1 Life Cycle Dynamic Programming under Unemployment Shock

This is the example vignette for function: snw_vfi_main_bisec_vec from the PrjOptiSNW Package. This function solves for policy function using Exact Vectorized Solution. Value in 2020 with surprise COVID unemployment Shock, with non-covid year Value as the continuation function. The file focuses on the change in value function, asset choice, and consumption choice given a one period unemployment shock (that does not reappear in the future again).

1.1 Test SNW_VFI_UNEMP

Solve the Regular Value and Also the Unemployment Value.

First, solve for value without unemployment issue (use the vectorized code that was previously tested):

mp_params = snw_mp_param('default_docdense');
mp_controls = snw_mp_control('default_test');
[V_VFI_ss,ap_VFI_ss,cons_VFI_ss,mp_valpol_more_ss] = ...
    snw_vfi_main_bisec_vec(mp_params, mp_controls);

SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:83 of 82, time-this-age:7.9376
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:82 of 82, time-this-age:6.2356
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:81 of 82, time-this-age:6.2155
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:80 of 82, time-this-age:6.3254
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:79 of 82, time-this-age:6.3074
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:78 of 82, time-this-age:6.2427
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:77 of 82, time-this-age:6.1961
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:76 of 82, time-this-age:6.4401
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:75 of 82, time-this-age:6.0576
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:74 of 82, time-this-age:6.3188
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:73 of 82, time-this-age:6.1781
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:72 of 82, time-this-age:6.3078
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:71 of 82, time-this-age:6.4338
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:70 of 82, time-this-age:6.33
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:69 of 82, time-this-age:6.4742
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:68 of 82, time-this-age:6.2434
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:67 of 82, time-this-age:6.196
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:66 of 82, time-this-age:6.3067
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:65 of 82, time-this-age:6.381
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:64 of 82, time-this-age:6.3403
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:63 of 82, time-this-age:6.4496
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:62 of 82, time-this-age:6.1753
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:61 of 82, time-this-age:6.3953
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:60 of 82, time-this-age:6.2145
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:59 of 82, time-this-age:6.3754
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:58 of 82, time-this-age:6.1826
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:57 of 82, time-this-age:6.4472
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:56 of 82, time-this-age:6.3577
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:55 of 82, time-this-age:6.3632
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:54 of 82, time-this-age:6.3623
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:53 of 82, time-this-age:6.477
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:52 of 82, time-this-age:6.4007
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:51 of 82, time-this-age:6.1299
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:50 of 82, time-this-age:6.0888
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:49 of 82, time-this-age:6.0058
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:48 of 82, time-this-age:6.4668
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:47 of 82, time-this-age:6.7856
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:46 of 82, time-this-age:6.6894
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:45 of 82, time-this-age:6.5303
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:44 of 82, time-this-age:6.5652
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:43 of 82, time-this-age:6.4601
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:42 of 82, time-this-age:6.5478
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:41 of 82, time-this-age:6.5693
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:40 of 82, time-this-age:6.4817
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:39 of 82, time-this-age:6.1035
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:38 of 82, time-this-age:6.3312
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:37 of 82, time-this-age:6.652
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:36 of 82, time-this-age:6.5706
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:35 of 82, time-this-age:6.3328
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:34 of 82, time-this-age:6.3866
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:33 of 82, time-this-age:6.3876
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:32 of 82, time-this-age:6.5786
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:31 of 82, time-this-age:6.4579
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:30 of 82, time-this-age:6.4423
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:29 of 82, time-this-age:6.5074
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:28 of 82, time-this-age:6.6582
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:27 of 82, time-this-age:6.6605
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:26 of 82, time-this-age:6.7467
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:25 of 82, time-this-age:6.567
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:24 of 82, time-this-age:6.6851
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:23 of 82, time-this-age:6.7011
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:22 of 82, time-this-age:6.3939
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:21 of 82, time-this-age:6.5634
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:20 of 82, time-this-age:6.4832
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:19 of 82, time-this-age:6.4651
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:18 of 82, time-this-age:6.5353
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:17 of 82, time-this-age:6.4967
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:16 of 82, time-this-age:6.387
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:15 of 82, time-this-age:6.345
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:14 of 82, time-this-age:6.577
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:13 of 82, time-this-age:6.7646
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:12 of 82, time-this-age:6.8183
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:11 of 82, time-this-age:6.4142
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:10 of 82, time-this-age:6.342
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:9 of 82, time-this-age:6.4692
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:8 of 82, time-this-age:6.5127
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:7 of 82, time-this-age:6.5417
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:6 of 82, time-this-age:6.5962
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:5 of 82, time-this-age:6.4304
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:4 of 82, time-this-age:6.3748
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:3 of 82, time-this-age:6.2745
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:2 of 82, time-this-age:6.5175
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:1 of 82, time-this-age:6.3803
Completed SNW_VFI_MAIN_BISEC_VEC;SNW_MP_PARAM=default_docdense;SNW_MP_CONTROL=default_test;time=535.1119
----------------------------------------
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CONTAINER NAME: mp_outcomes ND Array (Matrix etc)
xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx
                i    idx    ndim     numel      rowN      colN           sum         mean       std      coefvari      min          max    
                _    ___    ____    ________    ____    _________    ___________    _______    ______    ________    ________    __________

    V_VFI       1     1      6      4.37e+07     83     5.265e+05    -8.6673e+08    -19.834    28.177    -1.4206      -615.77    -0.0071775
    ap_VFI      2     2      6      4.37e+07     83     5.265e+05     1.4164e+09     32.412      36.8     1.1354            0        163.73
    cons_VFI    3     3      6      4.37e+07     83     5.265e+05      2.131e+08     4.8764    8.3268     1.7076     0.036717        141.61

xxx TABLE:V_VFI xxxxxxxxxxxxxxxxxx
             c1         c2         c3         c4         c5        c526496      c526497      c526498      c526499      c526500 
           _______    _______    _______    _______    _______    _________    _________    _________    _________    _________

    r1     -376.05    -375.66    -373.17     -367.4    -358.05        -6.68      -6.5297      -6.3792      -6.2274      -6.0722
    r2      -363.8    -363.41    -360.93    -355.25    -346.25      -6.4892      -6.3437      -6.1974      -6.0495      -5.8977
    r3     -351.75    -351.36     -348.9    -343.44     -334.9      -6.2948      -6.1538      -6.0116      -5.8671      -5.7186
    r4     -339.81    -339.45    -337.16    -332.06    -324.04       -6.095      -5.9584        -5.82      -5.6786       -5.533
    r5     -328.99    -328.65    -326.51    -321.72    -314.17      -5.9054      -5.7725      -5.6372      -5.4986      -5.3556
    r79    -14.033     -14.02    -13.926    -13.689    -13.287     -0.22848     -0.21775     -0.20768     -0.19824     -0.18938
    r80    -12.564     -12.55    -12.457     -12.22    -11.818     -0.17427     -0.16611     -0.15842     -0.15117     -0.14434
    r81    -10.778    -10.764    -10.671    -10.434    -10.032     -0.11927     -0.11368     -0.10843     -0.10346    -0.098767
    r82    -8.4226    -8.4089    -8.3155    -8.0786    -7.6766     -0.06597     -0.06284    -0.059924    -0.057184    -0.054584
    r83    -5.0665    -5.0529    -4.9595    -4.7226    -4.3206    -0.020968    -0.019972    -0.019038    -0.018161    -0.017336

xxx TABLE:ap_VFI xxxxxxxxxxxxxxxxxx
           c1    c2        c3           c4            c5        c526496    c526497    c526498    c526499    c526500
           __    __    __________    _________    __________    _______    _______    _______    _______    _______

    r1     0     0      0.0005656    0.0075134      0.022901    114.76     120.42     126.29     132.39     138.81 
    r2     0     0     0.00051498    0.0065334      0.021549    114.87     120.54     126.42     132.55     138.97 
    r3     0     0     0.00051498    0.0049294      0.019875    114.98     120.67     126.57     132.72     139.13 
    r4     0     0     0.00051498    0.0047937      0.019672    115.74     121.44     127.36     133.52     139.94 
    r5     0     0     0.00048517    0.0046683      0.019484    116.51     122.22     128.16     134.34     140.76 
    r79    0     0              0            0    0.00051498    81.091      85.68     90.325     94.371      98.41 
    r80    0     0              0            0             0    76.669      80.55     84.292     88.029     91.682 
    r81    0     0              0            0             0    68.313      71.52     74.459     77.816     81.096 
    r82    0     0              0            0             0    50.126     53.467     56.953     58.728     60.587 
    r83    0     0              0            0             0         0          0          0          0          0 

xxx TABLE:cons_VFI xxxxxxxxxxxxxxxxxx
              c1          c2          c3          c4          c5       c526496    c526497    c526498    c526499    c526500
           ________    ________    ________    ________    ________    _______    _______    _______    _______    _______

    r1     0.036717    0.037251    0.040426     0.04363    0.048012    9.6396     9.8066     9.9533      10.06      10.06 
    r2     0.036717    0.037251    0.040477     0.04461    0.049364    9.8014     9.9571     10.088     10.177     10.177 
    r3     0.036717    0.037251    0.040477    0.046214    0.051039    9.9664     10.108      10.22     10.287     10.287 
    r4     0.038144    0.038678    0.041903    0.047776    0.052666    10.118     10.244     10.339     10.388     10.388 
    r5     0.039534    0.040068    0.043323     0.04929    0.054241    10.258     10.369     10.446     10.483     10.483 
    r79     0.19737     0.19791     0.20163     0.21175     0.23093    35.811     37.046     38.418     40.587     42.963 
    r80     0.19737     0.19791     0.20163     0.21175     0.23145    40.207      42.15     44.426     46.904     49.665 
    r81     0.19737     0.19791     0.20163     0.21175     0.23145    48.541     51.158     54.236     57.094     60.229 
    r82     0.19737     0.19791     0.20163     0.21175     0.23145     66.71     69.193     71.724     76.164      80.72 
    r83     0.19737     0.19791     0.20163     0.21175     0.23145    116.82     122.65     128.66     134.88     141.29 

Second, solve for the unemployment value, use the exact-bisec result code, call the snw_vfi_main_bisec_vec.m function with a third input of existing value. xi is the share of income lost during covid year given surprise covid shock, b is the share of income loss that is covered by unemployment insurance. xi=0.5 and b=0 means will lose 50 percent of income given COVID shocks, and the loss will not be covered at all by unemployment insurance.

mp_params('xi') = 0.5;
mp_params('b') = 0;
mp_params('a2_covidyr') = mp_params('a2_covidyr_manna_heaven');
[V_VFI_unemp,ap_VFI_unemp,cons_VFI_unemp,mp_valpol_more_unemp] = ...
    snw_vfi_main_bisec_vec(mp_params, mp_controls, V_VFI_ss);

SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 1 of 82, time-this-age:6.2923
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 2 of 82, time-this-age:6.5203
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 3 of 82, time-this-age:6.0245
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 4 of 82, time-this-age:6.5906
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 5 of 82, time-this-age:6.4748
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 6 of 82, time-this-age:6.515
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 7 of 82, time-this-age:6.1144
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 8 of 82, time-this-age:6.2132
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 9 of 82, time-this-age:6.5055
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 10 of 82, time-this-age:6.4562
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 11 of 82, time-this-age:6.0604
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 12 of 82, time-this-age:6.641
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 13 of 82, time-this-age:6.5864
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 14 of 82, time-this-age:6.3514
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 15 of 82, time-this-age:6.3017
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 16 of 82, time-this-age:6.2902
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 17 of 82, time-this-age:6.5771
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 18 of 82, time-this-age:6.163
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 19 of 82, time-this-age:6.2954
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 20 of 82, time-this-age:6.162
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 21 of 82, time-this-age:6.0779
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 22 of 82, time-this-age:6.1283
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 23 of 82, time-this-age:6.3978
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 24 of 82, time-this-age:6.4584
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 25 of 82, time-this-age:5.9292
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 26 of 82, time-this-age:6.1225
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 27 of 82, time-this-age:6.4045
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 28 of 82, time-this-age:6.4834
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 29 of 82, time-this-age:6.2843
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 30 of 82, time-this-age:6.2094
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 31 of 82, time-this-age:6.4612
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 32 of 82, time-this-age:6.1629
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 33 of 82, time-this-age:6.4799
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 34 of 82, time-this-age:6.4272
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 35 of 82, time-this-age:6.5508
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 36 of 82, time-this-age:6.1381
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 37 of 82, time-this-age:6.0588
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 38 of 82, time-this-age:6.1133
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 39 of 82, time-this-age:5.9731
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 40 of 82, time-this-age:6.2753
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 41 of 82, time-this-age:6.4228
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 42 of 82, time-this-age:6.0784
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 43 of 82, time-this-age:5.8926
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 44 of 82, time-this-age:6.1351
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 45 of 82, time-this-age:5.9147
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 46 of 82, time-this-age:6.4062
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 47 of 82, time-this-age:6.7344
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 48 of 82, time-this-age:6.278
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 49 of 82, time-this-age:6.2085
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 50 of 82, time-this-age:6.0966
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 51 of 82, time-this-age:6.3449
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 52 of 82, time-this-age:6.2717
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 53 of 82, time-this-age:6.4826
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 54 of 82, time-this-age:6.3431
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 55 of 82, time-this-age:5.9453
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 56 of 82, time-this-age:6.2613
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 57 of 82, time-this-age:6.2364
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 58 of 82, time-this-age:6.0578
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 59 of 82, time-this-age:6.1279
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 60 of 82, time-this-age:6.1238
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 61 of 82, time-this-age:6.2806
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 62 of 82, time-this-age:5.9344
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 63 of 82, time-this-age:6.0212
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 64 of 82, time-this-age:6.3424
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 65 of 82, time-this-age:5.863
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 66 of 82, time-this-age:6.1349
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 67 of 82, time-this-age:5.9904
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 68 of 82, time-this-age:5.9675
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 69 of 82, time-this-age:5.7964
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 70 of 82, time-this-age:6.0091
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 71 of 82, time-this-age:6.0331
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 72 of 82, time-this-age:5.8808
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 73 of 82, time-this-age:6.0943
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 74 of 82, time-this-age:6.0279
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 75 of 82, time-this-age:6.1533
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 76 of 82, time-this-age:6.0662
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 77 of 82, time-this-age:5.7827
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 78 of 82, time-this-age:6.1473
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 79 of 82, time-this-age:6.071
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 80 of 82, time-this-age:6.1187
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 81 of 82, time-this-age:5.9865
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 82 of 82, time-this-age:6.1363
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 83 of 82, time-this-age:7.7853
Completed SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock;SNW_MP_PARAM=default_docdense;SNW_MP_CONTROL=default_test;time=517.9941
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CONTAINER NAME: mp_outcomes ND Array (Matrix etc)
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                i    idx    ndim     numel      rowN      colN           sum         mean       std      coefvari      min          max    
                _    ___    ____    ________    ____    _________    ___________    _______    ______    ________    ________    __________

    V_VFI       1     1      6      4.37e+07     83     5.265e+05    -8.9196e+08    -20.411    29.203    -1.4307      -674.94    -0.0071775
    ap_VFI      2     2      6      4.37e+07     83     5.265e+05     1.3793e+09     31.564    36.675     1.1619            0        146.86
    cons_VFI    3     3      6      4.37e+07     83     5.265e+05     2.1007e+08      4.807    8.3263     1.7321     0.018623        140.47

xxx TABLE:V_VFI xxxxxxxxxxxxxxxxxx
             c1         c2         c3         c4         c5        c526496      c526497      c526498      c526499      c526500 
           _______    _______    _______    _______    _______    _________    _________    _________    _________    _________

    r1     -402.51    -401.01    -392.48    -379.06     -366.5      -6.8096      -6.6548      -6.5005      -6.3459        -6.19
    r2     -390.26    -388.76    -380.23    -366.81     -354.4       -6.618      -6.4683      -6.3187      -6.1683      -6.0161
    r3     -378.21    -376.71    -368.18    -354.76    -342.64      -6.4227       -6.278      -6.1329      -5.9865      -5.8376
    r4     -365.26    -363.87    -355.91    -343.19    -331.62      -6.2297      -6.0896      -5.9486      -5.8058        -5.66
    r5     -353.53    -352.23    -344.77    -332.67    -321.59      -6.0467      -5.9107      -5.7733      -5.6336      -5.4905
    r79    -14.033     -14.02    -13.926    -13.689    -13.287      -0.2305     -0.21962     -0.20938     -0.19976     -0.19074
    r80    -12.564     -12.55    -12.457     -12.22    -11.818     -0.17582     -0.16751     -0.15967     -0.15229     -0.14535
    r81    -10.778    -10.764    -10.671    -10.434    -10.032     -0.12032     -0.11462     -0.10926     -0.10422    -0.099453
    r82    -8.4226    -8.4089    -8.3155    -8.0786    -7.6766    -0.066524    -0.063355    -0.060398    -0.057602    -0.054961
    r83    -5.0665    -5.0529    -4.9595    -4.7226    -4.3206    -0.021146    -0.020134    -0.019185    -0.018294    -0.017458

xxx TABLE:ap_VFI xxxxxxxxxxxxxxxxxx
           c1    c2    c3    c4        c5        c526496    c526497    c526498    c526499    c526500
           __    __    __    __    __________    _______    _______    _______    _______    _______

    r1     0     0     0     0      0.0092181    110.07     115.71     121.57     127.63     133.94 
    r2     0     0     0     0       0.008238    110.04     115.69     121.55     127.63     133.96 
    r3     0     0     0     0      0.0066341       110     115.66     121.54     127.64     133.99 
    r4     0     0     0     0      0.0058019    110.29     115.97     121.86     127.98     134.34 
    r5     0     0     0     0       0.004998    110.59     116.28     122.19     128.33      134.7 
    r79    0     0     0     0     0.00051498    81.091     85.231     89.301     93.347     97.387 
    r80    0     0     0     0              0    75.865     79.539     83.281     87.018     90.672 
    r81    0     0     0     0              0     67.78      70.52     73.459     76.816     81.091 
    r82    0     0     0     0              0    50.126     53.467     56.104     57.737     60.587 
    r83    0     0     0     0              0         0          0          0          0          0 

xxx TABLE:cons_VFI xxxxxxxxxxxxxxxxxx
              c1          c2          c3          c4          c5       c526496    c526497    c526498    c526499    c526500
           ________    ________    ________    ________    ________    _______    _______    _______    _______    _______

    r1     0.018623    0.019158    0.022901    0.033062     0.04363    9.4621     9.6396     9.8066     9.9533      10.06 
    r2     0.018623    0.019158    0.022901    0.033062     0.04461    9.6318     9.8014     9.9571     10.088     10.177 
    r3     0.018623    0.019158    0.022901    0.033062    0.046214    9.8074     9.9664     10.108      10.22     10.287 
    r4     0.019354    0.019888    0.023632    0.033792    0.047776     9.971     10.118     10.244     10.339     10.388 
    r5     0.020066    0.020601    0.024344    0.034504     0.04929    10.123     10.258     10.369     10.446     10.483 
    r79     0.19737     0.19791     0.20163     0.21175     0.23093    34.787     36.471     38.418     40.587     42.963 
    r80     0.19737     0.19791     0.20163     0.21175     0.23145    40.001      42.15     44.426     46.904     49.665 
    r81     0.19737     0.19791     0.20163     0.21175     0.23145    48.074     51.158     54.236     57.094     59.234 
    r82     0.19737     0.19791     0.20163     0.21175     0.23145    65.719     68.202     71.583     76.164     79.729 
    r83     0.19737     0.19791     0.20163     0.21175     0.23145    115.84     121.66     127.68     133.89     140.31 

Difference Between Value and Choices In Unemployment and Future Periods

V_VFI_unemp_drop = V_VFI_ss - V_VFI_unemp;
ap_VFI_unemp_drop = ap_VFI_ss - ap_VFI_unemp;
cons_VFI_unemp_drop = cons_VFI_ss - cons_VFI_unemp;

1.2 Define Parameter Frames

Define the matrix dimensions names and dimension vector values. Policy and Value Functions share the same ND dimensional structure.

% Grids:
age_grid = 18:100;
agrid = mp_params('agrid')';
eta_H_grid = mp_params('eta_H_grid')';
eta_S_grid = mp_params('eta_S_grid')';
ar_st_eta_HS_grid = string(cellstr([num2str(eta_H_grid', 'hz=%3.2f;'), num2str(eta_S_grid', 'wz=%3.2f')]));
edu_grid = [0,1];
marry_grid = [0,1];
kids_grid = (1:1:mp_params('n_kidsgrid'))';
% NaN(n_jgrid,n_agrid,n_etagrid,n_educgrid,n_marriedgrid,n_kidsgrid);
cl_mp_datasetdesc = {};
cl_mp_datasetdesc{1} = containers.Map({'name', 'labval'}, {'age', age_grid});
cl_mp_datasetdesc{2} = containers.Map({'name', 'labval'}, {'savings', agrid});
cl_mp_datasetdesc{3} = containers.Map({'name', 'labval'}, {'eta', 1:length(eta_H_grid)});
cl_mp_datasetdesc{4} = containers.Map({'name', 'labval'}, {'edu', edu_grid});
cl_mp_datasetdesc{5} = containers.Map({'name', 'labval'}, {'marry', marry_grid});
cl_mp_datasetdesc{6} = containers.Map({'name', 'labval'}, {'kids', kids_grid});

1.3 Analyze Savings and Shocks

First, analyze Savings Levels and Shocks, Aggregate Over All Others, and do various other calculations.

