From 8614926cbd349719b15d2e880192e277f2fa7c59 Mon Sep 17 00:00:00 2001 From: jvivian Date: Sun, 27 Oct 2024 20:11:57 -0700 Subject: [PATCH] Add results --- DFM-results-no-batchvar/df.csv | 37 + DFM-results-no-batchvar/factors.csv | 37 + DFM-results-no-batchvar/model.csv | 17 + DFM-results-no-batchvar/raw.csv | 37 + DFM-results-no-batchvar/results.csv | 26 + DFM-results-no-batchvar/run-info.yaml | 21 + DFM-results/AK/df.csv | 36 + DFM-results/AK/factors.csv | 36 + DFM-results/AK/model.csv | 16 + DFM-results/AK/raw.csv | 36 + DFM-results/AK/results.csv | 25 + DFM-results/AK/run-info.yaml | 20 + DFM-results/CA/df.csv | 36 + DFM-results/CA/factors.csv | 36 + DFM-results/CA/model.csv | 16 + DFM-results/CA/raw.csv | 36 + DFM-results/CA/results.csv | 25 + DFM-results/CA/run-info.yaml | 20 + DFM-results/factors.csv | 71 ++ reports/figures/results/CT/df.csv | 132 ++ reports/figures/results/CT/factors.csv | 132 ++ reports/figures/results/CT/model.csv | 29 + reports/figures/results/CT/raw.csv | 132 ++ reports/figures/results/CT/results.csv | 38 + reports/figures/results/CT/run-info.yaml | 45 + reports/figures/results/IL/df.csv | 132 ++ reports/figures/results/IL/factors.csv | 132 ++ reports/figures/results/IL/model.csv | 29 + reports/figures/results/IL/raw.csv | 132 ++ reports/figures/results/IL/results.csv | 38 + reports/figures/results/IL/run-info.yaml | 45 + reports/figures/results/MA/df.csv | 132 ++ reports/figures/results/MA/factors.csv | 132 ++ reports/figures/results/MA/model.csv | 29 + reports/figures/results/MA/raw.csv | 132 ++ reports/figures/results/MA/results.csv | 38 + reports/figures/results/MA/run-info.yaml | 45 + reports/figures/results/ME/df.csv | 132 ++ reports/figures/results/ME/factors.csv | 132 ++ reports/figures/results/ME/model.csv | 29 + reports/figures/results/ME/raw.csv | 132 ++ reports/figures/results/ME/results.csv | 38 + reports/figures/results/ME/run-info.yaml | 45 + reports/figures/results/MI/df.csv | 132 ++ reports/figures/results/MI/factors.csv | 132 ++ reports/figures/results/MI/model.csv | 29 + reports/figures/results/MI/raw.csv | 132 ++ reports/figures/results/MI/results.csv | 38 + reports/figures/results/MI/run-info.yaml | 45 + reports/figures/results/MN/df.csv | 132 ++ reports/figures/results/MN/factors.csv | 132 ++ reports/figures/results/MN/model.csv | 29 + reports/figures/results/MN/raw.csv | 132 ++ reports/figures/results/MN/results.csv | 38 + reports/figures/results/MN/run-info.yaml | 45 + reports/figures/results/NJ/df.csv | 132 ++ reports/figures/results/NJ/factors.csv | 132 ++ reports/figures/results/NJ/model.csv | 29 + reports/figures/results/NJ/raw.csv | 132 ++ reports/figures/results/NJ/results.csv | 38 + reports/figures/results/NJ/run-info.yaml | 45 + reports/figures/results/NY/df.csv | 132 ++ reports/figures/results/NY/factors.csv | 132 ++ reports/figures/results/NY/model.csv | 29 + reports/figures/results/NY/raw.csv | 132 ++ reports/figures/results/NY/results.csv | 38 + reports/figures/results/NY/run-info.yaml | 45 + reports/figures/results/PA/df.csv | 132 ++ reports/figures/results/PA/factors.csv | 132 ++ reports/figures/results/PA/model.csv | 29 + reports/figures/results/PA/raw.csv | 132 ++ reports/figures/results/PA/results.csv | 38 + reports/figures/results/PA/run-info.yaml | 45 + reports/figures/results/RI/df.csv | 132 ++ reports/figures/results/RI/factors.csv | 132 ++ reports/figures/results/RI/model.csv | 29 + reports/figures/results/RI/raw.csv | 132 ++ reports/figures/results/RI/results.csv | 38 + reports/figures/results/RI/run-info.yaml | 45 + reports/figures/results/VA/df.csv | 132 ++ reports/figures/results/VA/factors.csv | 132 ++ reports/figures/results/VA/model.csv | 29 + reports/figures/results/VA/raw.csv | 132 ++ reports/figures/results/VA/results.csv | 38 + reports/figures/results/VA/run-info.yaml | 45 + reports/figures/results/factors.csv | 1442 ++++++++++++++++++++++ 86 files changed, 7614 insertions(+) create mode 100644 DFM-results-no-batchvar/df.csv create mode 100644 DFM-results-no-batchvar/factors.csv create mode 100644 DFM-results-no-batchvar/model.csv create mode 100644 DFM-results-no-batchvar/raw.csv create mode 100644 DFM-results-no-batchvar/results.csv create mode 100644 DFM-results-no-batchvar/run-info.yaml create mode 100644 DFM-results/AK/df.csv create mode 100644 DFM-results/AK/factors.csv create mode 100644 DFM-results/AK/model.csv create mode 100644 DFM-results/AK/raw.csv create mode 100644 DFM-results/AK/results.csv create mode 100644 DFM-results/AK/run-info.yaml create mode 100644 DFM-results/CA/df.csv create mode 100644 DFM-results/CA/factors.csv create mode 100644 DFM-results/CA/model.csv create mode 100644 DFM-results/CA/raw.csv create mode 100644 DFM-results/CA/results.csv create mode 100644 DFM-results/CA/run-info.yaml create mode 100644 DFM-results/factors.csv create mode 100644 reports/figures/results/CT/df.csv create mode 100644 reports/figures/results/CT/factors.csv create mode 100644 reports/figures/results/CT/model.csv create mode 100644 reports/figures/results/CT/raw.csv create mode 100644 reports/figures/results/CT/results.csv create mode 100644 reports/figures/results/CT/run-info.yaml create mode 100644 reports/figures/results/IL/df.csv create mode 100644 reports/figures/results/IL/factors.csv create mode 100644 reports/figures/results/IL/model.csv create mode 100644 reports/figures/results/IL/raw.csv create mode 100644 reports/figures/results/IL/results.csv create mode 100644 reports/figures/results/IL/run-info.yaml create mode 100644 reports/figures/results/MA/df.csv create mode 100644 reports/figures/results/MA/factors.csv create mode 100644 reports/figures/results/MA/model.csv create mode 100644 reports/figures/results/MA/raw.csv create mode 100644 reports/figures/results/MA/results.csv create mode 100644 reports/figures/results/MA/run-info.yaml create mode 100644 reports/figures/results/ME/df.csv create mode 100644 reports/figures/results/ME/factors.csv create mode 100644 reports/figures/results/ME/model.csv create mode 100644 reports/figures/results/ME/raw.csv create mode 100644 reports/figures/results/ME/results.csv create mode 100644 reports/figures/results/ME/run-info.yaml create mode 100644 reports/figures/results/MI/df.csv create mode 100644 reports/figures/results/MI/factors.csv create mode 100644 reports/figures/results/MI/model.csv create mode 100644 reports/figures/results/MI/raw.csv create mode 100644 reports/figures/results/MI/results.csv create mode 100644 reports/figures/results/MI/run-info.yaml create mode 100644 reports/figures/results/MN/df.csv create mode 100644 reports/figures/results/MN/factors.csv create mode 100644 reports/figures/results/MN/model.csv create mode 100644 reports/figures/results/MN/raw.csv create mode 100644 reports/figures/results/MN/results.csv create mode 100644 reports/figures/results/MN/run-info.yaml create mode 100644 reports/figures/results/NJ/df.csv create mode 100644 reports/figures/results/NJ/factors.csv create mode 100644 reports/figures/results/NJ/model.csv create mode 100644 reports/figures/results/NJ/raw.csv create mode 100644 reports/figures/results/NJ/results.csv create mode 100644 reports/figures/results/NJ/run-info.yaml create mode 100644 reports/figures/results/NY/df.csv create mode 100644 reports/figures/results/NY/factors.csv create mode 100644 reports/figures/results/NY/model.csv create mode 100644 reports/figures/results/NY/raw.csv create mode 100644 reports/figures/results/NY/results.csv create mode 100644 reports/figures/results/NY/run-info.yaml create mode 100644 reports/figures/results/PA/df.csv create mode 100644 reports/figures/results/PA/factors.csv create mode 100644 reports/figures/results/PA/model.csv create mode 100644 reports/figures/results/PA/raw.csv create mode 100644 reports/figures/results/PA/results.csv create mode 100644 reports/figures/results/PA/run-info.yaml create mode 100644 reports/figures/results/RI/df.csv create mode 100644 reports/figures/results/RI/factors.csv create mode 100644 reports/figures/results/RI/model.csv create mode 100644 reports/figures/results/RI/raw.csv create mode 100644 reports/figures/results/RI/results.csv create mode 100644 reports/figures/results/RI/run-info.yaml create mode 100644 reports/figures/results/VA/df.csv create mode 100644 reports/figures/results/VA/factors.csv create mode 100644 reports/figures/results/VA/model.csv create mode 100644 reports/figures/results/VA/raw.csv create mode 100644 reports/figures/results/VA/results.csv create mode 100644 reports/figures/results/VA/run-info.yaml create mode 100644 reports/figures/results/factors.csv diff --git a/DFM-results-no-batchvar/df.csv b/DFM-results-no-batchvar/df.csv new file mode 100644 index 0000000..cf45b74 --- /dev/null +++ b/DFM-results-no-batchvar/df.csv @@ -0,0 +1,37 @@ +Time,Pandemic_10,Pandemic_9,Pandemic_1,Pandemic_7,Factor +1/1/2020,0.0,0.0,0.0,0.0,0.2045454545 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+11/1/2022,1.6052565274113881,-0.019551791345665842,0.0,0.0,0.0134850999,0.0054406964,0.0289256198,Batch1 +12/1/2022,1.7005444671143124,-0.12157200258452772,0.0,0.0,0.0121365899,0.0087051143,0.0061983471,Batch1 diff --git a/DFM-results-no-batchvar/model.csv b/DFM-results-no-batchvar/model.csv new file mode 100644 index 0000000..ed1e6bd --- /dev/null +++ b/DFM-results-no-batchvar/model.csv @@ -0,0 +1,17 @@ + Model Specification: Dynamic Factor Model +Model: ,Dynamic Factor Model , # of observed variables: ,5 + ,+ 2 factors in 2 blocks, # of factor blocks: ,2 + ,+ AR(1) idiosyncratic , Idiosyncratic disturbances:,AR(1) +Sample:,2020-01-01 00:00:00 , Standardize variables: ,True + ,- 2022-12-01 00:00:00 , , +Observed variables / factor loadings +Dep. variable,Global,Pandemic +Pandemic_10 ,X ,X +Pandemic_9 ,X ,X +Pandemic_1 ,X ,X +Pandemic_7 ,X ,X +Factor ,X ,X +Factor blocks: + block ,order +Global ,1 +Pandemic,1 diff --git a/DFM-results-no-batchvar/raw.csv b/DFM-results-no-batchvar/raw.csv new file mode 100644 index 0000000..683659e --- /dev/null +++ b/DFM-results-no-batchvar/raw.csv @@ -0,0 +1,37 @@ +Time,Pandemic_10,Pandemic_9,Pandemic_1,Pandemic_7,Factor,Batch +1/1/2020,0.0,0.0,0.0,0.0,0.2045454545,Batch1 +2/1/2020,0.0,0.0,0.0,0.0,0.0,Batch1 +3/1/2020,0.0058740602,0.0397350993,0.0042229655,0.0609357998,0.0,Batch1 +4/1/2020,0.0693139098,0.0198675497,0.0024131231,0.0282916213,0.0619834711,Batch1 +5/1/2020,0.1379229323,0.0264900662,0.0025728151,0.0304678999,0.0289256198,Batch1 +6/1/2020,0.1734022556,0.0264900662,0.0108767976,0.0631120783,0.0309917355,Batch1 +7/1/2020,0.4814379699,0.1059602649,0.040277864,0.1828073993,0.0640495868,Batch1 +8/1/2020,0.313674812,0.1258278146,0.0370130504,0.204570185,0.1838842975,Batch1 +9/1/2020,0.1459116541,0.1125827815,0.0532484009,0.1566920566,0.2045454545,Batch1 +10/1/2020,0.0773026316,0.3112582781,0.1582192571,0.4243743199,0.1570247934,Batch1 +11/1/2020,0.155075188,0.5894039735,0.3026162868,0.752992383,0.423553719,Batch1 +12/1/2020,0.5227913534,0.5033112583,0.1744191205,0.5571273123,0.7541322314,Batch1 +1/1/2021,1.0,0.178807947,0.0982904087,0.2176278564,0.5578512397,Batch1 +2/1/2021,0.6719924812,0.0993377483,0.0558034724,0.1523394995,0.2190082645,Batch1 +3/1/2021,0.2319078947,0.1125827815,0.072748565,0.2241566921,0.152892562,Batch1 +4/1/2021,0.0838815789,0.0066225166,0.0778320928,0.289445049,0.2252066116,Batch1 +5/1/2021,0.0714285714,0.1390728477,0.0299511165,0.1284004353,0.2892561983,Batch1 +6/1/2021,0.0723684211,0.0529801325,0.0149666865,0.0957562568,0.1301652893,Batch1 +7/1/2021,0.0728383459,0.0794701987,0.0817711614,0.39390642,0.0950413223,Batch1 +8/1/2021,0.1268796992,0.3245033113,0.26157545,0.8019586507,0.3925619835,Batch1 +9/1/2021,0.2814849624,0.8278145695,0.4060079669,1.0,0.8037190083,Batch1 +10/1/2021,0.274906015,0.9470198675,0.3689594294,0.8335146899,1.0,Batch1 +11/1/2021,0.2709116541,1.0,0.1806914662,0.4494015234,0.8347107438,Batch1 +12/1/2021,0.4515977444,0.1059602649,0.1362261238,0.2655059848,0.4504132231,Batch1 +1/1/2022,0.4642857143,0.2847682119,1.0,0.478781284,0.2665289256,Batch1 +2/1/2022,0.4090695489,0.5165562914,0.2854316563,0.2491838955,0.479338843,Batch1 +3/1/2022,0.3106203008,0.4304635762,0.1077388504,0.1284004353,0.25,Batch1 +4/1/2022,0.1604793233,0.1589403974,0.0940142126,0.0718171926,0.1280991736,Batch1 +5/1/2022,0.0817669173,0.2185430464,0.1257574279,0.1099020675,0.0723140496,Batch1 +6/1/2022,0.0507518797,0.0,0.1572433617,0.1077257889,0.1095041322,Batch1 +7/1/2022,0.0594454887,0.1523178808,0.1569505931,0.1088139282,0.1074380165,Batch1 +8/1/2022,0.0812969925,0.1920529801,0.0951143128,0.112078346,0.1095041322,Batch1 +9/1/2022,0.0601503759,0.1655629139,0.0211769298,0.0402611534,0.1115702479,Batch1 +10/1/2022,0.0,0.0,0.0135738176,0.0293797606,0.041322314,Batch1 +11/1/2022,0.0,0.0,0.0134850999,0.0054406964,0.0289256198,Batch1 +12/1/2022,0.0,0.0,0.0121365899,0.0087051143,0.0061983471,Batch1 diff --git a/DFM-results-no-batchvar/results.csv b/DFM-results-no-batchvar/results.csv new file mode 100644 index 0000000..9422400 --- /dev/null +++ b/DFM-results-no-batchvar/results.csv @@ -0,0 +1,26 @@ + Dynamic Factor Results +Dep. Variable: ,"Pandemic_10", and 4 more, No. Observations: ,36 +Model: ,Dynamic Factor Model , Log Likelihood ,-155.781 + ,+ 2 factors in 2 blocks , AIC ,359.562 + ,+ AR(1) idiosyncratic , BIC ,397.567 +Date: ,Sat, 19 Oct 2024 , HQIC ,372.827 +Time: ,16:43:12 , EM Iterations ,204 +Sample: ,01-01-2020 , , + ,- 12-01-2022 , , +Covariance Type:,Not computed , , + Observation equation: +Factor loadings:,Global,Pandemic, idiosyncratic: AR(1),var. +Pandemic_10 ,-0.29 ,-0.01 ,0.62 ,0.49 +Pandemic_9 ,-0.49 ,0.19 ,0.00 ,0.17 +Pandemic_1 ,-0.39 ,-0.42 ,0.10 ,0.18 +Pandemic_7 ,-0.49 ,-0.09 ,0.69 ,0.14 +Factor ,-0.50 ,0.24 ,0.53 ,0.04 + Transition: Factor block 0 + ,L1.Global, error variance +Global,0.83 ,0.98 + Transition: Factor block 1 + ,L1.Pandemic, error variance +Pandemic,0.13 ,1.70 + +Warnings: +[1] Covariance matrix not calculated. diff --git a/DFM-results-no-batchvar/run-info.yaml b/DFM-results-no-batchvar/run-info.yaml new file mode 100644 index 0000000..9c7c007 --- /dev/null +++ b/DFM-results-no-batchvar/run-info.yaml @@ -0,0 +1,21 @@ +diff_cols: [] +factor_map: + Factor: !!python/tuple + - Global + - Pandemic + Pandemic_1: !!python/tuple + - Global + - Pandemic + Pandemic_10: !!python/tuple + - Global + - Pandemic + Pandemic_7: !!python/tuple + - Global + - Pandemic + Pandemic_9: !!python/tuple + - Global + - Pandemic +global_multiplier: 1 +logdiff_cols: [] +maxiter: 10000 +non_stationary_cols: null diff --git a/DFM-results/AK/df.csv b/DFM-results/AK/df.csv new file mode 100644 index 0000000..dcc407a --- /dev/null +++ b/DFM-results/AK/df.csv @@ -0,0 +1,36 @@ +Time,Pandemic_10,Pandemic_9,Pandemic_1,Pandemic_7 +2/1/2020,0.5249834241681198,0.639810426576236,0.0,0.0 +3/1/2020,0.5350496971873824,0.6682464455081445,0.0042229655,0.0609357998 +4/1/2020,0.6301003819548583,0.6255924171460637,0.0024131231,0.0282916213 +5/1/2020,0.6318655191323951,0.6445497630291054,0.0025728151,0.0304678999 +6/1/2020,0.5777526986231899,0.639810426576236,0.0108767976,0.0631120783 +7/1/2020,0.9256247781692474,0.6966824645116171,0.040277864,0.1828073993 +8/1/2020,0.31842053044995583,0.6540284360779722,0.0370130504,0.204570185 +9/1/2020,0.29015963927537214,0.6303317535989331,0.0532484009,0.1566920566 +10/1/2020,0.4188699423378682,0.7819905213073427,0.1582192571,0.4243743199 +11/1/2020,0.6447862893178639,0.8388625593142877,0.3026162868,0.752992383 +12/1/2020,1.0,0.5781990521879855,0.1744191205,0.5571273123 +1/1/2021,0.9935075459161131,0.40758293838184234,0.0982904087,0.2176278564 +2/1/2021,0.2171088088183265,0.5829383886408549,0.0558034724,0.1523394995 +3/1/2021,0.0,0.6492890996251028,0.072748565,0.2241566921 +4/1/2021,0.30496192420701207,0.5639810426862493,0.0778320928,0.289445049 +5/1/2021,0.5051223816513358,0.7345971564208285,0.0299511165,0.1284004353 +6/1/2021,0.5264904042441626,0.5781990521879855,0.0149666865,0.0957562568 +7/1/2021,0.5257364189156271,0.6587677725308417,0.0817711614,0.39390642 +8/1/2021,0.6094489185049698,0.8151658768352485,0.26157545,0.8019586507 +9/1/2021,0.7459529618788955,1.0,0.4060079669,1.0 +10/1/2021,0.5161371004085843,0.7251184834435256,0.3689594294,0.8335146899 +11/1/2021,0.5195901425932368,0.6777251185570113,0.1806914662,0.4494015234 +12/1/2021,0.7534522362151508,0.0,0.1362261238,0.2655059848 +1/1/2022,0.5399408704343176,0.7677725118771704,1.0,0.478781284 +2/1/2022,0.4589196901361835,0.8056872038579458,0.2854316563,0.2491838955 +3/1/2022,0.4004988448856724,0.5781990521879855,0.1077388504,0.1284004353 +4/1/2022,0.3158723696850353,0.4454976303626177,0.0940142126,0.0718171926 +5/1/2022,0.4042656813546738,0.6824644550098808,0.1257574279,0.1099020675 +6/1/2022,0.4749865559784121,0.48341232227182906,0.1572433617,0.1077257889 +7/1/2022,0.539145020682225,0.7488151659225647,0.1569505931,0.1088139282 +8/1/2022,0.5600719174336509,0.6682464455081445,0.0951143128,0.112078346 +9/1/2022,0.4910380706080559,0.6208530806216302,0.0211769298,0.0402611534 +10/1/2022,0.42459223238006044,0.5213270142526044,0.0135738176,0.0293797606 +11/1/2022,0.5249834241681198,0.639810426576236,0.0134850999,0.0054406964 +12/1/2022,0.5249834241681198,0.639810426576236,0.0121365899,0.0087051143 diff --git a/DFM-results/AK/factors.csv b/DFM-results/AK/factors.csv new file mode 100644 index 0000000..be8f2f8 --- /dev/null +++ b/DFM-results/AK/factors.csv @@ -0,0 +1,36 @@ +Time,Factor_Global,Factor_Pandemic,Factor_Pandemic_10,Factor_Pandemic_9,Factor_Pandemic_1,Factor_Pandemic_7,State +2/1/2020,0.04527204327406025,-0.6311005422233046,0.0,0.0,0.0,0.0,AK +3/1/2020,0.07688896175549678,-0.2540474569310751,0.0058740602,0.0397350993,0.0042229655,0.0609357998,AK +4/1/2020,0.4499336774656316,-0.08951772903944236,0.0693139098,0.0198675497,0.0024131231,0.0282916213,AK +5/1/2020,0.5425651431158636,-0.06144584133074608,0.1379229323,0.0264900662,0.0025728151,0.0304678999,AK +6/1/2020,0.47257098242751205,-0.052878533145120483,0.1734022556,0.0264900662,0.0108767976,0.0631120783,AK +7/1/2020,-0.09883897521868851,0.10034418260401007,0.4814379699,0.1059602649,0.040277864,0.1828073993,AK +8/1/2020,-0.0448062464172979,-0.0910946886173807,0.313674812,0.1258278146,0.0370130504,0.204570185,AK +9/1/2020,0.2859518054989112,-0.12373240395548166,0.1459116541,0.1125827815,0.0532484009,0.1566920566,AK +10/1/2020,-1.0397676571986374,-0.06803016671869833,0.0773026316,0.3112582781,0.1582192571,0.4243743199,AK +11/1/2020,-2.600625550164835,0.11755469478482498,0.155075188,0.5894039735,0.3026162868,0.752992383,AK +12/1/2020,-1.3362221107682224,0.3960855517982327,0.5227913534,0.5033112583,0.1744191205,0.5571273123,AK +1/1/2021,0.4798995004198078,0.4419475776501245,1.0,0.178807947,0.0982904087,0.2176278564,AK +2/1/2021,0.754472011098265,-0.013467999040589013,0.6719924812,0.0993377483,0.0558034724,0.1523394995,AK +3/1/2021,0.36723975460936603,-0.19497187243926759,0.2319078947,0.1125827815,0.072748565,0.2241566921,AK +4/1/2021,0.14504731601185394,0.0068054274224537276,0.0838815789,0.0066225166,0.0778320928,0.289445049,AK +5/1/2021,0.7046054673764812,-0.1861892343076694,0.0714285714,0.1390728477,0.0299511165,0.1284004353,AK +6/1/2021,0.8707895105201184,-0.08592790735182523,0.0723684211,0.0529801325,0.0149666865,0.0957562568,AK +7/1/2021,-0.5341674400168254,0.07575463723416342,0.0728383459,0.0794701987,0.0817711614,0.39390642,AK +8/1/2021,-2.532770290973579,0.1943318932110959,0.1268796992,0.3245033113,0.26157545,0.8019586507,AK +9/1/2021,-3.6449845826393164,0.11367564223498003,0.2814849624,0.8278145695,0.4060079669,1.0,AK +10/1/2021,-2.603020667472522,0.12861231455200028,0.274906015,0.9470198675,0.3689594294,0.8335146899,AK +11/1/2021,-0.6446206514350425,0.0022656209467696448,0.2709116541,1.0,0.1806914662,0.4494015234,AK +12/1/2021,0.8719795474130736,0.7393422767767901,0.4515977444,0.1059602649,0.1362261238,0.2655059848,AK +1/1/2022,-1.295076038746597,0.13339600324906487,0.4642857143,0.2847682119,1.0,0.478781284,AK +2/1/2022,-0.12576436064851126,-0.17789726818101623,0.4090695489,0.5165562914,0.2854316563,0.2491838955,AK +3/1/2022,0.5975477657235448,-0.11530705047413342,0.3106203008,0.4304635762,0.1077388504,0.1284004353,AK +4/1/2022,1.0230054373780837,0.009337239674233215,0.1604793233,0.1589403974,0.0940142126,0.0718171926,AK +5/1/2022,0.6367619775099977,-0.12661974670509923,0.0817669173,0.2185430464,0.1257574279,0.1099020675,AK +6/1/2022,0.7202838193469983,0.04735833996428815,0.0507518797,0.0,0.1572433617,0.1077257889,AK +7/1/2022,0.45931284469289,-0.15359505427241749,0.0594454887,0.1523178808,0.1569505931,0.1088139282,AK +8/1/2022,0.4328984392530274,-0.127144269356688,0.0812969925,0.1920529801,0.0951143128,0.112078346,AK +9/1/2022,0.8327502043218972,-0.13550379310693184,0.0601503759,0.1655629139,0.0211769298,0.0402611534,AK +10/1/2022,1.0071822806601058,-0.04270526993394214,0.0,0.0,0.0135738176,0.0293797606,AK +11/1/2022,1.0296511151910714,-0.10729106051629682,0.0,0.0,0.0134850999,0.0054406964,AK +12/1/2022,0.9590231403770624,-0.13619559876359177,0.0,0.0,0.0121365899,0.0087051143,AK diff --git a/DFM-results/AK/model.csv b/DFM-results/AK/model.csv new file mode 100644 index 0000000..e4d2884 --- /dev/null +++ b/DFM-results/AK/model.csv @@ -0,0 +1,16 @@ + Model Specification: Dynamic Factor Model +Model: ,Dynamic Factor Model , # of observed variables: ,4 + ,+ 2 factors in 2 blocks, # of factor blocks: ,2 + ,+ AR(1) idiosyncratic , Idiosyncratic disturbances:,AR(1) +Sample:,2020-02-01 00:00:00 , Standardize variables: ,True + ,- 2022-12-01 00:00:00 , , +Observed variables / factor loadings +Dep. variable,Global,Pandemic +Pandemic_10 ,X ,X +Pandemic_9 ,X ,X +Pandemic_1 ,X ,X +Pandemic_7 ,X ,X +Factor blocks: + block ,order +Global ,1 +Pandemic,1 diff --git a/DFM-results/AK/raw.csv b/DFM-results/AK/raw.csv new file mode 100644 index 0000000..a0f3499 --- /dev/null +++ b/DFM-results/AK/raw.csv @@ -0,0 +1,36 @@ +Time,Pandemic_10,Pandemic_9,Pandemic_1,Pandemic_7 +2/1/2020,0.0,0.0,0.0,0.0 +3/1/2020,0.0058740602,0.0397350993,0.0042229655,0.0609357998 +4/1/2020,0.0693139098,0.0198675497,0.0024131231,0.0282916213 +5/1/2020,0.1379229323,0.0264900662,0.0025728151,0.0304678999 +6/1/2020,0.1734022556,0.0264900662,0.0108767976,0.0631120783 +7/1/2020,0.4814379699,0.1059602649,0.040277864,0.1828073993 +8/1/2020,0.313674812,0.1258278146,0.0370130504,0.204570185 +9/1/2020,0.1459116541,0.1125827815,0.0532484009,0.1566920566 +10/1/2020,0.0773026316,0.3112582781,0.1582192571,0.4243743199 +11/1/2020,0.155075188,0.5894039735,0.3026162868,0.752992383 +12/1/2020,0.5227913534,0.5033112583,0.1744191205,0.5571273123 +1/1/2021,1.0,0.178807947,0.0982904087,0.2176278564 +2/1/2021,0.6719924812,0.0993377483,0.0558034724,0.1523394995 +3/1/2021,0.2319078947,0.1125827815,0.072748565,0.2241566921 +4/1/2021,0.0838815789,0.0066225166,0.0778320928,0.289445049 +5/1/2021,0.0714285714,0.1390728477,0.0299511165,0.1284004353 +6/1/2021,0.0723684211,0.0529801325,0.0149666865,0.0957562568 +7/1/2021,0.0728383459,0.0794701987,0.0817711614,0.39390642 +8/1/2021,0.1268796992,0.3245033113,0.26157545,0.8019586507 +9/1/2021,0.2814849624,0.8278145695,0.4060079669,1.0 +10/1/2021,0.274906015,0.9470198675,0.3689594294,0.8335146899 +11/1/2021,0.2709116541,1.0,0.1806914662,0.4494015234 +12/1/2021,0.4515977444,0.1059602649,0.1362261238,0.2655059848 +1/1/2022,0.4642857143,0.2847682119,1.0,0.478781284 +2/1/2022,0.4090695489,0.5165562914,0.2854316563,0.2491838955 +3/1/2022,0.3106203008,0.4304635762,0.1077388504,0.1284004353 +4/1/2022,0.1604793233,0.1589403974,0.0940142126,0.0718171926 +5/1/2022,0.0817669173,0.2185430464,0.1257574279,0.1099020675 +6/1/2022,0.0507518797,0.0,0.1572433617,0.1077257889 +7/1/2022,0.0594454887,0.1523178808,0.1569505931,0.1088139282 +8/1/2022,0.0812969925,0.1920529801,0.0951143128,0.112078346 +9/1/2022,0.0601503759,0.1655629139,0.0211769298,0.0402611534 +10/1/2022,0.0,0.0,0.0135738176,0.0293797606 +11/1/2022,0.0,0.0,0.0134850999,0.0054406964 +12/1/2022,0.0,0.0,0.0121365899,0.0087051143 diff --git a/DFM-results/AK/results.csv b/DFM-results/AK/results.csv new file mode 100644 index 0000000..480bd66 --- /dev/null +++ b/DFM-results/AK/results.csv @@ -0,0 +1,25 @@ + Dynamic Factor Results +Dep. Variable: ,"Pandemic_10", and 3 more, No. Observations: ,35 +Model: ,Dynamic Factor Model , Log Likelihood ,-160.323 + ,+ 2 factors in 2 blocks , AIC ,360.647 + ,+ AR(1) idiosyncratic , BIC ,391.754 +Date: ,Sun, 20 Oct 2024 , HQIC ,371.385 +Time: ,18:29:48 , EM Iterations ,164 +Sample: ,02-01-2020 , , + ,- 12-01-2022 , , +Covariance Type:,Not computed , , + Observation equation: +Factor loadings:,Global,Pandemic, idiosyncratic: AR(1),var. +Pandemic_10 ,-0.20 ,0.43 ,0.32 ,0.78 +Pandemic_9 ,-0.46 ,-0.54 ,-0.04 ,0.65 +Pandemic_1 ,-0.58 ,0.03 ,0.40 ,0.53 +Pandemic_7 ,-0.62 ,0.23 ,0.82 ,0.05 + Transition: Factor block 0 + ,L1.Global, error variance +Global,0.67 ,0.86 + Transition: Factor block 1 + ,L1.Pandemic, error variance +Pandemic,0.42 ,0.19 + +Warnings: +[1] Covariance matrix not calculated. diff --git a/DFM-results/AK/run-info.yaml b/DFM-results/AK/run-info.yaml new file mode 100644 index 0000000..1cdab56 --- /dev/null +++ b/DFM-results/AK/run-info.yaml @@ -0,0 +1,20 @@ +diff_cols: +- Pandemic_9 +factor_map: + Pandemic_1: !!python/tuple + - Global + - Pandemic + Pandemic_10: !!python/tuple + - Global + - Pandemic + Pandemic_7: !!python/tuple + - Global + - Pandemic + Pandemic_9: !!python/tuple + - Global + - Pandemic +global_multiplier: 1 +logdiff_cols: +- Pandemic_10 +maxiter: 10000 +non_stationary_cols: null diff --git a/DFM-results/CA/df.csv b/DFM-results/CA/df.csv new file mode 100644 index 0000000..dcc407a --- /dev/null +++ b/DFM-results/CA/df.csv @@ -0,0 +1,36 @@ +Time,Pandemic_10,Pandemic_9,Pandemic_1,Pandemic_7 +2/1/2020,0.5249834241681198,0.639810426576236,0.0,0.0 +3/1/2020,0.5350496971873824,0.6682464455081445,0.0042229655,0.0609357998 +4/1/2020,0.6301003819548583,0.6255924171460637,0.0024131231,0.0282916213 +5/1/2020,0.6318655191323951,0.6445497630291054,0.0025728151,0.0304678999 +6/1/2020,0.5777526986231899,0.639810426576236,0.0108767976,0.0631120783 +7/1/2020,0.9256247781692474,0.6966824645116171,0.040277864,0.1828073993 +8/1/2020,0.31842053044995583,0.6540284360779722,0.0370130504,0.204570185 +9/1/2020,0.29015963927537214,0.6303317535989331,0.0532484009,0.1566920566 +10/1/2020,0.4188699423378682,0.7819905213073427,0.1582192571,0.4243743199 +11/1/2020,0.6447862893178639,0.8388625593142877,0.3026162868,0.752992383 +12/1/2020,1.0,0.5781990521879855,0.1744191205,0.5571273123 +1/1/2021,0.9935075459161131,0.40758293838184234,0.0982904087,0.2176278564 +2/1/2021,0.2171088088183265,0.5829383886408549,0.0558034724,0.1523394995 +3/1/2021,0.0,0.6492890996251028,0.072748565,0.2241566921 +4/1/2021,0.30496192420701207,0.5639810426862493,0.0778320928,0.289445049 +5/1/2021,0.5051223816513358,0.7345971564208285,0.0299511165,0.1284004353 +6/1/2021,0.5264904042441626,0.5781990521879855,0.0149666865,0.0957562568 +7/1/2021,0.5257364189156271,0.6587677725308417,0.0817711614,0.39390642 +8/1/2021,0.6094489185049698,0.8151658768352485,0.26157545,0.8019586507 +9/1/2021,0.7459529618788955,1.0,0.4060079669,1.0 +10/1/2021,0.5161371004085843,0.7251184834435256,0.3689594294,0.8335146899 +11/1/2021,0.5195901425932368,0.6777251185570113,0.1806914662,0.4494015234 +12/1/2021,0.7534522362151508,0.0,0.1362261238,0.2655059848 +1/1/2022,0.5399408704343176,0.7677725118771704,1.0,0.478781284 +2/1/2022,0.4589196901361835,0.8056872038579458,0.2854316563,0.2491838955 +3/1/2022,0.4004988448856724,0.5781990521879855,0.1077388504,0.1284004353 +4/1/2022,0.3158723696850353,0.4454976303626177,0.0940142126,0.0718171926 +5/1/2022,0.4042656813546738,0.6824644550098808,0.1257574279,0.1099020675 +6/1/2022,0.4749865559784121,0.48341232227182906,0.1572433617,0.1077257889 +7/1/2022,0.539145020682225,0.7488151659225647,0.1569505931,0.1088139282 +8/1/2022,0.5600719174336509,0.6682464455081445,0.0951143128,0.112078346 +9/1/2022,0.4910380706080559,0.6208530806216302,0.0211769298,0.0402611534 +10/1/2022,0.42459223238006044,0.5213270142526044,0.0135738176,0.0293797606 +11/1/2022,0.5249834241681198,0.639810426576236,0.0134850999,0.0054406964 +12/1/2022,0.5249834241681198,0.639810426576236,0.0121365899,0.0087051143 diff --git a/DFM-results/CA/factors.csv b/DFM-results/CA/factors.csv new file mode 100644 index 0000000..858ad44 --- /dev/null +++ b/DFM-results/CA/factors.csv @@ -0,0 +1,36 @@ +Time,Factor_Global,Factor_Pandemic,Factor_Pandemic_10,Factor_Pandemic_9,Factor_Pandemic_1,Factor_Pandemic_7,State +2/1/2020,0.04527204327406025,-0.6311005422233046,0.0,0.0,0.0,0.0,CA +3/1/2020,0.07688896175549678,-0.2540474569310751,0.0058740602,0.0397350993,0.0042229655,0.0609357998,CA +4/1/2020,0.4499336774656316,-0.08951772903944236,0.0693139098,0.0198675497,0.0024131231,0.0282916213,CA +5/1/2020,0.5425651431158636,-0.06144584133074608,0.1379229323,0.0264900662,0.0025728151,0.0304678999,CA +6/1/2020,0.47257098242751205,-0.052878533145120483,0.1734022556,0.0264900662,0.0108767976,0.0631120783,CA +7/1/2020,-0.09883897521868851,0.10034418260401007,0.4814379699,0.1059602649,0.040277864,0.1828073993,CA +8/1/2020,-0.0448062464172979,-0.0910946886173807,0.313674812,0.1258278146,0.0370130504,0.204570185,CA +9/1/2020,0.2859518054989112,-0.12373240395548166,0.1459116541,0.1125827815,0.0532484009,0.1566920566,CA +10/1/2020,-1.0397676571986374,-0.06803016671869833,0.0773026316,0.3112582781,0.1582192571,0.4243743199,CA +11/1/2020,-2.600625550164835,0.11755469478482498,0.155075188,0.5894039735,0.3026162868,0.752992383,CA +12/1/2020,-1.3362221107682224,0.3960855517982327,0.5227913534,0.5033112583,0.1744191205,0.5571273123,CA +1/1/2021,0.4798995004198078,0.4419475776501245,1.0,0.178807947,0.0982904087,0.2176278564,CA +2/1/2021,0.754472011098265,-0.013467999040589013,0.6719924812,0.0993377483,0.0558034724,0.1523394995,CA +3/1/2021,0.36723975460936603,-0.19497187243926759,0.2319078947,0.1125827815,0.072748565,0.2241566921,CA +4/1/2021,0.14504731601185394,0.0068054274224537276,0.0838815789,0.0066225166,0.0778320928,0.289445049,CA +5/1/2021,0.7046054673764812,-0.1861892343076694,0.0714285714,0.1390728477,0.0299511165,0.1284004353,CA +6/1/2021,0.8707895105201184,-0.08592790735182523,0.0723684211,0.0529801325,0.0149666865,0.0957562568,CA +7/1/2021,-0.5341674400168254,0.07575463723416342,0.0728383459,0.0794701987,0.0817711614,0.39390642,CA +8/1/2021,-2.532770290973579,0.1943318932110959,0.1268796992,0.3245033113,0.26157545,0.8019586507,CA +9/1/2021,-3.6449845826393164,0.11367564223498003,0.2814849624,0.8278145695,0.4060079669,1.0,CA +10/1/2021,-2.603020667472522,0.12861231455200028,0.274906015,0.9470198675,0.3689594294,0.8335146899,CA +11/1/2021,-0.6446206514350425,0.0022656209467696448,0.2709116541,1.0,0.1806914662,0.4494015234,CA +12/1/2021,0.8719795474130736,0.7393422767767901,0.4515977444,0.1059602649,0.1362261238,0.2655059848,CA +1/1/2022,-1.295076038746597,0.13339600324906487,0.4642857143,0.2847682119,1.0,0.478781284,CA +2/1/2022,-0.12576436064851126,-0.17789726818101623,0.4090695489,0.5165562914,0.2854316563,0.2491838955,CA +3/1/2022,0.5975477657235448,-0.11530705047413342,0.3106203008,0.4304635762,0.1077388504,0.1284004353,CA +4/1/2022,1.0230054373780837,0.009337239674233215,0.1604793233,0.1589403974,0.0940142126,0.0718171926,CA +5/1/2022,0.6367619775099977,-0.12661974670509923,0.0817669173,0.2185430464,0.1257574279,0.1099020675,CA +6/1/2022,0.7202838193469983,0.04735833996428815,0.0507518797,0.0,0.1572433617,0.1077257889,CA +7/1/2022,0.45931284469289,-0.15359505427241749,0.0594454887,0.1523178808,0.1569505931,0.1088139282,CA +8/1/2022,0.4328984392530274,-0.127144269356688,0.0812969925,0.1920529801,0.0951143128,0.112078346,CA +9/1/2022,0.8327502043218972,-0.13550379310693184,0.0601503759,0.1655629139,0.0211769298,0.0402611534,CA +10/1/2022,1.0071822806601058,-0.04270526993394214,0.0,0.0,0.0135738176,0.0293797606,CA +11/1/2022,1.0296511151910714,-0.10729106051629682,0.0,0.0,0.0134850999,0.0054406964,CA +12/1/2022,0.9590231403770624,-0.13619559876359177,0.0,0.0,0.0121365899,0.0087051143,CA diff --git a/DFM-results/CA/model.csv b/DFM-results/CA/model.csv new file mode 100644 index 0000000..e4d2884 --- /dev/null +++ b/DFM-results/CA/model.csv @@ -0,0 +1,16 @@ + Model Specification: Dynamic Factor Model +Model: ,Dynamic Factor Model , # of observed variables: ,4 + ,+ 2 factors in 2 blocks, # of factor blocks: ,2 + ,+ AR(1) idiosyncratic , Idiosyncratic disturbances:,AR(1) +Sample:,2020-02-01 00:00:00 , Standardize variables: ,True + ,- 2022-12-01 00:00:00 , , +Observed variables / factor loadings +Dep. variable,Global,Pandemic +Pandemic_10 ,X ,X +Pandemic_9 ,X ,X +Pandemic_1 ,X ,X +Pandemic_7 ,X ,X +Factor blocks: + block ,order +Global ,1 +Pandemic,1 diff --git a/DFM-results/CA/raw.csv b/DFM-results/CA/raw.csv new file mode 100644 index 0000000..a0f3499 --- /dev/null +++ b/DFM-results/CA/raw.csv @@ -0,0 +1,36 @@ +Time,Pandemic_10,Pandemic_9,Pandemic_1,Pandemic_7 +2/1/2020,0.0,0.0,0.0,0.0 +3/1/2020,0.0058740602,0.0397350993,0.0042229655,0.0609357998 +4/1/2020,0.0693139098,0.0198675497,0.0024131231,0.0282916213 +5/1/2020,0.1379229323,0.0264900662,0.0025728151,0.0304678999 +6/1/2020,0.1734022556,0.0264900662,0.0108767976,0.0631120783 +7/1/2020,0.4814379699,0.1059602649,0.040277864,0.1828073993 +8/1/2020,0.313674812,0.1258278146,0.0370130504,0.204570185 +9/1/2020,0.1459116541,0.1125827815,0.0532484009,0.1566920566 +10/1/2020,0.0773026316,0.3112582781,0.1582192571,0.4243743199 +11/1/2020,0.155075188,0.5894039735,0.3026162868,0.752992383 +12/1/2020,0.5227913534,0.5033112583,0.1744191205,0.5571273123 +1/1/2021,1.0,0.178807947,0.0982904087,0.2176278564 +2/1/2021,0.6719924812,0.0993377483,0.0558034724,0.1523394995 +3/1/2021,0.2319078947,0.1125827815,0.072748565,0.2241566921 +4/1/2021,0.0838815789,0.0066225166,0.0778320928,0.289445049 +5/1/2021,0.0714285714,0.1390728477,0.0299511165,0.1284004353 +6/1/2021,0.0723684211,0.0529801325,0.0149666865,0.0957562568 +7/1/2021,0.0728383459,0.0794701987,0.0817711614,0.39390642 +8/1/2021,0.1268796992,0.3245033113,0.26157545,0.8019586507 +9/1/2021,0.2814849624,0.8278145695,0.4060079669,1.0 +10/1/2021,0.274906015,0.9470198675,0.3689594294,0.8335146899 +11/1/2021,0.2709116541,1.0,0.1806914662,0.4494015234 +12/1/2021,0.4515977444,0.1059602649,0.1362261238,0.2655059848 +1/1/2022,0.4642857143,0.2847682119,1.0,0.478781284 +2/1/2022,0.4090695489,0.5165562914,0.2854316563,0.2491838955 +3/1/2022,0.3106203008,0.4304635762,0.1077388504,0.1284004353 +4/1/2022,0.1604793233,0.1589403974,0.0940142126,0.0718171926 +5/1/2022,0.0817669173,0.2185430464,0.1257574279,0.1099020675 +6/1/2022,0.0507518797,0.0,0.1572433617,0.1077257889 +7/1/2022,0.0594454887,0.1523178808,0.1569505931,0.1088139282 +8/1/2022,0.0812969925,0.1920529801,0.0951143128,0.112078346 +9/1/2022,0.0601503759,0.1655629139,0.0211769298,0.0402611534 +10/1/2022,0.0,0.0,0.0135738176,0.0293797606 +11/1/2022,0.0,0.0,0.0134850999,0.0054406964 +12/1/2022,0.0,0.0,0.0121365899,0.0087051143 diff --git a/DFM-results/CA/results.csv b/DFM-results/CA/results.csv new file mode 100644 index 0000000..480bd66 --- /dev/null +++ b/DFM-results/CA/results.csv @@ -0,0 +1,25 @@ + Dynamic Factor Results +Dep. Variable: ,"Pandemic_10", and 3 more, No. Observations: ,35 +Model: ,Dynamic Factor Model , Log Likelihood ,-160.323 + ,+ 2 factors in 2 blocks , AIC ,360.647 + ,+ AR(1) idiosyncratic , BIC ,391.754 +Date: ,Sun, 20 Oct 2024 , HQIC ,371.385 +Time: ,18:29:48 , EM Iterations ,164 +Sample: ,02-01-2020 , , + ,- 12-01-2022 , , +Covariance Type:,Not computed , , + Observation equation: +Factor loadings:,Global,Pandemic, idiosyncratic: AR(1),var. +Pandemic_10 ,-0.20 ,0.43 ,0.32 ,0.78 +Pandemic_9 ,-0.46 ,-0.54 ,-0.04 ,0.65 +Pandemic_1 ,-0.58 ,0.03 ,0.40 ,0.53 +Pandemic_7 ,-0.62 ,0.23 ,0.82 ,0.05 + Transition: Factor block 0 + ,L1.Global, error variance +Global,0.67 ,0.86 + Transition: Factor block 1 + ,L1.Pandemic, error variance +Pandemic,0.42 ,0.19 + +Warnings: +[1] Covariance matrix not calculated. diff --git a/DFM-results/CA/run-info.yaml b/DFM-results/CA/run-info.yaml new file mode 100644 index 0000000..1cdab56 --- /dev/null +++ b/DFM-results/CA/run-info.yaml @@ -0,0 +1,20 @@ +diff_cols: +- Pandemic_9 +factor_map: + Pandemic_1: !!python/tuple + - Global + - Pandemic + Pandemic_10: !!python/tuple + - Global + - Pandemic + Pandemic_7: !!python/tuple + - Global + - Pandemic + Pandemic_9: !!python/tuple + - Global + - Pandemic +global_multiplier: 1 +logdiff_cols: +- Pandemic_10 +maxiter: 10000 +non_stationary_cols: null diff --git a/DFM-results/factors.csv b/DFM-results/factors.csv new file mode 100644 index 0000000..220b550 --- /dev/null +++ b/DFM-results/factors.csv @@ -0,0 +1,71 @@ +Time,Factor_Global,Factor_Pandemic,Factor_Pandemic_10,Factor_Pandemic_9,Factor_Pandemic_1,Factor_Pandemic_7,State +2/1/2020,0.0452720432740602,-0.6311005422233046,0.0,0.0,0.0,0.0,CA +3/1/2020,0.0768889617554967,-0.2540474569310751,0.0058740602,0.0397350993,0.0042229655,0.0609357998,CA +4/1/2020,0.4499336774656316,-0.0895177290394423,0.0693139098,0.0198675497,0.0024131231,0.0282916213,CA +5/1/2020,0.5425651431158636,-0.061445841330746,0.1379229323,0.0264900662,0.0025728151,0.0304678999,CA 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+9/1/2013,0.8500476352643482,-0.41210418428931417,238601.4771,15683.35795,31225.70162,108284.4904,46909.05958,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +10/1/2013,0.8500476352643493,0.569631429549784,238530.5702,15705.55042,31217.96006,108305.2503,46923.51048,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +11/1/2013,0.8500476352643503,0.4795129378032126,238490.3302,15729.67482,31214.22706,108339.7624,46943.90187,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +12/1/2013,0.8500476352643505,0.8082074104492833,238347.4394,15746.9339,31197.05341,108327.4558,46943.9873,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +1/1/2014,0.8500476352643512,0.1155821328987674,236843.4724,15749.80282,31237.84359,108472.2765,46987.64641,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +2/1/2014,0.8500476352643513,-0.8586368214141205,235653.3578,15773.28721,31319.43494,108758.77,47092.72216,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +3/1/2014,0.8500476352643502,0.21142192350087163,234133.0954,15774.40683,31356.52848,108890.7336,47130.93531,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +4/1/2014,0.8500476352643503,0.17340046704237644,235105.0852,15776.44326,31395.30734,109028.5375,47171.7506,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +5/1/2014,0.8500476352643515,0.018904903525227335,236123.7802,15781.84462,31440.6556,109189.1439,47222.50022,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +6/1/2014,0.8500476352643501,-0.41875740177223153,237279.3711,15796.57398,31504.48877,109413.937,47301.06275,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +7/1/2014,0.8500476352643529,-0.1281591943368334,238319.6046,15805.29444,31556.24738,109596.7875,47361.54182,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +8/1/2014,0.8500476352643498,-1.3418599024949653,239746.4551,15839.73818,31659.31684,109957.8394,47499.05502,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +9/1/2014,0.8500476352643506,-1.0507222786924475,241082.5267,15868.19182,31750.40939,110277.2933,47618.6012,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +10/1/2014,0.8500476352643512,-1.4210354685094528,242503.788,15904.64283,31857.50377,110652.3256,47762.1466,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +11/1/2014,0.8500476352643482,-1.799064086939116,244051.1617,15949.30713,31981.08434,111084.6234,47930.39147,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +12/1/2014,0.8500476352643493,-2.367477813664131,245789.3919,16006.31436,32129.49291,111603.1669,48135.80727,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +1/1/2015,0.8500476352643516,-3.241982431350567,248378.8936,16101.74206,32296.85746,112425.072,48398.59952,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +2/1/2015,0.8500476352643518,1.4634041782908929,249417.6069,16096.42029,32262.06715,112543.9913,48358.48744,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +3/1/2015,0.8500476352643501,1.666970918408001,250384.7089,16086.73455,32218.61598,112631.8425,48305.35053,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +4/1/2015,0.8500476352643516,0.8063230684112455,251021.9933,16095.52036,32212.22427,112848.6056,48307.74463,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +5/1/2015,0.8500476352643491,2.022037754367441,251250.8886,16078.22133,32153.7041,112881.9943,48231.92543,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +6/1/2015,0.8500476352643521,1.685294375114697,251590.6188,16068.15279,32109.74689,112965.4785,48177.89969,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +7/1/2015,0.8500476352643465,0.8505447735785325,251337.2841,16075.97568,32101.60865,113174.3216,48177.58432,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +8/1/2015,0.8500476352643511,0.24257348055199124,251288.2582,16096.84654,32119.54525,113474.8941,48216.39179,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +9/1/2015,0.8500476352643476,-0.8733561467395821,251613.8214,16141.74791,32185.39728,113945.0958,48327.14519,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +10/1/2015,0.8500476352643502,0.1287547241596967,251865.0709,16165.15289,32208.34866,114263.8031,48373.50156,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +11/1/2015,0.8500476352643521,0.6959439245414932,251926.0929,16176.34536,32206.97814,114496.1147,48383.32349,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +12/1/2015,0.850047635264351,-0.3701044516214087,252345.7914,16210.57015,32251.46001,114891.4802,48462.03016,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +1/1/2016,0.8500476352643489,0.5233913882196783,252768.8614,16219.5242,32263.58263,115029.9192,48483.10682,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +2/1/2016,0.8500476352643493,-0.3249907163352721,253478.4293,16246.86013,32312.26955,115298.7318,48559.12968,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +3/1/2016,0.8500476352643496,1.8744752254660129,253444.5937,16226.57783,32266.26144,115229.4866,48492.83927,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +4/1/2016,0.8500476352643507,2.615569862111162,252884.2678,16190.31107,32188.5003,115046.3128,48378.81137,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +5/1/2016,0.8500476352643503,1.2537465911855845,252783.8528,16183.4909,32169.30988,115072.0271,48352.80078,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +6/1/2016,0.8500476352643485,1.5697450960142885,252577.0098,16169.85841,32136.59707,115049.0521,48306.45548,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +7/1/2016,0.8500476352643481,0.4535723754795895,252591.4589,16180.30635,32151.75561,115197.2388,48332.06196,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +8/1/2016,0.8500476352643443,1.2665678805353493,252332.4136,16173.21683,32132.07632,115220.4253,48305.29314,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +9/1/2016,0.850047635264355,1.4450268294459392,252013.8683,16162.28301,32104.77739,115215.9868,48267.0604,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +10/1/2016,0.8500476352643471,1.8014041509324827,252191.8322,16143.68014,32062.26659,115156.589,48205.94672,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +11/1/2016,0.8500476352643525,0.4335747844288256,252828.8465,16154.54022,32078.28529,115307.1678,48232.82551,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +12/1/2016,0.8500476352643502,1.5131942576644963,253100.9265,16142.14841,32048.14459,115291.6195,48190.293,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +1/1/2017,0.8500476352643505,1.6197328582972768,252160.2725,16109.15838,32031.7955,115160.8354,48140.96179,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +2/1/2017,0.8500476352643493,-0.009763537606827466,251771.526,16111.28477,32085.01468,115280.5406,48196.31524,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +3/1/2017,0.8500476352643473,-1.5676771008962294,251908.1242,16147.00224,32205.08094,115640.4959,48352.10687,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +4/1/2017,0.8500476352643467,0.4967974638746142,253027.8471,16138.37822,32236.62808,115682.718,48375.03783,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +5/1/2017,0.8500476352643529,-1.357368576362492,254772.5309,16169.7678,32348.00972,116011.5658,48517.81694,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +6/1/2017,0.8500476352643473,-0.4230593283504791,256200.6332,16181.11799,32419.26948,116196.5695,48600.43472,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +7/1/2017,0.8500476352643511,-0.9423162167524419,256906.8045,16203.76757,32513.10916,116462.5889,48716.93184,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +8/1/2017,0.8500476352643501,0.6478252588305582,257068.7039,16192.14588,32538.05623,116482.0173,48730.26496,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +9/1/2017,0.8500476352643502,1.6846151302343408,256874.7594,16158.24342,32517.93579,116340.5358,48676.24964,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +10/1/2017,0.8500476352643536,-0.013156524110262247,257054.172,16161.03131,32571.40312,116462.6935,48732.51256,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +11/1/2017,0.8500476352643509,0.13087495522384496,257184.8974,16160.78477,32618.6052,116562.6648,48779.47578,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +12/1/2017,0.8500476352643535,-0.020141363016117353,257368.1062,16163.8624,32672.36867,116686.2965,48836.32455,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +1/1/2018,0.8500476352643482,1.9977289101628593,257562.7627,16160.87784,32600.88144,116691.5125,48761.84466,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +2/1/2018,0.8500476352643449,1.1626953506852762,258041.0376,16175.7801,32565.86914,116825.722,48741.72667,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +3/1/2018,0.8500476352643552,0.38950513939703324,258783.2283,16207.28449,32564.53139,117079.7341,48771.88547,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +4/1/2018,0.8500476352643529,0.8010047642987836,258184.7366,16229.82801,32545.40628,117268.9249,48775.29602,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT 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+12/1/2018,0.850047635264346,-0.48932621776745194,258167.2799,16510.17056,32598.65493,119502.6195,49108.8255,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +1/1/2019,0.8500476352643507,0.38039210170315774,258350.9058,16518.75319,32621.08059,119704.846,49139.83379,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +2/1/2019,0.8500476352643491,1.6387639596052743,258101.1062,16499.62741,32588.78017,119706.0818,49088.40758,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +3/1/2019,0.8500476352643479,2.5144855638771104,257550.5057,16461.28578,32518.50278,119567.309,48979.78857,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +4/1/2019,0.8500476352643522,2.7821959459518375,257450.9625,16417.16767,32436.78266,119385.7715,48853.95032,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +5/1/2019,0.8500476352643557,0.9958514261946232,257963.4552,16412.21994,32432.43428,119488.5577,48844.65421,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +6/1/2019,0.8500476352643552,1.016118346686337,258468.1857,16406.83131,32427.20699,119587.9383,48834.0383,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +7/1/2019,0.8500476352643522,1.5609353087872895,258742.3474,16389.53228,32398.42771,119600.2053,48787.95999,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +8/1/2019,0.850047635264352,0.7361607694337968,259300.2942,16390.27107,32405.29546,119743.8528,48795.56653,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +9/1/2019,0.8500476352643515,0.9880404543814474,259770.6135,16385.50637,32401.27669,119847.1513,48786.78305,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +10/1/2019,0.8500476352643521,1.9458783889611002,260251.6384,16359.83144,32355.89506,119797.1437,48715.72649,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +11/1/2019,0.850047635264355,0.7901326394407362,261132.022,16359.39343,32360.41333,119931.6098,48719.80676,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +12/1/2019,0.8500476352643491,2.288084042508209,261488.7661,16326.30761,32300.33593,119826.3437,48626.64355,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +1/1/2020,0.8500399842943805,0.9299457669704125,258428.0959,16346.24225,32275.59249,119348.6504,48621.83474,0.0,0.0,0.0,0.0,0.0,0.0,34.0,34.0,30.0,30.0,0.0,0.0,CT +2/1/2020,0.8500427496703075,0.3764667589544253,255567.4199,16378.18493,32274.75166,118960.5054,48652.93659,0.0,0.0,0.0,0.0,0.0,0.0,74.0,54.0,34.0,30.0,0.0,0.0,CT +3/1/2020,0.17359601421215842,-2.134563315776668,253561.5029,16465.13842,32382.24572,118971.2517,48847.38414,3128.0,3128.0,69.0,69.0,3128.0,69.0,7618.0,7202.0,2990.0,2868.0,424.0,404.0,CT +4/1/2020,-20.56674556839444,-4.451081794130752,248152.2235,16603.68116,32590.7212,119350.0972,49194.40236,24572.0,23012.0,2188.0,1429.0,24572.0,2188.0,18643.0,16679.0,7834.0,7453.0,4869.0,3711.0,CT +5/1/2020,-15.663649017178983,0.32243888281874433,241139.0115,16637.04204,32592.46841,118970.244,49229.51045,14501.0,14049.0,1687.0,1389.0,14501.0,1687.0,7294.0,6469.0,2944.0,2844.0,1725.0,1333.0,CT +6/1/2020,-2.851084751290365,2.201862236824736,233554.8914,16628.6367,32512.68669,118294.5659,49141.32339,4313.0,4345.0,378.0,369.0,4313.0,378.0,59839.0,58597.0,811.0,791.0,92.0,64.0,CT +7/1/2020,-0.2268626535743497,1.7418030030354237,239221.1659,16630.31637,32453.03347,117694.6185,49083.34984,3296.0,3320.0,110.0,98.0,3296.0,110.0,8034.0,7783.0,315.0,301.0,0.0,0.0,CT +8/1/2020,0.5268895293501168,1.824934673298742,244825.7054,16630.04551,32389.94953,117084.5189,49019.99503,3069.0,2899.0,33.0,29.0,3069.0,33.0,7025.0,6635.0,391.0,379.0,0.0,0.0,CT +9/1/2020,0.42913693844649553,0.9003222172494983,250703.5919,16650.1886,32366.92858,116621.0925,49017.11718,4671.0,4376.0,43.0,30.0,4671.0,43.0,9173.0,8476.0,323.0,311.0,0.0,0.0,CT +10/1/2020,-0.2073137380163541,-0.2203338135634576,251793.0161,16695.19382,32392.37007,116333.0885,49087.56389,13657.0,12390.0,108.0,98.0,13657.0,108.0,32892.0,29315.0,629.0,501.0,0.0,0.0,CT +11/1/2020,-3.105214329907888,-0.3321645784446239,252920.2562,16742.71936,32422.73088,116062.9317,49165.45024,46088.0,41972.0,404.0,317.0,46088.0,404.0,82662.0,77338.0,3192.0,2889.0,264.0,178.0,CT +12/1/2020,-8.694791364648562,2.7921874374060014,252991.5292,16720.46366,32318.23451,115311.7254,49038.69817,68413.0,65188.0,975.0,829.0,68413.0,975.0,122539.0,118680.0,4044.0,3733.0,763.0,640.0,CT +1/1/2021,-9.438184323492306,-5.202438476040758,252226.92,16925.49793,32511.19174,115757.0933,49436.68227,64315.0,60135.0,1051.0,887.0,64315.0,1051.0,75508.0,73709.0,2660.0,2440.0,389.0,305.0,CT +2/1/2021,-4.78889061066077,-5.472342885949734,251590.608,17137.30107,32718.59314,116255.6251,49855.87946,29923.0,26238.0,576.0,513.0,29923.0,576.0,2310.0,2046.0,1569.0,1437.0,232.0,190.0,CT +3/1/2021,-1.7486633210712328,-3.4412281182414834,250311.444,17302.96043,32839.71505,116449.7897,50142.65348,30942.0,26183.0,264.0,223.0,30678.0,267.0,17839.0,15043.0,1186.0,1031.0,22.0,16.0,CT +4/1/2021,-1.2012165779167736,-3.7929530707873274,251760.4183,17476.61315,32978.16839,116708.0423,50454.75236,28345.0,24035.0,211.0,182.0,28609.0,208.0,802.0,650.0,32.0,18.0,122.0,90.0,CT +5/1/2021,-0.5303547268277669,-3.8785696847397615,253249.2299,17652.2759,33122.37086,116989.0364,50774.61047,8273.0,6920.0,141.0,118.0,8108.0,141.0,207251.0,176713.0,165.0,155.0,0.0,0.0,CT +6/1/2021,0.45849919778790127,-3.424536281837338,254595.0909,17817.21492,33248.41068,117208.2922,51065.58229,1846.0,1462.0,40.0,29.0,2011.0,40.0,11981.0,10375.0,17.0,13.0,0.0,0.0,CT +7/1/2021,0.7031405641166426,-4.07038213854374,254926.8302,17997.54568,33405.00147,117537.5117,51402.49685,5397.0,4200.0,15.0,15.0,4983.0,15.0,23255.0,19258.0,37.0,33.0,0.0,0.0,CT +8/1/2021,0.21367518132443186,-4.444269045573561,255409.0092,18187.16865,33580.34763,117934.6009,51767.45904,18171.0,15248.0,65.0,61.0,18737.0,65.0,33064.0,27220.0,74.0,66.0,0.0,0.0,CT +9/1/2021,-1.8021154112204893,-4.968762285844072,256093.3326,18390.09314,33781.48329,118423.8023,52171.51223,17273.0,14399.0,271.0,170.0,17273.0,271.0,39510.0,33358.0,55.0,51.0,0.0,0.0,CT +10/1/2021,-0.4717251622601855,-2.925788999700517,256608.4435,18543.17225,33892.56803,118599.2248,52435.66935,12238.0,11435.0,135.0,130.0,12238.0,135.0,258.0,236.0,22.0,16.0,53.0,48.0,CT +11/1/2021,-0.5301488844380238,-2.546770257964052,257008.9397,18686.60462,33988.00761,118722.4126,52674.53469,19109.0,17953.0,141.0,114.0,19109.0,141.0,19826.0,18428.0,15.0,13.0,0.0,0.0,CT +12/1/2021,-1.64631154799111,-2.9948573296465186,257577.8561,18840.97239,34105.23304,118924.1087,52946.12129,88496.0,74788.0,255.0,200.0,88496.0,255.0,314.0,282.0,11.0,11.0,162.0,159.0,CT +1/1/2022,-7.4705062583101105,0.6223335730290174,258018.1749,18817.00832,34145.74771,119037.5537,52962.6793,189212.0,169848.0,850.0,659.0,189212.0,850.0,1537.0,1402.0,103.0,97.0,784.0,734.0,CT +2/1/2022,-3.652900005022513,1.130011273405239,258279.6907,18780.62818,34162.79741,119069.5052,52943.35624,23989.0,20412.0,460.0,417.0,23989.0,460.0,55808.0,48167.0,32.0,32.0,240.0,224.0,CT +3/1/2022,-2.159500253315799,3.813552375000249,257613.2739,18677.6197,34057.37671,118675.0233,52734.9346,10203.0,8854.0,306.0,257.0,12644.0,309.0,67950.0,59635.0,15.0,15.0,34.0,32.0,CT +4/1/2022,0.1396797572794748,-1.7676193094662391,257771.3065,18714.21951,34205.58339,119164.6307,52919.74806,21506.0,19029.0,74.0,53.0,22248.0,71.0,122.0,104.0,2.0,2.0,86.0,76.0,CT +5/1/2022,-0.04113818563306165,1.2927559791750607,256884.7642,18674.78196,34214.15917,119168.009,52888.89343,42291.0,37916.0,91.0,72.0,50913.0,91.0,300578.0,268132.0,109.0,109.0,104.0,96.0,CT +6/1/2022,-0.167871980374231,4.17658286254289,255024.2891,18564.14761,34091.0195,118713.04,52655.12663,19774.0,16496.0,104.0,82.0,19774.0,104.0,10303.0,8936.0,14.0,12.0,44.0,42.0,CT +7/1/2022,0.29202413165363317,-3.8943533608988457,256853.8133,18654.13395,34335.58622,119538.7449,52989.68641,22925.0,19927.0,57.0,40.0,25614.0,57.0,183.0,154.0,38.0,34.0,48.0,48.0,CT +8/1/2022,-0.7848331350226601,-1.165379326843623,257754.2674,18676.72098,34455.95715,119932.1091,53132.65119,20494.0,18739.0,167.0,143.0,20494.0,167.0,111216.0,98765.0,606.0,602.0,0.0,0.0,CT +9/1/2022,-0.08952566221780256,-0.5753084195748432,258452.0032,18684.87926,34549.22918,120231.3055,53234.08831,21817.0,16021.0,96.0,47.0,21817.0,96.0,12262.0,12238.0,369.0,368.0,0.0,0.0,CT +10/1/2022,0.7485676036870412,-0.30419714703461675,259645.1966,18686.53191,34629.91048,120486.8684,53316.42902,4287.0,3508.0,20.0,11.0,0.0,0.0,6691.0,6677.0,155.0,155.0,0.0,0.0,CT +11/1/2022,0.849693876584184,-2.382649411602179,261557.0822,18740.30682,34806.8177,121077.3464,53547.11783,0.0,0.0,0.0,0.0,0.0,,328.0,322.0,11.0,11.0,0.0,0.0,CT +12/1/2022,0.8500211038515721,-2.698768168265974,263583.4756,18802.41008,34999.07859,121721.2701,53801.48867,0.0,0.0,0.0,0.0,0.0,,114.0,104.0,44.0,44.0,59.0,55.0,CT diff --git a/reports/figures/results/CT/model.csv b/reports/figures/results/CT/model.csv new file mode 100644 index 0000000..e36e891 --- /dev/null +++ b/reports/figures/results/CT/model.csv @@ -0,0 +1,29 @@ + Model Specification: Dynamic Factor Model +Model: ,Dynamic Factor Model , # of observed variables: ,17 + ,+ 2 factors in 2 blocks, # of factor blocks: ,2 + ,+ AR(1) idiosyncratic , Idiosyncratic disturbances:,AR(1) +Sample:,2012-02-01 00:00:00 , Standardize variables: ,True + ,- 2022-12-01 00:00:00 , , +Observed variables / factor loadings +Dep. variable,Pandemic,Consumption +GDP , ,X +Cons3 , ,X +Cons4 , ,X +Cons5 , ,X +Cons2 , ,X +Cases5 ,X , +Cases2 ,X , +Deaths5 ,X , +Deaths2 ,X , +Cases3 ,X , +Deaths3 ,X , +Cases4 ,X , +Cases1 ,X , +Hosp2 ,X , +Hosp1 ,X , +Deaths4 ,X , +Deaths1 ,X , + Factor blocks: + block ,order +Pandemic ,1 +Consumption,1 diff --git a/reports/figures/results/CT/raw.csv b/reports/figures/results/CT/raw.csv new file mode 100644 index 0000000..1b7eb2a --- /dev/null +++ b/reports/figures/results/CT/raw.csv @@ -0,0 +1,132 @@ 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+9/1/2013,238601.4771,15683.35795,31225.70162,108284.4904,46909.05958,0.0,0.0,0.0,0.0,0.0,,,,,,, +10/1/2013,238530.5702,15705.55042,31217.96006,108305.2503,46923.51048,0.0,0.0,0.0,0.0,0.0,,,,,,, +11/1/2013,238490.3302,15729.67482,31214.22706,108339.7624,46943.90187,0.0,0.0,0.0,0.0,0.0,,,,,,, +12/1/2013,238347.4394,15746.9339,31197.05341,108327.4558,46943.9873,0.0,0.0,0.0,0.0,0.0,,,,,,, +1/1/2014,236843.4724,15749.80282,31237.84359,108472.2765,46987.64641,0.0,0.0,0.0,0.0,0.0,,,,,,, +2/1/2014,235653.3578,15773.28721,31319.43494,108758.77,47092.72216,0.0,0.0,0.0,0.0,0.0,,,,,,, +3/1/2014,234133.0954,15774.40683,31356.52848,108890.7336,47130.93531,0.0,0.0,0.0,0.0,0.0,,,,,,, +4/1/2014,235105.0852,15776.44326,31395.30734,109028.5375,47171.7506,0.0,0.0,0.0,0.0,0.0,,,,,,, +5/1/2014,236123.7802,15781.84462,31440.6556,109189.1439,47222.50022,0.0,0.0,0.0,0.0,0.0,,,,,,, +6/1/2014,237279.3711,15796.57398,31504.48877,109413.937,47301.06275,0.0,0.0,0.0,0.0,0.0,,,,,,, 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Variable: ,"GDP", and 16 more , No. Observations: ,131 +Model: ,Dynamic Factor Model , Log Likelihood ,-1003.279 + ,+ 2 factors in 2 blocks, AIC ,2116.558 + ,+ AR(1) idiosyncratic , BIC ,2274.694 +Date: ,Sat, 26 Oct 2024 , HQIC ,2180.816 +Time: ,18:48:33 , EM Iterations ,261 +Sample: ,02-01-2012 , , + ,- 12-01-2022 , , +Covariance Type:,Not computed , , + Observation equation: +Factor loadings:,Pandemic,Consumption, idiosyncratic: AR(1),var. +GDP ,. ,-0.10 ,0.58 ,0.66 +Cons3 ,. ,-0.48 ,0.87 ,0.04 +Cons4 ,. ,-0.52 ,0.87 ,0.02 +Cons5 ,. ,-0.44 ,0.90 ,0.10 +Cons2 ,. ,-0.53 ,0.91 ,0.00 +Cases5 ,-0.24 ,. ,0.50 ,0.56 +Cases2 ,-0.24 ,. ,0.48 ,0.57 +Deaths5 ,-0.35 ,. ,-0.05 ,0.00 +Deaths2 ,-0.35 ,. ,0.04 ,0.02 +Cases3 ,-0.24 ,. ,0.50 ,0.57 +Deaths3 ,-0.35 ,. ,-0.05 ,0.00 +Cases4 ,-0.13 ,. ,0.05 ,0.95 +Cases1 ,-0.14 ,. ,0.06 ,0.94 +Hosp2 ,-0.32 ,. ,0.38 ,0.23 +Hosp1 ,-0.32 ,. ,0.38 ,0.23 +Deaths4 ,-0.31 ,. ,0.31 ,0.22 +Deaths1 ,-0.32 ,. ,0.33 ,0.21 + Transition: Factor block 0 + ,L1.Pandemic, error variance +Pandemic,0.63 ,4.80 + Transition: Factor block 1 + ,L1.Consumption, error variance +Consumption,0.56 ,2.41 + +Warnings: +[1] Covariance matrix not calculated. diff --git a/reports/figures/results/CT/run-info.yaml b/reports/figures/results/CT/run-info.yaml new file mode 100644 index 0000000..7a81bae --- /dev/null +++ b/reports/figures/results/CT/run-info.yaml @@ -0,0 +1,45 @@ +diff_cols: [] +factor_map: + Cases1: !!python/tuple + - Pandemic + Cases2: !!python/tuple + - Pandemic + Cases3: !!python/tuple + - Pandemic + Cases4: !!python/tuple + - Pandemic + Cases5: !!python/tuple + - Pandemic + Cons2: !!python/tuple + - Consumption + Cons3: !!python/tuple + - Consumption + Cons4: !!python/tuple + - Consumption + Cons5: !!python/tuple + - Consumption + Deaths1: !!python/tuple + - Pandemic + Deaths2: !!python/tuple + - Pandemic + Deaths3: !!python/tuple + - Pandemic + Deaths4: !!python/tuple + - Pandemic + Deaths5: !!python/tuple + - Pandemic + GDP: !!python/tuple + - Consumption + Hosp1: !!python/tuple + - Pandemic + Hosp2: !!python/tuple + - Pandemic +global_multiplier: 0 +logdiff_cols: +- GDP +- Cons3 +- Cons4 +- Cons5 +- Cons2 +maxiter: 10000 +non_stationary_cols: null diff --git a/reports/figures/results/IL/df.csv b/reports/figures/results/IL/df.csv new file mode 100644 index 0000000..7fa0e57 --- /dev/null +++ b/reports/figures/results/IL/df.csv @@ -0,0 +1,132 @@ +Time,GDP,Cons3,Cons4,Cons5,Cons2,Cases5,Cases2,Deaths5,Deaths2,Cases3,Deaths3,Cases4,Cases1,Hosp2,Hosp1,Deaths4,Deaths1 +2/1/2012,0.6925804659570864,0.25045372985259,0.19474955490044024,0.48893226629655495,0.22091550523534448,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +3/1/2012,0.6974646085891172,0.26638171365966623,0.22136992367389405,0.5073703001100136,0.2424843322376093,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +4/1/2012,0.6304377837477828,0.295627340732172,0.27008473635114505,0.5411958882116524,0.2819925619212286,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 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b/reports/figures/results/IL/model.csv new file mode 100644 index 0000000..e36e891 --- /dev/null +++ b/reports/figures/results/IL/model.csv @@ -0,0 +1,29 @@ + Model Specification: Dynamic Factor Model +Model: ,Dynamic Factor Model , # of observed variables: ,17 + ,+ 2 factors in 2 blocks, # of factor blocks: ,2 + ,+ AR(1) idiosyncratic , Idiosyncratic disturbances:,AR(1) +Sample:,2012-02-01 00:00:00 , Standardize variables: ,True + ,- 2022-12-01 00:00:00 , , +Observed variables / factor loadings +Dep. variable,Pandemic,Consumption +GDP , ,X +Cons3 , ,X +Cons4 , ,X +Cons5 , ,X +Cons2 , ,X +Cases5 ,X , +Cases2 ,X , +Deaths5 ,X , +Deaths2 ,X , +Cases3 ,X , +Deaths3 ,X , +Cases4 ,X , +Cases1 ,X , +Hosp2 ,X , +Hosp1 ,X , +Deaths4 ,X , +Deaths1 ,X , + Factor blocks: + block ,order +Pandemic ,1 +Consumption,1 diff --git a/reports/figures/results/IL/raw.csv b/reports/figures/results/IL/raw.csv new file mode 100644 index 0000000..af4f0f6 --- /dev/null +++ b/reports/figures/results/IL/raw.csv @@ 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Variable: ,"GDP", and 16 more , No. Observations: ,131 +Model: ,Dynamic Factor Model , Log Likelihood ,-1200.816 + ,+ 2 factors in 2 blocks, AIC ,2511.631 + ,+ AR(1) idiosyncratic , BIC ,2669.767 +Date: ,Sat, 26 Oct 2024 , HQIC ,2575.889 +Time: ,18:48:34 , EM Iterations ,241 +Sample: ,02-01-2012 , , + ,- 12-01-2022 , , +Covariance Type:,Not computed , , + Observation equation: +Factor loadings:,Pandemic,Consumption, idiosyncratic: AR(1),var. +GDP ,. ,-0.12 ,0.57 ,0.67 +Cons3 ,. ,-0.52 ,0.91 ,0.02 +Cons4 ,. ,-0.56 ,0.91 ,0.01 +Cons5 ,. ,-0.29 ,0.87 ,0.22 +Cons2 ,. ,-0.56 ,0.94 ,0.00 +Cases5 ,-0.29 ,. ,-0.25 ,0.15 +Cases2 ,-0.29 ,. ,-0.26 ,0.15 +Deaths5 ,-0.28 ,. ,0.50 ,0.36 +Deaths2 ,-0.28 ,. ,0.53 ,0.36 +Cases3 ,-0.29 ,. ,-0.29 ,0.17 +Deaths3 ,-0.28 ,. ,0.50 ,0.36 +Cases4 ,-0.29 ,. ,0.15 ,0.05 +Cases1 ,-0.29 ,. ,0.17 ,0.05 +Hosp2 ,-0.30 ,. ,0.75 ,0.07 +Hosp1 ,-0.30 ,. ,0.75 ,0.07 +Deaths4 ,-0.28 ,. ,0.72 ,0.20 +Deaths1 ,-0.27 ,. ,0.71 ,0.22 + Transition: Factor block 0 + ,L1.Pandemic, error variance +Pandemic,0.76 ,4.19 + Transition: Factor block 1 + ,L1.Consumption, error variance +Consumption,0.64 ,1.81 + +Warnings: +[1] Covariance matrix not calculated. diff --git a/reports/figures/results/IL/run-info.yaml b/reports/figures/results/IL/run-info.yaml new file mode 100644 index 0000000..7a81bae --- /dev/null +++ b/reports/figures/results/IL/run-info.yaml @@ -0,0 +1,45 @@ +diff_cols: [] +factor_map: + Cases1: !!python/tuple + - Pandemic + Cases2: !!python/tuple + - Pandemic + Cases3: !!python/tuple + - Pandemic + Cases4: !!python/tuple + - Pandemic + Cases5: !!python/tuple + - Pandemic + Cons2: !!python/tuple + - Consumption + Cons3: !!python/tuple + - Consumption + Cons4: !!python/tuple + - Consumption + Cons5: !!python/tuple + - Consumption + Deaths1: !!python/tuple + - Pandemic + Deaths2: !!python/tuple + - Pandemic + Deaths3: !!python/tuple + - Pandemic + Deaths4: !!python/tuple + - Pandemic + Deaths5: !!python/tuple + - Pandemic + GDP: !!python/tuple + - Consumption + Hosp1: !!python/tuple + - Pandemic + Hosp2: !!python/tuple + - Pandemic +global_multiplier: 0 +logdiff_cols: +- GDP +- Cons3 +- Cons4 +- Cons5 +- Cons2 +maxiter: 10000 +non_stationary_cols: null diff --git a/reports/figures/results/MA/df.csv b/reports/figures/results/MA/df.csv new file mode 100644 index 0000000..faa5237 --- /dev/null +++ b/reports/figures/results/MA/df.csv @@ -0,0 +1,132 @@ +Time,GDP,Cons3,Cons4,Cons5,Cons2,Cases5,Cases2,Deaths5,Deaths2,Cases3,Deaths3,Cases4,Cases1,Hosp2,Hosp1,Deaths4,Deaths1 +2/1/2012,0.6112605074147085,0.3053078613252142,0.27859679171555124,0.5319085813175483,0.28376912360669315,0.0,0.0,0.0,0.0,0.0,0.07361963190184048,0.0,0.0,0.0,0.0,0.0,0.0 +3/1/2012,0.6169860341346105,0.3225025866798784,0.30757083056955287,0.5501492324500485,0.30835391943018364,0.0,0.0,0.0,0.0,0.0,0.07361963190184048,0.0,0.0,0.0,0.0,0.0,0.0 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+8/1/2018,0.6978484544616133,-0.11131378928633517,517251.1413,31295.70576,63201.96863,241676.1596,94497.76655,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +9/1/2018,0.6974745597420764,0.9446656178194531,517476.779,31312.05282,63225.55133,242050.2952,94537.69611,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +10/1/2018,0.6971206567712471,0.5993653621750021,517749.9296,31342.7099,63278.06544,242534.091,94620.86715,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +11/1/2018,0.6967856064825856,-0.3754210510161069,518692.4416,31413.85776,63412.34663,243330.6873,94826.29616,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +12/1/2018,0.6964683401832392,-0.5296781007891401,519743.8321,31491.59105,63559.92697,244178.1431,95051.60977,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +1/1/2019,0.696167854842487,-0.6091510428998981,522791.4147,31547.55132,63739.86407,244906.3487,95287.4995,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +2/1/2019,0.6958832087116994,0.6644012107635253,524958.1295,31550.53781,63812.67599,245222.8972,95363.29015,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +3/1/2019,0.6956135172530098,1.5518804479321804,526501.6493,31516.61139,63810.54522,245251.2952,95327.22513,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +4/1/2019,0.6953579493551353,1.8260570182106295,527462.7437,31471.39734,63785.17641,245190.1682,95256.63448,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +5/1/2019,0.6951157238160826,0.028397512386931112,529673.3906,31501.1242,63911.4462,245711.803,95412.62349,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +6/1/2019,0.6948861060737349,0.05300409979822307,531866.4665,31529.94952,64035.79388,246225.9972,95565.78888,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +7/1/2019,0.6946684051665366,0.606634340652273,533879.291,31535.80122,64113.34102,246560.1592,95649.18009,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +8/1/2019,0.6944619709076517,-0.22119309608510607,536475.0784,31576.29027,64261.1896,247164.6146,95837.51014,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +9/1/2019,0.6942661912571118,0.036935909988470184,538888.0924,31606.13663,64387.31206,247685.4692,95993.47138,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +10/1/2019,0.6940804898775274,1.007114628374088,539572.2811,31595.54622,64430.88547,247888.6796,96026.44678,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +11/1/2019,0.6939043238599645,-0.1546355297400197,541085.1913,31633.60309,64573.5078,248472.8823,96207.11844,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +12/1/2019,0.6937371816075162,1.3602273814443022,541513.9611,31608.42003,64586.85522,248559.547,96195.27525,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +1/1/2020,0.676874938934808,1.5198750408753483,541104.9118,31657.07474,64506.59792,246962.1085,96163.67266,0.0,0.0,0.0,0.0,1.0,0.0,174.0,64.0,10.0,6.0,0.0,0.0,MA +2/1/2020,0.574921790307672,0.9609460933946716,541096.5757,31728.95471,64474.20546,245551.7992,96203.16017,1.0,1.0,0.0,0.0,1.0,0.0,526.0,200.0,64.0,56.0,0.0,0.0,MA +3/1/2020,-9.874415625755297,-1.572351231722454,542904.5153,31907.41626,64658.19678,244964.2,96565.61304,6619.0,6619.0,155.0,153.0,9922.0,89.0,28949.0,26475.0,5304.0,5246.0,1118.0,1108.0,MA 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Standardize variables: ,True + ,- 2022-12-01 00:00:00 , , +Observed variables / factor loadings +Dep. variable,Pandemic,Consumption +GDP , ,X +Cons3 , ,X +Cons4 , ,X +Cons5 , ,X +Cons2 , ,X +Cases5 ,X , +Cases2 ,X , +Deaths5 ,X , +Deaths2 ,X , +Cases3 ,X , +Deaths3 ,X , +Cases4 ,X , +Cases1 ,X , +Hosp2 ,X , +Hosp1 ,X , +Deaths4 ,X , +Deaths1 ,X , + Factor blocks: + block ,order +Pandemic ,1 +Consumption,1 diff --git a/reports/figures/results/MA/raw.csv b/reports/figures/results/MA/raw.csv new file mode 100644 index 0000000..3e9d1e8 --- /dev/null +++ b/reports/figures/results/MA/raw.csv @@ -0,0 +1,132 @@ +Time,GDP,Cons3,Cons4,Cons5,Cons2,Cases5,Cases2,Deaths5,Deaths2,Cases3,Deaths3,Cases4,Cases1,Hosp2,Hosp1,Deaths4,Deaths1 +2/1/2012,437236.0574,27727.81154,58369.04583,203748.874,86096.85737,0.0,0.0,0.0,0.0,0.0,,,,,,, +3/1/2012,437479.8215,27743.14433,58353.48674,203852.9854,86096.63107,0.0,0.0,0.0,0.0,0.0,,,,,,, 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+11/1/2022,565542.0702,36891.88792,69913.14212,250324.2374,106805.1035,0.0,0.0,0.0,0.0,0.0,,26856.0,22463.0,679.0,657.0,215.0,155.0 +12/1/2022,571054.0907,37031.70444,70319.52824,251867.4935,107351.3128,0.0,0.0,0.0,0.0,0.0,,46798.0,39197.0,1074.0,1043.0,388.0,293.0 diff --git a/reports/figures/results/MA/results.csv b/reports/figures/results/MA/results.csv new file mode 100644 index 0000000..12d98c7 --- /dev/null +++ b/reports/figures/results/MA/results.csv @@ -0,0 +1,38 @@ + Dynamic Factor Results +Dep. Variable: ,"GDP", and 16 more , No. Observations: ,131 +Model: ,Dynamic Factor Model , Log Likelihood ,-1107.173 + ,+ 2 factors in 2 blocks, AIC ,2324.346 + ,+ AR(1) idiosyncratic , BIC ,2482.482 +Date: ,Sat, 26 Oct 2024 , HQIC ,2388.604 +Time: ,18:48:46 , EM Iterations ,251 +Sample: ,02-01-2012 , , + ,- 12-01-2022 , , +Covariance Type:,Not computed , , + Observation equation: +Factor loadings:,Pandemic,Consumption, idiosyncratic: AR(1),var. +GDP ,. ,-0.10 ,0.56 ,0.68 +Cons3 ,. ,-0.48 ,0.89 ,0.03 +Cons4 ,. ,-0.53 ,0.89 ,0.02 +Cons5 ,. ,-0.42 ,0.94 ,0.06 +Cons2 ,. ,-0.54 ,0.94 ,0.00 +Cases5 ,-0.28 ,. ,0.51 ,0.60 +Cases2 ,-0.28 ,. ,0.51 ,0.59 +Deaths5 ,-0.30 ,. ,0.35 ,0.24 +Deaths2 ,-0.30 ,. ,0.34 ,0.24 +Cases3 ,-0.28 ,. ,0.51 ,0.60 +Deaths3 ,-0.29 ,. ,0.29 ,0.29 +Cases4 ,-0.28 ,. ,0.54 ,0.56 +Cases1 ,-0.28 ,. ,0.55 ,0.54 +Hosp2 ,-0.30 ,. ,1.03 ,0.00 +Hosp1 ,-0.30 ,. ,1.03 ,0.00 +Deaths4 ,-0.28 ,. ,-0.14 ,0.09 +Deaths1 ,-0.28 ,. ,-0.14 ,0.09 + Transition: Factor block 0 + ,L1.Pandemic, error variance +Pandemic,0.61 ,6.16 + Transition: Factor block 1 + ,L1.Consumption, error variance +Consumption,0.52 ,2.47 + +Warnings: +[1] Covariance matrix not calculated. diff --git a/reports/figures/results/MA/run-info.yaml b/reports/figures/results/MA/run-info.yaml new file mode 100644 index 0000000..7a81bae --- /dev/null +++ b/reports/figures/results/MA/run-info.yaml @@ -0,0 +1,45 @@ +diff_cols: [] +factor_map: + Cases1: !!python/tuple + - Pandemic + Cases2: !!python/tuple + - Pandemic + Cases3: !!python/tuple + - Pandemic + Cases4: !!python/tuple + - Pandemic + Cases5: !!python/tuple + - Pandemic + Cons2: !!python/tuple + - Consumption + Cons3: !!python/tuple + - Consumption + Cons4: !!python/tuple + - Consumption + Cons5: !!python/tuple + - Consumption + Deaths1: !!python/tuple + - Pandemic + Deaths2: !!python/tuple + - Pandemic + Deaths3: !!python/tuple + - Pandemic + Deaths4: !!python/tuple + - Pandemic + Deaths5: !!python/tuple + - Pandemic + GDP: !!python/tuple + - 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+11/1/2022,-0.24796008911659595,-2.258855359435397,70230.95299,6784.267513,14704.34784,40064.15138,21488.61535,0.0,0.0,0.0,0.0,0.0,,3840.0,2518.0,154.0,151.0,0.0,0.0,ME +12/1/2022,0.05235368945808583,-2.529628286548578,70966.0361,6804.717609,14810.06979,40309.35269,21614.7874,0.0,0.0,0.0,0.0,0.0,,5001.0,3376.0,211.0,207.0,0.0,0.0,ME diff --git a/reports/figures/results/ME/model.csv b/reports/figures/results/ME/model.csv new file mode 100644 index 0000000..e36e891 --- /dev/null +++ b/reports/figures/results/ME/model.csv @@ -0,0 +1,29 @@ + Model Specification: Dynamic Factor Model +Model: ,Dynamic Factor Model , # of observed variables: ,17 + ,+ 2 factors in 2 blocks, # of factor blocks: ,2 + ,+ AR(1) idiosyncratic , Idiosyncratic disturbances:,AR(1) +Sample:,2012-02-01 00:00:00 , Standardize variables: ,True + ,- 2022-12-01 00:00:00 , , +Observed variables / factor loadings +Dep. variable,Pandemic,Consumption +GDP , ,X +Cons3 , ,X +Cons4 , ,X +Cons5 , ,X +Cons2 , ,X +Cases5 ,X , +Cases2 ,X , +Deaths5 ,X , +Deaths2 ,X , +Cases3 ,X , +Deaths3 ,X , +Cases4 ,X , +Cases1 ,X , +Hosp2 ,X , +Hosp1 ,X , +Deaths4 ,X , +Deaths1 ,X , + Factor blocks: + block ,order +Pandemic ,1 +Consumption,1 diff --git a/reports/figures/results/ME/raw.csv b/reports/figures/results/ME/raw.csv new file mode 100644 index 0000000..6a2c613 --- /dev/null +++ b/reports/figures/results/ME/raw.csv @@ -0,0 +1,132 @@ +Time,GDP,Cons3,Cons4,Cons5,Cons2,Cases5,Cases2,Deaths5,Deaths2,Cases3,Deaths3,Cases4,Cases1,Hosp2,Hosp1,Deaths4,Deaths1 +2/1/2012,53664.70775,4697.85859,11807.20612,32818.87589,16505.06471,0.0,0.0,0.0,0.0,0.0,,,,,,, +3/1/2012,53595.52815,4690.905901,11788.96576,32768.46142,16479.87166,0.0,0.0,0.0,0.0,0.0,,,,,,, +4/1/2012,53758.23604,4686.746908,11777.74885,32737.56834,16464.49576,0.0,0.0,0.0,0.0,0.0,,,,,,, +5/1/2012,54051.86759,4694.005587,11795.22459,32786.42962,16489.23017,0.0,0.0,0.0,0.0,0.0,,,,,,, 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Variable: ,"GDP", and 16 more , No. Observations: ,131 +Model: ,Dynamic Factor Model , Log Likelihood ,-838.781 + ,+ 2 factors in 2 blocks, AIC ,1787.562 + ,+ AR(1) idiosyncratic , BIC ,1945.698 +Date: ,Sat, 26 Oct 2024 , HQIC ,1851.820 +Time: ,18:48:36 , EM Iterations ,376 +Sample: ,02-01-2012 , , + ,- 12-01-2022 , , +Covariance Type:,Not computed , , + Observation equation: +Factor loadings:,Pandemic,Consumption, idiosyncratic: AR(1),var. +GDP ,. ,-0.06 ,0.53 ,0.73 +Cons3 ,. ,-0.48 ,0.94 ,0.04 +Cons4 ,. ,-0.52 ,0.95 ,0.02 +Cons5 ,. ,-0.41 ,0.89 ,0.15 +Cons2 ,. ,-0.56 ,0.96 ,0.00 +Cases5 ,0.29 ,. ,-0.53 ,0.04 +Cases2 ,0.29 ,. ,-0.49 ,0.04 +Deaths5 ,0.29 ,. ,0.14 ,0.24 +Deaths2 ,0.29 ,. ,0.21 ,0.24 +Cases3 ,0.28 ,. ,-0.29 ,0.19 +Deaths3 ,0.29 ,. ,0.12 ,0.26 +Cases4 ,0.30 ,. ,0.42 ,0.00 +Cases1 ,0.31 ,. ,0.52 ,0.00 +Hosp2 ,0.29 ,. ,0.62 ,0.13 +Hosp1 ,0.29 ,. ,0.62 ,0.13 +Deaths4 ,0.26 ,. ,0.36 ,0.35 +Deaths1 ,0.25 ,. ,0.38 ,0.37 + Transition: Factor block 0 + ,L1.Pandemic, error variance +Pandemic,0.84 ,3.21 + Transition: Factor block 1 + ,L1.Consumption, error variance +Consumption,0.59 ,1.86 + +Warnings: +[1] Covariance matrix not calculated. diff --git a/reports/figures/results/ME/run-info.yaml b/reports/figures/results/ME/run-info.yaml new file mode 100644 index 0000000..7a81bae --- /dev/null +++ b/reports/figures/results/ME/run-info.yaml @@ -0,0 +1,45 @@ +diff_cols: [] +factor_map: + Cases1: !!python/tuple + - Pandemic + Cases2: !!python/tuple + - Pandemic + Cases3: !!python/tuple + - Pandemic + Cases4: !!python/tuple + - Pandemic + Cases5: !!python/tuple + - Pandemic + Cons2: !!python/tuple + - Consumption + Cons3: !!python/tuple + - Consumption + Cons4: !!python/tuple + - Consumption + Cons5: !!python/tuple + - Consumption + Deaths1: !!python/tuple + - Pandemic + Deaths2: !!python/tuple + - Pandemic + Deaths3: !!python/tuple + - Pandemic + Deaths4: !!python/tuple + - Pandemic + Deaths5: !!python/tuple + - Pandemic + GDP: !!python/tuple + - Consumption + Hosp1: !!python/tuple + - Pandemic + Hosp2: !!python/tuple + - Pandemic +global_multiplier: 0 +logdiff_cols: +- GDP +- Cons3 +- Cons4 +- Cons5 +- Cons2 +maxiter: 10000 +non_stationary_cols: null diff --git a/reports/figures/results/MI/df.csv b/reports/figures/results/MI/df.csv new file mode 100644 index 0000000..6e91332 --- /dev/null +++ b/reports/figures/results/MI/df.csv @@ -0,0 +1,132 @@ +Time,GDP,Cons3,Cons4,Cons5,Cons2,Cases5,Cases2,Deaths5,Deaths2,Cases3,Deaths3,Cases4,Cases1,Hosp2,Hosp1,Deaths4,Deaths1 +2/1/2012,0.5128158055976773,0.3634073726980917,0.24121575109507798,0.5599584237244611,0.2654672484635687,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +3/1/2012,0.5164985464113719,0.3803726258838837,0.26698080175565064,0.5797487774035119,0.2882045226551938,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +4/1/2012,0.5442278860121776,0.41195694717291564,0.3140853098488309,0.6163861953346085,0.32991360248964396,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 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+9/1/2015,1.3259529860544617,0.6947840796526792,463286.41,35422.28601,75359.74305,241777.7062,110782.0291,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +10/1/2015,1.3252658592896491,-0.22385305695484803,464036.7695,35606.23519,75343.47141,242605.8995,110949.7066,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +11/1/2015,1.3246138787421065,-0.7460883859266896,464436.52,35763.22292,75270.33718,243250.5863,111033.5601,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +12/1/2015,1.323995224685166,0.21953874781667349,465497.5642,35971.15822,75304.34951,244241.7169,111275.5077,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +1/1/2016,1.3234081674003062,0.11263393122101562,465695.797,36091.26446,75409.89875,244993.6031,111501.1551,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +2/1/2016,1.322851063965587,0.8773365552886516,466421.8051,36252.28428,75600.91823,246023.2108,111853.1864,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +3/1/2016,1.3223223549083998,-1.133926678606512,465780.868,36306.88242,75570.24961,246330.7032,111877.1079,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +4/1/2016,1.3218205607808429,-1.8165549817982445,467223.7366,36325.15595,75464.78141,246392.0968,111789.9053,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +5/1/2016,1.3213442787053262,-0.5835151623703796,469504.5058,36409.02155,75496.2636,246898.6971,111905.2451,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +6/1/2016,1.3208921789288888,-0.8785833453416758,471579.2657,36477.22582,75495.75234,247299.3041,111972.9302,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +7/1/2016,1.3204630014169592,0.13106043776883913,471483.7168,36599.52375,75607.52461,248066.7847,112206.9924,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +8/1/2016,1.320055552510774,-0.6163663787556013,470877.9006,36681.96422,75637.22766,248564.2337,112319.128,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +9/1/2016,1.319668701667137,-0.785633296025983,470161.4461,36755.36799,75648.74946,249000.6456,112404.0457,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +10/1/2016,1.3193013782946537,-1.1168331007403818,470600.6846,36810.94485,75624.12918,249316.5277,112434.9945,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +11/1/2016,1.3189525686967127,0.12265949228712669,471896.2535,36933.45003,75737.36478,250085.8645,112670.7274,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +12/1/2016,1.3186213131283737,-0.8670178723936852,472510.4507,37002.58053,75741.45138,250493.92,112743.9367,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +1/1/2017,1.318306702971686,-0.969487660352268,470839.1204,37004.43357,75796.30262,250276.2045,112800.6492,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +2/1/2017,1.3180078780318887,0.5051138637905317,470197.8782,37086.54605,76015.28212,250602.5228,113101.7492,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +3/1/2017,1.317724023955222,1.9146499823881502,470537.664,37245.90568,76392.54303,251451.0435,113638.3776,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +4/1/2017,1.3174543697676997,0.024748110801156464,470704.248,37302.85721,76559.67872,251608.5704,113862.4729,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +5/1/2017,1.317198185533162,1.7044651475665593,472037.1001,37452.15077,76916.23941,252389.3792,114368.335,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +6/1/2017,1.3169547801280306,0.8443951096243775,472784.6714,37554.97803,77177.33781,252857.2036,114732.2686,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +7/1/2017,1.3167234991296142,1.3085574248361365,473464.7871,37683.93769,77492.07939,253501.2487,115175.9777,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +8/1/2017,1.3165037228143013,-0.14852621169282054,473143.4685,37732.99527,77642.38294,253608.375,115375.3468,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +9/1/2017,1.3162948642616312,-1.1013807689417174,472170.9816,37729.6673,77684.59306,253364.7679,115414.2369,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +10/1/2017,1.3160963675600779,0.4367498327386987,473392.3437,37811.61703,77902.13287,253694.9747,115713.7343,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +11/1/2017,1.3159077061101585,0.2973522239329791,474521.2575,37886.23138,78104.40752,253976.6518,115990.6311,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +12/1/2017,1.3157283810204912,0.42684789903248477,475744.2513,37968.40531,78322.11628,254309.6841,116290.5216,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +1/1/2018,1.3155579195923885,-1.2782966622337213,478325.1678,37985.94164,78314.81343,254248.5625,116300.7628,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +2/1/2018,1.3153958738886313,-0.5253238264308597,481419.4967,38045.3736,78394.14634,254468.9276,116439.5354,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +3/1/2018,1.3152418193821465,0.1714139905408889,484997.7268,38143.7598,78553.91224,254950.5228,116697.6952,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +4/1/2018,1.3150953536804209,-0.21076149723039522,485098.4986,38220.97517,78670.22262,255291.2052,116891.2287,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +5/1/2018,1.3149560953216155,-0.1804120121200521,485225.7848,38300.01325,78790.44855,255644.7352,117090.5003,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +6/1/2018,1.3148236826384805,0.3225547845608696,485715.5387,38407.4522,78969.22921,256188.3638,117376.7276,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +7/1/2018,1.3146977726863418,0.46466741051801597,485453.2653,38523.17134,79165.12171,256787.581,117688.3468,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +8/1/2018,1.3145780402315723,0.5498085492590938,485258.5513,38644.01885,79371.62449,257421.2764,118015.7048,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +9/1/2018,1.314464176797141,-0.4085682919228246,484390.5534,38710.84625,79467.29754,257695.6308,118178.2128,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +10/1/2018,1.314355889761977,-0.10143644922705486,483165.9995,38795.18441,79599.07826,258087.2137,118394.3392,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +11/1/2018,1.314252901511077,0.774243008018286,482569.2322,38929.54265,79833.57652,258811.9175,118763.2033,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +12/1/2018,1.3141549486334276,0.9090171992390579,482074.6667,39072.03347,80084.77764,259590.7919,119156.9029,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +1/1/2019,1.3140617811649449,-0.18982662211442136,482917.2822,39128.52406,80231.15734,260269.04,119359.7655,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +2/1/2019,1.3139731618738741,-1.3383231204009813,482949.0163,39119.32946,80242.80933,260509.9439,119362.2151,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +3/1/2019,1.313888865586105,-2.138197875519524,482415.7781,39064.42166,80160.56303,260445.1404,119225.0532,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +4/1/2019,1.3138086785481242,-2.384221959077692,482434.3232,38995.59726,80049.58402,260285.8141,119045.242,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +5/1/2019,1.3137323978253845,-0.7592242458781211,483598.9841,39019.67879,80129.20702,260745.4835,119148.9389,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +6/1/2019,1.3136598307340375,-0.7798079296591401,484748.8061,39042.66157,80206.53113,261197.3894,119249.2382,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +7/1/2019,1.3135907943040563,-1.2781486600951693,486433.2903,39037.22425,80225.40587,261458.5188,119262.668,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +8/1/2019,1.3135251147719536,-0.5289342942409108,488649.1967,39074.68613,80332.38901,262006.4408,119407.1054,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +9/1/2019,1.31346262710134,-0.7603908519123055,490698.7759,39098.99099,80412.29232,262465.837,119511.306,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +10/1/2019,1.3134031745297232,-1.6348505053701068,491385.4602,39073.30598,80389.30597,262588.8779,119462.627,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +11/1/2019,1.313346608140022,-0.5840651176398453,492826.7055,39107.81154,80490.0847,263115.7233,119597.9038,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +12/1/2019,1.3132927864553667,-1.9504281383329265,493280.3244,39064.17064,80429.94148,263115.9695,119494.1121,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +1/1/2020,1.312058783159967,-1.417759869182042,491115.5778,39178.54954,80305.66472,261710.9307,119484.2143,0.0,0.0,0.0,0.0,0.0,0.0,252.0,185.0,29.0,28.0,0.0,0.0,MI +2/1/2020,1.3101993546251274,-0.913977569775102,489319.9184,39321.50896,80241.04919,260503.3312,119562.5581,0.0,0.0,0.0,0.0,0.0,0.0,288.0,154.0,63.0,53.0,0.0,0.0,MI +3/1/2020,-10.202304682759348,1.3728503524018842,489164.8018,39596.61265,80445.70671,260168.8488,120042.3194,19903.0,19421.0,558.0,514.0,7951.0,292.0,27275.0,25587.0,10427.0,10399.0,2561.0,2548.0,MI 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+9/1/2020,0.8234982010465188,-1.3943151575559867,489477.8386,40435.65714,80035.16615,252892.0242,120470.8233,36796.0,33019.0,290.0,279.0,24989.0,330.0,37712.0,36798.0,1733.0,1726.0,84.0,84.0,MI +10/1/2020,-1.9506039997389344,-0.37367195986464113,491160.5522,40609.41531,80036.424,251906.7516,120645.8393,66505.0,60905.0,672.0,635.0,59392.0,616.0,87812.0,87697.0,4413.0,4409.0,680.0,658.0,MI +11/1/2020,-13.904767296898228,-0.2721656138532036,492917.2413,40789.27337,80049.86597,250960.2968,120839.1393,173167.0,163156.0,2377.0,2275.0,191536.0,1865.0,200689.0,200442.0,9116.0,9102.0,3334.0,3323.0,MI +12/1/2020,-12.19322113156528,-3.1183533788718467,492617.9224,40798.84084,79730.62862,248975.3009,120529.4695,107516.0,97938.0,3642.0,3333.0,139679.0,3454.0,188965.0,188576.0,7742.0,7730.0,2969.0,2911.0,MI +1/1/2021,-4.506024071392517,5.3581127824786705,491684.2093,41332.72785,80389.35719,249878.8745,121722.085,63934.0,55097.0,2008.0,1840.0,81517.0,2507.0,161783.0,156040.0,5167.0,5057.0,1257.0,1193.0,MI +2/1/2021,-0.13431765065964285,5.573249679260661,490996.5976,41882.90649,81082.4975,250897.6254,122965.404,34918.0,28652.0,820.0,777.0,35412.0,983.0,66722.0,62439.0,2507.0,2456.0,271.0,259.0,MI +3/1/2021,-1.2816854832589328,3.69360484982819,489049.2995,42320.01109,81560.16791,251260.0324,123880.179,110358.0,93881.0,661.0,609.0,100801.0,611.0,168397.0,158635.0,5490.0,5398.0,486.0,459.0,MI +4/1/2021,-7.941356220374622,3.9853707243777623,492190.7188,42776.30911,82078.90544,251761.352,124855.2146,157899.0,138908.0,1862.0,1743.0,190116.0,1634.0,248877.0,237239.0,7948.0,7786.0,1954.0,1876.0,MI +5/1/2021,-2.334264532509316,4.035869155884003,495406.8287,43237.20377,82610.15163,252312.306,125847.3554,39926.0,33951.0,1440.0,1377.0,55474.0,1623.0,105560.0,101109.0,3783.0,3721.0,696.0,676.0,MI +6/1/2021,0.6992460694150893,3.595805413499276,498340.089,43671.50825,83094.28537,252730.6899,126765.7936,6259.0,5211.0,438.0,403.0,8078.0,623.0,61389.0,60774.0,1117.0,1106.0,24.0,24.0,MI +7/1/2021,0.7868336491328911,4.1586112358854495,497752.4874,44143.23711,83653.0702,253386.7306,127796.3073,13080.0,11019.0,160.0,149.0,11087.0,189.0,65794.0,64095.0,1217.0,1204.0,0.0,0.0,MI +8/1/2021,-0.12922232725821678,4.474522323585534,497469.0839,44637.50816,84257.41129,254189.5389,128894.9194,46562.0,40150.0,231.0,208.0,49237.0,359.0,84137.0,78444.0,3162.0,3075.0,182.0,178.0,MI +9/1/2021,-1.3504359078378982,4.928454961913736,497588.0077,45164.22248,84925.30477,255191.254,130089.5273,91984.0,77824.0,392.0,328.0,89721.0,808.0,123861.0,114184.0,3471.0,3401.0,441.0,416.0,MI +10/1/2021,-4.438012897203919,3.0445513918856726,498285.1403,45568.27178,85365.38445,255517.2698,130933.6562,120455.0,101990.0,694.0,570.0,125039.0,1307.0,169656.0,156590.0,4791.0,4691.0,1127.0,1064.0,MI +11/1/2021,-12.272233470633921,2.6771372415312857,498763.2826,45948.2868,85764.1709,255731.3593,131712.4577,209153.0,180423.0,1057.0,860.0,199950.0,1737.0,220260.0,201217.0,7139.0,6958.0,2935.0,2730.0,MI +12/1/2021,-14.60981519337108,3.0638565709398144,499571.6966,46354.87753,86216.1207,256115.1454,132570.9982,226015.0,198475.0,1649.0,1295.0,235272.0,3621.0,261195.0,243230.0,6832.0,6710.0,3492.0,3270.0,MI +1/1/2022,-11.70043190074432,-0.837934076371873,500505.989,46334.30011,86340.00592,256381.6346,132674.306,548194.0,473280.0,1535.0,1146.0,548140.0,3243.0,408383.0,371146.0,5614.0,5491.0,2825.0,2596.0,MI +2/1/2022,-2.8106909731123153,-1.3042142841426785,501092.5461,46282.7223,86404.3197,256472.3577,132687.042,101934.0,76138.0,2242.0,1974.0,101934.0,2242.0,451269.0,438307.0,2281.0,2235.0,796.0,732.0,MI +3/1/2022,0.2991813034393118,-3.7522923162507986,499877.5974,46066.36526,86158.5587,255644.2207,132224.924,27303.0,22201.0,1186.0,1032.0,27122.0,1157.0,262121.0,255069.0,985.0,971.0,86.0,79.0,MI +4/1/2022,0.5485108713853855,1.3278274002841162,502395.7674,46193.90769,86554.18727,256720.3014,132748.095,37419.0,31598.0,311.0,277.0,38425.0,340.0,210766.0,186441.0,1164.0,1135.0,26.0,20.0,MI +5/1/2022,-0.316506703234392,-1.4633975613550607,502860.3707,46133.4628,86596.32734,256748.7122,132729.7901,101885.0,85949.0,355.0,302.0,101885.0,355.0,172831.0,145524.0,1939.0,1882.0,206.0,185.0,MI +6/1/2022,-0.04330660859986324,-4.093644664545355,501383.7522,45896.55256,86304.77201,255789.2755,132201.3246,78600.0,66093.0,561.0,441.0,78600.0,561.0,106409.0,91574.0,1438.0,1406.0,137.0,114.0,MI +7/1/2022,-0.03722891111384996,3.2544562007308713,504140.3492,46155.31577,86943.92219,257589.1027,133099.238,65881.0,54890.0,510.0,381.0,65881.0,510.0,117164.0,99291.0,1597.0,1541.0,122.0,110.0,MI +8/1/2022,-0.48569220777142164,0.7652281377115839,505074.8685,46247.25204,87268.55145,258457.2611,133515.8035,98047.0,81248.0,610.0,500.0,98047.0,610.0,119255.0,99085.0,1702.0,1659.0,216.0,174.0,MI +9/1/2022,-0.6194961873871057,0.22438040088747974,505617.2173,46303.24033,87524.42531,259122.3601,133827.6656,65808.0,51457.0,586.0,470.0,65808.0,586.0,86801.0,68452.0,1211.0,1172.0,246.0,205.0,MI +10/1/2022,-0.6371873815324207,-0.02588902485599265,506131.6129,46342.85004,87748.26209,259693.2749,134091.1121,12880.0,10118.0,143.0,120.0,0.0,0.0,69797.0,54914.0,1217.0,1177.0,269.0,214.0,MI +11/1/2022,-0.4834588208650601,1.8640489795844974,508055.5377,46511.55567,88215.83269,260985.9592,134727.3884,0.0,0.0,0.0,0.0,0.0,,296807.0,185647.0,1097.0,1058.0,231.0,204.0,MI +12/1/2022,-0.34464985148452953,2.1487472571446418,510204.5526,46700.87894,88722.28766,262393.8178,135423.1666,0.0,0.0,0.0,0.0,0.0,,53413.0,41704.0,1197.0,1173.0,215.0,184.0,MI diff --git a/reports/figures/results/MI/model.csv b/reports/figures/results/MI/model.csv new file mode 100644 index 0000000..e36e891 --- /dev/null +++ b/reports/figures/results/MI/model.csv @@ -0,0 +1,29 @@ + Model Specification: Dynamic Factor Model +Model: ,Dynamic Factor Model , # of observed variables: ,17 + ,+ 2 factors in 2 blocks, # of factor blocks: ,2 + ,+ AR(1) idiosyncratic , Idiosyncratic disturbances:,AR(1) +Sample:,2012-02-01 00:00:00 , Standardize variables: ,True + ,- 2022-12-01 00:00:00 , , +Observed variables / factor loadings +Dep. variable,Pandemic,Consumption +GDP , ,X +Cons3 , ,X +Cons4 , ,X +Cons5 , ,X +Cons2 , ,X +Cases5 ,X , +Cases2 ,X , +Deaths5 ,X , +Deaths2 ,X , +Cases3 ,X , +Deaths3 ,X , +Cases4 ,X , +Cases1 ,X , +Hosp2 ,X , +Hosp1 ,X , +Deaths4 ,X , +Deaths1 ,X , + Factor blocks: + block ,order +Pandemic ,1 +Consumption,1 diff --git a/reports/figures/results/MI/raw.csv b/reports/figures/results/MI/raw.csv new file mode 100644 index 0000000..ac16aaf --- /dev/null +++ b/reports/figures/results/MI/raw.csv @@ -0,0 +1,132 @@ +Time,GDP,Cons3,Cons4,Cons5,Cons2,Cases5,Cases2,Deaths5,Deaths2,Cases3,Deaths3,Cases4,Cases1,Hosp2,Hosp1,Deaths4,Deaths1 +2/1/2012,418891.6905,30497.56392,73596.24625,219612.6375,104093.8102,0.0,0.0,0.0,0.0,0.0,,,,,,, +3/1/2012,418724.6202,30553.71735,73549.38086,219898.3306,104103.0982,0.0,0.0,0.0,0.0,0.0,,,,,,, +4/1/2012,419578.3683,30627.74117,73546.11847,220313.0194,104173.8596,0.0,0.0,0.0,0.0,0.0,,,,,,, +5/1/2012,421454.0436,30776.35985,73722.01449,221264.3102,104498.3743,0.0,0.0,0.0,0.0,0.0,,,,,,, +6/1/2012,423070.6892,30906.082,73852.35296,222079.5555,104758.435,0.0,0.0,0.0,0.0,0.0,,,,,,, +7/1/2012,424063.1976,31009.17385,73919.03115,222703.4289,104928.205,0.0,0.0,0.0,0.0,0.0,,,,,,, +8/1/2012,423785.0279,31019.23557,73764.60988,222659.6053,104783.8454,0.0,0.0,0.0,0.0,0.0,,,,,,, +9/1/2012,423639.5063,31038.8129,73633.95232,222684.8245,104672.7652,0.0,0.0,0.0,0.0,0.0,,,,,,, +10/1/2012,422664.0643,31060.12297,73508.46436,222723.1642,104568.5873,0.0,0.0,0.0,0.0,0.0,,,,,,, +11/1/2012,423228.4388,31194.37625,73650.67572,223571.6487,104845.052,0.0,0.0,0.0,0.0,0.0,,,,,,, +12/1/2012,423574.5032,31312.61619,73754.93325,224305.2698,105067.5494,0.0,0.0,0.0,0.0,0.0,,,,,,, +1/1/2013,425276.1765,31357.45847,73740.71888,224487.8638,105098.1773,0.0,0.0,0.0,0.0,0.0,,,,,,, +2/1/2013,426232.6506,31347.80273,73599.01209,224281.0774,104946.8148,0.0,0.0,0.0,0.0,0.0,,,,,,, +3/1/2013,429304.9108,31493.94197,73823.36201,225189.2638,105317.304,0.0,0.0,0.0,0.0,0.0,,,,,,, +4/1/2013,429856.8183,31623.54044,74008.69129,225978.8926,105632.2317,0.0,0.0,0.0,0.0,0.0,,,,,,, +5/1/2013,429791.7368,31707.75996,74087.80484,226444.2299,105795.5648,0.0,0.0,0.0,0.0,0.0,,,,,,, +6/1/2013,429081.4794,31744.13206,74055.44909,226568.242,105799.5811,0.0,0.0,0.0,0.0,0.0,,,,,,, +7/1/2013,429973.5251,31809.19516,74090.42399,226897.4913,105899.6192,0.0,0.0,0.0,0.0,0.0,,,,,,, +8/1/2013,430736.0194,31864.67671,74103.40525,227158.7693,105968.082,0.0,0.0,0.0,0.0,0.0,,,,,,, +9/1/2013,431989.0694,31956.45002,74201.00935,227679.0251,106157.4594,0.0,0.0,0.0,0.0,0.0,,,,,,, +10/1/2013,432464.7241,32006.56364,74202.12278,227902.748,106208.6864,0.0,0.0,0.0,0.0,0.0,,,,,,, +11/1/2013,432994.0159,32060.59848,74212.70077,228154.8244,106273.2992,0.0,0.0,0.0,0.0,0.0,,,,,,, +12/1/2013,433334.8027,32100.62302,74191.25426,228307.6682,106291.8773,0.0,0.0,0.0,0.0,0.0,,,,,,, +1/1/2014,431865.1779,32215.38356,74242.31832,228631.7683,106457.7019,0.0,0.0,0.0,0.0,0.0,,,,,,, +2/1/2014,430964.6791,32372.04167,74390.46754,229254.4314,106762.5092,0.0,0.0,0.0,0.0,0.0,,,,,,, +3/1/2014,429457.1058,32482.51953,74433.04272,229551.3102,106915.5623,0.0,0.0,0.0,0.0,0.0,,,,,,, +4/1/2014,431772.3359,32594.45991,74479.79729,229860.4271,107074.2572,0.0,0.0,0.0,0.0,0.0,,,,,,, +5/1/2014,434171.4034,32712.95873,74542.30187,230217.5497,107255.2606,0.0,0.0,0.0,0.0,0.0,,,,,,, +6/1/2014,436820.692,32850.4877,74648.76013,230709.9529,107499.2478,0.0,0.0,0.0,0.0,0.0,,,,,,, +7/1/2014,438325.0961,32975.23985,74726.72578,231113.8676,107701.9656,0.0,0.0,0.0,0.0,0.0,,,,,,, +8/1/2014,440541.1413,33153.5129,74926.25941,231893.5422,108079.7723,0.0,0.0,0.0,0.0,0.0,,,,,,, +9/1/2014,442590.4286,33319.23491,75097.45356,232585.4869,108416.6885,0.0,0.0,0.0,0.0,0.0,,,,,,, +10/1/2014,443704.5078,33501.74942,75306.49596,233394.6519,108808.2454,0.0,0.0,0.0,0.0,0.0,,,,,,, +11/1/2014,445047.8186,33701.6722,75554.46436,234324.6232,109256.1366,0.0,0.0,0.0,0.0,0.0,,,,,,, +12/1/2014,446735.7684,33927.91918,75860.98698,235436.565,109788.9062,0.0,0.0,0.0,0.0,0.0,,,,,,, +1/1/2015,451127.6045,34265.41583,76185.22585,237327.3232,110450.6417,0.0,0.0,0.0,0.0,0.0,,,,,,, +2/1/2015,452701.8337,34388.91271,76032.39018,237734.5552,110421.3029,0.0,0.0,0.0,0.0,0.0,,,,,,, +3/1/2015,454147.193,34502.60622,75859.39551,238075.6046,110362.0017,0.0,0.0,0.0,0.0,0.0,,,,,,, +4/1/2015,455988.5013,34655.55664,75773.8477,238688.7248,110429.4043,0.0,0.0,0.0,0.0,0.0,,,,,,, +5/1/2015,457085.8053,34751.92104,75565.89857,238913.4983,110317.8196,0.0,0.0,0.0,0.0,0.0,,,,,,, +6/1/2015,458381.8066,34863.33643,75392.47842,239243.6337,110255.8149,0.0,0.0,0.0,0.0,0.0,,,,,,, +7/1/2015,459538.642,35013.20398,75303.35328,239838.8373,110316.5573,0.0,0.0,0.0,0.0,0.0,,,,,,, +8/1/2015,461067.6837,35191.37939,75275.45227,240628.307,110466.8317,0.0,0.0,0.0,0.0,0.0,,,,,,, +9/1/2015,463286.41,35422.28601,75359.74305,241777.7062,110782.0291,0.0,0.0,0.0,0.0,0.0,,,,,,, +10/1/2015,464036.7695,35606.23519,75343.47141,242605.8995,110949.7066,0.0,0.0,0.0,0.0,0.0,,,,,,, +11/1/2015,464436.52,35763.22292,75270.33718,243250.5863,111033.5601,0.0,0.0,0.0,0.0,0.0,,,,,,, +12/1/2015,465497.5642,35971.15822,75304.34951,244241.7169,111275.5077,0.0,0.0,0.0,0.0,0.0,,,,,,, +1/1/2016,465695.797,36091.26446,75409.89875,244993.6031,111501.1551,0.0,0.0,0.0,0.0,0.0,,,,,,, 