaN	NaN	NaN	NaN	NaN	2	-1	-1	1	-2	0	4	-5	0	0
0000320193	Apple Inc	Apple I	1	1	1	3	4	1	2	5	6	6	4	3	5	4	3	2	313	397	432	446	381	365	356	327	312	329	327	329	387	370	388	382	0	0	2	1	-3	1	3	1	0	-2	-1	2	-1	-1	-1
0001262039	Fortinet Inc	Fortine	NaN	NaN	10	8	18	16	19	14	16	7	8	5	13	12	8	4	NaN	NaN	291	283	247	226	209	217	206	292	274	290	268	277	290	324	NaN	NaN	-2	10	-2	3	-5	2	-9	1	-3	8	-1	-4	-4
0001580808	A10 Networks Inc	A10 Net	NaN	NaN	NaN	NaN	NaN	29	29	24	18	21	19	11	3	6	6	3	NaN	NaN	NaN	NaN	NaN	153	148	173	178	170	177	260	421	326	313	324	NaN	NaN	NaN	NaN	NaN	0	-5	-6	3	-2	-8	-8	3	0	-3
0001048695	F5 INC.	F5 INC.	NaN	2	2	4	6	2	1	2	4	3	3	7	12	13	9	5	NaN	350	383	372	353	359	361	356	360	363	331	273	272	266	288	314	NaN	0	2	2	-4	-1	1	2	-1	0	4	5	1	-4	-4
0001327567	Palo Alto Networks Inc	Palo Al	NaN	NaN	NaN	NaN	24	25	24	21	19	16	15	18	27	24	16	6	NaN	NaN	NaN	NaN	178	160	175	176	177	191	216	196	178	178	211	302	NaN	NaN	NaN	NaN	1	-1	-3	-2	-3	-1	3	9	-3	-8	-10
0000858877	Cisco Systems INC	Cisco S	NaN	4	11	7	NaN	NaN	NaN	NaN	NaN	NaN	NaN	4	9	8	5	7	NaN	308	288	296	NaN	NaN	NaN	NaN	NaN	NaN	NaN	311	304	307	318	277	NaN	7	-4	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	5	-1	-3	2
0000854775	DIGI International INC	DIGI In	NaN	NaN	7	10	12	12	16	7	7	10	7	12	15	17	12	8	NaN	NaN	306	277	273	264	266	307	300	254	276	252	258	239	255	267	NaN	NaN	3	2	0	4	-9	0	3	-3	5	3	2	-5	-4
0000047217	HP INC	HP INC	NaN	6	13	28	11	13	NaN	11	8	5	9	9	7	10	10	9	NaN	292	278	166	283	247	NaN	271	266	333	264	263	345	283	266	252	NaN	7	15	-17	2	NaN	NaN	-3	-3	4	0	-2	3	0	-1
0000807863	Mitek Systems INC	Mitek S	NaN	NaN	18	35	34	28	6	8	1	20	NaN	NaN	NaN	26	11	10	NaN	NaN	247	31	133	154	313	290	458	174	NaN	NaN	NaN	177	265	250	NaN	NaN	17	-1	-6	-22	2	-7	19	NaN	NaN	NaN	NaN	-15	-1
0000051143	International Business Machines	Interna	2	5	14	11	7	17	15	9	10	12	13	17	21	16	15	11	291	296	278	274	317	225	270	271	243	242	243	212	223	242	223	249	3	9	-3	-4	10	-2	-6	1	2	1	4	4	-5	-1	-4
0001043604	Juniper Networks INC	Juniper	3	3	8	14	10	21	11	10	11	8	11	13	20	14	13	12	262	328	299	255	284	178	285	271	243	270	252	245	232	259	246	232	0	5	6	-4	11	-10	-1	1	-3	3	2	7	-6	-1	-1
0000926326	Omnicell INC	Omnicel	NaN	NaN	15	12	8	10	12	17	12	9	6	16	17	20	17	13	NaN	NaN	273	270	284	286	285	201	238	255	283	234	250	210	205	223	NaN	NaN	-3	-4	2	2	5	-5	-3	-3	10	1	3	-3	-4
0001571996	Dell Technologies Inc	Dell Te	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	23	18	NaN	14	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	206	224	NaN	212	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-5	NaN	NaN
0000736012	Intrusion INC	Intrusi	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1	1	25	32	31	20	16	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	577	911	75	0.000000020	0.11	0.42	11	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0	24	7	-1	-11	-4
0001282980	Dror Ortho Design Inc	Dror Or	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	23	24	31	29	21	17	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	137	110	91	68	0.0022	0.00000000000000000000000000000000000000000000000000000000000000000000045	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1	7	-2	-8	-4
0000108772	Xerox CORP	Xerox C	4	11	20	18	15	NaN	NaN	15	9	13	NaN	NaN	NaN	NaN	NaN	NaN	216	224	222	225	259	NaN	NaN	215	246	234	NaN	NaN	NaN	NaN	NaN	NaN	7	9	-2	-3	NaN	NaN	NaN	-6	4	NaN	NaN	NaN	NaN	NaN	NaN
0001009626	Brocade Communications Systems INC	Brocade	5	9	19	9	9	7	8	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	186	250	233	279	284	290	307	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	4	10	-10	0	-2	1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001001288	Lexmark International INC KY	Lexmark	NaN	8	17	16	14	18	21	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	284	263	234	261	205	178	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	9	-1	-2	4	3	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001044590	Intermec Inc	Interme	NaN	10	24	36	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	232	192	29	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	14	12	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001357326	Riverbed Technology Inc	Riverbe	NaN	7	9	17	21	15	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	285	295	234	200	239	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2	8	4	-6	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0000031347	Echelon CORP	Echelon	NaN	NaN	29	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	175	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0000350917	Emulex CORP DE	Emulex	NaN	NaN	30	19	20	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	170	220	234	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-11	1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0000728249	Interphase CORP	Interph	NaN	NaN	25	31	32	32	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	190	128	152	95	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	6	1	0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0000854398	XRS Corp	XRS Cor	NaN	NaN	26	29	19	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	178	154	242	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	3	-10	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0000867374	Electronics FOR Imaging INC	Electro	NaN	NaN	12	6	3	14	18	13	13	15	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	279	299	458	243	234	243	226	194	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-6	-3	11	4	-5	0	2	NaN	NaN	NaN	NaN	NaN	NaN
0000873044	Radisys CORP	Radisys	NaN	NaN	27	30	NaN	26	26	22	26	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	178	152	NaN	157	173	175	19	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	3	NaN	NaN	0	-4	4	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0000915735	Stratasys INC	Stratas	NaN	NaN	6	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	348	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0000919013	WAVE Systems CORP	WAVE Sy	NaN	NaN	33	39	38	37	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	97	0.0068	0.57	1.6	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	6	-1	-1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0000930803	Hauppauge Digital INC	Hauppau	NaN	NaN	32	26	33	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	148	171	147	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-6	7	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0000949158	CRAY INC	CRAY IN	NaN	NaN	16	2	13	4	13	12	23	23	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	271	511	271	337	277	243	139	166	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-14	11	-9	9	-1	11	0	NaN	NaN	NaN	NaN	NaN	NaN
0001017303	Transact Technologies Inc	Transac	NaN	NaN	4	5	5	22	3	3	5	2	12	22	28	27	4	NaN	NaN	NaN	364	321	372	177	343	353	340	401	250	166	177	170	327	NaN	NaN	NaN	1	0	17	-19	0	2	-3	10	10	6	-1	-23	NaN
0001036044	Identiv Inc	Identiv	NaN	NaN	28	32	35	30	33	28	21	18	17	19	16	19	NaN	NaN	NaN	NaN	177	51	28	148	18	115	164	176	190	177	250	219	NaN	NaN	NaN	NaN	4	3	-5	3	-5	-7	-3	-1	2	-3	3	NaN	NaN
0001058811	Immersion CORP	Immersi	NaN	NaN	22	24	2	8	14	NaN	NaN	NaN	21	6	8	2	2	NaN	NaN	NaN	203	175	579	288	276	NaN	NaN	NaN	159	286	324	414	422	NaN	NaN	NaN	2	-22	6	6	NaN	NaN	NaN	NaN	-15	2	-6	0	NaN
0001075656	iGo Inc.	iGo Inc	NaN	NaN	34	34	40	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	89	33	0.021	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0	6	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001093207	Crossroads Systems INC	Crossro	NaN	NaN	36	37	39	36	31	25	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	47	7.0	0.57	1.7	38	171	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1	2	-3	-5	-6	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001110361	Eroomsystem Technologies INC	Eroomsy	NaN	NaN	23	27	27	6	10	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	203	169	169	314	289	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	4	0	-21	4	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001111632	Avistar Communications CORP	Avistar	NaN	NaN	37	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	46	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001125903	Shelron Group INC	Shelron	NaN	NaN	31	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	151	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001130258	ACME Packet INC	ACME Pa	NaN	NaN	5	15	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	358	243	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	10	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001167294	MERU Networks INC	MERU Ne	NaN	NaN	35	33	31	33	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	77	46	153	74	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-2	-2	2	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001173752	Aruba Networks INC	Aruba N	NaN	NaN	3	20	23	20	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	375	212	178	178	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	17	3	-3	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001373761	Nyxio Technologies Corp	Nyxio T	NaN	NaN	40	40	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000088	0.00024	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001383154	Copsync Inc	Copsync	NaN	NaN	38	38	36	35	32	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	7.3	0.023	6.5	2.7	22	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0	-2	-1	-3	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001506546	Aspect Software Group Holdings Ltd	Aspect	NaN	NaN	21	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	207	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001114925	Lantronix INC	Lantron	NaN	NaN	NaN	25	26	19	25	19	14	11	14	23	26	22	18	NaN	NaN	NaN	NaN	174	174	189	174	177	217	253	226	159	178	178	177	NaN	NaN	NaN	NaN	1	-7	6	-6	-5	-3	3	9	3	-4	-4	NaN
0001177845	Xplore Technologies CORP	Xplore	NaN	NaN	NaN	21	16	NaN	17	16	17	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	178	255	NaN	252	211	178	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-5	NaN	NaN	-1	1	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001316625	Silicon Graphics International Corp	Silicon	NaN	NaN	NaN	23	22	23	27	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	177	189	164	172	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-1	1	4	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001375365	Super Micro Computer Inc	Super M	NaN	NaN	NaN	13	17	9	7	NaN	NaN	NaN	10	10	14	9	NaN	NaN	NaN	NaN	NaN	270	254	288	309	NaN	NaN	NaN	260	261	260	290	NaN	NaN	NaN	NaN	NaN	4	-8	-2	NaN	NaN	NaN	NaN	0	4	-5	NaN	NaN
0001434388	Wonhe High Tech International Inc	Wonhe H	NaN	NaN	NaN	1	1	5	22	6	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	806	683	320	178	318	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0	4	17	-16	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001032975	Logitech International S A	Logitec	NaN	NaN	NaN	NaN	30	11	20	NaN	NaN	NaN	NaN	NaN	4	5	NaN	NaN	NaN	NaN	NaN	NaN	159	274	200	NaN	NaN	NaN	NaN	NaN	417	370	NaN	NaN	NaN	NaN	NaN	NaN	-19	9	NaN	NaN	NaN	NaN	NaN	NaN	1	NaN	NaN
0001180079	Itron Networked Solutions Inc	Itron N	NaN	NaN	NaN	NaN	28	24	9	20	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	167	163	298	177	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-4	-15	11	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001361470	Mavenir Systems INC	Mavenir	NaN	NaN	NaN	NaN	29	27	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	164	156	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-2	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001370880	Mandiant Inc	Mandian	NaN	NaN	NaN	NaN	25	31	30	26	20	19	20	20	2	NaN	NaN	NaN	NaN	NaN	NaN	NaN	175	123	143	151	168	174	174	177	428	NaN	NaN	NaN	NaN	NaN	NaN	NaN	6	-1	-4	-6	-1	1	0	-18	NaN	NaN	NaN
0001065598	Digitaltown Inc	Digital	NaN	NaN	NaN	NaN	NaN	38	NaN	NaN	NaN	27	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.2	NaN	NaN	NaN	0.0000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000063	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001528760	Exeo Entertainment Inc	Exeo En	NaN	NaN	NaN	NaN	NaN	39	35	29	28	26	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.000000000000000071	0.000071	0.000017	0.000094	0.66	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-4	-6	-1	-2	NaN	NaN	NaN	NaN	NaN	NaN
0001550737	Sector 5 Inc	Sector	NaN	NaN	NaN	NaN	NaN	40	34	NaN	27	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.0000000000000000000000000000000000000000000000000000000000011	0.0041	NaN	4.4	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-6	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001078271	Extreme Networks INC	Extreme	NaN	NaN	NaN	NaN	NaN	NaN	28	23	15	17	18	21	22	15	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	158	174	211	177	178	166	221	255	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-5	-8	2	1	3	1	-7	NaN	NaN
0001447599	Fitbit INC	Fitbit	NaN	NaN	NaN	NaN	NaN	NaN	4	18	22	22	22	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	340	178	156	169	141	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	14	4	0	0	NaN	NaN	NaN	NaN	NaN
0000828146	Interlink Electronics Inc	Interli	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1	2	NaN	NaN	8	25	3	14	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	551	395	NaN	NaN	266	188	373	242	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1	NaN	NaN	NaN	17	-22	11	NaN
0001644825	Digital Donations Technologies Inc	Digital	NaN	NaN	NaN	NaN	NaN	NaN	NaN	30	29	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.0000000000000000000000000000000000000000000000000000000000000000013	0.00000000000000000015	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-1	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001145057	Forescout Technologies INC	Foresco	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	24	24	24	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	122	153	128	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0	0	NaN	NaN	NaN	NaN	NaN
0001394056	ONE STOP Systems INC	ONE STO	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	14	16	14	10	21	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	195	203	244	293	197	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2	-2	-4	11	NaN	NaN
0001770450	Xerox Holdings Corp	Xerox H	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	5	15	24	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	286	235	191	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	10	9	NaN	NaN	NaN
0001826660	Wetouch Technology Inc	Wetouch	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1	1	7	7	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	473	564	320	303	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0	6	0	NaN
0000008146	Astronova Inc	Astrono	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	19	11	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	243	279	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-8	NaN	NaN
0001743759	Corsair Gaming Inc	Corsair	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	11	23	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	274	178	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	12	NaN	NaN
0001805385	Evolv Technologies Holdings Inc	Evolv T	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	29	28	19	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	161	127	92	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-1	-9	NaN
0001816613	Markforged Holding Corp	Markfor	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	18	25	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	245	177	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	7	NaN	NaN

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2009

Logs

warning	11 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0000051143 0000108772 0000320193 0001009626 0001043604 0000047217 0000858877 0001001288 0001044590 0001048695 0001357326
warning	1 × Missing logo	subcommand.report	0001009626

Diagrams

Calculation Linkbase Overview

Edges which exists for less than five companies (and the corresponding nodes) are not included.

Absolute xval/yval quantiles

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	LiabilitiesCurrent	855,187,000	959,306,600	4,466,928,400	32,658,000,000	36,002,000,000	0001009626	0000108772	0000051143
1	LiabilitiesNoncurrent	0	21,478,000	2,254,626,800	8,842,200,000	8,848,000,000	0001043604	0000320193	0000108772
2	remainder_Liabilities	0	186,167,800	3,532,381,200	34,053,800,000	41,446,000,000	0001043604	0000108772	0000051143
3	AssetsCurrent	885,275,000	1,284,011,800	9,741,613,600	46,401,000,000	48,935,000,000	0001009626	0000108772	0000051143
4	AssetsNoncurrent	28,218,000	126,360,400	1,320,932,400	5,033,400,000	5,379,000,000	0001009626	0000108772	0000051143
5	Goodwill	453,000,000	788,561,200	3,672,575,026	18,966,400,000	22,703,000,000	0000320193	0001043604	0000051143
6	remainder_Assets	519,938,000	541,374,600	8,962,808,400	28,300,400,000	32,005,000,000	0001043604	0000108772	0000051143
7	AdministrativeAndMarketingExpense	470,117,000	554,793,000	4,149,000,000	17,591,400,000	20,952,000,000	0001009626	0000108772	0000051143
8	ResearchAndDevelopmentExpense	0	70,961,800	741,944,517	4,922,600,000	5,820,000,000	0000108772	0001043604	0000051143
9	CostOfGoodsSold	0	0	367,770	41,762,285,200	51,973,000,000	0000108772	0001043604	0000051143
10	remainder_Expenses	286,974,000	311,387,800	2,280,523,200	9,161,600,000	10,555,000,000	0001009626	0000320193	0000108772
11	remainder_Revenues	0	0	1,958,216,430	79,642,200,000	95,758,000,000	0000320193	0001009626	0000051143
12	remainder_NetIncome	-2,984,000	-2,387,200	41,847,390	11,204,695,200	13,466,000,000	0001009626	0000108772	0000320193
13	remainder_ComprehensiveNetIncome	0	0	0	0	0	0000051143	0000320193	0000051143

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Liabilities	1,375,785,000	1,479,311,200	16,844,671,200	74,217,400,000	86,267,000,000	0001043604	0000108772	0000051143
1	Assets	3,671,420,000	4,455,188,600	24,043,927,600	97,987,800,000	109,022,000,000	0001009626	0000108772	0000051143
2	Expenses	2,031,326,000	2,033,910,400	7,764,776,800	68,807,200,000	82,333,000,000	0001009626	0000320193	0000051143
3	Revenues	0	0	1,958,216,430	79,642,200,000	95,758,000,000	0000320193	0001009626	0000051143
4	StockholdersEquity	1,778,004,000	2,665,298,800	7,197,225,600	26,816,600,000	27,832,000,000	0001009626	0000108772	0000320193
5	NetIncome	-81,384,000	-42,061,600	518,075,200	11,880,800,000	13,425,000,000	0001009626	0000108772	0000051143
6	ComprehensiveNetIncome	-81,384,000	-42,061,600	518,075,200	11,880,800,000	13,425,000,000	0001009626	0000108772	0000051143
7	BaseVar	19,488,936,840	20,010,474,984	128,887,095,096	704,240,244,000	843,845,790,000	0001009626	0000320193	0000051143
8	EconomicCapitalRatiobeforeLimitedLiability	0.0744	0.137	0.909	1.49	1.55	0001009626	0001043604	0000320193
9	EconomicCapitalRatio	1.86	1.92	2.62	3.08	3.13	0001009626	0001043604	0000320193

Effect quantiles (final effects with respect to final var and normalized if applicable)

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	LiabilitiesCurrent	-0.292	-0.231	0.0739	0.162	0.166	0000320193	0001009626	0000051143
1	LiabilitiesNoncurrent	-0.222	-0.177	0.0474	0.0702	0.0720	0000108772	0001009626	0001043604
2	remainder_Liabilities	-0.148	-0.132	-0.0113	0.0995	0.116	0000051143	0000320193	0001043604
3	AssetsCurrent	-0.179	-0.172	-0.0850	0.0350	0.0430	0001009626	0000108772	0000051143
4	AssetsNoncurrent	-0.0376	-0.0320	-0.00936	0.00563	0.00656	0001009626	0000108772	0000051143
5	Goodwill	-0.0694	-0.0505	0.0313	0.0673	0.0746	0000108772	0000051143	0001009626
6	remainder_Assets	-0.0588	-0.0547	-0.00505	0.0185	0.0201	0001009626	0001043604	0000108772
7	AdministrativeAndMarketingExpense	-0.350	-0.289	0.0804	0.263	0.307	0001043604	0001009626	0000051143
8	ResearchAndDevelopmentExpense	-0.642	-0.563	0.0713	0.409	0.414	0001043604	0000320193	0000051143
9	CostOfGoodsSold	-1.99	-1.85	0.447	0.755	0.826	0000051143	0000108772	0001043604
10	remainder_Expenses	-2.10	-1.66	0.163	0.960	1.14	0000108772	0000320193	0000051143
11	remainder_Revenues	-1.87	-1.73	0.420	1.39	1.56	0001043604	0001009626	0000051143
12	remainder_NetIncome	-2.02	-2.00	-1.84	1.28	1.35	0000051143	0000108772	0000320193
13	remainder_ComprehensiveNetIncome	0	0	0	0	0	0000051143	0000320193	0000051143

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Liabilities	-0.301	-0.240	0.0654	0.174	0.192	0000320193	0001009626	0001043604
1	Assets	-0.157	-0.156	-0.130	0.0631	0.0730	0001009626	0000108772	0000051143
2	Expenses	-0.710	-0.671	-0.358	0.532	0.678	0001009626	0000051143	0000320193
3	Revenues	-1.87	-1.73	0.420	1.39	1.56	0001043604	0001009626	0000051143
4	StockholdersEquity	-0.349	-0.333	-0.142	0.276	0.319	0000051143	0001009626	0001043604
5	NetIncome	-0.905	-0.823	-0.262	0.586	0.689	0001009626	0001043604	0000320193
6	ComprehensiveNetIncome	-0.905	-0.823	-0.262	0.586	0.689	0001009626	0001043604	0000320193
7	BaseVar	nan	nan	nan	nan	nan	0000051143	0000320193	0000051143
8	EconomicCapitalRatiobeforeLimitedLiability	-0.702	-0.642	0.0610	0.526	0.569	0001009626	0001043604	0000320193
9	EconomicCapitalRatio	-0.678	-0.618	0.0845	0.550	0.593	0001009626	0001043604	0000320193

2010

Logs

warning	24 × The stock price does not exist	industry.us_generic	0000108772 0001001288 0001009626 0001044590 0001357326 0000915735 0000930803 0000031347 0000350917 0000728249 0000736012 0000854398 0000867374 0000873044 0000919013 0000949158 0001075656 0001093207 0001110361 0001111632 0001130258 0001167294 0001173752 0001383154
warning	14 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0000051143 0000108772 0000047217 0000320193 0000858877 0001001288 0001009626 0001043604 0001044590 0001048695 0001357326 0001125903 0001373761 0001506546
warning	4 × Missing logo	subcommand.report	0001001288 0001009626 0001044590 0001357326
warning	1 × Ignoring company because Expenses is zero	pre-agg	0000736012

Diagrams

Calculation Linkbase Overview

Edges which exists for less than five companies (and the corresponding nodes) are not included.

