Why Gemfury?
Push, build, and install
RubyGems
npm packages
Python packages
Maven artifacts
PHP packages
Go Modules
Debian packages
RPM packages
NuGet packages
alkaline-ml / statsmodels python
Repository URL to install this package:
|
Version:
0.10.2 ▾
|
import numpy as np
from statsmodels.tools.tools import Bunch
llf = np.array([-244.3852892951])
nobs = np.array([202])
k = np.array([5])
k_exog = np.array([1])
sigma = np.array([.81130812929037])
chi2 = np.array([73901.783883385])
df_model = np.array([3])
k_ar = np.array([1])
k_ma = np.array([2])
params = np.array([
.91963917600489,
-.89804855498306,
1.3032353997768,
.30230174935463,
.65822088065264])
cov_params = np.array([
.00622027554245,
.00026933156699,
-.00014478009121,
-.00010527901395,
.00006880952561,
.00026933156699,
.0023661521973,
-.00263264462948,
-.00241927046074,
-.00069258998629,
-.00014478009121,
-.00263264462948,
.003637275855,
.0033625395431,
.00072507981262,
-.00010527901395,
-.00241927046074,
.0033625395431,
.00312013997649,
.00067166747844,
.00006880952561,
-.00069258998629,
.00072507981262,
.00067166747844,
.00108477120916]).reshape(5, 5)
xb = np.array([
.91963917016983,
.91963917016983,
.69261693954468,
.76115423440933,
.63710719347,
.77478265762329,
.61527073383331,
.80501782894135,
.62182641029358,
.72158020734787,
.66619211435318,
.72980058193207,
.64935982227325,
.77660953998566,
.6069877743721,
.79818457365036,
.60795724391937,
.7583304643631,
.68147450685501,
.72765469551086,
.69699174165726,
.69102382659912,
.67753201723099,
.72617518901825,
.69977235794067,
.713603079319,
.72478419542313,
.68503832817078,
.75677126646042,
.79034942388535,
.68609654903412,
.83208250999451,
.60605573654175,
.80849212408066,
.69862711429596,
.80978256464005,
.7383074760437,
.78789436817169,
.79390448331833,
.79169547557831,
.76283228397369,
.87939429283142,
.75783687829971,
.85010063648224,
.80657452344894,
.86508285999298,
.72368890047073,
.86846202611923,
.75351697206497,
.74047154188156,
.82022970914841,
.73184186220169,
.7623735666275,
.74929028749466,
.75702118873596,
.79036456346512,
.81429827213287,
1.0007030963898,
.70464313030243,
1.2375881671906,
.82733017206192,
1.1780800819397,
.83767229318619,
1.3407131433487,
.7835128903389,
.99667322635651,
.82677388191223,
1.0330017805099,
.78713357448578,
.80603551864624,
.91298097372055,
.94862020015717,
.83088356256485,
1.1405943632126,
.72683191299438,
1.0197489261627,
.88344657421112,
1.1016070842743,
1.0485582351685,
1.1717364788055,
.94894939661026,
1.418029665947,
1.2063212394714,
1.3504880666733,
1.4053744077682,
1.5106836557388,
.91192328929901,
1.4546687602997,
1.2100585699081,
1.2459771633148,
1.2914154529572,
1.1733019351959,
.80550068616867,
.88859277963638,
1.5257360935211,
.49089628458023,
.75268715620041,
.92090040445328,
.99410575628281,
.87882828712463,
1.1253950595856,
.89082646369934,
.9317963719368,
.90858340263367,
.82737028598785,
1.0978132486343,
.74325948953629,
.98125350475311,
1.0478370189667,
.03625157848001,
1.3422871828079,
.51377469301224,
1.3643686771393,
.70055514574051,
1.2559896707535,
.71517109870911,
1.1997950077057,
.75360465049744,
1.2862613201141,
.79965251684189,
1.2606881856918,