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Variable: ,"GDP", and 16 more , No. Observations: ,131 +Model: ,Dynamic Factor Model , Log Likelihood ,-1148.436 + ,+ 2 factors in 2 blocks, AIC ,2406.872 + ,+ AR(1) idiosyncratic , BIC ,2565.008 +Date: ,Sat, 26 Oct 2024 , HQIC ,2471.129 +Time: ,18:48:37 , EM Iterations ,250 +Sample: ,02-01-2012 , , + ,- 12-01-2022 , , +Covariance Type:,Not computed , , + Observation equation: +Factor loadings:,Pandemic,Consumption, idiosyncratic: AR(1),var. +GDP ,. ,-0.02 ,0.47 ,0.77 +Cons3 ,. ,0.49 ,0.94 ,0.03 +Cons4 ,. ,0.53 ,0.94 ,0.01 +Cons5 ,. ,0.40 ,0.90 ,0.13 +Cons2 ,. ,0.55 ,0.95 ,0.00 +Cases5 ,-0.28 ,. ,0.29 ,0.49 +Cases2 ,-0.28 ,. ,0.27 ,0.48 +Deaths5 ,-0.29 ,. ,0.35 ,0.27 +Deaths2 ,-0.28 ,. ,0.37 ,0.28 +Cases3 ,-0.28 ,. ,0.32 ,0.45 +Deaths3 ,-0.30 ,. ,0.20 ,0.25 +Cases4 ,-0.27 ,. ,0.59 ,0.44 +Cases1 ,-0.28 ,. ,0.61 ,0.41 +Hosp2 ,-0.30 ,. ,0.41 ,0.12 +Hosp1 ,-0.30 ,. ,0.41 ,0.12 +Deaths4 ,-0.30 ,. ,1.00 ,0.00 +Deaths1 ,-0.30 ,. ,0.97 ,0.00 + Transition: Factor block 0 + ,L1.Pandemic, error variance +Pandemic,0.71 ,5.95 + Transition: Factor block 1 + ,L1.Consumption, error variance +Consumption,0.57 ,2.15 + +Warnings: +[1] Covariance matrix not calculated. diff --git a/reports/figures/results/MI/run-info.yaml b/reports/figures/results/MI/run-info.yaml new file mode 100644 index 0000000..7a81bae --- /dev/null +++ b/reports/figures/results/MI/run-info.yaml @@ -0,0 +1,45 @@ +diff_cols: [] +factor_map: + Cases1: !!python/tuple + - Pandemic + Cases2: !!python/tuple + - Pandemic + Cases3: !!python/tuple + - Pandemic + Cases4: !!python/tuple + - Pandemic + Cases5: !!python/tuple + - Pandemic + Cons2: !!python/tuple + - Consumption + Cons3: !!python/tuple + - Consumption + Cons4: !!python/tuple + - Consumption + Cons5: !!python/tuple + - Consumption + Deaths1: !!python/tuple + - Pandemic + Deaths2: !!python/tuple + - Pandemic + Deaths3: !!python/tuple + - Pandemic + Deaths4: !!python/tuple + - Pandemic + Deaths5: !!python/tuple + - Pandemic + GDP: !!python/tuple + - Consumption + Hosp1: !!python/tuple + - Pandemic + Hosp2: !!python/tuple + - Pandemic +global_multiplier: 0 +logdiff_cols: +- GDP +- Cons3 +- Cons4 +- Cons5 +- Cons2 +maxiter: 10000 +non_stationary_cols: null diff --git a/reports/figures/results/MN/df.csv b/reports/figures/results/MN/df.csv new file mode 100644 index 0000000..08a7c61 --- /dev/null +++ b/reports/figures/results/MN/df.csv @@ -0,0 +1,132 @@ +Time,GDP,Cons3,Cons4,Cons5,Cons2,Cases5,Cases2,Deaths5,Deaths2,Cases3,Deaths3,Cases4,Cases1,Hosp2,Hosp1,Deaths4,Deaths1 +2/1/2012,0.6530343363770293,0.3435259515518511,0.28567642838885793,0.5999385878389446,0.23729721068096354,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +3/1/2012,0.6585305216983678,0.36474023602738864,0.309120129005488,0.6167105707298939,0.26617188964664623,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +4/1/2012,0.6035916106529987,0.40373388068918326,0.35208057957691075,0.6476028702387966,0.3191355752110573,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 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+11/1/2016,-1.1718619866751543,0.013064855305329859,332491.621,26228.99694,41408.46101,154520.9522,67637.45795,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +12/1/2016,-1.1718619866751532,1.062820291222767,332442.5569,26276.69806,41351.40025,154722.6639,67628.09831,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +1/1/2017,-1.1718619866751536,0.814923219336896,332411.2654,26323.81635,41318.59853,154710.7035,67642.41487,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +2/1/2017,-1.1718619866751538,-0.748240864620012,333101.1967,26427.78883,41375.59597,155034.4006,67803.3848,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +3/1/2017,-1.1718619866751538,-2.2422032088824073,334484.9875,26586.76264,41518.80829,155681.0363,68105.57093,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +4/1/2017,-1.1718619866751527,-0.23675716736582975,333517.7725,26672.56141,41547.92076,155899.657,68220.48217,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +5/1/2017,-1.1718619866751538,-2.017346328903107,333378.9911,26824.3011,41679.94936,156504.2394,68504.25046,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +6/1/2017,-1.171861986675154,-1.1042073397009255,332827.5764,26942.73024,41760.28918,156914.6624,68703.01942,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +7/1/2017,-1.1718619866751554,-1.5956179380693096,332636.729,27079.8533,41869.72878,157434.2967,68949.58208,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +8/1/2017,-1.1718619866751547,-0.0494604137754886,331744.0673,27159.44187,41890.47974,157620.1697,69049.92161,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +9/1/2017,-1.1718619866751545,0.9616977388556307,330398.9069,27201.05455,41853.27868,157587.3313,69054.33323,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +10/1/2017,-1.1718619866751545,-0.6692020893645583,331746.0556,27303.91881,41910.85002,157910.775,69214.76883,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +11/1/2017,-1.1718619866751547,-0.5207593332360836,333026.882,27401.34956,41960.39473,158203.643,69361.74429,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +12/1/2017,-1.1718619866751532,-0.6575321300301222,334372.2191,27504.11292,42018.41466,158528.1361,69522.52758,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +1/1/2018,-1.171861986675155,0.6857262057996163,335830.9271,27532.39042,42022.49554,158584.3455,69554.8782,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +2/1/2018,-1.1718619866751547,-0.10885851587348727,337652.2184,27590.94077,42073.01587,158815.5633,69663.94115,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +3/1/2018,-1.1718619866751545,-0.843759338713566,339814.2461,27677.68169,42166.67285,159209.4556,69844.33135,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +4/1/2018,-1.1718619866751552,-0.4343185730784811,340651.6773,27749.00915,42236.97695,159515.0387,69985.95523,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +5/1/2018,-1.171861986675154,-0.4625526593571707,341504.78,27821.60121,42309.35304,159828.293,70130.91574,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +6/1/2018,-1.1718619866751538,-0.9920715008413973,342610.6705,27914.77792,42413.14844,160260.1161,70327.8802,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +7/1/2018,-1.1718619866751534,-1.1388735396395502,343593.9013,28013.94154,42526.11829,160726.5235,70540.00603,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +8/1/2018,-1.1718619866751558,-1.225312539792173,344622.9563,28116.80891,42644.7746,161214.3555,70761.52206,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +9/1/2018,-1.1718619866751547,-0.20513690414186514,345170.4096,28180.32794,42703.86158,161476.8756,70884.12055,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +10/1/2018,-1.171861986675155,-0.5272190648414683,345115.5852,28256.53667,42782.32223,161812.5023,71038.78239,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +11/1/2018,-1.1718619866751532,-1.4523061822910759,345507.4379,28369.14627,42915.97457,162356.7941,71285.03672,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +12/1/2018,-1.171861986675154,-1.5915798269607293,345971.961,28487.67329,43058.60117,162935.013,71546.18271,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +1/1/2019,-1.1718619866751534,-0.023760251343410088,345641.3127,28554.89385,43098.47491,163272.3648,71653.28464,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +2/1/2019,-1.1718619866751543,1.1952598545051707,344731.6133,28574.14228,43066.03082,163335.4864,71640.09675,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +3/1/2019,-1.1718619866751532,2.0443497866616056,343422.6035,28559.88962,42983.35663,163207.3088,71543.17773,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +4/1/2019,-1.1718619866751534,2.305790498638025,343834.7908,28535.31305,42885.49827,163020.4044,71420.75059,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +5/1/2019,-1.1718619866751543,0.5829817513165556,345062.324,28578.62414,42889.89677,163221.5127,71468.46781,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +6/1/2019,-1.1718619866751543,0.6055684041004695,346278.7101,28621.09428,42893.11866,163417.8833,71514.16746,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +7/1/2019,-1.1718619866751538,1.1347473658608387,347868.3973,28642.67505,42865.16522,163495.0815,71507.80242,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +8/1/2019,-1.171861986675154,0.34079130172413974,349837.4375,28695.68639,42884.35695,163751.7706,71580.01308,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +9/1/2019,-1.1718619866751543,0.5869461823839492,351687.0072,28739.00932,42889.13136,163953.2198,71628.118,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +10/1/2019,-1.171861986675154,1.5150140001057526,352250.437,28745.52101,42839.12772,163944.7851,71584.63364,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +11/1/2019,-1.1718619866751545,0.40113033879951454,353354.6063,28796.25355,42855.16751,164188.6638,71651.41352,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +12/1/2019,-1.1718619866751532,1.8508158889400264,353750.4515,28789.37292,42785.6343,164104.1757,71575.00722,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +1/1/2020,-1.171861986675154,0.9861317303098502,351659.6661,28863.18773,42721.44055,162777.9856,71584.62828,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,MN +2/1/2020,-1.171828268928335,0.45345958435127054,349834.7889,28958.08949,42688.97992,161575.9581,71647.06942,0.0,0.0,0.0,0.0,0.0,0.0,32.0,32.0,8.0,8.0,0.0,0.0,MN +3/1/2020,-1.1074042433183546,-1.9701191462125598,349182.2168,29150.29687,42799.77712,160914.9868,71950.07399,689.0,689.0,17.0,17.0,629.0,12.0,2496.0,2486.0,644.0,644.0,56.0,56.0,MN +4/1/2020,-0.7413689057190762,-4.205125062980562,341846.7181,29434.12829,43043.80562,160746.785,72477.93391,4447.0,4447.0,326.0,326.0,4507.0,331.0,16598.0,16580.0,2500.0,2494.0,966.0,966.0,MN +5/1/2020,0.6906451089990373,0.4089479464891266,332302.1878,29531.66203,43014.66657,159553.8333,72546.3286,20072.0,20072.0,717.0,707.0,19714.0,707.0,36446.0,36424.0,3922.0,3920.0,986.0,986.0,MN +6/1/2020,-0.11399691300052694,2.226508821542537,321970.3646,29554.88234,42878.07235,157967.2855,72432.95469,11508.0,11508.0,422.0,395.0,11453.0,426.0,23430.0,23430.0,1686.0,1686.0,25.0,25.0,MN +7/1/2020,0.5309734525443854,1.783343138563086,329122.4911,29595.78021,42768.22692,156486.2957,72364.00713,18472.0,18472.0,164.0,161.0,18160.0,164.0,40386.0,40382.0,2338.0,2338.0,0.0,0.0,MN +8/1/2020,0.7634876767531077,1.8651201357467344,336193.5237,29632.98059,42654.04673,154995.8861,72287.02731,20676.0,20676.0,220.0,211.0,21401.0,226.0,41780.0,41772.0,2582.0,2580.0,138.0,138.0,MN +9/1/2020,0.9928922731816461,0.9733793780953364,343642.9448,29706.37381,42592.77593,153702.9513,72299.14974,23270.0,23270.0,223.0,219.0,23270.0,223.0,52572.0,51884.0,2891.0,2889.0,266.0,256.0,MN +10/1/2020,3.4184132741725373,-0.10750107732876923,345657.2143,29824.04521,42595.3443,152642.6656,72419.38951,49338.0,48697.0,422.0,402.0,49338.0,422.0,124325.0,121061.0,6547.0,6501.0,861.0,809.0,MN +11/1/2020,14.618970938229396,-0.21375782431935275,347723.1506,29946.20117,42604.39615,151606.1215,72550.59732,170291.0,164262.0,1141.0,1083.0,170291.0,1141.0,366503.0,350488.0,14735.0,14441.0,3132.0,2906.0,MN +12/1/2020,7.712050864855097,2.8060658742921647,348334.9978,29943.3794,42436.37985,149944.2711,72379.75925,96539.0,88865.0,1730.0,1630.0,96539.0,1730.0,157830.0,145014.0,8282.0,7774.0,1556.0,1396.0,MN +1/1/2021,3.1022550459496916,-4.618314473102906,349315.0535,30234.84896,42718.2834,150710.3426,72953.13236,46505.0,40820.0,886.0,801.0,46505.0,886.0,76766.0,66562.0,4009.0,3735.0,243.0,227.0,MN +2/1/2021,0.9265461351287823,-4.880533535757382,350458.1522,30538.94707,43018.9623,151544.294,73557.90937,22787.0,19225.0,283.0,260.0,22787.0,283.0,44225.0,37332.0,2375.0,2217.0,0.0,0.0,MN +3/1/2021,1.9998847544067293,-2.919871087896867,350687.0424,30761.49324,43205.94111,151979.79,73967.43435,34044.0,27932.0,237.0,123.0,34935.0,375.0,82169.0,68447.0,3986.0,3648.0,22.0,22.0,MN +4/1/2021,4.025888653492563,-3.2612264818074115,352789.9356,30999.05461,43415.41344,152496.8925,74414.46804,56283.0,47210.0,311.0,278.0,56283.0,311.0,109725.0,91789.0,5864.0,5370.0,24.0,24.0,MN +5/1/2021,1.1869537081097306,-3.3454183978030607,354947.9035,31240.90961,43632.17325,153041.8528,74873.08285,25638.0,21035.0,282.0,265.0,25572.0,282.0,39451.0,32889.0,2804.0,2640.0,0.0,0.0,MN +6/1/2021,-0.8047664581238809,-2.908233085768065,356904.7619,31464.51523,43824.72414,153504.1747,75289.23938,3915.0,3263.0,168.0,158.0,3981.0,168.0,8004.0,6722.0,1006.0,964.0,0.0,0.0,MN +7/1/2021,-0.4773039697053704,-3.533402980788915,356240.6095,31715.98296,44057.27846,154108.7502,75773.26143,7543.0,6194.0,76.0,73.0,7336.0,74.0,22234.0,18757.0,1760.0,1645.0,0.0,0.0,MN +8/1/2021,2.26126665013728,-3.895757556452589,355796.234,31984.38734,44314.34853,154800.8485,76298.73587,37056.0,32739.0,136.0,130.0,37263.0,143.0,83623.0,73762.0,4625.0,4425.0,32.0,32.0,MN +9/1/2021,4.469581956692372,-4.403476978708225,355641.3088,32276.64201,44605.27104,155612.6507,76881.91305,61130.0,51189.0,296.0,250.0,61130.0,352.0,138105.0,116361.0,6064.0,5632.0,209.0,195.0,MN +10/1/2021,5.882209073236569,-2.4310398049795134,356688.4862,32481.9755,44777.06654,156010.6487,77259.04204,76456.0,64352.0,537.0,478.0,76456.0,537.0,156649.0,130449.0,6848.0,6426.0,469.0,419.0,MN +11/1/2021,9.83842665838088,-2.0661978684564097,357572.4478,32671.15059,44927.89763,156337.9653,77599.04822,116866.0,93663.0,713.0,661.0,124820.0,713.0,246831.0,196352.0,10390.0,9565.0,1044.0,943.0,MN +12/1/2021,9.03851218505931,-2.500345211905098,358686.9851,32880.15079,45107.24413,156766.7724,77987.39492,109842.0,86499.0,1150.0,1045.0,109842.0,1150.0,268807.0,212654.0,9325.0,8702.0,540.0,494.0,MN +1/1/2022,26.38915678235739,-0.30091358252145994,358706.4148,32867.43841,45272.38586,156996.0617,78139.82428,299541.0,240471.0,905.0,1539.0,299541.0,905.0,608613.0,489238.0,12833.0,12363.0,800.0,697.0,MN +2/1/2022,7.280109762214207,0.20554265605602118,358483.8601,32832.71481,45405.17677,157116.9848,78237.89157,91823.0,74930.0,728.0,698.0,91823.0,728.0,92503.0,77119.0,4088.0,3990.0,37.0,29.0,MN +3/1/2022,0.31744129883166927,2.8134122023654697,356982.3031,32681.06923,45373.51324,156674.0094,78054.58247,15974.0,13353.0,349.0,299.0,15974.0,349.0,25862.0,21677.0,1631.0,1611.0,0.0,0.0,MN +4/1/2022,0.9531471573952233,-2.5632194676252587,359419.9715,32773.37677,45678.50963,157397.3166,78451.8864,22997.0,19111.0,140.0,100.0,22997.0,140.0,56012.0,46775.0,2102.0,2052.0,0.0,0.0,MN +5/1/2022,3.861499559637124,0.40845776811608214,360383.4015,32732.29763,45796.18425,157477.78,78528.48188,54621.0,45245.0,165.0,125.0,54621.0,165.0,115062.0,94381.0,4322.0,4155.0,34.0,28.0,MN +6/1/2022,3.034064831977589,3.20875493354945,359945.6733,32565.98549,45735.87991,156951.3489,78301.86541,45672.0,37328.0,184.0,173.0,45672.0,184.0,85563.0,69933.0,3873.0,3759.0,11.0,8.0,MN +7/1/2022,2.3097030593697516,-4.573788116727272,363169.1208,32751.36349,46167.95114,158117.438,78919.31462,37724.0,30444.0,166.0,147.0,37724.0,166.0,83071.0,66893.0,4237.0,4122.0,0.0,0.0,MN +8/1/2022,2.5347646949752436,-1.9227486883768181,365077.832,32818.35963,46432.84732,158711.5285,79251.20695,40255.0,32712.0,136.0,125.0,40255.0,136.0,73590.0,60023.0,3903.0,3810.0,26.0,16.0,MN +9/1/2022,1.9428139068359824,-1.338609789655672,366695.5555,32859.83537,46660.59893,159180.554,79520.4343,33978.0,27981.0,222.0,207.0,33978.0,222.0,26597.0,22073.0,1944.0,1887.0,19.0,15.0,MN 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variables: ,True + ,- 2022-12-01 00:00:00 , , +Observed variables / factor loadings +Dep. variable,Pandemic,Consumption +GDP , ,X +Cons3 , ,X +Cons4 , ,X +Cons5 , ,X +Cons2 , ,X +Cases5 ,X , +Cases2 ,X , +Deaths5 ,X , +Deaths2 ,X , +Cases3 ,X , +Deaths3 ,X , +Cases4 ,X , +Cases1 ,X , +Hosp2 ,X , +Hosp1 ,X , +Deaths4 ,X , +Deaths1 ,X , + Factor blocks: + block ,order +Pandemic ,1 +Consumption,1 diff --git a/reports/figures/results/MN/raw.csv b/reports/figures/results/MN/raw.csv new file mode 100644 index 0000000..043f0d4 --- /dev/null +++ b/reports/figures/results/MN/raw.csv @@ -0,0 +1,132 @@ +Time,GDP,Cons3,Cons4,Cons5,Cons2,Cases5,Cases2,Deaths5,Deaths2,Cases3,Deaths3,Cases4,Cases1,Hosp2,Hosp1,Deaths4,Deaths1 +2/1/2012,294888.4089,22717.46446,43092.70514,135937.3315,65810.18635,0.0,0.0,0.0,0.0,0.0,,,,,,, +3/1/2012,295976.4376,22726.87622,43088.33409,136033.213,65815.23537,0.0,0.0,0.0,0.0,0.0,,,,,,, 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+12/1/2022,367915.6151,33147.20894,47570.84826,161370.0134,80718.05719,0.0,0.0,0.0,0.0,0.0,,24060.0,20362.0,2422.0,2372.0,70.0,37.0 diff --git a/reports/figures/results/MN/results.csv b/reports/figures/results/MN/results.csv new file mode 100644 index 0000000..ed8c265 --- /dev/null +++ b/reports/figures/results/MN/results.csv @@ -0,0 +1,38 @@ + Dynamic Factor Results +Dep. Variable: ,"GDP", and 16 more , No. Observations: ,131 +Model: ,Dynamic Factor Model , Log Likelihood ,-523.535 + ,+ 2 factors in 2 blocks, AIC ,1157.070 + ,+ AR(1) idiosyncratic , BIC ,1315.206 +Date: ,Sat, 26 Oct 2024 , HQIC ,1221.328 +Time: ,18:48:39 , EM Iterations ,370 +Sample: ,02-01-2012 , , + ,- 12-01-2022 , , +Covariance Type:,Not computed , , + Observation equation: +Factor loadings:,Pandemic,Consumption, idiosyncratic: AR(1),var. +GDP ,. ,-0.07 ,0.53 ,0.71 +Cons3 ,. ,-0.48 ,0.93 ,0.05 +Cons4 ,. ,-0.52 ,0.96 ,0.02 +Cons5 ,. ,-0.40 ,0.94 ,0.08 +Cons2 ,. ,-0.56 ,0.97 ,0.00 +Cases5 ,0.30 ,. ,0.17 ,0.00 +Cases2 ,0.30 ,. ,0.66 ,0.00 +Deaths5 ,0.28 ,. ,0.14 ,0.40 +Deaths2 ,0.29 ,. ,0.26 ,0.24 +Cases3 ,0.30 ,. ,-0.22 ,0.00 +Deaths3 ,0.28 ,. ,0.13 ,0.40 +Cases4 ,0.29 ,. ,0.11 ,0.02 +Cases1 ,0.30 ,. ,0.27 ,0.03 +Hosp2 ,0.30 ,. ,0.43 ,0.14 +Hosp1 ,0.30 ,. ,0.45 ,0.14 +Deaths4 ,0.25 ,. ,0.57 ,0.41 +Deaths1 ,0.25 ,. ,0.56 ,0.43 + Transition: Factor block 0 + ,L1.Pandemic, error variance +Pandemic,0.67 ,6.34 + Transition: Factor block 1 + ,L1.Consumption, error variance +Consumption,0.53 ,2.16 + +Warnings: +[1] Covariance matrix not calculated. diff --git a/reports/figures/results/MN/run-info.yaml b/reports/figures/results/MN/run-info.yaml new file mode 100644 index 0000000..7a81bae --- /dev/null +++ b/reports/figures/results/MN/run-info.yaml @@ -0,0 +1,45 @@ +diff_cols: [] +factor_map: + Cases1: !!python/tuple + - Pandemic + Cases2: !!python/tuple + - Pandemic + Cases3: !!python/tuple + - Pandemic + Cases4: !!python/tuple + - Pandemic + Cases5: !!python/tuple + - Pandemic + Cons2: !!python/tuple + - Consumption + Cons3: !!python/tuple + - Consumption + Cons4: !!python/tuple + - Consumption + Cons5: !!python/tuple + - Consumption + Deaths1: !!python/tuple + - Pandemic + Deaths2: !!python/tuple + - Pandemic + Deaths3: !!python/tuple + - Pandemic + Deaths4: !!python/tuple + - Pandemic + Deaths5: !!python/tuple + - Pandemic + GDP: !!python/tuple + - Consumption + Hosp1: 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variables: ,True + ,- 2022-12-01 00:00:00 , , +Observed variables / factor loadings +Dep. variable,Pandemic,Consumption +GDP , ,X +Cons3 , ,X +Cons4 , ,X +Cons5 , ,X +Cons2 , ,X +Cases5 ,X , +Cases2 ,X , +Deaths5 ,X , +Deaths2 ,X , +Cases3 ,X , +Deaths3 ,X , +Cases4 ,X , +Cases1 ,X , +Hosp2 ,X , +Hosp1 ,X , +Deaths4 ,X , +Deaths1 ,X , + Factor blocks: + block ,order +Pandemic ,1 +Consumption,1 diff --git a/reports/figures/results/NJ/raw.csv b/reports/figures/results/NJ/raw.csv new file mode 100644 index 0000000..898212f --- /dev/null +++ b/reports/figures/results/NJ/raw.csv @@ -0,0 +1,132 @@ +Time,GDP,Cons3,Cons4,Cons5,Cons2,Cases5,Cases2,Deaths5,Deaths2,Cases3,Deaths3,Cases4,Cases1,Hosp2,Hosp1,Deaths4,Deaths1 +2/1/2012,512729.8542,37244.19442,80660.45507,247644.6163,117904.7499,0.0,0.0,0.0,0.0,0.0,,,,,,, +3/1/2012,514618.8399,37233.56896,80648.39324,247874.0663,117882.0625,0.0,0.0,0.0,0.0,0.0,,,,,,, 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+11/1/2022,617228.5908,47374.96393,95712.49252,300168.2379,143087.4564,0.0,0.0,0.0,0.0,0.0,,55792.0,40398.0,4961.0,4649.0,78.0,76.0 +12/1/2022,620674.4706,47543.847,96177.27888,302131.8174,143721.1259,0.0,0.0,0.0,0.0,0.0,,83910.0,60007.0,6488.0,6105.0,85.0,78.0 diff --git a/reports/figures/results/NJ/results.csv b/reports/figures/results/NJ/results.csv new file mode 100644 index 0000000..033a191 --- /dev/null +++ b/reports/figures/results/NJ/results.csv @@ -0,0 +1,38 @@ + Dynamic Factor Results +Dep. Variable: ,"GDP", and 16 more , No. Observations: ,131 +Model: ,Dynamic Factor Model , Log Likelihood ,-1245.263 + ,+ 2 factors in 2 blocks, AIC ,2600.526 + ,+ AR(1) idiosyncratic , BIC ,2758.662 +Date: ,Sat, 26 Oct 2024 , HQIC ,2664.783 +Time: ,18:48:40 , EM Iterations ,342 +Sample: ,02-01-2012 , , + ,- 12-01-2022 , , +Covariance Type:,Not computed , , + Observation equation: +Factor loadings:,Pandemic,Consumption, idiosyncratic: AR(1),var. +GDP ,. ,-0.09 ,0.51 ,0.74 +Cons3 ,. ,-0.51 ,0.77 ,0.02 +Cons4 ,. ,-0.53 ,0.77 ,0.01 +Cons5 ,. ,-0.40 ,0.88 ,0.15 +Cons2 ,. ,-0.53 ,0.74 ,0.00 +Cases5 ,-0.29 ,. ,0.39 ,0.35 +Cases2 ,-0.29 ,. ,0.34 ,0.36 +Deaths5 ,-0.28 ,. ,0.29 ,0.42 +Deaths2 ,-0.28 ,. ,0.30 ,0.43 +Cases3 ,-0.29 ,. ,0.38 ,0.36 +Deaths3 ,-0.28 ,. ,0.29 ,0.43 +Cases4 ,-0.28 ,. ,0.51 ,0.28 +Cases1 ,-0.29 ,. ,0.49 ,0.28 +Hosp2 ,-0.33 ,. ,0.69 ,0.00 +Hosp1 ,-0.32 ,. ,0.65 ,0.00 +Deaths4 ,-0.25 ,. ,0.40 ,0.34 +Deaths1 ,-0.26 ,. ,0.44 ,0.31 + Transition: Factor block 0 + ,L1.Pandemic, error variance +Pandemic,0.68 ,5.04 + Transition: Factor block 1 + ,L1.Consumption, error variance +Consumption,0.67 ,1.97 + +Warnings: +[1] Covariance matrix not calculated. diff --git a/reports/figures/results/NJ/run-info.yaml b/reports/figures/results/NJ/run-info.yaml new file mode 100644 index 0000000..7a81bae --- /dev/null +++ b/reports/figures/results/NJ/run-info.yaml @@ -0,0 +1,45 @@ +diff_cols: [] +factor_map: + Cases1: !!python/tuple + - Pandemic + Cases2: !!python/tuple + - Pandemic + Cases3: !!python/tuple + - Pandemic + Cases4: !!python/tuple + - Pandemic + Cases5: !!python/tuple + - Pandemic + Cons2: !!python/tuple + - Consumption + Cons3: !!python/tuple + - Consumption + Cons4: !!python/tuple + - Consumption + Cons5: !!python/tuple + - Consumption + Deaths1: !!python/tuple + - Pandemic + Deaths2: !!python/tuple + - Pandemic + Deaths3: !!python/tuple + - Pandemic + Deaths4: !!python/tuple + - Pandemic + Deaths5: !!python/tuple + - Pandemic + GDP: !!python/tuple + - Consumption + Hosp1: !!python/tuple + - Pandemic + Hosp2: !!python/tuple + - Pandemic +global_multiplier: 0 +logdiff_cols: +- GDP +- Cons3 +- Cons4 +- Cons5 +- Cons2 +maxiter: 10000 +non_stationary_cols: null diff --git a/reports/figures/results/NY/df.csv b/reports/figures/results/NY/df.csv new file mode 100644 index 0000000..f6bcf66 --- /dev/null +++ b/reports/figures/results/NY/df.csv @@ -0,0 +1,132 @@ +Time,GDP,Cons3,Cons4,Cons5,Cons2,Cases5,Cases2,Deaths5,Deaths2,Cases3,Deaths3,Cases4,Cases1,Hosp2,Hosp1,Deaths4,Deaths1 +2/1/2012,0.741389337153302,0.30488930559429755,0.3863946351630045,0.552788378192759,0.381716750574255,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +3/1/2012,0.7459036343014811,0.32243973987641755,0.4122037689566291,0.5706730084090738,0.41054932807311234,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +4/1/2012,0.7344030255926585,0.3547294140473195,0.45970860335384256,0.6035846569052918,0.46361246551291796,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 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+12/1/2013,1.1271301780821645,0.7251420289318314,1369492.869,67700.32522,160688.1588,550608.4205,228388.386,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +1/1/2014,1.1271301780821674,-0.28234671924331645,1367096.476,67803.91026,161040.2938,551899.4717,228844.1144,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +2/1/2014,1.1271301780821648,-1.3446736306121265,1366496.088,67996.01973,161602.4188,553909.9683,229598.3571,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +3/1/2014,1.1271301780821716,-0.1710553852444232,1363964.971,68091.48357,161934.5787,555132.0178,230025.9891,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +4/1/2014,1.1271301780821588,-0.20913084891457034,1367891.06,68190.54849,162274.8892,556381.681,230465.3728,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +5/1/2014,1.1271301780821623,-0.3744666245957208,1372095.208,68303.82793,162648.6444,557745.711,230952.4157,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +6/1/2014,1.1271301780821696,-0.8493185609365888,1377099.723,68457.22327,163117.6299,559436.0654,231574.8047,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY 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+2/1/2015,1.1271301780821628,1.7650312492643518,1429185.098,70323.77185,168023.1535,578928.0843,238346.9091,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +3/1/2015,1.1271301780821654,1.9871720142120672,1428713.131,70294.8041,167871.0943,579486.9008,238165.8741,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +4/1/2015,1.1271301780821643,1.0454184281471532,1435334.143,70346.51637,167911.9295,580708.6775,238258.4135,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +5/1/2015,1.1271301780821688,2.3746463870523593,1439610.622,70284.18124,167680.8022,580986.4913,237964.9431,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +6/1/2015,1.127130178082159,2.0060289024315043,1444509.366,70253.39603,167525.3009,581521.6823,237778.6486,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +7/1/2015,1.1271301780821656,1.092922771085328,1446212.785,70300.79949,167556.4734,582701.9025,237857.2165,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +8/1/2015,1.1271301780821574,0.42797347121460017,1449089.184,70405.25125,167723.6841,584354.3242,238128.8709,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +9/1/2015,1.1271301780821619,-0.7923587483773205,1454130.353,70614.8283,168141.2106,586880.4277,238755.9663,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +10/1/2015,1.1271301780821625,0.30392811112103657,1449322.611,70730.38713,168334.7374,588626.421,239065.0438,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +11/1/2015,1.1271301780821688,0.9244138865225588,1443423.137,70792.50414,168401.1132,589927.301,239193.5286,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +12/1/2015,1.1271301780821754,-0.24125215677638018,1439577.446,70955.42018,168707.2531,592068.3176,239662.5764,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +1/1/2016,1.127130178082171,1.0621305123422804,1454594.28,71000.26459,168750.7744,593793.0598,239750.9503,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +2/1/2016,1.127130178082173,0.13377265457691906,1471261.147,71125.57551,168985.5388,596190.9074,240111.0336,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +3/1/2016,1.1271301780821705,2.538699848255208,1483591.867,71042.41358,168725.1041,596839.0091,239767.4452,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +4/1/2016,1.1271301780821645,3.3486535701475035,1484729.78,70889.23777,168298.7392,596891.376,239187.9128,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +5/1/2016,1.1271301780821672,1.8587195632759055,1488546.794,70864.96693,168178.7078,598022.7278,239043.6186,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +6/1/2016,1.127130178082164,2.203857628625108,1491722.198,70810.84713,167988.049,598897.6722,238798.8481,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +7/1/2016,1.1271301780821645,0.9828532337027687,1490203.388,70862.16712,168047.6741,600661.3141,238909.8012,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +8/1/2016,1.1271301780821654,1.8716983141983012,1487074.112,70836.67069,167925.2496,601771.2904,238761.8883,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +9/1/2016,1.1271301780821652,2.066533095076025,1483599.35,70794.31878,167763.0673,602733.8004,238557.3622,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +10/1/2016,1.1271301780821716,2.4558956275951873,1484726.458,70718.35296,167521.4723,603404.9237,238239.8094,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +11/1/2016,1.1271301780821568,0.9596555610316079,1488555.924,70771.43711,167585.7373,605173.7562,238357.1665,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +12/1/2016,1.1271301780821625,2.140141003622091,1490236.628,70722.64491,167408.8957,606068.5413,238131.5406,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +1/1/2017,1.1271301780821714,1.580704008264643,1491037.777,70646.64605,167422.128,606034.3301,238068.774,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +2/1/2017,1.1271301780821577,-0.1976204316224659,1495069.054,70724.29036,167798.4592,607314.8938,238522.7495,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +3/1/2017,1.1271301780821643,-1.897500323404438,1502213.682,70949.3233,168524.2911,609860.4898,239473.6144,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +4/1/2017,1.1271301780821603,0.3644353406528076,1498697.389,70979.40939,168786.7554,610729.3716,239766.1648,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +5/1/2017,1.1271301780821668,-1.6594954799398254,1498902.164,71185.3523,169467.0368,613110.2156,240652.3892,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY 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+1/1/2018,1.1271301780821665,1.1537947171267915,1544701.788,71648.63577,171878.7839,621417.8278,243527.4197,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +2/1/2018,1.12713017808217,0.2490932818351706,1553302.547,71748.21525,172111.4983,622396.4847,243859.7135,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +3/1/2018,1.1271301780821745,-0.5879563051375518,1563469.943,71921.3051,172520.5749,624012.382,244441.88,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +4/1/2018,1.127130178082159,-0.12941161719052985,1567824.234,72054.5184,172834.0186,625281.914,244888.537,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +5/1/2018,1.1271301780821554,-0.16619594376668098,1572248.728,72191.21539,173155.8419,626581.2406,245347.0573,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +6/1/2018,1.1271301780821632,-0.7703665529537198,1577835.52,72381.48213,173606.1745,628345.1813,245987.6566,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +7/1/2018,1.127130178082174,-0.9411600858922966,1581698.934,72587.37867,174094.0074,630244.5727,246681.3861,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +8/1/2018,1.1271301780821588,-1.0435180590117648,1585774.425,72802.95909,174605.0764,632227.8545,247408.0355,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +9/1/2018,1.127130178082167,0.10704951911245497,1587635.785,72916.80461,174872.1698,633327.3327,247788.9744,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +10/1/2018,1.1271301780821723,-0.26174424386851475,1583642.662,73063.68049,175218.501,634713.271,248282.1815,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +11/1/2018,1.1271301780821605,-1.3131482481904397,1581707.152,73304.78546,175790.8212,636917.5561,249095.6067,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +12/1/2018,1.1271301780821648,-1.4748888301458958,1580106.614,73561.21148,176399.8862,639254.8926,249961.0977,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +1/1/2019,1.1271301780821645,-1.2858407379824541,1591398.736,73719.92867,177051.8167,641168.9317,250771.7454,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +2/1/2019,1.1271301780821608,0.09821032604562419,1600006.597,73754.81771,177405.9669,642005.2346,251160.7846,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +3/1/2019,1.1271301780821683,1.063585286412749,1606706.505,73703.29761,177551.1225,642087.1138,251254.4201,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +4/1/2019,1.127130178082166,1.3639204607841044,1612276.219,73625.22014,177630.7463,641934.5661,251255.9665,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +5/1/2019,1.1271301780821663,-0.582177748407815,1621655.501,73722.35775,178132.0926,643307.7241,251854.4504,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +6/1/2019,1.127130178082159,-0.5523937240169345,1630977.305,73817.34661,178627.871,644661.3908,252445.2176,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +7/1/2019,1.1271301780821632,0.05107207629410404,1632588.031,73858.49062,178992.7774,645543.6869,252851.268,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +8/1/2019,1.1271301780821679,-0.8434283601786108,1635989.57,73980.708,179553.6871,647133.6517,253534.3951,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +9/1/2019,1.1271301780821639,-0.5604502400503332,1638838.368,74077.96238,180053.7398,648504.7229,254131.7022,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +10/1/2019,1.1271301780821683,0.4945193366917424,1638462.186,74080.36973,180322.5626,649044.1001,254402.9324,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +11/1/2019,1.127130178082165,-0.7621291943280089,1640608.315,74196.77315,180868.2451,650581.0076,255065.0182,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +12/1/2019,1.1271301780821674,0.8834080587034605,1639474.155,74164.77026,181051.4196,650815.1821,255216.1899,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +1/1/2020,1.094009688411116,2.608203639959214,1639370.313,74149.95403,180682.3412,646355.5187,254832.2953,0.0,0.0,0.0,0.0,0.0,0.0,1051.0,1027.0,112.0,110.0,0.0,0.0,NY +2/1/2020,0.624962537191914,1.9997910140230308,1640477.087,74189.92527,180447.7657,642386.453,254637.6909,0.0,0.0,0.0,0.0,0.0,0.0,2099.0,1959.0,1705.0,1587.0,141.0,106.0,NY +3/1/2020,-15.63887727028833,-0.749294226217363,1647091.605,74478.97116,180818.6404,640569.3713,255297.6115,32656.0,32656.0,211.0,211.0,75853.0,2767.0,259565.0,256294.0,56660.0,56096.0,19272.0,17975.0,NY +4/1/2020,-20.289021071857075,-3.284830606262603,1605812.688,75000.58964,181751.6502,640720.0547,256752.2399,104238.0,104238.0,5134.0,5134.0,232456.0,21667.0,445784.0,407230.0,72419.0,71116.0,33508.0,26319.0,NY +5/1/2020,-2.6745741896478954,1.9333856567271746,1554127.814,75046.64576,181530.7996,636789.6961,256577.4454,30573.0,30573.0,2785.0,2785.0,65373.0,6129.0,268897.0,165444.0,12863.0,12534.0,3471.0,2740.0,NY +6/1/2020,-0.3532788937115383,3.9860572785974817,1498793.275,74904.78211,180856.9158,631284.6514,255761.6979,10808.0,10808.0,550.0,550.0,22227.0,1346.0,136776.0,83759.0,5007.0,4906.0,323.0,314.0,NY +7/1/2020,-0.07840818372336755,3.479620917649449,1530233.122,74809.02028,180296.4894,626196.041,255105.5096,11591.0,11591.0,161.0,161.0,22235.0,599.0,117869.0,85984.0,4075.0,4022.0,66.0,66.0,NY +8/1/2020,0.18514705347355703,3.5675227201086344,1561306.753,74705.10093,179718.3701,621064.7363,254423.4711,10653.0,10653.0,111.0,111.0,19010.0,283.0,88262.0,75862.0,3184.0,3144.0,72.0,70.0,NY +9/1/2020,0.14475753169824496,2.5533856842435894,1594146.202,74693.38249,179363.6494,616720.6329,254057.0319,14089.0,14089.0,89.0,89.0,24383.0,367.0,95724.0,93055.0,3320.0,3285.0,144.0,140.0,NY +10/1/2020,-0.46658385054095786,1.3250981911519295,1600708.686,74793.41323,179277.9689,613308.2247,254071.3821,29663.0,29663.0,222.0,222.0,50224.0,401.0,149054.0,140175.0,5385.0,5342.0,179.0,170.0,NY +11/1/2020,-1.648553189199655,1.20019908415716,1607511.746,74904.78301,179219.6222,609990.8059,254124.4052,91730.0,91730.0,739.0,739.0,144652.0,895.0,343145.0,311979.0,9385.0,9229.0,895.0,872.0,NY +12/1/2020,-5.124731521187366,4.614450824769324,1607604.904,74704.41373,178416.8524,604153.6335,253121.2662,212153.0,212153.0,2564.0,2564.0,322370.0,3345.0,610029.0,554816.0,21133.0,20852.0,2512.0,2408.0,NY +1/1/2021,-9.250653381781074,-3.7538153499725215,1609725.891,75656.25657,179051.9365,606527.1992,254708.1931,263125.0,263125.0,3654.0,3654.0,441124.0,5651.0,682529.0,609083.0,35074.0,34683.0,4633.0,4443.0,NY +2/1/2021,-6.551075560476649,-4.081174498580027,1612615.416,76638.10224,179769.6403,609179.0382,256407.7425,107667.0,107667.0,1783.0,1783.0,223960.0,3967.0,401042.0,349294.0,25950.0,25664.0,2539.0,2449.0,NY +3/1/2021,-6.388080750697957,-1.891046734280461,1611320.139,77413.27267,180017.1827,610235.629,257430.4553,107227.0,107227.0,781.0,781.0,229271.0,2680.0,446261.0,384801.0,25398.0,25133.0,2095.0,2028.0,NY +4/1/2021,-3.7114962270638205,-2.3059996094110247,1618945.155,78223.82511,180364.3855,611627.6254,258588.2106,92985.0,92985.0,625.0,625.0,175012.0,1958.0,289569.0,255771.0,16354.0,16161.0,712.0,666.0,NY +5/1/2021,-0.7103028251562091,-2.4289651142695403,1626843.844,79043.03004,180747.2703,613138.4033,259790.3004,32062.0,32062.0,371.0,371.0,54254.0,1043.0,84762.0,76559.0,6209.0,6152.0,55.0,55.0,NY +6/1/2021,0.3353254019848968,-1.9608346389740572,1633841.83,79813.87171,181035.3115,614325.2092,260849.1833,6255.0,6255.0,150.0,150.0,12582.0,372.0,25144.0,22066.0,2676.0,2647.0,0.0,0.0,NY +7/1/2021,-0.3692870563786512,-2.694730057547363,1638460.102,80653.34035,181493.7076,616087.9905,262147.0479,15309.0,15309.0,55.0,55.0,35404.0,171.0,94495.0,80464.0,5059.0,4984.0,48.0,45.0,NY +8/1/2021,-2.4852205220871273,-3.1302692288731673,1644024.223,81534.18524,182057.3266,618206.205,263591.5118,70452.0,70452.0,305.0,305.0,128200.0,613.0,262266.0,238176.0,12209.0,12071.0,302.0,290.0,NY +9/1/2021,-1.6249644798076566,-3.7296590661707176,1650872.201,82474.44524,182763.4879,620807.0081,265237.9332,97576.0,97576.0,678.0,678.0,148093.0,1104.0,277724.0,254648.0,9305.0,9153.0,269.0,256.0,NY +10/1/2021,-0.8316197116193367,-1.5205022491401725,1661674.994,83190.89653,182985.8244,621762.5845,266176.7209,97641.0,97641.0,792.0,792.0,132900.0,1081.0,241388.0,225684.0,6621.0,6534.0,219.0,205.0,NY +11/1/2021,-1.418751415622475,-1.130500142201564,1671647.659,83863.71968,183128.1373,622443.8945,266991.857,131053.0,131053.0,783.0,783.0,170012.0,1095.0,364561.0,343130.0,8608.0,8465.0,490.0,479.0,NY +12/1/2021,-9.984708977847053,-1.6443438355563726,1682631.331,84585.28622,183392.0953,623536.4058,267977.3815,355100.0,355100.0,1390.0,1390.0,750685.0,1974.0,2002692.0,1865917.0,37574.0,36912.0,2619.0,2572.0,NY +1/1/2022,-12.306497302554904,0.4167982700266464,1682520.04,84532.31243,183756.9509,625026.6736,268289.2633,629777.0,629777.0,2316.0,2316.0,1325136.0,5338.0,2146111.0,2039264.0,45406.0,44844.0,5303.0,4988.0,NY +2/1/2022,-0.23692626431553432,0.9804469110053902,1681275.968,84422.95318,183993.8952,626079.0938,268416.8483,76202.0,76202.0,1030.0,1030.0,119805.0,2512.0,190529.0,184384.0,4610.0,4561.0,117.0,117.0,NY +3/1/2022,0.494141210616757,3.923405853680776,1674036.482,84013.25822,183569.0235,624875.7841,267582.2817,40627.0,40627.0,277.0,277.0,70513.0,609.0,137617.0,128413.0,2140.0,2107.0,0.0,0.0,NY +4/1/2022,-0.0702637820617551,-2.1723793478064852,1670064.685,84230.92004,184509.5684,628317.635,268740.4885,108578.0,108578.0,251.0,251.0,172388.0,377.0,324014.0,301879.0,4047.0,3999.0,87.0,87.0,NY +5/1/2022,-1.0741564757160056,1.1827521547478304,1659365.222,84105.92123,184695.7959,629188.8662,268801.7171,151342.0,151342.0,433.0,433.0,269689.0,645.0,549008.0,504975.0,7441.0,7341.0,173.0,171.0,NY +6/1/2022,-1.222576407350947,4.344289313258767,1642453.041,83659.442,184168.7852,627626.6274,267828.2272,71061.0,71061.0,321.0,321.0,173282.0,678.0,335813.0,299986.0,7940.0,7870.0,112.0,109.0,NY +7/1/2022,-2.250135265125272,-4.474910267539592,1652247.84,84116.59792,185626.9939,632827.716,269743.5918,86951.0,86951.0,265.0,265.0,206851.0,602.0,430568.0,379685.0,11418.0,11243.0,271.0,256.0,NY +8/1/2022,-1.149630862664142,-1.4824245061543038,1656069.712,84269.74223,186413.5308,635738.5825,270683.273,73805.0,73805.0,321.0,321.0,170440.0,855.0,284309.0,254339.0,7696.0,7595.0,52.0,48.0,NY +9/1/2022,0.04316419829990237,-0.8295339885771285,1658601.092,84357.47137,187052.6322,638145.247,271410.1036,71875.0,71875.0,297.0,297.0,132929.0,704.0,136978.0,124331.0,3664.0,3616.0,25.0,25.0,NY +10/1/2022,-0.3093911451060517,-0.5255808579922923,1656528.249,84415.46371,187622.6031,640314.4417,272038.0668,16583.0,16583.0,85.0,85.0,0.0,0.0,136088.0,122233.0,4856.0,4791.0,170.0,164.0,NY +11/1/2022,-0.6668294684611846,-2.791349438959642,1659086.449,84708.6767,188713.2915,644259.6705,273421.9682,0.0,0.0,0.0,0.0,0.0,,149083.0,130880.0,6065.0,5974.0,257.0,239.0,NY +12/1/2022,-1.1122574301294392,-3.1297146758068535,1662385.245,85039.4603,189887.0274,648488.0898,274926.4877,0.0,0.0,0.0,0.0,0.0,,201644.0,176701.0,7571.0,7456.0,418.0,390.0,NY diff --git a/reports/figures/results/NY/model.csv b/reports/figures/results/NY/model.csv new file mode 100644 index 0000000..e36e891 --- /dev/null +++ b/reports/figures/results/NY/model.csv @@ -0,0 +1,29 @@ + Model Specification: Dynamic Factor Model +Model: ,Dynamic Factor Model , # of observed variables: ,17 + ,+ 2 factors in 2 blocks, # of factor blocks: ,2 + ,+ AR(1) idiosyncratic , Idiosyncratic disturbances:,AR(1) +Sample:,2012-02-01 00:00:00 , Standardize variables: ,True + ,- 2022-12-01 00:00:00 , , +Observed variables / factor loadings +Dep. variable,Pandemic,Consumption +GDP , ,X +Cons3 , ,X +Cons4 , ,X +Cons5 , ,X +Cons2 , ,X +Cases5 ,X , +Cases2 ,X , +Deaths5 ,X , +Deaths2 ,X , +Cases3 ,X , +Deaths3 ,X , +Cases4 ,X , +Cases1 ,X , +Hosp2 ,X , +Hosp1 ,X , +Deaths4 ,X , +Deaths1 ,X , + Factor blocks: + block ,order +Pandemic ,1 +Consumption,1 diff --git a/reports/figures/results/NY/raw.csv b/reports/figures/results/NY/raw.csv new file mode 100644 index 0000000..2906c34 --- /dev/null +++ b/reports/figures/results/NY/raw.csv @@ -0,0 +1,132 @@ +Time,GDP,Cons3,Cons4,Cons5,Cons2,Cases5,Cases2,Deaths5,Deaths2,Cases3,Deaths3,Cases4,Cases1,Hosp2,Hosp1,Deaths4,Deaths1 +2/1/2012,1287293.787,65166.80898,155782.9457,531310.2952,220949.671,0.0,0.0,0.0,0.0,0.0,,,,,,, +3/1/2012,1295447.536,65202.73725,155878.3276,531619.3413,221080.9896,0.0,0.0,0.0,0.0,0.0,,,,,,, +4/1/2012,1302797.582,65277.07128,156065.4944,532241.4702,221342.4989,0.0,0.0,0.0,0.0,0.0,,,,,,, +5/1/2012,1313319.833,65510.4056,156632.8,534160.017,222143.1471,0.0,0.0,0.0,0.0,0.0,,,,,,, +6/1/2012,1323042.506,65703.38201,157103.6267,535749.5186,222806.9586,0.0,0.0,0.0,0.0,0.0,,,,,,, +7/1/2012,1329337.979,65839.73331,157439.0582,536877.2976,223278.7497,0.0,0.0,0.0,0.0,0.0,,,,,,, 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Variable: ,"GDP", and 16 more , No. Observations: ,131 +Model: ,Dynamic Factor Model , Log Likelihood ,-991.522 + ,+ 2 factors in 2 blocks, AIC ,2093.044 + ,+ AR(1) idiosyncratic , BIC ,2251.180 +Date: ,Sat, 26 Oct 2024 , HQIC ,2157.302 +Time: ,18:48:41 , EM Iterations ,358 +Sample: ,02-01-2012 , , + ,- 12-01-2022 , , +Covariance Type:,Not computed , , + Observation equation: +Factor loadings:,Pandemic,Consumption, idiosyncratic: AR(1),var. +GDP ,. ,-0.11 ,0.53 ,0.70 +Cons3 ,. ,-0.44 ,0.91 ,0.06 +Cons4 ,. ,-0.52 ,0.90 ,0.03 +Cons5 ,. ,-0.47 ,0.94 ,0.05 +Cons2 ,. ,-0.55 ,0.93 ,0.00 +Cases5 ,-0.29 ,. ,0.56 ,0.40 +Cases2 ,-0.29 ,. ,0.56 ,0.40 +Deaths5 ,-0.30 ,. ,0.13 ,0.35 +Deaths2 ,-0.30 ,. ,0.13 ,0.35 +Cases3 ,-0.29 ,. ,0.53 ,0.41 +Deaths3 ,-0.28 ,. ,-0.04 ,0.32 +Cases4 ,-0.29 ,. ,0.58 ,0.36 +Cases1 ,-0.29 ,. ,0.60 ,0.35 +Hosp2 ,-0.32 ,. ,-0.12 ,0.00 +Hosp1 ,-0.32 ,. ,-0.13 ,0.00 +Deaths4 ,-0.24 ,. ,0.52 ,0.22 +Deaths1 ,-0.25 ,. ,0.58 ,0.17 + Transition: Factor block 0 + ,L1.Pandemic, error variance +Pandemic,0.65 ,5.67 + Transition: Factor block 1 + ,L1.Consumption, error variance +Consumption,0.47 ,2.62 + +Warnings: +[1] Covariance matrix not calculated. diff --git a/reports/figures/results/NY/run-info.yaml b/reports/figures/results/NY/run-info.yaml new file mode 100644 index 0000000..7a81bae --- /dev/null +++ b/reports/figures/results/NY/run-info.yaml @@ -0,0 +1,45 @@ +diff_cols: [] +factor_map: + Cases1: !!python/tuple + - Pandemic + Cases2: !!python/tuple + - Pandemic + Cases3: !!python/tuple + - Pandemic + Cases4: !!python/tuple + - Pandemic + Cases5: !!python/tuple + - Pandemic + Cons2: !!python/tuple + - Consumption + Cons3: !!python/tuple + - Consumption + Cons4: !!python/tuple + - Consumption + Cons5: !!python/tuple + - Consumption + Deaths1: !!python/tuple + - Pandemic + Deaths2: !!python/tuple + - Pandemic + Deaths3: !!python/tuple + - Pandemic + Deaths4: !!python/tuple + - Pandemic + Deaths5: !!python/tuple + - Pandemic + GDP: !!python/tuple + - Consumption + Hosp1: !!python/tuple + - Pandemic + Hosp2: !!python/tuple + - Pandemic +global_multiplier: 0 +logdiff_cols: +- GDP +- Cons3 +- Cons4 +- Cons5 +- Cons2 +maxiter: 10000 +non_stationary_cols: null diff --git a/reports/figures/results/PA/df.csv b/reports/figures/results/PA/df.csv new file mode 100644 index 0000000..1b0b358 --- /dev/null +++ b/reports/figures/results/PA/df.csv @@ -0,0 +1,132 @@ +Time,GDP,Cons3,Cons4,Cons5,Cons2,Cases5,Cases2,Deaths5,Deaths2,Cases3,Deaths3,Cases4,Cases1,Hosp2,Hosp1,Deaths4,Deaths1 +2/1/2012,0.5909168090458105,0.2808054412115694,0.18337099420492378,0.5032242999539724,0.1557268123724317,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +3/1/2012,0.5955202069074886,0.2986370370954304,0.20597886676576782,0.521973006747605,0.18329358528027984,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +4/1/2012,0.616504858613189,0.33138919087355234,0.2472904375837003,0.556365092632867,0.23373064027912496,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 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+1/1/2021,7.412363534049627,-4.804611930544364,715059.941,57646.55114,109182.4624,347717.8763,166828.9321,202380.0,158725.0,5624.0,4817.0,203060.0,5626.0,360678.0,287113.0,11110.0,10412.0,3362.0,2969.0,PA +2/1/2021,2.670544486541052,-5.025902361501551,715535.9519,58396.37869,109965.9027,349022.4355,168362.2076,86864.0,66473.0,2419.0,2255.0,87993.0,2339.0,161939.0,127088.0,5928.0,5574.0,438.0,423.0,PA +3/1/2021,3.625829557174359,-3.24963366915291,714162.5598,58988.70917,110458.5636,349414.9975,169447.2068,93719.0,71297.0,1072.0,1110.0,95393.0,1094.0,205519.0,160625.0,6587.0,6163.0,364.0,354.0,PA +4/1/2021,4.462437594627417,-3.542963670960518,716627.8296,59607.98217,111008.5669,350001.9842,170616.4907,125866.0,96894.0,1125.0,1147.0,127806.0,1120.0,242067.0,189601.0,8214.0,7713.0,546.0,527.0,PA +5/1/2021,0.8078130786642815,-3.60564133839669,719223.6477,60233.8318,111577.0546,350659.1098,171810.8356,50716.0,38092.0,996.0,936.0,52431.0,1005.0,86937.0,66038.0,3787.0,3543.0,114.0,111.0,PA +6/1/2021,-0.8243980572148741,-3.2001230071384716,721430.7367,60822.81003,112083.4849,351133.1393,172906.2516,9420.0,7008.0,464.0,429.0,10643.0,464.0,16677.0,12903.0,1160.0,1118.0,0.0,0.0,PA +7/1/2021,-0.39238184613750987,-3.7500818168294145,723121.986,61464.07038,112692.085,351938.438,174156.1194,13522.0,10359.0,174.0,197.0,14205.0,172.0,35228.0,27615.0,1757.0,1666.0,0.0,0.0,PA +8/1/2021,2.4949013279878405,-4.064163976503597,725233.6173,62136.84976,113363.2762,352948.4845,175500.0973,69312.0,53469.0,383.0,810.0,71310.0,385.0,159027.0,125754.0,5089.0,4699.0,213.0,189.0,PA +9/1/2021,5.34259895379555,-4.509320463320828,727914.0127,62854.89864,114120.972,354235.4548,176975.8493,129572.0,103163.0,1165.0,997.0,132222.0,1165.0,280026.0,225717.0,6953.0,6519.0,826.0,730.0,PA +10/1/2021,4.935871899726112,-2.7254997182720726,732999.4581,63402.36695,114573.7678,354585.3869,177976.1206,134999.0,108533.0,2054.0,1496.0,137297.0,2052.0,262509.0,210943.0,7936.0,7383.0,1168.0,1062.0,PA +11/1/2021,7.027907797853299,-2.386977148748514,737714.9464,63916.56796,114972.7651,354781.2042,178889.326,155026.0,118632.0,1967.0,1587.0,155986.0,1969.0,354302.0,282308.0,9154.0,8455.0,2088.0,1888.0,PA +12/1/2021,15.945435082862518,-2.766971453544302,742872.9984,64467.90249,115444.5856,355213.6047,179912.4881,299504.0,244434.0,3284.0,2786.0,299504.0,3284.0,730634.0,606136.0,13514.0,12830.0,3805.0,3564.0,PA +1/1/2022,25.242956368182057,-1.0670171626375193,739490.3001,64444.49327,116023.843,356077.7412,180468.3433,625057.0,532664.0,3876.0,3196.0,625057.0,3876.0,1115202.0,925817.0,16089.0,15501.0,4313.0,3967.0,PA +2/1/2022,2.2337219804538493,-0.6002924365221983,735646.8183,64377.90888,116518.456,356692.2676,180896.3787,95555.0,78955.0,2635.0,2571.0,95944.0,2635.0,146591.0,117605.0,4537.0,4356.0,145.0,129.0,PA +3/1/2022,-0.2351587665699409,1.755096957129608,729230.3888,64082.04268,116588.6986,356021.4225,180670.7619,24317.0,18717.0,1059.0,1188.0,23928.0,1059.0,42010.0,32627.0,1611.0,1538.0,0.0,0.0,PA +4/1/2022,0.7522584817358362,-3.066751478034918,733908.5632,64264.51031,117522.2724,357996.9782,181786.8101,38866.0,30780.0,402.0,287.0,38866.0,402.0,84356.0,66519.0,1888.0,1801.0,0.0,0.0,PA +5/1/2022,4.0806440194659785,-0.3850218672436194,735578.8498,64185.41156,117972.7105,358507.7542,182158.1562,105433.0,83653.0,353.0,243.0,87105.0,470.0,228822.0,178123.0,4648.0,4441.0,111.0,105.0,PA +6/1/2022,2.1807066944325344,2.142571861804449,734393.905,63860.71799,117962.3437,357631.7281,181823.1022,80605.0,63270.0,582.0,372.0,98933.0,619.0,146742.0,114679.0,3577.0,3437.0,47.0,41.0,PA +7/1/2022,2.940719018053398,-4.84253741581673,739165.4308,64225.66324,119220.6253,360609.4286,183446.3358,83892.0,67292.0,439.0,338.0,74336.0,398.0,180148.0,141101.0,3978.0,3837.0,34.0,32.0,PA +8/1/2022,2.304951928068097,-2.449815118399622,741264.1709,64358.45834,120046.9578,362282.0488,184405.4701,95753.0,75145.0,511.0,584.0,105309.0,552.0,152316.0,116802.0,2919.0,2753.0,48.0,41.0,PA +9/1/2022,0.4485767275239769,-1.9150554685834766,742782.9148,64441.19803,120776.3946,363667.26,185217.6531,68601.0,53211.0,497.0,347.0,68601.0,497.0,70589.0,53420.0,1698.0,1600.0,19.0,19.0,PA +10/1/2022,0.04004542061809341,-1.6577200548219542,742953.6816,64501.10868,121458.9201,364917.0431,185960.0956,12431.0,9877.0,110.0,89.0,0.0,0.0,55166.0,41252.0,1669.0,1590.0,60.0,48.0,PA +11/1/2022,-0.15169749586964004,-3.441013367169263,745196.2686,64740.67557,122477.053,367178.9291,187217.8021,0.0,0.0,0.0,0.0,0.0,,48504.0,36869.0,1456.0,1373.0,41.0,35.0,PA +12/1/2022,0.14450426844819364,-3.694296448868446,747769.8724,65008.93365,123548.6223,369602.1921,188557.6361,0.0,0.0,0.0,0.0,0.0,,62529.0,49042.0,1887.0,1808.0,90.0,78.0,PA diff --git a/reports/figures/results/PA/model.csv b/reports/figures/results/PA/model.csv new file mode 100644 index 0000000..e36e891 --- /dev/null +++ b/reports/figures/results/PA/model.csv @@ -0,0 +1,29 @@ + Model Specification: Dynamic Factor Model +Model: ,Dynamic Factor Model , # of observed variables: ,17 + ,+ 2 factors in 2 blocks, # of factor blocks: ,2 + ,+ AR(1) idiosyncratic , Idiosyncratic disturbances:,AR(1) +Sample:,2012-02-01 00:00:00 , Standardize variables: ,True + ,- 2022-12-01 00:00:00 , , +Observed variables / factor loadings +Dep. variable,Pandemic,Consumption +GDP , ,X +Cons3 , ,X +Cons4 , ,X +Cons5 , ,X +Cons2 , ,X +Cases5 ,X , +Cases2 ,X , +Deaths5 ,X , +Deaths2 ,X , +Cases3 ,X , +Deaths3 ,X , +Cases4 ,X , +Cases1 ,X , +Hosp2 ,X , +Hosp1 ,X , +Deaths4 ,X , +Deaths1 ,X , + Factor blocks: + block ,order +Pandemic ,1 +Consumption,1 diff --git a/reports/figures/results/PA/raw.csv b/reports/figures/results/PA/raw.csv new file mode 100644 index 0000000..74f12ac --- /dev/null +++ b/reports/figures/results/PA/raw.csv @@ -0,0 +1,132 @@ +Time,GDP,Cons3,Cons4,Cons5,Cons2,Cases5,Cases2,Deaths5,Deaths2,Cases3,Deaths3,Cases4,Cases1,Hosp2,Hosp1,Deaths4,Deaths1 +2/1/2012,643047.2985,49689.1858,105728.8831,318906.5582,155418.1359,0.0,0.0,0.0,0.0,0.0,,,,,,, +3/1/2012,643289.0159,49704.21617,105645.6861,318934.3761,155349.9524,0.0,0.0,0.0,0.0,0.0,,,,,,, +4/1/2012,644471.859,49748.56307,105625.1711,319150.5284,155373.7675,0.0,0.0,0.0,0.0,0.0,,,,,,, +5/1/2012,647224.4054,49914.08866,105861.9621,320144.0878,155776.0675,0.0,0.0,0.0,0.0,0.0,,,,,,, +6/1/2012,649578.9537,50048.84458,106033.3086,320940.1829,156082.1532,0.0,0.0,0.0,0.0,0.0,,,,,,, +7/1/2012,651012.3989,50140.46521,106113.2528,321459.6618,156253.7013,0.0,0.0,0.0,0.0,0.0,,,,,,, +8/1/2012,650495.4617,50081.93855,105875.8598,321016.7708,155957.765,0.0,0.0,0.0,0.0,0.0,,,,,,, +9/1/2012,650182.7075,50039.25124,105672.6756,320675.8386,155711.877,0.0,0.0,0.0,0.0,0.0,,,,,,, +10/1/2012,647320.9041,49999.80134,105477.004,320356.0562,155476.7391,0.0,0.0,0.0,0.0,0.0,,,,,,, +11/1/2012,646820.4965,50142.33319,105665.4888,321202.4107,155807.7392,0.0,0.0,0.0,0.0,0.0,,,,,,, +12/1/2012,645985.3071,50259.06375,105799.5089,321883.4313,156058.4733,0.0,0.0,0.0,0.0,0.0,,,,,,, +1/1/2013,648250.7334,50224.49158,105699.6686,322026.2286,155924.0692,0.0,0.0,0.0,0.0,0.0,,,,,,, +2/1/2013,649382.0765,50103.2234,105417.5234,321611.1254,155520.6645,0.0,0.0,0.0,0.0,0.0,,,,,,, +3/1/2013,653737.6637,50231.20972,105659.8745,322795.1308,155891.01,0.0,0.0,0.0,0.0,0.0,,,,,,, +4/1/2013,655906.245,50332.59365,105846.2118,323808.9436,156178.7394,0.0,0.0,0.0,0.0,0.0,,,,,,, +5/1/2013,657133.5511,50361.73811,105880.6306,324358.0586,156242.311,0.0,0.0,0.0,0.0,0.0,,,,,,, +6/1/2013,657370.688,50315.17959,105755.9667,324418.5897,156071.0969,0.0,0.0,0.0,0.0,0.0,,,,,,, +7/1/2013,658054.4757,50314.45067,105727.7216,324773.3933,156042.1312,0.0,0.0,0.0,0.0,0.0,,,,,,, +8/1/2013,658541.8842,50298.85397,105668.3085,325031.2285,155967.1297,0.0,0.0,0.0,0.0,0.0,,,,,,, +9/1/2013,659780.6007,50340.74348,105729.7144,325659.8474,156070.4333,0.0,0.0,0.0,0.0,0.0,,,,,,, +10/1/2013,661415.3608,50317.22079,105653.7917,325864.5622,155970.9961,0.0,0.0,0.0,0.0,0.0,,,,,,, +11/1/2013,663129.2063,50300.195,105591.5971,326110.1923,155891.7839,0.0,0.0,0.0,0.0,0.0,,,,,,, +12/1/2013,664551.154,50261.54931,105484.1111,326214.3921,155745.6604,0.0,0.0,0.0,0.0,0.0,,,,,,, +1/1/2014,663324.9901,50223.2396,105474.6052,326399.3886,155697.8448,0.0,0.0,0.0,0.0,0.0,,,,,,, +2/1/2014,662970.4183,50250.78661,105603.2298,327011.3089,155854.0164,0.0,0.0,0.0,0.0,0.0,,,,,,, +3/1/2014,661679.2955,50207.20576,105582.1948,327159.2405,155789.4005,0.0,0.0,0.0,0.0,0.0,,,,,,, +4/1/2014,664368.7424,50166.72831,105567.4083,327325.6961,155734.1366,0.0,0.0,0.0,0.0,0.0,,,,,,, +5/1/2014,667190.3795,50137.1224,105575.242,327561.5128,155712.3644,0.0,0.0,0.0,0.0,0.0,,,,,,, +6/1/2014,670398.9906,50137.28345,105645.5573,327990.5857,155782.8408,0.0,0.0,0.0,0.0,0.0,,,,,,, +7/1/2014,672974.19,50118.49501,105675.7599,328294.5699,155794.2549,0.0,0.0,0.0,0.0,0.0,,,,,,, +8/1/2014,676641.6288,50181.33886,105877.9896,329132.6878,156059.3285,0.0,0.0,0.0,0.0,0.0,,,,,,, +9/1/2014,680052.9054,50225.21148,106040.1829,329846.3223,156265.3944,0.0,0.0,0.0,0.0,0.0,,,,,,, +10/1/2014,681403.1551,50294.39701,106255.8193,330726.1954,156550.2163,0.0,0.0,0.0,0.0,0.0,,,,,,, +11/1/2014,683105.0716,50389.50804,106526.2986,331776.9824,156915.8066,0.0,0.0,0.0,0.0,0.0,,,,,,, +12/1/2014,685335.1467,50523.50884,106879.1529,333084.8067,157402.6617,0.0,0.0,0.0,0.0,0.0,,,,,,, +1/1/2015,689892.9716,50865.08401,107297.8009,335692.6837,158162.893,0.0,0.0,0.0,0.0,0.0,,,,,,, +2/1/2015,690135.4977,50888.51323,107044.433,336201.9571,157932.9624,0.0,0.0,0.0,0.0,0.0,,,,,,, +3/1/2015,690189.2425,50898.00255,106762.8196,336617.873,157660.8464,0.0,0.0,0.0,0.0,0.0,,,,,,, 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Variable: ,"GDP", and 16 more , No. Observations: ,131 +Model: ,Dynamic Factor Model , Log Likelihood ,-726.875 + ,+ 2 factors in 2 blocks, AIC ,1563.750 + ,+ AR(1) idiosyncratic , BIC ,1721.886 +Date: ,Sat, 26 Oct 2024 , HQIC ,1628.007 +Time: ,18:48:43 , EM Iterations ,318 +Sample: ,02-01-2012 , , + ,- 12-01-2022 , , +Covariance Type:,Not computed , , + Observation equation: +Factor loadings:,Pandemic,Consumption, idiosyncratic: AR(1),var. +GDP ,. ,-0.06 ,0.53 ,0.72 +Cons3 ,. ,-0.47 ,0.94 ,0.04 +Cons4 ,. ,-0.55 ,0.94 ,0.02 +Cons5 ,. ,-0.38 ,0.91 ,0.12 +Cons2 ,. ,-0.57 ,0.97 ,0.00 +Cases5 ,0.29 ,. ,0.02 ,0.02 +Cases2 ,0.29 ,. ,-0.01 ,0.02 +Deaths5 ,0.29 ,. ,0.36 ,0.37 +Deaths2 ,0.28 ,. ,0.38 ,0.39 +Cases3 ,0.29 ,. ,-0.05 ,0.02 +Deaths3 ,0.29 ,. ,0.36 ,0.36 +Cases4 ,0.29 ,. ,0.89 ,0.00 +Cases1 ,0.29 ,. ,0.52 ,0.00 +Hosp2 ,0.30 ,. ,0.53 ,0.19 +Hosp1 ,0.30 ,. ,0.54 ,0.20 +Deaths4 ,0.27 ,. ,0.48 ,0.44 +Deaths1 ,0.26 ,. ,0.47 ,0.46 + Transition: Factor block 0 + ,L1.Pandemic, error variance +Pandemic,0.71 ,5.73 + Transition: Factor block 1 + ,L1.Consumption, error variance +Consumption,0.61 ,1.86 + +Warnings: +[1] Covariance matrix not calculated. diff --git a/reports/figures/results/PA/run-info.yaml b/reports/figures/results/PA/run-info.yaml new file mode 100644 index 0000000..7a81bae --- /dev/null +++ b/reports/figures/results/PA/run-info.yaml @@ -0,0 +1,45 @@ +diff_cols: [] +factor_map: + Cases1: !!python/tuple + - Pandemic + Cases2: !!python/tuple + - Pandemic + Cases3: !!python/tuple + - Pandemic + Cases4: !!python/tuple + - Pandemic + Cases5: !!python/tuple + - Pandemic + Cons2: !!python/tuple + - Consumption + Cons3: !!python/tuple + - Consumption + Cons4: !!python/tuple + - Consumption + Cons5: !!python/tuple + - Consumption + Deaths1: !!python/tuple + - Pandemic + Deaths2: !!python/tuple + - Pandemic + Deaths3: !!python/tuple + - Pandemic + Deaths4: !!python/tuple + - Pandemic + Deaths5: !!python/tuple + - Pandemic + GDP: !!python/tuple + - Consumption + Hosp1: 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+1/1/2015,1.006838345153704,-3.8251493648063093,54312.10657,3617.137559,7873.810569,28485.40965,11491.03759,0.0,0.0,0.0,0.0,0.0,,,,,,,,RI +2/1/2015,1.0068383451537035,1.0302571634325108,54295.45765,3625.699086,7873.511702,28508.24288,11499.29198,0.0,0.0,0.0,0.0,0.0,,,,,,,,RI +3/1/2015,1.0068383451537035,1.2429717338867088,54264.08379,3633.242894,7871.070008,28523.23229,11504.38584,0.0,0.0,0.0,0.0,0.0,,,,,,,,RI +4/1/2015,1.0068383451537037,0.3583613548547334,54410.35857,3644.932465,7877.660091,28570.88718,11522.65734,0.0,0.0,0.0,0.0,0.0,,,,,,,,RI +5/1/2015,1.0068383451537037,1.6149034127588138,54468.08717,3650.6844,7871.476211,28572.13831,11522.21716,0.0,0.0,0.0,0.0,0.0,,,,,,,,RI +6/1/2015,1.0068383451537037,1.2705521975992953,54549.80843,3658.036302,7868.822323,28586.10047,11526.907,0.0,0.0,0.0,0.0,0.0,,,,,,,,RI +7/1/2015,1.0068383451537037,0.41286234568695657,54509.68829,3669.43475,7874.92387,28631.8046,11544.3989,0.0,0.0,0.0,0.0,0.0,,,,,,,,RI 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+12/1/2017,1.0068383451537037,0.057197730124991186,54799.21481,3816.040381,8295.943167,29511.49748,12111.98355,0.0,0.0,0.0,0.0,0.0,,,,,,,,RI +1/1/2018,1.0068383451537037,0.7911260518307728,54901.14441,3815.068025,8309.271437,29504.55003,12124.33946,0.0,0.0,0.0,0.0,0.0,,,,,,,,RI +2/1/2018,1.006838345153704,-0.05710606645578942,55063.16686,3818.319783,8331.707317,29530.26713,12150.0271,0.0,0.0,0.0,0.0,0.0,,,,,,,,RI +3/1/2018,1.0068383451537037,-0.841510431017019,55281.27523,3825.491524,8362.637669,29586.29856,12188.12919,0.0,0.0,0.0,0.0,0.0,,,,,,,,RI +4/1/2018,1.0068383451537035,-0.40440322890309066,55290.98912,3830.549073,8388.895062,29625.97696,12219.44414,0.0,0.0,0.0,0.0,0.0,,,,,,,,RI +5/1/2018,1.0068383451537037,-0.43440127839302756,55303.73191,3835.799605,8415.516715,29667.14575,12251.31632,0.0,0.0,0.0,0.0,0.0,,,,,,,,RI +6/1/2018,1.0068383451537037,-0.9993984680355192,55357.79241,3843.902619,8448.350674,29730.37473,12292.25329,0.0,0.0,0.0,0.0,0.0,,,,,,,,RI +7/1/2018,1.006838345153704,-1.155802128004315,55311.89758,3852.839807,8482.986985,29800.05442,12335.82679,0.0,0.0,0.0,0.0,0.0,,,,,,,,RI +8/1/2018,1.0068383451537037,-1.2477457025240588,55273.72767,3862.294397,8518.736982,29873.73505,12381.03138,0.0,0.0,0.0,0.0,0.0,,,,,,,,RI +9/1/2018,1.0068383451537035,-0.15846830674238432,55158.91409,3866.357667,8542.551822,29905.71373,12408.90949,0.0,0.0,0.0,0.0,0.0,,,,,,,,RI +10/1/2018,1.0068383451537037,-0.5019966972881327,55297.21029,3872.179991,8570.195733,29951.29632,12442.37572,0.0,0.0,0.0,0.0,0.0,,,,,,,,RI +11/1/2018,1.0068383451537037,-1.489015714480764,55506.76492,3883.000364,8608.870413,30035.53763,12491.87078,0.0,0.0,0.0,0.0,0.0,,,,,,,,RI +12/1/2018,1.006838345153704,-1.637200541733855,55727.90414,3894.633502,8649.338019,30126.06545,12543.97152,0.0,0.0,0.0,0.0,0.0,,,,,,,,RI +1/1/2019,1.0068383451537037,-0.11383984080009579,56051.79686,3901.350744,8670.116936,30203.01684,12571.46768,0.0,0.0,0.0,0.0,0.0,,,,,,,,RI +2/1/2019,1.0068383451537035,1.1868359402970345,56281.25019,3901.517234,8676.329565,30229.21897,12577.8468,0.0,0.0,0.0,0.0,0.0,,,,,,,,RI +3/1/2019,1.0068383451537037,2.0926982355265125,56443.90231,3897.119962,8672.368265,30219.95468,12569.48823,0.0,0.0,0.0,0.0,0.0,,,,,,,,RI +4/1/2019,1.0068383451537037,2.3715927008231334,56379.57734,3891.328111,8665.269934,30199.7328,12556.59804,0.0,0.0,0.0,0.0,0.0,,,,,,,,RI +5/1/2019,1.006838345153704,0.5325211940599912,56449.44291,3894.803197,8678.785562,30251.3366,12573.58876,0.0,0.0,0.0,0.0,0.0,,,,,,,,RI +6/1/2019,1.0068383451537037,0.5565823521180591,56517.66953,3898.167099,8692.045299,30302.04212,12590.2124,0.0,0.0,0.0,0.0,0.0,,,,,,,,RI +7/1/2019,1.0068383451537035,1.1214425815205975,56594.9098,3898.691118,8698.960282,30330.61899,12597.6514,0.0,0.0,0.0,0.0,0.0,,,,,,,,RI +8/1/2019,1.0068383451537037,0.27402869390249673,56734.1917,3903.497621,8715.420284,30392.46843,12618.9179,0.0,0.0,0.0,0.0,0.0,,,,,,,,RI +9/1/2019,1.0068383451537037,0.5368794689322827,56854.2833,3906.988667,8728.937363,30444.05074,12635.92603,0.0,0.0,0.0,0.0,0.0,,,,,,,,RI +10/1/2019,1.006838345153704,1.5275310517010108,57010.61675,3905.481648,8731.272772,30456.62287,12636.75442,0.0,0.0,0.0,0.0,0.0,,,,,,,,RI +11/1/2019,1.0068383451537037,0.338716043596651,57254.31267,3909.988323,8747.039139,30516.03466,12657.02746,0.0,0.0,0.0,0.0,0.0,,,,,,,,RI +12/1/2019,1.0068383451537035,1.8862989569095328,57383.05519,3906.678948,8745.304147,30514.37654,12651.98309,0.0,0.0,0.0,0.0,0.0,,,,,,,,RI +1/1/2020,1.0068383451537037,1.2504967933541664,57196.75392,3910.035694,8747.513761,30394.86888,12657.54945,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,RI +2/1/2020,1.0068383451537037,0.6807281467004611,57053.2397,3916.26902,8756.174785,30298.16032,12672.4438,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,RI +3/1/2020,0.719640036574299,-1.9072319047297341,57101.07919,3935.654732,8794.236808,30303.04808,12729.89154,543.0,543.0,8.0,8.0,488.0,11.0,,,,,,,RI +4/1/2020,-8.255307106527244,-4.293798495820443,55606.98011,3967.361231,8859.789968,30401.71025,12827.1512,7968.0,7968.0,258.0,258.0,8133.0,353.0,,,,,,,RI +5/1/2020,-15.219866089544997,0.6302686685430547,53752.26168,3973.929118,8869.181928,30307.12048,12843.11105,5755.0,5755.0,452.0,452.0,6307.0,463.0,,,,,,,RI +6/1/2020,-7.286012815046189,2.569263862315056,51771.62155,3970.527152,8856.346956,30137.16071,12826.87411,1781.0,1781.0,231.0,231.0,1885.0,150.0,,,,,,,RI +7/1/2020,-1.039449603472776,2.0953726454987374,53364.12417,3969.542279,8848.937326,29986.48024,12818.4796,2044.0,2044.0,57.0,57.0,2209.0,49.0,,,,,,,RI +8/1/2020,-0.46505298631803016,2.1819577434936326,54940.89453,3968.100098,8840.539384,29833.20019,12808.63948,2724.0,2724.0,41.0,41.0,2927.0,52.0,,,,,,,RI +9/1/2020,-1.3625477006175806,1.2295737645415519,56577.45961,3971.535574,8843.033518,29717.28204,12814.56909,2821.0,2821.0,66.0,66.0,2799.0,47.0,,,,,,,RI +10/1/2020,-2.2241426263604622,0.07544262085354767,56949.19151,3980.904271,8858.749522,29646.06024,12839.65379,8109.0,8109.0,90.0,90.0,8126.0,91.0,5924.0,5912.0,0.0,0.0,0.0,0.0,RI +11/1/2020,-4.952526557879592,-0.038313360146023046,57329.41689,3990.874572,8875.806721,29579.38555,12866.68129,22535.0,22535.0,166.0,166.0,23849.0,199.0,29538.0,27951.0,0.0,0.0,0.0,0.0,RI +12/1/2020,-13.67617518101122,3.1847010563400486,57469.72804,3984.217566,8855.907267,29390.10254,12840.12483,31118.0,31118.0,409.0,409.0,31226.0,515.0,41228.0,39078.0,0.0,0.0,438.0,438.0,RI +1/1/2021,-12.778680466687923,-5.0686555447038595,57137.01595,4035.208098,8916.014555,29566.16452,12951.22265,24700.0,24700.0,384.0,384.0,26489.0,411.0,25598.0,24548.0,0.0,0.0,472.0,460.0,RI +2/1/2021,-11.34268892370116,-5.335585669139245,56834.51221,4087.797263,8980.031456,29755.35804,13067.82872,10023.0,10023.0,344.0,344.0,11184.0,161.0,9422.0,6710.0,0.0,0.0,174.0,152.0,RI +3/1/2021,-2.762639454949833,-3.230538768466995,56388.25331,4129.360567,9020.30238,29866.08086,13149.66295,10372.0,10372.0,105.0,105.0,11707.0,117.0,23551.0,20431.0,0.0,0.0,24.0,24.0,RI +4/1/2021,-1.111249180631965,-3.58347380903922,56879.2054,4172.808814,9065.255578,29992.55939,13238.06439,10229.0,10229.0,59.0,59.0,10857.0,52.0,52318.0,49444.0,0.0,0.0,0.0,0.0,RI +5/1/2021,-0.42915319774471206,-3.6623345253353463,57377.46656,4216.716455,9111.717863,30124.26079,13328.43432,3425.0,3425.0,40.0,40.0,3557.0,37.0,25630.0,24744.0,0.0,0.0,0.0,0.0,RI +6/1/2021,0.32474236226757913,-3.1851718088812153,57841.63938,4258.041885,9153.111954,30239.43772,13411.15384,654.0,654.0,19.0,19.0,870.0,22.0,40652.0,40644.0,0.0,0.0,0.0,0.0,RI +7/1/2021,0.6478404594260392,-3.84245442063005,57808.38492,4303.026515,9202.849194,30382.39529,13505.87571,1864.0,1864.0,10.0,10.0,1726.0,10.0,36450.0,4722.0,0.0,0.0,0.0,0.0,RI +8/1/2021,-0.07015531201944653,-4.219605999154236,57810.1634,4350.216986,9257.697548,30542.40665,13607.91453,7682.0,7682.0,30.0,30.0,8278.0,30.0,196.0,170.0,0.0,0.0,32.0,24.0,RI +9/1/2021,-1.4343472777686026,-4.752324226903216,57858.45148,4400.576159,9319.609958,30725.87066,13720.18612,9526.0,9526.0,68.0,68.0,9744.0,68.0,412.0,356.0,2.0,2.0,0.0,0.0,RI +10/1/2021,-0.46505298631633646,-2.6381628162211195,58357.18157,4438.991933,9356.622602,30827.42448,13795.61454,7333.0,7333.0,41.0,41.0,7044.0,40.0,1996.0,1470.0,0.0,0.0,0.0,0.0,RI +11/1/2021,-0.9317502377616121,-2.2402985801762543,58825.35251,4475.077552,9389.241399,30914.74196,13864.31895,11643.0,11643.0,54.0,54.0,12358.0,54.0,7695.0,4661.0,0.0,0.0,26.0,22.0,RI +12/1/2021,-4.090931632139174,-2.695556288784659,59327.75726,4513.762085,9427.806902,31021.86956,13941.56899,39895.0,39895.0,142.0,142.0,39333.0,134.0,23615.0,12445.0,0.0,0.0,22.0,14.0,RI +1/1/2022,-8.686104569431958,2.0091394000741616,58911.7121,4508.401064,9425.408823,31095.73753,13933.80989,103453.0,103453.0,270.0,270.0,112683.0,250.0,55810.0,32991.0,0.0,0.0,0.0,0.0,RI +2/1/2022,-2.4395413577917178,2.5253156070051643,58460.58902,4500.061021,9416.684695,31147.82517,13916.74572,11682.0,11682.0,96.0,96.0,12146.0,96.0,15857.0,907.0,0.0,0.0,0.0,0.0,RI +3/1/2022,-1.9369443177884116,5.285074805417843,57807.22216,4475.750282,9374.407563,31087.69298,13850.15785,5402.0,5402.0,82.0,82.0,5337.0,110.0,25590.0,1104.0,0.0,0.0,0.0,0.0,RI +4/1/2022,0.36064215083785833,-0.4774066269276638,58401.67924,4484.889865,9402.09329,31258.66149,13886.98316,10432.0,10432.0,18.0,18.0,10367.0,18.0,34912.0,740.0,0.0,0.0,0.0,0.0,RI +5/1/2022,-0.3932534091856336,2.6717946014314213,58755.00136,4475.804034,9391.503134,31301.74434,13867.30717,19979.0,19979.0,39.0,39.0,21161.0,39.0,60668.0,1600.0,0.0,0.0,0.0,0.0,RI +6/1/2022,-0.07015531202834413,5.638438883601378,58876.7893,4449.648617,9344.962433,31223.76773,13794.61105,9409.0,9409.0,30.0,30.0,9979.0,30.0,40992.0,25924.0,0.0,0.0,0.0,0.0,RI +7/1/2022,0.25294278513390583,-2.6904021296160145,59252.81814,4471.576835,9399.330346,31482.26186,13870.90718,7828.0,7828.0,21.0,21.0,7630.0,21.0,706.0,334.0,0.0,0.0,0.0,0.0,RI +8/1/2022,0.5401410937075626,0.118049179384216,59414.603,4477.348162,9419.721755,31626.8212,13897.06992,5419.0,5419.0,13.0,13.0,6239.0,13.0,14336.0,11887.0,0.0,0.0,0.0,0.0,RI +9/1/2022,0.07344384226893624,0.7205520211901664,59529.93862,4479.658328,9432.781062,31746.29895,13912.43939,8489.0,8489.0,26.0,26.0,8823.0,26.0,7888.0,2639.0,0.0,0.0,0.0,0.0,RI +10/1/2022,0.8273394022919411,0.9942244932735073,59417.09529,4480.406239,9442.491889,31853.96489,13922.89813,1709.0,1709.0,5.0,5.0,0.0,0.0,7220.0,2719.0,0.0,0.0,0.0,0.0,RI +11/1/2022,1.0068383451546081,-1.1547270267077216,59470.54234,4493.649661,9478.498632,32049.98504,13972.14829,0.0,0.0,0.0,0.0,0.0,,169.0,153.0,0.0,0.0,0.0,0.0,RI +12/1/2022,1.0068383451521004,-1.4860796576134687,59550.59331,4508.889583,9518.704581,32260.09342,14027.59416,0.0,0.0,0.0,0.0,0.0,,6438.0,2675.0,0.0,0.0,11.0,4.0,RI diff --git a/reports/figures/results/RI/model.csv b/reports/figures/results/RI/model.csv new file mode 100644 index 0000000..e36e891 --- /dev/null +++ b/reports/figures/results/RI/model.csv @@ -0,0 +1,29 @@ + Model Specification: Dynamic Factor Model +Model: ,Dynamic Factor Model , # of observed variables: ,17 + ,+ 2 factors in 2 blocks, # of factor blocks: ,2 + ,+ AR(1) idiosyncratic , Idiosyncratic disturbances:,AR(1) +Sample:,2012-02-01 00:00:00 , Standardize variables: ,True + ,- 2022-12-01 00:00:00 , , +Observed variables / factor loadings +Dep. variable,Pandemic,Consumption +GDP , ,X +Cons3 , ,X +Cons4 , ,X +Cons5 , ,X +Cons2 , ,X +Cases5 ,X , +Cases2 ,X , +Deaths5 ,X , +Deaths2 ,X , +Cases3 ,X , +Deaths3 ,X , +Cases4 ,X , +Cases1 ,X , +Hosp2 ,X , +Hosp1 ,X , +Deaths4 ,X , +Deaths1 ,X , + Factor blocks: + block ,order +Pandemic ,1 +Consumption,1 diff --git a/reports/figures/results/RI/raw.csv b/reports/figures/results/RI/raw.csv new file mode 100644 index 0000000..90d7c10 --- /dev/null +++ b/reports/figures/results/RI/raw.csv @@ -0,0 +1,132 @@ +Time,GDP,Cons3,Cons4,Cons5,Cons2,Cases5,Cases2,Deaths5,Deaths2,Cases3,Deaths3,Cases4,Cases1,Hosp2,Hosp1,Deaths4,Deaths1 +2/1/2012,51334.00305,3364.893599,7352.269493,27177.876,10717.16309,0.0,0.0,0.0,0.0,0.0,,,,,,, +3/1/2012,51413.84669,3363.58851,7347.295333,27145.86153,10710.88384,0.0,0.0,0.0,0.0,0.0,,,,,,, +4/1/2012,51461.72538,3364.274795,7346.677882,27129.98752,10710.95268,0.0,0.0,0.0,0.0,0.0,,,,,,, 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+12/1/2022,59550.59331,4508.889583,9518.704581,32260.09342,14027.59416,0.0,0.0,0.0,0.0,0.0,,6438.0,2675.0,0.0,0.0,11.0,4.0 diff --git a/reports/figures/results/RI/results.csv b/reports/figures/results/RI/results.csv new file mode 100644 index 0000000..eafa1c4 --- /dev/null +++ b/reports/figures/results/RI/results.csv @@ -0,0 +1,38 @@ + Dynamic Factor Results +Dep. Variable: ,"GDP", and 16 more , No. Observations: ,131 +Model: ,Dynamic Factor Model , Log Likelihood ,-122.226 + ,+ 2 factors in 2 blocks, AIC ,354.452 + ,+ AR(1) idiosyncratic , BIC ,512.588 +Date: ,Sat, 26 Oct 2024 , HQIC ,418.710 +Time: ,18:48:43 , EM Iterations ,44 +Sample: ,02-01-2012 , , + ,- 12-01-2022 , , +Covariance Type:,Not computed , , + Observation equation: +Factor loadings:,Pandemic,Consumption, idiosyncratic: AR(1),var. +GDP ,. ,-0.04 ,0.50 ,0.75 +Cons3 ,. ,-0.49 ,0.83 ,0.04 +Cons4 ,. ,-0.51 ,0.82 ,0.02 +Cons5 ,. ,-0.46 ,0.93 ,0.07 +Cons2 ,. ,-0.52 ,0.87 ,0.00 +Cases5 ,-0.33 ,. ,0.51 ,0.60 +Cases2 ,-0.33 ,. ,0.51 ,0.60 +Deaths5 ,-0.35 ,. ,0.38 ,0.00 +Deaths2 ,-0.35 ,. ,0.38 ,0.00 +Cases3 ,-0.33 ,. ,0.48 ,0.62 +Deaths3 ,-0.35 ,. ,0.01 ,0.07 +Cases4 ,-0.28 ,. ,0.65 ,0.55 +Cases1 ,-0.28 ,. ,0.49 ,0.67 +Hosp2 ,-0.02 ,. ,-0.01 ,1.00 +Hosp1 ,-0.02 ,. ,-0.01 ,1.00 +Deaths4 ,-0.27 ,. ,0.51 ,0.44 +Deaths1 ,-0.27 ,. ,0.49 ,0.46 + Transition: Factor block 0 + ,L1.Pandemic, error variance +Pandemic,0.78 ,3.27 + Transition: Factor block 1 + ,L1.Consumption, error variance +Consumption,0.53 ,2.54 + +Warnings: +[1] Covariance matrix not calculated. diff --git a/reports/figures/results/RI/run-info.yaml b/reports/figures/results/RI/run-info.yaml new file mode 100644 index 0000000..7a81bae --- /dev/null +++ b/reports/figures/results/RI/run-info.yaml @@ -0,0 +1,45 @@ +diff_cols: [] +factor_map: + Cases1: !!python/tuple + - Pandemic + Cases2: !!python/tuple + - Pandemic + Cases3: !!python/tuple + - Pandemic + Cases4: !!python/tuple + - Pandemic + Cases5: !!python/tuple + - Pandemic + Cons2: !!python/tuple + - Consumption + Cons3: !!python/tuple + - Consumption + Cons4: !!python/tuple + - Consumption + Cons5: !!python/tuple + - Consumption + Deaths1: !!python/tuple + - Pandemic + Deaths2: !!python/tuple + - Pandemic + Deaths3: !!python/tuple + - Pandemic + Deaths4: !!python/tuple + - Pandemic + Deaths5: !!python/tuple + - Pandemic + GDP: !!python/tuple + - Consumption + Hosp1: !!python/tuple + - Pandemic + Hosp2: !!python/tuple + - Pandemic +global_multiplier: 0 +logdiff_cols: +- GDP +- Cons3 +- Cons4 +- Cons5 +- Cons2 +maxiter: 10000 +non_stationary_cols: null diff --git a/reports/figures/results/VA/df.csv b/reports/figures/results/VA/df.csv new file mode 100644 index 0000000..ae5c4fa --- /dev/null +++ b/reports/figures/results/VA/df.csv @@ -0,0 +1,132 @@ +Time,GDP,Cons3,Cons4,Cons5,Cons2,Cases5,Cases2,Deaths5,Deaths2,Cases3,Deaths3,Cases4,Cases1,Hosp2,Hosp1,Deaths4,Deaths1 +2/1/2012,0.5306920512712817,0.39228054810473595,0.2555318863462852,0.4948512744342686,0.3141249851246008,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +3/1/2012,0.5380297008722275,0.40897626081892213,0.28427842302229855,0.5143156119679351,0.3383718600996768,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +4/1/2012,0.5880234622283111,0.43991724026922296,0.3370315273431367,0.5501115579432743,0.3829820590908405,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 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+11/1/2019,1.1153827323383236,-0.015170664161732184,517401.8654,36879.11692,72442.78184,229709.4283,109321.9817,0.0,0.0,0.0,0.0,0.0,,,,,,,,VA +12/1/2019,1.1153827323383256,1.4317383834372959,517722.7821,36874.27756,72408.43086,229755.9962,109282.7987,0.0,0.0,0.0,0.0,0.0,,,,,,,,VA +1/1/2020,1.1153824144073652,-0.36606237578132905,515929.4779,37051.68824,72464.80957,228524.2705,109516.5729,0.0,0.0,0.0,0.0,0.0,0.0,14.0,10.0,1.0,1.0,0.0,0.0,VA +2/1/2020,1.1153797830587526,-0.8883278868040811,514522.4633,37255.91969,72574.51757,227464.962,109830.4973,0.0,0.0,0.0,0.0,0.0,0.0,90.0,90.0,16.0,16.0,0.0,0.0,VA +3/1/2020,1.0435557394924926,-3.2960220276734917,514841.0092,37585.42825,72927.95333,227168.0322,110513.4267,1020.0,1020.0,27.0,27.0,1249.0,27.0,8424.0,8402.0,2232.0,2230.0,116.0,114.0,VA +4/1/2020,0.0799357800137841,-5.515629626254016,507070.1912,38033.69105,73509.65042,227571.5655,111543.3717,14826.0,14160.0,525.0,516.0,14598.0,525.0,35807.0,33869.0,5370.0,5352.0,1203.0,1102.0,VA +5/1/2020,-0.8911040405303439,-0.906781453728331,496035.9332,38241.57476,73625.53956,226527.0843,111867.1294,28761.0,27319.0,823.0,731.0,28760.0,823.0,53732.0,52034.0,4519.0,4486.0,502.0,444.0,VA +6/1/2020,-0.1520315733772648,0.9139973506107983,483811.6952,38352.85247,73556.74246,224920.8098,111909.5949,18180.0,17625.0,388.0,384.0,18180.0,388.0,34999.0,33901.0,2273.0,2253.0,56.0,48.0,VA +7/1/2020,-0.7757036724463602,0.48011974445227645,493174.1873,38486.54476,73532.76103,223460.6081,112019.2908,27101.0,26377.0,411.0,409.0,27101.0,411.0,60566.0,58143.0,4133.0,4108.0,127.0,120.0,VA +8/1/2020,-1.0261321725865082,0.5698947526138824,502423.2496,38614.94825,73500.34258,221983.0478,112115.2609,30706.0,28833.0,406.0,380.0,30706.0,406.0,59857.0,56095.0,3523.0,3473.0,142.0,127.0,VA +9/1/2020,-0.8146084842762749,-0.3110405089734618,512244.183,38790.12749,73558.29966,220785.1236,112348.3824,27677.0,25280.0,628.0,548.0,27677.0,628.0,53670.0,48996.0,2455.0,2393.0,184.0,158.0,VA +10/1/2020,-1.1799573616455745,-1.3804470106109206,515194.7191,39022.95608,73726.16019,219919.9866,112749.0566,32919.0,27089.0,446.0,403.0,32919.0,446.0,68808.0,56934.0,3345.0,3198.0,244.0,190.0,VA +11/1/2020,-2.834823537958724,-1.4783828591334982,518222.2879,39261.61499,73905.16511,219088.7408,113166.7055,56645.0,43551.0,408.0,325.0,56645.0,408.0,128807.0,99952.0,5513.0,5115.0,679.0,508.0,VA +12/1/2020,-6.676937793912753,1.5404352599679498,519083.0138,39336.06777,73776.28177,217350.8694,113112.2604,111749.0,82192.0,970.0,714.0,111749.0,970.0,237848.0,178806.0,8224.0,7564.0,1814.0,1400.0,VA +1/1/2021,-9.704555610956696,-4.844552544255585,521084.8885,39823.13049,74238.87265,218458.7149,114061.9217,155195.0,111023.0,1432.0,1220.0,155195.0,1432.0,290423.0,212141.0,8352.0,7640.0,1972.0,1470.0,VA +2/1/2021,-3.852752133640511,-5.098416408119627,523326.1037,40326.08599,74734.28883,219664.9729,115060.301,71271.0,49463.0,2088.0,1677.0,71271.0,2088.0,125841.0,89988.0,3968.0,3615.0,174.0,141.0,VA +3/1/2021,-1.8777515791592516,-3.1362550291367994,524197.2332,40720.41766,75032.42925,220293.6893,115752.7809,42926.0,29843.0,1700.0,1268.0,42926.0,1700.0,87575.0,57803.0,3028.0,2775.0,35.0,30.0,VA +4/1/2021,-1.7162457545924843,-3.4692795040094664,524588.4323,41133.51074,75369.92945,221040.722,116503.3818,40614.0,28732.0,518.0,454.0,40614.0,518.0,74420.0,47711.0,3048.0,2681.0,53.0,43.0,VA +5/1/2021,0.002938992614895941,-3.5462667626348283,525089.808,41551.28942,75720.35116,221828.16,117271.5898,15948.0,13062.0,416.0,383.0,15948.0,416.0,29248.0,18530.0,1447.0,1332.0,11.0,8.0,VA +6/1/2021,0.7806847364099077,-3.1036603066860082,525322.1085,41943.78042,76029.0322,222495.8426,117972.7693,4802.0,3966.0,229.0,196.0,4802.0,229.0,12067.0,7811.0,682.0,617.0,0.0,0.0,VA +7/1/2021,0.051159224442250295,-3.720655413466183,525998.8274,42372.46306,76407.36813,223369.7386,118779.7953,15290.0,9232.0,118.0,102.0,14044.0,117.0,40492.0,25853.0,1709.0,1543.0,22.0,20.0,VA +8/1/2021,-3.821330728759073,-4.075755747131831,526986.019,42822.98787,76828.43255,224370.5129,119651.3918,70805.0,45126.0,309.0,263.0,72051.0,310.0,151256.0,98135.0,4851.0,4333.0,282.0,232.0,VA +9/1/2021,-5.879856555793978,-4.576013982031876,528390.35,43304.80361,77308.36073,225544.8043,120613.1429,100341.0,65103.0,908.0,768.0,100341.0,908.0,180898.0,119638.0,5180.0,4694.0,575.0,467.0,VA +10/1/2021,-2.9284998234997133,-2.603726963009481,530790.2973,43669.20897,77582.03594,226119.349,121251.2307,57995.0,38155.0,1157.0,919.0,57995.0,1157.0,112237.0,73204.0,3326.0,3034.0,147.0,118.0,VA +11/1/2021,-1.9760898173765677,-2.2343253952973816,532937.4506,44010.85025,77819.67005,226591.4763,121830.5133,44345.0,27782.0,803.0,663.0,44345.0,803.0,92676.0,58446.0,2768.0,2508.0,182.0,141.0,VA +12/1/2021,-9.299131459551278,-2.6617085336756126,535418.7528,44378.20281,78106.96645,227210.7269,122485.1693,149402.0,92314.0,877.0,674.0,149402.0,877.0,361094.0,236222.0,8115.0,7647.0,658.0,576.0,VA 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+6/1/2022,-4.563446376582998,4.028754151690348,530598.4034,43630.29503,78574.0252,229025.4793,122204.3202,81475.0,55142.0,209.0,182.0,81475.0,209.0,41160.0,29846.0,924.0,867.0,12.0,8.0,VA +7/1/2022,-5.212947069733461,-3.740505002751643,535278.3833,43826.16676,79217.9375,230975.1115,123044.1043,90861.0,60052.0,339.0,254.0,85485.0,320.0,143365.0,97127.0,2144.0,1966.0,69.0,53.0,VA +8/1/2022,-4.467479206782915,-1.1072277853793135,538020.6852,43863.71719,79575.17027,232088.7484,123438.8875,80014.0,53111.0,479.0,378.0,85390.0,498.0,138274.0,90713.0,1944.0,1788.0,66.0,46.0,VA +9/1/2022,-2.2722883098790327,-0.5343915924435598,540334.5845,43867.47507,79869.33566,233018.0059,123736.8107,48602.0,31186.0,450.0,346.0,47254.0,433.0,46401.0,29588.0,759.0,707.0,26.0,21.0,VA +10/1/2022,0.6225868981555136,-0.26882048097397004,541696.3696,43856.06991,80133.8303,233860.189,123989.9002,7174.0,4505.0,91.0,68.0,0.0,0.0,31769.0,20142.0,644.0,604.0,15.0,13.0,VA +11/1/2022,1.117058996093227,-2.2663419180369084,544562.8915,43967.06455,80620.62437,235350.7918,124587.6889,0.0,0.0,0.0,0.0,0.0,,30932.0,18725.0,688.0,645.0,0.0,0.0,VA +12/1/2022,1.114666809400993,-2.566350852940505,547669.479,44097.62117,81142.8663,236944.7716,125240.4875,0.0,0.0,0.0,0.0,0.0,,60181.0,35493.0,1156.0,1079.0,0.0,0.0,VA diff --git a/reports/figures/results/VA/model.csv b/reports/figures/results/VA/model.csv new file mode 100644 index 0000000..e36e891 --- /dev/null +++ b/reports/figures/results/VA/model.csv @@ -0,0 +1,29 @@ + Model Specification: Dynamic Factor Model +Model: ,Dynamic Factor Model , # of observed variables: ,17 + ,+ 2 factors in 2 blocks, # of factor blocks: ,2 + ,+ AR(1) idiosyncratic , Idiosyncratic disturbances:,AR(1) +Sample:,2012-02-01 00:00:00 , Standardize variables: ,True + ,- 2022-12-01 00:00:00 , , +Observed variables / factor loadings +Dep. variable,Pandemic,Consumption +GDP , ,X +Cons3 , ,X +Cons4 , ,X +Cons5 , ,X +Cons2 , ,X +Cases5 ,X , +Cases2 ,X , +Deaths5 ,X , +Deaths2 ,X , +Cases3 ,X , +Deaths3 ,X , +Cases4 ,X , +Cases1 ,X , +Hosp2 ,X , +Hosp1 ,X , +Deaths4 ,X , +Deaths1 ,X , + Factor blocks: + block ,order +Pandemic ,1 +Consumption,1 diff --git a/reports/figures/results/VA/raw.csv b/reports/figures/results/VA/raw.csv new file mode 100644 index 0000000..ada9d0d --- /dev/null +++ b/reports/figures/results/VA/raw.csv @@ -0,0 +1,132 @@ +Time,GDP,Cons3,Cons4,Cons5,Cons2,Cases5,Cases2,Deaths5,Deaths2,Cases3,Deaths3,Cases4,Cases1,Hosp2,Hosp1,Deaths4,Deaths1 +2/1/2012,443238.234,31740.70353,68754.0141,200366.5511,100494.7176,0.0,0.0,0.0,0.0,0.0,,,,,,, +3/1/2012,442745.676,31785.45646,68764.80172,200465.1075,100550.2582,0.0,0.0,0.0,0.0,0.0,,,,,,, +4/1/2012,443234.4675,31848.84412,68816.18035,200681.7803,100665.0245,0.0,0.0,0.0,0.0,0.0,,,,,,, +5/1/2012,444802.8818,31989.80325,69035.18489,201387.271,101024.9881,0.0,0.0,0.0,0.0,0.0,,,,,,, +6/1/2012,446097.2479,32111.09885,69211.61638,201968.6773,101322.7152,0.0,0.0,0.0,0.0,0.0,,,,,,, +7/1/2012,447214.1902,32204.72395,69328.39549,202376.0193,101533.1194,0.0,0.0,0.0,0.0,0.0,,,,,,, +8/1/2012,446990.8235,32201.782,69237.60513,202177.2004,101439.3871,0.0,0.0,0.0,0.0,0.0,,,,,,, +9/1/2012,446906.9228,32208.80363,69168.77534,202042.0855,101377.579,0.0,0.0,0.0,0.0,0.0,,,,,,, +10/1/2012,445697.9582,32217.70282,69104.47934,201919.8195,101322.1822,0.0,0.0,0.0,0.0,0.0,,,,,,, +11/1/2012,446113.1377,32343.78468,69291.72175,202532.3861,101635.5064,0.0,0.0,0.0,0.0,0.0,,,,,,, +12/1/2012,446298.0525,32453.25221,69443.30122,203040.7682,101896.5534,0.0,0.0,0.0,0.0,0.0,,,,,,, +1/1/2013,447945.0723,32476.89848,69377.02779,203072.2299,101853.9263,0.0,0.0,0.0,0.0,0.0,,,,,,, +2/1/2013,448807.9798,32444.22806,69191.10087,202752.2012,101635.3289,0.0,0.0,0.0,0.0,0.0,,,,,,, +3/1/2013,451899.0725,32572.8547,69349.43033,203440.4294,101922.285,0.0,0.0,0.0,0.0,0.0,,,,,,, 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+++ b/reports/figures/results/VA/results.csv @@ -0,0 +1,38 @@ + Dynamic Factor Results +Dep. Variable: ,"GDP", and 16 more , No. Observations: ,131 +Model: ,Dynamic Factor Model , Log Likelihood ,-708.236 + ,+ 2 factors in 2 blocks, AIC ,1526.471 + ,+ AR(1) idiosyncratic , BIC ,1684.607 +Date: ,Sat, 26 Oct 2024 , HQIC ,1590.729 +Time: ,18:48:45 , EM Iterations ,408 +Sample: ,02-01-2012 , , + ,- 12-01-2022 , , +Covariance Type:,Not computed , , + Observation equation: +Factor loadings:,Pandemic,Consumption, idiosyncratic: AR(1),var. +GDP ,. ,-0.12 ,0.54 ,0.70 +Cons3 ,. ,-0.49 ,0.92 ,0.04 +Cons4 ,. ,-0.54 ,0.93 ,0.02 +Cons5 ,. ,-0.37 ,0.89 ,0.16 +Cons2 ,. ,-0.56 ,0.97 ,0.00 +Cases5 ,-0.31 ,. ,0.01 ,0.00 +Cases2 ,-0.31 ,. ,0.70 ,0.00 +Deaths5 ,-0.24 ,. ,0.11 ,0.74 +Deaths2 ,-0.24 ,. ,0.15 ,0.74 +Cases3 ,-0.31 ,. ,-0.25 ,0.00 +Deaths3 ,-0.24 ,. ,0.11 ,0.74 +Cases4 ,-0.31 ,. ,0.48 ,0.03 +Cases1 ,-0.31 ,. ,0.59 ,0.02 +Hosp2 ,-0.31 ,. ,0.55 ,0.28 +Hosp1 ,-0.31 ,. ,0.56 ,0.27 +Deaths4 ,-0.28 ,. ,0.60 ,0.28 +Deaths1 ,-0.28 ,. ,0.58 ,0.28 + Transition: Factor block 0 + ,L1.Pandemic, error variance +Pandemic,0.60 ,6.87 + Transition: Factor block 1 + ,L1.Consumption, error variance +Consumption,0.55 ,2.13 + +Warnings: +[1] Covariance matrix not calculated. diff --git a/reports/figures/results/VA/run-info.yaml b/reports/figures/results/VA/run-info.yaml new file mode 100644 index 0000000..7a81bae --- /dev/null +++ b/reports/figures/results/VA/run-info.yaml @@ -0,0 +1,45 @@ +diff_cols: [] +factor_map: + Cases1: !!python/tuple + - Pandemic + Cases2: !!python/tuple + - Pandemic + Cases3: !!python/tuple + - Pandemic + Cases4: !!python/tuple + - Pandemic + Cases5: !!python/tuple + - Pandemic + Cons2: !!python/tuple + - Consumption + Cons3: !!python/tuple + - Consumption + Cons4: !!python/tuple + - Consumption + Cons5: !!python/tuple + - Consumption + Deaths1: !!python/tuple + - Pandemic + Deaths2: !!python/tuple + - Pandemic + Deaths3: !!python/tuple + - Pandemic + Deaths4: !!python/tuple + - Pandemic + Deaths5: !!python/tuple + - Pandemic + GDP: !!python/tuple + - Consumption + Hosp1: !!python/tuple + - Pandemic + Hosp2: !!python/tuple + - Pandemic +global_multiplier: 0 +logdiff_cols: +- GDP +- Cons3 +- Cons4 +- Cons5 +- Cons2 +maxiter: 10000 +non_stationary_cols: null diff --git a/reports/figures/results/factors.csv b/reports/figures/results/factors.csv new file mode 100644 index 0000000..e48568d --- /dev/null +++ b/reports/figures/results/factors.csv @@ -0,0 +1,1442 @@ +Time,Factor_Pandemic,Factor_Consumption,Factor_GDP,Factor_Cons3,Factor_Cons4,Factor_Cons5,Factor_Cons2,Factor_Cases5,Factor_Cases2,Factor_Deaths5,Factor_Deaths2,Factor_Cases3,Factor_Deaths3,Factor_Cases4,Factor_Cases1,Factor_Hosp2,Factor_Hosp1,Factor_Deaths4,Factor_Deaths1,State +2/1/2012,-1.161054658334526,0.1700950178211212,294888.4089,22717.46446,43092.70514,135937.3315,65810.18635,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +3/1/2012,-1.1712219382075233,-0.0254673278052625,295976.4376,22726.87622,43088.33409,136033.213,65815.23537,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN 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+5/1/2016,-1.1718619866751536,0.761230745153413,327365.0904,25865.007,41635.97078,152857.2024,67500.97778,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +6/1/2016,-1.171861986675153,1.074345799684914,327719.5104,25912.02304,41575.23398,153053.3237,67487.25702,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +7/1/2016,-1.1718619866751547,0.0036653740674472,329493.3697,25997.46845,41576.47112,153476.6227,67573.93956,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +8/1/2016,-1.1718619866751545,0.7965667342074167,330907.1225,26054.60491,41532.69333,153732.9539,67587.29824,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +9/1/2016,-1.1718619866751547,0.9761792601343708,332237.1957,26105.32734,41479.12582,153951.7001,67584.45316,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +10/1/2016,-1.171861986675154,1.3275627819100575,332061.6622,26143.39384,41405.97663,154096.1261,67549.37046,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +11/1/2016,-1.1718619866751545,0.0130648553053298,332491.621,26228.99694,41408.46101,154520.9522,67637.45795,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +12/1/2016,-1.1718619866751532,1.062820291222767,332442.5569,26276.69806,41351.40025,154722.6639,67628.09831,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +1/1/2017,-1.1718619866751536,0.814923219336896,332411.2654,26323.81635,41318.59853,154710.7035,67642.41487,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +2/1/2017,-1.1718619866751538,-0.748240864620012,333101.1967,26427.78883,41375.59597,155034.4006,67803.3848,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +3/1/2017,-1.1718619866751538,-2.2422032088824078,334484.9875,26586.76264,41518.80829,155681.0363,68105.57093,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +4/1/2017,-1.1718619866751527,-0.2367571673658297,333517.7725,26672.56141,41547.92076,155899.657,68220.48217,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +5/1/2017,-1.1718619866751538,-2.017346328903107,333378.9911,26824.3011,41679.94936,156504.2394,68504.25046,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +6/1/2017,-1.171861986675154,-1.1042073397009255,332827.5764,26942.73024,41760.28918,156914.6624,68703.01942,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +7/1/2017,-1.1718619866751554,-1.5956179380693096,332636.729,27079.8533,41869.72878,157434.2967,68949.58208,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +8/1/2017,-1.1718619866751547,-0.0494604137754886,331744.0673,27159.44187,41890.47974,157620.1697,69049.92161,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +9/1/2017,-1.1718619866751545,0.9616977388556308,330398.9069,27201.05455,41853.27868,157587.3313,69054.33323,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +10/1/2017,-1.1718619866751545,-0.6692020893645583,331746.0556,27303.91881,41910.85002,157910.775,69214.76883,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +11/1/2017,-1.1718619866751547,-0.5207593332360836,333026.882,27401.34956,41960.39473,158203.643,69361.74429,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +12/1/2017,-1.1718619866751532,-0.6575321300301222,334372.2191,27504.11292,42018.41466,158528.1361,69522.52758,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +1/1/2018,-1.171861986675155,0.6857262057996163,335830.9271,27532.39042,42022.49554,158584.3455,69554.8782,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +2/1/2018,-1.1718619866751547,-0.1088585158734872,337652.2184,27590.94077,42073.01587,158815.5633,69663.94115,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +3/1/2018,-1.1718619866751545,-0.843759338713566,339814.2461,27677.68169,42166.67285,159209.4556,69844.33135,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +4/1/2018,-1.1718619866751552,-0.4343185730784811,340651.6773,27749.00915,42236.97695,159515.0387,69985.95523,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +5/1/2018,-1.171861986675154,-0.4625526593571707,341504.78,27821.60121,42309.35304,159828.293,70130.91574,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +6/1/2018,-1.1718619866751538,-0.9920715008413972,342610.6705,27914.77792,42413.14844,160260.1161,70327.8802,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +7/1/2018,-1.1718619866751534,-1.1388735396395502,343593.9013,28013.94154,42526.11829,160726.5235,70540.00603,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +8/1/2018,-1.1718619866751558,-1.225312539792173,344622.9563,28116.80891,42644.7746,161214.3555,70761.52206,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +9/1/2018,-1.1718619866751547,-0.2051369041418651,345170.4096,28180.32794,42703.86158,161476.8756,70884.12055,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +10/1/2018,-1.171861986675155,-0.5272190648414683,345115.5852,28256.53667,42782.32223,161812.5023,71038.78239,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +11/1/2018,-1.1718619866751532,-1.452306182291076,345507.4379,28369.14627,42915.97457,162356.7941,71285.03672,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +12/1/2018,-1.171861986675154,-1.5915798269607293,345971.961,28487.67329,43058.60117,162935.013,71546.18271,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +1/1/2019,-1.1718619866751534,-0.02376025134341,345641.3127,28554.89385,43098.47491,163272.3648,71653.28464,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +2/1/2019,-1.1718619866751545,1.1952598545051707,344731.6133,28574.14228,43066.03082,163335.4864,71640.09675,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +3/1/2019,-1.1718619866751532,2.0443497866616056,343422.6035,28559.88962,42983.35663,163207.3088,71543.17773,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +4/1/2019,-1.1718619866751534,2.305790498638025,343834.7908,28535.31305,42885.49827,163020.4044,71420.75059,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +5/1/2019,-1.1718619866751545,0.5829817513165556,345062.324,28578.62414,42889.89677,163221.5127,71468.46781,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +6/1/2019,-1.1718619866751545,0.6055684041004695,346278.7101,28621.09428,42893.11866,163417.8833,71514.16746,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +7/1/2019,-1.1718619866751538,1.134747365860839,347868.3973,28642.67505,42865.16522,163495.0815,71507.80242,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +8/1/2019,-1.171861986675154,0.3407913017241397,349837.4375,28695.68639,42884.35695,163751.7706,71580.01308,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +9/1/2019,-1.1718619866751545,0.5869461823839492,351687.0072,28739.00932,42889.13136,163953.2198,71628.118,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +10/1/2019,-1.171861986675154,1.5150140001057526,352250.437,28745.52101,42839.12772,163944.7851,71584.63364,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +11/1/2019,-1.1718619866751545,0.4011303387995145,353354.6063,28796.25355,42855.16751,164188.6638,71651.41352,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +12/1/2019,-1.1718619866751532,1.8508158889400264,353750.4515,28789.37292,42785.6343,164104.1757,71575.00722,0.0,0.0,0.0,0.0,0.0,,,,,,,,MN +1/1/2020,-1.171861986675154,0.9861317303098502,351659.6661,28863.18773,42721.44055,162777.9856,71584.62828,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,MN +2/1/2020,-1.171828268928335,0.4534595843512705,349834.7889,28958.08949,42688.97992,161575.9581,71647.06942,0.0,0.0,0.0,0.0,0.0,0.0,32.0,32.0,8.0,8.0,0.0,0.0,MN +3/1/2020,-1.1074042433183546,-1.97011914621256,349182.2168,29150.29687,42799.77712,160914.9868,71950.07399,689.0,689.0,17.0,17.0,629.0,12.0,2496.0,2486.0,644.0,644.0,56.0,56.0,MN +4/1/2020,-0.7413689057190762,-4.205125062980562,341846.7181,29434.12829,43043.80562,160746.785,72477.93391,4447.0,4447.0,326.0,326.0,4507.0,331.0,16598.0,16580.0,2500.0,2494.0,966.0,966.0,MN +5/1/2020,0.6906451089990373,0.4089479464891266,332302.1878,29531.66203,43014.66657,159553.8333,72546.3286,20072.0,20072.0,717.0,707.0,19714.0,707.0,36446.0,36424.0,3922.0,3920.0,986.0,986.0,MN +6/1/2020,-0.1139969130005269,2.226508821542537,321970.3646,29554.88234,42878.07235,157967.2855,72432.95469,11508.0,11508.0,422.0,395.0,11453.0,426.0,23430.0,23430.0,1686.0,1686.0,25.0,25.0,MN +7/1/2020,0.5309734525443854,1.783343138563086,329122.4911,29595.78021,42768.22692,156486.2957,72364.00713,18472.0,18472.0,164.0,161.0,18160.0,164.0,40386.0,40382.0,2338.0,2338.0,0.0,0.0,MN +8/1/2020,0.7634876767531077,1.8651201357467344,336193.5237,29632.98059,42654.04673,154995.8861,72287.02731,20676.0,20676.0,220.0,211.0,21401.0,226.0,41780.0,41772.0,2582.0,2580.0,138.0,138.0,MN +9/1/2020,0.992892273181646,0.9733793780953364,343642.9448,29706.37381,42592.77593,153702.9513,72299.14974,23270.0,23270.0,223.0,219.0,23270.0,223.0,52572.0,51884.0,2891.0,2889.0,266.0,256.0,MN +10/1/2020,3.4184132741725373,-0.1075010773287692,345657.2143,29824.04521,42595.3443,152642.6656,72419.38951,49338.0,48697.0,422.0,402.0,49338.0,422.0,124325.0,121061.0,6547.0,6501.0,861.0,809.0,MN +11/1/2020,14.618970938229396,-0.2137578243193527,347723.1506,29946.20117,42604.39615,151606.1215,72550.59732,170291.0,164262.0,1141.0,1083.0,170291.0,1141.0,366503.0,350488.0,14735.0,14441.0,3132.0,2906.0,MN +12/1/2020,7.712050864855097,2.8060658742921647,348334.9978,29943.3794,42436.37985,149944.2711,72379.75925,96539.0,88865.0,1730.0,1630.0,96539.0,1730.0,157830.0,145014.0,8282.0,7774.0,1556.0,1396.0,MN +1/1/2021,3.102255045949692,-4.618314473102906,349315.0535,30234.84896,42718.2834,150710.3426,72953.13236,46505.0,40820.0,886.0,801.0,46505.0,886.0,76766.0,66562.0,4009.0,3735.0,243.0,227.0,MN +2/1/2021,0.9265461351287824,-4.880533535757382,350458.1522,30538.94707,43018.9623,151544.294,73557.90937,22787.0,19225.0,283.0,260.0,22787.0,283.0,44225.0,37332.0,2375.0,2217.0,0.0,0.0,MN +3/1/2021,1.9998847544067293,-2.919871087896867,350687.0424,30761.49324,43205.94111,151979.79,73967.43435,34044.0,27932.0,237.0,123.0,34935.0,375.0,82169.0,68447.0,3986.0,3648.0,22.0,22.0,MN +4/1/2021,4.025888653492563,-3.2612264818074115,352789.9356,30999.05461,43415.41344,152496.8925,74414.46804,56283.0,47210.0,311.0,278.0,56283.0,311.0,109725.0,91789.0,5864.0,5370.0,24.0,24.0,MN +5/1/2021,1.1869537081097306,-3.3454183978030607,354947.9035,31240.90961,43632.17325,153041.8528,74873.08285,25638.0,21035.0,282.0,265.0,25572.0,282.0,39451.0,32889.0,2804.0,2640.0,0.0,0.0,MN +6/1/2021,-0.8047664581238809,-2.908233085768065,356904.7619,31464.51523,43824.72414,153504.1747,75289.23938,3915.0,3263.0,168.0,158.0,3981.0,168.0,8004.0,6722.0,1006.0,964.0,0.0,0.0,MN +7/1/2021,-0.4773039697053704,-3.533402980788915,356240.6095,31715.98296,44057.27846,154108.7502,75773.26143,7543.0,6194.0,76.0,73.0,7336.0,74.0,22234.0,18757.0,1760.0,1645.0,0.0,0.0,MN +8/1/2021,2.26126665013728,-3.895757556452589,355796.234,31984.38734,44314.34853,154800.8485,76298.73587,37056.0,32739.0,136.0,130.0,37263.0,143.0,83623.0,73762.0,4625.0,4425.0,32.0,32.0,MN +9/1/2021,4.469581956692372,-4.403476978708225,355641.3088,32276.64201,44605.27104,155612.6507,76881.91305,61130.0,51189.0,296.0,250.0,61130.0,352.0,138105.0,116361.0,6064.0,5632.0,209.0,195.0,MN +10/1/2021,5.882209073236569,-2.431039804979513,356688.4862,32481.9755,44777.06654,156010.6487,77259.04204,76456.0,64352.0,537.0,478.0,76456.0,537.0,156649.0,130449.0,6848.0,6426.0,469.0,419.0,MN +11/1/2021,9.83842665838088,-2.0661978684564097,357572.4478,32671.15059,44927.89763,156337.9653,77599.04822,116866.0,93663.0,713.0,661.0,124820.0,713.0,246831.0,196352.0,10390.0,9565.0,1044.0,943.0,MN +12/1/2021,9.03851218505931,-2.500345211905098,358686.9851,32880.15079,45107.24413,156766.7724,77987.39492,109842.0,86499.0,1150.0,1045.0,109842.0,1150.0,268807.0,212654.0,9325.0,8702.0,540.0,494.0,MN +1/1/2022,26.38915678235739,-0.3009135825214599,358706.4148,32867.43841,45272.38586,156996.0617,78139.82428,299541.0,240471.0,905.0,1539.0,299541.0,905.0,608613.0,489238.0,12833.0,12363.0,800.0,697.0,MN +2/1/2022,7.280109762214207,0.2055426560560211,358483.8601,32832.71481,45405.17677,157116.9848,78237.89157,91823.0,74930.0,728.0,698.0,91823.0,728.0,92503.0,77119.0,4088.0,3990.0,37.0,29.0,MN +3/1/2022,0.3174412988316692,2.8134122023654697,356982.3031,32681.06923,45373.51324,156674.0094,78054.58247,15974.0,13353.0,349.0,299.0,15974.0,349.0,25862.0,21677.0,1631.0,1611.0,0.0,0.0,MN +4/1/2022,0.9531471573952232,-2.5632194676252587,359419.9715,32773.37677,45678.50963,157397.3166,78451.8864,22997.0,19111.0,140.0,100.0,22997.0,140.0,56012.0,46775.0,2102.0,2052.0,0.0,0.0,MN +5/1/2022,3.861499559637124,0.4084577681160821,360383.4015,32732.29763,45796.18425,157477.78,78528.48188,54621.0,45245.0,165.0,125.0,54621.0,165.0,115062.0,94381.0,4322.0,4155.0,34.0,28.0,MN +6/1/2022,3.034064831977589,3.20875493354945,359945.6733,32565.98549,45735.87991,156951.3489,78301.86541,45672.0,37328.0,184.0,173.0,45672.0,184.0,85563.0,69933.0,3873.0,3759.0,11.0,8.0,MN +7/1/2022,2.309703059369752,-4.573788116727272,363169.1208,32751.36349,46167.95114,158117.438,78919.31462,37724.0,30444.0,166.0,147.0,37724.0,166.0,83071.0,66893.0,4237.0,4122.0,0.0,0.0,MN +8/1/2022,2.534764694975244,-1.922748688376818,365077.832,32818.35963,46432.84732,158711.5285,79251.20695,40255.0,32712.0,136.0,125.0,40255.0,136.0,73590.0,60023.0,3903.0,3810.0,26.0,16.0,MN +9/1/2022,1.9428139068359824,-1.338609789655672,366695.5555,32859.83537,46660.59893,159180.554,79520.4343,33978.0,27981.0,222.0,207.0,33978.0,222.0,26597.0,22073.0,1944.0,1887.0,19.0,15.0,MN +10/1/2022,-0.7905311901487764,-1.0628162603813212,366365.2777,32889.67526,46870.61511,159591.2873,79760.29037,5968.0,5025.0,44.0,40.0,0.0,0.0,23194.0,19166.0,2043.0,1970.0,33.0,20.0,MN +11/1/2022,-1.2091971778076225,-3.0570636117941308,367058.616,33011.12679,47210.39355,160445.292,80221.52034,0.0,0.0,0.0,0.0,0.0,,23433.0,20035.0,2230.0,2173.0,85.0,53.0,MN +12/1/2022,-1.1622831146863413,-3.348836367079479,367915.6151,33147.20894,47570.84826,161370.0134,80718.05719,0.0,0.0,0.0,0.0,0.0,,24060.0,20362.0,2422.0,2372.0,70.0,37.0,MN +2/1/2012,1.1218847831365997,0.6174203110345873,718953.5051,46458.56983,97025.18124,315340.4658,143483.7511,0.0,0.0,0.0,0.0,0.0,,,,,,,,IL +3/1/2012,1.1799605565125115,0.4658808211848997,722927.0567,46470.07069,96987.04066,315373.4897,143457.1113,0.0,0.0,0.0,0.0,0.0,,,,,,,,IL +4/1/2012,1.1974497833326805,0.1471295836336736,724230.836,46508.98871,97006.3218,315592.7276,143515.3105,0.0,0.0,0.0,0.0,0.0,,,,,,,,IL +5/1/2012,1.2023242119620872,-1.3041832129832005,727298.5879,46661.19487,97261.90596,316580.7052,143923.1008,0.0,0.0,0.0,0.0,0.0,,,,,,,,IL 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+11/1/2016,0.8500476352643525,0.4335747844288256,252828.8465,16154.54022,32078.28529,115307.1678,48232.82551,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +12/1/2016,0.8500476352643502,1.5131942576644963,253100.9265,16142.14841,32048.14459,115291.6195,48190.293,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +1/1/2017,0.8500476352643505,1.6197328582972768,252160.2725,16109.15838,32031.7955,115160.8354,48140.96179,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +2/1/2017,0.8500476352643493,-0.0097635376068274,251771.526,16111.28477,32085.01468,115280.5406,48196.31524,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +3/1/2017,0.8500476352643473,-1.5676771008962294,251908.1242,16147.00224,32205.08094,115640.4959,48352.10687,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +4/1/2017,0.8500476352643467,0.4967974638746142,253027.8471,16138.37822,32236.62808,115682.718,48375.03783,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +5/1/2017,0.8500476352643529,-1.357368576362492,254772.5309,16169.7678,32348.00972,116011.5658,48517.81694,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +6/1/2017,0.8500476352643473,-0.4230593283504791,256200.6332,16181.11799,32419.26948,116196.5695,48600.43472,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +7/1/2017,0.8500476352643511,-0.942316216752442,256906.8045,16203.76757,32513.10916,116462.5889,48716.93184,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +8/1/2017,0.8500476352643501,0.6478252588305582,257068.7039,16192.14588,32538.05623,116482.0173,48730.26496,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +9/1/2017,0.8500476352643502,1.6846151302343408,256874.7594,16158.24342,32517.93579,116340.5358,48676.24964,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +10/1/2017,0.8500476352643536,-0.0131565241102622,257054.172,16161.03131,32571.40312,116462.6935,48732.51256,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +11/1/2017,0.8500476352643509,0.1308749552238449,257184.8974,16160.78477,32618.6052,116562.6648,48779.47578,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +12/1/2017,0.8500476352643535,-0.0201413630161173,257368.1062,16163.8624,32672.36867,116686.2965,48836.32455,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +1/1/2018,0.8500476352643482,1.9977289101628597,257562.7627,16160.87784,32600.88144,116691.5125,48761.84466,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +2/1/2018,0.8500476352643449,1.1626953506852762,258041.0376,16175.7801,32565.86914,116825.722,48741.72667,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +3/1/2018,0.8500476352643552,0.3895051393970332,258783.2283,16207.28449,32564.53139,117079.7341,48771.88547,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +4/1/2018,0.8500476352643529,0.8010047642987836,258184.7366,16229.82801,32545.40628,117268.9249,48775.29602,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +5/1/2018,0.8500476352643483,0.7596888887452765,257602.864,16253.18489,32528.15955,117463.8917,48781.39837,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +6/1/2018,0.8500476352643473,0.1996206619985656,257215.3956,16288.62505,32535.28994,117746.1063,48823.96115,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +7/1/2018,0.8500476352643496,0.0357370219359088,258404.0326,16327.59776,32549.60784,118053.8031,48877.24404,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +8/1/2018,0.8500476352643509,-0.0654393417147672,259626.3663,16368.76125,32568.4012,118377.2957,48937.19317,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +9/1/2018,0.8500476352643493,0.9791323275033476,260484.5592,16387.0726,32541.91267,118535.4476,48929.00826,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +10/1/2018,0.8500476352643459,0.6345993940779326,259468.5285,16412.83525,32530.46467,118747.3988,48943.31522,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +11/1/2018,0.8500476352643471,-0.3341034652207781,258790.3899,16459.78061,32561.13359,119112.5534,49020.92185,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +12/1/2018,0.850047635264346,-0.4893262177674519,258167.2799,16510.17056,32598.65493,119502.6195,49108.8255,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +1/1/2019,0.8500476352643507,0.3803921017031577,258350.9058,16518.75319,32621.08059,119704.846,49139.83379,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +2/1/2019,0.8500476352643491,1.6387639596052743,258101.1062,16499.62741,32588.78017,119706.0818,49088.40758,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +3/1/2019,0.8500476352643479,2.5144855638771104,257550.5057,16461.28578,32518.50278,119567.309,48979.78857,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +4/1/2019,0.8500476352643522,2.782195945951837,257450.9625,16417.16767,32436.78266,119385.7715,48853.95032,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +5/1/2019,0.8500476352643557,0.9958514261946232,257963.4552,16412.21994,32432.43428,119488.5577,48844.65421,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +6/1/2019,0.8500476352643552,1.016118346686337,258468.1857,16406.83131,32427.20699,119587.9383,48834.0383,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +7/1/2019,0.8500476352643522,1.5609353087872897,258742.3474,16389.53228,32398.42771,119600.2053,48787.95999,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +8/1/2019,0.850047635264352,0.7361607694337968,259300.2942,16390.27107,32405.29546,119743.8528,48795.56653,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +9/1/2019,0.8500476352643515,0.9880404543814474,259770.6135,16385.50637,32401.27669,119847.1513,48786.78305,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +10/1/2019,0.8500476352643521,1.9458783889611,260251.6384,16359.83144,32355.89506,119797.1437,48715.72649,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +11/1/2019,0.850047635264355,0.7901326394407362,261132.022,16359.39343,32360.41333,119931.6098,48719.80676,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +12/1/2019,0.8500476352643491,2.288084042508209,261488.7661,16326.30761,32300.33593,119826.3437,48626.64355,0.0,0.0,0.0,0.0,0.0,,,,,,,,CT +1/1/2020,0.8500399842943805,0.9299457669704124,258428.0959,16346.24225,32275.59249,119348.6504,48621.83474,0.0,0.0,0.0,0.0,0.0,0.0,34.0,34.0,30.0,30.0,0.0,0.0,CT +2/1/2020,0.8500427496703075,0.3764667589544253,255567.4199,16378.18493,32274.75166,118960.5054,48652.93659,0.0,0.0,0.0,0.0,0.0,0.0,74.0,54.0,34.0,30.0,0.0,0.0,CT +3/1/2020,0.1735960142121584,-2.134563315776668,253561.5029,16465.13842,32382.24572,118971.2517,48847.38414,3128.0,3128.0,69.0,69.0,3128.0,69.0,7618.0,7202.0,2990.0,2868.0,424.0,404.0,CT +4/1/2020,-20.56674556839444,-4.451081794130752,248152.2235,16603.68116,32590.7212,119350.0972,49194.40236,24572.0,23012.0,2188.0,1429.0,24572.0,2188.0,18643.0,16679.0,7834.0,7453.0,4869.0,3711.0,CT +5/1/2020,-15.663649017178985,0.3224388828187443,241139.0115,16637.04204,32592.46841,118970.244,49229.51045,14501.0,14049.0,1687.0,1389.0,14501.0,1687.0,7294.0,6469.0,2944.0,2844.0,1725.0,1333.0,CT +6/1/2020,-2.851084751290365,2.201862236824736,233554.8914,16628.6367,32512.68669,118294.5659,49141.32339,4313.0,4345.0,378.0,369.0,4313.0,378.0,59839.0,58597.0,811.0,791.0,92.0,64.0,CT +7/1/2020,-0.2268626535743497,1.7418030030354237,239221.1659,16630.31637,32453.03347,117694.6185,49083.34984,3296.0,3320.0,110.0,98.0,3296.0,110.0,8034.0,7783.0,315.0,301.0,0.0,0.0,CT +8/1/2020,0.5268895293501168,1.824934673298742,244825.7054,16630.04551,32389.94953,117084.5189,49019.99503,3069.0,2899.0,33.0,29.0,3069.0,33.0,7025.0,6635.0,391.0,379.0,0.0,0.0,CT +9/1/2020,0.4291369384464955,0.9003222172494983,250703.5919,16650.1886,32366.92858,116621.0925,49017.11718,4671.0,4376.0,43.0,30.0,4671.0,43.0,9173.0,8476.0,323.0,311.0,0.0,0.0,CT +10/1/2020,-0.2073137380163541,-0.2203338135634576,251793.0161,16695.19382,32392.37007,116333.0885,49087.56389,13657.0,12390.0,108.0,98.0,13657.0,108.0,32892.0,29315.0,629.0,501.0,0.0,0.0,CT +11/1/2020,-3.105214329907888,-0.3321645784446239,252920.2562,16742.71936,32422.73088,116062.9317,49165.45024,46088.0,41972.0,404.0,317.0,46088.0,404.0,82662.0,77338.0,3192.0,2889.0,264.0,178.0,CT +12/1/2020,-8.694791364648562,2.7921874374060014,252991.5292,16720.46366,32318.23451,115311.7254,49038.69817,68413.0,65188.0,975.0,829.0,68413.0,975.0,122539.0,118680.0,4044.0,3733.0,763.0,640.0,CT +1/1/2021,-9.438184323492306,-5.202438476040758,252226.92,16925.49793,32511.19174,115757.0933,49436.68227,64315.0,60135.0,1051.0,887.0,64315.0,1051.0,75508.0,73709.0,2660.0,2440.0,389.0,305.0,CT +2/1/2021,-4.78889061066077,-5.472342885949734,251590.608,17137.30107,32718.59314,116255.6251,49855.87946,29923.0,26238.0,576.0,513.0,29923.0,576.0,2310.0,2046.0,1569.0,1437.0,232.0,190.0,CT +3/1/2021,-1.7486633210712328,-3.4412281182414834,250311.444,17302.96043,32839.71505,116449.7897,50142.65348,30942.0,26183.0,264.0,223.0,30678.0,267.0,17839.0,15043.0,1186.0,1031.0,22.0,16.0,CT +4/1/2021,-1.2012165779167736,-3.792953070787328,251760.4183,17476.61315,32978.16839,116708.0423,50454.75236,28345.0,24035.0,211.0,182.0,28609.0,208.0,802.0,650.0,32.0,18.0,122.0,90.0,CT +5/1/2021,-0.5303547268277669,-3.8785696847397615,253249.2299,17652.2759,33122.37086,116989.0364,50774.61047,8273.0,6920.0,141.0,118.0,8108.0,141.0,207251.0,176713.0,165.0,155.0,0.0,0.0,CT +6/1/2021,0.4584991977879012,-3.424536281837338,254595.0909,17817.21492,33248.41068,117208.2922,51065.58229,1846.0,1462.0,40.0,29.0,2011.0,40.0,11981.0,10375.0,17.0,13.0,0.0,0.0,CT +7/1/2021,0.7031405641166426,-4.07038213854374,254926.8302,17997.54568,33405.00147,117537.5117,51402.49685,5397.0,4200.0,15.0,15.0,4983.0,15.0,23255.0,19258.0,37.0,33.0,0.0,0.0,CT +8/1/2021,0.2136751813244318,-4.444269045573561,255409.0092,18187.16865,33580.34763,117934.6009,51767.45904,18171.0,15248.0,65.0,61.0,18737.0,65.0,33064.0,27220.0,74.0,66.0,0.0,0.0,CT +9/1/2021,-1.8021154112204891,-4.968762285844072,256093.3326,18390.09314,33781.48329,118423.8023,52171.51223,17273.0,14399.0,271.0,170.0,17273.0,271.0,39510.0,33358.0,55.0,51.0,0.0,0.0,CT +10/1/2021,-0.4717251622601855,-2.925788999700517,256608.4435,18543.17225,33892.56803,118599.2248,52435.66935,12238.0,11435.0,135.0,130.0,12238.0,135.0,258.0,236.0,22.0,16.0,53.0,48.0,CT +11/1/2021,-0.5301488844380238,-2.546770257964052,257008.9397,18686.60462,33988.00761,118722.4126,52674.53469,19109.0,17953.0,141.0,114.0,19109.0,141.0,19826.0,18428.0,15.0,13.0,0.0,0.0,CT +12/1/2021,-1.64631154799111,-2.994857329646518,257577.8561,18840.97239,34105.23304,118924.1087,52946.12129,88496.0,74788.0,255.0,200.0,88496.0,255.0,314.0,282.0,11.0,11.0,162.0,159.0,CT +1/1/2022,-7.4705062583101105,0.6223335730290174,258018.1749,18817.00832,34145.74771,119037.5537,52962.6793,189212.0,169848.0,850.0,659.0,189212.0,850.0,1537.0,1402.0,103.0,97.0,784.0,734.0,CT +2/1/2022,-3.652900005022513,1.130011273405239,258279.6907,18780.62818,34162.79741,119069.5052,52943.35624,23989.0,20412.0,460.0,417.0,23989.0,460.0,55808.0,48167.0,32.0,32.0,240.0,224.0,CT +3/1/2022,-2.159500253315799,3.813552375000249,257613.2739,18677.6197,34057.37671,118675.0233,52734.9346,10203.0,8854.0,306.0,257.0,12644.0,309.0,67950.0,59635.0,15.0,15.0,34.0,32.0,CT +4/1/2022,0.1396797572794748,-1.7676193094662391,257771.3065,18714.21951,34205.58339,119164.6307,52919.74806,21506.0,19029.0,74.0,53.0,22248.0,71.0,122.0,104.0,2.0,2.0,86.0,76.0,CT 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+12/1/2019,-1.188176867141346,1.280203150965742,735192.8912,54410.76073,109065.9767,370193.3427,163476.8278,0.0,0.0,0.0,0.0,0.0,,,,,,,,PA +1/1/2020,-1.1881768671413495,0.8048771230377341,729963.6754,54577.88013,108925.186,367902.8384,163503.1412,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,PA +2/1/2020,-1.185093506981917,0.3265531070595389,725289.097,54784.79037,108865.2351,365890.8346,163650.0855,0.0,0.0,0.0,0.0,0.0,0.0,134.0,110.0,20.0,20.0,0.0,0.0,PA +3/1/2020,-0.4806800214133213,-1.8514996397113168,723044.0157,55175.81932,109170.6444,365104.8284,164346.5089,4959.0,4889.0,63.0,63.0,4963.0,63.0,28638.0,27826.0,4646.0,4630.0,446.0,442.0,PA +4/1/2020,0.9174571228764812,-3.8601659096693335,701952.0971,55740.48036,109816.063,365442.2744,165556.5736,43175.0,42415.0,2229.0,2186.0,42990.0,2466.0,81714.0,80288.0,14044.0,13978.0,7441.0,7333.0,PA +5/1/2020,0.0584924134108839,0.2875069391543032,676298.3939,55952.45863,109764.6568,363453.1232,165717.1305,27806.0,26821.0,3275.0,2726.0,27710.0,3044.0,46372.0,45690.0,6476.0,6468.0,2220.0,2216.0,PA +6/1/2020,-0.275391406007496,1.921698350351611,649071.0274,56023.51326,109438.9414,360564.0384,165462.4546,15114.0,14439.0,1120.0,1457.0,14810.0,1089.0,33668.0,32946.0,3302.0,3292.0,216.0,216.0,PA +7/1/2020,0.1775274830287756,1.523826360770438,667863.1278,56127.90202,109181.3493,357911.1522,165309.2364,26017.0,24908.0,517.0,528.0,25679.0,547.0,52074.0,50592.0,3994.0,3980.0,224.0,224.0,PA +8/1/2020,-0.0551923620451859,1.597785968162026,686465.1306,56225.11841,108912.555,355232.3379,165137.6435,22644.0,21481.0,469.0,456.0,22274.0,454.0,42788.0,41250.0,3116.0,3086.0,188.0,188.0,PA +9/1/2020,0.1895076313999694,0.7966665667573227,705819.573,56390.87741,108778.7489,353002.54,165169.5815,25399.0,23715.0,469.0,442.0,25512.0,470.0,53164.0,50348.0,2650.0,2620.0,188.0,188.0,PA +10/1/2020,1.5380797358065497,-0.174502460253445,709780.7693,56640.63246,108807.9351,351305.4869,165448.5078,49597.0,44701.0,670.0,629.0,49513.0,665.0,108939.0,99821.0,5956.0,5830.0,716.0,654.0,PA +11/1/2020,7.89308573850467,-0.2696834350481125,713848.1424,56898.89193,108853.6723,349662.7219,165752.4896,154983.0,138929.0,1571.0,1211.0,155565.0,1559.0,370166.0,336272.0,16222.0,15502.0,6471.0,5908.0,PA +12/1/2020,12.192002780815296,2.4450745232960505,714931.1636,56919.572,108446.9015,346574.4093,165366.3843,278875.0,238930.0,5595.0,4680.0,279558.0,5673.0,554742.0,470232.0,17741.0,16646.0,9300.0,8028.0,PA +1/1/2021,7.412363534049627,-4.804611930544364,715059.941,57646.55114,109182.4624,347717.8763,166828.9321,202380.0,158725.0,5624.0,4817.0,203060.0,5626.0,360678.0,287113.0,11110.0,10412.0,3362.0,2969.0,PA +2/1/2021,2.670544486541052,-5.025902361501551,715535.9519,58396.37869,109965.9027,349022.4355,168362.2076,86864.0,66473.0,2419.0,2255.0,87993.0,2339.0,161939.0,127088.0,5928.0,5574.0,438.0,423.0,PA +3/1/2021,3.625829557174359,-3.24963366915291,714162.5598,58988.70917,110458.5636,349414.9975,169447.2068,93719.0,71297.0,1072.0,1110.0,95393.0,1094.0,205519.0,160625.0,6587.0,6163.0,364.0,354.0,PA +4/1/2021,4.462437594627417,-3.542963670960518,716627.8296,59607.98217,111008.5669,350001.9842,170616.4907,125866.0,96894.0,1125.0,1147.0,127806.0,1120.0,242067.0,189601.0,8214.0,7713.0,546.0,527.0,PA +5/1/2021,0.8078130786642815,-3.60564133839669,719223.6477,60233.8318,111577.0546,350659.1098,171810.8356,50716.0,38092.0,996.0,936.0,52431.0,1005.0,86937.0,66038.0,3787.0,3543.0,114.0,111.0,PA +6/1/2021,-0.8243980572148741,-3.200123007138472,721430.7367,60822.81003,112083.4849,351133.1393,172906.2516,9420.0,7008.0,464.0,429.0,10643.0,464.0,16677.0,12903.0,1160.0,1118.0,0.0,0.0,PA +7/1/2021,-0.3923818461375098,-3.750081816829415,723121.986,61464.07038,112692.085,351938.438,174156.1194,13522.0,10359.0,174.0,197.0,14205.0,172.0,35228.0,27615.0,1757.0,1666.0,0.0,0.0,PA +8/1/2021,2.4949013279878405,-4.064163976503597,725233.6173,62136.84976,113363.2762,352948.4845,175500.0973,69312.0,53469.0,383.0,810.0,71310.0,385.0,159027.0,125754.0,5089.0,4699.0,213.0,189.0,PA +9/1/2021,5.34259895379555,-4.509320463320828,727914.0127,62854.89864,114120.972,354235.4548,176975.8493,129572.0,103163.0,1165.0,997.0,132222.0,1165.0,280026.0,225717.0,6953.0,6519.0,826.0,730.0,PA +10/1/2021,4.935871899726112,-2.7254997182720726,732999.4581,63402.36695,114573.7678,354585.3869,177976.1206,134999.0,108533.0,2054.0,1496.0,137297.0,2052.0,262509.0,210943.0,7936.0,7383.0,1168.0,1062.0,PA +11/1/2021,7.027907797853299,-2.386977148748514,737714.9464,63916.56796,114972.7651,354781.2042,178889.326,155026.0,118632.0,1967.0,1587.0,155986.0,1969.0,354302.0,282308.0,9154.0,8455.0,2088.0,1888.0,PA +12/1/2021,15.945435082862518,-2.766971453544302,742872.9984,64467.90249,115444.5856,355213.6047,179912.4881,299504.0,244434.0,3284.0,2786.0,299504.0,3284.0,730634.0,606136.0,13514.0,12830.0,3805.0,3564.0,PA +1/1/2022,25.242956368182057,-1.0670171626375191,739490.3001,64444.49327,116023.843,356077.7412,180468.3433,625057.0,532664.0,3876.0,3196.0,625057.0,3876.0,1115202.0,925817.0,16089.0,15501.0,4313.0,3967.0,PA +2/1/2022,2.2337219804538493,-0.6002924365221983,735646.8183,64377.90888,116518.456,356692.2676,180896.3787,95555.0,78955.0,2635.0,2571.0,95944.0,2635.0,146591.0,117605.0,4537.0,4356.0,145.0,129.0,PA +3/1/2022,-0.2351587665699409,1.755096957129608,729230.3888,64082.04268,116588.6986,356021.4225,180670.7619,24317.0,18717.0,1059.0,1188.0,23928.0,1059.0,42010.0,32627.0,1611.0,1538.0,0.0,0.0,PA +4/1/2022,0.7522584817358362,-3.066751478034918,733908.5632,64264.51031,117522.2724,357996.9782,181786.8101,38866.0,30780.0,402.0,287.0,38866.0,402.0,84356.0,66519.0,1888.0,1801.0,0.0,0.0,PA +5/1/2022,4.0806440194659785,-0.3850218672436194,735578.8498,64185.41156,117972.7105,358507.7542,182158.1562,105433.0,83653.0,353.0,243.0,87105.0,470.0,228822.0,178123.0,4648.0,4441.0,111.0,105.0,PA +6/1/2022,2.1807066944325344,2.142571861804449,734393.905,63860.71799,117962.3437,357631.7281,181823.1022,80605.0,63270.0,582.0,372.0,98933.0,619.0,146742.0,114679.0,3577.0,3437.0,47.0,41.0,PA +7/1/2022,2.940719018053398,-4.84253741581673,739165.4308,64225.66324,119220.6253,360609.4286,183446.3358,83892.0,67292.0,439.0,338.0,74336.0,398.0,180148.0,141101.0,3978.0,3837.0,34.0,32.0,PA +8/1/2022,2.304951928068097,-2.449815118399622,741264.1709,64358.45834,120046.9578,362282.0488,184405.4701,95753.0,75145.0,511.0,584.0,105309.0,552.0,152316.0,116802.0,2919.0,2753.0,48.0,41.0,PA +9/1/2022,0.4485767275239769,-1.9150554685834769,742782.9148,64441.19803,120776.3946,363667.26,185217.6531,68601.0,53211.0,497.0,347.0,68601.0,497.0,70589.0,53420.0,1698.0,1600.0,19.0,19.0,PA +10/1/2022,0.0400454206180934,-1.6577200548219542,742953.6816,64501.10868,121458.9201,364917.0431,185960.0956,12431.0,9877.0,110.0,89.0,0.0,0.0,55166.0,41252.0,1669.0,1590.0,60.0,48.0,PA +11/1/2022,-0.15169749586964,-3.441013367169263,745196.2686,64740.67557,122477.053,367178.9291,187217.8021,0.0,0.0,0.0,0.0,0.0,,48504.0,36869.0,1456.0,1373.0,41.0,35.0,PA +12/1/2022,0.1445042684481936,-3.694296448868446,747769.8724,65008.93365,123548.6223,369602.1921,188557.6361,0.0,0.0,0.0,0.0,0.0,,62529.0,49042.0,1887.0,1808.0,90.0,78.0,PA +2/1/2012,1.0277863077790517,0.9180016130090688,437236.0574,27727.81154,58369.04583,203748.874,86096.85737,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +3/1/2012,1.0234465029518196,0.7081943357273119,437479.8215,27743.14433,58353.48674,203852.9854,86096.63107,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +4/1/2012,1.018687205607272,0.2934480983649441,438989.9799,27774.81826,58372.45242,204077.1968,86147.27068,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +5/1/2012,1.0135030727655334,-1.5145970141755136,441569.227,27874.1454,58533.60935,204798.496,86407.75474,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +6/1/2012,1.0078931876126191,-1.0136163758234171,443878.0791,27956.30065,58658.62954,205393.6151,86614.93019,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +7/1/2012,1.0018614700069206,-0.3316770673563716,444952.2759,28014.36234,58733.08937,205811.7188,86747.45171,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +8/1/2012,0.9954169864515654,1.9589353549322064,444693.0802,27988.50862,58631.79282,205613.3566,86620.30144,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +9/1/2012,0.9885741356837716,1.743158582120183,444572.8688,27971.46315,58549.24835,205479.7567,86520.7115,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +10/1/2012,0.9813526901006696,1.7161260807076173,443345.4844,27956.18662,58470.68678,205359.2015,86426.8734,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +11/1/2012,0.9737776792456554,-1.0127129080887982,443733.7283,28042.64529,58605.01214,205985.987,86647.65743,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +12/1/2012,0.9658791092211554,-0.5990521648730576,443892.915,28114.67995,58709.15471,206506.8146,86823.83466,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +1/1/2013,0.9576915206628088,0.9699010377242518,443749.723,28128.98324,58693.24251,206657.6047,86822.22575,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +2/1/2013,0.9492533971165504,2.2969319200151936,442839.6404,28094.54374,58575.8795,206450.0376,86670.42324,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +3/1/2013,0.9406064445055262,-1.4423389717489885,444132.2273,28199.79114,58749.86389,207268.8398,86949.65503,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +4/1/2013,0.9317947700476618,-1.020059322112154,445150.2153,28290.17409,58892.78544,207978.4831,87182.95953,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +5/1/2013,0.9228639947692964,0.0837446160785413,445529.3205,28339.95809,58951.1847,208389.6644,87291.14279,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +6/1/2013,0.9138603371270428,1.2366557659662336,445238.3728,28347.04825,58920.90133,208486.7823,87267.94958,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +7/1/2013,0.9048297059294138,0.5628176122053198,446672.0274,28379.84523,58944.20381,208772.8161,87324.04904,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +8/1/2013,0.8958168387623623,0.8003676536611233,447969.691,28404.16379,58950.02134,208996.355,87354.18514,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +9/1/2013,0.8868645177665521,-0.0503300828779548,449776.5633,28460.88134,59023.16593,209458.1979,87484.04727,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +10/1/2013,0.8780128884115903,0.9454456034527898,450460.1758,28480.54829,59019.5664,209647.2739,87500.11469,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +11/1/2013,0.869298899530355,0.8598930964715952,451199.0459,28503.78546,59023.50945,209862.4866,87527.29492,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +12/1/2013,0.8607558750318927,1.196585876915278,451740.8213,28514.6546,59001.99835,209986.4817,87516.65295,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +1/1/2014,0.8524132200820217,0.502558756123964,449677.9366,28543.75656,59043.66042,210352.2181,87587.41697,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +2/1/2014,0.8442962576932855,-0.4753116491544148,448208.9742,28610.1611,59162.53005,210992.4792,87772.69115,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +3/1/2014,0.8364261860089999,0.608581057407725,446110.0221,28635.93809,59197.43425,211332.7336,87833.37234,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +4/1/2014,0.828820142333158,0.5745866836069143,447498.978,28663.28603,59235.65825,211683.9916,87898.94428,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +5/1/2014,0.8214913572142234,0.4229312664462801,448978.5171,28696.66113,59286.40484,212079.216,87983.06597,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +6/1/2014,0.8144493805601543,-0.0144981483862295,450719.6584,28746.93065,59372.10657,212598.8742,88119.03722,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +7/1/2014,0.8077003616648448,0.2824000046844455,453541.0408,28786.20344,59435.14391,213036.8172,88221.34735,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA +8/1/2014,0.8012473659198207,-0.9381127902756912,457097.0274,28872.29389,59594.87095,213821.0389,88467.16484,0.0,0.0,0.0,0.0,0.0,,,,,,,,MA 