diff --git a/cps_stage2/cps_weights.csv.gz b/cps_stage2/cps_weights.csv.gz
index 90b7198..076959e 100644
Binary files a/cps_stage2/cps_weights.csv.gz and b/cps_stage2/cps_weights.csv.gz differ
diff --git a/docs/book/content/methods/CBO_Baseline_Updating_Instructions.md b/docs/book/content/methods/CBO_Baseline_Updating_Instructions.md
index 3cc06ab..5d5c37c 100644
--- a/docs/book/content/methods/CBO_Baseline_Updating_Instructions.md
+++ b/docs/book/content/methods/CBO_Baseline_Updating_Instructions.md
@@ -108,7 +108,7 @@ column of this table.
 Source: [BLS Database](http://data.bls.gov/timeseries/CUSR0000SAM?output_view=pct_1mth)
 
 Series ID: CUSR0000SAM
-Access Date: August 16 2024
+Access Date: November 04 2024
 
 Manual Instructions:
 
diff --git a/history/reports/taxdata_report_2024-11-06.pdf b/history/reports/taxdata_report_2024-11-06.pdf
new file mode 100644
index 0000000..f14b6bd
Binary files /dev/null and b/history/reports/taxdata_report_2024-11-06.pdf differ
diff --git a/puf_stage1/CBO_baseline.csv b/puf_stage1/CBO_baseline.csv
index 9b6fe1f..e0f0a81 100644
--- a/puf_stage1/CBO_baseline.csv
+++ b/puf_stage1/CBO_baseline.csv
@@ -12,5 +12,5 @@ BOOK,1285.1,1397.0,1746.4,1816.6,2022.8,2106.9,2072.9,2088.1,2073.5,2128.9,2305.
 RETS,142.5,140.5,142.9,145.4,144.9,146.6,148.3,147.8,149.7,149.9,152.5,153.5,160.1,164.4,163.2,165.2,167.1,168.7,170.3,171.9,173.6,175.3,177.0,178.6,180.4,182.1,183.8
 SOCSEC,503.0,544.5,572.5,591.5,627.2,663.2,698.2,733.7,762.1,791.1,833.0,888.1,940.2,982.7,1063.4,1190.9,1291.4,1372.6,1454.4,1538.5,1627.6,1719.7,1813.9,1909.2,2005.2,2106.0,2211.9
 CPIU,215.3,214.5,218.1,224.9,229.6,233.0,236.7,237.0,240.0,245.1,251.1,255.6,258.8,271.0,292.6,304.7,314.4,322.1,329.3,336.4,343.7,351.2,359.1,367.1,375.3,383.7,392.4
-CPIM,364.1,375.6,388.4,400.3,414.9,425.1,435.3,446.8,463.7,475.3,484.7,498.4,518.9,525.3,546.5,549.1,561.4,535.7,542.9,550.0,557.3,564.8,572.7,580.7,588.9,597.3,606.0
+CPIM,364.1,375.6,388.4,400.3,414.9,425.1,435.3,446.8,463.7,475.3,484.7,498.4,518.9,525.3,546.5,549.1,562.1,535.8,543.0,550.1,557.4,564.9,572.8,580.8,589.0,597.4,606.1
 UCOMP,51.1,131.2,138.9,107.2,83.6,62.2,43.8,39.9,31.2,31.1,28.7,27.0,27.925,240.656,36.743,27.511,34.6,37.8,41.3,44.9,47.9,50.2,52.1,53.9,55.6,57.2,58.9
diff --git a/puf_stage1/Stage_I_factors.csv b/puf_stage1/Stage_I_factors.csv
index 5312401..55c63b0 100644
--- a/puf_stage1/Stage_I_factors.csv
+++ b/puf_stage1/Stage_I_factors.csv
@@ -12,14 +12,14 @@ YEAR,APOPN,APOPDEP,APOPSNR,AGDPN,ATXPY,ASCHF,ABOOK,ACPIU,ACPIM,ARETS,AWAGE,ASCHC