Absolute xval/yval quantiles

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	LiabilitiesCurrent	153,451,000	160,610,000	1,476,921,024	44,982,500,000	49,403,000,000	0001044590	0001043604	0000047217
1	LiabilitiesNoncurrent	0	0	71,753,091	11,209,500,000	14,193,000,000	0000047217	0001048695	0000858877
2	remainder_Liabilities	0	0	649,419,399	22,566,000,000	41,491,000,000	0000047217	0001001288	0000051143
3	AssetsCurrent	484,956,000	513,811,500	3,219,794,630	52,802,500,000	54,184,000,000	0001044590	0001043604	0000047217
4	AssetsNoncurrent	30,361,000	39,282,000	591,827,356	9,022,500,000	12,225,000,000	0001044590	0001043604	0000047217
5	Goodwill	3,031,000	29,736,500	1,991,010,660	33,553,500,000	38,483,000,000	0001044590	0001009626	0000047217
6	remainder_Assets	57,297,000	64,756,500	925,818,200	30,546,500,000	30,934,000,000	0001357326	0001001288	0000051143
7	AdministrativeAndMarketingExpense	0	136,217,000	1,038,490,069	17,211,000,000	21,837,000,000	0001044590	0001043604	0000051143
8	ResearchAndDevelopmentExpense	0	0	354,274,740	4,492,500,000	6,026,000,000	0000108772	0001009626	0000051143
9	CostOfGoodsSold	0	0	0	28,268,600,000	53,857,000,000	0000047217	0001044590	0000051143
10	remainder_Expenses	26,156,000	56,315,000	621,093,606	58,851,500,000	101,223,000,000	0001357326	0001044590	0000047217
11	remainder_Revenues	0	0	2,094,363	112,951,500,000	126,033,000,000	0000320193	0001357326	0000047217
12	remainder_NetIncome	-505,000,000	-260,001,500	420,125,475	25,866,500,000	25,894,000,000	0000047217	0001357326	0000858877
13	remainder_ComprehensiveNetIncome	0	0	0	0	0	0000047217	0001001288	0000047217

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Liabilities	153,451,000	176,056,000	2,326,681,100	69,841,000,000	90,279,000,000	0001044590	0001001288	0000051143
1	Assets	736,081,000	742,673,000	8,489,983,149	118,977,500,000	124,503,000,000	0001357326	0001043604	0000047217
2	Expenses	385,707,000	476,099,500	3,868,865,100	100,902,500,000	116,767,000,000	0001357326	0001001288	0000047217
3	Revenues	0	0	2,094,363	112,951,500,000	126,033,000,000	0000320193	0001357326	0000047217
4	StockholdersEquity	537,420,000	566,617,000	7,001,387,125	61,445,500,000	75,100,000,000	0001357326	0001043604	0000047217
5	NetIncome	-5,325,000	14,416,500	619,390,627	14,422,500,000	14,832,000,000	0001044590	0001043604	0000051143
6	ComprehensiveNetIncome	-5,325,000	14,416,500	619,390,627	14,422,500,000	14,832,000,000	0001044590	0001043604	0000051143
7	BaseVar	3,842,717,680	5,008,818,315	36,953,820,158	991,515,485,000	1,106,400,950,000	0001357326	0001001288	0000047217
8	EconomicCapitalRatiobeforeLimitedLiability	0.476	0.519	1.28	2.41	2.76	0000108772	0000047217	0000320193
9	EconomicCapitalRatio	2.24	2.28	2.92	3.74	3.97	0000108772	0000047217	0000320193

Effect quantiles (final effects with respect to final var and normalized if applicable)

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	LiabilitiesCurrent	-0.284	-0.204	0.0358	0.175	0.202	0000320193	0001357326	0001044590
1	LiabilitiesNoncurrent	-0.181	-0.165	0.0453	0.148	0.162	0000858877	0000051143	0000047217
2	remainder_Liabilities	-0.298	-0.263	0.0417	0.135	0.147	0000051143	0000320193	0000047217
3	AssetsCurrent	-0.292	-0.199	-0.0349	0.0487	0.0542	0000320193	0001009626	0000047217
4	AssetsNoncurrent	-0.181	-0.106	-0.00513	0.0132	0.0149	0001048695	0000858877	0000320193
5	Goodwill	-0.212	-0.154	0.0185	0.0723	0.0953	0001043604	0001357326	0000320193
6	remainder_Assets	-0.325	-0.162	0.00959	0.0430	0.0624	0000320193	0001001288	0001048695
7	AdministrativeAndMarketingExpense	-1.88	-1.47	0.121	1.20	1.21	0001357326	0000320193	0000047217
8	ResearchAndDevelopmentExpense	-0.706	-0.625	0.142	0.678	0.887	0001043604	0001044590	0000047217
9	CostOfGoodsSold	-4.30	-3.28	0.494	1.07	1.15	0001001288	0000108772	0000047217
10	remainder_Expenses	-5.97	-5.32	0.781	1.30	1.36	0001044590	0001009626	0001001288
11	remainder_Revenues	-4.26	-3.34	-1.15	2.47	2.53	0001044590	0000320193	0000047217
12	remainder_NetIncome	-5.00	-4.85	1.29	1.83	1.84	0000047217	0000858877	0001048695
13	remainder_ComprehensiveNetIncome	0	0	0	0	0	0000047217	0001001288	0000047217

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Liabilities	-0.328	-0.315	0.0985	0.356	0.389	0000858877	0001043604	0001044590
1	Assets	-0.542	-0.404	-0.0427	0.0720	0.0805	0000320193	0001048695	0000047217
2	Expenses	-1.54	-1.24	-0.324	0.707	0.885	0001044590	0001009626	0000320193
3	Revenues	-4.26	-3.34	-1.15	2.47	2.53	0001044590	0000320193	0000047217
4	StockholdersEquity	-0.411	-0.367	-0.0691	0.214	0.289	0001001288	0001009626	0001043604
5	NetIncome	-1.64	-1.26	-0.481	0.795	1.21	0001044590	0001357326	0000320193
6	ComprehensiveNetIncome	-1.64	-1.26	-0.481	0.795	1.21	0001044590	0001357326	0000320193
7	BaseVar	nan	nan	nan	nan	nan	0000047217	0001001288	0000047217
8	EconomicCapitalRatiobeforeLimitedLiability	-0.736	-0.698	-0.0557	0.761	0.999	0000108772	0000047217	0000320193
9	EconomicCapitalRatio	-0.712	-0.673	-0.0311	0.786	1.02	0000108772	0000047217	0000320193

2011

Logs

error	1 × Assets != LiabilitiesAndStockholdersEquity, ignoring company.	pre-agg	0001506546
warning	27 × The stock price does not exist	industry.us_generic	0000919013 0000873044 0000108772 0000915735 0000930803 0001001288 0000031347 0000350917 0000728249 0000736012 0000854398 0000867374 0000949158 0001009626 0001044590 0001075656 0001093207 0001110361 0001111632 0001130258 0001167294 0001173752 0001357326 0001373761 0001383154 0001177845 0001316625
warning	26 × No stock price available	subcommand.plot	0000919013 0000873044 0000108772 0000915735 0000930803 0001001288 0000031347 0000350917 0000728249 0000854398 0000867374 0000949158 0001009626 0001044590 0001075656 0001093207 0001110361 0001111632 0001125903 0001130258 0001167294 0001173752 0001357326 0001373761 0001383154 0001506546
warning	22 × Missing logo	subcommand.report	0000919013 0000915735 0000930803 0001001288 0000031347 0000350917 0000728249 0000854398 0001009626 0001044590 0001075656 0001093207 0001110361 0001111632 0001125903 0001130258 0001167294 0001173752 0001357326 0001373761 0001383154 0001506546
warning	16 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0000051143 0000108772 0000930803 0001001288 0001009626 0001044590 0001125903 0001357326 0001373761 0001506546 0000047217 0000858877 0001043604 0001434388 0000320193 0001048695
warning	4 × Ignoring company because Expenses is zero	pre-agg	0000736012 0000736012 0000736012 0000736012
warning	3 × Similarly named company. Duplicate?	None	0001111632 0001167294 0001173752
warning	1 × NetIncome node detected by IncomeLoss name heuristic	input.sec.calculation_linkbase.edgar_model_mapping	0000873044

Diagrams

Calculation Linkbase Overview

Edges which exists for less than five companies (and the corresponding nodes) are not included.

Absolute xval/yval quantiles

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	LiabilitiesCurrent	0	453,222	42,992,096	28,677,650,000	50,442,000,000	0001075656	0001130258	0000047217
1	LiabilitiesNoncurrent	0	0	658,772	10,502,400,000	31,853,000,000	0000047217	0001173752	0000051143
2	remainder_Liabilities	0	0	3,768,686	3,450,500,000	22,221,000,000	0000031347	0000854398	0000051143
3	AssetsCurrent	185	672,957	154,888,247	50,932,650,000	57,231,000,000	0001125903	0000854775	0000858877
4	AssetsNoncurrent	0	0	2,115,172	6,797,300,000	15,671,000,000	0000930803	0000867374	0000051143
5	Goodwill	0	0	22,555,569	19,871,300,000	55,449,000,000	0000728249	0000926326	0000047217
6	remainder_Assets	-11,019,566	-465,771	29,543,293	12,688,850,000	63,395,000,000	0000915735	0000949158	0000320193
7	AdministrativeAndMarketingExpense	0	0	49,388,704	11,807,300,000	23,594,000,000	0000919013	0000873044	0000051143
8	ResearchAndDevelopmentExpense	0	0	14,164,450	2,470,250,000	6,258,000,000	0000108772	0000915735	0000051143
9	CostOfGoodsSold	0	0	0	344,084,400	56,778,000,000	0000047217	0001357326	0000051143
10	remainder_Expenses	-71,635,000	-1,989,500	6,718,906	8,900,650,000	102,756,000,000	0001173752	0001167294	0000047217
11	remainder_Revenues	0	0	12,624	26,840,500,000	127,245,000,000	0000320193	0001125903	0000047217
12	remainder_NetIncome	-695,000,000	-31,140,000	1,391,937	4,015,042,900	44,233,000,000	0000047217	0000873044	0000320193
13	remainder_ComprehensiveNetIncome	-3,142,000,000	-114,240,000	0	50.0	46,263	0000051143	0001036044	0000915735

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Liabilities	117,884	1,523,407	54,680,732	40,366,300,000	96,197,000,000	0001110361	0000031347	0000051143
1	Assets	240,356	963,377	283,500,104	116,374,100,000	129,517,000,000	0001373761	0000854775	0000047217
2	Expenses	74,959	240,919	188,354,985	24,927,700,000	119,476,000,000	0000919013	0001173752	0000047217
3	Revenues	0	0	12,624	26,840,500,000	127,245,000,000	0000320193	0001125903	0000047217
4	StockholdersEquity	-57,469,000	-1,854,386	165,436,330	48,726,800,000	79,075,000,000	0001506546	0000949158	0000047217
5	NetIncome	-83,610,000	-26,897,150	2,312,064	7,513,050,000	25,922,000,000	0000350917	0001017303	0000320193
6	ComprehensiveNetIncome	-83,610,000	-26,897,150	2,294,196	7,355,950,000	25,922,000,000	0000350917	0001017303	0000320193
7	BaseVar	2,315,010	20,761,555	1,797,750,584	370,566,897,500	1,126,652,540,000	0001125903	0000949158	0000047217
8	EconomicCapitalRatiobeforeLimitedLiability	-111	-8.10	0.376	2.43	3.27	0001373761	0000108772	0000320193
9	EconomicCapitalRatio	0.000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000881	0.0701	2.15	3.75	4.32	0001373761	0000108772	0000320193

Effect quantiles (final effects with respect to final var and normalized if applicable)

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	LiabilitiesCurrent	-0.193	-0.156	0.0742	0.264	0.367	0001167294	0000867374	0001111632
1	LiabilitiesNoncurrent	-0.586	-0.165	0.0592	0.174	0.205	0001506546	0001357326	0000047217
2	remainder_Liabilities	-0.205	-0.122	0.00798	0.128	0.143	0001009626	0000915735	0000047217
3	AssetsCurrent	-0.735	-0.465	-0.0372	0.267	0.683	0001019034	0001043604	0001075656
4	AssetsNoncurrent	-0.309	-0.158	-0.0113	0.0411	0.0972	0000915735	0001019034	0001110361
5	Goodwill	-0.394	-0.238	-0.00825	0.126	0.240	0001167294	0000047217	0001506546
6	remainder_Assets	-0.744	-0.262	0.000628	0.191	0.445	0000320193	0000854775	0001125903
7	AdministrativeAndMarketingExpense	-1.73	-1.15	-0.0962	1.02	1.38	0001173752	0000858877	0001044590
8	ResearchAndDevelopmentExpense	-2.00	-0.880	0.0313	0.806	1.02	0001093207	0001075656	0000047217
9	CostOfGoodsSold	-4.97	-3.96	0.267	0.992	1.06	0000873044	0001058811	0000047217
10	remainder_Expenses	-7.75	-3.14	0.336	1.01	2.05	0001044590	0000873044	0001173752
11	remainder_Revenues	-4.11	-2.33	-0.169	2.16	2.47	0001044590	0001125903	0000047217
12	remainder_NetIncome	-4.05	-3.06	-0.456	2.53	2.59	0000728249	0001125903	0001048695
13	remainder_ComprehensiveNetIncome	-0.212	-0.174	0.0120	0.0355	0.0548	0000108772	0001043604	0000728249

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Liabilities	-0.448	-0.255	0.131	0.422	0.518	0001506546	0001044590	0001130258
1	Assets	-1.26	-0.788	-0.0203	0.366	0.622	0001019034	0001506546	0000919013
2	Expenses	-1.28	-1.11	-0.00553	0.665	1.22	0000728249	0001373761	0000320193
3	Revenues	-4.11	-2.33	-0.169	2.16	2.47	0001044590	0001125903	0000047217
4	StockholdersEquity	-0.387	-0.305	0.0131	0.321	0.402	0000728249	0001262039	0000854775
5	NetIncome	-1.43	-1.05	0.477	1.99	2.53	0001383154	0001009626	0000320193
6	ComprehensiveNetIncome	-1.42	-1.04	0.469	1.99	2.53	0001383154	0000108772	0000320193
7	BaseVar	nan	nan	nan	nan	nan	0000031347	0001001288	0000031347
8	EconomicCapitalRatiobeforeLimitedLiability	-1.08	-1.01	1.07	2.68	3.24	0001373761	0000108772	0000320193
9	EconomicCapitalRatio	-2.15	-2.08	-0.00937	1.60	2.16	0001373761	0000108772	0000320193

2012

Logs

error	2 × Assets != LiabilitiesAndStockholdersEquity, ignoring company.	pre-agg	0001506546 0000873044
error	1 × IME and Company effects mismatched for Expenses. IME Effects: 0.0, Company Effect: 0.0068	subcommand.report	0000919013
warning	31 × The stock price does not exist	industry.us_generic	0001167294 0000919013 0001373761 0000031347 0000108772 0000350917 0000728249 0000736012 0000854398 0000873044 0000930803 0000949158 0001001288 0001044590 0001357326 0001434388 0000867374 0001009626 0001075656 0001093207 0001110361 0001130258 0001173752 0001177845 0001316625 0001383154 0001180079 0001065598 0001370880 0000915735 0001111632
warning	24 × No stock price available	subcommand.plot	0001167294 0000919013 0001373761 0000108772 0000350917 0000728249 0000854398 0000873044 0000930803 0000949158 0001001288 0001044590 0001357326 0001434388 0000867374 0001009626 0001075656 0001093207 0001110361 0001130258 0001173752 0001177845 0001316625 0001383154
warning	18 × Missing logo	subcommand.report	0001167294 0000919013 0001373761 0000350917 0000728249 0000854398 0000930803 0001001288 0001044590 0001357326 0001009626 0001075656 0001093207 0001110361 0001130258 0001173752 0001316625 0001383154
warning	17 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0000047217 0001506546 0001373761 0000051143 0000108772 0000858877 0000930803 0001001288 0001043604 0001044590 0001357326 0001434388 0001009626 0000320193 0001048695 0001361470 0001125903
warning	5 × Ignoring company because Expenses is zero	pre-agg	0000736012 0000736012 0000736012 0000736012 0000736012
warning	2 × Similarly named company. Duplicate?	None	0001167294 0001173752
warning	1 × Too many companies have an ECR > 400%	check_abs_values	{'quantile_005_val': 4.494623778003257}
warning	1 × No LiabilitiesAndStockholdersEquity node found	input.sec.calculation_linkbase.edgar_model_mapping	0001373761
warning	1 × Ignoring company because Liabilities is zero	pre-agg	0001065598

Diagrams

Calculation Linkbase Overview

Edges which exists for less than five companies (and the corresponding nodes) are not included.

Absolute xval/yval quantiles

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	LiabilitiesCurrent	0	962,254	69,292,365	38,796,150,000	46,666,000,000	0001075656	0000926326	0000047217
1	LiabilitiesNoncurrent	0	0	1,886,817	16,765,750,000	31,695,000,000	0000047217	0001173752	0000051143
2	remainder_Liabilities	0	0	859,778	4,244,400,000	24,909,000,000	0000047217	0000854398	0000051143
3	AssetsCurrent	30,058	896,092	177,190,529	50,987,800,000	61,933,000,000	0001373761	0000926326	0000858877
4	AssetsNoncurrent	0	0	4,575,162	7,623,300,000	17,833,000,000	0000930803	0001375365	0000051143
5	Goodwill	0	0	16,283,397	19,660,850,000	35,584,000,000	0000728249	0000854398	0000047217
6	remainder_Assets	-4,949,000	15,019	34,959,622	12,301,950,000	107,574,000,000	0001017303	0000949158	0000320193
7	AdministrativeAndMarketingExpense	0	0	56,313,775	12,045,550,000	23,553,000,000	0000919013	0000854775	0000051143
8	ResearchAndDevelopmentExpense	0	0	14,926,494	3,381,900,000	6,302,000,000	0000108772	0001167294	0000051143
9	CostOfGoodsSold	0	0	0	651,091,500	54,209,000,000	0000047217	0000320193	0000051143
10	remainder_Expenses	-23,849,000	-13,550	5,578,038	14,180,050,000	115,232,000,000	0000867374	0000949158	0000047217
11	remainder_Revenues	-17,000	0	0	26,495,850,000	120,357,000,000	0001017303	0000867374	0000047217
12	remainder_NetIncome	-876,000,000	-29,342,526	9,590,521	3,972,740,000	69,184,000,000	0000047217	0001093207	0000320193
13	remainder_ComprehensiveNetIncome	-3,873,000,000	-721,500,000	0	3,702,300	22,300,000	0000051143	0001114925	0001043604

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Liabilities	100,406	1,244,721	81,334,884	47,225,400,000	100,229,000,000	0001110361	0000873044	0000051143
1	Assets	56,179	1,674,737	368,031,566	109,290,250,000	176,064,000,000	0001373761	0000926326	0000320193
2	Expenses	12,033	986,535	186,076,395	30,473,600,000	132,131,000,000	0000919013	0001130258	0000047217
3	Revenues	-17,000	0	0	26,495,850,000	120,357,000,000	0001017303	0000867374	0000047217
4	StockholdersEquity	-2,865,457	-1,256,270	198,716,618	51,841,050,000	118,210,000,000	0000919013	0000854775	0000320193
5	NetIncome	-12,650,000,000	-65,014,750	-866,313	8,469,150,000	41,733,000,000	0000047217	0001177845	0000320193
6	ComprehensiveNetIncome	-14,711,000,000	-62,695,800	-866,313	7,657,050,000	41,733,000,000	0000047217	0001177845	0000320193
7	BaseVar	6,237,451	32,609,776	1,932,499,310	542,374,006,000	1,147,947,750,000	0001373761	0001130258	0000047217
8	EconomicCapitalRatiobeforeLimitedLiability	-16.4	-13.4	0.119	3.54	7.99	0001373761	0001173752	0001434388
9	EconomicCapitalRatio	0.00000245	0.000222	1.95	4.49	8.06	0001373761	0001173752	0001434388

Effect quantiles (final effects with respect to final var and normalized if applicable)

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	LiabilitiesCurrent	-0.369	-0.251	-0.000249	0.274	3.05	0001044590	0001373761	0001434388
1	LiabilitiesNoncurrent	-0.398	-0.177	-0.0000443	0.101	0.991	0001357326	0001373761	0001434388
2	remainder_Liabilities	-0.232	-0.134	-0.000515	0.0836	0.838	0001009626	0001316625	0001434388
3	AssetsCurrent	-0.907	-0.706	-0.0108	0.312	1.98	0001044590	0001373761	0001434388
4	AssetsNoncurrent	-0.277	-0.136	-0.00328	0.0562	0.777	0001048695	0001316625	0001434388
5	Goodwill	-0.454	-0.262	-0.0108	0.185	1.80	0001167294	0001316625	0001434388
6	remainder_Assets	-1.23	-0.224	-0.00190	0.0788	1.22	0000320193	0001177845	0001434388
7	AdministrativeAndMarketingExpense	-2.64	-2.00	-0.00162	1.27	4.93	0001019034	0001373761	0001434388
8	ResearchAndDevelopmentExpense	-1.66	-1.05	0.00176	0.923	2.91	0000350917	0001177845	0001434388
9	CostOfGoodsSold	-9.41	-4.06	0.190	0.896	1.08	0001434388	0001058811	0001017303
10	remainder_Expenses	-12.1	-3.41	0.280	0.982	1.44	0001044590	0001375365	0001434388
11	remainder_Revenues	-3.80	-2.40	-0.420	2.15	8.04	0000854398	0000930803	0001434388
12	remainder_NetIncome	-8.43	-4.13	0.0117	2.09	2.50	0001434388	0001075656	0000320193
13	remainder_ComprehensiveNetIncome	-0.284	-0.162	0.00154	0.0768	0.0830	0001434388	0001019034	0000854398

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Liabilities	-0.517	-0.303	-0.00508	0.317	3.51	0001044590	0001110361	0001434388
1	Assets	-1.16	-0.874	-0.0335	0.379	3.20	0001044590	0001262039	0001434388
2	Expenses	-1.36	-1.11	-0.0154	0.985	1.80	0001044590	0000919013	0001434388
3	Revenues	-3.80	-2.40	-0.420	2.15	8.04	0000854398	0000930803	0001434388
4	StockholdersEquity	-0.926	-0.327	-0.0000426	0.350	0.466	0001019034	0001373761	0000854775
5	NetIncome	-1.64	-1.41	0.407	2.72	6.93	0000919013	0000350917	0001434388
6	ComprehensiveNetIncome	-1.64	-1.40	0.406	2.72	6.83	0000919013	0000350917	0001434388
7	BaseVar	nan	nan	nan	nan	nan	0000047217	0001017303	0000047217
8	EconomicCapitalRatiobeforeLimitedLiability	-1.60	-1.60	0.351	2.89	6.46	0001373761	0001173752	0001434388
9	EconomicCapitalRatio	-2.09	-2.09	-0.132	2.41	5.97	0001373761	0001173752	0001434388

2013

Logs

error	2 × Assets != LiabilitiesAndStockholdersEquity, ignoring company.	pre-agg	0001506546 0000873044
error	1 × No NetIncome node found, ignoring company.	input.sec.calculation_linkbase.edgar_model_mapping	0001373761
warning	33 × The stock price does not exist	industry.us_generic	0001065598 0001167294 0000108772 0000919013 0001373761 0001361470 0000031347 0000350917 0000728249 0000854398 0000867374 0000873044 0000930803 0000949158 0001001288 0001009626 0001110361 0001180079 0001316625 0001357326 0001434388 0000736012 0001075656 0001093207 0001173752 0001177845 0001370880 0001383154 0001528760 0001044590 0000915735 0001111632 0001130258
warning	23 × No stock price available	subcommand.plot	0001167294 0000108772 0000919013 0001361470 0000350917 0000728249 0000854398 0000867374 0000930803 0000949158 0001001288 0001009626 0001110361 0001180079 0001316625 0001357326 0001434388 0001075656 0001093207 0001173752 0001177845 0001370880 0001383154
warning	18 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0000047217 0000108772 0001550737 0001373761 0001361470 0001506546 0000858877 0000051143 0000320193 0000930803 0001001288 0001009626 0001043604 0001048695 0001357326 0001434388 0001044590 0001125903
warning	17 × Missing logo	subcommand.report	0001167294 0000919013 0001361470 0000350917 0000728249 0000854398 0000930803 0001001288 0001009626 0001110361 0001180079 0001316625 0001357326 0001075656 0001093207 0001173752 0001383154
warning	6 × Ignoring company because Expenses is zero	pre-agg	0000736012 0000736012 0000736012 0000736012 0000736012 0000736012
warning	4 × No LiabilitiesAndStockholdersEquity node found	input.sec.calculation_linkbase.edgar_model_mapping	0001568693 0001065598 0001373761 0001361470
warning	2 × Similarly named company. Duplicate?	None	0001167294 0001173752
warning	1 × Too many companies have an ECR > 400%	check_abs_values	{'quantile_005_val': 4.637494063116427}
warning	1 × NetIncome node detected by IncomeLoss name heuristic	input.sec.calculation_linkbase.edgar_model_mapping	0001550737
warning	1 × Ignoring company because Liabilities is zero	pre-agg	0001065598

Diagrams

Calculation Linkbase Overview

Edges which exists for less than five companies (and the corresponding nodes) are not included.

