From f4d8a4a886244ebe40b809bc3c4bd5e0c45e0f00 Mon Sep 17 00:00:00 2001 From: jdebacker Date: Thu, 21 Mar 2024 09:42:59 -0400 Subject: [PATCH 01/30] add two new parameters to allow different MTRs on deductions vs income --- ccc/default_parameters.json | 58 ++++++++++++++++++++++++++++++++++++- 1 file changed, 57 insertions(+), 1 deletion(-) diff --git a/ccc/default_parameters.json b/ccc/default_parameters.json index 3e9e6360..d65f6e28 100644 --- a/ccc/default_parameters.json +++ b/ccc/default_parameters.json @@ -75,8 +75,46 @@ } } }, + "CIT_rate_ded": { + "title": "Marginal corporate income tax rate applied to deductions", + "description": "Top statutory corporate income tax rate", + "section_1": "Business-entity level taxes", + "type": "float", + "value": [ + { + "year": 2013, + "value": 0.35 + }, + { + "year": 2014, + "value": 0.35 + }, + { + "year": 2015, + "value": 0.35 + }, + { + "year": 2016, + "value": 0.35 + }, + { + "year": 2017, + "value": 0.35 + }, + { + "year": 2018, + "value": 0.21 + } + ], + "validators": { + "range": { + "min": 0.0, + "max": 1.0 + } + } + }, "pt_entity_tax_ind": { - "title": "Pass-through businss entity-level tax indicator", + "title": "Pass-through business entity-level tax indicator", "description": "Indicator variable indicating whether or not there is an entity-level tax on pass-through businesses. This tax is levied on entity-level profits. Owners also pay individual income taxes on the distributions.", "section_1": "Business-entity level taxes", "notes": "Note that is this indicator is True, then the METR calculation for pass-through businesses will represent the effects of the entity-level tax and not the indvidiual-level tax. This is becaue the METR represents the effective tax rate from the first layer of taxation. The statutory rate on pass-through entities is set with the pt_entity_tax_rate parameter.", @@ -107,6 +145,24 @@ } } }, + "pt_tax_rate_ded": { + "title": "Ratio of marginal tax rate on deductions by pass-through businesses to marginal tax rate on their income", + "description": "Ratio of marginal tax rate on deductions by pass-through businesses to marginal tax rate on their income", + "section_1": "Business-entity level taxes", + "type": "float", + "value": [ + { + "year": 2013, + "value": 1.0 + } + ], + "validators": { + "range": { + "min": 0.0, + "max": 1.0 + } + } + }, "BonusDeprec_3yr": { "title": "Bonus depreciation rate on 3-year class property", "description": "Bonus depreciation rate on 3-year class property.", From b2dd3f54b4396db3753c672afac39206b16a4cbf Mon Sep 17 00:00:00 2001 From: jdebacker Date: Thu, 21 Mar 2024 09:44:56 -0400 Subject: [PATCH 02/30] add to u dict the mtrs on deductions --- ccc/parameters.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/ccc/parameters.py b/ccc/parameters.py index 1147f752..c5582669 100644 --- a/ccc/parameters.py +++ b/ccc/parameters.py @@ -85,11 +85,12 @@ def compute_default_params(self): self.s, E_pt = pf.calc_s(self) # Set rate of 1st layer of taxation on investment income - self.u = {"c": self.CIT_rate} + self.u = {"c": self.CIT_rate, "c_ded": self.CIT_rate_ded} if not self.pt_entity_tax_ind.all(): self.u["pt"] = self.tau_pt else: self.u["pt"] = self.pt_entity_tax_rate + self.u["pt_ded"] = self.pt_scale_tax_rate_ded * self.u["pt"] E_dict = {"c": self.E_c, "pt": E_pt} # Allowance for Corporate Equity From 7d5dbd3cddbc56c496d0dfab355798066018f0c4 Mon Sep 17 00:00:00 2001 From: jdebacker Date: Thu, 21 Mar 2024 10:07:35 -0400 Subject: [PATCH 03/30] add param for PV of ICT --- ccc/default_parameters.json | 40 ++++++++++++++++++++++++++++++++++++- 1 file changed, 39 insertions(+), 1 deletion(-) diff --git a/ccc/default_parameters.json b/ccc/default_parameters.json index d65f6e28..5853df0d 100644 --- a/ccc/default_parameters.json +++ b/ccc/default_parameters.json @@ -145,7 +145,7 @@ } } }, - "pt_tax_rate_ded": { + "pt_scale_tax_rate_ded": { "title": "Ratio of marginal tax rate on deductions by pass-through businesses to marginal tax rate on their income", "description": "Ratio of marginal tax rate on deductions by pass-through businesses to marginal tax rate on their income", "section_1": "Business-entity level taxes", @@ -851,6 +851,44 @@ } } }, + "psi": { + "title": "Share of investment tax credit that can't be claimed for cost recovery", + "description": "Share of investment tax credit that can't be claimed for cost recovery", + "section_1": "Investment Tax Credits and Property Tax", + "notes": "This parameter gives the share of the investment tax credit that can't also be claimed for cost recovery. Some policies allow the credit to not offset the basis of the investment (or only partially do so). Setting this parameter to a value < 1 will do that.", + "type": "float", + "value": [ + { + "year": 2013, + "value": 1.0 + } + ], + "validators": { + "range": { + "min": 0.0, + "max": 1.0 + } + } + }, + "nu": { + "title": "NPV of the investment tax credit per unit of investment", + "description": "NPV of the investment tax credit per unit of investment", + "section_1": "Investment Tax Credits and Property Tax", + "notes": "For cases when the rate of return is ntn constant and losses prevent use of ITC immediately, this parameter will reflect the lower NPV of the credit by taking a value < 1.", + "type": "float", + "value": [ + { + "year": 2013, + "value": 1.0 + } + ], + "validators": { + "range": { + "min": 0.0, + "max": 1.0 + } + } + }, "property_tax": { "title": "Property tax rate", "description": "Property tax rate.", From 74a76bc89a8af9593a50fce3408c61d24ba062c0 Mon Sep 17 00:00:00 2001 From: jdebacker Date: Thu, 21 Mar 2024 10:07:52 -0400 Subject: [PATCH 04/30] update CoC function withe parameters --- ccc/calcfunctions.py | 12 ++++++++---- 1 file changed, 8 insertions(+), 4 deletions(-) diff --git a/ccc/calcfunctions.py b/ccc/calcfunctions.py index 7d552d68..f7f92af9 100644 --- a/ccc/calcfunctions.py +++ b/ccc/calcfunctions.py @@ -175,21 +175,25 @@ def npv_tax_depr(df, r, pi, land_expensing): return z -def eq_coc(delta, z, w, u, inv_tax_credit, pi, r): +def eq_coc(delta, z, w, u, u_ded, inv_tax_credit, psi, nu, pi, r): r""" Compute the cost of capital .. math:: - \rho = \frac{(r-\pi+\delta)}{1-u}(1-uz)+w-\delta + \rho = \frac{(r-\pi+\delta)}{1-u}(1-u_dz(1-\psi k) - k\nu)+w-\delta Args: delta (array_like): rate of economic depreciation z (array_like): net present value of depreciation deductions for $1 of investment w (scalar): property tax rate - u (scalar): statutory marginal tax rate for the first layer of + u (scalar): marginal tax rate for the first layer of income taxes + u_ded (scalar): marginal tax rate on deductions inv_tax_credit (scalar): investment tax credit rate + psi (scalar): fraction investment tax credit that affects + depreciable basis of the investment + nu (scalar): NPV of the investment tax credit pi (scalar): inflation rate r (scalar): discount rate @@ -198,7 +202,7 @@ def eq_coc(delta, z, w, u, inv_tax_credit, pi, r): """ rho = ( - ((r - pi + delta) / (1 - u)) * (1 - inv_tax_credit - u * z) + w - delta + ((r - pi + delta) / (1 - u)) * (1 - inv_tax_credit * nu - u_ded * z * (1 - psi * inv_tax_credit)) + w - delta ) return rho From e20471f3cbd3168c1a6fbe55a3914234999b9791 Mon Sep 17 00:00:00 2001 From: jdebacker Date: Thu, 21 Mar 2024 10:38:52 -0400 Subject: [PATCH 05/30] update CoC eq'n in docs --- docs/book/content/CCC_guide.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/book/content/CCC_guide.md b/docs/book/content/CCC_guide.md index da555d2a..c4161d48 100644 --- a/docs/book/content/CCC_guide.md +++ b/docs/book/content/CCC_guide.md @@ -19,10 +19,10 @@ This guide is organized as follows. Section {ref}`sec:METR` and Section {ref}`s ```{math} :label: eqn:coc -\rho_{i,m,j} = \frac{(r_{m,j}-\pi+\delta_{i})}{1-u_{j}}(1-u_{j}z_{i})+w_{i,m,j}-\delta_{i}, +\rho_{i,m,j} = \frac{(r_{m,j}-\pi+\delta_{i})}{1-u_{j}}(1-u^d_{j}z_{i}(1-\phi k) - k\nu)+w_{i,m,j}-\delta_{i}, ``` - where $\delta_{i}$ is the rate of economic depreciation, $u_{j}$ is the statutory income tax rate at the first level of taxation (e.g., at the business entity level for C-corporations and at the individual level for pass-through business entities), $z_{i}$ is the net present value of deprecation deductions from a dollar of new investment, and $w_{i,m,j}$ is the property tax rate. + where $\delta_{i}$ is the rate of economic depreciation, $u_{j}$ is the statutory income tax rate at the first level of taxation (e.g., at the business entity level for C-corporations and at the individual level for pass-through business entities), $u^d_j$ is the marginal tax rate on deductions, $z_{i}$ is the net present value of deprecation deductions from a dollar of new investment, $k$ is the investment tax credit rate, and and $w_{i,m,j}$ is the property tax rate. The parameter $\psi$ represents the fraction of the investment tax credit that **does not** affect the tax basis of the investment. Thus, if $\psi$, the investing taxpayer benefits from the credit amount immediately, and gets to depreciate an amount that is greater than the difference between the cost of the investment and the investment tax credit amount. The parameter $\nu$ reflects the present value per dollar of investment tax credit and is useful for cases when one is thinking about taxpayers whose returns fluctuate and whose loss positions may prevent them from using investment tax credits immediately, given non-refundability of such a credit. The `Cost-of-Capital-Calculator` calculates the cost of capital, $\rho_{i,m,j}$, separately for each type of asset, production industry, and tax treatment (corporate or non-corporate). From 950dd25f1da403356b9b050c0be925c7bed5fa46 Mon Sep 17 00:00:00 2001 From: jdebacker Date: Thu, 21 Mar 2024 10:39:09 -0400 Subject: [PATCH 06/30] change args in tests funcs --- ccc/tests/test_calcfunctions.py | 23 ++++++++++++++++------- 1 file changed, 16 insertions(+), 7 deletions(-) diff --git a/ccc/tests/test_calcfunctions.py b/ccc/tests/test_calcfunctions.py index 521403e2..bfd09129 100644 --- a/ccc/tests/test_calcfunctions.py +++ b/ccc/tests/test_calcfunctions.py @@ -305,22 +305,31 @@ def test_npv_tax_depr(df, r, pi, land_expensing, expected_df): delta = np.array([0.1, 0.1, 0.1, 0.1, 0.1, 0.1]) z = np.array([0.1, 0, 0.5, 1, 0.55556, 0.8]) w = np.array([0.01, 0.01, 0.01, 0.01, 0.01, 0.01]) -u = np.array([0.3, 0, 0.3, 0, 0.3, 0]) +u = np.array([0.3, 0.0, 0.3, 0.0, 0.3, 0.0]) +u_d = np.array([0.3, 0.0, 0.3, 0.0, 0.3, 0.0]) inv_tax_credit = np.array([0.08, 0.08, 0.08, 0.08, 0.08, 0.08]) +psi = np.ones_like(inv_tax_credit) +nu = np.ones_like(inv_tax_credit) pi = np.array([0.02, 0.02, 0.02, 0.02, 0.02, 0.02]) r = np.array([0.05, 0.06, 0.04, 0.03, 0.11, 0.12]) expected_val = np.array( [0.075285714, 0.0388, 0.042, 0.0112, 0.114475829, 0.094] ) -test_data = [(delta, z, w, u, inv_tax_credit, pi, r, expected_val)] +test_data = [ + (delta, z, w, u, u_d, inv_tax_credit, psi, nu, pi, r, expected_val) +] @pytest.mark.parametrize( - "delta,z,w,u,inv_tax_credit,pi,r,expected_val", test_data, ids=["Test 0"] + "delta,z,w,u,u_d,inv_tax_credit,psi,nu,pi,r,expected_val", + test_data, + ids=["Test 0"], ) -def test_eq_coc(delta, z, w, u, inv_tax_credit, pi, r, expected_val): - test_val = cf.eq_coc(delta, z, w, u, inv_tax_credit, pi, r) +def test_eq_coc( + delta, z, w, u, u_d, inv_tax_credit, psi, nu, pi, r, expected_val +): + test_val = cf.eq_coc(delta, z, w, u, u_d, inv_tax_credit, psi, nu, pi, r) assert np.allclose(test_val, expected_val) @@ -375,9 +384,9 @@ def test_eq_ucc(rho, delta, expected_val): ] ) z2 = cf.econ(0.05, 0.0, 0.04, 0.02) -rho2 = cf.eq_coc(0.05, z2, 0.0, 0.35, 0.0, 0.02, 0.04) +rho2 = cf.eq_coc(0.05, z2, 0.0, 0.35, 0.35, 0.0, 1.0, 1.0, 0.02, 0.04) expected_val2 = 0.35 -rho3 = cf.eq_coc(0.05, 1.0, 0.0, 0.35, 0.0, 0.02, 0.04) +rho3 = cf.eq_coc(0.05, 1.0, 0.0, 0.35, 0.35, 0.0, 1.0, 1.0, 0.02, 0.04) test_data = [ (rho, r_prime, pi, expected_val), (rho2, 0.04, 0.02, expected_val2), From 111b439ffffb6963d14342688ba6b987d06928d7 Mon Sep 17 00:00:00 2001 From: jdebacker Date: Thu, 21 Mar 2024 10:39:34 -0400 Subject: [PATCH 07/30] change container for u deductions --- ccc/calcfunctions.py | 9 ++++++--- ccc/calculator.py | 3 +++ ccc/parameters.py | 5 +++-- 3 files changed, 12 insertions(+), 5 deletions(-) diff --git a/ccc/calcfunctions.py b/ccc/calcfunctions.py index f7f92af9..88ea4e4f 100644 --- a/ccc/calcfunctions.py +++ b/ccc/calcfunctions.py @@ -175,7 +175,7 @@ def npv_tax_depr(df, r, pi, land_expensing): return z -def eq_coc(delta, z, w, u, u_ded, inv_tax_credit, psi, nu, pi, r): +def eq_coc(delta, z, w, u, u_d, inv_tax_credit, psi, nu, pi, r): r""" Compute the cost of capital @@ -189,7 +189,7 @@ def eq_coc(delta, z, w, u, u_ded, inv_tax_credit, psi, nu, pi, r): w (scalar): property tax rate u (scalar): marginal tax rate for the first layer of income taxes - u_ded (scalar): marginal tax rate on deductions + u_d (scalar): marginal tax rate on deductions inv_tax_credit (scalar): investment tax credit rate psi (scalar): fraction investment tax credit that affects depreciable basis of the investment @@ -202,7 +202,10 @@ def eq_coc(delta, z, w, u, u_ded, inv_tax_credit, psi, nu, pi, r): """ rho = ( - ((r - pi + delta) / (1 - u)) * (1 - inv_tax_credit * nu - u_ded * z * (1 - psi * inv_tax_credit)) + w - delta + ((r - pi + delta) / (1 - u)) + * (1 - inv_tax_credit * nu - u_d * z * (1 - psi * inv_tax_credit)) + + w + - delta ) return rho diff --git a/ccc/calculator.py b/ccc/calculator.py index 9050a471..edd34c94 100644 --- a/ccc/calculator.py +++ b/ccc/calculator.py @@ -196,7 +196,10 @@ def calc_base(self): dfs[t]["z_" + str(f)], self.__p.property_tax, self.__p.u[t], + self.__p.u_d[t], self.__p.inv_tax_credit, + self.__p.psi, + self.__p.nu, self.__p.inflation_rate, self.__p.r[t][f], ) diff --git a/ccc/parameters.py b/ccc/parameters.py index c5582669..ddd94c73 100644 --- a/ccc/parameters.py +++ b/ccc/parameters.py @@ -85,12 +85,13 @@ def compute_default_params(self): self.s, E_pt = pf.calc_s(self) # Set rate of 1st layer of taxation on investment income - self.u = {"c": self.CIT_rate, "c_ded": self.CIT_rate_ded} + self.u = {"c": self.CIT_rate} + self.u_d = {"c": self.CIT_rate_ded} if not self.pt_entity_tax_ind.all(): self.u["pt"] = self.tau_pt else: self.u["pt"] = self.pt_entity_tax_rate - self.u["pt_ded"] = self.pt_scale_tax_rate_ded * self.u["pt"] + self.u_d["pt"] = self.pt_scale_tax_rate_ded * self.u["pt"] E_dict = {"c": self.E_c, "pt": E_pt} # Allowance for Corporate Equity From 5c6f54d8d73d0216f98ecafcc670bd8d9aba6732 Mon Sep 17 00:00:00 2001 From: jdebacker Date: Thu, 21 Mar 2024 10:48:16 -0400 Subject: [PATCH 08/30] fix test values for corrected eqn --- ccc/tests/test_calcfunctions.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ccc/tests/test_calcfunctions.py b/ccc/tests/test_calcfunctions.py index bfd09129..3280f6de 100644 --- a/ccc/tests/test_calcfunctions.py +++ b/ccc/tests/test_calcfunctions.py @@ -314,7 +314,7 @@ def test_npv_tax_depr(df, r, pi, land_expensing, expected_df): r = np.array([0.05, 0.06, 0.04, 0.03, 0.11, 0.12]) expected_val = np.array( - [0.075285714, 0.0388, 0.042, 0.0112, 0.114475829, 0.094] + [0.07573143, 0.0388, 0.04405714, 0.0112, 0.11809491, 0.094] ) test_data = [ (delta, z, w, u, u_d, inv_tax_credit, psi, nu, pi, r, expected_val) From 3e4d2f0a6324a744d01fdad1c6c81f58a2131b2d Mon Sep 17 00:00:00 2001 From: jdebacker Date: Thu, 21 Mar 2024 11:01:31 -0400 Subject: [PATCH 09/30] add income forecast method of depreciation --- ccc/calcfunctions.py | 43 +++++++++++++++++++++++++++++++++ ccc/tax_depreciation_rules.json | 2 +- 2 files changed, 44 insertions(+), 1 deletion(-) diff --git a/ccc/calcfunctions.py b/ccc/calcfunctions.py index 88ea4e4f..a21d389b 100644 --- a/ccc/calcfunctions.py +++ b/ccc/calcfunctions.py @@ -140,6 +140,49 @@ def econ(delta, bonus, r, pi): return z +def income_forecast(Y, delta, bonus, r): + r""" + Makes the calculation for the income forecast method. + + The income forecast method involved deducting expenses in relation + to forecasted income over the next 10 years. CCC follows the CBO + methodology (CBO, 2018: + https://www.cbo.gov/system/files/2018-11/54648-Intangible_Assets.pdf) + and approximate this method with the DBSL method, but with a the "b" + factor determined by economic depreciation rates. + + .. math:: + z = \frac{\beta}{\beta+r}\left[1-e^{-(\beta+r)Y^{*}}\right]+ + \frac{e^{-\beta Y^{*}}}{(Y-Y^{*})r} + \left[e^{-rY^{*}}-e^{-rY}\right] + + Args: + Y (array_like): asset life in years + delta (array_like): rate of economic depreciation + bonus (array_like): rate of bonus depreciation + r (scalar): discount rate + + Returns: + z (array_like): net present value of depreciation deductions for + $1 of investment + + """ + b = 10 * delta + beta = b / Y + Y_star = Y * (1 - (1 / b)) + z = bonus + ( + (1 - bonus) + * ( + ((beta / (beta + r)) * (1 - np.exp(-1 * (beta + r) * Y_star))) + + ( + (np.exp(-1 * beta * Y_star) / ((Y - Y_star) * r)) + * (np.exp(-1 * r * Y_star) - np.exp(-1 * r * Y)) + ) + ) + ) + return z + + def npv_tax_depr(df, r, pi, land_expensing): """ Depending on the method of depreciation, makes calls to either diff --git a/ccc/tax_depreciation_rules.json b/ccc/tax_depreciation_rules.json index a567c013..db875c70 100644 --- a/ccc/tax_depreciation_rules.json +++ b/ccc/tax_depreciation_rules.json @@ -154,7 +154,7 @@ "type": "str", "validators": { "choice": { - "choices": ["ADS", "GDS", "Economic"] + "choices": ["ADS", "GDS", "Economic", "Income Forecast"] } } }, From c3b96b0cfe863afaaaacb920678496d56f56d33a Mon Sep 17 00:00:00 2001 From: jdebacker Date: Thu, 21 Mar 2024 13:40:42 -0400 Subject: [PATCH 10/30] update expected outptu for model changes --- example_output/changed_byasset_expected.csv | 224 +++++++++--------- .../changed_byindustry_expected.csv | 154 ++++++------ example_output/reform_byasset_expected.csv | 224 +++++++++--------- example_output/reform_byindustry_expected.csv | 154 ++++++------ 4 files changed, 378 insertions(+), 378 deletions(-) diff --git a/example_output/changed_byasset_expected.csv b/example_output/changed_byasset_expected.csv index 6cce6a13..2ce435cc 100644 --- a/example_output/changed_byasset_expected.csv +++ b/example_output/changed_byasset_expected.csv @@ -1,103 +1,103 @@ ,Y,asset_name,assets,bea_asset_code,delta,eatr_d,eatr_e,eatr_mix,major_asset_group,metr_d,metr_e,metr_mix,mettr_d,mettr_e,mettr_mix,minor_asset_group,rho_d,rho_e,rho_mix,tax_treat,tax_wedge_d,tax_wedge_e,tax_wedge_mix,ucc_d,ucc_e,ucc_mix,z_d,z_e,z_mix -0,0.00000,Prepackaged software,0.00000,ENS1,0.00000,0.11476,0.15431,0.14157,Equipment,0.01301,0.22560,0.19977,0.00995,0.20499,0.17300,Computers and Software,0.00036,0.01690,0.01158,corporate,0.00036,0.01690,0.01158,0.00036,0.01690,0.01158,-0.03173,-0.05161,-0.04538 -1,0.00000,Custom software,0.00000,ENS2,0.00000,0.10255,0.13444,0.12410,Equipment,-0.13656,0.15677,0.11698,-0.10445,0.14244,0.10130,Computers and Software,-0.00340,0.01078,0.00620,corporate,-0.00340,0.01078,0.00620,-0.00340,0.01078,0.00620,-0.03173,-0.05161,-0.04538 -2,0.00000,Mainframes,0.00000,EP1A,0.00000,0.11890,0.16098,0.14745,Equipment,0.05717,0.24624,0.22456,0.04373,0.22374,0.19447,Computers and Software,0.00163,0.01895,0.01339,corporate,0.00163,0.01895,0.01339,0.00163,0.01895,0.01339,-0.04214,-0.06750,-0.05963 -3,0.00000,PCs,0.00000,EP1B,0.00000,0.11890,0.16098,0.14745,Equipment,0.05717,0.24624,0.22456,0.04373,0.22374,0.19447,Computers and Software,0.00163,0.01895,0.01339,corporate,0.00163,0.01895,0.01339,0.00163,0.01895,0.01339,-0.04214,-0.06750,-0.05963 -4,0.00000,DASDs,0.00000,EP1C,0.00000,0.11890,0.16098,0.14745,Equipment,0.05717,0.24624,0.22456,0.04373,0.22374,0.19447,Computers and Software,0.00163,0.01895,0.01339,corporate,0.00163,0.01895,0.01339,0.00163,0.01895,0.01339,-0.04214,-0.06750,-0.05963 -5,0.00000,Printers,0.00000,EP1D,0.00000,0.11890,0.16098,0.14745,Equipment,0.05717,0.24624,0.22456,0.04373,0.22374,0.19447,Computers and Software,0.00163,0.01895,0.01339,corporate,0.00163,0.01895,0.01339,0.00163,0.01895,0.01339,-0.04214,-0.06750,-0.05963 -6,0.00000,Terminals,0.00000,EP1E,0.00000,0.11890,0.16098,0.14745,Equipment,0.05717,0.24624,0.22456,0.04373,0.22374,0.19447,Computers and Software,0.00163,0.01895,0.01339,corporate,0.00163,0.01895,0.01339,0.00163,0.01895,0.01339,-0.04214,-0.06750,-0.05963 -7,0.00000,Tape drives,0.00000,EP1F,0.00000,0.11890,0.16098,0.14745,Equipment,0.05717,0.24624,0.22456,0.04373,0.22374,0.19447,Computers and Software,0.00163,0.01895,0.01339,corporate,0.00163,0.01895,0.01339,0.00163,0.01895,0.01339,-0.04214,-0.06750,-0.05963 -8,0.00000,Storage devices,0.00000,EP1G,0.00000,0.11890,0.16098,0.14745,Equipment,0.05717,0.24624,0.22456,0.04373,0.22374,0.19447,Computers and Software,0.00163,0.01895,0.01339,corporate,0.00163,0.01895,0.01339,0.00163,0.01895,0.01339,-0.04214,-0.06750,-0.05963 -9,0.00000,System integrators,0.00000,EP1H,0.00000,0.11890,0.16098,0.14745,Equipment,0.05717,0.24624,0.22456,0.04373,0.22374,0.19447,Computers and Software,0.00163,0.01895,0.01339,corporate,0.00163,0.01895,0.01339,0.00163,0.01895,0.01339,-0.04214,-0.06750,-0.05963 -10,0.00000,Special industrial machinery,0.00000,EI40,0.00000,0.09586,0.12493,0.11537,Equipment,-0.23320,0.11927,0.06956,-0.17837,0.10838,0.06023,Industrial Machinery,-0.00546,0.00785,0.00352,corporate,-0.00546,0.00785,0.00352,-0.00546,0.00785,0.00352,-0.05746,-0.09055,-0.08040 -11,0.00000,General industrial equipment,0.00000,EI50,0.00000,0.09627,0.12558,0.11594,Equipment,-0.22689,0.12194,0.07283,-0.17354,0.11080,0.06307,Industrial Machinery,-0.00533,0.00805,0.00369,corporate,-0.00533,0.00805,0.00369,-0.00533,0.00805,0.00369,-0.05746,-0.09055,-0.08040 -12,0.00000,Office and accounting equipment,0.00000,EP12,0.00000,0.10774,0.14309,0.13165,Equipment,-0.06922,0.18818,0.15459,-0.05294,0.17099,0.13387,Instruments and Communications Equipment,-0.00180,0.01344,0.00852,corporate,-0.00180,0.01344,0.00852,-0.00180,0.01344,0.00852,-0.04214,-0.06750,-0.05963 -13,0.00000,Communications,0.00000,EP20,0.00000,0.09684,0.12648,0.11675,Equipment,-0.21820,0.12562,0.07735,-0.16689,0.11414,0.06699,Instruments and Communications Equipment,-0.00515,0.00833,0.00394,corporate,-0.00515,0.00833,0.00394,-0.00515,0.00833,0.00394,-0.05746,-0.09055,-0.08040 -14,0.00000,Photocopy and related equipment,0.00000,EP31,0.00000,0.09801,0.12751,0.11788,Equipment,-0.20082,0.12979,0.08369,-0.15360,0.11793,0.07247,Instruments and Communications Equipment,-0.00480,0.00865,0.00429,corporate,-0.00480,0.00865,0.00429,-0.00480,0.00865,0.00429,-0.04214,-0.06750,-0.05963 -15,0.00000,Nonelectro medical instruments,0.00000,EP34,0.00000,0.09907,0.12998,0.11986,Equipment,-0.18536,0.13960,0.09451,-0.14178,0.12684,0.08184,Instruments and Communications Equipment,-0.00447,0.00941,0.00490,corporate,-0.00447,0.00941,0.00490,-0.00447,0.00941,0.00490,-0.05746,-0.09055,-0.08040 -16,0.00000,Electro medical instruments,0.00000,EP35,0.00000,0.09907,0.12998,0.11986,Equipment,-0.18536,0.13960,0.09451,-0.14178,0.12684,0.08184,Instruments and Communications Equipment,-0.00447,0.00941,0.00490,corporate,-0.00447,0.00941,0.00490,-0.00447,0.00941,0.00490,-0.05746,-0.09055,-0.08040 -17,0.00000,Nonmedical instruments,0.00000,EP36,0.00000,0.09907,0.12998,0.11986,Equipment,-0.18536,0.13960,0.09451,-0.14178,0.12684,0.08184,Instruments and Communications Equipment,-0.00447,0.00941,0.00490,corporate,-0.00447,0.00941,0.00490,-0.00447,0.00941,0.00490,-0.05746,-0.09055,-0.08040 -18,0.00000,Household furniture,0.00000,EO11,0.00000,0.09487,0.12249,0.11345,Equipment,-0.24847,0.10914,0.05850,-0.19005,0.09917,0.05066,Office and Residential Equipment,-0.00576,0.00711,0.00292,corporate,-0.00576,0.00711,0.00292,-0.00576,0.00711,0.00292,-0.04214,-0.06750,-0.05963 -19,0.00000,Other furniture,0.00000,EO12,0.00000,0.09735,0.12727,0.11745,Equipment,-0.21065,0.12882,0.08129,-0.16112,0.11705,0.07039,Office and Residential Equipment,-0.00500,0.00858,0.00416,corporate,-0.00500,0.00858,0.00416,-0.00500,0.00858,0.00416,-0.05746,-0.09055,-0.08040 -20,0.00000,Household appliances,0.00000,EO71,0.00000,0.09690,0.12574,0.11632,Equipment,-0.21732,0.12261,0.07494,-0.16622,0.11141,0.06490,Office and Residential Equipment,-0.00514,0.00811,0.00381,corporate,-0.00514,0.00811,0.00381,-0.00514,0.00811,0.00381,-0.04214,-0.06750,-0.05963 -21,0.00000,Service industry machinery,0.00000,EO60,0.00000,0.10086,0.13280,0.12236,Equipment,-0.15988,0.15053,0.10791,-0.12229,0.13678,0.09345,Other Equipment,-0.00392,0.01028,0.00567,corporate,-0.00392,0.01028,0.00567,-0.00392,0.01028,0.00567,-0.05746,-0.09055,-0.08040 -22,0.00000,Other electrical,0.00000,EO72,0.00000,0.10393,0.13765,0.12667,Equipment,-0.11796,0.16870,0.13012,-0.09022,0.15328,0.11268,Other Equipment,-0.00297,0.01177,0.00699,corporate,-0.00297,0.01177,0.00699,-0.00297,0.01177,0.00699,-0.05746,-0.09055,-0.08040 -23,0.00000,Other,0.00000,EO80,0.00000,0.10030,0.13193,0.12159,Equipment,-0.16766,0.14718,0.10381,-0.12824,0.13373,0.08989,Other Equipment,-0.00409,0.01001,0.00543,corporate,-0.00409,0.01001,0.00543,-0.00409,0.01001,0.00543,-0.05746,-0.09055,-0.08040 -24,0.00000,Nuclear fuel,0.00000,EI11,0.00000,0.10317,0.13578,0.12519,Equipment,-0.12813,0.16179,0.12261,-0.09801,0.14700,0.10617,Other Industrial Equipment,-0.00321,0.01119,0.00654,corporate,-0.00321,0.01119,0.00654,-0.00321,0.01119,0.00654,-0.04214,-0.06750,-0.05963 -25,0.00000,Other fabricated metals,0.00000,EI12,0.00000,0.09471,0.12312,0.11376,Equipment,-0.25102,0.11178,0.06033,-0.19200,0.10156,0.05225,Other Industrial Equipment,-0.00581,0.00730,0.00302,corporate,-0.00581,0.00730,0.00302,-0.00581,0.00730,0.00302,-0.05746,-0.09055,-0.08040 -26,0.00000,Metalworking machinery,0.00000,EI30,0.00000,0.09781,0.12800,0.11810,Equipment,-0.20377,0.13175,0.08488,-0.15585,0.11971,0.07350,Other Industrial Equipment,-0.00486,0.00880,0.00436,corporate,-0.00486,0.00880,0.00436,-0.00486,0.00880,0.00436,-0.05746,-0.09055,-0.08040 -27,0.00000,Electric transmission and distribution,0.00000,EI60,0.00000,0.09981,0.13437,0.12293,Equipment,-0.17466,0.15648,0.11089,-0.13359,0.14218,0.09602,Other Industrial Equipment,-0.00424,0.01076,0.00584,corporate,-0.00424,0.01076,0.00584,-0.00424,0.01076,0.00584,-0.12535,-0.18502,-0.16763 -28,0.00000,Farm tractors,0.00000,EO21,0.00000,0.10009,0.13160,0.12129,Equipment,-0.17066,0.14590,0.10223,-0.13053,0.13257,0.08853,Other Industrial Equipment,-0.00416,0.00991,0.00534,corporate,-0.00416,0.00991,0.00534,-0.00416,0.00991,0.00534,-0.05746,-0.09055,-0.08040 -29,0.00000,Construction tractors,0.00000,EO22,0.00000,0.09678,0.12554,0.11614,Equipment,-0.21921,0.12179,0.07394,-0.16766,0.11066,0.06403,Other Industrial Equipment,-0.00517,0.00804,0.00375,corporate,-0.00517,0.00804,0.00375,-0.00517,0.00804,0.00375,-0.04214,-0.06750,-0.05963 -30,0.00000,Other agricultural machinery,0.00000,EO30,0.00000,0.09735,0.12727,0.11745,Equipment,-0.21065,0.12882,0.08129,-0.16112,0.11705,0.07039,Other Industrial Equipment,-0.00500,0.00858,0.00416,corporate,-0.00500,0.00858,0.00416,-0.00500,0.00858,0.00416,-0.05746,-0.09055,-0.08040 -31,0.00000,Other construction machinery,0.00000,EO40,0.00000,0.09617,0.12456,0.11527,Equipment,-0.22851,0.11776,0.06902,-0.17478,0.10700,0.05977,Other Industrial Equipment,-0.00536,0.00774,0.00349,corporate,-0.00536,0.00774,0.00349,-0.00536,0.00774,0.00349,-0.04214,-0.06750,-0.05963 -32,0.00000,Mining and oilfield machinery,0.00000,EO50,0.00000,0.10057,0.13236,0.12197,Equipment,-0.16383,0.14883,0.10582,-0.12531,0.13523,0.09164,Other Industrial Equipment,-0.00401,0.01014,0.00555,corporate,-0.00401,0.01014,0.00555,-0.00401,0.01014,0.00555,-0.05746,-0.09055,-0.08040 -33,0.00000,Steam engines,0.00000,EI21,0.00000,0.10016,0.13489,0.12340,Equipment,-0.16967,0.15843,0.11334,-0.12977,0.14395,0.09815,Transportation Equipment,-0.00413,0.01092,0.00599,corporate,-0.00413,0.01092,0.00599,-0.00413,0.01092,0.00599,-0.12535,-0.18502,-0.16763 -34,0.00000,Internal combustion engines,0.00000,EI22,0.00000,0.10624,0.14128,0.12989,Equipment,-0.08805,0.18179,0.14609,-0.06735,0.16518,0.12651,Transportation Equipment,-0.00226,0.01289,0.00798,corporate,-0.00226,0.01289,0.00798,-0.00226,0.01289,0.00798,-0.05746,-0.09055,-0.08040 -35,0.00000,Light trucks (including utility vehicles),0.00000,ET11,0.00000,0.09746,0.12663,0.11710,Equipment,-0.20902,0.12621,0.07933,-0.15988,0.11468,0.06870,Transportation Equipment,-0.00497,0.00838,0.00405,corporate,-0.00497,0.00838,0.00405,-0.00497,0.00838,0.00405,-0.04214,-0.06750,-0.05963 -36,0.00000,"Other trucks, buses and truck trailers",0.00000,ET12,0.00000,0.09746,0.12663,0.11710,Equipment,-0.20902,0.12621,0.07933,-0.15988,0.11468,0.06870,Transportation Equipment,-0.00497,0.00838,0.00405,corporate,-0.00497,0.00838,0.00405,-0.00497,0.00838,0.00405,-0.04214,-0.06750,-0.05963 -37,0.00000,Autos,0.00000,ET20,0.00000,0.10931,0.14562,0.13388,Equipment,-0.04990,0.19692,0.16516,-0.03817,0.17893,0.14302,Transportation Equipment,-0.00132,0.01422,0.00921,corporate,-0.00132,0.01422,0.00921,-0.00132,0.01422,0.00921,-0.04214,-0.06750,-0.05963 -38,0.00000,Aircraft,0.00000,ET30,0.00000,0.09107,0.11640,0.10806,Equipment,-0.31034,0.08272,0.02615,-0.23737,0.07516,0.02265,Transportation Equipment,-0.00693,0.00523,0.00127,corporate,-0.00693,0.00523,0.00127,-0.00693,0.00523,0.00127,-0.04214,-0.06750,-0.05963 -39,0.00000,Ships and boats,0.00000,ET40,0.00000,0.09500,0.12474,0.11489,Equipment,-0.24657,0.11850,0.06683,-0.18859,0.10767,0.05787,Transportation Equipment,-0.00572,0.00780,0.00337,corporate,-0.00572,0.00780,0.00337,-0.00572,0.00780,0.00337,-0.07897,-0.12158,-0.10874 -40,0.00000,Railroad equipment,0.00000,ET50,0.00000,0.09141,0.11792,0.10915,Equipment,-0.30455,0.08948,0.03284,-0.23294,0.08130,0.02843,Transportation Equipment,-0.00683,0.00570,0.00160,corporate,-0.00683,0.00570,0.00160,-0.00683,0.00570,0.00160,-0.05746,-0.09055,-0.08040 -41,0.00000,Theatrical movies,0.00000,AE10,0.00000,0.10733,0.15015,0.13645,Intellectual Property,-0.07425,0.21212,0.17702,-0.05679,0.19274,0.15330,Intellectual Property,-0.00193,0.01562,0.01000,corporate,-0.00193,0.01562,0.01000,-0.00193,0.01562,0.01000,-0.11634,-0.19205,-0.17129 -42,0.00000,Long-lived television programs,0.00000,AE20,0.00000,0.10733,0.15015,0.13645,Intellectual Property,-0.07425,0.21212,0.17702,-0.05679,0.19274,0.15330,Intellectual Property,-0.00193,0.01562,0.01000,corporate,-0.00193,0.01562,0.01000,-0.00193,0.01562,0.01000,-0.07187,-0.12832,-0.11194 -43,0.00000,Books,0.00000,AE30,0.00000,0.10733,0.15015,0.13645,Intellectual Property,-0.07425,0.21212,0.17702,-0.05679,0.19274,0.15330,Intellectual Property,-0.00193,0.01562,0.01000,corporate,-0.00193,0.01562,0.01000,-0.00193,0.01562,0.01000,-0.09450,-0.16201,-0.14299 -44,0.00000,Music,0.00000,AE40,0.00000,0.10733,0.15015,0.13645,Intellectual Property,-0.07425,0.21212,0.17702,-0.05679,0.19274,0.15330,Intellectual Property,-0.00193,0.01562,0.01000,corporate,-0.00193,0.01562,0.01000,-0.00193,0.01562,0.01000,-0.04776,-0.08923,-0.07681 -45,0.00000,Other entertainment originals,0.00000,AE50,0.00000,0.10733,0.15015,0.13645,Intellectual Property,-0.07425,0.21212,0.17702,-0.05679,0.19274,0.15330,Intellectual Property,-0.00193,0.01562,0.01000,corporate,-0.00193,0.01562,0.01000,-0.00193,0.01562,0.01000,-0.10277,-0.17365,-0.15389 -46,0.00000,Own account software,0.00000,ENS3,0.00000,0.08266,0.09940,0.09404,Intellectual Property,-0.46539,0.00000,-0.06844,-0.35596,0.00000,-0.05926,Intellectual Property,-0.00952,0.00000,-0.00305,corporate,-0.00952,0.00000,-0.00305,-0.00952,0.00000,-0.00305,0.00000,0.00000,0.00000 -47,0.00000,Pharmaceutical and medicine manufacturing,0.00000,RD11,0.00000,0.08266,0.09940,0.09404,Intellectual Property,-0.46539,0.00000,-0.06844,-0.35596,0.00000,-0.05926,Intellectual Property,-0.00952,0.00000,-0.00305,corporate,-0.00952,0.00000,-0.00305,-0.00952,0.00000,-0.00305,0.00000,0.00000,0.00000 -48,0.00000,"Chemical manufacturing, ex. pharma and med",0.00000,RD12,0.00000,0.08266,0.09940,0.09404,Intellectual Property,-0.46539,-0.00000,-0.06844,-0.35596,-0.00000,-0.05926,Intellectual Property,-0.00952,-0.00000,-0.00305,corporate,-0.00952,-0.00000,-0.00305,-0.00952,-0.00000,-0.00305,0.00000,0.00000,0.00000 -49,0.00000,Computers and peripheral equipment manufacturing,0.00000,RD21,0.00000,0.08266,0.09940,0.09404,Intellectual Property,-0.46539,0.00000,-0.06844,-0.35596,0.00000,-0.05926,Intellectual Property,-0.00952,0.00000,-0.00305,corporate,-0.00952,0.00000,-0.00305,-0.00952,0.00000,-0.00305,0.00000,0.00000,0.00000 -50,0.00000,Communications equipment manufacturing,0.00000,RD22,0.00000,0.08266,0.09940,0.09404,Intellectual Property,-0.46539,0.00000,-0.06844,-0.35596,0.00000,-0.05926,Intellectual Property,-0.00952,0.00000,-0.00305,corporate,-0.00952,0.00000,-0.00305,-0.00952,0.00000,-0.00305,0.00000,0.00000,0.00000 -51,0.00000,Semiconductor and other component manufacturing,0.00000,RD23,0.00000,0.08266,0.09940,0.09404,Intellectual Property,-0.46539,0.00000,-0.06844,-0.35596,0.00000,-0.05926,Intellectual Property,-0.00952,0.00000,-0.00305,corporate,-0.00952,0.00000,-0.00305,-0.00952,0.00000,-0.00305,0.00000,0.00000,0.00000 -52,0.00000,Navigational and other instruments manufacturing,0.00000,RD24,0.00000,0.08266,0.09940,0.09404,Intellectual Property,-0.46539,0.00000,-0.06844,-0.35596,0.00000,-0.05926,Intellectual Property,-0.00952,0.00000,-0.00305,corporate,-0.00952,0.00000,-0.00305,-0.00952,0.00000,-0.00305,0.00000,0.00000,0.00000 -53,0.00000,"Other computer and electronic manufacturing, n.e.c.",0.00000,RD25,0.00000,0.08266,0.09940,0.09404,Intellectual Property,-0.46539,0.00000,-0.06844,-0.35596,0.00000,-0.05926,Intellectual Property,-0.00952,0.00000,-0.00305,corporate,-0.00952,0.00000,-0.00305,-0.00952,0.00000,-0.00305,0.00000,0.00000,0.00000 -54,0.00000,Motor vehicles and parts manufacturing,0.00000,RD31,0.00000,0.08266,0.09940,0.09404,Intellectual Property,-0.46539,0.00000,-0.06844,-0.35596,0.00000,-0.05926,Intellectual Property,-0.00952,0.00000,-0.00305,corporate,-0.00952,0.00000,-0.00305,-0.00952,0.00000,-0.00305,0.00000,0.00000,0.00000 -55,0.00000,Aerospace products and parts manufacturing,0.00000,RD32,0.00000,0.08266,0.09940,0.09404,Intellectual Property,-0.46539,0.00000,-0.06844,-0.35596,0.00000,-0.05926,Intellectual Property,-0.00952,0.00000,-0.00305,corporate,-0.00952,0.00000,-0.00305,-0.00952,0.00000,-0.00305,0.00000,0.00000,0.00000 -56,0.00000,Software publishers,0.00000,RD40,0.00000,0.09644,0.12451,0.11536,Intellectual Property,-0.22434,0.11755,0.06951,-0.17159,0.10681,0.06019,Intellectual Property,-0.00528,0.00773,0.00351,corporate,-0.00528,0.00773,0.00351,-0.00528,0.00773,0.00351,-0.03173,-0.05161,-0.04538 -57,0.00000,Financial and real estate services,0.00000,RD50,0.00000,0.08266,0.09940,0.09404,Intellectual Property,-0.46539,-0.00000,-0.06844,-0.35596,-0.00000,-0.05926,Intellectual Property,-0.00952,-0.00000,-0.00305,corporate,-0.00952,-0.00000,-0.00305,-0.00952,-0.00000,-0.00305,0.00000,0.00000,0.00000 -58,0.00000,Computer systems design and related services,0.00000,RD60,0.00000,0.10421,0.13715,0.12648,Intellectual Property,-0.11426,0.16686,0.12916,-0.08739,0.15162,0.11185,Intellectual Property,-0.00289,0.01162,0.00693,corporate,-0.00289,0.01162,0.00693,-0.00289,0.01162,0.00693,-0.03173,-0.05161,-0.04538 -59,0.00000,Scientific research and development services,0.00000,RD70,0.00000,0.08266,0.09940,0.09404,Intellectual Property,-0.46539,-0.00000,-0.06844,-0.35596,-0.00000,-0.05926,Intellectual Property,-0.00952,-0.00000,-0.00305,corporate,-0.00952,-0.00000,-0.00305,-0.00952,-0.00000,-0.00305,0.00000,0.00000,0.00000 -60,0.00000,"All other nonmanufacturing, n.e.c.",0.00000,RD80,0.00000,0.08266,0.09940,0.09404,Intellectual Property,-0.46539,-0.00000,-0.06844,-0.35596,-0.00000,-0.05926,Intellectual Property,-0.00952,-0.00000,-0.00305,corporate,-0.00952,-0.00000,-0.00305,-0.00952,-0.00000,-0.00305,0.00000,0.00000,0.00000 -61,0.00000,Private universities and colleges,0.00000,RD91,0.00000,0.09311,0.11909,0.11060,Intellectual Property,-0.27665,0.09458,0.04161,-0.21160,0.08593,0.03604,Intellectual Property,-0.00630,0.00606,0.00205,corporate,-0.00630,0.00606,0.00205,-0.00630,0.00606,0.00205,-0.03173,-0.05161,-0.04538 -62,0.00000,Other nonprofit institutions,0.00000,RD92,0.00000,0.09311,0.11909,0.11060,Intellectual Property,-0.27665,0.09458,0.04161,-0.21160,0.08593,0.03604,Intellectual Property,-0.00630,0.00606,0.00205,corporate,-0.00630,0.00606,0.00205,-0.00630,0.00606,0.00205,-0.03173,-0.05161,-0.04538 -63,0.00000,Other manufacturing,0.00000,RDOM,0.00000,0.08266,0.09940,0.09404,Intellectual Property,-0.46539,-0.00000,-0.06844,-0.35596,-0.00000,-0.05926,Intellectual Property,-0.00952,-0.00000,-0.00305,corporate,-0.00952,-0.00000,-0.00305,-0.00952,0.00000,-0.00305,0.00000,0.00000,0.00000 +0,0.00000,Prepackaged software,0.00000,ENS1,0.00000,0.50666,0.55795,0.54148,Equipment,1.05084,0.70868,0.78743,0.80375,0.64393,0.68189,Computers and Software,0.12094,0.14109,0.13463,corporate,0.12094,0.14109,0.13463,0.12094,0.14109,0.13463,-0.03173,-0.05161,-0.04538 +1,0.00000,Custom software,0.00000,ENS2,0.00000,0.34533,0.39203,0.37700,Equipment,0.90162,0.60821,0.67492,0.68962,0.55264,0.58447,Computers and Software,0.07130,0.09004,0.08402,corporate,0.07130,0.09004,0.08402,0.07130,0.09004,0.08402,-0.03173,-0.05161,-0.04538 +2,0.00000,Mainframes,0.00000,EP1A,0.00000,0.44845,0.50126,0.48432,Equipment,1.00914,0.68070,0.75599,0.77185,0.61851,0.65467,Computers and Software,0.10303,0.12365,0.11704,corporate,0.10303,0.12365,0.11704,0.10303,0.12365,0.11704,-0.04214,-0.06750,-0.05963 +3,0.00000,PCs,0.00000,EP1B,0.00000,0.44845,0.50126,0.48432,Equipment,1.00914,0.68070,0.75599,0.77185,0.61851,0.65467,Computers and Software,0.10303,0.12365,0.11704,corporate,0.10303,0.12365,0.11704,0.10303,0.12365,0.11704,-0.04214,-0.06750,-0.05963 +4,0.00000,DASDs,0.00000,EP1C,0.00000,0.44845,0.50126,0.48432,Equipment,1.00914,0.68070,0.75599,0.77185,0.61851,0.65467,Computers and Software,0.10303,0.12365,0.11704,corporate,0.10303,0.12365,0.11704,0.10303,0.12365,0.11704,-0.04214,-0.06750,-0.05963 +5,0.00000,Printers,0.00000,EP1D,0.00000,0.44845,0.50126,0.48432,Equipment,1.00914,0.68070,0.75599,0.77185,0.61851,0.65467,Computers and Software,0.10303,0.12365,0.11704,corporate,0.10303,0.12365,0.11704,0.10303,0.12365,0.11704,-0.04214,-0.06750,-0.05963 +6,0.00000,Terminals,0.00000,EP1E,0.00000,0.44845,0.50126,0.48432,Equipment,1.00914,0.68070,0.75599,0.77185,0.61851,0.65467,Computers and Software,0.10303,0.12365,0.11704,corporate,0.10303,0.12365,0.11704,0.10303,0.12365,0.11704,-0.04214,-0.06750,-0.05963 +7,0.00000,Tape drives,0.00000,EP1F,0.00000,0.44845,0.50126,0.48432,Equipment,1.00914,0.68070,0.75599,0.77185,0.61851,0.65467,Computers and Software,0.10303,0.12365,0.11704,corporate,0.10303,0.12365,0.11704,0.10303,0.12365,0.11704,-0.04214,-0.06750,-0.05963 +8,0.00000,Storage devices,0.00000,EP1G,0.00000,0.44845,0.50126,0.48432,Equipment,1.00914,0.68070,0.75599,0.77185,0.61851,0.65467,Computers and Software,0.10303,0.12365,0.11704,corporate,0.10303,0.12365,0.11704,0.10303,0.12365,0.11704,-0.04214,-0.06750,-0.05963 +9,0.00000,System integrators,0.00000,EP1H,0.00000,0.44845,0.50126,0.48432,Equipment,1.00914,0.68070,0.75599,0.77185,0.61851,0.65467,Computers and Software,0.10303,0.12365,0.11704,corporate,0.10303,0.12365,0.11704,0.10303,0.12365,0.11704,-0.04214,-0.06750,-0.05963 +10,0.00000,Special industrial machinery,0.00000,EI40,0.00000,0.18249,0.22749,0.21293,Equipment,0.49599,0.40459,0.42930,0.37936,0.36762,0.37176,Industrial Machinery,0.02120,0.03941,0.03354,corporate,0.02120,0.03941,0.03354,0.02120,0.03941,0.03354,-0.05746,-0.09055,-0.08040 +11,0.00000,General industrial equipment,0.00000,EI50,0.00000,0.18561,0.23075,0.21615,Equipment,0.51013,0.41066,0.43689,0.39018,0.37313,0.37833,Industrial Machinery,0.02216,0.04041,0.03452,corporate,0.02216,0.04041,0.03452,0.02216,0.04041,0.03452,-0.05746,-0.09055,-0.08040 +12,0.00000,Office and accounting equipment,0.00000,EP12,0.00000,0.33577,0.38455,0.36886,Equipment,0.88839,0.60202,0.66713,0.67950,0.54702,0.57772,Instruments and Communications Equipment,0.06836,0.08774,0.08151,corporate,0.06836,0.08774,0.08151,0.06836,0.08774,0.08151,-0.04214,-0.06750,-0.05963 +13,0.00000,Communications,0.00000,EP20,0.00000,0.18994,0.23528,0.22062,Equipment,0.52905,0.41889,0.44715,0.40465,0.38062,0.38722,Instruments and Communications Equipment,0.02349,0.04181,0.03590,corporate,0.02349,0.04181,0.03590,0.02349,0.04181,0.03590,-0.05746,-0.09055,-0.08040 +14,0.00000,Photocopy and related equipment,0.00000,EP31,0.00000,0.23761,0.28287,0.26827,Equipment,0.69326,0.49324,0.53930,0.53025,0.44817,0.46702,Instruments and Communications Equipment,0.03816,0.05645,0.05056,corporate,0.03816,0.05645,0.05056,0.03816,0.05645,0.05056,-0.04214,-0.06750,-0.05963 +15,0.00000,Nonelectro medical instruments,0.00000,EP34,0.00000,0.20674,0.25285,0.23796,Equipment,0.59522,0.44875,0.48404,0.45526,0.40775,0.41917,Instruments and Communications Equipment,0.02866,0.04722,0.04123,corporate,0.02866,0.04722,0.04123,0.02866,0.04722,0.04123,-0.05746,-0.09055,-0.08040 +16,0.00000,Electro medical instruments,0.00000,EP35,0.00000,0.20674,0.25285,0.23796,Equipment,0.59522,0.44875,0.48404,0.45526,0.40775,0.41917,Instruments and Communications Equipment,0.02866,0.04722,0.04123,corporate,0.02866,0.04722,0.04123,0.02866,0.04722,0.04123,-0.05746,-0.09055,-0.08040 +17,0.00000,Nonmedical instruments,0.00000,EP36,0.00000,0.20674,0.25285,0.23796,Equipment,0.59522,0.44875,0.48404,0.45526,0.40775,0.41917,Instruments and Communications Equipment,0.02866,0.04722,0.04123,corporate,0.02866,0.04722,0.04123,0.02866,0.04722,0.04123,-0.05746,-0.09055,-0.08040 +18,0.00000,Household furniture,0.00000,EO11,0.00000,0.20598,0.25011,0.23586,Equipment,0.59243,0.44429,0.47981,0.45313,0.40370,0.41551,Office and Residential Equipment,0.02843,0.04637,0.04059,corporate,0.02843,0.04637,0.04059,0.02843,0.04637,0.04059,-0.04214,-0.06750,-0.05963 +19,0.00000,Other furniture,0.00000,EO12,0.00000,0.19374,0.23925,0.22454,Equipment,0.54498,0.42592,0.45588,0.41683,0.38701,0.39478,Office and Residential Equipment,0.02466,0.04303,0.03711,corporate,0.02466,0.04303,0.03711,0.02466,0.04303,0.03711,-0.05746,-0.09055,-0.08040 +20,0.00000,Household appliances,0.00000,EO71,0.00000,0.22644,0.27131,0.25683,Equipment,0.66077,0.47698,0.51968,0.50540,0.43340,0.45003,Office and Residential Equipment,0.03472,0.05289,0.04704,corporate,0.03472,0.05289,0.04704,0.03472,0.05289,0.04704,-0.04214,-0.06750,-0.05963 +21,0.00000,Service industry machinery,0.00000,EO60,0.00000,0.22028,0.26700,0.25192,Equipment,0.64146,0.47066,0.51081,0.49063,0.42766,0.44235,Other Equipment,0.03282,0.05157,0.04553,corporate,0.03282,0.05157,0.04553,0.03282,0.05157,0.04553,-0.05746,-0.09055,-0.08040 +22,0.00000,Other electrical,0.00000,EO72,0.00000,0.24354,0.29133,0.27592,Equipment,0.70937,0.50451,0.55169,0.54257,0.45841,0.47775,Other Equipment,0.03998,0.05906,0.05292,corporate,0.03998,0.05906,0.05292,0.03998,0.05906,0.05292,-0.05746,-0.09055,-0.08040 +23,0.00000,Other,0.00000,EO80,0.00000,0.21609,0.26263,0.24760,Equipment,0.62776,0.46408,0.50280,0.48015,0.42168,0.43541,Other Equipment,0.03154,0.05022,0.04420,corporate,0.03154,0.05022,0.04420,0.03154,0.05022,0.04420,-0.05746,-0.09055,-0.08040 +24,0.00000,Nuclear fuel,0.00000,EI11,0.00000,0.28970,0.33683,0.32165,Equipment,0.81279,0.55744,0.61546,0.62168,0.50651,0.53297,Other Industrial Equipment,0.05419,0.07306,0.06699,corporate,0.05419,0.07306,0.06699,0.05419,0.07306,0.06699,-0.04214,-0.06750,-0.05963 +25,0.00000,Other fabricated metals,0.00000,EI12,0.00000,0.17382,0.21842,0.20399,Equipment,0.45414,0.38704,0.40725,0.34736,0.35168,0.35267,Other Industrial Equipment,0.01853,0.03662,0.03078,corporate,0.01853,0.03662,0.03078,0.01853,0.03662,0.03078,-0.05746,-0.09055,-0.08040 +26,0.00000,Metalworking machinery,0.00000,EI30,0.00000,0.19724,0.24291,0.22815,Equipment,0.55911,0.43225,0.46371,0.42765,0.39276,0.40156,Other Industrial Equipment,0.02574,0.04416,0.03822,corporate,0.02574,0.04416,0.03822,0.02574,0.04416,0.03822,-0.05746,-0.09055,-0.08040 +27,0.00000,Electric transmission and distribution,0.00000,EI60,0.00000,0.14769,0.19598,0.18030,Equipment,0.29997,0.33878,0.34102,0.22943,0.30783,0.29532,Other Industrial Equipment,0.01049,0.02972,0.02349,corporate,0.01049,0.02972,0.02349,0.01049,0.02972,0.02349,-0.12535,-0.18502,-0.16763 +28,0.00000,Farm tractors,0.00000,EO21,0.00000,0.21450,0.26096,0.24596,Equipment,0.62240,0.46152,0.49968,0.47605,0.41935,0.43271,Other Industrial Equipment,0.03105,0.04971,0.04370,corporate,0.03105,0.04971,0.04370,0.03105,0.04971,0.04370,-0.05746,-0.09055,-0.08040 +29,0.00000,Construction tractors,0.00000,EO22,0.00000,0.22518,0.26999,0.25554,Equipment,0.65689,0.47507,0.51737,0.50243,0.43166,0.44803,Other Industrial Equipment,0.03433,0.05249,0.04664,corporate,0.03433,0.05249,0.04664,0.03433,0.05249,0.04664,-0.04214,-0.06750,-0.05963 +30,0.00000,Other agricultural machinery,0.00000,EO30,0.00000,0.19374,0.23925,0.22454,Equipment,0.54498,0.42592,0.45588,0.41683,0.38701,0.39478,Other Industrial Equipment,0.02466,0.04303,0.03711,corporate,0.02466,0.04303,0.03711,0.02466,0.04303,0.03711,-0.05746,-0.09055,-0.08040 +31,0.00000,Other construction machinery,0.00000,EO40,0.00000,0.21900,0.26360,0.24921,Equipment,0.63734,0.46555,0.50580,0.48748,0.42301,0.43801,Other Industrial Equipment,0.03243,0.05052,0.04470,corporate,0.03243,0.05052,0.04470,0.03243,0.05052,0.04470,-0.04214,-0.06750,-0.05963 +32,0.00000,Mining and oilfield machinery,0.00000,EO50,0.00000,0.21815,0.26478,0.24972,Equipment,0.63455,0.46733,0.50676,0.48534,0.42463,0.43884,Other Industrial Equipment,0.03217,0.05088,0.04486,corporate,0.03217,0.05088,0.04486,0.03217,0.05088,0.04486,-0.05746,-0.09055,-0.08040 +33,0.00000,Steam engines,0.00000,EI21,0.00000,0.14902,0.19741,0.18170,Equipment,0.30905,0.34209,0.34530,0.23638,0.31083,0.29902,Transportation Equipment,0.01090,0.03016,0.02393,corporate,0.01090,0.03016,0.02393,0.01090,0.03016,0.02393,-0.12535,-0.18502,-0.16763 +34,0.00000,Internal combustion engines,0.00000,EI22,0.00000,0.26095,0.30954,0.29388,Equipment,0.75253,0.52714,0.57868,0.57559,0.47898,0.50112,Transportation Equipment,0.04534,0.06466,0.05844,corporate,0.04534,0.06466,0.05844,0.04534,0.06466,0.05844,-0.05746,-0.09055,-0.08040 +35,0.00000,Light trucks (including utility vehicles),0.00000,ET11,0.00000,0.23203,0.27709,0.26255,Equipment,0.67739,0.48524,0.52966,0.51811,0.44090,0.45868,Transportation Equipment,0.03644,0.05467,0.04880,corporate,0.03644,0.05467,0.04880,0.03644,0.05467,0.04880,-0.04214,-0.06750,-0.05963 +36,0.00000,"Other trucks, buses and truck trailers",0.00000,ET12,0.00000,0.23203,0.27709,0.26255,Equipment,0.67739,0.48524,0.52966,0.51811,0.44090,0.45868,Transportation Equipment,0.03644,0.05467,0.04880,corporate,0.03644,0.05467,0.04880,0.03644,0.05467,0.04880,-0.04214,-0.06750,-0.05963 +37,0.00000,Autos,0.00000,ET20,0.00000,0.35170,0.40104,0.38518,Equipment,0.91004,0.61542,0.68247,0.69606,0.55919,0.59100,Transportation Equipment,0.07326,0.09281,0.08653,corporate,0.07326,0.09281,0.08653,0.07326,0.09281,0.08653,-0.04214,-0.06750,-0.05963 +38,0.00000,Aircraft,0.00000,ET30,0.00000,0.16757,0.21033,0.19651,Equipment,0.42144,0.37047,0.38765,0.32235,0.33662,0.33569,Transportation Equipment,0.01661,0.03413,0.02848,corporate,0.01661,0.03413,0.02848,0.01661,0.03413,0.02848,-0.04214,-0.06750,-0.05963 +39,0.00000,Ships and boats,0.00000,ET40,0.00000,0.15257,0.19797,0.18325,Equipment,0.33256,0.34337,0.34996,0.25436,0.31200,0.30305,Transportation Equipment,0.01199,0.03033,0.02440,corporate,0.01199,0.03033,0.02440,0.01199,0.03033,0.02440,-0.07897,-0.12158,-0.10874 +40,0.00000,Railroad equipment,0.00000,ET50,0.00000,0.14888,0.19234,0.17826,Equipment,0.30811,0.33024,0.33472,0.23566,0.30007,0.28986,Transportation Equipment,0.01086,0.02860,0.02287,corporate,0.01086,0.02860,0.02287,0.01086,0.02860,0.02287,-0.05746,-0.09055,-0.08040 +41,0.00000,Theatrical movies,0.00000,AE10,0.00000,0.18230,0.23555,0.21851,Intellectual Property,0.49513,0.41937,0.44235,0.37871,0.38106,0.38306,Intellectual Property,0.02114,0.04189,0.03525,corporate,0.02114,0.04189,0.03525,0.02114,0.04189,0.03525,-0.11634,-0.19205,-0.17129 +42,0.00000,Long-lived television programs,0.00000,AE20,0.00000,0.23480,0.28805,0.27101,Intellectual Property,0.68537,0.50020,0.54380,0.52422,0.45450,0.47092,Intellectual Property,0.03729,0.05805,0.05141,corporate,0.03729,0.05805,0.05141,0.03729,0.05805,0.05141,-0.07187,-0.12832,-0.11194 +43,0.00000,Books,0.00000,AE30,0.00000,0.20190,0.25515,0.23811,Intellectual Property,0.57723,0.45243,0.48435,0.44151,0.41110,0.41944,Intellectual Property,0.02717,0.04792,0.04128,corporate,0.02717,0.04792,0.04128,0.02717,0.04792,0.04128,-0.09450,-0.16201,-0.14299 +44,0.00000,Music,0.00000,AE40,0.00000,0.30410,0.35735,0.34031,Intellectual Property,0.83881,0.57778,0.63732,0.64157,0.52499,0.55191,Intellectual Property,0.05862,0.07937,0.07273,corporate,0.05862,0.07937,0.07273,0.05862,0.07937,0.07273,-0.04776,-0.08923,-0.07681 +45,0.00000,Other entertainment originals,0.00000,AE50,0.00000,0.19350,0.24675,0.22971,Intellectual Property,0.54399,0.43874,0.46704,0.41608,0.39865,0.40444,Intellectual Property,0.02459,0.04534,0.03870,corporate,0.02459,0.04534,0.03870,0.02459,0.04534,0.03870,-0.10277,-0.17365,-0.15389 +46,0.00000,Own account software,0.00000,ENS3,0.00000,0.33340,0.37100,0.35897,Intellectual Property,0.88499,0.59031,0.65726,0.67690,0.53637,0.56917,Intellectual Property,0.06763,0.08357,0.07847,corporate,0.06763,0.08357,0.07847,0.06763,0.08357,0.07847,0.00000,0.00000,0.00000 +47,0.00000,Pharmaceutical and medicine manufacturing,0.00000,RD11,0.00000,0.17240,0.21000,0.19797,Intellectual Property,0.44688,0.36978,0.39155,0.34181,0.33599,0.33908,Intellectual Property,0.01809,0.03403,0.02893,corporate,0.01809,0.03403,0.02893,0.01809,0.03403,0.02893,0.00000,0.00000,0.00000 +48,0.00000,"Chemical manufacturing, ex. pharma and med",0.00000,RD12,0.00000,0.21440,0.25200,0.23997,Intellectual Property,0.62205,0.44738,0.48805,0.47579,0.40650,0.42264,Intellectual Property,0.03102,0.04695,0.04185,corporate,0.03102,0.04695,0.04185,0.03102,0.04695,0.04185,0.00000,0.00000,0.00000 +49,0.00000,Computers and peripheral equipment manufacturing,0.00000,RD21,0.00000,0.38240,0.42000,0.40797,Intellectual Property,0.94678,0.62974,0.70210,0.72416,0.57220,0.60800,Intellectual Property,0.08271,0.09865,0.09355,corporate,0.08271,0.09865,0.09355,0.08271,0.09865,0.09355,0.00000,0.00000,0.00000 +50,0.00000,Communications equipment manufacturing,0.00000,RD22,0.00000,0.29140,0.32900,0.31697,Intellectual Property,0.81598,0.54915,0.60963,0.62411,0.49898,0.52792,Intellectual Property,0.05471,0.07065,0.06555,corporate,0.05471,0.07065,0.06555,0.05471,0.07065,0.06555,0.00000,0.00000,0.00000 +51,0.00000,Semiconductor and other component manufacturing,0.00000,RD23,0.00000,0.27740,0.31500,0.30297,Intellectual Property,0.78847,0.53353,0.59132,0.60308,0.48478,0.51207,Intellectual Property,0.05040,0.06634,0.06124,corporate,0.05040,0.06634,0.06124,0.05040,0.06634,0.06124,0.00000,0.00000,0.00000 +52,0.00000,Navigational and other instruments manufacturing,0.00000,RD24,0.00000,0.30540,0.34300,0.33097,Intellectual Property,0.84103,0.56376,0.62663,0.64328,0.51225,0.54265,Intellectual Property,0.05902,0.07495,0.06985,corporate,0.05902,0.07495,0.06985,0.05902,0.07495,0.06985,0.00000,0.00000,0.00000 +53,0.00000,"Other computer and electronic manufacturing, n.e.c.",0.00000,RD25,0.00000,0.38240,0.42000,0.40797,Intellectual Property,0.94678,0.62974,0.70210,0.72416,0.57220,0.60800,Intellectual Property,0.08271,0.09865,0.09355,corporate,0.08271,0.09865,0.09355,0.08271,0.09865,0.09355,0.00000,0.00000,0.00000 +54,0.00000,Motor vehicles and parts manufacturing,0.00000,RD31,0.00000,0.31940,0.35700,0.34497,Intellectual Property,0.86395,0.57745,0.64247,0.66080,0.52469,0.55636,Intellectual Property,0.06332,0.07926,0.07416,corporate,0.06332,0.07926,0.07416,0.06332,0.07926,0.07416,0.00000,0.00000,0.00000 +55,0.00000,Aerospace products and parts manufacturing,0.00000,RD32,0.00000,0.25640,0.29400,0.28197,Intellectual Property,0.74178,0.50796,0.56108,0.56736,0.46155,0.48588,Intellectual Property,0.04394,0.05988,0.05478,corporate,0.04394,0.05988,0.05478,0.04394,0.05988,0.05478,0.00000,0.00000,0.00000 +56,0.00000,Software publishers,0.00000,RD40,0.00000,0.26467,0.30907,0.29476,Intellectual Property,0.76102,0.52658,0.57992,0.58208,0.47847,0.50220,Intellectual Property,0.04648,0.06451,0.05871,corporate,0.04648,0.06451,0.05871,0.04648,0.06451,0.05871,-0.03173,-0.05161,-0.04538 +57,0.00000,Financial and real estate services,0.00000,RD50,0.00000,0.21440,0.25200,0.23997,Intellectual Property,0.62205,0.44738,0.48805,0.47579,0.40650,0.42264,Intellectual Property,0.03102,0.04695,0.04185,corporate,0.03102,0.04695,0.04185,0.03102,0.04695,0.04185,0.00000,0.00000,0.00000 +58,0.00000,Computer systems design and related services,0.00000,RD60,0.00000,0.36733,0.41465,0.39943,Intellectual Property,0.92950,0.62581,0.69497,0.71094,0.56863,0.60183,Intellectual Property,0.07807,0.09700,0.09092,corporate,0.07807,0.09700,0.09092,0.07807,0.09700,0.09092,-0.03173,-0.05161,-0.04538 +59,0.00000,Scientific research and development services,0.00000,RD70,0.00000,0.21440,0.25200,0.23997,Intellectual Property,0.62205,0.44738,0.48805,0.47579,0.40650,0.42264,Intellectual Property,0.03102,0.04695,0.04185,corporate,0.03102,0.04695,0.04185,0.03102,0.04695,0.04185,0.00000,0.00000,0.00000 +60,0.00000,"All other nonmanufacturing, n.e.c.",0.00000,RD80,0.00000,0.21440,0.25200,0.23997,Intellectual Property,0.62205,0.44738,0.48805,0.47579,0.40650,0.42264,Intellectual Property,0.03102,0.04695,0.04185,corporate,0.03102,0.04695,0.04185,0.03102,0.04695,0.04185,0.00000,0.00000,0.00000 +61,0.00000,Private universities and colleges,0.00000,RD91,0.00000,0.22067,0.26381,0.24990,Intellectual Property,0.64271,0.46588,0.50709,0.49159,0.42331,0.43913,Intellectual Property,0.03294,0.05059,0.04491,corporate,0.03294,0.05059,0.04491,0.03294,0.05059,0.04491,-0.03173,-0.05161,-0.04538 +62,0.00000,Other nonprofit institutions,0.00000,RD92,0.00000,0.22067,0.26381,0.24990,Intellectual Property,0.64271,0.46588,0.50709,0.49159,0.42331,0.43913,Intellectual Property,0.03294,0.05059,0.04491,corporate,0.03294,0.05059,0.04491,0.03294,0.05059,0.04491,-0.03173,-0.05161,-0.04538 +63,0.00000,Other manufacturing,0.00000,RDOM,0.00000,0.21440,0.25200,0.23997,Intellectual Property,0.62205,0.44738,0.48805,0.47579,0.40650,0.42264,Intellectual Property,0.03102,0.04695,0.04185,corporate,0.03102,0.04695,0.04185,0.03102,0.04695,0.04185,0.00000,0.00000,0.00000 64,0.00000,Inventories,0.00000,INV,0.00000,0.09786,0.14462,0.12972,Inventories,-0.04949,0.14619,0.12032,-0.03785,0.13283,0.10419,Inventories,-0.00225,0.01764,0.01130,corporate,-0.00225,0.01764,0.01130,-0.00225,0.01764,0.01130,0.00000,0.00000,0.00000 65,0.00000,Land,0.00000,LAND,0.00000,0.09240,0.14000,0.12477,Land,-0.10950,0.14000,0.10794,-0.08376,0.12721,0.09347,Land,-0.00436,0.01581,0.00936,corporate,-0.00436,0.01581,0.00936,-0.00436,0.01581,0.00936,0.00000,0.00000,0.00000 -66,0.00000,Petroleum and natural gas,0.00000,SM01,0.00000,0.09027,0.11512,0.10694,Structures,-0.32389,0.07699,0.01913,-0.24773,0.06995,0.01656,Mining and Drilling Structures,-0.00718,0.00484,0.00092,corporate,-0.00718,0.00484,0.00092,-0.00718,0.00484,0.00092,-0.04214,-0.06750,-0.05963 -67,0.00000,Mining,0.00000,SM02,0.00000,0.09002,0.11572,0.10719,Structures,-0.32831,0.07969,0.02073,-0.25111,0.07241,0.01796,Mining and Drilling Structures,-0.00726,0.00502,0.00100,corporate,-0.00726,0.00502,0.00100,-0.00726,0.00502,0.00100,-0.05746,-0.09055,-0.08040 -68,0.00000,Communication,0.00000,SU20,0.00000,0.09404,0.12585,0.11521,Structures,-0.26164,0.12306,0.06866,-0.20012,0.11182,0.05946,Mining and Drilling Structures,-0.00602,0.00814,0.00347,corporate,-0.00602,0.00814,0.00347,-0.00602,0.00814,0.00347,-0.12535,-0.18502,-0.16763 -69,0.00000,Gas,0.00000,SU40,0.00000,0.09027,0.11512,0.10694,Structures,-0.32389,0.07699,0.01913,-0.24773,0.06995,0.01656,Mining and Drilling Structures,-0.00718,0.00484,0.00092,corporate,-0.00718,0.00484,0.00092,-0.00718,0.00484,0.00092,-0.04214,-0.06750,-0.05963 -70,0.00000,Petroleum pipelines,0.00000,SU50,0.00000,0.08648,0.10905,0.10157,Structures,-0.39148,0.04870,-0.01564,-0.29943,0.04425,-0.01354,Mining and Drilling Structures,-0.00834,0.00297,-0.00073,corporate,-0.00834,0.00297,-0.00073,-0.00834,0.00297,-0.00073,-0.04214,-0.06750,-0.05963 -71,0.00000,Religious,0.00000,SB10,0.00000,0.08967,0.13059,0.11700,Structures,-0.16840,0.12304,0.08314,-0.12880,0.11180,0.07199,Nonresidential Buildings,-0.00576,0.01215,0.00625,corporate,-0.00576,0.01215,0.00625,-0.00576,0.01215,0.00625,0.05243,0.00000,0.01231 -72,0.00000,Educational and vocational,0.00000,SB20,0.00000,0.09120,0.13557,0.12092,Structures,-0.13532,0.13272,0.09663,-0.10350,0.12059,0.08368,Nonresidential Buildings,-0.00501,0.01409,0.00783,corporate,-0.00501,0.01409,0.00783,-0.00501,0.01409,0.00783,0.05806,0.00000,0.01305 -73,0.00000,Hospitals,0.00000,SB31,0.00000,0.09120,0.13557,0.12092,Structures,-0.13532,0.13272,0.09663,-0.10350,0.12059,0.08368,Nonresidential Buildings,-0.00501,0.01409,0.00783,corporate,-0.00501,0.01409,0.00783,-0.00501,0.01409,0.00783,0.05806,0.00000,0.01305 -74,0.00000,Special care,0.00000,SB32,0.00000,0.09120,0.13557,0.12092,Structures,-0.13532,0.13272,0.09663,-0.10350,0.12059,0.08368,Nonresidential Buildings,-0.00501,0.01409,0.00783,corporate,-0.00501,0.01409,0.00783,-0.00501,0.01409,0.00783,0.05806,0.00000,0.01305 -75,0.00000,Lodging,0.00000,SB41,0.00000,0.09404,0.13995,0.12492,Structures,-0.09429,0.13993,0.10841,-0.07212,0.12714,0.09388,Nonresidential Buildings,-0.00383,0.01579,0.00941,corporate,-0.00383,0.01579,0.00941,-0.00383,0.01579,0.00941,0.05806,0.00000,0.01305 -76,0.00000,Air transportation,0.00000,SB43,0.00000,0.09269,0.13788,0.12303,Structures,-0.11282,0.13666,0.10307,-0.08629,0.12417,0.08925,Nonresidential Buildings,-0.00439,0.01499,0.00866,corporate,-0.00439,0.01499,0.00866,-0.00439,0.01499,0.00866,0.05806,0.00000,0.01305 -77,0.00000,Other transportation,0.00000,SB45,0.00000,0.09269,0.13788,0.12303,Structures,-0.11282,0.13666,0.10307,-0.08629,0.12417,0.08925,Nonresidential Buildings,-0.00439,0.01499,0.00866,corporate,-0.00439,0.01499,0.00866,-0.00439,0.01499,0.00866,0.05806,0.00000,0.01305 -78,0.00000,Warehouses,0.00000,SC01,0.00000,0.09233,0.13731,0.12251,Structures,-0.11814,0.13572,0.10154,-0.09036,0.12332,0.08793,Nonresidential Buildings,-0.00454,0.01477,0.00846,corporate,-0.00454,0.01477,0.00846,-0.00454,0.01477,0.00846,0.05806,0.00000,0.01305 -79,0.00000,Other commercial,0.00000,SC02,0.00000,0.09346,0.13906,0.12411,Structures,-0.10210,0.13854,0.10615,-0.07810,0.12589,0.09192,Nonresidential Buildings,-0.00407,0.01545,0.00908,corporate,-0.00407,0.01545,0.00908,-0.00407,0.01545,0.00908,0.05806,0.00000,0.01305 -80,0.00000,Multimerchandise shopping,0.00000,SC03,0.00000,0.09346,0.13906,0.12411,Structures,-0.10210,0.13854,0.10615,-0.07810,0.12589,0.09192,Nonresidential Buildings,-0.00407,0.01545,0.00908,corporate,-0.00407,0.01545,0.00908,-0.00407,0.01545,0.00908,0.05806,0.00000,0.01305 -81,0.00000,Food and beverage establishments,0.00000,SC04,0.00000,0.09346,0.13906,0.12411,Structures,-0.10210,0.13854,0.10615,-0.07810,0.12589,0.09192,Nonresidential Buildings,-0.00407,0.01545,0.00908,corporate,-0.00407,0.01545,0.00908,-0.00407,0.01545,0.00908,0.05806,0.00000,0.01305 -82,0.00000,Manufacturing,0.00000,SI00,0.00000,0.09505,0.14151,0.12634,Structures,-0.08134,0.14222,0.11217,-0.06221,0.12923,0.09714,Nonresidential Buildings,-0.00341,0.01640,0.00997,corporate,-0.00341,0.01640,0.00997,-0.00341,0.01640,0.00997,0.05806,0.00000,0.01305 -83,0.00000,Public safety,0.00000,SO03,0.00000,0.09269,0.13788,0.12303,Structures,-0.11282,0.13666,0.10307,-0.08629,0.12417,0.08925,Nonresidential Buildings,-0.00439,0.01499,0.00866,corporate,-0.00439,0.01499,0.00866,-0.00439,0.01499,0.00866,0.05806,0.00000,0.01305 -84,0.00000,Office,0.00000,SOO1,0.00000,0.09300,0.13835,0.12346,Structures,-0.10847,0.13742,0.10431,-0.08297,0.12487,0.09033,Nonresidential Buildings,-0.00426,0.01517,0.00883,corporate,-0.00426,0.01517,0.00883,-0.00426,0.01517,0.00883,0.05806,0.00000,0.01305 -85,0.00000,Medical buildings,0.00000,SOO2,0.00000,0.09300,0.13835,0.12346,Structures,-0.10847,0.13742,0.10431,-0.08297,0.12487,0.09033,Nonresidential Buildings,-0.00426,0.01517,0.00883,corporate,-0.00426,0.01517,0.00883,-0.00426,0.01517,0.00883,0.05806,0.00000,0.01305 -86,0.00000,Amusement and recreation,0.00000,SB42,0.00000,0.08851,0.11334,0.10508,Structures,-0.35471,0.06888,0.00736,-0.27131,0.06259,0.00637,Other Structures,-0.00772,0.00429,0.00035,corporate,-0.00772,0.00429,0.00035,-0.00772,0.00429,0.00035,-0.05746,-0.09055,-0.08040 -87,0.00000,Local transit structures,0.00000,SB44,0.00000,0.09269,0.13788,0.12303,Structures,-0.11282,0.13666,0.10307,-0.08629,0.12417,0.08925,Other Structures,-0.00439,0.01499,0.00866,corporate,-0.00439,0.01499,0.00866,-0.00439,0.01499,0.00866,0.05806,0.00000,0.01305 -88,0.00000,Other land transportation,0.00000,SB46,0.00000,0.08648,0.10905,0.10157,Structures,-0.39148,0.04870,-0.01564,-0.29943,0.04425,-0.01354,Other Structures,-0.00834,0.00297,-0.00073,corporate,-0.00834,0.00297,-0.00073,-0.00834,0.00297,-0.00073,-0.04214,-0.06750,-0.05963 -89,0.00000,Farm,0.00000,SN00,0.00000,0.09696,0.13148,0.11998,Structures,-0.21650,0.14543,0.09520,-0.16559,0.13215,0.08244,Other Structures,-0.00512,0.00987,0.00494,corporate,-0.00512,0.00987,0.00494,-0.00512,0.00987,0.00494,-0.15685,-0.22382,-0.20485 -90,0.00000,Water supply,0.00000,SO01,0.00000,0.09657,0.13093,0.11948,Structures,-0.22231,0.14330,0.09247,-0.17003,0.13021,0.08008,Other Structures,-0.00524,0.00970,0.00478,corporate,-0.00524,0.00970,0.00478,-0.00524,0.00970,0.00478,-0.15685,-0.22382,-0.20485 -91,0.00000,Sewage and waste disposal,0.00000,SO02,0.00000,0.09657,0.13093,0.11948,Structures,-0.22231,0.14330,0.09247,-0.17003,0.13021,0.08008,Other Structures,-0.00524,0.00970,0.00478,corporate,-0.00524,0.00970,0.00478,-0.00524,0.00970,0.00478,-0.15685,-0.22382,-0.20485 -92,0.00000,Highway and conservation and development,0.00000,SO04,0.00000,0.09378,0.12546,0.11486,Structures,-0.26584,0.12147,0.06665,-0.20333,0.11038,0.05772,Other Structures,-0.00610,0.00802,0.00336,corporate,-0.00610,0.00802,0.00336,-0.00610,0.00802,0.00336,-0.12535,-0.18502,-0.16763 -93,0.00000,Mobile structures,0.00000,SOMO,0.00000,0.09108,0.11740,0.10868,Structures,-0.31013,0.08717,0.02999,-0.23721,0.07921,0.02597,Other Structures,-0.00693,0.00554,0.00146,corporate,-0.00693,0.00554,0.00146,-0.00693,0.00554,0.00146,-0.05746,-0.09055,-0.08040 -94,0.00000,Other railroad,0.00000,SU11,0.00000,0.09523,0.12901,0.11772,Structures,-0.24297,0.13576,0.08281,-0.18584,0.12336,0.07171,Other Structures,-0.00565,0.00911,0.00424,corporate,-0.00565,0.00911,0.00424,-0.00565,0.00911,0.00424,-0.15685,-0.22382,-0.20485 -95,0.00000,Track replacement,0.00000,SU12,0.00000,0.08800,0.11254,0.10436,Structures,-0.36388,0.06515,0.00274,-0.27832,0.05920,0.00237,Other Structures,-0.00788,0.00404,0.00013,corporate,-0.00788,0.00404,0.00013,-0.00788,0.00404,0.00013,-0.05746,-0.09055,-0.08040 -96,0.00000,Electric,0.00000,SU30,0.00000,0.09347,0.12501,0.11445,Structures,-0.27077,0.11961,0.06429,-0.20710,0.10869,0.05567,Other Structures,-0.00619,0.00788,0.00323,corporate,-0.00619,0.00788,0.00323,-0.00619,0.00788,0.00323,-0.12535,-0.18502,-0.16763 -97,0.00000,Wind and solar,0.00000,SU60,0.00000,0.08697,0.10983,0.10226,Structures,-0.38250,0.05243,-0.01105,-0.29256,0.04764,-0.00957,Other Structures,-0.00819,0.00321,-0.00052,corporate,-0.00819,0.00321,-0.00052,-0.00819,0.00321,-0.00052,-0.04214,-0.06750,-0.05963 -98,0.00000,Residential,0.00000,RES,0.00000,0.08838,0.12920,0.11547,Structures,-0.19134,0.12001,0.07729,-0.14635,0.10904,0.06693,Residential Buildings,-0.00628,0.01161,0.00567,corporate,-0.00628,0.01161,0.00567,-0.00628,0.01161,0.00567,0.05632,0.00000,0.01378 +66,0.00000,Petroleum and natural gas,0.00000,SM01,0.00000,0.15954,0.20200,0.18827,Structures,0.37579,0.35246,0.36471,0.28743,0.32026,0.31583,Mining and Drilling Structures,0.01414,0.03157,0.02595,corporate,0.01414,0.03157,0.02595,0.01414,0.03157,0.02595,-0.04214,-0.06750,-0.05963 +67,0.00000,Mining,0.00000,SM02,0.00000,0.13831,0.18129,0.16736,Structures,0.23131,0.30287,0.29910,0.17692,0.27519,0.25902,Mining and Drilling Structures,0.00761,0.02520,0.01951,corporate,0.00761,0.02520,0.01951,0.00761,0.02520,0.01951,-0.05746,-0.09055,-0.08040 +68,0.00000,Communication,0.00000,SU20,0.00000,0.12582,0.17246,0.15726,Structures,0.12497,0.27933,0.26298,0.09559,0.25381,0.22773,Mining and Drilling Structures,0.00376,0.02248,0.01640,corporate,0.00376,0.02248,0.01640,0.00376,0.02248,0.01640,-0.12535,-0.18502,-0.16763 +69,0.00000,Gas,0.00000,SU40,0.00000,0.15954,0.20200,0.18827,Structures,0.37579,0.35246,0.36471,0.28743,0.32026,0.31583,Mining and Drilling Structures,0.01414,0.03157,0.02595,corporate,0.01414,0.03157,0.02595,0.01414,0.03157,0.02595,-0.04214,-0.06750,-0.05963 +70,0.00000,Petroleum pipelines,0.00000,SU50,0.00000,0.12128,0.16238,0.14908,Structures,0.08134,0.25044,0.23118,0.06221,0.22756,0.20020,Mining and Drilling Structures,0.00237,0.01938,0.01389,corporate,0.00237,0.01938,0.01389,0.00237,0.01938,0.01389,-0.04214,-0.06750,-0.05963 +71,0.00000,Religious,0.00000,SB10,0.00000,0.10802,0.15316,0.13848,Structures,-0.00291,0.17827,0.15588,-0.00222,0.16198,0.13499,Nonresidential Buildings,-0.00011,0.01909,0.01286,corporate,-0.00011,0.01909,0.01286,-0.00011,0.01909,0.01286,0.05243,0.00000,0.01231 +72,0.00000,Educational and vocational,0.00000,SB20,0.00000,0.10688,0.15316,0.13813,Structures,-0.00448,0.17281,0.15080,-0.00343,0.15702,0.13059,Nonresidential Buildings,-0.00019,0.01950,0.01313,corporate,-0.00019,0.01950,0.01313,-0.00019,0.01950,0.01313,0.05806,0.00000,0.01305 +73,0.00000,Hospitals,0.00000,SB31,0.00000,0.10688,0.15316,0.13813,Structures,-0.00448,0.17281,0.15080,-0.00343,0.15702,0.13059,Nonresidential Buildings,-0.00019,0.01950,0.01313,corporate,-0.00019,0.01950,0.01313,-0.00019,0.01950,0.01313,0.05806,0.00000,0.01305 +74,0.00000,Special care,0.00000,SB32,0.00000,0.10688,0.15316,0.13813,Structures,-0.00448,0.17281,0.15080,-0.00343,0.15702,0.13059,Nonresidential Buildings,-0.00019,0.01950,0.01313,corporate,-0.00019,0.01950,0.01313,-0.00019,0.01950,0.01313,0.05806,0.00000,0.01305 +75,0.00000,Lodging,0.00000,SB41,0.00000,0.11282,0.15967,0.14452,Structures,0.04254,0.18134,0.16459,0.03254,0.16477,0.14253,Nonresidential Buildings,0.00195,0.02186,0.01544,corporate,0.00195,0.02186,0.01544,0.00195,0.02186,0.01544,0.05806,0.00000,0.01305 +76,0.00000,Air transportation,0.00000,SB43,0.00000,0.11001,0.15659,0.14150,Structures,0.02153,0.17749,0.15837,0.01647,0.16127,0.13715,Nonresidential Buildings,0.00094,0.02074,0.01434,corporate,0.00094,0.02074,0.01434,0.00094,0.02074,0.01434,0.05806,0.00000,0.01305 +77,0.00000,Other transportation,0.00000,SB45,0.00000,0.11001,0.15659,0.14150,Structures,0.02153,0.17749,0.15837,0.01647,0.16127,0.13715,Nonresidential Buildings,0.00094,0.02074,0.01434,corporate,0.00094,0.02074,0.01434,0.00094,0.02074,0.01434,0.05806,0.00000,0.01305 +78,0.00000,Warehouses,0.00000,SC01,0.00000,0.10924,0.15575,0.14067,Structures,0.01543,0.17638,0.15658,0.01180,0.16027,0.13560,Nonresidential Buildings,0.00067,0.02044,0.01405,corporate,0.00067,0.02044,0.01405,0.00067,0.02044,0.01405,0.05806,0.00000,0.01305 +79,0.00000,Other commercial,0.00000,SC02,0.00000,0.11161,0.15834,0.14321,Structures,0.03372,0.17972,0.16197,0.02579,0.16330,0.14026,Nonresidential Buildings,0.00152,0.02138,0.01496,corporate,0.00152,0.02138,0.01496,0.00152,0.02138,0.01496,0.05806,0.00000,0.01305 +80,0.00000,Multimerchandise shopping,0.00000,SC03,0.00000,0.11161,0.15834,0.14321,Structures,0.03372,0.17972,0.16197,0.02579,0.16330,0.14026,Nonresidential Buildings,0.00152,0.02138,0.01496,corporate,0.00152,0.02138,0.01496,0.00152,0.02138,0.01496,0.05806,0.00000,0.01305 +81,0.00000,Food and beverage establishments,0.00000,SC04,0.00000,0.11161,0.15834,0.14321,Structures,0.03372,0.17972,0.16197,0.02579,0.16330,0.14026,Nonresidential Buildings,0.00152,0.02138,0.01496,corporate,0.00152,0.02138,0.01496,0.00152,0.02138,0.01496,0.05806,0.00000,0.01305 +82,0.00000,Manufacturing,0.00000,SI00,0.00000,0.11493,0.16198,0.14678,Structures,0.05699,0.18403,0.16892,0.04359,0.16722,0.14628,Nonresidential Buildings,0.00271,0.02270,0.01625,corporate,0.00271,0.02270,0.01625,0.00271,0.02270,0.01625,0.05806,0.00000,0.01305 +83,0.00000,Public safety,0.00000,SO03,0.00000,0.11001,0.15659,0.14150,Structures,0.02153,0.17749,0.15837,0.01647,0.16127,0.13715,Nonresidential Buildings,0.00094,0.02074,0.01434,corporate,0.00094,0.02074,0.01434,0.00094,0.02074,0.01434,0.05806,0.00000,0.01305 +84,0.00000,Office,0.00000,SOO1,0.00000,0.11065,0.15729,0.14218,Structures,0.02649,0.17839,0.15983,0.02026,0.16209,0.13841,Nonresidential Buildings,0.00117,0.02100,0.01459,corporate,0.00117,0.02100,0.01459,0.00117,0.02100,0.01459,0.05806,0.00000,0.01305 +85,0.00000,Medical buildings,0.00000,SOO2,0.00000,0.11065,0.15729,0.14218,Structures,0.02649,0.17839,0.15983,0.02026,0.16209,0.13841,Nonresidential Buildings,0.00117,0.02100,0.01459,corporate,0.00117,0.02100,0.01459,0.00117,0.02100,0.01459,0.05806,0.00000,0.01305 +86,0.00000,Amusement and recreation,0.00000,SB42,0.00000,0.12691,0.16937,0.15559,Structures,0.13503,0.27070,0.25669,0.10328,0.24597,0.22229,Other Structures,0.00410,0.02153,0.01589,corporate,0.00410,0.02153,0.01589,0.00410,0.02153,0.01589,-0.05746,-0.09055,-0.08040 +87,0.00000,Local transit structures,0.00000,SB44,0.00000,0.11001,0.15659,0.14150,Structures,0.02153,0.17749,0.15837,0.01647,0.16127,0.13715,Other Structures,0.00094,0.02074,0.01434,corporate,0.00094,0.02074,0.01434,0.00094,0.02074,0.01434,0.05806,0.00000,0.01305 +88,0.00000,Other land transportation,0.00000,SB46,0.00000,0.12128,0.16238,0.14908,Structures,0.08134,0.25044,0.23118,0.06221,0.22756,0.20020,Other Structures,0.00237,0.01938,0.01389,corporate,0.00237,0.01938,0.01389,0.00237,0.01938,0.01389,-0.04214,-0.06750,-0.05963 +89,0.00000,Farm,0.00000,SN00,0.00000,0.12771,0.17598,0.16026,Structures,0.14230,0.28889,0.27406,0.10884,0.26249,0.23733,Other Structures,0.00434,0.02356,0.01733,corporate,0.00434,0.02356,0.01733,0.00434,0.02356,0.01733,-0.15685,-0.22382,-0.20485 +90,0.00000,Water supply,0.00000,SO01,0.00000,0.12650,0.17467,0.15898,Structures,0.13125,0.28536,0.26937,0.10039,0.25929,0.23327,Other Structures,0.00397,0.02316,0.01693,corporate,0.00397,0.02316,0.01693,0.00397,0.02316,0.01693,-0.15685,-0.22382,-0.20485 +91,0.00000,Sewage and waste disposal,0.00000,SO02,0.00000,0.12650,0.17467,0.15898,Structures,0.13125,0.28536,0.26937,0.10039,0.25929,0.23327,Other Structures,0.00397,0.02316,0.01693,corporate,0.00397,0.02316,0.01693,0.00397,0.02316,0.01693,-0.15685,-0.22382,-0.20485 +92,0.00000,Highway and conservation and development,0.00000,SO04,0.00000,0.12482,0.17139,0.15621,Structures,0.11562,0.27636,0.25903,0.08844,0.25111,0.22431,Other Structures,0.00345,0.02215,0.01608,corporate,0.00345,0.02215,0.01608,0.00345,0.02215,0.01608,-0.12535,-0.18502,-0.16763 +93,0.00000,Mobile structures,0.00000,SOMO,0.00000,0.14637,0.18972,0.17567,Structures,0.29082,0.32394,0.32656,0.22244,0.29434,0.28279,Other Structures,0.01008,0.02779,0.02207,corporate,0.01008,0.02779,0.02207,0.01008,0.02779,0.02207,-0.05746,-0.09055,-0.08040 +94,0.00000,Other railroad,0.00000,SU11,0.00000,0.12226,0.17009,0.15450,Structures,0.09099,0.27273,0.25251,0.06959,0.24781,0.21867,Other Structures,0.00267,0.02175,0.01555,corporate,0.00267,0.02175,0.01555,0.00267,0.02175,0.01555,-0.15685,-0.22382,-0.20485 +95,0.00000,Track replacement,0.00000,SU12,0.00000,0.12303,0.16531,0.15159,Structures,0.09851,0.25908,0.24121,0.07534,0.23540,0.20889,Other Structures,0.00290,0.02028,0.01466,corporate,0.00290,0.02028,0.01466,0.00290,0.02028,0.01466,-0.05746,-0.09055,-0.08040 +96,0.00000,Electric,0.00000,SU30,0.00000,0.12365,0.17014,0.15498,Structures,0.10454,0.27286,0.25437,0.07996,0.24793,0.22028,Other Structures,0.00310,0.02177,0.01570,corporate,0.00310,0.02177,0.01570,0.00310,0.02177,0.01570,-0.12535,-0.18502,-0.16763 +97,0.00000,Wind and solar,0.00000,SU60,0.00000,0.12619,0.16747,0.15411,Structures,0.12847,0.26530,0.25102,0.09826,0.24106,0.21738,Other Structures,0.00388,0.02094,0.01544,corporate,0.00388,0.02094,0.01544,0.00388,0.02094,0.01544,-0.04214,-0.06750,-0.05963 +98,0.00000,Residential,0.00000,RES,0.00000,0.10641,0.15142,0.13670,Structures,-0.01952,0.17585,0.15163,-0.01493,0.15978,0.13131,Residential Buildings,-0.00073,0.01844,0.01220,corporate,-0.00073,0.01844,0.01220,-0.00073,0.01844,0.01220,0.05632,0.00000,0.01378 99,0.00000,Prepackaged software,0.00000,ENS1,0.00000,0.02292,0.02931,0.02745,Equipment,0.11957,0.12235,0.12180,0.11957,0.12235,0.12180,Computers and Software,0.00574,0.00735,0.00688,non-corporate,0.00574,0.00735,0.00688,0.00574,0.00735,0.00688,-0.03858,-0.04816,-0.04541 100,0.00000,Custom software,0.00000,ENS2,0.00000,0.01435,0.01861,0.01736,Equipment,0.07870,0.08132,0.08071,0.07870,0.08132,0.08071,Computers and Software,0.00360,0.00466,0.00435,non-corporate,0.00360,0.00466,0.00435,0.00360,0.00466,0.00435,-0.03858,-0.04816,-0.04541 101,0.00000,Mainframes,0.00000,EP1A,0.00000,0.02581,0.03291,0.03084,Equipment,0.13249,0.13533,0.13480,0.13249,0.13533,0.13480,Computers and Software,0.00647,0.00825,0.00773,non-corporate,0.00647,0.00825,0.00773,0.00647,0.00825,0.00773,-0.05096,-0.06316,-0.05967 @@ -197,18 +197,18 @@ 195,0.00000,Electric,0.00000,SU30,0.00000,0.00883,0.01308,0.01179,Structures,0.05010,0.05857,0.05632,0.05010,0.05857,0.05632,Other Structures,0.00221,0.00328,0.00296,non-corporate,0.00221,0.00328,0.00296,0.00221,0.00328,0.00296,-0.14733,-0.17554,-0.16773 196,0.00000,Wind and solar,0.00000,SU60,0.00000,0.00353,0.00529,0.00475,Structures,0.02070,0.02456,0.02349,0.02070,0.02456,0.02349,Other Structures,0.00088,0.00133,0.00119,non-corporate,0.00088,0.00133,0.00119,0.00088,0.00133,0.00119,-0.05096,-0.06316,-0.05967 197,0.00000,Residential,0.00000,RES,0.00000,0.00000,0.00000,0.00000,Structures,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,Residential Buildings,0.00000,0.00000,0.00000,non-corporate,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000 -198,0.00000,Computers and Software,0.00000,,0.00000,0.11005,0.14663,0.13482,Equipment,-0.04101,0.20037,0.16954,-0.03137,0.18206,0.14681,Computers and Software,-0.00109,0.01453,0.00950,corporate,-0.00109,0.01453,0.00950,-0.00109,0.01453,0.00950,-0.03510,-0.05675,-0.04999 -199,0.00000,Industrial Machinery,0.00000,,0.00000,0.09612,0.12534,0.11573,Equipment,-0.22921,0.12096,0.07163,-0.17532,0.10991,0.06203,Industrial Machinery,-0.00538,0.00798,0.00363,corporate,-0.00538,0.00798,0.00363,-0.00538,0.00798,0.00363,-0.05746,-0.09055,-0.08040 -200,0.00000,Instruments and Communications Equipment,0.00000,,0.00000,0.09780,0.12796,0.11807,Equipment,-0.20387,0.13159,0.08473,-0.15593,0.11956,0.07337,Instruments and Communications Equipment,-0.00486,0.00879,0.00435,corporate,-0.00486,0.00879,0.00435,-0.00486,0.00879,0.00435,-0.05688,-0.08967,-0.07961 -201,0.00000,Intellectual Property,0.00000,,0.00000,0.08907,0.11248,0.10498,Intellectual Property,-0.34478,0.06489,0.00671,-0.26371,0.05896,0.00581,Intellectual Property,-0.00755,0.00402,0.00032,corporate,-0.00755,0.00402,0.00032,-0.00755,0.00402,0.00032,-0.02364,-0.04020,-0.03552 -204,0.00000,Mining and Drilling Structures,0.00000,,0.00000,0.09107,0.11769,0.10887,Structures,-0.31033,0.08844,0.03114,-0.23736,0.08036,0.02697,Mining and Drilling Structures,-0.00693,0.00563,0.00152,corporate,-0.00693,0.00563,0.00152,-0.00693,0.00563,0.00152,-0.06489,-0.09968,-0.08919 -205,0.00000,Nonresidential Buildings,0.00000,,0.00000,0.09324,0.13867,0.12376,Structures,-0.10520,0.13793,0.10519,-0.08046,0.12533,0.09109,Nonresidential Buildings,-0.00416,0.01529,0.00895,corporate,-0.00416,0.01529,0.00895,-0.00416,0.01529,0.00895,0.05793,0.00000,0.01304 -206,0.00000,Office and Residential Equipment,0.00000,,0.00000,0.09724,0.12705,0.11727,Equipment,-0.21228,0.12794,0.08027,-0.16236,0.11625,0.06951,Office and Residential Equipment,-0.00503,0.00851,0.00410,corporate,-0.00503,0.00851,0.00410,-0.00503,0.00851,0.00410,-0.05662,-0.08929,-0.07927 -207,0.00000,Other Equipment,0.00000,,0.00000,0.10065,0.13248,0.12207,Equipment,-0.16278,0.14928,0.10638,-0.12450,0.13564,0.09212,Other Equipment,-0.00398,0.01018,0.00558,corporate,-0.00398,0.01018,0.00558,-0.00398,0.01018,0.00558,-0.05746,-0.09055,-0.08040 -208,0.00000,Other Industrial Equipment,0.00000,,0.00000,0.09835,0.13003,0.11960,Equipment,-0.19576,0.13980,0.09313,-0.14973,0.12703,0.08065,Other Industrial Equipment,-0.00469,0.00943,0.00482,corporate,-0.00469,0.00943,0.00482,-0.00469,0.00943,0.00482,-0.08265,-0.12538,-0.11263 -209,0.00000,Other Structures,0.00000,,0.00000,0.09257,0.12282,0.11271,Structures,-0.28415,0.11048,0.05434,-0.21733,0.10038,0.04706,Other Structures,-0.00646,0.00722,0.00271,corporate,-0.00646,0.00722,0.00271,-0.00646,0.00722,0.00271,-0.11214,-0.16600,-0.15029 -210,0.00000,Residential Buildings,0.00000,,0.00000,0.08838,0.12920,0.11547,Structures,-0.19134,0.12001,0.07729,-0.14635,0.10904,0.06693,Residential Buildings,-0.00628,0.01161,0.00567,corporate,-0.00628,0.01161,0.00567,-0.00628,0.01161,0.00567,0.05632,0.00000,0.01378 -211,0.00000,Transportation Equipment,0.00000,,0.00000,0.09690,0.12636,0.11670,Equipment,-0.21741,0.12511,0.07708,-0.16629,0.11368,0.06675,Transportation Equipment,-0.00514,0.00829,0.00392,corporate,-0.00514,0.00829,0.00392,-0.00514,0.00829,0.00392,-0.05436,-0.08508,-0.07569 +198,0.00000,Computers and Software,0.00000,,0.00000,0.40796,0.45747,0.44156,Equipment,0.97326,0.65512,0.72782,0.74441,0.59526,0.63027,Computers and Software,0.09057,0.11017,0.10388,corporate,0.09057,0.11017,0.10388,0.09057,0.11017,0.10388,-0.03510,-0.05675,-0.04999 +199,0.00000,Industrial Machinery,0.00000,,0.00000,0.18446,0.22955,0.21496,Equipment,0.50497,0.40844,0.43411,0.38624,0.37112,0.37593,Industrial Machinery,0.02180,0.04005,0.03416,corporate,0.02180,0.04005,0.03416,0.02180,0.04005,0.03416,-0.05746,-0.09055,-0.08040 +200,0.00000,Instruments and Communications Equipment,0.00000,,0.00000,0.19888,0.24453,0.22978,Equipment,0.56558,0.43500,0.46718,0.43259,0.39526,0.40457,Instruments and Communications Equipment,0.02624,0.04466,0.03872,corporate,0.02624,0.04466,0.03872,0.02624,0.04466,0.03872,-0.05688,-0.08967,-0.07961 +201,0.00000,Intellectual Property,0.00000,,0.00000,0.22975,0.27136,0.25804,Intellectual Property,0.67072,0.47705,0.52182,0.51301,0.43347,0.45188,Intellectual Property,0.03574,0.05291,0.04741,corporate,0.03574,0.05291,0.04741,0.03574,0.05291,0.04741,-0.02364,-0.04020,-0.03552 +204,0.00000,Mining and Drilling Structures,0.00000,,0.00000,0.14776,0.19129,0.17718,Structures,0.30047,0.32772,0.33134,0.22982,0.29778,0.28693,Mining and Drilling Structures,0.01051,0.02827,0.02254,corporate,0.01051,0.02827,0.02254,0.01051,0.02827,0.02254,-0.06489,-0.09968,-0.08919 +205,0.00000,Nonresidential Buildings,0.00000,,0.00000,0.11125,0.15792,0.14281,Structures,0.03096,0.17932,0.16125,0.02368,0.16294,0.13964,Nonresidential Buildings,0.00138,0.02122,0.01481,corporate,0.00138,0.02122,0.01481,0.00138,0.02122,0.01481,0.05793,0.00000,0.01304 +206,0.00000,Office and Residential Equipment,0.00000,,0.00000,0.19467,0.24012,0.22543,Equipment,0.54880,0.42744,0.45783,0.41976,0.38838,0.39647,Office and Residential Equipment,0.02495,0.04330,0.03738,corporate,0.02495,0.04330,0.03738,0.02495,0.04330,0.03738,-0.05662,-0.08929,-0.07927 +207,0.00000,Other Equipment,0.00000,,0.00000,0.21871,0.26537,0.25031,Equipment,0.63640,0.46822,0.50784,0.48676,0.42544,0.43978,Other Equipment,0.03234,0.05107,0.04503,corporate,0.03234,0.05107,0.04503,0.03234,0.05107,0.04503,-0.05746,-0.09055,-0.08040 +208,0.00000,Other Industrial Equipment,0.00000,,0.00000,0.18006,0.22663,0.21155,Equipment,0.48467,0.40297,0.42599,0.37071,0.36615,0.36890,Other Industrial Equipment,0.02045,0.03915,0.03311,corporate,0.02045,0.03915,0.03311,0.02045,0.03915,0.03311,-0.08265,-0.12538,-0.11263 +209,0.00000,Other Structures,0.00000,,0.00000,0.12430,0.16997,0.15510,Structures,0.11072,0.27195,0.25443,0.08468,0.24710,0.22033,Other Structures,0.00330,0.02173,0.01575,corporate,0.00330,0.02173,0.01575,0.00330,0.02173,0.01575,-0.11214,-0.16600,-0.15029 +210,0.00000,Residential Buildings,0.00000,,0.00000,0.10641,0.15142,0.13670,Structures,-0.01952,0.17585,0.15163,-0.01493,0.15978,0.13131,Residential Buildings,-0.00073,0.01844,0.01220,corporate,-0.00073,0.01844,0.01220,-0.00073,0.01844,0.01220,0.05632,0.00000,0.01378 +211,0.00000,Transportation Equipment,0.00000,,0.00000,0.20908,0.25431,0.23970,Equipment,0.60362,0.45110,0.48753,0.46169,0.40988,0.42219,Transportation Equipment,0.02938,0.04767,0.04177,corporate,0.02938,0.04767,0.04177,0.02938,0.04767,0.04177,-0.05436,-0.08508,-0.07569 212,0.00000,Computers and Software,0.00000,,0.00000,0.02012,0.02582,0.02415,Equipment,0.10669,0.10935,0.10880,0.10669,0.10935,0.10880,Computers and Software,0.00504,0.00647,0.00605,non-corporate,0.00504,0.00647,0.00605,0.00504,0.00647,0.00605,-0.04328,-0.05386,-0.05083 213,0.00000,Industrial Machinery,0.00000,,0.00000,0.01006,0.01360,0.01254,Equipment,0.05662,0.06076,0.05969,0.05662,0.06076,0.05969,Industrial Machinery,0.00252,0.00341,0.00314,non-corporate,0.00252,0.00341,0.00314,0.00252,0.00341,0.00314,-0.06910,-0.08496,-0.08046 214,0.00000,Instruments and Communications Equipment,0.00000,,0.00000,0.01166,0.01557,0.01441,Equipment,0.06501,0.06893,0.06793,0.06501,0.06893,0.06793,Instruments and Communications Equipment,0.00292,0.00390,0.00361,non-corporate,0.00292,0.00390,0.00361,0.00292,0.00390,0.00361,-0.06845,-0.08418,-0.07971 @@ -221,9 +221,9 @@ 223,0.00000,Other Structures,0.00000,,0.00000,0.00833,0.01219,0.01102,Structures,0.04730,0.05466,0.05271,0.04730,0.05466,0.05271,Other Structures,0.00209,0.00305,0.00276,non-corporate,0.00209,0.00305,0.00276,0.00209,0.00305,0.00276,-0.13259,-0.15734,-0.15050 224,0.00000,Residential Buildings,0.00000,,0.00000,0.00000,0.00000,0.00000,Structures,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,Residential Buildings,0.00000,0.00000,0.00000,non-corporate,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000 225,0.00000,Transportation Equipment,0.00000,,0.00000,0.01051,0.01402,0.01297,Equipment,0.05899,0.06248,0.06159,0.05899,0.06248,0.06159,Transportation Equipment,0.00263,0.00351,0.00325,non-corporate,0.00263,0.00351,0.00325,0.00263,0.00351,0.00325,-0.05706,-0.07038,-0.06658 -226,0.00000,Equipment,0.00000,,0.00000,0.09871,0.12959,0.11947,Equipment,-0.19051,0.13804,0.09239,-0.14571,0.12543,0.08001,Equipment,-0.00458,0.00929,0.00478,corporate,-0.00458,0.00929,0.00478,-0.00458,0.00929,0.00478,-0.06053,-0.09427,-0.08400 -230,0.00000,Structures,0.00000,,0.00000,0.09239,0.12989,0.11752,Structures,-0.17386,0.12650,0.08488,-0.13298,0.11494,0.07351,Structures,-0.00540,0.01111,0.00571,corporate,-0.00540,0.01111,0.00571,-0.00540,0.01111,0.00571,-0.00764,-0.05902,-0.04602 +226,0.00000,Equipment,0.00000,,0.00000,0.21380,0.25988,0.24499,Equipment,0.62002,0.45985,0.49783,0.47423,0.41784,0.43111,Equipment,0.03083,0.04938,0.04340,corporate,0.03083,0.04938,0.04340,0.03083,0.04938,0.04340,-0.06053,-0.09427,-0.08400 +230,0.00000,Structures,0.00000,,0.00000,0.12269,0.16832,0.15352,Structures,0.10137,0.22642,0.21289,0.07754,0.20573,0.18435,Structures,0.00393,0.02294,0.01679,corporate,0.00393,0.02294,0.01679,0.00393,0.02294,0.01679,-0.00764,-0.05902,-0.04602 231,0.00000,Equipment,0.00000,,0.00000,0.01193,0.01586,0.01469,Equipment,0.06638,0.07015,0.06920,0.06638,0.07015,0.06920,Equipment,0.00299,0.00398,0.00368,non-corporate,0.00299,0.00398,0.00368,0.00299,0.00398,0.00368,-0.06515,-0.08010,-0.07586 235,0.00000,Structures,0.00000,,0.00000,0.00140,0.00203,0.00184,Structures,0.00601,0.00688,0.00665,0.00601,0.00688,0.00665,Structures,0.00035,0.00051,0.00046,non-corporate,0.00035,0.00051,0.00046,0.00035,0.00051,0.00046,-0.02022,-0.02416,-0.02307 -236,0.00000,Overall,0.00000,,0.00000,0.09396,0.13128,0.11912,Overall,-0.16032,0.13141,0.09157,-0.12262,0.11940,0.07930,Overall,-0.00497,0.01144,0.00612,corporate,-0.00497,0.01144,0.00612,-0.00497,0.01144,0.00612,-0.01894,-0.05050,-0.04208 +236,0.00000,Overall,0.00000,,0.00000,0.14483,0.19067,0.17588,Overall,0.24367,0.27584,0.27750,0.18638,0.25063,0.24031,Overall,0.01069,0.02971,0.02359,corporate,0.01069,0.02971,0.02359,0.01069,0.02971,0.02359,-0.01894,-0.05050,-0.04208 237,0.00000,Overall,0.00000,,0.00000,0.00165,0.00225,0.00207,Overall,0.00676,0.00730,0.00716,0.00676,0.00730,0.00716,Overall,0.00041,0.00056,0.00052,non-corporate,0.00041,0.00056,0.00052,0.00041,0.00056,0.00052,-0.01274,-0.01547,-0.01470 diff --git a/example_output/changed_byindustry_expected.csv b/example_output/changed_byindustry_expected.csv index d6ba3b3f..e058db92 100644 --- a/example_output/changed_byindustry_expected.csv +++ b/example_output/changed_byindustry_expected.csv @@ -1,66 +1,66 @@ ,Industry,Y,assets,bea_ind_code,delta,eatr_d,eatr_e,eatr_mix,major_industry,metr_d,metr_e,metr_mix,mettr_d,mettr_e,mettr_mix,rho_d,rho_e,rho_mix,tax_treat,tax_wedge_d,tax_wedge_e,tax_wedge_mix,ucc_d,ucc_e,ucc_mix,z_d,z_e,z_mix -0,Accommodation,0.00000,0.00000,7210,0.00000,0.09351,0.13928,0.12446,Accommodation and food services,-0.10559,0.14010,0.10771,-0.08076,0.12730,0.09327,-0.00413,0.01539,0.00909,corporate,-0.00413,0.01539,0.00909,-0.00413,0.01539,0.00909,0.02374,-0.00497,0.00163 -1,Food services and drinking places,0.00000,0.00000,7220,0.00000,0.09481,0.13647,0.12291,Accommodation and food services,-0.12227,0.14038,0.10513,-0.09352,0.12755,0.09104,-0.00426,0.01372,0.00789,corporate,-0.00426,0.01372,0.00789,-0.00426,0.01372,0.00789,0.00962,-0.02641,-0.01752 -2,Administrative and support services,0.00000,0.00000,5610,0.00000,0.09601,0.13112,0.11967,Administrative and waste management services,-0.16025,0.13445,0.09404,-0.12257,0.12216,0.08144,-0.00465,0.01092,0.00587,corporate,-0.00465,0.01092,0.00587,-0.00465,0.01092,0.00587,-0.00967,-0.04188,-0.03336 -3,Waste management and remediation services,0.00000,0.00000,5620,0.00000,0.09559,0.13216,0.12014,Administrative and waste management services,-0.17678,0.13962,0.09625,-0.13521,0.12687,0.08335,-0.00492,0.01103,0.00582,corporate,-0.00492,0.01103,0.00582,-0.00492,0.01103,0.00582,-0.07637,-0.12295,-0.11002 -4,Farms,0.00000,0.00000,110C,0.00000,0.09627,0.13612,0.12320,"Agriculture, forestry, fishing, and hunting",-0.12851,0.14462,0.10788,-0.09830,0.13141,0.09342,-0.00416,0.01304,0.00749,corporate,-0.00416,0.01304,0.00749,-0.00416,0.01304,0.00749,-0.05515,-0.08069,-0.07328 -5,"Forestry, fishing, and related activities",0.00000,0.00000,113F,0.00000,0.09438,0.13509,0.12193,"Agriculture, forestry, fishing, and hunting",-0.13701,0.13889,0.10214,-0.10480,0.12620,0.08845,-0.00457,0.01304,0.00737,corporate,-0.00457,0.01304,0.00737,-0.00457,0.01304,0.00737,-0.01872,-0.03828,-0.03283 -6,"Performing arts, spectator sports, museums, and related activities",0.00000,0.00000,711A,0.00000,0.09645,0.13464,0.12220,"Arts, entertainment, and recreation",-0.15759,0.14603,0.10531,-0.12054,0.13269,0.09119,-0.00455,0.01196,0.00661,corporate,-0.00455,0.01196,0.00661,-0.00455,0.01196,0.00661,-0.03011,-0.07530,-0.06312 -7,"Amusements, gambling, and recreation industries",0.00000,0.00000,7130,0.00000,0.09217,0.12738,0.11589,"Arts, entertainment, and recreation",-0.19357,0.12078,0.07743,-0.14806,0.10974,0.06705,-0.00567,0.01001,0.00492,corporate,-0.00567,0.01001,0.00492,-0.00567,0.01001,0.00492,-0.02336,-0.05208,-0.04407 -8,Construction,0.00000,0.00000,2300,0.00000,0.09543,0.13452,0.12187,Construction,-0.13280,0.13896,0.10236,-0.10157,0.12626,0.08864,-0.00435,0.01268,0.00719,corporate,-0.00435,0.01268,0.00719,-0.00435,0.01268,0.00719,-0.01915,-0.03992,-0.03413 -9,Educational services,0.00000,0.00000,6100,0.00000,0.09222,0.13413,0.12032,Educational services,-0.14386,0.13285,0.09538,-0.11003,0.12071,0.08260,-0.00500,0.01317,0.00723,corporate,-0.00500,0.01317,0.00723,-0.00500,0.01317,0.00723,0.03965,-0.01274,-0.00058 -10,Credit intermediation and related activities,0.00000,0.00000,5220,0.00000,0.09641,0.13395,0.12167,Finance and insurance,-0.13961,0.14049,0.10231,-0.10678,0.12766,0.08860,-0.00431,0.01213,0.00679,corporate,-0.00431,0.01213,0.00679,-0.00431,0.01213,0.00679,0.00037,-0.03986,-0.02958 -11,"Securities, commodity contracts, and investments",0.00000,0.00000,5230,0.00000,0.09416,0.13707,0.12315,Finance and insurance,-0.11783,0.13938,0.10513,-0.09012,0.12665,0.09104,-0.00428,0.01419,0.00822,corporate,-0.00428,0.01419,0.00822,-0.00428,0.01419,0.00822,0.01583,-0.01371,-0.00665 -12,Insurance carriers and related activities,0.00000,0.00000,5240,0.00000,0.09543,0.13545,0.12238,Finance and insurance,-0.12535,0.13971,0.10381,-0.09587,0.12694,0.08990,-0.00423,0.01317,0.00752,corporate,-0.00423,0.01317,0.00752,-0.00423,0.01317,0.00752,0.02111,-0.02086,-0.01078 -13,"Funds, trusts, and other financial vehicles",0.00000,0.00000,5250,0.00000,0.09296,0.13854,0.12368,Finance and insurance,-0.11001,0.13816,0.10513,-0.08415,0.12554,0.09104,-0.00429,0.01519,0.00887,corporate,-0.00429,0.01519,0.00887,-0.00429,0.01519,0.00887,0.04009,-0.00189,0.00761 -14,Ambulatory health care services,0.00000,0.00000,6210,0.00000,0.09521,0.13429,0.12147,Health care and social assistance,-0.13929,0.13873,0.10092,-0.10654,0.12606,0.08739,-0.00448,0.01255,0.00700,corporate,-0.00448,0.01255,0.00700,-0.00448,0.01255,0.00700,0.00940,-0.03573,-0.02451 -15,Hospitals,0.00000,0.00000,622H,0.00000,0.09323,0.13442,0.12087,Health care and social assistance,-0.14304,0.13546,0.09780,-0.10940,0.12308,0.08469,-0.00483,0.01303,0.00719,corporate,-0.00483,0.01303,0.00719,-0.00483,0.01303,0.00719,0.02752,-0.02143,-0.00978 -16,Nursing and residential care facilities,0.00000,0.00000,6230,0.00000,0.09311,0.13367,0.12031,Health care and social assistance,-0.14533,0.13374,0.09577,-0.11116,0.12152,0.08294,-0.00488,0.01276,0.00699,corporate,-0.00488,0.01276,0.00699,-0.00488,0.01276,0.00699,0.02718,-0.02379,-0.01163 -17,Social assistance,0.00000,0.00000,6240,0.00000,0.09335,0.13351,0.12034,Health care and social assistance,-0.14329,0.13359,0.09592,-0.10960,0.12138,0.08307,-0.00482,0.01268,0.00698,corporate,-0.00482,0.01268,0.00698,-0.00482,0.01268,0.00698,0.01911,-0.02568,-0.01484 -18,Publishing industries (including software),0.00000,0.00000,5110,0.00000,0.09850,0.13668,0.12434,Information,-0.13289,0.15253,0.11459,-0.10164,0.13859,0.09923,-0.00391,0.01258,0.00727,corporate,-0.00391,0.01258,0.00727,-0.00391,0.01258,0.00727,-0.02596,-0.06509,-0.05461 -19,Motion picture and sound recording industries,0.00000,0.00000,5120,0.00000,0.10429,0.14582,0.13249,Information,-0.09566,0.19099,0.15479,-0.07317,0.17354,0.13404,-0.00260,0.01468,0.00913,corporate,-0.00260,0.01468,0.00913,-0.00260,0.01468,0.00913,-0.08340,-0.14418,-0.12738 -20,Broadcasting and telecommunications,0.00000,0.00000,5130,0.00000,0.09566,0.12907,0.11806,Information,-0.20777,0.13300,0.08568,-0.15892,0.12085,0.07420,-0.00525,0.00954,0.00471,corporate,-0.00525,0.00954,0.00471,-0.00525,0.00954,0.00471,-0.07519,-0.12226,-0.10874 -21,Information and data processing services,0.00000,0.00000,5140,0.00000,0.09440,0.12442,0.11466,Information,-0.21440,0.11468,0.06872,-0.16399,0.10420,0.05951,-0.00553,0.00828,0.00381,corporate,-0.00553,0.00828,0.00381,-0.00553,0.00828,0.00381,-0.01646,-0.03976,-0.03336 -22,Management of companies and enterprises,0.00000,0.00000,5500,0.00000,0.09367,0.13536,0.12178,Management of companies and enterprises,-0.12727,0.13604,0.10064,-0.09735,0.12361,0.08715,-0.00451,0.01354,0.00769,corporate,-0.00451,0.01354,0.00769,-0.00451,0.01354,0.00769,0.02343,-0.01285,-0.00431 -23,"Food, beverage, and tobacco products",0.00000,0.00000,311A,0.00000,0.09518,0.13397,0.12138,Manufacturing,-0.12793,0.13610,0.10012,-0.09785,0.12367,0.08670,-0.00431,0.01266,0.00718,corporate,-0.00431,0.01266,0.00718,-0.00431,0.01266,0.00718,-0.00425,-0.03360,-0.02601 -24,Textile mills and textile product mills,0.00000,0.00000,313T,0.00000,0.09516,0.13512,0.12211,Manufacturing,-0.12009,0.13754,0.10241,-0.09185,0.12498,0.08868,-0.00418,0.01322,0.00758,corporate,-0.00418,0.01322,0.00758,-0.00418,0.01322,0.00758,0.00942,-0.02968,-0.02002 -25,Apparel and leather and allied products,0.00000,0.00000,315A,0.00000,0.09525,0.13736,0.12374,Manufacturing,-0.09928,0.13875,0.10657,-0.07593,0.12607,0.09229,-0.00378,0.01444,0.00856,corporate,-0.00378,0.01444,0.00856,-0.00378,0.01444,0.00856,0.01228,-0.01539,-0.00874 -26,Wood products,0.00000,0.00000,3210,0.00000,0.09495,0.13576,0.12253,Manufacturing,-0.11682,0.13802,0.10357,-0.08935,0.12541,0.08969,-0.00415,0.01356,0.00784,corporate,-0.00415,0.01356,0.00784,-0.00415,0.01356,0.00784,0.00480,-0.02529,-0.01779 -27,Paper products,0.00000,0.00000,3220,0.00000,0.09475,0.13080,0.11907,Manufacturing,-0.15427,0.13061,0.09137,-0.11800,0.11867,0.07912,-0.00476,0.01120,0.00603,corporate,-0.00476,0.01120,0.00603,-0.00476,0.01120,0.00603,-0.01338,-0.04482,-0.03646 -28,Printing and related support activities,0.00000,0.00000,3230,0.00000,0.09469,0.13028,0.11868,Manufacturing,-0.15747,0.12934,0.08973,-0.12044,0.11752,0.07770,-0.00482,0.01099,0.00587,corporate,-0.00482,0.01099,0.00587,-0.00482,0.01099,0.00587,-0.00720,-0.04093,-0.03213 -29,Petroleum and coal products,0.00000,0.00000,3240,0.00000,0.09431,0.13524,0.12202,Manufacturing,-0.12672,0.13725,0.10192,-0.09692,0.12471,0.08826,-0.00441,0.01333,0.00761,corporate,-0.00441,0.01333,0.00761,-0.00441,0.01333,0.00761,-0.00777,-0.02724,-0.02207 -30,Chemical products,0.00000,0.00000,3250,0.00000,0.08906,0.11722,0.10813,Manufacturing,-0.25260,0.08682,0.03864,-0.19320,0.07889,0.03346,-0.00683,0.00655,0.00224,corporate,-0.00683,0.00655,0.00224,-0.00683,0.00655,0.00224,-0.00167,-0.01618,-0.01245 -31,Plastics and rubber products,0.00000,0.00000,3260,0.00000,0.09454,0.13064,0.11892,Manufacturing,-0.14996,0.12919,0.09072,-0.11470,0.11739,0.07856,-0.00474,0.01128,0.00610,corporate,-0.00474,0.01128,0.00610,-0.00474,0.01128,0.00610,-0.00873,-0.03655,-0.02921 -32,Nonmetallic mineral products,0.00000,0.00000,3270,0.00000,0.09437,0.13405,0.12121,Manufacturing,-0.13270,0.13544,0.09924,-0.10150,0.12306,0.08594,-0.00450,0.01279,0.00721,corporate,-0.00450,0.01279,0.00721,-0.00450,0.01279,0.00721,-0.00366,-0.02838,-0.02198 -33,Primary metals,0.00000,0.00000,3310,0.00000,0.09594,0.13479,0.12216,Manufacturing,-0.12499,0.13939,0.10337,-0.09560,0.12665,0.08951,-0.00415,0.01279,0.00731,corporate,-0.00415,0.01279,0.00731,-0.00415,0.01279,0.00731,-0.00969,-0.04320,-0.03445 -34,Fabricated metal products,0.00000,0.00000,3320,0.00000,0.09560,0.13297,0.12083,Manufacturing,-0.13595,0.13567,0.09847,-0.10398,0.12327,0.08527,-0.00437,0.01206,0.00674,corporate,-0.00437,0.01206,0.00674,-0.00437,0.01206,0.00674,-0.01058,-0.04103,-0.03298 -35,Machinery,0.00000,0.00000,3330,0.00000,0.09394,0.12944,0.11795,Manufacturing,-0.15534,0.12544,0.08667,-0.11882,0.11398,0.07505,-0.00490,0.01093,0.00582,corporate,-0.00490,0.01093,0.00582,-0.00490,0.01093,0.00582,-0.00691,-0.03079,-0.02453 -36,Computer and electronic products,0.00000,0.00000,3340,0.00000,0.09164,0.12336,0.11308,Manufacturing,-0.20386,0.10803,0.06434,-0.15592,0.09816,0.05572,-0.00588,0.00868,0.00398,corporate,-0.00588,0.00868,0.00398,-0.00588,0.00868,0.00398,-0.00094,-0.02379,-0.01797 -37,"Electrical equipment, appliances, and components",0.00000,0.00000,3350,0.00000,0.09368,0.13112,0.11902,Manufacturing,-0.14050,0.12769,0.09092,-0.10746,0.11602,0.07873,-0.00472,0.01184,0.00650,corporate,-0.00472,0.01184,0.00650,-0.00472,0.01184,0.00650,0.00153,-0.02114,-0.01546 -38,"Motor vehicles, bodies and trailers, and parts",0.00000,0.00000,336M,0.00000,0.09455,0.12991,0.11845,Manufacturing,-0.15507,0.12775,0.08874,-0.11861,0.11608,0.07685,-0.00481,0.01095,0.00586,corporate,-0.00481,0.01095,0.00586,-0.00481,0.01095,0.00586,-0.01058,-0.03587,-0.02913 -39,Other transportation equipment,0.00000,0.00000,336O,0.00000,0.09384,0.13132,0.11924,Manufacturing,-0.13456,0.12769,0.09170,-0.10292,0.11602,0.07941,-0.00461,0.01198,0.00664,corporate,-0.00461,0.01198,0.00664,-0.00461,0.01198,0.00664,0.00179,-0.01740,-0.01257 -40,Furniture and related products,0.00000,0.00000,3370,0.00000,0.09487,0.13405,0.12135,Manufacturing,-0.12526,0.13518,0.09970,-0.09581,0.12283,0.08634,-0.00430,0.01283,0.00729,corporate,-0.00430,0.01283,0.00729,-0.00430,0.01283,0.00729,0.00418,-0.02572,-0.01824 -41,Miscellaneous manufacturing,0.00000,0.00000,338A,0.00000,0.09248,0.12695,0.11581,Manufacturing,-0.16929,0.11755,0.07776,-0.12948,0.10681,0.06734,-0.00532,0.01021,0.00521,corporate,-0.00532,0.01021,0.00521,-0.00532,0.01021,0.00521,0.00044,-0.01969,-0.01458 -42,Oil and gas extraction,0.00000,0.00000,2110,0.00000,0.09094,0.11773,0.10892,Mining,-0.28891,0.08878,0.03466,-0.22098,0.08067,0.03001,-0.00680,0.00590,0.00177,corporate,-0.00680,0.00590,0.00177,-0.00680,0.00590,0.00177,-0.03634,-0.06390,-0.05568 -43,"Mining, except oil and gas",0.00000,0.00000,2120,0.00000,0.09327,0.12766,0.11643,Mining,-0.18901,0.12272,0.07952,-0.14457,0.11151,0.06886,-0.00544,0.00992,0.00494,corporate,-0.00544,0.00992,0.00494,-0.00544,0.00992,0.00494,-0.02784,-0.05786,-0.04942 -44,Support activities for mining,0.00000,0.00000,2130,0.00000,0.09552,0.12668,0.11647,Mining,-0.20767,0.12391,0.07753,-0.15884,0.11259,0.06714,-0.00527,0.00883,0.00424,corporate,-0.00527,0.00883,0.00424,-0.00527,0.00883,0.00424,-0.04661,-0.07909,-0.06950 -45,"Other services, except government",0.00000,0.00000,8100,0.00000,0.09213,0.13187,0.11880,"Other services, except government",-0.15729,0.12907,0.09002,-0.12031,0.11728,0.07796,-0.00521,0.01217,0.00649,corporate,-0.00521,0.01217,0.00649,-0.00521,0.01217,0.00649,0.02263,-0.01973,-0.00940 -46,Legal services,0.00000,0.00000,5411,0.00000,0.09629,0.13634,0.12324,"Professional, scientific, and technical services",-0.12296,0.14352,0.10752,-0.09405,0.13041,0.09311,-0.00407,0.01329,0.00765,corporate,-0.00407,0.01329,0.00765,-0.00407,0.01329,0.00765,0.01262,-0.03067,-0.02000 -47,"Miscellaneous professional, scientific, and technical services",0.00000,0.00000,5412,0.00000,0.09395,0.12633,0.11580,"Professional, scientific, and technical services",-0.19302,0.11944,0.07604,-0.14764,0.10852,0.06585,-0.00537,0.00930,0.00455,corporate,-0.00537,0.00930,0.00455,-0.00537,0.00930,0.00455,-0.00838,-0.03593,-0.02866 -48,Computer systems design and related services,0.00000,0.00000,5415,0.00000,0.09972,0.13778,0.12539,"Professional, scientific, and technical services",-0.11111,0.15386,0.11830,-0.08499,0.13980,0.10245,-0.00341,0.01312,0.00776,corporate,-0.00341,0.01312,0.00776,-0.00341,0.01312,0.00776,-0.00354,-0.03735,-0.02858 -49,Real estate,0.00000,0.00000,5310,0.00000,0.09201,0.13830,0.12337,Real estate and rental and leasing,-0.11927,0.13760,0.10413,-0.09123,0.12503,0.09018,-0.00461,0.01512,0.00877,corporate,-0.00461,0.01512,0.00877,-0.00461,0.01512,0.00877,0.01048,-0.00200,0.00100 -50,Rental and leasing services and lessors of intangible assets,0.00000,0.00000,5320,0.00000,0.09672,0.12784,0.11767,Real estate and rental and leasing,-0.19668,0.12881,0.08355,-0.15044,0.11705,0.07235,-0.00496,0.00910,0.00454,corporate,-0.00496,0.00910,0.00454,-0.00496,0.00910,0.00454,-0.03988,-0.06816,-0.05969 -51,Retail trade,0.00000,0.00000,44RT,0.00000,0.09483,0.13865,0.12445,Retail trade,-0.10204,0.14115,0.10869,-0.07805,0.12825,0.09412,-0.00389,0.01492,0.00884,corporate,-0.00389,0.01492,0.00884,-0.00389,0.01492,0.00884,0.01678,-0.01294,-0.00587 -52,Air transportation,0.00000,0.00000,4810,0.00000,0.09213,0.12288,0.11278,Transportation and warehousing,-0.23276,0.10822,0.06011,-0.17803,0.09833,0.05205,-0.00610,0.00800,0.00341,corporate,-0.00610,0.00800,0.00341,-0.00610,0.00800,0.00341,-0.02086,-0.05437,-0.04514 -53,Railroad transportation,0.00000,0.00000,4820,0.00000,0.09152,0.12062,0.11095,Transportation and warehousing,-0.29141,0.10099,0.04508,-0.22289,0.09176,0.03904,-0.00671,0.00666,0.00227,corporate,-0.00671,0.00666,0.00227,-0.00671,0.00666,0.00227,-0.08923,-0.13287,-0.12004 -54,Water transportation,0.00000,0.00000,4830,0.00000,0.09523,0.12801,0.11722,Transportation and warehousing,-0.20153,0.12782,0.08187,-0.15414,0.11614,0.07090,-0.00526,0.00940,0.00462,corporate,-0.00526,0.00940,0.00462,-0.00526,0.00940,0.00462,-0.05063,-0.09139,-0.07972 -55,Truck transportation,0.00000,0.00000,4840,0.00000,0.09675,0.13071,0.11964,Transportation and warehousing,-0.16640,0.13542,0.09396,-0.12728,0.12305,0.08137,-0.00462,0.01050,0.00560,corporate,-0.00462,0.01050,0.00560,-0.00462,0.01050,0.00560,-0.02515,-0.05386,-0.04572 -56,Transit and ground passenger transportation,0.00000,0.00000,4850,0.00000,0.09508,0.13318,0.12069,Transportation and warehousing,-0.14767,0.13691,0.09802,-0.11295,0.12440,0.08488,-0.00462,0.01205,0.00662,corporate,-0.00462,0.01205,0.00662,-0.00462,0.01205,0.00662,-0.00132,-0.04545,-0.03428 -57,Pipeline transportation,0.00000,0.00000,4860,0.00000,0.08983,0.11614,0.10747,Transportation and warehousing,-0.30656,0.08206,0.02616,-0.23448,0.07456,0.02265,-0.00713,0.00542,0.00132,corporate,-0.00713,0.00542,0.00132,-0.00713,0.00542,0.00132,-0.03661,-0.06576,-0.05714 -58,Other transportation and support activities,0.00000,0.00000,487S,0.00000,0.09438,0.12865,0.11738,Transportation and warehousing,-0.19688,0.12833,0.08321,-0.15059,0.11661,0.07206,-0.00535,0.00987,0.00490,corporate,-0.00535,0.00987,0.00490,-0.00535,0.00987,0.00490,-0.05255,-0.09419,-0.08264 -59,Warehousing and storage,0.00000,0.00000,4930,0.00000,0.09367,0.13595,0.12211,Transportation and warehousing,-0.12668,0.13734,0.10175,-0.09689,0.12479,0.08811,-0.00450,0.01376,0.00781,corporate,-0.00450,0.01376,0.00781,-0.00450,0.01376,0.00781,0.02634,-0.01886,-0.00815 -60,Utilities,0.00000,0.00000,2200,0.00000,0.09436,0.12577,0.11533,Utilities,-0.24615,0.12203,0.07011,-0.18827,0.11088,0.06071,-0.00583,0.00825,0.00363,corporate,-0.00583,0.00825,0.00363,-0.00583,0.00825,0.00363,-0.10062,-0.15122,-0.13645 -61,Wholesale trade,0.00000,0.00000,4200,0.00000,0.09620,0.13818,0.12465,Wholesale trade,-0.09569,0.14210,0.11017,-0.07319,0.12912,0.09541,-0.00358,0.01454,0.00871,corporate,-0.00358,0.01454,0.00871,-0.00358,0.01454,0.00871,0.00065,-0.01854,-0.01366 +0,Accommodation,0.00000,0.00000,7210,0.00000,0.10905,0.15618,0.14102,Accommodation and food services,0.01495,0.17696,0.15716,0.01143,0.16080,0.13610,0.00065,0.02059,0.01418,corporate,0.00065,0.02059,0.01418,0.00065,0.02059,0.01418,0.02374,-0.00497,0.00163 +1,Food services and drinking places,0.00000,0.00000,7220,0.00000,0.13499,0.18168,0.16662,Accommodation and food services,0.17800,0.24191,0.23790,0.13615,0.21981,0.20602,0.00810,0.02763,0.02134,corporate,0.00810,0.02763,0.02134,0.00810,0.02763,0.02134,0.00962,-0.02641,-0.01752 +2,Administrative and support services,0.00000,0.00000,5610,0.00000,0.20935,0.25501,0.24028,Administrative and waste management services,0.53306,0.39899,0.43118,0.40772,0.36254,0.37339,0.03022,0.04904,0.04298,corporate,0.03022,0.04904,0.04298,0.03022,0.04904,0.04298,-0.00967,-0.04188,-0.03336 +3,Waste management and remediation services,0.00000,0.00000,5620,0.00000,0.13941,0.18651,0.17126,Administrative and waste management services,0.22316,0.28620,0.28342,0.17069,0.26005,0.24543,0.00856,0.02775,0.02155,corporate,0.00856,0.02775,0.02155,0.00856,0.02775,0.02155,-0.07637,-0.12295,-0.11002 +4,Farms,0.00000,0.00000,110C,0.00000,0.12953,0.17669,0.16150,"Agriculture, forestry, fishing, and hunting",0.14862,0.24448,0.23574,0.11367,0.22215,0.20415,0.00607,0.02552,0.01927,corporate,0.00607,0.02552,0.01927,0.00607,0.02552,0.01927,-0.05515,-0.08069,-0.07328 +5,"Forestry, fishing, and related activities",0.00000,0.00000,113F,0.00000,0.13219,0.17891,0.16388,"Agriculture, forestry, fishing, and hunting",0.16373,0.24199,0.23596,0.12523,0.21988,0.20434,0.00707,0.02653,0.02028,corporate,0.00707,0.02653,0.02028,0.00707,0.02653,0.02028,-0.01872,-0.03828,-0.03283 +6,"Performing arts, spectator sports, museums, and related activities",0.00000,0.00000,711A,0.00000,0.15784,0.20539,0.19006,"Arts, entertainment, and recreation",0.32738,0.31929,0.32852,0.25040,0.29012,0.28449,0.01434,0.03374,0.02749,corporate,0.01434,0.03374,0.02749,0.01434,0.03374,0.02749,-0.03011,-0.07530,-0.06312 +7,"Amusements, gambling, and recreation industries",0.00000,0.00000,7130,0.00000,0.12969,0.17480,0.16024,"Arts, entertainment, and recreation",0.15191,0.24817,0.23951,0.11619,0.22550,0.20741,0.00587,0.02460,0.01857,corporate,0.00587,0.02460,0.01857,0.00587,0.02460,0.01857,-0.02336,-0.05208,-0.04407 +8,Construction,0.00000,0.00000,2300,0.00000,0.14919,0.19553,0.18063,Construction,0.26182,0.27879,0.28290,0.20026,0.25332,0.24498,0.01219,0.03145,0.02526,corporate,0.01219,0.03145,0.02526,0.01219,0.03145,0.02526,-0.01915,-0.03992,-0.03413 +9,Educational services,0.00000,0.00000,6100,0.00000,0.12729,0.17338,0.15844,Educational services,0.13148,0.22224,0.21380,0.10057,0.20193,0.18515,0.00579,0.02525,0.01896,corporate,0.00579,0.02525,0.01896,0.00579,0.02525,0.01896,0.03965,-0.01274,-0.00058 +10,Credit intermediation and related activities,0.00000,0.00000,5220,0.00000,0.18343,0.22970,0.21475,Finance and insurance,0.42696,0.34852,0.36986,0.32657,0.31667,0.32029,0.02247,0.04159,0.03543,corporate,0.02247,0.04159,0.03543,0.02247,0.04159,0.03543,0.00037,-0.03986,-0.02958 +11,"Securities, commodity contracts, and investments",0.00000,0.00000,5230,0.00000,0.13839,0.18508,0.17005,Finance and insurance,0.19352,0.24205,0.24040,0.14802,0.21993,0.20818,0.00933,0.02897,0.02265,corporate,0.00933,0.02897,0.02265,0.00933,0.02897,0.02265,0.01583,-0.01371,-0.00665 +12,Insurance carriers and related activities,0.00000,0.00000,5240,0.00000,0.18042,0.22672,0.21177,Finance and insurance,0.39237,0.32474,0.34372,0.30011,0.29507,0.29765,0.02192,0.04125,0.03502,corporate,0.02192,0.04125,0.03502,0.02192,0.04125,0.03502,0.02111,-0.02086,-0.01078 +13,"Funds, trusts, and other financial vehicles",0.00000,0.00000,5250,0.00000,0.10830,0.15516,0.14003,Finance and insurance,0.00976,0.17451,0.15420,0.00746,0.15856,0.13353,0.00042,0.02031,0.01390,corporate,0.00042,0.02031,0.01390,0.00042,0.02031,0.01390,0.04009,-0.00189,0.00761 +14,Ambulatory health care services,0.00000,0.00000,6210,0.00000,0.15473,0.20104,0.18606,Health care and social assistance,0.29208,0.29023,0.29761,0.22340,0.26372,0.25772,0.01383,0.03309,0.02688,corporate,0.01383,0.03309,0.02688,0.01383,0.03309,0.02688,0.00940,-0.03573,-0.02451 +15,Hospitals,0.00000,0.00000,622H,0.00000,0.13347,0.17975,0.16475,Health care and social assistance,0.17028,0.23947,0.23469,0.13024,0.21759,0.20324,0.00755,0.02698,0.02070,corporate,0.00755,0.02698,0.02070,0.00755,0.02698,0.02070,0.02752,-0.02143,-0.00978 +16,Nursing and residential care facilities,0.00000,0.00000,6230,0.00000,0.13260,0.17868,0.16375,Health care and social assistance,0.16535,0.23822,0.23280,0.12647,0.21646,0.20160,0.00727,0.02661,0.02035,corporate,0.00727,0.02661,0.02035,0.00727,0.02661,0.02035,0.02718,-0.02379,-0.01163 +17,Social assistance,0.00000,0.00000,6240,0.00000,0.13475,0.18077,0.16588,Health care and social assistance,0.17819,0.24309,0.23895,0.13629,0.22088,0.20692,0.00792,0.02722,0.02099,corporate,0.00792,0.02722,0.02099,0.00792,0.02722,0.02099,0.01911,-0.02568,-0.01484 +18,Publishing industries (including software),0.00000,0.00000,5110,0.00000,0.20495,0.25261,0.23730,Information,0.52122,0.39768,0.42803,0.39866,0.36135,0.37066,0.02884,0.04826,0.04202,corporate,0.02884,0.04826,0.04202,0.02884,0.04826,0.04202,-0.02596,-0.06509,-0.05461 +19,Motion picture and sound recording industries,0.00000,0.00000,5120,0.00000,0.18526,0.23677,0.22026,Information,0.48652,0.40357,0.42722,0.37212,0.36670,0.36996,0.02231,0.04266,0.03614,corporate,0.02231,0.04266,0.03614,0.02231,0.04266,0.03614,-0.08340,-0.14418,-0.12738 +20,Broadcasting and telecommunications,0.00000,0.00000,5130,0.00000,0.15750,0.20406,0.18897,Information,0.34856,0.34134,0.35074,0.26660,0.31015,0.30373,0.01378,0.03261,0.02653,corporate,0.01378,0.03261,0.02653,0.01378,0.03261,0.02653,-0.07519,-0.12226,-0.10874 +21,Information and data processing services,0.00000,0.00000,5140,0.00000,0.25378,0.29785,0.28366,Information,0.69056,0.48139,0.52918,0.52819,0.43741,0.45826,0.04351,0.06164,0.05581,corporate,0.04351,0.06164,0.05581,0.04351,0.06164,0.05581,-0.01646,-0.03976,-0.03336 +22,Management of companies and enterprises,0.00000,0.00000,5500,0.00000,0.14992,0.19618,0.18126,Management of companies and enterprises,0.25340,0.26444,0.26914,0.19382,0.24028,0.23307,0.01280,0.03226,0.02599,corporate,0.01280,0.03226,0.02599,0.01280,0.03226,0.02599,0.02343,-0.01285,-0.00431 +23,"Food, beverage, and tobacco products",0.00000,0.00000,311A,0.00000,0.14332,0.18921,0.17444,Manufacturing,0.22744,0.26303,0.26373,0.17396,0.23900,0.22838,0.01051,0.02966,0.02350,corporate,0.01051,0.02966,0.02350,0.01051,0.02966,0.02350,-0.00425,-0.03360,-0.02601 +24,Textile mills and textile product mills,0.00000,0.00000,313T,0.00000,0.13893,0.18502,0.17016,Manufacturing,0.20050,0.25020,0.24836,0.15336,0.22734,0.21508,0.00929,0.02857,0.02237,corporate,0.00929,0.02857,0.02237,0.00929,0.02857,0.02237,0.00942,-0.02968,-0.02002 +25,Apparel and leather and allied products,0.00000,0.00000,315A,0.00000,0.12560,0.17172,0.15690,Manufacturing,0.11996,0.21381,0.20436,0.09175,0.19428,0.17697,0.00556,0.02501,0.01877,corporate,0.00556,0.02501,0.01877,0.00556,0.02501,0.01877,0.01228,-0.01539,-0.00874 +26,Wood products,0.00000,0.00000,3210,0.00000,0.13391,0.18013,0.16526,Manufacturing,0.17078,0.23770,0.23299,0.13062,0.21598,0.20177,0.00784,0.02721,0.02098,corporate,0.00784,0.02721,0.02098,0.00784,0.02721,0.02098,0.00480,-0.02529,-0.01779 +27,Paper products,0.00000,0.00000,3220,0.00000,0.15467,0.20010,0.18546,Manufacturing,0.29751,0.29639,0.30370,0.22755,0.26931,0.26300,0.01367,0.03253,0.02646,corporate,0.01367,0.03253,0.02646,0.01367,0.03253,0.02646,-0.01338,-0.04482,-0.03646 +28,Printing and related support activities,0.00000,0.00000,3230,0.00000,0.16381,0.20907,0.19448,Manufacturing,0.34330,0.31423,0.32648,0.26258,0.28552,0.28273,0.01645,0.03524,0.02919,corporate,0.01645,0.03524,0.02919,0.01645,0.03524,0.02919,-0.00720,-0.04093,-0.03213 +29,Petroleum and coal products,0.00000,0.00000,3240,0.00000,0.12858,0.17495,0.16005,Manufacturing,0.13982,0.22897,0.22088,0.10694,0.20805,0.19127,0.00614,0.02555,0.01932,corporate,0.00614,0.02555,0.01932,0.00614,0.02555,0.01932,-0.00777,-0.02724,-0.02207 +30,Chemical products,0.00000,0.00000,3250,0.00000,0.15850,0.20035,0.18692,Manufacturing,0.33112,0.31129,0.32206,0.25326,0.28285,0.27890,0.01454,0.03213,0.02649,corporate,0.01454,0.03213,0.02649,0.01454,0.03213,0.02649,-0.00167,-0.01618,-0.01245 +31,Plastics and rubber products,0.00000,0.00000,3260,0.00000,0.15475,0.19991,0.18537,Manufacturing,0.29417,0.29241,0.29971,0.22500,0.26570,0.25954,0.01379,0.03259,0.02655,corporate,0.01379,0.03259,0.02655,0.01379,0.03259,0.02655,-0.00873,-0.03655,-0.02921 +32,Nonmetallic mineral products,0.00000,0.00000,3270,0.00000,0.13824,0.18430,0.16948,Manufacturing,0.19820,0.25101,0.24887,0.15159,0.22807,0.21552,0.00900,0.02826,0.02207,corporate,0.00900,0.02826,0.02207,0.00900,0.02826,0.02207,-0.00366,-0.02838,-0.02198 +33,Primary metals,0.00000,0.00000,3310,0.00000,0.14449,0.19072,0.17582,Manufacturing,0.23583,0.26879,0.27003,0.18038,0.24423,0.23384,0.01079,0.03000,0.02382,corporate,0.01079,0.03000,0.02382,0.01079,0.03000,0.02382,-0.00969,-0.04320,-0.03445 +34,Fabricated metal products,0.00000,0.00000,3320,0.00000,0.15366,0.19944,0.18469,Manufacturing,0.28729,0.28988,0.29642,0.21974,0.26340,0.25669,0.01349,0.03251,0.02639,corporate,0.01349,0.03251,0.02639,0.01349,0.03251,0.02639,-0.01058,-0.04103,-0.03298 +35,Machinery,0.00000,0.00000,3330,0.00000,0.15825,0.20300,0.18861,Manufacturing,0.31049,0.29742,0.30666,0.23748,0.27024,0.26556,0.01488,0.03357,0.02757,corporate,0.01488,0.03357,0.02757,0.01488,0.03357,0.02757,-0.00691,-0.03079,-0.02453 +36,Computer and electronic products,0.00000,0.00000,3340,0.00000,0.20676,0.25015,0.23620,Manufacturing,0.51549,0.38642,0.41748,0.39428,0.35112,0.36153,0.02954,0.04769,0.04186,corporate,0.02954,0.04769,0.04186,0.02954,0.04769,0.04186,-0.00094,-0.02379,-0.01797 +37,"Electrical equipment, appliances, and components",0.00000,0.00000,3350,0.00000,0.14807,0.19302,0.17858,Manufacturing,0.25098,0.26874,0.27237,0.19197,0.24418,0.23586,0.01201,0.03088,0.02483,corporate,0.01201,0.03088,0.02483,0.01201,0.03088,0.02483,0.00153,-0.02114,-0.01546 +38,"Motor vehicles, bodies and trailers, and parts",0.00000,0.00000,336M,0.00000,0.17948,0.22446,0.20999,Manufacturing,0.40691,0.33812,0.35754,0.31123,0.30722,0.30962,0.02133,0.04004,0.03403,corporate,0.02133,0.04004,0.03403,0.02133,0.04004,0.03403,-0.01058,-0.03587,-0.02913 +39,Other transportation equipment,0.00000,0.00000,336O,0.00000,0.15419,0.19902,0.18463,Manufacturing,0.27849,0.27742,0.28421,0.21301,0.25207,0.24612,0.01396,0.03281,0.02677,corporate,0.01396,0.03281,0.02677,0.01396,0.03281,0.02677,0.00179,-0.01740,-0.01257 +40,Furniture and related products,0.00000,0.00000,3370,0.00000,0.14541,0.19119,0.17645,Manufacturing,0.23592,0.26323,0.26522,0.18045,0.23918,0.22967,0.01125,0.03041,0.02425,corporate,0.01125,0.03041,0.02425,0.01125,0.03041,0.02425,0.00418,-0.02572,-0.01824 +41,Miscellaneous manufacturing,0.00000,0.00000,338A,0.00000,0.15938,0.20340,0.18926,Manufacturing,0.31457,0.29680,0.30681,0.24061,0.26968,0.26569,0.01526,0.03374,0.02781,corporate,0.01526,0.03374,0.02781,0.01526,0.03374,0.02781,0.00044,-0.01969,-0.01458 +42,Oil and gas extraction,0.00000,0.00000,2110,0.00000,0.15745,0.20043,0.18654,Mining,0.35333,0.33895,0.34943,0.27025,0.30798,0.30260,0.01367,0.03135,0.02565,corporate,0.01367,0.03135,0.02565,0.01367,0.03135,0.02565,-0.03634,-0.06390,-0.05568 +43,"Mining, except oil and gas",0.00000,0.00000,2120,0.00000,0.14174,0.18688,0.17231,Mining,0.23291,0.27902,0.27857,0.17815,0.25352,0.24124,0.00947,0.02814,0.02213,corporate,0.00947,0.02814,0.02213,0.00947,0.02814,0.02213,-0.02784,-0.05786,-0.04942 +44,Support activities for mining,0.00000,0.00000,2130,0.00000,0.17526,0.22043,0.20583,Mining,0.43964,0.37271,0.39259,0.33626,0.33865,0.33997,0.01926,0.03767,0.03174,corporate,0.01926,0.03767,0.03174,0.01926,0.03767,0.03174,-0.04661,-0.07909,-0.06950 +45,"Other services, except government",0.00000,0.00000,8100,0.00000,0.12802,0.17366,0.15888,"Other services, except government",0.13719,0.22881,0.22040,0.10493,0.20790,0.19086,0.00583,0.02503,0.01883,corporate,0.00583,0.02503,0.01883,0.00583,0.02503,0.01883,0.02263,-0.01973,-0.00940 +46,Legal services,0.00000,0.00000,5411,0.00000,0.17182,0.21850,0.20341,"Professional, scientific, and technical services",0.36481,0.31668,0.33220,0.27903,0.28775,0.28768,0.01917,0.03857,0.03232,corporate,0.01917,0.03857,0.03232,0.01917,0.03857,0.03232,0.01262,-0.03067,-0.02000 +47,"Miscellaneous professional, scientific, and technical services",0.00000,0.00000,5412,0.00000,0.20736,0.25179,0.23748,"Professional, scientific, and technical services",0.53438,0.40048,0.43268,0.40873,0.36389,0.37469,0.02952,0.04791,0.04199,corporate,0.02952,0.04791,0.04199,0.02952,0.04791,0.04199,-0.00838,-0.03593,-0.02866 +48,Computer systems design and related services,0.00000,0.00000,5415,0.00000,0.24663,0.29372,0.27855,"Professional, scientific, and technical services",0.62418,0.44195,0.48394,0.47741,0.40157,0.41908,0.04179,0.06110,0.05488,corporate,0.04179,0.06110,0.05488,0.04179,0.06110,0.05488,-0.00354,-0.03735,-0.02858 +49,Real estate,0.00000,0.00000,5310,0.00000,0.09673,0.14389,0.12875,Real estate and rental and leasing,-0.07892,0.15032,0.12106,-0.06036,0.13659,0.10483,-0.00315,0.01684,0.01042,corporate,-0.00315,0.01684,0.01042,-0.00315,0.01684,0.01042,0.01048,-0.00200,0.00100 +50,Rental and leasing services and lessors of intangible assets,0.00000,0.00000,5320,0.00000,0.20448,0.24983,0.23519,Real estate and rental and leasing,0.56428,0.42687,0.46014,0.43160,0.38786,0.39847,0.02820,0.04664,0.04070,corporate,0.02820,0.04664,0.04070,0.02820,0.04664,0.04070,-0.03988,-0.06816,-0.05969 +51,Retail trade,0.00000,0.00000,44RT,0.00000,0.12243,0.16918,0.15413,Retail trade,0.10084,0.20740,0.19610,0.07713,0.18845,0.16982,0.00461,0.02431,0.01798,corporate,0.00461,0.02431,0.01798,0.00461,0.02431,0.01798,0.01678,-0.01294,-0.00587 +52,Air transportation,0.00000,0.00000,4810,0.00000,0.15610,0.20011,0.18588,Transportation and warehousing,0.32850,0.32019,0.32927,0.25126,0.29094,0.28514,0.01359,0.03177,0.02590,corporate,0.01359,0.03177,0.02590,0.01359,0.03177,0.02590,-0.02086,-0.05437,-0.04514 +53,Railroad transportation,0.00000,0.00000,4820,0.00000,0.12842,0.17310,0.15859,Transportation and warehousing,0.14822,0.27730,0.26450,0.11337,0.25197,0.22905,0.00464,0.02281,0.01693,corporate,0.00464,0.02281,0.01693,0.00464,0.02281,0.01693,-0.08923,-0.13287,-0.12004 +54,Water transportation,0.00000,0.00000,4830,0.00000,0.15588,0.20158,0.18678,Transportation and warehousing,0.33286,0.32929,0.33782,0.25459,0.29920,0.29254,0.01341,0.03204,0.02602,corporate,0.01341,0.03204,0.02602,0.01341,0.03204,0.02602,-0.05063,-0.09139,-0.07972 +55,Truck transportation,0.00000,0.00000,4840,0.00000,0.19702,0.24279,0.22803,Transportation and warehousing,0.50763,0.39332,0.42184,0.38827,0.35739,0.36530,0.02624,0.04498,0.03895,corporate,0.02624,0.04498,0.03895,0.02624,0.04498,0.03895,-0.02515,-0.05386,-0.04572 +56,Transit and ground passenger transportation,0.00000,0.00000,4850,0.00000,0.15817,0.20436,0.18942,Transportation and warehousing,0.31311,0.30100,0.31025,0.23949,0.27350,0.26867,0.01479,0.03395,0.02776,corporate,0.01479,0.03395,0.02776,0.01479,0.03395,0.02776,-0.00132,-0.04545,-0.03428 +57,Pipeline transportation,0.00000,0.00000,4860,0.00000,0.14309,0.18575,0.17195,Transportation and warehousing,0.26123,0.30517,0.30569,0.19980,0.27729,0.26472,0.00925,0.02684,0.02116,corporate,0.00925,0.02684,0.02116,0.00925,0.02684,0.02116,-0.03661,-0.06576,-0.05714 +58,Other transportation and support activities,0.00000,0.00000,487S,0.00000,0.14991,0.19582,0.18095,Transportation and warehousing,0.29049,0.30848,0.31312,0.22219,0.28030,0.27116,0.01174,0.03053,0.02446,corporate,0.01174,0.03053,0.02446,0.01174,0.03053,0.02446,-0.05255,-0.09419,-0.08264 +59,Warehousing and storage,0.00000,0.00000,4930,0.00000,0.12760,0.17408,0.15905,Transportation and warehousing,0.13312,0.22308,0.21470,0.10182,0.20270,0.18593,0.00594,0.02549,0.01918,corporate,0.00594,0.02549,0.01918,0.00594,0.02549,0.01918,0.02634,-0.01886,-0.00815 +60,Utilities,0.00000,0.00000,2200,0.00000,0.13811,0.18417,0.16920,Utilities,0.22737,0.30573,0.30106,0.17391,0.27780,0.26071,0.00763,0.02622,0.02020,corporate,0.00763,0.02622,0.02020,0.00763,0.02622,0.02020,-0.10062,-0.15122,-0.13645 +61,Wholesale trade,0.00000,0.00000,4200,0.00000,0.13779,0.18416,0.16928,Wholesale trade,0.18909,0.24021,0.23791,0.14463,0.21826,0.20603,0.00922,0.02869,0.02245,corporate,0.00922,0.02869,0.02245,0.00922,0.02869,0.02245,0.00065,-0.01854,-0.01366 62,Accommodation,0.00000,0.00000,7210,0.00000,0.00083,0.00111,0.00103,Accommodation and food services,0.00325,0.00345,0.00340,0.00325,0.00345,0.00340,0.00021,0.00028,0.00026,non-corporate,0.00021,0.00028,0.00026,0.00021,0.00028,0.00026,-0.00473,-0.00582,-0.00551 63,Food services and drinking places,0.00000,0.00000,7220,0.00000,0.00391,0.00521,0.00482,Accommodation and food services,0.01681,0.01783,0.01757,0.01681,0.01783,0.01757,0.00098,0.00131,0.00121,non-corporate,0.00098,0.00131,0.00121,0.00098,0.00131,0.00121,-0.02271,-0.02792,-0.02644 64,Administrative and support services,0.00000,0.00000,5610,0.00000,0.00692,0.00913,0.00848,Administrative and waste management services,0.03350,0.03508,0.03470,0.03350,0.03508,0.03470,0.00174,0.00229,0.00212,non-corporate,0.00174,0.00229,0.00212,0.00174,0.00229,0.00212,-0.03144,-0.03875,-0.03667 @@ -123,20 +123,20 @@ 121,Warehousing and storage,0.00000,0.00000,4930,0.00000,0.00235,0.00316,0.00292,Transportation and warehousing,0.00986,0.01049,0.01033,0.00986,0.01049,0.01033,0.00059,0.00079,0.00073,non-corporate,0.00059,0.00079,0.00073,0.00059,0.00079,0.00073,-0.01480,-0.01813,-0.01719 122,Utilities,0.00000,0.00000,2200,0.00000,0.00877,0.01258,0.01143,Utilities,0.04849,0.05501,0.05329,0.04849,0.05501,0.05329,0.00220,0.00315,0.00286,non-corporate,0.00220,0.00315,0.00286,0.00220,0.00315,0.00286,-0.11832,-0.14148,-0.13505 123,Wholesale trade,0.00000,0.00000,4200,0.00000,0.00188,0.00249,0.00231,Wholesale trade,0.00728,0.00776,0.00764,0.00728,0.00776,0.00764,0.00047,0.00062,0.00058,non-corporate,0.00047,0.00062,0.00058,0.00047,0.00062,0.00058,-0.00946,-0.01165,-0.01103 -124,Accommodation and food services,0.00000,0.00000,,0.00000,0.09404,0.13814,0.12383,Accommodation and food services,-0.11197,0.14032,0.10683,-0.08564,0.12750,0.09251,-0.00419,0.01472,0.00861,corporate,-0.00419,0.01472,0.00861,-0.00419,0.01472,0.00861,0.01803,-0.01364,-0.00612 -125,Administrative and waste management services,0.00000,0.00000,,0.00000,0.09584,0.13153,0.11985,Administrative and waste management services,-0.16663,0.13646,0.09490,-0.12745,0.12399,0.08219,-0.00476,0.01096,0.00585,corporate,-0.00476,0.01096,0.00585,-0.00476,0.01096,0.00585,-0.03600,-0.07389,-0.06362 -126,"Agriculture, forestry, fishing, and hunting",0.00000,0.00000,,0.00000,0.09610,0.13603,0.12309,"Agriculture, forestry, fishing, and hunting",-0.12928,0.14410,0.10736,-0.09888,0.13094,0.09297,-0.00420,0.01304,0.00748,corporate,-0.00420,0.01304,0.00748,-0.00420,0.01304,0.00748,-0.05198,-0.07700,-0.06975 -127,"Arts, entertainment, and recreation",0.00000,0.00000,,0.00000,0.09404,0.13055,0.11864,"Arts, entertainment, and recreation",-0.17799,0.13173,0.08951,-0.13614,0.11969,0.07751,-0.00518,0.01087,0.00566,corporate,-0.00518,0.01087,0.00566,-0.00518,0.01087,0.00566,-0.02630,-0.06222,-0.05239 -130,Finance and insurance,0.00000,0.00000,,0.00000,0.09587,0.13473,0.12204,Finance and insurance,-0.13297,0.14026,0.10319,-0.10170,0.12745,0.08936,-0.00429,0.01266,0.00715,corporate,-0.00429,0.01266,0.00715,-0.00429,0.01266,0.00715,0.00759,-0.03196,-0.02208 -131,Health care and social assistance,0.00000,0.00000,,0.00000,0.09373,0.13430,0.12096,Health care and social assistance,-0.14229,0.13608,0.09836,-0.10883,0.12365,0.08518,-0.00474,0.01288,0.00712,corporate,-0.00474,0.01288,0.00712,-0.00474,0.01288,0.00712,0.02255,-0.02537,-0.01384 -132,Information,0.00000,0.00000,,0.00000,0.09715,0.13205,0.12063,Information,-0.18198,0.14312,0.09873,-0.13919,0.13005,0.08549,-0.00474,0.01054,0.00557,corporate,-0.00474,0.01054,0.00557,-0.00474,0.01054,0.00557,-0.06735,-0.11407,-0.10084 -133,Management of companies and enterprises,0.00000,0.00000,,0.00000,0.09367,0.13536,0.12178,Management of companies and enterprises,-0.12727,0.13604,0.10064,-0.09735,0.12361,0.08715,-0.00451,0.01354,0.00769,corporate,-0.00451,0.01354,0.00769,-0.00451,0.01354,0.00769,0.02343,-0.01285,-0.00431 -134,Manufacturing,0.00000,0.00000,,0.00000,0.09299,0.12786,0.11657,Manufacturing,-0.16816,0.12082,0.08085,-0.12862,0.10978,0.07001,-0.00523,0.01042,0.00537,corporate,-0.00523,0.01042,0.00537,-0.00523,0.01042,0.00537,-0.00408,-0.02717,-0.02119 -135,Mining,0.00000,0.00000,,0.00000,0.09160,0.11969,0.11046,Mining,-0.26767,0.09678,0.04486,-0.20473,0.08794,0.03885,-0.00650,0.00664,0.00236,corporate,-0.00650,0.00664,0.00236,-0.00650,0.00664,0.00236,-0.03609,-0.06435,-0.05599 -136,"Other services, except government",0.00000,0.00000,,0.00000,0.09213,0.13187,0.11880,"Other services, except government",-0.15729,0.12907,0.09002,-0.12031,0.11728,0.07796,-0.00521,0.01217,0.00649,corporate,-0.00521,0.01217,0.00649,-0.00521,0.01217,0.00649,0.02263,-0.01973,-0.00940 -137,"Professional, scientific, and technical services",0.00000,0.00000,,0.00000,0.09489,0.12855,0.11759,"Professional, scientific, and technical services",-0.17581,0.12636,0.08464,-0.13447,0.11481,0.07330,-0.00502,0.01008,0.00519,corporate,-0.00502,0.01008,0.00519,-0.00502,0.01008,0.00519,-0.00637,-0.03579,-0.02809 -138,Real estate and rental and leasing,0.00000,0.00000,,0.00000,0.09242,0.13737,0.12286,Real estate and rental and leasing,-0.12429,0.13753,0.10325,-0.09506,0.12497,0.08941,-0.00464,0.01459,0.00839,corporate,-0.00464,0.01459,0.00839,-0.00464,0.01459,0.00839,0.00601,-0.00787,-0.00439 -140,Transportation and warehousing,0.00000,0.00000,,0.00000,0.09255,0.12346,0.11327,Transportation and warehousing,-0.24043,0.11106,0.06150,-0.18390,0.10092,0.05325,-0.00610,0.00798,0.00339,corporate,-0.00610,0.00798,0.00339,-0.00610,0.00798,0.00339,-0.04854,-0.08601,-0.07537 +124,Accommodation and food services,0.00000,0.00000,,0.00000,0.11955,0.16650,0.15138,Accommodation and food services,0.08260,0.20286,0.18960,0.06318,0.18432,0.16419,0.00366,0.02344,0.01708,corporate,0.00366,0.02344,0.01708,0.00366,0.02344,0.01708,0.01803,-0.01364,-0.00612 +125,Administrative and waste management services,0.00000,0.00000,,0.00000,0.18174,0.22797,0.21303,Administrative and waste management services,0.43875,0.36097,0.38245,0.33559,0.32799,0.33119,0.02167,0.04064,0.03452,corporate,0.02167,0.04064,0.03452,0.02167,0.04064,0.03452,-0.03600,-0.07389,-0.06362 +126,"Agriculture, forestry, fishing, and hunting",0.00000,0.00000,,0.00000,0.12976,0.17688,0.16171,"Agriculture, forestry, fishing, and hunting",0.15001,0.24427,0.23577,0.11474,0.22195,0.20417,0.00616,0.02561,0.01936,corporate,0.00616,0.02561,0.01936,0.00616,0.02561,0.01936,-0.05198,-0.07700,-0.06975 +127,"Arts, entertainment, and recreation",0.00000,0.00000,,0.00000,0.14198,0.18816,0.17326,"Arts, entertainment, and recreation",0.23380,0.28022,0.27992,0.17883,0.25462,0.24240,0.00957,0.02859,0.02246,corporate,0.00957,0.02859,0.02246,0.00957,0.02859,0.02246,-0.02630,-0.06222,-0.05239 +130,Finance and insurance,0.00000,0.00000,,0.00000,0.17588,0.22221,0.20725,Finance and insurance,0.38604,0.32704,0.34461,0.29527,0.29716,0.29843,0.02033,0.03958,0.03337,corporate,0.02033,0.03958,0.03337,0.02033,0.03958,0.03337,0.00759,-0.03196,-0.02208 +131,Health care and social assistance,0.00000,0.00000,,0.00000,0.13884,0.18511,0.17013,Health care and social assistance,0.20257,0.25244,0.25088,0.15494,0.22938,0.21726,0.00914,0.02851,0.02225,corporate,0.00914,0.02851,0.02225,0.00914,0.02851,0.02225,0.02255,-0.02537,-0.01384 +132,Information,0.00000,0.00000,,0.00000,0.17273,0.21998,0.20471,Information,0.42509,0.36944,0.38744,0.32514,0.33569,0.33551,0.01852,0.03760,0.03145,corporate,0.01852,0.03760,0.03145,0.01852,0.03760,0.03145,-0.06735,-0.11407,-0.10084 +133,Management of companies and enterprises,0.00000,0.00000,,0.00000,0.14992,0.19618,0.18126,Management of companies and enterprises,0.25340,0.26444,0.26914,0.19382,0.24028,0.23307,0.01280,0.03226,0.02599,corporate,0.01280,0.03226,0.02599,0.01280,0.03226,0.02599,0.02343,-0.01285,-0.00431 +134,Manufacturing,0.00000,0.00000,,0.00000,0.15905,0.20348,0.18919,Manufacturing,0.31560,0.29923,0.30908,0.24139,0.27189,0.26766,0.01510,0.03368,0.02771,corporate,0.01510,0.03368,0.02771,0.01510,0.03368,0.02771,-0.00408,-0.02717,-0.02119 +135,Mining,0.00000,0.00000,,0.00000,0.15689,0.20032,0.18628,Mining,0.34528,0.33382,0.34371,0.26409,0.30332,0.29765,0.01359,0.03145,0.02569,corporate,0.01359,0.03145,0.02569,0.01359,0.03145,0.02569,-0.03609,-0.06435,-0.05599 +136,"Other services, except government",0.00000,0.00000,,0.00000,0.12802,0.17366,0.15888,"Other services, except government",0.13719,0.22881,0.22040,0.10493,0.20790,0.19086,0.00583,0.02503,0.01883,corporate,0.00583,0.02503,0.01883,0.00583,0.02503,0.01883,0.02263,-0.01973,-0.00940 +137,"Professional, scientific, and technical services",0.00000,0.00000,,0.00000,0.21048,0.25542,0.24094,"Professional, scientific, and technical services",0.53885,0.40160,0.43443,0.41214,0.36491,0.37621,0.03054,0.04912,0.04315,corporate,0.03054,0.04912,0.04315,0.03054,0.04912,0.04315,-0.00637,-0.03579,-0.02809 +138,Real estate and rental and leasing,0.00000,0.00000,,0.00000,0.10630,0.15330,0.13820,Real estate and rental and leasing,-0.00895,0.17385,0.15136,-0.00685,0.15797,0.13108,-0.00037,0.01949,0.01311,corporate,-0.00037,0.01949,0.01311,-0.00037,0.01949,0.01311,0.00601,-0.00787,-0.00439 +140,Transportation and warehousing,0.00000,0.00000,,0.00000,0.14772,0.19233,0.17789,Transportation and