QA: us_consulting 2010-2023

Ranks across the years

	name	name_short	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023	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	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
0001304161	Pharma Bio Serv Inc	Pharma	NaN	1	1	1	2	3	1	1	NaN	NaN	1	4	2	1	NaN	262.022480	291.685390	291.959050	277.891990	282.201340	262.713230	262.082010	NaN	NaN	210.649250	186.956460	225.597700	232.189050	NaN	0	0	1	1	-2	0	NaN	NaN	NaN	3	-2	-1
0001084554	Lightbridge Corp	Lightbr	NaN	14	9	12	14	26	14	18	9	NaN	16	2	NaN	2	NaN	91.835589	101.509630	40.176394	49.166344	-290.894200	-7.468109	-25.128349	138.377610	NaN	50.047007	207.931020	NaN	231.431290	NaN	-5	3	2	12	-12	4	-9	NaN	NaN	-14	NaN	NaN
0001644378	RMR Group INC	RMR Gro	NaN	NaN	NaN	NaN	NaN	NaN	2	3	2	2	NaN	3	4	3	NaN	NaN	NaN	NaN	NaN	NaN	207.805840	218.290000	288.893890	235.165540	NaN	206.609580	195.627830	231.417100	NaN	NaN	NaN	NaN	NaN	NaN	1	-1	0	NaN	NaN	1	-1
0001437226	Mastech Digital Inc	Mastech	NaN	6	8	5	4	13	8	13	14	6	4	5	3	4	NaN	168.475630	108.211070	166.643290	186.114620	95.173358	113.405310	53.570045	84.746759	132.391080	150.245460	177.597580	224.545450	184.619920	NaN	2	-3	-1	9	-5	5	1	-8	-2	1	-2	1
0000887936	FTI Consulting INC	FTI Con	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	11	9	5	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	122.272170	122.644010	153.484440	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-2	-4
0001013706	Wilhelmina International Inc	Wilhelm	NaN	11	5	3	7	6	9	9	8	9	10	8	7	6	NaN	126.630840	146.986910	170.664510	146.832200	155.022210	108.877660	140.117420	141.122390	103.036620	85.938103	147.735970	143.298850	138.447070	NaN	-6	-2	4	-1	3	0	-1	1	1	-2	-1	-1
0001398659	Genpact LTD	Genpact	1	8	NaN	NaN	11	10	10	11	13	11	11	17	16	7	222.908590	151.754160	NaN	NaN	110.482230	112.980440	108.834940	96.788910	85.460962	85.592242	84.447221	87.800573	85.834841	122.209910	7	NaN	NaN	NaN	-1	0	1	2	-2	0	6	-1	-9
0001230524	Leopard Energy Inc	Leopard	NaN	NaN	25	25	NaN	NaN	NaN	NaN	NaN	3	6	18	32	8	NaN	NaN	-685.781960	-1377.114500	NaN	NaN	NaN	NaN	NaN	234.213650	126.268770	81.751052	-576.486740	110.870710	NaN	NaN	0	NaN	NaN	NaN	NaN	NaN	NaN	3	12	14	-24
0001083446	Astrana Health Inc	Astrana	NaN	20	17	23	20	19	13	4	3	8	5	7	6	9	NaN	7.677973	-108.406910	-393.265620	-88.835701	-22.694742	11.947405	186.283320	236.826340	109.367500	148.580990	149.979620	143.768510	101.160290	NaN	-3	6	-3	-1	-6	-9	-1	5	-3	2	-1	3
0001289848	Huron Consulting Group Inc	Huron C	NaN	NaN	7	8	10	NaN	NaN	NaN	NaN	NaN	7	12	11	10	NaN	NaN	134.521380	151.432880	124.610770	NaN	NaN	NaN	NaN	NaN	107.556340	120.646180	107.081130	94.812830	NaN	NaN	1	2	NaN	NaN	NaN	NaN	NaN	NaN	5	-1	-1
0001371489	Information Services Group Inc	Informa	NaN	NaN	13	11	13	14	12	14	15	12	9	16	13	11	NaN	NaN	53.131152	63.466405	63.251955	73.348848	39.671808	52.349243	74.661375	84.762463	86.941935	93.572286	95.507008	87.702166	NaN	NaN	-2	2	1	-2	2	1	-3	-3	7	-3	-2
0001847590	Bowman Consulting Group Ltd	Bowman	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	10	12	12	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	126.417550	104.661120	77.876317	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2	0
0001508348	Americann Inc	America	NaN	NaN	NaN	NaN	NaN	NaN	18	16	16	NaN	15	20	17	13	NaN	NaN	NaN	NaN	NaN	NaN	-54.482098	-7.304624	74.094970	NaN	69.717943	61.082804	71.598176	72.661522	NaN	NaN	NaN	NaN	NaN	NaN	-2	0	NaN	NaN	5	-3	-4
0001622879	Medicine Man Technologies Inc	Medicin	NaN	NaN	NaN	NaN	NaN	1	23	8	1	10	14	14	18	14	NaN	NaN	NaN	NaN	NaN	333.790920	-295.321190	161.838070	294.419570	94.077765	77.240200	106.890100	67.098772	46.875646	NaN	NaN	NaN	NaN	NaN	22	-15	-7	9	4	0	4	-4
0001443646	Booz Allen Hamilton Holding Corp	Booz Al	NaN	17	12	15	15	17	NaN	NaN	NaN	NaN	NaN	NaN	20	15	NaN	60.773953	81.745768	21.824805	21.630452	21.982561	NaN	NaN	NaN	NaN	NaN	NaN	43.466583	33.008333	NaN	-5	3	0	2	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-5
0001320760	TSS Inc.	TSS Inc	NaN	13	16	16	18	20	16	NaN	12	13	17	22	22	16	NaN	97.284568	18.528133	7.426792	-25.469523	-30.983717	-40.342356	NaN	94.721012	29.401209	23.292283	8.994142	15.230769	24.131582	NaN	3	0	2	2	-4	NaN	NaN	1	4	5	0	-6
0001877939	Castellum Inc	Castell	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	21	17	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	26.396007	-21.342425	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-4
0001419275	Ryvyl Inc	Ryvyl I	NaN	23	NaN	19	24	23	21	NaN	NaN	17	20	21	25	18	NaN	-242.276400	NaN	-104.697570	-255.968150	-126.043700	-207.621780	NaN	NaN	-101.468220	-54.664754	31.168604	-74.992838	-33.400237	NaN	NaN	NaN	5	-1	-2	NaN	NaN	NaN	3	1	4	-7
0001630212	Avalon Globocare Corp	Avalon	NaN	NaN	NaN	NaN	NaN	35	NaN	NaN	NaN	NaN	NaN	NaN	NaN	19	NaN	NaN	NaN	NaN	NaN	-1837.907500	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-73.194472	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001657045	Next Chemx Corporation	Next Ch	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	21	16	2	23	24	20	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-119.631130	-75.869816	198.292680	6.589211	-47.233108	-121.646540	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-5	-14	21	1	-4
0001599407	1847 Holdings LLC	1847 Ho	NaN	NaN	NaN	NaN	26	28	26	17	19	15	21	24	23	21	NaN	NaN	NaN	NaN	-353.898380	-312.612160	-433.527870	-20.803504	-77.037618	-52.880815	-125.422420	-5.556364	-24.886405	-156.676240	NaN	NaN	NaN	NaN	2	-2	-9	2	-4	6	3	-1	-2
0000723533	Longwen Group Corp	Longwen	NaN	26	NaN	NaN	17	NaN	NaN	NaN	NaN	NaN	NaN	NaN	26	22	NaN	-588.792860	NaN	NaN	-10.224756	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-235.256920	-181.107560	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-4
0001777319	Ciso Global Inc	Ciso Gl	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	5	12	26	10	23	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	169.319270	84.249275	-69.704213	112.322730	-205.341900	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	7	14	-16	13
0001632121	Balance Labs Inc	Balance	NaN	NaN	NaN	NaN	NaN	33	NaN	29	26	22	22	28	29	24	NaN	NaN	NaN	NaN	NaN	-629.045370	NaN	-543.311330	-312.006910	-348.850400	-140.751220	-241.987220	-307.713300	-311.883600	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-3	-4	0	6	1	-5
0001439264	Marvion Inc	Marvion	NaN	27	23	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	29	28	25	NaN	-786.511250	-341.586390	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-477.505810	-303.116340	-365.041700	NaN	-4	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-1	-3
0001813603	Hestia Insight Inc	Hestia	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	30	31	26	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-873.407250	-372.066120	-415.447050	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1	-5
0001019737	Navigant Consulting INC	Navigan	2	9	6	4	9	8	5	6	4	NaN	NaN	NaN	NaN	NaN	120.121980	141.660580	143.109220	169.008940	127.548220	142.419460	146.433040	164.197280	236.053440	NaN	NaN	NaN	NaN	NaN	7	-3	-2	5	-1	-3	1	-2	NaN	NaN	NaN	NaN	NaN
0001066104	CEB Inc.	CEB Inc	3	18	14	14	16	18	15	NaN	NaN	NaN	NaN	NaN	NaN	NaN	40.491478	40.964945	21.804727	22.128392	10.672024	11.088082	-30.992602	NaN	NaN	NaN	NaN	NaN	NaN	NaN	15	-4	0	2	2	-3	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0000851520	Exponent INC	Exponen	NaN	4	2	NaN	3	5	3	5	5	NaN	NaN	6	5	NaN	NaN	196.048490	192.104030	NaN	189.688060	183.244700	187.623930	176.484540	192.951990	NaN	NaN	170.197750	153.662360	NaN	NaN	-2	NaN	NaN	2	-2	2	0	NaN	NaN	NaN	-1	NaN
0001057379	Hackett Group INC	Hackett	NaN	2	3	7	NaN	7	6	7	6	4	NaN	1	14	NaN	NaN	233.076260	165.176470	155.013900	NaN	147.347380	140.352850	162.876290	190.642550	202.949300	NaN	211.812060	93.080306	NaN	NaN	1	4	NaN	NaN	-1	1	-1	-2	NaN	NaN	13	NaN
0001094238	Harris Interactive INC	Harris	NaN	19	15	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	38.690610	20.202989	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-4	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001094814	Cartesian Inc	Cartesi	NaN	5	NaN	6	NaN	9	19	19	NaN	NaN	NaN	NaN	NaN	NaN	NaN	179.746680	NaN	161.320460	NaN	141.542350	-63.790144	-41.249494	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	10	0	NaN	NaN	NaN	NaN	NaN	NaN
0001098482	Innovaro Inc	Innovar	NaN	15	20	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	65.729823	-153.672260	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	5	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001179090	Bonds com Group Inc	Bonds c	NaN	22	18	20	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-238.075400	-145.496360	-148.794800	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-4	2	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001272550	Root9B Holdings Inc	Root9B	NaN	3	10	10	25	11	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	197.053790	92.165652	112.261410	-300.602420	108.699890	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	7	0	15	-14	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001362004	ICF International Inc	ICF Int	NaN	10	4	2	12	12	7	10	10	7	8	15	15	NaN	NaN	135.538800	148.565380	174.791200	99.022805	107.299240	120.105900	134.206050	127.748660	118.852160	97.694728	95.618910	87.250749	NaN	NaN	-6	-2	10	0	-5	3	0	-3	1	7	0	NaN
0001366312	Juhl Energy Inc	Juhl En	NaN	16	NaN	13	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	61.023441	NaN	23.387277	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001382219	6D Global Technologies Inc	6D Glob	NaN	7	NaN	18	5	22	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	159.795660	NaN	-29.752738	176.072100	-119.086410	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-13	17	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001388982	Chuma Holdings INC	Chuma H	NaN	25	27	22	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-407.673940	-2182.863300	-370.562480	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2	-5	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001400683	Stwc Holdings Inc	Stwc Ho	NaN	24	22	NaN	NaN	NaN	NaN	NaN	22	NaN	NaN	NaN	NaN	NaN	NaN	-349.323880	-305.730200	NaN	NaN	NaN	NaN	NaN	-131.615750	NaN	NaN	NaN	NaN	NaN	NaN	-2	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001438673	Evergreen Agra Global Investments Inc	Evergre	NaN	28	24	NaN	NaN	NaN	29	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-1410.202800	-670.275430	NaN	NaN	NaN	-580.274100	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-4	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001470215	Towers Watson Co	Towers	NaN	12	11	9	8	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	116.429110	91.948483	123.677790	138.050790	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-1	-2	-1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001502966	Hypha Labs Inc	Hypha L	NaN	21	21	21	6	NaN	NaN	12	20	18	23	27	27	NaN	NaN	-3.011792	-184.182430	-254.218100	158.324810	NaN	NaN	81.108003	-86.116298	-168.202200	-216.784040	-110.299360	-266.965150	NaN	NaN	0	0	-15	NaN	NaN	NaN	8	-2	5	4	0	NaN
0001228386	Transatlantic Capital INC	Transat	NaN	NaN	19	NaN	NaN	29	25	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-150.371900	NaN	NaN	-353.983880	-386.928680	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-4	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001533106	Argentum 47 INC	Argentu	NaN	NaN	26	24	27	16	11	28	24	20	NaN	NaN	NaN	NaN	NaN	NaN	-989.068240	-444.950000	-515.019170	46.636556	88.228165	-455.210660	-227.666930	-275.013650	NaN	NaN	NaN	NaN	NaN	NaN	-2	3	-11	-5	17	-4	-4	NaN	NaN	NaN	NaN
0001286345	Hpil Holding	Hpil Ho	NaN	NaN	NaN	17	1	2	34	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-24.537493	300.177910	313.282500	-2789.692900	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-16	1	32	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001567503	Turnkey Capital Inc	Turnkey	NaN	NaN	NaN	26	NaN	27	31	26	30	25	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-1525.158400	NaN	-297.633630	-604.197770	-421.946280	-435.669970	-397.938910	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	4	-5	4	-5	NaN	NaN	NaN	NaN
0001096132	Petrone Worldwide INC	Petrone	NaN	NaN	NaN	NaN	28	NaN	32	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-1828.379200	NaN	-632.727900	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001501489	Af Ocean Investment Management Co	Af Ocea	NaN	NaN	NaN	NaN	21	15	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-181.899440	59.457269	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-6	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001537511	Progressive Green Solutions INC	Progres	NaN	NaN	NaN	NaN	22	25	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-182.863550	-202.863970	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	3	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001590565	Asia Equity Exchange Group INC	Asia Eq	NaN	NaN	NaN	NaN	23	34	NaN	2	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-207.424200	-937.074390	NaN	235.571280	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	11	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001600347	Hapi Metaverse Inc	Hapi Me	NaN	NaN	NaN	NaN	19	NaN	27	24	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-35.533219	NaN	-455.086520	-331.639420	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-3	NaN	NaN	NaN	NaN	NaN	NaN
0001104265	Grow Solutions Holdings INC	Grow So	NaN	NaN	NaN	NaN	NaN	21	24	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-95.074499	-322.597210	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	3	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001574910	Renavotio INC	Renavot	NaN	NaN	NaN	NaN	NaN	30	NaN	20	11	NaN	19	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-432.105700	NaN	-42.533334	103.761400	NaN	-33.010940	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-9	NaN	NaN	NaN	NaN	NaN
0001602813	Frontera Group INC	Fronter	NaN	NaN	NaN	NaN	NaN	32	30	25	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-526.755290	-604.059900	-378.993560	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-2	-5	NaN	NaN	NaN	NaN	NaN	NaN
0001604738	Ashford Inc	Ashford	NaN	NaN	NaN	NaN	NaN	4	4	15	7	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	219.089460	169.368460	31.750475	182.019580	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0	11	-8	NaN	NaN	NaN	NaN	NaN
0001607450	ABV Consulting INC	ABV Con	NaN	NaN	NaN	NaN	NaN	31	33	30	27	23	26	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-483.827740	-1074.497100	-570.052780	-340.911410	-363.289510	-342.114990	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2	-3	-3	-4	3	NaN	NaN	NaN
0001620749	Panamera Holdings Corp	Panamer	NaN	NaN	NaN	NaN	NaN	24	20	23	28	26	27	NaN	30	NaN	NaN	NaN	NaN	NaN	NaN	-182.285260	-139.733340	-306.831480	-407.228450	-408.945870	-378.084580	NaN	-342.861600	NaN	NaN	NaN	NaN	NaN	NaN	-4	3	5	-2	1	NaN	NaN	NaN
0001560449	Phmc Inc	Phmc In	NaN	NaN	NaN	NaN	NaN	NaN	28	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-563.020040	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
0001592782	Nukkleus Inc	Nukkleu	NaN	NaN	NaN	NaN	NaN	NaN	17	21	23	24	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-52.262813	-53.268019	-204.509200	-365.753390	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	4	2	1	NaN	NaN	NaN	NaN
0001629606	Driven Deliveries Inc	Driven	NaN	NaN	NaN	NaN	NaN	NaN	22	27	31	19	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-242.149130	-429.632150	-2065.500400	-252.617180	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	5	4	-12	NaN	NaN	NaN	NaN
0001100778	Rokk3R Inc	Rokk3R	NaN	NaN	NaN	NaN	NaN	NaN	NaN	32	17	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-6622.581600	63.010675	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-15	NaN	NaN	NaN	NaN	NaN
0001653099	Vigilant Diversified Holdings INC Nv	Vigilan	NaN	NaN	NaN	NaN	NaN	NaN	NaN	31	29	27	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-829.723160	-426.189830	-422.979760	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-2	-2	NaN	NaN	NaN	NaN
0001661600	Sativus Tech Corp	Sativus	NaN	NaN	NaN	NaN	NaN	NaN	NaN	22	25	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-267.841430	-265.153800	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	3	NaN	NaN	NaN	NaN	NaN
0001693687	Greenlit Ventures INC	Greenli	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	18	14	25	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-61.028120	-21.381953	-260.026520	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-4	11	NaN	NaN	NaN
0001498291	Daniels Corporate Advisory Company Inc	Daniels	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	21	24	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-297.193900	-232.901860	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	3	NaN	NaN	NaN
0001751143	Atlas Technical Consultants INC	Atlas T	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1	18	25	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	286.588570	-3.373420	-57.156159	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	17	7	NaN	NaN
0001643615	Montrose Environmental Group Inc	Montros	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	13	13	8	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	82.573306	118.632690	124.408170	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0	-5	NaN
0001654672	Pineapple INC	Pineapp	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	3	9	33	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	169.893770	136.040420	-1957.304000	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	6	24	NaN
0001790625	Agilethought Inc	Agileth	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	19	19	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	69.569322	55.525225	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0	NaN
0001640265	GPB Holdings Ii Lp	GPB Hol	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	248.851930	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

PDF reports

All reports for 2023 are collected in a single PDF for easier review.

2010

Logs

error	1 × Negative Expenses, ignoring company.	pre-agg	0001371489
error	1 × Minimum and maximum are surprisingly similar	check_abs_values	{'var_name': 'Liabilities', 'min_val': '408,314,000', 'max_val': '427,333,000'}
warning	15 × The stock price does not exist	industry.us_generic	0001019737 0001066104 0001272550 0001371489 0001382219 0001094238 0001094814 0001104265 0001164552 0001179090 0001286345 0001366312 0001400683 0001438673 0001470215
warning	6 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0001019737 0001066104 0001398659 0001164012 0001388982 0001439264
warning	4 × Zero effects	check_effects	{'var_name': 'OperatingLeaseAssets', 'zeros': '3 of 3'} {'var_name': 'LaborExpense', 'zeros': '3 of 3'} {'var_name': 'RevenueFromContractWithCustomer', 'zeros': '3 of 3'} {'var_name': 'RevenueFromReimbursement', 'zeros': '3 of 3'}
warning	2 × Ignoring company because Expenses is zero	pre-agg	0001164012 0001164552
warning	2 × Ignoring company because Assets is zero	pre-agg	0001104265 0001286345

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	AssetsCurrent	219,485,000	227,412,400	298,886,404	872,077,900	935,780,000	0001019737	0001066104	0001398659
1	IntangibleAssets	43,094,000	97,204,200	584,199,861	601,569,600	603,500,000	0001066104	0001019737	0001398659
2	OperatingLeaseAssets	0	0	0	0	0	0001019737	0001066104	0001019737
3	AssetsNoncurrent	65,354,000	70,210,800	113,962,649	296,844,300	317,169,000	0001019737	0001066104	0001398659
4	remainder_Assets	0	3,701,200	37,015,472	52,637,800	54,374,000	0001019737	0001398659	0001066104
5	LiabilitiesCurrent	155,579,000	172,275,900	322,552,362	342,177,000	344,358,000	0001019737	0001398659	0001066104
6	LiabilitiesNoncurrent	73,546,000	74,421,000	82,330,088	235,691,100	252,735,000	0001398659	0001066104	0001019737
7	remainder_Liabilities	0	67,900	682,089	14,580,400	16,125,000	0001019737	0001066104	0001398659
8	CostOfRevenue	155,769,000	182,044,400	418,597,000	751,522,100	788,522,000	0001066104	0001019737	0001398659
9	GeneralAndAdministrativeExpense	60,871,000	66,952,400	121,717,083	266,060,300	282,102,000	0001066104	0001019737	0001398659
10	LaborExpense	0	0	0	0	0	0001019737	0001066104	0001019737
11	remainder_Expenses	50,162,000	59,272,900	141,279,755	180,666,700	185,044,000	0001398659	0001019737	0001066104
12	RevenueFromContractWithCustomer	0	0	0	0	0	0001019737	0001066104	0001019737
13	RevenueFromReimbursement	0	0	0	0	0	0001019737	0001066104	0001019737
14	remainder_Revenues	438,907,000	465,382,300	703,771,061	1,203,432,700	1,258,963,000	0001066104	0001019737	0001398659
15	remainder_NetIncome	1,876,000	2,002,400	3,141,543	10,082,600	10,854,000	0001019737	0001066104	0001398659
16	remainder_ComprehensiveNetIncome	0	0	0	0	0	0001019737	0001066104	0001019737