Absolute xval/yval quantiles

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	LiabilitiesCurrent	0	373,128	82,076,190	40,329,200,000	45,521,000,000	0001075656	0000926326	0000047217
1	LiabilitiesNoncurrent	0	0	1,938,547	4,606,750,000	42,790,000,000	0000047217	0001370880	0000051143
2	remainder_Liabilities	0	0	503,621	2,878,200,000	20,350,000,000	0000047217	0000807863	0000051143
3	AssetsCurrent	990,364	2,370,382	236,567,086	50,413,300,000	73,286,000,000	0001383154	0000350917	0000320193
4	AssetsNoncurrent	0	0	3,731,095	5,366,500,000	17,394,000,000	0000930803	0000867374	0000051143
5	Goodwill	0	0	9,601,378	12,837,250,000	35,055,000,000	0000728249	0001262039	0000051143
6	remainder_Assets	-4,477,000	102,246	47,093,314	12,011,050,000	122,812,000,000	0001017303	0001173752	0000320193
7	AdministrativeAndMarketingExpense	0	411,300	68,764,610	10,951,850,000	23,502,000,000	0000919013	0000949158	0000051143
8	ResearchAndDevelopmentExpense	0	0	25,964,687	3,202,000,000	6,226,000,000	0000108772	0000926326	0000051143
9	CostOfGoodsSold	0	0	0	660,451,250	51,246,000,000	0000047217	0001177845	0000051143
10	remainder_Expenses	-156,975,000	-37,522,400	1,840,160	13,261,400,000	90,162,000,000	0000867374	0001017303	0000047217
11	remainder_Revenues	-86,000	0	0	25,350,800,000	112,298,000,000	0001017303	0000350917	0000047217
12	remainder_NetIncome	-621,000,000	-21,337,971	5,233,747	1,556,862,100	65,460,000,000	0000047217	0001177845	0000320193
13	remainder_ComprehensiveNetIncome	-970,000,000	-5,616,600	0	369,300,000	4,158,000,000	0000320193	0001370880	0000051143

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Liabilities	94,958	1,587,335	133,373,638	47,417,500,000	103,294,000,000	0001110361	0000926326	0000051143
1	Assets	1,561,988	2,689,504	450,507,127	106,703,350,000	207,000,000,000	0001383154	0000926326	0000320193
2	Expenses	10,610	907,484	147,723,393	31,165,250,000	106,564,000,000	0000919013	0000867374	0000047217
3	Revenues	-86,000	0	0	25,350,800,000	112,298,000,000	0001017303	0000350917	0000047217
4	StockholdersEquity	-8,983,175	-2,196,363	311,922,951	24,790,300,000	123,549,000,000	0000919013	0000926326	0000320193
5	NetIncome	-227,518,000	-69,498,400	-1,431,501	5,681,500,000	37,037,000,000	0001032975	0001110361	0000320193
6	ComprehensiveNetIncome	-226,170,000	-69,245,700	-1,431,501	7,581,350,000	36,067,000,000	0001032975	0001110361	0000320193
7	BaseVar	7,770,511	35,031,649	1,540,771,554	560,478,098,000	1,002,694,660,000	0001110361	0001375365	0000047217
8	EconomicCapitalRatiobeforeLimitedLiability	-13.4	-10.7	0.404	3.75	6.63	0001075656	0000350917	0001434388
9	EconomicCapitalRatio	0.000213	0.00569	2.17	4.64	6.83	0001075656	0000350917	0001434388

Effect quantiles (final effects with respect to final var and normalized if applicable)

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	LiabilitiesCurrent	-0.273	-0.137	0.0228	0.292	1.34	0001375365	0001383154	0001434388
1	LiabilitiesNoncurrent	-0.315	-0.281	0.00149	0.122	0.321	0000051143	0001114925	0001434388
2	remainder_Liabilities	-0.378	-0.213	-0.000730	0.129	0.346	0001058811	0001180079	0001434388
3	AssetsCurrent	-2.43	-0.917	-0.0179	0.297	0.456	0001434388	0000320193	0000930803
4	AssetsNoncurrent	-0.230	-0.119	-0.00415	0.0488	0.0804	0001048695	0001001288	0001058811
5	Goodwill	-0.287	-0.234	-0.0174	0.281	0.769	0000867374	0001327567	0001434388
6	remainder_Assets	-0.658	-0.253	-0.00771	0.172	0.512	0001058811	0001262039	0001434388
7	AdministrativeAndMarketingExpense	-1.82	-1.49	-0.00874	1.49	2.66	0001114925	0000919013	0001434388
8	ResearchAndDevelopmentExpense	-1.59	-0.604	0.00760	1.07	1.40	0000350917	0001361470	0001434388
9	CostOfGoodsSold	-9.19	-3.68	0.148	0.899	1.13	0001316625	0001180079	0000047217
10	remainder_Expenses	-7.81	-1.23	0.0278	1.06	3.22	0000047217	0001180079	0001058811
11	remainder_Revenues	-4.75	-2.40	-0.308	2.60	5.12	0000854398	0000930803	0001434388
12	remainder_NetIncome	-5.25	-3.46	-0.00224	2.41	2.68	0001316625	0001093207	0001017303
13	remainder_ComprehensiveNetIncome	-0.209	-0.0754	-0.000688	0.0946	0.231	0000854398	0000807863	0000051143

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Liabilities	-0.341	-0.252	0.000165	0.427	1.68	0000320193	0001173752	0001434388
1	Assets	-1.90	-1.11	-0.0273	0.269	0.398	0001058811	0000108772	0001370880
2	Expenses	-1.78	-1.05	-0.119	1.25	1.87	0001316625	0000108772	0001058811
3	Revenues	-4.75	-2.40	-0.308	2.60	5.12	0000854398	0000930803	0001434388
4	StockholdersEquity	-0.934	-0.337	-0.00294	0.275	0.397	0001316625	0001173752	0000854775
5	NetIncome	-1.78	-1.61	0.517	2.82	5.05	0001075656	0000350917	0001434388
6	ComprehensiveNetIncome	-1.77	-1.61	0.514	2.80	5.05	0001075656	0000350917	0001434388
7	BaseVar	nan	nan	nan	nan	nan	0000047217	0001032975	0000047217
8	EconomicCapitalRatiobeforeLimitedLiability	-1.71	-1.70	0.459	2.93	5.12	0001075656	0000350917	0001434388
9	EconomicCapitalRatio	-2.24	-2.23	-0.0685	2.40	4.59	0001075656	0000350917	0001434388

2014

Logs

error	2 × Assets != LiabilitiesAndStockholdersEquity, ignoring company.	pre-agg	0000873044 0001506546
error	1 × No matching role found	input.sec.calculation_linkbase.expand_agg	0001568693
warning	33 × The stock price does not exist	industry.us_generic	0001177845 0001065598 0001167294 0000919013 0000108772 0000031347 0000728249 0000867374 0000873044 0000949158 0001001288 0001009626 0001093207 0001173752 0001180079 0001316625 0001357326 0001370880 0001434388 0000736012 0001110361 0001361470 0001383154 0001528760 0001044590 0000915735 0000930803 0000350917 0000854398 0001075656 0001111632 0001130258 0001373761
warning	28 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0001177845 0000047217 0000108772 0000858877 0000051143 0000320193 0000867374 0000873044 0000949158 0001001288 0001009626 0001043604 0001048695 0001093207 0001180079 0001316625 0001357326 0001434388 0001110361 0001361470 0001383154 0001550737 0001447599 0001044590 0000930803 0001125903 0001373761 0001506546
warning	21 × No stock price available	subcommand.plot	0001065598 0001167294 0000919013 0000728249 0000867374 0000873044 0000949158 0001001288 0001009626 0001093207 0001173752 0001180079 0001316625 0001357326 0001370880 0001434388 0001110361 0001361470 0001383154 0001528760 0001550737
warning	16 × Missing logo	subcommand.report	0001065598 0001167294 0000919013 0000728249 0001001288 0001009626 0001093207 0001173752 0001180079 0001316625 0001357326 0001110361 0001361470 0001383154 0001528760 0001550737
warning	7 × Ignoring company because Expenses is zero	pre-agg	0000736012 0000736012 0000736012 0000736012 0000736012 0000736012 0000736012
warning	4 × Similarly named company. Duplicate?	None	0001580808 0001167294 0001173752 0001596532
warning	3 × No LiabilitiesAndStockholdersEquity node found	input.sec.calculation_linkbase.edgar_model_mapping	0001568693 0001065598 0001580808
warning	1 × Ignoring company because Liabilities is zero	pre-agg	0001065598

Diagrams

Calculation Linkbase Overview

Edges which exists for less than five companies (and the corresponding nodes) are not included.

Absolute xval/yval quantiles

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	LiabilitiesCurrent	7,742	192,699	96,362,525	39,806,750,000	63,448,000,000	0001550737	0000926326	0000320193
1	LiabilitiesNoncurrent	0	0	2,356,902	3,776,580,000	53,813,000,000	0000047217	0000873044	0000320193
2	remainder_Liabilities	0	0	2,140,160	1,252,125,000	21,953,000,000	0000047217	0001361470	0000051143
3	AssetsCurrent	17.0	332,304	197,002,611	49,458,150,000	68,531,000,000	0001550737	0001180079	0000320193
4	AssetsNoncurrent	0	0	4,168,925	3,998,500,000	16,712,000,000	0001058811	0001580808	0000051143
5	Goodwill	0	0	7,586,945	9,983,450,000	33,660,000,000	0000728249	0001114925	0000051143
6	remainder_Assets	-3,962,000	-8,067	45,129,404	11,659,900,000	150,786,000,000	0001017303	0001173752	0000320193
7	AdministrativeAndMarketingExpense	0	0	69,403,314	12,061,000,000	23,180,000,000	0000919013	0001180079	0000051143
8	ResearchAndDevelopmentExpense	0	0	41,000,485	3,546,500,000	6,041,000,000	0000854775	0001580808	0000320193
9	CostOfGoodsSold	0	0	0	486,997,050	46,386,000,000	0000047217	0000320193	0000051143
10	remainder_Expenses	-52,626,000	-2,878,550	3,644,858	2,634,750,000	89,013,000,000	0000949158	0001017303	0000047217
11	remainder_Revenues	-82,000	0	0	8,164,625,000	111,454,000,000	0001017303	0001550737	0000047217
12	remainder_NetIncome	-3,729,000,000	-65,410,000	4,727,764	1,556,136,050	71,517,000,000	0000051143	0001093207	0000320193
13	remainder_ComprehensiveNetIncome	-6,274,000,000	-179,630,000	-9,321	5,833,850	1,553,000,000	0000051143	0001017303	0000320193

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Liabilities	7,742	201,541	130,576,334	46,824,150,000	120,292,000,000	0001550737	0000926326	0000320193
1	Assets	17.0	409,874	327,988,968	103,922,300,000	231,839,000,000	0001550737	0001316625	0000320193
2	Expenses	12,000	278,589	169,926,215	34,258,700,000	105,813,000,000	0000919013	0001375365	0000047217
3	Revenues	-82,000	0	0	8,164,625,000	111,454,000,000	0001017303	0001550737	0000047217
4	StockholdersEquity	-133,819,000	-5,300,789	89,414,711	14,386,850,000	111,547,000,000	0001180079	0001580808	0000320193
5	NetIncome	-443,790,000	-231,844,400	-604,780	5,363,500,000	39,510,000,000	0001370880	0001065598	0000320193
6	ComprehensiveNetIncome	-444,231,000	-235,848,950	-604,780	3,051,950,000	41,063,000,000	0001370880	0001065598	0000320193
7	BaseVar	105,701	4,811,992	1,667,680,527	628,773,325,000	995,262,120,000	0001550737	0000873044	0000047217
8	EconomicCapitalRatiobeforeLimitedLiability	-53.5	-11.0	-0.166	1.90	2.27	0001550737	0001173752	0000320193
9	EconomicCapitalRatio	0.0000000000000000000000000000000000000000000000000000000000000109	0.0114	1.78	3.38	3.65	0001550737	0001173752	0000320193

Effect quantiles (final effects with respect to final var and normalized if applicable)

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	LiabilitiesCurrent	-0.332	-0.181	0.00499	0.211	0.292	0001375365	0001093207	0000949158
1	LiabilitiesNoncurrent	-0.344	-0.247	-0.0000270	0.0727	0.117	0001357326	0001528760	0000949158
2	remainder_Liabilities	-0.210	-0.131	-0.00205	0.133	0.195	0000867374	0001528760	0000047217
3	AssetsCurrent	-1.18	-0.773	-0.0228	0.0997	0.125	0001434388	0001058811	0001327567
4	AssetsNoncurrent	-0.143	-0.0659	-0.000953	0.0199	0.0557	0001048695	0000926326	0001262039
5	Goodwill	-0.401	-0.190	-0.00239	0.0847	0.719	0001167294	0001173752	0001370880
6	remainder_Assets	-0.522	-0.240	-0.0144	0.0364	0.183	0000320193	0001375365	0001180079
7	AdministrativeAndMarketingExpense	-1.72	-1.17	-0.0000802	1.28	1.81	0001114925	0001528760	0000949158
8	ResearchAndDevelopmentExpense	-0.967	-0.821	-0.0148	0.737	0.858	0001173752	0001528760	0000854775
9	CostOfGoodsSold	-4.56	-3.66	0.215	1.03	1.21	0001316625	0001370880	0001048695
10	remainder_Expenses	-6.84	-0.673	0.126	0.563	1.61	0000047217	0001596532	0000949158
11	remainder_Revenues	-2.61	-2.29	-0.0985	1.95	2.94	0001114925	0000919013	0000949158
12	remainder_NetIncome	-3.85	-3.30	-0.00000000000231	1.76	2.41	0001167294	0001550737	0001048695
13	remainder_ComprehensiveNetIncome	-0.392	-0.117	0.00284	0.0796	0.107	0000051143	0001370880	0000949158

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Liabilities	-0.496	-0.340	-0.000390	0.373	0.481	0000320193	0001528760	0000949158
1	Assets	-1.26	-0.962	-0.0866	0.176	0.667	0001019034	0000047217	0001370880
2	Expenses	-0.902	-0.568	0.0409	1.00	1.35	0001019034	0001180079	0000320193
3	Revenues	-2.61	-2.29	-0.0985	1.95	2.94	0001114925	0000919013	0000949158
4	StockholdersEquity	-0.334	-0.287	-0.000000000000000000810	0.447	0.648	0001167294	0001550737	0001434388
5	NetIncome	-1.54	-1.10	0.479	1.89	1.99	0000919013	0000873044	0001048695
6	ComprehensiveNetIncome	-1.54	-1.08	0.484	1.89	1.99	0000919013	0001262039	0001048695
7	BaseVar	nan	nan	nan	nan	nan	0000047217	0001048695	0000047217
8	EconomicCapitalRatiobeforeLimitedLiability	-1.03	-1.02	0.749	2.35	2.62	0001528760	0001173752	0000320193
9	EconomicCapitalRatio	-1.85	-1.83	-0.0658	1.54	1.80	0001528760	0001173752	0000320193

2015

Logs

error	2 × Assets != LiabilitiesAndStockholdersEquity, ignoring company.	pre-agg	0000873044 0001506546
error	1 × No matching role found	input.sec.calculation_linkbase.expand_agg	0001065598
error	1 × No NetIncome node found, ignoring company.	input.sec.calculation_linkbase.edgar_model_mapping	0001294016
error	1 × IME and Company effects mismatched for Liabilities, Current. IME Effects: 0.0, Company Effect: 0.00409	subcommand.report	0001550737
warning	33 × The stock price does not exist	industry.us_generic	0001065598 0001177845 0001110361 0000108772 0000031347 0000867374 0000873044 0000949158 0001001288 0001009626 0001093207 0001180079 0001316625 0001370880 0001434388 0000736012 0001383154 0001528760 0001044590 0001357326 0000915735 0000930803 0000350917 0000728249 0000854398 0000919013 0001075656 0001111632 0001130258 0001167294 0001173752 0001373761 0001361470
warning	30 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0001177845 0000047217 0001110361 0000108772 0000858877 0000051143 0000320193 0000867374 0000873044 0000949158 0001001288 0001009626 0001017303 0001043604 0001048695 0001093207 0001180079 0001316625 0001434388 0001447599 0001383154 0001550737 0001644825 0001044590 0001357326 0000930803 0001125903 0001373761 0001506546 0001361470
warning	16 × No stock price available	subcommand.plot	0001177845 0001110361 0000867374 0000873044 0000949158 0001001288 0001009626 0001093207 0001180079 0001316625 0001370880 0001434388 0001447599 0001383154 0001528760 0001550737
warning	9 × Missing logo	subcommand.report	0001110361 0001001288 0001009626 0001093207 0001180079 0001316625 0001383154 0001528760 0001550737
warning	8 × Ignoring company because Expenses is zero	pre-agg	0000736012 0000736012 0000736012 0000736012 0000736012 0000736012 0000736012 0000736012
warning	3 × Similarly named company. Duplicate?	None	0001580808 0001078271 0001596532
warning	3 × No LiabilitiesAndStockholdersEquity node found	input.sec.calculation_linkbase.edgar_model_mapping	0001065598 0001110361 0001580808
warning	1 × Ignoring company because Liabilities is zero	pre-agg	0001065598

Diagrams

Calculation Linkbase Overview

Edges which exists for less than five companies (and the corresponding nodes) are not included.

Absolute xval/yval quantiles

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	LiabilitiesCurrent	41,700	362,119	166,211,622	11,542,030,000	80,610,000,000	0001550737	0000949158	0000320193
1	LiabilitiesNoncurrent	0	0	2,098,551	13,786,490,000	86,890,000,000	0000867374	0000854775	0000320193
2	remainder_Liabilities	0	0	601,531	2,223,230,000	20,275,000,000	0000873044	0001093207	0000051143
3	AssetsCurrent	62.0	2,016,358	264,249,985	14,789,880,000	89,378,000,000	0001550737	0000926326	0000320193
4	AssetsNoncurrent	0	0	7,220,452	2,810,880,000	15,200,000,000	0001058811	0001019034	0000051143
5	Goodwill	0	0	9,512,545	4,813,340,000	35,508,000,000	0001036044	0001114925	0000051143
6	remainder_Assets	-3,509,000	-44,321	68,486,814	5,924,940,000	186,536,000,000	0001017303	0001180079	0000320193
7	AdministrativeAndMarketingExpense	33,913	682,005	88,208,783	5,119,590,000	20,430,000,000	0001550737	0000949158	0000051143
8	ResearchAndDevelopmentExpense	0	0	54,864,937	2,270,250,000	8,067,000,000	0000854775	0001580808	0000320193
9	CostOfGoodsSold	0	0	0	1,316,174,500	41,057,000,000	0000320193	0001009626	0000051143
10	remainder_Expenses	-123,000	0	12,051,877	645,730,000	19,121,000,000	0001032975	0000926326	0000320193
11	remainder_Revenues	-26,000	0	0	2,365,958,600	81,741,000,000	0001017303	0000320193	0000051143
12	remainder_NetIncome	-174,000,000	-48,314,700	20,284,014	2,022,844,900	94,911,000,000	0000051143	0001114925	0000320193
13	remainder_ComprehensiveNetIncome	-1,731,000,000	-544,706,700	-339,943	620,400	1,139,000	0000051143	0001596532	0000949158

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Liabilities	41,700	391,424	201,779,801	31,652,660,000	171,124,000,000	0001550737	0000949158	0000320193
1	Assets	62.0	2,076,364	428,758,821	39,181,940,000	290,479,000,000	0001550737	0001078271	0000320193
2	Expenses	33,913	1,235,874	214,794,583	14,938,980,000	68,378,000,000	0001550737	0000926326	0000051143
3	Revenues	-26,000	0	0	2,365,958,600	81,741,000,000	0001017303	0000320193	0000051143
4	StockholdersEquity	-33,865,000	151,735	193,507,807	7,529,280,000	119,355,000,000	0001180079	0001078271	0000320193
5	NetIncome	-539,215,000	-99,644,700	2,726,240	4,400,290,000	53,394,000,000	0001370880	0001434388	0000320193
6	ComprehensiveNetIncome	-540,999,000	-133,979,500	255,810	3,877,210,000	51,967,000,000	0001370880	0001177845	0000320193
7	BaseVar	162,976	8,835,279	2,314,298,748	245,611,800,300	808,413,950,000	0001550737	0000926326	0000320193
8	EconomicCapitalRatiobeforeLimitedLiability	-17.2	-9.12	0.584	2.02	2.22	0001528760	0000867374	0001048695
9	EconomicCapitalRatio	0.000000712	0.126	2.34	3.47	3.61	0001528760	0000867374	0001048695

Effect quantiles (final effects with respect to final var and normalized if applicable)

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	LiabilitiesCurrent	-0.617	-0.277	0.00391	0.351	0.420	0001180079	0001043604	0001447599
1	LiabilitiesNoncurrent	-0.436	-0.267	0.00123	0.0978	0.131	0000320193	0001019034	0001447599
2	remainder_Liabilities	-0.268	-0.164	0.00231	0.151	0.239	0001009626	0001434388	0001447599
3	AssetsCurrent	-0.630	-0.200	-0.00000824	0.121	0.170	0001036044	0001528760	0001447599
4	AssetsNoncurrent	-0.0930	-0.0813	-0.000396	0.0511	0.0954	0001017303	0001001288	0001019034
5	Goodwill	-0.232	-0.176	0.0000300	0.0843	0.247	0001036044	0001327567	0001370880
6	remainder_Assets	-0.431	-0.155	-0.00406	0.0673	0.132	0000320193	0001009626	0001017303
7	AdministrativeAndMarketingExpense	-1.01	-0.887	0.0534	1.53	2.08	0001114925	0001383154	0000949158
8	ResearchAndDevelopmentExpense	-0.849	-0.462	-0.0151	0.815	1.08	0001596532	0001327567	0001447599
9	CostOfGoodsSold	-5.53	-4.25	0.324	1.07	1.36	0000949158	0001262039	0001017303
10	remainder_Expenses	-0.976	-0.303	0.0561	0.470	0.754	0000854775	0001001288	0000949158
11	remainder_Revenues	-2.45	-1.88	-0.748	2.53	3.34	0001017303	0000320193	0001447599
12	remainder_NetIncome	-6.21	-4.47	0.277	1.82	2.49	0001447599	0001327567	0001017303
13	remainder_ComprehensiveNetIncome	-1.34	-0.393	0.0284	0.133	0.198	0001434388	0001078271	0000949158

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Liabilities	-0.816	-0.360	0.000759	0.535	0.673	0001180079	0001001288	0001447599
1	Assets	-0.951	-0.521	-0.0187	0.190	0.350	0001036044	0001180079	0001370880
2	Expenses	-0.879	-0.438	0.304	1.00	1.28	0001036044	0001177845	0000320193
3	Revenues	-2.45	-1.88	-0.748	2.53	3.34	0001017303	0000320193	0001447599
4	StockholdersEquity	-0.249	-0.228	0.00378	0.347	0.460	0000051143	0001327567	0001110361
5	NetIncome	-1.71	-1.49	0.557	1.75	1.85	0001528760	0000867374	0001048695
6	ComprehensiveNetIncome	-1.69	-1.47	0.556	1.78	1.86	0001528760	0000867374	0001048695
7	BaseVar	nan	nan	nan	nan	nan	0000051143	0001078271	0000051143
8	EconomicCapitalRatiobeforeLimitedLiability	-1.70	-1.57	0.638	1.77	1.91	0001528760	0000867374	0001048695
9	EconomicCapitalRatio	-2.16	-2.03	0.178	1.31	1.45	0001528760	0000867374	0001048695

2016

Logs

error	2 × Assets != LiabilitiesAndStockholdersEquity, ignoring company.	pre-agg	0000873044 0001506546
warning	33 × The stock price does not exist	industry.us_generic	0001177845 0001065598 0001009626 0000031347 0000108772 0000867374 0000873044 0000949158 0001093207 0001180079 0001370880 0001434388 0000736012 0001528760 0001001288 0001044590 0001357326 0000915735 0000930803 0000350917 0000728249 0000854398 0000919013 0001075656 0001110361 0001111632 0001130258 0001167294 0001173752 0001373761 0001383154 0001316625 0001361470
warning	31 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0001177845 0001009626 0000858877 0000047217 0000051143 0000108772 0000867374 0000873044 0000949158 0001017303 0001043604 0001048695 0001093207 0001180079 0001434388 0001447599 0001644825 0001145057 0001550737 0000320193 0001001288 0001044590 0001357326 0000930803 0001110361 0001125903 0001373761 0001383154 0001506546 0001316625 0001361470
warning	13 × No stock price available	subcommand.plot	0001177845 0000108772 0000867374 0000873044 0000949158 0001017303 0001093207 0001180079 0001370880 0001434388 0001447599 0001528760 0001644825
warning	9 × Ignoring company because Expenses is zero	pre-agg	0000736012 0000736012 0000736012 0000736012 0000736012 0000736012 0000736012 0000736012 0000736012
warning	4 × Missing logo	subcommand.report	0001093207 0001180079 0001528760 0001644825
warning	3 × Similarly named company. Duplicate?	None	0001078271 0001596532 0001580808
warning	1 × Ignoring company because Liabilities is zero	pre-agg	0001065598

Diagrams

Calculation Linkbase Overview

Edges which exists for less than five companies (and the corresponding nodes) are not included.