% Generate some Data
mp_support_graph = containers.Map('KeyType', 'char', 'ValueType', 'any');
mp_support_graph('cl_st_xtitle') = {'Savings States, a'};
mp_support_graph('st_legend_loc') = 'eastoutside';
mp_support_graph('bl_graph_logy') = true; % do not log
mp_support_graph('it_legend_select') = 15; % how many shock legends to show
mp_support_graph('cl_colors') = 'jet';

MEAN(VAL(A,Z) - VAL(A,Z|unemp)), MEAN(AP(A,Z) - AP(A,Z|unemp)), MEAN(C(A,Z) - C(A,Z|unemp))

Tabulate value and policies along savings and shocks:

% Set
% NaN(n_jgrid,n_agrid,n_etagrid,n_educgrid,n_marriedgrid,n_kidsgrid);
ar_permute = [1,4,5,6,3,2];
% Value Function
tb_az_v = ff_summ_nd_array("MEAN(v(A,Z) - v(A,Z|unemp))", V_VFI_unemp_drop, true, ["mean"], 4, 1, cl_mp_datasetdesc, ar_permute);

xxx  MEAN(v(A,Z) - v(A,Z|unemp))  xxxxxxxxxxxxxxxxxxxxxxxxxxx
    group     savings      mean_eta_1    mean_eta_2    mean_eta_3    mean_eta_4    mean_eta_5    mean_eta_6    mean_eta_7    mean_eta_8    mean_eta_9    mean_eta_10    mean_eta_11    mean_eta_12    mean_eta_13    mean_eta_14    mean_eta_15    mean_eta_16    mean_eta_17    mean_eta_18    mean_eta_19    mean_eta_20    mean_eta_21    mean_eta_22    mean_eta_23    mean_eta_24    mean_eta_25    mean_eta_26    mean_eta_27    mean_eta_28    mean_eta_29    mean_eta_30    mean_eta_31    mean_eta_32    mean_eta_33    mean_eta_34    mean_eta_35    mean_eta_36    mean_eta_37    mean_eta_38    mean_eta_39    mean_eta_40    mean_eta_41    mean_eta_42    mean_eta_43    mean_eta_44    mean_eta_45    mean_eta_46    mean_eta_47    mean_eta_48    mean_eta_49    mean_eta_50    mean_eta_51    mean_eta_52    mean_eta_53    mean_eta_54    mean_eta_55    mean_eta_56    mean_eta_57    mean_eta_58    mean_eta_59    mean_eta_60    mean_eta_61    mean_eta_62    mean_eta_63    mean_eta_64    mean_eta_65    mean_eta_66    mean_eta_67    mean_eta_68    mean_eta_69    mean_eta_70    mean_eta_71    mean_eta_72    mean_eta_73    mean_eta_74    mean_eta_75    mean_eta_76    mean_eta_77    mean_eta_78    mean_eta_79    mean_eta_80    mean_eta_81    mean_eta_82    mean_eta_83    mean_eta_84    mean_eta_85    mean_eta_86    mean_eta_87    mean_eta_88    mean_eta_89    mean_eta_90    mean_eta_91    mean_eta_92    mean_eta_93    mean_eta_94    mean_eta_95    mean_eta_96    mean_eta_97    mean_eta_98    mean_eta_99    mean_eta_100    mean_eta_101    mean_eta_102    mean_eta_103    mean_eta_104    mean_eta_105    mean_eta_106    mean_eta_107    mean_eta_108    mean_eta_109    mean_eta_110    mean_eta_111    mean_eta_112    mean_eta_113    mean_eta_114    mean_eta_115    mean_eta_116    mean_eta_117    mean_eta_118    mean_eta_119    mean_eta_120    mean_eta_121    mean_eta_122    mean_eta_123    mean_eta_124    mean_eta_125    mean_eta_126    mean_eta_127    mean_eta_128    mean_eta_129    mean_eta_130    mean_eta_131    mean_eta_132    mean_eta_133    mean_eta_134    mean_eta_135    mean_eta_136    mean_eta_137    mean_eta_138    mean_eta_139    mean_eta_140    mean_eta_141    mean_eta_142    mean_eta_143    mean_eta_144    mean_eta_145    mean_eta_146    mean_eta_147    mean_eta_148    mean_eta_149    mean_eta_150    mean_eta_151    mean_eta_152    mean_eta_153    mean_eta_154    mean_eta_155    mean_eta_156    mean_eta_157    mean_eta_158    mean_eta_159    mean_eta_160    mean_eta_161    mean_eta_162    mean_eta_163    mean_eta_164    mean_eta_165    mean_eta_166    mean_eta_167    mean_eta_168    mean_eta_169    mean_eta_170    mean_eta_171    mean_eta_172    mean_eta_173    mean_eta_174    mean_eta_175    mean_eta_176    mean_eta_177    mean_eta_178    mean_eta_179    mean_eta_180    mean_eta_181    mean_eta_182    mean_eta_183    mean_eta_184    mean_eta_185    mean_eta_186    mean_eta_187    mean_eta_188    mean_eta_189    mean_eta_190    mean_eta_191    mean_eta_192    mean_eta_193    mean_eta_194    mean_eta_195    mean_eta_196    mean_eta_197    mean_eta_198    mean_eta_199    mean_eta_200    mean_eta_201    mean_eta_202    mean_eta_203    mean_eta_204    mean_eta_205    mean_eta_206    mean_eta_207    mean_eta_208    mean_eta_209    mean_eta_210    mean_eta_211    mean_eta_212    mean_eta_213    mean_eta_214    mean_eta_215    mean_eta_216    mean_eta_217    mean_eta_218    mean_eta_219    mean_eta_220    mean_eta_221    mean_eta_222    mean_eta_223    mean_eta_224    mean_eta_225    mean_eta_226    mean_eta_227    mean_eta_228    mean_eta_229    mean_eta_230    mean_eta_231    mean_eta_232    mean_eta_233    mean_eta_234    mean_eta_235    mean_eta_236    mean_eta_237    mean_eta_238    mean_eta_239    mean_eta_240    mean_eta_241    mean_eta_242    mean_eta_243    mean_eta_244    mean_eta_245    mean_eta_246    mean_eta_247    mean_eta_248    mean_eta_249    mean_eta_250    mean_eta_251    mean_eta_252    mean_eta_253    mean_eta_254    mean_eta_255    mean_eta_256    mean_eta_257    mean_eta_258    mean_eta_259    mean_eta_260    mean_eta_261    mean_eta_262    mean_eta_263    mean_eta_264    mean_eta_265    mean_eta_266    mean_eta_267    mean_eta_268    mean_eta_269    mean_eta_270    mean_eta_271    mean_eta_272    mean_eta_273    mean_eta_274    mean_eta_275    mean_eta_276    mean_eta_277    mean_eta_278    mean_eta_279    mean_eta_280    mean_eta_281    mean_eta_282    mean_eta_283    mean_eta_284    mean_eta_285    mean_eta_286    mean_eta_287    mean_eta_288    mean_eta_289    mean_eta_290    mean_eta_291    mean_eta_292    mean_eta_293    mean_eta_294    mean_eta_295    mean_eta_296    mean_eta_297    mean_eta_298    mean_eta_299    mean_eta_300    mean_eta_301    mean_eta_302    mean_eta_303    mean_eta_304    mean_eta_305    mean_eta_306    mean_eta_307    mean_eta_308    mean_eta_309    mean_eta_310    mean_eta_311    mean_eta_312    mean_eta_313    mean_eta_314    mean_eta_315    mean_eta_316    mean_eta_317    mean_eta_318    mean_eta_319    mean_eta_320    mean_eta_321    mean_eta_322    mean_eta_323    mean_eta_324    mean_eta_325    mean_eta_326    mean_eta_327    mean_eta_328    mean_eta_329    mean_eta_330    mean_eta_331    mean_eta_332    mean_eta_333    mean_eta_334    mean_eta_335    mean_eta_336    mean_eta_337    mean_eta_338    mean_eta_339    mean_eta_340    mean_eta_341    mean_eta_342    mean_eta_343    mean_eta_344    mean_eta_345    mean_eta_346    mean_eta_347    mean_eta_348    mean_eta_349    mean_eta_350    mean_eta_351    mean_eta_352    mean_eta_353    mean_eta_354    mean_eta_355    mean_eta_356    mean_eta_357    mean_eta_358    mean_eta_359    mean_eta_360    mean_eta_361    mean_eta_362    mean_eta_363    mean_eta_364    mean_eta_365    mean_eta_366    mean_eta_367    mean_eta_368    mean_eta_369    mean_eta_370    mean_eta_371    mean_eta_372    mean_eta_373    mean_eta_374    mean_eta_375    mean_eta_376    mean_eta_377    mean_eta_378    mean_eta_379    mean_eta_380    mean_eta_381    mean_eta_382    mean_eta_383    mean_eta_384    mean_eta_385    mean_eta_386    mean_eta_387    mean_eta_388    mean_eta_389    mean_eta_390    mean_eta_391    mean_eta_392    mean_eta_393    mean_eta_394    mean_eta_395    mean_eta_396    mean_eta_397    mean_eta_398    mean_eta_399    mean_eta_400    mean_eta_401    mean_eta_402    mean_eta_403    mean_eta_404    mean_eta_405
    _____    __________    __________    __________    __________    __________    __________    __________    __________    __________    __________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________

      1               0        15.757         14.81        13.917        13.077        12.285        11.541         10.84        10.181        9.5606        8.9777         8.4298         7.9148          7.431         6.9765         6.5496         6.1487         5.7723          5.419         5.0874         4.7761         4.4842         4.2105         3.9541         3.7139         3.4893         3.2793         3.0832         2.9002         2.7295         2.5705         2.4225         2.2848         2.1568         2.0378         1.9271         1.8242         1.7288         1.6399         1.5576         1.4811         1.4099         1.3439         1.2825         1.2254         1.1724         1.1233         1.0775         1.0351       0.99565        0.95884        0.92462        0.89275        0.86296        0.83509        0.80898        0.78455        0.76145        0.73973        0.71929        0.69971        0.68133         0.6637        0.64688        0.63091        0.61538        0.60049        0.58599        0.57215        0.55834        0.54522        0.53216        0.51936          0.507        0.49453        0.48268        0.47078        0.45956        0.44877        0.43925        0.43157        0.42678          12.984         12.279         11.611         10.978          10.38         9.8124         9.2752         8.7666          8.285          7.829         7.3973         6.9887          6.602         6.2361         5.8899         5.5625         5.2529         4.9601         4.6834          4.4219          4.1749          3.9418          3.7221           3.515          3.3202           3.137           2.965          2.8037          2.6525          2.5111          2.3789          2.2553            2.14          2.0323          1.9317           1.838          1.7507          1.6692          1.5935          1.5228          1.4569          1.3956          1.3385          1.2851          1.2355          1.1894          1.1463          1.1063           1.069           1.034          1.0014           0.971         0.94249         0.91572          0.8906         0.86701         0.84465         0.82357         0.80366         0.78458         0.76659         0.74933         0.73277         0.71706         0.70171         0.68699         0.67262         0.65885         0.64512         0.63202         0.61902         0.60622         0.59385         0.58138         0.56951          0.5576         0.54635         0.53554         0.52599          0.5183         0.51347          10.254          9.6987          9.1731          8.6767          8.2088          7.7683          7.3537          6.9636          6.5963          6.2505          5.9248           5.618          5.3288          5.0562          4.7991          4.5566          4.3277          4.1117          3.9077           3.715          3.5331          3.3613          3.1993          3.0466          2.9028          2.7674          2.6402          2.5207          2.4085          2.3035          2.2051          2.1129          2.0267           1.946          1.8705          1.7999           1.734          1.6721          1.6143          1.5602          1.5095           1.462          1.4177          1.3759          1.3369          1.3003          1.2657          1.2334          1.2029          1.1741           1.147          1.1215          1.0972          1.0743          1.0525          1.0317           1.012         0.99305         0.97505         0.95756         0.94093         0.92482         0.90917         0.89427         0.87943         0.86527         0.85115         0.83767         0.82408         0.81105          0.7981         0.78521         0.77282          0.7602         0.74823         0.73616         0.72475         0.71382         0.70407         0.69635         0.69136          10.338          9.7999          9.2879          8.8024          8.3433          7.9099          7.5014          7.1164          6.7538          6.4121          6.0903           5.787          5.5011          5.2316          4.9776           4.738          4.5121          4.2989          4.0979          3.9082          3.7294          3.5609          3.4022          3.2529          3.1126          2.9809          2.8575          2.7419          2.6338          2.5329          2.4388           2.351          2.2693          2.1931          2.1219          2.0557          1.9941          1.9365           1.883           1.833          1.7861          1.7423          1.7014          1.6629          1.6269           1.593          1.5609          1.5307          1.5023          1.4752          1.4495          1.4251          1.4018          1.3796          1.3583          1.3379          1.3182          1.2992          1.2809          1.2629          1.2457          1.2288          1.2122          1.1963          1.1803          1.1649          1.1495          1.1346          1.1196          1.1052          1.0908          1.0765          1.0626          1.0486          1.0353          1.0219          1.0093         0.99715         0.98639         0.97774         0.97209          11.481          10.948          10.442          9.9619          9.5075          9.0781          8.6726            8.29          7.9291          7.5885          7.2672          6.9639          6.6774          6.4069          6.1511          5.9093          5.6804          5.4638          5.2587          5.0643          4.8801          4.7056          4.5402          4.3836          4.2354          4.0951          3.9624          3.8369          3.7183          3.6062          3.5003             3.4          3.3053          3.2155          3.1304          3.0497          2.9731          2.9001          2.8307          2.7645          2.7011          2.6406          2.5826          2.5269          2.4736          2.4223          2.3728          2.3253          2.2795          2.2352          2.1926          2.1515          2.1116           2.073          2.0356          1.9995          1.9645          1.9306          1.8977          1.8655          1.8345          1.8044           1.775          1.7467          1.7189          1.6921          1.6657          1.6404          1.6154          1.5914           1.568          1.5451          1.5231          1.5014          1.4808          1.4605          1.4417          1.4237          1.4078          1.3946          1.3852  
      2      0.00051498        15.342        14.443        13.593         12.79        12.032        11.317        10.642        10.006        9.4064        8.8416         8.3096         7.8088         7.3375          6.894         6.4768         6.0845         5.7157          5.369         5.0433         4.7373         4.4499         4.1803         3.9274         3.6905         3.4686         3.2611         3.0671          2.886          2.717         2.5595         2.4129         2.2763         2.1493         2.0312         1.9213         1.8191         1.7243         1.6359         1.5541          1.478         1.4072         1.3415         1.2804         1.2235         1.1707         1.1218         1.0762         1.0339       0.99461        0.95791         0.9238          0.892        0.86229        0.83449        0.80843        0.78406        0.76099        0.73931         0.7189        0.69935          0.681        0.66339         0.6466        0.63064        0.61512        0.60025        0.58576        0.57193        0.55813        0.54502        0.53197        0.51917        0.50681        0.49435         0.4825        0.47061        0.45939         0.4486        0.43908         0.4314        0.42662          12.679         12.008          11.37         10.764         10.189         9.6427         9.1243         8.6324         8.1656         7.7228         7.3028         6.9046         6.5272         6.1696         5.8307         5.5098          5.206         4.9184         4.6463          4.3889          4.1456          3.9158          3.6989          3.4944          3.3019          3.1208          2.9506          2.7908          2.6411          2.5009          2.3699          2.2473          2.1328          2.0259           1.926           1.833          1.7462          1.6652          1.5899          1.5196           1.454           1.393          1.3361           1.283          1.2336          1.1877          1.1447          1.1048          1.0676          1.0328          1.0003         0.96991         0.94147         0.91476          0.8897         0.86615         0.84383         0.82279         0.80292         0.78386         0.76589         0.74865         0.73211         0.71642         0.70109         0.68638         0.67202         0.65826         0.64454         0.63145         0.61845         0.60565          0.5933         0.58083         0.56896         0.55706         0.54581           0.535         0.52545         0.51777         0.51294          10.017          9.4895          8.9886          8.5139          8.0651          7.6414          7.2416          6.8645          6.5086          6.1729          5.8561           5.557          5.2747          5.0082          4.7564          4.5186          4.2939          4.0816          3.8808          3.6911          3.5117          3.3423          3.1823          3.0314          2.8891          2.7552          2.6292          2.5108          2.3997          2.2955          2.1979          2.1064          2.0209          1.9408          1.8657          1.7956            1.73          1.6685           1.611          1.5572          1.5067          1.4595          1.4153          1.3737          1.3349          1.2984          1.2639          1.2317          1.2013          1.1726          1.1456          1.1201          1.0959           1.073          1.0512          1.0306          1.0108         0.99192         0.97395         0.95648         0.93987         0.92378         0.90814         0.89326         0.87844         0.86429         0.85017          0.8367         0.82312          0.8101         0.79715         0.78427         0.77189         0.75926          0.7473         0.73523         0.72383          0.7129         0.70315         0.69544         0.69044           10.11          9.5997          9.1122          8.6481          8.2078           7.791          7.3969          7.0246          6.6731          6.3412          6.0279          5.7321          5.4529          5.1892          4.9403          4.7051          4.4831          4.2734          4.0754          3.8884          3.7119          3.5454          3.3885          3.2409           3.102          2.9716          2.8492          2.7346          2.6274          2.5272          2.4338          2.3466          2.2653          2.1896          2.1188          2.0529          1.9916          1.9343           1.881          1.8312          1.7845          1.7409          1.7001          1.6617          1.6257          1.5919          1.5599          1.5298          1.5014          1.4744          1.4487          1.4244          1.4012           1.379          1.3577          1.3373          1.3176          1.2987          1.2804          1.2624          1.2452          1.2283          1.2117          1.1958          1.1798          1.1644           1.149          1.1342          1.1192          1.1047          1.0903           1.076          1.0622          1.0482          1.0349          1.0215          1.0089         0.99673         0.98598         0.97733         0.97168          11.254          10.749          10.267          9.8086           9.373            8.96           8.569           8.199          7.8492          7.5184          7.2056          6.9098          6.6299          6.3651          6.1144           5.877           5.652          5.4389          5.2367           5.045          4.8631          4.6906           4.527           4.372          4.2252          4.0861          3.9545            3.83          3.7122          3.6008          3.4956          3.3959          3.3016          3.2123          3.1275          3.0472          2.9709          2.8981          2.8289           2.763          2.6997          2.6393          2.5815          2.5259          2.4727          2.4215          2.3721          2.3246          2.2789          2.2347          2.1921           2.151          2.1112          2.0726          2.0352          1.9991          1.9641          1.9303          1.8974          1.8652          1.8342          1.8041          1.7747          1.7464          1.7187          1.6918          1.6654          1.6402          1.6152          1.5912          1.5678          1.5448          1.5228          1.5012          1.4806          1.4603          1.4415          1.4235          1.4075          1.3944           1.385  
      3       0.0041199        12.881        12.246        11.633        11.043        10.476        9.9318        9.4101        8.9107        8.4332        7.9773         7.5425         7.1282         6.7339         6.3589         6.0026         5.6644         5.3436         5.0396         4.7517         4.4793         4.2217         3.9785          3.749         3.5328         3.3294         3.1382         2.9586         2.7903         2.6326         2.4851         2.3473         2.2185         2.0984         1.9863         1.8817         1.7843         1.6935         1.6088         1.5302         1.4569         1.3885          1.325         1.2658         1.2106         1.1593         1.1116         1.0672         1.0259       0.98746        0.95152        0.91808        0.88687        0.85767        0.83032        0.80466        0.78062        0.75786        0.73645        0.71626        0.69691        0.67875        0.66129        0.64463         0.6288        0.61338         0.5986        0.58419        0.57043        0.55668        0.54364        0.53062        0.51788        0.50555        0.49311         0.4813        0.46943        0.45824        0.44747        0.43797        0.43031        0.42554          10.856         10.372         9.9028         9.4485         9.0095         8.5859         8.1776         7.7846         7.4068         7.0438         6.6955         6.3616         6.0418         5.7358         5.4433         5.1638          4.897         4.6426         4.4001          4.1693          3.9497          3.7411          3.5432          3.3557          3.1783          3.0107          2.8526          2.7036          2.5635          2.4319          2.3084          2.1926          2.0841          1.9825          1.8873          1.7984          1.7153          1.6376          1.5651          1.4974           1.434          1.3749          1.3198          1.2682          1.2202          1.1755          1.1336          1.0946          1.0582          1.0241         0.99222         0.96241         0.93445         0.90817         0.88349         0.86026         0.83823         0.81745         0.79778         0.77892         0.76113         0.74403         0.72762         0.71205         0.69682          0.6822         0.66792         0.65422         0.64056         0.62753         0.61456         0.60182         0.58949         0.57706         0.56522         0.55334         0.54212         0.53133          0.5218         0.51413         0.50931          8.6162          8.2427          7.8787          7.5257          7.1852          6.8578          6.5437          6.2428          5.9548          5.6794          5.4162          5.1649          4.9249           4.696          4.4777          4.2697          4.0714          3.8826          3.7028          3.5317          3.3689          3.2143          3.0675          2.9285          2.7968          2.6723          2.5548          2.4439          2.3396          2.2414          2.1491          2.0625          1.9811          1.9048          1.8332           1.766          1.7031          1.6439          1.5886          1.5366          1.4878           1.442          1.3991          1.3587          1.3209          1.2853          1.2516          1.2201          1.1904          1.1622          1.1357          1.1107          1.0868          1.0643          1.0428          1.0224          1.0029         0.98421          0.9664          0.9491         0.93265         0.91667         0.90115         0.88637         0.87163         0.85755         0.84351          0.8301         0.81656         0.80359         0.79067         0.77785         0.76549         0.75289         0.74096         0.72891         0.71753         0.70662         0.69689         0.68919         0.68421          8.7733          8.4138          8.0608          7.7164          7.3823          7.0598          6.7495          6.4515          6.1659          5.8925           5.631           5.381          5.1423          4.9145          4.6973          4.4903           4.293          4.1053          3.9266          3.7567          3.5954          3.4423          3.2973          3.1601          3.0306          2.9084          2.7933          2.6851          2.5836          2.4885          2.3995          2.3162          2.2383          2.1656          2.0975          2.0339          1.9746          1.9191          1.8673          1.8188          1.7733          1.7307          1.6908          1.6532          1.6179          1.5847          1.5532          1.5236          1.4956          1.4689          1.4436          1.4195          1.3965          1.3745          1.3535          1.3332          1.3137          1.2948          1.2766          1.2588          1.2417          1.2248          1.2084          1.1925          1.1766          1.1612          1.1459           1.131          1.1161          1.1017          1.0873           1.073          1.0592          1.0452           1.032          1.0186           1.006         0.99385         0.98311         0.97447         0.96884          9.9248          9.5707          9.2232          8.8838           8.554          8.2351          7.9276          7.6317          7.3476           7.075          6.8137          6.5635           6.324          6.0949          5.8757          5.6662          5.4659          5.2745          5.0915          4.9167          4.7499          4.5906          4.4388          4.2942          4.1565          4.0256          3.9012           3.783          3.6708          3.5644          3.4635          3.3676          3.2767          3.1903          3.1082          3.0301          2.9557          2.8847           2.817          2.7524          2.6903          2.6309          2.5739          2.5191          2.4665          2.4159          2.3671            2.32          2.2747          2.2308          2.1885          2.1477          2.1081          2.0697          2.0325          1.9966          1.9617           1.928          1.8952          1.8631          1.8322          1.8021          1.7728          1.7446          1.7169          1.6901          1.6637          1.6385          1.6135          1.5896          1.5662          1.5433          1.5213          1.4996          1.4791          1.4588            1.44           1.422          1.4061           1.393          1.3836  
      4        0.013905        8.7359        8.4686        8.1905        7.9067        7.6215        7.3372        7.0554         6.777        6.5027        6.2331         5.9686         5.7099         5.4573         5.2112          4.972         4.7398          4.515         4.2977          4.088         3.8861          3.692         3.5059         3.3278         3.1577         2.9956         2.8414         2.6951         2.5563         2.4251         2.3012         2.1843         2.0743         1.9707         1.8733         1.7817         1.6958         1.6152         1.5396         1.4689         1.4026         1.3405         1.2824          1.228         1.1771         1.1296         1.0852         1.0437          1.005       0.96879        0.93485        0.90318        0.87346        0.84561        0.81944        0.79481        0.77166        0.74968          0.729        0.70938        0.69059        0.67292        0.65584        0.63955        0.62403         0.6089        0.59436        0.58018        0.56659        0.55301        0.54012         0.5272        0.51461        0.50234           0.49        0.47827        0.46646        0.45535        0.44462        0.43518        0.42756        0.42282          7.7213         7.5025         7.2734         7.0389         6.8028         6.5673         6.3336         6.1025         5.8744         5.6497         5.4288          5.212         4.9996         4.7921         4.5895         4.3922         4.2004         4.0142         3.8337          3.6592          3.4907          3.3285          3.1726          3.0231          2.8801          2.7434          2.6133          2.4894          2.3719          2.2606          2.1552          2.0556          1.9617          1.8729          1.7893          1.7107          1.6367          1.5671          1.5018          1.4404          1.3827          1.3286          1.2779          1.2302          1.1857           1.144          1.1049          1.0683          1.0339          1.0017         0.97151         0.94312         0.91642         0.89126         0.86756         0.84517         0.82389          0.8038         0.78469         0.76635         0.74904         0.73231         0.71625         0.70099         0.68603         0.67165         0.65757         0.64405         0.63055         0.61768          0.6048         0.59221         0.57994         0.56759         0.55584         0.54402         0.53287         0.52212         0.51265         0.50502         0.50024          6.3088          6.1436          5.9646          5.7785          5.5904          5.4033          5.2185          5.0367          4.8582          4.6832           4.512          4.3447          4.1815          4.0225          3.8678          3.7175          3.5717          3.4305          3.2938          3.1617          3.0344          2.9119          2.7943          2.6815          2.5737          2.4708          2.3727          2.2794          2.1909          2.1071          2.0275          1.9524          1.8814          1.8142          1.7508          1.6911          1.6347          1.5815          1.5313           1.484          1.4394          1.3974          1.3578          1.3203          1.2851          1.2518          1.2202          1.1906          1.1624          1.1357          1.1106          1.0866          1.0638          1.0421          1.0214          1.0017         0.98282         0.96472         0.94737         0.93051         0.91446         0.89879         0.88357         0.86904         0.85453         0.84067          0.8268         0.81356         0.80014         0.78732         0.77448         0.76179         0.74949         0.73696         0.72511         0.71311         0.70181         0.69093         0.68126          0.6736         0.66865          6.6091          6.4528          6.2805          6.0987           5.913          5.7267          5.5417          5.3588          5.1787          5.0017          4.8281          4.6583          4.4924          4.3306          4.1731          4.0201          3.8716          3.7278          3.5887          3.4544          3.3251          3.2008          3.0817          2.9678          2.8591          2.7556          2.6572           2.564          2.4758          2.3926          2.3141          2.2401          2.1705          2.1049          2.0433          1.9854           1.931          1.8799           1.832          1.7868          1.7443          1.7042          1.6666           1.631          1.5975          1.5657          1.5356          1.5072          1.4802          1.4544          1.4299          1.4066          1.3842          1.3628          1.3422          1.3224          1.3032          1.2847          1.2668          1.2492          1.2324          1.2157          1.1994          1.1837           1.168          1.1527          1.1375          1.1228          1.1079          1.0936          1.0793          1.0651          1.0514          1.0374          1.0242          1.0108          0.9983         0.98621         0.97553          0.9669          0.9613          7.7806          7.6291          7.4615          7.2841           7.102          6.9186          6.7357          6.5542          6.3749          6.1981          6.0242          5.8535          5.6863          5.5226          5.3627          5.2067          5.0547          4.9068           4.763          4.6235          4.4883          4.3575          4.2313          4.1096          3.9924          3.8799          3.7719          3.6684          3.5693          3.4746          3.3838          3.2971          3.2143           3.135          3.0591          2.9866           2.917          2.8503          2.7864           2.725          2.6658          2.6089          2.5541          2.5013          2.4504          2.4013          2.3537          2.3079          2.2635          2.2205           2.179          2.1388          2.0999           2.062          2.0253          1.9897          1.9552          1.9218          1.8893          1.8574          1.8268          1.7969          1.7677          1.7397          1.7121          1.6854          1.6591           1.634          1.6091          1.5853          1.5619          1.5391          1.5171          1.4955           1.475          1.4548           1.436          1.4181          1.4022          1.3891          1.3797  
      5        0.032959        5.3366        5.2683        5.1735        5.0615        4.9404        4.8155        4.6892        4.5624        4.4354        4.3083         4.1814         4.0545         3.9278         3.8014         3.6754         3.5499         3.4253         3.3016         3.1794         3.0588         2.9402          2.824         2.7104         2.5997          2.492         2.3878          2.287         2.1898         2.0964         2.0067         1.9207         1.8386         1.7602         1.6853         1.6141         1.5464          1.482         1.4211         1.3633         1.3085         1.2568         1.2078         1.1615          1.118         1.0769         1.0382         1.0018        0.96759        0.9353        0.90492        0.87635        0.84933        0.82389        0.79988        0.77711        0.75557        0.73504        0.71567        0.69712        0.67932        0.66257        0.64622        0.63059        0.61565        0.60106        0.58699        0.57322        0.55996         0.5467        0.53409        0.52138        0.50905        0.49691        0.48475        0.47317        0.46149        0.45051        0.43987        0.43055          0.423        0.41833          5.0742         5.0018         4.9048         4.7925          4.673         4.5512         4.4296          4.309         4.1893         4.0707         3.9532         3.8366         3.7208         3.6058         3.4916         3.3782         3.2657         3.1544         3.0443          2.9358          2.8291          2.7243          2.6219           2.522          2.4247          2.3304           2.239          2.1509           2.066          1.9843          1.9059          1.8308           1.759          1.6902          1.6247          1.5624          1.5029          1.4465          1.3929           1.342          1.2937           1.248          1.2047          1.1639          1.1253          1.0888          1.0545          1.0221         0.99142          0.9625         0.93524          0.9094         0.88496         0.86186         0.83992         0.81905         0.79915         0.78032         0.76224         0.74486         0.72843          0.7124         0.69698         0.68227         0.66782          0.6539         0.64022         0.62703         0.61384         0.60124         0.58856         0.57622         0.56409         0.55191         0.54031          0.5286         0.51759         0.50693         0.49757         0.49002         0.48531          4.5622          4.4953          4.4008          4.2898           4.172          4.0534          3.9367          3.8229          3.7119          3.6038          3.4983          3.3953          3.2944          3.1956          3.0987          3.0035          2.9101          2.8184          2.7285          2.6406          2.5546          2.4709          2.3894          2.3104          2.2338          2.1599          2.0885          2.0199          1.9541          1.8908          1.8302          1.7723          1.7169          1.6639          1.6135          1.5654          1.5195          1.4757          1.4341          1.3945          1.3569          1.3211           1.287          1.2546          1.2239          1.1945          1.1667          1.1402          1.1149          1.0908          1.0679          1.0459          1.0249          1.0049         0.98564         0.96717          0.9494         0.93232         0.91584         0.89976         0.88446         0.86935          0.8547         0.84063         0.82658         0.81309         0.79956         0.78662         0.77346         0.76091         0.74822         0.73577         0.72359         0.71121         0.69951          0.6876         0.67644         0.66563         0.65607         0.64847          0.6436          5.0528          4.9895          4.8967          4.7858          4.6663          4.5445          4.4236          4.3047          4.1879          4.0733          3.9611           3.851           3.743          3.6368          3.5323          3.4297          3.3288          3.2298          3.1328          3.0379          2.9453          2.8552          2.7677           2.683          2.6012          2.5225          2.4467          2.3742          2.3049          2.2386          2.1754          2.1153           2.058          2.0035          1.9518          1.9028          1.8563          1.8122          1.7704          1.7306           1.693          1.6572          1.6233          1.5912          1.5605          1.5314          1.5037          1.4773           1.452          1.4279          1.4049          1.3827          1.3614           1.341          1.3213          1.3022          1.2837          1.2659          1.2485          1.2314          1.2151          1.1987          1.1828          1.1674          1.1519           1.137           1.122          1.1075          1.0927          1.0787          1.0644          1.0504          1.0367          1.0229          1.0098         0.99652          0.9841         0.97206         0.96147         0.95289         0.94736          6.2607           6.201          6.1118          6.0038          5.8866          5.7665          5.6464          5.5277          5.4105          5.2951          5.1815          5.0696          4.9592          4.8501          4.7424          4.6359          4.5306          4.4267          4.3242          4.2233          4.1242          4.0269          3.9316          3.8386          3.7478          3.6595          3.5736          3.4903          3.4096          3.3313          3.2556          3.1823          3.1115           3.043          2.9768          2.9128          2.8509           2.791          2.7331           2.677          2.6226          2.5699          2.5187          2.4692          2.4212          2.3745          2.3293          2.2854          2.2428          2.2014          2.1613          2.1223          2.0844          2.0475          2.0116          1.9767          1.9429            1.91           1.878          1.8466          1.8164          1.7868           1.758          1.7302          1.7028          1.6764          1.6503          1.6254          1.6006          1.5769          1.5536           1.531          1.5091          1.4876          1.4672           1.447          1.4284          1.4105          1.3947          1.3816          1.3723  
      6        0.064373        3.3921        3.3936        3.3704        3.3277         3.272        3.2095        3.1441         3.076        3.0063        2.9357         2.8653         2.7953         2.7254          2.656         2.5873         2.5195         2.4524         2.3859         2.3201         2.2551         2.1908         2.1274         2.0647         2.0031         1.9424         1.8826         1.8238         1.7662         1.7097         1.6545         1.6006          1.548         1.4968          1.447         1.3988         1.3521         1.3069         1.2633         1.2213         1.1809          1.142         1.1047         1.0691          1.035         1.0025        0.97159        0.94208        0.91393       0.88714        0.86172        0.83747        0.81434        0.79234        0.77141        0.75135        0.73218        0.71384        0.69635        0.67946        0.66319        0.64772        0.63249        0.61794        0.60383        0.59005        0.57673        0.56359        0.55082         0.5381         0.5259         0.5135        0.50159        0.48967        0.47782        0.46645        0.45496         0.4442         0.4337        0.42456        0.41713         0.4126          3.4508          3.439         3.4032         3.3487         3.2822           3.21         ...

