data_q = [
0.0198708	0.0106264	0.0029811	0.0042150	0.0005365	2.1725130
0.0201216	0.0106803	0.0031096	0.0042163	0.0005415	2.1738862
0.0203251	0.0106882	0.0031784	0.0042443	0.0005453	2.1773353
0.0203774	0.0107962	0.0031905	0.0041520	0.0005505	2.1700881
0.0202275	0.0108151	0.0031454	0.0041655	0.0005523	2.1797743
0.0203316	0.0108448	0.0031748	0.0042798	0.0005520	2.1861736
0.0202479	0.0108314	0.0031757	0.0042220	0.0005482	2.1855979
0.0205194	0.0109214	0.0031551	0.0043228	0.0005496	2.1957169
0.0205899	0.0108939	0.0031344	0.0044179	0.0005487	2.1864332
0.0204793	0.0109086	0.0030906	0.0043884	0.0005459	2.1906630
0.0206082	0.0110287	0.0031107	0.0044141	0.0005414	2.1806083
0.0203117	0.0110735	0.0030545	0.0044981	0.0005282	2.1652509
0.0196951	0.0109798	0.0027981	0.0044162	0.0005145	2.1117241
0.0197601	0.0110770	0.0027175	0.0045507	0.0005058	2.0946961
0.0201606	0.0111637	0.0027311	0.0045689	0.0005104	2.0759835
0.0205455	0.0111751	0.0028806	0.0046471	0.0005161	2.0597585
0.0208597	0.0113057	0.0030443	0.0045812	0.0005241	2.0550821
0.0213290	0.0114406	0.0031423	0.0046232	0.0005321	2.0514569
0.0212365	0.0115544	0.0031732	0.0046284	0.0005287	2.0416167
0.0212443	0.0116529	0.0031130	0.0045535	0.0005271	2.0281787
0.0215701	0.0116099	0.0031890	0.0044336	0.0005268	2.0153551
0.0214018	0.0117403	0.0031080	0.0044545	0.0005262	2.0041565
0.0213668	0.0116792	0.0030016	0.0045812	0.0005216	1.9938432
0.0210161	0.0117282	0.0029662	0.0046198	0.0005149	1.9851217
0.0210665	0.0117843	0.0029052	0.0046571	0.0005101	1.9798657
0.0213932	0.0118754	0.0029331	0.0046676	0.0005073	1.9794850
0.0216729	0.0118700	0.0029862	0.0047417	0.0005087	1.9737086
0.0220807	0.0120158	0.0030697	0.0048519	0.0005144	1.9675876
0.0224420	0.0120937	0.0031169	0.0049520	0.0005155	1.9532276
0.0226041	0.0121974	0.0031937	0.0049766	0.0005197	1.9500815
0.0227079	0.0122430	0.0031983	0.0050727	0.0005162	1.9450943
0.0226360	0.0123004	0.0031514	0.0050781	0.0005101	1.9390658
0.0228206	0.0123081	0.0031670	0.0050460	0.0005107	1.9320886
0.0230062	0.0123387	0.0032861	0.0050213	0.0005117	1.9270404
0.0233431	0.0124966	0.0033411	0.0051969	0.0005110	1.9161379
0.0234258	0.0124839	0.0034168	0.0051733	0.0005128	1.9031061
0.0238505	0.0126706	0.0035063	0.0051879	0.0005201	1.8893516
0.0240316	0.0128293	0.0035055	0.0052127	0.0005203	1.8901262
0.0242546	0.0129792	0.0035378	0.0052271	0.0005214	1.8800716
0.0242128	0.0130239	0.0035660	0.0051716	0.0005241	1.8792892
0.0247047	0.0130892	0.0037002	0.0051455	0.0005301	1.8694532
0.0249373	0.0132311	0.0037788	0.0051910	0.0005332	1.8610877
0.0253588	0.0133962	0.0038605	0.0053851	0.0005327	1.8478594
0.0258852	0.0136681	0.0039546	0.0055268	0.0005359	1.8418516
0.0264471	0.0137966	0.0040419	0.0056133	0.0005422	1.8154716
0.0264646	0.0139059	0.0040177	0.0056974	0.0005460	1.8159082
0.0265632	0.0139411	0.0039607	0.0058858	0.0005470	1.7947860
0.0266971	0.0139555	0.0038436	0.0059474	0.0005439	1.7914905
0.0268443	0.0140376	0.0037383	0.0061900	0.0005415	1.7887208
0.0267458	0.0140964	0.0038143	0.0061686	0.0005361	1.7861616
0.0268257	0.0141227	0.0038199	0.0062169	0.0005353	1.7794316
0.0269064	0.0141126	0.0039249	0.0062597	0.0005353	1.7730194
0.0273542	0.0143066	0.0040041	0.0063512	0.0005341	1.7659109