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	510,149,000	546,037,600	869,239,885	1,791,018,400	1,893,461,000	0001066104	0001019737	0001398659
1	Liabilities	408,314,000	408,704,500	412,222,023	425,821,600	427,333,000	0001019737	0001398659	0001066104
2	Expenses	401,684,000	429,663,500	681,566,861	1,076,855,300	1,120,786,000	0001066104	0001019737	0001398659
3	Revenues	438,907,000	465,382,300	703,771,061	1,203,432,700	1,258,963,000	0001066104	0001019737	0001398659
4	StockholdersEquity	82,816,000	120,606,500	460,925,104	1,379,189,900	1,481,242,000	0001066104	0001019737	0001398659
5	NetIncome	24,057,000	25,687,600	40,384,734	138,164,200	149,031,000	0001019737	0001066104	0001398659
6	ComprehensiveNetIncome	24,057,000	25,687,600	40,384,734	138,164,200	149,031,000	0001019737	0001066104	0001398659
7	BaseVar	1,076,227,320	1,132,337,118	1,637,572,650	2,750,399,274	2,874,074,160	0001066104	0001019737	0001398659
8	EconomicCapitalRatio	0.405	0.485	1.20	2.13	2.23	0001066104	0001019737	0001398659

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	AssetsCurrent	-0.248	-0.213	0.105	0.105	0.105	0001019737	0001398659	0001066104
1	IntangibleAssets	-0.436	-0.391	0.00932	0.441	0.489	0001066104	0001398659	0001019737
2	OperatingLeaseAssets	0	0	0	0	0	0001019737	0001066104	0001019737
3	AssetsNoncurrent	-0.109	-0.0950	0.0306	0.0632	0.0668	0001019737	0001398659	0001066104
4	remainder_Assets	-0.0522	-0.0479	-0.00966	0.0862	0.0969	0001019737	0001398659	0001066104
5	LiabilitiesCurrent	-0.711	-0.601	0.397	0.409	0.411	0001066104	0001398659	0001019737
6	LiabilitiesNoncurrent	-0.424	-0.378	0.0367	0.342	0.376	0001019737	0001066104	0001398659
7	remainder_Liabilities	-0.0239	-0.0209	0.00596	0.0111	0.0117	0001398659	0001066104	0001019737
8	CostOfRevenue	-0.178	-0.171	-0.113	0.227	0.265	0001398659	0001019737	0001066104
9	GeneralAndAdministrativeExpense	-0.0783	-0.0697	0.00749	0.0596	0.0654	0001398659	0001019737	0001066104
10	LaborExpense	0	0	0	0	0	0001019737	0001066104	0001019737
11	remainder_Expenses	-0.265	-0.236	0.0208	0.243	0.267	0001066104	0001019737	0001398659
12	RevenueFromContractWithCustomer	0	0	0	0	0	0001019737	0001066104	0001019737
13	RevenueFromReimbursement	0	0	0	0	0	0001019737	0001066104	0001019737
14	remainder_Revenues	-0.0575	-0.0501	0.0168	0.0431	0.0461	0001066104	0001019737	0001398659
15	remainder_NetIncome	-0.00542	-0.00478	0.00101	0.00386	0.00418	0001019737	0001066104	0001398659
16	remainder_ComprehensiveNetIncome	0	0	0	0	0	0001019737	0001066104	0001019737

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	-0.235	-0.217	-0.0585	0.122	0.142	0001066104	0001019737	0001398659
1	Liabilities	-0.650	-0.578	0.0769	0.640	0.703	0001066104	0001019737	0001398659
2	Expenses	-0.0852	-0.0755	0.0114	0.0604	0.0658	0001019737	0001398659	0001066104
3	Revenues	-0.0575	-0.0501	0.0168	0.0431	0.0461	0001066104	0001019737	0001398659
4	StockholdersEquity	-0.782	-0.708	-0.0400	0.796	0.888	0001066104	0001019737	0001398659
5	NetIncome	-0.0738	-0.0655	0.00934	0.0564	0.0616	0001019737	0001066104	0001398659
6	ComprehensiveNetIncome	-0.0738	-0.0655	0.00934	0.0564	0.0616	0001019737	0001066104	0001398659
7	BaseVar	nan	nan	nan	nan	nan	0001019737	0001066104	0001019737
8	EconomicCapitalRatio	-0.873	-0.794	-0.0770	0.848	0.951	0001066104	0001019737	0001398659

2011

Logs

error	6 × No matching role found	input.sec.calculation_linkbase.expand_agg	0001088787 0001088787 0001501489 0001501489 0001100778 0001100778
error	2 × Assets != LiabilitiesAndStockholdersEquity, ignoring company.	pre-agg	0001366312 0001398659
error	1 × Negative Expenses, ignoring company.	pre-agg	0001371489
warning	19 × The stock price does not exist	industry.us_generic	0001272550 0001371489 0001382219 0001019737 0001066104 0001094238 0001094814 0001104265 0001164552 0001179090 0001286345 0001366312 0001388982 0001400683 0001438673 0001470215 0001533106 0001398659 0001409253
warning	15 × No stock price available	subcommand.plot	0001272550 0001382219 0001019737 0001066104 0001094238 0001094814 0001179090 0001366312 0001388982 0001400683 0001438673 0001439264 0001470215 0000723533 0001502966
warning	11 × Missing logo	subcommand.report	0001272550 0001382219 0001443646 0001094238 0001179090 0001366312 0001388982 0001400683 0001470215 0000723533 0001098482
warning	7 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0001164012 0001019737 0001066104 0001388982 0001439264 0001228386 0001398659
warning	5 × Ignoring company because Expenses is zero	pre-agg	0001164012 0001164552 0001164552 0001164552 0001164552
warning	5 × Ignoring company because Assets is zero	pre-agg	0001104265 0001104265 0001104265 0001104265 0001286345
warning	3 × Zero effects	check_effects	{'var_name': 'OperatingLeaseAssets', 'zeros': '28 of 28'} {'var_name': 'RevenueFromContractWithCustomer', 'zeros': '28 of 28'} {'var_name': 'RevenueFromReimbursement', 'zeros': '28 of 28'}
warning	3 × No LiabilitiesAndStockholdersEquity node found	input.sec.calculation_linkbase.edgar_model_mapping	0001088787 0001501489 0001100778
warning	1 × Too many companies have an ECR < -100%	check_abs_values	{'quantile_095_val': -7.1730981048240725}
warning	1 × Large missing amount for aggregate "Expenses" added to remainder.	industry.us_generic	0001228386
warning	1 × Ignoring company because ECR is too negative	pre-agg	0001409253

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	AssetsCurrent	1,118	19,984	15,598,973	1,229,079,600	1,650,551,000	0001400683	0001366312	0001470215
1	IntangibleAssets	0	0	3,173,970	1,237,401,550	2,638,496,000	0000723533	0001382219	0001470215
2	OperatingLeaseAssets	0	0	0	0	0	0000723533	0001272550	0000723533
3	AssetsNoncurrent	0	0	1,553,368	263,336,050	621,334,000	0000723533	0001094814	0001470215
4	remainder_Assets	-3,749,731	-1,684,772	32,442	137,063,000	202,327,000	0001382219	0001083446	0001398659
5	LiabilitiesCurrent	0	0	6,690,275	794,627,550	1,178,194,000	0000723533	0001437226	0001470215
6	LiabilitiesNoncurrent	0	0	460,785	262,345,050	1,160,164,000	0000723533	0001094814	0001443646
7	remainder_Liabilities	0	0	255,464	64,572,600	1,124,037,000	0001013706	0001179090	0001470215
8	CostOfRevenue	0	0	0	501,805,050	1,004,899,000	0000723533	0001098482	0001398659
9	GeneralAndAdministrativeExpense	0	3,101	5,033,336	331,224,950	881,028,000	0000723533	0001272550	0001443646
10	LaborExpense	0	0	0	105,280,150	2,043,063,000	0000723533	0001094238	0001470215
11	remainder_Expenses	-4,495,000	6,959	3,372,862	565,965,200	4,566,086,000	0001057379	0001438673	0001443646
12	RevenueFromContractWithCustomer	0	0	0	0	0	0000723533	0001272550	0000723533
13	RevenueFromReimbursement	0	0	0	0	0	0000723533	0001272550	0000723533
14	remainder_Revenues	0	0	5,133,146	1,334,554,650	3,259,451,000	0001094238	0001084554	0001470215
15	remainder_NetIncome	-4,970,000	-1,022,129	141,467	119,385,000	5,531,808,000	0001066104	0001083446	0001443646
16	remainder_ComprehensiveNetIncome	-1,635,000	-13,000	0	247,000	1,997,899	0001443646	0001272550	0001382219

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	13,530	58,035	21,050,980	2,806,800,400	5,098,950,000	0001400683	0001320760	0001470215
1	Liabilities	66,113	301,410	11,293,555	1,714,598,850	2,496,280,000	0001400683	0001320760	0001470215
2	Expenses	39,560	149,088	18,969,669	2,516,362,150	5,447,114,000	0001400683	0001098482	0001443646
3	Revenues	0	0	5,133,146	1,334,554,650	3,259,451,000	0001094238	0001084554	0001470215
4	StockholdersEquity	-5,235,722	-1,357,139	11,233,093	1,250,731,450	2,602,670,000	0001179090	0001366312	0001470215
5	NetIncome	-14,457,558	-7,548,602	174,038	153,842,300	196,725,000	0001179090	0001272550	0001470215
6	ComprehensiveNetIncome	-14,457,558	-7,548,602	649,479	153,270,050	196,725,000	0001179090	0001437226	0001470215
7	BaseVar	69,038	435,040	57,917,397	6,822,170,623	10,476,399,040	0001400683	0001094814	0001443646
8	EconomicCapitalRatio	-14.1	-7.17	0.789	2.20	2.62	0001438673	0001084554	0001304161

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	AssetsCurrent	-5.14	-3.17	-0.175	0.748	1.52	0001438673	0001272550	0001084554
1	IntangibleAssets	-4.51	-1.55	-0.134	0.825	0.979	0001438673	0001320760	0001019737
2	OperatingLeaseAssets	0	0	0	0	0	0000723533	0001272550	0000723533
3	AssetsNoncurrent	-3.35	-1.07	-0.131	0.365	1.10	0001438673	0001362004	0001366312
4	remainder_Assets	-1.49	-0.217	-0.0473	0.817	2.43	0001438673	0001094814	0001439264
5	LiabilitiesCurrent	-3.44	-1.47	0.267	1.73	3.00	0001438673	0001098482	0001388982
6	LiabilitiesNoncurrent	-2.87	-2.07	0.210	1.05	1.76	0001438673	0001502966	0001437226
7	remainder_Liabilities	-1.79	-1.32	0.167	4.38	8.66	0001083446	0001066104	0001439264
8	CostOfRevenue	-6.35	-1.56	0.221	0.723	1.13	0001437226	0001419275	0001438673
9	GeneralAndAdministrativeExpense	-2.85	-1.12	0.233	0.622	0.848	0001439264	0001382219	0000723533
10	LaborExpense	-1.13	-0.700	0.128	0.370	0.538	0000851520	0001094814	0001437226
11	remainder_Expenses	-7.02	-3.18	0.344	1.34	3.36	0001438673	0001304161	0001437226
12	RevenueFromContractWithCustomer	0	0	0	0	0	0000723533	0001272550	0000723533
13	RevenueFromReimbursement	0	0	0	0	0	0000723533	0001272550	0000723533
14	remainder_Revenues	-3.21	-1.95	0.0910	2.03	5.62	0001438673	0001419275	0001437226
15	remainder_NetIncome	-4.85	-0.879	-0.272	3.07	3.68	0001438673	0001066104	0001272550
16	remainder_ComprehensiveNetIncome	-0.0213	-0.0147	-0.00598	0.0121	0.0820	0001437226	0001019737	0001382219

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	-9.10	-3.92	-0.0555	0.848	0.917	0001438673	0001057379	0001366312
1	Liabilities	-5.49	-1.16	0.571	2.02	2.95	0001438673	0001019737	0001437226
2	Expenses	-4.80	-2.96	0.0172	0.720	0.932	0001438673	0001098482	0001304161
3	Revenues	-3.21	-1.95	0.0910	2.03	5.62	0001438673	0001419275	0001437226
4	StockholdersEquity	-3.06	-2.66	0.355	1.78	1.93	0001388982	0001437226	0001084554
5	NetIncome	-12.9	-4.58	0.632	1.32	2.50	0001438673	0001066104	0001437226
6	ComprehensiveNetIncome	-12.9	-4.59	0.628	1.31	2.47	0001438673	0001066104	0001437226
7	BaseVar	nan	nan	nan	nan	nan	0000723533	0001272550	0000723533
8	EconomicCapitalRatio	-13.6	-6.64	1.32	2.74	3.15	0001438673	0001084554	0001304161

2012

Logs

error	9 × No matching role found	input.sec.calculation_linkbase.expand_agg	0001310497 0001310497 0001399095 0001399095 0001088787 0001088787 0001498291 0001100778 0001491959
error	5 × Assets != LiabilitiesAndStockholdersEquity, ignoring company.	pre-agg	0001366312 0001398659 0001398659 0001398659 0001398659
error	2 × Negative Expenses, ignoring company.	pre-agg	0001228386 0001371489
warning	20 × The stock price does not exist	industry.us_generic	0001066104 0001272550 0001371489 0001388982 0001470215 0001533106 0001019737 0001094238 0001104265 0001164552 0001179090 0001366312 0001398659 0001400683 0001409253 0001438673 0001382219 0001094814 0001286345 0001567503
warning	11 × No stock price available	subcommand.plot	0001066104 0001228386 0001272550 0001388982 0001470215 0001533106 0001019737 0001094238 0001179090 0001400683 0001438673
warning	10 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0001066104 0001228386 0001272550 0001388982 0001019737 0001179090 0001398659 0001164012 0001286345 0001439264
warning	8 × Missing logo	subcommand.report	0001098482 0001272550 0001388982 0001443646 0001470215 0001094238 0001179090 0001400683
warning	6 × Ignoring company because Expenses is zero	pre-agg	0001164552 0001164552 0001164552 0001164552 0001164552 0001164012
warning	6 × Ignoring company because Assets is zero	pre-agg	0001104265 0001104265 0001104265 0001104265 0001104265 0001286345
warning	5 × No LiabilitiesAndStockholdersEquity node found	input.sec.calculation_linkbase.edgar_model_mapping	0001310497 0001399095 0001088787 0001498291 0001100778
warning	4 × Large missing amount for aggregate "Expenses" added to remainder.	industry.us_generic	0001228386 0001228386 0001228386 0001228386
warning	4 × Ignoring company because ECR is too negative	pre-agg	0001409253 0001409253 0001409253 0001409253
warning	3 × Zero effects	check_effects	{'var_name': 'OperatingLeaseAssets', 'zeros': '27 of 27'} {'var_name': 'RevenueFromContractWithCustomer', 'zeros': '27 of 27'} {'var_name': 'RevenueFromReimbursement', 'zeros': '27 of 27'}
warning	1 × Too many companies have an ECR < -100%	check_abs_values	{'quantile_095_val': -8.980823532184253}
warning	1 × Similarly named company. Duplicate?	None	0001289848
warning	1 × Ignoring company because Liabilities is zero	pre-agg	0001164012

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	AssetsCurrent	0	246	11,892,474	1,267,665,600	1,759,397,000	0001230524	0001013706	0001470215
1	IntangibleAssets	0	0	1,723,234	1,230,233,600	3,021,403,000	0001084554	0001179090	0001470215
2	OperatingLeaseAssets	0	0	0	0	0	0000851520	0001289848	0000851520
3	AssetsNoncurrent	0	1,938	859,728	213,591,300	418,687,000	0001400683	0001013706	0001470215
4	remainder_Assets	-14,309,446	0	2,283	32,818,700	157,491,000	0001272550	0001388982	0001470215
5	LiabilitiesCurrent	0	5,820	9,282,627	796,128,100	1,102,982,000	0001084554	0001320760	0001470215
6	LiabilitiesNoncurrent	0	0	137	510,068,300	1,159,878,000	0001057379	0001388982	0001443646
7	remainder_Liabilities	0	0	83,932	58,425,700	1,605,496,000	0001013706	0001304161	0001470215
8	CostOfRevenue	0	0	0	479,819,900	583,195,000	0000851520	0001094238	0001362004
9	GeneralAndAdministrativeExpense	0	334	3,843,989	278,659,200	903,721,000	0001304161	0001084554	0001443646
10	LaborExpense	0	0	0	123,311,600	2,067,689,000	0001019737	0001230524	0001470215
11	remainder_Expenses	-59,000	2,392	2,645,918	657,482,300	4,720,062,000	0001057379	0001320760	0001443646
12	RevenueFromContractWithCustomer	0	0	0	0	0	0000851520	0001289848	0000851520
13	RevenueFromReimbursement	0	0	0	0	0	0000851520	0001289848	0000851520
14	remainder_Revenues	0	0	531,037	909,385,400	3,417,736,000	0001094238	0001098482	0001470215
15	remainder_NetIncome	-10,048,000	-6,810,636	0	106,595,900	5,863,738,000	0001066104	0001502966	0001443646
16	remainder_ComprehensiveNetIncome	-337,703,000	-2,791,300	0	3,121,300	26,888,000	0001470215	0001533106	0001066104

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	4,890	11,337	16,420,202	2,717,028,400	5,356,978,000	0001228386	0001437226	0001470215
1	Liabilities	87,809	234,293	9,533,762	1,852,748,300	2,899,661,000	0001400683	0001437226	0001470215
2	Expenses	23,032	121,159	15,015,215	2,490,532,300	5,623,783,000	0001400683	0001179090	0001443646
3	Revenues	0	0	531,037	909,385,400	3,417,736,000	0001094238	0001098482	0001470215
4	StockholdersEquity	-1,827,643	-1,603,186	6,902,570	997,552,400	2,457,317,000	0001179090	0001437226	0001470215
5	NetIncome	-9,999,599	-8,747,270	-22,621	182,458,200	260,476,000	0001098482	0001400683	0001470215
6	ComprehensiveNetIncome	-77,227,000	-9,874,054	-324,904	60,464,100	236,693,000	0001470215	0001502966	0001443646
7	BaseVar	66,725	629,784	41,621,548	7,035,560,442	10,995,562,260	0001400683	0001272550	0001443646
8	EconomicCapitalRatio	-21.8	-8.98	0.219	1.84	2.92	0001388982	0001066104	0001304161

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	AssetsCurrent	-11.7	-3.79	-0.159	0.597	2.17	0001388982	0001320760	0001084554
1	IntangibleAssets	-9.55	-3.16	-0.381	0.860	1.02	0001388982	0001084554	0001272550
2	OperatingLeaseAssets	0	0	0	0	0	0000851520	0001289848	0000851520
3	AssetsNoncurrent	-5.30	-1.57	-0.140	1.39	2.07	0001388982	0001013706	0001098482
4	remainder_Assets	-1.16	-0.556	-0.0258	0.772	2.09	0001388982	0001362004	0001533106
5	LiabilitiesCurrent	-5.07	-0.759	0.503	5.61	7.97	0001388982	0001228386	0001438673
6	LiabilitiesNoncurrent	-6.23	-1.49	0.181	0.764	1.55	0001388982	0001272550	0001437226
7	remainder_Liabilities	-11.0	-2.22	0.124	0.443	1.02	0001228386	0001439264	0001437226
8	CostOfRevenue	-7.43	-2.63	0.294	0.994	1.53	0001437226	0001098482	0001388982
9	GeneralAndAdministrativeExpense	-1.95	-1.28	0.196	0.575	1.69	0001533106	0001289848	0001388982
10	LaborExpense	-1.05	-0.915	0.139	0.489	0.614	0001179090	0001019737	0001437226
11	remainder_Expenses	-4.83	-2.36	0.282	2.90	3.77	0001533106	0001084554	0001437226
12	RevenueFromContractWithCustomer	0	0	0	0	0	0000851520	0001289848	0000851520
13	RevenueFromReimbursement	0	0	0	0	0	0000851520	0001289848	0000851520
14	remainder_Revenues	-3.92	-1.78	0.0852	2.62	6.84	0001388982	0001066104	0001437226
15	remainder_NetIncome	-19.4	-0.740	-0.0839	2.44	3.96	0001388982	0001502966	0001094238
16	remainder_ComprehensiveNetIncome	-0.114	-0.0298	0.00511	0.0212	0.0336	0001470215	0001230524	0001066104

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	-16.1	-5.56	-0.256	1.04	1.72	0001388982	0001443646	0001371489
1	Liabilities	-9.53	-2.21	0.709	2.88	3.40	0001388982	0001083446	0001438673
2	Expenses	-5.36	-2.23	-0.0904	0.853	7.17	0001533106	0001439264	0001388982
3	Revenues	-3.92	-1.78	0.0852	2.62	6.84	0001388982	0001066104	0001437226
4	StockholdersEquity	-3.14	-3.04	0.517	2.08	2.79	0001438673	0001371489	0001084554
5	NetIncome	-16.1	-5.52	0.773	2.36	3.99	0001388982	0001470215	0001437226
6	ComprehensiveNetIncome	-16.1	-5.51	0.659	2.37	4.02	0001388982	0001470215	0001437226
7	BaseVar	nan	nan	nan	nan	nan	0000851520	0001289848	0000851520
8	EconomicCapitalRatio	-20.3	-7.46	1.74	3.36	4.44	0001388982	0001066104	0001304161