 2021,1.0814,0.9992,1.4092,1.5204,1.6215,0.9576,1.6089,1.2050,1.3123,1.1084,1.4984,1.4108,1.4682,2.0205,1.6160,0.8614,2.1353,5.0813,1.6328,2.0057,1.0399,1.4764
 2022,1.0897,1.0022,1.4558,1.6590,1.6544,1.0834,1.7663,1.3010,1.3652,1.1208,1.6151,1.4379,1.4964,2.2182,1.7742,0.9251,2.2677,3.0622,1.7669,0.3062,1.0609,1.5326
 2023,1.0980,1.0051,1.5019,1.7632,1.7405,0.7192,1.7935,1.3548,1.3717,1.1334,1.7169,1.5094,1.5708,2.2523,1.8014,1.0077,2.3130,3.3321,1.9787,0.2293,1.1162,1.5909
-2024,1.1062,1.0075,1.5468,1.8554,1.8530,0.5126,1.8863,1.3980,1.4024,1.1461,1.8131,1.5884,1.6530,2.3689,1.8947,1.1917,2.4159,3.5067,2.1457,0.2884,1.1883,1.6514
-2025,1.1142,1.0101,1.5935,1.9339,1.9634,0.5536,1.9519,1.4322,1.3382,1.1589,1.8960,1.6520,1.7192,2.4513,1.9606,1.3984,2.5369,3.3986,2.2806,0.3150,1.2591,1.7143
-2026,1.1222,1.0124,1.6377,2.0062,2.0538,0.5828,1.9805,1.4642,1.3562,1.1719,1.9745,1.7275,1.7978,2.4872,1.9893,1.5128,2.6326,3.2630,2.4165,0.3442,1.3170,1.7795
-2027,1.1301,1.0143,1.6790,2.0784,2.1382,0.6079,2.0184,1.4958,1.3740,1.1850,2.0514,1.7988,1.8720,2.5348,2.0274,1.5721,2.7089,3.2257,2.5562,0.3742,1.3712,1.8472
-2028,1.1379,1.0163,1.7188,2.1532,2.2285,0.6318,2.0452,1.5282,1.3922,1.1983,2.1307,1.8652,1.9411,2.5684,2.0543,1.6536,2.7941,3.2505,2.7043,0.3992,1.4291,1.9175
-2029,1.1455,1.0198,1.7569,2.2340,2.3228,0.6543,2.0871,1.5616,1.4109,1.2117,2.2134,1.9326,2.0113,2.6211,2.0964,1.7330,2.9024,3.3187,2.8573,0.4184,1.4896,1.9904
-2030,1.1530,1.0233,1.7915,2.3193,2.4215,0.6742,2.1506,1.5967,1.4307,1.2252,2.2982,2.0021,2.0836,2.7008,2.1602,1.8277,3.0164,3.4135,3.0138,0.4342,1.5529,2.0662
-2031,1.1603,1.0266,1.8190,2.4080,2.5237,0.6927,2.2230,1.6323,1.4507,1.2390,2.3851,2.0750,2.1594,2.7917,2.2329,1.9314,3.1335,3.5253,3.1722,0.4492,1.6184,2.1448
-2032,1.1675,1.0301,1.8433,2.4998,2.6303,0.7099,2.3028,1.6687,1.4711,1.2528,2.4740,2.1526,2.2402,2.8920,2.3131,2.0396,3.2538,3.6486,3.3317,0.4634,1.6868,2.2264
-2033,1.1745,1.0337,1.8659,2.5946,2.7403,0.7245,2.3837,1.7061,1.4921,1.2669,2.5652,2.2371,2.3281,2.9935,2.3943,2.1390,3.3773,3.7803,3.4992,0.4767,1.7573,2.3111
-2034,1.1813,1.0370,1.8889,2.6926,2.8567,0.7391,2.4672,1.7448,1.5139,1.2810,2.6598,2.3243,2.4188,3.0984,2.4782,2.2528,3.5047,3.9193,3.6751,0.4909,1.8320,2.3990
+2024,1.1062,1.0075,1.5468,1.8554,1.8530,0.5126,1.8863,1.3980,1.4042,1.1461,1.8131,1.5884,1.6530,2.3689,1.8947,1.1917,2.4159,3.5067,2.1457,0.2884,1.1883,1.6514
+2025,1.1142,1.0101,1.5935,1.9339,1.9634,0.5536,1.9519,1.4322,1.3385,1.1589,1.8960,1.6520,1.7192,2.4513,1.9606,1.3984,2.5369,3.3986,2.2806,0.3150,1.2591,1.7143