1.018030166626,
1.1752370595932,
.69517260789871,
1.597958445549,
.65335071086884,
1.4763361215591,
1.2708671092987,
1.0432199239731,
.561203956604,
1.2630445957184,
.66821777820587,
1.2384748458862,
.70777904987335,
1.2246036529541,
.75373476743698,
1.199233174324,
.69312900304794,
1.0659650564194,
.80386221408844,
.99243313074112,
.78622406721115,
1.1766475439072,
.74267518520355,
1.1679803133011,
.85658311843872,
.99335825443268,
.79920876026154,
1.1595865488052,
.92043119668961,
.98299539089203,
.94316083192825,
1.0661553144455,
.6393609046936,
.9456650018692,
.91597771644592,
.80332309007645,
.65838772058487,
1.1093089580536,
.68860310316086,
1.0485997200012,
.89771980047226,
.94581252336502,
1.0480616092682,
1.0014315843582,
1.1307729482651,
1.1770483255386,
.89873492717743,
1.2652103900909,
.66434383392334,
1.1431220769882,
.44322970509529,
.9269899725914,
1.0786435604095,
.82789659500122,
1.0368362665176,
1.0712716579437,
.70438456535339,
.88966482877731,
1.009087562561,
1.0887442827225,
.88976800441742,
1.2735350131989,
1.0157470703125,
.95522791147232,
1.3003809452057,
.73179203271866,
2.4736785888672,
-.25176140666008,
1.9082181453705,
.53501582145691,
.7591078877449,
1.0281100273132,
1.6240043640137,
.60095232725143,
1.6211705207825,
1.344465970993,
1.124480009079,
2.1775946617126,
-.71973150968552,
-.37754261493683,
1.2329530715942,
1.127131819725])
y = np.array([
np.nan,
29.899639129639,
29.842617034912,
30.111154556274,
30.007108688354,
30.314783096313,
30.165269851685,
30.555017471313,
30.461826324463,
30.531579971313,
30.586193084717,
30.709800720215,
30.689361572266,
30.986608505249,
30.826986312866,
31.178184509277,
31.047958374023,
31.238330841064,
31.371475219727,
31.477655410767,
31.636991500854,
31.641023635864,
31.697532653809,
31.846176147461,
31.979772567749,
32.093601226807,
32.304782867432,
32.335037231445,
32.636772155762,
33.070346832275,
33.136096954346,
33.682079315186,
33.506057739258,
33.908489227295,
34.098628997803,
34.509784698486,
34.838306427002,
35.187896728516,
35.693904876709,
36.091693878174,
36.462833404541,
37.179393768311,
37.557834625244,
38.150100708008,
38.706577301025,
39.365081787109,
39.623691558838,
40.268463134766,
40.653518676758,
40.840469360352,
41.420227050781,
41.631843566895,
41.962375640869,
42.249290466309,
42.557022094727,
42.990364074707,
43.514297485352,
44.700702667236,
44.904644012451,
46.837585449219,
47.627330780029,
49.278079986572,
50.137672424316,
52.340713500977,
53.083511352539,
53.996673583984,
54.826774597168,
55.933002471924,
56.587131500244,
56.906032562256,
57.912979125977,
58.848621368408,
59.530883789063,
61.140594482422,
61.526832580566,
62.619747161865,
63.583446502686,
65.001609802246,
66.548561096191,
68.27173614502,
69.448951721191,
72.018028259277,
74.206321716309,
76.550483703613,
79.405372619629,
82.410682678223,
83.511924743652,
86.154663085938,
88.410057067871,
90.345977783203,
92.791412353516,
94.573303222656,
95.205505371094,
95.888595581055,
99.025733947754,
98.590896606445,
98.652687072754,
99.720901489258,
100.79410552979,
101.67883300781,
103.22539520264,
104.19082641602,
105.03179168701,
106.00858306885,
106.52736663818,
108.09781646729,