2013

Logs

error	5 × No matching role found	input.sec.calculation_linkbase.expand_agg	0001501489 0001501489 0001399095 0001100778 0001458023
error	4 × Assets != LiabilitiesAndStockholdersEquity, ignoring company.	pre-agg	0001366312 0001398659 0001398659 0001398659
error	2 × Negative Expenses, ignoring company.	pre-agg	0001228386 0001371489
error	1 × Unusually strong effect	check_effects	{'var_name': 'EconomicCapitalRatio', 'quantile_value': '-10.4', 'quantile': 0.05}
warning	22 × The stock price does not exist	industry.us_generic	0001066104 0001272550 0001371489 0001382219 0001388982 0001470215 0001533106 0001019737 0001094814 0001104265 0001164552 0001179090 0001286345 0001366312 0001398659 0001409253 0001567503 0001230524 0001600347 0001094238 0001400683 0001438673
warning	15 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0001066104 0001164012 0001228386 0001272550 0001388982 0001019737 0001179090 0001286345 0001398659 0001501489 0001537511 0000723533 0001096132 0001590565 0001439264
warning	12 × No stock price available	subcommand.plot	0001066104 0001272550 0001382219 0001388982 0001470215 0001533106 0001019737 0001094814 0001179090 0001286345 0001366312 0001567503
warning	8 × Ignoring company because Expenses is zero	pre-agg	0001164012 0001164552 0001164552 0001164552 0001164552 0001164552 0001164552 0001230524
warning	7 × Missing logo	subcommand.report	0001272550 0001382219 0001388982 0001443646 0001470215 0001179090 0001366312
warning	7 × Ignoring company because Assets is zero	pre-agg	0001104265 0001104265 0001104265 0001104265 0001104265 0001104265 0001286345
warning	4 × No LiabilitiesAndStockholdersEquity node found	input.sec.calculation_linkbase.edgar_model_mapping	0001164012 0001501489 0001100778 0001458023
warning	3 × Zero effects	check_effects	{'var_name': 'OperatingLeaseAssets', 'zeros': '26 of 26'} {'var_name': 'RevenueFromContractWithCustomer', 'zeros': '26 of 26'} {'var_name': 'RevenueFromReimbursement', 'zeros': '26 of 26'}
warning	3 × Large missing amount for aggregate "Expenses" added to remainder.	industry.us_generic	0001228386 0001228386 0001228386
warning	3 × Ignoring company because ECR is too negative	pre-agg	0001409253 0001409253 0001409253
warning	2 × Similarly named company. Duplicate?	None	0001366312 0001289848
warning	1 × Too many companies have an ECR < -100%	check_abs_values	{'quantile_095_val': -11.440733590393952}
warning	1 × Large missing amount for aggregate "Assets" added to remainder.	industry.us_generic	0001537511
warning	1 × Ignoring company because Liabilities is zero	pre-agg	0001164012

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	AssetsCurrent	0	5,003	13,370,795	1,183,806,250	1,712,221,000	0001230524	0001320760	0001470215
1	IntangibleAssets	0	0	1,981,490	1,323,308,500	2,906,693,000	0001084554	0001320760	0001470215
2	OperatingLeaseAssets	0	0	0	0	0	0001013706	0001289848	0001013706
3	AssetsNoncurrent	0	50.2	1,082,601	214,118,500	626,850,000	0001084554	0001013706	0001470215
4	remainder_Assets	-10,660,139	-3,121,544	1,099	9,696,250	86,313,000	0001272550	0001388982	0001470215
5	LiabilitiesCurrent	0	13,953	7,212,362	867,085,000	1,112,873,000	0001084554	0001437226	0001470215
6	LiabilitiesNoncurrent	0	0	167,737	522,421,000	1,929,071,000	0001057379	0001533106	0001443646
7	remainder_Liabilities	0	0	0	54,901,750	1,247,620,000	0001013706	0001272550	0001470215
8	CostOfRevenue	0	0	0	507,454,250	591,516,000	0001013706	0001083446	0001362004
9	GeneralAndAdministrativeExpense	0	0	3,129,736	295,700,750	833,986,000	0001094814	0001083446	0001443646
10	LaborExpense	0	0	0	10,700,248	2,085,188,000	0001019737	0001272550	0001470215
11	remainder_Expenses	1,281	12,400	4,997,151	661,508,500	4,697,376,000	0001388982	0001179090	0001443646
12	RevenueFromContractWithCustomer	0	0	0	0	0	0001013706	0001289848	0001013706
13	RevenueFromReimbursement	0	0	0	0	0	0001013706	0001289848	0001013706
14	remainder_Revenues	0	0	1,811,593	920,873,500	3,432,515,000	0001094814	0001084554	0001470215
15	remainder_NetIncome	-30,275,000	-6,689,958	-35,880	30,764,106	5,750,420,000	0001066104	0001362004	0001443646
16	remainder_ComprehensiveNetIncome	-5,072,000	-564,000	0	11,966,889	54,441,000	0001443646	0001179090	0001470215

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	2,178	7,352	22,933,640	2,729,064,750	5,332,077,000	0001567503	0001272550	0001470215
1	Liabilities	2,204	156,058	9,294,865	2,251,415,500	2,950,735,000	0001567503	0001094814	0001443646
2	Expenses	29,647	96,058	16,796,808	2,589,823,000	5,531,362,000	0001567503	0001366312	0001443646
3	Revenues	0	0	1,811,593	920,873,500	3,432,515,000	0001094814	0001084554	0001470215
4	StockholdersEquity	-1,420,967	-935,905	9,341,897	580,372,250	2,744,834,000	0001533106	0001437226	0001470215
5	NetIncome	-16,431,320	-8,210,036	-108,046	180,901,750	315,652,000	0001382219	0001567503	0001470215
6	ComprehensiveNetIncome	-15,429,764	-8,210,036	-108,046	177,238,250	370,093,000	0001382219	0001567503	0001470215
7	BaseVar	28,195	782,272	49,629,992	7,192,081,640	11,190,666,380	0001567503	0001366312	0001443646
8	EconomicCapitalRatio	-15.3	-11.4	0.228	1.74	2.92	0001567503	0001366312	0001304161

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	AssetsCurrent	-9.62	-6.32	-0.292	1.07	2.13	0001567503	0001057379	0001084554
1	IntangibleAssets	-8.03	-4.16	-0.193	0.651	0.770	0001567503	0001382219	0001019737
2	OperatingLeaseAssets	0	0	0	0	0	0001013706	0001289848	0001013706
3	AssetsNoncurrent	-6.02	-2.85	-0.162	1.47	3.03	0001567503	0001057379	0001286345
4	remainder_Assets	-0.507	-0.192	0.0202	0.301	0.371	0001272550	0001320760	0001084554
5	LiabilitiesCurrent	-5.79	-0.684	0.595	2.34	3.33	0001567503	0001179090	0001230524
6	LiabilitiesNoncurrent	-3.89	-1.90	0.0790	0.600	1.60	0001567503	0001094814	0001437226
7	remainder_Liabilities	-1.45	-0.704	0.0703	0.218	0.598	0001567503	0001362004	0001437226
8	CostOfRevenue	-8.05	-2.24	0.216	1.32	2.02	0001437226	0001304161	0001567503
9	GeneralAndAdministrativeExpense	-9.90	-1.22	0.224	1.01	1.04	0001567503	0001371489	0001437226
10	LaborExpense	-4.41	-0.609	0.119	0.475	0.557	0001179090	0001019737	0001437226
11	remainder_Expenses	-4.07	-2.89	0.0658	1.32	3.44	0001230524	0001066104	0001437226
12	RevenueFromContractWithCustomer	0	0	0	0	0	0001013706	0001289848	0001013706
13	RevenueFromReimbursement	0	0	0	0	0	0001013706	0001289848	0001013706
14	remainder_Revenues	-3.35	-1.90	-0.0901	2.12	7.49	0001179090	0001366312	0001437226
15	remainder_NetIncome	-4.93	-2.47	-0.119	2.46	6.72	0001230524	0001362004	0001179090
16	remainder_ComprehensiveNetIncome	-0.0283	-0.0260	-0.00743	0.0145	0.0528	0001437226	0001371489	0001382219

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	-12.9	-8.44	-0.181	1.71	1.96	0001567503	0001362004	0001286345
1	Liabilities	-7.31	-1.10	0.566	1.72	3.12	0001567503	0001289848	0001437226
2	Expenses	-10.7	-2.95	-0.139	0.714	0.836	0001567503	0001443646	0001304161
3	Revenues	-3.35	-1.90	-0.0901	2.12	7.49	0001179090	0001366312	0001437226
4	StockholdersEquity	-4.47	-3.22	0.128	2.08	2.36	0001230524	0001382219	0001286345
5	NetIncome	-11.7	-7.17	0.481	1.98	4.12	0001567503	0001066104	0001437226
6	ComprehensiveNetIncome	-11.7	-7.18	0.484	1.97	4.10	0001567503	0001066104	0001437226
7	BaseVar	nan	nan	nan	nan	nan	0001013706	0001289848	0001013706
8	EconomicCapitalRatio	-14.2	-10.4	1.31	2.82	4.00	0001567503	0001366312	0001304161

2014

Logs

error	3 × No matching role found	input.sec.calculation_linkbase.expand_agg	0001584618 0001399095 0001088787
error	3 × Negative Expenses, ignoring company.	pre-agg	0001371489 0001228386 0001438673
error	3 × Assets != LiabilitiesAndStockholdersEquity, ignoring company.	pre-agg	0001398659 0001398659 0001366312
error	1 × No NetIncome node found, ignoring company.	input.sec.calculation_linkbase.edgar_model_mapping	0001592782
warning	25 × The stock price does not exist	industry.us_generic	0001066104 0001272550 0001371489 0001382219 0001470215 0001019737 0001104265 0001164552 0001230524 0001286345 0001533106 0001600347 0001604738 0001094814 0001438673 0001567503 0001574910 0001602813 0001398659 0001094238 0001179090 0001366312 0001388982 0001400683 0001409253
warning	20 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0001066104 0001272550 0001382219 0001501489 0001537511 0000723533 0001019737 0001096132 0001286345 0001590565 0001094814 0001228386 0001438673 0001567503 0001607450 0001398659 0001164012 0001179090 0001388982 0001439264
warning	14 × No stock price available	subcommand.plot	0001066104 0001272550 0001382219 0001470215 0001501489 0001537511 0000723533 0001019737 0001096132 0001286345 0001533106 0001590565 0001600347 0001599407
warning	10 × Ignoring company because Expenses is zero	pre-agg	0001164552 0001164552 0001164552 0001164552 0001164552 0001230524 0001230524 0001230524 0001230524 0001164012
warning	7 × Missing logo	subcommand.report	0001272550 0001382219 0001443646 0001470215 0001501489 0001537511 0000723533
warning	6 × Ignoring company because Assets is zero	pre-agg	0001104265 0001104265 0001104265 0001104265 0001104265 0001286345
warning	4 × Large missing amount for aggregate "Assets" added to remainder.	industry.us_generic	0001537511 0001537511 0001537511 0001537511
warning	3 × Zero effects	check_effects	{'var_name': 'OperatingLeaseAssets', 'zeros': '28 of 28'} {'var_name': 'RevenueFromContractWithCustomer', 'zeros': '28 of 28'} {'var_name': 'RevenueFromReimbursement', 'zeros': '28 of 28'}
warning	3 × Large missing amount for aggregate "Expenses" added to remainder.	industry.us_generic	0001632121 0001228386 0001228386
warning	2 × Ignoring company because ECR is too negative	pre-agg	0001409253 0001409253
warning	1 × Too many companies have an ECR < -100%	check_abs_values	{'quantile_095_val': -4.586268942599746}
warning	1 × Similarly named company. Duplicate?	None	0001289848
warning	1 × No LiabilitiesAndStockholdersEquity node found	input.sec.calculation_linkbase.edgar_model_mapping	0001088787
warning	1 × Ignoring company because Liabilities is zero	pre-agg	0001164012

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	AssetsCurrent	0	41,984	6,681,697	1,232,362,850	1,808,498,000	0000723533	0001320760	0001470215
1	IntangibleAssets	0	0	161,982	1,381,654,700	2,970,351,000	0000723533	0001501489	0001470215
2	OperatingLeaseAssets	0	0	0	0	0	0000723533	0001320760	0000723533
3	AssetsNoncurrent	0	0	731,162	276,275,050	769,834,000	0000723533	0001320760	0001470215
4	remainder_Assets	-4,503,800	-191,225	19,269	57,869,900	79,103,000	0001272550	0000723533	0001470215
5	LiabilitiesCurrent	0	0	2,550,995	814,365,350	1,034,599,000	0000723533	0001304161	0001470215
6	LiabilitiesNoncurrent	0	0	336,283	751,463,050	1,786,441,000	0000723533	0001419275	0001443646
7	remainder_Liabilities	0	0	0	59,423,100	1,193,983,000	0001013706	0001371489	0001470215
8	CostOfRevenue	0	0	0	629,735,150	1,378,088,000	0000723533	0001272550	0001398659
9	GeneralAndAdministrativeExpense	0	0	3,424,151	491,776,700	742,527,000	0001304161	0001084554	0001443646
10	LaborExpense	0	0	0	124,216,850	2,106,431,000	0000723533	0001304161	0001470215
11	remainder_Expenses	2,610	29,672	3,941,617	609,474,400	4,502,184,000	0000723533	0001371489	0001443646
12	RevenueFromContractWithCustomer	0	0	0	0	0	0000723533	0001320760	0000723533
13	RevenueFromReimbursement	0	0	0	0	0	0000723533	0001320760	0000723533
14	remainder_Revenues	0	0	2,045,648	1,849,181,600	3,481,912,000	0000723533	0001537511	0001470215
15	remainder_NetIncome	-37,571,000	-6,080,450	0	16,069,700	5,476,899,000	0001398659	0001502966	0001443646
16	remainder_ComprehensiveNetIncome	-48,876,000	-2,573,950	0	4,773,800	102,748,000	0001066104	0000723533	0001470215

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	35,363	47,155	9,951,704	2,871,419,650	5,627,786,000	0000723533	0001320760	0001470215
1	Liabilities	17,085	44,113	5,906,876	2,146,034,400	2,769,182,000	0000723533	0001437226	0001443646
2	Expenses	22,044	158,127	8,647,793	2,754,938,200	5,244,711,000	0000723533	0001382219	0001443646
3	Revenues	0	0	2,045,648	1,849,181,600	3,481,912,000	0000723533	0001537511	0001470215
4	StockholdersEquity	-5,480,525	-2,402,131	5,443,469	1,045,560,300	3,110,949,000	0001272550	0001502966	0001470215
5	NetIncome	-36,398,000	-17,569,733	-37,523	218,182,050	366,314,000	0001019737	0000723533	0001470215
6	ComprehensiveNetIncome	-39,141,000	-17,569,733	-37,523	222,830,200	469,062,000	0001019737	0000723533	0001470215
7	BaseVar	42,096	240,300	24,966,525	7,635,986,525	10,579,707,920	0000723533	0001083446	0001443646
8	EconomicCapitalRatio	-18.3	-4.59	0.355	2.47	3.00	0001096132	0001084554	0001286345

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	AssetsCurrent	-12.7	-2.81	-0.261	1.60	3.19	0001096132	0001398659	0001502966
1	IntangibleAssets	-8.05	-1.45	-0.133	0.812	0.991	0001096132	0001502966	0001362004
2	OperatingLeaseAssets	0	0	0	0	0	0000723533	0001320760	0000723533
3	AssetsNoncurrent	-7.61	-1.30	-0.196	0.598	1.36	0001096132	0001362004	0001286345
4	remainder_Assets	-1.04	-0.764	-0.0936	2.38	5.94	0001272550	0001289848	0000723533
5	LiabilitiesCurrent	-7.26	-1.56	0.339	2.10	2.81	0001096132	0001398659	0001533106
6	LiabilitiesNoncurrent	-5.00	-0.852	0.101	0.653	1.72	0001096132	0001600347	0001437226
7	remainder_Liabilities	-2.34	-1.07	0.0576	0.263	0.319	0001096132	0001371489	0001382219
8	CostOfRevenue	-8.37	-1.48	0.216	0.824	1.38	0001437226	0001502966	0001096132
9	GeneralAndAdministrativeExpense	-2.41	-1.08	0.239	0.899	1.14	0001096132	0001590565	0001437226
10	LaborExpense	-1.08	-0.606	0.0811	0.345	0.408	0000851520	0001533106	0001437226
11	remainder_Expenses	-11.9	-3.05	0.272	0.861	4.33	0001096132	0001600347	0001437226
12	RevenueFromContractWithCustomer	0	0	0	0	0	0000723533	0001320760	0000723533
13	RevenueFromReimbursement	0	0	0	0	0	0000723533	0001320760	0000723533
14	remainder_Revenues	-4.72	-1.26	0.262	3.36	7.09	0001096132	0001599407	0001437226
15	remainder_NetIncome	-1.36	-0.666	-0.0662	0.755	2.67	0001533106	0001501489	0001443646
16	remainder_ComprehensiveNetIncome	-0.0504	-0.0192	0.00408	0.0182	0.0398	0001066104	0001084554	0001470215

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	-15.3	-3.66	-0.185	1.09	1.35	0001096132	0001362004	0001502966
1	Liabilities	-9.30	-1.47	0.186	2.37	3.14	0001096132	0001362004	0001437226
2	Expenses	-12.5	-2.30	-0.0470	0.689	0.797	0001096132	0001083446	0001304161
3	Revenues	-4.72	-1.26	0.262	3.36	7.09	0001096132	0001599407	0001437226
4	StockholdersEquity	-5.62	-3.67	-0.225	2.20	2.73	0001419275	0001501489	0001286345
5	NetIncome	-16.2	-1.75	0.524	2.22	4.27	0001096132	0001304161	0001437226
6	ComprehensiveNetIncome	-16.2	-1.75	0.502	2.23	4.28	0001096132	0001066104	0001437226
7	BaseVar	nan	nan	nan	nan	nan	0000723533	0001320760	0000723533
8	EconomicCapitalRatio	-17.6	-3.94	1.000	3.12	3.65	0001096132	0001084554	0001286345

2015

Logs

error	3 × Negative Expenses, ignoring company.	pre-agg	0001371489 0001228386 0001438673
error	3 × Assets != LiabilitiesAndStockholdersEquity, ignoring company.	pre-agg	0001398659 0001398659 0001366312
error	2 × No matching role found	input.sec.calculation_linkbase.expand_agg	0001584618 0001088787
error	2 × No NetIncome node found, ignoring company.	input.sec.calculation_linkbase.edgar_model_mapping	0001592782 0001600347
warning	26 × The stock price does not exist	industry.us_generic	0001066104 0001272550 0001286345 0001371489 0001382219 0001604738 0001019737 0001094814 0001104265 0001230524 0001438673 0001533106 0001567503 0001574910 0001602813 0001409253 0001592782 0001600347 0001398659 0001094238 0001164552 0001179090 0001366312 0001388982 0001400683 0001470215
warning	23 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0001066104 0001272550 0001286345 0001382219 0001501489 0001537511 0001019737 0001094814 0001228386 0001438673 0001567503 0001590565 0001607450 0001096132 0001560449 0001600347 0001629606 0001398659 0001164012 0001179090 0001388982 0001439264 0000723533
warning	22 × No stock price available	subcommand.plot	0001066104 0001272550 0001286345 0001382219 0001501489 0001537511 0001604738 0001622879 0001632121 0001019737 0001094814 0001104265 0001228386 0001533106 0001567503 0001574910 0001590565 0001602813 0001607450 0001630212 0001599407 0001620749
warning	8 × Ignoring company because Expenses is zero	pre-agg	0001230524 0001230524 0001230524 0001164012 0001164552 0001164552 0001164552 0001164552
warning	6 × Missing logo	subcommand.report	0001272550 0001382219 0001443646 0001501489 0001537511 0001630212
warning	6 × Ignoring company because Assets is zero	pre-agg	0001286345 0001104265 0001104265 0001104265 0001104265 0001409253
warning	3 × Zero effects	check_effects	{'var_name': 'OperatingLeaseAssets', 'zeros': '35 of 35'} {'var_name': 'RevenueFromContractWithCustomer', 'zeros': '35 of 35'} {'var_name': 'RevenueFromReimbursement', 'zeros': '35 of 35'}
warning	3 × Large missing amount for aggregate "Expenses" added to remainder.	industry.us_generic	0001632121 0001228386 0001228386
warning	3 × Large missing amount for aggregate "Assets" added to remainder.	industry.us_generic	0001537511 0001537511 0001537511
warning	2 × Similarly named company. Duplicate?	None	0001567503 0001607450
warning	2 × Ignoring company because ECR is too negative	pre-agg	0001409253 0001409253
warning	1 × Too many companies have an ECR < -100%	check_abs_values	{'quantile_095_val': -7.214540794702365}
warning	1 × No LiabilitiesAndStockholdersEquity node found	input.sec.calculation_linkbase.edgar_model_mapping	0001088787
warning	1 × Ignoring company because Liabilities is zero	pre-agg	0001164012

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	AssetsCurrent	194	3,965	1,712,299	659,259,100	1,195,069,000	0001630212	0001104265	0001398659
1	IntangibleAssets	0	0	294,919	863,496,200	1,523,613,000	0001084554	0001501489	0001443646
2	OperatingLeaseAssets	0	0	0	0	0	0000851520	0001398659	0000851520
3	AssetsNoncurrent	0	0	656,371	168,720,100	355,401,000	0001084554	0001437226	0001398659
4	remainder_Assets	-21,077,793	-7,989,607	0.0204	42,050,600	106,072,000	0001272550	0001567503	0001398659
5	LiabilitiesCurrent	4,648	7,718	2,286,913	597,034,800	848,994,000	0001607450	0001533106	0001443646
6	LiabilitiesNoncurrent	0	0	84,120	732,575,000	1,770,046,000	0001057379	0001537511	0001443646
7	remainder_Liabilities	0	0	0	31,840,400	58,444,000	0001013706	0001094814	0001443646
8	CostOfRevenue	0	0	0	426,351,500	694,436,000	0000851520	0001371489	0001362004
9	GeneralAndAdministrativeExpense	0	0	582,522	201,971,100	752,912,000	0001304161	0001501489	0001443646
10	LaborExpense	0	0	0	23,037,600	183,533,000	0001019737	0001371489	0000851520
11	remainder_Expenses	-294,236	0	1,672,797	159,949,400	4,288,217,000	0001286345	0001437226	0001443646
12	RevenueFromContractWithCustomer	0	0	0	0	0	0000851520	0001398659	0000851520
13	RevenueFromReimbursement	0	0	0	0	0	0000851520	0001398659	0000851520
14	remainder_Revenues	0	0	836,031	922,170,400	1,132,232,000	0001228386	0001622879	0001362004
15	remainder_NetIncome	-21,630,000	-8,800,954	0	112,956,406	5,273,698,000	0001066104	0001590565	0001443646
16	remainder_ComprehensiveNetIncome	-39,367,000	-8,163,900	0	45,469	10,854,000	0001066104	0001567503	0001604738