+2026,1.1222,1.0124,1.6377,2.0062,2.0538,0.5828,1.9805,1.4642,1.3565,1.1719,1.9745,1.7275,1.7978,2.4872,1.9893,1.5128,2.6326,3.2630,2.4165,0.3442,1.3170,1.7795
+2027,1.1301,1.0143,1.6790,2.0784,2.1382,0.6079,2.0184,1.4958,1.3742,1.1850,2.0514,1.7988,1.8720,2.5348,2.0274,1.5721,2.7089,3.2257,2.5562,0.3742,1.3712,1.8472
+2028,1.1379,1.0163,1.7188,2.1532,2.2285,0.6318,2.0452,1.5282,1.3925,1.1983,2.1307,1.8652,1.9411,2.5684,2.0543,1.6536,2.7941,3.2505,2.7043,0.3992,1.4291,1.9175
+2029,1.1455,1.0198,1.7569,2.2340,2.3228,0.6543,2.0871,1.5616,1.4112,1.2117,2.2134,1.9326,2.0113,2.6211,2.0964,1.7330,2.9024,3.3187,2.8573,0.4184,1.4896,1.9904
+2030,1.1530,1.0233,1.7915,2.3193,2.4215,0.6742,2.1506,1.5967,1.4309,1.2252,2.2982,2.0021,2.0836,2.7008,2.1602,1.8277,3.0164,3.4135,3.0138,0.4342,1.5529,2.0662
+2031,1.1603,1.0266,1.8190,2.4080,2.5237,0.6927,2.2230,1.6323,1.4509,1.2390,2.3851,2.0750,2.1594,2.7917,2.2329,1.9314,3.1335,3.5253,3.1722,0.4492,1.6184,2.1448
+2032,1.1675,1.0301,1.8433,2.4998,2.6303,0.7099,2.3028,1.6687,1.4714,1.2528,2.4740,2.1526,2.2402,2.8920,2.3131,2.0396,3.2538,3.6486,3.3317,0.4634,1.6868,2.2264
+2033,1.1745,1.0337,1.8659,2.5946,2.7403,0.7245,2.3837,1.7061,1.4924,1.2669,2.5652,2.2371,2.3281,2.9935,2.3943,2.1390,3.3773,3.7803,3.4992,0.4767,1.7573,2.3111
+2034,1.1813,1.0370,1.8889,2.6926,2.8567,0.7391,2.4672,1.7448,1.5141,1.2810,2.6598,2.3243,2.4188,3.0984,2.4782,2.2528,3.5047,3.9193,3.6751,0.4909,1.8320,2.3990
diff --git a/puf_stage1/growfactors.csv b/puf_stage1/growfactors.csv
index 02d28af..fce8850 100644
--- a/puf_stage1/growfactors.csv
+++ b/puf_stage1/growfactors.csv
@@ -1,25 +1,25 @@
-YEAR,ATXPY,ASCHF,ABOOK,ACPIU,ACPIM,AWAGE,ASCHCI,ASCHCL,ASCHEI,ASCHEL,AINTS,ADIVS,ACGNS,ASOCSEC,AUCOMP,AIPD,ABENOTHER,ABENMCARE,ABENMCAID,ABENSSI,ABENSNAP,ABENWIC,ABENHOUSING,ABENTANF,ABENVET
-2011,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1
-2012,1.043862,0.950283,1.104992,1.0209,1.0365,1.032649,1.049023,0.956138,1.165922,0.926962,0.923588,1.327776,1.58966,1.02827,0.7711,0.9231,0.992359,1,1,1,1,1,1,1,1
-2013,1.012518,1.142179,1.033784,1.014791,1.024602,1.019984,0.99505,1.050098,0.997245,1.013128,0.893658,0.819381,0.776217,1.014786,0.728829,0.896219,0.992515,1,1,1,1,1,1,1,1
-2014,1.029476,0.931683,0.976566,1.015927,1.023917,1.039999,1.040616,1.030349,1.075978,0.991321,0.925886,1.17606,1.387522,1.004801,0.641103,0.970506,0.99257,1,1,1,1,1,1,1,1
-2015,1.043858,0.508206,0.999544,1.001235,1.026485,1.024119,1.038052,1.040061,1.04481,1.057257,1.013311,1.013846,1.004308,1.017188,0.81793,0.988666,1.053858,1.023325,1.041528,1.019361,1.102667,1.007792,1.026748,1.132657,1.04693