% Aprime Choice
tb_az_ap = ff_summ_nd_array("MEAN(AP(A,Z) - AP(A,Z|unemp))", ap_VFI_unemp_drop, true, ["mean"], 4, 1, cl_mp_datasetdesc, ar_permute);

xxx  MEAN(AP(A,Z) - AP(A,Z|unemp))  xxxxxxxxxxxxxxxxxxxxxxxxxxx
    group     savings      mean_eta_1    mean_eta_2    mean_eta_3    mean_eta_4    mean_eta_5    mean_eta_6    mean_eta_7    mean_eta_8    mean_eta_9    mean_eta_10    mean_eta_11    mean_eta_12    mean_eta_13    mean_eta_14    mean_eta_15    mean_eta_16    mean_eta_17    mean_eta_18    mean_eta_19    mean_eta_20    mean_eta_21    mean_eta_22    mean_eta_23    mean_eta_24    mean_eta_25    mean_eta_26    mean_eta_27    mean_eta_28    mean_eta_29    mean_eta_30    mean_eta_31    mean_eta_32    mean_eta_33    mean_eta_34    mean_eta_35    mean_eta_36    mean_eta_37    mean_eta_38    mean_eta_39    mean_eta_40    mean_eta_41    mean_eta_42    mean_eta_43    mean_eta_44    mean_eta_45    mean_eta_46    mean_eta_47    mean_eta_48    mean_eta_49    mean_eta_50    mean_eta_51    mean_eta_52    mean_eta_53    mean_eta_54    mean_eta_55    mean_eta_56    mean_eta_57    mean_eta_58    mean_eta_59    mean_eta_60    mean_eta_61    mean_eta_62    mean_eta_63    mean_eta_64    mean_eta_65    mean_eta_66    mean_eta_67    mean_eta_68    mean_eta_69    mean_eta_70    mean_eta_71    mean_eta_72    mean_eta_73    mean_eta_74    mean_eta_75    mean_eta_76    mean_eta_77    mean_eta_78    mean_eta_79    mean_eta_80    mean_eta_81    mean_eta_82    mean_eta_83    mean_eta_84    mean_eta_85    mean_eta_86    mean_eta_87    mean_eta_88    mean_eta_89    mean_eta_90    mean_eta_91    mean_eta_92    mean_eta_93    mean_eta_94    mean_eta_95    mean_eta_96    mean_eta_97    mean_eta_98    mean_eta_99    mean_eta_100    mean_eta_101    mean_eta_102    mean_eta_103    mean_eta_104    mean_eta_105    mean_eta_106    mean_eta_107    mean_eta_108    mean_eta_109    mean_eta_110    mean_eta_111    mean_eta_112    mean_eta_113    mean_eta_114    mean_eta_115    mean_eta_116    mean_eta_117    mean_eta_118    mean_eta_119    mean_eta_120    mean_eta_121    mean_eta_122    mean_eta_123    mean_eta_124    mean_eta_125    mean_eta_126    mean_eta_127    mean_eta_128    mean_eta_129    mean_eta_130    mean_eta_131    mean_eta_132    mean_eta_133    mean_eta_134    mean_eta_135    mean_eta_136    mean_eta_137    mean_eta_138    mean_eta_139    mean_eta_140    mean_eta_141    mean_eta_142    mean_eta_143    mean_eta_144    mean_eta_145    mean_eta_146    mean_eta_147    mean_eta_148    mean_eta_149    mean_eta_150    mean_eta_151    mean_eta_152    mean_eta_153    mean_eta_154    mean_eta_155    mean_eta_156    mean_eta_157    mean_eta_158    mean_eta_159    mean_eta_160    mean_eta_161    mean_eta_162    mean_eta_163    mean_eta_164    mean_eta_165    mean_eta_166    mean_eta_167    mean_eta_168    mean_eta_169    mean_eta_170    mean_eta_171    mean_eta_172    mean_eta_173    mean_eta_174    mean_eta_175    mean_eta_176    mean_eta_177    mean_eta_178    mean_eta_179    mean_eta_180    mean_eta_181    mean_eta_182    mean_eta_183    mean_eta_184    mean_eta_185    mean_eta_186    mean_eta_187    mean_eta_188    mean_eta_189    mean_eta_190    mean_eta_191    mean_eta_192    mean_eta_193    mean_eta_194    mean_eta_195    mean_eta_196    mean_eta_197    mean_eta_198    mean_eta_199    mean_eta_200    mean_eta_201    mean_eta_202    mean_eta_203    mean_eta_204    mean_eta_205    mean_eta_206    mean_eta_207    mean_eta_208    mean_eta_209    mean_eta_210    mean_eta_211    mean_eta_212    mean_eta_213    mean_eta_214    mean_eta_215    mean_eta_216    mean_eta_217    mean_eta_218    mean_eta_219    mean_eta_220    mean_eta_221    mean_eta_222    mean_eta_223    mean_eta_224    mean_eta_225    mean_eta_226    mean_eta_227    mean_eta_228    mean_eta_229    mean_eta_230    mean_eta_231    mean_eta_232    mean_eta_233    mean_eta_234    mean_eta_235    mean_eta_236    mean_eta_237    mean_eta_238    mean_eta_239    mean_eta_240    mean_eta_241    mean_eta_242    mean_eta_243    mean_eta_244    mean_eta_245    mean_eta_246    mean_eta_247    mean_eta_248    mean_eta_249    mean_eta_250    mean_eta_251    mean_eta_252    mean_eta_253    mean_eta_254    mean_eta_255    mean_eta_256    mean_eta_257    mean_eta_258    mean_eta_259    mean_eta_260    mean_eta_261    mean_eta_262    mean_eta_263    mean_eta_264    mean_eta_265    mean_eta_266    mean_eta_267    mean_eta_268    mean_eta_269    mean_eta_270    mean_eta_271    mean_eta_272    mean_eta_273    mean_eta_274    mean_eta_275    mean_eta_276    mean_eta_277    mean_eta_278    mean_eta_279    mean_eta_280    mean_eta_281    mean_eta_282    mean_eta_283    mean_eta_284    mean_eta_285    mean_eta_286    mean_eta_287    mean_eta_288    mean_eta_289    mean_eta_290    mean_eta_291    mean_eta_292    mean_eta_293    mean_eta_294    mean_eta_295    mean_eta_296    mean_eta_297    mean_eta_298    mean_eta_299    mean_eta_300    mean_eta_301    mean_eta_302    mean_eta_303    mean_eta_304    mean_eta_305    mean_eta_306    mean_eta_307    mean_eta_308    mean_eta_309    mean_eta_310    mean_eta_311    mean_eta_312    mean_eta_313    mean_eta_314    mean_eta_315    mean_eta_316    mean_eta_317    mean_eta_318    mean_eta_319    mean_eta_320    mean_eta_321    mean_eta_322    mean_eta_323    mean_eta_324    mean_eta_325    mean_eta_326    mean_eta_327    mean_eta_328    mean_eta_329    mean_eta_330    mean_eta_331    mean_eta_332    mean_eta_333    mean_eta_334    mean_eta_335    mean_eta_336    mean_eta_337    mean_eta_338    mean_eta_339    mean_eta_340    mean_eta_341    mean_eta_342    mean_eta_343    mean_eta_344    mean_eta_345    mean_eta_346    mean_eta_347    mean_eta_348    mean_eta_349    mean_eta_350    mean_eta_351    mean_eta_352    mean_eta_353    mean_eta_354    mean_eta_355    mean_eta_356    mean_eta_357    mean_eta_358    mean_eta_359    mean_eta_360    mean_eta_361    mean_eta_362    mean_eta_363    mean_eta_364    mean_eta_365    mean_eta_366    mean_eta_367    mean_eta_368    mean_eta_369    mean_eta_370    mean_eta_371    mean_eta_372    mean_eta_373    mean_eta_374    mean_eta_375    mean_eta_376    mean_eta_377    mean_eta_378    mean_eta_379    mean_eta_380    mean_eta_381    mean_eta_382    mean_eta_383    mean_eta_384    mean_eta_385    mean_eta_386    mean_eta_387    mean_eta_388    mean_eta_389    mean_eta_390    mean_eta_391    mean_eta_392    mean_eta_393    mean_eta_394    mean_eta_395    mean_eta_396    mean_eta_397    mean_eta_398    mean_eta_399    mean_eta_400    mean_eta_401    mean_eta_402    mean_eta_403    mean_eta_404    mean_eta_405
    _____    __________    __________    __________    __________    __________    __________    __________    __________    __________    __________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________