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	194	4,222	6,832,200	1,775,033,100	2,863,982,000	0001630212	0001286345	0001443646
1	Liabilities	5,600	9,994	3,706,814	1,353,152,400	2,677,484,000	0001630212	0001084554	0001443646
2	Expenses	21,857	42,013	3,938,231	927,315,000	5,041,129,000	0001228386	0001104265	0001443646
3	Revenues	0	0	836,031	922,170,400	1,132,232,000	0001228386	0001622879	0001362004
4	StockholdersEquity	-1,631,600	-1,142,849	455,268	544,354,600	1,304,356,000	0001537511	0001622879	0001398659
5	NetIncome	-17,111,290	-9,449,818	-46,721	134,540,300	239,817,000	0001382219	0001607450	0001398659
6	ComprehensiveNetIncome	-17,111,290	-5,482,844	-46,721	104,222,100	239,817,000	0001382219	0001607450	0001398659
7	BaseVar	25,221	53,395	11,701,100	2,483,652,382	10,208,585,000	0001630212	0001537511	0001443646
8	EconomicCapitalRatio	-18.4	-7.21	0.111	2.92	3.34	0001630212	0001066104	0001622879

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	AssetsCurrent	-10.7	-2.29	-0.339	0.956	1.10	0001630212	0001013706	0001304161
1	IntangibleAssets	-8.49	-2.36	-0.420	0.607	0.735	0001630212	0001437226	0001272550
2	OperatingLeaseAssets	0	0	0	0	0	0000851520	0001398659	0000851520
3	AssetsNoncurrent	-6.48	-1.70	-0.372	0.854	1.78	0001630212	0001228386	0001272550
4	remainder_Assets	-0.705	-0.474	0.369	2.68	6.28	0001382219	0001599407	0001630212
5	LiabilitiesCurrent	-2.70	-0.459	0.490	2.10	2.95	0001630212	0001419275	0001632121
6	LiabilitiesNoncurrent	-4.18	-1.02	0.0179	0.891	2.76	0001630212	0001567503	0001607450
7	remainder_Liabilities	-0.795	-0.333	0.0279	0.153	0.226	0001630212	0001537511	0001622879
8	CostOfRevenue	-4.19	-1.35	0.165	0.432	0.647	0001437226	0001620749	0001630212
9	GeneralAndAdministrativeExpense	-12.8	-1.38	0.272	1.19	1.53	0001630212	0001320760	0001590565
10	LaborExpense	-1.02	-0.572	0.0677	0.154	0.210	0000851520	0001533106	0001630212
11	remainder_Expenses	-6.64	-1.78	0.0575	1.61	2.91	0001590565	0001622879	0001630212
12	RevenueFromContractWithCustomer	0	0	0	0	0	0000851520	0001398659	0000851520
13	RevenueFromReimbursement	0	0	0	0	0	0000851520	0001398659	0000851520
14	remainder_Revenues	-3.17	-1.51	-0.0975	2.93	3.36	0001630212	0001501489	0001437226
15	remainder_NetIncome	-0.820	-0.546	-0.154	1.29	2.55	0001533106	0001362004	0001443646
16	remainder_ComprehensiveNetIncome	-0.0558	-0.0392	0.000748	0.00541	0.159	0001622879	0001567503	0001604738

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	-14.0	-4.14	-0.471	1.13	1.47	0001630212	0001620749	0001371489
1	Liabilities	-5.99	-1.09	0.593	1.90	3.27	0001630212	0001083446	0001622879
2	Expenses	-8.98	-2.57	-0.0966	0.792	1.01	0001630212	0001083446	0001533106
3	Revenues	-3.17	-1.51	-0.0975	2.93	3.36	0001630212	0001501489	0001437226
4	StockholdersEquity	-3.78	-3.06	-0.236	2.43	3.08	0001630212	0001443646	0001286345
5	NetIncome	-12.6	-3.83	0.481	2.32	2.69	0001630212	0001604738	0001419275
6	ComprehensiveNetIncome	-12.6	-3.83	0.525	2.28	2.70	0001630212	0001398659	0001419275
7	BaseVar	nan	nan	nan	nan	nan	0000851520	0001398659	0000851520
8	EconomicCapitalRatio	-17.1	-5.98	1.35	4.15	4.57	0001630212	0001066104	0001622879

2016

Logs

error	3 × Negative Expenses, ignoring company.	pre-agg	0001371489 0001228386 0001438673
error	3 × Assets != LiabilitiesAndStockholdersEquity, ignoring company.	pre-agg	0001398659 0001398659 0001366312
error	2 × No matching role found	input.sec.calculation_linkbase.expand_agg	0001630212 0001657045
error	1 × Median ECR is negative	check_abs_values	{'median': -0.5337245516094372}
warning	26 × The stock price does not exist	industry.us_generic	0001066104 0001371489 0001533106 0001019737 0001094814 0001104265 0001286345 0001409253 0001438673 0001567503 0001592782 0001600347 0001602813 0001604738 0001574910 0001398659 0001272550 0001382219 0001094238 0001164552 0001179090 0001366312 0001388982 0001400683 0001470215 0001230524
warning	25 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0001066104 0001019737 0001094814 0001096132 0001228386 0001286345 0001438673 0001560449 0001567503 0001600347 0001607450 0001629606 0001100778 0001590565 0001653099 0001398659 0001164012 0001272550 0001382219 0001179090 0001388982 0001439264 0001501489 0001537511 0000723533
warning	20 × No stock price available	subcommand.plot	0001066104 0001533106 0001622879 0001019737 0001094814 0001096132 0001104265 0001228386 0001286345 0001438673 0001560449 0001567503 0001592782 0001600347 0001602813 0001604738 0001607450 0001629606 0001599407 0001620749
warning	7 × Ignoring company because Expenses is zero	pre-agg	0001164012 0001164552 0001164552 0001164552 0001164552 0001230524 0001230524
warning	6 × Ignoring company because Assets is zero	pre-agg	0001104265 0001104265 0001104265 0001104265 0001286345 0001409253
warning	4 × Large missing amount for aggregate "Expenses" added to remainder.	industry.us_generic	0001228386 0001228386 0001100778 0001632121
warning	3 × Zero effects	check_effects	{'var_name': 'OperatingLeaseAssets', 'zeros': '34 of 34'} {'var_name': 'RevenueFromContractWithCustomer', 'zeros': '34 of 34'} {'var_name': 'RevenueFromReimbursement', 'zeros': '34 of 34'}
warning	3 × Large missing amount for aggregate "Assets" added to remainder.	industry.us_generic	0001100778 0001537511 0001537511
warning	2 × Similarly named company. Duplicate?	None	0001567503 0001607450
warning	2 × Ignoring company because ECR is too negative	pre-agg	0001409253 0001409253
warning	1 × Too many companies have an ECR < -100%	check_abs_values	{'quantile_095_val': -7.873471320697618}
warning	1 × Ignoring company because Liabilities is zero	pre-agg	0001164012

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	AssetsCurrent	5.00	65.6	1,333,602	358,675,200	1,227,037,000	0001228386	0001104265	0001398659
1	IntangibleAssets	0	0	0	736,604,800	1,141,457,000	0001084554	0001620749	0001398659
2	OperatingLeaseAssets	0	0	0	0	0	0000851520	0001371489	0000851520
3	AssetsNoncurrent	0	0	53,434	187,463,100	442,443,000	0001084554	0001419275	0001398659
4	remainder_Assets	-3,708	0	0	61,052,500	83,319,000	0001622879	0001104265	0000851520
5	LiabilitiesCurrent	10,298	28,148	1,987,771	337,009,450	731,355,000	0001602813	0001304161	0001398659
6	LiabilitiesNoncurrent	0	0	0	475,616,150	976,574,000	0001057379	0001096132	0001066104
7	remainder_Liabilities	0	0	0	30,340,300	62,807,000	0001013706	0001104265	0001644378
8	CostOfRevenue	0	0	0	478,510,350	745,137,000	0000851520	0001013706	0001362004
9	GeneralAndAdministrativeExpense	0	0	483,854	135,640,200	328,048,000	0001304161	0001508348	0001362004
10	LaborExpense	0	0	0	28,033,050	193,397,000	0001019737	0001362004	0000851520
11	remainder_Expenses	0	26,276	1,450,779	94,974,250	498,911,000	0001228386	0001437226	0001066104
12	RevenueFromContractWithCustomer	0	0	0	0	0	0000851520	0001371489	0000851520
13	RevenueFromReimbursement	0	0	0	0	0	0000851520	0001371489	0000851520
14	remainder_Revenues	0	0	696,443	979,434,100	1,185,097,000	0001228386	0001084554	0001362004
15	remainder_NetIncome	-23,491,000	-6,956,116	-173	3,765,350	329,645,000	0001066104	0001602813	0001398659
16	remainder_ComprehensiveNetIncome	-95,042,000	-35,408,750	0	29,033	10,007,000	0001066104	0001560449	0001604738

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	5.00	65.6	3,803,172	1,200,028,350	2,885,880,000	0001228386	0001508348	0001398659
1	Liabilities	10,298	28,148	2,979,639	893,351,250	1,594,712,000	0001602813	0001508348	0001398659
2	Expenses	26,143	42,830	4,652,320	967,026,850	1,139,697,000	0001560449	0001286345	0001362004
3	Revenues	0	0	696,443	979,434,100	1,185,097,000	0001228386	0001084554	0001362004
4	StockholdersEquity	-174,930,000	-3,140,735	-1,552	589,969,550	1,291,168,000	0001066104	0001602813	0001398659
5	NetIncome	-34,658,000	-12,921,000	-258,409	80,590,050	267,547,000	0001066104	0001304161	0001398659
6	ComprehensiveNetIncome	-129,700,000	-10,634,103	-227,876	47,311,550	267,547,000	0001066104	0001304161	0001398659
7	BaseVar	34,142	56,994	12,438,631	2,494,056,122	2,961,144,360	0001560449	0001304161	0001066104
8	EconomicCapitalRatio	-27.9	-7.87	-0.534	1.95	2.63	0001286345	0001592782	0001304161

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	AssetsCurrent	-17.7	-2.90	-0.353	1.35	2.17	0001286345	0001083446	0001620749
1	IntangibleAssets	-9.84	-1.59	-0.269	0.919	1.06	0001286345	0001620749	0001362004
2	OperatingLeaseAssets	0	0	0	0	0	0000851520	0001371489	0000851520
3	AssetsNoncurrent	-5.54	-0.794	-0.151	0.136	0.698	0001286345	0001084554	0001644378
4	remainder_Assets	-8.61	-1.36	-0.332	1.50	3.23	0001286345	0001599407	0001508348
5	LiabilitiesCurrent	-13.9	-0.440	0.863	3.85	4.31	0001286345	0001604738	0001438673
6	LiabilitiesNoncurrent	-7.55	-1.21	-0.0298	0.529	0.752	0001286345	0001228386	0001592782
7	remainder_Liabilities	-3.11	-0.831	-0.00414	0.174	0.308	0001286345	0001104265	0001437226
8	CostOfRevenue	-4.53	-1.49	0.171	0.654	1.02	0001437226	0001438673	0001286345
9	GeneralAndAdministrativeExpense	-3.06	-1.38	0.153	1.20	2.59	0001629606	0001057379	0001286345
10	LaborExpense	-0.969	-0.589	0.0785	0.287	0.385	0000851520	0001084554	0001286345
11	remainder_Expenses	-18.5	-4.06	0.147	1.71	3.18	0001286345	0001533106	0001437226
12	RevenueFromContractWithCustomer	0	0	0	0	0	0000851520	0001371489	0000851520
13	RevenueFromReimbursement	0	0	0	0	0	0000851520	0001371489	0000851520
14	remainder_Revenues	-5.14	-1.45	-0.0196	3.67	6.42	0001286345	0001533106	0001592782
15	remainder_NetIncome	-2.86	-0.338	0.130	0.442	0.587	0001096132	0001019737	0001084554
16	remainder_ComprehensiveNetIncome	-0.554	-0.0609	0.0170	0.0833	0.187	0001644378	0001567503	0001604738

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	-21.9	-4.32	-0.856	1.60	1.74	0001286345	0001437226	0001371489
1	Liabilities	-16.1	-0.961	1.01	2.55	2.87	0001286345	0001320760	0001438673
2	Expenses	-14.5	-3.33	-0.161	0.914	1.61	0001286345	0001620749	0001096132
3	Revenues	-5.14	-1.45	-0.0196	3.67	6.42	0001286345	0001533106	0001592782
4	StockholdersEquity	-3.07	-3.01	0.275	2.18	2.73	0001228386	0001508348	0001304161
5	NetIncome	-19.3	-4.60	0.538	3.15	4.99	0001286345	0001398659	0001592782
6	ComprehensiveNetIncome	-19.2	-4.57	0.548	3.20	5.07	0001286345	0001398659	0001592782
7	BaseVar	nan	nan	nan	nan	nan	0000851520	0001371489	0000851520
8	EconomicCapitalRatio	-25.6	-5.56	1.78	4.26	4.94	0001286345	0001592782	0001304161

2017

Logs

error	4 × Assets != LiabilitiesAndStockholdersEquity, ignoring company.	pre-agg	0001398659 0001398659 0001697730 0001366312
error	3 × Negative Expenses, ignoring company.	pre-agg	0001371489 0001438673 0001228386
error	1 × No matching role found	input.sec.calculation_linkbase.expand_agg	0001657045
error	1 × Median ECR is negative	check_abs_values	{'median': -0.1405406424724935}
warning	26 × The stock price does not exist	industry.us_generic	0001371489 0001604738 0001019737 0001094814 0001533106 0001567503 0001574910 0001592782 0001600347 0001602813 0001398659 0001400683 0001230524 0001066104 0001272550 0001382219 0001094238 0001104265 0001164552 0001179090 0001286345 0001366312 0001388982 0001438673 0001470215 0001409253
warning	26 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0001100778 0001019737 0001094814 0001567503 0001590565 0001600347 0001607450 0001629606 0001653099 0001398659 0001697730 0001066104 0001164012 0001272550 0001382219 0001179090 0001286345 0001388982 0001438673 0001439264 0001228386 0001501489 0001537511 0000723533 0001096132 0001560449
warning	18 × No stock price available	subcommand.plot	0001100778 0001604738 0001622879 0001019737 0001094814 0001533106 0001567503 0001574910 0001590565 0001592782 0001600347 0001602813 0001607450 0001629606 0001653099 0001599407 0001620749 0001661600
warning	9 × Ignoring company because Expenses is zero	pre-agg	0001230524 0001230524 0001230524 0001230524 0001164012 0001164552 0001164552 0001164552 0001164552
warning	6 × Ignoring company because Assets is zero	pre-agg	0001104265 0001104265 0001104265 0001104265 0001286345 0001409253
warning	5 × Large missing amount for aggregate "Expenses" added to remainder.	industry.us_generic	0001100778 0001604738 0001228386 0001228386 0001632121
warning	3 × Zero effects	check_effects	{'var_name': 'OperatingLeaseAssets', 'zeros': '32 of 32'} {'var_name': 'RevenueFromContractWithCustomer', 'zeros': '32 of 32'} {'var_name': 'RevenueFromReimbursement', 'zeros': '32 of 32'}
warning	3 × Large missing amount for aggregate "Assets" added to remainder.	industry.us_generic	0001100778 0001537511 0001537511
warning	2 × Ignoring company because ECR is too negative	pre-agg	0001409253 0001409253
warning	1 × Too many companies have an ECR < -100%	check_abs_values	{'quantile_095_val': -6.8690445186354685}
warning	1 × Similarly named company. Duplicate?	None	0001607450
warning	1 × Ignoring company because Liabilities is zero	pre-agg	0001164012

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	AssetsCurrent	0	0	1,951,377	322,677,050	1,433,895,000	0001100778	0001533106	0001398659
1	IntangibleAssets	0	0	0	686,722,400	1,468,712,000	0001084554	0001304161	0001398659
2	OperatingLeaseAssets	0	0	0	0	0	0000851520	0001508348	0000851520
3	AssetsNoncurrent	0	0	1,445,583	252,302,354	469,199,000	0001100778	0001084554	0001398659
4	remainder_Assets	-293,380,760	-4,226,408	68.4	70,906,450	79,113,000	0001083446	0001533106	0000851520
5	LiabilitiesCurrent	0	25,635	1,594,804	192,641,050	838,784,000	0001653099	0001632121	0001398659
6	LiabilitiesNoncurrent	0	0	0	223,573,800	1,175,296,000	0001057379	0001100778	0001398659
7	remainder_Liabilities	0	0	0	39,667,800	60,091,000	0001013706	0001084554	0001644378
8	CostOfRevenue	0	0	0	440,180,400	771,725,000	0000851520	0001371489	0001362004
9	GeneralAndAdministrativeExpense	0	0	848,813	111,497,650	346,440,000	0001304161	0001590565	0001362004
10	LaborExpense	0	0	0	35,307,000	210,289,000	0001019737	0001437226	0000851520
11	remainder_Expenses	0	13,455	1,636,757	95,511,150	300,050,626	0001574910	0001502966	0001083446
12	RevenueFromContractWithCustomer	0	0	0	0	0	0000851520	0001508348	0000851520
13	RevenueFromReimbursement	0	0	0	0	0	0000851520	0001508348	0000851520
14	remainder_Revenues	0	0	236,330	661,308,225	1,229,162,000	0001100778	0001600347	0001362004
15	remainder_NetIncome	-6,189,924	-1,258,119	0	7,709,316	320,583,000	0001533106	0001602813	0001398659
16	remainder_ComprehensiveNetIncome	-66,375,000	-445,160	0	3,742,450	6,028,000	0001644378	0001629606	0001019737

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	299	1,406	7,518,753	1,093,759,950	3,449,621,000	0001607450	0001599407	0001398659
1	Liabilities	22,913	33,288	1,624,516	438,512,750	2,020,827,000	0001602813	0001632121	0001398659
2	Expenses	3,866	24,507	3,704,767	610,128,975	1,166,407,000	0001304161	0001371489	0001362004
3	Revenues	0	0	236,330	661,308,225	1,229,162,000	0001100778	0001600347	0001362004
4	StockholdersEquity	-1,524,646	-609,523	1,848,488	648,116,800	1,428,794,000	0001632121	0001508348	0001398659
5	NetIncome	-37,898,285	-13,168,033	-114,816	90,124,650	260,841,000	0001100778	0001653099	0001398659
6	ComprehensiveNetIncome	-37,898,285	-12,226,843	-60,948	73,553,350	260,841,000	0001100778	0001661600	0001398659
7	BaseVar	32,498	70,604	13,971,420	2,334,139,714	3,009,058,000	0001602813	0001622879	0001398659
8	EconomicCapitalRatio	-66.2	-6.87	-0.140	2.26	2.62	0001100778	0001508348	0001304161

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	AssetsCurrent	-57.6	-3.79	-0.282	1.42	1.62	0001100778	0001622879	0001084554
1	IntangibleAssets	-45.0	-1.95	-0.286	0.786	3.42	0001100778	0001592782	0001622879
2	OperatingLeaseAssets	0	0	0	0	0	0000851520	0001508348	0000851520
3	AssetsNoncurrent	-43.2	-1.73	-0.208	1.26	3.91	0001100778	0001508348	0001622879
4	remainder_Assets	-0.711	-0.413	-0.0452	3.19	32.5	0001622879	0001362004	0001100778
5	LiabilitiesCurrent	-52.1	-1.29	0.464	2.69	4.24	0001100778	0001304161	0001607450
6	LiabilitiesNoncurrent	-28.7	-1.10	-0.00124	0.338	0.438	0001100778	0001620749	0001502966
7	remainder_Liabilities	-32.9	-1.07	0.0626	0.547	14.1	0001100778	0001057379	0001653099
8	CostOfRevenue	-1.74	-1.43	0.161	0.445	2.98	0001057379	0001602813	0001100778
9	GeneralAndAdministrativeExpense	-1.15	-1.10	0.148	0.939	5.60	0001084554	0001604738	0001100778
10	LaborExpense	-0.947	-0.676	0.0704	0.188	1.10	0000851520	0001567503	0001100778
11	remainder_Expenses	-53.6	-3.43	0.204	1.28	1.56	0001100778	0001632121	0001057379
12	RevenueFromContractWithCustomer	0	0	0	0	0	0000851520	0001508348	0000851520
13	RevenueFromReimbursement	0	0	0	0	0	0000851520	0001508348	0000851520
14	remainder_Revenues	-13.0	-1.46	-0.0178	2.11	2.99	0001100778	0001567503	0001629606
15	remainder_NetIncome	-5.00	-0.259	0.0904	0.481	3.55	0001533106	0001607450	0001100778
16	remainder_ComprehensiveNetIncome	-1.29	-0.164	0.0372	0.289	1.05	0001632121	0001607450	0001533106

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	-61.7	-4.86	-0.375	1.34	1.55	0001100778	0001057379	0001084554
1	Liabilities	-54.8	-1.05	0.580	2.01	2.40	0001100778	0001084554	0001607450
2	Expenses	-43.9	-2.50	0.0124	0.751	2.08	0001100778	0001362004	0001533106
3	Revenues	-13.0	-1.46	-0.0178	2.11	2.99	0001100778	0001567503	0001629606
4	StockholdersEquity	-4.35	-3.75	0.146	2.27	2.61	0001100778	0001604738	0001622879
5	NetIncome	-53.4	-4.49	0.367	1.63	1.78	0001100778	0001592782	0001057379
6	ComprehensiveNetIncome	-52.8	-3.88	0.393	1.67	1.87	0001100778	0001371489	0001057379
7	BaseVar	nan	nan	nan	nan	nan	0000851520	0001508348	0000851520
8	EconomicCapitalRatio	-63.4	-4.00	2.73	5.13	5.49	0001100778	0001508348	0001304161