-2016,1.021978,1.071198,0.984833,1.012621,1.037807,1.006659,0.984484,1.005593,0.982695,0.983807,0.999649,0.968237,0.881651,0.991403,0.933831,1.001764,1.097065,1.011695,1.010367,0.993375,0.989722,1.002577,1.01625,0.828168,1.105413
-2017,1.049373,0.907035,1.018491,1.021273,1.025035,1.040577,1.060677,1.132498,1.093477,1.160123,1.088642,1.102389,1.344721,1.00723,0.94186,1.029301,1.011911,1.030968,1.014601,0.981621,1,0.998715,1.063959,1,1
-2018,1.042394,0.976786,1.074059,1.0245,1.019707,1.041821,1.042769,1.042713,1.074048,1.074033,1.031272,1.076804,1.074755,1.018778,0.92284,1.050825,1.103035,1.045097,1.045897,1.005738,1,1.002574,1.034828,1,1
-2019,1.032351,0.979401,1.019085,1.017913,1.028328,1.039292,1.004274,1.004387,1.019131,1.019122,1.014806,1.041751,0.925878,1.031182,0.940635,1.040577,1.054052,1.052158,1.045866,1.000751,1,1.002567,1.034809,1,1
-2020,1.067957,1.167938,0.947032,1.012495,1.041121,1.006381,1.016054,1.015991,0.947016,0.94708,0.989319,1.091767,1.292516,1.023383,1.034222,1.076313,0.996727,1.050763,1.046106,1.00255,1,1.003841,1.034974,1,1
-2021,1.065517,1.126248,1.216697,1.047189,1.012343,1.079707,1.057058,1.05708,1.216716,1.216644,0.999214,1.057982,1.792117,1.011965,8.619252,1.073809,1.03007,1.047248,1.047927,1.001796,1,1.002551,1.034869,1,1
-2022,1.014347,1.742914,1.047552,1.08083,1.040311,1.076282,1.022527,1.022546,1.047553,1.047566,1.049118,1.042358,0.631565,1.04749,0.152665,1.022138,1.030159,1.048769,1.047573,0.999851,1,1.002545,1.034942,1,1
-2023,1.050108,0.653145,1.091056,1.040233,1.004761,1.050035,1.013156,1.013121,1.091037,1.091047,1.026196,1.126711,1.0525,1.085497,0.748857,1.058072,1.030193,1.050822,1.048715,1.000448,1,1.003807,1.034968,1,1
-2024,1.046242,0.895528,1.007166,1.025982,1.01407,1.040377,1.0397,1.03963,1.007187,1.007157,1.156028,1.023049,0.932271,1.052921,1.337549,1.054081,1.030334,1.048426,1.051767,0.99776,1,1.002528,1.034951,1,1
-2025,1.040442,0.963117,1.020457,1.024892,0.958663,1.038977,1.037682,1.037745,1.020415,1.020444,1.091746,1.02538,0.97747,1.031721,1.154874,1.047914,1.030635,1.046248,1.052213,1.002245,1,1.003783,1.034897,1,1
-2026,1.039294,0.987094,1.014705,1.023445,1.014023,1.035978,1.037783,1.037762,1.014711,1.014716,1.098184,1.019802,0.970235,1.030992,1.035291,1.046856,1.030633,1.072236,1,0.999552,1,1.002513,1.034808,1,1
-2027,1.037119,0.998822,1.017535,1.021948,1.013312,1.033569,1.03414,1.034138,1.017568,1.017583,1.066606,1.013266,0.993714,1.031791,1.045541,1.044372,1.030788,1,1,1,1,1.002506,1.034863,1,1