108.44326019287,
109.48125457764,
110.94783782959,
108.73625183105,
110.84228515625,
110.71376800537,
112.7643737793,
113.40055084229,
115.05599212646,
115.71517181396,
117.19979858398,
117.95359802246,
119.78626251221,
120.69965362549,
122.46068572998,
124.1180267334,
125.67523956299,
126.09517669678,
129.09796142578,
129.55334472656,
131.97633361816,
134.67086791992,
135.74320983887,
135.66120910645,
137.46304321289,
137.86820983887,
139.53848266602,
140.10777282715,
141.724609375,
142.45373535156,
143.99923706055,
144.49313354492,
145.56596374512,
146.40386962891,
147.29243469238,
147.98622131348,
149.57664489746,
150.14266967773,
151.66798400879,
152.65658569336,
153.59336853027,
154.29920959473,
155.85958862305,
157.02043151855,
157.98300170898,
159.14315795898,
160.46615600586,
160.53935241699,
161.34565734863,
162.41598510742,
162.80332946777,
162.85838317871,
164.30931091309,
164.5885925293,
165.74859619141,
166.7977142334,
167.64581298828,
169.14807128906,
170.30143737793,
172.03076171875,
173.87704467773,
174.79872131348,
176.86521911621,
177.06433105469,
178.54312133789,
178.0432434082,
178.62698364258,
180.37864685059,
180.82789611816,
182.23683166504,
183.67127990723,
183.90438842773,
184.58966064453,
185.90908813477,
187.38874816895,
188.2897644043,
190.37353515625,
191.81575012207,
192.75523376465,
195.10038757324,
195.43179321289,
201.67367553711,
199.14823913574,
202.60821533203,
203.23501586914,
202.65910339355,
204.60211181641,
207.54400634766,
207.93894958496,
210.75416564941,
213.83946228027,
215.12147521973,
220.78759765625,
216.16928100586,
211.79644775391,
213.90396118164,
215.59613037109])
resid = np.array([
np.nan,
-.74963909387589,
-.49261617660522,
-.74115377664566,
-.46710711717606,
-.76478433609009,
-.41527000069618,
-.71501767635345,
-.65182709693909,
-.61157959699631,
-.6061926484108,
-.66979920864105,
-.47936165332794,
-.76660931110382,
-.44698792695999,
-.73818320035934,
-.56795823574066,
-.54832947254181,
-.62147504091263,
-.53765416145325,
-.68699151277542,
-.6210241317749,
-.57753163576126,
-.56617534160614,
-.59977388381958,
-.51360231637955,
-.65478450059891,
-.45503878593445,
-.35677161812782,
-.62034744024277,
-.2860988676548,
-.78207945823669,
-.40605875849724,
-.50848907232285,
-.39862787723541,
-.40978488326073,
-.43830442428589,
-.28789436817169,
-.39390674233437,
-.3916939496994,
-.16283383965492,
-.37939432263374,
-.25783684849739,
-.25009834766388,
-.20657606422901,
-.46508130431175,
-.22368888556957,
-.36846202611923,
-.55352002382278,
-.24047155678272,
-.52022665739059,
-.43184259533882,
-.46237435936928,
-.44929105043411,
-.35701966285706,
-.29036456346512,
.1857016980648,
-.50070303678513,
.69535458087921,
-.03758737072349,
.47266906499863,
.02192067168653,
.86232846975327,
-.04071394726634,
-.08351214230061,
.0033267585095,
.07322765141726,
-.13300403952599,
-.48713436722755,
.09396601468325,
-.01297946088016,
-.14862097799778,
.4691156744957,
-.34059509634972,
.073167309165,
.08025334775448,
.31655418872833,
.49839133024216,
.55144023895264,
.22826506197453,
1.1510490179062,
.9819718003273,
.9936757683754,
1.4495149850845,
1.4946271181107,
.18931329250336,
1.1880751848221,