2018

Logs

error	5 × Assets != LiabilitiesAndStockholdersEquity, ignoring company.	pre-agg	0001398659 0001398659 0001697730 0001508348 0001366312
error	3 × Negative Expenses, ignoring company.	pre-agg	0001371489 0001438673 0001228386
error	1 × No matching role found	input.sec.calculation_linkbase.expand_agg	0001498291
warning	28 × The stock price does not exist	industry.us_generic	0001371489 0001398659 0001400683 0001533106 0001604738 0001019737 0001230524 0001567503 0001574910 0001592782 0001508348 0001751143 0001066104 0001272550 0001382219 0001094238 0001094814 0001104265 0001164552 0001179090 0001286345 0001366312 0001388982 0001438673 0001470215 0001409253 0001600347 0001602813
warning	27 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0001398659 0001019737 0001100778 0001567503 0001607450 0001629606 0001653099 0001697730 0001777319 0001066104 0001164012 0001272550 0001382219 0001094814 0001179090 0001286345 0001388982 0001438673 0001439264 0001228386 0001501489 0001537511 0000723533 0001096132 0001590565 0001600347 0001560449
warning	14 × No stock price available	subcommand.plot	0001400683 0001533106 0001604738 0001019737 0001100778 0001567503 0001574910 0001592782 0001607450 0001629606 0001653099 0001693687 0001620749 0001657045
warning	9 × Ignoring company because Expenses is zero	pre-agg	0001230524 0001230524 0001230524 0001230524 0001164012 0001164552 0001164552 0001164552 0001164552
warning	6 × Ignoring company because Assets is zero	pre-agg	0001104265 0001104265 0001104265 0001104265 0001286345 0001409253
warning	5 × Large missing amount for aggregate "Expenses" added to remainder.	industry.us_generic	0001604738 0001100778 0001228386 0001228386 0001632121
warning	3 × Large missing amount for aggregate "Assets" added to remainder.	industry.us_generic	0001100778 0001537511 0001537511
warning	2 × Missing logo	subcommand.report	0001400683 0001693687
warning	2 × Ignoring company because ECR is too negative	pre-agg	0001409253 0001409253
warning	1 × Zero effects	check_effects	{'var_name': 'OperatingLeaseAssets', 'zeros': '31 of 31'}
warning	1 × Too many companies have an ECR < -100%	check_abs_values	{'quantile_095_val': -4.3092990032688405}
warning	1 × Similarly named company. Duplicate?	None	0001607450
warning	1 × Ignoring company because Liabilities is zero	pre-agg	0001164012

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	AssetsCurrent	0	0	3,217,871	400,730,500	1,355,057,000	0001653099	0001100778	0001398659
1	IntangibleAssets	0	0	8,128	593,830,500	1,570,919,000	0001084554	0001400683	0001398659
2	OperatingLeaseAssets	0	0	0	0	0	0000851520	0001533106	0000851520
3	AssetsNoncurrent	0	0	1,019,480	252,642,128	367,874,000	0001574910	0001100778	0001398659
4	remainder_Assets	-272,681,763	-6,430,558	3,936	63,668,000	235,595,000	0001083446	0001629606	0001398659
5	LiabilitiesCurrent	0	0	1,458,061	211,937,500	976,312,000	0001632121	0001574910	0001398659
6	LiabilitiesNoncurrent	0	0	0	157,494,000	1,140,871,000	0001057379	0001657045	0001398659
7	remainder_Liabilities	0	0	80,141	43,690,000	55,303,000	0001013706	0001657045	0001604738
8	CostOfRevenue	0	0	0.0930	704,000,000	1,921,768,000	0000851520	0001320760	0001398659
9	GeneralAndAdministrativeExpense	0	0	1,438,255	249,779,000	693,865,000	0001607450	0001508348	0001398659
10	LaborExpense	0	0	0	101,060,500	215,052,000	0001019737	0001019737	0000851520
11	remainder_Expenses	-523,805	41,664	1,407,947	96,820,500	174,815,000	0001400683	0001437226	0001371489
12	RevenueFromContractWithCustomer	0	0	0	846,306,000	3,000,790,000	0001019737	0001019737	0001398659
13	RevenueFromReimbursement	0	0	0	0	24,884,000	0001013706	0001693687	0000851520
14	remainder_Revenues	-4,778,712	-477,517	0	464,716,376	743,614,000	0001084554	0001604738	0001019737
15	remainder_NetIncome	-5,805,031	-4,199,500	0	19,923,000	104,589,000	0001083446	0001629606	0001019737
16	remainder_ComprehensiveNetIncome	-153,734,000	-64,035,000	0	1,006,236	12,260,000	0001398659	0001607450	0001019737

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	4,180	7,152	6,061,452	1,065,704,500	3,529,445,000	0001620749	0001599407	0001398659
1	Liabilities	63,834	91,147	2,627,465	379,219,500	2,125,263,000	0001620749	0001508348	0001398659
2	Expenses	28,212	74,110	5,676,298	1,001,505,000	2,735,246,000	0001620749	0001100778	0001398659
3	Revenues	-4,778,712	-32,517	2,303,553	1,040,793,500	3,000,790,000	0001084554	0001100778	0001398659
4	StockholdersEquity	-3,394,000	-2,070,088	2,485,493	686,485,000	1,404,182,000	0001661600	0001320760	0001398659
5	NetIncome	-15,676,108	-4,790,358	-29,044	169,228,500	281,258,000	0001084554	0001620749	0001398659
6	ComprehensiveNetIncome	-15,676,108	-4,790,358	-29,044	111,781,500	133,291,000	0001084554	0001620749	0001019737
7	BaseVar	55,825	131,136	9,262,347	2,237,653,040	7,079,302,480	0001620749	0001508348	0001398659
8	EconomicCapitalRatio	-20.7	-4.31	0.741	2.63	2.94	0001629606	0001508348	0001622879

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	AssetsCurrent	-11.8	-1.29	-0.0985	1.35	5.13	0001629606	0001371489	0001084554
1	IntangibleAssets	-7.39	-0.872	-0.187	0.607	0.994	0001629606	0001574910	0001604738
2	OperatingLeaseAssets	0	0	0	0	0	0000851520	0001533106	0000851520
3	AssetsNoncurrent	-5.87	-0.582	-0.143	0.841	1.45	0001629606	0001362004	0001502966
4	remainder_Assets	-4.15	-0.613	-0.111	2.78	4.33	0001629606	0001057379	0001693687
5	LiabilitiesCurrent	-4.07	-0.763	0.775	1.97	3.97	0001629606	0001604738	0001567503
6	LiabilitiesNoncurrent	-2.39	-0.929	0.00130	0.227	0.328	0001629606	0001632121	0001057379
7	remainder_Liabilities	-6.94	-1.15	0.519	1.05	4.32	0001629606	0001574910	0001653099
8	CostOfRevenue	-2.31	-1.95	0.232	0.626	1.44	0001502966	0001693687	0001629606
9	GeneralAndAdministrativeExpense	-1.97	-1.05	0.115	0.330	0.423	0001400683	0001604738	0001013706
10	LaborExpense	-1.07	-0.677	0.0847	0.278	0.460	0001400683	0001084554	0001629606
11	remainder_Expenses	-13.2	-1.21	0.251	1.40	2.80	0001629606	0001604738	0001400683
12	RevenueFromContractWithCustomer	-2.06	-0.932	-0.365	2.90	3.12	0001629606	0001661600	0001502966
13	RevenueFromReimbursement	-0.0143	-0.00863	-0.00333	-0.00206	0.111	0001629606	0001622879	0000851520
14	remainder_Revenues	-2.14	-1.03	-0.278	1.71	2.65	0001629606	0001620749	0001437226
15	remainder_NetIncome	-1.44	-0.860	0.0517	0.557	3.67	0001661600	0001100778	0001400683
16	remainder_ComprehensiveNetIncome	-0.587	-0.0485	0.0149	0.0644	0.0971	0001644378	0001592782	0001657045

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	-15.8	-2.03	-0.121	1.62	2.75	0001629606	0001371489	0001084554
1	Liabilities	-9.23	-0.404	1.10	1.95	1.99	0001629606	0001362004	0001057379
2	Expenses	-10.9	-1.99	0.0634	0.724	1.11	0001629606	0001083446	0001661600
3	Revenues	-4.22	-1.17	0.348	1.93	2.20	0001629606	0001604738	0001320760
4	StockholdersEquity	-3.14	-2.79	0.706	2.80	3.06	0001567503	0001371489	0001084554
5	NetIncome	-14.9	-1.20	0.504	1.99	2.41	0001629606	0001599407	0001400683
6	ComprehensiveNetIncome	-14.8	-1.18	0.523	1.82	2.45	0001629606	0001599407	0001400683
7	BaseVar	nan	nan	nan	nan	nan	0000851520	0001533106	0000851520
8	EconomicCapitalRatio	-19.8	-3.49	1.56	3.45	3.77	0001629606	0001508348	0001622879

2019

Logs

error	5 × Assets != LiabilitiesAndStockholdersEquity, ignoring company.	pre-agg	0001398659 0001398659 0001508348 0001366312 0001697730
error	3 × Negative Expenses, ignoring company.	pre-agg	0001371489 0001438673 0001228386
error	2 × No matching role found	input.sec.calculation_linkbase.expand_agg	0001574910 0001084554
error	1 × Median ECR is negative	check_abs_values	{'median': -0.2138195319184878}
warning	30 × The stock price does not exist	industry.us_generic	0001398659 0001533106 0001508348 0001567503 0001592782 0001607450 0001751143 0001574910 0001661600 0001019737 0001066104 0001272550 0001371489 0001382219 0001094238 0001094814 0001104265 0001164552 0001179090 0001286345 0001366312 0001388982 0001400683 0001438673 0001470215 0001409253 0001230524 0001600347 0001604738 0001602813
warning	27 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0001398659 0001567503 0001607450 0001629606 0001653099 0001777319 0001019737 0001066104 0001164012 0001272550 0001382219 0001094814 0001179090 0001286345 0001388982 0001438673 0001439264 0001228386 0001501489 0001537511 0000723533 0001096132 0001590565 0001600347 0001560449 0001100778 0001697730
warning	10 × No stock price available	subcommand.plot	0001533106 0001567503 0001592782 0001607450 0001629606 0001653099 0001751143 0001777319 0001693687 0001620749
warning	9 × Ignoring company because Expenses is zero	pre-agg	0001661600 0001164012 0001164552 0001164552 0001164552 0001164552 0001230524 0001230524 0001230524
warning	6 × Ignoring company because Assets is zero	pre-agg	0001104265 0001104265 0001104265 0001104265 0001286345 0001409253
warning	5 × Large missing amount for aggregate "Expenses" added to remainder.	industry.us_generic	0001632121 0001228386 0001228386 0001604738 0001100778
warning	3 × Large missing amount for aggregate "Assets" added to remainder.	industry.us_generic	0001537511 0001537511 0001100778
warning	2 × No LiabilitiesAndStockholdersEquity node found	input.sec.calculation_linkbase.edgar_model_mapping	0001574910 0001084554
warning	2 × Ignoring company because ECR is too negative	pre-agg	0001409253 0001409253
warning	1 × Too many companies have an ECR < -100%	check_abs_values	{'quantile_095_val': -4.056437800029429}
warning	1 × Missing logo	subcommand.report	0001693687
warning	1 × Ignoring company because Liabilities is zero	pre-agg	0001164012

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	AssetsCurrent	0	0	1,101,497	455,815,000	1,551,676,000	0001653099	0001629606	0001398659
1	IntangibleAssets	0	0	454,449	624,489,216	1,805,327,000	0001230524	0001533106	0001398659
2	OperatingLeaseAssets	0	0	128	98,049,818	330,854,000	0001230524	0001230524	0001398659
3	AssetsNoncurrent	0	0	532,763	326,409,250	471,114,000	0001592782	0001533106	0001398659
4	remainder_Assets	-355,764,780	-8,866,252	0	156,618,057	295,213,000	0001083446	0001230524	0001398659
5	LiabilitiesCurrent	0	0	4,419,222	273,695,409	910,211,000	0001653099	0001498291	0001398659
6	LiabilitiesNoncurrent	0	0	66,828	293,613,009	1,850,812,000	0001230524	0001622879	0001398659
7	remainder_Liabilities	-18,269,448	-507,500	118,462	24,253,900	37,621,000	0001083446	0001693687	0001362004
8	CostOfRevenue	0	0	3,484,589	807,572,370	2,294,688,000	0001230524	0001498291	0001398659
9	GeneralAndAdministrativeExpense	0	0	752,480	304,789,500	794,901,000	0001592782	0001419275	0001398659
10	LaborExpense	0	0	0	10,831,060	130,619,000	0001057379	0001498291	0001644378
11	remainder_Expenses	-1,995,000	0	1,057,204	52,669,600	127,148,000	0001437226	0001592782	0001398659
12	RevenueFromContractWithCustomer	0	0	2,368	1,203,152,929	3,520,543,000	0001230524	0001657045	0001398659
13	RevenueFromReimbursement	0	0	0	0	34,668,113	0001013706	0001502966	0001599407
14	remainder_Revenues	0	0	0	139,222,086	722,138,000	0001013706	0001362004	0001644378
15	remainder_NetIncome	-6,580,039	-3,317,100	-3,496	1,030,576	4,054,156	0001083446	0001620749	0001751143
16	remainder_ComprehensiveNetIncome	-94,471,000	-17,218,900	0	313,400	844,000	0001644378	0001592782	0001057379

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	671	1,417	7,264,050	1,196,665,904	4,454,184,000	0001620749	0001629606	0001398659
1	Liabilities	90,642	128,386	5,628,367	588,162,284	2,765,013,000	0001620749	0001629606	0001398659
2	Expenses	14,129	36,079	15,566,406	1,151,094,100	3,216,737,000	0001230524	0001629606	0001398659
3	Revenues	0	0	3,852,852	1,251,608,900	3,520,543,000	0001230524	0001498291	0001398659
4	StockholdersEquity	-5,367,339	-3,853,810	1,168,400	658,896,200	1,689,171,000	0001419275	0001230524	0001398659
5	NetIncome	-16,975,742	-10,597,522	-176,433	139,012,200	304,881,000	0001622879	0001657045	0001398659
6	ComprehensiveNetIncome	-16,975,742	-10,569,022	-143,693	73,004,600	280,385,000	0001622879	0001657045	0001398659
7	BaseVar	67,485	142,291	29,073,770	2,600,634,824	8,478,851,220	0001620749	0001592782	0001398659
8	EconomicCapitalRatio	-4.23	-4.06	-0.212	2.35	2.87	0001653099	0001693687	0001751143

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	AssetsCurrent	-4.53	-0.614	-0.0454	0.760	1.49	0001592782	0001230524	0001419275
1	IntangibleAssets	-4.06	-0.877	-0.104	0.616	1.68	0001592782	0001644378	0001629606
2	OperatingLeaseAssets	-0.863	-0.0903	-0.0153	0.103	0.171	0001592782	0001777319	0001599407
3	AssetsNoncurrent	-4.48	-0.805	-0.318	0.843	3.61	0001592782	0001371489	0001230524
4	remainder_Assets	-4.35	-1.17	-0.375	2.58	3.09	0001592782	0001437226	0001693687
5	LiabilitiesCurrent	-0.598	-0.340	0.814	2.41	2.77	0001419275	0001751143	0001620749
6	LiabilitiesNoncurrent	-1.04	-0.930	0.0151	0.327	0.343	0001398659	0001498291	0001057379
7	remainder_Liabilities	-2.34	-1.14	0.285	1.01	9.93	0001657045	0001599407	0001653099
8	CostOfRevenue	-22.0	-1.57	-0.225	0.482	0.563	0001592782	0001398659	0001533106
9	GeneralAndAdministrativeExpense	-1.54	-0.393	0.0600	0.257	3.59	0001502966	0001533106	0001592782
10	LaborExpense	-0.673	-0.355	0.0316	0.0872	0.564	0001013706	0001533106	0001592782
11	remainder_Expenses	-2.00	-0.700	0.250	0.999	5.36	0001629606	0001419275	0001592782
12	RevenueFromContractWithCustomer	-1.40	-1.05	-0.346	2.49	23.0	0001437226	0001657045	0001592782
13	RevenueFromReimbursement	-0.764	-0.120	-0.0547	-0.0229	2.26	0001592782	0001083446	0001599407
14	remainder_Revenues	-3.65	-0.572	-0.158	1.76	3.60	0001592782	0001620749	0001437226
15	remainder_NetIncome	-1.01	-0.465	0.0883	0.230	1.32	0001533106	0001398659	0001592782
16	remainder_ComprehensiveNetIncome	-0.332	-0.0112	0.00406	0.0447	0.0820	0001644378	0001083446	0001657045

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	-6.01	-2.13	-0.470	0.905	1.59	0001592782	0001533106	0001230524
1	Liabilities	-0.843	-0.329	0.953	2.18	2.28	0001657045	0001607450	0001057379
2	Expenses	-12.5	-1.98	-0.0770	0.589	0.606	0001592782	0001419275	0001230524
3	Revenues	-0.685	-0.631	0.0786	2.05	18.6	0001533106	0001777319	0001592782
4	StockholdersEquity	-3.04	-3.00	0.676	2.61	2.96	0001567503	0001629606	0001751143
5	NetIncome	-2.14	-1.07	0.128	1.50	7.43	0001629606	0001419275	0001592782
6	ComprehensiveNetIncome	-2.14	-1.07	0.131	1.46	7.49	0001629606	0001419275	0001592782
7	BaseVar	nan	nan	nan	nan	nan	0001013706	0001567503	0001013706
8	EconomicCapitalRatio	-3.61	-3.44	0.405	2.97	3.48	0001653099	0001693687	0001751143

2020

Logs

error	5 × Assets != LiabilitiesAndStockholdersEquity, ignoring company.	pre-agg	0001398659 0001398659 0001508348 0001366312 0001697730
error	3 × Negative Expenses, ignoring company.	pre-agg	0001371489 0001438673 0001228386
warning	30 × The stock price does not exist	industry.us_generic	0001398659 0001574910 0001607450 0001661600 0001751143 0001230524 0001508348 0001019737 0001066104 0001272550 0001371489 0001382219 0001094238 0001094814 0001104265 0001164552 0001179090 0001286345 0001366312 0001388982 0001400683 0001438673 0001470215 0001533106 0001409253 0001567503 0001600347 0001604738 0001602813 0001592782
warning	27 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0001398659 0001607450 0001777319 0001439264 0001019737 0001066104 0001164012 0001272550 0001382219 0001094814 0001179090 0001286345 0001388982 0001438673 0001228386 0001567503 0001501489 0001537511 0000723533 0001096132 0001590565 0001600347 0001560449 0001629606 0001100778 0001653099 0001697730
warning	12 × Ignoring company because Expenses is zero	pre-agg	0001661600 0001661600 0001661600 0001661600 0001230524 0001230524 0001230524 0001164012 0001164552 0001164552 0001164552 0001164552
warning	6 × No stock price available	subcommand.plot	0001574910 0001607450 0001751143 0001693687 0001620749 0001777319
warning	6 × Ignoring company because Assets is zero	pre-agg	0001104265 0001104265 0001104265 0001104265 0001286345 0001409253
warning	5 × Large missing amount for aggregate "Expenses" added to remainder.	industry.us_generic	0001632121 0001228386 0001228386 0001604738 0001100778
warning	4 × Large missing amount for aggregate "Assets" added to remainder.	industry.us_generic	0001508348 0001537511 0001537511 0001100778
warning	2 × Ignoring company because ECR is too negative	pre-agg	0001409253 0001409253
warning	1 × Too many companies have an ECR < -100%	check_abs_values	{'quantile_095_val': -3.174884459057807}
warning	1 × Similarly named company. Duplicate?	None	0001607450
warning	1 × Missing logo	subcommand.report	0001693687
warning	1 × Large missing amount for aggregate "Liabilities" added to remainder.	industry.us_generic	0001230524
warning	1 × Ignoring company because Liabilities is zero	pre-agg	0001164012

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	AssetsCurrent	0	1,440	6,360,724	434,545,600	1,748,868,000	0001654672	0001777319	0001398659
1	IntangibleAssets	0	0	1,382,260	863,276,000	1,932,420,000	0001304161	0001230524	0001398659
2	OperatingLeaseAssets	0	0	13,697	100,800,400	304,714,000	0001084554	0001777319	0001398659
3	AssetsNoncurrent	0	0	885,565	383,893,600	554,940,000	0001084554	0001502966	0001398659
4	remainder_Assets	-344,612,000	-41,130,805	0	9,247,531	332,571,000	0001083446	0001362004	0001398659
5	LiabilitiesCurrent	123,327	155,583	4,764,596	381,089,300	1,204,152,000	0001620749	0001498291	0001398659
6	LiabilitiesNoncurrent	0	0	728,497	414,929,600	1,835,132,000	0001084554	0001574910	0001398659
7	remainder_Liabilities	-10,959,000	-1,142,700	0	18,609,800	25,451,000	0001083446	0001398659	0001643615
8	CostOfRevenue	0	0	4,366,762	868,097,800	2,418,137,000	0001084554	0001777319	0001398659
9	GeneralAndAdministrativeExpense	0	517	3,837,028	339,334,200	789,849,000	0001693687	0001419275	0001398659
10	LaborExpense	0	0	0	6,403,370	9,142,000	0001083446	0001437226	0001013706
11	remainder_Expenses	-1,317,576	0	2,772,465	123,174,700	250,150,000	0001508348	0001437226	0001751143
12	RevenueFromContractWithCustomer	0	0	83.2	1,308,050,600	3,709,377,000	0001084554	0001084554	0001398659
13	RevenueFromReimbursement	0	0	0	5,337,655	26,887,000	0001013706	0001437226	0001289848
14	remainder_Revenues	0	0	0	143,070,956	468,217,000	0001013706	0001230524	0001751143
15	remainder_NetIncome	-57,571,000	-26,116,263	0	1,969,648	97,924,000	0001398659	0001751143	0001083446
16	remainder_ComprehensiveNetIncome	-13,384,000	-1,935,900	0	101,400	2,467,000	0001398659	0001574910	0001371489

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	2,232	16,428	19,246,569	1,484,345,800	4,873,513,000	0001620749	0001599407	0001398659
1	Liabilities	123,327	155,583	9,000,486	795,890,500	3,039,284,000	0001620749	0001508348	0001398659
2	Expenses	26,318	61,153	14,586,864	1,282,873,700	3,343,530,000	0001620749	0001084554	0001398659
3	Revenues	0	0	8,543,015	1,316,116,700	3,709,377,000	0001084554	0001419275	0001398659
4	StockholdersEquity	-3,849,003	-2,137,895	6,732,228	688,455,300	1,834,229,000	0001498291	0001654672	0001398659
5	NetIncome	-57,949,000	-26,504,900	-232,907	102,111,700	308,276,000	0001643615	0001230524	0001398659
6	ComprehensiveNetIncome	-57,838,000	-27,067,400	-232,907	101,523,100	294,892,000	0001643615	0001230524	0001398659
7	BaseVar	85,189	207,450	28,143,450	3,014,170,150	9,085,579,140	0001620749	0001419275	0001398659
8	EconomicCapitalRatio	-3.78	-3.17	0.773	1.90	2.11	0001620749	0001622879	0001304161