warehousing,0.28449,0.31020,0.31366,0.21760,0.28186,0.27162,0.01088,0.02918,0.02327,corporate,0.01088,0.02918,0.02327,0.01088,0.02918,0.02327,-0.04854,-0.08601,-0.07537 143,Accommodation and food services,0.00000,0.00000,,0.00000,0.00172,0.00230,0.00213,Accommodation and food services,0.00693,0.00735,0.00724,0.00693,0.00735,0.00724,0.00043,0.00058,0.00053,non-corporate,0.00043,0.00058,0.00053,0.00043,0.00058,0.00053,-0.00995,-0.01223,-0.01159 144,Administrative and waste management services,0.00000,0.00000,,0.00000,0.00732,0.00991,0.00914,Administrative and waste management services,0.03590,0.03858,0.03790,0.03590,0.03858,0.03790,0.00183,0.00248,0.00229,non-corporate,0.00183,0.00248,0.00229,0.00183,0.00248,0.00229,-0.05578,-0.06702,-0.06388 145,"Agriculture, forestry, fishing, and hunting",0.00000,0.00000,,0.00000,0.00445,0.00619,0.00567,"Agriculture, forestry, fishing, and hunting",0.01923,0.02128,0.02075,0.01923,0.02128,0.02075,0.00112,0.00155,0.00142,non-corporate,0.00112,0.00155,0.00142,0.00112,0.00155,0.00142,-0.04822,-0.05731,-0.05480 @@ -151,5 +151,5 @@ 156,"Professional, scientific, and technical services",0.00000,0.00000,,0.00000,0.00611,0.00806,0.00748,"Professional, scientific, and technical services",0.02996,0.03140,0.03105,0.02996,0.03140,0.03105,0.00153,0.00202,0.00188,non-corporate,0.00153,0.00202,0.00188,0.00153,0.00202,0.00188,-0.02694,-0.03329,-0.03149 157,Real estate and rental and leasing,0.00000,0.00000,,0.00000,0.00031,0.00042,0.00039,Real estate and rental and leasing,0.00122,0.00132,0.00129,0.00122,0.00132,0.00129,0.00008,0.00011,0.00010,non-corporate,0.00008,0.00011,0.00010,0.00008,0.00011,0.00010,-0.00251,-0.00303,-0.00289 159,Transportation and warehousing,0.00000,0.00000,,0.00000,0.00626,0.00879,0.00803,Transportation and warehousing,0.03277,0.03643,0.03546,0.03277,0.03643,0.03546,0.00157,0.00220,0.00201,non-corporate,0.00157,0.00220,0.00201,0.00157,0.00220,0.00201,-0.06531,-0.07898,-0.07515 -162,Overall,0.00000,0.00000,,0.00000,0.09396,0.13128,0.11912,Overall,-0.16032,0.13141,0.09157,-0.12262,0.11940,0.07930,-0.00497,0.01144,0.00612,corporate,-0.00497,0.01144,0.00612,-0.00497,0.01144,0.00612,-0.01894,-0.05050,-0.04208 +162,Overall,0.00000,0.00000,,0.00000,0.14483,0.19067,0.17588,Overall,0.24367,0.27584,0.27750,0.18638,0.25063,0.24031,0.01069,0.02971,0.02359,corporate,0.01069,0.02971,0.02359,0.01069,0.02971,0.02359,-0.01894,-0.05050,-0.04208 163,Overall,0.00000,0.00000,,0.00000,0.00165,0.00225,0.00207,Overall,0.00676,0.00730,0.00716,0.00676,0.00730,0.00716,0.00041,0.00056,0.00052,non-corporate,0.00041,0.00056,0.00052,0.00041,0.00056,0.00052,-0.01274,-0.01547,-0.01470 diff --git a/example_output/reform_byasset_expected.csv b/example_output/reform_byasset_expected.csv index 6a56cdda..3a03630e 100644 --- a/example_output/reform_byasset_expected.csv +++ b/example_output/reform_byasset_expected.csv @@ -1,103 +1,103 @@ ,index,Y,asset_name,assets,bea_asset_code,delta,eatr_d,eatr_e,eatr_mix,major_asset_group,metr_d,metr_e,metr_mix,mettr_d,mettr_e,mettr_mix,minor_asset_group,rho_d,rho_e,rho_mix,tax_treat,tax_wedge_d,tax_wedge_e,tax_wedge_mix,ucc_d,ucc_e,ucc_mix,z_d,z_e,z_mix -0,0,3.00000,Prepackaged software,72268924051.90823,ENS1,0.55000,0.21376,0.30341,0.27463,Equipment,-0.36557,0.22560,0.11106,-0.04448,0.29635,0.23020,Computers and Software,0.03808,0.07490,0.06309,corporate,-0.00169,0.02220,0.01452,0.58808,0.62490,0.61309,0.96827,0.94839,0.95462 -1,1,3.00000,Custom software,197240164682.67053,ENS2,0.33000,0.20154,0.28354,0.25716,Equipment,-0.51513,0.15677,0.02826,-0.15887,0.23381,0.15850,Computers and Software,0.03432,0.06878,0.05771,corporate,-0.00545,0.01608,0.00915,0.36432,0.39878,0.38771,0.96827,0.94839,0.95462 -2,2,5.00000,Mainframes,17413293619.14563,EP1A,0.46330,0.21789,0.31008,0.28051,Equipment,-0.32141,0.24624,0.13585,-0.01070,0.31511,0.25167,Computers and Software,0.03935,0.07695,0.06490,corporate,-0.00042,0.02425,0.01633,0.50265,0.54025,0.52820,0.95786,0.93250,0.94037 -3,3,5.00000,PCs,53550810952.93879,EP1B,0.46330,0.21789,0.31008,0.28051,Equipment,-0.32141,0.24624,0.13585,-0.01070,0.31511,0.25167,Computers and Software,0.03935,0.07695,0.06490,corporate,-0.00042,0.02425,0.01633,0.50265,0.54025,0.52820,0.95786,0.93250,0.94037 -4,4,5.00000,DASDs,0.00000,EP1C,0.46330,0.21789,0.31008,0.28051,Equipment,-0.32141,0.24624,0.13585,-0.01070,0.31511,0.25167,Computers and Software,0.03935,0.07695,0.06490,corporate,-0.00042,0.02425,0.01633,0.50265,0.54025,0.52820,0.95786,0.93250,0.94037 -5,5,5.00000,Printers,9260043911.05631,EP1D,0.46330,0.21789,0.31008,0.28051,Equipment,-0.32141,0.24624,0.13585,-0.01070,0.31511,0.25167,Computers and Software,0.03935,0.07695,0.06490,corporate,-0.00042,0.02425,0.01633,0.50265,0.54025,0.52820,0.95786,0.93250,0.94037 -6,6,5.00000,Terminals,12396994618.63852,EP1E,0.46330,0.21789,0.31008,0.28051,Equipment,-0.32141,0.24624,0.13585,-0.01070,0.31511,0.25167,Computers and Software,0.03935,0.07695,0.06490,corporate,-0.00042,0.02425,0.01633,0.50265,0.54025,0.52820,0.95786,0.93250,0.94037 -7,7,5.00000,Tape drives,0.00000,EP1F,0.46330,0.21789,0.31008,0.28051,Equipment,-0.32141,0.24624,0.13585,-0.01070,0.31511,0.25167,Computers and Software,0.03935,0.07695,0.06490,corporate,-0.00042,0.02425,0.01633,0.50265,0.54025,0.52820,0.95786,0.93250,0.94037 -8,8,5.00000,Storage devices,7998988409.07232,EP1G,0.46330,0.21789,0.31008,0.28051,Equipment,-0.32141,0.24624,0.13585,-0.01070,0.31511,0.25167,Computers and Software,0.03935,0.07695,0.06490,corporate,-0.00042,0.02425,0.01633,0.50265,0.54025,0.52820,0.95786,0.93250,0.94037 -9,9,5.00000,System integrators,28310184525.09714,EP1H,0.46330,0.21789,0.31008,0.28051,Equipment,-0.32141,0.24624,0.13585,-0.01070,0.31511,0.25167,Computers and Software,0.03935,0.07695,0.06490,corporate,-0.00042,0.02425,0.01633,0.50265,0.54025,0.52820,0.95786,0.93250,0.94037 -10,10,7.00000,Special industrial machinery,277678587239.93805,EI40,0.10310,0.19485,0.27403,0.24843,Equipment,-0.61178,0.11927,-0.01916,-0.23280,0.19974,0.11744,Industrial Machinery,0.03226,0.06585,0.05503,corporate,-0.00751,0.01315,0.00646,0.13536,0.16895,0.15813,0.94254,0.90945,0.91960 -11,11,7.00000,General industrial equipment,476419502165.16602,EI50,0.10720,0.19527,0.27468,0.24901,Equipment,-0.60547,0.12194,-0.01588,-0.22797,0.20217,0.12027,Industrial Machinery,0.03239,0.06605,0.05520,corporate,-0.00738,0.01335,0.00664,0.13959,0.17325,0.16240,0.94254,0.90945,0.91960 -12,12,5.00000,Office and accounting equipment,7268611167.00189,EP12,0.31190,0.20673,0.29219,0.26471,Equipment,-0.44779,0.18818,0.06588,-0.10737,0.26235,0.19107,Instruments and Communications Equipment,0.03592,0.07144,0.06003,corporate,-0.00386,0.01874,0.01147,0.34782,0.38334,0.37193,0.95786,0.93250,0.94037 -13,13,7.00000,Communications,498335724804.03143,EP20,0.11290,0.19584,0.27558,0.24981,Equipment,-0.59678,0.12562,-0.01136,-0.22132,0.20551,0.12419,Instruments and Communications Equipment,0.03257,0.06633,0.05545,corporate,-0.00721,0.01363,0.00689,0.14547,0.17923,0.16835,0.94254,0.90945,0.91960 -14,14,5.00000,Photocopy and related equipment,25020946205.42981,EP31,0.18000,0.19700,0.27661,0.25095,Equipment,-0.57940,0.12979,-0.00502,-0.20803,0.20930,0.12968,Instruments and Communications Equipment,0.03292,0.06665,0.05580,corporate,-0.00685,0.01395,0.00724,0.21292,0.24665,0.23580,0.95786,0.93250,0.94037 -15,15,7.00000,Nonelectro medical instruments,133227504585.58267,EP34,0.13500,0.19806,0.27908,0.25292,Equipment,-0.56394,0.13960,0.00580,-0.19620,0.21821,0.13904,Instruments and Communications Equipment,0.03325,0.06741,0.05641,corporate,-0.00652,0.01471,0.00784,0.16825,0.20241,0.19141,0.94254,0.90945,0.91960 -16,16,7.00000,Electro medical instruments,75049828222.78802,EP35,0.13500,0.19806,0.27908,0.25292,Equipment,-0.56394,0.13960,0.00580,-0.19620,0.21821,0.13904,Instruments and Communications Equipment,0.03325,0.06741,0.05641,corporate,-0.00652,0.01471,0.00784,0.16825,0.20241,0.19141,0.94254,0.90945,0.91960 -17,17,7.00000,Nonmedical instruments,108363933020.24872,EP36,0.13500,0.19806,0.27908,0.25292,Equipment,-0.56394,0.13960,0.00580,-0.19620,0.21821,0.13904,Instruments and Communications Equipment,0.03325,0.06741,0.05641,corporate,-0.00652,0.01471,0.00784,0.16825,0.20241,0.19141,0.94254,0.90945,0.91960 -18,18,5.00000,Household furniture,8900871527.19684,EO11,0.13750,0.19387,0.27159,0.24651,Equipment,-0.62705,0.10914,-0.03022,-0.24448,0.19054,0.10786,Office and Residential Equipment,0.03196,0.06511,0.05444,corporate,-0.00781,0.01240,0.00587,0.16946,0.20261,0.19194,0.95786,0.93250,0.94037 -19,19,7.00000,Other furniture,201600171017.50803,EO12,0.11790,0.19634,0.27637,0.25052,Equipment,-0.58923,0.12882,-0.00743,-0.21555,0.20842,0.12759,Office and Residential Equipment,0.03272,0.06658,0.05567,corporate,-0.00705,0.01388,0.00710,0.15062,0.18448,0.17357,0.94254,0.90945,0.91960 -20,20,5.00000,Household appliances,2759304252.31458,EO71,0.16500,0.19590,0.27484,0.24938,Equipment,-0.59589,0.12261,-0.01377,-0.22065,0.20278,0.12210,Office and Residential Equipment,0.03258,0.06611,0.05532,corporate,-0.00719,0.01340,0.00675,0.19758,0.23111,0.22032,0.95786,0.93250,0.94037 -21,21,7.00000,Service industry machinery,100661650547.22247,EO60,0.15280,0.19985,0.28190,0.25543,Equipment,-0.53846,0.15053,0.01920,-0.17671,0.22814,0.15065,Other Equipment,0.03380,0.06828,0.05718,corporate,-0.00597,0.01558,0.00861,0.18660,0.22108,0.20998,0.94254,0.90945,0.91960 -22,22,7.00000,Other electrical,16821590672.86298,EO72,0.18340,0.20293,0.28675,0.25973,Equipment,-0.49654,0.16870,0.04141,-0.14465,0.24465,0.16988,Other Equipment,0.03475,0.06977,0.05850,corporate,-0.00503,0.01707,0.00994,0.21815,0.25317,0.24190,0.94254,0.90945,0.91960 -23,23,7.00000,Other,219586535058.33942,EO80,0.14730,0.19930,0.28103,0.25465,Equipment,-0.54624,0.14718,0.01509,-0.18267,0.22510,0.14710,Other Equipment,0.03363,0.06801,0.05694,corporate,-0.00614,0.01531,0.00838,0.18093,0.21531,0.20424,0.94254,0.90945,0.91960 -24,24,5.00000,Nuclear fuel,6455272413.33420,EI11,0.25000,0.20216,0.28488,0.25825,Equipment,-0.50671,0.16179,0.03389,-0.15243,0.23837,0.16338,Other Industrial Equipment,0.03451,0.06919,0.05805,corporate,-0.00526,0.01649,0.00948,0.28451,0.31919,0.30805,0.95786,0.93250,0.94037 -25,25,7.00000,Other fabricated metals,117546642592.42761,EI12,0.09170,0.19371,0.27222,0.24683,Equipment,-0.62960,0.11178,-0.02838,-0.24643,0.19293,0.10945,Other Industrial Equipment,0.03191,0.06530,0.05453,corporate,-0.00786,0.01260,0.00597,0.12361,0.15700,0.14623,0.94254,0.90945,0.91960 -26,26,7.00000,Metalworking machinery,218890188223.75763,EI30,0.12250,0.19680,0.27710,0.25116,Equipment,-0.58234,0.13175,-0.00383,-0.21028,0.21107,0.13070,Other Industrial Equipment,0.03286,0.06680,0.05587,corporate,-0.00691,0.01410,0.00730,0.15536,0.18930,0.17837,0.94254,0.90945,0.91960 -27,27,15.00000,Electric transmission and distribution,423453356310.35504,EI60,0.05000,0.19880,0.28347,0.25599,Equipment,-0.55324,0.15648,0.02217,-0.18802,0.23355,0.15323,Other Industrial Equipment,0.03348,0.06876,0.05735,corporate,-0.00629,0.01606,0.00879,0.08348,0.11876,0.10735,0.87465,0.81498,0.83237 -28,28,7.00000,Farm tractors,24563500689.01743,EO21,0.14520,0.19909,0.28070,0.25436,Equipment,-0.54924,0.14590,0.01352,-0.18496,0.22393,0.14573,Other Industrial Equipment,0.03356,0.06791,0.05685,corporate,-0.00621,0.01521,0.00828,0.17876,0.21311,0.20205,0.94254,0.90945,0.91960 -29,29,5.00000,Construction tractors,9895536358.92141,EO22,0.16330,0.19577,0.27464,0.24921,Equipment,-0.59779,0.12179,-0.01477,-0.22209,0.20203,0.12123,Other Industrial Equipment,0.03255,0.06604,0.05526,corporate,-0.00723,0.01334,0.00670,0.19585,0.22934,0.21856,0.95786,0.93250,0.94037 -30,30,7.00000,Other agricultural machinery,46750113836.64255,EO30,0.11790,0.19634,0.27637,0.25052,Equipment,-0.58923,0.12882,-0.00743,-0.21555,0.20842,0.12759,Other Industrial Equipment,0.03272,0.06658,0.05567,corporate,-0.00705,0.01388,0.00710,0.15062,0.18448,0.17357,0.94254,0.90945,0.91960 -31,31,5.00000,Other construction machinery,123582273311.10860,EO40,0.15500,0.19516,0.27366,0.24834,Equipment,-0.60709,0.11776,-0.01969,-0.22921,0.19837,0.11697,Other Industrial Equipment,0.03236,0.06574,0.05500,corporate,-0.00742,0.01304,0.00643,0.18736,0.22074,0.21000,0.95786,0.93250,0.94037 -32,32,7.00000,Mining and oilfield machinery,84858812348.82649,EO50,0.15000,0.19957,0.28146,0.25503,Equipment,-0.54241,0.14883,0.01711,-0.17974,0.22660,0.14884,Other Industrial Equipment,0.03371,0.06814,0.05706,corporate,-0.00606,0.01544,0.00849,0.18371,0.21814,0.20706,0.94254,0.90945,0.91960 -33,33,15.00000,Steam engines,91645013950.18124,EI21,0.05160,0.19916,0.28399,0.25646,Equipment,-0.54825,0.15843,0.02463,-0.18420,0.23532,0.15535,Transportation Equipment,0.03359,0.06892,0.05750,corporate,-0.00619,0.01622,0.00893,0.08519,0.12052,0.10910,0.87465,0.81498,0.83237 -34,34,7.00000,Internal combustion engines,12363020746.63129,EI22,0.20630,0.20523,0.29038,0.26295,Equipment,-0.46663,0.18179,0.05738,-0.12178,0.25655,0.18372,Transportation Equipment,0.03546,0.07089,0.05949,corporate,-0.00432,0.01819,0.01093,0.24176,0.27719,0.26579,0.94254,0.90945,0.91960 -35,35,5.00000,Light trucks (including utility vehicles),167619978534.97446,ET11,0.17250,0.19645,0.27573,0.25017,Equipment,-0.58760,0.12621,-0.00938,-0.21430,0.20605,0.12590,Transportation Equipment,0.03275,0.06638,0.05556,corporate,-0.00702,0.01368,0.00700,0.20525,0.23888,0.22806,0.95786,0.93250,0.94037 -36,36,5.00000,"Other trucks, buses and truck trailers",119548128283.18022,ET12,0.17250,0.19645,0.27573,0.25017,Equipment,-0.58760,0.12621,-0.00938,-0.21430,0.20605,0.12590,Transportation Equipment,0.03275,0.06638,0.05556,corporate,-0.00702,0.01368,0.00700,0.20525,0.23888,0.22806,0.95786,0.93250,0.94037 -37,37,5.00000,Autos,136239832216.63460,ET20,0.33330,0.20831,0.29472,0.26695,Equipment,-0.42848,0.19692,0.07645,-0.09260,0.27030,0.20023,Transportation Equipment,0.03640,0.07222,0.06072,corporate,-0.00337,0.01952,0.01216,0.36970,0.40552,0.39402,0.95786,0.93250,0.94037 -38,38,5.00000,Aircraft,265993981320.40247,ET30,0.08590,0.19006,0.26550,0.24113,Equipment,-0.68892,0.08272,-0.06256,-0.29180,0.16653,0.07985,Transportation Equipment,0.03079,0.06323,0.05278,corporate,-0.00898,0.01053,0.00421,0.11669,0.14913,0.13868,0.95786,0.93250,0.94037 -39,39,10.00000,Ships and boats,62839620239.51455,ET40,0.06110,0.19399,0.27384,0.24796,Equipment,-0.62515,0.11850,-0.02188,-0.24302,0.19904,0.11507,Transportation Equipment,0.03200,0.06580,0.05488,corporate,-0.00778,0.01310,0.00632,0.09310,0.12690,0.11598,0.92103,0.87842,0.89126 -40,40,7.00000,Railroad equipment,109045484545.80264,ET50,0.05890,0.19041,0.26702,0.24221,Equipment,-0.68313,0.08948,-0.05588,-0.28737,0.17267,0.08564,Transportation Equipment,0.03089,0.06370,0.05311,corporate,-0.00888,0.01100,0.00455,0.08979,0.12260,0.11201,0.94254,0.90945,0.91960 -41,41,15.00000,Theatrical movies,157833135207.60001,AE10,0.09300,0.20632,0.29925,0.26951,Intellectual Property,-0.45283,0.21212,0.08831,-0.11122,0.28411,0.21050,Intellectual Property,0.03579,0.07362,0.06151,corporate,-0.00398,0.02091,0.01295,0.12879,0.16662,0.15451,0.88366,0.80795,0.82871 -42,42,15.00000,Long-lived television programs,144610873940.84000,AE20,0.16800,0.20632,0.29925,0.26951,Intellectual Property,-0.45283,0.21212,0.08831,-0.11122,0.28411,0.21050,Intellectual Property,0.03579,0.07362,0.06151,corporate,-0.00398,0.02091,0.01295,0.20379,0.24162,0.22951,0.92813,0.87168,0.88806 -43,43,15.00000,Books,67646468506.22700,AE30,0.12100,0.20632,0.29925,0.26951,Intellectual Property,-0.45283,0.21212,0.08831,-0.11122,0.28411,0.21050,Intellectual Property,0.03579,0.07362,0.06151,corporate,-0.00398,0.02091,0.01295,0.15679,0.19462,0.18251,0.90550,0.83799,0.85701 -44,44,15.00000,Music,15406510045.27200,AE40,0.26700,0.20633,0.29925,0.26951,Intellectual Property,-0.45283,0.21212,0.08831,-0.11122,0.28411,0.21050,Intellectual Property,0.03579,0.07362,0.06151,corporate,-0.00398,0.02091,0.01295,0.30279,0.34062,0.32851,0.95224,0.91077,0.92319 -45,45,15.00000,Other entertainment originals,15413496806.95360,AE50,0.10900,0.20632,0.29925,0.26951,Intellectual Property,-0.45283,0.21212,0.08831,-0.11122,0.28411,0.21050,Intellectual Property,0.03579,0.07362,0.06151,corporate,-0.00398,0.02091,0.01295,0.14479,0.18262,0.17051,0.89723,0.82635,0.84611 -46,46,3.00000,Own account software,198787829234.93384,ENS3,0.33000,0.18165,0.24850,0.22711,Intellectual Property,-0.84397,-0.00000,-0.15715,-0.41039,0.09137,-0.00206,Intellectual Property,0.02820,0.05800,0.04846,corporate,-0.01157,0.00530,-0.00010,0.35820,0.38800,0.37846,1.00000,1.00000,1.00000 -47,47,5.00000,Pharmaceutical and medicine manufacturing,396355667406.76001,RD11,0.10000,0.18165,0.24850,0.22711,Intellectual Property,-0.84397,0.00000,-0.15715,-0.41039,0.09137,-0.00206,Intellectual Property,0.02820,0.05800,0.04846,corporate,-0.01157,0.00530,-0.00010,0.12820,0.15800,0.14846,1.00000,1.00000,1.00000 -48,48,5.00000,"Chemical manufacturing, ex. pharma and med",54399224281.87000,RD12,0.16000,0.18165,0.24850,0.22711,Intellectual Property,-0.84397,-0.00000,-0.15715,-0.41039,0.09137,-0.00206,Intellectual Property,0.02820,0.05800,0.04846,corporate,-0.01157,0.00530,-0.00010,0.18820,0.21800,0.20846,1.00000,1.00000,1.00000 -49,49,5.00000,Computers and peripheral equipment manufacturing,9567048384.52970,RD21,0.40000,0.18165,0.24850,0.22711,Intellectual Property,-0.84397,-0.00000,-0.15715,-0.41039,0.09137,-0.00206,Intellectual Property,0.02820,0.05800,0.04846,corporate,-0.01157,0.00530,-0.00010,0.42820,0.45800,0.44846,1.00000,1.00000,1.00000 -50,50,5.00000,Communications equipment manufacturing,38393784818.37000,RD22,0.27000,0.18165,0.24850,0.22711,Intellectual Property,-0.84397,-0.00000,-0.15715,-0.41039,0.09137,-0.00206,Intellectual Property,0.02820,0.05800,0.04846,corporate,-0.01157,0.00530,-0.00010,0.29820,0.32800,0.31846,1.00000,1.00000,1.00000 -51,51,5.00000,Semiconductor and other component manufacturing,83580996525.54500,RD23,0.25000,0.18165,0.24850,0.22711,Intellectual Property,-0.84397,-0.00000,-0.15715,-0.41039,0.09137,-0.00206,Intellectual Property,0.02820,0.05800,0.04846,corporate,-0.01157,0.00530,-0.00010,0.27820,0.30800,0.29846,1.00000,1.00000,1.00000 -52,52,5.00000,Navigational and other instruments manufacturing,30814085766.70850,RD24,0.29000,0.18165,0.24850,0.22711,Intellectual Property,-0.84397,-0.00000,-0.15715,-0.41039,0.09137,-0.00206,Intellectual Property,0.02820,0.05800,0.04846,corporate,-0.01157,0.00530,-0.00010,0.31820,0.34800,0.33846,1.00000,1.00000,1.00000 -53,53,5.00000,"Other computer and electronic manufacturing, n.e.c.",1636224416.52115,RD25,0.40000,0.18165,0.24850,0.22711,Intellectual Property,-0.84397,-0.00000,-0.15715,-0.41039,0.09137,-0.00206,Intellectual Property,0.02820,0.05800,0.04846,corporate,-0.01157,0.00530,-0.00010,0.42820,0.45800,0.44846,1.00000,1.00000,1.00000 -54,54,7.00000,Motor vehicles and parts manufacturing,39313793397.90000,RD31,0.31000,0.18165,0.24850,0.22711,Intellectual Property,-0.84397,-0.00000,-0.15715,-0.41039,0.09137,-0.00206,Intellectual Property,0.02820,0.05800,0.04846,corporate,-0.01157,0.00530,-0.00010,0.33820,0.36800,0.35846,1.00000,1.00000,1.00000 -55,55,7.00000,Aerospace products and parts manufacturing,33211530575.70000,RD32,0.22000,0.18165,0.24850,0.22711,Intellectual Property,-0.84397,0.00000,-0.15715,-0.41039,0.09137,-0.00206,Intellectual Property,0.02820,0.05800,0.04846,corporate,-0.01157,0.00530,-0.00010,0.24820,0.27800,0.26846,1.00000,1.00000,1.00000 -56,56,3.00000,Software publishers,20657269549.44800,RD40,0.22000,0.19543,0.27361,0.24843,Intellectual Property,-0.60292,0.11755,-0.01920,-0.22602,0.19817,0.11740,Intellectual Property,0.03244,0.06573,0.05502,corporate,-0.00733,0.01303,0.00646,0.25244,0.28573,0.27502,0.96827,0.94839,0.95462 -57,57,5.00000,Financial and real estate services,6097212063.91973,RD50,0.16000,0.18165,0.24850,0.22711,Intellectual Property,-0.84397,-0.00000,-0.15715,-0.41039,0.09137,-0.00206,Intellectual Property,0.02820,0.05800,0.04846,corporate,-0.01157,0.00530,-0.00010,0.18820,0.21800,0.20846,1.00000,1.00000,1.00000 -58,58,3.00000,Computer systems design and related services,6318822870.57000,RD60,0.36000,0.20321,0.28625,0.25954,Intellectual Property,-0.49284,0.16686,0.04045,-0.14182,0.24298,0.16906,Intellectual Property,0.03483,0.06962,0.05844,corporate,-0.00494,0.01692,0.00988,0.39483,0.42962,0.41844,0.96827,0.94839,0.95462 -59,59,5.00000,Scientific research and development services,22814623102.40300,RD70,0.16000,0.18165,0.24850,0.22711,Intellectual Property,-0.84397,-0.00000,-0.15715,-0.41039,0.09137,-0.00206,Intellectual Property,0.02820,0.05800,0.04846,corporate,-0.01157,0.00530,-0.00010,0.18820,0.21800,0.20846,1.00000,1.00000,1.00000 -60,60,5.00000,"All other nonmanufacturing, n.e.c.",86239268420.74191,RD80,0.16000,0.18165,0.24850,0.22711,Intellectual Property,-0.84397,-0.00000,-0.15715,-0.41039,0.09137,-0.00206,Intellectual Property,0.02820,0.05800,0.04846,corporate,-0.01157,0.00530,-0.00010,0.18820,0.21800,0.20846,1.00000,1.00000,1.00000 -61,61,3.00000,Private universities and colleges,8714364638.94000,RD91,0.16000,0.19210,0.26819,0.24366,Intellectual Property,-0.65522,0.09458,-0.04710,-0.26603,0.17730,0.09324,Intellectual Property,0.03142,0.06406,0.05356,corporate,-0.00836,0.01136,0.00499,0.19142,0.22406,0.21356,0.96827,0.94839,0.95462 -62,62,3.00000,Other nonprofit institutions,36718605375.19618,RD92,0.16000,0.19210,0.26819,0.24366,Intellectual Property,-0.65522,0.09458,-0.04710,-0.26603,0.17730,0.09324,Intellectual Property,0.03142,0.06406,0.05356,corporate,-0.00836,0.01136,0.00499,0.19142,0.22406,0.21356,0.96827,0.94839,0.95462 -63,63,7.00000,Other manufacturing,207322515563.45129,RDOM,0.16000,0.18165,0.24850,0.22711,Intellectual Property,-0.84397,0.00000,-0.15715,-0.41039,0.09137,-0.00206,Intellectual Property,0.02820,0.05800,0.04846,corporate,-0.01157,0.00530,-0.00010,0.18820,0.21800,0.20846,1.00000,1.00000,1.00000 +0,0,3.00000,Prepackaged software,72268924051.90823,ENS1,0.55000,0.60565,0.70705,0.67455,Equipment,0.67226,0.70868,0.69872,0.74932,0.73529,0.73910,Computers and Software,0.15866,0.19909,0.18614,corporate,0.11889,0.14639,0.13757,0.70866,0.74909,0.73614,0.96827,0.94839,0.95462 +1,1,3.00000,Custom software,197240164682.67053,ENS2,0.33000,0.44432,0.54113,0.51006,Equipment,0.52304,0.60821,0.58621,0.63519,0.64401,0.64167,Computers and Software,0.10902,0.14804,0.13553,corporate,0.06925,0.09534,0.08696,0.43902,0.47804,0.46553,0.96827,0.94839,0.95462 +2,2,5.00000,Mainframes,17413293619.14563,EP1A,0.46330,0.54745,0.65036,0.61739,Equipment,0.63056,0.68070,0.66728,0.71743,0.70988,0.71187,Computers and Software,0.14075,0.18165,0.16855,corporate,0.10098,0.12895,0.11999,0.60405,0.64495,0.63185,0.95786,0.93250,0.94037 +3,3,5.00000,PCs,53550810952.93879,EP1B,0.46330,0.54745,0.65036,0.61739,Equipment,0.63056,0.68070,0.66728,0.71743,0.70988,0.71187,Computers and Software,0.14075,0.18165,0.16855,corporate,0.10098,0.12895,0.11999,0.60405,0.64495,0.63185,0.95786,0.93250,0.94037 +4,4,5.00000,DASDs,0.00000,EP1C,0.46330,0.54745,0.65036,0.61739,Equipment,0.63056,0.68070,0.66728,0.71743,0.70988,0.71187,Computers and Software,0.14075,0.18165,0.16855,corporate,0.10098,0.12895,0.11999,0.60405,0.64495,0.63185,0.95786,0.93250,0.94037 +5,5,5.00000,Printers,9260043911.05631,EP1D,0.46330,0.54745,0.65036,0.61739,Equipment,0.63056,0.68070,0.66728,0.71743,0.70988,0.71187,Computers and Software,0.14075,0.18165,0.16855,corporate,0.10098,0.12895,0.11999,0.60405,0.64495,0.63185,0.95786,0.93250,0.94037 +6,6,5.00000,Terminals,12396994618.63852,EP1E,0.46330,0.54745,0.65036,0.61739,Equipment,0.63056,0.68070,0.66728,0.71743,0.70988,0.71187,Computers and Software,0.14075,0.18165,0.16855,corporate,0.10098,0.12895,0.11999,0.60405,0.64495,0.63185,0.95786,0.93250,0.94037 +7,7,5.00000,Tape drives,0.00000,EP1F,0.46330,0.54745,0.65036,0.61739,Equipment,0.63056,0.68070,0.66728,0.71743,0.70988,0.71187,Computers and Software,0.14075,0.18165,0.16855,corporate,0.10098,0.12895,0.11999,0.60405,0.64495,0.63185,0.95786,0.93250,0.94037 +8,8,5.00000,Storage devices,7998988409.07232,EP1G,0.46330,0.54745,0.65036,0.61739,Equipment,0.63056,0.68070,0.66728,0.71743,0.70988,0.71187,Computers and Software,0.14075,0.18165,0.16855,corporate,0.10098,0.12895,0.11999,0.60405,0.64495,0.63185,0.95786,0.93250,0.94037 +9,9,5.00000,System integrators,28310184525.09714,EP1H,0.46330,0.54745,0.65036,0.61739,Equipment,0.63056,0.68070,0.66728,0.71743,0.70988,0.71187,Computers and Software,0.14075,0.18165,0.16855,corporate,0.10098,0.12895,0.11999,0.60405,0.64495,0.63185,0.95786,0.93250,0.94037 +10,10,7.00000,Special industrial machinery,277678587239.93805,EI40,0.10310,0.28148,0.37659,0.34600,Equipment,0.11741,0.40459,0.34059,0.32494,0.45899,0.42897,Industrial Machinery,0.05892,0.09741,0.08505,corporate,0.01914,0.04471,0.03648,0.16202,0.20051,0.18815,0.94254,0.90945,0.91960 +11,11,7.00000,General industrial equipment,476419502165.16602,EI50,0.10720,0.28460,0.37985,0.34921,Equipment,0.13155,0.41066,0.34817,0.33575,0.46450,0.43554,Industrial Machinery,0.05988,0.09841,0.08604,corporate,0.02010,0.04571,0.03747,0.16708,0.20561,0.19324,0.94254,0.90945,0.91960 +12,12,5.00000,Office and accounting equipment,7268611167.00189,EP12,0.31190,0.43477,0.53365,0.50193,Equipment,0.50981,0.60202,0.57842,0.62507,0.63839,0.63492,Instruments and Communications Equipment,0.10608,0.14574,0.13302,corporate,0.06631,0.09304,0.08446,0.41798,0.45764,0.44492,0.95786,0.93250,0.94037 +13,13,7.00000,Communications,498335724804.03143,EP20,0.11290,0.28893,0.38438,0.35369,Equipment,0.15047,0.41889,0.35843,0.35022,0.47198,0.44442,Instruments and Communications Equipment,0.06121,0.09981,0.08741,corporate,0.02144,0.04711,0.03885,0.17411,0.21271,0.20031,0.94254,0.90945,0.91960 +14,14,5.00000,Photocopy and related equipment,25020946205.42981,EP31,0.18000,0.33660,0.43197,0.40134,Equipment,0.31468,0.49324,0.45059,0.47583,0.53954,0.52422,Instruments and Communications Equipment,0.07588,0.11445,0.10207,corporate,0.03610,0.06175,0.05351,0.25588,0.29445,0.28207,0.95786,0.93250,0.94037 +15,15,7.00000,Nonelectro medical instruments,133227504585.58267,EP34,0.13500,0.30574,0.40195,0.37102,Equipment,0.21664,0.44875,0.39533,0.40083,0.49912,0.47637,Instruments and Communications Equipment,0.06638,0.10522,0.09275,corporate,0.02661,0.05251,0.04418,0.20138,0.24022,0.22775,0.94254,0.90945,0.91960 +16,16,7.00000,Electro medical instruments,75049828222.78802,EP35,0.13500,0.30574,0.40195,0.37102,Equipment,0.21664,0.44875,0.39533,0.40083,0.49912,0.47637,Instruments and Communications Equipment,0.06638,0.10522,0.09275,corporate,0.02661,0.05251,0.04418,0.20138,0.24022,0.22775,0.94254,0.90945,0.91960 +17,17,7.00000,Nonmedical instruments,108363933020.24872,EP36,0.13500,0.30574,0.40195,0.37102,Equipment,0.21664,0.44875,0.39533,0.40083,0.49912,0.47637,Instruments and Communications Equipment,0.06638,0.10522,0.09275,corporate,0.02661,0.05251,0.04418,0.20138,0.24022,0.22775,0.94254,0.90945,0.91960 +18,18,5.00000,Household furniture,8900871527.19684,EO11,0.13750,0.30497,0.39921,0.36893,Equipment,0.21385,0.44429,0.39110,0.39870,0.49506,0.47271,Office and Residential Equipment,0.06615,0.10437,0.09210,corporate,0.02637,0.05167,0.04354,0.20365,0.24187,0.22960,0.95786,0.93250,0.94037 +19,19,7.00000,Other furniture,201600171017.50803,EO12,0.11790,0.29273,0.38835,0.35761,Equipment,0.16640,0.42592,0.36717,0.36241,0.47838,0.45199,Office and Residential Equipment,0.06238,0.10103,0.08862,corporate,0.02261,0.04833,0.04005,0.18028,0.21893,0.20652,0.94254,0.90945,0.91960 +20,20,5.00000,Household appliances,2759304252.31458,EO71,0.16500,0.32544,0.42041,0.38990,Equipment,0.28219,0.47698,0.43097,0.45097,0.52476,0.50723,Office and Residential Equipment,0.07244,0.11089,0.09855,corporate,0.03267,0.05819,0.04999,0.23744,0.27589,0.26355,0.95786,0.93250,0.94037 +21,21,7.00000,Service industry machinery,100661650547.22247,EO60,0.15280,0.31927,0.41610,0.38498,Equipment,0.26288,0.47066,0.42210,0.43620,0.51902,0.49955,Other Equipment,0.07054,0.10957,0.09704,corporate,0.03077,0.05687,0.04848,0.22334,0.26237,0.24984,0.94254,0.90945,0.91960 +22,22,7.00000,Other electrical,16821590672.86298,EO72,0.18340,0.34254,0.44043,0.40899,Equipment,0.33079,0.50451,0.46297,0.48814,0.54978,0.53495,Other Equipment,0.07770,0.11706,0.10443,corporate,0.03793,0.06436,0.05586,0.26110,0.30046,0.28783,0.94254,0.90945,0.91960 +23,23,7.00000,Other,219586535058.33942,EO80,0.14730,0.31509,0.41173,0.38067,Equipment,0.24918,0.46408,0.41409,0.42573,0.51304,0.49261,Other Equipment,0.06926,0.10822,0.09571,corporate,0.02948,0.05552,0.04715,0.21656,0.25552,0.24301,0.94254,0.90945,0.91960 +24,24,5.00000,Nuclear fuel,6455272413.33420,EI11,0.25000,0.38870,0.48593,0.45472,Equipment,0.43421,0.55744,0.52675,0.56725,0.59787,0.59017,Other Industrial Equipment,0.09191,0.13106,0.11850,corporate,0.05213,0.07835,0.06993,0.34191,0.38106,0.36850,0.95786,0.93250,0.94037 +25,25,7.00000,Other fabricated metals,117546642592.42761,EI12,0.09170,0.27281,0.36752,0.33706,Equipment,0.07556,0.38704,0.31854,0.29293,0.44304,0.40987,Other Industrial Equipment,0.05625,0.09462,0.08229,corporate,0.01648,0.04192,0.03373,0.14795,0.18632,0.17399,0.94254,0.90945,0.91960 +26,26,7.00000,Metalworking machinery,218890188223.75763,EI30,0.12250,0.29623,0.39201,0.36122,Equipment,0.18053,0.43225,0.37500,0.37322,0.48412,0.45877,Other Industrial Equipment,0.06346,0.10216,0.08973,corporate,0.02368,0.04946,0.04116,0.18596,0.22466,0.21223,0.94254,0.90945,0.91960 +27,27,15.00000,Electric transmission and distribution,423453356310.35504,EI60,0.05000,0.24668,0.34508,0.31336,Equipment,-0.07861,0.33878,0.25231,0.17501,0.39920,0.35252,Other Industrial Equipment,0.04821,0.08772,0.07500,corporate,0.00844,0.03502,0.02644,0.09821,0.13772,0.12500,0.87465,0.81498,0.83237 +28,28,7.00000,Farm tractors,24563500689.01743,EO21,0.14520,0.31349,0.41006,0.37902,Equipment,0.24382,0.46152,0.41097,0.42162,0.51072,0.48991,Other Industrial Equipment,0.06877,0.10771,0.09521,corporate,0.02899,0.05501,0.04664,0.21397,0.25291,0.24041,0.94254,0.90945,0.91960 +29,29,5.00000,Construction tractors,9895536358.92141,EO22,0.16330,0.32417,0.41909,0.38860,Equipment,0.27831,0.47507,0.42866,0.44800,0.52303,0.50523,Other Industrial Equipment,0.07205,0.11049,0.09815,corporate,0.03228,0.05779,0.04959,0.23535,0.27379,0.26145,0.95786,0.93250,0.94037 +30,30,7.00000,Other agricultural machinery,46750113836.64255,EO30,0.11790,0.29273,0.38835,0.35761,Equipment,0.16640,0.42592,0.36717,0.36241,0.47838,0.45199,Other Industrial Equipment,0.06238,0.10103,0.08862,corporate,0.02261,0.04833,0.04005,0.18028,0.21893,0.20652,0.94254,0.90945,0.91960 +31,31,5.00000,Other construction machinery,123582273311.10860,EO40,0.15500,0.31800,0.41270,0.38227,Equipment,0.25876,0.46555,0.41709,0.43305,0.51438,0.49521,Other Industrial Equipment,0.07015,0.10852,0.09621,corporate,0.03038,0.05582,0.04764,0.22515,0.26352,0.25121,0.95786,0.93250,0.94037 +32,32,7.00000,Mining and oilfield machinery,84858812348.82649,EO50,0.15000,0.31714,0.41388,0.38279,Equipment,0.25597,0.46733,0.41805,0.43092,0.51600,0.49605,Other Industrial Equipment,0.06989,0.10888,0.09637,corporate,0.03012,0.05618,0.04780,0.21989,0.25888,0.24637,0.94254,0.90945,0.91960 +33,33,15.00000,Steam engines,91645013950.18124,EI21,0.05160,0.24801,0.34651,0.31477,Equipment,-0.06953,0.34209,0.25658,0.18195,0.40220,0.35622,Transportation Equipment,0.04862,0.08816,0.07544,corporate,0.00885,0.03546,0.02687,0.10022,0.13976,0.12704,0.87465,0.81498,0.83237 +34,34,7.00000,Internal combustion engines,12363020746.63129,EI22,0.20630,0.35995,0.45864,0.42695,Equipment,0.37395,0.52714,0.48997,0.52116,0.57034,0.55833,Transportation Equipment,0.08306,0.12266,0.10995,corporate,0.04329,0.06996,0.06139,0.28936,0.32896,0.31625,0.94254,0.90945,0.91960 +35,35,5.00000,Light trucks (including utility vehicles),167619978534.97446,ET11,0.17250,0.33102,0.42619,0.39562,Equipment,0.29881,0.48524,0.44095,0.46369,0.53227,0.51588,Transportation Equipment,0.07416,0.11267,0.10031,corporate,0.03439,0.05997,0.05175,0.24666,0.28517,0.27281,0.95786,0.93250,0.94037 +36,36,5.00000,"Other trucks, buses and truck trailers",119548128283.18022,ET12,0.17250,0.33102,0.42619,0.39562,Equipment,0.29881,0.48524,0.44095,0.46369,0.53227,0.51588,Transportation Equipment,0.07416,0.11267,0.10031,corporate,0.03439,0.05997,0.05175,0.24666,0.28517,0.27281,0.95786,0.93250,0.94037 +37,37,5.00000,Autos,136239832216.63460,ET20,0.33330,0.45069,0.55014,0.51825,Equipment,0.53146,0.61542,0.59376,0.64163,0.65056,0.64820,Transportation Equipment,0.11098,0.15081,0.13804,corporate,0.07121,0.09811,0.08948,0.44428,0.48411,0.47134,0.95786,0.93250,0.94037 +38,38,5.00000,Aircraft,265993981320.40247,ET30,0.08590,0.26657,0.35943,0.32958,Equipment,0.04286,0.37047,0.29893,0.26792,0.42799,0.39289,Transportation Equipment,0.05433,0.09213,0.07999,corporate,0.01456,0.03943,0.03143,0.14023,0.17803,0.16589,0.95786,0.93250,0.94037 +39,39,10.00000,Ships and boats,62839620239.51455,ET40,0.06110,0.25156,0.34707,0.31631,Equipment,-0.04602,0.34337,0.26124,0.19993,0.40337,0.36026,Transportation Equipment,0.04971,0.08833,0.07591,corporate,0.00994,0.03563,0.02735,0.11081,0.14943,0.13701,0.92103,0.87842,0.89126 +40,40,7.00000,Railroad equipment,109045484545.80264,ET50,0.05890,0.24787,0.34144,0.31133,Equipment,-0.07047,0.33024,0.24601,0.18124,0.39143,0.34706,Transportation Equipment,0.04858,0.08660,0.07438,corporate,0.00880,0.03390,0.02581,0.10748,0.14550,0.13328,0.94254,0.90945,0.91960 +41,41,15.00000,Theatrical movies,157833135207.60001,AE10,0.09300,0.28129,0.38465,0.35158,Intellectual Property,0.11655,0.41937,0.35363,0.32428,0.47242,0.44026,Intellectual Property,0.05886,0.09989,0.08676,corporate,0.01909,0.04719,0.03820,0.15186,0.19289,0.17976,0.88366,0.80795,0.82871 +42,42,15.00000,Long-lived television programs,144610873940.84000,AE20,0.16800,0.33380,0.43715,0.40408,Intellectual Property,0.30679,0.50020,0.45509,0.46979,0.54586,0.52812,Intellectual Property,0.07501,0.11605,0.10292,corporate,0.03524,0.06335,0.05435,0.24301,0.28405,0.27092,0.92813,0.87168,0.88806 +43,43,15.00000,Books,67646468506.22700,AE30,0.12100,0.30089,0.40425,0.37118,Intellectual Property,0.19865,0.45243,0.39564,0.38708,0.50246,0.47664,Intellectual Property,0.06489,0.10592,0.09279,corporate,0.02512,0.05322,0.04423,0.18589,0.22692,0.21379,0.90550,0.83799,0.85701 +44,44,15.00000,Music,15406510045.27200,AE40,0.26700,0.40309,0.50645,0.47338,Intellectual Property,0.46023,0.57778,0.54861,0.58715,0.61636,0.60911,Intellectual Property,0.09634,0.13737,0.12424,corporate,0.05656,0.08467,0.07568,0.36334,0.40437,0.39124,0.95224,0.91077,0.92319 +45,45,15.00000,Other entertainment originals,15413496806.95360,AE50,0.10900,0.29249,0.39585,0.36278,Intellectual Property,0.16541,0.43874,0.37833,0.36165,0.49002,0.46165,Intellectual Property,0.06231,0.10334,0.09021,corporate,0.02253,0.05064,0.04164,0.17131,0.21234,0.19921,0.89723,0.82635,0.84611 +46,46,3.00000,Own account software,198787829234.93384,ENS3,0.33000,0.43239,0.52010,0.49203,Intellectual Property,0.50641,0.59031,0.56855,0.62247,0.62774,0.62637,Intellectual Property,0.10535,0.14157,0.12998,corporate,0.06558,0.08887,0.08142,0.43535,0.47157,0.45998,1.00000,1.00000,1.00000 +47,47,5.00000,Pharmaceutical and medicine manufacturing,396355667406.76001,RD11,0.10000,0.27139,0.35910,0.33103,Intellectual Property,0.06831,0.36978,0.30284,0.28738,0.42736,0.39628,Intellectual Property,0.05581,0.09203,0.08044,corporate,0.01604,0.03933,0.03188,0.15581,0.19203,0.18044,1.00000,1.00000,1.00000 +48,48,5.00000,"Chemical manufacturing, ex. pharma and med",54399224281.87000,RD12,0.16000,0.31339,0.40110,0.37303,Intellectual Property,0.24348,0.44738,0.39934,0.42136,0.49787,0.47984,Intellectual Property,0.06874,0.10495,0.09336,corporate,0.02896,0.05225,0.04480,0.22874,0.26495,0.25336,1.00000,1.00000,1.00000 +49,49,5.00000,Computers and peripheral equipment manufacturing,9567048384.52970,RD21,0.40000,0.48139,0.56910,0.54103,Intellectual Property,0.56821,0.62974,0.61339,0.66974,0.66357,0.66521,Intellectual Property,0.12043,0.15665,0.14506,corporate,0.08065,0.10395,0.09649,0.52043,0.55665,0.54506,1.00000,1.00000,1.00000 +50,50,5.00000,Communications equipment manufacturing,38393784818.37000,RD22,0.27000,0.39039,0.47810,0.45003,Intellectual Property,0.43740,0.54915,0.52091,0.56968,0.59034,0.58512,Intellectual Property,0.09243,0.12865,0.11706,corporate,0.05265,0.07595,0.06849,0.36243,0.39865,0.38706,1.00000,1.00000,1.00000 +51,51,5.00000,Semiconductor and other component manufacturing,83580996525.54500,RD23,0.25000,0.37639,0.46410,0.43603,Intellectual Property,0.40990,0.53353,0.50261,0.54865,0.57615,0.56927,Intellectual Property,0.08812,0.12434,0.11275,corporate,0.04835,0.07164,0.06418,0.33812,0.37434,0.36275,1.00000,1.00000,1.00000 +52,52,5.00000,Navigational and other instruments manufacturing,30814085766.70850,RD24,0.29000,0.40439,0.49210,0.46403,Intellectual Property,0.46245,0.56376,0.53792,0.58885,0.60362,0.59985,Intellectual Property,0.09674,0.13295,0.12136,corporate,0.05696,0.08025,0.07280,0.38674,0.42295,0.41136,1.00000,1.00000,1.00000 +53,53,5.00000,"Other computer and electronic manufacturing, n.e.c.",1636224416.52115,RD25,0.40000,0.48139,0.56910,0.54103,Intellectual Property,0.56821,0.62974,0.61339,0.66974,0.66357,0.66521,Intellectual Property,0.12043,0.15665,0.14506,corporate,0.08065,0.10395,0.09649,0.52043,0.55665,0.54506,1.00000,1.00000,1.00000 +54,54,7.00000,Motor vehicles and parts manufacturing,39313793397.90000,RD31,0.31000,0.41839,0.50610,0.47803,Intellectual Property,0.48537,0.57745,0.55376,0.60638,0.61606,0.61357,Intellectual Property,0.10104,0.13726,0.12567,corporate,0.06127,0.08456,0.07711,0.41104,0.44726,0.43567,1.00000,1.00000,1.00000 +55,55,7.00000,Aerospace products and parts manufacturing,33211530575.70000,RD32,0.22000,0.35539,0.44310,0.41503,Intellectual Property,0.36320,0.50796,0.47237,0.51293,0.55292,0.54309,Intellectual Property,0.08166,0.11788,0.10629,corporate,0.04189,0.06518,0.05772,0.30166,0.33788,0.32629,1.00000,1.00000,1.00000 +56,56,3.00000,Software publishers,20657269549.44800,RD40,0.22000,0.36366,0.45817,0.42782,Intellectual Property,0.38244,0.52658,0.49121,0.52765,0.56983,0.55940,Intellectual Property,0.08420,0.12251,0.11022,corporate,0.04443,0.06981,0.06166,0.30420,0.34251,0.33022,0.96827,0.94839,0.95462 +57,57,5.00000,Financial and real estate services,6097212063.91973,RD50,0.16000,0.31339,0.40110,0.37303,Intellectual Property,0.24348,0.44738,0.39934,0.42136,0.49787,0.47984,Intellectual Property,0.06874,0.10495,0.09336,corporate,0.02896,0.05225,0.04480,0.22874,0.26495,0.25336,1.00000,1.00000,1.00000 +58,58,3.00000,Computer systems design and related services,6318822870.57000,RD60,0.36000,0.46632,0.56375,0.53249,Intellectual Property,0.55092,0.62581,0.60626,0.65651,0.66000,0.65903,Intellectual Property,0.11579,0.15500,0.14243,corporate,0.07602,0.10230,0.09387,0.47579,0.51500,0.50243,0.96827,0.94839,0.95462 +59,59,5.00000,Scientific research and development services,22814623102.40300,RD70,0.16000,0.31339,0.40110,0.37303,Intellectual Property,0.24348,0.44738,0.39934,0.42136,0.49787,0.47984,Intellectual Property,0.06874,0.10495,0.09336,corporate,0.02896,0.05225,0.04480,0.22874,0.26495,0.25336,1.00000,1.00000,1.00000 +60,60,5.00000,"All other nonmanufacturing, n.e.c.",86239268420.74191,RD80,0.16000,0.31339,0.40110,0.37303,Intellectual Property,0.24348,0.44738,0.39934,0.42136,0.49787,0.47984,Intellectual Property,0.06874,0.10495,0.09336,corporate,0.02896,0.05225,0.04480,0.22874,0.26495,0.25336,1.00000,1.00000,1.00000 +61,61,3.00000,Private universities and colleges,8714364638.94000,RD91,0.16000,0.31966,0.41291,0.38297,Intellectual Property,0.26413,0.46588,0.41838,0.43716,0.51468,0.49633,Intellectual Property,0.07066,0.10859,0.09642,corporate,0.03089,0.05589,0.04786,0.23066,0.26859,0.25642,0.96827,0.94839,0.95462 +62,62,3.00000,Other nonprofit institutions,36718605375.19618,RD92,0.16000,0.31966,0.41291,0.38297,Intellectual Property,0.26413,0.46588,0.41838,0.43716,0.51468,0.49633,Intellectual Property,0.07066,0.10859,0.09642,corporate,0.03089,0.05589,0.04786,0.23066,0.26859,0.25642,0.96827,0.94839,0.95462 +63,63,7.00000,Other manufacturing,207322515563.45129,RDOM,0.16000,0.31339,0.40110,0.37303,Intellectual Property,0.24348,0.44738,0.39934,0.42136,0.49787,0.47984,Intellectual Property,0.06874,0.10495,0.09336,corporate,0.02896,0.05225,0.04480,0.22874,0.26495,0.25336,1.00000,1.00000,1.00000 64,64,100.00000,Inventories,1540550422351.17505,INV,0.00000,0.24439,0.36205,0.32448,Inventories,-0.09464,0.37593,0.28492,0.16275,0.43295,0.38076,Inventories,0.04750,0.09294,0.07842,corporate,0.00773,0.04024,0.02986,0.04750,0.09294,0.07842,0.00000,0.00000,0.00000 65,65,100.00000,Land,3586506468628.54834,LAND,0.00000,0.23100,0.35000,0.31192,Land,-0.19858,0.35000,0.24785,0.08325,0.40939,0.34866,Land,0.04338,0.08923,0.07456,corporate,0.00361,0.03653,0.02600,0.04338,0.08923,0.07456,0.00000,0.00000,0.00000 -66,66,5.00000,Petroleum and natural gas,1033008886591.34497,SM01,0.07510,0.18927,0.26422,0.24000,Structures,-0.70247,0.07699,-0.06959,-0.30216,0.16132,0.07377,Mining and Drilling Structures,0.03054,0.06284,0.05243,corporate,-0.00923,0.01014,0.00387,0.10564,0.13794,0.12753,0.95786,0.93250,0.94037 -67,67,7.00000,Mining,82930242550.85606,SM02,0.04500,0.18901,0.26482,0.24026,Structures,-0.70689,0.07969,-0.06798,-0.30554,0.16377,0.07516,Mining and Drilling Structures,0.03046,0.06302,0.05251,corporate,-0.00931,0.01032,0.00395,0.07546,0.10802,0.09751,0.94254,0.90945,0.91960 -68,68,15.00000,Communication,578746604536.45056,SU20,0.02370,0.19304,0.27495,0.24828,Structures,-0.64022,0.12306,-0.02005,-0.25455,0.20319,0.11666,Mining and Drilling Structures,0.03170,0.06614,0.05498,corporate,-0.00807,0.01344,0.00641,0.05540,0.08984,0.07868,0.87465,0.81498,0.83237 -69,69,5.00000,Gas,365538319906.67950,SU40,0.07510,0.18927,0.26422,0.24000,Structures,-0.70247,0.07699,-0.06959,-0.30216,0.16132,0.07377,Mining and Drilling Structures,0.03054,0.06284,0.05243,corporate,-0.00923,0.01014,0.00387,0.10564,0.13794,0.12753,0.95786,0.93250,0.94037 -70,70,5.00000,Petroleum pipelines,112623061581.40628,SU50,0.02370,0.18548,0.25815,0.23464,Structures,-0.77006,0.04870,-0.10435,-0.35386,0.13562,0.04366,Mining and Drilling Structures,0.02938,0.06097,0.05078,corporate,-0.01040,0.00827,0.00222,0.05308,0.08467,0.07448,0.95786,0.93250,0.94037 -71,71,39.00000,Religious,100591058771.64963,SB10,0.01880,0.21802,0.32648,0.29111,Structures,-0.32007,0.29264,0.17720,-0.00968,0.35727,0.28748,Nonresidential Buildings,0.03939,0.08200,0.06816,corporate,-0.00038,0.02929,0.01959,0.05819,0.10080,0.08696,0.55777,0.41976,0.45626 -72,72,39.00000,Educational and