Absolute xval/yval quantiles

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	LiabilitiesCurrent	120,579	815,405	168,595,353	28,414,850,000	79,006,000,000	0001644825	0000926326	0000320193
1	LiabilitiesNoncurrent	0	0	3,299,962	24,301,650,000	111,501,000,000	0000047217	0001036044	0000320193
2	remainder_Liabilities	0	0	187,915	4,620,150,000	20,671,000,000	0000047217	0000807863	0000051143
3	AssetsCurrent	34,956	2,435,108	272,438,676	32,449,000,000	106,869,000,000	0001644825	0000926326	0000320193
4	AssetsNoncurrent	0	0	11,419,135	6,865,200,000	9,021,000,000	0001177845	0001019034	0000051143
5	Goodwill	0	0	17,118,662	7,270,900,000	36,199,000,000	0000828146	0000873044	0000051143
6	remainder_Assets	-3,166,000	-73,773	48,454,340	16,734,450,000	197,440,000,000	0001017303	0001180079	0000320193
7	AdministrativeAndMarketingExpense	122,970	1,274,708	115,278,683	9,534,700,000	21,069,000,000	0001644825	0001580808	0000051143
8	ResearchAndDevelopmentExpense	0	0	59,257,913	3,707,100,000	10,045,000,000	0000108772	0001580808	0000320193
9	CostOfGoodsSold	0	0	0	22,177,609,650	41,625,000,000	0000108772	0000926326	0000051143
10	remainder_Expenses	-407,000,000	-4,732,850	3,923,054	4,836,250,000	15,685,000,000	0000051143	0001180079	0000320193
11	remainder_Revenues	0	0	0	31,390,900,000	79,919,000,000	0000320193	0001528760	0000051143
12	remainder_NetIncome	-9,000,000	-2,012,569	35,998,015	2,420,364,350	85,611,000,000	0000051143	0000047217	0000320193
13	remainder_ComprehensiveNetIncome	-243,000,000	-127,495,000	-57,890	1,646,700	209,000,000	0000108772	0000807863	0000051143

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Liabilities	120,579	831,817	200,376,047	62,956,500,000	193,437,000,000	0001644825	0001078271	0000320193
1	Assets	45,806	2,782,994	410,986,344	77,663,000,000	321,686,000,000	0001644825	0001180079	0000320193
2	Expenses	661,466	2,616,076	264,598,035	43,147,000,000	68,038,000,000	0001644825	0001078271	0000051143
3	Revenues	0	0	0	31,390,900,000	79,919,000,000	0000320193	0001528760	0000051143
4	StockholdersEquity	-31,536,000	-211,420	231,860,683	14,706,500,000	128,249,000,000	0001180079	0000854775	0000320193
5	NetIncome	-480,129,000	-170,494,650	1,284,932	7,652,800,000	45,687,000,000	0001370880	0000807863	0000320193
6	ComprehensiveNetIncome	-479,646,000	-170,640,700	785,618	7,670,100,000	45,687,000,000	0001370880	0000807863	0000320193
7	BaseVar	3,337,276	26,507,867	2,330,506,788	589,545,863,000	783,553,150,000	0001644825	0001078271	0000320193
8	EconomicCapitalRatiobeforeLimitedLiability	-56.0	-11.2	0.359	2.13	5.01	0001644825	0000108772	0000828146
9	EconomicCapitalRatio	0.0000000000000000000000000000000000000000000000000000000000000000000126	0.518	2.13	3.55	5.51	0001644825	0000108772	0000828146

Effect quantiles (final effects with respect to final var and normalized if applicable)

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	LiabilitiesCurrent	-0.142	-0.103	0.00211	0.372	0.677	0000320193	0001114925	0000828146
1	LiabilitiesNoncurrent	-0.459	-0.267	0.00220	0.188	0.300	0000320193	0001580808	0000828146
2	remainder_Liabilities	-0.240	-0.152	0.00323	0.197	0.315	0000867374	0001114925	0000828146
3	AssetsCurrent	-1.39	-0.331	-0.00564	0.0573	0.0888	0000828146	0001434388	0001262039
4	AssetsNoncurrent	-0.149	-0.113	-0.00533	0.145	1.14	0001036044	0001327567	0001019034
5	Goodwill	-0.241	-0.0939	-0.00000575	0.226	0.367	0001036044	0001644825	0000828146
6	remainder_Assets	-0.274	-0.103	-0.00168	0.0978	0.139	0000320193	0000051143	0001017303
7	AdministrativeAndMarketingExpense	-4.21	-1.44	0.00755	1.88	2.36	0001093207	0001180079	0000047217
8	ResearchAndDevelopmentExpense	-1.07	-0.671	-0.0176	0.907	1.40	0001114925	0001262039	0001434388
9	CostOfGoodsSold	-9.93	-4.63	0.243	0.885	1.12	0000047217	0001580808	0000807863
10	remainder_Expenses	-8.52	-1.46	0.309	1.06	1.23	0000873044	0001114925	0001434388
11	remainder_Revenues	-2.36	-2.28	-0.796	2.63	2.84	0000828146	0001180079	0001434388
12	remainder_NetIncome	-7.34	-6.53	0.314	2.18	3.77	0000873044	0001327567	0000828146
13	remainder_ComprehensiveNetIncome	-0.981	-0.0603	0.00853	0.0546	0.0554	0001434388	0001370880	0000807863

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Liabilities	-0.601	-0.284	0.00189	0.595	1.06	0000320193	0001327567	0000828146
1	Assets	-0.523	-0.278	-0.00460	0.243	0.752	0001036044	0001528760	0001019034
2	Expenses	-0.675	-0.469	0.115	1.32	1.56	0000873044	0000807863	0000828146
3	Revenues	-2.36	-2.28	-0.796	2.63	2.84	0000828146	0001180079	0001434388
4	StockholdersEquity	-0.518	-0.216	0.000775	0.277	0.435	0000047217	0001114925	0000854775
5	NetIncome	-1.66	-0.804	0.364	1.78	3.73	0001528760	0001262039	0000828146
6	ComprehensiveNetIncome	-1.64	-0.744	0.366	1.79	3.73	0001528760	0000108772	0000828146
7	BaseVar	nan	nan	nan	nan	nan	0000047217	0001036044	0000047217
8	EconomicCapitalRatiobeforeLimitedLiability	-1.43	-0.909	0.704	2.12	4.09	0001644825	0000108772	0000828146
9	EconomicCapitalRatio	-2.25	-1.74	-0.123	1.30	3.26	0001644825	0000108772	0000828146

2017

Logs

error	2 × Assets != LiabilitiesAndStockholdersEquity, ignoring company.	pre-agg	0000873044 0001506546
warning	33 × The stock price does not exist	industry.us_generic	0001177845 0001065598 0000031347 0000108772 0000867374 0000873044 0000949158 0001370880 0000736012 0001528760 0001009626 0001001288 0001044590 0001357326 0000915735 0000930803 0000350917 0000728249 0000854398 0000919013 0001075656 0001093207 0001110361 0001111632 0001130258 0001167294 0001173752 0001373761 0001383154 0001434388 0001316625 0001180079 0001361470
warning	31 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0001177845 0000858877 0000047217 0000051143 0000108772 0000867374 0000873044 0000949158 0001017303 0001043604 0001048695 0001145057 0001447599 0001550737 0001644825 0000320193 0001009626 0001001288 0001044590 0001357326 0000930803 0001093207 0001110361 0001125903 0001373761 0001383154 0001506546 0001434388 0001316625 0001180079 0001361470
warning	12 × No stock price available	subcommand.plot	0001177845 0000108772 0000867374 0000873044 0000949158 0001017303 0001145057 0001370880 0001447599 0001528760 0001550737 0001644825
warning	8 × Ignoring company because Expenses is zero	pre-agg	0000736012 0000736012 0000736012 0000736012 0000736012 0000736012 0000736012 0000736012
warning	3 × Missing logo	subcommand.report	0001528760 0001550737 0001644825
warning	1 × Ignoring company because Liabilities is zero	pre-agg	0001065598

Diagrams

Calculation Linkbase Overview

Edges which exists for less than five companies (and the corresponding nodes) are not included.

Absolute xval/yval quantiles

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	LiabilitiesCurrent	195,715	545,130	165,475,140	31,382,600,000	100,814,000,000	0001644825	0000949158	0000320193
1	LiabilitiesNoncurrent	0	0	3,383,748	31,043,480,000	137,622,000,000	0000047217	0001036044	0000320193
2	remainder_Liabilities	0	0	2,931,116	4,672,600,000	20,466,000,000	0000047217	0001036044	0000051143
3	AssetsCurrent	5,507	142,948	299,033,181	38,768,200,000	128,645,000,000	0001550737	0001078271	0000320193
4	AssetsNoncurrent	0	0	9,082,584	6,968,000,000	10,162,000,000	0001177845	0001019034	0000320193
5	Goodwill	0	0	18,561,387	7,057,800,000	36,788,000,000	0000828146	0000949158	0000051143
6	remainder_Assets	-3,079,000	-108,662	38,638,114	18,975,000,000	228,497,000,000	0001017303	0000854775	0000320193
7	AdministrativeAndMarketingExpense	48,185	441,479	200,495,065	10,907,000,000	20,107,000,000	0001550737	0001078271	0000051143
8	ResearchAndDevelopmentExpense	0	0	62,999,487	3,948,200,000	11,581,000,000	0000108772	0001580808	0000320193
9	CostOfGoodsSold	0	0	0	25,856,647,200	42,913,000,000	0000108772	0000320193	0000051143
10	remainder_Expenses	-21,484,000	-2,819,600	39,151,039	6,357,000,000	15,738,000,000	0000926326	0001078271	0000320193
11	remainder_Revenues	0	0	0	35,353,600,000	79,139,000,000	0000320193	0001596532	0000051143
12	remainder_NetIncome	-243,000,000	-4,494,400	26,791,466	2,520,726,800	90,931,000,000	0000047217	0001017303	0000320193
13	remainder_ComprehensiveNetIncome	-4,803,000	-3,386,800	28.0	359,285,200	2,806,000,000	0001048695	0001019034	0000051143

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Liabilities	195,715	545,130	218,523,465	73,543,400,000	241,272,000,000	0001644825	0000949158	0000320193
1	Assets	5,507	162,395	460,145,360	88,378,800,000	375,319,000,000	0001550737	0001078271	0000320193
2	Expenses	514,248	934,897	294,957,780	46,604,200,000	73,382,000,000	0001644825	0000926326	0000051143
3	Revenues	0	0	0	35,353,600,000	79,139,000,000	0000320193	0001596532	0000051143
4	StockholdersEquity	-794,062	-328,483	319,371,228	14,835,400,000	134,047,000,000	0001528760	0000854775	0000320193
5	NetIncome	-303,691,000	-252,955,200	-276,792	4,461,600,000	48,351,000,000	0001370880	0001114925	0000320193
6	ComprehensiveNetIncome	-304,830,000	-254,133,800	-198,230	6,153,200,000	48,351,000,000	0001370880	0001550737	0000320193
7	BaseVar	2,786,209	5,458,601	3,125,427,113	641,757,404,000	867,706,590,000	0001644825	0001078271	0000320193
8	EconomicCapitalRatiobeforeLimitedLiability	-31.1	-13.6	0.337	2.71	3.67	0001644825	0001078271	0000807863
9	EconomicCapitalRatio	0.00000000000000000000149	0.0176	2.11	3.94	4.58	0001644825	0001078271	0000807863

Effect quantiles (final effects with respect to final var and normalized if applicable)

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	LiabilitiesCurrent	-0.174	-0.151	0.000541	0.355	0.436	0000320193	0001580808	0000828146
1	LiabilitiesNoncurrent	-0.458	-0.273	-0.00000353	0.185	0.200	0000320193	0001528760	0000047217
2	remainder_Liabilities	-0.279	-0.191	0.00112	0.193	0.208	0000108772	0001043604	0000807863
3	AssetsCurrent	-0.830	-0.806	-0.0268	0.102	0.150	0001550737	0000320193	0001145057
4	AssetsNoncurrent	-0.127	-0.0739	-0.00202	0.0447	0.860	0000873044	0001580808	0001019034
5	Goodwill	-0.336	-0.178	-0.00210	0.152	0.164	0000873044	0001327567	0000807863
6	remainder_Assets	-0.296	-0.182	-0.00515	0.0521	0.120	0000873044	0000047217	0001017303
7	AdministrativeAndMarketingExpense	-1.48	-1.05	0.000123	1.00	2.06	0001580808	0001644825	0000047217
8	ResearchAndDevelopmentExpense	-1.15	-0.756	-0.0615	0.655	0.988	0001580808	0001017303	0000047217
9	CostOfGoodsSold	-9.83	-7.05	0.236	0.936	1.32	0001177845	0001580808	0001017303
10	remainder_Expenses	-7.70	-4.60	0.377	1.22	1.93	0001550737	0001580808	0000807863
11	remainder_Revenues	-2.86	-2.59	-0.363	2.44	3.22	0001017303	0001370880	0000807863
12	remainder_NetIncome	-7.78	-6.34	0.107	2.44	2.61	0001177845	0001370880	0000828146
13	remainder_ComprehensiveNetIncome	-0.124	-0.0730	-0.00532	0.180	0.283	0001114925	0001550737	0000108772

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Liabilities	-0.652	-0.353	0.00000220	0.598	0.686	0000320193	0001528760	0000828146
1	Assets	-1.24	-0.910	-0.0198	0.166	0.190	0001550737	0001644825	0001019034
2	Expenses	-1.07	-0.711	0.127	1.19	1.24	0000873044	0000047217	0000320193
3	Revenues	-2.86	-2.59	-0.363	2.44	3.22	0001017303	0001370880	0000807863
4	StockholdersEquity	-0.403	-0.278	-0.00000330	0.296	0.541	0000047217	0001528760	0000854775
5	NetIncome	-1.56	-1.07	0.396	2.16	2.80	0001528760	0001177845	0000807863
6	ComprehensiveNetIncome	-1.57	-1.07	0.371	2.16	2.80	0001528760	0001078271	0000807863
7	BaseVar	nan	nan	nan	nan	nan	0000047217	0001043604	0000047217
8	EconomicCapitalRatiobeforeLimitedLiability	-1.49	-1.47	0.621	2.45	3.09	0001644825	0001078271	0000807863
9	EconomicCapitalRatio	-2.09	-2.07	0.0177	1.85	2.48	0001644825	0001078271	0000807863

2018

Logs

error	2 × Assets != LiabilitiesAndStockholdersEquity, ignoring company.	pre-agg	0000873044 0001506546
warning	33 × The stock price does not exist	industry.us_generic	0000108772 0000867374 0000949158 0001370880 0001065598 0001528760 0000736012 0001009626 0001001288 0001044590 0001357326 0000915735 0000930803 0000031347 0000350917 0000728249 0000854398 0000873044 0000919013 0001075656 0001093207 0001110361 0001111632 0001130258 0001167294 0001173752 0001373761 0001383154 0001434388 0001177845 0001316625 0001180079 0001361470
warning	32 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0000858877 0000047217 0000051143 0000108772 0000867374 0000949158 0001017303 0001043604 0001048695 0001145057 0001447599 0001282980 0000320193 0001009626 0001001288 0001044590 0001357326 0000930803 0000873044 0001093207 0001110361 0001125903 0001373761 0001383154 0001506546 0001434388 0001177845 0001316625 0001180079 0001361470 0001550737 0001644825
warning	8 × No stock price available	subcommand.plot	0000108772 0000867374 0000949158 0001145057 0001370880 0001447599 0001065598 0001528760
warning	7 × Ignoring company because Expenses is zero	pre-agg	0000736012 0000736012 0000736012 0000736012 0000736012 0000736012 0000736012
warning	2 × Missing logo	subcommand.report	0001065598 0001528760
warning	1 × Large missing amount for aggregate "Expenses" added to remainder.	industry.us_generic	0001770450
warning	1 × Ignoring company because Liabilities is zero	pre-agg	0001065598

Diagrams

Calculation Linkbase Overview

Edges which exists for less than five companies (and the corresponding nodes) are not included.

Absolute xval/yval quantiles

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	LiabilitiesCurrent	1,226,110	1,700,108	204,983,759	34,298,200,000	116,866,000,000	0001019034	0000926326	0000320193
1	LiabilitiesNoncurrent	0	0	12,402,026	36,666,080,000	141,712,000,000	0000047217	0000949158	0000320193
2	remainder_Liabilities	0	0	10.4	3,522,073,100	17,001,000,000	0000047217	0001017303	0000051143
3	AssetsCurrent	161,881	1,311,084	420,263,939	40,818,300,000	131,339,000,000	0001065598	0000949158	0000320193
4	AssetsNoncurrent	0	0	8,644,843	7,924,300,000	234,386,000,000	0001065598	0001580808	0000320193
5	Goodwill	0	0	60,363,177	5,403,700,000	36,265,000,000	0000320193	0001262039	0000051143
6	remainder_Assets	-3,418,000	-137,134	61,397,632	2,818,200,000	28,823,000,000	0001017303	0000949158	0000051143
7	AdministrativeAndMarketingExpense	0	1,333,193	241,629,499	13,151,200,000	19,366,000,000	0000108772	0001145057	0000051143
8	ResearchAndDevelopmentExpense	0	0	65,287,044	4,186,500,000	14,236,000,000	0000108772	0001580808	0000320193
9	CostOfGoodsSold	0	0	51,937,564	46,258,600,000	163,756,000,000	0000108772	0001580808	0000320193
10	remainder_Expenses	-1,972,000,000	-64,980,000	1,700,382	7,682,700,000	13,372,000,000	0000047217	0001447599	0000320193
11	remainder_Revenues	0	0	232,393,113	73,255,300,000	265,595,000,000	0001048695	0001580808	0000320193
12	remainder_NetIncome	-1,051,000,000	-30,282,800	469,758	1,765,840,900	2,005,000,000	0000047217	0000854775	0000320193
13	remainder_ComprehensiveNetIncome	-476,000,000	-20,216,400	0	119,687,900	573,000,000	0000051143	0000736012	0000047217

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Liabilities	1,226,110	1,707,704	359,980,558	82,055,700,000	258,578,000,000	0001019034	0001078271	0000320193
1	Assets	184,314	1,438,787	771,056,584	96,754,000,000	365,725,000,000	0001065598	0001078271	0000320193
2	Expenses	1,084,310	7,901,527	741,523,659	65,235,800,000	208,069,000,000	0001528760	0000926326	0000320193
3	Revenues	0	0	232,393,113	73,255,300,000	265,595,000,000	0001048695	0001580808	0000320193
4	StockholdersEquity	-2,115,351	-554,617	411,000,047	14,698,300,000	107,147,000,000	0001065598	0001078271	0000320193
5	NetIncome	-243,123,000	-174,459,400	-966,707	7,707,700,000	59,531,000,000	0001370880	0000867374	0000320193
6	ComprehensiveNetIncome	-242,541,000	-178,399,300	-1,041,789	7,546,400,000	59,531,000,000	0001370880	0001528760	0000320193
7	BaseVar	5,588,062	52,128,189	7,205,666,616	673,134,700,000	2,305,204,610,000	0001528760	0000926326	0000320193
8	EconomicCapitalRatiobeforeLimitedLiability	-70.0	-9.83	0.167	2.64	5.35	0001065598	0001394056	0000736012
9	EconomicCapitalRatio	0.0000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000628	0.0246	1.95	3.89	5.77	0001065598	0001394056	0000736012

Effect quantiles (final effects with respect to final var and normalized if applicable)

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	LiabilitiesCurrent	-0.225	-0.155	0.00410	0.497	0.772	0001262039	0001078271	0001017303
1	LiabilitiesNoncurrent	-0.413	-0.300	0.00000370	0.278	0.630	0000320193	0001065598	0000736012
2	remainder_Liabilities	-0.245	-0.180	0.00230	0.220	0.466	0000108772	0001036044	0000736012
3	AssetsCurrent	-0.270	-0.0958	-0.00900	0.195	0.851	0001596532	0001078271	0000736012
4	AssetsNoncurrent	-0.262	-0.0707	-0.00625	0.0564	0.425	0000320193	0001370880	0000736012
5	Goodwill	-0.0847	-0.0485	0.0204	0.176	0.750	0001019034	0000051143	0000736012
6	remainder_Assets	-0.0638	-0.0256	0.00000184	0.208	0.408	0001019034	0001065598	0000736012
7	AdministrativeAndMarketingExpense	-0.924	-0.881	0.434	1.71	2.31	0001327567	0001447599	0000047217
8	ResearchAndDevelopmentExpense	-0.537	-0.499	-0.0446	0.730	1.44	0001114925	0000807863	0000047217
9	CostOfGoodsSold	-6.16	-3.00	-0.711	1.08	1.86	0000047217	0000051143	0001048695
10	remainder_Expenses	-4.33	-0.644	0.188	1.19	1.54	0000108772	0001036044	0000047217
11	remainder_Revenues	-4.28	-2.51	0.592	2.71	4.46	0001048695	0000108772	0000736012
12	remainder_NetIncome	-1.92	-1.25	-0.447	1.43	3.08	0000736012	0001043604	0001048695
13	remainder_ComprehensiveNetIncome	-0.142	-0.0358	0.000531	0.122	0.163	0000867374	0001145057	0001394056

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Liabilities	-0.461	-0.355	0.000405	0.908	1.29	0001262039	0001580808	0000736012
1	Assets	-0.163	-0.109	-0.00205	0.411	1.50	0001394056	0001043604	0000736012
2	Expenses	-0.725	-0.210	0.142	1.16	1.93	0001019034	0001327567	0000736012
3	Revenues	-4.28	-2.51	0.592	2.71	4.46	0001048695	0000108772	0000736012
4	StockholdersEquity	-0.451	-0.212	0.000000528	0.165	0.434	0000736012	0001065598	0000854775
5	NetIncome	-1.67	-1.19	0.331	2.44	4.64	0001019034	0001394056	0000736012
6	ComprehensiveNetIncome	-1.67	-1.19	0.372	2.46	4.64	0001019034	0001394056	0000736012
7	BaseVar	nan	nan	nan	nan	nan	0000047217	0001043604	0000047217
8	EconomicCapitalRatiobeforeLimitedLiability	-1.23	-1.20	0.718	2.67	4.54	0001065598	0001394056	0000736012
9	EconomicCapitalRatio	-2.25	-2.23	-0.307	1.64	3.52	0001065598	0001394056	0000736012

2019

Logs

error	2 × Assets != LiabilitiesAndStockholdersEquity, ignoring company.	pre-agg	0000873044 0001506546
warning	33 × The stock price does not exist	industry.us_generic	0000736012 0001370880 0000108772 0001009626 0001001288 0001044590 0001357326 0000915735 0000930803 0000031347 0000350917 0000728249 0000854398 0000867374 0000873044 0000919013 0000949158 0001075656 0001093207 0001110361 0001111632 0001130258 0001167294 0001173752 0001373761 0001383154 0001434388 0001177845 0001316625 0001180079 0001065598 0001361470 0001528760
warning	33 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0000858877 0000047217 0000051143 0001017303 0001043604 0001048695 0001145057 0001447599 0001282980 0000320193 0001826660 0000108772 0001009626 0001001288 0001044590 0001357326 0000930803 0000867374 0000873044 0000949158 0001093207 0001110361 0001125903 0001373761 0001383154 0001506546 0001434388 0001177845 0001316625 0001180079 0001361470 0001550737 0001644825
warning	7 × Ignoring company because Expenses is zero	pre-agg	0000736012 0000736012 0000736012 0000736012 0000736012 0000736012 0000736012
warning	5 × No stock price available	subcommand.plot	0001017303 0001145057 0001370880 0001447599 0001282980
warning	4 × Large missing amount for aggregate "Expenses" added to remainder.	industry.us_generic	0001770450 0001770450 0001770450 0001770450
warning	1 × Too many companies have an ECR > 400%	check_abs_values	{'quantile_005_val': 4.061562139349877}
warning	1 × Ignoring company because Liabilities is zero	pre-agg	0001065598

Diagrams

Calculation Linkbase Overview

Edges which exists for less than five companies (and the corresponding nodes) are not included.

Absolute xval/yval quantiles

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	LiabilitiesCurrent	640,374	2,432,681	356,607,508	35,219,400,000	105,718,000,000	0001282980	0001078271	0000320193
1	LiabilitiesNoncurrent	0	0	48,357,498	12,125,820,000	142,310,000,000	0000047217	0001447599	0000320193
2	remainder_Liabilities	0	0	626	3,060,750,800	78,975,000,000	0000047217	0000320193	0000051143
3	AssetsCurrent	433,763	2,103,433	484,765,634	34,771,400,000	162,819,000,000	0001282980	0000926326	0000320193
4	AssetsNoncurrent	0	0	16,704,802	7,794,400,000	175,697,000,000	0001282980	0001058811	0000320193
5	Goodwill	0	0	81,598,181	5,917,400,000	58,222,000,000	0000320193	0001447599	0000051143
6	remainder_Assets	-3,438,000	-123,509	78,241,696	2,512,800,000	46,832,000,000	0001017303	0001145057	0000051143
7	AdministrativeAndMarketingExpense	82,483	2,991,364	276,097,245	15,669,600,000	20,604,000,000	0001282980	0001145057	0000051143
8	ResearchAndDevelopmentExpense	0	0	83,028,069	5,091,000,000	16,217,000,000	0000854775	0001145057	0000320193
9	CostOfGoodsSold	0	34,000	309,006,444	46,200,600,000	161,782,000,000	0001282980	0001370880	0000320193
10	remainder_Expenses	-203,000,000	-119,200	12,609,702	5,162,400,000	10,481,000,000	0000047217	0000926326	0000320193
11	remainder_Revenues	0	4,542,622	897,264,029	73,468,800,000	260,174,000,000	0001282980	0000926326	0000320193
12	remainder_NetIncome	-1,354,000,000	-23,123,800	222,106	587,080,000	1,807,000,000	0000047217	0001114925	0000320193
13	remainder_ComprehensiveNetIncome	-380,000,000	-1,657,400	19.2	32,940,000	893,000,000	0000047217	0001282980	0000051143

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Liabilities	640,374	2,510,774	396,386,069	110,020,200,000	248,028,000,000	0001282980	0000926326	0000320193
1	Assets	433,763	3,364,358	1,241,115,462	128,442,200,000	338,516,000,000	0001282980	0000926326	0000320193
2	Expenses	133,938	8,900,186	1,023,435,909	65,019,600,000	206,725,000,000	0001282980	0001078271	0000320193
3	Revenues	0	4,542,622	897,264,029	73,468,800,000	260,174,000,000	0001282980	0000926326	0000320193
4	StockholdersEquity	-2,285,173	813,111	487,777,567	18,422,000,000	90,488,000,000	0001019034	0001447599	0000320193
5	NetIncome	-320,711,000	-229,634,200	525,478	8,175,200,000	55,256,000,000	0001447599	0001017303	0000320193
6	ComprehensiveNetIncome	-320,457,000	-226,917,200	576,355	8,813,600,000	55,256,000,000	0001447599	0001017303	0000320193
7	BaseVar	1,099,270	63,701,166	9,028,127,612	703,957,432,000	2,257,150,140,000	0001282980	0001078271	0000320193
8	EconomicCapitalRatiobeforeLimitedLiability	-17.9	-2.52	0.685	2.90	9.08	0001019034	0000051143	0000736012
9	EconomicCapitalRatio	0.000000197	1.30	2.43	4.06	9.11	0001019034	0000051143	0000736012

Effect quantiles (final effects with respect to final var and normalized if applicable)

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	LiabilitiesCurrent	-0.0476	-0.0312	0.126	0.580	3.08	0001262039	0000320193	0000736012
1	LiabilitiesNoncurrent	-0.425	-0.215	0.0190	0.207	1.49	0000320193	0001058811	0000736012
2	remainder_Liabilities	-0.455	-0.198	0.0176	0.219	1.26	0000051143	0000926326	0000736012
3	AssetsCurrent	-0.595	-0.238	-0.00735	0.480	2.50	0001596532	0001262039	0000736012
4	AssetsNoncurrent	-0.170	-0.0882	-0.00313	0.0586	1.08	0000320193	0000047217	0000736012
5	Goodwill	-0.117	-0.0771	-0.0116	0.109	1.85	0001447599	0001770450	0000736012
6	remainder_Assets	-0.257	-0.0811	-0.00476	0.0402	0.0450	0000736012	0001580808	0001036044
7	AdministrativeAndMarketingExpense	-1.49	-0.769	0.341	2.19	2.79	0001058811	0000926326	0000736012
8	ResearchAndDevelopmentExpense	-1.07	-0.749	0.0263	0.896	0.978	0001078271	0001262039	0000854775
9	CostOfGoodsSold	-9.66	-5.08	-0.342	1.21	1.50	0001375365	0000051143	0001048695
10	remainder_Expenses	-2.74	-0.530	0.211	0.854	1.26	0001770450	0001262039	0000736012
11	remainder_Revenues	-0.381	-0.219	0.245	1.22	5.57	0001282980	0001043604	0000736012
12	remainder_NetIncome	-0.300	-0.0776	0.0141	0.121	0.421	0000047217	0001145057	0001770450
13	remainder_ComprehensiveNetIncome	-0.0964	-0.0577	-0.000277	0.0199	0.0447	0000047217	0001282980	0000051143

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Liabilities	-0.389	-0.181	0.0832	0.764	3.99	0000051143	0001048695	0000736012
1	Assets	-0.392	-0.319	-0.0114	0.357	3.50	0001596532	0001770450	0000736012
2	Expenses	-1.01	-0.892	0.0187	1.04	2.74	0001394056	0001370880	0000736012
3	Revenues	-0.381	-0.219	0.245	1.22	5.57	0001282980	0001043604	0000736012
4	StockholdersEquity	-0.300	-0.246	0.00000198	0.291	0.406	0000047217	0001019034	0000854775
5	NetIncome	-1.64	-0.465	0.648	2.22	7.40	0001019034	0000051143	0000736012
6	ComprehensiveNetIncome	-1.65	-0.466	0.650	2.22	7.40	0001019034	0000051143	0000736012
7	BaseVar	nan	nan	nan	nan	nan	0000047217	0001078271	0000047217
8	EconomicCapitalRatiobeforeLimitedLiability	-1.78	-0.485	0.644	2.28	7.33	0001019034	0000051143	0000736012
9	EconomicCapitalRatio	-2.52	-1.23	-0.0977	1.54	6.59	0001019034	0000051143	0000736012

2020

Logs

error	2 × Assets != LiabilitiesAndStockholdersEquity, ignoring company.	pre-agg	0000873044 0001506546
warning	34 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0000047217 0000051143 0000320193 0000858877 0001017303 0001043604 0001048695 0001826660 0001072842 0000108772 0001009626 0001001288 0001044590 0001357326 0000930803 0000867374 0000873044 0000949158 0001093207 0001110361 0001125903 0001373761 0001383154 0001506546 0001434388 0001177845 0001316625 0001180079 0001361470 0001550737 0001447599 0001644825 0001145057 0001282980
warning	33 × The stock price does not exist	industry.us_generic	0001370880 0000108772 0001009626 0001001288 0001044590 0001357326 0000915735 0000930803 0000031347 0000350917 0000728249 0000736012 0000854398 0000867374 0000873044 0000919013 0000949158 0001075656 0001093207 0001110361 0001111632 0001130258 0001167294 0001173752 0001373761 0001383154 0001434388 0001177845 0001316625 0001180079 0001065598 0001361470 0001528760
warning	8 × Ignoring company because Expenses is zero	pre-agg	0001072842 0000736012 0000736012 0000736012 0000736012 0000736012 0000736012 0000736012
warning	5 × Large missing amount for aggregate "Expenses" added to remainder.	industry.us_generic	0001770450 0001770450 0001770450 0001770450 0001770450
warning	2 × No stock price available	subcommand.plot	0001370880 0001826660
warning	1 × Large missing amount for aggregate "Revenues" added to remainder.	industry.us_generic	0001805385
warning	1 × Ignoring company because Liabilities is zero	pre-agg	0001065598

Diagrams

Calculation Linkbase Overview

Edges which exists for less than five companies (and the corresponding nodes) are not included.

Absolute xval/yval quantiles

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	LiabilitiesCurrent	702,669	1,250,576	337,425,495	36,456,750,000	105,392,000,000	0001282980	0001078271	0000320193
1	LiabilitiesNoncurrent	0	0	24,111,695	27,425,750,000	153,157,000,000	0000047217	0000926326	0000320193
2	remainder_Liabilities	0	0	0	1,160,149,500	80,478,000,000	0000047217	0000320193	0000051143
3	AssetsCurrent	328,072	10,948,750	622,848,517	42,471,000,000	143,713,000,000	0001282980	0000926326	0000320193
4	AssetsNoncurrent	0	0	36,451,715	8,862,750,000	180,175,000,000	0001282980	0001596532	0000320193
5	Goodwill	0	0	76,670,352	28,131,500,000	59,617,000,000	0000320193	0001262039	0000051143
6	remainder_Assets	-3,204,000	-2,082,504	128,875,977	5,489,000,000	50,103,000,000	0001017303	0000854775	0000051143
7	AdministrativeAndMarketingExpense	87,376	2,460,041	257,534,325	17,710,500,000	23,082,000,000	0001282980	0001596532	0000051143
8	ResearchAndDevelopmentExpense	0	0	64,142,245	6,343,500,000	18,752,000,000	0000854775	0000926326	0000320193
9	CostOfGoodsSold	0	42,000	235,159,820	44,163,000,000	169,559,000,000	0001282980	0001370880	0000320193
10	remainder_Expenses	-2,845,000	-2,464,750	10,666,227	4,581,750,000	9,680,000,000	0000926326	0001262039	0000320193
11	remainder_Revenues	1,000	3,782,336	916,516,940	69,374,750,000	274,515,000,000	0001282980	0001370880	0000320193
12	remainder_NetIncome	-231,000,000	-67,469,250	341,142	284,750,000	803,000,000	0000047217	0001058811	0000320193
13	remainder_ComprehensiveNetIncome	-740,000,000	-14,476,250	0	223,275,000	314,000,000	0000051143	0000736012	0001770450

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Liabilities	702,669	1,422,000	626,517,795	115,666,250,000	258,549,000,000	0001282980	0001375365	0000320193
1	Assets	328,072	12,487,000	1,403,909,540	140,691,500,000	323,888,000,000	0001282980	0000926326	0000320193
2	Expenses	168,707	7,022,237	965,986,960	64,480,250,000	217,907,000,000	0001282980	0001078271	0000320193
3	Revenues	1,000	3,782,336	916,516,940	69,374,750,000	274,515,000,000	0001282980	0001370880	0000320193
4	StockholdersEquity	-374,597	11,065,000	719,320,332	33,621,750,000	65,339,000,000	0001282980	0001262039	0000320193
5	NetIncome	-267,000,000	-187,188,500	8,671,987	9,808,000,000	57,411,000,000	0001327567	0001826660	0000320193
6	ComprehensiveNetIncome	-252,800,000	-186,174,250	9,522,636	9,827,750,000	57,453,000,000	0001327567	0000854775	0000320193
7	BaseVar	1,227,612	66,302,290	8,950,137,479	680,536,660,000	2,358,007,230,000	0001282980	0001078271	0000320193
8	EconomicCapitalRatiobeforeLimitedLiability	-5.74	-3.89	0.706	2.14	3.90	0001019034	0001043604	0001826660
9	EconomicCapitalRatio	0.343	0.839	2.44	3.56	4.73	0001019034	0001043604	0001826660

Effect quantiles (final effects with respect to final var and normalized if applicable)

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	LiabilitiesCurrent	-0.141	-0.106	0.0526	0.615	0.869	0000736012	0001580808	0001282980
1	LiabilitiesNoncurrent	-0.406	-0.322	-0.00262	0.264	0.329	0000320193	0001017303	0001826660
2	remainder_Liabilities	-0.387	-0.263	0.0222	0.180	0.206	0000051143	0001770450	0001375365
3	AssetsCurrent	-0.392	-0.247	-0.0233	0.328	0.585	0001826660	0000926326	0000736012
4	AssetsNoncurrent	-0.177	-0.0894	-0.00336	0.115	0.146	0000320193	0000047217	0001826660
5	Goodwill	-0.226	-0.0575	0.0155	0.0763	0.270	0000736012	0001262039	0001826660
6	remainder_Assets	-0.230	-0.174	-0.00624	0.0370	0.0877	0001019034	0001580808	0000051143
7	AdministrativeAndMarketingExpense	-1.08	-0.720	0.107	1.62	1.95	0001058811	0000926326	0001375365
8	ResearchAndDevelopmentExpense	-0.801	-0.557	-0.0142	0.817	0.876	0001580808	0001262039	0000047217
9	CostOfGoodsSold	-7.74	-4.90	-0.0303	0.933	1.10	0001375365	0001043604	0001058811
10	remainder_Expenses	-2.26	-0.418	0.174	0.803	0.845	0001770450	0001327567	0001375365
11	remainder_Revenues	-0.940	-0.631	0.202	1.13	1.56	0001019034	0000926326	0001826660
12	remainder_NetIncome	-0.850	-0.135	0.0946	0.276	0.400	0001019034	0000051143	0001375365
13	remainder_ComprehensiveNetIncome	-0.0524	-0.0455	-0.00770	0.0591	0.188	0000051143	0000736012	0001770450

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Liabilities	-0.341	-0.254	-0.00864	0.763	0.979	0000051143	0001078271	0001826660
1	Assets	-0.170	-0.156	-0.00364	0.192	0.317	0001596532	0001048695	0001019034
2	Expenses	-1.15	-1.02	0.0674	0.719	1.09	0001375365	0001580808	0001826660
3	Revenues	-0.940	-0.631	0.202	1.13	1.56	0001019034	0000926326	0001826660
4	StockholdersEquity	-0.460	-0.375	-0.00251	0.250	0.299	0000047217	0001370880	0001826660
5	NetIncome	-1.84	-1.12	0.660	1.70	2.72	0001019034	0001043604	0001826660
6	ComprehensiveNetIncome	-1.86	-1.14	0.673	1.68	2.69	0001019034	0000854775	0001826660
7	BaseVar	nan	nan	nan	nan	nan	0000047217	0001043604	0000047217
8	EconomicCapitalRatiobeforeLimitedLiability	-1.55	-1.05	0.551	1.66	2.84	0001019034	0001043604	0001826660
9	EconomicCapitalRatio	-1.99	-1.49	0.114	1.23	2.40	0001019034	0001043604	0001826660

2021

Logs

error	2 × Assets != LiabilitiesAndStockholdersEquity, ignoring company.	pre-agg	0000873044 0001506546
warning	34 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0000047217 0000051143 0000320193 0000858877 0001017303 0001043604 0001048695 0001072842 0001826660 0000108772 0001009626 0001001288 0001044590 0001357326 0000930803 0000867374 0000873044 0000949158 0001093207 0001110361 0001125903 0001373761 0001383154 0001506546 0001434388 0001177845 0001316625 0001180079 0001361470 0001550737 0001447599 0001644825 0001145057 0001282980
warning	33 × The stock price does not exist	industry.us_generic	0001370880 0000108772 0001009626 0001001288 0001044590 0001357326 0000915735 0000930803 0000031347 0000350917 0000728249 0000736012 0000854398 0000867374 0000873044 0000919013 0000949158 0001075656 0001093207 0001110361 0001111632 0001130258 0001167294 0001173752 0001373761 0001383154 0001434388 0001177845 0001316625 0001180079 0001065598 0001361470 0001528760
warning	11 × Ignoring company because Expenses is zero	pre-agg	0001072842 0001072842 0001072842 0001072842 0000736012 0000736012 0000736012 0000736012 0000736012 0000736012 0000736012
warning	4 × Large missing amount for aggregate "Expenses" added to remainder.	industry.us_generic	0001770450 0001770450 0001770450 0001770450
warning	3 × Similarly named company. Duplicate?	None	0001078271 0001580808 0001596532
warning	2 × No stock price available	subcommand.plot	0001370880 0001826660
warning	1 × Too many companies have an ECR > 400%	check_abs_values	{'quantile_005_val': 4.238441632724088}
warning	1 × Large missing amount for aggregate "Revenues" added to remainder.	industry.us_generic	0001805385
warning	1 × Ignoring company because Liabilities is zero	pre-agg	0001065598

Diagrams

Calculation Linkbase Overview

Edges which exists for less than five companies (and the corresponding nodes) are not included.

Absolute xval/yval quantiles

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	LiabilitiesCurrent	0	902,211	282,441,052	42,849,850,000	125,481,000,000	0001770450	0001743759	0000320193
1	LiabilitiesNoncurrent	0	0	22,846,358	38,611,300,000	162,431,000,000	0000047217	0000926326	0000320193
2	remainder_Liabilities	0	0	0	7,143,850,000	65,390,000,000	0000047217	0001114925	0000051143
3	AssetsCurrent	192,363	9,657,350	597,361,358	41,116,750,000	134,836,000,000	0001282980	0001743759	0000320193
4	AssetsNoncurrent	0	0	31,712,579	11,477,700,000	216,166,000,000	0000008146	0001375365	0000320193
5	Goodwill	0	0	107,287,019	34,832,800,000	55,643,000,000	0000320193	0001596532	0000051143
6	remainder_Assets	-3,018,000	-1,152,271	84,245,945	20,468,450,000	41,394,000,000	0001017303	0001078271	0000051143
7	AdministrativeAndMarketingExpense	97,464	2,656,018	251,348,295	16,135,250,000	21,973,000,000	0001282980	0001743759	0000320193
8	ResearchAndDevelopmentExpense	0	0	57,201,754	6,515,450,000	21,914,000,000	0000854775	0001743759	0000320193
9	CostOfGoodsSold	0	0	108,532,636	57,477,000,000	212,981,000,000	0001032975	0000854775	0000320193
10	remainder_Expenses	-63,335,000	-34,973,350	16,956,935	4,674,700,000	14,527,000,000	0001816613	0001262039	0000320193
11	remainder_Revenues	2,568	6,303,650	748,066,985	73,919,350,000	365,817,000,000	0001282980	0001078271	0000320193
12	remainder_NetIncome	-79,000,000	-47,755,000	-103	1,167,267,100	2,209,000,000	0001571996	0001805385	0000047217
13	remainder_ComprehensiveNetIncome	-57,700,000	-13,875,900	0	445,250,000	983,000,000	0001043604	0000051143	0000047217

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Liabilities	737,469	1,667,772	613,429,900	114,078,250,000	287,912,000,000	0001282980	0001743759	0000320193
1	Assets	192,363	11,733,300	1,174,759,139	127,278,700,000	351,002,000,000	0001282980	0001743759	0000320193
2	Expenses	172,870	9,203,890	954,571,264	69,944,850,000	271,395,000,000	0001282980	0001078271	0000320193
3	Revenues	2,568	6,303,650	748,066,985	73,919,350,000	365,817,000,000	0001282980	0001078271	0000320193
4	StockholdersEquity	-545,106	8,751,300	561,329,240	29,021,550,000	63,090,000,000	0001282980	0001743759	0000320193
5	NetIncome	-498,900,000	-234,483,550	14,950,179	8,342,600,000	94,680,000,000	0001327567	0001826660	0000320193
6	ComprehensiveNetIncome	-519,300,000	-79,683,550	15,751,963	8,929,150,000	95,249,000,000	0001327567	0001826660	0000320193
7	BaseVar	1,200,869	73,761,032	9,974,790,606	697,436,618,500	2,992,840,410,000	0001282980	0000926326	0000320193
8	EconomicCapitalRatiobeforeLimitedLiability	-21.4	-3.56	0.766	3.16	5.17	0000736012	0001036044	0001826660
9	EconomicCapitalRatio	0.000000000199	0.945	2.50	4.24	5.64	0000736012	0001036044	0001826660

Effect quantiles (final effects with respect to final var and normalized if applicable)

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	LiabilitiesCurrent	-0.125	-0.0838	0.0792	0.693	0.933	0000926326	0001043604	0001826660
1	LiabilitiesNoncurrent	-0.458	-0.263	0.00322	0.293	0.431	0000320193	0000854775	0001826660
2	remainder_Liabilities	-0.395	-0.219	0.0362	0.229	0.249	0000051143	0001058811	0001826660
3	AssetsCurrent	-0.531	-0.366	-0.0141	0.397	1.05	0001058811	0001017303	0001805385
4	AssetsNoncurrent	-0.387	-0.0422	-0.00152	0.171	0.229	0000320193	0001048695	0001826660
5	Goodwill	-0.220	-0.0929	0.00915	0.155	0.435	0001370880	0001571996	0001826660
6	remainder_Assets	-0.250	-0.158	0.000441	0.0775	0.114	0001019034	0001327567	0001032975
7	AdministrativeAndMarketingExpense	-1.31	-0.690	0.137	1.94	2.03	0001816613	0001770450	0001826660
8	ResearchAndDevelopmentExpense	-0.707	-0.559	0.0714	0.901	1.12	0001078271	0000828146	0000047217
9	CostOfGoodsSold	-6.53	-4.31	-0.00262	0.982	2.77	0001375365	0000736012	0001032975
10	remainder_Expenses	-6.77	-1.91	0.159	0.899	1.63	0001032975	0000051143	0001580808
11	remainder_Revenues	-2.00	-0.601	0.447	1.59	2.34	0001370880	0001262039	0001032975
12	remainder_NetIncome	-0.512	-0.414	-0.186	0.576	2.55	0001375365	0001058811	0001370880
13	remainder_ComprehensiveNetIncome	-0.112	-0.0722	-0.00490	0.135	0.203	0001036044	0000858877	0001826660

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Liabilities	-0.405	-0.307	0.00139	0.834	1.30	0000051143	0001805385	0001826660
1	Assets	-0.523	-0.275	-0.000805	0.442	0.953	0001058811	0001262039	0001805385
2	Expenses	-0.949	-0.835	0.0577	1.09	1.19	0001375365	0000854775	0001370880
3	Revenues	-2.00	-0.601	0.447	1.59	2.34	0001370880	0001262039	0001032975
4	StockholdersEquity	-0.441	-0.404	-0.00152	0.298	0.394	0000047217	0000736012	0001058811
5	NetIncome	-1.78	-1.11	0.446	2.22	2.93	0000736012	0000051143	0001826660
6	ComprehensiveNetIncome	-1.78	-1.11	0.399	2.21	3.16	0000736012	0000051143	0001826660
7	BaseVar	nan	nan	nan	nan	nan	0000008146	0001048695	0000008146
8	EconomicCapitalRatiobeforeLimitedLiability	-1.93	-0.988	0.564	2.30	3.70	0000736012	0001036044	0001826660
9	EconomicCapitalRatio	-2.60	-1.65	-0.102	1.64	3.04	0000736012	0001036044	0001826660

2022

Logs

error	2 × Assets != LiabilitiesAndStockholdersEquity, ignoring company.	pre-agg	0000873044 0001506546
warning	34 × The stock price does not exist	industry.us_generic	0001826660 0000108772 0001009626 0001001288 0001044590 0001357326 0000915735 0000930803 0000031347 0000350917 0000728249 0000736012 0000854398 0000867374 0000873044 0000919013 0000949158 0001075656 0001093207 0001110361 0001111632 0001130258 0001167294 0001173752 0001373761 0001383154 0001434388 0001177845 0001316625 0001180079 0001065598 0001361470 0001370880 0001528760
warning	34 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0000047217 0000051143 0000320193 0000858877 0001017303 0001043604 0001048695 0001072842 0001826660 0000108772 0001009626 0001001288 0001044590 0001357326 0000930803 0000867374 0000873044 0000949158 0001093207 0001110361 0001125903 0001373761 0001383154 0001506546 0001434388 0001177845 0001316625 0001180079 0001361470 0001550737 0001447599 0001644825 0001145057 0001282980
warning	12 × Ignoring company because Expenses is zero	pre-agg	0001072842 0001072842 0001072842 0001072842 0001072842 0000736012 0000736012 0000736012 0000736012 0000736012 0000736012 0000736012
warning	3 × Similarly named company. Duplicate?	None	0001078271 0001580808 0001596532
warning	3 × Large missing amount for aggregate "Expenses" added to remainder.	industry.us_generic	0001770450 0001770450 0001770450
warning	1 × No stock price available	subcommand.plot	0001826660
warning	1 × Large missing amount for aggregate "Revenues" added to remainder.	industry.us_generic	0001805385
warning	1 × Ignoring company because Liabilities is zero	pre-agg	0001065598

Diagrams

Calculation Linkbase Overview

Edges which exists for less than five companies (and the corresponding nodes) are not included.