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	AssetsCurrent	-0.895	-0.778	-0.132	1.48	5.36	0001502966	0001654672	0001084554
1	IntangibleAssets	-1.19	-1.08	-0.132	1.34	3.61	0001502966	0001654672	0001230524
2	OperatingLeaseAssets	-0.232	-0.166	-0.0743	0.249	0.936	0001498291	0001437226	0001508348
3	AssetsNoncurrent	-0.450	-0.342	-0.172	0.866	3.21	0001693687	0001657045	0001622879
4	remainder_Assets	-0.931	-0.402	-0.110	0.956	4.45	0001622879	0001362004	0001654672
5	LiabilitiesCurrent	-1.28	-0.438	0.669	1.66	1.89	0001632121	0001320760	0001620749
6	LiabilitiesNoncurrent	-1.45	-0.765	-0.0130	0.554	0.934	0001508348	0001607450	0001657045
7	remainder_Liabilities	-0.701	-0.268	0.0193	0.156	0.233	0001574910	0001632121	0001013706
8	CostOfRevenue	-1.61	-1.30	-0.129	0.689	1.14	0001437226	0001643615	0001657045
9	GeneralAndAdministrativeExpense	-0.699	-0.565	0.0530	0.327	0.442	0001657045	0001304161	0001751143
10	LaborExpense	-0.536	-0.205	0.0332	0.0574	0.0642	0001013706	0001777319	0001437226
11	remainder_Expenses	-1.50	-1.13	0.173	0.646	0.680	0001693687	0001654672	0001437226
12	RevenueFromContractWithCustomer	-1.26	-1.05	-0.291	1.50	1.88	0001437226	0001508348	0001320760
13	RevenueFromReimbursement	-0.0396	-0.0354	-0.0193	0.0167	0.598	0001437226	0001419275	0001599407
14	remainder_Revenues	-0.594	-0.529	-0.244	1.41	3.22	0001657045	0001084554	0001437226
15	remainder_NetIncome	-0.722	-0.196	-0.101	0.120	5.22	0001599407	0001371489	0001657045
16	remainder_ComprehensiveNetIncome	-0.0437	-0.00385	0.000549	0.00482	0.0194	0001657045	0001693687	0001371489

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	-1.97	-1.65	-0.225	1.60	1.67	0001498291	0001419275	0001230524
1	Liabilities	-1.32	-0.451	0.561	1.45	2.03	0001632121	0001622879	0001437226
2	Expenses	-1.03	-0.855	-0.143	0.608	1.18	0001502966	0001622879	0001657045
3	Revenues	-1.79	-0.680	0.183	1.25	1.92	0001657045	0001777319	0001437226
4	StockholdersEquity	-3.20	-2.91	0.614	1.72	1.94	0001607450	0001371489	0001084554
5	NetIncome	-1.33	-1.18	0.108	0.796	4.61	0001084554	0001643615	0001657045
6	ComprehensiveNetIncome	-1.33	-1.18	0.109	0.794	4.57	0001084554	0001643615	0001657045
7	BaseVar	nan	nan	nan	nan	nan	0001013706	0001502966	0001013706
8	EconomicCapitalRatio	-3.81	-3.20	0.748	1.87	2.08	0001620749	0001622879	0001304161

2021

Logs

error	5 × Assets != LiabilitiesAndStockholdersEquity, ignoring company.	pre-agg	0001398659 0001398659 0001508348 0001366312 0001697730
error	3 × Negative Expenses, ignoring company.	pre-agg	0001371489 0001438673 0001228386
error	1 × No NetIncome node found, ignoring company.	input.sec.calculation_linkbase.edgar_model_mapping	0001600347
warning	33 × The stock price does not exist	industry.us_generic	0001230524 0001398659 0001508348 0001661600 0001751143 0001673504 0001693687 0001877939 0001019737 0001066104 0001272550 0001371489 0001382219 0001094238 0001094814 0001104265 0001164552 0001179090 0001286345 0001366312 0001388982 0001400683 0001438673 0001470215 0001533106 0001409253 0001567503 0001600347 0001604738 0001574910 0001602813 0001607450 0001592782
warning	28 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0001398659 0001439264 0001777319 0000723533 0001640265 0001019737 0001066104 0001164012 0001272550 0001382219 0001094814 0001179090 0001286345 0001388982 0001438673 0001228386 0001567503 0001501489 0001537511 0001096132 0001590565 0001600347 0001607450 0001560449 0001629606 0001100778 0001653099 0001697730
warning	13 × Ignoring company because Expenses is zero	pre-agg	0001230524 0001230524 0001230524 0001661600 0001661600 0001661600 0001661600 0001661600 0001164012 0001164552 0001164552 0001164552 0001164552
warning	7 × Large missing amount for aggregate "Assets" added to remainder.	industry.us_generic	0001508348 0001508348 0001508348 0001508348 0001537511 0001537511 0001100778
warning	7 × Ignoring company because Assets is zero	pre-agg	0001693687 0001104265 0001104265 0001104265 0001104265 0001286345 0001409253
warning	5 × Large missing amount for aggregate "Expenses" added to remainder.	industry.us_generic	0001632121 0001228386 0001228386 0001604738 0001100778
warning	3 × No stock price available	subcommand.plot	0001439264 0001751143 0001777319
warning	3 × Ignoring company because ECR is too negative	pre-agg	0001673504 0001409253 0001409253
warning	2 × Similarly named company. Duplicate?	None	0001289848 0001847590
warning	1 × Too many companies have an ECR < -100%	check_abs_values	{'quantile_095_val': -3.715224461172421}
warning	1 × No LiabilitiesAndStockholdersEquity node found	input.sec.calculation_linkbase.edgar_model_mapping	0001620749
warning	1 × Large missing amount for aggregate "Liabilities" added to remainder.	industry.us_generic	0001230524
warning	1 × Ignoring company because Liabilities is zero	pre-agg	0001164012
warning	1 × Expenses in unusual place in relation to revenue	input.sec.calculation_linkbase.edgar_model_mapping	0001084554

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	AssetsCurrent	0	57,391	55,577,142	957,257,750	1,921,641,000	0001654672	0001790625	0001398659
1	IntangibleAssets	0	0	18,508,033	1,202,511,800	1,900,662,000	0001084554	0001777319	0001398659
2	OperatingLeaseAssets	0	0	2,473,000	198,634,900	270,603,000	0001084554	0001599407	0001398659
3	AssetsNoncurrent	0	0	3,830,068	337,924,700	537,247,000	0001084554	0001371489	0001398659
4	remainder_Assets	-351,287,000	-114,875,857	43,094	65,107,150	345,116,000	0001083446	0001599407	0001398659
5	LiabilitiesCurrent	22,661	195,042	26,968,535	677,145,200	1,312,743,000	0001813603	0001437226	0001398659
6	LiabilitiesNoncurrent	0	0	10,259,573	628,257,000	1,765,393,000	0001084554	0001437226	0001398659
7	remainder_Liabilities	-12,273,000	-5,941,450	0	23,100,650	33,187,000	0001289848	0001057379	0001643615
8	CostOfRevenue	0	0	30,937,020	1,494,335,350	2,590,252,000	0000851520	0001013706	0001398659
9	GeneralAndAdministrativeExpense	0	127,727	9,513,156	489,571,600	865,715,000	0001751143	0001777319	0001398659
10	LaborExpense	0	0	0	101,642,250	278,047,000	0000887936	0001320760	0000851520
11	remainder_Expenses	-54,746,000	0	7,670,243	127,882,750	284,502,000	0001847590	0001622879	0001751143
12	RevenueFromContractWithCustomer	0	0	8,859,832	1,261,714,400	4,022,211,000	0000887936	0001777319	0001398659
13	RevenueFromReimbursement	0	0	0	17,458,379	31,419,000	0000887936	0001398659	0000851520
14	remainder_Revenues	-31,419,000	0	0	396,244,850	2,776,222,000	0000851520	0001320760	0000887936
15	remainder_NetIncome	-24,667,000	-17,609,500	-3,480	19,331,650	27,197,000	0001398659	0001751143	0001289848
16	remainder_ComprehensiveNetIncome	-22,405,000	-6,935,424	0	1,689,050	3,779,000	0000887936	0001751143	0001289848

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	285,109	1,371,028	123,242,429	2,537,790,250	4,975,269,000	0001439264	0001419275	0001398659
1	Liabilities	29,560	396,452	52,644,728	1,305,402,200	3,078,136,000	0001813603	0001847590	0001398659
2	Expenses	247,217	467,678	76,867,882	2,056,530,150	3,628,096,000	0001813603	0001622879	0001398659
3	Revenues	0	0	82,766,280	2,225,793,700	4,022,211,000	0001084554	0001622879	0001398659
4	StockholdersEquity	-151,490,000	-2,821,336	35,460,415	1,232,388,050	1,897,133,000	0001751143	0001419275	0001398659
5	NetIncome	-39,145,650	-28,241,830	-747,597	174,772,200	369,448,000	0001777319	0001502966	0001398659
6	ComprehensiveNetIncome	-39,145,650	-28,241,830	-747,597	162,426,500	360,435,000	0001777319	0001502966	0001398659
7	BaseVar	1,635,184	3,441,265	241,203,868	5,020,513,233	9,559,173,140	0001230524	0001847590	0001398659
8	EconomicCapitalRatio	-8.73	-3.72	0.946	2.07	2.12	0001813603	0001362004	0001057379

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	AssetsCurrent	-1.47	-0.541	-0.147	2.27	4.57	0001439264	0001320760	0001084554
1	IntangibleAssets	-4.24	-0.897	-0.0457	1.01	3.85	0001813603	0001790625	0001657045
2	OperatingLeaseAssets	-1.14	-0.242	-0.0444	0.275	0.899	0001813603	0001289848	0001508348
3	AssetsNoncurrent	-3.09	-0.672	-0.130	1.11	2.29	0001813603	0001398659	0001230524
4	remainder_Assets	-1.42	-0.554	-0.0940	0.588	4.95	0001813603	0001289848	0001654672
5	LiabilitiesCurrent	-2.12	-0.937	0.307	0.994	3.27	0001813603	0001362004	0001439264
6	LiabilitiesNoncurrent	-1.62	-1.31	-0.0135	0.850	0.953	0001813603	0001632121	0001057379
7	remainder_Liabilities	-0.808	-0.290	0.0511	0.204	0.332	0001230524	0001502966	0001013706
8	CostOfRevenue	-1.70	-0.968	-0.244	0.596	1.86	0001437226	0001847590	0001813603
9	GeneralAndAdministrativeExpense	-1.99	-0.650	0.151	0.617	1.10	0001439264	0001398659	0001813603
10	LaborExpense	-0.765	-0.635	0.0796	0.149	0.231	0000851520	0001790625	0001813603
11	remainder_Expenses	-1.73	-0.617	0.109	0.454	1.04	0001777319	0001289848	0001847590
12	RevenueFromContractWithCustomer	-2.31	-1.43	0.00832	1.59	1.71	0001813603	0001622879	0001057379
13	RevenueFromReimbursement	-0.0583	-0.0390	-0.0209	0.0484	0.380	0001813603	0001439264	0001599407
14	remainder_Revenues	-0.755	-0.430	-0.258	1.55	3.63	0001813603	0001643615	0001437226
15	remainder_NetIncome	-11.1	-0.244	0.157	0.356	0.414	0001813603	0001622879	0001013706
16	remainder_ComprehensiveNetIncome	-0.0271	-0.0126	0.00196	0.00692	0.00945	0001622879	0001304161	0001289848

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	-5.81	-2.14	-0.136	1.32	1.42	0001813603	0001362004	0001654672
1	Liabilities	-2.90	-0.970	0.225	1.52	1.76	0001813603	0001643615	0001437226
2	Expenses	-1.55	-1.08	-0.0721	0.584	3.72	0001777319	0001083446	0001813603
3	Revenues	-3.12	-0.760	0.312	1.24	1.89	0001813603	0001398659	0001437226
4	StockholdersEquity	-3.45	-2.21	0.0870	1.08	2.52	0001439264	0001289848	0001084554
5	NetIncome	-10.5	-1.81	0.415	1.11	1.19	0001813603	0001304161	0001437226
6	ComprehensiveNetIncome	-10.5	-1.81	0.417	1.10	1.20	0001813603	0001304161	0001437226
7	BaseVar	nan	nan	nan	nan	nan	0000851520	0001419275	0000851520
8	EconomicCapitalRatio	-9.03	-4.01	0.649	1.78	1.82	0001813603	0001362004	0001057379

2022

Logs

error	6 × Assets != LiabilitiesAndStockholdersEquity, ignoring company.	pre-agg	0001398659 0001398659 0001508348 0001640265 0001366312 0001697730
error	3 × Negative Expenses, ignoring company.	pre-agg	0001371489 0001438673 0001228386
warning	34 × The stock price does not exist	industry.us_generic	0001230524 0001398659 0001508348 0001661600 0001673504 0001693687 0001877939 0001620749 0001019737 0001066104 0001272550 0001371489 0001382219 0001094238 0001094814 0001104265 0001164552 0001179090 0001286345 0001366312 0001388982 0001400683 0001438673 0001470215 0001533106 0001409253 0001567503 0001600347 0001604738 0001574910 0001602813 0001607450 0001592782 0001751143
warning	28 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0000723533 0001398659 0001439264 0001640265 0001777319 0001019737 0001066104 0001164012 0001272550 0001382219 0001094814 0001179090 0001286345 0001388982 0001438673 0001228386 0001567503 0001501489 0001537511 0001096132 0001590565 0001600347 0001607450 0001560449 0001629606 0001100778 0001653099 0001697730
warning	14 × Ignoring company because Expenses is zero	pre-agg	0001230524 0001230524 0001230524 0001661600 0001661600 0001661600 0001661600 0001661600 0001661600 0001164012 0001164552 0001164552 0001164552 0001164552
warning	10 × Ignoring company because Assets is zero	pre-agg	0001693687 0001693687 0001693687 0001693687 0001104265 0001104265 0001104265 0001104265 0001286345 0001409253
warning	9 × Large missing amount for aggregate "Assets" added to remainder.	industry.us_generic	0001508348 0001508348 0001508348 0001508348 0001508348 0001640265 0001537511 0001537511 0001100778
warning	5 × Large missing amount for aggregate "Expenses" added to remainder.	industry.us_generic	0001632121 0001228386 0001228386 0001604738 0001100778
warning	4 × Missing logo	subcommand.report	0000723533 0001443646 0001640265 0001877939
warning	4 × Ignoring company because ECR is too negative	pre-agg	0001673504 0001620749 0001409253 0001409253
warning	2 × Similarly named company. Duplicate?	None	0001289848 0001847590
warning	2 × No stock price available	subcommand.plot	0001640265 0001877939
warning	2 × Large missing amount for aggregate "Liabilities" added to remainder.	industry.us_generic	0001230524 0001640265
warning	1 × Too many companies have an ECR < -100%	check_abs_values	{'quantile_095_val': -4.538343665768269}
warning	1 × Ignoring company because Liabilities is zero	pre-agg	0001164012

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	AssetsCurrent	0	10,732	53,182,531	1,618,158,000	2,445,676,000	0001654672	0001437226	0001443646
1	IntangibleAssets	0	0	29,450,371	1,513,225,400	2,668,613,000	0001230524	0001599407	0001443646
2	OperatingLeaseAssets	0	0	3,888,659	200,525,200	227,231,000	0000723533	0001437226	0001443646
3	AssetsNoncurrent	0	0	2,585,256	502,442,000	651,727,000	0001508348	0001371489	0001443646
4	remainder_Assets	-372,980,000	-180,254,367	0	66,722,800	352,153,000	0001083446	0001362004	0001398659
5	LiabilitiesCurrent	34,106	94,736	24,203,236	1,002,117,800	1,773,556,000	0001813603	0001320760	0001443646
6	LiabilitiesNoncurrent	0	0	7,755,043	1,105,404,200	3,126,122,000	0000723533	0001877939	0001443646
7	remainder_Liabilities	-32,146,000	-3,438,400	0	38,683,000	79,176,000	0001289848	0000851520	0001443646
8	CostOfRevenue	0	0	24,654,865	2,373,495,800	3,899,622,000	0000723533	0001877939	0001443646
9	GeneralAndAdministrativeExpense	13,001	22,547	23,126,585	759,996,000	1,158,987,000	0001620749	0001777319	0001443646
10	LaborExpense	0	0	0	116,574,800	264,235,000	0000887936	0000887936	0000851520
11	remainder_Expenses	-91,176,000	-306,693	13,796,802	119,978,000	2,849,728,000	0001847590	0001057379	0001443646
12	RevenueFromContractWithCustomer	0	0	30,687,920	3,565,813,600	8,363,700,000	0000723533	0001320760	0001443646
13	RevenueFromReimbursement	0	0	0	10,602,400	49,473,000	0000723533	0001443646	0000851520
14	remainder_Revenues	-49,473,000	0	0	44,886,035	242,238,000	0000851520	0001230524	0001437226
15	remainder_NetIncome	-90,110,000	-20,502,200	-635,774	7,812,600	11,214,000	0001398659	0001777319	0001443646
16	remainder_ComprehensiveNetIncome	-178,772,000	-23,834,485	0	1,928,200	38,519,000	0001398659	0001502966	0001443646

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	2,358	248,425	104,510,838	3,780,369,800	6,025,575,000	0001654672	0001777319	0001443646
1	Liabilities	34,106	104,898	42,658,264	2,040,874,000	4,978,854,000	0001813603	0001599407	0001443646
2	Expenses	75,710	326,095	79,948,763	3,243,422,200	7,908,337,000	0001620749	0001777319	0001443646
3	Revenues	0	0	49,282,564	3,565,813,600	8,363,700,000	0001230524	0001599407	0001443646
4	StockholdersEquity	-4,161,312	-2,163,196	58,336,135	1,300,721,000	1,826,158,000	0001632121	0001057379	0001398659
5	NetIncome	-49,235,698	-32,601,473	-172,923	282,670,000	466,577,000	0001419275	0001508348	0001443646
6	ComprehensiveNetIncome	-49,235,698	-32,193,374	-172,923	179,832,000	505,096,000	0001419275	0001508348	0001443646
7	BaseVar	120,890	1,184,484	182,187,277	7,914,042,444	17,253,888,900	0001620749	0001419275	0001443646
8	EconomicCapitalRatio	-19.6	-4.54	0.716	2.25	2.49	0001654672	0001508348	0001640265

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	AssetsCurrent	-10.5	-1.57	-0.142	0.764	3.50	0001654672	0001437226	0001813603
1	IntangibleAssets	-9.44	-1.95	-0.0204	1.18	2.88	0001654672	0001013706	0001657045
2	OperatingLeaseAssets	-2.68	-0.473	-0.0497	0.115	0.830	0001654672	0001790625	0001508348
3	AssetsNoncurrent	-6.67	-0.944	-0.139	2.26	7.58	0001654672	0001777319	0001230524
4	remainder_Assets	-0.740	-0.465	0.0526	0.710	1.20	0001622879	0001599407	0001654672
5	LiabilitiesCurrent	-1.15	-0.563	0.336	1.28	2.14	0001657045	0001622879	0001654672
6	LiabilitiesNoncurrent	-5.08	-1.12	-0.00220	0.672	1.21	0001654672	0001502966	0001437226
7	remainder_Liabilities	-1.12	-0.643	0.0266	0.137	0.219	0001599407	0001657045	0001437226
8	CostOfRevenue	-2.18	-1.08	-0.225	1.22	2.57	0001437226	0001643615	0001654672
9	GeneralAndAdministrativeExpense	-5.87	-1.20	0.202	0.673	2.00	0001230524	0001790625	0001654672
10	LaborExpense	-2.08	-0.641	0.155	0.320	0.532	0000723533	0001398659	0001654672
11	remainder_Expenses	-1.19	-0.618	0.0762	0.411	0.910	0001599407	0001643615	0001847590
12	RevenueFromContractWithCustomer	-3.26	-1.96	0.197	1.32	1.86	0001654672	0001622879	0001644378
13	RevenueFromReimbursement	-0.0223	-0.0134	-0.00674	0.0120	0.161	0001654672	0001599407	0000851520
14	remainder_Revenues	-1.14	-0.530	-0.308	2.09	4.52	0001654672	0001320760	0001437226
15	remainder_NetIncome	-14.4	-2.09	0.257	0.498	0.669	0001654672	0001643615	0001437226
16	remainder_ComprehensiveNetIncome	-0.0638	-0.0352	0.00645	0.0243	0.0386	0001398659	0001599407	0000723533

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	-15.3	-2.50	-0.000606	0.908	1.22	0001654672	0001847590	0001508348
1	Liabilities	-4.66	-0.823	0.119	1.38	2.36	0001654672	0001620749	0001437226
2	Expenses	-4.02	-2.09	0.0431	0.986	4.90	0001230524	0001599407	0001654672
3	Revenues	-4.42	-2.07	0.266	1.14	2.31	0001654672	0001599407	0001437226
4	StockholdersEquity	-5.32	-2.90	0.227	1.57	2.14	0001654672	0001362004	0001640265
5	NetIncome	-14.0	-5.54	0.524	1.36	1.84	0001654672	0001790625	0001437226
6	ComprehensiveNetIncome	-13.9	-5.53	0.527	1.35	1.84	0001654672	0001790625	0001437226
7	BaseVar	nan	nan	nan	nan	nan	0000723533	0001443646	0000723533
8	EconomicCapitalRatio	-19.0	-3.94	1.31	2.84	3.08	0001654672	0001508348	0001640265