      1               0             0             0             0             0             0             0    6.6403e-08    2.2567e-07     4.664e-07    9.0064e-07     1.2684e-06     1.7382e-06     2.0598e-06     2.2879e-06     2.4594e-06     2.4819e-06     4.5488e-06     1.5081e-05     3.8977e-05     0.00010372      0.0002093     0.00038205     0.00063964      0.0010015      0.0014827      0.0020775      0.0028441      0.0037578      0.0049124      0.0062962       0.007851      0.0097102      0.011778       0.014161       0.016825       0.019961       0.023417       0.027364       0.031848       0.036722       0.042367       0.048555       0.055572       0.063352       0.072141       0.081867       0.092636        0.10471        0.11795         0.1327        0.14899        0.16697        0.18707        0.20923        0.23374        0.26091        0.29084        0.32396        0.36008        0.40008        0.44381         0.4916         0.5439        0.60075        0.66247        0.72923        0.80154        0.87921        0.96325        1.0537         1.1509         1.2559         1.3685         1.4902         1.6209         1.7621         1.9146           2.08         2.2609         2.4602         2.6794                0              0              0              0              0              0     6.6403e-08     2.2567e-07      4.664e-07     9.0064e-07     1.2684e-06     1.7382e-06     2.0598e-06     2.2879e-06     2.4594e-06     2.4819e-06     4.5488e-06     1.5081e-05      3.8977e-05      0.00010372       0.0002093      0.00038205      0.00063964      0.0010015       0.0014852       0.0020859       0.0028776       0.0038299       0.0050167       0.0064155       0.0080129       0.0098691        0.012061        0.014441        0.017292         0.02054        0.024122        0.028293        0.032883        0.038063        0.043893        0.050385        0.057747        0.065838        0.075057        0.085139        0.096423         0.1089         0.12267         0.13801         0.15499         0.17376         0.19448         0.21748         0.24289         0.27088         0.30161         0.33544         0.37243         0.41309         0.45747          0.5059         0.55858         0.61582         0.67775         0.74489         0.81728         0.89515         0.97928          1.0699          1.1673          1.2724          1.3851          1.5067          1.6374          1.7785          1.9309          2.0962           2.277          2.4757          2.6944          0.01654        0.016725        0.016809        0.016823        0.016797         0.01675        0.016691        0.016619        0.016541        0.016458        0.016364        0.016258        0.016158        0.016056        0.015937        0.015818        0.015708        0.015612         0.01555        0.015507        0.015536        0.015679        0.015912        0.016288        0.016796        0.017521        0.018457        0.019648        0.021127        0.022881        0.024888        0.027257        0.029979        0.033095        0.036742        0.040849        0.045462         0.05074        0.056653        0.063235         0.07064        0.078853        0.087977        0.097984        0.10916         0.12138         0.13488          0.1498         0.16605         0.18394         0.20365         0.22504          0.2485         0.27419         0.30208         0.33262         0.36575         0.40178         0.44085         0.48337          0.5294         0.57912           0.633         0.69113         0.75387         0.82166         0.89454         0.97315          1.0576          1.1487          1.2464          1.3516          1.4646          1.5859          1.7167          1.8572          2.0093          2.1735          2.3532          2.5498           2.766         0.18124         0.18292         0.18458         0.18627         0.18799         0.18974         0.19152         0.19339          0.1953         0.19728         0.19932         0.20143         0.20362         0.20589         0.20823         0.21064         0.21315         0.21575          0.2185         0.22136         0.22438         0.22758         0.23099         0.23465         0.23859         0.24274         0.24726         0.25222         0.25774          0.2637         0.27002         0.27671         0.28385         0.29161         0.30002         0.30894         0.31831         0.32818         0.33879         0.34999         0.36213         0.37511         0.38904         0.40384         0.41959         0.43637         0.45426         0.47357          0.4939         0.51576         0.53905         0.56387         0.59082         0.61978         0.65042         0.68342         0.71912         0.75783           0.799         0.84308         0.89117         0.94251         0.99792          1.0569          1.1208          1.1894          1.2628          1.3418          1.4266          1.5175          1.6148          1.7197          1.8314          1.9517          2.0806          2.2192          2.3682           2.529          2.7032          2.8929          3.0994         0.94573         0.95231         0.95905         0.96586         0.97287         0.97997         0.98703         0.99427          1.0018          1.0096          1.0172          1.0252          1.0332          1.0413          1.0493          1.0577          1.0661          1.0748          1.0836          1.0927           1.102          1.1116          1.1214          1.1315          1.1418          1.1528          1.1638          1.1754          1.1874          1.1997          1.2127           1.226          1.2402          1.2546          1.2699           1.286          1.3027          1.3201          1.3384          1.3571          1.3768          1.3976          1.4196          1.4426          1.4665          1.4918          1.5183          1.5464          1.5759          1.6069          1.6397          1.6743          1.7105          1.7491            1.79          1.8335          1.8789          1.9271          1.9784          2.0328          2.0903          2.1513          2.2166          2.2862          2.3594          2.4369          2.5196          2.6074          2.7011          2.8016           2.908          3.0208          3.1415          3.2707          3.4061          3.5534            3.71          3.8779           4.059          4.2518          4.4651   
      2      0.00051498             0             0             0    3.2355e-07    8.8303e-07    1.3402e-06    1.6853e-06    1.9895e-06    2.2445e-06    2.3681e-06     2.4704e-06     2.4819e-06     2.4819e-06     2.4819e-06     2.5464e-06     2.9174e-06     6.5411e-06     2.1961e-05     4.6937e-05     0.00011661     0.00022334     0.00040179     0.00066115      0.0010268      0.0015118       0.002113      0.0028843      0.0038034       0.004964      0.0063532      0.0079134      0.0097768      0.011852       0.014241       0.016908       0.020051       0.023508       0.027466       0.031952        0.03683       0.042479       0.048667       0.055694       0.063474       0.072269       0.081997       0.092773        0.10485        0.11809        0.13285        0.14914        0.16712        0.18722        0.20938         0.2339        0.26108        0.29102        0.32414        0.36026        0.40026          0.444         0.4918        0.54409        0.60095        0.66266        0.72943        0.80175        0.87941        0.96344        1.0539         1.1511         1.2561         1.3687         1.4904         1.6211         1.7623         1.9148         2.0802          2.261         2.4604         2.6795                0              0              0     3.2355e-07     8.8303e-07     1.3402e-06     1.6853e-06     1.9895e-06     2.2445e-06     2.3681e-06     2.4704e-06     2.4819e-06     2.4819e-06     2.4819e-06     2.5464e-06     2.9174e-06     6.5411e-06     2.1961e-05      4.6937e-05      0.00011661      0.00022334      0.00040179      0.00066115      0.0010268       0.0015143       0.0021214       0.0029182       0.0038763       0.0050684       0.0064724       0.0080754       0.0099367        0.012135        0.014521        0.017379        0.020631        0.024217        0.028395         0.03299        0.038176        0.044006        0.050502        0.057871        0.065966        0.075187        0.085275        0.096567        0.10904         0.12282         0.13817         0.15515         0.17392         0.19464         0.21765         0.24306         0.27106         0.30179         0.33563         0.37262         0.41328         0.45767          0.5061         0.55878         0.61602         0.67795         0.74509         0.81748         0.89535         0.97948            1.07          1.1675          1.2726          1.3853          1.5069          1.6376          1.7787          1.9311          2.0964          2.2771          2.4759          2.6946          0.01664        0.016826        0.016909        0.016924        0.016898        0.016852        0.016795        0.016724        0.016647        0.016567        0.016475        0.016369        0.016271        0.016169        0.016053        0.015935        0.015828        0.015739        0.015676        0.015637        0.015669        0.015815        0.016046        0.016426        0.016936        0.017667        0.018612         0.01981        0.021293        0.023049         0.02506        0.027436        0.030167        0.033286        0.036937        0.041054        0.045665        0.050953        0.056868        0.063456         0.07086        0.079074        0.088203        0.098213        0.10939         0.12162         0.13511         0.15003         0.16629         0.18418         0.20389         0.22527         0.24875         0.27442         0.30232         0.33286           0.366         0.40202          0.4411         0.48361         0.52964         0.57936         0.63324         0.69137         0.75411         0.82189         0.89477         0.97338          1.0578          1.1489          1.2466          1.3518          1.4648          1.5861          1.7169          1.8574          2.0095          2.1737          2.3534            2.55          2.7662         0.18127         0.18295         0.18461         0.18629         0.18801         0.18976         0.19155         0.19341         0.19533         0.19731         0.19935         0.20146         0.20365         0.20592         0.20826         0.21067         0.21318         0.21579         0.21854          0.2214         0.22442         0.22762         0.23104          0.2347         0.23865         0.24281         0.24734          0.2523         0.25783         0.26379         0.27012         0.27682         0.28396         0.29171         0.30013         0.30907         0.31845         0.32832         0.33892         0.35013         0.36227         0.37527          0.3892         0.40399         0.41975         0.43654         0.45443         0.47373         0.49408         0.51594         0.53923         0.56406           0.591         0.61996         0.65061          0.6836         0.71931         0.75801         0.79917         0.84326         0.89135         0.94268         0.99809           1.057           1.121          1.1896           1.263          1.3419          1.4268          1.5177           1.615          1.7199          1.8315          1.9519          2.0808          2.2194          2.3683          2.5291          2.7033           2.893          3.0995         0.94574         0.95231         0.95906         0.96587         0.97288         0.97997         0.98704         0.99428          1.0018          1.0096          1.0173          1.0252          1.0332          1.0413          1.0493          1.0577          1.0661          1.0748          1.0836          1.0928           1.102          1.1116          1.1215          1.1315          1.1419          1.1529          1.1638          1.1755          1.1875          1.1998          1.2128          1.2261          1.2403          1.2547            1.27           1.286          1.3028          1.3202          1.3385          1.3572          1.3769          1.3977          1.4198          1.4427          1.4666          1.4919          1.5184          1.5465           1.576           1.607          1.6399          1.6744          1.7106          1.7492          1.7901          1.8336           1.879          1.9272          1.9785          2.0329          2.0904          2.1514          2.2167          2.2863          2.3595           2.437          2.5197          2.6075          2.7012          2.8017          2.9081          3.0209          3.1416          3.2708          3.4062          3.5535          3.7101           3.878          4.0591          4.2519          4.4651   
      3       0.0041199    1.1212e-05    3.4693e-05    5.9476e-05    6.9903e-05    7.1182e-05    6.7854e-05    6.2365e-05     5.639e-05    5.0658e-05    4.8544e-05     4.7987e-05     4.8366e-05     4.9401e-05     5.1492e-05     5.6748e-05     6.7169e-05     8.5474e-05     0.00010622      0.0001471     0.00022369     0.00035615     0.00056002     0.00083849      0.0012326       0.001745      0.0023868      0.0031973      0.0041477      0.0053605       0.006787      0.0083805        0.01027      0.012399       0.014816       0.017505       0.020702       0.024171       0.028174       0.032667       0.037595       0.043275       0.049484        0.05654       0.064359       0.073171       0.082903       0.093741        0.10582        0.11911         0.1339        0.15019        0.16822        0.18832         0.2105        0.23509        0.26226        0.29224        0.32539        0.36155        0.40158        0.44534        0.49314        0.54547        0.60235        0.66406        0.73088        0.80316         0.8808        0.96482        1.0553         1.1524         1.2575           1.37         1.4916         1.6224         1.7635          1.916         2.0813         2.2621         2.4614         2.6804       1.1212e-05     3.4693e-05     5.9476e-05     6.9903e-05     7.1182e-05     6.7854e-05     6.2365e-05      5.639e-05     5.0658e-05     4.8544e-05     4.7987e-05     4.8366e-05     4.9401e-05     5.1492e-05     5.6748e-05     6.7169e-05     8.5474e-05     0.00010622       0.0001471      0.00022369      0.00035615      0.00056002      0.00083849      0.0012326       0.0017488       0.0023964       0.0032363       0.0042266        0.005469       0.0069115       0.0085411        0.010443        0.012683        0.015109        0.017999        0.021288        0.024914        0.029114        0.033737         0.03897         0.04482        0.051364        0.058744        0.066906        0.076117        0.086228        0.097572        0.11005         0.12387         0.13924         0.15626         0.17506          0.1958         0.21881         0.24428         0.27229         0.30305         0.33691         0.37394         0.41463         0.45906         0.50749         0.56016         0.61746         0.67937         0.74651         0.81886         0.89675         0.98087          1.0714          1.1688          1.2739          1.3866          1.5081          1.6389          1.7799          1.9323          2.0975          2.2782          2.4768          2.6954         0.017351        0.017561        0.017674          0.0177         0.01768        0.017633        0.017572        0.017498        0.017423        0.017351        0.017266        0.017179        0.017094        0.017001        0.016903        0.016812        0.016728        0.016663         0.01662        0.016584        0.016647        0.016795        0.017044        0.017431        0.017968        0.018735        0.019736        0.020976        0.022496        0.024265        0.026305        0.028715        0.031504        0.034668        0.038344        0.042507        0.047133        0.052452        0.058376        0.065006        0.072427        0.080659        0.089778        0.099846        0.11101         0.12324         0.13676         0.15169         0.16795         0.18585         0.20555         0.22696         0.25043         0.27609         0.30402         0.33455         0.36768         0.40373         0.44281         0.48527         0.53136           0.581         0.63489         0.69304         0.75575         0.82352         0.89638         0.97498          1.0594          1.1505          1.2481          1.3533          1.4663          1.5875          1.7183          1.8588          2.0108           2.175          2.3546          2.5511          2.7672         0.18149         0.18317         0.18485         0.18653         0.18825            0.19          0.1918         0.19366         0.19558         0.19756          0.1996         0.20172          0.2039         0.20618         0.20853         0.21095         0.21347         0.21608         0.21883         0.22171         0.22476         0.22799         0.23141         0.23511         0.23908         0.24331         0.24789         0.25292         0.25848         0.26447         0.27085         0.27763          0.2848          0.2925         0.30095            0.31         0.31941         0.32932         0.33987         0.35115         0.36331         0.37638         0.39032         0.40509         0.42089          0.4377         0.45564         0.47495         0.49531         0.51721          0.5405         0.56538         0.59229         0.62125          0.6519         0.68487         0.72061         0.75928         0.80043         0.84453          0.8926         0.94391         0.99929          1.0582          1.1222          1.1908          1.2641          1.3431          1.4279          1.5188          1.6161          1.7209          1.8326          1.9529          2.0818          2.2203          2.3693            2.53          2.7041          2.8938          3.1001          0.9458         0.95238         0.95914         0.96599         0.97299         0.98008         0.98714         0.99441          1.0019          1.0097          1.0174          1.0253          1.0333          1.0414          1.0495          1.0579          1.0662          1.0749          1.0837          1.0929          1.1022          1.1118          1.1217          1.1318          1.1422          1.1532          1.1642          1.1759          1.1879          1.2003          1.2133          1.2266          1.2408          1.2553          1.2706          1.2867          1.3034          1.3209          1.3392          1.3579          1.3777          1.3985          1.4205          1.4435          1.4674          1.4926          1.5192          1.5473          1.5768          1.6078          1.6407          1.6752          1.7114            1.75          1.7909          1.8343          1.8798           1.928          1.9792          2.0336          2.0912          2.1522          2.2174           2.287          2.3602          2.4377          2.5204          2.6082          2.7019          2.8024          2.9087          3.0215          3.1422          3.2713          3.4068          3.5541          3.7106          3.8785          4.0596          4.2523          4.4655   
      4        0.013905     0.0011498     0.0012034     0.0012469      0.001273     0.0012824     0.0012822     0.0012783     0.0012731     0.0012679     0.0012626      0.0012555      0.0012467      0.0012367      0.0012268      0.0012195      0.0012177      0.0012252      0.0012434      0.0012793      0.0013776       0.001537      0.0017834      0.0021207      0.0025569      0.0030997       0.003805      0.0046663      0.0056945      0.0069529       0.008425       0.010104       0.012014      0.014224       0.016673       0.019472       0.022699       0.026192       0.030294       0.034796       0.039792        0.04552       0.051765        0.05888       0.066799       0.075636       0.085457       0.096404        0.10849        0.12182        0.13669        0.15306        0.17117        0.19131         0.2136        0.23832        0.26551        0.29558        0.32875        0.36509        0.40517        0.44903        0.49691        0.54925         0.6061        0.66791        0.73473        0.80692        0.88459        0.96858        1.0589         1.1562          1.261         1.3736         1.4951         1.6258         1.7668         1.9191         2.0844          2.265          2.464         2.6828        0.0011498      0.0012034      0.0012469       0.001273      0.0012824      0.0012822      0.0012783      0.0012731      0.0012679      0.0012626      0.0012555      0.0012467      0.0012367      0.0012268      0.0012195      0.0012177      0.0012252      0.0012434       0.0012793       0.0013776        0.001537       0.0017834       0.0021207      0.0025573       0.0031081       0.0038246       0.0047204       0.0057965       0.0070678       0.0085798        0.010261         0.01225        0.014509        0.017026        0.020014        0.023307        0.027009        0.031281        0.035933        0.041242         0.04713        0.053787        0.061143        0.069475        0.078689        0.088885          0.1003        0.11285         0.12668         0.14216         0.15924         0.17812         0.19897         0.22206         0.24762         0.27563         0.30647         0.34041          0.3776         0.41832         0.46287         0.51134         0.56401         0.62126         0.68324         0.75032         0.82258         0.90055         0.98462          1.0751          1.1725          1.2774          1.3901          1.5116          1.6423          1.7832          1.9354          2.1005          2.2811          2.4795          2.6978         0.020564        0.020835        0.020979        0.021028        0.021014        0.020966          0.0209        0.020828        0.020751        0.020661        0.020566        0.020479        0.020384        0.020287        0.020199         0.02012        0.020065        0.020037        0.019999        0.020036        0.020159        0.020374        0.020725        0.021166        0.021794        0.022627        0.023673        0.024896        0.026396        0.028176        0.030295        0.032737        0.035569        0.038827        0.042574        0.046798        0.051468        0.056839         0.06277        0.069442        0.076908        0.085159        0.094257         0.10445        0.11556         0.12783         0.14142         0.15632         0.17256         0.19053          0.2102         0.23163         0.25514         0.28079         0.30877         0.33923         0.37235         0.40839         0.44752         0.48994         0.53603         0.58561         0.63952         0.69763          0.7603           0.828         0.90079         0.97943          1.0637          1.1548          1.2524          1.3575          1.4704          1.5916          1.7223          1.8627          2.0145          2.1785           2.358          2.5542          2.7699         0.18311         0.18478         0.18647         0.18819         0.18993          0.1917         0.19352         0.19538         0.19731          0.1993         0.20134         0.20347         0.20565         0.20791         0.21021         0.21262          0.2151         0.21771         0.22046          0.2234         0.22648         0.22976         0.23326           0.237         0.24097         0.24531         0.25004         0.25521          0.2608         0.26683         0.27327         0.28017         0.28744         0.29505         0.30348         0.31268         0.32217          0.3323         0.34275         0.35408         0.36622         0.37942         0.39343          0.4081           0.424          0.4409          0.4589         0.47823         0.49862         0.52068         0.54395         0.56883         0.59581         0.62474         0.65541         0.68832          0.7241         0.76272         0.80385         0.84796           0.896         0.94733          1.0026          1.0615          1.1255           1.194          1.2672          1.3462           1.431          1.5218          1.6191          1.7238          1.8354          1.9556          2.0844          2.2229          2.3717          2.5322          2.7063          2.8957          3.1018         0.94704         0.95365         0.96043         0.96728         0.97431          0.9814         0.98852         0.99579          1.0034          1.0111          1.0187          1.0267          1.0347          1.0427          1.0508          1.0591          1.0675          1.0762           1.085          1.0943          1.1036          1.1131          1.1231          1.1332          1.1437          1.1547          1.1657          1.1776          1.1896           1.202           1.215          1.2285          1.2427          1.2572          1.2726          1.2887          1.3054           1.323          1.3412            1.36          1.3798          1.4006          1.4225          1.4456          1.4694          1.4947          1.5213          1.5494          1.5789          1.6099          1.6428          1.6773          1.7135           1.752          1.7931          1.8364          1.8818            1.93          1.9813          2.0356          2.0932          2.1543          2.2194          2.2887          2.3621          2.4395          2.5222          2.6101          2.7036          2.8042          2.9105          3.0231          3.1439          3.2729          3.4083          3.5556           3.712            3.88          4.0609          4.2535          4.4667   
      5        0.032959     0.0039015     0.0041225     0.0043159     0.0044467     0.0045114     0.0045318     0.0045237     0.0045085     0.0044945     0.0044683      0.0044429      0.0044193      0.0044007      0.0043873      0.0043809       0.004384      0.0044025       0.004454      0.0045337      0.0046508      0.0048639      0.0051308      0.0055469      0.0060418      0.0066752      0.0074588      0.0083848      0.0095237       0.010867       0.012352       0.014104       0.016085      0.018316       0.020828       0.023745        0.02696       0.030626       0.034728       0.039238         0.0444       0.050107       0.056498       0.063709       0.071714        0.08068       0.090568        0.10161        0.11369        0.12718        0.14216        0.15868        0.17696        0.19717        0.21961        0.24451        0.27186         0.3021        0.33533        0.37199        0.41217        0.45612        0.50418         0.5566        0.61353        0.67531        0.74212        0.81431        0.89192        0.97587         1.066         1.1633         1.2679         1.3806         1.5019         1.6324         1.7731         1.9251         2.0903         2.2707         2.4691         2.6874        0.0039015      0.0041225      0.0043159      0.0044467      0.0045114      0.0045318      0.0045237      0.0045085      0.0044945      0.0044683      0.0044429      0.0044193      0.0044007      0.0043873      0.0043809       0.004384      0.0044025       0.004454       0.0045337       0.0046508       0.0048639       0.0051308       0.0055472      0.0060502       0.0066926        0.007507        0.008476       0.0096387        0.011005        0.012522         0.01429        0.016396        0.018631        0.021329        0.024352        0.027684        0.031564        0.035795        0.040567        0.045961        0.051892        0.058653        0.066177        0.074577        0.083907        0.094209         0.10566        0.11828         0.13235         0.14788          0.1651         0.18415         0.20513          0.2284         0.25399          0.2822         0.31323          0.3473         0.38471         0.42552         0.47016         0.51877         0.57151         0.62876         0.69066         0.75771         0.83001         0.90787         0.99193          1.0823          1.1795          1.2844           1.397          1.5183          1.6489          1.7896          1.9415          2.1065          2.2866          2.4846          2.7024         0.027458        0.027996        0.028376        0.028599        0.028697         0.02872        0.028668        0.028579        0.028486        0.028384        0.028277        0.028167        0.028064        0.027964        0.027872        0.027812        0.027763        0.027733        0.027764        0.027853        0.028065        0.028372        0.028815          0.0294        0.030144        0.031097        0.032234        0.033629        0.035273        0.037188        0.039374        0.041908        0.044744        0.048065         0.05178        0.055972         0.06079        0.066134        0.072146         0.07887        0.086315        0.094559         0.10373         0.11383        0.12497         0.13721          0.1508         0.16561         0.18196         0.19993         0.21958         0.24104         0.26455         0.29024         0.31816         0.34865         0.38177         0.41771         0.45693         0.49927         0.54522         0.59484         0.64873         0.70674         0.76932         0.83695         0.90976         0.98819          1.0725          1.1634          1.2608          1.3658          1.4785          1.5997          1.7301          1.8703          2.0219          2.1858          2.3648          2.5606          2.7756          0.1867         0.18856         0.19042         0.19225         0.19402         0.19578          0.1976         0.19946         0.20136         0.20334         0.20539         0.20748         0.20964         0.21183         0.21414         0.21654         0.21908         0.22174         0.22455          0.2275         0.23067         0.23405         0.23768          0.2415         0.24563         0.25014         0.25503         0.26031         0.26599           0.272         0.27849         0.28546         0.29266         0.30056         0.30884          0.3178         0.32759         0.33788         0.34867          0.3602         0.37208         0.38528         0.39947         0.41434          0.4301         0.44697         0.46512         0.48452         0.50505         0.52712         0.55045         0.57548         0.60252         0.63134         0.66209         0.69495         0.73076         0.76929          0.8104         0.85446         0.90243         0.95375          1.0088          1.0678          1.1317          1.2001          1.2732          1.3523          1.4368          1.5275          1.6246          1.7291          1.8408          1.9609          2.0895          2.2277          2.3763          2.5366          2.7104          2.8994          3.1051         0.94989         0.95679         0.96362         0.97065         0.97774         0.98485           0.992         0.99933          1.0069          1.0145          1.0223          1.0301          1.0381           1.046          1.0542          1.0624          1.0709          1.0797          1.0886          1.0978          1.1071          1.1167          1.1267          1.1367          1.1476          1.1585          1.1697          1.1816          1.1936          1.2061           1.219          1.2327          1.2468          1.2614          1.2767          1.2929          1.3096          1.3272          1.3454          1.3643           1.384          1.4048          1.4269          1.4498          1.4736          1.4988          1.5256          1.5536          1.5831           1.614          1.6468          1.6814          1.7176           1.756          1.7971          1.8404          1.8858           1.934          1.9853          2.0394          2.0969          2.1581          2.2233          2.2924          2.3657          2.4431          2.5257          2.6138           2.707          2.8077          2.9138          3.0262          3.1471          3.2758          3.4111          3.5585          3.7146          3.8827          4.0634          4.2558          4.4687   
      6        0.064373     0.0055048     0.0060139     0.0065549     0.0071211     0.0076061     0.0079092     0.0082753     0.0086919     0.0090595      0.009373      0.0095732      0.0098126       0.010034       0.010177        0.01027       0.010361       0.010475       0.010614       0.010768       0.010959       0.011272       0.011638        0.01213       0.012743       0.013454       0.014321       0.015359        0.01658        0.01794       0.019544       0.021338       0.023386      0.025628       0.028266       0.031224       0.034483       0.038196       0.042308        0.04699       0.052191       0.057985       0.064603       0.071919       0.080041       0.089128       0.099266         0.1103        0.12263        0.13631        0.15136        0.16812        0.18661        0.20707        0.22968        0.25477        0.28244        0.31292        0.34652        0.38336        0.42377        0.46795        0.51639        0.56883        0.62581         0.6875        0.75421        0.82631        0.90385         0.9877        1.0778         1.1749         1.2794         1.3918         1.5129         1.6432         1.7837         1.9353            2.1         2.2798         2.4775         2.6946        0.0057034      0.0062091      0.0067354      0.0072853      0.0077512      0.0080363      0...