Absolute xval/yval quantiles

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	LiabilitiesCurrent	784,285	2,551,804	118,922,250	43,862,000,000	153,982,000,000	0001282980	0001580808	0000320193
1	LiabilitiesNoncurrent	0	0	37,398,178	48,264,000,000	148,101,000,000	0000047217	0001805385	0000320193
2	remainder_Liabilities	0	0	771	1,449,535,500	15,285,000,000	0000047217	0001058811	0000051143
3	AssetsCurrent	60,429	7,203,440	293,173,515	40,875,000,000	135,405,000,000	0001282980	0001805385	0000320193
4	AssetsNoncurrent	0	0	27,925,940	12,156,000,000	217,350,000,000	0000008146	0001580808	0000320193
5	Goodwill	0	0	35,581,577	34,052,000,000	55,949,000,000	0000320193	0001114925	0000051143
6	remainder_Assets	-2,863,000	-881,412	82,935,318	6,285,500,000	36,370,000,000	0001017303	0001580808	0000051143
7	AdministrativeAndMarketingExpense	92,986	2,285,546	129,084,004	16,632,000,000	25,094,000,000	0001282980	0000854775	0000320193
8	ResearchAndDevelopmentExpense	0	42,626	58,422,285	6,670,500,000	26,251,000,000	0000854775	0001580808	0000320193
9	CostOfGoodsSold	0	0	74,362,610	64,977,000,000	223,546,000,000	0000807863	0001114925	0000320193
10	remainder_Expenses	-57,714,000	-5,900,000	6,627,465	4,550,501,500	19,300,000,000	0001816613	0001114925	0000320193
11	remainder_Revenues	0	7,256,629	390,397,288	82,090,000,000	394,328,000,000	0001282980	0000854775	0000320193
12	remainder_NetIncome	-334,000,000	-189,000,000	43,753	281,345,000	2,029,000,000	0000320193	0001036044	0001571996
13	remainder_ComprehensiveNetIncome	-11,272,000,000	-737,000,000	-243,996	289,650,000	6,495,000,000	0000320193	0001078271	0000051143

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Liabilities	784,285	2,703,282	352,825,397	99,768,500,000	302,083,000,000	0001282980	0000854775	0000320193
1	Assets	60,429	10,309,628	854,538,845	110,622,500,000	352,755,000,000	0001282980	0000854775	0000320193
2	Expenses	178,736	9,387,000	351,408,785	78,532,000,000	294,191,000,000	0001282980	0000854775	0000320193
3	Revenues	0	7,256,629	390,397,288	82,090,000,000	394,328,000,000	0001282980	0000854775	0000320193
4	StockholdersEquity	-1,580,000,000	-142,907,500	210,050,955	30,897,000,000	50,672,000,000	0001571996	0001327567	0000320193
5	NetIncome	-267,000,000	-70,176,000	8,762,404	8,759,500,000	99,803,000,000	0001327567	0001826660	0000320193
6	ComprehensiveNetIncome	-312,700,000	-73,672,500	5,098,030	9,371,000,000	88,531,000,000	0001327567	0000008146	0000320193
7	BaseVar	1,171,320	102,575,586	3,807,525,774	789,795,005,000	3,260,942,750,000	0001282980	0000854775	0000320193
8	EconomicCapitalRatiobeforeLimitedLiability	-12.1	-7.93	0.682	2.70	3.13	0000736012	0000051143	0001596532
9	EconomicCapitalRatio	0.00112	0.339	2.42	3.94	4.22	0000736012	0000051143	0001596532

Effect quantiles (final effects with respect to final var and normalized if applicable)

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	LiabilitiesCurrent	-0.0736	-0.0324	0.116	0.511	0.675	0001262039	0001043604	0001282980
1	LiabilitiesNoncurrent	-0.337	-0.280	0.000138	0.261	0.285	0000051143	0001017303	0001032975
2	remainder_Liabilities	-0.289	-0.135	0.0409	0.142	0.171	0001262039	0001043604	0001032975
3	AssetsCurrent	-1.92	-0.435	-0.0338	0.197	0.693	0001058811	0001078271	0001805385
4	AssetsNoncurrent	-0.333	-0.0853	-0.000624	0.0537	0.0563	0000320193	0000807863	0000828146
5	Goodwill	-0.116	-0.0805	0.0105	0.122	0.146	0001394056	0000008146	0000926326
6	remainder_Assets	-0.107	-0.0486	-0.00499	0.0901	0.116	0001394056	0000926326	0001032975
7	AdministrativeAndMarketingExpense	-1.39	-0.462	0.0702	1.76	1.98	0001816613	0001114925	0001375365
8	ResearchAndDevelopmentExpense	-0.619	-0.520	0.0244	0.891	1.06	0001816613	0001262039	0000047217
9	CostOfGoodsSold	-6.15	-4.42	0.00111	1.17	2.89	0001375365	0000736012	0001032975
10	remainder_Expenses	-7.59	-0.534	0.117	0.663	0.805	0001032975	0001394056	0001375365
11	remainder_Revenues	-0.750	-0.607	0.423	1.36	1.93	0001282980	0001394056	0001032975
12	remainder_NetIncome	-0.299	-0.242	-0.0378	0.146	1.95	0000854775	0001058811	0000828146
13	remainder_ComprehensiveNetIncome	-0.728	-0.238	0.0171	0.227	0.486	0001826660	0001805385	0000051143

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Liabilities	-0.437	-0.230	0.00932	0.714	0.802	0001262039	0001743759	0001032975
1	Assets	-2.32	-0.274	0.00122	0.275	0.586	0001058811	0001262039	0001805385
2	Expenses	-1.40	-0.757	-0.00795	1.01	1.28	0001394056	0001816613	0001058811
3	Revenues	-0.750	-0.607	0.423	1.36	1.93	0001282980	0001394056	0001032975
4	StockholdersEquity	-0.306	-0.295	0.0102	0.379	0.462	0001282980	0000807863	0001826660
5	NetIncome	-1.77	-1.38	0.472	1.93	2.21	0001019034	0001571996	0001596532
6	ComprehensiveNetIncome	-1.77	-1.37	0.643	1.92	2.25	0001019034	0000051143	0001596532
7	BaseVar	nan	nan	nan	nan	nan	0000008146	0001048695	0000008146
8	EconomicCapitalRatiobeforeLimitedLiability	-1.78	-1.44	0.643	2.15	2.44	0000736012	0000051143	0001596532
9	EconomicCapitalRatio	-2.38	-2.05	0.0382	1.55	1.84	0000736012	0000051143	0001596532

2023

Logs

error	2 × Assets != LiabilitiesAndStockholdersEquity, ignoring company.	pre-agg	0000873044 0001506546
error	1 × IME and Company effects mismatched for Assets, Current. IME Effects: 0.0, Company Effect: 0.00216	subcommand.report	0001282980
warning	34 × The stock price does not exist	industry.us_generic	0001826660 0000108772 0001009626 0001001288 0001044590 0001357326 0000915735 0000930803 0000031347 0000350917 0000728249 0000736012 0000854398 0000867374 0000873044 0000919013 0000949158 0001075656 0001093207 0001110361 0001111632 0001130258 0001167294 0001173752 0001373761 0001383154 0001434388 0001177845 0001316625 0001180079 0001065598 0001361470 0001370880 0001528760
warning	34 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0000047217 0000051143 0000320193 0000858877 0001017303 0001043604 0001048695 0001072842 0001826660 0001282980 0000108772 0001009626 0001001288 0001044590 0001357326 0000930803 0000867374 0000873044 0000949158 0001093207 0001110361 0001125903 0001373761 0001383154 0001506546 0001434388 0001177845 0001316625 0001180079 0001361470 0001550737 0001447599 0001644825 0001145057
warning	11 × Ignoring company because Expenses is zero	pre-agg	0001072842 0001072842 0001072842 0001072842 0000736012 0000736012 0000736012 0000736012 0000736012 0000736012 0000736012
warning	3 × Large missing amount for aggregate "Expenses" added to remainder.	industry.us_generic	0001770450 0001770450 0001770450
warning	1 × Too many companies have an ECR > 400%	check_abs_values	{'quantile_005_val': 4.2224411425045}
warning	1 × No stock price available	subcommand.plot	0001826660
warning	1 × Large missing amount for aggregate "Revenues" added to remainder.	industry.us_generic	0001805385
warning	1 × Ignoring company because Liabilities is zero	pre-agg	0001065598

Diagrams

Calculation Linkbase Overview

Edges which exists for less than five companies (and the corresponding nodes) are not included.

Absolute xval/yval quantiles

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	LiabilitiesCurrent	297,104	1,375,000	111,582,446	34,122,000,000	145,308,000,000	0001282980	0001580808	0000320193
1	LiabilitiesNoncurrent	0	0	64,951,848	61,596,000,000	145,129,000,000	0000047217	0000926326	0000320193
2	remainder_Liabilities	0	0	10.5	2,886,300,000	16,910,000,000	0000047217	0001048695	0000051143
3	AssetsCurrent	1,138,000	3,461,943	273,135,494	43,348,000,000	143,566,000,000	0000736012	0001580808	0000320193
4	AssetsNoncurrent	0	0	33,609,940	9,490,000,000	209,017,000,000	0001282980	0001058811	0000320193
5	Goodwill	0	0	123,624,504	40,353,000,000	60,178,000,000	0000320193	0000807863	0000051143
6	remainder_Assets	-2,709,000	0	121,954,368	8,661,000,000	36,389,000,000	0001017303	0001805385	0000051143
7	AdministrativeAndMarketingExpense	1,120,426	3,847,361	144,042,266	19,003,000,000	24,932,000,000	0001282980	0000854775	0000320193
8	ResearchAndDevelopmentExpense	0	84,551	55,312,772	7,551,000,000	29,915,000,000	0000854775	0001580808	0000320193
9	CostOfGoodsSold	0	0	193,447,324	42,210,000,000	214,137,000,000	0000807863	0000854775	0000320193
10	remainder_Expenses	108,000	263,000	55,494,616	3,518,000,000	16,741,000,000	0000828146	0000807863	0000320193
11	remainder_Revenues	0	5,611,000	446,253,526	61,860,000,000	383,285,000,000	0001282980	0000854775	0000320193
12	remainder_NetIncome	-565,000,000	-519,000,000	164,066	206,200,000	287,000,000	0000320193	0000828146	0000858877
13	remainder_ComprehensiveNetIncome	-2,021,000,000	-508,000,000	298,714	44,900,000	47,000,000	0000051143	0000828146	0000858877

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Liabilities	302,347	2,034,000	296,528,762	112,628,000,000	290,437,000,000	0001282980	0000854775	0000320193
1	Assets	3,464,271	6,248,000	838,313,694	135,241,000,000	352,583,000,000	0001282980	0000854775	0000320193
2	Expenses	4,378,662	14,487,000	396,476,682	54,346,000,000	285,725,000,000	0001282980	0000854775	0000320193
3	Revenues	0	5,611,000	446,253,526	61,860,000,000	383,285,000,000	0001282980	0000854775	0000320193
4	StockholdersEquity	-463,400,000	-9,555,000	208,541,224	44,353,000,000	62,146,000,000	0001262039	0001580808	0000320193
5	NetIncome	-106,254,000	-20,371,000	33,987,988	12,613,000,000	96,995,000,000	0001805385	0001058811	0000320193
6	ComprehensiveNetIncome	-106,297,000	-16,716,000	35,486,298	12,660,000,000	96,652,000,000	0001805385	0001058811	0000320193
7	BaseVar	23,627,067	116,609,310	4,207,897,574	619,355,910,000	3,128,466,420,000	0001282980	0000854775	0000320193
8	EconomicCapitalRatiobeforeLimitedLiability	-15.0	-11.0	0.948	3.13	3.37	0001282980	0000807863	0001596532
9	EconomicCapitalRatio	0.0000216	0.00421	2.65	4.22	4.38	0001282980	0000807863	0001596532

Effect quantiles (final effects with respect to final var and normalized if applicable)

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	LiabilitiesCurrent	-0.235	-0.190	0.00841	0.332	0.390	0001327567	0000320193	0001017303
1	LiabilitiesNoncurrent	-0.288	-0.249	-0.00303	0.289	0.388	0000051143	0001058811	0001017303
2	remainder_Liabilities	-0.394	-0.311	0.0610	0.146	0.211	0000807863	0001805385	0001017303
3	AssetsCurrent	-1.43	-0.568	-0.0257	0.143	0.244	0001058811	0001580808	0000320193
4	AssetsNoncurrent	-0.337	-0.157	-0.00162	0.0710	0.0813	0000320193	0000858877	0001596532
5	Goodwill	-0.141	-0.0783	0.0205	0.148	0.151	0001805385	0001327567	0000320193
6	remainder_Assets	-0.0227	-0.0179	-0.000555	0.129	0.330	0001580808	0001282980	0001805385
7	AdministrativeAndMarketingExpense	-0.580	-0.553	0.0754	1.28	1.83	0001805385	0000828146	0000320193
8	ResearchAndDevelopmentExpense	-0.389	-0.281	0.00809	0.773	0.917	0001580808	0000807863	0000047217
9	CostOfGoodsSold	-4.96	-1.72	-0.220	0.954	0.980	0000047217	0000051143	0001580808
10	remainder_Expenses	-0.755	-0.263	0.235	0.881	1.17	0000807863	0001048695	0001017303
11	remainder_Revenues	-0.622	-0.595	0.422	1.48	1.56	0001805385	0000854775	0001017303
12	remainder_NetIncome	-0.369	-0.248	-0.0260	0.0692	0.0922	0000854775	0000858877	0001596532
13	remainder_ComprehensiveNetIncome	-0.420	-0.123	0.00435	0.267	0.337	0001826660	0000858877	0000807863

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Liabilities	-0.529	-0.400	0.00416	0.548	0.794	0001262039	0000736012	0001017303
1	Assets	-1.57	-0.271	-0.00125	0.258	0.281	0001058811	0001282980	0000320193
2	Expenses	-0.914	-0.651	0.386	0.902	1.15	0000828146	0001580808	0001058811
3	Revenues	-0.622	-0.595	0.422	1.48	1.56	0001805385	0000854775	0001017303
4	StockholdersEquity	-0.427	-0.261	-0.00716	0.364	0.491	0000047217	0000736012	0001826660
5	NetIncome	-2.28	-1.74	0.502	2.10	2.20	0001282980	0000854775	0001596532
6	ComprehensiveNetIncome	-2.28	-1.74	0.557	2.10	2.23	0001282980	0001826660	0001596532
7	BaseVar	nan	nan	nan	nan	nan	0000047217	0001043604	0000047217
8	EconomicCapitalRatiobeforeLimitedLiability	-1.77	-1.77	0.879	2.45	2.61	0001282980	0000807863	0001596532
9	EconomicCapitalRatio	-2.51	-2.51	0.142	1.71	1.87	0001282980	0000807863	0001596532

2024

Logs

error	4 × No matching role found	input.sec.calculation_linkbase.expand_agg	0001017303 0001017303 0000828146 0000828146
warning	2 × No LiabilitiesAndStockholdersEquity node found	input.sec.calculation_linkbase.edgar_model_mapping	0001017303 0000828146
warning	1 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0001282980
warning	1 × No stock price available	subcommand.plot	0001282980

Diagrams

Calculation Linkbase Overview

Edges which exists for less than five companies (and the corresponding nodes) are not included.

Absolute xval/yval quantiles

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	LiabilitiesCurrent	906,738	3,118,948	2,642,144,355	73,961,600,000	176,392,000,000	0001282980	0001043604	0000320193
1	LiabilitiesNoncurrent	0	99,185	994,180,883	75,073,200,000	131,638,000,000	0000047217	0001048695	0000320193
2	remainder_Liabilities	0	0	0	5,609,560,000	15,709,000,000	0000047217	0000320193	0000051143
3	AssetsCurrent	638,583	1,637,283	3,849,001,440	60,087,000,000	152,987,000,000	0001282980	0001043604	0000320193
4	AssetsNoncurrent	0	2,945,600	263,675,470	53,845,800,000	211,993,000,000	0001282980	0001596532	0000320193
5	Goodwill	0	0	351,316,149	62,540,600,000	69,879,000,000	0000320193	0001262039	0000858877
6	remainder_Assets	-1,097,630	-219,526	695,306,522	14,008,400,000	36,634,000,000	0001019034	0001048695	0000051143
7	AdministrativeAndMarketingExpense	1,437,832	5,999,684	1,101,692,749	20,969,800,000	26,097,000,000	0001282980	0001048695	0000320193
8	ResearchAndDevelopmentExpense	0	1,232,078	717,247,867	12,660,400,000	31,370,000,000	0000854775	0001262039	0000320193
9	CostOfGoodsSold	0	0	1,159,042,560	95,955,200,000	210,352,000,000	0000807863	0001262039	0000320193
10	remainder_Expenses	-1,581,000,000	-316,218,398	72,603,747	8,670,600,000	29,749,000,000	0001327567	0001043604	0000320193
11	remainder_Revenues	0	4,616,800	5,075,011,520	148,947,000,000	391,035,000,000	0001282980	0001043604	0000320193
12	remainder_NetIncome	-1,324,000,000	-696,000,000	8,009,810	314,243,600	320,418,000	0001571996	0000051143	0001596532
13	remainder_ComprehensiveNetIncome	-211,000,000	-85,960,000	268,270	3,650,400,000	4,280,000,000	0000047217	0001580808	0000320193

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Liabilities	1,030,719	4,080,967	4,050,993,498	149,432,400,000	308,030,000,000	0001282980	0001596532	0000320193
1	Assets	662,725	7,024,993	9,763,491,840	182,736,000,000	364,980,000,000	0001282980	0001262039	0000320193
2	Expenses	5,223,962	9,778,884	4,456,324,336	126,496,800,000	297,568,000,000	0001282980	0001262039	0000320193
3	Revenues	0	4,616,800	5,075,011,520	148,947,000,000	391,035,000,000	0001282980	0001043604	0000320193
4	StockholdersEquity	-2,132,000,000	-426,694,395	1,496,416,925	47,755,600,000	56,950,000,000	0001571996	0001262039	0000320193
5	NetIncome	-7,790,000	-6,178,761	568,663,475	27,003,200,000	93,736,000,000	0000736012	0001048695	0000320193
6	ComprehensiveNetIncome	-7,790,000	-6,178,761	570,957,261	27,975,200,000	98,016,000,000	0000736012	0001048695	0000320193
7	BaseVar	25,047,957	71,353,715	49,162,835,184	1,296,941,616,000	3,240,811,880,000	0001282980	0001043604	0000320193
8	EconomicCapitalRatiobeforeLimitedLiability	-57.4	-17.4	0.790	2.66	3.19	0001282980	0000047217	0001596532
9	EconomicCapitalRatio	0.00000000000000000000000000000000000000000000000000000000000000000000000445	0.0910	2.52	3.91	4.26	0001282980	0000047217	0001596532

Effect quantiles (final effects with respect to final var and normalized if applicable)

	xvar	min	5%	median	95%	max	min_company	median_company	max_company
0	LiabilitiesCurrent	-0.206	-0.149	-0.000318	0.142	0.181	0001327567	0000926326	0000854775
1	LiabilitiesNoncurrent	-0.282	-0.234	-0.0325	0.165	0.300	0000051143	0001048695	0000047217
2	remainder_Liabilities	-0.396	-0.323	0.0398	0.119	0.127	0000807863	0001043604	0000320193
3	AssetsCurrent	-1.06	-0.566	-0.0105	0.0379	0.121	0001596532	0001048695	0000320193
4	AssetsNoncurrent	-0.245	-0.0798	0.00000187	0.166	0.440	0000320193	0001282980	0001019034
5	Goodwill	-0.281	-0.249	0.00537	0.182	0.183	0001019034	0000854775	0000320193
6	remainder_Assets	-0.351	-0.177	-0.0117	0.0381	0.118	0001019034	0001043604	0000320193
7	AdministrativeAndMarketingExpense	-1.28	-1.14	0.181	1.32	1.99	0001019034	0000854775	0000320193
8	ResearchAndDevelopmentExpense	-0.431	-0.350	0.0820	0.842	0.891	0000736012	0001596532	0000854775
9	CostOfGoodsSold	-4.41	-3.10	-0.0158	0.798	0.816	0000047217	0000858877	0000807863
10	remainder_Expenses	-0.646	-0.368	0.163	0.776	0.947	0000807863	0001048695	0001327567
11	remainder_Revenues	-0.775	-0.484	0.318	0.967	1.46	0000736012	0001043604	0000320193
12	remainder_NetIncome	-0.332	-0.173	0.0000836	0.208	0.277	0000854775	0001282980	0001580808
13	remainder_ComprehensiveNetIncome	-0.122	-0.0980	-0.0175	0.195	0.255	0000047217	0000858877	0000807863