2023

Logs

error	1 × Assets != LiabilitiesAndStockholdersEquity, ignoring company.	pre-agg	0001640265
warning	4 × The stock price does not exist	industry.us_generic	0001620749 0001661600 0001693687 0001877939
warning	4 × Missing logo	subcommand.report	0001443646 0001630212 0001877939 0000723533
warning	2 × Similarly named company. Duplicate?	None	0001289848 0001847590
warning	2 × Large missing amount for aggregate "Assets" added to remainder.	industry.us_generic	0001508348 0001640265
warning	1 × Too many companies have an ECR < -100%	check_abs_values	{'quantile_095_val': -3.5175217293806273}
warning	1 × The EntityCommonStockSharesOutstanding does not exist	industry.us_generic	0001640265
warning	1 × No stock price available	subcommand.plot	0001877939
warning	1 × Large missing amount for aggregate "Liabilities" added to remainder.	industry.us_generic	0001640265
warning	1 × Ignoring company because Expenses is zero	pre-agg	0001661600
warning	1 × Ignoring company because ECR is too negative	pre-agg	0001620749
warning	1 × Ignoring company because Assets is zero	pre-agg	0001693687

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	AssetsCurrent	3.00	146,969	20,416,098	1,807,495,000	2,288,058,000	0001230524	0001013706	0001443646
1	IntangibleAssets	0	0	11,182,931	1,615,821,000	3,024,014,000	0001230524	0001599407	0001443646
2	OperatingLeaseAssets	0	0	3,940,858	187,390,250	208,910,000	0000723533	0001320760	0000887936
3	AssetsNoncurrent	0	0	1,672,959	475,715,000	489,763,000	0001084554	0001599407	0001398659
4	remainder_Assets	-387,875,000	-209,947,914	77,252	394,955,750	573,780,000	0001083446	0001599407	0001443646
5	LiabilitiesCurrent	16,214	155,778	19,758,910	1,255,664,750	1,897,054,000	0001813603	0001437226	0001443646
6	LiabilitiesNoncurrent	0	0	4,322,281	1,027,431,000	3,108,973,000	0000723533	0001013706	0001443646
7	remainder_Liabilities	-28,160,000	-3,357,750	0	26,268,623	552,623,000	0001289848	0001371489	0001443646
8	CostOfRevenue	0	0	41,785,602	2,768,221,250	4,304,810,000	0001013706	0001320760	0001443646
9	GeneralAndAdministrativeExpense	0	127,479	22,243,831	872,622,250	1,532,912,000	0001632121	0001777319	0001443646
10	LaborExpense	0	0	0	101,941,588	150,845,000	0000887936	0001289848	0001644378
11	remainder_Expenses	-109,472,000	-33,748,224	1,198,075	93,386,000	3,190,925,000	0001847590	0001084554	0001443646
12	RevenueFromContractWithCustomer	0	0	0	4,229,976,500	9,258,911,000	0000723533	0001877939	0001443646
13	RevenueFromReimbursement	0	0	0	0	36,695,000	0000723533	0001419275	0001289848
14	remainder_Revenues	0	0	0	67,978,614	201,098,000	0000887936	0001013706	0001437226
15	remainder_NetIncome	-41,453,000	-36,361,750	-306,596	20,234,000	40,951,000	0001289848	0001632121	0001443646
16	remainder_ComprehensiveNetIncome	-89,000	-25,562	0	18,636,750	26,262,000	0001437226	0001877939	0000887936

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	194,338	287,716	40,522,341	4,435,754,250	6,550,652,000	0001813603	0001013706	0001443646
1	Liabilities	16,214	299,991	22,921,330	2,254,105,250	5,558,650,000	0001813603	0001437226	0001443646
2	Expenses	74,029	190,990	69,602,271	3,665,075,000	9,028,647,000	0001230524	0001419275	0001443646
3	Revenues	0	0	55,735,528	4,229,976,500	9,258,911,000	0001230524	0001777319	0001443646
4	StockholdersEquity	-20,040,689	-8,780,144	19,833,604	1,734,065,500	2,248,392,000	0001599407	0001419275	0001398659
5	NetIncome	-80,231,083	-48,463,086	-440,691	273,972,750	631,255,000	0001777319	0001632121	0001398659
6	ComprehensiveNetIncome	-79,973,153	-48,430,086	-440,691	299,000,250	641,830,000	0001777319	0001632121	0001398659
7	BaseVar	465,568	766,452	136,749,777	9,056,175,310	19,266,530,760	0001813603	0001599407	0001443646
8	EconomicCapitalRatio	-4.15	-3.52	0.598	2.31	2.32	0001813603	0001508348	0001304161

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	AssetsCurrent	-1.35	-0.777	-0.199	2.52	3.39	0001777319	0001083446	0001084554
1	IntangibleAssets	-1.52	-1.06	0.00477	1.02	2.35	0001813603	0001419275	0001657045
2	OperatingLeaseAssets	-0.493	-0.365	-0.0680	0.0680	0.830	0001813603	0001437226	0001508348
3	AssetsNoncurrent	-1.20	-0.886	-0.179	2.73	3.55	0001439264	0001289848	0001630212
4	remainder_Assets	-0.845	-0.479	-0.00935	0.287	0.984	0001622879	0001230524	0001508348
5	LiabilitiesCurrent	-1.12	-0.509	0.411	1.53	1.73	0001657045	0001847590	0001437226
6	LiabilitiesNoncurrent	-1.10	-0.889	0.0103	0.768	0.939	0001230524	0001877939	0001437226
7	remainder_Liabilities	-0.583	-0.214	0.0279	0.133	0.145	0001599407	0001230524	0001437226
8	CostOfRevenue	-1.82	-1.41	-0.105	0.508	1.21	0001437226	0001847590	0001813603
9	GeneralAndAdministrativeExpense	-4.46	-1.95	0.275	0.758	1.14	0001813603	0001777319	0001644378
10	LaborExpense	-0.842	-0.461	0.148	0.232	0.294	0000723533	0001289848	0001437226
11	remainder_Expenses	-1.70	-0.775	0.0527	0.492	1.45	0001777319	0001230524	0001599407
12	RevenueFromContractWithCustomer	-1.64	-1.30	-0.343	1.93	2.37	0001437226	0001632121	0001644378
13	RevenueFromReimbursement	-0.00382	-0.00313	-0.00195	-0.000779	0.0510	0001437226	0001398659	0001289848
14	remainder_Revenues	-0.621	-0.607	-0.243	2.04	3.71	0001813603	0000723533	0001437226
15	remainder_NetIncome	-0.994	-0.659	0.0703	0.275	0.355	0001813603	0001013706	0001230524
16	remainder_ComprehensiveNetIncome	-0.0109	-0.00468	-0.000759	0.00725	0.0148	0000723533	0001084554	0000887936

	yvar	min	5%	median	95%	max	min_company	median_company	max_company
0	Assets	-2.55	-1.61	-0.152	1.11	1.36	0001439264	0000887936	0001084554
1	Liabilities	-0.810	-0.716	0.275	1.90	2.21	0001508348	0001777319	0001437226
2	Expenses	-2.83	-1.68	0.000496	0.555	0.647	0001813603	0000887936	0001632121
3	Revenues	-1.93	-0.758	0.241	1.68	2.06	0001813603	0001847590	0001437226
4	StockholdersEquity	-3.16	-1.87	0.158	1.58	2.72	0001632121	0001622879	0001084554
5	NetIncome	-5.75	-1.62	0.319	1.18	1.64	0001813603	0001230524	0001644378
6	ComprehensiveNetIncome	-5.76	-1.62	0.318	1.17	1.64	0001813603	0001230524	0001644378
7	BaseVar	nan	nan	nan	nan	nan	0000723533	0001419275	0000723533
8	EconomicCapitalRatio	-4.18	-3.54	0.576	2.29	2.30	0001813603	0001508348	0001304161