1.0453312397003,
.68994289636612,
1.1540243625641,
.60858601331711,
-.17330189049244,
-.20550219714642,
1.611407160759,
-.92573761940002,
-.69089323282242,
.14731439948082,
.07909959554672,
.00589422974735,
.42116710543633,
.07460948079824,
-.09083105623722,
.06820363551378,
-.30858492851257,
.47263273596764,
-.39781630039215,
.05674355849624,
.41874802112579,
-2.2478415966034,
.76375144720078,
-.64229023456573,
.68622988462448,
-.06437320262194,
.39945095777512,
-.0559926815331,
.28482890129089,
.00020190737268,
.54639840126038,
.11374024301767,
.50034290552139,
.63931334018707,
.38197138905525,
-.27523550391197,
1.404825925827,
-.1979645639658,
.94665539264679,
1.4236577749252,
.02913599461317,
-.643210709095,
.53878688812256,
-.26304465532303,
.43178829550743,
-.13848400115967,
.39222705364227,
-.02460673451424,
.34627133607864,
-.19923311471939,
.00686796056107,
.03404098749161,
-.10386525094509,
-.09243924915791,
.41377285122871,
-.17664749920368,
.35733091831207,
.13202276825905,
-.05658006668091,
-.09336434304714,
.40078815817833,
.24042254686356,
-.02043732441962,
.217001542449,
.25683608651161,
-.56615537405014,
-.13936093449593,
.15434110164642,
-.41597774624825,
-.60332614183426,
.34161224961281,
-.40931203961372,
.11139994114637,
.15139718353748,
-.09771674126387,
.45419663190842,
.15193535387516,
.5985592007637,
.66923010349274,
.02294866926968,
.80127727985382,
-.46522265672684,
.33565619587898,
-.94310986995697,
-.34323886036873,
.67301613092422,
-.37864658236504,
.37210035324097,
.3631728887558,
-.47128081321716,
-.20438456535339,
.3103321492672,
.3909215927124,
.01124659087509,
.81024420261383,
.42646199464798,
-.01574708521366,
1.044772028923,
-.40038701891899,
3.768208026886,
-2.273681640625,
1.5517644882202,
.09178187698126,
-1.3350188732147,
.91490334272385,
1.317883014679,
-.20600511133671,
1.1940457820892,
1.7408289909363,
.15753293037415,
3.4885265827179,
-3.8985877037048,
-3.9952800273895,
.87455189228058,
.56503582000732,
.78886848688126])
yr = np.array([
np.nan,
-.74963909387589,
-.49261617660522,
-.74115377664566,
-.46710711717606,
-.76478433609009,
-.41527000069618,
-.71501767635345,
-.65182709693909,
-.61157959699631,
-.6061926484108,
-.66979920864105,
-.47936165332794,
-.76660931110382,
-.44698792695999,
-.73818320035934,
-.56795823574066,
-.54832947254181,
-.62147504091263,
-.53765416145325,
-.68699151277542,
-.6210241317749,
-.57753163576126,
-.56617534160614,
-.59977388381958,
-.51360231637955,
-.65478450059891,
-.45503878593445,
-.35677161812782,
-.62034744024277,
-.2860988676548,
-.78207945823669,
-.40605875849724,
-.50848907232285,
-.39862787723541,
-.40978488326073,
-.43830442428589,
-.28789436817169,
-.39390674233437,
-.3916939496994,
-.16283383965492,
-.37939432263374,
-.25783684849739,
-.25009834766388,
-.20657606422901,
-.46508130431175,
-.22368888556957,
-.36846202611923,
-.55352002382278,
-.24047155678272,
-.52022665739059,
-.43184259533882,
-.46237435936928,
-.44929105043411,
-.35701966285706,
-.29036456346512,
.1857016980648,
-.50070303678513,
.69535458087921,
-.03758737072349,
.47266906499863,
.02192067168653,
.86232846975327,
-.04071394726634,
-.08351214230061,
.0033267585095,