-2028,1.036799,1.006582,1.023966,1.021812,1.013356,1.033042,1.031594,1.03158,1.023985,1.02393,1.050716,1.021542,1.009158,1.03344,1.043558,1.043967,1.030942,1,1,1,1,1,1,1,1
-2029,1.035913,1.010333,1.028149,1.022135,1.013612,1.033365,1.030869,1.030888,1.028085,1.028143,1.03013,1.032091,1.018962,1.033664,1.045739,1.042825,1.031131,1,1,1,1,1,1,1,1
-2030,1.036423,1.01018,1.024121,1.022298,1.013855,1.03321,1.030563,1.030595,1.02417,1.024128,1.036979,1.032934,1.024538,1.034401,1.043738,1.043174,1.03133,1,1,1,1,1,1,1,1
-2031,1.036362,1.010259,1.024733,1.022377,1.014016,1.032812,1.031233,1.03124,1.024699,1.024734,1.039197,1.032793,1.027842,1.036645,1.038241,1.042951,1.03151,1,1,1,1,1,1,1,1
-2032,1.036409,1.009979,1.028,1.022687,1.014306,1.032126,1.032334,1.032295,1.028004,1.027983,1.04014,1.03261,1.029719,1.036435,1.031319,1.042807,1.031644,1,1,1,1,1,1,1,1
-2033,1.035793,1.008195,1.02813,1.022484,1.014309,1.031481,1.033961,1.033991,1.028128,1.02811,1.031669,1.03246,1.030798,1.037554,1.028443,1.042009,1.031857,1,1,1,1,1,1,1,1
-2034,1.035385,1.008203,1.02971,1.02246,1.014443,1.030912,1.033294,1.033253,1.029705,1.029722,1.027096,1.032231,1.031308,1.03748,1.029528,1.041408,1.032059,1,1,1,1,1,1,1,1
\ No newline at end of file
+YEAR,ATXPY,ASCHF,ABOOK,ACPIU,ACPIM,AWAGE,ASCHCI,ASCHCL,ASCHEI,ASCHEL,AINTS,ADIVS,ACGNS,ASOCSEC,AUCOMP,AIPD,ABENOTHER,ABENMCARE,ABENMCAID,ABENSSI,ABENSNAP,ABENWIC,ABENHOUSING,ABENTANF,ABENVET
+2011,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
+2012,1.043862,0.950283,1.104992,1.0209,1.0365,1.032649,1.049023,0.956138,1.165922,0.926962,0.923588,1.327776,1.58966,1.02827,0.7711,0.9231,0.992359,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
+2013,1.012518,1.142179,1.033784,1.014791,1.024602,1.019984,0.99505,1.050098,0.997245,1.013128,0.893658,0.819381,0.776217,1.014786,0.728829,0.896219,0.992515,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
+2014,1.029476,0.931683,0.976566,1.015927,1.023917,1.039999,1.040616,1.030349,1.075978,0.991321,0.925886,1.17606,1.387522,1.004801,0.641103,0.970506,0.99257,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
+2015,1.043858,0.508206,0.999544,1.001235,1.026485,1.024119,1.038052,1.040061,1.04481,1.057257,1.013311,1.013846,1.004308,1.017188,0.81793,0.988666,1.053858,1.023325,1.041528,1.019361,1.102667,1.007792,1.026748,1.132657,1.04693
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diff --git a/puf_stage2/puf_weights.csv.gz b/puf_stage2/puf_weights.csv.gz
index aae3be7..5d2163b 100644
Binary files a/puf_stage2/puf_weights.csv.gz and b/puf_stage2/puf_weights.csv.gz differ