0.0277241	0.0144753	0.0039676	0.0063684	0.0005374	1.7557273
0.0277996	0.0146346	0.0039943	0.0063799	0.0005390	1.7422387
0.0277845	0.0146207	0.0041040	0.0063712	0.0005397	1.7414251
0.0280964	0.0147060	0.0042159	0.0063356	0.0005424	1.7375218
0.0280622	0.0147741	0.0042080	0.0063092	0.0005452	1.7341965
0.0281155	0.0147871	0.0042350	0.0063454	0.0005454	1.7226199
0.0278476	0.0148579	0.0041109	0.0062370	0.0005412	1.7238759
0.0276572	0.0149093	0.0040454	0.0062503	0.0005362	1.7181750
0.0275623	0.0148669	0.0039695	0.0061516	0.0005264	1.7269730
0.0276488	0.0149546	0.0039735	0.0061997	0.0005207	1.7202435
0.0271937	0.0149773	0.0039490	0.0061702	0.0005137	1.7181526
0.0277925	0.0148869	0.0040235	0.0061162	0.0005133	1.7146368
0.0277908	0.0148900	0.0041720	0.0060941	0.0005120	1.7116338
0.0278564	0.0149099	0.0042324	0.0060759	0.0005092	1.7104575
0.0277782	0.0150071	0.0043294	0.0060395	0.0005117	1.7119252
0.0279550	0.0149402	0.0044588	0.0060977	0.0005122	1.7116988
0.0284652	0.0151324	0.0045163	0.0061277	0.0005131	1.7118408
0.0285844	0.0152517	0.0045449	0.0059836	0.0005133	1.7104894
0.0289137	0.0154139	0.0047381	0.0060344	0.0005162	1.7070805
0.0294954	0.0155174	0.0049030	0.0061111	0.0005213	1.6986950
0.0296831	0.0155545	0.0049310	0.0060604	0.0005240	1.6918673
0.0293732	0.0155818	0.0048983	0.0059350	0.0005249	1.6826527
0.0295043	0.0155710	0.0047914	0.0059491	0.0005248	1.6681062
0.0290992	0.0156054	0.0046575	0.0060612	0.0005199	1.6618938
0.0290350	0.0156581	0.0045919	0.0060990	0.0005186	1.6656465
0.0286103	0.0155730	0.0045328	0.0061068	0.0005142	1.6743182
0.0283558	0.0153918	0.0042970	0.0061169	0.0005032	1.6816249
0.0278813	0.0153631	0.0040614	0.0061481	0.0004851	1.6996445
0.0279529	0.0154824	0.0040164	0.0060916	0.0004783	1.7146366
0.0282649	0.0155218	0.0040653	0.0061523	0.0004800	1.7079330
0.0284948	0.0155536	0.0041099	0.0061972	0.0004858	1.6975989
0.0289976	0.0157077	0.0042549	0.0062016	0.0004915	1.6830734
0.0290827	0.0157490	0.0043377	0.0061246	0.0004895	1.6793588
0.0290812	0.0158687	0.0043615	0.0060558	0.0004890	1.6667889
0.0291600	0.0159558	0.0045535	0.0060337	0.0004895	1.6495278
0.0293836	0.0160396	0.0047243	0.0060819	0.0004925	1.6420163
0.0298206	0.0160788	0.0049874	0.0061232	0.0004996	1.6365540
0.0302064	0.0162022	0.0050787	0.0060989	0.0005025	1.6407330
0.0300693	0.0162436	0.0051464	0.0060648	0.0005051	1.6324617
0.0300369	0.0163876	0.0051887	0.0060339	0.0005053	1.6391427
0.0310864	0.0165691	0.0055545	0.0061446	0.0005178	1.6376459
0.0312495	0.0166347	0.0057036	0.0061517	0.0005198	1.6331884
0.0315132	0.0166588	0.0057928	0.0061631	0.0005237	1.6179969
0.0314334	0.0167358	0.0058328	0.0060943	0.0005250	1.6024990
0.0313284	0.0167809	0.0057697	0.0061043	0.0005249	1.5875241
0.0314128	0.0169064	0.0058678	0.0061275	0.0005269	1.5810447
0.0313432	0.0170282	0.0057844	0.0061909	0.0005252	1.5785017
0.0313099	0.0171065	0.0056903	0.0062820	0.0005218	1.5794148
0.0305582	0.0169233	0.0051794	0.0063013	0.0005107	1.5779467
0.0303811	0.0169764	0.0052049	0.0061883	0.0005062	1.5736216
0.0308377	0.0170676	0.0053600	0.0062111	0.0005107	1.5645612
0.0313536	0.0170526	0.0053860	0.0062662	0.0005117	1.5588398
0.0310068	0.0170533	0.0054228	0.0062548	0.0005102	1.5603668