.07322765141726,
-.13300403952599,
-.48713436722755,
.09396601468325,
-.01297946088016,
-.14862097799778,
.4691156744957,
-.34059509634972,
.073167309165,
.08025334775448,
.31655418872833,
.49839133024216,
.55144023895264,
.22826506197453,
1.1510490179062,
.9819718003273,
.9936757683754,
1.4495149850845,
1.4946271181107,
.18931329250336,
1.1880751848221,
1.0453312397003,
.68994289636612,
1.1540243625641,
.60858601331711,
-.17330189049244,
-.20550219714642,
1.611407160759,
-.92573761940002,
-.69089323282242,
.14731439948082,
.07909959554672,
.00589422974735,
.42116710543633,
.07460948079824,
-.09083105623722,
.06820363551378,
-.30858492851257,
.47263273596764,
-.39781630039215,
.05674355849624,
.41874802112579,
-2.2478415966034,
.76375144720078,
-.64229023456573,
.68622988462448,
-.06437320262194,
.39945095777512,
-.0559926815331,
.28482890129089,
.00020190737268,
.54639840126038,
.11374024301767,
.50034290552139,
.63931334018707,
.38197138905525,
-.27523550391197,
1.404825925827,
-.1979645639658,
.94665539264679,
1.4236577749252,
.02913599461317,
-.643210709095,
.53878688812256,
-.26304465532303,
.43178829550743,
-.13848400115967,
.39222705364227,
-.02460673451424,
.34627133607864,
-.19923311471939,
.00686796056107,
.03404098749161,
-.10386525094509,
-.09243924915791,
.41377285122871,
-.17664749920368,
.35733091831207,
.13202276825905,
-.05658006668091,
-.09336434304714,
.40078815817833,
.24042254686356,
-.02043732441962,
.217001542449,
.25683608651161,
-.56615537405014,
-.13936093449593,
.15434110164642,
-.41597774624825,
-.60332614183426,
.34161224961281,
-.40931203961372,
.11139994114637,
.15139718353748,
-.09771674126387,
.45419663190842,
.15193535387516,
.5985592007637,
.66923010349274,
.02294866926968,
.80127727985382,
-.46522265672684,
.33565619587898,
-.94310986995697,
-.34323886036873,
.67301613092422,
-.37864658236504,
.37210035324097,
.3631728887558,
-.47128081321716,
-.20438456535339,
.3103321492672,
.3909215927124,
.01124659087509,
.81024420261383,
.42646199464798,
-.01574708521366,
1.044772028923,
-.40038701891899,
3.768208026886,
-2.273681640625,
1.5517644882202,
.09178187698126,
-1.3350188732147,
.91490334272385,
1.317883014679,
-.20600511133671,
1.1940457820892,
1.7408289909363,
.15753293037415,
3.4885265827179,
-3.8985877037048,
-3.9952800273895,
.87455189228058,
.56503582000732,
.78886848688126])
mse = np.array([
1.8363103866577,
.82643759250641,
.69298559427261,
.67553198337555,
.67162227630615,
.67045229673386,
.66999220848083,
.66973727941513,
.66954612731934,
.66937738656998,
.66921871900558,
.66906636953354,
.66891890764236,
.66877597570419,
.66863715648651,
.66850233078003,
.66837131977081,
.66824388504028,
.6681199669838,
.66799944639206,
.6678820848465,
.66776782274246,
.66765648126602,
.66754806041718,
.66744232177734,
.66733926534653,
.66723877191544,
.66714072227478,
.66704499721527,
.66695153713226,
.66686034202576,
.66677123308182,
.66668421030045,
.66659909486771,
.66651594638824,
.66643464565277,
.66635513305664,
.66627734899521,
.66620123386383,
.66612672805786,
.6660538315773,
.66598242521286,
.66591250896454,
.66584402322769,
.66577690839767,
.66571110486984,
.66564667224884,
.66558349132538,