Estimates

Parameter	Value	Min	Max
PresentValueFactor	1.44	1.0	15.0
BalanceFactor	1.59	0.5	5.0
OCIFactor	1.0	0.5	1.0
HiddenReservesFactor	0.0	0.0	0.0
LLPO_stddev	1.49	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
0000723533	Longwen Group Corp	Longwen	LWLW	2011	nan	0.0010	nan	129,114,138.0	nan	nan
				2014	2.6200	0.0010	0.0000	nan	nan	nan
				2022	0.5400	1.0000	0.5400	69,529,707.0	37,546,041.78	138.9650
				2023	0.1100	1.0000	0.1100	79,825,094.0	8,780,760.34	9.9562
0000851520	Exponent INC	Exponen	EXPO	2011	11.8000	4.0000	47.2000	13,243,065.0	625,072,668.00	3.5635
				2012	13.3700	4.0000	53.4800	13,223,806.0	707,209,144.88	3.4138
				2014	20.6300	4.0000	82.5200	12,866,600.0	1,061,751,832.00	4.6854
				2015	25.2800	2.0000	50.5600	25,746,928.0	1,301,764,679.68	5.3542
				2016	30.4300	2.0000	60.8600	25,592,534.0	1,557,561,619.24	5.8311
				2017	35.8800	2.0000	71.7600	25,810,749.0	1,852,179,348.24	6.2767
				2018	49.0900	1.0000	49.0900	52,012,151.0	2,553,276,492.59	8.1849
				2021	116.8200	1.0000	116.8200	52,111,508.0	6,087,666,364.56	12.8106
				2022	100.1600	1.0000	100.1600	50,638,229.0	5,071,925,016.64	11.8979
0000887936	FTI Consulting INC	FTI Con	FCN	2021	152.0600	1.0000	152.0600	34,288,467.0	5,213,904,292.02	2.2578
				2022	156.3100	1.0000	156.3100	34,423,110.0	5,380,676,324.10	2.2414
				2023	199.5400	1.0000	199.5400	35,509,721.0	7,085,609,728.34	3.0343
0001013706	Wilhelmina International Inc	Wilhelm	WHLM	2011	4.0000	0.0500	0.2000	129,440,752.0	25,888,150.40	0.8741
				2012	2.4000	0.0500	0.1200	121,440,752.0	14,572,890.24	0.5861
				2013	4.0000	0.0500	0.2000	117,813,925.0	23,562,785.00	0.8957
				2014	5.4200	1.0000	5.4200	5,870,115.0	31,816,023.30	1.0641
				2015	6.7500	1.0000	6.7500	5,789,528.0	39,079,314.00	1.3079
				2016	8.8000	1.0000	8.8000	5,381,668.0	47,358,678.40	1.2744
				2017	6.4700	1.0000	6.4700	5,381,668.0	34,819,391.96	1.1641
				2018	5.8300	1.0000	5.8300	5,265,768.0	30,699,427.44	1.0161
				2019	4.2600	1.0000	4.2600	5,170,121.0	22,024,715.46	0.8326
				2020	4.2100	1.0000	4.2100	5,157,344.0	21,712,418.24	0.9697
				2021	5.0600	1.0000	5.0600	5,157,344.0	26,096,160.64	0.9695
				2022	3.6300	1.0000	3.6300	5,157,344.0	18,721,158.72	0.6264
				2023	4.5400	1.0000	4.5400	5,157,344.0	23,414,341.76	0.8014
0001019737	Navigant Consulting INC	Navigan	nan	2010	nan	nan	nan	nan	nan	nan
				2011	nan	nan	nan	52,284,486.0	nan	nan
				2012	nan	nan	nan	52,029,167.0	nan	nan
				2013	nan	nan	nan	49,472,038.0	nan	nan
				2014	nan	nan	nan	48,494,296.0	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
0001057379	Hackett Group INC	Hackett	HCKT	2011	3.7800	1.0000	3.7800	40,396,171.0	152,697,526.38	1.4926
				2012	4.2600	1.0000	4.2600	30,482,872.0	129,857,034.72	1.2187
				2013	6.1800	1.0000	6.1800	30,687,903.0	189,651,240.54	1.8298
				2015	16.2400	1.0000	16.2400	29,382,893.0	477,178,182.32	4.5588
				2016	17.7300	1.0000	17.7300	28,553,558.0	506,254,583.34	4.3593
				2017	15.6200	1.0000	15.6200	28,656,338.0	447,611,999.56	3.4026
				2018	16.0600	1.0000	16.0600	29,518,236.0	474,062,870.16	3.9839
				2019	15.8900	1.0000	15.8900	29,896,607.0	475,057,085.23	3.8026
				2021	20.6000	1.0000	20.6000	29,792,171.0	613,718,722.60	4.5244
				2022	20.1000	1.0000	20.1000	31,703,102.0	637,232,350.20	4.0886
0001066104	CEB Inc.	CEB Inc	nan	2010	nan	nan	nan	nan	nan	nan
				2011	nan	nan	nan	33,294,413.0	nan	nan
				2012	nan	nan	nan	33,317,950.0	nan	nan
				2013	nan	nan	nan	33,609,569.0	nan	nan
				2014	nan	nan	nan	33,640,195.0	nan	nan
				2015	nan	nan	nan	nan	nan	nan
				2016	nan	nan	nan	nan	nan	nan
0001083446	Astrana Health Inc	Astrana	ASTH	2011	1.1000	0.1000	0.1100	29,335,774.0	3,226,935.14	2.4828
				2012	9.9000	0.1000	0.9900	34,843,441.0	34,495,006.59	21.9063
				2013	6.5000	0.1000	0.6500	37,977,607.0	24,685,444.55	7.2206
				2014	4.2000	0.1000	0.4200	48,634,549.0	20,426,510.58	1.9841
				2015	5.2500	1.0000	5.2500	4,863,389.0	25,532,792.25	1.6483
				2016	5.9700	1.0000	5.9700	5,956,877.0	35,562,555.69	2.3277
				2017	22.9300	1.0000	22.9300	6,033,495.0	138,348,040.35	0.4290
				2018	17.9200	1.0000	17.9200	34,084,641.0	610,796,766.72	1.9730
				2019	18.6900	1.0000	18.6900	34,892,506.0	652,140,937.14	1.1896
				2020	17.6300	1.0000	17.6300	54,265,602.0	956,702,563.26	1.6086
				2021	71.1100	1.0000	71.1100	55,549,053.0	3,950,093,158.83	6.6459
				2022	29.6500	1.0000	29.6500	56,723,447.0	1,681,850,203.55	2.4753
				2023	37.6800	1.0000	37.6800	58,283,589.0	2,196,125,633.52	3.0168
0001084554	Lightbridge Corp	Lightbr	LTBR	2011	126.3000	0.0170	2.1500	12,424,778.0	26,713,272.70	4.3736
				2012	84.6000	0.0170	1.4400	12,524,716.0	18,035,591.04	5.5180
				2013	90.6000	0.0170	1.5400	15,057,243.0	23,188,154.22	7.5612
				2014	105.9000	0.0170	1.8000	18,082,874.0	32,549,173.20	9.7078
				2015	59.4000	0.0170	1.0100	18,623,387.0	18,809,620.87	6.3599
				2016	13.5000	0.0830	1.1200	5,265,123.0	5,896,937.76	1.4662
				2017	12.5400	0.0830	1.0400	11,497,153.0	11,957,039.12	2.9557
				2018	7.0200	0.0830	0.5800	31,184,228.0	18,086,852.24	1.3549
				2020	3.5900	1.0000	3.5900	5,631,561.0	20,217,303.99	1.5311
				2021	7.2400	1.0000	7.2400	7,628,542.0	55,230,644.08	4.3979
				2023	3.3600	1.0000	3.3600	12,962,771.0	43,554,910.56	2.9150
0001094238	Harris Interactive INC	Harris	nan	2011	nan	nan	nan	55,652,399.0	nan	nan
0001094238	Harris Interactive INC	Harris	nan	2012	nan	nan	nan	57,392,195.0	nan	nan
0001094814	Cartesian Inc	Cartesi	nan	2011	nan	nan	nan	7,093,872.0	nan	nan
				2013	nan	nan	nan	8,051,382.0	nan	nan
				2015	nan	nan	nan	nan	nan	nan
				2016	nan	nan	nan	nan	nan	nan
				2017	nan	nan	nan	nan	nan	nan
0001096132	Petrone Worldwide INC	Petrone	nan	2014	nan	nan	nan	nan	nan	nan
0001096132	Petrone Worldwide INC	Petrone	nan	2016	nan	nan	nan	nan	nan	nan
0001098482	Innovaro Inc	Innovar	INNI	2011	0.8800	1.0000	0.8800	15,021,274.0	13,218,721.12	0.8603
0001098482	Innovaro Inc	Innovar	INNI	2012	0.2400	1.0000	0.2400	15,064,544.0	3,615,490.56	0.4812
0001100778	Rokk3R Inc	Rokk3R	nan	2017	nan	nan	nan	nan	nan	nan
0001100778	Rokk3R Inc	Rokk3R	nan	2018	nan	nan	nan	nan	nan	nan
0001104265	Grow Solutions Holdings INC	Grow So	nan	2015	nan	nan	nan	54,596,612.0	nan	nan
0001104265	Grow Solutions Holdings INC	Grow So	nan	2016	nan	nan	nan	46,716,612.0	nan	nan
0001179090	Bonds com Group Inc	Bonds c	nan	2011	nan	nan	nan	104,354,190.0	nan	nan
				2012	nan	nan	nan	104,354,190.0	nan	nan
				2013	nan	nan	nan	nan	nan	nan
0001228386	Transatlantic Capital INC	Transat	nan	2012	nan	nan	nan	nan	nan	nan
				2015	nan	nan	nan	nan	nan	nan
				2016	nan	nan	nan	nan	nan	nan
0001230524	Leopard Energy Inc	Leopard	LEEN	2012	10748.8800	1.0000	10748.8800	491,907,316.0	5,287,452,710,806.08	10247495.8911
				2013	8032.5800	1.0000	8032.5800	9,838,721.0	79,030,313,530.18	263525.8647
				2019	60.9000	0.0050	0.3000	42,603,032.0	12,780,909.60	16.5531
				2020	408.2400	0.0010	0.4100	170,912,128.0	70,073,972.48	76.6229
				2021	12.4300	0.0010	0.0100	321,510,839.0	3,215,108.39	3.2259
				2022	0.0700	1.0000	0.0700	1,059,663.0	74,176.41	0.2415
				2023	0.2700	1.0000	0.2700	1,272,917.0	343,687.59	0.9581
0001272550	Root9B Holdings Inc	Root9B	nan	2011	nan	nan	nan	8,106,325.0	nan	nan
				2012	nan	nan	nan	15,782,071.0	nan	nan
				2013	nan	nan	nan	nan	nan	nan
				2014	nan	nan	nan	32,761,465.0	nan	nan
				2015	nan	nan	nan	nan	nan	nan
0001286345	Hpil Holding	Hpil Ho	nan	2013	nan	nan	nan	nan	nan	nan
				2014	nan	nan	nan	nan	nan	nan
				2015	nan	nan	nan	nan	nan	nan
				2016	nan	nan	nan	nan	nan	nan
0001289848	Huron Consulting Group Inc	Huron C	HURN	2012	33.4900	1.0000	33.4900	22,952,487.0	768,678,789.63	1.3598
				2013	62.6300	1.0000	62.6300	23,243,551.0	1,455,743,599.13	2.3464
				2014	69.1200	1.0000	69.1200	22,868,714.0	1,580,685,511.68	1.8476
				2020	57.5000	1.0000	57.5000	22,871,243.0	1,315,096,472.50	1.6828
				2021	49.8800	1.0000	49.8800	21,917,598.0	1,093,249,788.24	1.3117
				2022	72.5600	1.0000	72.5600	19,933,479.0	1,446,373,236.24	1.5669
				2023	100.2200	1.0000	100.2200	18,747,865.0	1,878,911,030.30	1.8869
0001304161	Pharma Bio Serv Inc	Pharma	PBSV	2011	0.7000	1.0000	0.7000	20,758,695.0	14,531,086.50	2.1579
				2012	0.7100	1.0000	0.7100	20,758,695.0	14,738,673.45	1.5853
				2013	2.0200	1.0000	2.0200	22,702,186.0	45,858,415.72	3.7507
				2014	1.2500	1.0000	1.2500	23,047,462.0	28,809,327.50	2.2237
				2015	0.9500	1.0000	0.9500	23,062,250.0	21,909,137.50	1.6652
				2016	0.8700	1.0000	0.8700	23,009,316.0	20,018,104.92	1.5290
				2017	0.5200	1.0000	0.5200	23,101,931.0	12,013,004.12	1.0031
				2020	1.4100	1.0000	1.4100	23,001,627.0	32,432,294.07	1.7474
				2021	0.9700	1.0000	0.9700	23,029,215.0	22,338,338.55	1.5524
				2022	0.7300	1.0000	0.7300	22,944,286.0	16,749,328.78	1.3538
				2023	1.0000	1.0000	1.0000	22,963,451.0	22,963,451.00	1.9397
0001320760	TSS Inc.	TSS Inc	TSSI	2011	0.8000	1.0000	0.8000	14,626,162.0	11,700,929.60	0.6894
				2012	0.4500	1.0000	0.4500	14,729,520.0	6,628,284.00	0.4770
				2013	0.4500	1.0000	0.4500	14,572,002.0	6,557,400.90	0.4258
				2014	0.4800	1.0000	0.4800	15,199,668.0	7,295,840.64	0.7338
				2015	0.1300	1.0000	0.1300	15,632,004.0	2,032,160.52	0.1525
				2016	0.0500	1.0000	0.0500	15,645,824.0	782,291.20	0.0842
				2018	0.8400	1.0000	0.8400	16,304,107.0	13,695,449.88	1.7403
				2019	1.4700	1.0000	1.4700	17,559,057.0	25,811,813.79	1.6000
				2020	0.6000	1.0000	0.6000	18,945,135.0	11,367,081.00	0.5117
				2021	0.4800	1.0000	0.4800	18,596,793.0	8,926,460.64	0.4961
				2022	0.5600	1.0000	0.5600	21,343,306.0	11,952,251.36	0.3992
				2023	0.3100	1.0000	0.3100	21,606,626.0	6,698,054.06	0.2766
0001362004	ICF International Inc	ICF Int	ICFI	2011	25.5300	1.0000	25.5300	19,766,104.0	504,628,635.12	1.0131
				2012	23.4300	1.0000	23.4300	19,529,536.0	457,577,028.48	0.9236
				2013	34.4300	1.0000	34.4300	19,891,239.0	684,855,358.77	1.4764
				2014	41.5000	1.0000	41.5000	19,398,743.0	805,047,834.50	0.9361
				2015	35.3300	1.0000	35.3300	19,223,827.0	679,177,807.91	0.8267
				2016	54.9500	1.0000	54.9500	18,957,609.0	1,041,720,614.55	1.2980
				2017	52.6500	1.0000	52.6500	18,642,406.0	981,522,675.90	1.2235
				2018	64.2100	1.0000	64.2100	18,847,336.0	1,210,187,444.56	1.3695
				2019	92.0300	1.0000	92.0300	18,811,087.0	1,731,184,336.61	1.6647
				2020	74.7700	1.0000	74.7700	18,863,066.0	1,410,391,444.82	1.0902
				2021	101.8300	1.0000	101.8300	18,875,187.0	1,922,060,292.21	1.3275
				2022	99.0700	1.0000	99.0700	18,843,895.0	1,866,864,677.65	1.1207
0001366312	Juhl Energy Inc	Juhl En	nan	2011	nan	nan	nan	22,059,803.0	nan	nan
0001366312	Juhl Energy Inc	Juhl En	nan	2013	nan	nan	nan	23,924,789.0	nan	nan
0001371489	Information Services Group Inc	Informa	III	2012	1.1100	1.0000	1.1100	36,163,424.0	40,141,400.64	0.3436
				2013	4.0700	1.0000	4.0700	37,088,639.0	150,950,760.73	1.2765
				2014	4.1600	1.0000	4.1600	36,706,834.0	152,700,429.44	1.3477
				2015	3.4000	1.0000	3.4000	37,182,112.0	126,419,180.80	1.1711
				2016	3.7500	1.0000	3.7500	35,788,875.0	134,208,281.25	0.6526
				2017	4.2700	1.0000	4.2700	43,400,494.0	185,320,109.38	0.9603
				2018	4.2100	1.0000	4.2100	45,186,419.0	190,234,823.99	1.0856
				2019	2.3700	1.0000	2.3700	47,535,463.0	112,659,047.31	0.6478
				2020	3.1300	1.0000	3.1300	48,019,773.0	150,301,889.49	0.7925
				2021	7.6300	1.0000	7.6300	48,992,958.0	373,816,269.54	1.9927
				2022	4.5000	1.0000	4.5000	47,999,741.0	215,998,834.50	1.1203
				2023	4.7500	1.0000	4.7500	48,873,566.0	232,149,438.50	1.1826
0001382219	6D Global Technologies Inc	6D Glob	nan	2011	nan	nan	nan	24,982,222.0	nan	nan
				2013	nan	nan	nan	24,982,822.0	nan	nan
				2014	nan	nan	nan	77,067,083.0	nan	nan
				2015	nan	nan	nan	nan	nan	nan
0001388982	Chuma Holdings INC	Chuma H	nan	2011	nan	nan	nan	nan	nan	nan
				2012	nan	nan	nan	30,155,789.0	nan	nan
				2013	nan	nan	nan	nan	nan	nan
0001398659	Genpact LTD	Genpact	G	2010	15.2200	1.0000	15.2200	nan	nan	nan
				2011	14.7700	1.0000	14.7700	222,021,263.0	3,279,254,054.51	1.9455
				2014	19.0600	1.0000	19.0600	216,589,934.0	4,128,204,142.04	1.9658
				2015	24.7300	1.0000	24.7300	212,690,181.0	5,259,828,176.13	2.4564
				2016	24.0900	1.0000	24.0900	200,756,607.0	4,836,226,662.63	2.1583
				2017	32.2800	1.0000	32.2800	193,042,398.0	6,231,408,607.44	2.2786
				2018	26.8600	1.0000	26.8600	190,088,587.0	5,105,779,446.82	1.8059
				2019	42.2600	1.0000	42.2600	189,956,225.0	8,027,550,068.50	2.2242
				2020	41.7500	1.0000	41.7500	189,347,684.0	7,905,265,807.00	1.9983
				2021	52.7900	1.0000	52.7900	188,060,328.0	9,927,704,715.12	2.4652
				2022	45.7900	1.0000	45.7900	183,258,135.0	8,391,390,001.65	2.2829
				2023	34.6100	1.0000	34.6100	181,412,399.0	6,278,683,129.39	1.7057
0001400683	Stwc Holdings Inc	Stwc Ho	nan	2011	nan	nan	nan	2,345,000.0	nan	nan
				2012	nan	nan	nan	2,345,000.0	nan	nan
				2018	nan	nan	nan	33,350,089.0	nan	nan
0001419275	Ryvyl Inc	Ryvyl I	RVYL	2011	0.6000	0.0170	0.0100	8,704,669.0	87,046.69	0.0822
				2013	1.8000	0.0170	0.0300	14,445,363.0	433,360.89	0.6120
				2014	3.0000	0.0170	0.0500	14,445,363.0	722,268.15	1.3189
				2015	1.8000	0.0170	0.0300	14,445,363.0	433,360.89	0.8040
				2016	1.2000	0.0170	0.0200	14,445,363.0	288,907.26	0.6854
				2019	6.0000	0.0170	0.1000	166,390,363.0	16,639,036.30	1.1270
				2020	52.8000	0.0170	0.9000	181,050,238.0	162,945,214.20	13.4639
				2021	45.7000	0.1000	4.5700	43,179,241.0	197,329,131.37	1.7952
				2022	4.9000	0.1000	0.4900	49,647,531.0	24,327,290.19	0.2467
				2023	4.5800	1.0000	4.5800	5,386,141.0	24,668,525.78	0.2108
0001437226	Mastech Digital Inc	Mastech	MHH	2011	1.5000	2.5000	3.7500	3,633,043.0	13,623,911.25	1.0244
				2012	2.5000	2.5000	6.2500	3,190,664.0	19,941,650.00	1.5355
				2013	7.3800	2.0000	14.7600	3,359,546.0	49,586,898.96	4.0219
				2014	5.6000	2.0000	11.2000	4,306,798.0	48,236,137.60	3.5426
				2015	3.6700	2.0000	7.3400	4,353,189.0	31,952,407.26	1.0465
				2016	3.4500	2.0000	6.9000	4,470,965.0	30,849,658.50	1.0299
				2017	4.8500	2.0000	9.7000	5,454,952.0	52,913,034.40	0.6217
				2018	6.3000	1.0000	6.3000	10,983,736.0	69,197,536.80	0.9172
				2019	10.9400	1.0000	10.9400	11,033,165.0	120,702,825.10	1.7905
				2020	16.6300	1.0000	16.6300	11,379,749.0	189,245,225.87	2.6182
				2021	16.7000	1.0000	16.7000	11,438,013.0	191,014,817.10	2.4973
				2022	12.4700	1.0000	12.4700	11,617,709.0	144,872,831.23	2.1982
				2023	8.2400	1.0000	8.2400	11,599,138.0	95,576,897.12	1.4808
0001438673	Evergreen Agra Global Investments Inc	Evergre	nan	2011	nan	nan	nan	2,159,999.0	nan	nan
				2012	nan	nan	nan	42,279,999.0	nan	nan
				2016	nan	nan	nan	nan	nan	nan
0001439264	Marvion Inc	Marvion	MVNC	2011	27.0000	1.0000	27.0000	nan	nan	nan
				2012	55.2000	1.0000	55.2000	331,656,125.0	18,307,418,100.00	14352.6254
				2021	18.4500	1.0000	18.4500	nan	nan	nan
				2022	5.0200	1.0000	5.0200	1,942,681,876.0	9,752,263,017.52	1676.0638
				2023	2.4000	1.0000	2.4000	143,146,265,860.0	343,551,038,064.00	23612.7112
0001443646	Booz Allen Hamilton Holding Corp	Booz Al	BAH	2011	17.3500	1.0000	17.3500	128,417,006.0	2,228,035,054.10	0.8666
				2012	14.0800	1.0000	14.0800	132,045,531.0	1,859,201,076.48	0.6830
				2013	18.5700	1.0000	18.5700	142,260,354.0	2,641,774,773.78	0.8624
				2014	26.7500	1.0000	26.7500	148,805,550.0	3,980,548,462.50	1.3945
				2015	30.8400	1.0000	30.8400	148,448,758.0	4,578,159,696.72	1.6521
				2022	104.0800	1.0000	104.0800	132,226,183.0	13,762,101,126.64	2.5012
				2023	126.3800	1.0000	126.3800	130,381,202.0	16,477,576,308.76	2.7216
0001470215	Towers Watson Co	Towers	nan	2011	nan	nan	nan	53,115,332.0	nan	nan
				2012	nan	nan	nan	58,787,228.0	nan	nan
				2013	nan	nan	nan	65,562,296.0	nan	nan
				2014	nan	nan	nan	69,936,264.0	nan	nan
0001498291	Daniels Corporate Advisory Company Inc	Daniels	DCAC	2019	0.0100	1.0000	0.0100	25,546,452.0	255,464.52	0.1105
0001498291	Daniels Corporate Advisory Company Inc	Daniels	DCAC	2020	0.0000	1.0000	0.0000	34,754,735.0	0.00	0.0415
0001501489	Af Ocean Investment Management Co	Af Ocea	nan	2014	nan	nan	nan	nan	nan	nan
0001501489	Af Ocean Investment Management Co	Af Ocea	nan	2015	nan	nan	nan	nan	nan	nan
0001502966	Hypha Labs Inc	Hypha L	FUNI	2011	nan	0.1000	nan	5,426,750.0	nan	nan
				2012	7.0000	0.1000	0.7000	5,526,400.0	3,868,480.00	7.9890
				2013	10.0000	0.1000	1.0000	5,536,400.0	5,536,400.00	10.4698
				2014	0.3800	0.1000	0.0400	81,997,290.0	3,279,891.60	1.0619
				2017	0.2600	1.0000	0.2600	37,285,676.0	9,694,275.76	11.2336
				2018	0.1300	1.0000	0.1300	43,257,277.0	5,623,446.01	6.1909
				2019	0.1000	1.0000	0.1000	48,532,666.0	4,853,266.60	4.2461
				2020	0.0200	1.0000	0.0200	57,612,672.0	1,152,253.44	0.5495
				2021	0.0300	1.0000	0.0300	72,730,153.0	2,181,904.59	1.0181
				2022	0.0100	1.0000	0.0100	75,146,820.0	751,468.20	0.1993
0001508348	Americann Inc	America	ACAN	2016	1.6500	1.0000	1.6500	19,131,000.0	31,566,150.00	7.7684
				2017	3.0300	1.0000	3.0300	19,366,000.0	58,678,980.00	11.9232
				2018	2.0100	1.0000	2.0100	21,963,017.0	44,145,664.17	7.3243
				2020	0.9300	1.0000	0.9300	23,696,310.0	22,037,568.30	1.8473
				2021	0.4400	1.0000	0.4400	24,196,310.0	10,646,376.40	0.8747
				2022	0.1100	1.0000	0.1100	24,391,961.0	2,683,115.71	0.2043
				2023	0.0800	1.0000	0.0800	24,391,961.0	1,951,356.88	0.1636
0001533106	Argentum 47 INC	Argentu	nan	2012	nan	nan	nan	29,325,700.0	nan	nan
				2013	nan	nan	nan	30,784,202.0	nan	nan
				2014	nan	nan	nan	33,751,752.0	nan	nan
				2015	nan	nan	nan	772,523,183.0	nan	nan
				2016	nan	nan	nan	819,499,228.0	nan	nan
				2017	nan	nan	nan	473,090,573.0	nan	nan
				2018	nan	nan	nan	525,534,409.0	nan	nan
				2019	nan	nan	nan	590,989,409.0	nan	nan
0001537511	Progressive Green Solutions INC	Progres	nan	2014	nan	nan	nan	nan	nan	nan
0001537511	Progressive Green Solutions INC	Progres	nan	2015	nan	nan	nan	nan	nan	nan
0001560449	Phmc Inc	Phmc In	nan	2016	nan	nan	nan	nan	nan	nan
0001567503	Turnkey Capital Inc	Turnkey	nan	2013	nan	nan	nan	3,880,000.0	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
				2019	nan	nan	nan	nan	nan	nan
0001574910	Renavotio INC	Renavot	nan	2015	nan	nan	nan	10,360,000.0	nan	nan
				2017	nan	nan	nan	10,360,000.0	nan	nan
				2018	nan	nan	nan	75,000,000.0	nan	nan
				2020	nan	nan	nan	107,688,241.0	nan	nan
0001590565	Asia Equity Exchange Group INC	Asia Eq	nan	2014	nan	nan	nan	nan	nan	nan
				2015	nan	nan	nan	nan	nan	nan
				2017	nan	nan	nan	nan	nan	nan
0001592782	Nukkleus Inc	Nukkleu	nan	2016	nan	nan	nan	254,641,100.0	nan	nan
				2017	nan	nan	nan	230,485,100.0	nan	nan
				2018	nan	nan	nan	230,485,100.0	nan	nan
				2019	nan	nan	nan	230,485,100.0	nan	nan
0001599407	1847 Holdings LLC	1847 Ho	EFSH	2014	nan	1.0000	nan	77,887,500.0	nan	nan
				2015	nan	1.0000	nan	77,887,500.0	nan	nan
				2016	nan	1.0000	nan	77,887,500.0	nan	nan
				2017	nan	1.0000	nan	3,115,500.0	nan	nan
				2018	214500.2200	1.0000	214500.2200	3,115,625.0	668,302,247,937.50	94582.5047
				2019	117000.1200	1.0000	117000.1200	3,165,625.0	370,378,504,875.00	17444.8547
				2020	124800.1200	1.0000	124800.1200	4,444,013.0	554,613,355,681.56	31481.9565
				2021	191100.1900	1.0000	191100.1900	4,842,851.0	925,469,746,241.69	20019.6752
				2022	40169.9600	1.0000	40169.9600	4,079,137.0	163,858,770,124.52	3720.6990
				2023	405.4800	0.0010	0.4100	3,167,149.0	1,298,531.09	0.0260
0001600347	Hapi Metaverse Inc	Hapi Me	nan	2014	nan	nan	nan	5,132,000.0	nan	nan
				2016	nan	nan	nan	nan	nan	nan
				2017	nan	nan	nan	nan	nan	nan
0001602813	Frontera Group INC	Fronter	nan	2015	nan	nan	nan	7,280,000.0	nan	nan
				2016	nan	nan	nan	307,280,000.0	nan	nan
				2017	nan	nan	nan	307,280,000.0	nan	nan
0001604738	Ashford Inc	Ashford	nan	2015	nan	nan	nan	2,010,104.0	nan	nan
				2016	nan	nan	nan	2,015,599.0	nan	nan
				2017	nan	nan	nan	2,092,721.0	nan	nan
				2018	nan	nan	nan	2,390,705.0	nan	nan
0001607450	ABV Consulting INC	ABV Con	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
				2020	nan	nan	nan	5,533,000.0	nan	nan
0001620749	Panamera Holdings Corp	Panamer	PHCI	2015	nan	1.0000	nan	17,990,000.0	nan	nan
				2016	nan	1.0000	nan	17,990,000.0	nan	nan
				2017	nan	1.0000	nan	17,990,000.0	nan	nan
				2018	nan	1.0000	nan	17,990,000.0	nan	nan
				2019	nan	1.0000	nan	17,990,000.0	nan	nan
				2020	nan	1.0000	nan	17,990,000.0	nan	nan
				2022	1.9500	1.0000	1.9500	33,210,000.0	64,759,500.00	1780.1342
0001622879	Medicine Man Technologies Inc	Medicin	SHWZ	2015	nan	1.0000	nan	9,972,500.0	nan	nan
				2016	nan	1.0000	nan	10,092,500.0	nan	nan
				2017	nan	1.0000	nan	21,875,011.0	nan	nan
				2018	1.2400	1.0000	1.2400	27,578,310.0	34,197,104.40	3.5168
				2019	2.8900	1.0000	2.8900	39,952,628.0	115,463,094.92	6.1072
				2020	1.5400	1.0000	1.5400	41,933,086.0	64,576,952.44	1.2969
				2021	1.8800	1.0000	1.8800	44,400,853.0	83,473,603.64	0.3815
				2022	1.4200	1.0000	1.4200	54,741,506.0	77,732,938.52	0.3033
				2023	0.5600	1.0000	0.5600	72,591,605.0	40,651,298.80	0.1372
0001629606	Driven Deliveries Inc	Driven	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
0001630212	Avalon Globocare Corp	Avalon	ALBT	2015	nan	0.0070	nan	6,000,000.0	nan	nan
0001630212	Avalon Globocare Corp	Avalon	ALBT	2023	7.2900	0.0670	0.4900	10,999,534.0	5,389,771.66	0.3179
0001632121	Balance Labs Inc	Balance	BLNC	2015	nan	1.0000	nan	20,620,000.0	nan	nan
				2017	1.5000	1.0000	1.5000	21,620,000.0	32,430,000.00	36.6969
				2018	1.3500	1.0000	1.3500	21,620,000.0	29,187,000.00	21.2823
				2019	1.0000	1.0000	1.0000	21,674,000.0	21,674,000.00	12.7014
				2020	0.3300	1.0000	0.3300	21,674,000.0	7,152,420.00	2.7895
				2021	0.7200	1.0000	0.7200	21,674,000.0	15,605,280.00	5.7562
				2022	0.2300	1.0000	0.2300	21,674,000.0	4,985,020.00	2.0294
				2023	0.2300	1.0000	0.2300	21,674,000.0	4,985,020.00	2.0438
0001640265	GPB Holdings Ii Lp	GPB Hol	nan	2022	nan	nan	nan	nan	nan	nan
0001643615	Montrose Environmental Group Inc	Montros	MEG	2020	31.6100	1.0000	31.6100	24,961,680.0	789,038,704.80	1.7237
				2021	70.7300	1.0000	70.7300	29,491,400.0	2,085,926,722.00	3.4860
				2022	43.0700	1.0000	43.0700	29,711,566.0	1,279,677,147.62	2.2901
0001644378	RMR Group INC	RMR Gro	RMR	2016	39.6700	1.0000	39.6700	15,082,432.0	598,320,077.44	2.7919
				2017	60.8200	1.0000	60.8200	15,164,066.0	922,278,494.12	3.8610
				2018	55.2100	1.0000	55.2100	15,229,957.0	840,845,925.97	2.9288
				2019	45.6500	1.0000	45.6500	15,302,320.0	698,550,908.00	1.7317
				2021	34.0900	1.0000	34.0900	15,485,011.0	527,884,024.99	1.6290
				2022	28.2800	1.0000	28.2800	15,605,741.0	441,330,355.48	1.2344
				2023	27.5200	1.0000	27.5200	15,711,047.0	432,368,013.44	1.1669
0001653099	Vigilant Diversified Holdings INC Nv	Vigilan	nan	2017	nan	nan	nan	nan	nan	nan
				2018	nan	nan	nan	nan	nan	nan
				2019	nan	nan	nan	nan	nan	nan
0001654672	Pineapple INC	Pineapp	PNPL	2020	0.1100	1.0000	0.1100	87,446,200.0	9,619,082.00	1.5669
				2021	0.0100	1.0000	0.0100	89,471,569.0	894,715.69	0.1436
				2022	0.0100	1.0000	0.0100	91,163,569.0	911,635.69	1.1500
0001657045	Next Chemx Corporation	Next Ch	CHMX	2018	nan	1.0000	nan	8,620,000.0	nan	nan
				2019	4.0000	1.0000	4.0000	8,952,060.0	35,808,240.00	60.5584
				2020	4.9000	1.0000	4.9000	8,958,989.0	43,899,046.10	354.1245
				2021	9.0200	1.0000	9.0200	27,385,437.0	247,016,641.74	106.1335
				2022	11.0000	1.0000	11.0000	28,058,535.0	308,643,885.00	108.1951
				2023	9.0000	1.0000	9.0000	28,546,834.0	256,921,506.00	71.0171
0001661600	Sativus Tech Corp	Sativus	SATT	2017	nan	0.1000	nan	2,926,500.0	nan	nan
0001661600	Sativus Tech Corp	Sativus	SATT	2018	35.0000	0.1000	3.5000	16,250,148.0	56,875,518.00	11.7730
0001693687	Greenlit Ventures INC	Greenli	GLVT	2018	nan	0.0010	nan	6,000,000.0	nan	nan
				2019	nan	0.0010	nan	6,731,667.0	nan	nan
				2020	nan	0.0010	nan	6,731,667.0	nan	nan
0001751143	Atlas Technical Consultants INC	Atlas T	nan	2019	nan	nan	nan	20,250,000.0	nan	nan
				2020	nan	nan	nan	5,838,929.0	nan	nan
				2021	nan	nan	nan	33,616,212.0	nan	nan
0001777319	Ciso Global Inc	Ciso Gl	CISO	2019	nan	0.0670	nan	nan	nan	nan
				2020	nan	0.0670	nan	115,034,771.0	nan	nan
				2021	nan	0.0670	nan	117,789,789.0	nan	nan
				2022	41.0200	0.0670	2.7500	146,253,545.0	402,197,248.75	6.0658
				2023	1.3800	0.0670	0.0900	180,176,477.0	16,215,882.93	0.3822
0001790625	Agilethought Inc	Agileth	AGILQ	2021	5.7200	1.0000	5.7200	41,970,915.0	240,073,633.80	1.3792
0001790625	Agilethought Inc	Agileth	AGILQ	2022	4.2000	1.0000	4.2000	48,243,382.0	202,622,204.40	1.1558
0001813603	Hestia Insight Inc	Hestia	HSTA	2021	3.9600	1.0000	3.9600	27,916,200.0	110,548,152.00	93.0295
				2022	0.5300	1.0000	0.5300	27,939,260.0	14,807,807.80	39.6598
				2023	0.2300	1.0000	0.2300	27,939,260.0	6,426,029.80	59.9783
0001847590	Bowman Consulting Group Ltd	Bowman	BWMN	2021	21.5000	1.0000	21.5000	11,311,488.0	243,196,992.00	2.4572
				2022	20.8400	1.0000	20.8400	13,518,842.0	281,732,667.28	1.4494
				2023	34.3200	1.0000	34.3200	14,648,595.0	502,739,780.40	1.5655
0001877939	Castellum Inc	Castell	CTM	2022	nan	nan	nan	41,539,342.0	nan	nan
0001877939	Castellum Inc	Castell	CTM	2023	nan	nan	nan	47,642,427.0	nan	nan

QA: us_consulting 2010-2023

Table of Contents

Ranks across the years

PDF reports

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

Absolute xval/yval quantiles

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

2022

Logs

Diagrams

Calculation Linkbase Overview