0.0312758	0.0169804	0.0053997	0.0061829	0.0005083	1.5602390
0.0307819	0.0169067	0.0053679	0.0062510	0.0005047	1.5605991
0.0301877	0.0169003	0.0051901	0.0062378	0.0004951	1.5628882
0.0302575	0.0168695	0.0049911	0.0062695	0.0004955	1.5614747
0.0300553	0.0170019	0.0047979	0.0062813	0.0004905	1.5490976
0.0299909	0.0172196	0.0047306	0.0063956	0.0004846	1.5350948
0.0302804	0.0173542	0.0047593	0.0064161	0.0004862	1.5208871
0.0308829	0.0175746	0.0048743	0.0064627	0.0004903	1.5077011
0.0314040	0.0178548	0.0050912	0.0065463	0.0004986	1.4926881
0.0319548	0.0179837	0.0053408	0.0064059	0.0005064	1.4807495
0.0324444	0.0179809	0.0054224	0.0065356	0.0005140	1.4591430
0.0329192	0.0181980	0.0056075	0.0066662	0.0005195	1.4488465
0.0331510	0.0183213	0.0056841	0.0066965	0.0005205	1.4369536
0.0333219	0.0184652	0.0057483	0.0068158	0.0005224	1.4270271
0.0335558	0.0186868	0.0057329	0.0068887	0.0005255	1.4104161
0.0337619	0.0188541	0.0057660	0.0070168	0.0005276	1.3997695
0.0341997	0.0190946	0.0057062	0.0071749	0.0005277	1.3938868
0.0343610	0.0192437	0.0057968	0.0072176	0.0005286	1.3880392
0.0345191	0.0193344	0.0057734	0.0072350	0.0005252	1.3842763
0.0345606	0.0193126	0.0057576	0.0073460	0.0005226	1.3825588
0.0347925	0.0194073	0.0057261	0.0074898	0.0005237	1.3808322
0.0348656	0.0195622	0.0057482	0.0074393	0.0005261	1.3761119
0.0349721	0.0197767	0.0055856	0.0074442	0.0005306	1.3694800
0.0352551	0.0199676	0.0056461	0.0074772	0.0005321	1.3664249
0.0354800	0.0201049	0.0057181	0.0074617	0.0005344	1.3620747
0.0360108	0.0202469	0.0057093	0.0075061	0.0005385	1.3568707
0.0360885	0.0204605	0.0056889	0.0074496	0.0005376	1.3500611
0.0364637	0.0206316	0.0057669	0.0074428	0.0005440	1.3433492
0.0365689	0.0208559	0.0057377	0.0073712	0.0005442	1.3344941
0.0369689	0.0210595	0.0057948	0.0074793	0.0005490	1.3307300
0.0372395	0.0211436	0.0057999	0.0074235	0.0005528	1.3206879
0.0374024	0.0212786	0.0057748	0.0074995	0.0005538	1.3131591
0.0375832	0.0213865	0.0058448	0.0075412	0.0005538	1.3069436
0.0375948	0.0216030	0.0057264	0.0075583	0.0005526	1.3004139
0.0377040	0.0215694	0.0057126	0.0076333	0.0005492	1.2900683
0.0377432	0.0217455	0.0055257	0.0076180	0.0005455	1.2773826
0.0376588	0.0219473	0.0054395	0.0076066	0.0005406	1.2695972
0.0372731	0.0219447	0.0052633	0.0077206	0.0005365	1.2630374
0.0370041	0.0217789	0.0050491	0.0077138	0.0005297	1.2543782
0.0371692	0.0219259	0.0049986	0.0076921	0.0005254	1.2486056
0.0372575	0.0219437	0.0049655	0.0076390	0.0005235	1.2414741
0.0373288	0.0219840	0.0049185	0.0075848	0.0005214	1.2310553
0.0376322	0.0222941	0.0049196	0.0076381	0.0005177	1.2192673
0.0379098	0.0223978	0.0050759	0.0076258	0.0005186	1.2133567
0.0381792	0.0226000	0.0051239	0.0076526	0.0005182	1.2067922
0.0384818	0.0228061	0.0052539	0.0076088	0.0005201	1.2023118
0.0384311	0.0227689	0.0052595	0.0075303	0.0005233	1.1935598
0.0384353	0.0228080	0.0053374	0.0074893	0.0005268	1.1895610
0.0386327	0.0230294	0.0054222	0.0074752	0.0005293	1.1866197
0.0390418	0.0231138	0.0056253	0.0074803	0.0005321	1.1825266
0.0393457	0.0232277	0.0056812	0.0074097	0.0005330	1.1780825
0.0397701	0.0233554	0.0057993	0.0074425	0.0005408	1.1755492
0.0398858	0.0235118	0.0058272	0.0075308	0.0005458	1.1722099