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+12/1/2012,1.1271301781870973,-0.80759300183827,1354369.191,66074.9754,158048.0749,538874.4744,224123.0503,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +1/1/2013,1.1271301780691023,0.5822919601919287,1343561.041,66166.43681,158161.5354,539491.9566,224327.9639,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +2/1/2013,1.1271301780837917,2.008037284433754,1330488.684,66142.92116,158000.7447,539172.6805,224143.6494,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +3/1/2013,1.1271301780819627,-2.0585694163574533,1324058.284,66448.13557,158625.4615,541533.3884,225073.5724,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +4/1/2013,1.127130178082191,-1.612226011899936,1330764.351,66718.44455,159166.6336,543609.361,225885.0452,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +5/1/2013,1.1271301780821563,-0.4259933891726988,1335560.968,66893.01389,159479.3915,544905.2487,226372.3641,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +6/1/2013,1.1271301780821652,0.8141933758718075,1338338.701,66966.64954,159551.8038,545379.2923,226518.404,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +7/1/2013,1.127130178082162,0.0744419020788065,1342243.687,67100.82154,159768.7972,546346.773,226869.5611,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +8/1/2013,1.127130178082162,0.3235413014541688,1345741.142,67214.79,159937.97,547150.1002,227152.6943,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +9/1/2013,1.1271301780821648,-0.606682045040128,1350769.079,67405.31758,160289.5126,548576.8833,227694.7563,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +10/1/2013,1.1271301780821628,0.4657185592070916,1357112.227,67507.97926,160432.3221,549288.8297,227940.2194,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +11/1/2013,1.1271301780821623,0.366245737096082,1363607.935,67618.92142,160595.1388,550068.5522,228213.9702,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +12/1/2013,1.1271301780821643,0.7251420289318314,1369492.869,67700.32522,160688.1588,550608.4205,228388.386,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +1/1/2014,1.1271301780821674,-0.2823467192433164,1367096.476,67803.91026,161040.2938,551899.4717,228844.1144,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +2/1/2014,1.1271301780821648,-1.3446736306121263,1366496.088,67996.01973,161602.4188,553909.9683,229598.3571,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +3/1/2014,1.1271301780821716,-0.1710553852444232,1363964.971,68091.48357,161934.5787,555132.0178,230025.9891,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +4/1/2014,1.1271301780821588,-0.2091308489145703,1367891.06,68190.54849,162274.8892,556381.681,230465.3728,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +5/1/2014,1.1271301780821623,-0.3744666245957208,1372095.208,68303.82793,162648.6444,557745.711,230952.4157,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +6/1/2014,1.1271301780821696,-0.8493185609365888,1377099.723,68457.22327,163117.6299,559436.0654,231574.8047,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +7/1/2014,1.1271301780821663,-0.5276002404797399,1383134.025,68584.3428,163523.7345,560910.5453,232108.037,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +8/1/2014,1.1271301780821614,-1.8509051020751852,1391412.136,68822.96119,164195.541,563296.3096,233018.4699,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +9/1/2014,1.127130178082163,-1.528281072747879,1399163.396,69035.5416,164805.214,565468.9059,233840.7314,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +10/1/2014,1.127130178082164,-1.9289525943157104,1405392.901,69282.91512,165497.9469,567926.492,234780.8459,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +11/1/2014,1.12713017808216,-2.3379793451438804,1412351.226,69566.15712,166276.4635,570678.5372,235842.6125,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +12/1/2014,1.1271301780821588,-2.9551221600454194,1420409.462,69903.4389,167184.3793,573874.8786,237087.8181,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +1/1/2015,1.1271301780821543,-3.3808034359370485,1429268.205,70333.62612,168129.8411,578209.0714,238463.4591,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +2/1/2015,1.1271301780821628,1.7650312492643518,1429185.098,70323.77185,168023.1535,578928.0843,238346.9091,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +3/1/2015,1.1271301780821654,1.9871720142120672,1428713.131,70294.8041,167871.0943,579486.9008,238165.8741,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +4/1/2015,1.1271301780821643,1.0454184281471532,1435334.143,70346.51637,167911.9295,580708.6775,238258.4135,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +5/1/2015,1.1271301780821688,2.3746463870523598,1439610.622,70284.18124,167680.8022,580986.4913,237964.9431,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +6/1/2015,1.127130178082159,2.0060289024315043,1444509.366,70253.39603,167525.3009,581521.6823,237778.6486,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +7/1/2015,1.1271301780821656,1.092922771085328,1446212.785,70300.79949,167556.4734,582701.9025,237857.2165,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +8/1/2015,1.1271301780821574,0.4279734712146001,1449089.184,70405.25125,167723.6841,584354.3242,238128.8709,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +9/1/2015,1.127130178082162,-0.7923587483773205,1454130.353,70614.8283,168141.2106,586880.4277,238755.9663,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +10/1/2015,1.1271301780821623,0.3039281111210365,1449322.611,70730.38713,168334.7374,588626.421,239065.0438,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +11/1/2015,1.1271301780821688,0.9244138865225588,1443423.137,70792.50414,168401.1132,589927.301,239193.5286,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +12/1/2015,1.1271301780821754,-0.2412521567763801,1439577.446,70955.42018,168707.2531,592068.3176,239662.5764,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +1/1/2016,1.127130178082171,1.0621305123422804,1454594.28,71000.26459,168750.7744,593793.0598,239750.9503,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +2/1/2016,1.127130178082173,0.133772654576919,1471261.147,71125.57551,168985.5388,596190.9074,240111.0336,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +3/1/2016,1.1271301780821703,2.538699848255208,1483591.867,71042.41358,168725.1041,596839.0091,239767.4452,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +4/1/2016,1.1271301780821643,3.3486535701475035,1484729.78,70889.23777,168298.7392,596891.376,239187.9128,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +5/1/2016,1.1271301780821672,1.8587195632759053,1488546.794,70864.96693,168178.7078,598022.7278,239043.6186,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +6/1/2016,1.127130178082164,2.203857628625108,1491722.198,70810.84713,167988.049,598897.6722,238798.8481,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +7/1/2016,1.1271301780821643,0.9828532337027688,1490203.388,70862.16712,168047.6741,600661.3141,238909.8012,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +8/1/2016,1.1271301780821654,1.8716983141983008,1487074.112,70836.67069,167925.2496,601771.2904,238761.8883,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +9/1/2016,1.1271301780821652,2.066533095076025,1483599.35,70794.31878,167763.0673,602733.8004,238557.3622,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +10/1/2016,1.1271301780821716,2.4558956275951878,1484726.458,70718.35296,167521.4723,603404.9237,238239.8094,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +11/1/2016,1.1271301780821568,0.959655561031608,1488555.924,70771.43711,167585.7373,605173.7562,238357.1665,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +12/1/2016,1.1271301780821623,2.140141003622091,1490236.628,70722.64491,167408.8957,606068.5413,238131.5406,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +1/1/2017,1.1271301780821714,1.580704008264643,1491037.777,70646.64605,167422.128,606034.3301,238068.774,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +2/1/2017,1.1271301780821577,-0.1976204316224659,1495069.054,70724.29036,167798.4592,607314.8938,238522.7495,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +3/1/2017,1.1271301780821643,-1.897500323404438,1502213.682,70949.3233,168524.2911,609860.4898,239473.6144,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +4/1/2017,1.1271301780821603,0.3644353406528076,1498697.389,70979.40939,168786.7554,610729.3716,239766.1648,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +5/1/2017,1.1271301780821668,-1.6594954799398254,1498902.164,71185.3523,169467.0368,613110.2156,240652.3892,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +6/1/2017,1.1271301780821648,-0.6337544027636297,1497251.146,71303.02887,169937.06,614730.4257,241240.0888,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +7/1/2017,1.127130178082164,-1.1979544738421666,1503119.933,71470.41502,170525.3271,616778.4685,241995.7421,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +8/1/2017,1.127130178082166,0.544812866345318,1505799.723,71486.46313,170752.0132,617518.9064,242238.4763,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +9/1/2017,1.127130178082175,1.6822072912628094,1506384.577,71403.73365,170741.612,617402.4096,242145.3456,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +10/1/2017,1.1271301780821572,-0.1711967944817507,1516962.843,71482.79074,171117.1017,618681.7068,242599.8925,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +11/1/2017,1.1271301780821648,-0.0101505531707356,1527224.027,71548.21749,171459.3806,619841.1733,243007.5981,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +12/1/2017,1.1271301780821592,-0.1718184509593335,1537767.433,71628.1548,171835.8572,621124.5093,243464.012,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +1/1/2018,1.1271301780821663,1.1537947171267915,1544701.788,71648.63577,171878.7839,621417.8278,243527.4197,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +2/1/2018,1.12713017808217,0.2490932818351706,1553302.547,71748.21525,172111.4983,622396.4847,243859.7135,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +3/1/2018,1.1271301780821743,-0.5879563051375518,1563469.943,71921.3051,172520.5749,624012.382,244441.88,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +4/1/2018,1.127130178082159,-0.1294116171905298,1567824.234,72054.5184,172834.0186,625281.914,244888.537,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +5/1/2018,1.1271301780821554,-0.1661959437666809,1572248.728,72191.21539,173155.8419,626581.2406,245347.0573,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +6/1/2018,1.1271301780821632,-0.7703665529537198,1577835.52,72381.48213,173606.1745,628345.1813,245987.6566,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +7/1/2018,1.127130178082174,-0.9411600858922966,1581698.934,72587.37867,174094.0074,630244.5727,246681.3861,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +8/1/2018,1.1271301780821588,-1.0435180590117648,1585774.425,72802.95909,174605.0764,632227.8545,247408.0355,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +9/1/2018,1.127130178082167,0.1070495191124549,1587635.785,72916.80461,174872.1698,633327.3327,247788.9744,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +10/1/2018,1.1271301780821723,-0.2617442438685147,1583642.662,73063.68049,175218.501,634713.271,248282.1815,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +11/1/2018,1.1271301780821603,-1.3131482481904395,1581707.152,73304.78546,175790.8212,636917.5561,249095.6067,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +12/1/2018,1.1271301780821648,-1.4748888301458958,1580106.614,73561.21148,176399.8862,639254.8926,249961.0977,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +1/1/2019,1.1271301780821643,-1.285840737982454,1591398.736,73719.92867,177051.8167,641168.9317,250771.7454,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +2/1/2019,1.1271301780821608,0.0982103260456241,1600006.597,73754.81771,177405.9669,642005.2346,251160.7846,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +3/1/2019,1.1271301780821683,1.063585286412749,1606706.505,73703.29761,177551.1225,642087.1138,251254.4201,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +4/1/2019,1.127130178082166,1.3639204607841044,1612276.219,73625.22014,177630.7463,641934.5661,251255.9665,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +5/1/2019,1.1271301780821663,-0.582177748407815,1621655.501,73722.35775,178132.0926,643307.7241,251854.4504,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +6/1/2019,1.127130178082159,-0.5523937240169345,1630977.305,73817.34661,178627.871,644661.3908,252445.2176,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +7/1/2019,1.1271301780821632,0.051072076294104,1632588.031,73858.49062,178992.7774,645543.6869,252851.268,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +8/1/2019,1.127130178082168,-0.8434283601786108,1635989.57,73980.708,179553.6871,647133.6517,253534.3951,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +9/1/2019,1.127130178082164,-0.5604502400503332,1638838.368,74077.96238,180053.7398,648504.7229,254131.7022,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +10/1/2019,1.1271301780821683,0.4945193366917424,1638462.186,74080.36973,180322.5626,649044.1001,254402.9324,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +11/1/2019,1.127130178082165,-0.7621291943280089,1640608.315,74196.77315,180868.2451,650581.0076,255065.0182,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +12/1/2019,1.1271301780821674,0.8834080587034605,1639474.155,74164.77026,181051.4196,650815.1821,255216.1899,0.0,0.0,0.0,0.0,0.0,,,,,,,,NY +1/1/2020,1.094009688411116,2.608203639959214,1639370.313,74149.95403,180682.3412,646355.5187,254832.2953,0.0,0.0,0.0,0.0,0.0,0.0,1051.0,1027.0,112.0,110.0,0.0,0.0,NY +2/1/2020,0.624962537191914,1.9997910140230308,1640477.087,74189.92527,180447.7657,642386.453,254637.6909,0.0,0.0,0.0,0.0,0.0,0.0,2099.0,1959.0,1705.0,1587.0,141.0,106.0,NY +3/1/2020,-15.63887727028833,-0.749294226217363,1647091.605,74478.97116,180818.6404,640569.3713,255297.6115,32656.0,32656.0,211.0,211.0,75853.0,2767.0,259565.0,256294.0,56660.0,56096.0,19272.0,17975.0,NY +4/1/2020,-20.289021071857075,-3.284830606262603,1605812.688,75000.58964,181751.6502,640720.0547,256752.2399,104238.0,104238.0,5134.0,5134.0,232456.0,21667.0,445784.0,407230.0,72419.0,71116.0,33508.0,26319.0,NY +5/1/2020,-2.6745741896478954,1.9333856567271743,1554127.814,75046.64576,181530.7996,636789.6961,256577.4454,30573.0,30573.0,2785.0,2785.0,65373.0,6129.0,268897.0,165444.0,12863.0,12534.0,3471.0,2740.0,NY +6/1/2020,-0.3532788937115383,3.9860572785974817,1498793.275,74904.78211,180856.9158,631284.6514,255761.6979,10808.0,10808.0,550.0,550.0,22227.0,1346.0,136776.0,83759.0,5007.0,4906.0,323.0,314.0,NY +7/1/2020,-0.0784081837233675,3.479620917649449,1530233.122,74809.02028,180296.4894,626196.041,255105.5096,11591.0,11591.0,161.0,161.0,22235.0,599.0,117869.0,85984.0,4075.0,4022.0,66.0,66.0,NY +8/1/2020,0.185147053473557,3.5675227201086344,1561306.753,74705.10093,179718.3701,621064.7363,254423.4711,10653.0,10653.0,111.0,111.0,19010.0,283.0,88262.0,75862.0,3184.0,3144.0,72.0,70.0,NY +9/1/2020,0.1447575316982449,2.5533856842435894,1594146.202,74693.38249,179363.6494,616720.6329,254057.0319,14089.0,14089.0,89.0,89.0,24383.0,367.0,95724.0,93055.0,3320.0,3285.0,144.0,140.0,NY +10/1/2020,-0.4665838505409578,1.3250981911519295,1600708.686,74793.41323,179277.9689,613308.2247,254071.3821,29663.0,29663.0,222.0,222.0,50224.0,401.0,149054.0,140175.0,5385.0,5342.0,179.0,170.0,NY +11/1/2020,-1.648553189199655,1.20019908415716,1607511.746,74904.78301,179219.6222,609990.8059,254124.4052,91730.0,91730.0,739.0,739.0,144652.0,895.0,343145.0,311979.0,9385.0,9229.0,895.0,872.0,NY +12/1/2020,-5.124731521187366,4.614450824769324,1607604.904,74704.41373,178416.8524,604153.6335,253121.2662,212153.0,212153.0,2564.0,2564.0,322370.0,3345.0,610029.0,554816.0,21133.0,20852.0,2512.0,2408.0,NY +1/1/2021,-9.250653381781074,-3.7538153499725215,1609725.891,75656.25657,179051.9365,606527.1992,254708.1931,263125.0,263125.0,3654.0,3654.0,441124.0,5651.0,682529.0,609083.0,35074.0,34683.0,4633.0,4443.0,NY +2/1/2021,-6.551075560476649,-4.081174498580027,1612615.416,76638.10224,179769.6403,609179.0382,256407.7425,107667.0,107667.0,1783.0,1783.0,223960.0,3967.0,401042.0,349294.0,25950.0,25664.0,2539.0,2449.0,NY +3/1/2021,-6.388080750697957,-1.891046734280461,1611320.139,77413.27267,180017.1827,610235.629,257430.4553,107227.0,107227.0,781.0,781.0,229271.0,2680.0,446261.0,384801.0,25398.0,25133.0,2095.0,2028.0,NY +4/1/2021,-3.711496227063821,-2.3059996094110247,1618945.155,78223.82511,180364.3855,611627.6254,258588.2106,92985.0,92985.0,625.0,625.0,175012.0,1958.0,289569.0,255771.0,16354.0,16161.0,712.0,666.0,NY +5/1/2021,-0.7103028251562091,-2.4289651142695403,1626843.844,79043.03004,180747.2703,613138.4033,259790.3004,32062.0,32062.0,371.0,371.0,54254.0,1043.0,84762.0,76559.0,6209.0,6152.0,55.0,55.0,NY +6/1/2021,0.3353254019848968,-1.9608346389740567,1633841.83,79813.87171,181035.3115,614325.2092,260849.1833,6255.0,6255.0,150.0,150.0,12582.0,372.0,25144.0,22066.0,2676.0,2647.0,0.0,0.0,NY +7/1/2021,-0.3692870563786512,-2.694730057547363,1638460.102,80653.34035,181493.7076,616087.9905,262147.0479,15309.0,15309.0,55.0,55.0,35404.0,171.0,94495.0,80464.0,5059.0,4984.0,48.0,45.0,NY +8/1/2021,-2.4852205220871277,-3.1302692288731677,1644024.223,81534.18524,182057.3266,618206.205,263591.5118,70452.0,70452.0,305.0,305.0,128200.0,613.0,262266.0,238176.0,12209.0,12071.0,302.0,290.0,NY +9/1/2021,-1.6249644798076566,-3.7296590661707176,1650872.201,82474.44524,182763.4879,620807.0081,265237.9332,97576.0,97576.0,678.0,678.0,148093.0,1104.0,277724.0,254648.0,9305.0,9153.0,269.0,256.0,NY +10/1/2021,-0.8316197116193367,-1.5205022491401723,1661674.994,83190.89653,182985.8244,621762.5845,266176.7209,97641.0,97641.0,792.0,792.0,132900.0,1081.0,241388.0,225684.0,6621.0,6534.0,219.0,205.0,NY +11/1/2021,-1.418751415622475,-1.130500142201564,1671647.659,83863.71968,183128.1373,622443.8945,266991.857,131053.0,131053.0,783.0,783.0,170012.0,1095.0,364561.0,343130.0,8608.0,8465.0,490.0,479.0,NY +12/1/2021,-9.984708977847053,-1.6443438355563726,1682631.331,84585.28622,183392.0953,623536.4058,267977.3815,355100.0,355100.0,1390.0,1390.0,750685.0,1974.0,2002692.0,1865917.0,37574.0,36912.0,2619.0,2572.0,NY +1/1/2022,-12.306497302554904,0.4167982700266464,1682520.04,84532.31243,183756.9509,625026.6736,268289.2633,629777.0,629777.0,2316.0,2316.0,1325136.0,5338.0,2146111.0,2039264.0,45406.0,44844.0,5303.0,4988.0,NY +2/1/2022,-0.2369262643155343,0.9804469110053902,1681275.968,84422.95318,183993.8952,626079.0938,268416.8483,76202.0,76202.0,1030.0,1030.0,119805.0,2512.0,190529.0,184384.0,4610.0,4561.0,117.0,117.0,NY +3/1/2022,0.494141210616757,3.923405853680776,1674036.482,84013.25822,183569.0235,624875.7841,267582.2817,40627.0,40627.0,277.0,277.0,70513.0,609.0,137617.0,128413.0,2140.0,2107.0,0.0,0.0,NY +4/1/2022,-0.0702637820617551,-2.172379347806485,1670064.685,84230.92004,184509.5684,628317.635,268740.4885,108578.0,108578.0,251.0,251.0,172388.0,377.0,324014.0,301879.0,4047.0,3999.0,87.0,87.0,NY +5/1/2022,-1.0741564757160056,1.1827521547478304,1659365.222,84105.92123,184695.7959,629188.8662,268801.7171,151342.0,151342.0,433.0,433.0,269689.0,645.0,549008.0,504975.0,7441.0,7341.0,173.0,171.0,NY +6/1/2022,-1.222576407350947,4.344289313258767,1642453.041,83659.442,184168.7852,627626.6274,267828.2272,71061.0,71061.0,321.0,321.0,173282.0,678.0,335813.0,299986.0,7940.0,7870.0,112.0,109.0,NY +7/1/2022,-2.250135265125272,-4.474910267539592,1652247.84,84116.59792,185626.9939,632827.716,269743.5918,86951.0,86951.0,265.0,265.0,206851.0,602.0,430568.0,379685.0,11418.0,11243.0,271.0,256.0,NY +8/1/2022,-1.149630862664142,-1.4824245061543038,1656069.712,84269.74223,186413.5308,635738.5825,270683.273,73805.0,73805.0,321.0,321.0,170440.0,855.0,284309.0,254339.0,7696.0,7595.0,52.0,48.0,NY +9/1/2022,0.0431641982999023,-0.8295339885771285,1658601.092,84357.47137,187052.6322,638145.247,271410.1036,71875.0,71875.0,297.0,297.0,132929.0,704.0,136978.0,124331.0,3664.0,3616.0,25.0,25.0,NY +10/1/2022,-0.3093911451060517,-0.5255808579922923,1656528.249,84415.46371,187622.6031,640314.4417,272038.0668,16583.0,16583.0,85.0,85.0,0.0,0.0,136088.0,122233.0,4856.0,4791.0,170.0,164.0,NY +11/1/2022,-0.6668294684611846,-2.791349438959642,1659086.449,84708.6767,188713.2915,644259.6705,273421.9682,0.0,0.0,0.0,0.0,0.0,,149083.0,130880.0,6065.0,5974.0,257.0,239.0,NY +12/1/2022,-1.1122574301294392,-3.129714675806853,1662385.245,85039.4603,189887.0274,648488.0898,274926.4877,0.0,0.0,0.0,0.0,0.0,,201644.0,176701.0,7571.0,7456.0,418.0,390.0,NY +2/1/2012,1.416643043338221,-0.6009173389565067,418891.6905,30497.56392,73596.24625,219612.6375,104093.8102,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +3/1/2012,1.4134858838492017,-0.4241981123360832,418724.6202,30553.71735,73549.38086,219898.3306,104103.0982,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +4/1/2012,1.4102613700630382,-0.0622489575615907,419578.3683,30627.74117,73546.11847,220313.0194,104173.8596,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +5/1/2012,1.4069878396024285,1.558085277670548,421454.0436,30776.35985,73722.01449,221264.3102,104498.3743,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +6/1/2012,1.403683263472844,1.0937465277570877,423070.6892,30906.082,73852.35296,222079.5555,104758.435,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +7/1/2012,1.400364952777614,0.4663571197944707,424063.1976,31009.17385,73919.03115,222703.4289,104928.205,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +8/1/2012,1.3970493078800827,-1.613348171355196,423785.0279,31019.23557,73764.60988,222659.6053,104783.8454,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +9/1/2012,1.3937516145666295,-1.429550575669682,423639.5063,31038.8129,73633.95232,222684.8245,104672.7652,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI 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+10/1/2019,1.3134031745297232,-1.6348505053701068,491385.4602,39073.30598,80389.30597,262588.8779,119462.627,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +11/1/2019,1.313346608140022,-0.5840651176398453,492826.7055,39107.81154,80490.0847,263115.7233,119597.9038,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +12/1/2019,1.3132927864553667,-1.9504281383329265,493280.3244,39064.17064,80429.94148,263115.9695,119494.1121,0.0,0.0,0.0,0.0,0.0,,,,,,,,MI +1/1/2020,1.312058783159967,-1.417759869182042,491115.5778,39178.54954,80305.66472,261710.9307,119484.2143,0.0,0.0,0.0,0.0,0.0,0.0,252.0,185.0,29.0,28.0,0.0,0.0,MI +2/1/2020,1.3101993546251274,-0.913977569775102,489319.9184,39321.50896,80241.04919,260503.3312,119562.5581,0.0,0.0,0.0,0.0,0.0,0.0,288.0,154.0,63.0,53.0,0.0,0.0,MI +3/1/2020,-10.202304682759348,1.3728503524018842,489164.8018,39596.61265,80445.70671,260168.8488,120042.3194,19903.0,19421.0,558.0,514.0,7951.0,292.0,27275.0,25587.0,10427.0,10399.0,2561.0,2548.0,MI +4/1/2020,-14.919262350785573,3.482742074850857,472994.3969,39996.28074,80900.75625,260636.6284,120897.037,34532.0,32213.0,3944.0,3736.0,35527.0,3699.0,33141.0,31257.0,7828.0,7754.0,3664.0,3538.0,MI +5/1/2020,-0.1232879536170088,-0.8656317153700286,453741.7802,40142.85973,80842.37251,259446.0277,120985.2322,43686.0,38520.0,1430.0,1381.0,19233.0,1740.0,19087.0,18410.0,1852.0,1834.0,344.0,334.0,MI +6/1/2020,1.2084070591427496,-2.5777427655340714,433442.7429,40188.35895,80582.05262,257611.9679,120770.4116,27082.0,23586.0,377.0,371.0,8017.0,462.0,13573.0,13143.0,784.0,778.0,44.0,44.0,MI +7/1/2020,1.3226721461219864,-2.159803145413034,452067.6978,40257.80575,80372.02595,255945.1752,120629.8317,41363.0,37475.0,236.0,227.0,19846.0,257.0,28012.0,26737.0,1471.0,1464.0,0.0,0.0,MI +8/1/2020,0.7930962892885027,-2.2360341659535887,470528.7329,40322.14054,80153.87469,254258.4664,120476.0152,39178.0,35519.0,290.0,287.0,22451.0,303.0,28962.0,27642.0,1436.0,1432.0,106.0,106.0,MI +9/1/2020,0.8234982010465188,-1.394315157555987,489477.8386,40435.65714,80035.16615,252892.0242,120470.8233,36796.0,33019.0,290.0,279.0,24989.0,330.0,37712.0,36798.0,1733.0,1726.0,84.0,84.0,MI +10/1/2020,-1.9506039997389344,-0.3736719598646411,491160.5522,40609.41531,80036.424,251906.7516,120645.8393,66505.0,60905.0,672.0,635.0,59392.0,616.0,87812.0,87697.0,4413.0,4409.0,680.0,658.0,MI +11/1/2020,-13.904767296898228,-0.2721656138532036,492917.2413,40789.27337,80049.86597,250960.2968,120839.1393,173167.0,163156.0,2377.0,2275.0,191536.0,1865.0,200689.0,200442.0,9116.0,9102.0,3334.0,3323.0,MI +12/1/2020,-12.19322113156528,-3.1183533788718467,492617.9224,40798.84084,79730.62862,248975.3009,120529.4695,107516.0,97938.0,3642.0,3333.0,139679.0,3454.0,188965.0,188576.0,7742.0,7730.0,2969.0,2911.0,MI +1/1/2021,-4.506024071392517,5.358112782478671,491684.2093,41332.72785,80389.35719,249878.8745,121722.085,63934.0,55097.0,2008.0,1840.0,81517.0,2507.0,161783.0,156040.0,5167.0,5057.0,1257.0,1193.0,MI +2/1/2021,-0.1343176506596428,5.573249679260661,490996.5976,41882.90649,81082.4975,250897.6254,122965.404,34918.0,28652.0,820.0,777.0,35412.0,983.0,66722.0,62439.0,2507.0,2456.0,271.0,259.0,MI +3/1/2021,-1.2816854832589328,3.69360484982819,489049.2995,42320.01109,81560.16791,251260.0324,123880.179,110358.0,93881.0,661.0,609.0,100801.0,611.0,168397.0,158635.0,5490.0,5398.0,486.0,459.0,MI +4/1/2021,-7.941356220374622,3.9853707243777614,492190.7188,42776.30911,82078.90544,251761.352,124855.2146,157899.0,138908.0,1862.0,1743.0,190116.0,1634.0,248877.0,237239.0,7948.0,7786.0,1954.0,1876.0,MI +5/1/2021,-2.334264532509316,4.035869155884003,495406.8287,43237.20377,82610.15163,252312.306,125847.3554,39926.0,33951.0,1440.0,1377.0,55474.0,1623.0,105560.0,101109.0,3783.0,3721.0,696.0,676.0,MI +6/1/2021,0.6992460694150893,3.595805413499276,498340.089,43671.50825,83094.28537,252730.6899,126765.7936,6259.0,5211.0,438.0,403.0,8078.0,623.0,61389.0,60774.0,1117.0,1106.0,24.0,24.0,MI +7/1/2021,0.7868336491328911,4.1586112358854495,497752.4874,44143.23711,83653.0702,253386.7306,127796.3073,13080.0,11019.0,160.0,149.0,11087.0,189.0,65794.0,64095.0,1217.0,1204.0,0.0,0.0,MI +8/1/2021,-0.1292223272582167,4.474522323585534,497469.0839,44637.50816,84257.41129,254189.5389,128894.9194,46562.0,40150.0,231.0,208.0,49237.0,359.0,84137.0,78444.0,3162.0,3075.0,182.0,178.0,MI +9/1/2021,-1.3504359078378982,4.928454961913736,497588.0077,45164.22248,84925.30477,255191.254,130089.5273,91984.0,77824.0,392.0,328.0,89721.0,808.0,123861.0,114184.0,3471.0,3401.0,441.0,416.0,MI +10/1/2021,-4.438012897203919,3.0445513918856726,498285.1403,45568.27178,85365.38445,255517.2698,130933.6562,120455.0,101990.0,694.0,570.0,125039.0,1307.0,169656.0,156590.0,4791.0,4691.0,1127.0,1064.0,MI +11/1/2021,-12.27223347063392,2.6771372415312857,498763.2826,45948.2868,85764.1709,255731.3593,131712.4577,209153.0,180423.0,1057.0,860.0,199950.0,1737.0,220260.0,201217.0,7139.0,6958.0,2935.0,2730.0,MI +12/1/2021,-14.60981519337108,3.0638565709398144,499571.6966,46354.87753,86216.1207,256115.1454,132570.9982,226015.0,198475.0,1649.0,1295.0,235272.0,3621.0,261195.0,243230.0,6832.0,6710.0,3492.0,3270.0,MI +1/1/2022,-11.70043190074432,-0.837934076371873,500505.989,46334.30011,86340.00592,256381.6346,132674.306,548194.0,473280.0,1535.0,1146.0,548140.0,3243.0,408383.0,371146.0,5614.0,5491.0,2825.0,2596.0,MI +2/1/2022,-2.8106909731123157,-1.3042142841426785,501092.5461,46282.7223,86404.3197,256472.3577,132687.042,101934.0,76138.0,2242.0,1974.0,101934.0,2242.0,451269.0,438307.0,2281.0,2235.0,796.0,732.0,MI +3/1/2022,0.2991813034393118,-3.752292316250799,499877.5974,46066.36526,86158.5587,255644.2207,132224.924,27303.0,22201.0,1186.0,1032.0,27122.0,1157.0,262121.0,255069.0,985.0,971.0,86.0,79.0,MI +4/1/2022,0.5485108713853855,1.3278274002841162,502395.7674,46193.90769,86554.18727,256720.3014,132748.095,37419.0,31598.0,311.0,277.0,38425.0,340.0,210766.0,186441.0,1164.0,1135.0,26.0,20.0,MI +5/1/2022,-0.316506703234392,-1.4633975613550607,502860.3707,46133.4628,86596.32734,256748.7122,132729.7901,101885.0,85949.0,355.0,302.0,101885.0,355.0,172831.0,145524.0,1939.0,1882.0,206.0,185.0,MI +6/1/2022,-0.0433066085998632,-4.093644664545355,501383.7522,45896.55256,86304.77201,255789.2755,132201.3246,78600.0,66093.0,561.0,441.0,78600.0,561.0,106409.0,91574.0,1438.0,1406.0,137.0,114.0,MI +7/1/2022,-0.0372289111138499,3.2544562007308717,504140.3492,46155.31577,86943.92219,257589.1027,133099.238,65881.0,54890.0,510.0,381.0,65881.0,510.0,117164.0,99291.0,1597.0,1541.0,122.0,110.0,MI +8/1/2022,-0.4856922077714216,0.7652281377115839,505074.8685,46247.25204,87268.55145,258457.2611,133515.8035,98047.0,81248.0,610.0,500.0,98047.0,610.0,119255.0,99085.0,1702.0,1659.0,216.0,174.0,MI +9/1/2022,-0.6194961873871057,0.2243804008874797,505617.2173,46303.24033,87524.42531,259122.3601,133827.6656,65808.0,51457.0,586.0,470.0,65808.0,586.0,86801.0,68452.0,1211.0,1172.0,246.0,205.0,MI +10/1/2022,-0.6371873815324207,-0.0258890248559926,506131.6129,46342.85004,87748.26209,259693.2749,134091.1121,12880.0,10118.0,143.0,120.0,0.0,0.0,69797.0,54914.0,1217.0,1177.0,269.0,214.0,MI +11/1/2022,-0.4834588208650601,1.8640489795844972,508055.5377,46511.55567,88215.83269,260985.9592,134727.3884,0.0,0.0,0.0,0.0,0.0,,296807.0,185647.0,1097.0,1058.0,231.0,204.0,MI +12/1/2022,-0.3446498514845295,2.1487472571446418,510204.5526,46700.87894,88722.28766,262393.8178,135423.1666,0.0,0.0,0.0,0.0,0.0,,53413.0,41704.0,1197.0,1173.0,215.0,184.0,MI +2/1/2012,-1.1078044464760908,1.083050515528359,53664.70775,4697.85859,11807.20612,32818.87589,16505.06471,0.0,0.0,0.0,0.0,0.0,,,,,,,,ME +3/1/2012,-1.1262928005063486,0.9334968362947688,53595.52815,4690.905901,11788.96576,32768.46142,16479.87166,0.0,0.0,0.0,0.0,0.0,,,,,,,,ME +4/1/2012,-1.1358927293328165,0.6028660511448597,53758.23604,4686.746908,11777.74885,32737.56834,16464.49576,0.0,0.0,0.0,0.0,0.0,,,,,,,,ME +5/1/2012,-1.140869390680082,-0.9514316359224586,54051.86759,4694.005587,11795.22459,32786.42962,16489.23017,0.0,0.0,0.0,0.0,0.0,,,,,,,,ME +6/1/2012,-1.1434487823155652,-0.4811887515376961,54312.3646,4698.357137,11805.39397,32814.98235,16503.7511,0.0,0.0,0.0,0.0,0.0,,,,,,,,ME +7/1/2012,-1.1447857552463478,0.1467435977508016,54206.3699,4698.658178,11805.38567,32815.24464,16504.04385,0.0,0.0,0.0,0.0,0.0,,,,,,,,ME +8/1/2012,-1.1454787998574232,2.184907435954897,53938.81256,4684.919644,11770.10575,32717.4619,16455.0254,0.0,0.0,0.0,0.0,0.0,,,,,,,,ME +9/1/2012,-1.1458380709731717,2.02315667427897,53689.61635,4672.715409,11738.68538,32630.40576,16411.40079,0.0,0.0,0.0,0.0,0.0,,,,,,,,ME +10/1/2012,-1.1460243210761607,2.0258978029628345,53308.03792,4660.862627,11708.15247,32545.81483,16369.0151,0.0,0.0,0.0,0.0,0.0,,,,,,,,ME +11/1/2012,-1.1461208767765163,-0.3427082068952369,53121.2582,4665.992439,11720.28182,32579.81393,16386.27426,0.0,0.0,0.0,0.0,0.0,,,,,,,,ME +12/1/2012,-1.146170933583004,0.0445536511018139,52906.86231,4668.714523,11726.36267,32596.99979,16395.07719,0.0,0.0,0.0,0.0,0.0,,,,,,,,ME +1/1/2013,-1.1461968843602692,0.1444034493925672,53169.32409,4676.074295,11726.39659,32593.02622,16402.47089,0.0,0.0,0.0,0.0,0.0,,,,,,,,ME +2/1/2013,-1.1462103379645934,1.3348597310460415,53338.3421,4675.303492,11706.14365,32532.68878,16381.44714,0.0,0.0,0.0,0.0,0.0,,,,,,,,ME +3/1/2013,-1.1462173126958335,-1.9202516002368213,53772.01231,4697.766845,11744.10778,32634.15262,16441.87462,0.0,0.0,0.0,0.0,0.0,,,,,,,,ME +4/1/2013,-1.1462209285973035,-1.5253124421863686,53684.65024,4717.764305,11775.86913,32718.3719,16493.63343,0.0,0.0,0.0,0.0,0.0,,,,,,,,ME +5/1/2013,-1.14622280318536,-0.5333898248902842,53520.21252,4730.991981,11790.73029,32755.63476,16521.72227,0.0,0.0,0.0,0.0,0.0,,,,,,,,ME +6/1/2013,-1.1462237750262751,0.500806248688038,53275.87229,4737.078674,11787.84526,32743.60849,16524.92393,0.0,0.0,0.0,0.0,0.0,,,,,,,,ME +7/1/2013,-1.1462242788568888,-0.0683974678024366,53378.35705,4747.4446,11795.66996,32761.34473,16543.11456,0.0,0.0,0.0,0.0,0.0,,,,,,,,ME +8/1/2013,-1.1462245400573547,0.1611576119754394,53464.78179,4756.378682,11799.98687,32769.34949,16556.36555,0.0,0.0,0.0,0.0,0.0,,,,,,,,ME +9/1/2013,-1.146224675471288,-0.5647538096025014,53612.11226,4770.728705,11817.7745,32814.77105,16588.5032,0.0,0.0,0.0,0.0,0.0,,,,,,,,ME +10/1/2013,-1.1462247456738175,0.3284415319806582,53764.6068,4778.858064,11820.18967,32817.51571,16599.04773,0.0,0.0,0.0,0.0,0.0,,,,,,,,ME +11/1/2013,-1.1462247820688558,0.2723350720835634,53923.46627,4787.570793,11824.10525,32824.43897,16611.67604,0.0,0.0,0.0,0.0,0.0,,,,,,,,ME +12/1/2013,-1.146224800937104,0.5859762944830029,54058.52043,4794.189099,11822.91054,32817.18977,16617.09964,0.0,0.0,0.0,0.0,0.0,,,,,,,,ME +1/1/2014,-1.1462248107189543,-0.1473464442296737,53964.6519,4806.361094,11835.17798,32775.0836,16641.53907,0.0,0.0,0.0,0.0,0.0,,,,,,,,ME +2/1/2014,-1.1462248157901511,-0.9868046263907072,53941.67693,4824.796263,11862.91179,32775.99719,16687.70805,0.0,0.0,0.0,0.0,0.0,,,,,,,,ME +3/1/2014,-1.146224818419206,-0.0181453694671633,53842.48559,4836.361331,11873.79928,32730.56181,16710.16062,0.0,0.0,0.0,0.0,0.0,,,,,,,,ME +4/1/2014,-1.1462248197821856,-0.030703870351369,54017.21464,4848.163361,11885.33738,32687.21652,16733.50074,0.0,0.0,0.0,0.0,0.0,,,,,,,,ME +5/1/2014,-1.1462248204887944,-0.1471273520881575,54202.85208,4860.958618,11899.37394,32651.01682,16760.33256,0.0,0.0,0.0,0.0,0.0,,,,,,,,ME 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