% Consumption Choices
tb_az_c = ff_summ_nd_array("MEAN(C(A,Z) - C(A,Z|unemp))", cons_VFI_unemp_drop, true, ["mean"], 4, 1, cl_mp_datasetdesc, ar_permute);

xxx  MEAN(C(A,Z) - C(A,Z|unemp))  xxxxxxxxxxxxxxxxxxxxxxxxxxx
    group     savings      mean_eta_1    mean_eta_2    mean_eta_3    mean_eta_4    mean_eta_5    mean_eta_6    mean_eta_7    mean_eta_8    mean_eta_9    mean_eta_10    mean_eta_11    mean_eta_12    mean_eta_13    mean_eta_14    mean_eta_15    mean_eta_16    mean_eta_17    mean_eta_18    mean_eta_19    mean_eta_20    mean_eta_21    mean_eta_22    mean_eta_23    mean_eta_24    mean_eta_25    mean_eta_26    mean_eta_27    mean_eta_28    mean_eta_29    mean_eta_30    mean_eta_31    mean_eta_32    mean_eta_33    mean_eta_34    mean_eta_35    mean_eta_36    mean_eta_37    mean_eta_38    mean_eta_39    mean_eta_40    mean_eta_41    mean_eta_42    mean_eta_43    mean_eta_44    mean_eta_45    mean_eta_46    mean_eta_47    mean_eta_48    mean_eta_49    mean_eta_50    mean_eta_51    mean_eta_52    mean_eta_53    mean_eta_54    mean_eta_55    mean_eta_56    mean_eta_57    mean_eta_58    mean_eta_59    mean_eta_60    mean_eta_61    mean_eta_62    mean_eta_63    mean_eta_64    mean_eta_65    mean_eta_66    mean_eta_67    mean_eta_68    mean_eta_69    mean_eta_70    mean_eta_71    mean_eta_72    mean_eta_73    mean_eta_74    mean_eta_75    mean_eta_76    mean_eta_77    mean_eta_78    mean_eta_79    mean_eta_80    mean_eta_81    mean_eta_82    mean_eta_83    mean_eta_84    mean_eta_85    mean_eta_86    mean_eta_87    mean_eta_88    mean_eta_89    mean_eta_90    mean_eta_91    mean_eta_92    mean_eta_93    mean_eta_94    mean_eta_95    mean_eta_96    mean_eta_97    mean_eta_98    mean_eta_99    mean_eta_100    mean_eta_101    mean_eta_102    mean_eta_103    mean_eta_104    mean_eta_105    mean_eta_106    mean_eta_107    mean_eta_108    mean_eta_109    mean_eta_110    mean_eta_111    mean_eta_112    mean_eta_113    mean_eta_114    mean_eta_115    mean_eta_116    mean_eta_117    mean_eta_118    mean_eta_119    mean_eta_120    mean_eta_121    mean_eta_122    mean_eta_123    mean_eta_124    mean_eta_125    mean_eta_126    mean_eta_127    mean_eta_128    mean_eta_129    mean_eta_130    mean_eta_131    mean_eta_132    mean_eta_133    mean_eta_134    mean_eta_135    mean_eta_136    mean_eta_137    mean_eta_138    mean_eta_139    mean_eta_140    mean_eta_141    mean_eta_142    mean_eta_143    mean_eta_144    mean_eta_145    mean_eta_146    mean_eta_147    mean_eta_148    mean_eta_149    mean_eta_150    mean_eta_151    mean_eta_152    mean_eta_153    mean_eta_154    mean_eta_155    mean_eta_156    mean_eta_157    mean_eta_158    mean_eta_159    mean_eta_160    mean_eta_161    mean_eta_162    mean_eta_163    mean_eta_164    mean_eta_165    mean_eta_166    mean_eta_167    mean_eta_168    mean_eta_169    mean_eta_170    mean_eta_171    mean_eta_172    mean_eta_173    mean_eta_174    mean_eta_175    mean_eta_176    mean_eta_177    mean_eta_178    mean_eta_179    mean_eta_180    mean_eta_181    mean_eta_182    mean_eta_183    mean_eta_184    mean_eta_185    mean_eta_186    mean_eta_187    mean_eta_188    mean_eta_189    mean_eta_190    mean_eta_191    mean_eta_192    mean_eta_193    mean_eta_194    mean_eta_195    mean_eta_196    mean_eta_197    mean_eta_198    mean_eta_199    mean_eta_200    mean_eta_201    mean_eta_202    mean_eta_203    mean_eta_204    mean_eta_205    mean_eta_206    mean_eta_207    mean_eta_208    mean_eta_209    mean_eta_210    mean_eta_211    mean_eta_212    mean_eta_213    mean_eta_214    mean_eta_215    mean_eta_216    mean_eta_217    mean_eta_218    mean_eta_219    mean_eta_220    mean_eta_221    mean_eta_222    mean_eta_223    mean_eta_224    mean_eta_225    mean_eta_226    mean_eta_227    mean_eta_228    mean_eta_229    mean_eta_230    mean_eta_231    mean_eta_232    mean_eta_233    mean_eta_234    mean_eta_235    mean_eta_236    mean_eta_237    mean_eta_238    mean_eta_239    mean_eta_240    mean_eta_241    mean_eta_242    mean_eta_243    mean_eta_244    mean_eta_245    mean_eta_246    mean_eta_247    mean_eta_248    mean_eta_249    mean_eta_250    mean_eta_251    mean_eta_252    mean_eta_253    mean_eta_254    mean_eta_255    mean_eta_256    mean_eta_257    mean_eta_258    mean_eta_259    mean_eta_260    mean_eta_261    mean_eta_262    mean_eta_263    mean_eta_264    mean_eta_265    mean_eta_266    mean_eta_267    mean_eta_268    mean_eta_269    mean_eta_270    mean_eta_271    mean_eta_272    mean_eta_273    mean_eta_274    mean_eta_275    mean_eta_276    mean_eta_277    mean_eta_278    mean_eta_279    mean_eta_280    mean_eta_281    mean_eta_282    mean_eta_283    mean_eta_284    mean_eta_285    mean_eta_286    mean_eta_287    mean_eta_288    mean_eta_289    mean_eta_290    mean_eta_291    mean_eta_292    mean_eta_293    mean_eta_294    mean_eta_295    mean_eta_296    mean_eta_297    mean_eta_298    mean_eta_299    mean_eta_300    mean_eta_301    mean_eta_302    mean_eta_303    mean_eta_304    mean_eta_305    mean_eta_306    mean_eta_307    mean_eta_308    mean_eta_309    mean_eta_310    mean_eta_311    mean_eta_312    mean_eta_313    mean_eta_314    mean_eta_315    mean_eta_316    mean_eta_317    mean_eta_318    mean_eta_319    mean_eta_320    mean_eta_321    mean_eta_322    mean_eta_323    mean_eta_324    mean_eta_325    mean_eta_326    mean_eta_327    mean_eta_328    mean_eta_329    mean_eta_330    mean_eta_331    mean_eta_332    mean_eta_333    mean_eta_334    mean_eta_335    mean_eta_336    mean_eta_337    mean_eta_338    mean_eta_339    mean_eta_340    mean_eta_341    mean_eta_342    mean_eta_343    mean_eta_344    mean_eta_345    mean_eta_346    mean_eta_347    mean_eta_348    mean_eta_349    mean_eta_350    mean_eta_351    mean_eta_352    mean_eta_353    mean_eta_354    mean_eta_355    mean_eta_356    mean_eta_357    mean_eta_358    mean_eta_359    mean_eta_360    mean_eta_361    mean_eta_362    mean_eta_363    mean_eta_364    mean_eta_365    mean_eta_366    mean_eta_367    mean_eta_368    mean_eta_369    mean_eta_370    mean_eta_371    mean_eta_372    mean_eta_373    mean_eta_374    mean_eta_375    mean_eta_376    mean_eta_377    mean_eta_378    mean_eta_379    mean_eta_380    mean_eta_381    mean_eta_382    mean_eta_383    mean_eta_384    mean_eta_385    mean_eta_386    mean_eta_387    mean_eta_388    mean_eta_389    mean_eta_390    mean_eta_391    mean_eta_392    mean_eta_393    mean_eta_394    mean_eta_395    mean_eta_396    mean_eta_397    mean_eta_398    mean_eta_399    mean_eta_400    mean_eta_401    mean_eta_402    mean_eta_403    mean_eta_404    mean_eta_405
    _____    __________    __________    __________    __________    __________    __________    __________    __________    __________    __________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________