vocational,282731611173.25391,SB20,0.01880,0.22470,0.33893,0.30179,Structures,-0.25467,0.32420,0.21503,0.04035,0.38595,0.32024,Nonresidential Buildings,0.04145,0.08582,0.07144,corporate,0.00167,0.03312,0.02288,0.06025,0.10462,0.09024,0.47663,0.32717,0.36556 -73,73,39.00000,Hospitals,321465607211.49677,SB31,0.01880,0.22470,0.33893,0.30179,Structures,-0.25467,0.32420,0.21503,0.04035,0.38595,0.32024,Nonresidential Buildings,0.04145,0.08582,0.07144,corporate,0.00167,0.03312,0.02288,0.06025,0.10462,0.09024,0.47663,0.32717,0.36556 -74,74,39.00000,Special care,70115662530.64020,SB32,0.01880,0.22470,0.33893,0.30179,Structures,-0.25467,0.32420,0.21503,0.04035,0.38595,0.32024,Nonresidential Buildings,0.04145,0.08582,0.07144,corporate,0.00167,0.03312,0.02288,0.06025,0.10462,0.09024,0.47663,0.32717,0.36556 -75,75,39.00000,Lodging,171809464720.12051,SB41,0.02810,0.23322,0.34988,0.31211,Structures,-0.18004,0.34973,0.24846,0.09743,0.40914,0.34918,Nonresidential Buildings,0.04407,0.08919,0.07462,corporate,0.00429,0.03649,0.02606,0.07217,0.11729,0.10272,0.47663,0.32717,0.36556 -76,76,39.00000,Air transportation,26676130902.06076,SB43,0.02370,0.22919,0.34470,0.30723,Structures,-0.21421,0.33790,0.23301,0.07129,0.39839,0.33580,Nonresidential Buildings,0.04283,0.08760,0.07312,corporate,0.00305,0.03490,0.02455,0.06653,0.11130,0.09682,0.47663,0.32717,0.36556 -77,77,39.00000,Other transportation,3546598618.33835,SB45,0.02370,0.22919,0.34470,0.30723,Structures,-0.21421,0.33790,0.23301,0.07129,0.39839,0.33580,Nonresidential Buildings,0.04283,0.08760,0.07312,corporate,0.00305,0.03490,0.02455,0.06653,0.11130,0.09682,0.47663,0.32717,0.36556 -78,78,39.00000,Warehouses,281416771190.75391,SC01,0.02250,0.22809,0.34329,0.30590,Structures,-0.22387,0.33459,0.22868,0.06390,0.39539,0.33206,Nonresidential Buildings,0.04249,0.08716,0.07271,corporate,0.00271,0.03446,0.02414,0.06499,0.10966,0.09521,0.47663,0.32717,0.36556 -79,79,39.00000,Other commercial,342925648724.17450,SC02,0.02620,0.23147,0.34764,0.31000,Structures,-0.19456,0.34467,0.24186,0.08632,0.40455,0.34347,Nonresidential Buildings,0.04353,0.08851,0.07397,corporate,0.00376,0.03580,0.02541,0.06973,0.11471,0.10017,0.47663,0.32717,0.36556 -80,80,39.00000,Multimerchandise shopping,424453104849.45978,SC03,0.02620,0.23147,0.34764,0.31000,Structures,-0.19456,0.34467,0.24186,0.08632,0.40455,0.34347,Nonresidential Buildings,0.04353,0.08851,0.07397,corporate,0.00376,0.03580,0.02541,0.06973,0.11471,0.10017,0.47663,0.32717,0.36556 -81,81,39.00000,Food and beverage establishments,177715537880.96967,SC04,0.02620,0.23147,0.34764,0.31000,Structures,-0.19456,0.34467,0.24186,0.08632,0.40455,0.34347,Nonresidential Buildings,0.04353,0.08851,0.07397,corporate,0.00376,0.03580,0.02541,0.06973,0.11471,0.10017,0.47663,0.32717,0.36556 -82,82,39.00000,Manufacturing,1098167248468.80334,SI00,0.03140,0.23624,0.35376,0.31578,Structures,-0.15565,0.35833,0.25964,0.11608,0.41696,0.35887,Nonresidential Buildings,0.04500,0.09039,0.07575,corporate,0.00522,0.03769,0.02718,0.07640,0.12179,0.10715,0.47663,0.32717,0.36556 -83,83,39.00000,Public safety,15488160357.00830,SO03,0.02370,0.22919,0.34470,0.30723,Structures,-0.21421,0.33790,0.23301,0.07129,0.39839,0.33580,Nonresidential Buildings,0.04283,0.08760,0.07312,corporate,0.00305,0.03490,0.02455,0.06653,0.11130,0.09682,0.47663,0.32717,0.36556 -84,84,39.00000,Office,1125363275874.33521,SOO1,0.02470,0.23010,0.34588,0.30834,Structures,-0.20627,0.34062,0.23657,0.07736,0.40087,0.33889,Nonresidential Buildings,0.04311,0.08796,0.07346,corporate,0.00333,0.03526,0.02489,0.06781,0.11266,0.09816,0.47663,0.32717,0.36556 -85,85,39.00000,Medical buildings,108684928850.30258,SOO2,0.02470,0.23010,0.34588,0.30834,Structures,-0.20627,0.34062,0.23657,0.07736,0.40087,0.33889,Nonresidential Buildings,0.04311,0.08796,0.07346,corporate,0.00333,0.03526,0.02489,0.06781,0.11266,0.09816,0.47663,0.32717,0.36556 -86,86,7.00000,Amusement and recreation,163173271952.98538,SB42,0.03000,0.18750,0.26244,0.23815,Structures,-0.73329,0.06888,-0.08135,-0.32574,0.15395,0.06358,Other Structures,0.03000,0.06229,0.05186,corporate,-0.00977,0.00959,0.00330,0.06000,0.09229,0.08186,0.94254,0.90945,0.91960 -87,87,39.00000,Local transit structures,9253082151.44273,SB44,0.02370,0.22919,0.34470,0.30723,Structures,-0.21421,0.33790,0.23301,0.07129,0.39839,0.33580,Other Structures,0.04283,0.08760,0.07312,corporate,0.00305,0.03490,0.02455,0.06653,0.11130,0.09682,0.47663,0.32717,0.36556 -88,88,5.00000,Other land transportation,7047759108.81892,SB46,0.02370,0.18548,0.25815,0.23464,Structures,-0.77006,0.04870,-0.10435,-0.35386,0.13562,0.04366,Other Structures,0.02938,0.06097,0.05078,corporate,-0.01040,0.00827,0.00222,0.05308,0.08467,0.07448,0.95786,0.93250,0.94037 -89,89,20.00000,Farm,109520310583.21701,SN00,0.02390,0.19595,0.28058,0.25305,Structures,-0.59508,0.14543,0.00648,-0.22002,0.22351,0.13964,Other Structures,0.03260,0.06787,0.05645,corporate,-0.00717,0.01517,0.00788,0.05650,0.09177,0.08035,0.84315,0.77618,0.79515 -90,90,20.00000,Water supply,41285680278.03433,SO01,0.02250,0.19557,0.28003,0.25255,Structures,-0.60089,0.14330,0.00376,-0.22446,0.22158,0.13728,Other Structures,0.03248,0.06770,0.05629,corporate,-0.00729,0.01500,0.00773,0.05498,0.09020,0.07879,0.84315,0.77618,0.79515 -91,91,20.00000,Sewage and waste disposal,37655287429.62462,SO02,0.02250,0.19557,0.28003,0.25255,Structures,-0.60089,0.14330,0.00376,-0.22446,0.22158,0.13728,Other Structures,0.03248,0.06770,0.05629,corporate,-0.00729,0.01500,0.00773,0.05498,0.09020,0.07879,0.84315,0.77618,0.79515 -92,92,15.00000,Highway and conservation and development,22901934534.09797,SO04,0.02250,0.19277,0.27456,0.24793,Structures,-0.64442,0.12147,-0.02206,-0.25776,0.20174,0.11492,Other Structures,0.03162,0.06602,0.05487,corporate,-0.00815,0.01332,0.00631,0.05412,0.08852,0.07737,0.87465,0.81498,0.83237 -93,93,7.00000,Mobile structures,4708544169.52466,SOMO,0.05560,0.19008,0.26650,0.24175,Structures,-0.68871,0.08717,-0.05872,-0.29164,0.17057,0.08317,Other Structures,0.03079,0.06354,0.05297,corporate,-0.00898,0.01084,0.00441,0.08639,0.11914,0.10857,0.94254,0.90945,0.91960 -94,94,20.00000,Other railroad,135810301223.62192,SU11,0.01760,0.19422,0.27811,0.25079,Structures,-0.62154,0.13576,-0.00590,-0.24026,0.21473,0.12892,Other Structures,0.03207,0.06711,0.05575,corporate,-0.00770,0.01441,0.00719,0.04967,0.08471,0.07335,0.84315,0.77618,0.79515 -95,95,7.00000,Track replacement,166460169103.56049,SU12,0.02490,0.18699,0.26164,0.23743,Structures,-0.74246,0.06515,-0.08597,-0.33275,0.15056,0.05957,Other Structures,0.02984,0.06204,0.05164,corporate,-0.00993,0.00934,0.00308,0.05474,0.08694,0.07654,0.94254,0.90945,0.91960 -96,96,15.00000,Electric,1052404941676.51135,SU30,0.02110,0.19246,0.27411,0.24751,Structures,-0.64935,0.11961,-0.02442,-0.26153,0.20005,0.11288,Other Structures,0.03153,0.06588,0.05474,corporate,-0.00825,0.01318,0.00618,0.05263,0.08698,0.07584,0.87465,0.81498,0.83237 -97,97,5.00000,Wind and solar,119300186300.69254,SU60,0.03030,0.18596,0.25893,0.23533,Structures,-0.76108,0.05243,-0.09976,-0.34699,0.13901,0.04764,Other Structures,0.02953,0.06121,0.05099,corporate,-0.01025,0.00851,0.00243,0.05983,0.09151,0.08129,0.95786,0.93250,0.94037 -98,98,27.50000,Residential,333776621894.00000,RES,0.01631,0.21447,0.32299,0.28739,Structures,-0.35779,0.28325,0.16312,-0.03853,0.34874,0.27528,Residential Buildings,0.03830,0.08092,0.06701,corporate,-0.00148,0.02822,0.01845,0.05461,0.09724,0.08332,0.57872,0.42718,0.46827 +66,66,5.00000,Petroleum and natural gas,1033008886591.34497,SM01,0.07510,0.25853,0.35110,0.32134,Structures,-0.00279,0.35246,0.27600,0.23300,0.41163,0.37303,Mining and Drilling Structures,0.05186,0.08957,0.07746,corporate,0.01208,0.03687,0.02889,0.12696,0.16467,0.15256,0.95786,0.93250,0.94037 +67,67,7.00000,Mining,82930242550.85606,SM02,0.04500,0.23731,0.33039,0.30042,Structures,-0.14727,0.30287,0.21039,0.12249,0.36656,0.31622,Mining and Drilling Structures,0.04533,0.08320,0.07102,corporate,0.00555,0.03050,0.02246,0.09033,0.12820,0.11602,0.94254,0.90945,0.91960 +68,68,15.00000,Communication,578746604536.45056,SU20,0.02370,0.22481,0.32156,0.29032,Structures,-0.25361,0.27933,0.17427,0.04116,0.34517,0.28493,Mining and Drilling Structures,0.04148,0.08048,0.06792,corporate,0.00171,0.02778,0.01935,0.06518,0.10418,0.09162,0.87465,0.81498,0.83237 +69,69,5.00000,Gas,365538319906.67950,SU40,0.07510,0.25853,0.35110,0.32134,Structures,-0.00279,0.35246,0.27600,0.23300,0.41163,0.37303,Mining and Drilling Structures,0.05186,0.08957,0.07746,corporate,0.01208,0.03687,0.02889,0.12696,0.16467,0.15256,0.95786,0.93250,0.94037 +70,70,5.00000,Petroleum pipelines,112623061581.40628,SU50,0.02370,0.22028,0.31148,0.28214,Structures,-0.29724,0.25044,0.14247,0.00778,0.31892,0.25740,Mining and Drilling Structures,0.04009,0.07738,0.06540,corporate,0.00031,0.02468,0.01683,0.06379,0.10108,0.08910,0.95786,0.93250,0.94037 +71,71,39.00000,Religious,100591058771.64963,SB10,0.01880,0.23637,0.34905,0.31260,Structures,-0.15458,0.34787,0.24995,0.11690,0.40745,0.35047,Nonresidential Buildings,0.04504,0.08894,0.07477,corporate,0.00527,0.03624,0.02620,0.06384,0.10774,0.09357,0.55777,0.41976,0.45626 +72,72,39.00000,Educational and vocational,282731611173.25391,SB20,0.01880,0.24038,0.35652,0.31900,Structures,-0.12383,0.36429,0.26921,0.14042,0.42237,0.36715,Nonresidential Buildings,0.04627,0.09124,0.07674,corporate,0.00650,0.03854,0.02817,0.06507,0.11004,0.09554,0.47663,0.32717,0.36556 +73,73,39.00000,Hospitals,321465607211.49677,SB31,0.01880,0.24038,0.35652,0.31900,Structures,-0.12383,0.36429,0.26921,0.14042,0.42237,0.36715,Nonresidential Buildings,0.04627,0.09124,0.07674,corporate,0.00650,0.03854,0.02817,0.06507,0.11004,0.09554,0.47663,0.32717,0.36556 +74,74,39.00000,Special care,70115662530.64020,SB32,0.01880,0.24038,0.35652,0.31900,Structures,-0.12383,0.36429,0.26921,0.14042,0.42237,0.36715,Nonresidential Buildings,0.04627,0.09124,0.07674,corporate,0.00650,0.03854,0.02817,0.06507,0.11004,0.09554,0.47663,0.32717,0.36556 +75,75,39.00000,Lodging,171809464720.12051,SB41,0.02810,0.25200,0.36960,0.33171,Structures,-0.04322,0.39115,0.30463,0.20208,0.44677,0.39783,Nonresidential Buildings,0.04985,0.09526,0.08065,corporate,0.01007,0.04256,0.03208,0.07795,0.12336,0.10875,0.47663,0.32717,0.36556 +76,76,39.00000,Air transportation,26676130902.06076,SB43,0.02370,0.24650,0.36341,0.32570,Structures,-0.07986,0.37873,0.28831,0.17405,0.43549,0.38370,Nonresidential Buildings,0.04815,0.09336,0.07880,corporate,0.00838,0.04066,0.03023,0.07185,0.11706,0.10250,0.47663,0.32717,0.36556 +77,77,39.00000,Other transportation,3546598618.33835,SB45,0.02370,0.24650,0.36341,0.32570,Structures,-0.07986,0.37873,0.28831,0.17405,0.43549,0.38370,Nonresidential Buildings,0.04815,0.09336,0.07880,corporate,0.00838,0.04066,0.03023,0.07185,0.11706,0.10250,0.47663,0.32717,0.36556 +78,78,39.00000,Warehouses,281416771190.75391,SC01,0.02250,0.24500,0.36172,0.32406,Structures,-0.09031,0.37525,0.28373,0.16606,0.43233,0.37973,Nonresidential Buildings,0.04769,0.09284,0.07829,corporate,0.00792,0.04014,0.02973,0.07019,0.11534,0.10079,0.47663,0.32717,0.36556 +79,79,39.00000,Other commercial,342925648724.17450,SC02,0.02620,0.24962,0.36693,0.32911,Structures,-0.05873,0.38584,0.29768,0.19021,0.44196,0.39181,Nonresidential Buildings,0.04912,0.09444,0.07985,corporate,0.00934,0.04174,0.03129,0.07532,0.12064,0.10605,0.47663,0.32717,0.36556 +80,80,39.00000,Multimerchandise shopping,424453104849.45978,SC03,0.02620,0.24962,0.36693,0.32911,Structures,-0.05873,0.38584,0.29768,0.19021,0.44196,0.39181,Nonresidential Buildings,0.04912,0.09444,0.07985,corporate,0.00934,0.04174,0.03129,0.07532,0.12064,0.10605,0.47663,0.32717,0.36556 +81,81,39.00000,Food and beverage establishments,177715537880.96967,SC04,0.02620,0.24962,0.36693,0.32911,Structures,-0.05873,0.38584,0.29768,0.19021,0.44196,0.39181,Nonresidential Buildings,0.04912,0.09444,0.07985,corporate,0.00934,0.04174,0.03129,0.07532,0.12064,0.10605,0.47663,0.32717,0.36556 +82,82,39.00000,Manufacturing,1098167248468.80334,SI00,0.03140,0.25612,0.37424,0.33621,Structures,-0.01732,0.40014,0.31639,0.22189,0.45495,0.40801,Nonresidential Buildings,0.05111,0.09669,0.08204,corporate,0.01134,0.04399,0.03347,0.08251,0.12809,0.11344,0.47663,0.32717,0.36556 +83,83,39.00000,Public safety,15488160357.00830,SO03,0.02370,0.24650,0.36341,0.32570,Structures,-0.07986,0.37873,0.28831,0.17405,0.43549,0.38370,Nonresidential Buildings,0.04815,0.09336,0.07880,corporate,0.00838,0.04066,0.03023,0.07185,0.11706,0.10250,0.47663,0.32717,0.36556 +84,84,39.00000,Office,1125363275874.33521,SOO1,0.02470,0.24775,0.36482,0.32706,Structures,-0.07131,0.38159,0.29209,0.18059,0.43809,0.38697,Nonresidential Buildings,0.04854,0.09379,0.07922,corporate,0.00877,0.04109,0.03066,0.07324,0.11849,0.10392,0.47663,0.32717,0.36556 +85,85,39.00000,Medical buildings,108684928850.30258,SOO2,0.02470,0.24775,0.36482,0.32706,Structures,-0.07131,0.38159,0.29209,0.18059,0.43809,0.38697,Nonresidential Buildings,0.04854,0.09379,0.07922,corporate,0.00877,0.04109,0.03066,0.07324,0.11849,0.10392,0.47663,0.32717,0.36556 +86,86,7.00000,Amusement and recreation,163173271952.98538,SB42,0.03000,0.22590,0.31847,0.28866,Structures,-0.24355,0.27070,0.16798,0.04885,0.33733,0.27949,Other Structures,0.04182,0.07953,0.06740,corporate,0.00204,0.02683,0.01884,0.07182,0.10953,0.09740,0.94254,0.90945,0.91960 +87,87,39.00000,Local transit structures,9253082151.44273,SB44,0.02370,0.24650,0.36341,0.32570,Structures,-0.07986,0.37873,0.28831,0.17405,0.43549,0.38370,Other Structures,0.04815,0.09336,0.07880,corporate,0.00838,0.04066,0.03023,0.07185,0.11706,0.10250,0.47663,0.32717,0.36556 +88,88,5.00000,Other land transportation,7047759108.81892,SB46,0.02370,0.22028,0.31148,0.28214,Structures,-0.29724,0.25044,0.14247,0.00778,0.31892,0.25740,Other Structures,0.04009,0.07738,0.06540,corporate,0.00031,0.02468,0.01683,0.06379,0.10108,0.08910,0.95786,0.93250,0.94037 +89,89,20.00000,Farm,109520310583.21701,SN00,0.02390,0.22670,0.32508,0.29333,Structures,-0.23628,0.28889,0.18535,0.05441,0.35386,0.29453,Other Structures,0.04206,0.08156,0.06884,corporate,0.00229,0.02886,0.02028,0.06596,0.10546,0.09274,0.84315,0.77618,0.79515 +90,90,20.00000,Water supply,41285680278.03433,SO01,0.02250,0.22549,0.32377,0.29205,Structures,-0.24732,0.28536,0.18066,0.04596,0.35065,0.29047,Other Structures,0.04169,0.08116,0.06845,corporate,0.00192,0.02846,0.01988,0.06419,0.10366,0.09095,0.84315,0.77618,0.79515 +91,91,20.00000,Sewage and waste disposal,37655287429.62462,SO02,0.02250,0.22549,0.32377,0.29205,Structures,-0.24732,0.28536,0.18066,0.04596,0.35065,0.29047,Other Structures,0.04169,0.08116,0.06845,corporate,0.00192,0.02846,0.01988,0.06419,0.10366,0.09095,0.84315,0.77618,0.79515 +92,92,15.00000,Highway and conservation and development,22901934534.09797,SO04,0.02250,0.22381,0.32049,0.28927,Structures,-0.26295,0.27636,0.17031,0.03401,0.34248,0.28151,Other Structures,0.04117,0.08015,0.06759,corporate,0.00140,0.02745,0.01903,0.06367,0.10265,0.09009,0.87465,0.81498,0.83237 +93,93,7.00000,Mobile structures,4708544169.52466,SOMO,0.05560,0.24537,0.33882,0.30874,Structures,-0.08776,0.32394,0.23785,0.16801,0.38571,0.33999,Other Structures,0.04780,0.08579,0.07358,corporate,0.00803,0.03309,0.02502,0.10340,0.14139,0.12918,0.94254,0.90945,0.91960 +94,94,20.00000,Other railroad,135810301223.62192,SU11,0.01760,0.22125,0.31919,0.28756,Structures,-0.28759,0.27273,0.16380,0.01517,0.33917,0.27587,Other Structures,0.04039,0.07975,0.06707,corporate,0.00061,0.02705,0.01850,0.05799,0.09735,0.08467,0.84315,0.77618,0.79515 +95,95,7.00000,Track replacement,166460169103.56049,SU12,0.02490,0.22202,0.31441,0.28466,Structures,-0.28007,0.25908,0.15250,0.02092,0.32677,0.26609,Other Structures,0.04062,0.07828,0.06617,corporate,0.00085,0.02558,0.01761,0.06552,0.10318,0.09107,0.94254,0.90945,0.91960 +96,96,15.00000,Electric,1052404941676.51135,SU30,0.02110,0.22265,0.31924,0.28805,Structures,-0.27404,0.27286,0.16566,0.02553,0.33930,0.27748,Other Structures,0.04082,0.07977,0.06721,corporate,0.00104,0.02706,0.01865,0.06192,0.10087,0.08831,0.87465,0.81498,0.83237 +97,97,5.00000,Wind and solar,119300186300.69254,SU60,0.03030,0.22519,0.31657,0.28717,Structures,-0.25011,0.26530,0.16231,0.04383,0.33243,0.27458,Other Structures,0.04160,0.07894,0.06695,corporate,0.00182,0.02624,0.01838,0.07190,0.10924,0.09725,0.95786,0.93250,0.94037 +98,98,27.50000,Residential,333776621894.00000,RES,0.01631,0.23250,0.34522,0.30862,Structures,-0.18597,0.33910,0.23747,0.09289,0.39948,0.33966,Residential Buildings,0.04385,0.08776,0.07354,corporate,0.00407,0.03506,0.02498,0.06016,0.10407,0.08986,0.57872,0.42718,0.46827 99,99,3.00000,Prepackaged software,22158075947.24139,ENS1,0.55000,0.20228,0.17807,0.18508,Equipment,0.20337,0.12235,0.14097,0.20337,0.12235,0.14097,Computers and Software,0.04401,0.06005,0.05539,non-corporate,0.00895,0.00735,0.00781,0.59401,0.61005,0.60539,0.96142,0.95184,0.95459 100,100,3.00000,Custom software,60800835314.35992,ENS2,0.33000,0.19371,0.16737,0.17499,Equipment,0.16249,0.08132,0.09988,0.16249,0.08132,0.09988,Computers and Software,0.04186,0.05737,0.05286,non-corporate,0.00680,0.00466,0.00528,0.37186,0.38737,0.38286,0.96142,0.95184,0.95459 101,101,5.00000,Mainframes,6190706381.18300,EP1A,0.46330,0.20518,0.18166,0.18848,Equipment,0.21629,0.13533,0.15397,0.21629,0.13533,0.15397,Computers and Software,0.04473,0.06095,0.05624,non-corporate,0.00968,0.00825,0.00866,0.50803,0.52425,0.51954,0.94904,0.93684,0.94033 @@ -197,18 +197,18 @@ 195,195,15.00000,Electric,70225622111.33885,SU30,0.02110,0.18820,0.16184,0.16942,Structures,0.13390,0.05857,0.07548,0.13390,0.05857,0.07548,Other Structures,0.04048,0.05598,0.05147,non-corporate,0.00542,0.00328,0.00389,0.06158,0.07708,0.07257,0.85267,0.82446,0.83227 196,196,5.00000,Wind and solar,13828813701.93123,SU60,0.03030,0.18289,0.15405,0.16238,Structures,0.10449,0.02456,0.04266,0.10449,0.02456,0.04266,Other Structures,0.03915,0.05403,0.04970,non-corporate,0.00409,0.00133,0.00212,0.06945,0.08433,0.08000,0.94904,0.93684,0.94033 197,197,27.50000,Residential,1251223923087.89990,RES,0.01631,0.20585,0.18714,0.19246,Structures,0.21925,0.15436,0.16872,0.21925,0.15436,0.16872,Residential Buildings,0.04490,0.06232,0.05724,non-corporate,0.00985,0.00962,0.00966,0.06122,0.07863,0.07356,0.51943,0.44928,0.46804 -198,198,3.64718,Computers and Software,398439404770.52747,,0.41304,0.20905,0.29573,0.26789,Equipment,-0.41959,0.20037,0.08082,-0.08580,0.27343,0.20402,Computers and Software,0.03663,0.07253,0.06101,corporate,-0.00314,0.01983,0.01245,0.44967,0.48557,0.47405,0.96490,0.94325,0.95001 -199,199,7.00000,Industrial Machinery,754098089405.10413,,0.10569,0.19511,0.27444,0.24880,Equipment,-0.60779,0.12096,-0.01708,-0.22974,0.20127,0.11923,Industrial Machinery,0.03234,0.06598,0.05514,corporate,-0.00743,0.01328,0.00657,0.13803,0.17167,0.16083,0.94254,0.90945,0.91960 -200,200,6.92378,Instruments and Communications Equipment,847266548005.08252,,0.12485,0.19680,0.27706,0.25114,Equipment,-0.58245,0.13159,-0.00399,-0.21036,0.21093,0.13057,Instruments and Communications Equipment,0.03286,0.06679,0.05586,corporate,-0.00691,0.01409,0.00729,0.15771,0.19164,0.18071,0.94312,0.91033,0.92039 -201,201,7.39403,Intellectual Property,1681853350900.40088,,0.17644,0.18806,0.26158,0.23805,Intellectual Property,-0.72336,0.06489,-0.08200,-0.31814,0.15032,0.06302,Intellectual Property,0.03017,0.06202,0.05183,corporate,-0.00960,0.00932,0.00327,0.20662,0.23847,0.22827,0.97636,0.95980,0.96448 -204,204,7.73987,Mining and Drilling Structures,2172847115166.73730,,0.05760,0.19006,0.26679,0.24194,Structures,-0.68891,0.08844,-0.05757,-0.29179,0.17173,0.08417,Mining and Drilling Structures,0.03079,0.06363,0.05303,corporate,-0.00898,0.01093,0.00446,0.08839,0.12122,0.11062,0.93511,0.90032,0.91081 -205,205,39.00000,Nonresidential Buildings,4551150810123.36719,,0.02561,0.23078,0.34667,0.30911,Structures,-0.20043,0.34244,0.23903,0.08183,0.40252,0.34102,Nonresidential Buildings,0.04332,0.08821,0.07370,corporate,0.00354,0.03550,0.02513,0.06892,0.11381,0.09930,0.47842,0.32921,0.36757 -206,206,6.89065,Office and Residential Equipment,213260346797.01944,,0.11933,0.19623,0.27615,0.25033,Equipment,-0.59086,0.12794,-0.00844,-0.21679,0.20761,0.12672,Office and Residential Equipment,0.03269,0.06651,0.05561,corporate,-0.00709,0.01381,0.00705,0.15201,0.18584,0.17494,0.94338,0.91071,0.92073 -207,207,7.00000,Other Equipment,337069776278.42487,,0.15074,0.19964,0.28158,0.25514,Equipment,-0.54136,0.14928,0.01767,-0.17893,0.22701,0.14932,Other Equipment,0.03374,0.06818,0.05709,corporate,-0.00604,0.01548,0.00852,0.18448,0.21892,0.20783,0.94254,0.90945,0.91960 -208,208,9.94297,Other Industrial Equipment,1055995696084.39087,,0.09750,0.19735,0.27913,0.25267,Equipment,-0.57434,0.13980,0.00442,-0.20416,0.21839,0.13785,Other Industrial Equipment,0.03303,0.06743,0.05633,corporate,-0.00674,0.01473,0.00777,0.13053,0.16492,0.15383,0.91735,0.87462,0.88737 -209,209,13.87951,Other Structures,1869521468512.13208,,0.02290,0.19175,0.27221,0.24603,Structures,-0.66101,0.11172,-0.03302,-0.27045,0.19288,0.10543,Other Structures,0.03131,0.06529,0.05429,corporate,-0.00847,0.01259,0.00572,0.05420,0.08819,0.07719,0.88498,0.83067,0.84650 -210,210,27.50000,Residential Buildings,333776621894.00000,,0.01631,0.21447,0.32299,0.28739,Structures,-0.35779,0.28325,0.16312,-0.03853,0.34874,0.27528,Residential Buildings,0.03830,0.08092,0.06701,corporate,-0.00148,0.02822,0.01845,0.05461,0.09724,0.08332,0.57872,0.42718,0.46827 -211,211,6.52644,Transportation Equipment,965295059837.32141,,0.14020,0.19589,0.27546,0.24976,Equipment,-0.59599,0.12511,-0.01163,-0.22072,0.20505,0.12395,Transportation Equipment,0.03258,0.06629,0.05544,corporate,-0.00719,0.01359,0.00687,0.17278,0.20650,0.19564,0.94564,0.91492,0.92431 +198,198,3.64718,Computers and Software,398439404770.52747,,0.41304,0.50696,0.60657,0.57463,Equipment,0.59468,0.65512,0.63911,0.68999,0.68663,0.68748,Computers and Software,0.12829,0.16817,0.15539,corporate,0.08852,0.11547,0.10683,0.54133,0.58121,0.56843,0.96490,0.94325,0.95001 +199,199,7.00000,Industrial Machinery,754098089405.10413,,0.10569,0.28345,0.37865,0.34803,Equipment,0.12639,0.40844,0.34540,0.33181,0.46248,0.43313,Industrial Machinery,0.05952,0.09805,0.08567,corporate,0.01975,0.04534,0.03711,0.16521,0.20374,0.19136,0.94254,0.90945,0.91960 +200,200,6.92378,Instruments and Communications Equipment,847266548005.08252,,0.12485,0.29787,0.39363,0.36284,Equipment,0.18700,0.43500,0.37847,0.37816,0.48663,0.46177,Instruments and Communications Equipment,0.06396,0.10266,0.09023,corporate,0.02419,0.04996,0.04166,0.18881,0.22750,0.21508,0.94312,0.91033,0.92039 +201,201,7.39403,Intellectual Property,1681853350900.40088,,0.17644,0.32875,0.42046,0.39111,Intellectual Property,0.29214,0.47705,0.43310,0.45858,0.52483,0.50908,Intellectual Property,0.07346,0.11091,0.09892,corporate,0.03369,0.05821,0.05036,0.24990,0.28735,0.27537,0.97636,0.95980,0.96448 +204,204,7.73987,Mining and Drilling Structures,2172847115166.73730,,0.05760,0.24676,0.34039,0.31025,Structures,-0.07811,0.32772,0.24263,0.17539,0.38915,0.34414,Mining and Drilling Structures,0.04823,0.08627,0.07405,corporate,0.00846,0.03357,0.02548,0.10583,0.14387,0.13164,0.93511,0.90032,0.91081 +205,205,39.00000,Nonresidential Buildings,4551150810123.36719,,0.02561,0.24879,0.36592,0.32816,Structures,-0.06427,0.38384,0.29509,0.18597,0.44013,0.38956,Nonresidential Buildings,0.04886,0.09413,0.07956,corporate,0.00909,0.04143,0.03099,0.07447,0.11974,0.10516,0.47842,0.32921,0.36757 +206,206,6.89065,Office and Residential Equipment,213260346797.01944,,0.11933,0.29367,0.38922,0.35850,Equipment,0.17022,0.42744,0.36912,0.36533,0.47975,0.45367,Office and Residential Equipment,0.06267,0.10130,0.08889,corporate,0.02289,0.04860,0.04033,0.18199,0.22063,0.20822,0.94338,0.91071,0.92073 +207,207,7.00000,Other Equipment,337069776278.42487,,0.15074,0.31771,0.41447,0.38337,Equipment,0.25782,0.46822,0.41913,0.43233,0.51680,0.49698,Other Equipment,0.07006,0.10907,0.09655,corporate,0.03029,0.05637,0.04798,0.22081,0.25981,0.24729,0.94254,0.90945,0.91960 +208,208,9.94297,Other Industrial Equipment,1055995696084.39087,,0.09750,0.27906,0.37573,0.34462,Equipment,0.10609,0.40297,0.33728,0.31628,0.45752,0.42610,Other Industrial Equipment,0.05817,0.09715,0.08462,corporate,0.01840,0.04445,0.03606,0.15567,0.19465,0.18212,0.91735,0.87462,0.88737 +209,209,13.87951,Other Structures,1869521468512.13208,,0.02290,0.22348,0.31935,0.28842,Structures,-0.26615,0.27319,0.16707,0.03157,0.33960,0.27870,Other Structures,0.04107,0.07980,0.06733,corporate,0.00130,0.02710,0.01876,0.06397,0.10270,0.09023,0.88498,0.83067,0.84650 +210,210,27.50000,Residential Buildings,333776621894.00000,,0.01631,0.23250,0.34522,0.30862,Structures,-0.18597,0.33910,0.23747,0.09289,0.39948,0.33966,Residential Buildings,0.04385,0.08776,0.07354,corporate,0.00407,0.03506,0.02498,0.06016,0.10407,0.08986,0.57872,0.42718,0.46827 +211,211,6.52644,Transportation Equipment,965295059837.32141,,0.14020,0.30808,0.40341,0.37277,Equipment,0.22504,0.45110,0.39881,0.40726,0.50125,0.47939,Transportation Equipment,0.06710,0.10567,0.09328,corporate,0.02733,0.05297,0.04472,0.20730,0.24587,0.23348,0.94564,0.91492,0.92431 212,212,3.75970,Computers and Software,133772595225.18484,,0.41707,0.19949,0.17457,0.18178,Equipment,0.19048,0.10935,0.12797,0.19048,0.10935,0.12797,Computers and Software,0.04331,0.05917,0.05457,non-corporate,0.00825,0.00647,0.00698,0.46038,0.47625,0.47164,0.95672,0.94614,0.94917 213,213,7.00000,Industrial Machinery,170693910597.87476,,0.10585,0.18942,0.16236,0.17017,Equipment,0.14042,0.06076,0.07885,0.14042,0.06076,0.07885,Industrial Machinery,0.04079,0.05611,0.05166,non-corporate,0.00573,0.00341,0.00407,0.14664,0.16196,0.15751,0.93090,0.91504,0.91954 214,214,6.92834,Instruments and Communications Equipment,352265040695.39178,,0.13114,0.19103,0.16432,0.17204,Equipment,0.14880,0.06893,0.08710,0.14880,0.06893,0.08710,Instruments and Communications Equipment,0.04119,0.05660,0.05212,non-corporate,0.00613,0.00390,0.00454,0.17232,0.18774,0.18326,0.93155,0.91582,0.92029 @@ -221,9 +221,9 @@ 223,223,14.34493,Other Structures,598505528799.12842,,0.02518,0.18786,0.16117,0.16886,Structures,0.13209,0.05575,0.07294,0.13209,0.05575,0.07294,Other Structures,0.04039,0.05581,0.05133,non-corporate,0.00534,0.00311,0.00374,0.06558,0.08099,0.07651,0.86476,0.83970,0.84662 224,224,27.50000,Residential Buildings,1251223923087.89990,,0.01631,0.20585,0.18714,0.19246,Structures,0.21925,0.15436,0.16872,0.21925,0.15436,0.16872,Residential Buildings,0.04490,0.06232,0.05724,non-corporate,0.00985,0.00962,0.00966,0.06122,0.07863,0.07356,0.51943,0.44928,0.46804 225,225,5.67042,Transportation Equipment,319214520353.45972,,0.15422,0.18987,0.16277,0.17060,Equipment,0.14279,0.06248,0.08076,0.14279,0.06248,0.08076,Transportation Equipment,0.04090,0.05621,0.05177,non-corporate,0.00584,0.00351,0.00418,0.19512,0.21044,0.20599,0.94294,0.92962,0.93342 -226,226,7.26837,Equipment,4571424921177.87109,,0.14538,0.19771,0.27869,0.25253,Equipment,-0.56909,0.13804,0.00368,-0.20014,0.21679,0.13721,Equipment,0.03314,0.06729,0.05629,corporate,-0.00663,0.01459,0.00772,0.17852,0.21267,0.20167,0.93947,0.90573,0.91600 -230,230,25.70088,Structures,8927296015696.23438,,0.03248,0.21209,0.31075,0.27874,Structures,-0.38425,0.24825,0.12852,-0.05877,0.31693,0.24532,Structures,0.03757,0.07715,0.06435,corporate,-0.00221,0.02445,0.01579,0.07004,0.10963,0.09683,0.67847,0.57689,0.60385 +226,226,7.26837,Equipment,4571424921177.87109,,0.14538,0.31279,0.40898,0.37806,Equipment,0.24144,0.45985,0.40912,0.41980,0.50921,0.48831,Equipment,0.06855,0.10738,0.09491,corporate,0.02878,0.05468,0.04635,0.21393,0.25276,0.24029,0.93947,0.90573,0.91600 +230,230,25.70088,Structures,8927296015696.23438,,0.03248,0.24239,0.34918,0.31475,Structures,-0.10902,0.34816,0.25652,0.15175,0.40772,0.35617,Structures,0.04689,0.08898,0.07543,corporate,0.00712,0.03628,0.02687,0.07937,0.12146,0.10791,0.67847,0.57689,0.60385 231,231,6.51570,Equipment,1610127359593.29712,,0.15633,0.19129,0.16462,0.17233,Equipment,0.15018,0.07015,0.08837,0.15018,0.07015,0.08837,Equipment,0.04125,0.05668,0.05220,non-corporate,0.00620,0.00398,0.00461,0.19759,0.21301,0.20853,0.93485,0.91990,0.92414 235,235,31.07440,Structures,5050149173901.45020,,0.02496,0.20809,0.18883,0.19435,Structures,0.22889,0.16009,0.17556,0.22889,0.16009,0.17556,Structures,0.04547,0.06275,0.05772,non-corporate,0.01041,0.01004,0.01013,0.07042,0.08770,0.08267,0.53247,0.47277,0.48852 -236,236,38.79367,Overall,20307631178754.23438,,0.06162,0.21265,0.31028,0.27880,Overall,-0.37789,0.24685,0.12877,-0.05390,0.31566,0.24554,Overall,0.03774,0.07701,0.06437,corporate,-0.00203,0.02431,0.01581,0.09936,0.13863,0.12599,0.59060,0.53698,0.55153 +236,236,38.79367,Overall,20307631178754.23438,,0.06162,0.26353,0.36967,0.33556,Overall,0.02610,0.39128,0.31471,0.25509,0.44690,0.40656,Overall,0.05339,0.09528,0.08183,corporate,0.01362,0.04258,0.03327,0.11501,0.15690,0.14345,0.59060,0.53698,0.55153 237,237,68.60454,Overall,17036588368688.33008,,0.02639,0.21218,0.19387,0.19916,Overall,0.24585,0.17665,0.19240,0.24585,0.17665,0.19240,Overall,0.04649,0.06401,0.05892,non-corporate,0.01143,0.01131,0.01134,0.07288,0.09040,0.08531,0.26833,0.24907,0.25418 diff --git a/example_output/reform_byindustry_expected.csv b/example_output/reform_byindustry_expected.csv index 512e3aff..cefc1d1d 100644 --- a/example_output/reform_byindustry_expected.csv +++ b/example_output/reform_byindustry_expected.csv @@ -1,66 +1,66 @@ ,index,Industry,Y,assets,bea_ind_code,delta,eatr_d,eatr_e,eatr_mix,major_industry,metr_d,metr_e,metr_mix,mettr_d,mettr_e,mettr_mix,rho_d,rho_e,rho_mix,tax_treat,tax_wedge_d,tax_wedge_e,tax_wedge_mix,ucc_d,ucc_e,ucc_mix,z_d,z_e,z_mix -0,0,Accommodation,66.19342,251468621610.90228,7210,0.02163,0.23006,0.34566,0.30845,Accommodation and food services,-0.20663,0.34013,0.23694,0.07709,0.40042,0.33921,0.04310,0.08790,0.07349,corporate,0.00332,0.03519,0.02493,0.06472,0.10952,0.09512,0.27697,0.20591,0.22426 -1,1,Food services and drinking places,44.78708,170870560831.60550,7220,0.05189,0.22162,0.32800,0.29368,Accommodation and food services,-0.28400,0.29664,0.18663,0.01791,0.36090,0.29564,0.04050,0.08246,0.06895,corporate,0.00073,0.02976,0.02038,0.09239,0.13435,0.12084,0.49522,0.41767,0.43807 -2,2,Administrative and support services,21.90018,106492097790.52309,5610,0.14921,0.20894,0.30156,0.27167,Administrative and waste management services,-0.42088,0.21964,0.09803,-0.08678,0.29094,0.21892,0.03660,0.07432,0.06218,corporate,-0.00318,0.02162,0.01361,0.18580,0.22353,0.21138,0.75009,0.69149,0.70733 -3,3,Waste management and remediation services,30.79958,69464866307.19232,5620,0.04823,0.20592,0.29860,0.26861,Administrative and waste management services,-0.45784,0.20997,0.08416,-0.11506,0.28215,0.20691,0.03567,0.07342,0.06123,corporate,-0.00410,0.02071,0.01267,0.08390,0.12164,0.10946,0.69514,0.63573,0.65221 -4,4,Farms,56.63261,359601192716.54291,110C,0.03762,0.21676,0.31718,0.28489,"Agriculture, forestry, fishing, and hunting",-0.33327,0.26705,0.15341,-0.01978,0.33401,0.26688,0.03900,0.07913,0.06624,corporate,-0.00077,0.02643,0.01768,0.07662,0.11675,0.10386,0.44806,0.42252,0.42994 -5,5,"Forestry, fishing, and related activities",58.69871,34352705962.83144,113F,0.04638,0.21807,0.32199,0.28859,"Agriculture, forestry, fishing, and hunting",-0.31956,0.28051,0.16772,-0.00929,0.34625,0.27927,0.03941,0.08061,0.06738,corporate,-0.00037,0.02791,0.01882,0.08579,0.12699,0.11376,0.40452,0.37541,0.38351 -6,6,"Performing arts, spectator sports, museums, and related activities",26.45100,79922779339.33067,711A,0.07496,0.20875,0.30432,0.27349,"Arts, entertainment, and recreation",-0.42314,0.22848,0.10609,-0.08851,0.29897,0.22590,0.03654,0.07518,0.06274,corporate,-0.00323,0.02248,0.01417,0.11150,0.15013,0.13769,0.72417,0.65450,0.67346 -7,7,"Amusements, gambling, and recreation industries",36.30666,103100531850.12755,7130,0.04042,0.20800,0.30223,0.27184,"Arts, entertainment, and recreation",-0.43218,0.22183,0.09878,-0.09543,0.29293,0.21957,0.03631,0.07453,0.06223,corporate,-0.00346,0.02183,0.01366,0.07673,0.11495,0.10265,0.62187,0.57785,0.59010 -8,8,Construction,50.93484,167674309864.19751,2300,0.06772,0.21722,0.31789,0.28553,Construction,-0.32842,0.26908,0.15593,-0.01607,0.33586,0.26906,0.03914,0.07935,0.06644,corporate,-0.00063,0.02665,0.01788,0.10687,0.14708,0.13416,0.48106,0.44994,0.45861 -9,9,Educational services,34.22480,321852335173.16290,6100,0.04393,0.22022,0.32875,0.29351,Educational services,-0.29780,0.29861,0.18601,0.00736,0.36269,0.29510,0.04007,0.08269,0.06890,corporate,0.00029,0.02999,0.02033,0.08400,0.12663,0.11283,0.54996,0.42239,0.45540 -10,10,Credit intermediation and related activities,22.91675,742471769336.48633,5220,0.11423,0.21337,0.31055,0.27914,Finance and insurance,-0.36983,0.24764,0.13017,-0.04774,0.31638,0.24675,0.03796,0.07709,0.06447,corporate,-0.00181,0.02439,0.01591,0.15219,0.19132,0.17870,0.71761,0.63722,0.65863 -11,11,"Securities, commodity contracts, and investments",54.61699,117288646632.75099,5230,0.05913,0.22440,0.33388,0.29861,Finance and insurance,-0.25747,0.31174,0.20415,0.03820,0.37462,0.31081,0.04135,0.08427,0.07047,corporate,0.00158,0.03157,0.02190,0.10049,0.14340,0.12960,0.40029,0.33218,0.34993 -12,12,Insurance carriers and related activities,29.98132,242704259871.50098,5240,0.11475,0.21940,0.32269,0.28931,Finance and insurance,-0.30601,0.28242,0.17044,0.00108,0.34798,0.28162,0.03982,0.08083,0.06760,corporate,0.00004,0.02813,0.01904,0.15456,0.19557,0.18235,0.62568,0.52977,0.55481 -13,13,"Funds, trusts, and other financial vehicles",54.39351,34266597921.94995,5250,0.02110,0.22962,0.34540,0.30800,Finance and insurance,-0.21044,0.33951,0.23547,0.07417,0.39986,0.33794,0.04296,0.08781,0.07335,corporate,0.00319,0.03511,0.02479,0.06406,0.10891,0.09445,0.36151,0.25453,0.28205 -14,14,Ambulatory health care services,27.21407,187676386626.35760,6210,0.07631,0.21581,0.31673,0.28406,Health care and social assistance,-0.34326,0.26577,0.15015,-0.02741,0.33285,0.26405,0.03871,0.07899,0.06599,corporate,-0.00106,0.02629,0.01742,0.11503,0.15531,0.14230,0.65992,0.56431,0.58952 -15,15,Hospitals,33.81604,476870682069.54419,622H,0.05038,0.21857,0.32485,0.29037,Health care and social assistance,-0.31446,0.28827,0.17444,-0.00538,0.35329,0.28508,0.03956,0.08149,0.06793,corporate,-0.00021,0.02879,0.01937,0.08994,0.13187,0.11831,0.57024,0.45656,0.48615 -16,16,Nursing and residential care facilities,30.33509,45367688456.12007,6230,0.04907,0.21815,0.32335,0.28922,Health care and social assistance,-0.31881,0.28422,0.17009,-0.00872,0.34962,0.28132,0.03943,0.08103,0.06757,corporate,-0.00034,0.02833,0.01901,0.08850,0.13010,0.11664,0.60323,0.48560,0.51625 -17,17,Social assistance,34.19701,32821172821.68540,6240,0.05176,0.21826,0.32257,0.28880,Health care and social assistance,-0.31765,0.28210,0.16852,-0.00782,0.34769,0.27996,0.03946,0.08079,0.06745,corporate,-0.00031,0.02809,0.01888,0.09123,0.13255,0.11921,0.58120,0.48063,0.50694 -18,18,Publishing industries (including software),25.89745,205722166040.08698,5110,0.14041,0.21095,0.30618,0.27556,Information,-0.39733,0.23429,0.11506,-0.06877,0.30425,0.23367,0.03721,0.07575,0.06337,corporate,-0.00256,0.02305,0.01481,0.17762,0.21616,0.20378,0.73159,0.67231,0.68838 -19,19,Motion picture and sound recording industries,20.76147,275276618185.14124,5120,0.10233,0.20809,0.30212,0.27198,Information,-0.43115,0.22146,0.09943,-0.09464,0.29260,0.22013,0.03633,0.07450,0.06227,corporate,-0.00344,0.02180,0.01371,0.13866,0.17683,0.16460,0.82303,0.75753,0.77564 -20,20,Broadcasting and telecommunications,17.19061,1290507877813.33496,5130,0.07035,0.19958,0.28568,0.25779,Information,-0.54224,0.16473,0.03153,-0.17961,0.24104,0.16133,0.03372,0.06944,0.05791,corporate,-0.00606,0.01674,0.00934,0.10406,0.13978,0.12825,0.83773,0.78239,0.79820 -21,21,Information and data processing services,13.10574,118194411065.61374,5140,0.21016,0.20035,0.28420,0.25719,Information,-0.53154,0.15922,0.02842,-0.17142,0.23604,0.15864,0.03395,0.06898,0.05772,corporate,-0.00582,0.01628,0.00916,0.24411,0.27914,0.26788,0.86497,0.82766,0.83795 -22,22,Management of companies and enterprises,44.32188,424413435043.75659,5500,0.07542,0.22238,0.32995,0.29524,Management of companies and enterprises,-0.27658,0.30173,0.19225,0.02358,0.36553,0.30051,0.04073,0.08306,0.06943,corporate,0.00096,0.03036,0.02086,0.11616,0.15849,0.14485,0.48744,0.40143,0.42376 -23,23,"Food, beverage, and tobacco products",42.79805,382744557828.22290,311A,0.06063,0.21915,0.32015,0.28764,Manufacturing,-0.30859,0.27541,0.16408,-0.00089,0.34162,0.27612,0.03974,0.08005,0.06709,corporate,-0.00004,0.02734,0.01852,0.10037,0.14067,0.12772,0.54128,0.48491,0.49999 -24,24,Textile mills and textile product mills,37.17402,39763433350.66293,313T,0.05621,0.22158,0.32509,0.29170,Manufacturing,-0.28436,0.28892,0.17939,0.01763,0.35389,0.28937,0.04049,0.08157,0.06834,corporate,0.00071,0.02886,0.01978,0.09670,0.13778,0.12455,0.56978,0.48607,0.50810 -25,25,Apparel and leather and allied products,56.66281,23802489967.04707,315A,0.03920,0.22853,0.33704,0.30215,Manufacturing,-0.21994,0.31960,0.21625,0.06691,0.38176,0.32129,0.04262,0.08524,0.07155,corporate,0.00285,0.03254,0.02299,0.08182,0.12444,0.11075,0.38864,0.32604,0.34238 -26,26,Wood products,48.66972,45996624948.89117,3210,0.04991,0.22308,0.32833,0.29446,Manufacturing,-0.26992,0.29752,0.18944,0.02868,0.36170,0.29807,0.04095,0.08256,0.06919,corporate,0.00117,0.02986,0.02062,0.09086,0.13248,0.11910,0.47175,0.40870,0.42535 -27,27,Paper products,32.30789,129541595783.70657,3220,0.07437,0.21273,0.30817,0.27742,Manufacturing,-0.37700,0.24045,0.12298,-0.05322,0.30985,0.24052,0.03776,0.07636,0.06394,corporate,-0.00201,0.02366,0.01538,0.11214,0.15073,0.13832,0.65430,0.59873,0.61377 -28,28,Printing and related support activities,27.31311,49933189821.85918,3230,0.08738,0.21203,0.30676,0.27621,Manufacturing,-0.38490,0.23609,0.11786,-0.05926,0.30588,0.23609,0.03755,0.07592,0.06357,corporate,-0.00223,0.02322,0.01501,0.12493,0.16331,0.15096,0.69690,0.63354,0.65055 -29,29,Petroleum and coal products,59.57314,329428164622.01349,3240,0.04248,0.22127,0.32652,0.29271,Manufacturing,-0.28741,0.29273,0.18309,0.01530,0.35735,0.29258,0.04039,0.08201,0.06865,corporate,0.00062,0.02930,0.02009,0.08287,0.12448,0.11113,0.38831,0.35372,0.36308 -30,30,Chemical products,25.25661,863500170455.36816,3250,0.08141,0.20126,0.28590,0.25872,Manufacturing,-0.51898,0.16555,0.03627,-0.16181,0.24179,0.16544,0.03423,0.06951,0.05819,corporate,-0.00554,0.01681,0.00963,0.11564,0.15091,0.13960,0.75588,0.72774,0.73525 -31,31,Plastics and rubber products,35.77905,110331312312.70663,3260,0.07510,0.21422,0.31033,0.27939,Manufacturing,-0.36046,0.24698,0.13122,-0.04057,0.31578,0.24766,0.03822,0.07702,0.06455,corporate,-0.00155,0.02432,0.01599,0.11332,0.15212,0.13965,0.62236,0.57173,0.58540 -32,32,Nonmetallic mineral products,49.77944,116582519996.16560,3270,0.05528,0.21934,0.32226,0.28916,Manufacturing,-0.30658,0.28124,0.16988,0.00064,0.34691,0.28114,0.03980,0.08070,0.06756,corporate,0.00003,0.02799,0.01899,0.09508,0.13598,0.12284,0.47670,0.42937,0.44204 -33,33,Primary metals,39.02286,186378975799.42520,3310,0.06098,0.21847,0.31883,0.28650,Manufacturing,-0.31546,0.27173,0.15969,-0.00615,0.33827,0.27231,0.03953,0.07964,0.06674,corporate,-0.00024,0.02694,0.01817,0.10051,0.14062,0.12771,0.57585,0.51384,0.53049 -34,34,Fabricated metal products,36.46005,185026333665.73004,3320,0.07307,0.21597,0.31373,0.28225,Manufacturing,-0.34154,0.25710,0.14291,-0.02610,0.32497,0.25778,0.03876,0.07807,0.06543,corporate,-0.00101,0.02537,0.01687,0.11183,0.15114,0.13850,0.60956,0.55459,0.56944 -35,35,Machinery,38.17436,272319888397.28802,3330,0.08052,0.21393,0.30953,0.27879,Manufacturing,-0.36363,0.24459,0.12873,-0.04299,0.31361,0.24550,0.03813,0.07678,0.06437,corporate,-0.00164,0.02408,0.01580,0.11865,0.15730,0.14489,0.60648,0.56249,0.57432 -36,36,Computer and electronic products,26.26678,503974938260.46338,3340,0.14992,0.20668,0.29638,0.26752,Manufacturing,-0.44846,0.20256,0.07914,-0.10788,0.27542,0.20256,0.03590,0.07273,0.06090,corporate,-0.00387,0.02003,0.01234,0.18582,0.22265,0.21082,0.72480,0.67946,0.69152 -37,37,"Electrical equipment, appliances, and components",46.30998,97409347475.05879,3350,0.06863,0.21843,0.31832,0.28622,Manufacturing,-0.31590,0.27030,0.15861,-0.00649,0.33697,0.27138,0.03952,0.07948,0.06665,corporate,-0.00026,0.02678,0.01809,0.10814,0.14811,0.13528,0.51869,0.47210,0.48441 -38,38,"Motor vehicles, bodies and trailers, and parts",35.25214,238664334578.38879,336M,0.10965,0.21289,0.30761,0.27714,Manufacturing,-0.37517,0.23872,0.12180,-0.05182,0.30828,0.23950,0.03781,0.07619,0.06386,corporate,-0.00196,0.02349,0.01529,0.14747,0.18584,0.17351,0.63580,0.59122,0.60331 -39,39,Other transportation equipment,49.50530,222225359206.18329,336O,0.07733,0.21983,0.32003,0.28786,Manufacturing,-0.30170,0.27509,0.16494,0.00437,0.34132,0.27686,0.03995,0.08001,0.06716,corporate,0.00017,0.02731,0.01859,0.11728,0.15734,0.14449,0.49018,0.45078,0.46122 -40,40,Furniture and related products,43.14781,27298970230.41120,3370,0.06489,0.22057,0.32284,0.28992,Manufacturing,-0.29434,0.28284,0.17275,0.01000,0.34836,0.28362,0.04017,0.08087,0.06779,corporate,0.00040,0.02817,0.01923,0.10506,0.14576,0.13268,0.53103,0.46878,0.48523 -41,41,Miscellaneous manufacturing,39.11052,132809342156.77454,338A,0.08377,0.21303,0.30788,0.27741,Manufacturing,-0.37366,0.23956,0.12294,-0.05067,0.30904,0.24049,0.03786,0.07627,0.06394,corporate,-0.00192,0.02357,0.01538,0.12163,0.16004,0.14771,0.60204,0.56147,0.57224 -42,42,Oil and gas extraction,8.69835,1206378685719.62354,2110,0.07337,0.19315,0.27168,0.24631,Mining,-0.63832,0.10950,-0.03142,-0.25309,0.19086,0.10682,0.03174,0.06513,0.05437,corporate,-0.00803,0.01243,0.00581,0.10511,0.13850,0.12774,0.91235,0.87902,0.88885 -43,43,"Mining, except oil and gas",31.00869,190223523014.26080,2120,0.05531,0.20719,0.29927,0.26957,Mining,-0.44206,0.21218,0.08856,-0.10298,0.28416,0.21072,0.03606,0.07362,0.06153,corporate,-0.00371,0.02092,0.01297,0.09137,0.12894,0.11684,0.67716,0.63290,0.64529 -44,44,Support activities for mining,14.80506,120225750256.28439,2130,0.09587,0.19982,0.28373,0.25664,Mining,-0.53887,0.15748,0.02553,-0.17703,0.23445,0.15613,0.03379,0.06884,0.05755,corporate,-0.00598,0.01614,0.00899,0.12966,0.16471,0.15342,0.85450,0.81579,0.82711 -45,45,"Other services, except government",38.49273,227393671624.08221,8100,0.04298,0.21669,0.32092,0.28711,"Other services, except government",-0.33401,0.27754,0.16207,-0.02034,0.34355,0.27437,0.03898,0.08028,0.06693,corporate,-0.00079,0.02758,0.01836,0.08196,0.12327,0.10991,0.56670,0.46760,0.49387 -46,46,Legal