.66552156209946,
.66546076536179,
.66540116071701,
.66534268856049,
.66528534889221,
.6652290225029,
.66517376899719,
.6651194691658,
.66506624221802,
.6650139093399,
.66496247053146,
.66491198539734,
.66486239433289,
.66481363773346,
.6647657752037,
.66471868753433,
.66467237472534,
.66462683677673,
.66458207368851,
.66453808546066,
.66449475288391,
.6644521355629,
.66441023349762,
.66436898708344,
.66432839632034,
.66428846120834,
.66424912214279,
.66421037912369,
.66417229175568,
.66413474082947,
.66409778594971,
.66406136751175,
.66402548551559,
.66399013996124,
.66395533084869,
.6639209985733,
.66388720273972,
.66385388374329,
.66382104158401,
.66378861665726,
.6637567281723,
.66372525691986,
.66369420289993,
.66366362571716,
.66363340616226,
.66360366344452,
.66357427835464,
.66354531049728,
.66351670026779,
.66348850727081,
.6634606719017,
.66343319416046,
.66340607404709,
.66337931156158,
.66335290670395,
.66332685947418,
.66330111026764,
.66327565908432,
.66325056552887,
.66322582960129,
.66320133209229,
.66317713260651,
.6631532907486,
.66312968730927,
.66310638189316,
.66308337450027,
.66306066513062,
.66303819417953,
.66301596164703,
.66299402713776,
.6629723906517,
.66295093297958,
.66292977333069,
.66290885210037,
.66288816928864,
.66286766529083,
.66284745931625,
.66282749176025,
.66280770301819,
.6627881526947,
.66276878118515,
.66274970769882,
.66273081302643,
.66271209716797,
.66269356012344,
.6626752614975,
.66265720129013,
.66263926029205,
.66262155771255,
.66260403394699,
.66258668899536,
.66256952285767,
.66255259513855,
.66253578662872,
.66251915693283,
.66250270605087,
.6624863743782,
.66247028112411,
.66245430707932,
.66243851184845,
.66242289543152,
.66240739822388,
.66239207983017,
.6623769402504,
.66236186027527,
.66234701871872,
.66233229637146,
.66231769323349,
.66230326890945,
.66228896379471,
.66227477788925,
.66226077079773,
.6622468829155,
.66223311424255,
.6622194647789,
.66220593452454,
.66219258308411,
.66217935085297,
.66216617822647,
.66215318441391,
.66214030981064,
.66212749481201,
.66211485862732,
.66210234165192,
.66208988428116,
.66207760572433,
.66206538677216,
.66205328702927,
.66204130649567,
.66202944517136,
.66201764345169,
.66200596094131,
.66199439764023,
.66198295354843,
.66197156906128,
.66196030378342,
.66194915771484,
.66193807125092,
.66192710399628,
.66191619634628,
.66190540790558,
.66189467906952,
.66188406944275,
.66187357902527,
.66186314821243,
.66185277700424,
.66184252500534,
.66183233261108,
.66182225942612,
.66181224584579,
.66180229187012,
.66179245710373,
.66178268194199,
.66177302598953,
.66176337003708])
stdp = np.array([
.91963917016983,
.91963917016983,
.69261693954468,
.76115423440933,
.63710719347,
.77478265762329,
.61527073383331,
.80501782894135,
.62182641029358,
.72158020734787,
.66619211435318,
.72980058193207,
.64935982227325,
.77660953998566,
.6069877743721,
.79818457365036,
.60795724391937,
.7583304643631,
.68147450685501,
.72765469551086,
.69699174165726,
.69102382659912,
.67753201723099,
.72617518901825,
.69977235794067,
.713603079319,
.72478419542313,
.68503832817078,
.75677126646042,
.79034942388535,
.68609654903412,
.83208250999451,
.60605573654175,