      1               0      0.019312      0.020444      0.021649       0.02293      0.024294      0.025745      0.027288       0.02893      0.030677      0.032535       0.034511       0.036613        0.03885       0.041229        0.04376       0.046453       0.049316       0.052353       0.055573       0.058959       0.062526       0.066262       0.070165       0.074232       0.078466       0.082893       0.087475       0.092259       0.097174        0.10226         0.1076        0.11309        0.11886        0.12483        0.13108        0.13745        0.14414        0.15103        0.15811        0.16558        0.17311        0.18101        0.18903        0.19732         0.2057        0.21433        0.22318        0.23207        0.24125        0.25047        0.25981        0.26925        0.27847        0.28767         0.2967         0.3054        0.31385        0.32179         0.3296         0.3366        0.34314        0.34914         0.3544        0.35912        0.36329        0.36701        0.37011        0.37314        0.37543        0.37734          0.379        0.37968        0.38024        0.37959        0.37832        0.37569         0.3714        0.36462        0.35339        0.33553        0.31056       0.028018       0.029183        0.03042       0.031734       0.033129       0.034612       0.036187        0.03786       0.039637       0.041526       0.043533       0.045666       0.047933       0.050343       0.052905       0.055628       0.058522       0.061591        0.064842        0.068261        0.071861         0.07563        0.079567         0.08367        0.087937        0.092395         0.09699         0.10177          0.1067         0.11181         0.11715         0.12268         0.12837          0.1344         0.14051         0.14682         0.15344         0.16015         0.16717         0.17439          0.1818         0.18945         0.19719         0.20523         0.21325         0.22158         0.22998         0.23854         0.24726         0.25596         0.26469          0.2734         0.28208         0.29051         0.29872         0.30668         0.31441         0.32172         0.32873         0.33515         0.34113         0.34657         0.35153         0.35595         0.35999         0.36342         0.36654         0.36944         0.37173         0.37362         0.37513        0.37583          0.37631         0.37586         0.37472         0.37229         0.36818         0.36156         0.35054         0.33342         0.30897       0.050761        0.051932        0.053278        0.054771        0.056385        0.058108        0.059935        0.061875        0.063926        0.066093        0.068391        0.070828        0.073393        0.076104        0.078985        0.082028        0.085237        0.088617         0.09216        0.095894         0.09978         0.10379         0.10797         0.11227         0.11674         0.12129         0.12597         0.13075         0.13561         0.14061         0.14578         0.15105         0.15646           0.162         0.16758          0.1733         0.17915         0.18503         0.19102         0.19712         0.20325         0.20948         0.21576         0.22219         0.22857         0.23508         0.24159         0.24804         0.25461          0.2611         0.26745          0.2739         0.28018         0.28629         0.29238         0.29816         0.30386         0.30936         0.31467         0.31962         0.32434         0.32889         0.33304         0.33697         0.34061         0.34381         0.34685         0.34943         0.35183         0.35361         0.35529         0.35634         0.35699         0.35725         0.35646         0.35509         0.35172          0.3466         0.33718         0.32261         0.30116        0.061963        0.062678        0.063492         0.06437        0.065305        0.066301        0.067369        0.068468        0.069627        0.070847        0.072135        0.073482        0.074898        0.076389        0.077973        0.079659        0.081435        0.083305        0.085239        0.087293        0.089407        0.091608         0.09385        0.096139        0.098439         0.10086         0.10325         0.10557         0.10772         0.10986         0.11207         0.11439         0.11676         0.11906         0.12128         0.12361         0.12615         0.12891         0.13167         0.13465         0.13755         0.14053         0.14355         0.14675         0.15012         0.15368         0.15741          0.1611         0.16524         0.16943         0.17387         0.17859         0.18311         0.18768         0.19277         0.19788          0.2028         0.20742         0.21247         0.21769         0.22222         0.22703         0.23155         0.23659         0.24094         0.24526         0.24976         0.25397         0.25798         0.26201         0.26605         0.26949         0.27356         0.27688         0.28012         0.28273         0.28464         0.28518         0.28334         0.27789         0.26837         0.11957         0.12052         0.12141         0.12238         0.12329         0.12426         0.12541         0.12654         0.12753         0.12844         0.12969         0.13079         0.13209         0.13346         0.13511         0.13662         0.13843         0.14016         0.14202          0.1438         0.14575         0.14774         0.14974         0.15186          0.1541         0.15605         0.15847         0.16062         0.16285          0.1652         0.16747         0.16989         0.17204         0.17454         0.17678         0.17901         0.18124         0.18357         0.18581         0.18858         0.19121         0.19379         0.19617         0.19879         0.20154         0.20433         0.20717         0.20987         0.21274         0.21575         0.21865         0.22176         0.22522         0.22838         0.23158         0.23462         0.23828         0.24196         0.24558         0.24915         0.25308         0.25711         0.26077          0.2642          0.2684         0.27311         0.27752         0.28236          0.2869         0.29092         0.29554         0.30079          0.3056         0.30998         0.31668         0.32067         0.32523         0.32884         0.33048         0.33243          0.3267  
      2      0.00051498      0.019312      0.020444      0.021648       0.02293      0.024293      0.025743      0.027286      0.028928      0.030675      0.032533       0.034509       0.036612       0.038849       0.041228        0.04376       0.046452       0.049313       0.052346       0.055564       0.058945       0.062511       0.066241       0.070143       0.074206       0.078437       0.082857       0.087435       0.092213       0.097122         0.1022        0.10754        0.11302        0.11878        0.12475          0.131        0.13736        0.14405        0.15093          0.158        0.16547          0.173        0.18089        0.18891         0.1972        0.20557         0.2142        0.22304        0.23193        0.24111        0.25032        0.25966        0.26909        0.27831        0.28751        0.29653        0.30523        0.31368        0.32161        0.32942        0.33641        0.34295        0.34895         0.3542        0.35892        0.36309        0.36681        0.36991        0.37294        0.37523        0.37714         0.3788        0.37949        0.38005         0.3794        0.37814        0.37552        0.37123        0.36445        0.35323        0.33539        0.31044       0.028018       0.029183        0.03042       0.031733       0.033128        0.03461       0.036185       0.037858       0.039635       0.041524       0.043531       0.045665       0.047932       0.050342       0.052904       0.055627        0.05852       0.061584        0.064834        0.068248        0.071846         0.07561        0.079545        0.083644        0.087908        0.092359        0.096949         0.10173         0.10664         0.11175         0.11708         0.12262          0.1283         0.13432         0.14042         0.14673         0.15334         0.16005         0.16707         0.17428         0.18169         0.18933         0.19707          0.2051         0.21312         0.22145         0.22984          0.2384         0.24711         0.25581         0.26453         0.27324         0.28191         0.29034         0.29854          0.3065         0.31423         0.32153         0.32855         0.33496         0.34093         0.34638         0.35133         0.35575         0.35979         0.36322         0.36634         0.36924         0.37153         0.37342         0.37494        0.37564          0.37613         0.37568         0.37454         0.37211         0.36801          0.3614         0.35039         0.33328         0.30884        0.05066        0.051831        0.053177        0.054669        0.056283        0.058005        0.059831        0.061769        0.063819        0.065984         0.06828        0.070716        0.073279         0.07599        0.078868        0.081911        0.085117        0.088489        0.092033        0.095763        0.099646         0.10365         0.10783         0.11213          0.1166         0.12115         0.12582         0.13058         0.13545         0.14044          0.1456         0.15087         0.15627         0.16181         0.16738         0.17309         0.17895         0.18482          0.1908          0.1969         0.20303         0.20925         0.21553         0.22196         0.22834         0.23485         0.24136         0.24781         0.25437         0.26086         0.26721         0.27366         0.27993         0.28605         0.29213         0.29792         0.30362         0.30911         0.31443         0.31938         0.32409         0.32865         0.33281         0.33673         0.34037         0.34358         0.34662          0.3492         0.35161         0.35338         0.35507         0.35612         0.35678         0.35704         0.35626         0.35488         0.35153         0.34642           0.337         0.32244         0.30102        0.061935         0.06265        0.063465        0.064345        0.065279        0.066276        0.067341        0.068439        0.069596        0.070819        0.072102        0.073452        0.074869        0.076357        0.077942         0.07963        0.081404         0.08327        0.085202        0.087253        0.089367        0.091559        0.093803        0.096085        0.098385          0.1008         0.10318         0.10549         0.10763         0.10976         0.11197         0.11427         0.11665         0.11895         0.12117         0.12348         0.12602         0.12877         0.13154         0.13451         0.13741         0.14038         0.14339          0.1466         0.14996         0.15351         0.15724         0.16093         0.16506         0.16925         0.17369          0.1784         0.18293          0.1875         0.19259          0.1977         0.20261         0.20724         0.21229         0.21751         0.22204         0.22685         0.23138         0.23642         0.24077         0.24509         0.24959         0.25381         0.25782         0.26185          0.2659         0.26934         0.27341         0.27674         0.27998          0.2826         0.28452         0.28506         0.28322         0.27779         0.26829         0.11956         0.12051         0.12141         0.12237         0.12328         0.12425          0.1254         0.12652         0.12752         0.12843         0.12968         0.13078         0.13208         0.13345          0.1351         0.13661         0.13842         0.14015           0.142         0.14377         0.14573         0.14771         0.14971         0.15183         0.15407         0.15601         0.15843         0.16056          0.1628         0.16514          0.1674         0.16981         0.17196         0.17446         0.17669         0.17892         0.18115         0.18347         0.18571         0.18848         0.19111         0.19368         0.19606         0.19868         0.20144         0.20422         0.20706         0.20976         0.21262         0.21564         0.21854         0.22164         0.22511         0.22827         0.23146         0.23451         0.23817         0.24185         0.24547         0.24905         0.25297         0.25701         0.26067          0.2641          0.2683         0.27301         0.27742         0.28226         0.28681         0.29082         0.29544          0.3007         0.30551          0.3099          0.3166         0.32059         0.32515         0.32876         0.33041         0.33236         0.32664  
      3       0.0041199      0.019298      0.020407      0.021586      0.022857       0.02422      0.025674      0.027223      0.028871      0.030623      0.032484       0.034461       0.036563       0.038799       0.041176       0.043702       0.046385       0.049231       0.052258       0.055461       0.058835       0.062375        0.06608       0.069962       0.073997         0.0782        0.08258       0.087118       0.091865       0.096723        0.10176        0.10706        0.11252        0.11823        0.12417         0.1304        0.13671        0.14339        0.15022        0.15728         0.1647         0.1722        0.18007        0.18806        0.19631        0.20467        0.21329        0.22207        0.23095        0.24009        0.24927        0.25862          0.268        0.27721        0.28639        0.29535        0.30405        0.31245        0.32036        0.32813        0.33509        0.34161         0.3476        0.35282        0.35752        0.36169        0.36536        0.36849        0.37155        0.37385        0.37577        0.37745        0.37815        0.37873        0.37815        0.37687        0.37429        0.37007        0.36331        0.35216        0.33441        0.30955       0.028004       0.029145       0.030357       0.031661       0.033055       0.034541       0.036121         0.0378       0.039583       0.041475       0.043483       0.045615       0.047882        0.05029       0.052847        0.05556       0.058438       0.061496         0.06473        0.068137         0.07171        0.075448        0.079364        0.083434         0.08767        0.092081        0.096627         0.10137         0.10624         0.11131         0.11662         0.12211         0.12775         0.13373          0.1398         0.14607         0.15264         0.15932         0.16632         0.17348         0.18088         0.18847         0.19619         0.20416         0.21219         0.22049         0.22883         0.23739         0.24606         0.25473         0.26341          0.2721         0.28076         0.28918         0.29732         0.30527         0.31297         0.32024         0.32722         0.33361         0.33954         0.34498         0.34994         0.35431         0.35837          0.3618         0.36495         0.36784         0.37015         0.37205          0.3736        0.37432          0.37483         0.37442         0.37328         0.37087         0.36684         0.36027         0.34933          0.3323         0.30796       0.049946        0.051092        0.052409        0.053889        0.055498        0.057221         0.05905        0.060992         0.06304        0.065196        0.067485        0.069903        0.072453        0.075155        0.078015         0.08103        0.084213        0.087562        0.091086        0.094813        0.098665         0.10267         0.10683         0.11113         0.11556         0.12008         0.12469         0.12941         0.13424         0.13922         0.14436         0.14959         0.15493         0.16042         0.16597         0.17164         0.17748         0.18332         0.18929         0.19535         0.20146         0.20767         0.21395         0.22033         0.22671         0.23322          0.2397         0.24614         0.25271         0.25919         0.26554         0.27197         0.27825         0.28439         0.29043         0.29623         0.30193         0.30741         0.31272         0.31772         0.32238         0.32701         0.33115         0.33506         0.33873         0.34194           0.345          0.3476         0.35004         0.35182         0.35353          0.3546         0.35527         0.35559         0.35483         0.35345         0.35021         0.34514         0.33576         0.32132         0.30002        0.061705        0.062426        0.063223        0.064104        0.065036        0.066037        0.067091        0.068186        0.069343        0.070567        0.071844         0.07319        0.074612        0.076092        0.077665        0.079349        0.081112        0.082975        0.084909        0.086934        0.089029        0.091188        0.093429         0.09567        0.097947         0.10029         0.10262         0.10487         0.10698         0.10908         0.11123         0.11346         0.11581         0.11817         0.12035         0.12255         0.12506         0.12777         0.13059         0.13349         0.13637         0.13927         0.14227          0.1455         0.14883         0.15235         0.15603         0.15972         0.16383         0.16798         0.17242         0.17708         0.18163         0.18621         0.19129         0.19643         0.20131         0.20597         0.21103         0.21624         0.22079         0.22562         0.23018          0.2352         0.23957         0.24388         0.24844         0.25267          0.2567         0.26074          0.2648         0.26827         0.27236         0.27573         0.27897         0.28163         0.28361         0.28421         0.28241         0.27705         0.26765          0.1195         0.12044         0.12132         0.12225         0.12317         0.12414          0.1253          0.1264         0.12739         0.12832         0.12957         0.13068         0.13197         0.13336         0.13498         0.13649         0.13829         0.14001         0.14184         0.14359         0.14553          0.1475         0.14948          0.1516         0.15379         0.15571         0.15808         0.16014         0.16237         0.16466          0.1669         0.16928         0.17141         0.17386         0.17608         0.17827         0.18049         0.18278         0.18503         0.18777         0.19036         0.19292         0.19532          0.1979          0.2007         0.20345         0.20628         0.20899         0.21182         0.21486         0.21774         0.22084         0.22432         0.22753         0.23067         0.23373         0.23742          0.2411         0.24472         0.24834         0.25224         0.25627         0.25994         0.26342         0.26762         0.27231         0.27675         0.28156         0.28619         0.29012          0.2948         0.30008          0.3049         0.30934         0.31603            0.32         0.32463         0.32823         0.32994         0.33192         0.32623  
      4        0.013905      0.018153      0.019231      0.020392      0.021647      0.023001      0.024452      0.025999      0.027646      0.029398      0.031261       0.033245       0.035356       0.037603       0.039992       0.042531       0.045225       0.048083       0.051112       0.054319       0.057672       0.061185       0.064847       0.068671       0.072664       0.076837       0.081153        0.08564        0.09031       0.095121        0.10012        0.10533        0.11077         0.1164        0.12231        0.12842         0.1347        0.14136        0.14809        0.15515         0.1625        0.16995        0.17779        0.18571        0.19386         0.2022        0.21073         0.2194        0.22828        0.23737        0.24648        0.25574        0.26504        0.27421        0.28329        0.29211         0.3008         0.3091          0.317        0.32458         0.3315        0.33792        0.34383        0.34904        0.35377        0.35784        0.36151        0.36473        0.36775        0.37009        0.37213        0.37372        0.37459        0.37511        0.37471        0.37348        0.37101        0.36693        0.36024        0.34924        0.33178        0.30713       0.026858       0.027969       0.029162        0.03045       0.031836       0.033318       0.034897       0.036575       0.038358       0.040252       0.042266       0.044408       0.046686       0.049105       0.051675         0.0544       0.057289        0.06035        0.063589        0.066974         0.07052        0.074215        0.078073          0.0821        0.086301        0.090644        0.095134        0.099794         0.10463         0.10963         0.11489         0.12029         0.12591          0.1318         0.13777         0.14404         0.15054         0.15715         0.16411         0.17121         0.17856         0.18604         0.19379         0.20159         0.20961         0.21783         0.22609         0.23459         0.24324          0.2518         0.26043         0.26904         0.27757         0.28592         0.29398         0.30193         0.30955         0.31675         0.32356         0.32991         0.33572         0.34113         0.34609          0.3505          0.3545         0.35799         0.36123         0.36404          0.3664         0.36835          0.3699        0.37077          0.37131         0.37101         0.36989         0.36756         0.36368         0.35724         0.34646         0.32968          0.3056       0.046724         0.04781        0.049095        0.050553        0.052155        0.053879        0.055713        0.057653        0.059702        0.061878        0.064175        0.066593        0.069153        0.071859        0.074709        0.077713        0.080867        0.084178        0.087697        0.091351        0.095143        0.099083         0.10314         0.10738         0.11173         0.11617         0.12074         0.12549         0.13033          0.1353         0.14036         0.14556         0.15086         0.15626         0.16173         0.16734         0.17314         0.17892         0.18489         0.19091         0.19697         0.20316         0.20947         0.21572         0.22216         0.22862         0.23505         0.24151          0.2481         0.25451         0.26089          0.2673         0.27353         0.27968         0.28568         0.29155         0.29726         0.30274           0.308         0.31304          0.3177         0.32239         0.32652         0.33047         0.33417         0.33746         0.34059         0.34315         0.34568         0.34752         0.34924         0.35041         0.35115         0.35154         0.35091         0.34955         0.34652          0.3416         0.33234          0.3182         0.29724        0.060082        0.060807         0.06159        0.062434        0.063346        0.064335        0.065363        0.066468        0.067607        0.068814          0.0701        0.071435        0.072862        0.074363        0.075987        0.077672        0.079466        0.081333        0.083271        0.085235        0.087303        0.089415        0.091572        0.093778        0.096052        0.098283         0.10047         0.10258         0.10465         0.10671         0.10881         0.11091         0.11316         0.11561         0.11781         0.11987         0.12228         0.12477          0.1277         0.13055         0.13345         0.13622         0.13915         0.14248         0.14572         0.14914         0.15276         0.15643         0.16051          0.1645         0.16897         0.17363         0.17811         0.18271         0.18778         0.19298         0.19781         0.20252         0.20761         0.21281         0.21738          0.2222         0.22686         0.23194          0.2363         0.24069         0.24537          0.2495         0.25361         0.25774          0.2618         0.26544          0.2695         0.27296         0.27629         0.27905         0.28118         0.28192         0.28024         0.27509         0.26597         0.11826         0.11916         0.12003         0.12096         0.12185         0.12281         0.12391         0.12501         0.12598         0.12696         0.12819         0.12934         0.13059         0.13208         0.13366         0.13525         0.13702         0.13876         0.14054         0.14227          0.1442         0.14615         0.14808         0.15022         0.15226          0.1542          0.1565         0.15843         0.16069          0.1629         0.16513         0.16746         0.16954         0.17194         0.17414          0.1763         0.17854         0.18071         0.18301         0.18569         0.18826         0.19081         0.19327         0.19577         0.19868         0.20138         0.20413         0.20685          0.2097         0.21277         0.21559         0.21875         0.22219         0.22544         0.22849         0.23166         0.23535         0.23908         0.24266          0.2464         0.25025         0.25416         0.25794         0.26164         0.26572         0.27047         0.27498         0.27961         0.28446         0.28826           0.293         0.29846         0.30324         0.30782         0.31454         0.31848         0.32322         0.32681         0.32865          0.3308          0.3251  
      5        0.032959      0.015388      0.016299      0.017309       0.01846      0.019758      0.021188      0.022739      0.024396      0.026156       0.02804       0.030042       0.032167       0.034423       0.036815       0.039352       0.042042       0.044888       0.047884       0.051047       0.054381        0.05784       0.061482       0.065227       0.069161       0.073244       0.077482       0.081905       0.086463        0.09119       0.096173        0.10132        0.10668        0.11229        0.11814        0.12413        0.13043        0.13691        0.14364        0.15069        0.15788        0.16535        0.17304        0.18087        0.18894        0.19714        0.20561        0.21418        0.22307          0.232          0.241        0.25011        0.25924        0.26835        0.27727        0.28592        0.29445        0.30258        0.31041        0.31768        0.32449        0.33083        0.33656        0.34169        0.34633        0.35044        0.35411        0.35734        0.36042         0.3628        0.36503        0.36662        0.36769        0.36816        0.36791        0.36687        0.36471         0.3609        0.35427        0.34354        0.32669         0.3026       0.024091       0.025035       0.026078        0.02726       0.028591       0.030053       0.031635       0.033323       0.035114       0.037029       0.039062       0.041218       0.043504       0.045927       0.048496       0.051216       0.054093       0.057121        0.060316        0.063682        0.067175         0.07085        0.074628         0.07859        0.082699        0.086943        0.091361        0.095935         0.10068         0.10567         0.11084         0.11613         0.12178         0.12748         0.13342         0.13965         0.14597         0.15262         0.15947         0.16647         0.17378         0.18116         0.18874         0.19647         0.20438         0.21249         0.22072         0.22914         0.23756         0.24608         0.25456           0.263         0.27141         0.27958          0.2876         0.29535         0.30277         0.30985         0.31644         0.32272         0.32843          0.3337         0.33859           0.343         0.34707          0.3506          0.3538         0.35671         0.35908         0.36116         0.36287        0.36385          0.36441         0.36429         0.36329         0.36122         0.35759         0.35132         0.34092         0.32449         0.30105       0.039813        0.040632        0.041681        0.042964        0.044455        0.046107        0.047927        0.049884         0.05195        0.054136        0.056446        0.058886        0.061455        0.064163        0.067017        0.070003         0.07315        0.076463        0.079914        0.083516        0.087218        0.091066        0.095033        0.099129         0.10336         0.10769         0.11216         0.11674         0.12144         0.12627         0.13126         0.13637         0.14166           0.147         0.15251         0.15815          0.1638         0.16962          0.1755         0.18147         0.18755         0.19375         0.19998         0.20633         0.21273         0.21923         0.22565         0.23221         0.23869         0.24509          0.2515         0.25787         0.26412         0.27022         0.27628         0.28212         0.28784         0.29341         0.29858          0.3037         0.30851         0.31316          0.3173         0.32136         0.32515         0.32851         0.33162         0.33438         0.33687         0.33895         0.34082          0.3421         0.34301         0.34347         0.34301         0.34192         0.33909         0.33436          0.3256         0.31181         0.29161        0.056478        0.057014        0.057626        0.058364        0.059249        0.060233        0.061264        0.062366         0.06354        0.064758        0.066036        0.067408        0.068856        0.070418        0.072041        0.073736        0.075477        0.077288        0.079161        0.081118        0.083092        0.085111        0.087138        0.089265        0.091376        0.093434        0.095458        0.097455        0.099452         0.10153         0.10357         0.10561         0.10792         0.11008         0.11243         0.11473         0.11685         0.11918         0.12177         0.12441         0.12759         0.13034         0.13311         0.13624          0.1396         0.14306         0.14654         0.15014         0.15407         0.15806         0.16246         0.16697         0.17139         0.17611          0.1811         0.18634         0.19115         0.19594         0.20105          0.2063         0.21095         0.21578         0.22062         0.22567         0.23008         0.23454         0.23933         0.24345         0.24775         0.25202         0.25625         0.26006          0.2641         0.26767         0.27127         0.27421         0.27654         0.27757         0.27611         0.27139         0.26274          0.1154         0.11602         0.11683         0.11758         0.11841         0.11936         0.12042         0.12146         0.12242         0.12355         0.12463         0.12586         0.12716         0.12877         0.13024         0.13191         0.13356         0.13521         0.13698         0.13868         0.14061         0.14259         0.14448         0.14662         0.14834          0.1504         0.15257         0.15436         0.15663         0.15885         0.16118         0.16321         0.16541         0.16771         0.16996         0.17203         0.17434         0.17643         0.17881         0.18134         0.18406         0.18655         0.18894         0.19157         0.19448         0.19723         0.19988         0.20267         0.20555         0.20866         0.21159         0.21465         0.21814         0.22147         0.22445         0.22767         0.23139         0.23512         0.23868         0.24258         0.24648         0.25031         0.25405           0.258         0.26211         0.26691         0.27141         0.27596         0.28102         0.28477         0.28971         0.29533         0.30002         0.30487         0.31168          0.3156         0.32056         0.32404         0.32612         0.32846         0.32305  
      6        0.064373      0.013764      0.014386      0.015048      0.015762       0.01664      0.017787      0.018963      0.020187      0.021566      0.023109       0.024885       0.026748       0.028762       0.030997       0.033435       0.036036       0.038787       0.041695       0.044784       0.048044       0.051403       0.054946       0.058615        0.06243       0.066436       0.070591       0.074901       0.079378       0.084089       0.088954       0.094055       0.099357        0.10495        0.11067        0.11663        0.12288        0.12932        0.13604        0.14292        0.15006        0.15745        0.16492        0.17264        0.18059        0.18868        0.19689        0.20548        0.21412        0.22286        0.23178        0.24066        0.24958        0.25844        0.26719        0.27565        0.28385        0.29175        0.29921         0.3063        0.31289        0.31899        0.32434        0.32945        0.33405        0.33824        0.34202        0.34534        0.34849        0.35097        0.35324        0.35498        0.35623         0.3569        0.35684        0.35605         0.3541        0.35069        0.34457        0.33442        0.31825        0.29533       0.022266       0.022924       0.023634       0.024397       0.025326       0.026522       0....

Graph Mean Values Change:

mp_support_graph('cl_st_graph_title') = {'MEAN(val(a,z) - val(a,z|unemp)), a=x, z=color'};
mp_support_graph('cl_st_ytitle') = {'MEAN(val(a,z) - val(a,z|unemp))'};
ff_graph_grid((tb_az_v{1:end, 3:end})', ar_st_eta_HS_grid, agrid, mp_support_graph);

Graph Mean Savings Choices Change:

mp_support_graph('cl_st_graph_title') = {'MEAN(ap(a,z) - ap(a,z|unemp)), a=x, z=color'};
mp_support_graph('cl_st_ytitle') = {'MEAN(ap(a,z) - ap(a,z|unemp))'};
ff_graph_grid((tb_az_ap{1:end, 3:end})', ar_st_eta_HS_grid, agrid, mp_support_graph);

Graph Mean Consumption Change:

mp_support_graph('cl_st_graph_title') = {'MEAN(C(a,z) - C(a,z|unemp)), a=x, z=color'};
mp_support_graph('cl_st_ytitle') = {'MEAN(C(a,z) - C(a,z|unemp))'};
ff_graph_grid((tb_az_c{1:end, 3:end})', ar_st_eta_HS_grid, agrid, mp_support_graph);

1.4 Analyze Kids and Marriage and Age

Aggregating over education, savings, and shocks, what are the differential effects of Marriage and Age.

% Generate some Data
mp_support_graph = containers.Map('KeyType', 'char', 'ValueType', 'any');
ar_row_grid = [...
    "k0M0", "K1M0", "K2M0", "K3M0", "K4M0", ...
    "k0M1", "K1M1", "K2M1", "K3M1", "K4M1"];
mp_support_graph('cl_st_xtitle') = {'Age'};
mp_support_graph('st_legend_loc') = 'best';
mp_support_graph('bl_graph_logy') = true; % do not log
mp_support_graph('st_rounding') = '6.2f'; % format shock legend
mp_support_graph('cl_scatter_shapes') = {...
    'o', 'd' ,'s', 'x', '*', ...
    'o', 'd', 's', 'x', '*'};
mp_support_graph('cl_colors') = {...
    'red', 'red', 'red', 'red', 'red'...
    'blue', 'blue', 'blue', 'blue', 'blue'};

MEAN(V(KM,J) - V(KM,J | unemp)), MEAN(ap(KM,J) - ap(KM,J | unemp)), MEAN(c(KM,J) - c(KM,J | unemp))

Tabulate value and policies:

% Set
% NaN(n_jgrid,n_agrid,n_etagrid,n_educgrid,n_marriedgrid,n_kidsgrid);
ar_permute = [2,3,4,1,6,5];
% Value Function
tb_az_v = ff_summ_nd_array("MEAN(V(KM,J) - V(KM,J | unemp))", V_VFI_unemp_drop, true, ["mean"], 3, 1, cl_mp_datasetdesc, ar_permute);

xxx  MEAN(V(KM,J) - V(KM,J | unemp))  xxxxxxxxxxxxxxxxxxxxxxxxxxx
    group    kids    marry    mean_age_18    mean_age_19    mean_age_20    mean_age_21    mean_age_22    mean_age_23    mean_age_24    mean_age_25    mean_age_26    mean_age_27    mean_age_28    mean_age_29    mean_age_30    mean_age_31    mean_age_32    mean_age_33    mean_age_34    mean_age_35    mean_age_36    mean_age_37    mean_age_38    mean_age_39    mean_age_40    mean_age_41    mean_age_42    mean_age_43    mean_age_44    mean_age_45    mean_age_46    mean_age_47    mean_age_48    mean_age_49    mean_age_50    mean_age_51    mean_age_52    mean_age_53    mean_age_54    mean_age_55    mean_age_56    mean_age_57    mean_age_58    mean_age_59    mean_age_60    mean_age_61    mean_age_62    mean_age_63    mean_age_64    mean_age_65    mean_age_66    mean_age_67    mean_age_68    mean_age_69    mean_age_70    mean_age_71    mean_age_72    mean_age_73    mean_age_74    mean_age_75    mean_age_76    mean_age_77    mean_age_78    mean_age_79    mean_age_80    mean_age_81    mean_age_82    mean_age_83    mean_age_84    mean_age_85    mean_age_86    mean_age_87    mean_age_88    mean_age_89    mean_age_90    mean_age_91    mean_age_92    mean_age_93    mean_age_94    mean_age_95    mean_age_96    mean_age_97    mean_age_98    mean_age_99    mean_age_100
    _____    ____    _____    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ____________