services,28.84422,20028299847.23765,5411,0.10067,0.21835,0.32079,0.28767,"Professional, scientific, and technical services",-0.31667,0.27719,0.16420,-0.00707,0.34323,0.27622,0.03949,0.08024,0.06710,corporate,-0.00028,0.02754,0.01853,0.14016,0.18091,0.16776,0.64225,0.54861,0.57325 -47,47,"Miscellaneous professional, scientific, and technical services",19.64137,249009155856.58878,5412,0.14708,0.20524,0.29406,0.26545,"Professional, scientific, and technical services",-0.46652,0.19466,0.06937,-0.12169,0.26824,0.19409,0.03546,0.07202,0.06026,corporate,-0.00431,0.01932,0.01170,0.18254,0.21910,0.20734,0.78540,0.73566,0.74908 -48,48,Computer systems design and related services,22.08806,42903264705.68482,5415,0.20021,0.21444,0.31083,0.27974,"Professional, scientific, and technical services",-0.35809,0.24850,0.13268,-0.03876,0.31717,0.24892,0.03829,0.07718,0.06466,corporate,-0.00148,0.02448,0.01610,0.23850,0.27739,0.26487,0.73802,0.67290,0.69036 -49,49,Real estate,84.50235,2545926908840.65576,5310,0.00522,0.22835,0.34518,0.30764,Real estate and rental and leasing,-0.22153,0.33901,0.23432,0.06570,0.39940,0.33694,0.04257,0.08775,0.07324,corporate,0.00280,0.03505,0.02468,0.04779,0.09296,0.07846,0.12593,0.09398,0.10250 -50,50,Rental and leasing services and lessors of intangible assets,12.60970,248115752512.01251,5320,0.13613,0.19994,0.28338,0.25646,Real estate and rental and leasing,-0.53725,0.15615,0.02463,-0.17579,0.23325,0.15536,0.03383,0.06873,0.05750,corporate,-0.00595,0.01603,0.00893,0.16996,0.20487,0.19363,0.87555,0.84250,0.85229 -51,51,Retail trade,59.09235,1608593695005.15381,44RT,0.03643,0.22844,0.33985,0.30398,Retail trade,-0.22071,0.32642,0.22237,0.06632,0.38796,0.32659,0.04260,0.08611,0.07212,corporate,0.00283,0.03341,0.02355,0.07903,0.12254,0.10855,0.35371,0.28466,0.30264 -52,52,Air transportation,14.66966,190656359022.74890,4810,0.07385,0.20044,0.28627,0.25851,Transportation and warehousing,-0.53028,0.16694,0.03522,-0.17046,0.24305,0.16453,0.03398,0.06962,0.05813,corporate,-0.00579,0.01692,0.00956,0.10783,0.14348,0.13198,0.82935,0.77485,0.78990 -53,53,Railroad transportation,14.87954,331352975210.21057,4820,0.03044,0.19206,0.27208,0.24612,Transportation and warehousing,-0.65584,0.11120,-0.03250,-0.26649,0.19241,0.10588,0.03140,0.06526,0.05431,corporate,-0.00837,0.01256,0.00575,0.06184,0.09569,0.08475,0.87334,0.82943,0.84234 -54,54,Water transportation,17.09966,36714023796.14972,4830,0.06970,0.20145,0.28814,0.26008,Transportation and warehousing,-0.51637,0.17377,0.04317,-0.15982,0.24926,0.17141,0.03429,0.07020,0.05861,corporate,-0.00548,0.01750,0.01005,0.10399,0.13990,0.12831,0.82474,0.77067,0.78603 -55,55,Truck transportation,20.61584,108471874449.86627,4840,0.12901,0.20616,0.29562,0.26678,Transportation and warehousing,-0.45488,0.19997,0.07567,-0.11279,0.27306,0.19955,0.03574,0.07250,0.06067,corporate,-0.00403,0.01980,0.01211,0.16475,0.20150,0.18968,0.78057,0.73818,0.75012 -56,56,Transit and ground passenger transportation,25.85441,35034660346.86049,4850,0.08027,0.21380,0.31256,0.28060,Transportation and warehousing,-0.36509,0.25365,0.13621,-0.04411,0.32184,0.25198,0.03809,0.07771,0.06492,corporate,-0.00168,0.02501,0.01636,0.11837,0.15799,0.14520,0.68289,0.59443,0.61789 -57,57,Pipeline transportation,8.41826,169678725932.06000,4860,0.05383,0.19206,0.27019,0.24492,Transportation and warehousing,-0.65585,0.10318,-0.03957,-0.26650,0.18512,0.09976,0.03140,0.06467,0.05395,corporate,-0.00837,0.01197,0.00538,0.08523,0.11850,0.10777,0.91309,0.87662,0.88727 -58,58,Other transportation and support activities,23.59937,110872018726.73232,487S,0.06367,0.20375,0.29364,0.26455,Transportation and warehousing,-0.48571,0.19320,0.06509,-0.13637,0.26692,0.19039,0.03500,0.07189,0.05998,corporate,-0.00477,0.01919,0.01142,0.09867,0.13556,0.12365,0.75550,0.69719,0.71336 -59,59,Warehousing and storage,40.27303,33575803410.77195,4930,0.04356,0.22257,0.33108,0.29597,Transportation and warehousing,-0.27477,0.30463,0.19486,0.02497,0.36816,0.30277,0.04079,0.08341,0.06965,corporate,0.00102,0.03071,0.02109,0.08435,0.12697,0.11321,0.51179,0.40614,0.43361 -60,60,Utilities,15.06813,2043225324419.22656,2200,0.04186,0.19498,0.27734,0.25060,Utilities,-0.60978,0.13269,-0.00696,-0.23126,0.21194,0.12800,0.03230,0.06687,0.05569,corporate,-0.00747,0.01417,0.00713,0.07416,0.10874,0.09755,0.86705,0.81474,0.82999 -61,61,Wholesale trade,62.56787,973137443870.90881,4200,0.05422,0.22768,0.33513,0.30063,Wholesale trade,-0.22748,0.31487,0.21110,0.06114,0.37747,0.31683,0.04236,0.08466,0.07109,corporate,0.00259,0.03195,0.02252,0.09659,0.13888,0.12531,0.34924,0.31058,0.32086 +0,0,Accommodation,66.19342,251468621610.90228,7210,0.02163,0.24560,0.36256,0.32501,Accommodation and food services,-0.08609,0.37699,0.28639,0.16928,0.43391,0.38203,0.04788,0.09310,0.07859,corporate,0.00810,0.04040,0.03002,0.06951,0.11473,0.10022,0.27697,0.20591,0.22426 +1,1,Food services and drinking places,44.78708,170870560831.60550,7220,0.05189,0.26180,0.37321,0.33739,Accommodation and food services,0.01628,0.39818,0.31940,0.24759,0.45316,0.41062,0.05286,0.09637,0.08240,corporate,0.01309,0.04367,0.03383,0.10475,0.14826,0.13429,0.49522,0.41767,0.43807 +2,2,Administrative and support services,21.90018,106492097790.52309,5610,0.14921,0.32228,0.42544,0.39228,Administrative and waste management services,0.27243,0.48419,0.43517,0.44351,0.53132,0.51087,0.07147,0.11244,0.09929,corporate,0.03170,0.05974,0.05072,0.22068,0.26165,0.24849,0.75009,0.69149,0.70733 +3,3,Waste management and remediation services,30.79958,69464866307.19232,5620,0.04823,0.24975,0.35295,0.31973,Administrative and waste management services,-0.05790,0.35655,0.27133,0.19085,0.41534,0.36899,0.04915,0.09014,0.07696,corporate,0.00938,0.03744,0.02840,0.09738,0.13837,0.12519,0.69514,0.63573,0.65221 +4,4,Farms,56.63261,359601192716.54291,110C,0.03762,0.25002,0.35775,0.32319,"Agriculture, forestry, fishing, and hunting",-0.05614,0.36691,0.28127,0.19219,0.42475,0.37760,0.04924,0.09161,0.07803,corporate,0.00946,0.03891,0.02946,0.08685,0.12923,0.11564,0.44806,0.42252,0.42994 +5,5,"Forestry, fishing, and related activities",58.69871,34352705962.83144,113F,0.04638,0.25588,0.36581,0.33055,"Agriculture, forestry, fishing, and hunting",-0.01882,0.38361,0.30154,0.22074,0.43993,0.39515,0.05104,0.09410,0.08029,corporate,0.01127,0.04140,0.03173,0.09742,0.14048,0.12667,0.40452,0.37541,0.38351 +6,6,"Performing arts, spectator sports, museums, and related activities",26.45100,79922779339.33067,711A,0.07496,0.27014,0.37508,0.34135,"Arts, entertainment, and recreation",0.06183,0.40174,0.32931,0.28242,0.45640,0.41920,0.05543,0.09695,0.08361,corporate,0.01565,0.04425,0.03505,0.13038,0.17190,0.15857,0.72417,0.65450,0.67346 +7,7,"Amusements, gambling, and recreation industries",36.30666,103100531850.12755,7130,0.04042,0.24552,0.34965,0.31619,"Arts, entertainment, and recreation",-0.08670,0.34923,0.26086,0.16882,0.40868,0.35993,0.04785,0.08912,0.07587,corporate,0.00808,0.03642,0.02731,0.08827,0.12954,0.11629,0.62187,0.57785,0.59010 +8,8,Construction,50.93484,167674309864.19751,2300,0.06772,0.27098,0.37890,0.34428,Construction,0.06619,0.40891,0.33647,0.28576,0.46291,0.42540,0.05569,0.09812,0.08452,corporate,0.01591,0.04542,0.03595,0.12341,0.16585,0.15224,0.48106,0.44994,0.45861 +9,9,Educational services,34.22480,321852335173.16290,6100,0.04393,0.25529,0.36801,0.33163,Educational services,-0.02245,0.38800,0.30443,0.21796,0.44392,0.39765,0.05086,0.09477,0.08062,corporate,0.01109,0.04207,0.03206,0.09479,0.13870,0.12456,0.54996,0.42239,0.45540 +10,10,Credit intermediation and related activities,22.91675,742471769336.48633,5220,0.11423,0.30039,0.40630,0.37222,Finance and insurance,0.19674,0.45567,0.39772,0.38562,0.50540,0.47844,0.06474,0.10655,0.09311,corporate,0.02496,0.05385,0.04455,0.17896,0.22078,0.20734,0.71761,0.63722,0.65863 +11,11,"Securities, commodity contracts, and investments",54.61699,117288646632.75099,5230,0.05913,0.26862,0.38189,0.34551,Finance and insurance,0.05388,0.41440,0.33942,0.27634,0.46791,0.42796,0.05496,0.09904,0.08490,corporate,0.01519,0.04634,0.03633,0.11409,0.15818,0.14403,0.40029,0.33218,0.34993 +12,12,Insurance carriers and related activities,29.98132,242704259871.50098,5240,0.11475,0.30439,0.41396,0.37870,Finance and insurance,0.21171,0.46745,0.41035,0.39706,0.51611,0.48938,0.06597,0.10891,0.09511,corporate,0.02619,0.05621,0.04654,0.18071,0.22366,0.20985,0.62568,0.52977,0.55481 +13,13,"Funds, trusts, and other financial vehicles",54.39351,34266597921.94995,5250,0.02110,0.24495,0.36202,0.32434,Finance and insurance,-0.09067,0.37586,0.28454,0.16578,0.43289,0.38043,0.04768,0.09293,0.07838,corporate,0.00790,0.04023,0.02982,0.06877,0.11402,0.09948,0.36151,0.25453,0.28205 +14,14,Ambulatory health care services,27.21407,187676386626.35760,6210,0.07631,0.27533,0.38348,0.34864,Health care and social assistance,0.08810,0.41727,0.34684,0.30252,0.47051,0.43438,0.05702,0.09953,0.08586,corporate,0.01725,0.04683,0.03730,0.13334,0.17585,0.16217,0.65992,0.56431,0.58952 +15,15,Hospitals,33.81604,476870682069.54419,622H,0.05038,0.25881,0.37017,0.33426,Health care and social assistance,-0.00114,0.39227,0.31133,0.23426,0.44780,0.40363,0.05194,0.09544,0.08143,corporate,0.01217,0.04274,0.03287,0.10232,0.14582,0.13181,0.57024,0.45656,0.48615 +16,16,Nursing and residential care facilities,30.33509,45367688456.12007,6230,0.04907,0.25764,0.36836,0.33265,Health care and social assistance,-0.00813,0.38870,0.30712,0.22891,0.44455,0.39998,0.05158,0.09488,0.08094,corporate,0.01181,0.04218,0.03237,0.10065,0.14395,0.13001,0.60323,0.48560,0.51625 +17,17,Social assistance,34.19701,32821172821.68540,6240,0.05176,0.25965,0.36983,0.33434,Health care and social assistance,0.00383,0.39161,0.31155,0.23807,0.44719,0.40382,0.05220,0.09533,0.08146,corporate,0.01243,0.04263,0.03289,0.10396,0.14709,0.13322,0.58120,0.48063,0.50694 +18,18,Publishing industries (including software),25.89745,205722166040.08698,5110,0.14041,0.31739,0.42211,0.38852,Information,0.25678,0.47945,0.42850,0.43154,0.52701,0.50510,0.06997,0.11142,0.09813,corporate,0.03019,0.05872,0.04956,0.21038,0.25183,0.23854,0.73159,0.67231,0.68838 +19,19,Motion picture and sound recording industries,20.76147,275276618185.14124,5120,0.10233,0.28907,0.39307,0.35976,Information,0.15103,0.43405,0.37186,0.35065,0.48576,0.45605,0.06125,0.10248,0.08928,corporate,0.02148,0.04978,0.04072,0.16358,0.20481,0.19161,0.82303,0.75753,0.77564 +20,20,Broadcasting and telecommunications,17.19061,1290507877813.33496,5130,0.07035,0.26142,0.36067,0.32871,Information,0.01410,0.37307,0.29659,0.24592,0.43035,0.39087,0.05274,0.09251,0.07973,corporate,0.01297,0.03981,0.03116,0.12309,0.16286,0.15007,0.83773,0.78239,0.79820 +21,21,Information and data processing services,13.10574,118194411065.61374,5140,0.21016,0.35972,0.45763,0.42620,Information,0.37342,0.52594,0.48889,0.52075,0.56925,0.55739,0.08299,0.12235,0.10972,corporate,0.04322,0.06965,0.06116,0.29315,0.33250,0.31988,0.86497,0.82766,0.83795 +22,22,Management of companies and enterprises,44.32188,424413435043.75659,5500,0.07542,0.27864,0.39078,0.35472,Management of companies and enterprises,0.10409,0.43013,0.36075,0.31475,0.48219,0.44643,0.05804,0.10178,0.08773,corporate,0.01827,0.04908,0.03916,0.13346,0.17720,0.16315,0.48744,0.40143,0.42376 +23,23,"Food, beverage, and tobacco products",42.79805,382744557828.22290,311A,0.06063,0.26729,0.37540,0.34070,Manufacturing,0.04678,0.40234,0.32769,0.27091,0.45695,0.41780,0.05455,0.09705,0.08341,corporate,0.01478,0.04434,0.03485,0.11518,0.15767,0.14404,0.54128,0.48491,0.49999 +24,24,Textile mills and textile product mills,37.17402,39763433350.66293,313T,0.05621,0.26535,0.37499,0.33975,Manufacturing,0.03622,0.40157,0.32534,0.26284,0.45624,0.41576,0.05395,0.09692,0.08312,corporate,0.01418,0.04422,0.03456,0.11017,0.15313,0.13934,0.56978,0.48607,0.50810 +25,25,Apparel and leather and allied products,56.66281,23802489967.04707,315A,0.03920,0.25888,0.37139,0.33530,Manufacturing,-0.00071,0.39466,0.31404,0.23459,0.44997,0.40597,0.05196,0.09581,0.08175,corporate,0.01219,0.04311,0.03319,0.09116,0.13501,0.12095,0.38864,0.32604,0.34238 +26,26,Wood products,48.66972,45996624948.89117,3210,0.04991,0.26204,0.37271,0.33718,Manufacturing,0.01767,0.39720,0.31886,0.24865,0.45228,0.41015,0.05294,0.09622,0.08233,corporate,0.01316,0.04352,0.03377,0.10285,0.14613,0.13225,0.47175,0.40870,0.42535 +27,27,Paper products,32.30789,129541595783.70657,3220,0.07437,0.27266,0.37747,0.34380,Manufacturing,0.07478,0.40624,0.33531,0.29233,0.46049,0.42440,0.05620,0.09768,0.08437,corporate,0.01643,0.04498,0.03581,0.13057,0.17205,0.15874,0.65430,0.59873,0.61377 +28,28,Printing and related support activities,27.31311,49933189821.85918,3230,0.08738,0.28115,0.38555,0.35200,Manufacturing,0.11587,0.42098,0.35461,0.32376,0.47388,0.44111,0.05882,0.10017,0.08689,corporate,0.01904,0.04747,0.03833,0.14620,0.18755,0.17428,0.69690,0.63354,0.65055 +29,29,Petroleum and coal products,59.57314,329428164622.01349,3240,0.04248,0.25554,0.36623,0.33073,Manufacturing,-0.02088,0.38444,0.30205,0.21917,0.44068,0.39559,0.05094,0.09422,0.08035,corporate,0.01116,0.04152,0.03179,0.09341,0.13670,0.12283,0.38831,0.35372,0.36308 +30,30,Chemical products,25.25661,863500170455.36816,3250,0.08141,0.27070,0.36903,0.33751,Manufacturing,0.06474,0.39002,0.31969,0.28465,0.44575,0.41087,0.05560,0.09508,0.08243,corporate,0.01583,0.04238,0.03387,0.13701,0.17649,0.16384,0.75588,0.72774,0.73525 +31,31,Plastics and rubber products,35.77905,110331312312.70663,3260,0.07510,0.27443,0.37960,0.34584,Manufacturing,0.08367,0.41020,0.34022,0.29913,0.46409,0.42864,0.05675,0.09834,0.08500,corporate,0.01698,0.04564,0.03643,0.13185,0.17344,0.16010,0.62236,0.57173,0.58540 +32,32,Nonmetallic mineral products,49.77944,116582519996.16560,3270,0.05528,0.26321,0.37251,0.33744,Manufacturing,0.02431,0.39682,0.31951,0.25373,0.45193,0.41071,0.05330,0.09616,0.08241,corporate,0.01352,0.04346,0.03385,0.10858,0.15144,0.13769,0.47670,0.42937,0.44204 +33,33,Primary metals,39.02286,186378975799.42520,3310,0.06098,0.26703,0.37476,0.34016,Manufacturing,0.04536,0.40113,0.32636,0.26983,0.45585,0.41664,0.05447,0.09685,0.08325,corporate,0.01470,0.04415,0.03469,0.11545,0.15782,0.14422,0.57585,0.51384,0.53049 +34,34,Fabricated metal products,36.46005,185026333665.73004,3320,0.07307,0.27404,0.38020,0.34611,Manufacturing,0.08170,0.41131,0.34086,0.29762,0.46509,0.42920,0.05663,0.09852,0.08508,corporate,0.01685,0.04582,0.03652,0.12970,0.17160,0.15815,0.60956,0.55459,0.56944 +35,35,Machinery,38.17436,272319888397.28802,3330,0.08052,0.27824,0.38309,0.34945,Manufacturing,0.10221,0.41656,0.34873,0.31331,0.46987,0.43601,0.05792,0.09941,0.08611,corporate,0.01815,0.04671,0.03754,0.13844,0.17993,0.16663,0.60648,0.56249,0.57432 +36,36,Computer and electronic products,26.26678,503974938260.46338,3340,0.14992,0.32179,0.42317,0.39064,Manufacturing,0.27089,0.48096,0.43228,0.44233,0.52838,0.50837,0.07132,0.11174,0.09878,corporate,0.03155,0.05904,0.05022,0.22124,0.26166,0.24870,0.72480,0.67946,0.69152 +37,37,"Electrical equipment, appliances, and components",46.30998,97409347475.05879,3350,0.06863,0.27282,0.38022,0.34578,Manufacturing,0.07558,0.41135,0.34006,0.29294,0.46513,0.42851,0.05625,0.09853,0.08498,corporate,0.01648,0.04583,0.03641,0.12488,0.16716,0.15361,0.51869,0.47210,0.48441 +38,38,"Motor vehicles, bodies and trailers, and parts",35.25214,238664334578.38879,336M,0.10965,0.29782,0.40216,0.36868,Manufacturing,0.18680,0.44908,0.39060,0.37801,0.49942,0.47227,0.06394,0.10528,0.09202,corporate,0.02417,0.05258,0.04346,0.17360,0.21493,0.20168,0.63580,0.59122,0.60331 +39,39,Other transportation equipment,49.50530,222225359206.18329,336O,0.07733,0.28018,0.38772,0.35326,Manufacturing,0.11136,0.42482,0.35746,0.32031,0.47737,0.44358,0.05852,0.10084,0.08728,corporate,0.01874,0.04814,0.03871,0.13585,0.17817,0.16461,0.49018,0.45078,0.46122 +40,40,Furniture and related products,43.14781,27298970230.41120,3370,0.06489,0.27111,0.37997,0.34503,Manufacturing,0.06684,0.41089,0.33826,0.28626,0.46472,0.42695,0.05572,0.09845,0.08475,corporate,0.01595,0.04575,0.03618,0.12061,0.16334,0.14963,0.53103,0.46878,0.48523 +41,41,Miscellaneous manufacturing,39.11052,132809342156.77454,338A,0.08377,0.27993,0.38434,0.35086,Manufacturing,0.11020,0.41881,0.35198,0.31942,0.47191,0.43884,0.05844,0.09980,0.08654,corporate,0.01867,0.04709,0.03798,0.14221,0.18357,0.17031,0.60204,0.56147,0.57224 +42,42,Oil and gas extraction,8.69835,1206378685719.62354,2110,0.07337,0.25967,0.35438,0.32393,Mining,0.00393,0.35967,0.28336,0.23814,0.41817,0.37941,0.05220,0.09058,0.07825,corporate,0.01243,0.03788,0.02969,0.12557,0.16395,0.15162,0.91235,0.87902,0.88885 +43,43,"Mining, except oil and gas",31.00869,190223523014.26080,2120,0.05531,0.25566,0.35849,0.32544,Mining,-0.02014,0.36848,0.28761,0.21973,0.42618,0.38309,0.05097,0.09184,0.07872,corporate,0.01120,0.03914,0.03016,0.10629,0.14716,0.13404,0.67716,0.63290,0.64529 +44,44,Support activities for mining,14.80506,120225750256.28439,2130,0.09587,0.27955,0.37749,0.34600,Mining,0.10843,0.40627,0.34060,0.31807,0.46052,0.42897,0.05832,0.09769,0.08505,corporate,0.01855,0.04499,0.03648,0.15420,0.19356,0.18092,0.85450,0.81579,0.82711 +45,45,"Other services, except government",38.49273,227393671624.08221,8100,0.04298,0.25257,0.36270,0.32719,"Other services, except government",-0.03953,0.37728,0.29245,0.20490,0.43418,0.38728,0.05002,0.09314,0.07926,corporate,0.01025,0.04044,0.03070,0.09301,0.13612,0.12224,0.56670,0.46760,0.49387 +46,46,Legal services,28.84422,20028299847.23765,5411,0.10067,0.29388,0.40294,0.36784,"Professional, scientific, and technical services",0.17110,0.45035,0.38888,0.36600,0.50057,0.47079,0.06273,0.10552,0.09177,corporate,0.02296,0.05282,0.04320,0.16340,0.20619,0.19243,0.64225,0.54861,0.57325 +47,47,"Miscellaneous professional, scientific, and technical services",19.64137,249009155856.58878,5412,0.14708,0.31865,0.41953,0.38713,"Professional, scientific, and technical services",0.26088,0.47571,0.42601,0.43467,0.52361,0.50294,0.07035,0.11062,0.09770,corporate,0.03058,0.05792,0.04914,0.21743,0.25771,0.24478,0.78540,0.73566,0.74908 +48,48,Computer systems design and related services,22.08806,42903264705.68482,5415,0.20021,0.36135,0.46677,0.43289,"Professional, scientific, and technical services",0.37719,0.53660,0.49831,0.52364,0.57894,0.56555,0.08349,0.12516,0.11178,corporate,0.04372,0.07246,0.06322,0.28370,0.32537,0.31199,0.73802,0.67290,0.69036 +49,49,Real estate,84.50235,2545926908840.65576,5310,0.00522,0.23308,0.35077,0.31302,Real estate and rental and leasing,-0.18117,0.35173,0.25124,0.09657,0.41096,0.35160,0.04402,0.08947,0.07490,corporate,0.00425,0.03677,0.02633,0.04924,0.09469,0.08011,0.12593,0.09398,0.10250 +50,50,Rental and leasing services and lessors of intangible assets,12.60970,248115752512.01251,5320,0.13613,0.30770,0.40537,0.37398,Real estate and rental and leasing,0.22372,0.45420,0.40122,0.40625,0.50407,0.48147,0.06699,0.10627,0.09366,corporate,0.02721,0.05357,0.04509,0.20312,0.24240,0.22979,0.87555,0.84250,0.85229 +51,51,Retail trade,59.09235,1608593695005.15381,44RT,0.03643,0.25604,0.37037,0.33366,Retail trade,-0.01783,0.39267,0.30978,0.22149,0.44816,0.40229,0.05109,0.09550,0.08125,corporate,0.01132,0.04280,0.03269,0.08752,0.13193,0.11768,0.35371,0.28466,0.30264 +52,52,Air transportation,14.66966,190656359022.74890,4810,0.07385,0.26440,0.36350,0.33161,Transportation and warehousing,0.03098,0.37891,0.30439,0.25883,0.43566,0.39762,0.05366,0.09338,0.08062,corporate,0.01389,0.04068,0.03206,0.12752,0.16724,0.15447,0.82935,0.77485,0.78990 +53,53,Railroad transportation,14.87954,331352975210.21057,4820,0.03044,0.22896,0.32457,0.29376,Transportation and warehousing,-0.21621,0.28752,0.18692,0.06976,0.35261,0.29589,0.04276,0.08141,0.06897,corporate,0.00298,0.02870,0.02041,0.07319,0.11184,0.09941,0.87334,0.82943,0.84234 +54,54,Water transportation,17.09966,36714023796.14972,4830,0.06970,0.26210,0.36171,0.32965,Transportation and warehousing,0.01802,0.37523,0.29913,0.24891,0.43232,0.39306,0.05295,0.09283,0.08001,corporate,0.01318,0.04013,0.03145,0.12265,0.16254,0.14971,0.82474,0.77067,0.78603 +55,55,Truck transportation,20.61584,108471874449.86627,4840,0.12901,0.30643,0.40770,0.37517,Transportation and warehousing,0.21915,0.45787,0.40354,0.40276,0.50740,0.48348,0.06659,0.10698,0.09402,corporate,0.02682,0.05428,0.04546,0.19560,0.23599,0.22303,0.78057,0.73818,0.75012 +56,56,Transit and ground passenger transportation,25.85441,35034660346.86049,4850,0.08027,0.27688,0.38374,0.34933,Transportation and warehousing,0.09569,0.41774,0.34844,0.30832,0.47094,0.43577,0.05750,0.09961,0.08607,corporate,0.01773,0.04691,0.03751,0.13778,0.17989,0.16634,0.68289,0.59443,0.61789 +57,57,Pipeline transportation,8.41826,169678725932.06000,4860,0.05383,0.24532,0.33980,0.30941,Transportation and warehousing,-0.08807,0.32630,0.23997,0.16777,0.38785,0.34183,0.04779,0.08609,0.07379,corporate,0.00802,0.03339,0.02522,0.10162,0.13992,0.12761,0.91309,0.87662,0.88727 +58,58,Other transportation and support activities,23.59937,110872018726.73232,487S,0.06367,0.25928,0.36081,0.32813,Transportation and warehousing,0.00166,0.37336,0.29500,0.23641,0.43061,0.38949,0.05209,0.09256,0.07955,corporate,0.01231,0.03986,0.03098,0.11575,0.15622,0.14321,0.75550,0.69719,0.71336 +59,59,Warehousing and storage,40.27303,33575803410.77195,4930,0.04356,0.25651,0.36920,0.33291,Transportation and warehousing,-0.01497,0.39037,0.30781,0.22368,0.44607,0.40058,0.05123,0.09514,0.08102,corporate,0.01146,0.04244,0.03245,0.09479,0.13870,0.12458,0.51179,0.40614,0.43361 +60,60,Utilities,15.06813,2043225324419.22656,2200,0.04186,0.23873,0.33574,0.30447,Utilities,-0.13626,0.31639,0.22399,0.13091,0.37885,0.32800,0.04576,0.08484,0.07227,corporate,0.00599,0.03214,0.02370,0.08763,0.12671,0.11413,0.86705,0.81474,0.82999 +61,61,Wholesale trade,62.56787,973137443870.90881,4200,0.05422,0.26927,0.38111,0.34527,Wholesale trade,0.05730,0.41297,0.33884,0.27896,0.46661,0.42745,0.05516,0.09880,0.08482,corporate,0.01539,0.04610,0.03626,0.10938,0.15303,0.13904,0.34924,0.31058,0.32086 62,62,Accommodation,57.79905,321835229078.19275,7210,0.02700,0.21630,0.19916,0.20410,Accommodation and food services,0.26224,0.19337,0.20904,0.26224,0.19337,0.20904,0.04752,0.06533,0.06016,non-corporate,0.01246,0.01263,0.01258,0.07452,0.09233,0.08716,0.30965,0.26925,0.27981 63,63,Food services and drinking places,37.79544,131618330778.79922,7220,0.05846,0.20891,0.18900,0.19474,Accommodation and food services,0.23236,0.16065,0.17695,0.23236,0.16065,0.17695,0.04567,0.06279,0.05781,non-corporate,0.01061,0.01009,0.01023,0.10413,0.12125,0.11628,0.52286,0.48286,0.49341 64,64,Administrative and support services,22.90398,87779837154.60233,5610,0.14729,0.20023,0.17698,0.18369,Administrative and waste management services,0.19394,0.11835,0.13556,0.19394,0.11835,0.13556,0.04349,0.05978,0.05505,non-corporate,0.00844,0.00707,0.00746,0.19078,0.20706,0.20234,0.71771,0.69102,0.69815 @@ -123,20 +123,20 @@ 121,121,Warehousing and storage,38.87182,15189477206.55462,4930,0.04458,0.21067,0.19176,0.19720,Transportation and warehousing,0.23969,0.16979,0.18562,0.23969,0.16979,0.18562,0.04611,0.06348,0.05843,non-corporate,0.01105,0.01078,0.01085,0.09069,0.10806,0.10301,0.48002,0.43069,0.44362 122,122,Utilities,16.13995,110848021471.90637,2200,0.04133,0.19021,0.16416,0.17167,Utilities,0.14457,0.06825,0.08547,0.14457,0.06825,0.08547,0.04098,0.05656,0.05203,non-corporate,0.00592,0.00386,0.00445,0.08232,0.09789,0.09336,0.83709,0.81267,0.81943 123,123,Wholesale trade,74.90337,387578651034.04889,4200,0.03635,0.21752,0.19927,0.20456,Wholesale trade,0.26698,0.19370,0.21054,0.26698,0.19370,0.21054,0.04783,0.06536,0.06027,non-corporate,0.01277,0.01266,0.01269,0.08418,0.10171,0.09663,0.22383,0.21193,0.21508 -124,124,Accommodation and food services,57.53282,422339182442.50781,,0.03387,0.22664,0.33852,0.30248,Accommodation and food services,-0.23678,0.32320,0.21736,0.05403,0.38503,0.32225,0.04204,0.08570,0.07165,corporate,0.00227,0.03300,0.02309,0.07592,0.11957,0.10553,0.36527,0.29158,0.31076 -125,125,Administrative and waste management services,25.41352,175956964097.71542,,0.10934,0.20775,0.30039,0.27046,Administrative and waste management services,-0.43525,0.21585,0.09261,-0.09777,0.28750,0.21422,0.03623,0.07397,0.06180,corporate,-0.00354,0.02127,0.01324,0.14557,0.18331,0.17115,0.72840,0.66947,0.68557 -126,126,"Agriculture, forestry, fishing, and hunting",56.81278,393953898679.37433,,0.03838,0.21687,0.31760,0.28521,"Agriculture, forestry, fishing, and hunting",-0.33207,0.26824,0.15468,-0.01885,0.33510,0.26797,0.03904,0.07926,0.06634,corporate,-0.00074,0.02656,0.01778,0.07742,0.11764,0.10472,0.44426,0.41841,0.42589 -127,127,"Arts, entertainment, and recreation",32.00288,183023311189.45822,,0.05550,0.20833,0.30315,0.27256,"Arts, entertainment, and recreation",-0.42822,0.22475,0.10199,-0.09240,0.29558,0.22235,0.03641,0.07481,0.06245,corporate,-0.00336,0.02211,0.01389,0.09191,0.13031,0.11795,0.66654,0.61132,0.62650 -130,130,Finance and insurance,28.64482,1136731273762.68823,,0.10585,0.21629,0.31660,0.28419,Finance and insurance,-0.33822,0.26538,0.15065,-0.02356,0.33250,0.26448,0.03886,0.07895,0.06603,corporate,-0.00092,0.02625,0.01746,0.14470,0.18480,0.17187,0.65451,0.57127,0.59326 -131,131,Health care and social assistance,31.95205,742735929973.70728,,0.05691,0.21783,0.32260,0.28864,Health care and social assistance,-0.32203,0.28219,0.16790,-0.01118,0.34777,0.27942,0.03933,0.08080,0.06740,corporate,-0.00044,0.02810,0.01883,0.09625,0.13771,0.12431,0.59540,0.48662,0.51503 -132,132,Information,18.40316,1889701073104.17749,,0.09138,0.20211,0.29021,0.26176,Information,-0.50751,0.18118,0.05151,-0.15305,0.25600,0.17863,0.03449,0.07083,0.05913,corporate,-0.00528,0.01813,0.01056,0.12587,0.16221,0.15050,0.82574,0.76961,0.78545 -133,133,Management of companies and enterprises,44.32188,424413435043.75659,,0.07542,0.22238,0.32995,0.29524,Management of companies and enterprises,-0.27658,0.30173,0.19225,0.02358,0.36553,0.30051,0.04073,0.08306,0.06943,corporate,0.00096,0.03036,0.02086,0.11616,0.15849,0.14485,0.48744,0.40143,0.42376 -134,134,Manufacturing,36.92289,3957731548856.36719,,0.08262,0.21244,0.30736,0.27684,Manufacturing,-0.38029,0.23795,0.12052,-0.05574,0.30758,0.23839,0.03767,0.07611,0.06376,corporate,-0.00210,0.02341,0.01520,0.12029,0.15873,0.14639,0.61687,0.57289,0.58467 -135,135,Mining,11.98029,1516827958990.16870,,0.07289,0.19544,0.27609,0.25004,Mining,-0.60275,0.12769,-0.01006,-0.22589,0.20739,0.12531,0.03244,0.06649,0.05552,corporate,-0.00733,0.01379,0.00696,0.10533,0.13938,0.12841,0.87827,0.84315,0.85341 -136,136,"Other services, except government",38.49273,227393671624.08221,,0.04298,0.21669,0.32092,0.28711,"Other services, except government",-0.33401,0.27754,0.16207,-0.02034,0.34355,0.27437,0.03898,0.08028,0.06693,corporate,-0.00079,0.02758,0.01836,0.08196,0.12327,0.10991,0.56670,0.46760,0.49387 -137,137,"Professional, scientific, and technical services",20.56875,311940720409.51123,,0.15141,0.20735,0.29809,0.26884,"Professional, scientific, and technical services",-0.44018,0.20827,0.08521,-0.10155,0.28061,0.20782,0.03611,0.07326,0.06130,corporate,-0.00367,0.02056,0.01274,0.18751,0.22466,0.21271,0.76970,0.71502,0.72972 -138,138,Real estate and rental and leasing,78.11816,2794042661352.66748,,0.01684,0.22583,0.33969,0.30309,Real estate and rental and leasing,-0.24422,0.32604,0.21942,0.04834,0.38761,0.32404,0.04179,0.08606,0.07184,corporate,0.00202,0.03336,0.02328,0.05864,0.10290,0.08869,0.19250,0.16045,0.16908 -140,140,Transportation and warehousing,16.62231,1016356440895.40027,,0.06020,0.19851,0.28322,0.25580,Transportation and warehousing,-0.55746,0.15553,0.02117,-0.19125,0.23269,0.15235,0.03339,0.06868,0.05729,corporate,-0.00639,0.01598,0.00873,0.09359,0.12888,0.11749,0.82870,0.77870,0.79282 +124,124,Accommodation and food services,57.53282,422339182442.50781,,0.03387,0.25215,0.36687,0.33002,Accommodation and food services,-0.04221,0.38574,0.30013,0.20285,0.44186,0.39393,0.04989,0.09442,0.08013,corporate,0.01012,0.04172,0.03156,0.08377,0.12829,0.11400,0.36527,0.29158,0.31076 +125,125,Administrative and waste management services,25.41352,175956964097.71542,,0.10934,0.29365,0.39682,0.36364,Administrative and waste management services,0.17013,0.44036,0.38015,0.36526,0.49149,0.46322,0.06266,0.10364,0.09047,corporate,0.02289,0.05094,0.04191,0.17200,0.21298,0.19981,0.72840,0.66947,0.68557 +126,126,"Agriculture, forestry, fishing, and hunting",56.81278,393953898679.37433,,0.03838,0.25053,0.35845,0.32383,"Agriculture, forestry, fishing, and hunting",-0.05278,0.36840,0.28309,0.19476,0.42611,0.37917,0.04939,0.09183,0.07822,corporate,0.00962,0.03913,0.02966,0.08778,0.13021,0.11661,0.44426,0.41841,0.42589 +127,127,"Arts, entertainment, and recreation",32.00288,183023311189.45822,,0.05550,0.25627,0.36076,0.32717,"Arts, entertainment, and recreation",-0.01643,0.37325,0.29240,0.22257,0.43051,0.38723,0.05116,0.09254,0.07925,corporate,0.01139,0.03984,0.03069,0.10666,0.14804,0.13475,0.66654,0.61132,0.62650 +130,130,Finance and insurance,28.64482,1136731273762.68823,,0.10585,0.29630,0.40408,0.36940,Finance and insurance,0.18079,0.45216,0.39207,0.37342,0.50221,0.47354,0.06348,0.10587,0.09225,corporate,0.02370,0.05317,0.04368,0.16932,0.21172,0.19809,0.65451,0.57127,0.59326 +131,131,Health care and social assistance,31.95205,742735929973.70728,,0.05691,0.26295,0.37341,0.33780,Health care and social assistance,0.02283,0.39855,0.32042,0.25259,0.45350,0.41150,0.05321,0.09643,0.08252,corporate,0.01344,0.04373,0.03396,0.11013,0.15335,0.13943,0.59540,0.48662,0.51503 +132,132,Information,18.40316,1889701073104.17749,,0.09138,0.27769,0.37814,0.34584,Information,0.09956,0.40750,0.34022,0.31128,0.46163,0.42864,0.05775,0.09789,0.08500,corporate,0.01798,0.04519,0.03643,0.14913,0.18927,0.17637,0.82574,0.76961,0.78545 +133,133,Management of companies and enterprises,44.32188,424413435043.75659,,0.07542,0.27864,0.39078,0.35472,Management of companies and enterprises,0.10409,0.43013,0.36075,0.31475,0.48219,0.44643,0.05804,0.10178,0.08773,corporate,0.01827,0.04908,0.03916,0.13346,0.17720,0.16315,0.48744,0.40143,0.42376 +134,134,Manufacturing,36.92289,3957731548856.36719,,0.08262,0.27850,0.38298,0.34946,Manufacturing,0.10346,0.41636,0.34874,0.31427,0.46969,0.43603,0.05800,0.09938,0.08611,corporate,0.01823,0.04668,0.03755,0.14062,0.18200,0.16873,0.61687,0.57289,0.58467 +135,135,Mining,11.98029,1516827958990.16870,,0.07289,0.26074,0.35673,0.32587,Mining,0.01019,0.36473,0.28878,0.24293,0.42277,0.38411,0.05254,0.09130,0.07885,corporate,0.01276,0.03860,0.03029,0.12542,0.16419,0.15174,0.87827,0.84315,0.85341 +136,136,"Other services, except government",38.49273,227393671624.08221,,0.04298,0.25257,0.36270,0.32719,"Other services, except government",-0.03953,0.37728,0.29245,0.20490,0.43418,0.38728,0.05002,0.09314,0.07926,corporate,0.01025,0.04044,0.03070,0.09301,0.13612,0.12224,0.56670,0.46760,0.49387 +137,137,"Professional, scientific, and technical services",20.56875,311940720409.51123,,0.15141,0.32293,0.42496,0.39219,"Professional, scientific, and technical services",0.27447,0.48351,0.43501,0.44507,0.53070,0.51073,0.07167,0.11230,0.09926,corporate,0.03190,0.05960,0.05069,0.22308,0.26370,0.25067,0.76970,0.71502,0.72972 +138,138,Real estate and rental and leasing,78.11816,2794042661352.66748,,0.01684,0.23971,0.35562,0.31843,Real estate and rental and leasing,-0.12888,0.36236,0.26754,0.13656,0.42062,0.36570,0.04606,0.09096,0.07656,corporate,0.00629,0.03826,0.02800,0.06291,0.10780,0.09341,0.19250,0.16045,0.16908 +140,140,Transportation and warehousing,16.62231,1016356440895.40027,,0.06020,0.25367,0.35210,0.32041,Transportation and warehousing,-0.03254,0.35466,0.27333,0.21024,0.41362,0.37072,0.05036,0.08988,0.07717,corporate,0.01059,0.03717,0.02861,0.11056,0.15008,0.13738,0.82870,0.77870,0.79282 143,143,Accommodation and food services,51.99285,453453559856.99200,,0.03613,0.21415,0.19621,0.20138,Accommodation and food services,0.25381,0.18414,0.19999,0.25381,0.18414,0.19999,0.04698,0.06460,0.05948,non-corporate,0.01193,0.01189,0.01190,0.08312,0.10073,0.09561,0.37153,0.33125,0.34181 144,144,Administrative and waste management services,24.64493,133222200108.78630,,0.11416,0.19927,0.17590,0.18264,Administrative and waste management services,0.18946,0.11434,0.13140,0.18946,0.11434,0.13140,0.04325,0.05950,0.05478,non-corporate,0.00819,0.00680,0.00720,0.15742,0.17367,0.16895,0.71147,0.68407,0.69142 145,145,"Agriculture, forestry, fishing, and hunting",65.56676,878144931747.60754,,0.03088,0.20885,0.18879,0.19459,"Agriculture, forestry, fishing, and hunting",0.23207,0.15995,0.17642,0.23207,0.15995,0.17642,0.04565,0.06274,0.05778,non-corporate,0.01060,0.01003,0.01019,0.07654,0.09362,0.08866,0.34592,0.33615,0.33884 @@ -151,5 +151,5 @@ 156,156,"Professional, scientific, and technical services",20.96846,309828490194.09827,,0.14879,0.19870,0.17487,0.18176,"Professional, scientific, and technical services",0.18680,0.11048,0.12786,0.18680,0.11048,0.12786,0.04311,0.05925,0.05456,non-corporate,0.00805,0.00655,0.00698,0.19190,0.20803,0.20335,0.74402,0.71882,0.72554 157,157,Real estate and rental and leasing,83.68263,10382151247639.08984,,0.00748,0.21565,0.19891,0.20374,Real estate and rental and leasing,0.25972,0.19257,0.20786,0.25972,0.19257,0.20786,0.04736,0.06527,0.06007,non-corporate,0.01230,0.01257,0.01249,0.05484,0.07275,0.06755,0.12335,0.10908,0.11286 159,159,Transportation and warehousing,17.78260,270737659129.71378,,0.06294,0.19338,0.16818,0.17545,Transportation and warehousing,0.16085,0.08455,0.10183,0.16085,0.08455,0.10183,0.04178,0.05757,0.05298,non-corporate,0.00672,0.00487,0.00540,0.10472,0.12051,0.11592,0.79432,0.77001,0.77663 -162,162,Overall,38.79367,20307631178754.23438,,0.06162,0.21265,0.31028,0.27880,Overall,-0.37789,0.24685,0.12877,-0.05390,0.31566,0.24554,0.03774,0.07701,0.06437,corporate,-0.00203,0.02431,0.01581,0.09936,0.13863,0.12599,0.59060,0.53698,0.55153 +162,162,Overall,38.79367,20307631178754.23438,,0.06162,0.26353,0.36967,0.33556,Overall,0.02610,0.39128,0.31471,0.25509,0.44690,0.40656,0.05339,0.09528,0.08183,corporate,0.01362,0.04258,0.03327,0.11501,0.15690,0.14345,0.59060,0.53698,0.55153 163,163,Overall,68.60454,17036588368688.33008,,0.02639,0.21218,0.19387,0.19916,Overall,0.24585,0.17665,0.19240,0.24585,0.17665,0.19240,0.04649,0.06401,0.05892,non-corporate,0.01143,0.01131,0.01134,0.07288,0.09040,0.08531,0.26833,0.24907,0.25418 From bb313528dd9f38fb044ced63c36d59a1af089bb3 Mon Sep 17 00:00:00 2001 From: jdebacker Date: Tue, 26 Mar 2024 11:05:22 -0400 Subject: [PATCH 11/30] test income foreast method --- ccc/tests/test_calcfunctions.py | 24 ++++++++++++++++++++++++ 1 file changed, 24 insertions(+) diff --git a/ccc/tests/test_calcfunctions.py b/ccc/tests/test_calcfunctions.py index 3280f6de..56870c38 100644 --- a/ccc/tests/test_calcfunctions.py +++ b/ccc/tests/test_calcfunctions.py @@ -231,6 +231,30 @@ def test_econ(delta, bonus, r, pi, expected_val): assert np.allclose(test_val, expected_val) +Y = np.array([40, 3, 10, 20, 8]) +delta = np.array([0.12, 0.10, 0.15, 0.2, 0.18]) +bonus = np.array([0.0, 0.0, 0.4, 1.0, 0.9]) +r = np.array([0.03, 0.03, 0.03, 0.03, 0.03]) +expected_val = np.array([0.588563059, 0.956320164, 0.924042198, 1, 0.99041001]) +test_data = [(Y, delta, bonus, r, expected_val)] + + +@pytest.mark.parametrize("Y,delta,bonus,r,expected_val", test_data, ids=["Test 0"]) +def test_income_forecast(Y, delta, bonus, r, expected_val): + test_val = cf.income_forecast(Y, delta, bonus, r) + + assert np.allclose(test_val, expected_val) + + +Y = np.array([40, 1, 10, 20, 8]) +bonus = np.array([0, 0, 0.4, 1, 1.2]) +r = np.array([0.12, 0.12, 0.12, 0.12, 0.12]) +expected_val = np.array( + [0.206618803, 0.942329694, 0.749402894, 1, 1.071436018] +) +test_data = [(Y, bonus, r, expected_val)] + + df = pd.DataFrame.from_dict( { "asset_name": [ From 82c0b208f75e4a060d266647e26684e09f75c271 Mon Sep 17 00:00:00 2001 From: jdebacker Date: Sat, 6 Apr 2024 16:59:53 -0400 Subject: [PATCH 12/30] use income forecast method for film and tv prod --- ccc/tax_depreciation_rules.json | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/ccc/tax_depreciation_rules.json b/ccc/tax_depreciation_rules.json index db875c70..c4bc0fff 100644 --- a/ccc/tax_depreciation_rules.json +++ b/ccc/tax_depreciation_rules.json @@ -1087,7 +1087,7 @@ "major_asset_group": "Intellectual Property", "minor_asset_group": "Intellectual Property", "system": "GDS", - "year": 2020, "value": {"life": 15, "method": "Economic"} + "year": 2020, "value": {"life": 15, "method": "Income Forecast"} }, { "ADS_life": 15.0, @@ -1097,7 +1097,7 @@ "major_asset_group": "Intellectual Property", "minor_asset_group": "Intellectual Property", "system": "GDS", - "year": 2020, "value": {"life": 15, "method": "Economic"} + "year": 2020, "value": {"life": 15, "method": "Income Forecast"} }, { "ADS_life": 15.0, From b4a2652d0552184b255600d2be44f87c4852bcdd Mon Sep 17 00:00:00 2001 From: jdebacker Date: Sat, 6 Apr 2024 17:00:14 -0400 Subject: [PATCH 13/30] income forecast throughout --- ccc/calcfunctions.py | 4 ++++ ccc/constants.py | 1 + ccc/parameters.py | 9 ++++++++- ccc/tests/test_calcfunctions.py | 4 +++- 4 files changed, 16 insertions(+), 2 deletions(-) diff --git a/ccc/calcfunctions.py b/ccc/calcfunctions.py index a21d389b..ec9fdb4c 100644 --- a/ccc/calcfunctions.py +++ b/ccc/calcfunctions.py @@ -207,6 +207,10 @@ def npv_tax_depr(df, r, pi, land_expensing): df.loc[idx, "z"] = sl(df.loc[idx, "Y"], df.loc[idx, "bonus"], r) idx = df["method"] == "Economic" df.loc[idx, "z"] = econ(df.loc[idx, "delta"], df.loc[idx, "bonus"], r, pi) + idx = df["method"] == "Income Forecast" + df.loc[idx, "z"] = income_forecast( + df.loc[idx, "Y"], df.loc[idx, "delta"], df.loc[idx, "bonus"], r + ) idx = df["method"] == "Expensing" df.loc[idx, "z"] = 1.0 idx = df["asset_name"] == "Land" diff --git a/ccc/constants.py b/ccc/constants.py index 6aea05f6..f254acfb 100644 --- a/ccc/constants.py +++ b/ccc/constants.py @@ -48,6 +48,7 @@ "SL": 1.0, "Economic": 1.0, "Expensing": 1.0, + "Income Forecast": 1.0, } MINOR_ASSET_GROUPS = dict.fromkeys( diff --git a/ccc/parameters.py b/ccc/parameters.py index ddd94c73..46913102 100644 --- a/ccc/parameters.py +++ b/ccc/parameters.py @@ -254,7 +254,14 @@ class DepreciationRules(ma.Schema): life = ma.fields.Float(validate=ma.validate.Range(min=0, max=100)) method = ma.fields.String( validate=ma.validate.OneOf( - choices=["SL", "Expensing", "DB 150%", "DB 200%", "Economic"] + choices=[ + "SL", + "Expensing", + "DB 150%", + "DB 200%", + "Economic", + "Income Forecast", + ] ) ) diff --git a/ccc/tests/test_calcfunctions.py b/ccc/tests/test_calcfunctions.py index 56870c38..2b60c2b6 100644 --- a/ccc/tests/test_calcfunctions.py +++ b/ccc/tests/test_calcfunctions.py @@ -239,7 +239,9 @@ def test_econ(delta, bonus, r, pi, expected_val): test_data = [(Y, delta, bonus, r, expected_val)] -@pytest.mark.parametrize("Y,delta,bonus,r,expected_val", test_data, ids=["Test 0"]) +@pytest.mark.parametrize( + "Y,delta,bonus,r,expected_val", test_data, ids=["Test 0"] +) def test_income_forecast(Y, delta, bonus, r, expected_val): test_val = cf.income_forecast(Y, delta, bonus, r) From 569e02b0d15b7d1e6a851600ce066ecd79b9208e Mon Sep 17 00:00:00 2001 From: jdebacker Date: Wed, 10 Apr 2024 19:26:25 -0400 Subject: [PATCH 14/30] add R&E credit to default params --- ccc/default_parameters.json | 19 +++++++++++++++++++ 1 file changed, 19 insertions(+) diff --git a/ccc/default_parameters.json b/ccc/default_parameters.json index 5853df0d..779090c2 100644 --- a/ccc/default_parameters.json +++ b/ccc/default_parameters.json @@ -851,6 +851,25 @@ } } }, + "re_credit": { + "title": "Research and experimentation tax credit", + "description": "Effective research and experimentation tax credit rate.", + "section_1": "Investment Tax Credits and Property Tax", + "notes": "This parameter captures the effective research and experimentation tax credit rate. Therefore, the value of this parameter will differ from the statutory rate based on the amount of investment that is eligible for the credit.", + "type": "float", + "value": [ + { + "year": 2013, + "value": 0.0 + } + ], + "validators": { + "range": { + "min": 0.0, + "max": 1.0 + } + } + }, "psi": { "title": "Share of investment tax credit that can't be claimed for cost recovery", "description": "Share of investment tax credit that can't be claimed for cost recovery", From b9252b733921a3ea26828ae8c2711495d7d6f9d4 Mon Sep 17 00:00:00 2001 From: jdebacker Date: Wed, 10 Apr 2024 19:26:43 -0400 Subject: [PATCH 15/30] add arg to coc to allow some variation by asset type --- ccc/calcfunctions.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/ccc/calcfunctions.py b/ccc/calcfunctions.py index ec9fdb4c..902c4f61 100644 --- a/ccc/calcfunctions.py +++ b/ccc/calcfunctions.py @@ -222,7 +222,7 @@ def npv_tax_depr(df, r, pi, land_expensing): return z -def eq_coc(delta, z, w, u, u_d, inv_tax_credit, psi, nu, pi, r): +def eq_coc(delta, z, w, u, u_d, inv_tax_credit, psi, nu, pi, r, asset_type="None"): r""" Compute the cost of capital @@ -243,6 +243,7 @@ def eq_coc(delta, z, w, u, u_d, inv_tax_credit, psi, nu, pi, r): nu (scalar): NPV of the investment tax credit pi (scalar): inflation rate r (scalar): discount rate + asset_type (str): type of asset (used to trigger RE credit) Returns: rho (array_like): the cost of capital From 03b207cf6208e1a576da8f5d08bcb87262360709 Mon Sep 17 00:00:00 2001 From: jdebacker Date: Wed, 17 Apr 2024 14:49:34 -0400 Subject: [PATCH 16/30] allow asset type to work --- ccc/calcfunctions.py | 7 +++++-- ccc/calculator.py | 2 ++ 2 files changed, 7 insertions(+), 2 deletions(-) diff --git a/ccc/calcfunctions.py b/ccc/calcfunctions.py index 902c4f61..b8363dd7 100644 --- a/ccc/calcfunctions.py +++ b/ccc/calcfunctions.py @@ -1,6 +1,6 @@ import numpy as np import pandas as pd -from ccc.constants import TAX_METHODS +from ccc.constants import TAX_METHODS, RE_ASSETS from ccc.utils import str_modified pd.set_option("future.no_silent_downcasting", True) @@ -222,7 +222,7 @@ def npv_tax_depr(df, r, pi, land_expensing): return z -def eq_coc(delta, z, w, u, u_d, inv_tax_credit, psi, nu, pi, r, asset_type="None"): +def eq_coc(delta, z, w, u, u_d, inv_tax_credit, psi, nu, pi, r, re_credit=None, asset_type="None"): r""" Compute the cost of capital @@ -249,6 +249,9 @@ def eq_coc(delta, z, w, u, u_d, inv_tax_credit, psi, nu, pi, r, asset_type="None rho (array_like): the cost of capital """ + # case for assets eligible for R&E credit + if (asset_type in RE_ASSETS) and (re_credit is not None): + inv_tax_credit += re_credit rho = ( ((r - pi + delta) / (1 - u)) * (1 - inv_tax_credit * nu - u_d * z * (1 - psi * inv_tax_credit)) diff --git a/ccc/calculator.py b/ccc/calculator.py index edd34c94..269ad95d 100644 --- a/ccc/calculator.py +++ b/ccc/calculator.py @@ -202,6 +202,8 @@ def calc_base(self): self.