0.0402409	0.0235997	0.0059558	0.0074632	0.0005476	1.1698221
0.0402952	0.0236439	0.0060700	0.0075165	0.0005505	1.1648018
0.0402832	0.0238481	0.0060328	0.0075360	0.0005497	1.1586570
0.0405071	0.0239404	0.0060771	0.0074833	0.0005539	1.1506501
0.0406918	0.0240056	0.0061569	0.0074097	0.0005529	1.1433258
0.0408918	0.0241716	0.0062388	0.0074853	0.0005509	1.1345677
0.0414575	0.0244146	0.0063834	0.0075365	0.0005541	1.1241556
0.0416863	0.0245416	0.0065114	0.0075077	0.0005568	1.1193208
0.0420467	0.0247001	0.0065621	0.0075580	0.0005620	1.1101687
0.0421752	0.0247735	0.0066061	0.0075511	0.0005657	1.1005712
0.0427234	0.0249120	0.0067153	0.0076065	0.0005676	1.0931491
0.0431422	0.0251676	0.0069331	0.0075775	0.0005693	1.0841193
0.0433391	0.0253367	0.0069394	0.0075769	0.0005705	1.0753947
0.0437202	0.0255671	0.0070768	0.0075203	0.0005725	1.0649411
0.0438999	0.0258311	0.0072391	0.0076641	0.0005735	1.0568440
0.0442805	0.0260424	0.0072903	0.0077165	0.0005728	1.0478726
0.0448190	0.0261892	0.0074518	0.0077737	0.0005790	1.0401865
0.0450294	0.0264045	0.0075218	0.0078252	0.0005770	1.0322521
0.0452804	0.0267454	0.0076592	0.0078931	0.0005794	1.0266280
0.0456740	0.0269939	0.0077450	0.0080093	0.0005816	1.0211879
0.0463486	0.0273612	0.0077390	0.0081567	0.0005817	1.0152200
0.0458234	0.0273007	0.0078157	0.0080403	0.0005760	1.0068748
0.0463994	0.0275573	0.0079608	0.0081247	0.0005745	1.0023003
0.0461990	0.0277440	0.0079196	0.0081032	0.0005726	0.9943476
0.0462994	0.0279594	0.0078960	0.0081257	0.0005685	0.9886597
0.0461259	0.0280014	0.0077565	0.0082084	0.0005661	0.9797230
0.0461308	0.0280222	0.0075361	0.0083136	0.0005585	0.9701063
0.0458222	0.0280007	0.0074364	0.0082538	0.0005502	0.9654548
0.0458559	0.0280503	0.0071723	0.0083777	0.0005420	0.9587164
0.0460496	0.0281428	0.0070073	0.0085211	0.0005360	0.9515185
0.0461852	0.0283673	0.0069491	0.0086297	0.0005356	0.9472100
0.0463159	0.0284057	0.0068932	0.0086746	0.0005324	0.9422561
0.0461959	0.0284889	0.0068602	0.0087785	0.0005314	0.9369937
0.0460043	0.0285193	0.0068038	0.0088106	0.0005246	0.9297949
0.0462586	0.0285748	0.0069210	0.0089158	0.0005215	0.9221764
0.0469440	0.0288716	0.0071084	0.0089272	0.0005205	0.9145594
0.0470901	0.0289516	0.0072040	0.0089135	0.0005213	0.9099766
0.0474177	0.0292704	0.0072032	0.0090179	0.0005232	0.9065656
0.0476928	0.0294122	0.0074211	0.0090487	0.0005224	0.9045358
0.0479645	0.0295542	0.0075929	0.0091096	0.0005243	0.9050445
0.0481084	0.0297513	0.0077148	0.0090918	0.0005252	0.9039456
0.0483287	0.0297171	0.0078059	0.0091414	0.0005244	0.9010083
0.0485040	0.0298873	0.0079685	0.0091817	0.0005263	0.8984499
0.0488027	0.0301748	0.0080696	0.0092952	0.0005259	0.8966109
0.0487953	0.0303205	0.0081258	0.0092465	0.0005273	0.8964770
0.0492497	0.0303252	0.0082982	0.0093425	0.0005304	0.8928611
0.0494311	0.0305331	0.0082343	0.0093924	0.0005302	0.8893892
0.0493705	0.0306636	0.0080829	0.0094157	0.0005317	0.8866893
0.0493980	0.0306613	0.0079199	0.0094266	0.0005316	0.8847020





];

gy_obs = data_q(2:208,1)./data_q(1:207,1)-1;
gc_obs = data_q(2:208,2)./data_q(1:207,2)-1;
gai_obs = data_q(2:208,3)./data_q(1:207,3)-1;
gg_obs = data_q(2:208,4)./data_q(1:207,4)-1;
h_obs = log(data_q(2:208,5));
ga_obs = data_q(2:208,6)./data_q(1:207,6)-1;