      1       1        0        0.61725        0.59976        0.58199        0.56601        0.55229        0.54054        0.53047        0.52185        0.51452        0.50829        0.50304        0.49864        0.49501        0.49205        0.48969        0.48787        0.48654        0.48566        0.48519        0.48511        0.48539        0.48604        0.48704        0.48839         0.4901        0.49219        0.49468         0.4976        0.50101        0.50495         0.5095        0.51476        0.52084        0.52791         0.5362        0.54601        0.55776        0.57203        0.58962        0.61175        0.64026        0.67826        0.73126        0.81034        0.93897        1.1815           1.84               0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0               0  
      2       2        0         0.8282        0.80576        0.78226        0.75802        0.73679        0.71815        0.70173        0.68724        0.67445        0.66313        0.65313        0.64429        0.63649        0.62963        0.62361        0.61836        0.61382        0.60993        0.60666        0.60396         0.6018        0.60017        0.59905        0.59844        0.59834        0.59875        0.59969        0.60119         0.6033        0.60606        0.60955        0.61386        0.61912         0.6255        0.63323        0.64264        0.65417        0.66845        0.68633        0.70911        0.73879        0.77875        0.83507        0.91902         1.0538        1.3095         2.0091               0              0              0              0              0              0              0              0              0              0              0              0              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       3        0        0.96839        0.94588        0.92133        0.89232        0.86693        0.84461        0.82495        0.80759        0.79223        0.77861        0.76651        0.75577        0.74624        0.73777        0.73028        0.72365        0.71783        0.71274        0.70835        0.70459        0.70145        0.69889        0.69691         0.6955        0.69465        0.69437        0.69469        0.69562        0.69723        0.69957        0.70271        0.70676        0.71185        0.71817        0.72598        0.73562        0.74758        0.76252        0.78137        0.80554        0.83719        0.87999        0.94052         1.0308         1.1757        1.4507         2.2114               0              0              0              0              0              0              0              0              0              0              0              0              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       4        0         1.0956         1.0721         1.0458         1.0127        0.98375        0.95827        0.93582        0.91597        0.89838        0.88276        0.86885        0.85646        0.84542        0.83557         0.8268          0.819        0.81209        0.80599        0.80066        0.79604         0.7921         0.7888        0.78615        0.78412        0.78272        0.78195        0.78184        0.78241        0.78372        0.78584        0.78885        0.79286        0.79801         0.8045        0.81262        0.82273        0.83537        0.85124        0.87135         0.8972        0.93114         0.9771         1.0423         1.1398         1.2965        1.5945          2.427               0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0               0  
      5       5        0         1.2019         1.1787         1.1519         1.1158         1.0843         1.0568         1.0326         1.0112        0.99243        0.97577        0.96099        0.94787        0.93621        0.92584        0.91661        0.90842        0.90117        0.89478        0.88918        0.88432        0.88017         0.8767        0.87389        0.87174        0.87024        0.86941        0.86928        0.86988        0.87127        0.87354        0.87677        0.88108        0.88664        0.89366        0.90247        0.91346         0.9272        0.94447        0.96638        0.99454         1.0315         1.0816         1.1526         1.2596         1.4326        1.7618         2.6883               0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0               0  
      6       1        1        0.76869        0.75018        0.73196        0.71662        0.70371        0.69304        0.68425        0.67716        0.67161        0.66741         0.6644        0.66246        0.66146        0.66128        0.66183        0.66303         0.6648        0.66708        0.66981        0.67293        0.67641        0.68022        0.68434        0.68874        0.69341        0.69835        0.70356        0.70906        0.71487        0.72103        0.72758         0.7346        0.74216         0.7504         0.7595        0.76972        0.78141        0.79506         0.8113        0.83105        0.85567        0.88728        0.92944        0.98861          1.078        1.2304         1.5637         0.64034         0.6248        0.60871         0.5925        0.57613        0.55954        0.54266        0.52569         0.5085        0.49136        0.47391        0.45642        0.43895        0.42141        0.40403        0.38676        0.36967        0.35281        0.33611        0.31996        0.30435        0.28925        0.27457        0.26046        0.24714        0.23472        0.22299        0.21166        0.20086        0.19053         0.1805        0.16993        0.15702        0.13909        0.11316        0.071334  
      7       2        1        0.93097        0.90782        0.88415        0.86307        0.84465        0.82857        0.81448        0.80223         0.7916        0.78237         0.7744        0.76761         0.7619        0.75715        0.75326        0.75016         0.7478        0.74611        0.74503        0.74452        0.74453        0.74505        0.74604         0.7475        0.74939        0.75172        0.75449         0.7577        0.76139        0.76559        0.77034        0.77569        0.78173         0.7886        0.79648        0.80565        0.81644        0.82933        0.84497        0.86432        0.88877        0.92047          0.963         1.0229         1.1136        1.2688         1.6126         0.67762        0.66111        0.64424        0.62743        0.61031        0.59294        0.57531        0.55761        0.53996        0.52219        0.50413        0.48611        0.46799        0.45003        0.43211        0.41431        0.39666        0.37892        0.36158        0.34482        0.32867        0.31298        0.29781         0.2835        0.27014        0.25747        0.24522        0.23351        0.22243        0.21187        0.20154        0.19052        0.17732        0.15938        0.13279        0.087415  
      8       3        1         1.0192        0.99485        0.96959        0.94589        0.92513        0.90699         0.8911        0.87722        0.86507        0.85444        0.84522        0.83728        0.83047        0.82466        0.81976         0.8157        0.81243        0.80988        0.80798        0.80669        0.80595        0.80574        0.80604        0.80682        0.80808         0.8098        0.81198        0.81465        0.81783        0.82156        0.82588        0.83086        0.83659        0.84321        0.85091        0.85997        0.87075        0.88372        0.89954        0.91918        0.94405        0.97635         1.0197         1.0807         1.1729        1.3313          1.688         0.73811        0.72056        0.70262        0.68453        0.66649        0.64811        0.62946        0.61063        0.59184        0.57303        0.55398        0.53482        0.51581        0.49669        0.47758        0.45848        0.43956        0.42074        0.40216        0.38428        0.36711        0.35057        0.33448        0.31909        0.30468        0.29116        0.27821        0.26566         0.2536          0.242        0.23071        0.21904        0.20513        0.18557        0.15556         0.10136  
      9       4        1         1.1177         1.0921         1.0652          1.039          1.016        0.99583         0.9781        0.96244        0.94862        0.93639        0.92561         0.9161        0.90773         0.9004        0.89401        0.88848        0.88376        0.87977        0.87648        0.87382        0.87177         0.8703        0.86939        0.86903         0.8692        0.86991        0.87117        0.87297        0.87536        0.87838        0.88208        0.88651        0.89177        0.89798        0.90535        0.91416        0.92475        0.93761        0.95341        0.97311        0.99811         1.0306         1.0743         1.1358         1.2294        1.3914         1.7635         0.79309        0.77472        0.75598        0.73706        0.71826        0.69909        0.67968        0.66004        0.64046        0.62086        0.60107        0.58112        0.56132        0.54129        0.52121        0.50107        0.48114        0.46141        0.44187        0.42305        0.40494        0.38749        0.37048        0.35407        0.33863        0.32414        0.31029        0.29684        0.28382        0.27124        0.25904        0.24655        0.23155        0.20956        0.17488         0.11347  
     10       5        1         1.1589         1.1352         1.1089         1.0814         1.0577          1.037         1.0189         1.0032        0.98958        0.97765        0.96715        0.95799        0.95003        0.94311        0.93712        0.93194        0.92751        0.92377        0.92067        0.91817        0.91623        0.91482        0.91394        0.91357        0.91371        0.91437        0.91556         0.9173        0.91963        0.92261        0.92629        0.93073        0.93602         0.9423        0.94976        0.95865         0.9693         0.9822          0.998         1.0176         1.0425         1.0748         1.1185         1.1808         1.2771        1.4468         1.8488         0.80103        0.78312        0.76481        0.74623        0.72765        0.70898        0.69016        0.67117        0.65227        0.63305        0.61375        0.59436        0.57496        0.55547        0.53561        0.51591        0.49649        0.47732         0.4582        0.43929        0.42116        0.40395        0.38745        0.37117        0.35542        0.34035        0.32613        0.31271        0.29968        0.28695        0.27451        0.26176        0.24687        0.22425         0.1876         0.12223  

% Aprime Choice
tb_az_ap = ff_summ_nd_array("MEAN(ap(KM,J) - ap(KM,J | unemp))", ap_VFI_unemp_drop, true, ["mean"], 3, 1, cl_mp_datasetdesc, ar_permute);

xxx  MEAN(ap(KM,J) - ap(KM,J | unemp))  xxxxxxxxxxxxxxxxxxxxxxxxxxx
    group    kids    marry    mean_age_18    mean_age_19    mean_age_20    mean_age_21    mean_age_22    mean_age_23    mean_age_24    mean_age_25    mean_age_26    mean_age_27    mean_age_28    mean_age_29    mean_age_30    mean_age_31    mean_age_32    mean_age_33    mean_age_34    mean_age_35    mean_age_36    mean_age_37    mean_age_38    mean_age_39    mean_age_40    mean_age_41    mean_age_42    mean_age_43    mean_age_44    mean_age_45    mean_age_46    mean_age_47    mean_age_48    mean_age_49    mean_age_50    mean_age_51    mean_age_52    mean_age_53    mean_age_54    mean_age_55    mean_age_56    mean_age_57    mean_age_58    mean_age_59    mean_age_60    mean_age_61    mean_age_62    mean_age_63    mean_age_64    mean_age_65    mean_age_66    mean_age_67    mean_age_68    mean_age_69    mean_age_70    mean_age_71    mean_age_72    mean_age_73    mean_age_74    mean_age_75    mean_age_76    mean_age_77    mean_age_78    mean_age_79    mean_age_80    mean_age_81    mean_age_82    mean_age_83    mean_age_84    mean_age_85    mean_age_86    mean_age_87    mean_age_88    mean_age_89    mean_age_90    mean_age_91    mean_age_92    mean_age_93    mean_age_94    mean_age_95    mean_age_96    mean_age_97    mean_age_98    mean_age_99    mean_age_100
    _____    ____    _____    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ____________

      1       1        0        0.54442        0.54173        0.53857        0.57709         0.6155        0.65344        0.69063        0.72675        0.76147        0.79469        0.82624        0.85591        0.88367        0.90941         0.9331        0.95492        0.97463        0.99243         1.0084         1.0226        1.0349         1.0458          1.055         1.0628         1.0693         1.0745         1.0787         1.0816         1.0836         1.0846         1.0849         1.0843         1.0829         1.0808         1.0781         1.0746         1.0705         1.0657         1.0602         1.0541         1.0473         1.0396         1.0312         1.0219          1.0118         1.0004        0.98771              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0           0      
      2       2        0        0.53845        0.53471        0.53034        0.56817        0.60591        0.64335        0.68009        0.71583        0.75032        0.78339        0.81477        0.84442        0.87217        0.89794        0.92176        0.94359        0.96347         0.9814        0.99748         1.0119        1.0245         1.0355          1.045         1.0532           1.06         1.0656           1.07         1.0733         1.0756          1.077         1.0776         1.0773         1.0761         1.0743         1.0716         1.0684         1.0642         1.0595          1.054         1.0478         1.0408          1.033         1.0244         1.0149          1.0049        0.99331        0.98003              0              0              0              0              0              0              0              0              0              0              0              0              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       3        0        0.53193        0.52758         0.5228        0.56021        0.59766        0.63481        0.67133        0.70692        0.74132        0.77432        0.80573        0.83532        0.86315        0.88903        0.91293        0.93488         0.9549        0.97297        0.98924         1.0038        1.0166         1.0279         1.0376          1.046         1.0531          1.059         1.0638         1.0675         1.0702         1.0721         1.0731         1.0732         1.0725         1.0709         1.0686         1.0654         1.0615         1.0568         1.0514         1.0451         1.0381         1.0302         1.0215          1.012          1.0018        0.99008        0.97592              0              0              0              0              0              0              0              0              0              0              0              0              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       4        0        0.52782        0.52325        0.51825        0.55544        0.59269        0.62969        0.66608        0.70158        0.73591         0.7688        0.80008        0.82971        0.85751        0.88333        0.90728        0.92919        0.94922        0.96739        0.98367        0.99823        1.0111         1.0225         1.0323         1.0409         1.0481         1.0541         1.0592         1.0632         1.0663         1.0685         1.0698         1.0702         1.0699         1.0687         1.0667         1.0638           1.06         1.0554         1.0501         1.0439         1.0368         1.0288           1.02         1.0105               1        0.98686        0.97061              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0           0      
      5       5        0        0.52378        0.51921         0.5141        0.55117        0.58841        0.62542        0.66185        0.69741        0.73182        0.76488        0.79631        0.82604        0.85393        0.87992        0.90392        0.92603        0.94612        0.96434        0.98077        0.99543        1.0084         1.0198         1.0298         1.0384         1.0457         1.0519         1.0569         1.0611         1.0643         1.0667         1.0682         1.0689         1.0687         1.0676         1.0657         1.0631         1.0594         1.0549         1.0496         1.0434         1.0364         1.0285         1.0196           1.01         0.99852        0.98453        0.96835              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0           0      
      6       1        1         1.1324         1.1758           1.22         1.3121         1.4051          1.498         1.5902         1.6811         1.7698         1.8556         1.9382          2.017         2.0916         2.1616         2.2265         2.2862         2.3402         2.3887         2.4313         2.4682        2.4993         2.5248         2.5447         2.5592         2.5685         2.5728         2.5722         2.5672          2.558         2.5448         2.5279         2.5075          2.484         2.4577         2.4288         2.3974          2.364         2.3286         2.2915         2.2527         2.2125          2.171         2.1283         2.0843          2.0392         1.9928          1.944        0.59854        0.57794        0.55855        0.53914        0.52091        0.50361        0.48624        0.46899        0.44992        0.43106        0.41645        0.40091        0.38264        0.36433         0.3491        0.33758        0.32649        0.31636        0.30805        0.29648        0.28439        0.26901        0.26266        0.25598        0.24875        0.23351        0.22598        0.22233        0.20776        0.20311        0.18981        0.17951        0.16863        0.14904        0.11151           0      
      7       2        1         1.0397         1.0754         1.1117         1.1944         1.2779         1.3613          1.444         1.5254         1.6049         1.6818         1.7558         1.8262         1.8927          1.955         2.0128         2.0659         2.1141         2.1573         2.1955         2.2286        2.2566         2.2798         2.2981         2.3116         2.3206         2.3253         2.3259         2.3226         2.3156         2.3052         2.2915         2.2749         2.2555         2.2335         2.2091         2.1825          2.154         2.1235         2.0914         2.0576         2.0225          1.986         1.9483         1.9096          1.8697         1.8287         1.7851        0.59803         0.5793         0.5598        0.54076        0.52141        0.50211        0.48129        0.46331        0.44695        0.43017        0.41063        0.39089        0.37469        0.36132        0.34971        0.33939        0.32991        0.31935        0.30649        0.28916        0.27734        0.27042        0.26338        0.25432        0.23774        0.23138        0.22684        0.21296        0.20651        0.19734        0.19111        0.18096        0.16729         0.1437        0.10683           0      
      8       3        1        0.97116         1.0022         1.0333         1.1099         1.1873         1.2644         1.3408         1.4161         1.4895         1.5606          1.629          1.694         1.7555          1.813         1.8665         1.9155         1.9601         2.0001         2.0354         2.0661        2.0923         2.1138          2.131          2.144         2.1529         2.1579         2.1591         2.1569         2.1513         2.1426          2.131         2.1166         2.0997         2.0804         2.0589         2.0354           2.01         1.9828         1.9541         1.9239         1.8923         1.8595         1.8257         1.7909          1.7551         1.7181         1.6782        0.62067        0.60036        0.57976        0.55833        0.53604        0.51535        0.49771        0.48041         0.4611        0.44003         0.4205        0.40238        0.38818         0.3755        0.36472        0.35435         0.3417        0.32871        0.31224        0.29675        0.28786        0.28051        0.27287        0.25978        0.24509        0.23969        0.23303        0.21792        0.21499        0.20129        0.19791        0.18648        0.17219         0.1461        0.10928           0      
      9       4        1        0.89614        0.92283        0.94936         1.0215          1.094          1.166         1.2368         1.3064          1.374         1.4393         1.5021         1.5618         1.6182         1.6709         1.7199         1.7649         1.8058         1.8424         1.8748         1.9031        1.9272         1.9472         1.9633         1.9756         1.9842         1.9893          1.991         1.9895         1.9851         1.9779         1.9681         1.9558         1.9413         1.9247         1.9061         1.8857         1.8636         1.8399         1.8148         1.7885         1.7609         1.7323         1.7027          1.672          1.6403         1.6072         1.5709        0.62742        0.60546        0.58427        0.56113        0.53906        0.52067        0.50302        0.48377         0.4626        0.44152        0.42262        0.40597        0.39315        0.38104         0.3702        0.35871         0.3433        0.33063        0.31256        0.29985        0.29143        0.28384        0.27462        0.25944         0.2482        0.24202        0.23412        0.22002        0.21771        0.20351        0.20038        0.18815         0.1757        0.15049        0.11243           0      
     10       5        1        0.78037        0.79821        0.81602        0.87841        0.94111         1.0036         1.0655         1.1264         1.1857         1.2428         1.2975         1.3496         1.3987         1.4444         1.4869         1.5259         1.5613          1.593         1.6212         1.6458         1.667         1.6847         1.6991         1.7103         1.7185         1.7239         1.7265         1.7265         1.7242         1.7196         1.7129         1.7044          1.694         1.6819         1.6682         1.6531         1.6366         1.6188         1.5998         1.5797         1.5583         1.5361         1.5127         1.4883          1.4627         1.4355         1.4044        0.53925        0.52046        0.50075        0.48123        0.46413        0.44784        0.43144        0.41249        0.39359        0.37585        0.36149        0.34932        0.33878        0.32905        0.31953         0.3084        0.29493        0.28154        0.26684        0.25833        0.25084        0.24339        0.23547        0.22126        0.21393        0.20894        0.20112        0.18833         0.1868        0.17515        0.17347        0.16233        0.15348        0.13189       0.099715           0      

% Consumption Choices
tb_az_c = ff_summ_nd_array("MEAN(c(KM,J) - c(KM,J | unemp))", cons_VFI_unemp_drop, true, ["mean"], 3, 1, cl_mp_datasetdesc, ar_permute);

xxx  MEAN(c(KM,J) - c(KM,J | unemp))  xxxxxxxxxxxxxxxxxxxxxxxxxxx
    group    kids    marry    mean_age_18    mean_age_19    mean_age_20    mean_age_21    mean_age_22    mean_age_23    mean_age_24    mean_age_25    mean_age_26    mean_age_27    mean_age_28    mean_age_29    mean_age_30    mean_age_31    mean_age_32    mean_age_33    mean_age_34    mean_age_35    mean_age_36    mean_age_37    mean_age_38    mean_age_39    mean_age_40    mean_age_41    mean_age_42    mean_age_43    mean_age_44    mean_age_45    mean_age_46    mean_age_47    mean_age_48    mean_age_49    mean_age_50    mean_age_51    mean_age_52    mean_age_53    mean_age_54    mean_age_55    mean_age_56    mean_age_57    mean_age_58    mean_age_59    mean_age_60    mean_age_61    mean_age_62    mean_age_63    mean_age_64    mean_age_65    mean_age_66    mean_age_67    mean_age_68    mean_age_69    mean_age_70    mean_age_71    mean_age_72    mean_age_73    mean_age_74    mean_age_75    mean_age_76    mean_age_77    mean_age_78    mean_age_79    mean_age_80    mean_age_81    mean_age_82    mean_age_83    mean_age_84    mean_age_85    mean_age_86    mean_age_87    mean_age_88    mean_age_89    mean_age_90    mean_age_91    mean_age_92    mean_age_93    mean_age_94    mean_age_95    mean_age_96    mean_age_97    mean_age_98    mean_age_99    mean_age_100
    _____    ____    _____    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ____________

      1       1        0       0.049956       0.052643       0.055802       0.056135        0.05627        0.05629         0.0562        0.05608       0.056041       0.055997       0.055947       0.055989       0.056061       0.056199       0.056412       0.056501       0.056743       0.056949       0.057078       0.057269       0.057479       0.057605       0.057765       0.057859       0.057959       0.058045       0.058055       0.058118       0.058175       0.058244        0.05824       0.058259       0.058305       0.058304       0.058338       0.058387       0.058458       0.058521       0.058615        0.05871       0.058871        0.05916       0.059433       0.059853        0.06028       0.061026       0.062243              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0   
      2       2        0        0.05592       0.059662       0.064032       0.065053       0.065864       0.066379       0.066747       0.067007       0.067191       0.067294       0.067416       0.067478       0.067563       0.067672       0.067756       0.067833       0.067899       0.067978        0.06803       0.067947       0.067894       0.067827       0.067723       0.067532       0.067286       0.067011       0.066746       0.066461        0.06617       0.065855       0.065563       0.065285       0.065068       0.064886       0.064763       0.064621       0.064681       0.064694       0.064822       0.065005       0.065354       0.065748       0.066239       0.066868       0.067119        0.06815       0.069918              0              0              0              0              0              0              0              0              0              0              0              0              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       3        0       0.062441       0.066796       0.071572       0.073013       0.074107       0.074921       0.075505       0.075911       0.076188       0.076364       0.076456       0.076584       0.076579       0.076585       0.076583       0.076544       0.076472       0.076406       0.076265       0.076062         0.0758       0.075506       0.075148       0.074705       0.074138       0.073558       0.072928       0.072287       0.071557       0.070815       0.070021       0.069345       0.068694       0.068209       0.067843       0.067558       0.067374       0.067371       0.067465       0.067732       0.068051       0.068565       0.069171       0.069795       0.070275       0.071381       0.074034              0              0              0              0              0              0              0              0              0              0              0              0              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       4        0       0.066548       0.071126       0.076127       0.077784        0.07908       0.080043        0.08075       0.081253       0.081603       0.081886       0.082108       0.082189       0.082215       0.082281        0.08223       0.082235       0.082147       0.081991       0.081834       0.081597       0.081307       0.080897       0.080406       0.079821       0.079206       0.078457       0.077553       0.076551       0.075487       0.074443       0.073361       0.072328       0.071307       0.070426        0.06967       0.069184       0.068894       0.068768       0.068773       0.068978       0.069344       0.069946       0.070654       0.071281       0.072007       0.074597       0.079339              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0   
      5       5        0       0.070592       0.075167       0.080271       0.082051       0.083363       0.084315       0.084979       0.085419       0.085691       0.085802       0.085878       0.085867       0.085801       0.085692       0.085587       0.085391       0.085249        0.08504       0.084736       0.084395       0.084008       0.083556       0.082986        0.08233       0.081526       0.080695       0.079775       0.078685        0.07748       0.076165       0.074929       0.073671       0.072555       0.071495       0.070647       0.069906       0.069561       0.069363       0.069292       0.069502       0.069812       0.070304       0.071071       0.071757       0.073529       0.076926       0.081597              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0   
      6       1        1       0.091533        0.09707        0.10273        0.10671        0.11016        0.11335        0.11625        0.11887        0.12131        0.12364        0.12576        0.12766        0.12937        0.13086        0.13219        0.13339        0.13452         0.1355        0.13638        0.13713        0.13771        0.13818         0.1385        0.13865        0.13864         0.1385        0.13824        0.13782        0.13723        0.13656        0.13576        0.13485        0.13385         0.1328        0.13156        0.13037        0.12915        0.12788        0.12668        0.12559        0.12456        0.12371        0.12303        0.12277        0.12269        0.12327        0.12565        0.04403       0.043629       0.042426       0.041684       0.040274       0.038455       0.037269       0.036559       0.038267       0.040395       0.038916       0.038991        0.04246       0.046609       0.048317       0.046965       0.045809       0.044334       0.041649       0.042837       0.045147       0.051333       0.049075       0.047713       0.047466       0.055773       0.056912         0.0547       0.063934       0.063776       0.072772       0.079288       0.086887        0.10371        0.13899        0.24877   
      7       2        1       0.087319       0.093037       0.098883        0.10344        0.10744        0.11122        0.11464        0.11778        0.12077        0.12351        0.12608        0.12849        0.13076        0.13288        0.13485        0.13659        0.13814        0.13949        0.14059        0.14152        0.14223        0.14269        0.14295        0.14304        0.14287        0.14249        0.14189        0.14109        0.14011        0.13893        0.13762         0.1362        0.13472        0.13317        0.13167        0.13022        0.12883        0.12756        0.12646        0.12555        0.12485        0.12437        0.12412        0.12401        0.12422        0.12484        0.12743       0.047849       0.045474       0.044269       0.043065        0.04266       0.042742       0.044914       0.044837       0.043752       0.043714       0.047072       0.051276       0.052593       0.051732       0.049747       0.047129        0.04431       0.043198       0.045002       0.051906       0.053888       0.051577       0.049961       0.050941       0.059994       0.059391       0.057504        0.06549       0.066582       0.070914       0.072822       0.079158       0.089538        0.11035        0.14496        0.25005   
      8       3        1       0.089145        0.09428        0.10003        0.10457         0.1086        0.11245        0.11598        0.11915        0.12214         0.1249        0.12743        0.12979        0.13198          0.134        0.13582        0.13742        0.13888        0.14013        0.14113        0.14199        0.14259        0.14306        0.14322        0.14313         0.1428        0.14228        0.14155         0.1406        0.13947        0.13816        0.13673        0.13522         0.1337        0.13218        0.13068        0.12922        0.12795        0.12686        0.12582        0.12497        0.12432        0.12384        0.12344        0.12326        0.12311        0.12347        0.12611       0.050385        0.04876       0.047846       0.048244       0.050002       0.050728       0.048988       0.047524       0.048713       0.052303        0.05502       0.056995       0.055728       0.053612       0.050278       0.047198        0.04707       0.047931       0.052916       0.057571       0.056241       0.053994       0.052639       0.057334       0.064205       0.062368       0.062352       0.071341         0.0687       0.077371       0.076262       0.083736       0.094603        0.11781        0.15228        0.25975   
      9       4        1       0.095251       0.099402        0.10424        0.10703         0.1095        0.11209        0.11488        0.11746        0.12011        0.12262        0.12481        0.12692        0.12889         0.1307        0.13231        0.13377        0.13502        0.13616         0.1371        0.13781        0.13832        0.13868        0.13877        0.13865        0.13835        0.13787        0.13722        0.13639        0.13539        0.13426        0.13296        0.13163        0.13024        0.12882        0.12745        0.12612        0.12486        0.12372        0.12267        0.12165        0.12085        0.12001        0.11931        0.11877        0.11849        0.11883        0.12166       0.051825       0.051576        0.05099       0.052834       0.054127       0.052302       0.050343       0.050592       0.053415       0.056807       0.058686       0.058994       0.056163       0.053299       0.049845       0.047723       0.050198       0.050587       0.057042       0.058778       0.056856       0.054731       0.054848       0.061523       0.064856       0.063709       0.064855       0.072761       0.069427       0.078534       0.077126       0.085345       0.094337        0.11662        0.15231        0.26291   
     10       5        1         0.1016        0.10608        0.11098        0.11351        0.11573        0.11766        0.11934        0.12053        0.12171        0.12281         0.1238        0.12463        0.12552        0.12637        0.12714        0.12778        0.12838         0.1289        0.12936        0.12965        0.12982        0.12989        0.12979        0.12953        0.12913        0.12855        0.12785          0.127        0.12599        0.12482        0.12353        0.12212        0.12062        0.11911        0.11757        0.11596        0.11445        0.11299        0.11165        0.11035         0.1093         0.1082        0.10736        0.10671        0.10654        0.10705        0.11072       0.045433       0.045124       0.046096       0.047289       0.046518       0.045428       0.044945       0.047559       0.050675       0.053192       0.052909       0.051022       0.048085       0.044932       0.042162       0.041576       0.043915       0.046738       0.051438       0.050504         0.0491       0.048193       0.048273       0.055165        0.05569        0.05437       0.056382       0.063836       0.060519       0.067786       0.065554       0.073249       0.079114       0.098191        0.12832        0.22646   