__p.nu, self.__p.inflation_rate, self.__p.r[t][f], + self.__p.re_credit, + dfs[t]["asset_type"] #TODO: check that this is consistent with list if constants ) if not self.__p.inventory_expensing: idx = dfs[t]["asset_name"] == "Inventories" From 8585a9878d096666fa94dee2401f53f05bb6f1f9 Mon Sep 17 00:00:00 2001 From: jdebacker Date: Thu, 18 Apr 2024 03:45:15 -0400 Subject: [PATCH 17/30] add lists of RE assets and industries --- ccc/constants.py | 12 ++++++++++++ 1 file changed, 12 insertions(+) diff --git a/ccc/constants.py b/ccc/constants.py index f254acfb..1e5c274e 100644 --- a/ccc/constants.py +++ b/ccc/constants.py @@ -20,6 +20,18 @@ OUTPUT_DATA_FORMATS = ["csv", "tex", "excel", "json", "html", None] +# TODO: perhaps make as a dict so that can vary across years? +# And if policy variant, maybe move to default params? +RE_ASSETS = [ + "Credit-eligible own account software", + "Credit-eligible research and development", + "Wind and solar power structures", +] + +RE_INDUSTRIES = [ + "Computer_and_Electronic_Product_Manufacturing", +] + MAJOR_IND_ORDERED = [ "Agriculture, forestry, fishing, and hunting", "Mining", From 3cfd20a47ca5aca4b05122ffc286d284411f3191 Mon Sep 17 00:00:00 2001 From: jdebacker Date: Thu, 18 Apr 2024 15:29:54 -0400 Subject: [PATCH 18/30] update to account for arrays --- ccc/calcfunctions.py | 23 ++++++++++++++++++++--- ccc/calculator.py | 2 +- ccc/constants.py | 8 ++++---- 3 files changed, 25 insertions(+), 8 deletions(-) diff --git a/ccc/calcfunctions.py b/ccc/calcfunctions.py index b8363dd7..61485462 100644 --- a/ccc/calcfunctions.py +++ b/ccc/calcfunctions.py @@ -222,7 +222,20 @@ def npv_tax_depr(df, r, pi, land_expensing): return z -def eq_coc(delta, z, w, u, u_d, inv_tax_credit, psi, nu, pi, r, re_credit=None, asset_type="None"): +def eq_coc( + delta, + z, + w, + u, + u_d, + inv_tax_credit, + psi, + nu, + pi, + r, + re_credit=None, + asset_code="None", +): r""" Compute the cost of capital @@ -250,8 +263,12 @@ def eq_coc(delta, z, w, u, u_d, inv_tax_credit, psi, nu, pi, r, re_credit=None, """ # case for assets eligible for R&E credit - if (asset_type in RE_ASSETS) and (re_credit is not None): - inv_tax_credit += re_credit + if (asset_code is not None) and (re_credit is not None) & isinstance( + delta, np.ndarray + ): + idx = [element in RE_ASSETS for element in asset_code] + inv_tax_credit = np.ones_like(delta) + inv_tax_credit[idx] += re_credit rho = ( ((r - pi + delta) / (1 - u)) * (1 - inv_tax_credit * nu - u_d * z * (1 - psi * inv_tax_credit)) diff --git a/ccc/calculator.py b/ccc/calculator.py index 269ad95d..e20cb349 100644 --- a/ccc/calculator.py +++ b/ccc/calculator.py @@ -203,7 +203,7 @@ def calc_base(self): self.__p.inflation_rate, self.__p.r[t][f], self.__p.re_credit, - dfs[t]["asset_type"] #TODO: check that this is consistent with list if constants + dfs[t]["bea_asset_code"], ) if not self.__p.inventory_expensing: idx = dfs[t]["asset_name"] == "Inventories" diff --git a/ccc/constants.py b/ccc/constants.py index 1e5c274e..03275974 100644 --- a/ccc/constants.py +++ b/ccc/constants.py @@ -23,13 +23,13 @@ # TODO: perhaps make as a dict so that can vary across years? # And if policy variant, maybe move to default params? RE_ASSETS = [ - "Credit-eligible own account software", - "Credit-eligible research and development", - "Wind and solar power structures", + "ENS3", # "Credit-eligible own account software", + "RD70", # "Credit-eligible research and development", + "SU60", # "Wind and solar power structures", ] RE_INDUSTRIES = [ - "Computer_and_Electronic_Product_Manufacturing", + "3340", # "Computer_and_Electronic_Product_Manufacturing", ] MAJOR_IND_ORDERED = [ From 3c4b05f86463683a65d10a625ed93a7590347050 Mon Sep 17 00:00:00 2001 From: jdebacker Date: Sat, 20 Apr 2024 22:36:45 -0400 Subject: [PATCH 19/30] update ci versions --- .github/workflows/build_and_test.yml | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/.github/workflows/build_and_test.yml b/.github/workflows/build_and_test.yml index 59d0674c..2ef7f828 100644 --- a/.github/workflows/build_and_test.yml +++ b/.github/workflows/build_and_test.yml @@ -12,7 +12,7 @@ jobs: steps: - name: Checkout - uses: actions/checkout@v3 + uses: actions/checkout@v4 with: persist-credentials: false @@ -36,10 +36,12 @@ jobs: run: | pytest -m 'not needs_puf' --cov=./ --cov-report=xml - name: Upload coverage to Codecov - uses: codecov/codecov-action@v1 + if: matrix.os == 'ubuntu-latest' + uses: codecov/codecov-action@v4 with: + token: ${{ secrets.CODECOV_TOKEN }} # not required for public repos file: ./coverage.xml flags: unittests name: codecov-umbrella fail_ci_if_error: true - verbose: true + verbose: true \ No newline at end of file From 88a8f1cdaf24a98c585165dadfe47d26cb7f052c Mon Sep 17 00:00:00 2001 From: jdebacker Date: Sat, 20 Apr 2024 22:52:40 -0400 Subject: [PATCH 20/30] set default R&E credit amount to that of CBO --- ccc/default_parameters.json | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ccc/default_parameters.json b/ccc/default_parameters.json index 779090c2..9f7cf18e 100644 --- a/ccc/default_parameters.json +++ b/ccc/default_parameters.json @@ -860,7 +860,7 @@ "value": [ { "year": 2013, - "value": 0.0 + "value": 0.0851 } ], "validators": { From 46ac0148454838c851100bc61498a2367707e795 Mon Sep 17 00:00:00 2001 From: jdebacker Date: Sat, 20 Apr 2024 22:52:52 -0400 Subject: [PATCH 21/30] condition R&E on industry --- ccc/calcfunctions.py | 13 +++++++++---- ccc/calculator.py | 1 + 2 files changed, 10 insertions(+), 4 deletions(-) diff --git a/ccc/calcfunctions.py b/ccc/calcfunctions.py index 61485462..0854159b 100644 --- a/ccc/calcfunctions.py +++ b/ccc/calcfunctions.py @@ -1,6 +1,6 @@ import numpy as np import pandas as pd -from ccc.constants import TAX_METHODS, RE_ASSETS +from ccc.constants import TAX_METHODS, RE_ASSETS, RE_INDUSTRIES from ccc.utils import str_modified pd.set_option("future.no_silent_downcasting", True) @@ -234,7 +234,8 @@ def eq_coc( pi, r, re_credit=None, - asset_code="None", + asset_code=None, + ind_code=None, ): r""" Compute the cost of capital @@ -256,7 +257,9 @@ def eq_coc( nu (scalar): NPV of the investment tax credit pi (scalar): inflation rate r (scalar): discount rate - asset_type (str): type of asset (used to trigger RE credit) + re_credit (scalar): rate of R&E credit + asset_code (array_like): asset code + ind_code (array_like): industry code Returns: rho (array_like): the cost of capital @@ -267,8 +270,10 @@ def eq_coc( delta, np.ndarray ): idx = [element in RE_ASSETS for element in asset_code] + if ind_code is not None: + idx2 = [element in RE_INDUSTRIES for element in ind_code] inv_tax_credit = np.ones_like(delta) - inv_tax_credit[idx] += re_credit + inv_tax_credit[np.maximum(idx, idx2)] += re_credit rho = ( ((r - pi + delta) / (1 - u)) * (1 - inv_tax_credit * nu - u_d * z * (1 - psi * inv_tax_credit)) diff --git a/ccc/calculator.py b/ccc/calculator.py index e20cb349..7de8862a 100644 --- a/ccc/calculator.py +++ b/ccc/calculator.py @@ -204,6 +204,7 @@ def calc_base(self): self.__p.r[t][f], self.__p.re_credit, dfs[t]["bea_asset_code"], + dfs[t]["bea_ind_code"], ) if not self.__p.inventory_expensing: idx = dfs[t]["asset_name"] == "Inventories" From 38a7ba2c265d9d6839a5f147f7fd9483b064b585 Mon Sep 17 00:00:00 2001 From: jdebacker Date: Sat, 20 Apr 2024 23:01:08 -0400 Subject: [PATCH 22/30] update results for new params --- example_output/changed_byasset_expected.csv | 16 ++++++------- .../changed_byindustry_expected.csv | 24 +++++++++---------- example_output/reform_byasset_expected.csv | 16 ++++++------- example_output/reform_byindustry_expected.csv | 24 +++++++++---------- 4 files changed, 40 insertions(+), 40 deletions(-) diff --git a/example_output/changed_byasset_expected.csv b/example_output/changed_byasset_expected.csv index 2ce435cc..9808a2a2 100644 --- a/example_output/changed_byasset_expected.csv +++ b/example_output/changed_byasset_expected.csv @@ -40,8 +40,8 @@ 38,0.00000,Aircraft,0.00000,ET30,0.00000,0.16757,0.21033,0.19651,Equipment,0.42144,0.37047,0.38765,0.32235,0.33662,0.33569,Transportation Equipment,0.01661,0.03413,0.02848,corporate,0.01661,0.03413,0.02848,0.01661,0.03413,0.02848,-0.04214,-0.06750,-0.05963 39,0.00000,Ships and boats,0.00000,ET40,0.00000,0.15257,0.19797,0.18325,Equipment,0.33256,0.34337,0.34996,0.25436,0.31200,0.30305,Transportation Equipment,0.01199,0.03033,0.02440,corporate,0.01199,0.03033,0.02440,0.01199,0.03033,0.02440,-0.07897,-0.12158,-0.10874 40,0.00000,Railroad equipment,0.00000,ET50,0.00000,0.14888,0.19234,0.17826,Equipment,0.30811,0.33024,0.33472,0.23566,0.30007,0.28986,Transportation Equipment,0.01086,0.02860,0.02287,corporate,0.01086,0.02860,0.02287,0.01086,0.02860,0.02287,-0.05746,-0.09055,-0.08040 -41,0.00000,Theatrical movies,0.00000,AE10,0.00000,0.18230,0.23555,0.21851,Intellectual Property,0.49513,0.41937,0.44235,0.37871,0.38106,0.38306,Intellectual Property,0.02114,0.04189,0.03525,corporate,0.02114,0.04189,0.03525,0.02114,0.04189,0.03525,-0.11634,-0.19205,-0.17129 -42,0.00000,Long-lived television programs,0.00000,AE20,0.00000,0.23480,0.28805,0.27101,Intellectual Property,0.68537,0.50020,0.54380,0.52422,0.45450,0.47092,Intellectual Property,0.03729,0.05805,0.05141,corporate,0.03729,0.05805,0.05141,0.03729,0.05805,0.05141,-0.07187,-0.12832,-0.11194 +41,0.00000,Theatrical movies,0.00000,AE10,0.00000,0.18456,0.23641,0.21966,Intellectual Property,0.50544,0.42090,0.44497,0.38660,0.38245,0.38533,Intellectual Property,0.02184,0.04216,0.03561,corporate,0.02184,0.04216,0.03561,0.02184,0.04216,0.03561,-0.13410,-0.19745,-0.17904 +42,0.00000,Long-lived television programs,0.00000,AE20,0.00000,0.24478,0.29983,0.28219,Intellectual Property,0.71264,0.51534,0.56143,0.54508,0.46825,0.48618,Intellectual Property,0.04037,0.06167,0.05485,corporate,0.04037,0.06167,0.05485,0.04037,0.06167,0.05485,-0.12033,-0.17797,-0.16114 43,0.00000,Books,0.00000,AE30,0.00000,0.20190,0.25515,0.23811,Intellectual Property,0.57723,0.45243,0.48435,0.44151,0.41110,0.41944,Intellectual Property,0.02717,0.04792,0.04128,corporate,0.02717,0.04792,0.04128,0.02717,0.04792,0.04128,-0.09450,-0.16201,-0.14299 44,0.00000,Music,0.00000,AE40,0.00000,0.30410,0.35735,0.34031,Intellectual Property,0.83881,0.57778,0.63732,0.64157,0.52499,0.55191,Intellectual Property,0.05862,0.07937,0.07273,corporate,0.05862,0.07937,0.07273,0.05862,0.07937,0.07273,-0.04776,-0.08923,-0.07681 45,0.00000,Other entertainment originals,0.00000,AE50,0.00000,0.19350,0.24675,0.22971,Intellectual Property,0.54399,0.43874,0.46704,0.41608,0.39865,0.40444,Intellectual Property,0.02459,0.04534,0.03870,corporate,0.02459,0.04534,0.03870,0.02459,0.04534,0.03870,-0.10277,-0.17365,-0.15389 @@ -139,8 +139,8 @@ 137,0.00000,Aircraft,0.00000,ET30,0.00000,0.00639,0.00884,0.00810,Equipment,0.03680,0.04034,0.03939,0.03680,0.04034,0.03939,Transportation Equipment,0.00160,0.00222,0.00203,non-corporate,0.00160,0.00222,0.00203,0.00160,0.00222,0.00203,-0.05096,-0.06316,-0.05967 138,0.00000,Ships and boats,0.00000,ET40,0.00000,0.00945,0.01316,0.01204,Equipment,0.05341,0.05891,0.05745,0.05341,0.05891,0.05745,Transportation Equipment,0.00237,0.00330,0.00302,non-corporate,0.00237,0.00330,0.00302,0.00237,0.00330,0.00302,-0.09420,-0.11453,-0.10881 139,0.00000,Railroad equipment,0.00000,ET50,0.00000,0.00678,0.00958,0.00873,Equipment,0.03896,0.04355,0.04231,0.03896,0.04355,0.04231,Transportation Equipment,0.00170,0.00240,0.00219,non-corporate,0.00170,0.00240,0.00219,0.00170,0.00240,0.00219,-0.06910,-0.08496,-0.08046 -140,0.00000,Theatrical movies,0.00000,AE10,0.00000,0.01932,0.02661,0.02450,Intellectual Property,0.10292,0.11233,0.11018,0.10292,0.11233,0.11018,Intellectual Property,0.00484,0.00667,0.00614,non-corporate,0.00484,0.00667,0.00614,0.00484,0.00667,0.00614,-0.14576,-0.18085,-0.17141 -141,0.00000,Long-lived television programs,0.00000,AE20,0.00000,0.01932,0.02661,0.02450,Intellectual Property,0.10292,0.11233,0.11018,0.10292,0.11233,0.11018,Intellectual Property,0.00484,0.00667,0.00614,non-corporate,0.00484,0.00667,0.00614,0.00484,0.00667,0.00614,-0.09276,-0.11939,-0.11204 +140,0.00000,Theatrical movies,0.00000,AE10,0.00000,0.02088,0.02758,0.02560,Intellectual Property,0.11020,0.11594,0.11457,0.11020,0.11594,0.11457,Intellectual Property,0.00523,0.00691,0.00642,non-corporate,0.00523,0.00691,0.00642,0.00523,0.00691,0.00642,-0.15748,-0.18742,-0.17914 +141,0.00000,Long-lived television programs,0.00000,AE20,0.00000,0.02948,0.03762,0.03525,Intellectual Property,0.14827,0.15175,0.15111,0.14827,0.15175,0.15111,Intellectual Property,0.00739,0.00943,0.00884,non-corporate,0.00739,0.00943,0.00884,0.00739,0.00943,0.00884,-0.14152,-0.16879,-0.16123 142,0.00000,Books,0.00000,AE30,0.00000,0.01932,0.02661,0.02450,Intellectual Property,0.10292,0.11233,0.11018,0.10292,0.11233,0.11018,Intellectual Property,0.00484,0.00667,0.00614,non-corporate,0.00484,0.00667,0.00614,0.00484,0.00667,0.00614,-0.12013,-0.15170,-0.14310 143,0.00000,Music,0.00000,AE40,0.00000,0.01932,0.02661,0.02450,Intellectual Property,0.10292,0.11233,0.11018,0.10292,0.11233,0.11018,Intellectual Property,0.00484,0.00667,0.00614,non-corporate,0.00484,0.00667,0.00614,0.00484,0.00667,0.00614,-0.06268,-0.08242,-0.07688 144,0.00000,Other entertainment originals,0.00000,AE50,0.00000,0.01932,0.02661,0.02450,Intellectual Property,0.10292,0.11233,0.11018,0.10292,0.11233,0.11018,Intellectual Property,0.00484,0.00667,0.00614,non-corporate,0.00484,0.00667,0.00614,0.00484,0.00667,0.00614,-0.12992,-0.16296,-0.15400 @@ -200,7 +200,7 @@ 198,0.00000,Computers and Software,0.00000,,0.00000,0.40796,0.45747,0.44156,Equipment,0.97326,0.65512,0.72782,0.74441,0.59526,0.63027,Computers and Software,0.09057,0.11017,0.10388,corporate,0.09057,0.11017,0.10388,0.09057,0.11017,0.10388,-0.03510,-0.05675,-0.04999 199,0.00000,Industrial Machinery,0.00000,,0.00000,0.18446,0.22955,0.21496,Equipment,0.50497,0.40844,0.43411,0.38624,0.37112,0.37593,Industrial Machinery,0.02180,0.04005,0.03416,corporate,0.02180,0.04005,0.03416,0.02180,0.04005,0.03416,-0.05746,-0.09055,-0.08040 200,0.00000,Instruments and Communications Equipment,0.00000,,0.00000,0.19888,0.24453,0.22978,Equipment,0.56558,0.43500,0.46718,0.43259,0.39526,0.40457,Instruments and Communications Equipment,0.02624,0.04466,0.03872,corporate,0.02624,0.04466,0.03872,0.02624,0.04466,0.03872,-0.05688,-0.08967,-0.07961 -201,0.00000,Intellectual Property,0.00000,,0.00000,0.22975,0.27136,0.25804,Intellectual Property,0.67072,0.47705,0.52182,0.51301,0.43347,0.45188,Intellectual Property,0.03574,0.05291,0.04741,corporate,0.03574,0.05291,0.04741,0.03574,0.05291,0.04741,-0.02364,-0.04020,-0.03552 +201,0.00000,Intellectual Property,0.00000,,0.00000,0.23082,0.27245,0.25911,Intellectual Property,0.67388,0.47863,0.52370,0.51543,0.43490,0.45351,Intellectual Property,0.03607,0.05325,0.04774,corporate,0.03607,0.05325,0.04774,0.03607,0.05325,0.04774,-0.02948,-0.04498,-0.04048 204,0.00000,Mining and Drilling Structures,0.00000,,0.00000,0.14776,0.19129,0.17718,Structures,0.30047,0.32772,0.33134,0.22982,0.29778,0.28693,Mining and Drilling Structures,0.01051,0.02827,0.02254,corporate,0.01051,0.02827,0.02254,0.01051,0.02827,0.02254,-0.06489,-0.09968,-0.08919 205,0.00000,Nonresidential Buildings,0.00000,,0.00000,0.11125,0.15792,0.14281,Structures,0.03096,0.17932,0.16125,0.02368,0.16294,0.13964,Nonresidential Buildings,0.00138,0.02122,0.01481,corporate,0.00138,0.02122,0.01481,0.00138,0.02122,0.01481,0.05793,0.00000,0.01304 206,0.00000,Office and Residential Equipment,0.00000,,0.00000,0.19467,0.24012,0.22543,Equipment,0.54880,0.42744,0.45783,0.41976,0.38838,0.39647,Office and Residential Equipment,0.02495,0.04330,0.03738,corporate,0.02495,0.04330,0.03738,0.02495,0.04330,0.03738,-0.05662,-0.08929,-0.07927 @@ -212,7 +212,7 @@ 212,0.00000,Computers and Software,0.00000,,0.00000,0.02012,0.02582,0.02415,Equipment,0.10669,0.10935,0.10880,0.10669,0.10935,0.10880,Computers and Software,0.00504,0.00647,0.00605,non-corporate,0.00504,0.00647,0.00605,0.00504,0.00647,0.00605,-0.04328,-0.05386,-0.05083 213,0.00000,Industrial Machinery,0.00000,,0.00000,0.01006,0.01360,0.01254,Equipment,0.05662,0.06076,0.05969,0.05662,0.06076,0.05969,Industrial Machinery,0.00252,0.00341,0.00314,non-corporate,0.00252,0.00341,0.00314,0.00252,0.00341,0.00314,-0.06910,-0.08496,-0.08046 214,0.00000,Instruments and Communications Equipment,0.00000,,0.00000,0.01166,0.01557,0.01441,Equipment,0.06501,0.06893,0.06793,0.06501,0.06893,0.06793,Instruments and Communications Equipment,0.00292,0.00390,0.00361,non-corporate,0.00292,0.00390,0.00361,0.00292,0.00390,0.00361,-0.06845,-0.08418,-0.07971 -215,0.00000,Intellectual Property,0.00000,,0.00000,0.00461,0.00629,0.00579,Intellectual Property,0.02682,0.02902,0.02851,0.02682,0.02902,0.02851,Intellectual Property,0.00115,0.00158,0.00145,non-corporate,0.00115,0.00158,0.00145,0.00115,0.00158,0.00145,-0.02583,-0.03250,-0.03066 +215,0.00000,Intellectual Property,0.00000,,0.00000,0.00507,0.00676,0.00626,Intellectual Property,0.02945,0.03112,0.03073,0.02945,0.03112,0.03073,Intellectual Property,0.00127,0.00169,0.00157,non-corporate,0.00127,0.00169,0.00157,0.00127,0.00169,0.00157,-0.02826,-0.03471,-0.03292 218,0.00000,Mining and Drilling Structures,0.00000,,0.00000,0.00622,0.00884,0.00805,Structures,0.03587,0.04034,0.03914,0.03587,0.04034,0.03914,Mining and Drilling Structures,0.00156,0.00222,0.00202,non-corporate,0.00156,0.00222,0.00202,0.00156,0.00222,0.00202,-0.06758,-0.08257,-0.07833 219,0.00000,Nonresidential Buildings,0.00000,,0.00000,0.00000,0.00000,0.00000,Structures,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,Nonresidential Buildings,0.00000,0.00000,0.00000,non-corporate,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000 220,0.00000,Office and Residential Equipment,0.00000,,0.00000,0.01074,0.01442,0.01333,Equipment,0.06022,0.06419,0.06317,0.06022,0.06419,0.06317,Office and Residential Equipment,0.00269,0.00361,0.00334,non-corporate,0.00269,0.00361,0.00334,0.00269,0.00361,0.00334,-0.06730,-0.08279,-0.07839 @@ -225,5 +225,5 @@ 230,0.00000,Structures,0.00000,,0.00000,0.12269,0.16832,0.15352,Structures,0.10137,0.22642,0.21289,0.07754,0.20573,0.18435,Structures,0.00393,0.02294,0.01679,corporate,0.00393,0.02294,0.01679,0.00393,0.02294,0.01679,-0.00764,-0.05902,-0.04602 231,0.00000,Equipment,0.00000,,0.00000,0.01193,0.01586,0.01469,Equipment,0.06638,0.07015,0.06920,0.06638,0.07015,0.06920,Equipment,0.00299,0.00398,0.00368,non-corporate,0.00299,0.00398,0.00368,0.00299,0.00398,0.00368,-0.06515,-0.08010,-0.07586 235,0.00000,Structures,0.00000,,0.00000,0.00140,0.00203,0.00184,Structures,0.00601,0.00688,0.00665,0.00601,0.00688,0.00665,Structures,0.00035,0.00051,0.00046,non-corporate,0.00035,0.00051,0.00046,0.00035,0.00051,0.00046,-0.02022,-0.02416,-0.02307 -236,0.00000,Overall,0.00000,,0.00000,0.14483,0.19067,0.17588,Overall,0.24367,0.27584,0.27750,0.18638,0.25063,0.24031,Overall,0.01069,0.02971,0.02359,corporate,0.01069,0.02971,0.02359,0.01069,0.02971,0.02359,-0.01894,-0.05050,-0.04208 -237,0.00000,Overall,0.00000,,0.00000,0.00165,0.00225,0.00207,Overall,0.00676,0.00730,0.00716,0.00676,0.00730,0.00716,Overall,0.00041,0.00056,0.00052,non-corporate,0.00041,0.00056,0.00052,0.00041,0.00056,0.00052,-0.01274,-0.01547,-0.01470 +236,0.00000,Overall,0.00000,,0.00000,0.14492,0.19076,0.17597,Overall,0.24417,0.27601,0.27773,0.18676,0.25080,0.24051,Overall,0.01071,0.02974,0.02361,corporate,0.01071,0.02974,0.02361,0.01071,0.02974,0.02361,-0.01942,-0.05089,-0.04249 +237,0.00000,Overall,0.00000,,0.00000,0.00166,0.00226,0.00208,Overall,0.00680,0.00734,0.00720,0.00680,0.00734,0.00720,Overall,0.00042,0.00057,0.00052,non-corporate,0.00042,0.00057,0.00052,0.00042,0.00057,0.00052,-0.01280,-0.01552,-0.01475 diff --git a/example_output/changed_byindustry_expected.csv b/example_output/changed_byindustry_expected.csv index e058db92..6ffd63c0 100644 --- a/example_output/changed_byindustry_expected.csv +++ b/example_output/changed_byindustry_expected.csv @@ -5,7 +5,7 @@ 3,Waste management and remediation services,0.00000,0.00000,5620,0.00000,0.13941,0.18651,0.17126,Administrative and waste management services,0.22316,0.28620,0.28342,0.17069,0.26005,0.24543,0.00856,0.02775,0.02155,corporate,0.00856,0.02775,0.02155,0.00856,0.02775,0.02155,-0.07637,-0.12295,-0.11002 4,Farms,0.00000,0.00000,110C,0.00000,0.12953,0.17669,0.16150,"Agriculture, forestry, fishing, and hunting",0.14862,0.24448,0.23574,0.11367,0.22215,0.20415,0.00607,0.02552,0.01927,corporate,0.00607,0.02552,0.01927,0.00607,0.02552,0.01927,-0.05515,-0.08069,-0.07328 5,"Forestry, fishing, and related activities",0.00000,0.00000,113F,0.00000,0.13219,0.17891,0.16388,"Agriculture, forestry, fishing, and hunting",0.16373,0.24199,0.23596,0.12523,0.21988,0.20434,0.00707,0.02653,0.02028,corporate,0.00707,0.02653,0.02028,0.00707,0.02653,0.02028,-0.01872,-0.03828,-0.03283 -6,"Performing arts, spectator sports, museums, and related activities",0.00000,0.00000,711A,0.00000,0.15784,0.20539,0.19006,"Arts, entertainment, and recreation",0.32738,0.31929,0.32852,0.25040,0.29012,0.28449,0.01434,0.03374,0.02749,corporate,0.01434,0.03374,0.02749,0.01434,0.03374,0.02749,-0.03011,-0.07530,-0.06312 +6,"Performing arts, spectator sports, museums, and related activities",0.00000,0.00000,711A,0.00000,0.15796,0.20554,0.19020,"Arts, entertainment, and recreation",0.32804,0.31957,0.32887,0.25091,0.29038,0.28480,0.01438,0.03378,0.02753,corporate,0.01438,0.03378,0.02753,0.01438,0.03378,0.02753,-0.03073,-0.07593,-0.06375 7,"Amusements, gambling, and recreation industries",0.00000,0.00000,7130,0.00000,0.12969,0.17480,0.16024,"Arts, entertainment, and recreation",0.15191,0.24817,0.23951,0.11619,0.22550,0.20741,0.00587,0.02460,0.01857,corporate,0.00587,0.02460,0.01857,0.00587,0.02460,0.01857,-0.02336,-0.05208,-0.04407 8,Construction,0.00000,0.00000,2300,0.00000,0.14919,0.19553,0.18063,Construction,0.26182,0.27879,0.28290,0.20026,0.25332,0.24498,0.01219,0.03145,0.02526,corporate,0.01219,0.03145,0.02526,0.01219,0.03145,0.02526,-0.01915,-0.03992,-0.03413 9,Educational services,0.00000,0.00000,6100,0.00000,0.12729,0.17338,0.15844,Educational services,0.13148,0.22224,0.21380,0.10057,0.20193,0.18515,0.00579,0.02525,0.01896,corporate,0.00579,0.02525,0.01896,0.00579,0.02525,0.01896,0.03965,-0.01274,-0.00058 @@ -18,8 +18,8 @@ 16,Nursing and residential care facilities,0.00000,0.00000,6230,0.00000,0.13260,0.17868,0.16375,Health care and social assistance,0.16535,0.23822,0.23280,0.12647,0.21646,0.20160,0.00727,0.02661,0.02035,corporate,0.00727,0.02661,0.02035,0.00727,0.02661,0.02035,0.02718,-0.02379,-0.01163 17,Social assistance,0.00000,0.00000,6240,0.00000,0.13475,0.18077,0.16588,Health care and social assistance,0.17819,0.24309,0.23895,0.13629,0.22088,0.20692,0.00792,0.02722,0.02099,corporate,0.00792,0.02722,0.02099,0.00792,0.02722,0.02099,0.01911,-0.02568,-0.01484 18,Publishing industries (including software),0.00000,0.00000,5110,0.00000,0.20495,0.25261,0.23730,Information,0.52122,0.39768,0.42803,0.39866,0.36135,0.37066,0.02884,0.04826,0.04202,corporate,0.02884,0.04826,0.04202,0.02884,0.04826,0.04202,-0.02596,-0.06509,-0.05461 -19,Motion picture and sound recording industries,0.00000,0.00000,5120,0.00000,0.18526,0.23677,0.22026,Information,0.48652,0.40357,0.42722,0.37212,0.36670,0.36996,0.02231,0.04266,0.03614,corporate,0.02231,0.04266,0.03614,0.02231,0.04266,0.03614,-0.08340,-0.14418,-0.12738 -20,Broadcasting and telecommunications,0.00000,0.00000,5130,0.00000,0.15750,0.20406,0.18897,Information,0.34856,0.34134,0.35074,0.26660,0.31015,0.30373,0.01378,0.03261,0.02653,corporate,0.01378,0.03261,0.02653,0.01378,0.03261,0.02653,-0.07519,-0.12226,-0.10874 +19,Motion picture and sound recording industries,0.00000,0.00000,5120,0.00000,0.18820,0.23919,0.22275,Information,0.49884,0.40766,0.43257,0.38155,0.37041,0.37459,0.02322,0.04340,0.03691,corporate,0.02322,0.04340,0.03691,0.02322,0.04340,0.03691,-0.10152,-0.15541,-0.13987 +20,Broadcasting and telecommunications,0.00000,0.00000,5130,0.00000,0.15826,0.20496,0.18983,Information,0.35292,0.34321,0.35305,0.26994,0.31185,0.30573,0.01401,0.03289,0.02679,corporate,0.01401,0.03289,0.02679,0.01401,0.03289,0.02679,-0.07889,-0.12605,-0.11249 21,Information and data processing services,0.00000,0.00000,5140,0.00000,0.25378,0.29785,0.28366,Information,0.69056,0.48139,0.52918,0.52819,0.43741,0.45826,0.04351,0.06164,0.05581,corporate,0.04351,0.06164,0.05581,0.04351,0.06164,0.05581,-0.01646,-0.03976,-0.03336 22,Management of companies and enterprises,0.00000,0.00000,5500,0.00000,0.14992,0.19618,0.18126,Management of companies and enterprises,0.25340,0.26444,0.26914,0.19382,0.24028,0.23307,0.01280,0.03226,0.02599,corporate,0.01280,0.03226,0.02599,0.01280,0.03226,0.02599,0.02343,-0.01285,-0.00431 23,"Food, beverage, and tobacco products",0.00000,0.00000,311A,0.00000,0.14332,0.18921,0.17444,Manufacturing,0.22744,0.26303,0.26373,0.17396,0.23900,0.22838,0.01051,0.02966,0.02350,corporate,0.01051,0.02966,0.02350,0.01051,0.02966,0.02350,-0.00425,-0.03360,-0.02601 @@ -67,7 +67,7 @@ 65,Waste management and remediation services,0.00000,0.00000,5620,0.00000,0.00808,0.01142,0.01042,Administrative and waste management services,0.04071,0.04559,0.04432,0.04071,0.04559,0.04432,0.00203,0.00286,0.00261,non-corporate,0.00203,0.00286,0.00261,0.00203,0.00286,0.00261,-0.10278,-0.12163,-0.11643 66,Farms,0.00000,0.00000,110C,0.00000,0.00513,0.00715,0.00654,"Agriculture, forestry, fishing, and hunting",0.02254,0.02503,0.02438,0.02254,0.02503,0.02438,0.00129,0.00179,0.00164,non-corporate,0.00129,0.00179,0.00164,0.00129,0.00179,0.00164,-0.05732,-0.06802,-0.06506 67,"Forestry, fishing, and related activities",0.00000,0.00000,113F,0.00000,0.00187,0.00254,0.00234,"Agriculture, forestry, fishing, and hunting",0.00760,0.00817,0.00802,0.00760,0.00817,0.00802,0.00047,0.00064,0.00059,non-corporate,0.00047,0.00064,0.00059,0.00047,0.00064,0.00059,-0.01364,-0.01661,-0.01577 -68,"Performing arts, spectator sports, museums, and related activities",0.00000,0.00000,711A,0.00000,0.00827,0.01147,0.01053,"Arts, entertainment, and recreation",0.04038,0.04437,0.04341,0.04038,0.04437,0.04341,0.00207,0.00287,0.00264,non-corporate,0.00207,0.00287,0.00264,0.00207,0.00287,0.00264,-0.05774,-0.07206,-0.06808 +68,"Performing arts, spectator sports, museums, and related activities",0.00000,0.00000,711A,0.00000,0.00840,0.01161,0.01067,"Arts, entertainment, and recreation",0.04100,0.04490,0.04396,0.04100,0.04490,0.04396,0.00210,0.00291,0.00267,non-corporate,0.00210,0.00291,0.00267,0.00210,0.00291,0.00267,-0.05838,-0.07270,-0.06873 69,"Amusements, gambling, and recreation industries",0.00000,0.00000,7130,0.00000,0.00401,0.00565,0.00515,"Arts, entertainment, and recreation",0.01920,0.02145,0.02084,0.01920,0.02145,0.02084,0.00100,0.00142,0.00129,non-corporate,0.00100,0.00142,0.00129,0.00100,0.00142,0.00129,-0.04016,-0.04936,-0.04675 70,Construction,0.00000,0.00000,2300,0.00000,0.00377,0.00507,0.00468,Construction,0.01629,0.01739,0.01711,0.01629,0.01739,0.01711,0.00095,0.00127,0.00117,non-corporate,0.00095,0.00127,0.00117,0.00095,0.00127,0.00117,-0.02408,-0.02940,-0.02789 71,Educational services,0.00000,0.00000,6100,0.00000,0.00173,0.00231,0.00214,Educational services,0.00733,0.00772,0.00762,0.00733,0.00772,0.00762,0.00043,0.00058,0.00054,non-corporate,0.00043,0.00058,0.00054,0.00043,0.00058,0.00054,-0.00975,-0.01198,-0.01135 @@ -80,8 +80,8 @@ 78,Nursing and residential care facilities,0.00000,0.00000,6230,0.00000,0.00281,0.00379,0.00350,Health care and social assistance,0.01222,0.01300,0.01280,0.01222,0.01300,0.01280,0.00071,0.00095,0.00088,non-corporate,0.00071,0.00095,0.00088,0.00071,0.00095,0.00088,-0.01820,-0.02234,-0.02116 79,Social assistance,0.00000,0.00000,6240,0.00000,0.00277,0.00375,0.00346,Health care and social assistance,0.01200,0.01287,0.01264,0.01200,0.01287,0.01264,0.00070,0.00094,0.00087,non-corporate,0.00070,0.00094,0.00087,0.00070,0.00094,0.00087,-0.01880,-0.02310,-0.02188 80,Publishing industries (including software),0.00000,0.00000,5110,0.00000,0.00829,0.01120,0.01035,Information,0.03889,0.04175,0.04109,0.03889,0.04175,0.04109,0.00208,0.00281,0.00259,non-corporate,0.00208,0.00281,0.00259,0.00208,0.00281,0.00259,-0.04360,-0.05474,-0.05167 -81,Motion picture and sound recording industries,0.00000,0.00000,5120,0.00000,0.01558,0.02146,0.01975,Information,0.07944,0.08684,0.08513,0.07944,0.08684,0.08513,0.00390,0.00538,0.00495,non-corporate,0.00390,0.00538,0.00495,0.00390,0.00538,0.00495,-0.10672,-0.13321,-0.12602 -82,Broadcasting and telecommunications,0.00000,0.00000,5130,0.00000,0.00888,0.01249,0.01141,Information,0.04689,0.05227,0.05088,0.04689,0.05227,0.05088,0.00222,0.00313,0.00286,non-corporate,0.00222,0.00313,0.00286,0.00222,0.00313,0.00286,-0.09345,-0.11283,-0.10743 +81,Motion picture and sound recording industries,0.00000,0.00000,5120,0.00000,0.01809,0.02378,0.02211,Information,0.09093,0.09530,0.09428,0.09093,0.09530,0.09428,0.00453,0.00596,0.00554,non-corporate,0.00453,0.00596,0.00554,0.00453,0.00596,0.00554,-0.12119,-0.14487,-0.13830 +82,Broadcasting and telecommunications,0.00000,0.00000,5130,0.00000,0.00963,0.01331,0.01221,Information,0.05066,0.05551,0.05425,0.05066,0.05551,0.05425,0.00241,0.00334,0.00306,non-corporate,0.00241,0.00334,0.00306,0.00241,0.00334,0.00306,-0.09708,-0.11651,-0.11110 83,Information and data processing services,0.00000,0.00000,5140,0.00000,0.00689,0.00904,0.00840,Information,0.03567,0.03719,0.03682,0.03567,0.03719,0.03682,0.00173,0.00227,0.00211,non-corporate,0.00173,0.00227,0.00211,0.00173,0.00227,0.00211,-0.02906,-0.03564,-0.03377 84,Management of companies and enterprises,0.00000,0.00000,5500,0.00000,0.00230,0.00303,0.00281,Management of companies and enterprises,0.00965,0.01008,0.00998,0.00965,0.01008,0.00998,0.00058,0.00076,0.00071,non-corporate,0.00058,0.00076,0.00071,0.00058,0.00076,0.00071,-0.00999,-0.01228,-0.01163 85,"Food, beverage, and tobacco products",0.00000,0.00000,311A,0.00000,0.00348,0.00470,0.00433,Manufacturing,0.01490,0.01607,0.01577,0.01490,0.01607,0.01577,0.00087,0.00118,0.00109,non-corporate,0.00087,0.00118,0.00109,0.00087,0.00118,0.00109,-0.02323,-0.02851,-0.02701 @@ -126,10 +126,10 @@ 124,Accommodation and food services,0.00000,0.00000,,0.00000,0.11955,0.16650,0.15138,Accommodation and food services,0.08260,0.20286,0.18960,0.06318,0.18432,0.16419,0.00366,0.02344,0.01708,corporate,0.00366,0.02344,0.01708,0.00366,0.02344,0.01708,0.01803,-0.01364,-0.00612 125,Administrative and waste management services,0.00000,0.00000,,0.00000,0.18174,0.22797,0.21303,Administrative and waste management services,0.43875,0.36097,0.38245,0.33559,0.32799,0.33119,0.02167,0.04064,0.03452,corporate,0.02167,0.04064,0.03452,0.02167,0.04064,0.03452,-0.03600,-0.07389,-0.06362 126,"Agriculture, forestry, fishing, and hunting",0.00000,0.00000,,0.00000,0.12976,0.17688,0.16171,"Agriculture, forestry, fishing, and hunting",0.15001,0.24427,0.23577,0.11474,0.22195,0.20417,0.00616,0.02561,0.01936,corporate,0.00616,0.02561,0.01936,0.00616,0.02561,0.01936,-0.05198,-0.07700,-0.06975 -127,"Arts, entertainment, and recreation",0.00000,0.00000,,0.00000,0.14198,0.18816,0.17326,"Arts, entertainment, and recreation",0.23380,0.28022,0.27992,0.17883,0.25462,0.24240,0.00957,0.02859,0.02246,corporate,0.00957,0.02859,0.02246,0.00957,0.02859,0.02246,-0.02630,-0.06222,-0.05239 +127,"Arts, entertainment, and recreation",0.00000,0.00000,,0.00000,0.14203,0.18823,0.17332,"Arts, entertainment, and recreation",0.23414,0.28036,0.28009,0.17909,0.25475,0.24255,0.00958,0.02861,0.02248,corporate,0.00958,0.02861,0.02248,0.00958,0.02861,0.02248,-0.02658,-0.06250,-0.05267 130,Finance and insurance,0.00000,0.00000,,0.00000,0.17588,0.22221,0.20725,Finance and insurance,0.38604,0.32704,0.34461,0.29527,0.29716,0.29843,0.02033,0.03958,0.03337,corporate,0.02033,0.03958,0.03337,0.02033,0.03958,0.03337,0.00759,-0.03196,-0.02208 131,Health care and social assistance,0.00000,0.00000,,0.00000,0.13884,0.18511,0.17013,Health care and social assistance,0.20257,0.25244,0.25088,0.15494,0.22938,0.21726,0.00914,0.02851,0.02225,corporate,0.00914,0.02851,0.02225,0.00914,0.02851,0.02225,0.02255,-0.02537,-0.01384 -132,Information,0.00000,0.00000,,0.00000,0.17273,0.21998,0.20471,Information,0.42509,0.36944,0.38744,0.32514,0.33569,0.33551,0.01852,0.03760,0.03145,corporate,0.01852,0.03760,0.03145,0.01852,0.03760,0.03145,-0.06735,-0.11407,-0.10084 +132,Information,0.00000,0.00000,,0.00000,0.17368,0.22095,0.20566,Information,0.42961,0.37123,0.38969,0.32860,0.33732,0.33746,0.01881,0.03789,0.03174,corporate,0.01881,0.03789,0.03174,0.01881,0.03789,0.03174,-0.07252,-0.11829,-0.10523 133,Management of companies and enterprises,0.00000,0.00000,,0.00000,0.14992,0.19618,0.18126,Management of companies and enterprises,0.25340,0.26444,0.26914,0.19382,0.24028,0.23307,0.01280,0.03226,0.02599,corporate,0.01280,0.03226,0.02599,0.01280,0.03226,0.02599,0.02343,-0.01285,-0.00431 134,Manufacturing,0.00000,0.00000,,0.00000,0.15905,0.20348,0.18919,Manufacturing,0.31560,0.29923,0.30908,0.24139,0.27189,0.26766,0.01510,0.03368,0.02771,corporate,0.01510,0.03368,0.02771,0.01510,0.03368,0.02771,-0.00408,-0.02717,-0.02119 135,Mining,0.00000,0.00000,,0.00000,0.15689,0.20032,0.18628,Mining,0.34528,0.33382,0.34371,0.26409,0.30332,0.29765,0.01359,0.03145,0.02569,corporate,0.01359,0.03145,0.02569,0.01359,0.03145,0.02569,-0.03609,-0.06435,-0.05599 @@ -140,10 +140,10 @@ 143,Accommodation and food services,0.00000,0.00000,,0.00000,0.00172,0.00230,0.00213,Accommodation and food services,0.00693,0.00735,0.00724,0.00693,0.00735,0.00724,0.00043,0.00058,0.00053,non-corporate,0.00043,0.00058,0.00053,0.00043,0.00058,0.00053,-0.00995,-0.01223,-0.01159 144,Administrative and waste management services,0.00000,0.00000,,0.00000,0.00732,0.00991,0.00914,Administrative and waste management services,0.03590,0.03858,0.03790,0.03590,0.03858,0.03790,0.00183,0.00248,0.00229,non-corporate,0.00183,0.00248,0.00229,0.00183,0.00248,0.00229,-0.05578,-0.06702,-0.06388 145,"Agriculture, forestry, fishing, and hunting",0.00000,0.00000,,0.00000,0.00445,0.00619,0.00567,"Agriculture, forestry, fishing, and hunting",0.01923,0.02128,0.02075,0.01923,0.02128,0.02075,0.00112,0.00155,0.00142,non-corporate,0.00112,0.00155,0.00142,0.00112,0.00155,0.00142,-0.04822,-0.05731,-0.05480 -146,"Arts, entertainment, and recreation",0.00000,0.00000,,0.00000,0.00593,0.00828,0.00758,"Arts, entertainment, and recreation",0.02868,0.03171,0.03095,0.02868,0.03171,0.03095,0.00149,0.00208,0.00190,non-corporate,0.00149,0.00208,0.00190,0.00149,0.00208,0.00190,-0.04811,-0.05963,-0.05640 +146,"Arts, entertainment, and recreation",0.00000,0.00000,,0.00000,0.00599,0.00835,0.00765,"Arts, entertainment, and recreation",0.02896,0.03195,0.03120,0.02896,0.03195,0.03120,0.00150,0.00209,0.00192,non-corporate,0.00150,0.00209,0.00192,0.00150,0.00209,0.00192,-0.04840,-0.05992,-0.05669 149,Finance and insurance,0.00000,0.00000,,0.00000,0.00271,0.00357,0.00331,Finance and insurance,0.01120,0.01173,0.01160,0.01120,0.01173,0.01160,0.00068,0.00089,0.00083,non-corporate,0.00068,0.00089,0.00083,0.00068,0.00089,0.00083,-0.01214,-0.01497,-0.01416 150,Health care and social assistance,0.00000,0.00000,,0.00000,0.00344,0.00458,0.00425,Health care and social assistance,0.01505,0.01584,0.01564,0.01505,0.01584,0.01564,0.00086,0.00115,0.00106,non-corporate,0.00086,0.00115,0.00106,0.00086,0.00115,0.00106,-0.01923,-0.02364,-0.02239 -151,Information,0.00000,0.00000,,0.00000,0.01003,0.01396,0.01280,Information,0.05217,0.05755,0.05621,0.05217,0.05755,0.05621,0.00251,0.00350,0.00321,non-corporate,0.00251,0.00350,0.00321,0.00251,0.00350,0.00321,-0.08919,-0.10870,-0.10331 +151,Information,0.00000,0.00000,,0.00000,0.01104,0.01498,0.01381,Information,0.05707,0.06147,0.06036,0.05707,0.06147,0.06036,0.00277,0.00375,0.00346,non-corporate,0.00277,0.00375,0.00346,0.00277,0.00375,0.00346,-0.09451,-0.11350,-0.10822 152,Management of companies and enterprises,0.00000,0.00000,,0.00000,0.00230,0.00303,0.00281,Management of companies and enterprises,0.00965,0.01008,0.00998,0.00965,0.01008,0.00998,0.00058,0.00076,0.00071,non-corporate,0.00058,0.00076,0.00071,0.00058,0.00076,0.00071,-0.00999,-0.01228,-0.01163 153,Manufacturing,0.00000,0.00000,,0.00000,0.00302,0.00406,0.00375,Manufacturing,0.01369,0.01470,0.01444,0.01369,0.01470,0.01444,0.00076,0.00102,0.00094,non-corporate,0.00076,0.00102,0.00094,0.00076,0.00102,0.00094,-0.01953,-0.02394,-0.02269 154,Mining,0.00000,0.00000,,0.00000,0.00568,0.00788,0.00721,Mining,0.03073,0.03382,0.03299,0.03073,0.03382,0.03299,0.00142,0.00197,0.00181,non-corporate,0.00142,0.00197,0.00181,0.00142,0.00197,0.00181,-0.04800,-0.05929,-0.05608 @@ -151,5 +151,5 @@ 156,"Professional, scientific, and technical services",0.00000,0.00000,,0.00000,0.00611,0.00806,0.00748,"Professional, scientific, and technical services",0.02996,0.03140,0.03105,0.02996,0.03140,0.03105,0.00153,0.00202,0.00188,non-corporate,0.00153,0.00202,0.00188,0.00153,0.00202,0.00188,-0.02694,-0.03329,-0.03149 157,Real estate and rental and leasing,0.00000,0.00000,,0.00000,0.00031,0.00042,0.00039,Real estate and rental and leasing,0.00122,0.00132,0.00129,0.00122,0.00132,0.00129,0.00008,0.00011,0.00010,non-corporate,0.00008,0.00011,0.00010,0.00008,0.00011,0.00010,-0.00251,-0.00303,-0.00289 159,Transportation and warehousing,0.00000,0.00000,,0.00000,0.00626,0.00879,0.00803,Transportation and warehousing,0.03277,0.03643,0.03546,0.03277,0.03643,0.03546,0.00157,0.00220,0.00201,non-corporate,0.00157,0.00220,0.00201,0.00157,0.00220,0.00201,-0.06531,-0.07898,-0.07515 -162,Overall,0.00000,0.00000,,0.00000,0.14483,0.19067,0.17588,Overall,0.24367,0.27584,0.27750,0.18638,0.25063,0.24031,0.01069,0.02971,0.02359,corporate,0.01069,0.02971,0.02359,0.01069,0.02971,0.02359,-0.01894,-0.05050,-0.04208 -163,Overall,0.00000,0.00000,,0.00000,0.00165,0.00225,0.00207,Overall,0.00676,0.00730,0.00716,0.00676,0.00730,0.00716,0.00041,0.00056,0.00052,non-corporate,0.00041,0.00056,0.00052,0.00041,0.00056,0.00052,-0.01274,-0.01547,-0.01470 +162,Overall,0.00000,0.00000,,0.00000,0.14492,0.19076,0.17597,Overall,0.24417,0.27601,0.27773,0.18676,0.25080,0.24051,0.01071,0.02974,0.02361,corporate,0.01071,0.02974,0.02361,0.01071,0.02974,0.02361,-0.01942,-0.05089,-0.04249 +163,Overall,0.00000,0.00000,,0.00000,0.00166,0.00226,0.00208,Overall,0.00680,0.00734,0.00720,0.00680,0.00734,0.00720,0.00042,0.00057,0.00052,non-corporate,0.00042,0.00057,0.00052,0.00042,0.00057,0.00052,-0.01280,-0.01552,-0.01475 diff --git a/example_output/reform_byasset_expected.csv b/example_output/reform_byasset_expected.csv index 3a03630e..e84a47ba 100644 --- a/example_output/reform_byasset_expected.csv +++ b/example_output/reform_byasset_expected.csv @@ -40,8 +40,8 @@ 38,38,5.00000,Aircraft,265993981320.40247,ET30,0.08590,0.26657,0.35943,0.32958,Equipment,0.04286,0.37047,0.29893,0.26792,0.42799,0.39289,Transportation Equipment,0.05433,0.09213,0.07999,corporate,0.01456,0.03943,0.03143,0.14023,0.17803,0.16589,0.95786,0.93250,0.94037 39,39,10.00000,Ships and boats,62839620239.51455,ET40,0.06110,0.25156,0.34707,0.31631,Equipment,-0.04602,0.34337,0.26124,0.19993,0.40337,0.36026,Transportation Equipment,0.04971,0.08833,0.07591,corporate,0.00994,0.03563,0.02735,0.11081,0.14943,0.13701,0.92103,0.87842,0.89126 40,40,7.00000,Railroad equipment,109045484545.80264,ET50,0.05890,0.24787,0.34144,0.31133,Equipment,-0.07047,0.33024,0.24601,0.18124,0.39143,0.34706,Transportation Equipment,0.04858,0.08660,0.07438,corporate,0.00880,0.03390,0.02581,0.10748,0.14550,0.13328,0.94254,0.90945,0.91960 -41,41,15.00000,Theatrical movies,157833135207.60001,AE10,0.09300,0.28129,0.38465,0.35158,Intellectual Property,0.11655,0.41937,0.35363,0.32428,0.47242,0.44026,Intellectual Property,0.05886,0.09989,0.08676,corporate,0.01909,0.04719,0.03820,0.15186,0.19289,0.17976,0.88366,0.80795,0.82871 -42,42,15.00000,Long-lived television programs,144610873940.84000,AE20,0.16800,0.33380,0.43715,0.40408,Intellectual Property,0.30679,0.50020,0.45509,0.46979,0.54586,0.52812,Intellectual Property,0.07501,0.11605,0.10292,corporate,0.03524,0.06335,0.05435,0.24301,0.28405,0.27092,0.92813,0.87168,0.88806 +41,41,15.00000,Theatrical movies,157833135207.60001,AE10,0.09300,0.28356,0.38551,0.35273,Intellectual Property,0.12687,0.42090,0.35626,0.33217,0.47381,0.44254,Intellectual Property,0.05956,0.10016,0.08712,corporate,0.01978,0.04746,0.03855,0.15256,0.19316,0.18012,0.86590,0.80255,0.82096 +42,42,15.00000,Long-lived television programs,144610873940.84000,AE20,0.16800,0.34378,0.44893,0.41526,Intellectual Property,0.33407,0.51534,0.47272,0.49065,0.55962,0.54338,Intellectual Property,0.07809,0.11967,0.10636,corporate,0.03831,0.06697,0.05779,0.24609,0.28767,0.27436,0.87967,0.82203,0.83886 43,43,15.00000,Books,67646468506.22700,AE30,0.12100,0.30089,0.40425,0.37118,Intellectual Property,0.19865,0.45243,0.39564,0.38708,0.50246,0.47664,Intellectual Property,0.06489,0.10592,0.09279,corporate,0.02512,0.05322,0.04423,0.18589,0.22692,0.21379,0.90550,0.83799,0.85701 44,44,15.00000,Music,15406510045.27200,AE40,0.26700,0.40309,0.50645,0.47338,Intellectual Property,0.46023,0.57778,0.54861,0.58715,0.61636,0.60911,Intellectual Property,0.09634,0.13737,0.12424,corporate,0.05656,0.08467,0.07568,0.36334,0.40437,0.39124,0.95224,0.91077,0.92319 45,45,15.00000,Other entertainment originals,15413496806.95360,AE50,0.10900,0.29249,0.39585,0.36278,Intellectual Property,0.16541,0.43874,0.37833,0.36165,0.49002,0.46165,Intellectual Property,0.06231,0.10334,0.09021,corporate,0.02253,0.05064,0.04164,0.17131,0.21234,0.19921,0.89723,0.82635,0.84611 @@ -139,8 +139,8 @@ 137,137,5.00000,Aircraft,86223598874.83788,ET30,0.08590,0.18576,0.15759,0.16573,Equipment,0.12060,0.04034,0.05856,0.12060,0.04034,0.05856,Transportation Equipment,0.03987,0.05492,0.05054,non-corporate,0.00481,0.00222,0.00296,0.12577,0.14082,0.13644,0.94904,0.93684,0.94033 138,138,10.00000,Ships and boats,16387379759.80567,ET40,0.06110,0.18882,0.16192,0.16968,Equipment,0.13721,0.05891,0.07662,0.13721,0.05891,0.07662,Transportation Equipment,0.04063,0.05600,0.05153,non-corporate,0.00558,0.00330,0.00395,0.10173,0.11710,0.11263,0.90580,0.88547,0.89119 139,139,7.00000,Railroad equipment,29964515454.02116,ET50,0.05890,0.18615,0.15833,0.16636,Equipment,0.12275,0.04355,0.06148,0.12275,0.04355,0.06148,Transportation Equipment,0.03996,0.05510,0.05070,non-corporate,0.00491,0.00240,0.00312,0.09886,0.11400,0.10960,0.93090,0.91504,0.91954 -140,140,15.00000,Theatrical