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Liabilities	-0.463	-0.391	-0.0284	0.263	0.337	0001327567	0001571996	0000047217
1	Assets	-0.545	-0.440	-0.0156	0.0820	0.229	0001019034	0000858877	0000320193
2	Expenses	-1.01	-0.920	0.544	0.936	1.03	0000736012	0001580808	0001596532
3	Revenues	-0.775	-0.484	0.318	0.967	1.46	0000736012	0001043604	0000320193
4	StockholdersEquity	-0.329	-0.288	0.0000565	0.217	0.240	0001571996	0001282980	0000854775
5	NetIncome	-1.66	-1.50	0.737	2.11	2.32	0000736012	0000854775	0001596532
6	ComprehensiveNetIncome	-1.66	-1.55	0.738	2.10	2.27	0000736012	0000854775	0001596532
7	BaseVar	nan	nan	nan	nan	nan	0000047217	0001019034	0000047217
8	EconomicCapitalRatiobeforeLimitedLiability	-1.12	-1.02	1.40	2.79	3.14	0001282980	0000047217	0001596532
9	EconomicCapitalRatio	-2.41	-2.32	0.109	1.50	1.85	0001282980	0000047217	0001596532

Estimates

Parameter	Value	Min	Max
PresentValueFactor	8.38	1.0	15.0
BalanceFactor	0.5	0.5	5.0
OCIFactor	1.0	0.5	1.0
HiddenReservesFactor	0.0	0.0	1.0
LLPO_stddev	3.16	0.02	10.0

Stock Table

					Adjusted stock price	Split	Original stock price (Adjusted stock price * Split)	Outstanding shares	Market cap (Original stock price * Outstanding shares)	obs_EconomicCapitalRatio
Company	Name	Name_short	Identifier	Year
0000008146	Astronova Inc	Astrono	ALOT	2021	13.2900	1.0000	13.2900	7,256,418.0	96,437,795.22	1.2343
0000008146	Astronova Inc	Astrono	ALOT	2022	12.0300	1.0000	12.0300	7,349,507.0	88,414,569.21	1.1876
0000031347	Echelon CORP	Echelon	nan	2011	nan	nan	nan	42,509,954.0	nan	nan
0000047217	HP INC	HP INC	HPQ	2010	12.6500	2.2020	27.8600	nan	nan	nan
				2011	7.8700	2.2020	17.3300	1,984,033,497.0	34,383,300,503.01	0.3822
				2012	4.4800	2.2020	9.8600	1,948,148,051.0	19,208,739,782.86	0.2474
				2013	9.0500	2.2020	19.9300	1,908,777,048.0	38,041,926,566.64	0.5030
				2014	13.2200	2.2020	29.1100	1,834,081,993.0	53,390,126,816.23	0.7265
				2016	11.6400	1.0000	11.6400	1,705,451,042.0	19,851,450,128.88	0.8300
				2017	16.8700	1.0000	16.8700	1,670,254,371.0	28,177,191,238.77	1.0184
				2018	16.5600	1.0000	16.5600	1,553,494,507.0	25,725,869,035.92	0.8608
				2019	17.2700	1.0000	17.2700	1,453,187,484.0	25,096,547,848.68	0.8543
				2020	21.1400	1.0000	21.1400	1,289,636,312.0	27,262,911,635.68	0.8954
				2021	33.7200	1.0000	33.7200	1,082,722,559.0	36,509,404,689.48	1.0783
				2022	24.6700	1.0000	24.6700	982,145,796.0	24,229,536,787.32	0.7485
				2023	28.9300	1.0000	28.9300	988,268,771.0	28,590,615,545.03	0.9298
				2024	32.7500	1.0000	32.7500	937,797,736.0	30,712,875,854.00	0.8955
0000051143	International Business Machines	Interna	IBM	2009	73.0600	1.0460	76.4200	nan	nan	nan
				2010	83.3300	1.0460	87.1600	nan	nan	nan
				2011	106.8900	1.0460	111.8100	1,178,618,168.0	131,781,297,364.08	1.2395
				2012	114.0800	1.0460	119.3300	1,129,932,457.0	134,834,840,093.81	1.2289
				2013	110.0700	1.0460	115.1300	1,085,854,383.0	125,014,415,114.79	1.0894
				2014	99.0100	1.0460	103.5600	989,660,472.0	102,489,238,480.32	0.9191
				2015	87.7800	1.0460	91.8200	970,110,126.0	89,075,511,769.32	0.8625
				2016	110.2700	1.0460	115.3400	950,854,551.0	109,671,563,912.34	1.0130
				2017	105.1500	1.0460	109.9900	925,791,378.0	101,827,793,666.22	0.8741
				2018	81.4000	1.0460	85.1400	908,793,777.0	77,374,702,173.78	0.6734
				2019	101.4000	1.0460	106.0600	885,637,454.0	93,930,708,371.24	0.6630
				2020	98.6300	1.0460	103.1700	891,057,116.0	91,930,362,657.72	0.6313
				2021	114.1100	1.0000	114.1100	896,800,350.0	102,333,887,938.50	0.8353
				2022	128.7600	1.0000	128.7600	904,126,363.0	116,415,310,499.88	1.0016
				2023	155.7800	1.0000	155.7800	913,118,581.0	142,245,612,548.18	1.1477
				2024	221.5900	1.0000	221.5900	924,645,152.0	204,892,119,231.68	1.6594
0000108772	Xerox CORP	Xerox C	nan	2009	nan	nan	nan	nan	nan	nan
				2010	nan	nan	nan	nan	nan	nan
				2011	nan	nan	nan	1,387,053,365.0	nan	nan
				2012	nan	nan	nan	1,331,884,794.0	nan	nan
				2013	nan	nan	nan	1,231,114,281.0	nan	nan
				2016	nan	nan	nan	nan	nan	nan
				2017	nan	nan	nan	nan	nan	nan
				2018	nan	nan	nan	nan	nan	nan
0000320193	Apple Inc	Apple I	AAPL	2009	6.1900	28.0000	173.3200	nan	nan	nan
				2010	9.7500	28.0000	273.0000	nan	nan	nan
				2011	12.0600	28.0000	337.6800	929,409,000.0	313,842,831,120.00	4.0188
				2012	15.7800	28.0000	441.8400	940,692,000.0	415,635,353,280.00	3.5537
				2013	17.3500	28.0000	485.8000	899,738,000.0	437,092,720,400.00	3.0102
				2014	25.0300	4.0000	100.1200	5,864,840,000.0	587,187,780,800.00	3.3354
				2015	24.2800	4.0000	97.1200	5,575,331,000.0	541,476,146,720.00	2.3462
				2016	26.9900	4.0000	107.9600	5,332,313,000.0	575,676,511,480.00	2.2348
				2017	40.9300	4.0000	163.7200	5,134,312,000.0	840,589,560,640.00	2.7263
				2018	37.4500	4.0000	149.8000	4,745,398,000.0	710,860,620,400.00	2.2772
				2019	68.7900	4.0000	275.1600	4,443,265,000.0	1,222,608,797,400.00	4.1689
				2020	128.8600	1.0000	128.8600	17,001,802,000.0	2,190,852,205,720.00	7.5232
				2021	173.8800	1.0000	173.8800	16,406,397,000.0	2,852,744,310,360.00	8.9301
				2022	130.5300	1.0000	130.5300	15,908,118,000.0	2,076,486,642,540.00	6.3419
				2023	192.9800	1.0000	192.9800	15,552,752,000.0	3,001,370,080,960.00	9.3353
				2024	253.7100	1.0000	253.7100	15,115,823,000.0	3,835,035,453,330.00	11.3965
0000350917	Emulex CORP DE	Emulex	nan	2011	nan	nan	nan	85,486,128.0	nan	nan
				2012	nan	nan	nan	89,289,620.0	nan	nan
				2013	nan	nan	nan	91,723,976.0	nan	nan
0000728249	Interphase CORP	Interph	nan	2011	nan	nan	nan	6,895,085.0	nan	nan
				2012	nan	nan	nan	6,914,960.0	nan	nan
				2013	nan	nan	nan	7,011,146.0	nan	nan
				2014	nan	nan	nan	8,377,106.0	nan	nan
0000736012	Intrusion INC	Intrusi	INTZ	2018	75.9000	0.0500	3.8000	13,120,336.0	49,857,276.80	13.6024
				2019	108.0000	0.0500	5.4000	13,539,736.0	73,114,574.40	16.6586
				2020	355.7000	0.0500	17.7800	17,394,279.0	309,270,280.62	28.0927
				2021	75.1000	0.0500	3.7600	18,793,046.0	70,661,852.96	9.7021
				2022	56.3000	0.0500	2.8200	21,146,216.0	59,632,329.12	5.2297
				2023	5.0000	0.0500	0.2500	34,401,395.0	8,600,348.75	0.7800
				2024	0.4400	1.0000	0.4400	8,056,021.0	3,544,649.24	0.4228
0000807863	Mitek Systems INC	Mitek S	MITK	2011	7.3300	1.0000	7.3300	24,530,209.0	179,806,431.97	16.6004
				2012	3.0900	1.0000	3.0900	26,041,283.0	80,467,564.47	8.1047
				2013	5.6700	1.0000	5.6700	30,430,191.0	172,539,182.97	8.6393
				2014	3.4500	1.0000	3.4500	30,654,705.0	105,758,732.25	5.5199
				2015	4.1100	1.0000	4.1100	31,856,784.0	130,931,382.24	5.5645
				2016	6.2800	1.0000	6.2800	33,081,039.0	207,748,924.92	7.2474
				2017	8.9000	1.0000	8.9000	34,774,537.0	309,493,379.30	7.5459
				2018	10.3200	1.0000	10.3200	38,555,903.0	397,896,918.96	5.0080
				2022	10.0300	1.0000	10.0300	44,680,429.0	448,144,702.87	1.6281
				2023	12.9100	1.0000	12.9100	45,589,575.0	588,561,413.25	1.9431
				2024	11.2800	1.0000	11.2800	44,917,357.0	506,667,786.96	1.6531
0000828146	Interlink Electronics Inc	Interli	LINK	2016	5.0700	1.5000	7.6000	7,328,055.0	55,693,218.00	9.8293
				2017	3.5200	1.5000	5.2800	7,336,488.0	38,736,656.64	6.1815
				2020	5.5000	1.5000	8.2500	6,600,550.0	54,454,537.50	9.7206
				2021	6.6400	1.5000	9.9600	6,602,498.0	65,760,880.08	8.8616
				2022	5.9100	1.5000	8.8600	6,604,298.0	58,514,080.28	7.2669
				2023	8.4000	1.5000	12.6000	6,573,570.0	82,826,982.00	9.6896
0000854398	XRS Corp	XRS Cor	nan	2011	nan	nan	nan	10,681,573.0	nan	nan
				2012	nan	nan	nan	10,808,335.0	nan	nan
				2013	nan	nan	nan	10,926,142.0	nan	nan
0000854775	DIGI International INC	DIGI In	DGII	2011	11.5100	1.0000	11.5100	25,641,647.0	295,135,356.97	1.9222
				2012	9.4500	1.0000	9.4500	26,363,784.0	249,137,758.80	1.5803
				2013	12.1500	1.0000	12.1500	25,746,358.0	312,818,249.70	1.9213
				2014	9.0300	1.0000	9.0300	24,102,171.0	217,642,604.13	1.3799
				2015	11.7000	1.0000	11.7000	25,299,260.0	296,001,342.00	1.8180
				2016	13.9200	1.0000	13.9200	26,321,953.0	366,401,585.76	1.9690
				2017	9.7500	1.0000	9.7500	26,664,418.0	259,978,075.50	1.4006
				2018	10.0400	1.0000	10.0400	27,468,302.0	275,781,752.08	1.3388
				2019	17.9400	1.0000	17.9400	28,314,196.0	507,956,676.24	2.2662
				2020	18.9500	1.0000	18.9500	29,241,998.0	554,135,862.10	1.6159
				2021	24.7200	1.0000	24.7200	34,405,201.0	850,496,568.72	2.2190
				2022	37.1300	1.0000	37.1300	35,556,333.0	1,320,206,644.29	2.1889
				2023	25.8600	1.0000	25.8600	36,105,668.0	933,692,574.48	1.6517
				2024	30.7500	1.0000	30.7500	36,582,896.0	1,124,924,052.00	2.1445
0000858877	Cisco Systems INC	Cisco S	CSCO	2010	13.1200	1.0000	13.1200	nan	nan	nan
				2011	12.0800	1.0000	12.0800	5,375,863,983.0	64,940,436,914.64	1.0234
				2012	13.6300	1.0000	13.6300	5,309,248,366.0	72,365,055,228.58	1.0949
				2020	39.0500	1.0000	39.0500	4,225,514,401.0	165,006,337,359.05	2.1744
				2021	56.4700	1.0000	56.4700	4,217,606,555.0	238,168,242,160.85	3.0990
				2022	44.0300	1.0000	44.0300	4,108,103,063.0	180,879,777,863.89	2.4405
				2023	47.9800	1.0000	47.9800	4,063,475,676.0	194,965,562,934.48	2.4469
				2024	58.3000	1.0000	58.3000	3,982,758,260.0	232,194,806,558.00	2.2833
0000867374	Electronics FOR Imaging INC	Electro	nan	2011	nan	nan	nan	76,421,734.0	nan	nan
				2012	nan	nan	nan	45,959,220.0	nan	nan
				2013	nan	nan	nan	47,041,375.0	nan	nan
				2014	nan	nan	nan	47,011,619.0	nan	nan
				2015	nan	nan	nan	nan	nan	nan
				2016	nan	nan	nan	nan	nan	nan
				2017	nan	nan	nan	nan	nan	nan
				2018	nan	nan	nan	nan	nan	nan
0000873044	Radisys CORP	Radisys	nan	2011	nan	nan	nan	27,736,000.0	nan	nan
				2012	nan	nan	nan	28,044,968.0	nan	nan
				2014	nan	nan	nan	36,480,263.0	nan	nan
				2015	nan	nan	nan	nan	nan	nan
				2016	nan	nan	nan	nan	nan	nan
				2017	nan	nan	nan	nan	nan	nan
0000915735	Stratasys INC	Stratas	nan	2011	nan	nan	nan	21,200,220.0	nan	nan
0000919013	WAVE Systems CORP	WAVE Sy	nan	2011	nan	nan	nan	88,411,638.0	nan	nan
				2012	nan	nan	nan	90,962,357.0	nan	nan
				2013	nan	nan	nan	33,330,615.0	nan	nan
				2014	nan	nan	nan	45,895,118.0	nan	nan
0000926326	Omnicell INC	Omnicel	OMCL	2011	16.8900	1.0000	16.8900	33,218,378.0	561,058,404.42	2.5429
				2012	15.5200	1.0000	15.5200	33,179,043.0	514,938,747.36	1.7877
				2013	25.4500	1.0000	25.4500	35,614,670.0	906,393,351.50	2.8497
				2014	33.0900	1.0000	33.0900	35,604,480.0	1,178,152,243.20	3.2268
				2015	29.2100	1.0000	29.2100	35,427,994.0	1,034,851,704.74	2.7409
				2016	34.0300	1.0000	34.0300	36,518,362.0	1,242,719,858.86	1.7274
				2017	49.9300	1.0000	49.9300	37,932,401.0	1,893,964,781.93	2.6240
				2018	60.5300	1.0000	60.5300	39,626,231.0	2,398,575,762.43	3.2353
				2019	82.0800	1.0000	82.0800	41,938,099.0	3,442,279,165.92	4.2072
				2020	117.6700	1.0000	117.6700	42,307,178.0	4,978,285,635.26	3.7129
				2021	178.1100	1.0000	178.1100	43,942,668.0	7,826,628,597.48	4.9877
				2022	48.4000	1.0000	48.4000	44,649,842.0	2,161,052,352.80	1.3132
				2023	38.3900	1.0000	38.3900	45,469,376.0	1,745,569,344.64	1.0695
				2024	44.4400	1.0000	44.4400	46,316,825.0	2,058,319,703.00	1.3730
0000930803	Hauppauge Digital INC	Hauppau	nan	2011	nan	nan	nan	10,122,344.0	nan	nan
				2012	nan	nan	nan	nan	nan	nan
				2013	nan	nan	nan	10,122,344.0	nan	nan
0000949158	CRAY INC	CRAY IN	nan	2011	nan	nan	nan	36,275,693.0	nan	nan
				2012	nan	nan	nan	36,778,889.0	nan	nan
				2013	nan	nan	nan	40,392,487.0	nan	nan
				2014	nan	nan	nan	40,728,165.0	nan	nan
				2015	nan	nan	nan	nan	nan	nan
				2016	nan	nan	nan	nan	nan	nan
				2017	nan	nan	nan	nan	nan	nan
				2018	nan	nan	nan	nan	nan	nan
0001001288	Lexmark International INC KY	Lexmark	nan	2010	nan	nan	nan	nan	nan	nan
				2011	nan	nan	nan	75,200,440.0	nan	nan
				2012	nan	nan	nan	63,168,248.0	nan	nan
				2013	nan	nan	nan	62,099,191.0	nan	nan
				2014	nan	nan	nan	61,795,391.0	nan	nan
				2015	nan	nan	nan	nan	nan	nan
0001009626	Brocade Communications Systems INC	Brocade	nan	2009	nan	nan	nan	nan	nan	nan
				2010	nan	nan	nan	nan	nan	nan
				2011	nan	nan	nan	490,636,405.0	nan	nan
				2012	nan	nan	nan	456,174,616.0	nan	nan
				2013	nan	nan	nan	443,956,034.0	nan	nan
				2014	nan	nan	nan	430,939,700.0	nan	nan
				2015	nan	nan	nan	nan	nan	nan
0001017303	Transact Technologies Inc	Transac	TACT	2011	5.7300	1.0000	5.7300	9,464,088.0	54,229,224.24	2.1617
				2012	5.6100	1.0000	5.6100	8,786,559.0	49,292,595.99	1.7274
				2013	10.0600	1.0000	10.0600	8,244,580.0	82,940,474.80	3.4332
				2014	4.5100	1.0000	4.5100	8,329,255.0	37,564,940.05	1.6492
				2015	7.3800	1.0000	7.3800	7,754,792.0	57,230,364.96	2.9037
				2016	6.0100	1.0000	6.0100	nan	nan	nan
				2017	12.3400	1.0000	12.3400	nan	nan	nan
				2018	8.5500	1.0000	8.5500	7,391,028.0	63,193,289.40	2.9836
				2019	10.8200	1.0000	10.8200	nan	nan	nan
				2020	7.3800	1.0000	7.3800	8,928,885.0	65,895,171.30	2.4306
				2021	10.4600	1.0000	10.4600	9,835,379.0	102,878,064.34	3.2716
				2022	6.1900	1.0000	6.1900	9,911,533.0	61,352,389.27	1.7579
				2023	7.0000	1.0000	7.0000	9,958,118.0	69,706,826.00	2.0210
0001019034	BIO KEY International INC	BIO KEY	BKYI	2011	120.9600	0.0010	0.1200	78,155,413.0	9,378,649.56	5.9003
				2012	155.5200	0.0010	0.1600	78,155,413.0	12,504,866.08	6.9621
				2013	276.4800	0.0010	0.2800	115,842,315.0	32,435,848.20	14.7192
				2014	190.0800	0.0010	0.1900	130,368,984.0	24,770,106.96	14.6811
				2015	293.7600	0.0010	0.2900	66,098,482.0	19,168,559.78	1.7121
				2016	380.1600	0.0070	2.6600	66,425,305.0	176,691,311.30	18.4845
				2017	257.0400	0.0070	1.8000	7,691,324.0	13,844,383.20	1.5039
				2018	162.7200	0.0070	1.1400	13,977,868.0	15,934,769.52	2.4649
				2019	75.6000	0.0070	0.5300	14,408,546.0	7,636,529.38	2.0952
				2020	62.4600	0.0560	3.5000	62,412,558.0	218,443,953.00	17.6721
				2021	40.5900	0.0560	2.2700	7,833,789.0	17,782,701.03	1.7876
				2022	11.4300	0.0560	0.6400	8,465,211.0	5,417,735.04	0.6233
				2024	0.9800	1.0000	0.9800	3,127,049.0	3,064,508.02	0.4554
0001032975	Logitech International S A	Logitec	LOGI	2013	10.7600	1.0000	10.7600	160,592,874.0	1,727,979,324.24	1.6913
				2014	11.5500	1.0000	11.5500	163,259,279.0	1,885,644,672.45	1.7969
				2015	13.1500	1.0000	13.1500	162,381,177.0	2,135,312,477.55	2.0384
				2021	79.6600	1.0000	79.6600	167,474,200.0	13,340,994,772.00	4.4303
				2022	59.3700	1.0000	59.3700	161,657,246.0	9,597,590,695.02	3.3843
0001036044	Identiv Inc	Identiv	INVE	2011	21.1500	0.1000	2.1100	57,613,590.0	121,564,674.90	1.2776
				2012	14.1500	0.1000	1.4200	60,169,453.0	85,440,623.26	1.0628
				2013	5.7000	0.1000	0.5700	74,128,747.0	42,253,385.79	0.9109
				2014	14.0900	1.0000	14.0900	10,642,635.0	149,954,727.15	2.3864
				2015	2.1100	1.0000	2.1100	10,754,038.0	22,691,020.18	0.4860
				2016	4.0000	1.0000	4.0000	11,086,151.0	44,344,604.00	1.1493
				2017	3.4100	1.0000	3.4100	14,245,138.0	48,575,920.58	1.2318
				2018	3.7700	1.0000	3.7700	15,453,916.0	58,261,263.32	1.1796
				2019	5.5800	1.0000	5.5800	16,892,285.0	94,258,950.30	1.6658
				2020	7.2300	1.0000	7.2300	18,020,175.0	130,285,865.25	2.1156
				2021	26.0300	1.0000	26.0300	22,206,839.0	578,044,019.17	9.7284
				2022	7.0000	1.0000	7.0000	22,513,129.0	157,591,903.00	2.4220
0001043604	Juniper Networks INC	Juniper	JNPR	2009	20.3500	1.0000	20.3500	nan	nan	nan
				2010	28.4900	1.0000	28.4900	nan	nan	nan
				2011	15.7300	1.0000	15.7300	526,008,000.0	8,274,105,840.00	1.4453
				2012	15.3600	1.0000	15.3600	515,574,955.0	7,919,231,308.80	1.2504
				2013	16.7700	1.0000	16.7700	505,004,236.0	8,468,921,037.72	1.2691
				2014	17.5700	1.0000	17.5700	432,568,783.0	7,600,233,517.31	1.2788
				2015	21.8200	1.0000	21.8200	385,852,233.0	8,419,295,724.06	1.3297
				2016	22.8000	1.0000	22.8000	380,323,150.0	8,671,367,820.00	1.2083
				2017	23.2800	1.0000	23.2800	374,928,303.0	8,728,330,893.84	1.1646
				2018	22.4000	1.0000	22.4000	345,154,400.0	7,731,458,560.00	1.1122
				2019	21.0200	1.0000	21.0200	334,707,050.0	7,035,542,191.00	1.0771
				2020	19.9300	1.0000	19.9300	329,736,374.0	6,571,645,933.82	0.9249
				2021	31.7400	1.0000	31.7400	325,181,113.0	10,321,248,526.62	1.5340
				2022	29.9200	1.0000	29.9200	324,555,523.0	9,710,701,248.16	1.3696
				2023	28.5600	1.0000	28.5600	318,868,479.0	9,106,883,760.24	1.2523
				2024	37.2400	1.0000	37.2400	331,089,057.0	12,329,756,482.68	1.6188
0001044590	Intermec Inc	Interme	nan	2010	nan	nan	nan	nan	nan	nan
				2011	nan	nan	nan	59,717,088.0	nan	nan
				2012	nan	nan	nan	59,828,028.0	nan	nan
0001048695	F5 INC.	F5 INC.	FFIV	2010	135.2500	1.0000	135.2500	nan	nan	nan
				2011	105.9300	1.0000	105.9300	79,484,124.0	8,419,753,255.32	8.2881
				2012	97.1400	1.0000	97.1400	79,050,364.0	7,678,952,358.96	6.1604
				2013	89.2500	1.0000	89.2500	77,608,639.0	6,926,571,030.75	4.7403
				2014	132.9000	1.0000	132.9000	73,783,302.0	9,805,800,835.80	6.5362
				2015	97.5000	1.0000	97.5000	70,378,436.0	6,861,897,510.00	4.1486
				2016	145.0300	1.0000	145.0300	65,316,007.0	9,472,780,495.21	5.5279
				2017	131.6300	1.0000	131.6300	62,593,522.0	8,239,185,300.86	4.4152
				2018	160.5800	1.0000	160.5800	60,627,214.0	9,735,518,024.12	4.9600
				2019	139.2300	1.0000	139.2300	60,793,880.0	8,464,331,912.40	3.3729
				2020	175.6200	1.0000	175.6200	61,603,102.0	10,818,736,773.24	3.0375
				2021	239.0800	1.0000	239.0800	61,229,388.0	14,638,722,083.04	3.8350
				2022	141.9200	1.0000	141.9200	60,368,610.0	8,567,513,131.20	2.1197
				2023	178.9900	1.0000	178.9900	59,707,211.0	10,686,993,696.89	2.7771
				2024	253.4400	1.0000	253.4400	58,614,865.0	14,855,351,385.60	3.6696
0001058811	Immersion CORP	Immersi	IMMR	2011	4.6500	1.0000	4.6500	28,863,334.0	134,214,503.10	2.7476
				2012	6.0200	1.0000	6.0200	27,273,391.0	164,185,813.82	3.9942
				2013	9.8300	1.0000	9.8300	28,598,664.0	281,124,867.12	4.0028
				2014	8.4000	1.0000	8.4000	27,678,578.0	232,500,055.20	3.9244
				2015	10.9200	1.0000	10.9200	28,284,981.0	308,871,992.52	4.9719
				2019	6.8500	1.0000	6.8500	31,795,744.0	217,800,846.40	2.6258
				2020	8.3600	1.0000	8.3600	26,937,105.0	225,194,197.80	3.5109
				2021	5.3800	1.0000	5.3800	33,025,762.0	177,678,599.56	1.6930
				2022	6.7500	1.0000	6.7500	32,308,895.0	218,085,041.25	1.9591
				2023	6.6700	1.0000	6.6700	31,839,986.0	212,372,706.62	1.7090
0001065598	Digitaltown Inc	Digital	nan	2014	nan	nan	nan	30,569,480.0	nan	nan
0001065598	Digitaltown Inc	Digital	nan	2018	nan	nan	nan	141,309,787.0	nan	nan
0001075656	iGo Inc.	iGo Inc	nan	2011	nan	nan	nan	33,686,449.0	nan	nan
				2012	nan	nan	nan	33,877,610.0	nan	nan
				2013	nan	nan	nan	2,944,707.0	nan	nan
0001078271	Extreme Networks INC	Extreme	EXTR	2015	4.0900	1.0000	4.0900	101,365,928.0	414,586,645.52	1.2486
				2016	5.0300	1.0000	5.0300	107,054,250.0	538,482,877.50	1.8380
				2017	12.5200	1.0000	12.5200	113,420,099.0	1,420,019,639.48	4.2206
				2018	5.7100	1.0000	5.7100	118,337,479.0	675,707,005.09	1.1969
				2019	7.4100	1.0000	7.4100	121,566,817.0	900,810,113.97	1.6199
				2020	7.0000	1.0000	7.0000	123,013,137.0	861,091,959.00	1.2508
				2021	15.3500	1.0000	15.3500	129,879,238.0	1,993,646,303.30	2.7202
				2022	18.4700	1.0000	18.4700	131,345,266.0	2,425,947,063.02	3.0930
0001093207	Crossroads Systems INC	Crossro	nan	2011	nan	nan	nan	10,921,656.0	nan	nan
				2012	nan	nan	nan	11,011,675.0	nan	nan
				2013	nan	nan	nan	11,942,906.0	nan	nan
				2014	nan	nan	nan	15,428,731.0	nan	nan
				2015	nan	nan	nan	nan	nan	nan
				2016	nan	nan	nan	nan	nan	nan
0001110361	Eroomsystem Technologies INC	Eroomsy	nan	2011	nan	nan	nan	23,982,865.0	nan	nan
				2012	nan	nan	nan	23,982,865.0	nan	nan
				2013	nan	nan	nan	24,107,865.0	nan	nan
				2014	nan	nan	nan	24,167,865.0	nan	nan
				2015	nan	nan	nan	nan	nan	nan
0001111632	Avistar Communications CORP	Avistar	nan	2011	nan	nan	nan	39,427,597.0	nan	nan
0001114925	Lantronix INC	Lantron	LTRX	2012	1.8300	1.0000	1.8300	14,576,639.0	26,675,249.37	1.2305
				2013	1.6100	1.0000	1.6100	14,579,764.0	23,473,420.04	1.2112
				2014	1.9000	1.0000	1.9000	14,787,158.0	28,095,600.20	1.3675
				2015	1.1900	1.0000	1.1900	15,104,710.0	17,974,604.90	0.9125
				2016	1.8100	1.0000	1.8100	17,253,799.0	31,229,376.19	1.7427
				2017	1.9500	1.0000	1.9500	17,973,595.0	35,048,510.25	1.7712
				2018	2.7700	1.0000	2.7700	21,997,843.0	60,934,025.11	2.7812
				2019	3.5100	1.0000	3.5100	23,063,077.0	80,951,400.27	2.6745
				2020	4.5200	1.0000	4.5200	28,590,989.0	129,231,270.28	2.8896
				2021	7.5800	1.0000	7.5800	29,744,040.0	225,459,823.20	4.5501
				2022	4.1600	1.0000	4.1600	36,239,864,000.0	150,757,834,240.00	1547.4087
				2023	5.8700	1.0000	5.8700	37,265,332.0	218,747,498.84	1.9385
0001125903	Shelron Group INC	Shelron	nan	2011	nan	nan	nan	nan	nan	nan
0001130258	ACME Packet INC	ACME Pa	nan	2011	nan	nan	nan	67,124,891.0	nan	nan
0001130258	ACME Packet INC	ACME Pa	nan	2012	nan	nan	nan	67,994,010.0	nan	nan
0001145057	Forescout Technologies INC	Foresco	nan	2017	nan	nan	nan	nan	nan	nan
				2018	nan	nan	nan	nan	nan	nan
				2019	nan	nan	nan	nan	nan	nan
0001167294	MERU Networks INC	MERU Ne	nan	2011	nan	nan	nan	17,568,367.0	nan	nan
				2012	nan	nan	nan	17,718,384.0	nan	nan
				2013	nan	nan	nan	22,653,000.0	nan	nan
				2014	nan	nan	nan	23,799,835.0	nan	nan
0001173752	Aruba Networks INC	Aruba N	nan	2011	nan	nan	nan	107,178,330.0	nan	nan
				2012	nan	nan	nan	113,461,962.0	nan	nan
				2013	nan	nan	nan	109,138,262.0	nan	nan
				2014	nan	nan	nan	109,765,215.0	nan	nan
0001177845	Xplore Technologies CORP	Xplore	nan	2012	nan	nan	nan	235,475,389.0	nan	nan
				2013	nan	nan	nan	8,397,731.0	nan	nan
				2015	nan	nan	nan	nan	nan	nan
				2016	nan	nan	nan	nan	nan	nan
				2017	nan	nan	nan	nan	nan	nan
0001180079	Itron Networked Solutions Inc	Itron N	nan	2013	nan	nan	nan	47,129,761.0	nan	nan
				2014	nan	nan	nan	48,775,523.0	nan	nan
				2015	nan	nan	nan	nan	nan	nan
				2016	nan	nan	nan	nan	nan	nan
0001262039	Fortinet Inc	Fortine	FTNT	2011	4.2700	5.0000	21.3500	154,027,282.0	3,288,482,470.70	5.9191
				2012	4.2300	5.0000	21.1500	159,938,847.0	3,382,706,614.05	4.6936
				2013	3.7800	5.0000	18.9000	163,460,178.0	3,089,397,364.20	3.5265
				2014	6.1600	5.0000	30.8000	164,855,943.0	5,077,563,044.40	4.6698
				2015	6.3200	5.0000	31.6000	172,264,048.0	5,443,543,916.80	3.8530
				2016	5.9600	5.0000	29.8000	173,039,498.0	5,156,577,040.40	2.9941
				2017	8.8100	5.0000	44.0500	173,900,211.0	7,660,304,294.55	3.9006
				2018	13.9900	5.0000	69.9500	170,370,205.0	11,917,395,839.75	4.6316
				2019	21.5200	5.0000	107.6000	171,033,736.0	18,403,229,993.60	5.7080
				2020	29.6500	5.0000	148.2500	162,332,075.0	24,065,730,118.75	6.6555
				2021	70.8400	5.0000	354.2000	163,499,790.0	57,911,625,618.00	10.4917
				2022	49.1800	1.0000	49.1800	781,236,011.0	38,421,187,020.98	6.0327
				2023	58.5200	1.0000	58.5200	767,909,603.0	44,938,069,967.56	5.9993
				2024	96.2500	1.0000	96.2500	766,452,698.0	73,771,072,182.50	8.1821
0001282980	Dror Ortho Design Inc	Dror Or	DROR	2019	0.0100	1.0000	0.0100	nan	nan	nan
				2020	0.0400	1.0000	0.0400	202,308,728.0	8,092,349.12	16.6834
				2021	0.1000	1.0000	0.1000	202,308,728.0	20,230,872.80	42.9277
				2022	0.0100	1.0000	0.0100	202,308,728.0	2,023,087.28	5.7480
				2023	0.0200	1.0000	0.0200	495,454,546.0	9,909,090.92	4.4986
				2024	0.0100	1.0000	0.0100	nan	nan	nan
0001316625	Silicon Graphics International Corp	Silicon	nan	2012	nan	nan	nan	32,326,156.0	nan	nan
				2013	nan	nan	nan	34,258,372.0	nan	nan
				2014	nan	nan	nan	34,590,456.0	nan	nan
				2015	nan	nan	nan	nan	nan	nan
0001327567	Palo Alto Networks Inc	Palo Al	PANW	2013	9.4600	6.0000	56.7600	72,491,140.0	4,114,597,106.40	10.3951
				2014	20.6500	6.0000	123.9000	80,545,942.0	9,979,642,213.80	10.9268
				2015	30.0000	6.0000	180.0000	85,908,948.0	15,463,610,640.00	10.3189
				2016	21.0400	6.0000	126.2400	91,686,431.0	11,574,495,049.44	6.4147
				2017	24.4700	6.0000	146.8200	91,888,958.0	13,491,136,813.56	5.8154
				2018	29.8700	6.0000	179.2200	94,880,870.0	17,004,549,521.40	4.2711
				2019	38.5500	6.0000	231.3000	97,957,435.0	22,657,554,715.50	5.2412
				2020	59.3500	6.0000	356.1000	95,211,700.0	33,904,886,370.00	5.7677
				2021	93.1800	6.0000	559.0800	98,666,401.0	55,162,411,471.08	7.1835
				2022	71.1000	2.0000	142.2000	302,356,927.0	42,995,155,019.40	3.5394
				2023	150.0600	2.0000	300.1200	315,300,000.0	94,627,836,000.00	6.9440
				2024	188.3600	1.0000	188.3600	328,100,000.0	61,800,916,000.00	3.5505
0001357326	Riverbed Technology Inc	Riverbe	nan	2010	nan	nan	nan	nan	nan	nan
				2011	nan	nan	nan	155,019,028.0	nan	nan
				2012	nan	nan	nan	157,520,482.0	nan	nan
				2013	nan	nan	nan	161,917,509.0	nan	nan
				2014	nan	nan	nan	155,110,068.0	nan	nan
0001361470	Mavenir Systems INC	Mavenir	nan	2013	nan	nan	nan	nan	nan	nan
0001361470	Mavenir Systems INC	Mavenir	nan	2014	nan	nan	nan	28,855,211.0	nan	nan
0001370880	Mandiant Inc	Mandian	nan	2013	nan	nan	nan	120,822,637.0	nan	nan
				2014	nan	nan	nan	150,419,888.0	nan	nan
				2015	nan	nan	nan	160,563,939.0	nan	nan
				2016	nan	nan	nan	171,098,281.0	nan	nan
				2017	nan	nan	nan	184,587,980.0	nan	nan
				2018	nan	nan	nan	197,014,986.0	nan	nan
				2019	nan	nan	nan	216,742,819.0	nan	nan
				2020	nan	nan	nan	227,741,472.0	nan	nan
				2021	nan	nan	nan	239,987,486.0	nan	nan
0001373761	Nyxio Technologies Corp	Nyxio T	nan	2011	nan	nan	nan	nan	nan	nan
0001373761	Nyxio Technologies Corp	Nyxio T	nan	2012	nan	nan	nan	37,700,000.0	nan	nan
0001375365	Super Micro Computer Inc	Super M	SMCI	2012	1.0000	10.0000	10.0000	41,792,466.0	417,924,660.00	0.9977
				2013	1.7100	10.0000	17.1000	42,761,172.0	731,216,041.20	1.6403
				2014	3.5200	10.0000	35.2000	45,976,613.0	1,618,376,777.60	2.8779
				2015	2.4300	10.0000	24.3000	47,589,491.0	1,156,424,631.30	1.4806
				2019	2.4000	10.0000	24.0000	50,085,282.0	1,202,046,768.00	0.9897
				2020	3.0500	10.0000	30.5000	51,782,128.0	1,579,354,904.00	1.1389
				2021	4.3300	10.0000	43.3000	51,075,818.0	2,211,582,919.40	1.3068
				2022	8.2000	10.0000	82.0000	52,922,886.0	4,339,676,652.00	1.7424
0001383154	Copsync Inc	Copsync	nan	2011	nan	nan	nan	136,356,488.0	nan	nan
				2012	nan	nan	nan	148,401,688.0	nan	nan
				2013	nan	nan	nan	175,014,501.0	nan	nan
				2014	nan	nan	nan	201,552,444.0	nan	nan
				2015	nan	nan	nan	nan	nan	nan
0001394056	ONE STOP Systems INC	ONE STO	OSS	2018	2.1000	1.0000	2.1000	14,184,167.0	29,786,750.70	1.3081
				2019	1.8800	1.0000	1.8800	16,101,460.0	30,270,744.80	1.1920
				2020	3.3900	1.0000	3.3900	16,620,908.0	56,344,878.12	2.3011
				2021	4.6900	1.0000	4.6900	18,666,022.0	87,543,643.18	2.8629
				2022	2.9200	1.0000	2.9200	20,032,449.0	58,494,751.08	1.7073
0001434388	Wonhe High Tech International Inc	Wonhe H	nan	2012	nan	nan	nan	nan	nan	nan
				2013	nan	nan	nan	38,380,130.0	nan	nan
				2014	nan	nan	nan	38,380,130.0	nan	nan
				2015	nan	nan	nan	nan	nan	nan
				2016	nan	nan	nan	nan	nan	nan
0001447599	Fitbit INC	Fitbit	nan	2015	nan	nan	nan	nan	nan	nan
				2016	nan	nan	nan	nan	nan	nan
				2017	nan	nan	nan	nan	nan	nan
				2018	nan	nan	nan	nan	nan	nan
				2019	nan	nan	nan	nan	nan	nan
0001506546	Aspect Software Group Holdings Ltd	Aspect	nan	2011	nan	nan	nan	nan	nan	nan
0001528760	Exeo Entertainment Inc	Exeo En	nan	2014	nan	nan	nan	23,948,100.0	nan	nan
				2015	nan	nan	nan	24,140,600.0	nan	nan
				2016	nan	nan	nan	24,255,231.0	nan	nan
				2017	nan	nan	nan	25,274,287.0	nan	nan
				2018	nan	nan	nan	26,697,109.0	nan	nan
0001550737	Sector 5 Inc	Sector	nan	2014	nan	nan	nan	nan	nan	nan
				2015	nan	nan	nan	nan	nan	nan
				2017	nan	nan	nan	nan	nan	nan
0001571996	Dell Technologies Inc	Dell Te	DELL	2021	51.7500	1.0000	51.7500	378,553,250.0	19,590,130,687.50	0.1641
				2022	37.0400	1.0000	37.0400	378,480,523.0	14,018,918,571.92	0.1499
				2024	115.3500	1.0000	115.3500	276,762,341.0	31,924,536,034.35	0.3837
0001580808	A10 Networks Inc	A10 Net	ATEN	2014	4.0200	1.0000	4.0200	60,715,534.0	244,076,446.68	1.7592
				2015	6.3000	1.0000	6.3000	63,335,758.0	399,015,275.40	2.6174
				2016	8.1900	1.0000	8.1900	67,205,810.0	550,415,583.90	3.0865
				2017	7.3600	1.0000	7.3600	70,751,450.0	520,730,672.00	2.9661
				2018	5.7100	1.0000	5.7100	73,798,417.0	421,388,961.07	2.2912
				2019	6.5800	1.0000	6.5800	76,555,094.0	503,732,518.52	2.2924
				2020	9.3900	1.0000	9.3900	76,708,465.0	720,292,486.35	3.0946
				2021	15.5800	1.0000	15.5800	77,549,882.0	1,208,227,161.56	4.1850
				2022	16.3500	1.0000	16.3500	73,447,815.0	1,200,871,775.25	4.3110
				2023	13.0200	1.0000	13.0200	74,138,224.0	965,279,676.48	3.3773
				2024	18.4600	1.0000	18.4600	73,798,899.0	1,362,327,675.54	4.2998
0001596532	Arista Networks Inc	Arista	ANET	2014	4.0700	16.0000	65.1200	64,425,460.0	4,195,385,955.20	7.8690
				2015	4.6800	16.0000	74.8800	67,756,358.0	5,073,596,087.04	6.6251
				2016	6.0700	16.0000	97.1200	70,209,251.0	6,818,722,457.12	5.8009
				2017	14.7400	16.0000	235.8400	73,100,644.0	17,240,055,880.96	10.5760
				2018	12.7200	16.0000	203.5200	75,427,300.0	15,350,964,096.00	7.6332
				2019	12.7600	16.0000	204.1600	76,399,052.0	15,597,630,456.32	5.6949
				2020	18.0200	16.0000	288.3200	75,661,464.0	21,814,713,300.48	7.0845
				2021	35.6200	4.0000	142.4800	76,820,895.0	10,945,441,119.60	2.9230
				2022	30.3900	4.0000	121.5600	305,572,616.0	37,145,407,200.96	8.5737
				2023	59.2100	4.0000	236.8400	311,100,142.0	73,680,957,631.28	11.6264
				2024	112.8800	1.0000	112.8800	314,939,883.0	35,550,413,993.04	3.9297
0001644825	Digital Donations Technologies Inc	Digital	nan	2016	nan	nan	nan	nan	nan	nan
0001644825	Digital Donations Technologies Inc	Digital	nan	2017	nan	nan	nan	nan	nan	nan
0001743759	Corsair Gaming Inc	Corsair	CRSR	2021	21.6300	1.0000	21.6300	94,343,994.0	2,040,660,590.22	1.9374
0001743759	Corsair Gaming Inc	Corsair	CRSR	2022	13.8600	1.0000	13.8600	95,988,656.0	1,330,402,772.16	1.3727
0001770450	Xerox Holdings Corp	Xerox H	XRX	2019	26.8100	1.0000	26.8100	216,188,261.0	5,796,007,277.41	0.4773
				2020	17.0700	1.0000	17.0700	198,384,932.0	3,386,430,789.24	0.2861
				2021	17.6000	1.0000	17.6000	178,512,056.0	3,141,812,185.60	0.2885
0001805385	Evolv Technologies Holdings Inc	Evolv T	EVLV	2021	4.6600	1.0000	4.6600	142,435,281.0	663,748,409.46	3.0529
				2022	2.5600	1.0000	2.5600	144,623,576.0	370,236,354.56	1.5780
				2023	4.8700	1.0000	4.8700	151,134,622.0	736,025,609.14	3.2598
0001816613	Markforged Holding Corp	Markfor	MKFG	2021	53.5500	0.1000	5.3600	185,851,079.0	996,161,783.44	4.6241
0001816613	Markforged Holding Corp	Markfor	MKFG	2022	10.5000	0.1000	1.0500	194,136,883.0	203,843,727.15	0.9280
0001826660	Wetouch Technology Inc	Wetouch	WETH	2020	nan	1.0000	nan	nan	nan	nan
				2021	nan	1.0000	nan	31,811,523.0	nan	nan
				2022	nan	1.0000	nan	33,345,541.0	nan	nan
				2023	nan	nan	nan	9,732,948.0	nan	nan