Graph Mean Values Change:

mp_support_graph('cl_st_graph_title') = {'MEAN(v(KM,J) - v(KM,J|unemp), a=age, z=kids+marry'};
mp_support_graph('cl_st_ytitle') = {'MEAN(v(KM,J) - v(KM,J|unemp)'};
ff_graph_grid((tb_az_v{1:end, 4:end}), ar_row_grid, age_grid, mp_support_graph);

Graph Mean Savings Choices Change:

mp_support_graph('cl_st_graph_title') = {'MEAN(ap(KM,J) - ap(KM,J|unemp)), a=x, z=color'};
mp_support_graph('cl_st_ytitle') = {'MEAN(ap(KM,J) - ap(KM,J|unemp))'};
ff_graph_grid((tb_az_ap{1:end, 4:end}), ar_row_grid, age_grid, mp_support_graph);

Graph Mean Consumption Change:

mp_support_graph('cl_st_graph_title') = {'MEAN(c(KM,J) - c(KM,J|unemp)), a=x, z=color'};
mp_support_graph('cl_st_ytitle') = {'MEAN(c(KM,J) - c(KM,J|unemp))'};
ff_graph_grid((tb_az_c{1:end, 4:end}), ar_row_grid, age_grid, mp_support_graph);

1.5 Analyze Education and Marriage and Age

Aggregating over education, savings, and shocks, what are the differential effects of Marriage and Age.

% Generate some Data
mp_support_graph = containers.Map('KeyType', 'char', 'ValueType', 'any');
ar_row_grid = ["E0M0", "E1M0", "E0M1", "E1M1"];
mp_support_graph('cl_st_xtitle') = {'Age'};
mp_support_graph('st_legend_loc') = 'best';
mp_support_graph('bl_graph_logy') = true; % do not log
mp_support_graph('st_rounding') = '6.2f'; % format shock legend
mp_support_graph('cl_scatter_shapes') = {'*', 'p', '*','p' };
mp_support_graph('cl_colors') = {'red', 'red', 'blue', 'blue'};

MEAN(v(EKM,J) - v(EKM,J|unemp)), MEAN(ap(EM,J) - ap(EM,J|unemp)), MEAN(c(EM,J) - c(EM,J|unemp))

Tabulate value and policies:

% Set
% NaN(n_jgrid,n_agrid,n_etagrid,n_educgrid,n_marriedgrid,n_kidsgrid);
ar_permute = [2,3,6,1,4,5];
% Value Function
tb_az_v = ff_summ_nd_array("MEAN(v(EM,J) - v(EM,J|unemp))", V_VFI_unemp_drop, true, ["mean"], 3, 1, cl_mp_datasetdesc, ar_permute);

xxx  MEAN(v(EM,J) - v(EM,J|unemp))  xxxxxxxxxxxxxxxxxxxxxxxxxxx
    group    edu    marry    mean_age_18    mean_age_19    mean_age_20    mean_age_21    mean_age_22    mean_age_23    mean_age_24    mean_age_25    mean_age_26    mean_age_27    mean_age_28    mean_age_29    mean_age_30    mean_age_31    mean_age_32    mean_age_33    mean_age_34    mean_age_35    mean_age_36    mean_age_37    mean_age_38    mean_age_39    mean_age_40    mean_age_41    mean_age_42    mean_age_43    mean_age_44    mean_age_45    mean_age_46    mean_age_47    mean_age_48    mean_age_49    mean_age_50    mean_age_51    mean_age_52    mean_age_53    mean_age_54    mean_age_55    mean_age_56    mean_age_57    mean_age_58    mean_age_59    mean_age_60    mean_age_61    mean_age_62    mean_age_63    mean_age_64    mean_age_65    mean_age_66    mean_age_67    mean_age_68    mean_age_69    mean_age_70    mean_age_71    mean_age_72    mean_age_73    mean_age_74    mean_age_75    mean_age_76    mean_age_77    mean_age_78    mean_age_79    mean_age_80    mean_age_81    mean_age_82    mean_age_83    mean_age_84    mean_age_85    mean_age_86    mean_age_87    mean_age_88    mean_age_89    mean_age_90    mean_age_91    mean_age_92    mean_age_93    mean_age_94    mean_age_95    mean_age_96    mean_age_97    mean_age_98    mean_age_99    mean_age_100
    _____    ___    _____    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ____________

      1       0       0        0.98417        0.96522        0.94504        0.92586        0.90827        0.89213        0.87731         0.8637        0.85119        0.83969        0.82914        0.81948        0.81064        0.80259        0.79527        0.78865        0.78269        0.77739         0.7727        0.76862        0.76514        0.76224        0.75993        0.75821         0.7571         0.7566        0.75675        0.75757        0.75913        0.76149        0.76474        0.76897        0.77433        0.78101        0.78928         0.7995        0.81218        0.82799         0.8479        0.87335        0.90656        0.95124         1.0143         1.1088        1.2608         1.5459          2.327               0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0               0  
      2       1       0        0.90037        0.87569        0.84826         0.8121        0.78137        0.75521         0.7329        0.71387        0.69761        0.68373        0.67187        0.66174         0.6531        0.64576        0.63953        0.63428        0.62989        0.62626        0.62331        0.62098        0.61923          0.618        0.61729        0.61706        0.61732        0.61807        0.61932        0.62111        0.62348        0.62649        0.63022        0.63476        0.64026        0.64689        0.65492        0.66468        0.67666        0.69149        0.71011         0.7339          0.765        0.80703        0.86641        0.95499        1.0982         1.3733         2.1433               0              0              0              0              0              0              0              0              0              0              0              0              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       0       1         1.0511         1.0316         1.0114        0.99333        0.97709        0.96249        0.94936        0.93765        0.92726          0.918         0.9098        0.90264        0.89644        0.89111        0.88657        0.88279        0.87971        0.87731        0.87552         0.8743        0.87364        0.87351        0.87389        0.87477        0.87614          0.878        0.88035        0.88322        0.88664        0.89064        0.89528        0.90061        0.90673        0.91376        0.92192        0.93147        0.94276         0.9563        0.97274        0.99307         1.0187         1.0519         1.0963         1.1588        1.2535         1.4158           1.78         0.77027        0.75191         0.7332        0.71463        0.69586        0.67658        0.65719        0.63783        0.61847        0.59873        0.57889        0.55913        0.53943        0.51946        0.49959        0.47985        0.46026         0.4407         0.4214         0.4028        0.38493        0.36761        0.35075        0.33459        0.31937        0.30508        0.29142        0.27828         0.2657        0.25359        0.24178        0.22954        0.21492          0.194        0.16159         0.10497  
      4       1       1         0.9471        0.92052        0.89256        0.86506        0.84177         0.8221        0.80538        0.79125        0.77933         0.7693        0.76091        0.75394        0.74819        0.74353        0.73982        0.73694        0.73481        0.73334        0.73247        0.73214        0.73231        0.73295        0.73401         0.7355        0.73738        0.73967        0.74235        0.74545        0.74899        0.75302        0.75758        0.76274        0.76858        0.77523        0.78288        0.79179         0.8023        0.81487        0.83015        0.84904        0.87291         0.9039        0.94563         1.0047        1.0949         1.2516         1.6106         0.68981        0.67381        0.65734        0.64047        0.62368        0.60689        0.58972        0.57223        0.55474        0.53747        0.51984        0.50199        0.48419         0.4665        0.44863        0.43076        0.41315        0.39578        0.37857        0.36177        0.34557         0.3301        0.31517        0.30073        0.28703        0.27406        0.26171        0.24987        0.23846        0.22745        0.21674        0.20558        0.19224        0.17315        0.14401        0.093346  

% Aprime Choice
tb_az_ap = ff_summ_nd_array("MEAN(ap(EM,J) - ap(EM,J|unemp))", ap_VFI_unemp_drop, true, ["mean"], 3, 1, cl_mp_datasetdesc, ar_permute);

xxx  MEAN(ap(EM,J) - ap(EM,J|unemp))  xxxxxxxxxxxxxxxxxxxxxxxxxxx
    group    edu    marry    mean_age_18    mean_age_19    mean_age_20    mean_age_21    mean_age_22    mean_age_23    mean_age_24    mean_age_25    mean_age_26    mean_age_27    mean_age_28    mean_age_29    mean_age_30    mean_age_31    mean_age_32    mean_age_33    mean_age_34    mean_age_35    mean_age_36    mean_age_37    mean_age_38    mean_age_39    mean_age_40    mean_age_41    mean_age_42    mean_age_43    mean_age_44    mean_age_45    mean_age_46    mean_age_47    mean_age_48    mean_age_49    mean_age_50    mean_age_51    mean_age_52    mean_age_53    mean_age_54    mean_age_55    mean_age_56    mean_age_57    mean_age_58    mean_age_59    mean_age_60    mean_age_61    mean_age_62    mean_age_63    mean_age_64    mean_age_65    mean_age_66    mean_age_67    mean_age_68    mean_age_69    mean_age_70    mean_age_71    mean_age_72    mean_age_73    mean_age_74    mean_age_75    mean_age_76    mean_age_77    mean_age_78    mean_age_79    mean_age_80    mean_age_81    mean_age_82    mean_age_83    mean_age_84    mean_age_85    mean_age_86    mean_age_87    mean_age_88    mean_age_89    mean_age_90    mean_age_91    mean_age_92    mean_age_93    mean_age_94    mean_age_95    mean_age_96    mean_age_97    mean_age_98    mean_age_99    mean_age_100
    _____    ___    _____    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ____________

      1       0       0        0.54413        0.54211        0.53973        0.56238        0.58448        0.60603        0.62693        0.64717        0.66665         0.6854        0.70332        0.72047        0.73682        0.7523         0.76697        0.78083        0.79384         0.806         0.81739        0.82801        0.8378         0.84682        0.8551         0.86264        0.86942        0.87547        0.88082        0.88546        0.8894         0.89258        0.89501        0.89672        0.89764        0.89776         0.897         0.89548        0.89309        0.88986        0.88585        0.88088        0.87517        0.86849        0.86097        0.85252        0.84323        0.83219        0.81921              0              0              0              0              0              0              0              0              0              0              0              0              0             0               0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0           0      
      2       1       0        0.52244        0.51648        0.50989        0.56245        0.61559        0.66865        0.72106        0.77223        0.82169        0.86903        0.91393        0.95609        0.99536        1.0316          1.0646         1.0946         1.1215        1.1454          1.1664         1.1847        1.2004          1.2137        1.2248          1.2338         1.2411         1.2466         1.2506         1.2532        1.2546           1.255         1.2544         1.2528         1.2504         1.2472        1.2433          1.2386         1.2332         1.2271         1.2203         1.2129         1.2046         1.1956         1.1857         1.1752         1.1636         1.1499         1.1338              0              0              0              0              0              0              0              0              0              0              0              0              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       0       1        0.93049        0.95921         0.9882         1.0448         1.1013         1.1573         1.2125         1.2668         1.3197         1.3709         1.4204         1.4678         1.5129        1.5554          1.5953         1.6324         1.6665        1.6975          1.7253         1.7499        1.7712          1.7893        1.8042          1.8158         1.8243         1.8297         1.8322         1.8317        1.8285          1.8227         1.8143         1.8035         1.7904         1.7752        1.7579          1.7388         1.7178         1.6952          1.671         1.6454         1.6184         1.5904         1.5612         1.5309         1.4997         1.4672         1.4323        0.52947        0.51204        0.49388        0.47555        0.45854        0.44228        0.42577        0.40922        0.39207        0.37499         0.3593        0.34504        0.33253        0.3208         0.31053         0.3011        0.29025        0.27926        0.26606          0.255        0.24657        0.23938        0.23243        0.22111        0.21181          0.205        0.19911         0.1883        0.18298        0.17312        0.16881        0.15897        0.14838         0.1284       0.095069           0      
      4       1       1        0.99745         1.0306         1.0639         1.1617         1.2608           1.36         1.4584         1.5554         1.6499         1.7412         1.8287         1.9117         1.9898        2.0626          2.1297          2.191         2.2461        2.2951           2.338         2.3748        2.4057          2.4308        2.4503          2.4645         2.4736         2.4779         2.4777         2.4734        2.4651          2.4533         2.4383         2.4202         2.3994         2.3761        2.3505          2.3229         2.2935         2.2623         2.2296         2.1956         2.1602         2.1236         2.0859         2.0471         2.0072         1.9657         1.9208        0.66409        0.64137        0.61937        0.59669        0.57408        0.55355        0.53411        0.51437         0.4936        0.47247        0.45337        0.43476        0.41844        0.4037         0.39078        0.37827        0.36428        0.35137        0.33641        0.32123        0.31018        0.29948        0.29117         0.2792        0.26567        0.25722        0.24932        0.23633        0.23053        0.21904        0.21226            0.2        0.18654        0.16009        0.12084           0      

% Consumption Choices
tb_az_c = ff_summ_nd_array("MEAN(c(EM,J) - c(EM,J|unemp))", cons_VFI_unemp_drop, true, ["mean"], 3, 1, cl_mp_datasetdesc, ar_permute);

xxx  MEAN(c(EM,J) - c(EM,J|unemp))  xxxxxxxxxxxxxxxxxxxxxxxxxxx
    group    edu    marry    mean_age_18    mean_age_19    mean_age_20    mean_age_21    mean_age_22    mean_age_23    mean_age_24    mean_age_25    mean_age_26    mean_age_27    mean_age_28    mean_age_29    mean_age_30    mean_age_31    mean_age_32    mean_age_33    mean_age_34    mean_age_35    mean_age_36    mean_age_37    mean_age_38    mean_age_39    mean_age_40    mean_age_41    mean_age_42    mean_age_43    mean_age_44    mean_age_45    mean_age_46    mean_age_47    mean_age_48    mean_age_49    mean_age_50    mean_age_51    mean_age_52    mean_age_53    mean_age_54    mean_age_55    mean_age_56    mean_age_57    mean_age_58    mean_age_59    mean_age_60    mean_age_61    mean_age_62    mean_age_63    mean_age_64    mean_age_65    mean_age_66    mean_age_67    mean_age_68    mean_age_69    mean_age_70    mean_age_71    mean_age_72    mean_age_73    mean_age_74    mean_age_75    mean_age_76    mean_age_77    mean_age_78    mean_age_79    mean_age_80    mean_age_81    mean_age_82    mean_age_83    mean_age_84    mean_age_85    mean_age_86    mean_age_87    mean_age_88    mean_age_89    mean_age_90    mean_age_91    mean_age_92    mean_age_93    mean_age_94    mean_age_95    mean_age_96    mean_age_97    mean_age_98    mean_age_99    mean_age_100
    _____    ___    _____    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ____________

      1       0       0       0.050247       0.052266       0.054642       0.055442        0.05623       0.056944       0.057626       0.058248       0.058862       0.059403       0.059941       0.060411       0.060814       0.061205       0.061526       0.061769       0.061986       0.062165       0.062241       0.062227       0.062189       0.062079       0.061869       0.061595       0.061267       0.060882       0.060419       0.059891       0.059311       0.058734       0.058156       0.057574       0.057038       0.056566       0.056247       0.055944       0.055774       0.055707       0.055663       0.055821       0.055955       0.056275       0.056648       0.057155       0.057683       0.059134       0.061691              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0   
      2       1       0       0.071936       0.077892        0.08448       0.086172       0.087244       0.087835       0.088046        0.08802       0.087824       0.087534       0.087181       0.086831       0.086474       0.086166       0.085901       0.085633       0.085418        0.08518       0.084936       0.084681       0.084407       0.084078       0.083742       0.083304       0.082778       0.082225       0.081604        0.08095       0.080237       0.079474        0.07869       0.077981       0.077334       0.076762       0.076258       0.075919       0.075814        0.07578       0.075924        0.07615       0.076618       0.077215       0.077979       0.078667         0.0796       0.081697       0.085161              0              0              0              0              0              0              0              0              0              0              0              0              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       0       1       0.079086       0.082612       0.086438       0.089119       0.091706        0.09429       0.096828       0.099249        0.10165        0.10401         0.1062        0.10822        0.11017        0.11197        0.11362        0.11507        0.11634        0.11748        0.11842        0.11921        0.11979        0.12019        0.12041        0.12045        0.12028        0.11994        0.11945         0.1188        0.11798        0.11703        0.11596        0.11482        0.11359        0.11236        0.11112        0.10987        0.10869        0.10757        0.10653        0.10558        0.10476        0.10397        0.10332        0.10279        0.10247         0.1026        0.10463       0.041435       0.040224        0.04009       0.040541       0.040104       0.039384       0.039425       0.040027       0.041767       0.043987       0.045378       0.045919       0.045271        0.04443       0.042695       0.040691       0.040674       0.041344       0.044783       0.046631       0.046371       0.045395         0.0447       0.048874       0.051528       0.052186       0.052393       0.058004       0.058588       0.064168        0.06466       0.071134       0.078811       0.096337        0.12767         0.2212   
      4       1       1        0.10685        0.11333        0.12031        0.12499        0.12887        0.13241        0.13561        0.13827        0.14076        0.14298        0.14495        0.14678        0.14844        0.14995        0.15131        0.15251        0.15363         0.1546         0.1554        0.15603        0.15648        0.15681        0.15688        0.15675        0.15643        0.15594        0.15525        0.15436        0.15329        0.15206        0.15067        0.14919        0.14766        0.14607        0.14446        0.14289         0.1414        0.14003        0.13879        0.13767        0.13679        0.13608        0.13559        0.13541        0.13555        0.13639           0.14       0.054373       0.053601       0.052561       0.052705       0.053328       0.052479       0.051159       0.050802       0.052161       0.054577       0.055664       0.056992       0.056741       0.055644       0.053445       0.051545       0.051847       0.051771       0.054435       0.058007       0.058122       0.058536       0.057219       0.060196       0.065356       0.066059       0.066809       0.073247       0.073078       0.079184       0.081154       0.089176       0.098981        0.12234        0.15907        0.27798   

Graph Mean Values Change:

mp_support_graph('cl_st_graph_title') = {'MEAN(v(EM,J) - v(EM,J|unemp)), a=age, z=kids+marry'};
mp_support_graph('cl_st_ytitle') = {'MEAN(v(EM,J) - v(EM,J|unemp))'};
ff_graph_grid((tb_az_v{1:end, 4:end}), ar_row_grid, age_grid, mp_support_graph);

Graph Mean Savings Choices Change:

mp_support_graph('cl_st_graph_title') = {'MEAN(ap(EM,J) - ap(EM,J|unemp)), a=x, z=color'};
mp_support_graph('cl_st_ytitle') = {'MEAN(ap(EM,J) - ap(EM,J|unemp))'};
ff_graph_grid((tb_az_ap{1:end, 4:end}), ar_row_grid, age_grid, mp_support_graph);

Graph Mean Consumption Change:

mp_support_graph('cl_st_graph_title') = {'MEAN(c(EM,J) - c(EM,J|unemp)), a=x, z=color'};
mp_support_graph('cl_st_ytitle') = {'MEAN(c(EM,J) - c(EM,J|unemp))'};
ff_graph_grid((tb_az_c{1:end, 4:end}), ar_row_grid, age_grid, mp_support_graph);