.80849212408066,
.69862711429596,
.80978256464005,
.7383074760437,
.78789436817169,
.79390448331833,
.79169547557831,
.76283228397369,
.87939429283142,
.75783687829971,
.85010063648224,
.80657452344894,
.86508285999298,
.72368890047073,
.86846202611923,
.75351697206497,
.74047154188156,
.82022970914841,
.73184186220169,
.7623735666275,
.74929028749466,
.75702118873596,
.79036456346512,
.81429827213287,
1.0007030963898,
.70464313030243,
1.2375881671906,
.82733017206192,
1.1780800819397,
.83767229318619,
1.3407131433487,
.7835128903389,
.99667322635651,
.82677388191223,
1.0330017805099,
.78713357448578,
.80603551864624,
.91298097372055,
.94862020015717,
.83088356256485,
1.1405943632126,
.72683191299438,
1.0197489261627,
.88344657421112,
1.1016070842743,
1.0485582351685,
1.1717364788055,
.94894939661026,
1.418029665947,
1.2063212394714,
1.3504880666733,
1.4053744077682,
1.5106836557388,
.91192328929901,
1.4546687602997,
1.2100585699081,
1.2459771633148,
1.2914154529572,
1.1733019351959,
.80550068616867,
.88859277963638,
1.5257360935211,
.49089628458023,
.75268715620041,
.92090040445328,
.99410575628281,
.87882828712463,
1.1253950595856,
.89082646369934,
.9317963719368,
.90858340263367,
.82737028598785,
1.0978132486343,
.74325948953629,
.98125350475311,
1.0478370189667,
.03625157848001,
1.3422871828079,
.51377469301224,
1.3643686771393,
.70055514574051,
1.2559896707535,
.71517109870911,
1.1997950077057,
.75360465049744,
1.2862613201141,
.79965251684189,
1.2606881856918,
1.018030166626,
1.1752370595932,
.69517260789871,
1.597958445549,
.65335071086884,
1.4763361215591,
1.2708671092987,
1.0432199239731,
.561203956604,
1.2630445957184,
.66821777820587,
1.2384748458862,
.70777904987335,
1.2246036529541,
.75373476743698,
1.199233174324,
.69312900304794,
1.0659650564194,
.80386221408844,
.99243313074112,
.78622406721115,
1.1766475439072,
.74267518520355,
1.1679803133011,
.85658311843872,
.99335825443268,
.79920876026154,
1.1595865488052,
.92043119668961,
.98299539089203,
.94316083192825,
1.0661553144455,
.6393609046936,
.9456650018692,
.91597771644592,
.80332309007645,
.65838772058487,
1.1093089580536,
.68860310316086,
1.0485997200012,
.89771980047226,
.94581252336502,
1.0480616092682,
1.0014315843582,
1.1307729482651,
1.1770483255386,
.89873492717743,
1.2652103900909,
.66434383392334,
1.1431220769882,
.44322970509529,
.9269899725914,
1.0786435604095,
.82789659500122,
1.0368362665176,
1.0712716579437,
.70438456535339,
.88966482877731,
1.009087562561,
1.0887442827225,
.88976800441742,
1.2735350131989,
1.0157470703125,
.95522791147232,
1.3003809452057,
.73179203271866,
2.4736785888672,
-.25176140666008,
1.9082181453705,
.53501582145691,
.7591078877449,
1.0281100273132,
1.6240043640137,
.60095232725143,
1.6211705207825,
1.344465970993,
1.124480009079,
2.1775946617126,
-.71973150968552,
-.37754261493683,
1.2329530715942,
1.127131819725])
icstats = np.array([
202,
np.nan,
-244.3852892951,
5,
498.7705785902,
515.31191707721])
results = Bunch(
llf=llf,
nobs=nobs,
k=k,
k_exog=k_exog,
sigma=sigma,
chi2=chi2,
df_model=df_model,
k_ar=k_ar,
k_ma=k_ma,
params=params,
cov_params=cov_params,
xb=xb,
y=y,
resid=resid,
yr=yr,
mse=mse,
stdp=stdp,
icstats=icstats
)