QA: us_computers 2009-2024

Table of Contents

Ranks across the years

PDF reports

2009

Logs

Diagrams

Calculation Linkbase Overview

Absolute xval/yval quantiles

Effect quantiles (final effects with respect to final var and normalized if applicable)

2010

Logs

Diagrams

Calculation Linkbase Overview

Absolute xval/yval quantiles

Effect quantiles (final effects with respect to final var and normalized if applicable)

2011

Logs

Diagrams

Calculation Linkbase Overview

Absolute xval/yval quantiles

Effect quantiles (final effects with respect to final var and normalized if applicable)

2012

Logs

Diagrams

Calculation Linkbase Overview

Absolute xval/yval quantiles

Effect quantiles (final effects with respect to final var and normalized if applicable)

2013

Logs

Diagrams

Calculation Linkbase Overview

Absolute xval/yval quantiles

Effect quantiles (final effects with respect to final var and normalized if applicable)

2014

Logs

Diagrams

Calculation Linkbase Overview

Absolute xval/yval quantiles

Effect quantiles (final effects with respect to final var and normalized if applicable)

2015

Logs

Diagrams

Calculation Linkbase Overview

Absolute xval/yval quantiles

Effect quantiles (final effects with respect to final var and normalized if applicable)

2016

Logs

Diagrams

Calculation Linkbase Overview

Absolute xval/yval quantiles

Effect quantiles (final effects with respect to final var and normalized if applicable)

2017

Logs

Diagrams

Calculation Linkbase Overview

Absolute xval/yval quantiles

Effect quantiles (final effects with respect to final var and normalized if applicable)

2018

Logs

Diagrams

Calculation Linkbase Overview

Absolute xval/yval quantiles

Effect quantiles (final effects with respect to final var and normalized if applicable)

2019

Logs

Diagrams

Calculation Linkbase Overview

Absolute xval/yval quantiles

Effect quantiles (final effects with respect to final var and normalized if applicable)

2020

Logs

Diagrams

Calculation Linkbase Overview

Absolute xval/yval quantiles

Effect quantiles (final effects with respect to final var and normalized if applicable)

2021

Logs

Diagrams

Calculation Linkbase Overview