movies,18409754458.46626,AE10,0.09300,0.19869,0.17537,0.18213,Intellectual Property,0.18672,0.11233,0.12935,0.18672,0.11233,0.12935,Intellectual Property,0.04311,0.05937,0.05465,non-corporate,0.00805,0.00667,0.00707,0.13611,0.15237,0.14765,0.85424,0.81915,0.82859 -141,141,15.00000,Long-lived television programs,14909126060.40839,AE20,0.16800,0.19869,0.17537,0.18213,Intellectual Property,0.18672,0.11233,0.12935,0.18672,0.11233,0.12935,Intellectual Property,0.04311,0.05937,0.05465,non-corporate,0.00805,0.00667,0.00707,0.21111,0.22737,0.22265,0.90724,0.88061,0.88796 +140,140,15.00000,Theatrical movies,18409754458.46626,AE10,0.09300,0.20024,0.17633,0.18323,Intellectual Property,0.19400,0.11594,0.13373,0.19400,0.11594,0.13373,Intellectual Property,0.04350,0.05961,0.05493,non-corporate,0.00844,0.00691,0.00735,0.13650,0.15261,0.14793,0.84252,0.81258,0.82086 +141,141,15.00000,Long-lived television programs,14909126060.40839,AE20,0.16800,0.20884,0.18637,0.19289,Intellectual Property,0.23206,0.15175,0.17027,0.23206,0.15175,0.17027,Intellectual Property,0.04565,0.06213,0.05735,non-corporate,0.01059,0.00943,0.00977,0.21365,0.23013,0.22535,0.85848,0.83121,0.83877 142,142,15.00000,Books,14215531494.34945,AE30,0.12100,0.19869,0.17537,0.18213,Intellectual Property,0.18672,0.11233,0.12935,0.18672,0.11233,0.12935,Intellectual Property,0.04311,0.05937,0.05465,non-corporate,0.00805,0.00667,0.00707,0.16411,0.18037,0.17565,0.87987,0.84830,0.85690 143,143,15.00000,Music,8069489954.09881,AE40,0.26700,0.19869,0.17537,0.18213,Intellectual Property,0.18672,0.11233,0.12935,0.18672,0.11233,0.12935,Intellectual Property,0.04311,0.05937,0.05465,non-corporate,0.00805,0.00667,0.00707,0.31011,0.32637,0.32165,0.93732,0.91758,0.92312 144,144,15.00000,Other entertainment originals,11674503193.39874,AE50,0.10900,0.19869,0.17537,0.18213,Intellectual Property,0.18672,0.11233,0.12935,0.18672,0.11233,0.12935,Intellectual Property,0.04311,0.05937,0.05465,non-corporate,0.00805,0.00667,0.00707,0.15211,0.16837,0.16365,0.87008,0.83704,0.84600 @@ -200,7 +200,7 @@ 198,198,3.64718,Computers and Software,398439404770.52747,,0.41304,0.50696,0.60657,0.57463,Equipment,0.59468,0.65512,0.63911,0.68999,0.68663,0.68748,Computers and Software,0.12829,0.16817,0.15539,corporate,0.08852,0.11547,0.10683,0.54133,0.58121,0.56843,0.96490,0.94325,0.95001 199,199,7.00000,Industrial Machinery,754098089405.10413,,0.10569,0.28345,0.37865,0.34803,Equipment,0.12639,0.40844,0.34540,0.33181,0.46248,0.43313,Industrial Machinery,0.05952,0.09805,0.08567,corporate,0.01975,0.04534,0.03711,0.16521,0.20374,0.19136,0.94254,0.90945,0.91960 200,200,6.92378,Instruments and Communications Equipment,847266548005.08252,,0.12485,0.29787,0.39363,0.36284,Equipment,0.18700,0.43500,0.37847,0.37816,0.48663,0.46177,Instruments and Communications Equipment,0.06396,0.10266,0.09023,corporate,0.02419,0.04996,0.04166,0.18881,0.22750,0.21508,0.94312,0.91033,0.92039 -201,201,7.39403,Intellectual Property,1681853350900.40088,,0.17644,0.32875,0.42046,0.39111,Intellectual Property,0.29214,0.47705,0.43310,0.45858,0.52483,0.50908,Intellectual Property,0.07346,0.11091,0.09892,corporate,0.03369,0.05821,0.05036,0.24990,0.28735,0.27537,0.97636,0.95980,0.96448 +201,201,7.39403,Intellectual Property,1681853350900.40088,,0.17644,0.32982,0.42155,0.39217,Intellectual Property,0.29530,0.47863,0.43498,0.46100,0.52627,0.51071,Intellectual Property,0.07379,0.11125,0.09925,corporate,0.03402,0.05855,0.05069,0.25023,0.28769,0.27570,0.97052,0.95502,0.95952 204,204,7.73987,Mining and Drilling Structures,2172847115166.73730,,0.05760,0.24676,0.34039,0.31025,Structures,-0.07811,0.32772,0.24263,0.17539,0.38915,0.34414,Mining and Drilling Structures,0.04823,0.08627,0.07405,corporate,0.00846,0.03357,0.02548,0.10583,0.14387,0.13164,0.93511,0.90032,0.91081 205,205,39.00000,Nonresidential Buildings,4551150810123.36719,,0.02561,0.24879,0.36592,0.32816,Structures,-0.06427,0.38384,0.29509,0.18597,0.44013,0.38956,Nonresidential Buildings,0.04886,0.09413,0.07956,corporate,0.00909,0.04143,0.03099,0.07447,0.11974,0.10516,0.47842,0.32921,0.36757 206,206,6.89065,Office and Residential Equipment,213260346797.01944,,0.11933,0.29367,0.38922,0.35850,Equipment,0.17022,0.42744,0.36912,0.36533,0.47975,0.45367,Office and Residential Equipment,0.06267,0.10130,0.08889,corporate,0.02289,0.04860,0.04033,0.18199,0.22063,0.20822,0.94338,0.91071,0.92073 @@ -212,7 +212,7 @@ 212,212,3.75970,Computers and Software,133772595225.18484,,0.41707,0.19949,0.17457,0.18178,Equipment,0.19048,0.10935,0.12797,0.19048,0.10935,0.12797,Computers and Software,0.04331,0.05917,0.05457,non-corporate,0.00825,0.00647,0.00698,0.46038,0.47625,0.47164,0.95672,0.94614,0.94917 213,213,7.00000,Industrial Machinery,170693910597.87476,,0.10585,0.18942,0.16236,0.17017,Equipment,0.14042,0.06076,0.07885,0.14042,0.06076,0.07885,Industrial Machinery,0.04079,0.05611,0.05166,non-corporate,0.00573,0.00341,0.00407,0.14664,0.16196,0.15751,0.93090,0.91504,0.91954 214,214,6.92834,Instruments and Communications Equipment,352265040695.39178,,0.13114,0.19103,0.16432,0.17204,Equipment,0.14880,0.06893,0.08710,0.14880,0.06893,0.08710,Instruments and Communications Equipment,0.04119,0.05660,0.05212,non-corporate,0.00613,0.00390,0.00454,0.17232,0.18774,0.18326,0.93155,0.91582,0.92029 -215,215,6.33241,Intellectual Property,387169616706.89374,,0.18561,0.18397,0.15504,0.16343,Intellectual Property,0.11062,0.02902,0.04767,0.11062,0.02902,0.04767,Intellectual Property,0.03942,0.05428,0.04997,non-corporate,0.00436,0.00158,0.00238,0.22503,0.23988,0.23557,0.97417,0.96750,0.96934 +215,215,6.33241,Intellectual Property,387169616706.89374,,0.18561,0.18444,0.15551,0.16389,Intellectual Property,0.11324,0.03112,0.04990,0.11324,0.03112,0.04990,Intellectual Property,0.03954,0.05439,0.05008,non-corporate,0.00448,0.00169,0.00250,0.22514,0.24000,0.23569,0.97174,0.96529,0.96708 218,218,6.73025,Mining and Drilling Structures,337164385115.77063,,0.06203,0.18559,0.15759,0.16568,Structures,0.11967,0.04034,0.05830,0.11967,0.04034,0.05830,Mining and Drilling Structures,0.03982,0.05492,0.05053,non-corporate,0.00477,0.00222,0.00295,0.10186,0.11695,0.11257,0.93242,0.91743,0.92167 219,219,39.00000,Nonresidential Buildings,2863255336898.64990,,0.02432,0.21595,0.19904,0.20389,Structures,0.26091,0.19298,0.20833,0.26091,0.19298,0.20833,Nonresidential Buildings,0.04744,0.06530,0.06011,non-corporate,0.01238,0.01260,0.01252,0.07175,0.08962,0.08442,0.42161,0.35397,0.37162 220,220,6.80132,Office and Residential Equipment,108443653204.71063,,0.12040,0.19011,0.16318,0.17096,Equipment,0.14402,0.06419,0.08234,0.14402,0.06419,0.08234,Office and Residential Equipment,0.04096,0.05632,0.05185,non-corporate,0.00590,0.00361,0.00427,0.16136,0.17672,0.17226,0.93270,0.91721,0.92161 @@ -225,5 +225,5 @@ 230,230,25.70088,Structures,8927296015696.23438,,0.03248,0.24239,0.34918,0.31475,Structures,-0.10902,0.34816,0.25652,0.15175,0.40772,0.35617,Structures,0.04689,0.08898,0.07543,corporate,0.00712,0.03628,0.02687,0.07937,0.12146,0.10791,0.67847,0.57689,0.60385 231,231,6.51570,Equipment,1610127359593.29712,,0.15633,0.19129,0.16462,0.17233,Equipment,0.15018,0.07015,0.08837,0.15018,0.07015,0.08837,Equipment,0.04125,0.05668,0.05220,non-corporate,0.00620,0.00398,0.00461,0.19759,0.21301,0.20853,0.93485,0.91990,0.92414 235,235,31.07440,Structures,5050149173901.45020,,0.02496,0.20809,0.18883,0.19435,Structures,0.22889,0.16009,0.17556,0.22889,0.16009,0.17556,Structures,0.04547,0.06275,0.05772,non-corporate,0.01041,0.01004,0.01013,0.07042,0.08770,0.08267,0.53247,0.47277,0.48852 -236,236,38.79367,Overall,20307631178754.23438,,0.06162,0.26353,0.36967,0.33556,Overall,0.02610,0.39128,0.31471,0.25509,0.44690,0.40656,Overall,0.05339,0.09528,0.08183,corporate,0.01362,0.04258,0.03327,0.11501,0.15690,0.14345,0.59060,0.53698,0.55153 -237,237,68.60454,Overall,17036588368688.33008,,0.02639,0.21218,0.19387,0.19916,Overall,0.24585,0.17665,0.19240,0.24585,0.17665,0.19240,Overall,0.04649,0.06401,0.05892,non-corporate,0.01143,0.01131,0.01134,0.07288,0.09040,0.08531,0.26833,0.24907,0.25418 +236,236,38.79367,Overall,20307631178754.23438,,0.06162,0.26362,0.36976,0.33565,Overall,0.02659,0.39146,0.31494,0.25548,0.44706,0.40675,Overall,0.05342,0.09531,0.08186,corporate,0.01365,0.04261,0.03330,0.11504,0.15693,0.14348,0.59012,0.53659,0.55112 +237,237,68.60454,Overall,17036588368688.33008,,0.02639,0.21219,0.19388,0.19917,Overall,0.24590,0.17668,0.19244,0.24590,0.17668,0.19244,Overall,0.04649,0.06401,0.05892,non-corporate,0.01143,0.01131,0.01134,0.07288,0.09040,0.08531,0.26827,0.24902,0.25413 diff --git a/example_output/reform_byindustry_expected.csv b/example_output/reform_byindustry_expected.csv index cefc1d1d..99c8d69d 100644 --- a/example_output/reform_byindustry_expected.csv +++ b/example_output/reform_byindustry_expected.csv @@ -5,7 +5,7 @@ 3,3,Waste management and remediation services,30.79958,69464866307.19232,5620,0.04823,0.24975,0.35295,0.31973,Administrative and waste management services,-0.05790,0.35655,0.27133,0.19085,0.41534,0.36899,0.04915,0.09014,0.07696,corporate,0.00938,0.03744,0.02840,0.09738,0.13837,0.12519,0.69514,0.63573,0.65221 4,4,Farms,56.63261,359601192716.54291,110C,0.03762,0.25002,0.35775,0.32319,"Agriculture, forestry, fishing, and hunting",-0.05614,0.36691,0.28127,0.19219,0.42475,0.37760,0.04924,0.09161,0.07803,corporate,0.00946,0.03891,0.02946,0.08685,0.12923,0.11564,0.44806,0.42252,0.42994 5,5,"Forestry, fishing, and related activities",58.69871,34352705962.83144,113F,0.04638,0.25588,0.36581,0.33055,"Agriculture, forestry, fishing, and hunting",-0.01882,0.38361,0.30154,0.22074,0.43993,0.39515,0.05104,0.09410,0.08029,corporate,0.01127,0.04140,0.03173,0.09742,0.14048,0.12667,0.40452,0.37541,0.38351 -6,6,"Performing arts, spectator sports, museums, and related activities",26.45100,79922779339.33067,711A,0.07496,0.27014,0.37508,0.34135,"Arts, entertainment, and recreation",0.06183,0.40174,0.32931,0.28242,0.45640,0.41920,0.05543,0.09695,0.08361,corporate,0.01565,0.04425,0.03505,0.13038,0.17190,0.15857,0.72417,0.65450,0.67346 +6,6,"Performing arts, spectator sports, museums, and related activities",26.45100,79922779339.33067,711A,0.07496,0.27027,0.37523,0.34149,"Arts, entertainment, and recreation",0.06249,0.40202,0.32966,0.28293,0.45666,0.41950,0.05547,0.09699,0.08366,corporate,0.01569,0.04429,0.03509,0.13042,0.17195,0.15862,0.72355,0.65386,0.67283 7,7,"Amusements, gambling, and recreation industries",36.30666,103100531850.12755,7130,0.04042,0.24552,0.34965,0.31619,"Arts, entertainment, and recreation",-0.08670,0.34923,0.26086,0.16882,0.40868,0.35993,0.04785,0.08912,0.07587,corporate,0.00808,0.03642,0.02731,0.08827,0.12954,0.11629,0.62187,0.57785,0.59010 8,8,Construction,50.93484,167674309864.19751,2300,0.06772,0.27098,0.37890,0.34428,Construction,0.06619,0.40891,0.33647,0.28576,0.46291,0.42540,0.05569,0.09812,0.08452,corporate,0.01591,0.04542,0.03595,0.12341,0.16585,0.15224,0.48106,0.44994,0.45861 9,9,Educational services,34.22480,321852335173.16290,6100,0.04393,0.25529,0.36801,0.33163,Educational services,-0.02245,0.38800,0.30443,0.21796,0.44392,0.39765,0.05086,0.09477,0.08062,corporate,0.01109,0.04207,0.03206,0.09479,0.13870,0.12456,0.54996,0.42239,0.45540 @@ -18,8 +18,8 @@ 16,16,Nursing and residential care facilities,30.33509,45367688456.12007,6230,0.04907,0.25764,0.36836,0.33265,Health care and social assistance,-0.00813,0.38870,0.30712,0.22891,0.44455,0.39998,0.05158,0.09488,0.08094,corporate,0.01181,0.04218,0.03237,0.10065,0.14395,0.13001,0.60323,0.48560,0.51625 17,17,Social assistance,34.19701,32821172821.68540,6240,0.05176,0.25965,0.36983,0.33434,Health care and social assistance,0.00383,0.39161,0.31155,0.23807,0.44719,0.40382,0.05220,0.09533,0.08146,corporate,0.01243,0.04263,0.03289,0.10396,0.14709,0.13322,0.58120,0.48063,0.50694 18,18,Publishing industries (including software),25.89745,205722166040.08698,5110,0.14041,0.31739,0.42211,0.38852,Information,0.25678,0.47945,0.42850,0.43154,0.52701,0.50510,0.06997,0.11142,0.09813,corporate,0.03019,0.05872,0.04956,0.21038,0.25183,0.23854,0.73159,0.67231,0.68838 -19,19,Motion picture and sound recording industries,20.76147,275276618185.14124,5120,0.10233,0.28907,0.39307,0.35976,Information,0.15103,0.43405,0.37186,0.35065,0.48576,0.45605,0.06125,0.10248,0.08928,corporate,0.02148,0.04978,0.04072,0.16358,0.20481,0.19161,0.82303,0.75753,0.77564 -20,20,Broadcasting and telecommunications,17.19061,1290507877813.33496,5130,0.07035,0.26142,0.36067,0.32871,Information,0.01410,0.37307,0.29659,0.24592,0.43035,0.39087,0.05274,0.09251,0.07973,corporate,0.01297,0.03981,0.03116,0.12309,0.16286,0.15007,0.83773,0.78239,0.79820 +19,19,Motion picture and sound recording industries,20.76147,275276618185.14124,5120,0.10233,0.29200,0.39549,0.36225,Information,0.16335,0.43813,0.37721,0.36008,0.48947,0.46068,0.06215,0.10323,0.09005,corporate,0.02238,0.05053,0.04148,0.16448,0.20556,0.19238,0.80491,0.74630,0.76315 +20,20,Broadcasting and telecommunications,17.19061,1290507877813.33496,5130,0.07035,0.26218,0.36157,0.32956,Information,0.01846,0.37494,0.29890,0.24925,0.43205,0.39287,0.05298,0.09279,0.07999,corporate,0.01320,0.04009,0.03143,0.12332,0.16314,0.15033,0.83403,0.77860,0.79445 21,21,Information and data processing services,13.10574,118194411065.61374,5140,0.21016,0.35972,0.45763,0.42620,Information,0.37342,0.52594,0.48889,0.52075,0.56925,0.55739,0.08299,0.12235,0.10972,corporate,0.04322,0.06965,0.06116,0.29315,0.33250,0.31988,0.86497,0.82766,0.83795 22,22,Management of companies and enterprises,44.32188,424413435043.75659,5500,0.07542,0.27864,0.39078,0.35472,Management of companies and enterprises,0.10409,0.43013,0.36075,0.31475,0.48219,0.44643,0.05804,0.10178,0.08773,corporate,0.01827,0.04908,0.03916,0.13346,0.17720,0.16315,0.48744,0.40143,0.42376 23,23,"Food, beverage, and tobacco products",42.79805,382744557828.22290,311A,0.06063,0.26729,0.37540,0.34070,Manufacturing,0.04678,0.40234,0.32769,0.27091,0.45695,0.41780,0.05455,0.09705,0.08341,corporate,0.01478,0.04434,0.03485,0.11518,0.15767,0.14404,0.54128,0.48491,0.49999 @@ -67,7 +67,7 @@ 65,65,Waste management and remediation services,28.00786,45442362954.18396,5620,0.05017,0.19741,0.17382,0.18062,Administrative and waste management services,0.18065,0.10649,0.12327,0.18065,0.10649,0.12327,0.04279,0.05898,0.05427,non-corporate,0.00773,0.00628,0.00669,0.09296,0.10915,0.10445,0.69942,0.67065,0.67843 66,66,Farms,61.51678,695254770987.64246,110C,0.03338,0.20771,0.18711,0.19306,"Agriculture, forestry, fishing, and hunting",0.22725,0.15425,0.17092,0.22725,0.15425,0.17092,0.04537,0.06231,0.05739,non-corporate,0.01031,0.00961,0.00981,0.07875,0.09569,0.09078,0.38922,0.37852,0.38148 67,67,"Forestry, fishing, and related activities",80.96268,182890160759.96515,113F,0.02138,0.21316,0.19521,0.20041,"Agriculture, forestry, fishing, and hunting",0.24986,0.18094,0.19668,0.24986,0.18094,0.19668,0.04674,0.06434,0.05923,non-corporate,0.01168,0.01164,0.01165,0.06812,0.08572,0.08061,0.18131,0.17506,0.17675 -68,68,"Performing arts, spectator sports, museums, and related activities",24.88765,85913620169.51553,711A,0.07655,0.20008,0.17743,0.18397,"Arts, entertainment, and recreation",0.19325,0.12000,0.13662,0.19325,0.12000,0.13662,0.04346,0.05989,0.05511,non-corporate,0.00840,0.00719,0.00753,0.12001,0.13644,0.13166,0.71175,0.67885,0.68767 +68,68,"Performing arts, spectator sports, museums, and related activities",24.88765,85913620169.51553,711A,0.07655,0.20021,0.17757,0.18411,"Arts, entertainment, and recreation",0.19386,0.12053,0.13718,0.19386,0.12053,0.13718,0.04349,0.05992,0.05515,non-corporate,0.00843,0.00722,0.00757,0.12004,0.13647,0.13170,0.71111,0.67820,0.68703 69,69,"Amusements, gambling, and recreation industries",35.67483,103963170327.32812,7130,0.04082,0.19961,0.17665,0.18328,"Arts, entertainment, and recreation",0.19107,0.11711,0.13391,0.19107,0.11711,0.13391,0.04334,0.05969,0.05494,non-corporate,0.00828,0.00699,0.00736,0.08416,0.10051,0.09576,0.61097,0.59028,0.59588 70,70,Construction,61.58594,416883328406.94965,2300,0.05302,0.20857,0.18859,0.19437,Construction,0.23093,0.15925,0.17561,0.23093,0.15925,0.17561,0.04559,0.06268,0.05772,non-corporate,0.01053,0.00998,0.01014,0.09861,0.11571,0.11074,0.36728,0.35594,0.35901 71,71,Educational services,34.08224,223504365062.32428,6100,0.04403,0.20939,0.19058,0.19597,Educational services,0.23435,0.16590,0.18132,0.23435,0.16590,0.18132,0.04579,0.06318,0.05812,non-corporate,0.01073,0.01048,0.01054,0.08982,0.10721,0.10215,0.49921,0.44095,0.45619 @@ -80,8 +80,8 @@ 78,78,Nursing and residential care facilities,30.33509,44969311542.03897,6230,0.04907,0.20759,0.18784,0.19351,Health care and social assistance,0.22673,0.15673,0.17253,0.22673,0.15673,0.17253,0.04534,0.06250,0.05751,non-corporate,0.01028,0.00980,0.00992,0.09441,0.11157,0.10658,0.55567,0.50197,0.51607 79,79,Social assistance,36.92941,33500693280.97236,6240,0.04961,0.20793,0.18808,0.19379,Health care and social assistance,0.22819,0.15754,0.17354,0.22819,0.15754,0.17354,0.04542,0.06256,0.05758,non-corporate,0.01037,0.00986,0.00999,0.09504,0.11217,0.10719,0.51821,0.47416,0.48574 80,80,Publishing industries (including software),33.44919,10531454693.98520,5110,0.12610,0.20357,0.18160,0.18796,Information,0.20918,0.13511,0.15202,0.20918,0.13511,0.15202,0.04433,0.06093,0.05612,non-corporate,0.00927,0.00823,0.00853,0.17043,0.18703,0.18222,0.63616,0.61157,0.61815 -81,81,Motion picture and sound recording industries,22.07241,32648570358.87631,5120,0.10064,0.20030,0.17741,0.18404,Information,0.19425,0.11993,0.13692,0.19425,0.11993,0.13692,0.04351,0.05988,0.05513,non-corporate,0.00845,0.00718,0.00755,0.14415,0.16052,0.15577,0.78456,0.75462,0.76271 -82,82,Broadcasting and telecommunications,19.11518,114376654728.14319,5130,0.06871,0.19392,0.16898,0.17618,Information,0.16356,0.08776,0.10492,0.16356,0.08776,0.10492,0.04191,0.05777,0.05316,non-corporate,0.00686,0.00507,0.00558,0.11062,0.12648,0.12187,0.79799,0.77260,0.77957 +81,81,Motion picture and sound recording industries,22.07241,32648570358.87631,5120,0.10064,0.20281,0.17973,0.18640,Information,0.20574,0.12838,0.14606,0.20574,0.12838,0.14606,0.04414,0.06046,0.05572,non-corporate,0.00908,0.00776,0.00814,0.14478,0.16110,0.15636,0.77010,0.74297,0.75043 +82,82,Broadcasting and telecommunications,19.11518,114376654728.14319,5130,0.06871,0.19468,0.16980,0.17698,Information,0.16733,0.09100,0.10829,0.16733,0.09100,0.10829,0.04210,0.05798,0.05336,non-corporate,0.00705,0.00528,0.00578,0.11081,0.12669,0.12207,0.79435,0.76892,0.77590 83,83,Information and data processing services,17.05502,9622690881.11265,5140,0.20060,0.19449,0.16912,0.17646,Information,0.16637,0.08830,0.10610,0.16637,0.08830,0.10610,0.04206,0.05780,0.05323,non-corporate,0.00700,0.00510,0.00565,0.24266,0.25841,0.25384,0.81188,0.79535,0.79981 84,84,Management of companies and enterprises,43.27634,90403382551.37852,5500,0.07684,0.21058,0.19138,0.19691,Management of companies and enterprises,0.23931,0.16853,0.18462,0.23931,0.16853,0.18462,0.04609,0.06338,0.05836,non-corporate,0.01103,0.01068,0.01077,0.12293,0.14022,0.13520,0.46108,0.42111,0.43158 85,85,"Food, beverage, and tobacco products",48.30489,75311838089.07274,311A,0.05479,0.20924,0.18869,0.19463,Manufacturing,0.23372,0.15961,0.17655,0.23372,0.15961,0.17655,0.04575,0.06271,0.05779,non-corporate,0.01069,0.01001,0.01020,0.10054,0.11750,0.11258,0.46898,0.44555,0.45178 @@ -126,10 +126,10 @@ 124,124,Accommodation and food services,57.53282,422339182442.50781,,0.03387,0.25215,0.36687,0.33002,Accommodation and food services,-0.04221,0.38574,0.30013,0.20285,0.44186,0.39393,0.04989,0.09442,0.08013,corporate,0.01012,0.04172,0.03156,0.08377,0.12829,0.11400,0.36527,0.29158,0.31076 125,125,Administrative and waste management services,25.41352,175956964097.71542,,0.10934,0.29365,0.39682,0.36364,Administrative and waste management services,0.17013,0.44036,0.38015,0.36526,0.49149,0.46322,0.06266,0.10364,0.09047,corporate,0.02289,0.05094,0.04191,0.17200,0.21298,0.19981,0.72840,0.66947,0.68557 126,126,"Agriculture, forestry, fishing, and hunting",56.81278,393953898679.37433,,0.03838,0.25053,0.35845,0.32383,"Agriculture, forestry, fishing, and hunting",-0.05278,0.36840,0.28309,0.19476,0.42611,0.37917,0.04939,0.09183,0.07822,corporate,0.00962,0.03913,0.02966,0.08778,0.13021,0.11661,0.44426,0.41841,0.42589 -127,127,"Arts, entertainment, and recreation",32.00288,183023311189.45822,,0.05550,0.25627,0.36076,0.32717,"Arts, entertainment, and recreation",-0.01643,0.37325,0.29240,0.22257,0.43051,0.38723,0.05116,0.09254,0.07925,corporate,0.01139,0.03984,0.03069,0.10666,0.14804,0.13475,0.66654,0.61132,0.62650 +127,127,"Arts, entertainment, and recreation",32.00288,183023311189.45822,,0.05550,0.25632,0.36082,0.32724,"Arts, entertainment, and recreation",-0.01609,0.37339,0.29257,0.22283,0.43064,0.38738,0.05118,0.09256,0.07927,corporate,0.01140,0.03986,0.03071,0.10668,0.14806,0.13477,0.66627,0.61104,0.62623 130,130,Finance and insurance,28.64482,1136731273762.68823,,0.10585,0.29630,0.40408,0.36940,Finance and insurance,0.18079,0.45216,0.39207,0.37342,0.50221,0.47354,0.06348,0.10587,0.09225,corporate,0.02370,0.05317,0.04368,0.16932,0.21172,0.19809,0.65451,0.57127,0.59326 131,131,Health care and social assistance,31.95205,742735929973.70728,,0.05691,0.26295,0.37341,0.33780,Health care and social assistance,0.02283,0.39855,0.32042,0.25259,0.45350,0.41150,0.05321,0.09643,0.08252,corporate,0.01344,0.04373,0.03396,0.11013,0.15335,0.13943,0.59540,0.48662,0.51503 -132,132,Information,18.40316,1889701073104.17749,,0.09138,0.27769,0.37814,0.34584,Information,0.09956,0.40750,0.34022,0.31128,0.46163,0.42864,0.05775,0.09789,0.08500,corporate,0.01798,0.04519,0.03643,0.14913,0.18927,0.17637,0.82574,0.76961,0.78545 +132,132,Information,18.40316,1889701073104.17749,,0.09138,0.27863,0.37911,0.34679,Information,0.10408,0.40929,0.34247,0.31474,0.46327,0.43059,0.05804,0.09819,0.08529,corporate,0.01827,0.04549,0.03672,0.14942,0.18956,0.17667,0.82057,0.76539,0.78106 133,133,Management of companies and enterprises,44.32188,424413435043.75659,,0.07542,0.27864,0.39078,0.35472,Management of companies and enterprises,0.10409,0.43013,0.36075,0.31475,0.48219,0.44643,0.05804,0.10178,0.08773,corporate,0.01827,0.04908,0.03916,0.13346,0.17720,0.16315,0.48744,0.40143,0.42376 134,134,Manufacturing,36.92289,3957731548856.36719,,0.08262,0.27850,0.38298,0.34946,Manufacturing,0.10346,0.41636,0.34874,0.31427,0.46969,0.43603,0.05800,0.09938,0.08611,corporate,0.01823,0.04668,0.03755,0.14062,0.18200,0.16873,0.61687,0.57289,0.58467 135,135,Mining,11.98029,1516827958990.16870,,0.07289,0.26074,0.35673,0.32587,Mining,0.01019,0.36473,0.28878,0.24293,0.42277,0.38411,0.05254,0.09130,0.07885,corporate,0.01276,0.03860,0.03029,0.12542,0.16419,0.15174,0.87827,0.84315,0.85341 @@ -140,10 +140,10 @@ 143,143,Accommodation and food services,51.99285,453453559856.99200,,0.03613,0.21415,0.19621,0.20138,Accommodation and food services,0.25381,0.18414,0.19999,0.25381,0.18414,0.19999,0.04698,0.06460,0.05948,non-corporate,0.01193,0.01189,0.01190,0.08312,0.10073,0.09561,0.37153,0.33125,0.34181 144,144,Administrative and waste management services,24.64493,133222200108.78630,,0.11416,0.19927,0.17590,0.18264,Administrative and waste management services,0.18946,0.11434,0.13140,0.18946,0.11434,0.13140,0.04325,0.05950,0.05478,non-corporate,0.00819,0.00680,0.00720,0.15742,0.17367,0.16895,0.71147,0.68407,0.69142 145,145,"Agriculture, forestry, fishing, and hunting",65.56676,878144931747.60754,,0.03088,0.20885,0.18879,0.19459,"Agriculture, forestry, fishing, and hunting",0.23207,0.15995,0.17642,0.23207,0.15995,0.17642,0.04565,0.06274,0.05778,non-corporate,0.01060,0.01003,0.01019,0.07654,0.09362,0.08866,0.34592,0.33615,0.33884 -146,146,"Arts, entertainment, and recreation",30.79395,189876790496.84369,,0.05699,0.19982,0.17700,0.18359,"Arts, entertainment, and recreation",0.19206,0.11842,0.13514,0.19206,0.11842,0.13514,0.04339,0.05978,0.05502,non-corporate,0.00833,0.00708,0.00744,0.10038,0.11677,0.11201,0.65657,0.63035,0.63741 +146,146,"Arts, entertainment, and recreation",30.79395,189876790496.84369,,0.05699,0.19988,0.17707,0.18365,"Arts, entertainment, and recreation",0.19234,0.11866,0.13539,0.19234,0.11866,0.13539,0.04341,0.05980,0.05504,non-corporate,0.00835,0.00710,0.00745,0.10039,0.11678,0.11202,0.65628,0.63006,0.63712 149,149,Finance and insurance,55.56686,309388598976.24060,,0.05886,0.21190,0.19311,0.19853,Finance and insurance,0.24473,0.17420,0.19026,0.24473,0.17420,0.19026,0.04642,0.06382,0.05877,non-corporate,0.01136,0.01112,0.01118,0.10528,0.12268,0.11763,0.37204,0.34375,0.35119 150,150,Health care and social assistance,31.77017,712395799031.93506,,0.05663,0.20735,0.18748,0.19319,Health care and social assistance,0.22569,0.15552,0.17137,0.22569,0.15552,0.17137,0.04528,0.06241,0.05743,non-corporate,0.01022,0.00971,0.00984,0.10191,0.11904,0.11406,0.55208,0.50198,0.51515 -151,151,Information,20.47709,167179370662.11737,,0.08615,0.19581,0.17143,0.17847,Information,0.17288,0.09735,0.11450,0.17288,0.09735,0.11450,0.04239,0.05838,0.05374,non-corporate,0.00733,0.00568,0.00615,0.12854,0.14454,0.13989,0.78597,0.76026,0.76727 +151,151,Information,20.47709,167179370662.11737,,0.08615,0.19682,0.17245,0.17948,Information,0.17778,0.10126,0.11864,0.17778,0.10126,0.11864,0.04264,0.05864,0.05399,non-corporate,0.00758,0.00594,0.00641,0.12879,0.14479,0.14014,0.78066,0.75546,0.76236 152,152,Management of companies and enterprises,43.27634,90403382551.37852,,0.07684,0.21058,0.19138,0.19691,Management of companies and enterprises,0.23931,0.16853,0.18462,0.23931,0.16853,0.18462,0.04609,0.06338,0.05836,non-corporate,0.01103,0.01068,0.01077,0.12293,0.14022,0.13520,0.46108,0.42111,0.43158 153,153,Manufacturing,40.15757,649562708071.83960,,0.07667,0.20380,0.18140,0.18788,Manufacturing,0.21018,0.13438,0.15171,0.21018,0.13438,0.15171,0.04439,0.06088,0.05609,non-corporate,0.00933,0.00818,0.00851,0.12106,0.13755,0.13277,0.56875,0.54958,0.55468 154,154,Mining,13.41725,317661770012.39130,,0.07170,0.19031,0.16379,0.17145,Mining,0.14506,0.06671,0.08450,0.14506,0.06671,0.08450,0.04101,0.05647,0.05198,non-corporate,0.00595,0.00377,0.00439,0.11270,0.12816,0.12367,0.85121,0.83490,0.83942 @@ -151,5 +151,5 @@ 156,156,"Professional, scientific, and technical services",20.96846,309828490194.09827,,0.14879,0.19870,0.17487,0.18176,"Professional, scientific, and technical services",0.18680,0.11048,0.12786,0.18680,0.11048,0.12786,0.04311,0.05925,0.05456,non-corporate,0.00805,0.00655,0.00698,0.19190,0.20803,0.20335,0.74402,0.71882,0.72554 157,157,Real estate and rental and leasing,83.68263,10382151247639.08984,,0.00748,0.21565,0.19891,0.20374,Real estate and rental and leasing,0.25972,0.19257,0.20786,0.25972,0.19257,0.20786,0.04736,0.06527,0.06007,non-corporate,0.01230,0.01257,0.01249,0.05484,0.07275,0.06755,0.12335,0.10908,0.11286 159,159,Transportation and warehousing,17.78260,270737659129.71378,,0.06294,0.19338,0.16818,0.17545,Transportation and warehousing,0.16085,0.08455,0.10183,0.16085,0.08455,0.10183,0.04178,0.05757,0.05298,non-corporate,0.00672,0.00487,0.00540,0.10472,0.12051,0.11592,0.79432,0.77001,0.77663 -162,162,Overall,38.79367,20307631178754.23438,,0.06162,0.26353,0.36967,0.33556,Overall,0.02610,0.39128,0.31471,0.25509,0.44690,0.40656,0.05339,0.09528,0.08183,corporate,0.01362,0.04258,0.03327,0.11501,0.15690,0.14345,0.59060,0.53698,0.55153 -163,163,Overall,68.60454,17036588368688.33008,,0.02639,0.21218,0.19387,0.19916,Overall,0.24585,0.17665,0.19240,0.24585,0.17665,0.19240,0.04649,0.06401,0.05892,non-corporate,0.01143,0.01131,0.01134,0.07288,0.09040,0.08531,0.26833,0.24907,0.25418 +162,162,Overall,38.79367,20307631178754.23438,,0.06162,0.26362,0.36976,0.33565,Overall,0.02659,0.39146,0.31494,0.25548,0.44706,0.40675,0.05342,0.09531,0.08186,corporate,0.01365,0.04261,0.03330,0.11504,0.15693,0.14348,0.59012,0.53659,0.55112 +163,163,Overall,68.60454,17036588368688.33008,,0.02639,0.21219,0.19388,0.19917,Overall,0.24590,0.17668,0.19244,0.24590,0.17668,0.19244,0.04649,0.06401,0.05892,non-corporate,0.01143,0.01131,0.01134,0.07288,0.09040,0.08531,0.26827,0.24902,0.25413 From cb2c1f826d4b2894a6fd1ff65cad86624b55fa79 Mon Sep 17 00:00:00 2001 From: jdebacker Date: Sun, 21 Apr 2024 20:54:31 -0400 Subject: [PATCH 23/30] fix initialized values of inv tax credit --- ccc/calcfunctions.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ccc/calcfunctions.py b/ccc/calcfunctions.py index 0854159b..93f6725f 100644 --- a/ccc/calcfunctions.py +++ b/ccc/calcfunctions.py @@ -272,7 +272,7 @@ def eq_coc( idx = [element in RE_ASSETS for element in asset_code] if ind_code is not None: idx2 = [element in RE_INDUSTRIES for element in ind_code] - inv_tax_credit = np.ones_like(delta) + inv_tax_credit = np.zeros_like(delta) inv_tax_credit[np.maximum(idx, idx2)] += re_credit rho = ( ((r - pi + delta) / (1 - u)) From 1b7aefdc2efd444f934ca725e47604ba10489a00 Mon Sep 17 00:00:00 2001 From: jdebacker Date: Sun, 21 Apr 2024 20:54:42 -0400 Subject: [PATCH 24/30] new test to catch if statement --- ccc/tests/test_calcfunctions.py | 24 ++++++++++++++++++++++++ 1 file changed, 24 insertions(+) diff --git a/ccc/tests/test_calcfunctions.py b/ccc/tests/test_calcfunctions.py index 2b60c2b6..d0972b87 100644 --- a/ccc/tests/test_calcfunctions.py +++ b/ccc/tests/test_calcfunctions.py @@ -360,6 +360,30 @@ def test_eq_coc( assert np.allclose(test_val, expected_val) +def test_eq_coc_asset_ind(): + """ + A test of calcfunctions.eq_coc when passing arguments for asset and + industry + """ + delta = np.array([0.1]) + z = np.array([0.1]) + w = np.array([0.01]) + u = np.array([0.3]) + u_d = np.array([0.3]) + inv_tax_credit = np.array([0.00]) + psi = np.array([1.0]) + nu = np.array([1.0]) + pi = np.array([0.02]) + r = np.array([0.05]) + re_credit = np.array([0.08]) + test_val = cf.eq_coc(delta, z, w, u, u_d, inv_tax_credit, psi, nu, + pi, r, re_credit=re_credit, + asset_code=["ENS3"], + ind_code=["3340"]) + + assert np.allclose(test_val, 0.07573143) + + u = np.array([0.3, 0, 0.3, 0, 0.3, 0]) phi = np.array([0.33, 0.33, 0.33, 0.33, 0.33, 0.33]) Y_v = np.array([8, 8, 8, 8, 8, 8]) From d4b7bdf7333125eb6a88fa1842f84e3c85f90135 Mon Sep 17 00:00:00 2001 From: jdebacker Date: Sun, 21 Apr 2024 20:54:59 -0400 Subject: [PATCH 25/30] format --- ccc/tests/test_calcfunctions.py | 19 +++++++++++++++---- 1 file changed, 15 insertions(+), 4 deletions(-) diff --git a/ccc/tests/test_calcfunctions.py b/ccc/tests/test_calcfunctions.py index d0972b87..362f967d 100644 --- a/ccc/tests/test_calcfunctions.py +++ b/ccc/tests/test_calcfunctions.py @@ -376,10 +376,21 @@ def test_eq_coc_asset_ind(): pi = np.array([0.02]) r = np.array([0.05]) re_credit = np.array([0.08]) - test_val = cf.eq_coc(delta, z, w, u, u_d, inv_tax_credit, psi, nu, - pi, r, re_credit=re_credit, - asset_code=["ENS3"], - ind_code=["3340"]) + test_val = cf.eq_coc( + delta, + z, + w, + u, + u_d, + inv_tax_credit, + psi, + nu, + pi, + r, + re_credit=re_credit, + asset_code=["ENS3"], + ind_code=["3340"], + ) assert np.allclose(test_val, 0.07573143) From e77fb9b0a8d0da31aedb6899e6e059fc6e88f864 Mon Sep 17 00:00:00 2001 From: jdebacker Date: Mon, 22 Apr 2024 11:17:54 -0400 Subject: [PATCH 26/30] updates for 2034 --- ccc/default_parameters.json | 3 ++- ccc/tax_depreciation_rules.json | 2 +- 2 files changed, 3 insertions(+), 2 deletions(-) diff --git a/ccc/default_parameters.json b/ccc/default_parameters.json index 9f7cf18e..b09009cd 100644 --- a/ccc/default_parameters.json +++ b/ccc/default_parameters.json @@ -26,7 +26,8 @@ 2030, 2031, 2032, - 2033 + 2033, + 2034 ] } } diff --git a/ccc/tax_depreciation_rules.json b/ccc/tax_depreciation_rules.json index c4bc0fff..3a5d70d0 100644 --- a/ccc/tax_depreciation_rules.json +++ b/ccc/tax_depreciation_rules.json @@ -160,7 +160,7 @@ }, "year": { "type": "int", - "validators": {"range": {"min": 2013, "max": 2030}} + "validators": {"range": {"min": 2013, "max": 2034}} } } }, From 6db6578e993ca9a42a29ad38f9f13a4dfb0a5c7d Mon Sep 17 00:00:00 2001 From: jdebacker Date: Mon, 22 Apr 2024 13:30:36 -0400 Subject: [PATCH 27/30] update calc functions to take dict for re_credit --- ccc/calcfunctions.py | 45 +++++++++++++++++++++++++-------- ccc/tests/test_calcfunctions.py | 28 ++++++++++---------- 2 files changed, 49 insertions(+), 24 deletions(-) diff --git a/ccc/calcfunctions.py b/ccc/calcfunctions.py index 93f6725f..85cb492b 100644 --- a/ccc/calcfunctions.py +++ b/ccc/calcfunctions.py @@ -257,7 +257,7 @@ def eq_coc( nu (scalar): NPV of the investment tax credit pi (scalar): inflation rate r (scalar): discount rate - re_credit (scalar): rate of R&E credit + re_credit (dict): rate of R&E credit by asset or industry asset_code (array_like): asset code ind_code (array_like): industry code @@ -265,15 +265,40 @@ def eq_coc( rho (array_like): the cost of capital """ - # case for assets eligible for R&E credit - if (asset_code is not None) and (re_credit is not None) & isinstance( - delta, np.ndarray - ): - idx = [element in RE_ASSETS for element in asset_code] - if ind_code is not None: - idx2 = [element in RE_INDUSTRIES for element in ind_code] - inv_tax_credit = np.zeros_like(delta) - inv_tax_credit[np.maximum(idx, idx2)] += re_credit + # Initialize re_credit_rate (only needed if arrays are passed in -- + # if not, can include the R&E credit in the inv_tax_credit object) + if isinstance(delta, np.ndarray): + re_credit_rate_ind = np.zeros_like(delta) + re_credit_rate_asset = np.zeros_like(delta) + # Update by R&E credit rate amounts by industry + if (ind_code is not None) and (re_credit is not None): + idx = [ + index + for index, element in enumerate(ind_code) + if element in re_credit["By industry"].keys() + ] + print("Keys = ", re_credit["By industry"].keys()) + print("Ind idx = ", idx) + print("Dict = ", re_credit["By industry"], re_credit) + ind_code_idx = [ind_code[i] for i in idx] + re_credit_rate_ind[idx] = [ + re_credit["By industry"][ic] for ic in ind_code_idx + ] + # Update by R&E credit rate amounts by asset + if (asset_code is not None) and (re_credit is not None): + idx = [ + index + for index, element in enumerate(asset_code) + if element in re_credit["By asset"].keys() + ] + asset_code_idx = [asset_code[i] for i in idx] + re_credit_rate_asset[idx] = [ + re_credit["By asset"][ac] for ac in asset_code_idx + ] + # take the larger of the two R&E credit rates + inv_tax_credit += np.maximum(re_credit_rate_asset, re_credit_rate_ind) + print("RE_credit object =", re_credit) + print("inv_tax_credit object =", inv_tax_credit) rho = ( ((r - pi + delta) / (1 - u)) * (1 - inv_tax_credit * nu - u_d * z * (1 - psi * inv_tax_credit)) diff --git a/ccc/tests/test_calcfunctions.py b/ccc/tests/test_calcfunctions.py index 362f967d..69a2879d 100644 --- a/ccc/tests/test_calcfunctions.py +++ b/ccc/tests/test_calcfunctions.py @@ -365,17 +365,17 @@ def test_eq_coc_asset_ind(): A test of calcfunctions.eq_coc when passing arguments for asset and industry """ - delta = np.array([0.1]) - z = np.array([0.1]) - w = np.array([0.01]) - u = np.array([0.3]) - u_d = np.array([0.3]) - inv_tax_credit = np.array([0.00]) - psi = np.array([1.0]) - nu = np.array([1.0]) - pi = np.array([0.02]) - r = np.array([0.05]) - re_credit = np.array([0.08]) + delta = np.array([0.1, 0.1]) + z = np.array([0.1, 0.1]) + w = np.array([0.01, 0.01]) + u = np.array([0.3, 0.3]) + u_d = np.array([0.3, 0.3]) + inv_tax_credit = np.array([0.00, 0.00]) + psi = np.array([1.0, 1.0]) + nu = np.array([1.0, 1.0]) + pi = np.array([0.02, 0.02]) + r = np.array([0.05, 0.05]) + re_credit = {"By asset": {"ENS3": 0.08}, "By industry": {"3340": 0.08}} test_val = cf.eq_coc( delta, z, @@ -388,11 +388,11 @@ def test_eq_coc_asset_ind(): pi, r, re_credit=re_credit, - asset_code=["ENS3"], - ind_code=["3340"], + asset_code=["ET11", "ENS3"], + ind_code=["3340", "100C"], ) - assert np.allclose(test_val, 0.07573143) + assert np.allclose(test_val, np.array([0.07573143, 0.07573143])) u = np.array([0.3, 0, 0.3, 0, 0.3, 0]) From 8c91c8f3c2f5bb6eb102438c4880f6784f2eac92 Mon Sep 17 00:00:00 2001 From: jdebacker Date: Mon, 22 Apr 2024 13:30:56 -0400 Subject: [PATCH 28/30] re credit dict created in parameters --- ccc/parameters.py | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/ccc/parameters.py b/ccc/parameters.py index 46913102..e8495460 100644 --- a/ccc/parameters.py +++ b/ccc/parameters.py @@ -97,6 +97,12 @@ def compute_default_params(self): # Allowance for Corporate Equity ace_dict = {"c": self.ace_c, "pt": self.ace_pt} + # Handle R&E credits which vary by industry and asset type + self.re_credit = { + "By asset": self.re_credit_asset, + "By industry": self.re_credit_industry, + } + # Limitation on interest deduction int_haircut_dict = { "c": self.interest_deduct_haircut_c, From ed8d080e37521bd686e48dade68a6d02cdb976a8 Mon Sep 17 00:00:00 2001 From: jdebacker Date: Mon, 22 Apr 2024 13:44:29 -0400 Subject: [PATCH 29/30] update default with re_credit for all years --- ccc/default_parameters.json | 146 ++++++++++++++++++++++++++++++------ 1 file changed, 121 insertions(+), 25 deletions(-) diff --git a/ccc/default_parameters.json b/ccc/default_parameters.json index b09009cd..c3db4030 100644 --- a/ccc/default_parameters.json +++ b/ccc/default_parameters.json @@ -3,31 +3,31 @@ "labels": { "year": { "type": "int", + "validators": { + "range": { + "min": 2013, + "max": 2034 + } + } + }, + "bea_asset_code": { + "type": "str", + "validators": { + "choice": { + "choices": [ + "ENS3", + "RD70", + "SU60" + ] + } + } + }, + "bea_ind_code": { + "type": "str", "validators": { "choice": { "choices": [ - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022, - 2023, - 2024, - 2025, - 2026, - 2027, - 2028, - 2029, - 2030, - 2031, - 2032, - 2033, - 2034 + "3340" ] } } @@ -852,16 +852,112 @@ } } }, - "re_credit": { + "re_credit_asset": { "title": "Research and experimentation tax credit", - "description": "Effective research and experimentation tax credit rate.", + "description": "Effective research and experimentation tax credit rate for asset types.", "section_1": "Investment Tax Credits and Property Tax", - "notes": "This parameter captures the effective research and experimentation tax credit rate. Therefore, the value of this parameter will differ from the statutory rate based on the amount of investment that is eligible for the credit.", + "notes": "This parameter captures the effective research and experimentation tax credit rate. Therefore, the value of this parameter will differ from the statutory rate based on the amount of investment that is eligible for the credit. Also note that this parameter specifies the R&E credit by eligible asset. See re_credit_industry for R&E credits assigned by industry.", "type": "float", "value": [ { "year": 2013, + "bea_asset_code": "ENS3", "value": 0.0851 + }, + { + "year": 2013, + "bea_asset_code": "RD70", + "value": 0.0851 + }, + { + "year": 2013, + "bea_asset_code": "SU60", + "value": 0.0 + }, + { + "year": 2022, + "bea_asset_code": "SU60", + "value": 0.3328 + }, + { + "year": 2023, + "bea_asset_code": "SU60", + "value": 0.3328 + }, + { + "year": 2024, + "bea_asset_code": "SU60", + "value": 0.3328 + }, + { + "year": 2025, + "bea_asset_code": "SU60", + "value": 0.3437 + }, + { + "year": 2026, + "bea_asset_code": "SU60", + "value": 0.3476 + }, + { + "year": 2027, + "bea_asset_code": "SU60", + "value": 0.3547 + }, + { + "year": 2028, + "bea_asset_code": "SU60", + "value": 0.3641 + }, + { + "year": 2029, + "bea_asset_code": "SU60", + "value": 0.3712 + }, + { + "year": 2030, + "bea_asset_code": "SU60", + "value": 0.3737 + }, + { + "year": 2031, + "bea_asset_code": "SU60", + "value": 0.3667 + }, + { + "year": 2032, + "bea_asset_code": "SU60", + "value": 0.3667 + }, + { + "year": 2033, + "bea_asset_code": "SU60", + "value": 0.3775 + }, + { + "year": 2034, + "bea_asset_code": "SU60", + "value": 0.3709 + } + ], + "validators": { + "range": { + "min": 0.0, + "max": 1.0 + } + } + }, + "re_credit_industry": { + "title": "Research and experimentation tax credit", + "description": "Effective research and experimentation tax credit rate for certain industries.", + "section_1": "Investment Tax Credits and Property Tax", + "notes": "This parameter captures the effective research and experimentation tax credit rate. Therefore, the value of this parameter will differ from the statutory rate based on the amount of investment that is eligible for the credit.", + "type": "float", + "value": [ + { + "year": 2013, + "bea_ind_code": "3340", + "value": 0.1175 } ], "validators": { From 9b0415a5da9b4bbac8e4c8a4be9f533b23fb6712 Mon Sep 17 00:00:00 2001 From: jdebacker Date: Mon, 22 Apr 2024 13:49:29 -0400 Subject: [PATCH 30/30] update docs for R&E credit --- docs/book/content/CCC_guide.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/docs/book/content/CCC_guide.md b/docs/book/content/CCC_guide.md index c4161d48..cd673f46 100644 --- a/docs/book/content/CCC_guide.md +++ b/docs/book/content/CCC_guide.md @@ -24,6 +24,8 @@ This guide is organized as follows. Section {ref}`sec:METR` and Section {ref}`s where $\delta_{i}$ is the rate of economic depreciation, $u_{j}$ is the statutory income tax rate at the first level of taxation (e.g., at the business entity level for C-corporations and at the individual level for pass-through business entities), $u^d_j$ is the marginal tax rate on deductions, $z_{i}$ is the net present value of deprecation deductions from a dollar of new investment, $k$ is the investment tax credit rate, and and $w_{i,m,j}$ is the property tax rate. The parameter $\psi$ represents the fraction of the investment tax credit that **does not** affect the tax basis of the investment. Thus, if $\psi$, the investing taxpayer benefits from the credit amount immediately, and gets to depreciate an amount that is greater than the difference between the cost of the investment and the investment tax credit amount. The parameter $\nu$ reflects the present value per dollar of investment tax credit and is useful for cases when one is thinking about taxpayers whose returns fluctuate and whose loss positions may prevent them from using investment tax credits immediately, given non-refundability of such a credit. + Note that R\&E credits are modeled exactly as the general investment tax credit. However, in setting values for the R\&E credit, one must look beyond the statutory rate since only a fraction of R\&D expenses are eligible. The model further allows the R\&E credit values to vary by asset type or industry. + The `Cost-of-Capital-Calculator` calculates the cost of capital, $\rho_{i,m,j}$, separately for each type of asset, production industry, and tax treatment (corporate or non-corporate). The after-tax rate of return is given by: