diff --git a/ccc/__init__.py b/ccc/__init__.py
index 97d84c79..3387701b 100644
--- a/ccc/__init__.py
+++ b/ccc/__init__.py
@@ -6,4 +6,4 @@
from ccc.data import *
from ccc.calculator import *
-__version__ = "1.5.2"
+__version__ = "2.0.0"
diff --git a/ccc/calcfunctions.py b/ccc/calcfunctions.py
index a79db245..b990ddfd 100644
--- a/ccc/calcfunctions.py
+++ b/ccc/calcfunctions.py
@@ -20,24 +20,18 @@ def update_depr_methods(df, p, dp):
"""
# update tax_deprec_rates based on user defined parameters
- # create dataframe with depreciation policy parameters
- deprec_df = pd.DataFrame(dp.asset)
- # split out value into two columns
- deprec_df = deprec_df.join(
- pd.DataFrame(deprec_df.pop("value").values.tolist())
- )
- # drop information duplicated in asset dataframe
- deprec_df.drop(
- columns=["asset_name", "minor_asset_group", "major_asset_group"],
- inplace=True,
- )
+ # create dataframe with depreciation policy parameters for all
+ # known years
+ deprec_df = dp.expanded_df()
+ # keep just the current year in the CCC parameters object
+ deprec_df = deprec_df[deprec_df.year == p.year]
# merge depreciation policy parameters to asset dataframe
df.drop(columns=deprec_df.keys(), inplace=True, errors="ignore")
df = df.merge(
deprec_df, how="left", left_on="bea_asset_code", right_on="BEA_code"
)
# add bonus depreciation to tax deprec parameters dataframe
- df["bonus"] = df["GDS_life"]
+ df["bonus"] = df["life"]
# update tax_deprec_rates based on user defined parameters
df.replace({"bonus": p.bonus_deprec}, inplace=True)
# Compute b
@@ -49,13 +43,9 @@ def update_depr_methods(df, p, dp):
df.loc[df["b"] == "Income Forecast", "b"] = 1.0
# cast b as float
df["b"] = df["b"].astype(float)
+ # Set Y to length of depreciable life
+ df["Y"] = df["life"]
- df.loc[df["system"] == "ADS", "Y"] = df.loc[
- df["system"] == "ADS", "ADS_life"
- ]
- df.loc[df["system"] == "GDS", "Y"] = df.loc[
- df["system"] == "GDS", "GDS_life"
- ]
return df
diff --git a/ccc/default_parameters.json b/ccc/default_parameters.json
index 186f3240..93f5261f 100644
--- a/ccc/default_parameters.json
+++ b/ccc/default_parameters.json
@@ -1071,84 +1071,88 @@
"value": 0.2548341698618564
},
{
- "year": 2014,
- "value": 0.22444142086459146
+ "year": 2014 ,
+ "value": 0.33680939581200076
},
{
- "year": 2015,
- "value": 0.21585892943492752
+ "year": 2015 ,
+ "value": 0.33264958718094934
},
{
- "year": 2016,
- "value": 0.21511105312559334
+ "year": 2016 ,
+ "value": 0.33186876459547104
},
{
- "year": 2017,
- "value": 0.21051543840797954
+ "year": 2017 ,
+ "value": 0.33093442669101714
},
{
- "year": 2018,
- "value": 0.20072809776819858
+ "year": 2018 ,
+ "value": 0.3006688134671935
},
{
- "year": 2019,
- "value": 0.20093934567103136
+ "year": 2019 ,
+ "value": 0.30181878697122516
},
{
- "year": 2020,
- "value": 0.20564337638127628
+ "year": 2020 ,
+ "value": 0.3073295204886419
},
{
- "year": 2021,
- "value": 0.2153876321451198
+ "year": 2021 ,
+ "value": 0.31667589296605037
},
{
- "year": 2022,
- "value": 0.2040791502267705
+ "year": 2022 ,
+ "value": 0.3057149872751588
},
{
- "year": 2023,
- "value": 0.20174009959769854
+ "year": 2023 ,
+ "value": 0.3053119372677607
},
{
- "year": 2024,
- "value": 0.20114462090746132
+ "year": 2024 ,
+ "value": 0.3051412359417906
},
{
- "year": 2025,
- "value": 0.20086563626407872
+ "year": 2025 ,
+ "value": 0.3056347949532357
},
{
- "year": 2026,
- "value": 0.2522333023648709
+ "year": 2026 ,
+ "value": 0.3563642988615122
},
{
- "year": 2027,
- "value": 0.2519613170201027
+ "year": 2027 ,
+ "value": 0.3564616903715579
},
{
- "year": 2028,
- "value": 0.2513038477764787
+ "year": 2028 ,
+ "value": 0.3565096189546476
},
{
- "year": 2029,
- "value": 0.2514008889347744
+ "year": 2029 ,
+ "value": 0.3560694625404131
},
{
- "year": 2030,
- "value": 0.2514147568133993
+ "year": 2030 ,
+ "value": 0.35605662599165017
},
{
- "year": 2031,
- "value": 0.25089079951424226
+ "year": 2031 ,
+ "value": 0.3562883136728914
},
{
- "year": 2032,
- "value": 0.25004092337829553
+ "year": 2032 ,
+ "value": 0.3563728126453097
},
{
- "year": 2033,
- "value": 0.24977970790574958
+ "year": 2033 ,
+ "value": 0.35567369967057283
+ },
+ {
+ "year": 2034 ,
+ "value": 0.35591458599814474
}
],
"validators": {
@@ -1171,84 +1175,88 @@
"value": 0.1826392977480127
},
{
- "year": 2014,
- "value": 0.17334369797891055
+ "year": 2014 ,
+ "value": 0.17334369825588292
+ },
+ {
+ "year": 2015 ,
+ "value": 0.15673618898772304
},
{
- "year": 2015,
- "value": 0.1567361890752361
+ "year": 2016 ,
+ "value": 0.15510107968729536
},
{
- "year": 2016,
- "value": 0.15510107943169207
+ "year": 2017 ,
+ "value": 0.1570986320618609
},
{
- "year": 2017,
- "value": 0.1570986320712474
+ "year": 2018 ,
+ "value": 0.17109631682790388
},
{
- "year": 2018,
- "value": 0.17109631689695085
+ "year": 2019 ,
+ "value": 0.17140214820068522
},
{
- "year": 2019,
- "value": 0.1714021483077442
+ "year": 2020 ,
+ "value": 0.1801315421241574
},
{
- "year": 2020,
- "value": 0.18013153502865878
+ "year": 2021 ,
+ "value": 0.1846516361321232
},
{
- "year": 2021,
- "value": 0.1846516243935635
+ "year": 2022 ,
+ "value": 0.17500529679595206
},
{
- "year": 2022,
- "value": 0.17500530808588163
+ "year": 2023 ,
+ "value": 0.17537195354069782
},
{
- "year": 2023,
- "value": 0.17529979340302906
+ "year": 2024 ,
+ "value": 0.1746072416578913
},
{
- "year": 2024,
- "value": 0.17458948933306534
+ "year": 2025 ,
+ "value": 0.17479826272901688
},
{
- "year": 2025,
- "value": 0.17486001312278965
+ "year": 2026 ,
+ "value": 0.1814977003175327
},
{
- "year": 2026,
- "value": 0.18173719338875977
+ "year": 2027 ,
+ "value": 0.1819577972116986
},
{
- "year": 2027,
- "value": 0.18224326042070393
+ "year": 2028 ,
+ "value": 0.1807599736328833
},
{
- "year": 2028,
- "value": 0.18127663377371284
+ "year": 2029 ,
+ "value": 0.181175810366338
},
{
- "year": 2029,
- "value": 0.1819275777408263
+ "year": 2030 ,
+ "value": 0.18187218267226404
},
{
- "year": 2030,
- "value": 0.1830134086547864
+ "year": 2031 ,
+ "value": 0.18207960881677768
},
{
- "year": 2031,
- "value": 0.18319460504075166
+ "year": 2032 ,
+ "value": 0.18207195511263996
},
{
- "year": 2032,
- "value": 0.18366103613929732
+ "year": 2033 ,
+ "value": 0.18257589686672016
},
{
- "year": 2033,
- "value": 0.18441566380733956
+ "year": 2034 ,
+ "value": 0.18291009624996274
}
],
"validators": {
@@ -1271,84 +1279,88 @@
"value": 0.34774779605673567
},
{
- "year": 2014,
- "value": 0.32261002248101006
+ "year": 2014 ,
+ "value": 0.3226100264205861
},
{
- "year": 2015,
- "value": 0.3076424670324242
+ "year": 2015 ,
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},
{
- "year": 2016,
- "value": 0.30891807737189775
+ "year": 2016 ,
+ "value": 0.30891808232188833
},
{
- "year": 2017,
- "value": 0.3087156218693888
+ "year": 2017 ,
+ "value": 0.30871562796388163
},
{
- "year": 2018,
- "value": 0.3109430365983698
+ "year": 2018 ,
+ "value": 0.3109430360912804
},
{
- "year": 2019,
- "value": 0.3115485517535955
+ "year": 2019 ,
+ "value": 0.31154855256999175
},
{
- "year": 2020,
- "value": 0.3168332940909384
+ "year": 2020 ,
+ "value": 0.3168332960126625
},
{
- "year": 2021,
- "value": 0.3217865706372556
+ "year": 2021 ,
+ "value": 0.32178658791025766
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{
- "year": 2022,
- "value": 0.31334560770631265
+ "year": 2022 ,
+ "value": 0.3133456212663899
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{
- "year": 2023,
- "value": 0.3134999455473783
+ "year": 2023 ,
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},
{
- "year": 2024,
- "value": 0.31311684735814593
+ "year": 2024 ,
+ "value": 0.3130907711922678
},
{
- "year": 2025,
- "value": 0.31319469382168275
+ "year": 2025 ,
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{
- "year": 2026,
- "value": 0.34163565213312375
+ "year": 2026 ,
+ "value": 0.341256799718342
},
{
- "year": 2027,
- "value": 0.34262669156682407
+ "year": 2027 ,
+ "value": 0.3421304708906166
},
{
- "year": 2028,
- "value": 0.34127640386169583
+ "year": 2028 ,
+ "value": 0.3407221729825688
},
{
- "year": 2029,
- "value": 0.34172584985224447
+ "year": 2029 ,
+ "value": 0.34113424279735194
},
{
- "year": 2030,
- "value": 0.3426209947753443
+ "year": 2030 ,
+ "value": 0.3416587826049737
},
{
- "year": 2031,
- "value": 0.3427336396239936
+ "year": 2031 ,
+ "value": 0.34137603948398254
},
{
- "year": 2032,
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+ "year": 2032 ,
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},
{
- "year": 2033,
- "value": 0.3434884023694629
+ "year": 2033 ,
+ "value": 0.34179506299467527
+ },
+ {
+ "year": 2034 ,
+ "value": 0.3421299514063029
}
],
"validators": {
@@ -1371,84 +1383,88 @@
"value": 0.31175417200609673
},
{
- "year": 2014,
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+ "value": 0.3078056362041928
+ },
+ {
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+ "year": 2017 ,
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+ "year": 2019 ,
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{
- "year": 2019,
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+ "year": 2020 ,
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+ "year": 2027 ,
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@@ -1471,84 +1487,88 @@
"value": 0.18167106746264436
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@@ -1591,84 +1611,88 @@
"value": 0.2241245206327006
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},
{
- "year": 2023,
- "value": 0.037568415137338294
+ "year": 2024 ,
+ "value": 0.03500787244914276
},
{
- "year": 2024,
- "value": 0.034772804160925416
+ "year": 2025 ,
+ "value": 0.03446763336741226
},
{
- "year": 2025,
- "value": 0.034444685359624555
+ "year": 2026 ,
+ "value": 0.15163168038180322
},
{
- "year": 2026,
- "value": 0.1532426090772385
+ "year": 2027 ,
+ "value": 0.1525753997267625
},
{
- "year": 2027,
- "value": 0.15413452888087995
+ "year": 2028 ,
+ "value": 0.15338587664790165
},
{
- "year": 2028,
- "value": 0.15491673724816665
+ "year": 2029 ,
+ "value": 0.15397937450556723
},
{
- "year": 2029,
- "value": 0.15569881019922455
+ "year": 2030 ,
+ "value": 0.1545678500265809
},
{
- "year": 2030,
- "value": 0.15660825719274835
+ "year": 2031 ,
+ "value": 0.15503337186931457
},
{
- "year": 2031,
- "value": 0.15747722774316325
+ "year": 2032 ,
+ "value": 0.15576664260424147
},
{
- "year": 2032,
- "value": 0.15827923696422158
+ "year": 2033 ,
+ "value": 0.1563866119213429
},
{
- "year": 2033,
- "value": 0.15880163569926464
+ "year": 2034 ,
+ "value": 0.15680902093866914
}
],
"validators": {
diff --git a/ccc/get_taxcalc_rates.py b/ccc/get_taxcalc_rates.py
index c9de2308..f7ce02d3 100644
--- a/ccc/get_taxcalc_rates.py
+++ b/ccc/get_taxcalc_rates.py
@@ -39,7 +39,7 @@ def get_calculator(
"""
# create a calculator
policy1 = Policy()
- if data is not None and "cps" in data:
+ if data is not None and "cps" in str(data):
print("Using CPS")
records1 = Records.cps_constructor()
# impute short and long term capital gains if using CPS data
@@ -48,12 +48,12 @@ def get_calculator(
records1.p23250 = (1 - 0.06587) * records1.e01100
# set total capital gains to zero
records1.e01100 = np.zeros(records1.e01100.shape[0])
- elif data is None or "puf" in data: # pragma: no cover
+ elif data is None or "puf" in str(data): # pragma: no cover
print("Using PUF")
records1 = Records()
- elif data is not None and "tmd" in data: # pragma: no cover
+ elif data is not None and "tmd" in str(data): # pragma: no cover
print("Using TMD")
- records1 = Records.tmd_constructor("tmd.csv.gz")
+ records1 = Records.tmd_constructor(data, weights, gfactors)
elif data is not None: # pragma: no cover
print("Data is ", data)
print("Weights are ", weights)
diff --git a/ccc/parameters.py b/ccc/parameters.py
index 4994f0bf..3359c169 100644
--- a/ccc/parameters.py
+++ b/ccc/parameters.py
@@ -1,4 +1,6 @@
import os
+import pandas as pd
+import itertools
import paramtools
import marshmallow as ma
@@ -286,6 +288,17 @@ def _read_json_revision(obj):
class DepreciationRules(ma.Schema):
# set some field validation ranges that can't set in JSON
+ system = ma.fields.String(
+ validate=ma.validate.OneOf(
+ choices=[
+ "GDS",
+ "ADS",
+ "Economic",
+ "Expensing",
+ "Income Forecast",
+ ]
+ )
+ )
life = ma.fields.Float(validate=ma.validate.Range(min=0, max=100))
method = ma.fields.String(
validate=ma.validate.OneOf(
@@ -316,6 +329,91 @@ class DepreciationParams(paramtools.Parameters):
defaults = os.path.join(CURRENT_PATH, "tax_depreciation_rules.json")
+ def to_df(self):
+ """
+ Return a DataFrame containing the depreciation parameters.
+ """
+ nested_dict = self.to_dict()
+ # Prepare lists to collect data
+ data = []
+ # Iterate through the nested dictionary
+ for key, value_list in nested_dict.items():
+ # Extract the OrderedDict(s) in the list
+ for item in value_list:
+ # Prepare a dictionary to hold the row data
+ row_data = {}
+ # Extract 'value' dictionary contents
+ row_data.update(item["value"])
+ # Add the year
+ row_data["year"] = item["year"]
+ # Add the asset code
+ row_data["BEA_code"] = key
+ # Append the row data and index key
+ data.append(row_data)
+
+ # Create DataFrame with the extracted data and specified index
+ df = pd.DataFrame(data)
+
+ return df
+
+ def expanded_df(self):
+ df = self.to_df()
+ unique_bea_codes = df["BEA_code"].unique()
+ years = self.label_grid["year"]
+ # Create all combinations of years and BEA codes
+ combinations = list(itertools.product(years, unique_bea_codes))
+ # Create a new DataFrame with these combinations
+ expanded_df = pd.DataFrame(combinations, columns=["year", "BEA_code"])
+ # Merge with the original DataFrame to preserve known values
+ expanded_df = expanded_df.merge(
+ df, on=["year", "BEA_code"], how="left"
+ )
+ # Sort the DataFrame to ensure we can forward fill from the last known year
+ expanded_df = expanded_df.sort_values(["BEA_code", "year"])
+ # Group by BEA_code and forward fill missing values
+ expanded_df = (
+ expanded_df[["life", "method", "system", "year", "BEA_code"]]
+ .groupby("BEA_code")
+ .apply(lambda group: group.ffill(), include_groups=False)
+ .reset_index()
+ )
+ column_order = ["life", "method", "system", "year", "BEA_code"]
+ expanded_df = expanded_df[column_order]
+
+ return expanded_df
+
+ def adjust_from_csv(self, fname):
+ """
+ Read from a CSV file and adjust the parameter values.
+
+ CSV must have columns for year, BEA_code, year, life, method, and system.
+
+ Args:
+ fname (str): name of the CSV file
+
+ Returns:
+ None
+
+ """
+ df = pd.read_csv(fname)
+ # set the index to BEA_code
+ df.set_index("BEA_code", inplace=True)
+ # convert to dictionary
+ df_dict = df.to_dict(orient="index")
+ # put life, method, and system in a value dictionary
+ for k, v in df_dict.items():
+ df_dict[k] = [
+ {
+ "year": int(v["year"]),
+ "value": {
+ "life": v["life"],
+ "method": v["method"],
+ "system": v["system"],
+ },
+ }
+ ]
+ self.adjust(df_dict)
+
def revision_warnings_errors(spec_revision):
"""
diff --git a/ccc/tax_depreciation_rules.json b/ccc/tax_depreciation_rules.json
index 3a5d70d0..65f89697 100644
--- a/ccc/tax_depreciation_rules.json
+++ b/ccc/tax_depreciation_rules.json
@@ -1,1164 +1,1822 @@
-{"schema": {
+{
+ "schema": {
"labels": {
+ "year": {
+ "type": "int",
+ "validators": {"range": {"min": 2013, "max": 2034}}
+ },
+ "system": {
+ "type": "str",
+ "validators": {
+ "choice": {
+ "choices": ["GDS", "ADS"]
+ }
+ }
+ },
+ "method": {
+ "type": "str",
+ "validators": {
+ "choice": {
+ "choices": ["DB 200%", "DB 150%", "SL"]
+ }
+ }
+ }
+ },
+ "additional_members": {
"asset_name": {
- "type": "str",
- "validators": {
- "choice": {
- "choices": [
- "Mainframes", "PCs", "DASDs", "Printers",
- "Terminals", "Tape drives", "Storage devices",
- "System integrators", "Prepackaged software",
- "Custom software", "Communications",
- "Nonelectro medical instruments",
- "Electro medical instruments",
- "Nonmedical instruments",
- "Photocopy and related equipment",
- "Office and accounting equipment",
- "Household furniture", "Other furniture",
- "Household appliances",
- "Light trucks (including utility vehicles)",
- "Other trucks, buses and truck trailers", "Autos",
- "Aircraft", "Ships and boats", "Railroad equipment",
- "Steam engines", "Internal combustion engines",
- "Special industrial machinery",
- "General industrial equipment", "Nuclear fuel",
- "Other fabricated metals", "Metalworking machinery",
- "Electric transmission and distribution",
- "Other agricultural machinery", "Farm tractors",
- "Other construction machinery",
- "Construction tractors",
- "Mining and oilfield machinery",
- "Service industry machinery", "Other electrical",
- "Other", "Residential", "Manufacturing", "Office",
- "Hospitals", "Special care", "Medical buildings",
- "Multimerchandise shopping",
- "Food and beverage establishments", "Warehouses",
- "Other commercial", "Air transportation",
- "Other transportation", "Religious",
- "Educational and vocational", "Lodging",
- "Public safety", "Gas", "Petroleum pipelines",
- "Communication", "Petroleum and natural gas",
- "Mining", "Electric", "Wind and solar",
- "Amusement and recreation", "Other railroad",
- "Track replacement", "Local transit structures",
- "Other land transportation", "Farm", "Water supply",
- "Sewage and waste disposal",
- "Highway and conservation and development",
- "Mobile structures",
- "Pharmaceutical and medicine manufacturing",
- "Chemical manufacturing, ex. pharma and med",
- "Semiconductor and other component manufacturing",
- "Computers and peripheral equipment manufacturing",
- "Communications equipment manufacturing",
- "Navigational and other instruments manufacturing",
- "Other computer and electronic manufacturing, n.e.c.",
- "Motor vehicles and parts manufacturing",
- "Aerospace products and parts manufacturing",
- "Other manufacturing",
- "Scientific research and development services",
- "Software publishers", "Financial and real estate services",
- "Computer systems design and related services",
- "All other nonmanufacturing, n.e.c.",
- "Private universities and colleges",
- "Other nonprofit institutions", "Theatrical movies",
- "Long-lived television programs", "Books", "Music",
- "Other entertainment originals", "Own account software",
- "Inventories", "Land"
- ]
- }
- }
+ "type": "str"
},
"BEA_code": {
- "type": "str",
- "validators": {
- "choice": {
- "choices": [
- "EP1A", "EP1B", "EP1C", "EP1D", "EP1E", "EP1F",
- "EP1G", "EP1H", "EP20", "EP34", "EP35", "EP36",
- "EP31", "EP12", "EI11", "EI12", "EI21", "EI22",
- "EI30", "EI40", "EI50", "EI60", "ET11", "ET12",
- "ET20", "ET30", "ET40", "ET50", "EO11", "EO12",
- "EO30", "EO21", "EO40", "EO22", "EO50", "EO60",
- "EO71", "EO72", "EO80", "SOO1", "SB31", "SB32",
- "SOO2", "SC03", "SC04", "SC01", "SOMO", "SC02",
- "SI00", "SU30", "SU60", "SU40", "SU50", "SU20",
- "SM01", "SM02", "SB10", "SB20", "SB41", "SB42",
- "SB43", "SB45", "SU11", "SU12", "SB44", "SB46",
- "SN00", "SO01", "SO02", "SO03", "SO04", "ENS1",
- "ENS2", "ENS3", "RD11", "RD12", "RD23", "RD21",
- "RD22", "RD24", "RD25", "RD31", "RD32", "RDOM",
- "RD70", "RD40", "RD50", "RD60", "RD80", "RD91",
- "RD92", "AE10", "AE20", "AE30", "AE40", "AE50",
- "RES", "LAND", "INV"
- ]
- }
- }
+ "type": "str"
},
"minor_asset_group": {
- "type": "str",
- "validators": {
- "choice": {
- "choices": [
- "Computers and Software",
- "Industrial Machinery",
- "Instruments and Communications Equipment",
- "Intellectual Property",
- "Inventories",
- "Land",
- "Mining and Drilling Structures",
- "Nonresidential Buildings",
- "Office and Residential Equipment",
- "Other Industrial Equipment",
- "Other Structures",
- "Residential Buildings",
- "Service industry machinery",
- "Transportation Equipment"
- ]
- }
- }
+ "type": "str"
},
"major_asset_group": {
- "type": "str",
- "validators": {
- "choice": {
- "choices": [
- "Equipment",
- "Structures",
- "Intellectual Property",
- "Inventories",
- "Land"
- ]
- }
- }
- },
- "ADS_life": {
- "type": "float",
- "validators": {
- "choice": {
- "choices": [3.0, 4.0, 5.0, 6.0, 7.0, 9.0, 9.5, 10.0,
- 12.0, 14.0, 15.0, 18.0, 19.0, 20.0, 25.0,
- 28.0, 30.0, 40.0, 50.0, 100.0]
- }
- }
- },
- "GDS_life": {
- "type": "float",
- "validators": {
- "choice": {
- "choices": [3.0, 5.0, 7.0, 10.0, 15.0, 20.0, 25.0,
- 27.5, 39.0, 100.0]
- }
- }
- },
- "system": {
- "type": "str",
- "validators": {
- "choice": {
- "choices": ["ADS", "GDS", "Economic", "Income Forecast"]
- }
- }
- },
- "year": {
- "type": "int",
- "validators": {"range": {"min": 2013, "max": 2034}}
+ "type": "str"
+ }
+ }
+ },
+ "EP1A": {
+ "title": "Depreciation rules for Mainframes",
+ "BEA_code": "EP1A",
+ "asset_name": "Mainframes",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Computers and Software",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 5,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "EP1B": {
+ "title": "Depreciation rules for PCs",
+ "BEA_code": "EP1B",
+ "asset_name": "PCs",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Computers and Software",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 5,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "EP1C": {
+ "title": "Depreciation rules for DASDs",
+ "BEA_code": "EP1C",
+ "asset_name": "DASDs",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Computers and Software",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 5,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "EP1D": {
+ "title": "Depreciation rules for Printers",
+ "BEA_code": "EP1D",
+ "asset_name": "Printers",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Computers and Software",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 5,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "EP1E": {
+ "title": "Depreciation rules for Terminals",
+ "BEA_code": "EP1E",
+ "asset_name": "Terminals",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Computers and Software",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 5,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "EP1F": {
+ "title": "Depreciation rules for Tape drives",
+ "BEA_code": "EP1F",
+ "asset_name": "Tape drives",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Computers and Software",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 5,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "EP1G": {
+ "title": "Depreciation rules for Storage devices",
+ "BEA_code": "EP1G",
+ "asset_name": "Storage devices",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Computers and Software",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 5,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "EP1H": {
+ "title": "Depreciation rules for System integrators",
+ "BEA_code": "EP1H",
+ "asset_name": "System integrators",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Computers and Software",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 5,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "EP20": {
+ "title": "Depreciation rules for Communications",
+ "BEA_code": "EP20",
+ "asset_name": "Communications",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Instruments and Communications Equipment",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 7,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "EP34": {
+ "title": "Depreciation rules for Nonelectro medical instruments",
+ "BEA_code": "EP34",
+ "asset_name": "Nonelectro medical instruments",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Instruments and Communications Equipment",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 7,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "EP35": {
+ "title": "Depreciation rules for Electro medical instruments",
+ "BEA_code": "EP35",
+ "asset_name": "Electro medical instruments",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Instruments and Communications Equipment",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 7,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "EP36": {
+ "title": "Depreciation rules for Nonmedical instruments",
+ "BEA_code": "EP36",
+ "asset_name": "Nonmedical instruments",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Instruments and Communications Equipment",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 7,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "EP31": {
+ "title": "Depreciation rules for Photocopy and related equipment",
+ "BEA_code": "EP31",
+ "asset_name": "Photocopy and related equipment",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Instruments and Communications Equipment",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 5,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "EP12": {
+ "title": "Depreciation rules for Office and accounting equipment",
+ "BEA_code": "EP12",
+ "asset_name": "Office and accounting equipment",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Instruments and Communications Equipment",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 5,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "EI11": {
+ "title": "Depreciation rules for Nuclear fuel",
+ "BEA_code": "EI11",
+ "asset_name": "Nuclear fuel",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Other Industrial Equipment",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 5,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "EI12": {
+ "title": "Depreciation rules for Other fabricated metals",
+ "BEA_code": "EI12",
+ "asset_name": "Other fabricated metals",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Other Industrial Equipment",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 7,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "EI21": {
+ "title": "Depreciation rules for Steam engines",
+ "BEA_code": "EI21",
+ "asset_name": "Steam engines",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Transportation Equipment",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 15,
+ "method": "DB 150%"
+ }
+ }
+ ]
+ },
+ "EI22": {
+ "title": "Depreciation rules for Internal combustion engines",
+ "BEA_code": "EI22",
+ "asset_name": "Internal combustion engines",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Transportation Equipment",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 7,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "EI30": {
+ "title": "Depreciation rules for Metalworking machinery",
+ "BEA_code": "EI30",
+ "asset_name": "Metalworking machinery",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Other Industrial Equipment",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 7,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "EI40": {
+ "title": "Depreciation rules for Special industrial machinery",
+ "BEA_code": "EI40",
+ "asset_name": "Special industrial machinery",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Industrial Machinery",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 7,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "EI50": {
+ "title": "Depreciation rules for General industrial equipment",
+ "BEA_code": "EI50",
+ "asset_name": "General industrial equipment",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Industrial Machinery",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 7,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "EI60": {
+ "title": "Depreciation rules for Electric transmission and distribution",
+ "BEA_code": "EI60",
+ "asset_name": "Electric transmission and distribution",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Other Industrial Equipment",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 15,
+ "method": "DB 150%"
+ }
+ }
+ ]
+ },
+ "ET11": {
+ "title": "Depreciation rules for Light trucks (including utility vehicles)",
+ "BEA_code": "ET11",
+ "asset_name": "Light trucks (including utility vehicles)",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Transportation Equipment",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 5,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "ET12": {
+ "title": "Depreciation rules for Other trucks, buses and truck trailers",
+ "BEA_code": "ET12",
+ "asset_name": "Other trucks, buses and truck trailers",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Transportation Equipment",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 5,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "ET20": {
+ "title": "Depreciation rules for Autos",
+ "BEA_code": "ET20",
+ "asset_name": "Autos",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Transportation Equipment",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 5,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "ET30": {
+ "title": "Depreciation rules for Aircraft",
+ "BEA_code": "ET30",
+ "asset_name": "Aircraft",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Transportation Equipment",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 5,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "ET40": {
+ "title": "Depreciation rules for Ships and boats",
+ "BEA_code": "ET40",
+ "asset_name": "Ships and boats",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Transportation Equipment",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 10,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "ET50": {
+ "title": "Depreciation rules for Railroad equipment",
+ "BEA_code": "ET50",
+ "asset_name": "Railroad equipment",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Transportation Equipment",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 7,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "EO11": {
+ "title": "Depreciation rules for Household furniture",
+ "BEA_code": "EO11",
+ "asset_name": "Household furniture",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Office and Residential Equipment",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 5,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "EO12": {
+ "title": "Depreciation rules for Other furniture",
+ "BEA_code": "EO12",
+ "asset_name": "Other furniture",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Office and Residential Equipment",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 7,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "EO30": {
+ "title": "Depreciation rules for Other agricultural machinery",
+ "BEA_code": "EO30",
+ "asset_name": "Other agricultural machinery",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Other Industrial Equipment",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 7,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "EO21": {
+ "title": "Depreciation rules for Farm tractors",
+ "BEA_code": "EO21",
+ "asset_name": "Farm tractors",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Other Industrial Equipment",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 7,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "EO40": {
+ "title": "Depreciation rules for Other construction machinery",
+ "BEA_code": "EO40",
+ "asset_name": "Other construction machinery",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Other Industrial Equipment",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 5,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "EO22": {
+ "title": "Depreciation rules for Construction tractors",
+ "BEA_code": "EO22",
+ "asset_name": "Construction tractors",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Other Industrial Equipment",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 5,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "EO50": {
+ "title": "Depreciation rules for Mining and oilfield machinery",
+ "BEA_code": "EO50",
+ "asset_name": "Mining and oilfield machinery",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Other Industrial Equipment",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 7,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "EO60": {
+ "title": "Depreciation rules for Service industry machinery",
+ "BEA_code": "EO60",
+ "asset_name": "Service industry machinery",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Service industry machinery",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 7,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "EO71": {
+ "title": "Depreciation rules for Household appliances",
+ "BEA_code": "EO71",
+ "asset_name": "Household appliances",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Office and Residential Equipment",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 5,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "EO72": {
+ "title": "Depreciation rules for Other electrical",
+ "BEA_code": "EO72",
+ "asset_name": "Other electrical",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Service industry machinery",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 7,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "EO80": {
+ "title": "Depreciation rules for Other",
+ "BEA_code": "EO80",
+ "asset_name": "Other",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Service industry machinery",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 7,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "SOO1": {
+ "title": "Depreciation rules for Office",
+ "BEA_code": "SOO1",
+ "asset_name": "Office",
+ "major_asset_group": "Structures",
+ "minor_asset_group": "Nonresidential Buildings",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 39,
+ "method": "SL"
+ }
+ }
+ ]
+ },
+ "SB31": {
+ "title": "Depreciation rules for Hospitals",
+ "BEA_code": "SB31",
+ "asset_name": "Hospitals",
+ "major_asset_group": "Structures",
+ "minor_asset_group": "Nonresidential Buildings",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 39,
+ "method": "SL"
+ }
+ }
+ ]
+ },
+ "SB32": {
+ "title": "Depreciation rules for Special care",
+ "BEA_code": "SB32",
+ "asset_name": "Special care",
+ "major_asset_group": "Structures",
+ "minor_asset_group": "Nonresidential Buildings",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 39,
+ "method": "SL"
+ }
+ }
+ ]
+ },
+ "SOO2": {
+ "title": "Depreciation rules for Medical buildings",
+ "BEA_code": "SOO2",
+ "asset_name": "Medical buildings",
+ "major_asset_group": "Structures",
+ "minor_asset_group": "Nonresidential Buildings",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 39,
+ "method": "SL"
+ }
+ }
+ ]
+ },
+ "SC03": {
+ "title": "Depreciation rules for Multimerchandise shopping",
+ "BEA_code": "SC03",
+ "asset_name": "Multimerchandise shopping",
+ "major_asset_group": "Structures",
+ "minor_asset_group": "Nonresidential Buildings",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 39,
+ "method": "SL"
+ }
+ }
+ ]
+ },
+ "SC04": {
+ "title": "Depreciation rules for Food and beverage establishments",
+ "BEA_code": "SC04",
+ "asset_name": "Food and beverage establishments",
+ "major_asset_group": "Structures",
+ "minor_asset_group": "Nonresidential Buildings",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 39,
+ "method": "SL"
+ }
+ }
+ ]
+ },
+ "SC01": {
+ "title": "Depreciation rules for Warehouses",
+ "BEA_code": "SC01",
+ "asset_name": "Warehouses",
+ "major_asset_group": "Structures",
+ "minor_asset_group": "Nonresidential Buildings",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 39,
+ "method": "SL"
+ }
+ }
+ ]
+ },
+ "SOMO": {
+ "title": "Depreciation rules for Mobile structures",
+ "BEA_code": "SOMO",
+ "asset_name": "Mobile structures",
+ "major_asset_group": "Structures",
+ "minor_asset_group": "Other Structures",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 7,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "SC02": {
+ "title": "Depreciation rules for Other commercial",
+ "BEA_code": "SC02",
+ "asset_name": "Other commercial",
+ "major_asset_group": "Structures",
+ "minor_asset_group": "Nonresidential Buildings",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 39,
+ "method": "SL"
+ }
+ }
+ ]
+ },
+ "SI00": {
+ "title": "Depreciation rules for Manufacturing",
+ "BEA_code": "SI00",
+ "asset_name": "Manufacturing",
+ "major_asset_group": "Structures",
+ "minor_asset_group": "Nonresidential Buildings",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 39,
+ "method": "SL"
+ }
+ }
+ ]
+ },
+ "SU30": {
+ "title": "Depreciation rules for Electric",
+ "BEA_code": "SU30",
+ "asset_name": "Electric",
+ "major_asset_group": "Structures",
+ "minor_asset_group": "Other Structures",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 15,
+ "method": "DB 150%"
+ }
+ }
+ ]
+ },
+ "SU60": {
+ "title": "Depreciation rules for Wind and solar",
+ "BEA_code": "SU60",
+ "asset_name": "Wind and solar",
+ "major_asset_group": "Structures",
+ "minor_asset_group": "Other Structures",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 5,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "SU40": {
+ "title": "Depreciation rules for Gas",
+ "BEA_code": "SU40",
+ "asset_name": "Gas",
+ "major_asset_group": "Structures",
+ "minor_asset_group": "Mining and Drilling Structures",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 5,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "SU50": {
+ "title": "Depreciation rules for Petroleum pipelines",
+ "BEA_code": "SU50",
+ "asset_name": "Petroleum pipelines",
+ "major_asset_group": "Structures",
+ "minor_asset_group": "Mining and Drilling Structures",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 5,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "SU20": {
+ "title": "Depreciation rules for Communication",
+ "BEA_code": "SU20",
+ "asset_name": "Communication",
+ "major_asset_group": "Structures",
+ "minor_asset_group": "Mining and Drilling Structures",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 15,
+ "method": "DB 150%"
+ }
+ }
+ ]
+ },
+ "SM01": {
+ "title": "Depreciation rules for Petroleum and natural gas",
+ "BEA_code": "SM01",
+ "asset_name": "Petroleum and natural gas",
+ "major_asset_group": "Structures",
+ "minor_asset_group": "Mining and Drilling Structures",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 5,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "SM02": {
+ "title": "Depreciation rules for Mining",
+ "BEA_code": "SM02",
+ "asset_name": "Mining",
+ "major_asset_group": "Structures",
+ "minor_asset_group": "Mining and Drilling Structures",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 7,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "SB10": {
+ "title": "Depreciation rules for Religious",
+ "BEA_code": "SB10",
+ "asset_name": "Religious",
+ "major_asset_group": "Structures",
+ "minor_asset_group": "Nonresidential Buildings",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 39,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "SB20": {
+ "title": "Depreciation rules for Educational and vocational",
+ "BEA_code": "SB20",
+ "asset_name": "Educational and vocational",
+ "major_asset_group": "Structures",
+ "minor_asset_group": "Nonresidential Buildings",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 39,
+ "method": "SL"
+ }
+ }
+ ]
+ },
+ "SB41": {
+ "title": "Depreciation rules for Lodging",
+ "BEA_code": "SB41",
+ "asset_name": "Lodging",
+ "major_asset_group": "Structures",
+ "minor_asset_group": "Nonresidential Buildings",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 39,
+ "method": "SL"
+ }
+ }
+ ]
+ },
+ "SB42": {
+ "title": "Depreciation rules for Amusement and recreation",
+ "BEA_code": "SB42",
+ "asset_name": "Amusement and recreation",
+ "major_asset_group": "Structures",
+ "minor_asset_group": "Other Structures",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 7,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "SB43": {
+ "title": "Depreciation rules for Air transportation",
+ "BEA_code": "SB43",
+ "asset_name": "Air transportation",
+ "major_asset_group": "Structures",
+ "minor_asset_group": "Nonresidential Buildings",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 39,
+ "method": "SL"
+ }
+ }
+ ]
+ },
+ "SB45": {
+ "title": "Depreciation rules for Other transportation",
+ "BEA_code": "SB45",
+ "asset_name": "Other transportation",
+ "major_asset_group": "Structures",
+ "minor_asset_group": "Nonresidential Buildings",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 39,
+ "method": "SL"
+ }
+ }
+ ]
+ },
+ "SU11": {
+ "title": "Depreciation rules for Other railroad",
+ "BEA_code": "SU11",
+ "asset_name": "Other railroad",
+ "major_asset_group": "Structures",
+ "minor_asset_group": "Other Structures",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 20,
+ "method": "DB 150%"
+ }
+ }
+ ]
+ },
+ "SU12": {
+ "title": "Depreciation rules for Track replacement",
+ "BEA_code": "SU12",
+ "asset_name": "Track replacement",
+ "major_asset_group": "Structures",
+ "minor_asset_group": "Other Structures",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 7,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "SB44": {
+ "title": "Depreciation rules for Local transit structures",
+ "BEA_code": "SB44",
+ "asset_name": "Local transit structures",
+ "major_asset_group": "Structures",
+ "minor_asset_group": "Other Structures",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 39,
+ "method": "SL"
+ }
+ }
+ ]
+ },
+ "SB46": {
+ "title": "Depreciation rules for Other land transportation",
+ "BEA_code": "SB46",
+ "asset_name": "Other land transportation",
+ "major_asset_group": "Structures",
+ "minor_asset_group": "Other Structures",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 5,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "SN00": {
+ "title": "Depreciation rules for Farm",
+ "BEA_code": "SN00",
+ "asset_name": "Farm",
+ "major_asset_group": "Structures",
+ "minor_asset_group": "Other Structures",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 20,
+ "method": "DB 150%"
+ }
+ }
+ ]
+ },
+ "SO01": {
+ "title": "Depreciation rules for Water supply",
+ "BEA_code": "SO01",
+ "asset_name": "Water supply",
+ "major_asset_group": "Structures",
+ "minor_asset_group": "Other Structures",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 20,
+ "method": "DB 150%"
+ }
+ }
+ ]
+ },
+ "SO02": {
+ "title": "Depreciation rules for Sewage and waste disposal",
+ "BEA_code": "SO02",
+ "asset_name": "Sewage and waste disposal",
+ "major_asset_group": "Structures",
+ "minor_asset_group": "Other Structures",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 20,
+ "method": "DB 150%"
+ }
+ }
+ ]
+ },
+ "SO03": {
+ "title": "Depreciation rules for Public safety",
+ "BEA_code": "SO03",
+ "asset_name": "Public safety",
+ "major_asset_group": "Structures",
+ "minor_asset_group": "Nonresidential Buildings",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 39,
+ "method": "SL"
+ }
+ }
+ ]
+ },
+ "SO04": {
+ "title": "Depreciation rules for Highway and conservation and development",
+ "BEA_code": "SO04",
+ "asset_name": "Highway and conservation and development",
+ "major_asset_group": "Structures",
+ "minor_asset_group": "Other Structures",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 15,
+ "method": "DB 150%"
+ }
+ }
+ ]
+ },
+ "ENS1": {
+ "title": "Depreciation rules for Prepackaged software",
+ "BEA_code": "ENS1",
+ "asset_name": "Prepackaged software",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Computers and Software",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 3,
+ "method": "SL"
+ }
+ }
+ ]
+ },
+ "ENS2": {
+ "title": "Depreciation rules for Custom software",
+ "BEA_code": "ENS2",
+ "asset_name": "Custom software",
+ "major_asset_group": "Equipment",
+ "minor_asset_group": "Computers and Software",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 3,
+ "method": "SL"
+ }
+ }
+ ]
+ },
+ "ENS3": {
+ "title": "Depreciation rules for Own account software",
+ "BEA_code": "ENS3",
+ "asset_name": "Own account software",
+ "major_asset_group": "Intellectual Property",
+ "minor_asset_group": "Intellectual Property",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 3,
+ "method": "Expensing"
+ }
+ }
+ ]
+ },
+ "RD11": {
+ "title": "Depreciation rules for Pharmaceutical and medicine manufacturing",
+ "BEA_code": "RD11",
+ "asset_name": "Pharmaceutical and medicine manufacturing",
+ "major_asset_group": "Intellectual Property",
+ "minor_asset_group": "Intellectual Property",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 5,
+ "method": "Expensing"
+ }
+ }
+ ]
+ },
+ "RD12": {
+ "title": "Depreciation rules for Chemical manufacturing, ex. pharma and med",
+ "BEA_code": "RD12",
+ "asset_name": "Chemical manufacturing, ex. pharma and med",
+ "major_asset_group": "Intellectual Property",
+ "minor_asset_group": "Intellectual Property",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 5,
+ "method": "Expensing"
+ }
+ }
+ ]
+ },
+ "RD23": {
+ "title": "Depreciation rules for Semiconductor and other component manufacturing",
+ "BEA_code": "RD23",
+ "asset_name": "Semiconductor and other component manufacturing",
+ "major_asset_group": "Intellectual Property",
+ "minor_asset_group": "Intellectual Property",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 5,
+ "method": "Expensing"
+ }
+ }
+ ]
+ },
+ "RD21": {
+ "title": "Depreciation rules for Computers and peripheral equipment manufacturing",
+ "BEA_code": "RD21",
+ "asset_name": "Computers and peripheral equipment manufacturing",
+ "major_asset_group": "Intellectual Property",
+ "minor_asset_group": "Intellectual Property",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 5,
+ "method": "Expensing"
+ }
+ }
+ ]
+ },
+ "RD22": {
+ "title": "Depreciation rules for Communications equipment manufacturing",
+ "BEA_code": "RD22",
+ "asset_name": "Communications equipment manufacturing",
+ "major_asset_group": "Intellectual Property",
+ "minor_asset_group": "Intellectual Property",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 5,
+ "method": "Expensing"
+ }
+ }
+ ]
+ },
+ "RD24": {
+ "title": "Depreciation rules for Navigational and other instruments manufacturing",
+ "BEA_code": "RD24",
+ "asset_name": "Navigational and other instruments manufacturing",
+ "major_asset_group": "Intellectual Property",
+ "minor_asset_group": "Intellectual Property",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 5,
+ "method": "Expensing"
+ }
+ }
+ ]
+ },
+ "RD25": {
+ "title": "Depreciation rules for Other computer and electronic manufacturing, n.e.c.",
+ "BEA_code": "RD25",
+ "asset_name": "Other computer and electronic manufacturing, n.e.c.",
+ "major_asset_group": "Intellectual Property",
+ "minor_asset_group": "Intellectual Property",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 5,
+ "method": "Expensing"
+ }
+ }
+ ]
+ },
+ "RD31": {
+ "title": "Depreciation rules for Motor vehicles and parts manufacturing",
+ "BEA_code": "RD31",
+ "asset_name": "Motor vehicles and parts manufacturing",
+ "major_asset_group": "Intellectual Property",
+ "minor_asset_group": "Intellectual Property",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 7,
+ "method": "Expensing"
+ }
+ }
+ ]
+ },
+ "RD32": {
+ "title": "Depreciation rules for Aerospace products and parts manufacturing",
+ "BEA_code": "RD32",
+ "asset_name": "Aerospace products and parts manufacturing",
+ "major_asset_group": "Intellectual Property",
+ "minor_asset_group": "Intellectual Property",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 7,
+ "method": "Expensing"
+ }
+ }
+ ]
+ },
+ "RDOM": {
+ "title": "Depreciation rules for Other manufacturing",
+ "BEA_code": "RDOM",
+ "asset_name": "Other manufacturing",
+ "major_asset_group": "Intellectual Property",
+ "minor_asset_group": "Intellectual Property",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 7,
+ "method": "Expensing"
+ }
+ }
+ ]
+ },
+ "RD70": {
+ "title": "Depreciation rules for Scientific research and development services",
+ "BEA_code": "RD70",
+ "asset_name": "Scientific research and development services",
+ "major_asset_group": "Intellectual Property",
+ "minor_asset_group": "Intellectual Property",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 5,
+ "method": "Expensing"
+ }
+ }
+ ]
+ },
+ "RD40": {
+ "title": "Depreciation rules for Software publishers",
+ "BEA_code": "RD40",
+ "asset_name": "Software publishers",
+ "major_asset_group": "Intellectual Property",
+ "minor_asset_group": "Intellectual Property",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 3,
+ "method": "SL"
+ }
+ }
+ ]
+ },
+ "RD50": {
+ "title": "Depreciation rules for Financial and real estate services",
+ "BEA_code": "RD50",
+ "asset_name": "Financial and real estate services",
+ "major_asset_group": "Intellectual Property",
+ "minor_asset_group": "Intellectual Property",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 5,
+ "method": "Expensing"
+ }
+ }
+ ]
+ },
+ "RD60": {
+ "title": "Depreciation rules for Computer systems design and related services",
+ "BEA_code": "RD60",
+ "asset_name": "Computer systems design and related services",
+ "major_asset_group": "Intellectual Property",
+ "minor_asset_group": "Intellectual Property",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 3,
+ "method": "SL"
+ }
+ }
+ ]
+ },
+ "RD80": {
+ "title": "Depreciation rules for All other nonmanufacturing, n.e.c.",
+ "BEA_code": "RD80",
+ "asset_name": "All other nonmanufacturing, n.e.c.",
+ "major_asset_group": "Intellectual Property",
+ "minor_asset_group": "Intellectual Property",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 5,
+ "method": "Expensing"
+ }
+ }
+ ]
+ },
+ "RD91": {
+ "title": "Depreciation rules for Private universities and colleges",
+ "BEA_code": "RD91",
+ "asset_name": "Private universities and colleges",
+ "major_asset_group": "Intellectual Property",
+ "minor_asset_group": "Intellectual Property",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 3,
+ "method": "SL"
+ }
+ }
+ ]
+ },
+ "RD92": {
+ "title": "Depreciation rules for Other nonprofit institutions",
+ "BEA_code": "RD92",
+ "asset_name": "Other nonprofit institutions",
+ "major_asset_group": "Intellectual Property",
+ "minor_asset_group": "Intellectual Property",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 3,
+ "method": "SL"
+ }
+ }
+ ]
+ },
+ "AE10": {
+ "title": "Depreciation rules for Theatrical movies",
+ "BEA_code": "AE10",
+ "asset_name": "Theatrical movies",
+ "major_asset_group": "Intellectual Property",
+ "minor_asset_group": "Intellectual Property",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 15,
+ "method": "Income Forecast"
+ }
+ }
+ ]
+ },
+ "AE20": {
+ "title": "Depreciation rules for Long-lived television programs",
+ "BEA_code": "AE20",
+ "asset_name": "Long-lived television programs",
+ "major_asset_group": "Intellectual Property",
+ "minor_asset_group": "Intellectual Property",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 15,
+ "method": "Income Forecast"
+ }
+ }
+ ]
+ },
+ "AE30": {
+ "title": "Depreciation rules for Books",
+ "BEA_code": "AE30",
+ "asset_name": "Books",
+ "major_asset_group": "Intellectual Property",
+ "minor_asset_group": "Intellectual Property",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 15,
+ "method": "Economic"
+ }
+ }
+ ]
+ },
+ "AE40": {
+ "title": "Depreciation rules for Music",
+ "BEA_code": "AE40",
+ "asset_name": "Music",
+ "major_asset_group": "Intellectual Property",
+ "minor_asset_group": "Intellectual Property",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 15,
+ "method": "Economic"
+ }
+ }
+ ]
+ },
+ "AE50": {
+ "title": "Depreciation rules for Other entertainment originals",
+ "BEA_code": "AE50",
+ "asset_name": "Other entertainment originals",
+ "major_asset_group": "Intellectual Property",
+ "minor_asset_group": "Intellectual Property",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 15,
+ "method": "Economic"
+ }
+ }
+ ]
+ },
+ "RES": {
+ "title": "Depreciation rules for Residential",
+ "BEA_code": "RES",
+ "asset_name": "Residential",
+ "major_asset_group": "Structures",
+ "minor_asset_group": "Residential Buildings",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 27.5,
+ "method": "SL"
+ }
+ }
+ ]
+ },
+ "LAND": {
+ "title": "Depreciation rules for Land",
+ "BEA_code": "LAND",
+ "asset_name": "Land",
+ "major_asset_group": "Land",
+ "minor_asset_group": "Land",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 100,
+ "method": "SL"
+ }
+ }
+ ]
+ },
+ "INV": {
+ "title": "Depreciation rules for Inventories",
+ "BEA_code": "INV",
+ "asset_name": "Inventories",
+ "major_asset_group": "Inventories",
+ "minor_asset_group": "Inventories",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2013,
+ "value": {
+ "system": "GDS",
+ "life": 100,
+ "method": "SL"
+ }
}
+ ]
}
- },
- "asset": {
- "title": "Tax depreciation rules for assets",
- "description": "Tax depreciation rules for assets",
- "type": "depreciation_rules",
- "value": [
- {
- "ADS_life": 5.0,
- "BEA_code": "EP1A",
- "GDS_life": 5.0,
- "asset_name": "Mainframes",
- "major_asset_group": "Equipment",
- "minor_asset_group": "Computers and Software",
- "system": "GDS",
- "year": 2020, "value": {"life": 5, "method": "DB 200%"}
- },
- {
- "ADS_life": 5.0,
- "BEA_code": "EP1B",
- "GDS_life": 5.0,
- "asset_name": "PCs",
- "major_asset_group": "Equipment",
- "minor_asset_group": "Computers and Software",
- "system": "GDS",
- "year": 2020, "value": {"life": 5, "method": "DB 200%"}
- },
- {
- "ADS_life": 5.0,
- "BEA_code": "EP1C",
- "GDS_life": 5.0,
- "asset_name": "DASDs",
- "major_asset_group": "Equipment",
- "minor_asset_group": "Computers and Software",
- "system": "GDS",
- "year": 2020, "value": {"life": 5, "method": "DB 200%"}
- },
- {
- "ADS_life": 5.0,
- "BEA_code": "EP1D",
- "GDS_life": 5.0,
- "asset_name": "Printers",
- "major_asset_group": "Equipment",
- "minor_asset_group": "Computers and Software",
- "system": "GDS",
- "year": 2020, "value": {"life": 5, "method": "DB 200%"}
- },
- {
- "ADS_life": 5.0,
- "BEA_code": "EP1E",
- "GDS_life": 5.0,
- "asset_name": "Terminals",
- "major_asset_group": "Equipment",
- "minor_asset_group": "Computers and Software",
- "system": "GDS",
- "year": 2020, "value": {"life": 5, "method": "DB 200%"}
- },
- {
- "ADS_life": 5.0,
- "BEA_code": "EP1F",
- "GDS_life": 5.0,
- "asset_name": "Tape drives",
- "major_asset_group": "Equipment",
- "minor_asset_group": "Computers and Software",
- "system": "GDS",
- "year": 2020, "value": {"life": 5, "method": "DB 200%"}
- },
- {
- "ADS_life": 5.0,
- "BEA_code": "EP1G",
- "GDS_life": 5.0,
- "asset_name": "Storage devices",
- "major_asset_group": "Equipment",
- "minor_asset_group": "Computers and Software",
- "system": "GDS",
- "year": 2020, "value": {"life": 5, "method": "DB 200%"}
- },
- {
- "ADS_life": 5.0,
- "BEA_code": "EP1H",
- "GDS_life": 5.0,
- "asset_name": "System integrators",
- "major_asset_group": "Equipment",
- "minor_asset_group": "Computers and Software",
- "system": "GDS",
- "year": 2020, "value": {"life": 5, "method": "DB 200%"}
- },
- {
- "ADS_life": 10.0,
- "BEA_code": "EP20",
- "GDS_life": 7.0,
- "asset_name": "Communications",
- "major_asset_group": "Equipment",
- "minor_asset_group": "Instruments and Communications Equipment",
- "system": "GDS",
- "year": 2020, "value": {"life": 7, "method": "DB 200%"}
- },
- {
- "ADS_life": 9.0,
- "BEA_code": "EP34",
- "GDS_life": 7.0,
- "asset_name": "Nonelectro medical instruments",
- "major_asset_group": "Equipment",
- "minor_asset_group": "Instruments and Communications Equipment",
- "system": "GDS",
- "year": 2020, "value": {"life": 7, "method": "DB 200%"}
- },
- {
- "ADS_life": 5.0,
- "BEA_code": "EP35",
- "GDS_life": 7.0,
- "asset_name": "Electro medical instruments",
- "major_asset_group": "Equipment",
- "minor_asset_group": "Instruments and Communications Equipment",
- "system": "GDS",
- "year": 2020, "value": {"life": 7, "method": "DB 200%"}
- },
- {
- "ADS_life": 7.0,
- "BEA_code": "EP36",
- "GDS_life": 7.0,
- "asset_name": "Nonmedical instruments",
- "major_asset_group": "Equipment",
- "minor_asset_group": "Instruments and Communications Equipment",
- "system": "GDS",
- "year": 2020, "value": {"life": 7, "method": "DB 200%"}
- },
- {
- "ADS_life": 5.0,
- "BEA_code": "EP31",
- "GDS_life": 5.0,
- "asset_name": "Photocopy and related equipment",
- "major_asset_group": "Equipment",
- "minor_asset_group": "Instruments and Communications Equipment",
- "system": "GDS",
- "year": 2020, "value": {"life": 5, "method": "DB 200%"}
- },
- {
- "ADS_life": 10.0,
- "BEA_code": "EP12",
- "GDS_life": 5.0,
- "asset_name": "Office and accounting equipment",
- "major_asset_group": "Equipment",
- "minor_asset_group": "Instruments and Communications Equipment",
- "system": "GDS",
- "year": 2020, "value": {"life": 5, "method": "DB 200%"}
- },
- {
- "ADS_life": 5.0,
- "BEA_code": "EI11",
- "GDS_life": 5.0,
- "asset_name": "Nuclear fuel",
- "major_asset_group": "Equipment",
- "minor_asset_group": "Other Industrial Equipment",
- "system": "GDS",
- "year": 2020, "value": {"life": 5, "method": "DB 200%"}
- },
- {
- "ADS_life": 15.0,
- "BEA_code": "EI12",
- "GDS_life": 7.0,
- "asset_name": "Other fabricated metals",
- "major_asset_group": "Equipment",
- "minor_asset_group": "Other Industrial Equipment",
- "system": "GDS",
- "year": 2020, "value": {"life": 7, "method": "DB 200%"}
- },
- {
- "ADS_life": 28.0,
- "BEA_code": "EI21",
- "GDS_life": 15.0,
- "asset_name": "Steam engines",
- "major_asset_group": "Equipment",
- "minor_asset_group": "Transportation Equipment",
- "system": "GDS",
- "year": 2020, "value": {"life": 15, "method": "DB 150%"}
- },
- {
- "ADS_life": 20.0,
- "BEA_code": "EI22",
- "GDS_life": 7.0,
- "asset_name": "Internal combustion engines",
- "major_asset_group": "Equipment",
- "minor_asset_group": "Transportation Equipment",
- "system": "GDS",
- "year": 2020, "value": {"life": 7, "method": "DB 200%"}
- },
- {
- "ADS_life": 14.0,
- "BEA_code": "EI30",
- "GDS_life": 7.0,
- "asset_name": "Metalworking machinery",
- "major_asset_group": "Equipment",
- "minor_asset_group": "Other Industrial Equipment",
- "system": "GDS",
- "year": 2020, "value": {"life": 7, "method": "DB 200%"}
- },
- {
- "ADS_life": 4.0,
- "BEA_code": "EI40",
- "GDS_life": 7.0,
- "asset_name": "Special industrial machinery",
- "major_asset_group": "Equipment",
- "minor_asset_group": "Industrial Machinery",
- "system": "GDS",
- "year": 2020, "value": {"life": 7, "method": "DB 200%"}
- },
- {
- "ADS_life": 9.0,
- "BEA_code": "EI50",
- "GDS_life": 7.0,
- "asset_name": "General industrial equipment",
- "major_asset_group": "Equipment",
- "minor_asset_group": "Industrial Machinery",
- "system": "GDS",
- "year": 2020, "value": {"life": 7, "method": "DB 200%"}
- },
- {
- "ADS_life": 30.0,
- "BEA_code": "EI60",
- "GDS_life": 15.0,
- "asset_name": "Electric transmission and distribution",
- "major_asset_group": "Equipment",
- "minor_asset_group": "Other Industrial Equipment",
- "system": "GDS",
- "year": 2020, "value": {"life": 15, "method": "DB 150%"}
- },
- {
- "ADS_life": 5.0,
- "BEA_code": "ET11",
- "GDS_life": 5.0,
- "asset_name": "Light trucks (including utility vehicles)",
- "major_asset_group": "Equipment",
- "minor_asset_group": "Transportation Equipment",
- "system": "GDS",
- "year": 2020, "value": {"life": 5, "method": "DB 200%"}
- },
- {
- "ADS_life": 6.0,
- "BEA_code": "ET12",
- "GDS_life": 5.0,
- "asset_name": "Other trucks, buses and truck trailers",
- "major_asset_group": "Equipment",
- "minor_asset_group": "Transportation Equipment",
- "system": "GDS",
- "year": 2020, "value": {"life": 5, "method": "DB 200%"}
- },
- {
- "ADS_life": 5.0,
- "BEA_code": "ET20",
- "GDS_life": 5.0,
- "asset_name": "Autos",
- "major_asset_group": "Equipment",
- "minor_asset_group": "Transportation Equipment",
- "system": "GDS",
- "year": 2020, "value": {"life": 5, "method": "DB 200%"}
- },
- {
- "ADS_life": 6.0,
- "BEA_code": "ET30",
- "GDS_life": 5.0,
- "asset_name": "Aircraft",
- "major_asset_group": "Equipment",
- "minor_asset_group": "Transportation Equipment",
- "system": "GDS",
- "year": 2020, "value": {"life": 5, "method": "DB 200%"}
- },
- {
- "ADS_life": 18.0,
- "BEA_code": "ET40",
- "GDS_life": 10.0,
- "asset_name": "Ships and boats",
- "major_asset_group": "Equipment",
- "minor_asset_group": "Transportation Equipment",
- "system": "GDS",
- "year": 2020, "value": {"life": 10, "method": "DB 200%"}
- },
- {
- "ADS_life": 14.0,
- "BEA_code": "ET50",
- "GDS_life": 7.0,
- "asset_name": "Railroad equipment",
- "major_asset_group": "Equipment",
- "minor_asset_group": "Transportation Equipment",
- "system": "GDS",
- "year": 2020, "value": {"life": 7, "method": "DB 200%"}
- },
- {
- "ADS_life": 9.0,
- "BEA_code": "EO11",
- "GDS_life": 5.0,
- "asset_name": "Household furniture",
- "major_asset_group": "Equipment",
- "minor_asset_group": "Office and Residential Equipment",
- "system": "GDS",
- "year": 2020, "value": {"life": 5, "method": "DB 200%"}
- },
- {
- "ADS_life": 10.0,
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diff --git a/ccc/tests/run_ccc_asset_output.json b/ccc/tests/run_ccc_asset_output.json
index d8c3cedb..7348c524 100644
--- a/ccc/tests/run_ccc_asset_output.json
+++ b/ccc/tests/run_ccc_asset_output.json
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\ No newline at end of file
diff --git a/ccc/tests/test_calcfunctions.py b/ccc/tests/test_calcfunctions.py
index 69a2879d..17eee46b 100644
--- a/ccc/tests/test_calcfunctions.py
+++ b/ccc/tests/test_calcfunctions.py
@@ -12,137 +12,225 @@ def test_update_depr_methods(monkeypatch):
"""
p = Specification(year=2020)
json_str = """
- {"schema": {
+ {
+ "schema": {
"labels": {
- "asset_name": {"type": "str"},
- "BEA_code": {"type": "str"},
- "minor_asset_group": {"type": "str"},
- "major_asset_group": {"type": "str"},
- "ADS_life": {"type": "float"},
- "GDS_life": {"type": "float"},
- "system": {"type": "str"},
"year": {
"type": "int",
- "validators": {"range": {"min": 2013, "max": 2030}}
+ "validators": {"range": {"min": 2013, "max": 2034}}
+ },
+ "system": {
+ "type": "str",
+ "validators": {
+ "choice": {
+ "choices": ["GDS", "ADS"]
+ }
+ }
+ },
+ "method": {
+ "type": "str",
+ "validators": {
+ "choice": {
+ "choices": ["DB 200%", "DB 150%", "SL"]
+ }
+ }
}
+ },
+ "additional_members": {
+ "asset_name": {
+ "type": "str"
+ },
+ "BEA_code": {
+ "type": "str"
+ },
+ "minor_asset_group": {
+ "type": "str"
+ },
+ "major_asset_group": {
+ "type": "str"
+ }
}
},
- "asset": {
- "title": "Tax depreciation rules for assets",
- "description": "Tax depreciation rules for assets",
+ "1": {
+ "title": "Depreciation rules for Steam engines",
+ "BEA_code": "1",
+ "asset_name": "Steam engines",
+ "major_asset_group": "Group1",
+ "minor_asset_group": "Group1",
"type": "depreciation_rules",
"value": [
- {
- "ADS_life": 10.0,
- "BEA_code": "1",
- "GDS_life": 10.0,
- "asset_name": "Steam engines",
- "major_asset_group": "Group1",
- "minor_asset_group": "Group1",
- "system": "GDS",
- "year": 2020, "value": {"life": 10,
- "method": "DB 200%"}
- },
- {
- "ADS_life": 10.0,
- "BEA_code": "2",
- "GDS_life": 10.0,
- "asset_name": "Custom software",
- "major_asset_group": "Group1",
- "minor_asset_group": "Group1",
- "system": "GDS",
- "year": 2020, "value": {"life": 10,
- "method": "DB 150%"}
- },
- {
- "ADS_life": 3.0,
- "BEA_code": "3",
- "GDS_life": 3.0,
- "asset_name": "Other furniture",
- "major_asset_group": "Group1",
- "minor_asset_group": "Group1",
- "system": "GDS",
- "year": 2020, "value": {"life": 3,
- "method": "SL"}
- },
- {
- "ADS_life": 15.0,
- "BEA_code": "4",
- "GDS_life": 15.0,
- "asset_name": "Mining and oilfield machinery",
- "major_asset_group": "Group1",
- "minor_asset_group": "Group1",
- "system": "GDS",
- "year": 2020, "value": {"life": 15,
- "method": "Economic"}
- },
- {
- "ADS_life": 27.5,
- "BEA_code": "5",
- "GDS_life": 27.5,
- "asset_name": "Expensing",
- "major_asset_group": "Group1",
- "minor_asset_group": "Group1",
- "system": "GDS",
- "year": 2020, "value": {"life": 27.5,
- "method": "Expensing"}
- },
- {
- "ADS_life": 27.5,
- "BEA_code": "6",
- "GDS_life": 27.5,
- "asset_name": "PCs",
- "major_asset_group": "Group1",
- "minor_asset_group": "Group1",
- "system": "GDS",
- "year": 2020, "value": {"life": 27.5,
- "method": "DB 200%"}
- },
- {
- "ADS_life": 10.0,
- "BEA_code": "7",
- "GDS_life": 10.0,
- "asset_name": "Terminals",
- "major_asset_group": "Group1",
- "minor_asset_group": "Group1",
- "system": "GDS",
- "year": 2020, "value": {"life": 10,
- "method": "DB 150%"}
- },
- {
- "ADS_life": 3.0,
- "BEA_code": "8",
- "GDS_life": 3.0,
- "asset_name": "Manufacturing",
- "major_asset_group": "Group1",
- "minor_asset_group": "Group1",
- "system": "GDS",
- "year": 2020, "value": {"life": 3,
- "method": "SL"}
- },
- {
- "ADS_life": 15.0,
- "BEA_code": "9",
- "GDS_life": 15.0,
- "asset_name": "Wind and solar",
- "major_asset_group": "Group1",
- "minor_asset_group": "Group1",
- "system": "GDS",
- "year": 2020, "value": {"life": 15,
- "method": "Economic"}
- },
- {
- "ADS_life": 7.0,
- "BEA_code": "10",
- "GDS_life": 7.0,
- "asset_name": "Equipment",
- "major_asset_group": "Group1",
- "minor_asset_group": "Group1",
- "system": "GDS",
- "year": 2020, "value": {"life": 7,
- "method": "Expensing"}
- }]
- }
+ {
+ "year": 2020,
+ "value": {
+ "system": "GDS",
+ "life": 10,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "2": {
+ "title": "Depreciation rules for Custom software",
+ "BEA_code": "2",
+ "asset_name": "Custom software",
+ "major_asset_group": "Group1",
+ "minor_asset_group": "Group1",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2020,
+ "value": {
+ "system": "GDS",
+ "life": 10,
+ "method": "DB 150%"
+ }
+ }
+ ]
+ },
+ "3": {
+ "title": "Depreciation rules for Other furniture",
+ "BEA_code": "3",
+ "asset_name": "Other furniture",
+ "major_asset_group": "Group1",
+ "minor_asset_group": "Group1",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2020,
+ "value": {
+ "system": "GDS",
+ "life": 3,
+ "method": "SL"
+ }
+ }
+ ]
+ },
+ "4": {
+ "title": "Depreciation rules for Mining and oilfield machinery",
+ "BEA_code": "4",
+ "asset_name": "Mining and oilfield machinery",
+ "major_asset_group": "Group1",
+ "minor_asset_group": "Group1",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2020,
+ "value": {
+ "system": "GDS",
+ "life": 15,
+ "method": "Economic"
+ }
+ }
+ ]
+ },
+ "5": {
+ "title": "Depreciation rules for Expensing",
+ "BEA_code": "5",
+ "asset_name": "Expensing",
+ "major_asset_group": "Group1",
+ "minor_asset_group": "Group1",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2020,
+ "value": {
+ "system": "GDS",
+ "life": 27.5,
+ "method": "Expensing"
+ }
+ }
+ ]
+ },
+ "6": {
+ "title": "Depreciation rules for PCs",
+ "BEA_code": "6",
+ "asset_name": "PCs",
+ "major_asset_group": "Group1",
+ "minor_asset_group": "Group1",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2020,
+ "value": {
+ "system": "GDS",
+ "life": 27.5,
+ "method": "DB 200%"
+ }
+ }
+ ]
+ },
+ "7": {
+ "title": "Depreciation rules for Terminals",
+ "BEA_code": "7",
+ "asset_name": "Terminals",
+ "major_asset_group": "Group1",
+ "minor_asset_group": "Group1",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2020,
+ "value": {
+ "system": "GDS",
+ "life": 10,
+ "method": "DB 150%"
+ }
+ }
+ ]
+ },
+ "8": {
+ "title": "Depreciation rules for Manufacturing",
+ "BEA_code": "8",
+ "asset_name": "Manufacturing",
+ "major_asset_group": "Group1",
+ "minor_asset_group": "Group1",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2020,
+ "value": {
+ "system": "GDS",
+ "life": 3,
+ "method": "SL"
+ }
+ }
+ ]
+ },
+ "9": {
+ "title": "Depreciation rules for Wind and solar",
+ "BEA_code": "9",
+ "asset_name": "Wind and solar",
+ "major_asset_group": "Group1",
+ "minor_asset_group": "Group1",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2020,
+ "value": {
+ "system": "GDS",
+ "life": 15,
+ "method": "Economic"
+ }
+ }
+ ]
+ },
+ "10": {
+ "title": "Depreciation rules for Equipment",
+ "BEA_code": "10",
+ "asset_name": "Equipment",
+ "major_asset_group": "Group1",
+ "minor_asset_group": "Group1",
+ "type": "depreciation_rules",
+ "value": [
+ {
+ "year": 2020,
+ "value": {
+ "system": "GDS",
+ "life": 7,
+ "method": "Expensing"
+ }
+ }
+ ]
+ }
}
"""
monkeypatch.setattr(DepreciationParams, "defaults", json_str)
@@ -150,18 +238,7 @@ def test_update_depr_methods(monkeypatch):
asset_df = pd.DataFrame.from_dict(
{"bea_asset_code": ["1", "2", "3", "4", "5", "6", "7", "8", "9", "10"]}
)
- expected_df = pd.DataFrame(dp.asset)
- expected_df = pd.concat(
- [
- expected_df.drop(["value"], axis=1),
- expected_df["value"].apply(pd.Series),
- ],
- axis=1,
- )
- expected_df.drop(
- columns=["asset_name", "minor_asset_group", "major_asset_group"],
- inplace=True,
- )
+ expected_df = dp.to_df()
expected_df["bea_asset_code"] = pd.Series(
["1", "2", "3", "4", "5", "6", "7", "8", "9", "10"],
index=expected_df.index,
diff --git a/ccc/tests/test_get_taxcalc_rates.py b/ccc/tests/test_get_taxcalc_rates.py
index 8019ea98..057d2be3 100644
--- a/ccc/tests/test_get_taxcalc_rates.py
+++ b/ccc/tests/test_get_taxcalc_rates.py
@@ -1,10 +1,15 @@
import numpy as np
import pytest
+import os
+from pathlib import Path
from ccc import get_taxcalc_rates as tc
from ccc.parameters import Specification
from ccc.utils import TC_LAST_YEAR
+CUR_DIR = os.path.abspath(os.path.dirname(__file__))
+
+
@pytest.mark.parametrize(
"reform",
[(None), ({"FICA_ss_trt_employee": {2018: 0.0625}})],
@@ -47,11 +52,17 @@ def test_get_calculator_puf(data):
@pytest.mark.needs_tmd
@pytest.mark.parametrize(
- "data",
- [("tmd.csv")],
+ "data,weights,growfactors",
+ [
+ (
+ Path(os.path.join(CUR_DIR, "tmd.csv")),
+ Path(os.path.join(CUR_DIR, "tmd_weights.csv.gz")),
+ Path(os.path.join(CUR_DIR, "tmd_growfactors.csv")),
+ )
+ ],
ids=["baseline,data=TMD"],
)
-def test_get_calculator_tmd(data):
+def test_get_calculator_tmd(data, weights, growfactors):
"""
Test the get_calculator() function
"""
@@ -60,6 +71,8 @@ def test_get_calculator_tmd(data):
baseline_policy={"FICA_ss_trt_employee": {2021: 0.075}},
reform={"FICA_ss_trt_employee": {2022: 0.0625}},
data=data,
+ weights=weights,
+ gfactors=growfactors,
)
assert calc1.current_year == 2021
diff --git a/ccc/tests/test_parameters.py b/ccc/tests/test_parameters.py
index cf00ebb3..270f53bd 100644
--- a/ccc/tests/test_parameters.py
+++ b/ccc/tests/test_parameters.py
@@ -1,8 +1,10 @@
import pytest
+import os
from ccc.parameters import Specification, revision_warnings_errors
from ccc.parameters import DepreciationParams
+CUR_DIR = os.path.abspath(os.path.dirname(__file__))
test_data = [(27.5, "27_5"), (30, "30")]
@@ -167,84 +169,68 @@ def test_create_depreciation_parameters_object():
def test_update_depreciation_params_with_dict():
- expected_result = [
- {
- "year": 2020,
- "value": {"method": "Expensing", "life": 5},
- "GDS_life": 3.0,
- "ADS_life": 3.0,
- "major_asset_group": "Equipment",
- "minor_asset_group": "Computers and Software",
- "system": "GDS",
- "asset_name": "Custom software",
- "BEA_code": "ENS2",
- }
- ]
+ expected_result = {
+ "life": 5.0,
+ "method": "Expensing",
+ "system": "GDS",
+ }
dp = DepreciationParams()
new_dp_dict = {
- "asset": [
+ "ENS2": [
{
"year": 2020,
- "asset_name": "Custom software",
- "value": {"life": 5, "method": "Expensing"},
+ "value": {"life": 5.0, "method": "Expensing", "system": "GDS"},
}
]
}
dp.adjust(new_dp_dict)
- test_result = dp.select_eq(
- param="asset", strict=False, year=2020, BEA_code="ENS2"
- )
+ test_result = dp.select_eq(param="ENS2", strict=False, year=2020)[0][
+ "value"
+ ]
+ print("test", test_result)
+ print("expected", expected_result)
assert test_result == expected_result
def test_update_depreciation_params_with_json():
- expected_result = [
- {
- "year": 2020,
- "value": {"method": "Expensing", "life": 5},
- "GDS_life": 3.0,
- "ADS_life": 3.0,
- "major_asset_group": "Equipment",
- "minor_asset_group": "Computers and Software",
- "system": "GDS",
- "asset_name": "Custom software",
- "BEA_code": "ENS2",
- }
- ]
+ expected_result = {
+ "life": 5.0,
+ "method": "Expensing",
+ "system": "GDS",
+ }
dp = DepreciationParams()
new_dp_json = """
- {"asset": [
+ {"ENS2": [
{"year": 2020,
- "asset_name": "Custom software",
- "value": {"life": 5, "method": "Expensing"}}]}
+ "value": {"life": 5, "method": "Expensing", "system": "GDS"}}]}
"""
dp.adjust(new_dp_json)
- test_result = dp.select_eq(
- param="asset", strict=False, year=2020, BEA_code="ENS2"
- )
+ test_result = dp.select_eq(param="ENS2", strict=False, year=2020)[0][
+ "value"
+ ]
assert test_result == expected_result
-def test_update_depreciation_params_as_a_group():
- dp = DepreciationParams()
- new_dp_dict = {
- "asset": [
- {
- "major_asset_group": "Intellectual Property",
- "value": {"life": 12, "method": "DB 200%"},
- }
- ]
- }
- dp.adjust(new_dp_dict)
- test_result = dp.select_eq(
- param="asset",
- strict=False,
- year=2020,
- major_asset_group="Intellectual Property",
- )
- assert test_result[0]["value"]["life"] == 12
- assert test_result[1]["value"]["life"] == 12
- assert test_result[2]["value"]["life"] == 12
+# def test_update_depreciation_params_as_a_group():
+# dp = DepreciationParams()
+# new_dp_dict = {
+# "asset": [
+# {
+# "major_asset_group": "Intellectual Property",
+# "value": {"life": 12, "method": "DB 200%"},
+# }
+# ]
+# }
+# dp.adjust(new_dp_dict)
+# test_result = dp.select_eq(
+# param="asset",
+# strict=False,
+# year=2020,
+# major_asset_group="Intellectual Property",
+# )
+# assert test_result[0]["value"]["life"] == 12
+# assert test_result[1]["value"]["life"] == 12
+# assert test_result[2]["value"]["life"] == 12
def test_update_depreciation_bad_revision():
@@ -253,11 +239,14 @@ def test_update_depreciation_bad_revision():
"""
dp = DepreciationParams()
new_dp_dict = {
- "asset": [
+ "ENS2": [
{
"year": 2020,
- "asset_name": "Custom software",
- "value": {"life": 12, "method": "Expensing2"},
+ "value": {
+ "life": 5.0,
+ "method": "Expensing2",
+ "system": "GDS",
+ },
}
]
}
@@ -271,13 +260,33 @@ def test_update_depreciation_bad_revision2():
"""
dp = DepreciationParams()
new_dp_dict = {
- "asset": [
+ "ENS2": [
{
"year": 2020,
- "asset_name": "Custom software",
- "value": {"life": 122.0, "method": "Expensing"},
+ "value": {
+ "life": 105.0,
+ "method": "Expensing2",
+ "system": "GDS",
+ },
}
]
}
with pytest.raises(Exception):
assert dp.adjust(new_dp_dict)
+
+
+def test_adjust_from_csv():
+ """
+ Test that can adjust parameters from a csv file
+ """
+ dp = DepreciationParams()
+ dp.adjust_from_csv(os.path.join(CUR_DIR, "csv_adjust_testing.csv"))
+ test_result = dp.select_eq(param="ENS2", strict=False, year=2016)[0][
+ "value"
+ ]
+ expected_result = {
+ "life": 12.0,
+ "method": "Expensing",
+ "system": "GDS",
+ }
+ assert test_result == expected_result
diff --git a/ccc/utils.py b/ccc/utils.py
index ec79bccc..b9cc0a7a 100644
--- a/ccc/utils.py
+++ b/ccc/utils.py
@@ -19,7 +19,7 @@
RECORDS_START_YEAR = 2011
# Latest year TaxData extrapolates to
-TC_LAST_YEAR = 2033
+TC_LAST_YEAR = 2034
def to_str(x):
diff --git a/docs/book/content/examples/PSL_demo.ipynb b/docs/book/content/examples/PSL_demo.ipynb
index a5131f8f..dd623850 100644
--- a/docs/book/content/examples/PSL_demo.ipynb
+++ b/docs/book/content/examples/PSL_demo.ipynb
@@ -20,9 +20,39 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 1,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Requirement already satisfied: cost-of-capital-calculator in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (1.5.2)\n",
+ "Requirement already satisfied: taxcalc in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from cost-of-capital-calculator) (4.4.0)\n",
+ "Requirement already satisfied: pandas in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from cost-of-capital-calculator) (2.2.2)\n",
+ "Requirement already satisfied: bokeh in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from cost-of-capital-calculator) (3.3.4)\n",
+ "Requirement already satisfied: numpy in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from cost-of-capital-calculator) (1.26.4)\n",
+ "Requirement already satisfied: paramtools in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from cost-of-capital-calculator) (0.19.0)\n",
+ "Requirement already satisfied: Jinja2>=2.9 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from bokeh->cost-of-capital-calculator) (3.1.4)\n",
+ "Requirement already satisfied: contourpy>=1 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from bokeh->cost-of-capital-calculator) (1.2.0)\n",
+ "Requirement already satisfied: packaging>=16.8 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from bokeh->cost-of-capital-calculator) (24.1)\n",
+ "Requirement already satisfied: pillow>=7.1.0 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from bokeh->cost-of-capital-calculator) (10.4.0)\n",
+ "Requirement already satisfied: PyYAML>=3.10 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from bokeh->cost-of-capital-calculator) (6.0.1)\n",
+ "Requirement already satisfied: tornado>=5.1 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from bokeh->cost-of-capital-calculator) (6.4.1)\n",
+ "Requirement already satisfied: xyzservices>=2021.09.1 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from bokeh->cost-of-capital-calculator) (2022.9.0)\n",
+ "Requirement already satisfied: python-dateutil>=2.8.2 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from pandas->cost-of-capital-calculator) (2.9.0.post0)\n",
+ "Requirement already satisfied: pytz>=2020.1 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from pandas->cost-of-capital-calculator) (2024.1)\n",
+ "Requirement already satisfied: tzdata>=2022.7 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from pandas->cost-of-capital-calculator) (2023.3)\n",
+ "Requirement already satisfied: marshmallow>=3.0.0 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from paramtools->cost-of-capital-calculator) (3.19.0)\n",
+ "Requirement already satisfied: fsspec in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from paramtools->cost-of-capital-calculator) (2024.6.1)\n",
+ "Requirement already satisfied: sortedcontainers in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from paramtools->cost-of-capital-calculator) (2.4.0)\n",
+ "Requirement already satisfied: numba in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from taxcalc->cost-of-capital-calculator) (0.59.0)\n",
+ "Requirement already satisfied: MarkupSafe>=2.0 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from Jinja2>=2.9->bokeh->cost-of-capital-calculator) (2.1.3)\n",
+ "Requirement already satisfied: six>=1.5 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from python-dateutil>=2.8.2->pandas->cost-of-capital-calculator) (1.16.0)\n",
+ "Requirement already satisfied: llvmlite<0.43,>=0.42.0dev0 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from numba->taxcalc->cost-of-capital-calculator) (0.42.0)\n"
+ ]
+ }
+ ],
"source": [
"# To install ccc package (if not already):\n",
"import sys\n",
@@ -32,7 +62,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 2,
"metadata": {},
"outputs": [
{
@@ -48,7 +78,7 @@
" \n",
"
\n",
"
\n",
- "
Loading BokehJS ...\n",
+ "
Loading BokehJS ...\n",
"
\n"
]
},
@@ -57,7 +87,7 @@
},
{
"data": {
- "application/javascript": "(function(root) {\n function now() {\n return new Date();\n }\n\n const force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\nconst JS_MIME_TYPE = 'application/javascript';\n const HTML_MIME_TYPE = 'text/html';\n const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n const CLASS_NAME = 'output_bokeh rendered_html';\n\n /**\n * Render data to the DOM node\n */\n function render(props, node) {\n const script = document.createElement(\"script\");\n node.appendChild(script);\n }\n\n /**\n * Handle when an output is cleared or removed\n */\n function handleClearOutput(event, handle) {\n function drop(id) {\n const view = Bokeh.index.get_by_id(id)\n if (view != null) {\n view.model.document.clear()\n Bokeh.index.delete(view)\n }\n }\n\n const cell = handle.cell;\n\n const id = cell.output_area._bokeh_element_id;\n const server_id = cell.output_area._bokeh_server_id;\n\n // Clean up Bokeh references\n if (id != null) {\n drop(id)\n }\n\n if (server_id !== undefined) {\n // Clean up Bokeh references\n const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n cell.notebook.kernel.execute(cmd_clean, {\n iopub: {\n output: function(msg) {\n const id = msg.content.text.trim()\n drop(id)\n }\n }\n });\n // Destroy server and session\n const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n cell.notebook.kernel.execute(cmd_destroy);\n }\n }\n\n /**\n * Handle when a new output is added\n */\n function handleAddOutput(event, handle) {\n const output_area = handle.output_area;\n const output = handle.output;\n\n // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n return\n }\n\n const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n\n if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n // store reference to embed id on output_area\n output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n }\n if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n const bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n const script_attrs = bk_div.children[0].attributes;\n for (let i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n }\n // store reference to server id on output_area\n output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n }\n }\n\n function register_renderer(events, OutputArea) {\n\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n const toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[toinsert.length - 1]);\n element.append(toinsert);\n return toinsert\n }\n\n /* Handle when an output is cleared or removed */\n events.on('clear_output.CodeCell', handleClearOutput);\n events.on('delete.Cell', handleClearOutput);\n\n /* Handle when a new output is added */\n events.on('output_added.OutputArea', handleAddOutput);\n\n /**\n * Register the mime type and append_mime function with output_area\n */\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n /* Is output safe? */\n safe: true,\n /* Index of renderer in `output_area.display_order` */\n index: 0\n });\n }\n\n // register the mime type if in Jupyter Notebook environment and previously unregistered\n if (root.Jupyter !== undefined) {\n const events = require('base/js/events');\n const OutputArea = require('notebook/js/outputarea').OutputArea;\n\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n }\n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n const NB_LOAD_WARNING = {'data': {'text/html':\n \"\\n\"+\n \"
\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"
\\n\"+\n \"
\\n\"+\n \"- re-rerun `output_notebook()` to attempt to load from CDN again, or
\\n\"+\n \"- use INLINE resources instead, as so:
\\n\"+\n \"
\\n\"+\n \"
\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"
\\n\"+\n \"
\"}};\n\n function display_loaded() {\n const el = document.getElementById(\"de96cb22-398b-407f-b358-b6c4d9379778\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error(url) {\n console.error(\"failed to load \" + url);\n }\n\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.3.4.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.3.4.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.3.4.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.3.4.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.3.4.min.js\"];\n const css_urls = [];\n\n const inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {\n }\n ];\n\n function run_inline_js() {\n if (root.Bokeh !== undefined || force === true) {\n for (let i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\nif (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n const cell = $(document.getElementById(\"de96cb22-398b-407f-b358-b6c4d9379778\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));",
+ "application/javascript": "(function(root) {\n function now() {\n return new Date();\n }\n\n const force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\nconst JS_MIME_TYPE = 'application/javascript';\n const HTML_MIME_TYPE = 'text/html';\n const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n const CLASS_NAME = 'output_bokeh rendered_html';\n\n /**\n * Render data to the DOM node\n */\n function render(props, node) {\n const script = document.createElement(\"script\");\n node.appendChild(script);\n }\n\n /**\n * Handle when an output is cleared or removed\n */\n function handleClearOutput(event, handle) {\n function drop(id) {\n const view = Bokeh.index.get_by_id(id)\n if (view != null) {\n view.model.document.clear()\n Bokeh.index.delete(view)\n }\n }\n\n const cell = handle.cell;\n\n const id = cell.output_area._bokeh_element_id;\n const server_id = cell.output_area._bokeh_server_id;\n\n // Clean up Bokeh references\n if (id != null) {\n drop(id)\n }\n\n if (server_id !== undefined) {\n // Clean up Bokeh references\n const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n cell.notebook.kernel.execute(cmd_clean, {\n iopub: {\n output: function(msg) {\n const id = msg.content.text.trim()\n drop(id)\n }\n }\n });\n // Destroy server and session\n const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n cell.notebook.kernel.execute(cmd_destroy);\n }\n }\n\n /**\n * Handle when a new output is added\n */\n function handleAddOutput(event, handle) {\n const output_area = handle.output_area;\n const output = handle.output;\n\n // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n return\n }\n\n const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n\n if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n // store reference to embed id on output_area\n output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n }\n if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n const bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n const script_attrs = bk_div.children[0].attributes;\n for (let i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n }\n // store reference to server id on output_area\n output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n }\n }\n\n function register_renderer(events, OutputArea) {\n\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n const toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[toinsert.length - 1]);\n element.append(toinsert);\n return toinsert\n }\n\n /* Handle when an output is cleared or removed */\n events.on('clear_output.CodeCell', handleClearOutput);\n events.on('delete.Cell', handleClearOutput);\n\n /* Handle when a new output is added */\n events.on('output_added.OutputArea', handleAddOutput);\n\n /**\n * Register the mime type and append_mime function with output_area\n */\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n /* Is output safe? */\n safe: true,\n /* Index of renderer in `output_area.display_order` */\n index: 0\n });\n }\n\n // register the mime type if in Jupyter Notebook environment and previously unregistered\n if (root.Jupyter !== undefined) {\n const events = require('base/js/events');\n const OutputArea = require('notebook/js/outputarea').OutputArea;\n\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n }\n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n const NB_LOAD_WARNING = {'data': {'text/html':\n \"\\n\"+\n \"
\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"
\\n\"+\n \"
\\n\"+\n \"- re-rerun `output_notebook()` to attempt to load from CDN again, or
\\n\"+\n \"- use INLINE resources instead, as so:
\\n\"+\n \"
\\n\"+\n \"
\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"
\\n\"+\n \"
\"}};\n\n function display_loaded() {\n const el = document.getElementById(\"faf249b2-9a24-427f-a075-66e830953f44\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error(url) {\n console.error(\"failed to load \" + url);\n }\n\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.3.4.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.3.4.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.3.4.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.3.4.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.3.4.min.js\"];\n const css_urls = [];\n\n const inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {\n }\n ];\n\n function run_inline_js() {\n if (root.Bokeh !== undefined || force === true) {\n for (let i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\nif (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n const cell = $(document.getElementById(\"faf249b2-9a24-427f-a075-66e830953f44\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));",
"application/vnd.bokehjs_load.v0+json": ""
},
"metadata": {},
@@ -89,7 +119,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 3,
"metadata": {},
"outputs": [
{
@@ -244,7 +274,7 @@
"4 Aerospace products and parts manufacturing 0.22 "
]
},
- "execution_count": 6,
+ "execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
@@ -273,26 +303,27 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
+ "Using CPS\n",
"Calculator initial year = 2014\n",
"Calculator year = 2024\n",
"year: 2024\n",
- "{'tau_pt': array([0.20147244]), 'tau_div': array([0.1723512]), 'tau_int': array([0.31217545]), 'tau_scg': array([0.28524757]), 'tau_lcg': array([0.184897]), 'tau_td': array([0.204116]), 'tau_h': array([0.03463544])}\n"
+ "{'tau_pt': array([0.30514124]), 'tau_div': array([0.17460724]), 'tau_int': array([0.31309077]), 'tau_scg': array([0.28526829]), 'tau_lcg': array([0.18438764]), 'tau_td': array([0.20617536]), 'tau_h': array([0.03500787])}\n"
]
},
{
"data": {
"text/plain": [
- "{'c': array([0.21]), 'pt': array([0.20147244])}"
+ "{'c': array([0.21]), 'pt': array([0.30514124])}"
]
},
- "execution_count": 7,
+ "execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
@@ -307,24 +338,17 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "OrderedDict([('value', {'life': 5.0, 'method': 'DB 200%'}),\n",
- " ('asset_name', 'Mainframes'),\n",
- " ('BEA_code', 'EP1A'),\n",
- " ('minor_asset_group', 'Computers and Software'),\n",
- " ('major_asset_group', 'Equipment'),\n",
- " ('ADS_life', 5.0),\n",
- " ('GDS_life', 5.0),\n",
- " ('system', 'GDS'),\n",
- " ('year', 2020)])"
+ "[OrderedDict([('value', {'method': 'DB 200%', 'life': 5.0, 'system': 'GDS'}),\n",
+ " ('year', 2013)])]"
]
},
- "execution_count": 8,
+ "execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
@@ -333,7 +357,7 @@
"# Create an instance of the DepreciationParams class\n",
"dp = DepreciationParams()\n",
"# Look at an attribute of the dp object\n",
- "dp.asset[0]"
+ "dp.EP1A"
]
},
{
@@ -349,7 +373,7 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
@@ -368,7 +392,7 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 7,
"metadata": {},
"outputs": [
{
@@ -539,7 +563,7 @@
"18 Other services, except government 0.343467 0.656533"
]
},
- "execution_count": 10,
+ "execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
@@ -562,7 +586,7 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
@@ -585,7 +609,7 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 9,
"metadata": {},
"outputs": [
{
@@ -619,51 +643,51 @@
" \n",
" 0 | \n",
" Overall | \n",
- " 18.563352 | \n",
- " 24.710063 | \n",
- " 6.146711 | \n",
+ " 21.526876 | \n",
+ " 36.559180 | \n",
+ " 15.032303 | \n",
"
\n",
" \n",
" 1 | \n",
" Corporations | \n",
- " 19.197626 | \n",
- " 27.536312 | \n",
- " 8.338686 | \n",
+ " 19.289825 | \n",
+ " 42.290696 | \n",
+ " 23.000871 | \n",
"
\n",
" \n",
" 2 | \n",
" Equity Financed | \n",
- " 22.052902 | \n",
- " 34.270098 | \n",
- " 12.217196 | \n",
+ " 22.125764 | \n",
+ " 46.019861 | \n",
+ " 23.894097 | \n",
"
\n",
" \n",
" 3 | \n",
" Debt Financed | \n",
- " 8.933048 | \n",
- " -5.186307 | \n",
- " -14.119355 | \n",
+ " 9.098922 | \n",
+ " 26.810908 | \n",
+ " 17.711986 | \n",
"
\n",
" \n",
" 4 | \n",
" Pass-Through Entities | \n",
- " 19.312399 | \n",
- " 22.497415 | \n",
- " 3.185016 | \n",
+ " 25.445118 | \n",
+ " 29.374410 | \n",
+ " 3.929292 | \n",
"
\n",
" \n",
" 5 | \n",
" Equity Financed | \n",
- " 17.629037 | \n",
- " 22.436954 | \n",
- " 4.807917 | \n",
+ " 27.142495 | \n",
+ " 32.437430 | \n",
+ " 5.294935 | \n",
"
\n",
" \n",
" 6 | \n",
" Debt Financed | \n",
- " 25.652332 | \n",
- " 22.875706 | \n",
- " -2.776626 | \n",
+ " 17.726241 | \n",
+ " 13.580154 | \n",
+ " -4.146087 | \n",
"
\n",
" \n",
"\n",
@@ -680,34 +704,34 @@
"6 Debt Financed \n",
"\n",
" Marginal Effective Total Tax Rate Under Baseline Policy \\\n",
- "0 18.563352 \n",
- "1 19.197626 \n",
- "2 22.052902 \n",
- "3 8.933048 \n",
- "4 19.312399 \n",
- "5 17.629037 \n",
- "6 25.652332 \n",
+ "0 21.526876 \n",
+ "1 19.289825 \n",
+ "2 22.125764 \n",
+ "3 9.098922 \n",
+ "4 25.445118 \n",
+ "5 27.142495 \n",
+ "6 17.726241 \n",
"\n",
" Marginal Effective Total Tax Rate Under Reform Policy \\\n",
- "0 24.710063 \n",
- "1 27.536312 \n",
- "2 34.270098 \n",
- "3 -5.186307 \n",
- "4 22.497415 \n",
- "5 22.436954 \n",
- "6 22.875706 \n",
+ "0 36.559180 \n",
+ "1 42.290696 \n",
+ "2 46.019861 \n",
+ "3 26.810908 \n",
+ "4 29.374410 \n",
+ "5 32.437430 \n",
+ "6 13.580154 \n",
"\n",
" Change from Baseline (pp) \n",
- "0 6.146711 \n",
- "1 8.338686 \n",
- "2 12.217196 \n",
- "3 -14.119355 \n",
- "4 3.185016 \n",
- "5 4.807917 \n",
- "6 -2.776626 "
+ "0 15.032303 \n",
+ "1 23.000871 \n",
+ "2 23.894097 \n",
+ "3 17.711986 \n",
+ "4 3.929292 \n",
+ "5 5.294935 \n",
+ "6 -4.146087 "
]
},
- "execution_count": 12,
+ "execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
@@ -726,7 +750,7 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 10,
"metadata": {},
"outputs": [
{
@@ -760,51 +784,51 @@
" \n",
" 0 | \n",
" Overall | \n",
- " 5.777634 | \n",
- " 6.249323 | \n",
- " 0.471689 | \n",
+ " 5.991266 | \n",
+ " 7.410897 | \n",
+ " 1.419631 | \n",
"
\n",
" \n",
" 1 | \n",
" Corporations | \n",
- " 5.822987 | \n",
- " 6.493061 | \n",
- " 0.670074 | \n",
+ " 5.825206 | \n",
+ " 8.146925 | \n",
+ " 2.321719 | \n",
"
\n",
" \n",
" 2 | \n",
" Equity Financed | \n",
- " 6.719745 | \n",
- " 7.968742 | \n",
- " 1.248997 | \n",
+ " 6.721989 | \n",
+ " 9.697451 | \n",
+ " 2.975462 | \n",
"
\n",
" \n",
" 3 | \n",
" Debt Financed | \n",
- " 3.923541 | \n",
- " 3.396877 | \n",
- " -0.526664 | \n",
+ " 3.925764 | \n",
+ " 4.875811 | \n",
+ " 0.950047 | \n",
"
\n",
" \n",
" 4 | \n",
" Pass-Through Entities | \n",
- " 5.723574 | \n",
- " 5.958787 | \n",
- " 0.235214 | \n",
+ " 6.189211 | \n",
+ " 6.533551 | \n",
+ " 0.344340 | \n",
"
\n",
" \n",
" 5 | \n",
" Equity Financed | \n",
- " 6.358851 | \n",
- " 6.753018 | \n",
- " 0.394167 | \n",
+ " 7.184843 | \n",
+ " 7.747925 | \n",
+ " 0.563082 | \n",
"
\n",
" \n",
" 6 | \n",
" Debt Financed | \n",
- " 4.171191 | \n",
- " 4.021020 | \n",
- " -0.150171 | \n",
+ " 3.762559 | \n",
+ " 3.582046 | \n",
+ " -0.180513 | \n",
"
\n",
" \n",
"\n",
@@ -812,25 +836,25 @@
],
"text/plain": [
" Cost of Capital Under Baseline Policy \\\n",
- "0 Overall 5.777634 \n",
- "1 Corporations 5.822987 \n",
- "2 Equity Financed 6.719745 \n",
- "3 Debt Financed 3.923541 \n",
- "4 Pass-Through Entities 5.723574 \n",
- "5 Equity Financed 6.358851 \n",
- "6 Debt Financed 4.171191 \n",
+ "0 Overall 5.991266 \n",
+ "1 Corporations 5.825206 \n",
+ "2 Equity Financed 6.721989 \n",
+ "3 Debt Financed 3.925764 \n",
+ "4 Pass-Through Entities 6.189211 \n",
+ "5 Equity Financed 7.184843 \n",
+ "6 Debt Financed 3.762559 \n",
"\n",
" Cost of Capital Under Reform Policy Change from Baseline (pp) \n",
- "0 6.249323 0.471689 \n",
- "1 6.493061 0.670074 \n",
- "2 7.968742 1.248997 \n",
- "3 3.396877 -0.526664 \n",
- "4 5.958787 0.235214 \n",
- "5 6.753018 0.394167 \n",
- "6 4.021020 -0.150171 "
+ "0 7.410897 1.419631 \n",
+ "1 8.146925 2.321719 \n",
+ "2 9.697451 2.975462 \n",
+ "3 4.875811 0.950047 \n",
+ "4 6.533551 0.344340 \n",
+ "5 7.747925 0.563082 \n",
+ "6 3.582046 -0.180513 "
]
},
- "execution_count": 13,
+ "execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
@@ -849,32 +873,9 @@
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 11,
"metadata": {},
- "outputs": [
- {
- "ename": "DeprecationWarning",
- "evalue": "datetime.datetime.utcnow() is deprecated and scheduled for removal in a future version. Use timezone-aware objects to represent datetimes in UTC: datetime.datetime.now(datetime.UTC).",
- "output_type": "error",
- "traceback": [
- "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
- "\u001b[0;31mDeprecationWarning\u001b[0m Traceback (most recent call last)",
- "Cell \u001b[0;32mIn[14], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;66;03m# Save these results to disk\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m \u001b[43mcalc1\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msummary_table\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcalc2\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moutput_variable\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mrho\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moutput_type\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mexcel\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpath\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mcc_table.xlsx\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n",
- "File \u001b[0;32m~/repos/CCC/ccc/calculator.py:526\u001b[0m, in \u001b[0;36mCalculator.summary_table\u001b[0;34m(self, calc, output_variable, include_land, include_inventories, output_type, path)\u001b[0m\n\u001b[1;32m 524\u001b[0m table_df[VAR_DICT[output_variable] \u001b[38;5;241m+\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m Under Reform Policy\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m100\u001b[39m\n\u001b[1;32m 525\u001b[0m table_df[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mChange from Baseline (pp)\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m100\u001b[39m\n\u001b[0;32m--> 526\u001b[0m table \u001b[38;5;241m=\u001b[39m \u001b[43msave_return_table\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtable_df\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moutput_type\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpath\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 528\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m table\n",
- "File \u001b[0;32m~/repos/CCC/ccc/utils.py:264\u001b[0m, in \u001b[0;36msave_return_table\u001b[0;34m(table_df, output_type, path, precision)\u001b[0m\n\u001b[1;32m 262\u001b[0m table_df\u001b[38;5;241m.\u001b[39mto_json(path_or_buf\u001b[38;5;241m=\u001b[39mpath, double_precision\u001b[38;5;241m=\u001b[39mprecision)\n\u001b[1;32m 263\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m output_type \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mexcel\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[0;32m--> 264\u001b[0m \u001b[43mtable_df\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mto_excel\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 265\u001b[0m \u001b[43m \u001b[49m\u001b[43mexcel_writer\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 266\u001b[0m \u001b[43m \u001b[49m\u001b[43mindex\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m 267\u001b[0m \u001b[43m \u001b[49m\u001b[43mna_rep\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 268\u001b[0m \u001b[43m \u001b[49m\u001b[43mfloat_format\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m%\u001b[39;49m\u001b[38;5;124;43m.\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m+\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;28;43mstr\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mprecision\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m+\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m0f\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 269\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 270\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 271\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPlease enter a valid output format\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
- "File \u001b[0;32m~/anaconda3/envs/ccc-dev/lib/python3.12/site-packages/pandas/util/_decorators.py:333\u001b[0m, in \u001b[0;36mdeprecate_nonkeyword_arguments..decorate..wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 327\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(args) \u001b[38;5;241m>\u001b[39m num_allow_args:\n\u001b[1;32m 328\u001b[0m warnings\u001b[38;5;241m.\u001b[39mwarn(\n\u001b[1;32m 329\u001b[0m msg\u001b[38;5;241m.\u001b[39mformat(arguments\u001b[38;5;241m=\u001b[39m_format_argument_list(allow_args)),\n\u001b[1;32m 330\u001b[0m \u001b[38;5;167;01mFutureWarning\u001b[39;00m,\n\u001b[1;32m 331\u001b[0m stacklevel\u001b[38;5;241m=\u001b[39mfind_stack_level(),\n\u001b[1;32m 332\u001b[0m )\n\u001b[0;32m--> 333\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
- "File \u001b[0;32m~/anaconda3/envs/ccc-dev/lib/python3.12/site-packages/pandas/core/generic.py:2414\u001b[0m, in \u001b[0;36mNDFrame.to_excel\u001b[0;34m(self, excel_writer, sheet_name, na_rep, float_format, columns, header, index, index_label, startrow, startcol, engine, merge_cells, inf_rep, freeze_panes, storage_options, engine_kwargs)\u001b[0m\n\u001b[1;32m 2401\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpandas\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mio\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mformats\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mexcel\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m ExcelFormatter\n\u001b[1;32m 2403\u001b[0m formatter \u001b[38;5;241m=\u001b[39m ExcelFormatter(\n\u001b[1;32m 2404\u001b[0m df,\n\u001b[1;32m 2405\u001b[0m na_rep\u001b[38;5;241m=\u001b[39mna_rep,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 2412\u001b[0m inf_rep\u001b[38;5;241m=\u001b[39minf_rep,\n\u001b[1;32m 2413\u001b[0m )\n\u001b[0;32m-> 2414\u001b[0m \u001b[43mformatter\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mwrite\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 2415\u001b[0m \u001b[43m \u001b[49m\u001b[43mexcel_writer\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2416\u001b[0m \u001b[43m \u001b[49m\u001b[43msheet_name\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msheet_name\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2417\u001b[0m \u001b[43m \u001b[49m\u001b[43mstartrow\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstartrow\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2418\u001b[0m \u001b[43m \u001b[49m\u001b[43mstartcol\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstartcol\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2419\u001b[0m \u001b[43m \u001b[49m\u001b[43mfreeze_panes\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfreeze_panes\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2420\u001b[0m \u001b[43m \u001b[49m\u001b[43mengine\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mengine\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2421\u001b[0m \u001b[43m \u001b[49m\u001b[43mstorage_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstorage_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2422\u001b[0m \u001b[43m \u001b[49m\u001b[43mengine_kwargs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mengine_kwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2423\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
- "File \u001b[0;32m~/anaconda3/envs/ccc-dev/lib/python3.12/site-packages/pandas/io/formats/excel.py:943\u001b[0m, in \u001b[0;36mExcelFormatter.write\u001b[0;34m(self, writer, sheet_name, startrow, startcol, freeze_panes, engine, storage_options, engine_kwargs)\u001b[0m\n\u001b[1;32m 941\u001b[0m need_save \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m\n\u001b[1;32m 942\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 943\u001b[0m writer \u001b[38;5;241m=\u001b[39m \u001b[43mExcelWriter\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 944\u001b[0m \u001b[43m \u001b[49m\u001b[43mwriter\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 945\u001b[0m \u001b[43m \u001b[49m\u001b[43mengine\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mengine\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 946\u001b[0m \u001b[43m \u001b[49m\u001b[43mstorage_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstorage_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 947\u001b[0m \u001b[43m \u001b[49m\u001b[43mengine_kwargs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mengine_kwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 948\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 949\u001b[0m need_save \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[1;32m 951\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n",
- "File \u001b[0;32m~/anaconda3/envs/ccc-dev/lib/python3.12/site-packages/pandas/io/excel/_openpyxl.py:57\u001b[0m, in \u001b[0;36mOpenpyxlWriter.__init__\u001b[0;34m(self, path, engine, date_format, datetime_format, mode, storage_options, if_sheet_exists, engine_kwargs, **kwargs)\u001b[0m\n\u001b[1;32m 44\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__init__\u001b[39m(\n\u001b[1;32m 45\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 46\u001b[0m path: FilePath \u001b[38;5;241m|\u001b[39m WriteExcelBuffer \u001b[38;5;241m|\u001b[39m ExcelWriter,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 55\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 56\u001b[0m \u001b[38;5;66;03m# Use the openpyxl module as the Excel writer.\u001b[39;00m\n\u001b[0;32m---> 57\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mopenpyxl\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mworkbook\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Workbook\n\u001b[1;32m 59\u001b[0m engine_kwargs \u001b[38;5;241m=\u001b[39m combine_kwargs(engine_kwargs, kwargs)\n\u001b[1;32m 61\u001b[0m \u001b[38;5;28msuper\u001b[39m()\u001b[38;5;241m.\u001b[39m\u001b[38;5;21m__init__\u001b[39m(\n\u001b[1;32m 62\u001b[0m path,\n\u001b[1;32m 63\u001b[0m mode\u001b[38;5;241m=\u001b[39mmode,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 66\u001b[0m engine_kwargs\u001b[38;5;241m=\u001b[39mengine_kwargs,\n\u001b[1;32m 67\u001b[0m )\n",
- "File \u001b[0;32m~/anaconda3/envs/ccc-dev/lib/python3.12/site-packages/openpyxl/__init__.py:6\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mopenpyxl\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcompat\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mnumbers\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m NUMPY\n\u001b[1;32m 5\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mopenpyxl\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mxml\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m DEFUSEDXML, LXML\n\u001b[0;32m----> 6\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mopenpyxl\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mworkbook\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Workbook\n\u001b[1;32m 7\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mopenpyxl\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mreader\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mexcel\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m load_workbook \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;28mopen\u001b[39m\n\u001b[1;32m 8\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mopenpyxl\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mreader\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mexcel\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m load_workbook\n",
- "File \u001b[0;32m~/anaconda3/envs/ccc-dev/lib/python3.12/site-packages/openpyxl/workbook/__init__.py:4\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;66;03m# Copyright (c) 2010-2022 openpyxl\u001b[39;00m\n\u001b[0;32m----> 4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mworkbook\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Workbook\n",
- "File \u001b[0;32m~/anaconda3/envs/ccc-dev/lib/python3.12/site-packages/openpyxl/workbook/workbook.py:33\u001b[0m\n\u001b[1;32m 31\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mopenpyxl\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mchartsheet\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Chartsheet\n\u001b[1;32m 32\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mdefined_name\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m DefinedName, DefinedNameList\n\u001b[0;32m---> 33\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mopenpyxl\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpackaging\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcore\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m DocumentProperties\n\u001b[1;32m 34\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mopenpyxl\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpackaging\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mrelationship\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m RelationshipList\n\u001b[1;32m 35\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mchild\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m _WorkbookChild\n",
- "File \u001b[0;32m~/anaconda3/envs/ccc-dev/lib/python3.12/site-packages/openpyxl/packaging/core.py:47\u001b[0m\n\u001b[1;32m 43\u001b[0m el\u001b[38;5;241m.\u001b[39mset(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m{\u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m}type\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m%\u001b[39m XSI_NS, QName(DCTERMS_NS, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mW3CDTF\u001b[39m\u001b[38;5;124m\"\u001b[39m))\n\u001b[1;32m 44\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m el\n\u001b[0;32m---> 47\u001b[0m \u001b[38;5;28;43;01mclass\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;21;43;01mDocumentProperties\u001b[39;49;00m\u001b[43m(\u001b[49m\u001b[43mSerialisable\u001b[49m\u001b[43m)\u001b[49m\u001b[43m:\u001b[49m\n\u001b[1;32m 48\u001b[0m \u001b[38;5;250;43m \u001b[39;49m\u001b[38;5;124;43;03m\"\"\"High-level properties of the document.\u001b[39;49;00m\n\u001b[1;32m 49\u001b[0m \u001b[38;5;124;43;03m Defined in ECMA-376 Par2 Annex D\u001b[39;49;00m\n\u001b[1;32m 50\u001b[0m \u001b[38;5;124;43;03m \"\"\"\u001b[39;49;00m\n\u001b[1;32m 52\u001b[0m \u001b[43m \u001b[49m\u001b[43mtagname\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcoreProperties\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\n",
- "File \u001b[0;32m~/anaconda3/envs/ccc-dev/lib/python3.12/site-packages/openpyxl/packaging/core.py:89\u001b[0m, in \u001b[0;36mDocumentProperties\u001b[0;34m()\u001b[0m\n\u001b[1;32m 73\u001b[0m modified \u001b[38;5;241m=\u001b[39m QualifiedDateTime(allow_none\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, namespace\u001b[38;5;241m=\u001b[39mDCTERMS_NS)\n\u001b[1;32m 75\u001b[0m __elements__ \u001b[38;5;241m=\u001b[39m (\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcreator\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtitle\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdescription\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msubject\u001b[39m\u001b[38;5;124m\"\u001b[39m,\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124midentifier\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m 76\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mlanguage\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcreated\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmodified\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mlastModifiedBy\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcategory\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m 77\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcontentStatus\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mversion\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mrevision\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mkeywords\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mlastPrinted\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m 78\u001b[0m )\n\u001b[1;32m 81\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__init__\u001b[39m(\u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 82\u001b[0m category\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 83\u001b[0m contentStatus\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 84\u001b[0m keywords\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 85\u001b[0m lastModifiedBy\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 86\u001b[0m lastPrinted\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 87\u001b[0m revision\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 88\u001b[0m version\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[0;32m---> 89\u001b[0m created\u001b[38;5;241m=\u001b[39m\u001b[43mdatetime\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdatetime\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mutcnow\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m,\n\u001b[1;32m 90\u001b[0m creator\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mopenpyxl\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m 91\u001b[0m description\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 92\u001b[0m identifier\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 93\u001b[0m language\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 94\u001b[0m modified\u001b[38;5;241m=\u001b[39mdatetime\u001b[38;5;241m.\u001b[39mdatetime\u001b[38;5;241m.\u001b[39mutcnow(),\n\u001b[1;32m 95\u001b[0m subject\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 96\u001b[0m title\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 97\u001b[0m ):\n\u001b[1;32m 98\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcontentStatus \u001b[38;5;241m=\u001b[39m contentStatus\n\u001b[1;32m 99\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mlastPrinted \u001b[38;5;241m=\u001b[39m lastPrinted\n",
- "\u001b[0;31mDeprecationWarning\u001b[0m: datetime.datetime.utcnow() is deprecated and scheduled for removal in a future version. Use timezone-aware objects to represent datetimes in UTC: datetime.datetime.now(datetime.UTC)."
- ]
- }
- ],
+ "outputs": [],
"source": [
"# Save these results to disk\n",
"calc1.summary_table(calc2, output_variable='rho', output_type='excel', path='cc_table.xlsx')"
@@ -889,67 +890,9 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 12,
"metadata": {},
"outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "deprec_df value asset_name BEA_code \\\n",
- "0 {'life': 5.0, 'method': 'DB 200%'} Mainframes EP1A \n",
- "1 {'life': 5.0, 'method': 'DB 200%'} PCs EP1B \n",
- "2 {'life': 5.0, 'method': 'DB 200%'} DASDs EP1C \n",
- "3 {'life': 5.0, 'method': 'DB 200%'} Printers EP1D \n",
- "4 {'life': 5.0, 'method': 'DB 200%'} Terminals EP1E \n",
- "\n",
- " minor_asset_group major_asset_group ADS_life GDS_life system year \n",
- "0 Computers and Software Equipment 5.0 5.0 GDS 2020 \n",
- "1 Computers and Software Equipment 5.0 5.0 GDS 2020 \n",
- "2 Computers and Software Equipment 5.0 5.0 GDS 2020 \n",
- "3 Computers and Software Equipment 5.0 5.0 GDS 2020 \n",
- "4 Computers and Software Equipment 5.0 5.0 GDS 2020 \n",
- "deprec_df 2 asset_name BEA_code minor_asset_group major_asset_group ADS_life \\\n",
- "0 Mainframes EP1A Computers and Software Equipment 5.0 \n",
- "1 PCs EP1B Computers and Software Equipment 5.0 \n",
- "2 DASDs EP1C Computers and Software Equipment 5.0 \n",
- "3 Printers EP1D Computers and Software Equipment 5.0 \n",
- "4 Terminals EP1E Computers and Software Equipment 5.0 \n",
- "\n",
- " GDS_life system year life method \n",
- "0 5.0 GDS 2020 5.0 DB 200% \n",
- "1 5.0 GDS 2020 5.0 DB 200% \n",
- "2 5.0 GDS 2020 5.0 DB 200% \n",
- "3 5.0 GDS 2020 5.0 DB 200% \n",
- "4 5.0 GDS 2020 5.0 DB 200% \n",
- "deprec_df value asset_name BEA_code \\\n",
- "0 {'life': 5.0, 'method': 'DB 200%'} Mainframes EP1A \n",
- "1 {'life': 5.0, 'method': 'DB 200%'} PCs EP1B \n",
- "2 {'life': 5.0, 'method': 'DB 200%'} DASDs EP1C \n",
- "3 {'life': 5.0, 'method': 'DB 200%'} Printers EP1D \n",
- "4 {'life': 5.0, 'method': 'DB 200%'} Terminals EP1E \n",
- "\n",
- " minor_asset_group major_asset_group ADS_life GDS_life system year \n",
- "0 Computers and Software Equipment 5.0 5.0 GDS 2020 \n",
- "1 Computers and Software Equipment 5.0 5.0 GDS 2020 \n",
- "2 Computers and Software Equipment 5.0 5.0 GDS 2020 \n",
- "3 Computers and Software Equipment 5.0 5.0 GDS 2020 \n",
- "4 Computers and Software Equipment 5.0 5.0 GDS 2020 \n",
- "deprec_df 2 asset_name BEA_code minor_asset_group major_asset_group ADS_life \\\n",
- "0 Mainframes EP1A Computers and Software Equipment 5.0 \n",
- "1 PCs EP1B Computers and Software Equipment 5.0 \n",
- "2 DASDs EP1C Computers and Software Equipment 5.0 \n",
- "3 Printers EP1D Computers and Software Equipment 5.0 \n",
- "4 Terminals EP1E Computers and Software Equipment 5.0 \n",
- "\n",
- " GDS_life system year life method \n",
- "0 5.0 GDS 2020 5.0 DB 200% \n",
- "1 5.0 GDS 2020 5.0 DB 200% \n",
- "2 5.0 GDS 2020 5.0 DB 200% \n",
- "3 5.0 GDS 2020 5.0 DB 200% \n",
- "4 5.0 GDS 2020 5.0 DB 200% \n"
- ]
- },
{
"data": {
"text/html": [
@@ -981,93 +924,93 @@
" \n",
" 0 | \n",
" Overall | \n",
- " 17.639885 | \n",
- " 25.524466 | \n",
- " 7.884581 | \n",
+ " 21.526876 | \n",
+ " 36.559180 | \n",
+ " 15.032303 | \n",
"
\n",
" \n",
" 1 | \n",
" Corporate | \n",
- " 17.755445 | \n",
- " 28.320144 | \n",
- " 10.564699 | \n",
+ " 19.289825 | \n",
+ " 42.290696 | \n",
+ " 23.000871 | \n",
"
\n",
" \n",
" 2 | \n",
" Equipment | \n",
- " 6.748557 | \n",
- " 22.505995 | \n",
- " 15.757439 | \n",
+ " 12.268577 | \n",
+ " 51.221226 | \n",
+ " 38.952649 | \n",
"
\n",
" \n",
" 3 | \n",
" Structures | \n",
- " 18.403895 | \n",
- " 27.871517 | \n",
- " 9.467623 | \n",
+ " 19.432117 | \n",
+ " 37.101159 | \n",
+ " 17.669042 | \n",
"
\n",
" \n",
" 4 | \n",
" Intellectual Property | \n",
- " 6.748557 | \n",
- " 11.267132 | \n",
- " 4.518575 | \n",
+ " 9.379703 | \n",
+ " 52.586404 | \n",
+ " 43.206701 | \n",
"
\n",
" \n",
" 5 | \n",
" Inventories | \n",
- " 29.224527 | \n",
- " 39.958412 | \n",
- " 10.733886 | \n",
+ " 28.801548 | \n",
+ " 39.348000 | \n",
+ " 10.546452 | \n",
"
\n",
" \n",
" 6 | \n",
" Land | \n",
- " 26.331360 | \n",
- " 35.884178 | \n",
- " 9.552818 | \n",
+ " 26.056496 | \n",
+ " 35.232345 | \n",
+ " 9.175849 | \n",
"
\n",
" \n",
" 7 | \n",
" Pass-through | \n",
- " 19.007441 | \n",
- " 23.318798 | \n",
- " 4.311357 | \n",
+ " 25.445118 | \n",
+ " 29.374410 | \n",
+ " 3.929292 | \n",
"
\n",
" \n",
" 8 | \n",
" Equipment | \n",
- " 1.961381 | \n",
- " 15.050433 | \n",
- " 13.089052 | \n",
+ " 7.946231 | \n",
+ " 18.018260 | \n",
+ " 10.072029 | \n",
"
\n",
" \n",
" 9 | \n",
" Structures | \n",
- " 17.622599 | \n",
- " 21.473278 | \n",
- " 3.850679 | \n",
+ " 23.314464 | \n",
+ " 26.872234 | \n",
+ " 3.557770 | \n",
"
\n",
" \n",
" 10 | \n",
" Intellectual Property | \n",
- " 1.961381 | \n",
- " 6.536701 | \n",
- " 4.575320 | \n",
+ " 2.192332 | \n",
+ " 5.866596 | \n",
+ " 3.674263 | \n",
"
\n",
" \n",
" 11 | \n",
" Inventories | \n",
- " 25.284934 | \n",
- " 29.145909 | \n",
- " 3.860975 | \n",
+ " 33.053519 | \n",
+ " 36.968629 | \n",
+ " 3.915110 | \n",
"
\n",
" \n",
" 12 | \n",
" Land | \n",
- " 22.063514 | \n",
- " 25.536828 | \n",
- " 3.473313 | \n",
+ " 28.857306 | \n",
+ " 32.236065 | \n",
+ " 3.378758 | \n",
"
\n",
" \n",
"\n",
@@ -1090,52 +1033,52 @@
"12 Land \n",
"\n",
" Marginal Effective Total Tax Rate Under Baseline Policy \\\n",
- "0 17.639885 \n",
- "1 17.755445 \n",
- "2 6.748557 \n",
- "3 18.403895 \n",
- "4 6.748557 \n",
- "5 29.224527 \n",
- "6 26.331360 \n",
- "7 19.007441 \n",
- "8 1.961381 \n",
- "9 17.622599 \n",
- "10 1.961381 \n",
- "11 25.284934 \n",
- "12 22.063514 \n",
+ "0 21.526876 \n",
+ "1 19.289825 \n",
+ "2 12.268577 \n",
+ "3 19.432117 \n",
+ "4 9.379703 \n",
+ "5 28.801548 \n",
+ "6 26.056496 \n",
+ "7 25.445118 \n",
+ "8 7.946231 \n",
+ "9 23.314464 \n",
+ "10 2.192332 \n",
+ "11 33.053519 \n",
+ "12 28.857306 \n",
"\n",
" Marginal Effective Total Tax Rate Under Reform Policy \\\n",
- "0 25.524466 \n",
- "1 28.320144 \n",
- "2 22.505995 \n",
- "3 27.871517 \n",
- "4 11.267132 \n",
- "5 39.958412 \n",
- "6 35.884178 \n",
- "7 23.318798 \n",
- "8 15.050433 \n",
- "9 21.473278 \n",
- "10 6.536701 \n",
- "11 29.145909 \n",
- "12 25.536828 \n",
+ "0 36.559180 \n",
+ "1 42.290696 \n",
+ "2 51.221226 \n",
+ "3 37.101159 \n",
+ "4 52.586404 \n",
+ "5 39.348000 \n",
+ "6 35.232345 \n",
+ "7 29.374410 \n",
+ "8 18.018260 \n",
+ "9 26.872234 \n",
+ "10 5.866596 \n",
+ "11 36.968629 \n",
+ "12 32.236065 \n",
"\n",
" Change from Baseline (pp) \n",
- "0 7.884581 \n",
- "1 10.564699 \n",
- "2 15.757439 \n",
- "3 9.467623 \n",
- "4 4.518575 \n",
- "5 10.733886 \n",
- "6 9.552818 \n",
- "7 4.311357 \n",
- "8 13.089052 \n",
- "9 3.850679 \n",
- "10 4.575320 \n",
- "11 3.860975 \n",
- "12 3.473313 "
+ "0 15.032303 \n",
+ "1 23.000871 \n",
+ "2 38.952649 \n",
+ "3 17.669042 \n",
+ "4 43.206701 \n",
+ "5 10.546452 \n",
+ "6 9.175849 \n",
+ "7 3.929292 \n",
+ "8 10.072029 \n",
+ "9 3.557770 \n",
+ "10 3.674263 \n",
+ "11 3.915110 \n",
+ "12 3.378758 "
]
},
- "execution_count": 16,
+ "execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
@@ -1147,67 +1090,9 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 13,
"metadata": {},
"outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "deprec_df value asset_name BEA_code \\\n",
- "0 {'life': 5.0, 'method': 'DB 200%'} Mainframes EP1A \n",
- "1 {'life': 5.0, 'method': 'DB 200%'} PCs EP1B \n",
- "2 {'life': 5.0, 'method': 'DB 200%'} DASDs EP1C \n",
- "3 {'life': 5.0, 'method': 'DB 200%'} Printers EP1D \n",
- "4 {'life': 5.0, 'method': 'DB 200%'} Terminals EP1E \n",
- "\n",
- " minor_asset_group major_asset_group ADS_life GDS_life system year \n",
- "0 Computers and Software Equipment 5.0 5.0 GDS 2020 \n",
- "1 Computers and Software Equipment 5.0 5.0 GDS 2020 \n",
- "2 Computers and Software Equipment 5.0 5.0 GDS 2020 \n",
- "3 Computers and Software Equipment 5.0 5.0 GDS 2020 \n",
- "4 Computers and Software Equipment 5.0 5.0 GDS 2020 \n",
- "deprec_df 2 asset_name BEA_code minor_asset_group major_asset_group ADS_life \\\n",
- "0 Mainframes EP1A Computers and Software Equipment 5.0 \n",
- "1 PCs EP1B Computers and Software Equipment 5.0 \n",
- "2 DASDs EP1C Computers and Software Equipment 5.0 \n",
- "3 Printers EP1D Computers and Software Equipment 5.0 \n",
- "4 Terminals EP1E Computers and Software Equipment 5.0 \n",
- "\n",
- " GDS_life system year life method \n",
- "0 5.0 GDS 2020 5.0 DB 200% \n",
- "1 5.0 GDS 2020 5.0 DB 200% \n",
- "2 5.0 GDS 2020 5.0 DB 200% \n",
- "3 5.0 GDS 2020 5.0 DB 200% \n",
- "4 5.0 GDS 2020 5.0 DB 200% \n",
- "deprec_df value asset_name BEA_code \\\n",
- "0 {'life': 5.0, 'method': 'DB 200%'} Mainframes EP1A \n",
- "1 {'life': 5.0, 'method': 'DB 200%'} PCs EP1B \n",
- "2 {'life': 5.0, 'method': 'DB 200%'} DASDs EP1C \n",
- "3 {'life': 5.0, 'method': 'DB 200%'} Printers EP1D \n",
- "4 {'life': 5.0, 'method': 'DB 200%'} Terminals EP1E \n",
- "\n",
- " minor_asset_group major_asset_group ADS_life GDS_life system year \n",
- "0 Computers and Software Equipment 5.0 5.0 GDS 2020 \n",
- "1 Computers and Software Equipment 5.0 5.0 GDS 2020 \n",
- "2 Computers and Software Equipment 5.0 5.0 GDS 2020 \n",
- "3 Computers and Software Equipment 5.0 5.0 GDS 2020 \n",
- "4 Computers and Software Equipment 5.0 5.0 GDS 2020 \n",
- "deprec_df 2 asset_name BEA_code minor_asset_group major_asset_group ADS_life \\\n",
- "0 Mainframes EP1A Computers and Software Equipment 5.0 \n",
- "1 PCs EP1B Computers and Software Equipment 5.0 \n",
- "2 DASDs EP1C Computers and Software Equipment 5.0 \n",
- "3 Printers EP1D Computers and Software Equipment 5.0 \n",
- "4 Terminals EP1E Computers and Software Equipment 5.0 \n",
- "\n",
- " GDS_life system year life method \n",
- "0 5.0 GDS 2020 5.0 DB 200% \n",
- "1 5.0 GDS 2020 5.0 DB 200% \n",
- "2 5.0 GDS 2020 5.0 DB 200% \n",
- "3 5.0 GDS 2020 5.0 DB 200% \n",
- "4 5.0 GDS 2020 5.0 DB 200% \n"
- ]
- },
{
"data": {
"text/html": [
@@ -1239,289 +1124,289 @@
" \n",
" 0 | \n",
" Overall | \n",
- " 17.639885 | \n",
- " 25.524466 | \n",
- " 7.884581 | \n",
+ " 21.526876 | \n",
+ " 36.559180 | \n",
+ " 15.032303 | \n",
"
\n",
" \n",
" 1 | \n",
" Corporate | \n",
- " 17.755445 | \n",
- " 28.320144 | \n",
- " 10.564699 | \n",
+ " 19.289825 | \n",
+ " 42.290696 | \n",
+ " 23.000871 | \n",
"
\n",
" \n",
" 2 | \n",
" Agriculture, forestry, fishing, and hunting | \n",
- " 18.621881 | \n",
- " 30.896046 | \n",
- " 12.274165 | \n",
+ " 20.534322 | \n",
+ " 39.825970 | \n",
+ " 19.291648 | \n",
"
\n",
" \n",
" 3 | \n",
" Mining | \n",
- " 9.714456 | \n",
- " 17.971900 | \n",
- " 8.257444 | \n",
+ " 12.219031 | \n",
+ " 40.334556 | \n",
+ " 28.115526 | \n",
"
\n",
" \n",
" 4 | \n",
" Utilities | \n",
- " 7.770042 | \n",
- " 20.115997 | \n",
- " 12.345955 | \n",
+ " 12.014254 | \n",
+ " 35.617403 | \n",
+ " 23.603149 | \n",
"
\n",
" \n",
" 5 | \n",
" Construction | \n",
- " 19.159651 | \n",
- " 30.624693 | \n",
- " 11.465042 | \n",
+ " 20.688305 | \n",
+ " 44.152531 | \n",
+ " 23.464226 | \n",
"
\n",
" \n",
" 6 | \n",
" Manufacturing | \n",
- " 18.050971 | \n",
- " 27.120119 | \n",
- " 9.069148 | \n",
+ " 18.982439 | \n",
+ " 44.975737 | \n",
+ " 25.993298 | \n",
"
\n",
" \n",
" 7 | \n",
" Wholesale trade | \n",
- " 23.492232 | \n",
- " 34.533774 | \n",
- " 11.041542 | \n",
+ " 24.082118 | \n",
+ " 44.175721 | \n",
+ " 20.093603 | \n",
"
\n",
" \n",
" 8 | \n",
" Retail trade | \n",
- " 24.479352 | \n",
- " 34.948319 | \n",
- " 10.468967 | \n",
+ " 24.739980 | \n",
+ " 41.380972 | \n",
+ " 16.640992 | \n",
"
\n",
" \n",
" 9 | \n",
" Transportation and warehousing | \n",
- " 10.992693 | \n",
- " 20.708297 | \n",
- " 9.715604 | \n",
+ " 13.656523 | \n",
+ " 39.123823 | \n",
+ " 25.467300 | \n",
"
\n",
" \n",
" 10 | \n",
" Information | \n",
- " 10.390034 | \n",
- " 24.838020 | \n",
- " 14.447985 | \n",
+ " 15.067806 | \n",
+ " 45.626685 | \n",
+ " 30.558879 | \n",
"
\n",
" \n",
" 11 | \n",
" Finance and insurance | \n",
- " 18.696422 | \n",
- " 30.540664 | \n",
- " 11.844242 | \n",
+ " 20.429720 | \n",
+ " 48.923895 | \n",
+ " 28.494175 | \n",
"
\n",
" \n",
" 12 | \n",
" Real estate and rental and leasing | \n",
- " 24.387301 | \n",
- " 33.983636 | \n",
- " 9.596334 | \n",
+ " 24.425292 | \n",
+ " 37.289023 | \n",
+ " 12.863731 | \n",
"
\n",
" \n",
" 13 | \n",
" Professional, scientific, and technical ser... | \n",
- " 14.605649 | \n",
- " 25.698186 | \n",
- " 11.092537 | \n",
+ " 16.882275 | \n",
+ " 52.644895 | \n",
+ " 35.762620 | \n",
"
\n",
" \n",
" 14 | \n",
" Management of companies and enterprises | \n",
- " 22.484921 | \n",
- " 32.516446 | \n",
- " 10.031525 | \n",
+ " 22.944526 | \n",
+ " 45.750770 | \n",
+ " 22.806244 | \n",
"
\n",
" \n",
" 15 | \n",
" Administrative and waste management services | \n",
- " 14.309938 | \n",
- " 26.805903 | \n",
- " 12.495965 | \n",
+ " 17.130679 | \n",
+ " 48.198467 | \n",
+ " 31.067788 | \n",
"
\n",
" \n",
" 16 | \n",
" Educational services | \n",
- " 22.487031 | \n",
- " 31.884260 | \n",
- " 9.397229 | \n",
+ " 22.748061 | \n",
+ " 40.858827 | \n",
+ " 18.110766 | \n",
"
\n",
" \n",
" 17 | \n",
" Health care and social assistance | \n",
- " 20.632608 | \n",
- " 31.106191 | \n",
- " 10.473583 | \n",
+ " 21.572828 | \n",
+ " 42.546117 | \n",
+ " 20.973289 | \n",
"
\n",
" \n",
" 18 | \n",
" Arts, entertainment, and recreation | \n",
- " 15.548896 | \n",
- " 26.617836 | \n",
- " 11.068940 | \n",
+ " 17.693016 | \n",
+ " 40.552789 | \n",
+ " 22.859773 | \n",
"
\n",
" \n",
" 19 | \n",
" Accommodation and food services | \n",
- " 24.067836 | \n",
- " 34.355820 | \n",
- " 10.287984 | \n",
+ " 24.357793 | \n",
+ " 40.406482 | \n",
+ " 16.048689 | \n",
"
\n",
" \n",
" 20 | \n",
" Other services, except government | \n",
- " 20.836695 | \n",
- " 30.077012 | \n",
- " 9.240317 | \n",
+ " 21.339215 | \n",
+ " 39.923188 | \n",
+ " 18.583973 | \n",
"
\n",
" \n",
" 21 | \n",
" Pass-through | \n",
- " 19.007441 | \n",
- " 23.318798 | \n",
- " 4.311357 | \n",
+ " 25.445118 | \n",
+ " 29.374410 | \n",
+ " 3.929292 | \n",
"
\n",
" \n",
" 22 | \n",
" Agriculture, forestry, fishing, and hunting | \n",
- " 16.047848 | \n",
- " 22.465303 | \n",
- " 6.417456 | \n",
+ " 22.890823 | \n",
+ " 28.258745 | \n",
+ " 5.367922 | \n",
"
\n",
" \n",
" 23 | \n",
" Mining | \n",
- " 5.329731 | \n",
- " 11.922444 | \n",
- " 6.592713 | \n",
+ " 8.178225 | \n",
+ " 13.282775 | \n",
+ " 5.104550 | \n",
"
\n",
" \n",
" 24 | \n",
" Utilities | \n",
- " 3.315756 | \n",
- " 13.381097 | \n",
- " 10.065342 | \n",
+ " 7.674243 | \n",
+ " 15.386904 | \n",
+ " 7.712661 | \n",
"
\n",
" \n",
" 25 | \n",
" Construction | \n",
- " 16.256425 | \n",
- " 22.058650 | \n",
- " 5.802225 | \n",
+ " 22.783365 | \n",
+ " 27.715992 | \n",
+ " 4.932628 | \n",
"
\n",
" \n",
" 26 | \n",
" Manufacturing | \n",
- " 14.365716 | \n",
- " 19.196170 | \n",
- " 4.830454 | \n",
+ " 19.656924 | \n",
+ " 23.876224 | \n",
+ " 4.219300 | \n",
"
\n",
" \n",
" 27 | \n",
" Wholesale trade | \n",
- " 21.269469 | \n",
- " 26.008485 | \n",
- " 4.739016 | \n",
+ " 28.582124 | \n",
+ " 32.982385 | \n",
+ " 4.400262 | \n",
"
\n",
" \n",
" 28 | \n",
" Retail trade | \n",
- " 21.496969 | \n",
- " 25.904160 | \n",
- " 4.407191 | \n",
+ " 28.669117 | \n",
+ " 32.818548 | \n",
+ " 4.149431 | \n",
"
\n",
" \n",
" 29 | \n",
" Transportation and warehousing | \n",
- " 6.894412 | \n",
- " 14.309383 | \n",
- " 7.414971 | \n",
+ " 10.988363 | \n",
+ " 16.814706 | \n",
+ " 5.826343 | \n",
"
\n",
" \n",
" 30 | \n",
" Information | \n",
- " 6.049526 | \n",
- " 17.143644 | \n",
- " 11.094117 | \n",
+ " 13.080848 | \n",
+ " 22.380169 | \n",
+ " 9.299321 | \n",
"
\n",
" \n",
" 31 | \n",
" Finance and insurance | \n",
- " 18.440433 | \n",
- " 23.532485 | \n",
- " 5.092051 | \n",
+ " 25.182230 | \n",
+ " 29.686517 | \n",
+ " 4.504287 | \n",
"
\n",
" \n",
" 32 | \n",
" Real estate and rental and leasing | \n",
- " 21.082232 | \n",
- " 24.615095 | \n",
- " 3.532863 | \n",
+ " 27.634351 | \n",
+ " 31.037967 | \n",
+ " 3.403616 | \n",
"
\n",
" \n",
" 33 | \n",
" Professional, scientific, and technical ser... | \n",
- " 10.083509 | \n",
- " 17.383227 | \n",
- " 7.299718 | \n",
+ " 15.409318 | \n",
+ " 21.332319 | \n",
+ " 5.923000 | \n",
"
\n",
" \n",
" 34 | \n",
" Management of companies and enterprises | \n",
- " 18.102279 | \n",
- " 22.791069 | \n",
- " 4.688790 | \n",
+ " 24.491387 | \n",
+ " 28.707654 | \n",
+ " 4.216267 | \n",
"
\n",
" \n",
" 35 | \n",
" Administrative and waste management services | \n",
- " 9.711826 | \n",
- " 18.261459 | \n",
- " 8.549633 | \n",
+ " 15.727368 | \n",
+ " 22.533481 | \n",
+ " 6.806113 | \n",
"
\n",
" \n",
" 36 | \n",
" Educational services | \n",
- " 18.079977 | \n",
- " 22.247380 | \n",
- " 4.167403 | \n",
+ " 24.105494 | \n",
+ " 27.924088 | \n",
+ " 3.818595 | \n",
"
\n",
" \n",
" 37 | \n",
" Health care and social assistance | \n",
- " 16.206875 | \n",
- " 21.634895 | \n",
- " 5.428020 | \n",
+ " 22.439307 | \n",
+ " 27.127672 | \n",
+ " 4.688364 | \n",
"
\n",
" \n",
" 38 | \n",
" Arts, entertainment, and recreation | \n",
- " 10.766382 | \n",
- " 18.025709 | \n",
- " 7.259327 | \n",
+ " 16.351020 | \n",
+ " 22.227996 | \n",
+ " 5.876976 | \n",
"
\n",
" \n",
" 39 | \n",
" Accommodation and food services | \n",
- " 19.929849 | \n",
- " 24.406857 | \n",
- " 4.477008 | \n",
+ " 26.723881 | \n",
+ " 30.833800 | \n",
+ " 4.109919 | \n",
"
\n",
" \n",
" 40 | \n",
" Other services, except government | \n",
- " 16.154067 | \n",
- " 20.605809 | \n",
- " 4.451742 | \n",
+ " 21.759689 | \n",
+ " 25.712610 | \n",
+ " 3.952921 | \n",
"
\n",
" \n",
"\n",
@@ -1572,136 +1457,136 @@
"40 Other services, except government \n",
"\n",
" Marginal Effective Total Tax Rate Under Baseline Policy \\\n",
- "0 17.639885 \n",
- "1 17.755445 \n",
- "2 18.621881 \n",
- "3 9.714456 \n",
- "4 7.770042 \n",
- "5 19.159651 \n",
- "6 18.050971 \n",
- "7 23.492232 \n",
- "8 24.479352 \n",
- "9 10.992693 \n",
- "10 10.390034 \n",
- "11 18.696422 \n",
- "12 24.387301 \n",
- "13 14.605649 \n",
- "14 22.484921 \n",
- "15 14.309938 \n",
- "16 22.487031 \n",
- "17 20.632608 \n",
- "18 15.548896 \n",
- "19 24.067836 \n",
- "20 20.836695 \n",
- "21 19.007441 \n",
- "22 16.047848 \n",
- "23 5.329731 \n",
- "24 3.315756 \n",
- "25 16.256425 \n",
- "26 14.365716 \n",
- "27 21.269469 \n",
- "28 21.496969 \n",
- "29 6.894412 \n",
- "30 6.049526 \n",
- "31 18.440433 \n",
- "32 21.082232 \n",
- "33 10.083509 \n",
- "34 18.102279 \n",
- "35 9.711826 \n",
- "36 18.079977 \n",
- "37 16.206875 \n",
- "38 10.766382 \n",
- "39 19.929849 \n",
- "40 16.154067 \n",
+ "0 21.526876 \n",
+ "1 19.289825 \n",
+ "2 20.534322 \n",
+ "3 12.219031 \n",
+ "4 12.014254 \n",
+ "5 20.688305 \n",
+ "6 18.982439 \n",
+ "7 24.082118 \n",
+ "8 24.739980 \n",
+ "9 13.656523 \n",
+ "10 15.067806 \n",
+ "11 20.429720 \n",
+ "12 24.425292 \n",
+ "13 16.882275 \n",
+ "14 22.944526 \n",
+ "15 17.130679 \n",
+ "16 22.748061 \n",
+ "17 21.572828 \n",
+ "18 17.693016 \n",
+ "19 24.357793 \n",
+ "20 21.339215 \n",
+ "21 25.445118 \n",
+ "22 22.890823 \n",
+ "23 8.178225 \n",
+ "24 7.674243 \n",
+ "25 22.783365 \n",
+ "26 19.656924 \n",
+ "27 28.582124 \n",
+ "28 28.669117 \n",
+ "29 10.988363 \n",
+ "30 13.080848 \n",
+ "31 25.182230 \n",
+ "32 27.634351 \n",
+ "33 15.409318 \n",
+ "34 24.491387 \n",
+ "35 15.727368 \n",
+ "36 24.105494 \n",
+ "37 22.439307 \n",
+ "38 16.351020 \n",
+ "39 26.723881 \n",
+ "40 21.759689 \n",
"\n",
" Marginal Effective Total Tax Rate Under Reform Policy \\\n",
- "0 25.524466 \n",
- "1 28.320144 \n",
- "2 30.896046 \n",
- "3 17.971900 \n",
- "4 20.115997 \n",
- "5 30.624693 \n",
- "6 27.120119 \n",
- "7 34.533774 \n",
- "8 34.948319 \n",
- "9 20.708297 \n",
- "10 24.838020 \n",
- "11 30.540664 \n",
- "12 33.983636 \n",
- "13 25.698186 \n",
- "14 32.516446 \n",
- "15 26.805903 \n",
- "16 31.884260 \n",
- "17 31.106191 \n",
- "18 26.617836 \n",
- "19 34.355820 \n",
- "20 30.077012 \n",
- "21 23.318798 \n",
- "22 22.465303 \n",
- "23 11.922444 \n",
- "24 13.381097 \n",
- "25 22.058650 \n",
- "26 19.196170 \n",
- "27 26.008485 \n",
- "28 25.904160 \n",
- "29 14.309383 \n",
- "30 17.143644 \n",
- "31 23.532485 \n",
- "32 24.615095 \n",
- "33 17.383227 \n",
- "34 22.791069 \n",
- "35 18.261459 \n",
- "36 22.247380 \n",
- "37 21.634895 \n",
- "38 18.025709 \n",
- "39 24.406857 \n",
- "40 20.605809 \n",
+ "0 36.559180 \n",
+ "1 42.290696 \n",
+ "2 39.825970 \n",
+ "3 40.334556 \n",
+ "4 35.617403 \n",
+ "5 44.152531 \n",
+ "6 44.975737 \n",
+ "7 44.175721 \n",
+ "8 41.380972 \n",
+ "9 39.123823 \n",
+ "10 45.626685 \n",
+ "11 48.923895 \n",
+ "12 37.289023 \n",
+ "13 52.644895 \n",
+ "14 45.750770 \n",
+ "15 48.198467 \n",
+ "16 40.858827 \n",
+ "17 42.546117 \n",
+ "18 40.552789 \n",
+ "19 40.406482 \n",
+ "20 39.923188 \n",
+ "21 29.374410 \n",
+ "22 28.258745 \n",
+ "23 13.282775 \n",
+ "24 15.386904 \n",
+ "25 27.715992 \n",
+ "26 23.876224 \n",
+ "27 32.982385 \n",
+ "28 32.818548 \n",
+ "29 16.814706 \n",
+ "30 22.380169 \n",
+ "31 29.686517 \n",
+ "32 31.037967 \n",
+ "33 21.332319 \n",
+ "34 28.707654 \n",
+ "35 22.533481 \n",
+ "36 27.924088 \n",
+ "37 27.127672 \n",
+ "38 22.227996 \n",
+ "39 30.833800 \n",
+ "40 25.712610 \n",
"\n",
" Change from Baseline (pp) \n",
- "0 7.884581 \n",
- "1 10.564699 \n",
- "2 12.274165 \n",
- "3 8.257444 \n",
- "4 12.345955 \n",
- "5 11.465042 \n",
- "6 9.069148 \n",
- "7 11.041542 \n",
- "8 10.468967 \n",
- "9 9.715604 \n",
- "10 14.447985 \n",
- "11 11.844242 \n",
- "12 9.596334 \n",
- "13 11.092537 \n",
- "14 10.031525 \n",
- "15 12.495965 \n",
- "16 9.397229 \n",
- "17 10.473583 \n",
- "18 11.068940 \n",
- "19 10.287984 \n",
- "20 9.240317 \n",
- "21 4.311357 \n",
- "22 6.417456 \n",
- "23 6.592713 \n",
- "24 10.065342 \n",
- "25 5.802225 \n",
- "26 4.830454 \n",
- "27 4.739016 \n",
- "28 4.407191 \n",
- "29 7.414971 \n",
- "30 11.094117 \n",
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- "application/javascript": "(function(root) {\n function now() {\n return new Date();\n }\n\n const force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\nconst JS_MIME_TYPE = 'application/javascript';\n const HTML_MIME_TYPE = 'text/html';\n const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n const CLASS_NAME = 'output_bokeh rendered_html';\n\n /**\n * Render data to the DOM node\n */\n function render(props, node) {\n const script = document.createElement(\"script\");\n node.appendChild(script);\n }\n\n /**\n * Handle when an output is cleared or removed\n */\n function handleClearOutput(event, handle) {\n const cell = handle.cell;\n\n const id = cell.output_area._bokeh_element_id;\n const server_id = cell.output_area._bokeh_server_id;\n // Clean up Bokeh references\n if (id != null && id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n\n if (server_id !== undefined) {\n // Clean up Bokeh references\n const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n cell.notebook.kernel.execute(cmd_clean, {\n iopub: {\n output: function(msg) {\n const id = msg.content.text.trim();\n if (id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n }\n }\n });\n // Destroy server and session\n const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n cell.notebook.kernel.execute(cmd_destroy);\n }\n }\n\n /**\n * Handle when a new output is added\n */\n function handleAddOutput(event, handle) {\n const output_area = handle.output_area;\n const output = handle.output;\n\n // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n return\n }\n\n const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n\n if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n // store reference to embed id on output_area\n output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n }\n if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n const bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n const script_attrs = bk_div.children[0].attributes;\n for (let i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n }\n // store reference to server id on output_area\n output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n }\n }\n\n function register_renderer(events, OutputArea) {\n\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n const toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[toinsert.length - 1]);\n element.append(toinsert);\n return toinsert\n }\n\n /* Handle when an output is cleared or removed */\n events.on('clear_output.CodeCell', handleClearOutput);\n events.on('delete.Cell', handleClearOutput);\n\n /* Handle when a new output is added */\n events.on('output_added.OutputArea', handleAddOutput);\n\n /**\n * Register the mime type and append_mime function with output_area\n */\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n /* Is output safe? */\n safe: true,\n /* Index of renderer in `output_area.display_order` */\n index: 0\n });\n }\n\n // register the mime type if in Jupyter Notebook environment and previously unregistered\n if (root.Jupyter !== undefined) {\n const events = require('base/js/events');\n const OutputArea = require('notebook/js/outputarea').OutputArea;\n\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n }\n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n const NB_LOAD_WARNING = {'data': {'text/html':\n \"\\n\"+\n \"
\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"
\\n\"+\n \"
\\n\"+\n \"- re-rerun `output_notebook()` to attempt to load from CDN again, or
\\n\"+\n \"- use INLINE resources instead, as so:
\\n\"+\n \"
\\n\"+\n \"
\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"
\\n\"+\n \"
\"}};\n\n function display_loaded() {\n const el = document.getElementById(\"c4c6a1ba-48c9-48c7-9be4-c1dba86659cc\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error(url) {\n console.error(\"failed to load \" + url);\n }\n\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.2.2.min.js\"];\n const css_urls = [];\n\n const inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {\n }\n ];\n\n function run_inline_js() {\n if (root.Bokeh !== undefined || force === true) {\n for (let i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\nif (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n const cell = $(document.getElementById(\"c4c6a1ba-48c9-48c7-9be4-c1dba86659cc\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));",
+ "application/javascript": "(function(root) {\n function now() {\n return new Date();\n }\n\n const force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\nconst JS_MIME_TYPE = 'application/javascript';\n const HTML_MIME_TYPE = 'text/html';\n const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n const CLASS_NAME = 'output_bokeh rendered_html';\n\n /**\n * Render data to the DOM node\n */\n function render(props, node) {\n const script = document.createElement(\"script\");\n node.appendChild(script);\n }\n\n /**\n * Handle when an output is cleared or removed\n */\n function handleClearOutput(event, handle) {\n function drop(id) {\n const view = Bokeh.index.get_by_id(id)\n if (view != null) {\n view.model.document.clear()\n Bokeh.index.delete(view)\n }\n }\n\n const cell = handle.cell;\n\n const id = cell.output_area._bokeh_element_id;\n const server_id = cell.output_area._bokeh_server_id;\n\n // Clean up Bokeh references\n if (id != null) {\n drop(id)\n }\n\n if (server_id !== undefined) {\n // Clean up Bokeh references\n const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n cell.notebook.kernel.execute(cmd_clean, {\n iopub: {\n output: function(msg) {\n const id = msg.content.text.trim()\n drop(id)\n }\n }\n });\n // Destroy server and session\n const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n cell.notebook.kernel.execute(cmd_destroy);\n }\n }\n\n /**\n * Handle when a new output is added\n */\n function handleAddOutput(event, handle) {\n const output_area = handle.output_area;\n const output = handle.output;\n\n // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n return\n }\n\n const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n\n if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n // store reference to embed id on output_area\n output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n }\n if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n const bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n const script_attrs = bk_div.children[0].attributes;\n for (let i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n }\n // store reference to server id on output_area\n output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n }\n }\n\n function register_renderer(events, OutputArea) {\n\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n const toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[toinsert.length - 1]);\n element.append(toinsert);\n return toinsert\n }\n\n /* Handle when an output is cleared or removed */\n events.on('clear_output.CodeCell', handleClearOutput);\n events.on('delete.Cell', handleClearOutput);\n\n /* Handle when a new output is added */\n events.on('output_added.OutputArea', handleAddOutput);\n\n /**\n * Register the mime type and append_mime function with output_area\n */\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n /* Is output safe? */\n safe: true,\n /* Index of renderer in `output_area.display_order` */\n index: 0\n });\n }\n\n // register the mime type if in Jupyter Notebook environment and previously unregistered\n if (root.Jupyter !== undefined) {\n const events = require('base/js/events');\n const OutputArea = require('notebook/js/outputarea').OutputArea;\n\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n }\n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n const NB_LOAD_WARNING = {'data': {'text/html':\n \"\\n\"+\n \"
\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"
\\n\"+\n \"
\\n\"+\n \"- re-rerun `output_notebook()` to attempt to load from CDN again, or
\\n\"+\n \"- use INLINE resources instead, as so:
\\n\"+\n \"
\\n\"+\n \"
\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"
\\n\"+\n \"
\"}};\n\n function display_loaded() {\n const el = document.getElementById(\"e60272ff-292d-481c-adeb-c13daab76732\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error(url) {\n console.error(\"failed to load \" + url);\n }\n\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.3.4.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.3.4.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.3.4.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.3.4.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.3.4.min.js\"];\n const css_urls = [];\n\n const inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {\n }\n ];\n\n function run_inline_js() {\n if (root.Bokeh !== undefined || force === true) {\n for (let i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\nif (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n const cell = $(document.getElementById(\"e60272ff-292d-481c-adeb-c13daab76732\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));",
"application/vnd.bokehjs_load.v0+json": ""
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- "deprec_df value asset_name BEA_code \\\n",
- "0 {'life': 5.0, 'method': 'DB 200%'} Mainframes EP1A \n",
- "1 {'life': 5.0, 'method': 'DB 200%'} PCs EP1B \n",
- "2 {'life': 5.0, 'method': 'DB 200%'} DASDs EP1C \n",
- "3 {'life': 5.0, 'method': 'DB 200%'} Printers EP1D \n",
- "4 {'life': 5.0, 'method': 'DB 200%'} Terminals EP1E \n",
- "\n",
- " minor_asset_group major_asset_group ADS_life GDS_life system year \n",
- "0 Computers and Software Equipment 5.0 5.0 GDS 2020 \n",
- "1 Computers and Software Equipment 5.0 5.0 GDS 2020 \n",
- "2 Computers and Software Equipment 5.0 5.0 GDS 2020 \n",
- "3 Computers and Software Equipment 5.0 5.0 GDS 2020 \n",
- "4 Computers and Software Equipment 5.0 5.0 GDS 2020 \n",
- "deprec_df 2 asset_name BEA_code minor_asset_group major_asset_group ADS_life \\\n",
- "0 Mainframes EP1A Computers and Software Equipment 5.0 \n",
- "1 PCs EP1B Computers and Software Equipment 5.0 \n",
- "2 DASDs EP1C Computers and Software Equipment 5.0 \n",
- "3 Printers EP1D Computers and Software Equipment 5.0 \n",
- "4 Terminals EP1E Computers and Software Equipment 5.0 \n",
- "\n",
- " GDS_life system year life method \n",
- "0 5.0 GDS 2020 5.0 DB 200% \n",
- "1 5.0 GDS 2020 5.0 DB 200% \n",
- "2 5.0 GDS 2020 5.0 DB 200% \n",
- "3 5.0 GDS 2020 5.0 DB 200% \n",
- "4 5.0 GDS 2020 5.0 DB 200% \n",
- "deprec_df value asset_name BEA_code \\\n",
- "0 {'life': 5.0, 'method': 'DB 200%'} Mainframes EP1A \n",
- "1 {'life': 5.0, 'method': 'DB 200%'} PCs EP1B \n",
- "2 {'life': 5.0, 'method': 'DB 200%'} DASDs EP1C \n",
- "3 {'life': 5.0, 'method': 'DB 200%'} Printers EP1D \n",
- "4 {'life': 5.0, 'method': 'DB 200%'} Terminals EP1E \n",
- "\n",
- " minor_asset_group major_asset_group ADS_life GDS_life system year \n",
- "0 Computers and Software Equipment 5.0 5.0 GDS 2020 \n",
- "1 Computers and Software Equipment 5.0 5.0 GDS 2020 \n",
- "2 Computers and Software Equipment 5.0 5.0 GDS 2020 \n",
- "3 Computers and Software Equipment 5.0 5.0 GDS 2020 \n",
- "4 Computers and Software Equipment 5.0 5.0 GDS 2020 \n",
- "deprec_df 2 asset_name BEA_code minor_asset_group major_asset_group ADS_life \\\n",
- "0 Mainframes EP1A Computers and Software Equipment 5.0 \n",
- "1 PCs EP1B Computers and Software Equipment 5.0 \n",
- "2 DASDs EP1C Computers and Software Equipment 5.0 \n",
- "3 Printers EP1D Computers and Software Equipment 5.0 \n",
- "4 Terminals EP1E Computers and Software Equipment 5.0 \n",
- "\n",
- " GDS_life system year life method \n",
- "0 5.0 GDS 2020 5.0 DB 200% \n",
- "1 5.0 GDS 2020 5.0 DB 200% \n",
- "2 5.0 GDS 2020 5.0 DB 200% \n",
- "3 5.0 GDS 2020 5.0 DB 200% \n",
- "4 5.0 GDS 2020 5.0 DB 200% \n"
- ]
- },
{
"data": {
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"\n",
- " \n"
+ " \n"
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@@ -2154,12 +1807,12 @@
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{
"data": {
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const render_items = [{\"docid\":\"890781f8-9437-4768-9100-33ccb9679938\",\"roots\":{\"p1235\":\"eb2f721e-04f9-4834-b54e-8d8c997fc061\"},\"root_ids\":[\"p1235\"]}];\n root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n }\n if (root.Bokeh !== undefined) {\n embed_document(root);\n } else {\n let attempts = 0;\n const timer = setInterval(function(root) {\n if (root.Bokeh !== undefined) {\n clearInterval(timer);\n embed_document(root);\n } else {\n attempts++;\n if (attempts > 100) {\n clearInterval(timer);\n console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n }\n }\n }, 10, root)\n }\n})(window);",
"application/vnd.bokehjs_exec.v0+json": ""
},
"metadata": {
"application/vnd.bokehjs_exec.v0+json": {
- "id": "p1223"
+ "id": "p1235"
}
},
"output_type": "display_data"
@@ -2181,54 +1834,22 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 19,
"metadata": {},
"outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "deprec_df value asset_name BEA_code \\\n",
- "0 {'life': 5.0, 'method': 'DB 200%'} Mainframes EP1A \n",
- "1 {'life': 5.0, 'method': 'DB 200%'} PCs EP1B \n",
- "2 {'life': 5.0, 'method': 'DB 200%'} DASDs EP1C \n",
- "3 {'life': 5.0, 'method': 'DB 200%'} Printers EP1D \n",
- "4 {'life': 5.0, 'method': 'DB 200%'} Terminals EP1E \n",
- "\n",
- " minor_asset_group major_asset_group ADS_life GDS_life system year \n",
- "0 Computers and Software Equipment 5.0 5.0 GDS 2020 \n",
- "1 Computers and Software Equipment 5.0 5.0 GDS 2020 \n",
- "2 Computers and Software Equipment 5.0 5.0 GDS 2020 \n",
- "3 Computers and Software Equipment 5.0 5.0 GDS 2020 \n",
- "4 Computers and Software Equipment 5.0 5.0 GDS 2020 \n",
- "deprec_df 2 asset_name BEA_code minor_asset_group major_asset_group ADS_life \\\n",
- "0 Mainframes EP1A Computers and Software Equipment 5.0 \n",
- "1 PCs EP1B Computers and Software Equipment 5.0 \n",
- "2 DASDs EP1C Computers and Software Equipment 5.0 \n",
- "3 Printers EP1D Computers and Software Equipment 5.0 \n",
- "4 Terminals EP1E Computers and Software Equipment 5.0 \n",
- "\n",
- " GDS_life system year life method \n",
- "0 5.0 GDS 2020 5.0 DB 200% \n",
- "1 5.0 GDS 2020 5.0 DB 200% \n",
- "2 5.0 GDS 2020 5.0 DB 200% \n",
- "3 5.0 GDS 2020 5.0 DB 200% \n",
- "4 5.0 GDS 2020 5.0 DB 200% \n"
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"application/vnd.bokehjs_exec.v0+json": ""
},
"metadata": {
"application/vnd.bokehjs_exec.v0+json": {
- "id": "p1461"
+ "id": "p1485"
}
},
"output_type": "display_data"
@@ -2264,7 +1885,7 @@
],
"metadata": {
"kernelspec": {
- "display_name": "Python 3 (ipykernel)",
+ "display_name": "ccc-dev",
"language": "python",
"name": "python3"
},
@@ -2278,7 +1899,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.12.2"
+ "version": "3.12.5"
}
},
"nbformat": 4,
diff --git a/docs/book/content/examples/TCJA_extension.ipynb b/docs/book/content/examples/TCJA_extension.ipynb
index 77dea940..1bb148b9 100644
--- a/docs/book/content/examples/TCJA_extension.ipynb
+++ b/docs/book/content/examples/TCJA_extension.ipynb
@@ -20,9 +20,39 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 1,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Requirement already satisfied: cost-of-capital-calculator in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (1.5.2)\n",
+ "Requirement already satisfied: taxcalc in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from cost-of-capital-calculator) (4.4.0)\n",
+ "Requirement already satisfied: pandas in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from cost-of-capital-calculator) (2.2.2)\n",
+ "Requirement already satisfied: bokeh in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from cost-of-capital-calculator) (3.3.4)\n",
+ "Requirement already satisfied: numpy in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from cost-of-capital-calculator) (1.26.4)\n",
+ "Requirement already satisfied: paramtools in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from cost-of-capital-calculator) (0.19.0)\n",
+ "Requirement already satisfied: Jinja2>=2.9 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from bokeh->cost-of-capital-calculator) (3.1.4)\n",
+ "Requirement already satisfied: contourpy>=1 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from bokeh->cost-of-capital-calculator) (1.2.0)\n",
+ "Requirement already satisfied: packaging>=16.8 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from bokeh->cost-of-capital-calculator) (24.1)\n",
+ "Requirement already satisfied: pillow>=7.1.0 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from bokeh->cost-of-capital-calculator) (10.4.0)\n",
+ "Requirement already satisfied: PyYAML>=3.10 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from bokeh->cost-of-capital-calculator) (6.0.1)\n",
+ "Requirement already satisfied: tornado>=5.1 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from bokeh->cost-of-capital-calculator) (6.4.1)\n",
+ "Requirement already satisfied: xyzservices>=2021.09.1 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from bokeh->cost-of-capital-calculator) (2022.9.0)\n",
+ "Requirement already satisfied: python-dateutil>=2.8.2 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from pandas->cost-of-capital-calculator) (2.9.0.post0)\n",
+ "Requirement already satisfied: pytz>=2020.1 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from pandas->cost-of-capital-calculator) (2024.1)\n",
+ "Requirement already satisfied: tzdata>=2022.7 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from pandas->cost-of-capital-calculator) (2023.3)\n",
+ "Requirement already satisfied: marshmallow>=3.0.0 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from paramtools->cost-of-capital-calculator) (3.19.0)\n",
+ "Requirement already satisfied: fsspec in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from paramtools->cost-of-capital-calculator) (2024.6.1)\n",
+ "Requirement already satisfied: sortedcontainers in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from paramtools->cost-of-capital-calculator) (2.4.0)\n",
+ "Requirement already satisfied: numba in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from taxcalc->cost-of-capital-calculator) (0.59.0)\n",
+ "Requirement already satisfied: MarkupSafe>=2.0 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from Jinja2>=2.9->bokeh->cost-of-capital-calculator) (2.1.3)\n",
+ "Requirement already satisfied: six>=1.5 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from python-dateutil>=2.8.2->pandas->cost-of-capital-calculator) (1.16.0)\n",
+ "Requirement already satisfied: llvmlite<0.43,>=0.42.0dev0 in /Users/jason.debacker/anaconda3/envs/ccc-dev/lib/python3.12/site-packages (from numba->taxcalc->cost-of-capital-calculator) (0.42.0)\n"
+ ]
+ }
+ ],
"source": [
"# To install ccc package (if not already):\n",
"import sys\n",
@@ -32,7 +62,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 2,
"metadata": {},
"outputs": [
{
@@ -48,7 +78,7 @@
" \n",
" \n",
"
\n",
- "
Loading BokehJS ...\n",
+ "
Loading BokehJS ...\n",
"
\n"
]
},
@@ -57,7 +87,7 @@
},
{
"data": {
- "application/javascript": "(function(root) {\n function now() {\n return new Date();\n }\n\n const force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\nconst JS_MIME_TYPE = 'application/javascript';\n const HTML_MIME_TYPE = 'text/html';\n const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n const CLASS_NAME = 'output_bokeh rendered_html';\n\n /**\n * Render data to the DOM node\n */\n function render(props, node) {\n const script = document.createElement(\"script\");\n node.appendChild(script);\n }\n\n /**\n * Handle when an output is cleared or removed\n */\n function handleClearOutput(event, handle) {\n function drop(id) {\n const view = Bokeh.index.get_by_id(id)\n if (view != null) {\n view.model.document.clear()\n Bokeh.index.delete(view)\n }\n }\n\n const cell = handle.cell;\n\n const id = cell.output_area._bokeh_element_id;\n const server_id = cell.output_area._bokeh_server_id;\n\n // Clean up Bokeh references\n if (id != null) {\n drop(id)\n }\n\n if (server_id !== undefined) {\n // Clean up Bokeh references\n const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n cell.notebook.kernel.execute(cmd_clean, {\n iopub: {\n output: function(msg) {\n const id = msg.content.text.trim()\n drop(id)\n }\n }\n });\n // Destroy server and session\n const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n cell.notebook.kernel.execute(cmd_destroy);\n }\n }\n\n /**\n * Handle when a new output is added\n */\n function handleAddOutput(event, handle) {\n const output_area = handle.output_area;\n const output = handle.output;\n\n // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n return\n }\n\n const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n\n if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n // store reference to embed id on output_area\n output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n }\n if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n const bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n const script_attrs = bk_div.children[0].attributes;\n for (let i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n }\n // store reference to server id on output_area\n output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n }\n }\n\n function register_renderer(events, OutputArea) {\n\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n const toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[toinsert.length - 1]);\n element.append(toinsert);\n return toinsert\n }\n\n /* Handle when an output is cleared or removed */\n events.on('clear_output.CodeCell', handleClearOutput);\n events.on('delete.Cell', handleClearOutput);\n\n /* Handle when a new output is added */\n events.on('output_added.OutputArea', handleAddOutput);\n\n /**\n * Register the mime type and append_mime function with output_area\n */\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n /* Is output safe? */\n safe: true,\n /* Index of renderer in `output_area.display_order` */\n index: 0\n });\n }\n\n // register the mime type if in Jupyter Notebook environment and previously unregistered\n if (root.Jupyter !== undefined) {\n const events = require('base/js/events');\n const OutputArea = require('notebook/js/outputarea').OutputArea;\n\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n }\n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n const NB_LOAD_WARNING = {'data': {'text/html':\n \"\\n\"+\n \"
\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"
\\n\"+\n \"
\\n\"+\n \"- re-rerun `output_notebook()` to attempt to load from CDN again, or
\\n\"+\n \"- use INLINE resources instead, as so:
\\n\"+\n \"
\\n\"+\n \"
\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"
\\n\"+\n \"
\"}};\n\n function display_loaded() {\n const el = document.getElementById(\"fc42427e-f8ac-4c83-a65c-5c55ffba97c9\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error(url) {\n console.error(\"failed to load \" + url);\n }\n\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.3.4.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.3.4.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.3.4.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.3.4.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.3.4.min.js\"];\n const css_urls = [];\n\n const inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {\n }\n ];\n\n function run_inline_js() {\n if (root.Bokeh !== undefined || force === true) {\n for (let i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\nif (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n const cell = $(document.getElementById(\"fc42427e-f8ac-4c83-a65c-5c55ffba97c9\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));",
+ "application/javascript": "(function(root) {\n function now() {\n return new Date();\n }\n\n const force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\nconst JS_MIME_TYPE = 'application/javascript';\n const HTML_MIME_TYPE = 'text/html';\n const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n const CLASS_NAME = 'output_bokeh rendered_html';\n\n /**\n * Render data to the DOM node\n */\n function render(props, node) {\n const script = document.createElement(\"script\");\n node.appendChild(script);\n }\n\n /**\n * Handle when an output is cleared or removed\n */\n function handleClearOutput(event, handle) {\n function drop(id) {\n const view = Bokeh.index.get_by_id(id)\n if (view != null) {\n view.model.document.clear()\n Bokeh.index.delete(view)\n }\n }\n\n const cell = handle.cell;\n\n const id = cell.output_area._bokeh_element_id;\n const server_id = cell.output_area._bokeh_server_id;\n\n // Clean up Bokeh references\n if (id != null) {\n drop(id)\n }\n\n if (server_id !== undefined) {\n // Clean up Bokeh references\n const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n cell.notebook.kernel.execute(cmd_clean, {\n iopub: {\n output: function(msg) {\n const id = msg.content.text.trim()\n drop(id)\n }\n }\n });\n // Destroy server and session\n const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n cell.notebook.kernel.execute(cmd_destroy);\n }\n }\n\n /**\n * Handle when a new output is added\n */\n function handleAddOutput(event, handle) {\n const output_area = handle.output_area;\n const output = handle.output;\n\n // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n return\n }\n\n const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n\n if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n // store reference to embed id on output_area\n output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n }\n if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n const bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n const script_attrs = bk_div.children[0].attributes;\n for (let i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n }\n // store reference to server id on output_area\n output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n }\n }\n\n function register_renderer(events, OutputArea) {\n\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n const toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[toinsert.length - 1]);\n element.append(toinsert);\n return toinsert\n }\n\n /* Handle when an output is cleared or removed */\n events.on('clear_output.CodeCell', handleClearOutput);\n events.on('delete.Cell', handleClearOutput);\n\n /* Handle when a new output is added */\n events.on('output_added.OutputArea', handleAddOutput);\n\n /**\n * Register the mime type and append_mime function with output_area\n */\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n /* Is output safe? */\n safe: true,\n /* Index of renderer in `output_area.display_order` */\n index: 0\n });\n }\n\n // register the mime type if in Jupyter Notebook environment and previously unregistered\n if (root.Jupyter !== undefined) {\n const events = require('base/js/events');\n const OutputArea = require('notebook/js/outputarea').OutputArea;\n\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n }\n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n const NB_LOAD_WARNING = {'data': {'text/html':\n \"\\n\"+\n \"
\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"
\\n\"+\n \"
\\n\"+\n \"- re-rerun `output_notebook()` to attempt to load from CDN again, or
\\n\"+\n \"- use INLINE resources instead, as so:
\\n\"+\n \"
\\n\"+\n \"
\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"
\\n\"+\n \"
\"}};\n\n function display_loaded() {\n const el = document.getElementById(\"c130108d-fb93-4e25-ac18-a00ccd06668b\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error(url) {\n console.error(\"failed to load \" + url);\n }\n\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.3.4.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.3.4.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.3.4.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.3.4.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.3.4.min.js\"];\n const css_urls = [];\n\n const inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {\n }\n ];\n\n function run_inline_js() {\n if (root.Bokeh !== undefined || force === true) {\n for (let i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\nif (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n const cell = $(document.getElementById(\"c130108d-fb93-4e25-ac18-a00ccd06668b\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));",
"application/vnd.bokehjs_load.v0+json": ""
},
"metadata": {},
@@ -88,7 +118,7 @@
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
@@ -112,23 +142,9 @@
},
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": 4,
"metadata": {},
- "outputs": [
- {
- "ename": "IndexError",
- "evalue": "index 0 is out of bounds for axis 0 with size 0",
- "output_type": "error",
- "traceback": [
- "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
- "\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)",
- "Cell \u001b[0;32mIn[24], line 5\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[38;5;66;03m# Create an instance of the Specification class\u001b[39;00m\n\u001b[1;32m 4\u001b[0m p2 \u001b[38;5;241m=\u001b[39m Specification(call_tc\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m, year\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m2027\u001b[39m) \u001b[38;5;66;03m# choose year after TCJA expires\u001b[39;00m\n\u001b[0;32m----> 5\u001b[0m \u001b[43mp2\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mupdate_specification\u001b[49m\u001b[43m(\u001b[49m\u001b[43mos\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpath\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mjoin\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m..\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m..\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m..\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m..\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mccc\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mtcja_extension.json\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 6\u001b[0m \u001b[38;5;66;03m# Create an instance of the DepreciationParams class\u001b[39;00m\n\u001b[1;32m 7\u001b[0m dp \u001b[38;5;241m=\u001b[39m DepreciationParams()\n",
- "File \u001b[0;32m~/repos/CCC/ccc/parameters.py:245\u001b[0m, in \u001b[0;36mSpecification.update_specification\u001b[0;34m(self, revision, raise_errors)\u001b[0m\n\u001b[1;32m 243\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mERROR: revision is not a dictionary or string\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 244\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39madjust(revision, raise_errors\u001b[38;5;241m=\u001b[39mraise_errors)\n\u001b[0;32m--> 245\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcompute_default_params\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
- "File \u001b[0;32m~/repos/CCC/ccc/parameters.py:187\u001b[0m, in \u001b[0;36mSpecification.compute_default_params\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 185\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mbonus_deprec \u001b[38;5;241m=\u001b[39m {}\n\u001b[1;32m 186\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m cl \u001b[38;5;129;01min\u001b[39;00m class_list_str:\n\u001b[0;32m--> 187\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mbonus_deprec[cl] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mgetattr\u001b[39;49m\u001b[43m(\u001b[49m\n\u001b[1;32m 188\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mBonusDeprec_\u001b[39;49m\u001b[38;5;132;43;01m{}\u001b[39;49;00m\u001b[38;5;124;43myr\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mformat\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcl\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 189\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\n\u001b[1;32m 190\u001b[0m \u001b[38;5;66;03m# to handle land and inventories\u001b[39;00m\n\u001b[1;32m 191\u001b[0m \u001b[38;5;66;03m# this is fixed later, but should work on this\u001b[39;00m\n\u001b[1;32m 192\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mbonus_deprec[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m100\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0.0\u001b[39m\n",
- "\u001b[0;31mIndexError\u001b[0m: index 0 is out of bounds for axis 0 with size 0"
- ]
- }
- ],
+ "outputs": [],
"source": [
"# Create an instance of the Assets class\n",
"assets = Assets()\n",
@@ -155,7 +171,7 @@
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 5,
"metadata": {},
"outputs": [
{
@@ -189,51 +205,51 @@
" \n",
" 0 | \n",
" Overall | \n",
- " 22.061070 | \n",
- " 20.280837 | \n",
- " -1.780234 | \n",
+ " 25.390702 | \n",
+ " 20.332555 | \n",
+ " -5.058147 | \n",
"
\n",
" \n",
" 1 | \n",
" Corporations | \n",
- " 22.053440 | \n",
- " 21.173608 | \n",
- " -0.879832 | \n",
+ " 22.104009 | \n",
+ " 21.224748 | \n",
+ " -0.879261 | \n",
"
\n",
" \n",
" 2 | \n",
" Equity Financed | \n",
- " 24.290534 | \n",
- " 23.435529 | \n",
- " -0.855005 | \n",
+ " 24.337664 | \n",
+ " 23.483192 | \n",
+ " -0.854472 | \n",
"
\n",
" \n",
" 3 | \n",
" Debt Financed | \n",
- " 14.099487 | \n",
- " 13.100244 | \n",
- " -0.999243 | \n",
+ " 14.162442 | \n",
+ " 13.163931 | \n",
+ " -0.998511 | \n",
"
\n",
" \n",
" 4 | \n",
" Pass-Through Entities | \n",
- " 23.679694 | \n",
- " 20.858889 | \n",
- " -2.820805 | \n",
+ " 30.434236 | \n",
+ " 20.914354 | \n",
+ " -9.519882 | \n",
"
\n",
" \n",
" 5 | \n",
" Equity Financed | \n",
- " 22.924874 | \n",
- " 18.482954 | \n",
- " -4.441920 | \n",
+ " 32.856851 | \n",
+ " 18.533700 | \n",
+ " -14.323151 | \n",
"
\n",
" \n",
" 6 | \n",
" Debt Financed | \n",
- " 26.911062 | \n",
- " 29.792381 | \n",
- " 2.881319 | \n",
+ " 18.024908 | \n",
+ " 29.865425 | \n",
+ " 11.840518 | \n",
"
\n",
" \n",
"\n",
@@ -250,34 +266,34 @@
"6 Debt Financed \n",
"\n",
" Marginal Effective Total Tax Rate Under Baseline Policy \\\n",
- "0 22.061070 \n",
- "1 22.053440 \n",
- "2 24.290534 \n",
- "3 14.099487 \n",
- "4 23.679694 \n",
- "5 22.924874 \n",
- "6 26.911062 \n",
+ "0 25.390702 \n",
+ "1 22.104009 \n",
+ "2 24.337664 \n",
+ "3 14.162442 \n",
+ "4 30.434236 \n",
+ "5 32.856851 \n",
+ "6 18.024908 \n",
"\n",
" Marginal Effective Total Tax Rate Under Reform Policy \\\n",
- "0 20.280837 \n",
- "1 21.173608 \n",
- "2 23.435529 \n",
- "3 13.100244 \n",
- "4 20.858889 \n",
- "5 18.482954 \n",
- "6 29.792381 \n",
+ "0 20.332555 \n",
+ "1 21.224748 \n",
+ "2 23.483192 \n",
+ "3 13.163931 \n",
+ "4 20.914354 \n",
+ "5 18.533700 \n",
+ "6 29.865425 \n",
"\n",
" Change from Baseline (pp) \n",
- "0 -1.780234 \n",
- "1 -0.879832 \n",
- "2 -0.855005 \n",
- "3 -0.999243 \n",
- "4 -2.820805 \n",
- "5 -4.441920 \n",
- "6 2.881319 "
+ "0 -5.058147 \n",
+ "1 -0.879261 \n",
+ "2 -0.854472 \n",
+ "3 -0.998511 \n",
+ "4 -9.519882 \n",
+ "5 -14.323151 \n",
+ "6 11.840518 "
]
},
- "execution_count": 22,
+ "execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
@@ -291,16 +307,16 @@
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "array([0.20116501])"
+ "array([0.3563643])"
]
},
- "execution_count": 14,
+ "execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
@@ -319,7 +335,7 @@
],
"metadata": {
"kernelspec": {
- "display_name": "Python 3 (ipykernel)",
+ "display_name": "ccc-dev",
"language": "python",
"name": "python3"
},
@@ -333,7 +349,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.12.2"
+ "version": "3.12.5"
}
},
"nbformat": 4,
diff --git a/docs/book/content/intro.md b/docs/book/content/intro.md
index b9fb2cf0..6953d38c 100644
--- a/docs/book/content/intro.md
+++ b/docs/book/content/intro.md
@@ -22,4 +22,4 @@ Results will change as the underlying models improve. A fundamental reason for a
## Citing the Cost-of-Capital-Calculator Model
-Cost-of-Capital-Calculator (Version 1.5.2)[Source code], https://github.com/PSLmodels/Cost-of-Capital-Calculator
\ No newline at end of file
+Cost-of-Capital-Calculator (Version 2.0.0)[Source code], https://github.com/PSLmodels/Cost-of-Capital-Calculator
\ No newline at end of file
diff --git a/environment.yml b/environment.yml
index 5fc6b490..5cbd004a 100644
--- a/environment.yml
+++ b/environment.yml
@@ -3,8 +3,6 @@ channels:
- conda-forge
dependencies:
- python
-- "taxcalc>=4.0.0"
-- "paramtools>=0.18.3"
- "pandas>=2.2.0"
- bokeh>=3.1.1
- setuptools
@@ -19,5 +17,7 @@ dependencies:
- black
- pip:
- jupyter-book>=0.9.1
+ - taxcalc>=4.4.0
+ - paramtools>=0.18.3
- "cs-kit>=1.16.8"
- cs2tc
diff --git a/example_output/baseline_byasset_expected.csv b/example_output/baseline_byasset_expected.csv
index 55bf0651..91e121d6 100644
--- a/example_output/baseline_byasset_expected.csv
+++ b/example_output/baseline_byasset_expected.csv
@@ -98,105 +98,105 @@
96,96,15.00000,Electric,1052404941676.51135,SU30,0.02110,0.09899,0.14910,0.13307,Structures,-0.37858,0.00000,-0.08871,-0.05439,0.09141,0.05724,Other Structures,0.03772,0.05800,0.05151,corporate,-0.00205,0.00530,0.00295,0.05882,0.07910,0.07261,1.00000,1.00000,1.00000
97,97,5.00000,Wind and solar,119300186300.69254,SU60,0.03030,0.09899,0.14910,0.13307,Structures,-0.37858,0.00000,-0.08871,-0.05439,0.09141,0.05724,Other Structures,0.03772,0.05800,0.05151,corporate,-0.00205,0.00530,0.00295,0.06802,0.08830,0.08181,1.00000,1.00000,1.00000
98,98,27.50000,Residential,333776621894.00000,RES,0.01631,0.12609,0.19380,0.17191,Structures,-0.16644,0.16325,0.08583,0.10786,0.23973,0.20839,Residential Buildings,0.04458,0.06932,0.06135,corporate,0.00481,0.01662,0.01278,0.06089,0.08563,0.07766,0.52240,0.42718,0.45450
-99,99,3.00000,Prepackaged software,22158075947.24139,ENS1,0.55000,0.17882,0.14799,0.15693,Equipment,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Computers and Software,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.58834,0.60270,0.59853,1.00000,1.00000,1.00000
-100,100,3.00000,Custom software,60800835314.35992,ENS2,0.33000,0.17882,0.14799,0.15693,Equipment,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Computers and Software,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.36834,0.38270,0.37853,1.00000,1.00000,1.00000
-101,101,5.00000,Mainframes,6190706381.18300,EP1A,0.46330,0.17882,0.14799,0.15693,Equipment,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Computers and Software,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.50164,0.51600,0.51183,1.00000,1.00000,1.00000
-102,102,5.00000,PCs,20612189046.26059,EP1B,0.46330,0.17882,0.14799,0.15693,Equipment,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Computers and Software,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.50164,0.51600,0.51183,1.00000,1.00000,1.00000
-103,103,5.00000,DASDs,0.00000,EP1C,0.46330,0.17882,0.14799,0.15693,Equipment,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Computers and Software,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.50164,0.51600,0.51183,1.00000,1.00000,1.00000
-104,104,5.00000,Printers,3876956088.97943,EP1D,0.46330,0.17882,0.14799,0.15693,Equipment,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Computers and Software,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.50164,0.51600,0.51183,1.00000,1.00000,1.00000
-105,105,5.00000,Terminals,5141005380.94880,EP1E,0.46330,0.17882,0.14799,0.15693,Equipment,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Computers and Software,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.50164,0.51600,0.51183,1.00000,1.00000,1.00000
-106,106,5.00000,Tape drives,0.00000,EP1F,0.46330,0.17882,0.14799,0.15693,Equipment,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Computers and Software,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.50164,0.51600,0.51183,1.00000,1.00000,1.00000
-107,107,5.00000,Storage devices,3192011590.92400,EP1G,0.46330,0.17882,0.14799,0.15693,Equipment,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Computers and Software,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.50164,0.51600,0.51183,1.00000,1.00000,1.00000
-108,108,5.00000,System integrators,11800815475.28772,EP1H,0.46330,0.17882,0.14799,0.15693,Equipment,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Computers and Software,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.50164,0.51600,0.51183,1.00000,1.00000,1.00000
-109,109,7.00000,Special industrial machinery,56031412759.69572,EI40,0.10310,0.17882,0.14799,0.15693,Equipment,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Industrial Machinery,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.14144,0.15580,0.15163,1.00000,1.00000,1.00000
-110,110,7.00000,General industrial equipment,114662497838.17902,EI50,0.10720,0.17882,0.14799,0.15693,Equipment,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Industrial Machinery,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.14554,0.15990,0.15573,1.00000,1.00000,1.00000
-111,111,5.00000,Office and accounting equipment,2542388832.96892,EP12,0.31190,0.17882,0.14799,0.15693,Equipment,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Instruments and Communications Equipment,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.35024,0.36460,0.36043,1.00000,1.00000,1.00000
-112,112,7.00000,Communications,102468863895.39655,EP20,0.11290,0.17882,0.14799,0.15693,Equipment,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Instruments and Communications Equipment,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.15124,0.16560,0.16143,1.00000,1.00000,1.00000
-113,113,5.00000,Photocopy and related equipment,10079053795.00768,EP31,0.18000,0.17882,0.14799,0.15693,Equipment,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Instruments and Communications Equipment,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.21834,0.23270,0.22853,1.00000,1.00000,1.00000
-114,114,7.00000,Nonelectro medical instruments,111916495412.21930,EP34,0.13500,0.17882,0.14799,0.15693,Equipment,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Instruments and Communications Equipment,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.17334,0.18770,0.18353,1.00000,1.00000,1.00000
-115,115,7.00000,Electro medical instruments,65668171777.05855,EP35,0.13500,0.17882,0.14799,0.15693,Equipment,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Instruments and Communications Equipment,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.17334,0.18770,0.18353,1.00000,1.00000,1.00000
-116,116,7.00000,Nonmedical instruments,59590066982.74078,EP36,0.13500,0.17882,0.14799,0.15693,Equipment,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Instruments and Communications Equipment,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.17334,0.18770,0.18353,1.00000,1.00000,1.00000
-117,117,5.00000,Household furniture,8579128473.70233,EO11,0.13750,0.17882,0.14799,0.15693,Equipment,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Office and Residential Equipment,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.17584,0.19020,0.18603,1.00000,1.00000,1.00000
-118,118,7.00000,Other furniture,97670828983.20677,EO12,0.11790,0.17882,0.14799,0.15693,Equipment,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Office and Residential Equipment,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.15624,0.17060,0.16643,1.00000,1.00000,1.00000
-119,119,5.00000,Household appliances,2193695747.80152,EO71,0.16500,0.17882,0.14799,0.15693,Equipment,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Office and Residential Equipment,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.20334,0.21770,0.21353,1.00000,1.00000,1.00000
-120,120,7.00000,Service industry machinery,66122349452.24888,EO60,0.15280,0.17882,0.14799,0.15693,Equipment,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Other Equipment,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.19114,0.20550,0.20133,1.00000,1.00000,1.00000
-121,121,7.00000,Other electrical,3542409326.71975,EO72,0.18340,0.17882,0.14799,0.15693,Equipment,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Other Equipment,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.22174,0.23610,0.23193,1.00000,1.00000,1.00000
-122,122,7.00000,Other,106207464937.46689,EO80,0.14730,0.17882,0.14799,0.15693,Equipment,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Other Equipment,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.18564,0.20000,0.19583,1.00000,1.00000,1.00000
-123,123,5.00000,Nuclear fuel,357727587.15623,EI11,0.25000,0.17882,0.14799,0.15693,Equipment,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Other Industrial Equipment,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.28834,0.30270,0.29853,1.00000,1.00000,1.00000
-124,124,7.00000,Other fabricated metals,36269357406.68746,EI12,0.09170,0.17882,0.14799,0.15693,Equipment,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Other Industrial Equipment,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.13004,0.14440,0.14023,1.00000,1.00000,1.00000
-125,125,7.00000,Metalworking machinery,40483811779.61037,EI30,0.12250,0.17882,0.14799,0.15693,Equipment,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Other Industrial Equipment,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.16084,0.17520,0.17103,1.00000,1.00000,1.00000
-126,126,15.00000,Electric transmission and distribution,41257755573.28319,EI60,0.05000,0.17882,0.14799,0.15693,Equipment,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Other Industrial Equipment,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.08834,0.10270,0.09853,1.00000,1.00000,1.00000
-127,127,7.00000,Farm tractors,30621499311.60472,EO21,0.14520,0.17882,0.14799,0.15693,Equipment,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Other Industrial Equipment,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.18354,0.19790,0.19373,1.00000,1.00000,1.00000
-128,128,5.00000,Construction tractors,3719463640.44892,EO22,0.16330,0.17882,0.14799,0.15693,Equipment,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Other Industrial Equipment,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.20164,0.21600,0.21183,1.00000,1.00000,1.00000
-129,129,7.00000,Other agricultural machinery,80549886162.69899,EO30,0.11790,0.17882,0.14799,0.15693,Equipment,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Other Industrial Equipment,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.15624,0.17060,0.16643,1.00000,1.00000,1.00000
-130,130,5.00000,Other construction machinery,98513726689.52679,EO40,0.15500,0.17882,0.14799,0.15693,Equipment,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Other Industrial Equipment,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.19334,0.20770,0.20353,1.00000,1.00000,1.00000
-131,131,7.00000,Mining and oilfield machinery,18092187649.22342,EO50,0.15000,0.17882,0.14799,0.15693,Equipment,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Other Industrial Equipment,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.18834,0.20270,0.19853,1.00000,1.00000,1.00000
-132,132,15.00000,Steam engines,6902986050.14308,EI21,0.05160,0.17882,0.14799,0.15693,Equipment,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Transportation Equipment,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.08994,0.10430,0.10013,1.00000,1.00000,1.00000
-133,133,7.00000,Internal combustion engines,1555979253.60812,EI22,0.20630,0.17882,0.14799,0.15693,Equipment,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Transportation Equipment,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.24464,0.25900,0.25483,1.00000,1.00000,1.00000
-134,134,5.00000,Light trucks (including utility vehicles),77738021463.51085,ET11,0.17250,0.17882,0.14799,0.15693,Equipment,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Transportation Equipment,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.21084,0.22520,0.22103,1.00000,1.00000,1.00000
-135,135,5.00000,"Other trucks, buses and truck trailers",52902871715.14603,ET12,0.17250,0.17882,0.14799,0.15693,Equipment,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Transportation Equipment,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.21084,0.22520,0.22103,1.00000,1.00000,1.00000
-136,136,5.00000,Autos,47539167782.38700,ET20,0.33330,0.17882,0.14799,0.15693,Equipment,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Transportation Equipment,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.37164,0.38600,0.38183,1.00000,1.00000,1.00000
-137,137,5.00000,Aircraft,86223598874.83788,ET30,0.08590,0.17882,0.14799,0.15693,Equipment,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Transportation Equipment,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.12424,0.13860,0.13443,1.00000,1.00000,1.00000
-138,138,10.00000,Ships and boats,16387379759.80567,ET40,0.06110,0.17882,0.14799,0.15693,Equipment,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Transportation Equipment,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.09944,0.11380,0.10963,1.00000,1.00000,1.00000
-139,139,7.00000,Railroad equipment,29964515454.02116,ET50,0.05890,0.17882,0.14799,0.15693,Equipment,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Transportation Equipment,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.09724,0.11160,0.10743,1.00000,1.00000,1.00000
-140,140,15.00000,Theatrical movies,18409754458.46626,AE10,0.09300,0.17882,0.14799,0.15693,Intellectual Property,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.13134,0.14570,0.14153,1.00000,1.00000,1.00000
-141,141,15.00000,Long-lived television programs,14909126060.40839,AE20,0.16800,0.17882,0.14799,0.15693,Intellectual Property,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.20634,0.22070,0.21653,1.00000,1.00000,1.00000
-142,142,15.00000,Books,14215531494.34945,AE30,0.12100,0.17882,0.14799,0.15693,Intellectual Property,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.15934,0.17370,0.16953,1.00000,1.00000,1.00000
-143,143,15.00000,Music,8069489954.09881,AE40,0.26700,0.17882,0.14799,0.15693,Intellectual Property,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.30534,0.31970,0.31553,1.00000,1.00000,1.00000
-144,144,15.00000,Other entertainment originals,11674503193.39874,AE50,0.10900,0.17882,0.14799,0.15693,Intellectual Property,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.14734,0.16170,0.15753,1.00000,1.00000,1.00000
-145,145,3.00000,Own account software,63396170766.96828,ENS3,0.33000,0.17882,0.14799,0.15693,Intellectual Property,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.36834,0.38270,0.37853,1.00000,1.00000,1.00000
-146,146,5.00000,Pharmaceutical and medicine manufacturing,68720410526.40900,RD11,0.10000,0.17882,0.14799,0.15693,Intellectual Property,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.13834,0.15270,0.14853,1.00000,1.00000,1.00000
-147,147,5.00000,"Chemical manufacturing, ex. pharma and med",9431775719.32930,RD12,0.16000,0.17882,0.14799,0.15693,Intellectual Property,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.19834,0.21270,0.20853,1.00000,1.00000,1.00000
-148,148,5.00000,Computers and peripheral equipment manufacturing,1249951615.14700,RD21,0.40000,0.17882,0.14799,0.15693,Intellectual Property,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.43834,0.45270,0.44853,1.00000,1.00000,1.00000
-149,149,5.00000,Communications equipment manufacturing,5016215180.93255,RD22,0.27000,0.17882,0.14799,0.15693,Intellectual Property,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.30834,0.32270,0.31853,1.00000,1.00000,1.00000
-150,150,5.00000,Semiconductor and other component manufacturing,10920003474.83112,RD23,0.25000,0.17882,0.14799,0.15693,Intellectual Property,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.28834,0.30270,0.29853,1.00000,1.00000,1.00000
-151,151,5.00000,Navigational and other instruments manufacturing,4025914234.82626,RD24,0.29000,0.17882,0.14799,0.15693,Intellectual Property,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.32834,0.34270,0.33853,1.00000,1.00000,1.00000
-152,152,5.00000,"Other computer and electronic manufacturing, n.e.c.",213775583.63471,RD25,0.40000,0.17882,0.14799,0.15693,Intellectual Property,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.43834,0.45270,0.44853,1.00000,1.00000,1.00000
-153,153,7.00000,Motor vehicles and parts manufacturing,5835206602.12800,RD31,0.31000,0.17882,0.14799,0.15693,Intellectual Property,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.34834,0.36270,0.35853,1.00000,1.00000,1.00000
-154,154,7.00000,Aerospace products and parts manufacturing,4929469423.57540,RD32,0.22000,0.17882,0.14799,0.15693,Intellectual Property,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.25834,0.27270,0.26853,1.00000,1.00000,1.00000
-155,155,3.00000,Software publishers,949730450.60092,RD40,0.22000,0.17882,0.14799,0.15693,Intellectual Property,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.25834,0.27270,0.26853,1.00000,1.00000,1.00000
-156,156,5.00000,Financial and real estate services,1540787936.30553,RD50,0.16000,0.17882,0.14799,0.15693,Intellectual Property,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.19834,0.21270,0.20853,1.00000,1.00000,1.00000
-157,157,3.00000,Computer systems design and related services,5115177129.21372,RD60,0.36000,0.17882,0.14799,0.15693,Intellectual Property,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.39834,0.41270,0.40853,1.00000,1.00000,1.00000
-158,158,5.00000,Scientific research and development services,22860376897.47077,RD70,0.16000,0.17882,0.14799,0.15693,Intellectual Property,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.19834,0.21270,0.20853,1.00000,1.00000,1.00000
-159,159,5.00000,"All other nonmanufacturing, n.e.c.",33402731579.63615,RD80,0.16000,0.17882,0.14799,0.15693,Intellectual Property,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.19834,0.21270,0.20853,1.00000,1.00000,1.00000
-160,160,3.00000,Private universities and colleges,6064635361.65000,RD91,0.16000,0.17882,0.14799,0.15693,Intellectual Property,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.19834,0.21270,0.20853,1.00000,1.00000,1.00000
-161,161,3.00000,Other nonprofit institutions,44957394625.31660,RD92,0.16000,0.17882,0.14799,0.15693,Intellectual Property,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.19834,0.21270,0.20853,1.00000,1.00000,1.00000
-162,162,7.00000,Other manufacturing,31261484438.19672,RDOM,0.16000,0.17882,0.14799,0.15693,Intellectual Property,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.19834,0.21270,0.20853,1.00000,1.00000,1.00000
-163,163,100.00000,Inventories,903249577643.82080,INV,0.00000,0.22491,0.20820,0.21306,Inventories,0.29708,0.22237,0.23966,0.29708,0.22237,0.23966,Inventories,0.04987,0.06777,0.06258,non-corporate,0.01482,0.01507,0.01500,0.04987,0.06777,0.06258,0.00000,0.00000,0.00000
-164,164,100.00000,Land,9085892640842.86914,LAND,0.00000,0.21733,0.20094,0.20569,Land,0.26929,0.20094,0.21660,0.26929,0.20094,0.21660,Land,0.04798,0.06595,0.06074,non-corporate,0.01292,0.01325,0.01316,0.04798,0.06595,0.06074,0.00000,0.00000,0.00000
-165,165,5.00000,Petroleum and natural gas,212937915737.62860,SM01,0.07510,0.17882,0.14799,0.15693,Structures,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Mining and Drilling Structures,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.11344,0.12780,0.12363,1.00000,1.00000,1.00000
-166,166,7.00000,Mining,17079757447.87507,SM02,0.04500,0.17882,0.14799,0.15693,Structures,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Mining and Drilling Structures,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.08334,0.09770,0.09353,1.00000,1.00000,1.00000
-167,167,15.00000,Communication,54922065479.18448,SU20,0.02370,0.17882,0.14799,0.15693,Structures,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Mining and Drilling Structures,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.06204,0.07640,0.07223,1.00000,1.00000,1.00000
-168,168,5.00000,Gas,31446708032.77039,SU40,0.07510,0.17882,0.14799,0.15693,Structures,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Mining and Drilling Structures,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.11344,0.12780,0.12363,1.00000,1.00000,1.00000
-169,169,5.00000,Petroleum pipelines,20777938418.31212,SU50,0.02370,0.17882,0.14799,0.15693,Structures,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Mining and Drilling Structures,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.06204,0.07640,0.07223,1.00000,1.00000,1.00000
-170,170,39.00000,Religious,198115941229.36139,SB10,0.01880,0.20739,0.18827,0.19374,Structures,0.22931,0.16058,0.17599,0.22931,0.16058,0.17599,Nonresidential Buildings,0.04549,0.06278,0.05775,non-corporate,0.01043,0.01008,0.01016,0.06429,0.08158,0.07655,0.50226,0.43932,0.45597
-171,171,39.00000,Educational and vocational,212838725537.27460,SB20,0.01880,0.21239,0.19486,0.19987,Structures,0.24993,0.18205,0.19734,0.24993,0.18205,0.19734,Nonresidential Buildings,0.04674,0.06443,0.05928,non-corporate,0.01168,0.01173,0.01170,0.06554,0.08323,0.07808,0.41520,0.34763,0.36526
-172,172,39.00000,Hospitals,335377700162.39520,SB31,0.01880,0.21239,0.19486,0.19987,Structures,0.24993,0.18205,0.19734,0.24993,0.18205,0.19734,Nonresidential Buildings,0.04674,0.06443,0.05928,non-corporate,0.01168,0.01173,0.01170,0.06554,0.08323,0.07808,0.41520,0.34763,0.36526
-173,173,39.00000,Special care,75652337468.16002,SB32,0.01880,0.21239,0.19486,0.19987,Structures,0.24993,0.18205,0.19734,0.24993,0.18205,0.19734,Nonresidential Buildings,0.04674,0.06443,0.05928,non-corporate,0.01168,0.01173,0.01170,0.06554,0.08323,0.07808,0.41520,0.34763,0.36526
-174,174,39.00000,Lodging,333097535279.52374,SB41,0.02810,0.21785,0.20095,0.20580,Structures,0.27126,0.20098,0.21695,0.27126,0.20098,0.21695,Nonresidential Buildings,0.04811,0.06595,0.06077,non-corporate,0.01305,0.01326,0.01318,0.07621,0.09405,0.08887,0.41520,0.34763,0.36526
-175,175,39.00000,Air transportation,6522869098.36936,SB43,0.02370,0.21527,0.19807,0.20300,Structures,0.26132,0.19213,0.20779,0.26132,0.19213,0.20779,Nonresidential Buildings,0.04746,0.06523,0.06006,non-corporate,0.01240,0.01253,0.01248,0.07116,0.08893,0.08376,0.41520,0.34763,0.36526
-176,176,39.00000,Other transportation,1255401381.70107,SB45,0.02370,0.21527,0.19807,0.20300,Structures,0.26132,0.19213,0.20779,0.26132,0.19213,0.20779,Nonresidential Buildings,0.04746,0.06523,0.06006,non-corporate,0.01240,0.01253,0.01248,0.07116,0.08893,0.08376,0.41520,0.34763,0.36526
-177,177,39.00000,Warehouses,129247228808.96722,SC01,0.02250,0.21456,0.19728,0.20223,Structures,0.25856,0.18969,0.20526,0.25856,0.18969,0.20526,Nonresidential Buildings,0.04728,0.06503,0.05987,non-corporate,0.01223,0.01234,0.01229,0.06978,0.08753,0.08237,0.41520,0.34763,0.36526
-178,178,39.00000,Other commercial,167854351277.22626,SC02,0.02620,0.21674,0.19971,0.20459,Structures,0.26700,0.19718,0.21302,0.26700,0.19718,0.21302,Nonresidential Buildings,0.04783,0.06564,0.06046,non-corporate,0.01277,0.01294,0.01288,0.07403,0.09184,0.08666,0.41520,0.34763,0.36526
-179,179,39.00000,Multimerchandise shopping,242344895152.75317,SC03,0.02620,0.21674,0.19971,0.20459,Structures,0.26700,0.19718,0.21302,0.26700,0.19718,0.21302,Nonresidential Buildings,0.04783,0.06564,0.06046,non-corporate,0.01277,0.01294,0.01288,0.07403,0.09184,0.08666,0.41520,0.34763,0.36526
-180,180,39.00000,Food and beverage establishments,142536462115.36786,SC04,0.02620,0.21674,0.19971,0.20459,Structures,0.26700,0.19718,0.21302,0.26700,0.19718,0.21302,Nonresidential Buildings,0.04783,0.06564,0.06046,non-corporate,0.01277,0.01294,0.01288,0.07403,0.09184,0.08666,0.41520,0.34763,0.36526
-181,181,39.00000,Manufacturing,312763751528.73279,SI00,0.03140,0.21979,0.20311,0.20791,Structures,0.27853,0.20748,0.22368,0.27853,0.20748,0.22368,Nonresidential Buildings,0.04859,0.06649,0.06129,non-corporate,0.01353,0.01380,0.01371,0.07999,0.09789,0.09269,0.41520,0.34763,0.36526
-182,182,39.00000,Public safety,10144839642.53934,SO03,0.02370,0.21527,0.19807,0.20300,Structures,0.26132,0.19213,0.20779,0.26132,0.19213,0.20779,Nonresidential Buildings,0.04746,0.06523,0.06006,non-corporate,0.01240,0.01253,0.01248,0.07116,0.08893,0.08376,0.41520,0.34763,0.36526
-183,183,39.00000,Office,595428227069.28125,SOO1,0.02470,0.21586,0.19872,0.20364,Structures,0.26360,0.19416,0.20989,0.26360,0.19416,0.20989,Nonresidential Buildings,0.04761,0.06540,0.06022,non-corporate,0.01255,0.01270,0.01264,0.07231,0.09010,0.08492,0.41520,0.34763,0.36526
-184,184,39.00000,Medical buildings,100075071146.99706,SOO2,0.02470,0.21586,0.19872,0.20364,Structures,0.26360,0.19416,0.20989,0.26360,0.19416,0.20989,Nonresidential Buildings,0.04761,0.06540,0.06022,non-corporate,0.01255,0.01270,0.01264,0.07231,0.09010,0.08492,0.41520,0.34763,0.36526
-185,185,7.00000,Amusement and recreation,164426728047.02826,SB42,0.03000,0.17882,0.14799,0.15693,Structures,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Other Structures,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.06834,0.08270,0.07853,1.00000,1.00000,1.00000
-186,186,39.00000,Local transit structures,2713917848.41494,SB44,0.02370,0.21527,0.19807,0.20300,Structures,0.26132,0.19213,0.20779,0.26132,0.19213,0.20779,Other Structures,0.04746,0.06523,0.06006,non-corporate,0.01240,0.01253,0.01248,0.07116,0.08893,0.08376,0.41520,0.34763,0.36526
-187,187,5.00000,Other land transportation,4956240890.72790,SB46,0.02370,0.17882,0.14799,0.15693,Structures,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Other Structures,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.06204,0.07640,0.07223,1.00000,1.00000,1.00000
-188,188,20.00000,Farm,210718689415.62762,SN00,0.02390,0.17882,0.14799,0.15693,Structures,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Other Structures,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.06224,0.07660,0.07243,1.00000,1.00000,1.00000
-189,189,20.00000,Water supply,17351319722.49404,SO01,0.02250,0.17882,0.14799,0.15693,Structures,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Other Structures,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.06084,0.07520,0.07103,1.00000,1.00000,1.00000
-190,190,20.00000,Sewage and waste disposal,18704712570.11411,SO02,0.02250,0.17882,0.14799,0.15693,Structures,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Other Structures,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.06084,0.07520,0.07103,1.00000,1.00000,1.00000
-191,191,15.00000,Highway and conservation and development,14651065465.71158,SO04,0.02250,0.17882,0.14799,0.15693,Structures,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Other Structures,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.06084,0.07520,0.07103,1.00000,1.00000,1.00000
-192,192,7.00000,Mobile structures,3986455830.48833,SOMO,0.05560,0.17882,0.14799,0.15693,Structures,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Other Structures,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.09394,0.10830,0.10413,1.00000,1.00000,1.00000
-193,193,20.00000,Other railroad,35355401894.74462,SU11,0.01760,0.17882,0.14799,0.15693,Structures,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Other Structures,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.05594,0.07030,0.06613,1.00000,1.00000,1.00000
-194,194,7.00000,Track replacement,41586561300.50691,SU12,0.02490,0.17882,0.14799,0.15693,Structures,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Other Structures,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.06324,0.07760,0.07343,1.00000,1.00000,1.00000
-195,195,15.00000,Electric,70225622111.33885,SU30,0.02110,0.17882,0.14799,0.15693,Structures,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Other Structures,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.05944,0.07380,0.06963,1.00000,1.00000,1.00000
-196,196,5.00000,Wind and solar,13828813701.93123,SU60,0.03030,0.17882,0.14799,0.15693,Structures,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Other Structures,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.06864,0.08300,0.07883,1.00000,1.00000,1.00000
-197,197,27.50000,Residential,1251223923087.89990,RES,0.01631,0.20523,0.18618,0.19160,Structures,0.22001,0.15352,0.16828,0.22001,0.15352,0.16828,Residential Buildings,0.04495,0.06226,0.05721,non-corporate,0.00989,0.00956,0.00963,0.06126,0.07857,0.07352,0.51905,0.44929,0.46795
+99,99,3.00000,Prepackaged software,22158075947.24139,ENS1,0.55000,0.23641,0.22229,0.22639,Equipment,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Computers and Software,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.58148,0.60270,0.59654,1.00000,1.00000,1.00000
+100,100,3.00000,Custom software,60800835314.35992,ENS2,0.33000,0.23641,0.22229,0.22639,Equipment,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Computers and Software,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.36148,0.38270,0.37654,1.00000,1.00000,1.00000
+101,101,5.00000,Mainframes,6190706381.18300,EP1A,0.46330,0.23641,0.22229,0.22639,Equipment,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Computers and Software,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.49478,0.51600,0.50984,1.00000,1.00000,1.00000
+102,102,5.00000,PCs,20612189046.26059,EP1B,0.46330,0.23641,0.22229,0.22639,Equipment,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Computers and Software,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.49478,0.51600,0.50984,1.00000,1.00000,1.00000
+103,103,5.00000,DASDs,0.00000,EP1C,0.46330,0.23641,0.22229,0.22639,Equipment,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Computers and Software,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.49478,0.51600,0.50984,1.00000,1.00000,1.00000
+104,104,5.00000,Printers,3876956088.97943,EP1D,0.46330,0.23641,0.22229,0.22639,Equipment,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Computers and Software,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.49478,0.51600,0.50984,1.00000,1.00000,1.00000
+105,105,5.00000,Terminals,5141005380.94880,EP1E,0.46330,0.23641,0.22229,0.22639,Equipment,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Computers and Software,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.49478,0.51600,0.50984,1.00000,1.00000,1.00000
+106,106,5.00000,Tape drives,0.00000,EP1F,0.46330,0.23641,0.22229,0.22639,Equipment,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Computers and Software,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.49478,0.51600,0.50984,1.00000,1.00000,1.00000
+107,107,5.00000,Storage devices,3192011590.92400,EP1G,0.46330,0.23641,0.22229,0.22639,Equipment,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Computers and Software,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.49478,0.51600,0.50984,1.00000,1.00000,1.00000
+108,108,5.00000,System integrators,11800815475.28772,EP1H,0.46330,0.23641,0.22229,0.22639,Equipment,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Computers and Software,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.49478,0.51600,0.50984,1.00000,1.00000,1.00000
+109,109,7.00000,Special industrial machinery,56031412759.69572,EI40,0.10310,0.23641,0.22229,0.22639,Equipment,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Industrial Machinery,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.13458,0.15580,0.14964,1.00000,1.00000,1.00000
+110,110,7.00000,General industrial equipment,114662497838.17902,EI50,0.10720,0.23641,0.22229,0.22639,Equipment,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Industrial Machinery,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.13868,0.15990,0.15374,1.00000,1.00000,1.00000
+111,111,5.00000,Office and accounting equipment,2542388832.96892,EP12,0.31190,0.23641,0.22229,0.22639,Equipment,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Instruments and Communications Equipment,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.34338,0.36460,0.35844,1.00000,1.00000,1.00000
+112,112,7.00000,Communications,102468863895.39655,EP20,0.11290,0.23641,0.22229,0.22639,Equipment,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Instruments and Communications Equipment,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.14438,0.16560,0.15944,1.00000,1.00000,1.00000
+113,113,5.00000,Photocopy and related equipment,10079053795.00768,EP31,0.18000,0.23641,0.22229,0.22639,Equipment,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Instruments and Communications Equipment,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.21148,0.23270,0.22654,1.00000,1.00000,1.00000
+114,114,7.00000,Nonelectro medical instruments,111916495412.21930,EP34,0.13500,0.23641,0.22229,0.22639,Equipment,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Instruments and Communications Equipment,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.16648,0.18770,0.18154,1.00000,1.00000,1.00000
+115,115,7.00000,Electro medical instruments,65668171777.05855,EP35,0.13500,0.23641,0.22229,0.22639,Equipment,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Instruments and Communications Equipment,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.16648,0.18770,0.18154,1.00000,1.00000,1.00000
+116,116,7.00000,Nonmedical instruments,59590066982.74078,EP36,0.13500,0.23641,0.22229,0.22639,Equipment,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Instruments and Communications Equipment,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.16648,0.18770,0.18154,1.00000,1.00000,1.00000
+117,117,5.00000,Household furniture,8579128473.70233,EO11,0.13750,0.23641,0.22229,0.22639,Equipment,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Office and Residential Equipment,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.16898,0.19020,0.18404,1.00000,1.00000,1.00000
+118,118,7.00000,Other furniture,97670828983.20677,EO12,0.11790,0.23641,0.22229,0.22639,Equipment,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Office and Residential Equipment,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.14938,0.17060,0.16444,1.00000,1.00000,1.00000
+119,119,5.00000,Household appliances,2193695747.80152,EO71,0.16500,0.23641,0.22229,0.22639,Equipment,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Office and Residential Equipment,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.19648,0.21770,0.21154,1.00000,1.00000,1.00000
+120,120,7.00000,Service industry machinery,66122349452.24888,EO60,0.15280,0.23641,0.22229,0.22639,Equipment,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Other Equipment,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.18428,0.20550,0.19934,1.00000,1.00000,1.00000
+121,121,7.00000,Other electrical,3542409326.71975,EO72,0.18340,0.23641,0.22229,0.22639,Equipment,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Other Equipment,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.21488,0.23610,0.22994,1.00000,1.00000,1.00000
+122,122,7.00000,Other,106207464937.46689,EO80,0.14730,0.23641,0.22229,0.22639,Equipment,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Other Equipment,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.17878,0.20000,0.19384,1.00000,1.00000,1.00000
+123,123,5.00000,Nuclear fuel,357727587.15623,EI11,0.25000,0.23641,0.22229,0.22639,Equipment,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Other Industrial Equipment,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.28148,0.30270,0.29654,1.00000,1.00000,1.00000
+124,124,7.00000,Other fabricated metals,36269357406.68746,EI12,0.09170,0.23641,0.22229,0.22639,Equipment,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Other Industrial Equipment,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.12318,0.14440,0.13824,1.00000,1.00000,1.00000
+125,125,7.00000,Metalworking machinery,40483811779.61037,EI30,0.12250,0.23641,0.22229,0.22639,Equipment,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Other Industrial Equipment,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.15398,0.17520,0.16904,1.00000,1.00000,1.00000
+126,126,15.00000,Electric transmission and distribution,41257755573.28319,EI60,0.05000,0.23641,0.22229,0.22639,Equipment,-0.11376,0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Other Industrial Equipment,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.08148,0.10270,0.09654,1.00000,1.00000,1.00000
+127,127,7.00000,Farm tractors,30621499311.60472,EO21,0.14520,0.23641,0.22229,0.22639,Equipment,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Other Industrial Equipment,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.17668,0.19790,0.19174,1.00000,1.00000,1.00000
+128,128,5.00000,Construction tractors,3719463640.44892,EO22,0.16330,0.23641,0.22229,0.22639,Equipment,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Other Industrial Equipment,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.19478,0.21600,0.20984,1.00000,1.00000,1.00000
+129,129,7.00000,Other agricultural machinery,80549886162.69899,EO30,0.11790,0.23641,0.22229,0.22639,Equipment,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Other Industrial Equipment,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.14938,0.17060,0.16444,1.00000,1.00000,1.00000
+130,130,5.00000,Other construction machinery,98513726689.52679,EO40,0.15500,0.23641,0.22229,0.22639,Equipment,-0.11376,0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Other Industrial Equipment,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.18648,0.20770,0.20154,1.00000,1.00000,1.00000
+131,131,7.00000,Mining and oilfield machinery,18092187649.22342,EO50,0.15000,0.23641,0.22229,0.22639,Equipment,-0.11376,0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Other Industrial Equipment,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.18148,0.20270,0.19654,1.00000,1.00000,1.00000
+132,132,15.00000,Steam engines,6902986050.14308,EI21,0.05160,0.23641,0.22229,0.22639,Equipment,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Transportation Equipment,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.08308,0.10430,0.09814,1.00000,1.00000,1.00000
+133,133,7.00000,Internal combustion engines,1555979253.60812,EI22,0.20630,0.23641,0.22229,0.22639,Equipment,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Transportation Equipment,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.23778,0.25900,0.25284,1.00000,1.00000,1.00000
+134,134,5.00000,Light trucks (including utility vehicles),77738021463.51085,ET11,0.17250,0.23641,0.22229,0.22639,Equipment,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Transportation Equipment,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.20398,0.22520,0.21904,1.00000,1.00000,1.00000
+135,135,5.00000,"Other trucks, buses and truck trailers",52902871715.14603,ET12,0.17250,0.23641,0.22229,0.22639,Equipment,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Transportation Equipment,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.20398,0.22520,0.21904,1.00000,1.00000,1.00000
+136,136,5.00000,Autos,47539167782.38700,ET20,0.33330,0.23641,0.22229,0.22639,Equipment,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Transportation Equipment,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.36478,0.38600,0.37984,1.00000,1.00000,1.00000
+137,137,5.00000,Aircraft,86223598874.83788,ET30,0.08590,0.23641,0.22229,0.22639,Equipment,-0.11376,0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Transportation Equipment,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.11738,0.13860,0.13244,1.00000,1.00000,1.00000
+138,138,10.00000,Ships and boats,16387379759.80567,ET40,0.06110,0.23641,0.22229,0.22639,Equipment,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Transportation Equipment,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.09258,0.11380,0.10764,1.00000,1.00000,1.00000
+139,139,7.00000,Railroad equipment,29964515454.02116,ET50,0.05890,0.23641,0.22229,0.22639,Equipment,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Transportation Equipment,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.09038,0.11160,0.10544,1.00000,1.00000,1.00000
+140,140,15.00000,Theatrical movies,18409754458.46626,AE10,0.09300,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.12448,0.14570,0.13954,1.00000,1.00000,1.00000
+141,141,15.00000,Long-lived television programs,14909126060.40839,AE20,0.16800,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.19948,0.22070,0.21454,1.00000,1.00000,1.00000
+142,142,15.00000,Books,14215531494.34945,AE30,0.12100,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.15248,0.17370,0.16754,1.00000,1.00000,1.00000
+143,143,15.00000,Music,8069489954.09881,AE40,0.26700,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.29848,0.31970,0.31354,1.00000,1.00000,1.00000
+144,144,15.00000,Other entertainment originals,11674503193.39874,AE50,0.10900,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.14048,0.16170,0.15554,1.00000,1.00000,1.00000
+145,145,3.00000,Own account software,63396170766.96828,ENS3,0.33000,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.36148,0.38270,0.37654,1.00000,1.00000,1.00000
+146,146,5.00000,Pharmaceutical and medicine manufacturing,68720410526.40900,RD11,0.10000,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.13148,0.15270,0.14654,1.00000,1.00000,1.00000
+147,147,5.00000,"Chemical manufacturing, ex. pharma and med",9431775719.32930,RD12,0.16000,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.19148,0.21270,0.20654,1.00000,1.00000,1.00000
+148,148,5.00000,Computers and peripheral equipment manufacturing,1249951615.14700,RD21,0.40000,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.43148,0.45270,0.44654,1.00000,1.00000,1.00000
+149,149,5.00000,Communications equipment manufacturing,5016215180.93255,RD22,0.27000,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.30148,0.32270,0.31654,1.00000,1.00000,1.00000
+150,150,5.00000,Semiconductor and other component manufacturing,10920003474.83112,RD23,0.25000,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.28148,0.30270,0.29654,1.00000,1.00000,1.00000
+151,151,5.00000,Navigational and other instruments manufacturing,4025914234.82626,RD24,0.29000,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.32148,0.34270,0.33654,1.00000,1.00000,1.00000
+152,152,5.00000,"Other computer and electronic manufacturing, n.e.c.",213775583.63471,RD25,0.40000,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.43148,0.45270,0.44654,1.00000,1.00000,1.00000
+153,153,7.00000,Motor vehicles and parts manufacturing,5835206602.12800,RD31,0.31000,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.34148,0.36270,0.35654,1.00000,1.00000,1.00000
+154,154,7.00000,Aerospace products and parts manufacturing,4929469423.57540,RD32,0.22000,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.25148,0.27270,0.26654,1.00000,1.00000,1.00000
+155,155,3.00000,Software publishers,949730450.60092,RD40,0.22000,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.25148,0.27270,0.26654,1.00000,1.00000,1.00000
+156,156,5.00000,Financial and real estate services,1540787936.30553,RD50,0.16000,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.19148,0.21270,0.20654,1.00000,1.00000,1.00000
+157,157,3.00000,Computer systems design and related services,5115177129.21372,RD60,0.36000,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.39148,0.41270,0.40654,1.00000,1.00000,1.00000
+158,158,5.00000,Scientific research and development services,22860376897.47077,RD70,0.16000,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.19148,0.21270,0.20654,1.00000,1.00000,1.00000
+159,159,5.00000,"All other nonmanufacturing, n.e.c.",33402731579.63615,RD80,0.16000,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.19148,0.21270,0.20654,1.00000,1.00000,1.00000
+160,160,3.00000,Private universities and colleges,6064635361.65000,RD91,0.16000,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.19148,0.21270,0.20654,1.00000,1.00000,1.00000
+161,161,3.00000,Other nonprofit institutions,44957394625.31660,RD92,0.16000,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.19148,0.21270,0.20654,1.00000,1.00000,1.00000
+162,162,7.00000,Other manufacturing,31261484438.19672,RDOM,0.16000,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.19148,0.21270,0.20654,1.00000,1.00000,1.00000
+163,163,100.00000,Inventories,903249577643.82080,INV,0.00000,0.29541,0.31256,0.30762,Inventories,0.27532,0.32916,0.31843,0.27532,0.32916,0.31843,Inventories,0.04838,0.07856,0.06981,non-corporate,0.01332,0.02586,0.02223,0.04838,0.07856,0.06981,0.00000,0.00000,0.00000
+164,164,100.00000,Land,9085892640842.86914,LAND,0.00000,0.28392,0.30182,0.29663,Land,0.22239,0.30182,0.28624,0.22239,0.30182,0.28624,Land,0.04508,0.07548,0.06666,non-corporate,0.01003,0.02278,0.01908,0.04508,0.07548,0.06666,0.00000,0.00000,0.00000
+165,165,5.00000,Petroleum and natural gas,212937915737.62860,SM01,0.07510,0.23641,0.22229,0.22639,Structures,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Mining and Drilling Structures,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.10658,0.12780,0.12164,1.00000,1.00000,1.00000
+166,166,7.00000,Mining,17079757447.87507,SM02,0.04500,0.23641,0.22229,0.22639,Structures,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Mining and Drilling Structures,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.07648,0.09770,0.09154,1.00000,1.00000,1.00000
+167,167,15.00000,Communication,54922065479.18448,SU20,0.02370,0.23641,0.22229,0.22639,Structures,-0.11376,0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Mining and Drilling Structures,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.05518,0.07640,0.07024,1.00000,1.00000,1.00000
+168,168,5.00000,Gas,31446708032.77039,SU40,0.07510,0.23641,0.22229,0.22639,Structures,-0.11376,0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Mining and Drilling Structures,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.10658,0.12780,0.12164,1.00000,1.00000,1.00000
+169,169,5.00000,Petroleum pipelines,20777938418.31212,SU50,0.02370,0.23641,0.22229,0.22639,Structures,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Mining and Drilling Structures,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.05518,0.07640,0.07024,1.00000,1.00000,1.00000
+170,170,39.00000,Religious,198115941229.36139,SB10,0.01880,0.27142,0.28279,0.27921,Structures,0.15532,0.24747,0.22849,0.15532,0.24747,0.22849,Nonresidential Buildings,0.04150,0.07003,0.06167,non-corporate,0.00645,0.01733,0.01409,0.06030,0.08883,0.08047,0.53864,0.43932,0.46435
+171,171,39.00000,Educational and vocational,212838725537.27460,SB20,0.01880,0.27774,0.29268,0.28810,Structures,0.19065,0.27674,0.25909,0.19065,0.27674,0.25909,Nonresidential Buildings,0.04332,0.07286,0.06422,non-corporate,0.00826,0.02016,0.01664,0.06212,0.09166,0.08302,0.45529,0.34763,0.37421
+172,172,39.00000,Hospitals,335377700162.39520,SB31,0.01880,0.27774,0.29268,0.28810,Structures,0.19065,0.27674,0.25909,0.19065,0.27674,0.25909,Nonresidential Buildings,0.04332,0.07286,0.06422,non-corporate,0.00826,0.02016,0.01664,0.06212,0.09166,0.08302,0.45529,0.34763,0.37421
+173,173,39.00000,Special care,75652337468.16002,SB32,0.01880,0.27774,0.29268,0.28810,Structures,0.19065,0.27674,0.25909,0.19065,0.27674,0.25909,Nonresidential Buildings,0.04332,0.07286,0.06422,non-corporate,0.00826,0.02016,0.01664,0.06212,0.09166,0.08302,0.45529,0.34763,0.37421
+174,174,39.00000,Lodging,333097535279.52374,SB41,0.02810,0.28539,0.30184,0.29688,Structures,0.22960,0.30187,0.28702,0.22960,0.30187,0.28702,Nonresidential Buildings,0.04550,0.07548,0.06674,non-corporate,0.01045,0.02279,0.01915,0.07360,0.10358,0.09484,0.45529,0.34763,0.37421
+175,175,39.00000,Air transportation,6522869098.36936,SB43,0.02370,0.28177,0.29751,0.29272,Structures,0.21165,0.29020,0.27407,0.21165,0.29020,0.27407,Nonresidential Buildings,0.04447,0.07424,0.06555,non-corporate,0.00941,0.02155,0.01796,0.06817,0.09794,0.08925,0.45529,0.34763,0.37421
+176,176,39.00000,Other transportation,1255401381.70107,SB45,0.02370,0.28177,0.29751,0.29272,Structures,0.21165,0.29020,0.27407,0.21165,0.29020,0.27407,Nonresidential Buildings,0.04447,0.07424,0.06555,non-corporate,0.00941,0.02155,0.01796,0.06817,0.09794,0.08925,0.45529,0.34763,0.37421
+177,177,39.00000,Warehouses,129247228808.96722,SC01,0.02250,0.28078,0.29632,0.29159,Structures,0.20661,0.28695,0.27046,0.20661,0.28695,0.27046,Nonresidential Buildings,0.04419,0.07391,0.06522,non-corporate,0.00913,0.02121,0.01764,0.06669,0.09641,0.08772,0.45529,0.34763,0.37421
+178,178,39.00000,Other commercial,167854351277.22626,SC02,0.02620,0.28383,0.29997,0.29509,Structures,0.22195,0.29688,0.28148,0.22195,0.29688,0.28148,Nonresidential Buildings,0.04506,0.07495,0.06622,non-corporate,0.01000,0.02225,0.01864,0.07126,0.10115,0.09242,0.45529,0.34763,0.37421
+179,179,39.00000,Multimerchandise shopping,242344895152.75317,SC03,0.02620,0.28383,0.29997,0.29509,Structures,0.22195,0.29688,0.28148,0.22195,0.29688,0.28148,Nonresidential Buildings,0.04506,0.07495,0.06622,non-corporate,0.01000,0.02225,0.01864,0.07126,0.10115,0.09242,0.45529,0.34763,0.37421
+180,180,39.00000,Food and beverage establishments,142536462115.36786,SC04,0.02620,0.28383,0.29997,0.29509,Structures,0.22195,0.29688,0.28148,0.22195,0.29688,0.28148,Nonresidential Buildings,0.04506,0.07495,0.06622,non-corporate,0.01000,0.02225,0.01864,0.07126,0.10115,0.09242,0.45529,0.34763,0.37421
+181,181,39.00000,Manufacturing,312763751528.73279,SI00,0.03140,0.28810,0.30509,0.30000,Structures,0.24253,0.31037,0.29643,0.24253,0.31037,0.29643,Nonresidential Buildings,0.04628,0.07642,0.06763,non-corporate,0.01122,0.02372,0.02005,0.07768,0.10782,0.09903,0.45529,0.34763,0.37421
+182,182,39.00000,Public safety,10144839642.53934,SO03,0.02370,0.28177,0.29751,0.29272,Structures,0.21165,0.29020,0.27407,0.21165,0.29020,0.27407,Nonresidential Buildings,0.04447,0.07424,0.06555,non-corporate,0.00941,0.02155,0.01796,0.06817,0.09794,0.08925,0.45529,0.34763,0.37421
+183,183,39.00000,Office,595428227069.28125,SOO1,0.02470,0.28259,0.29849,0.29367,Structures,0.21580,0.29288,0.27705,0.21580,0.29288,0.27705,Nonresidential Buildings,0.04470,0.07453,0.06582,non-corporate,0.00965,0.02183,0.01823,0.06940,0.09923,0.09052,0.45529,0.34763,0.37421
+184,184,39.00000,Medical buildings,100075071146.99706,SOO2,0.02470,0.28259,0.29849,0.29367,Structures,0.21580,0.29288,0.27705,0.21580,0.29288,0.27705,Nonresidential Buildings,0.04470,0.07453,0.06582,non-corporate,0.00965,0.02183,0.01823,0.06940,0.09923,0.09052,0.45529,0.34763,0.37421
+185,185,7.00000,Amusement and recreation,164426728047.02826,SB42,0.03000,0.23641,0.22229,0.22639,Structures,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Other Structures,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.06148,0.08270,0.07654,1.00000,1.00000,1.00000
+186,186,39.00000,Local transit structures,2713917848.41494,SB44,0.02370,0.28177,0.29751,0.29272,Structures,0.21165,0.29020,0.27407,0.21165,0.29020,0.27407,Other Structures,0.04447,0.07424,0.06555,non-corporate,0.00941,0.02155,0.01796,0.06817,0.09794,0.08925,0.45529,0.34763,0.37421
+187,187,5.00000,Other land transportation,4956240890.72790,SB46,0.02370,0.23641,0.22229,0.22639,Structures,-0.11376,0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Other Structures,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.05518,0.07640,0.07024,1.00000,1.00000,1.00000
+188,188,20.00000,Farm,210718689415.62762,SN00,0.02390,0.23641,0.22229,0.22639,Structures,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Other Structures,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.05538,0.07660,0.07044,1.00000,1.00000,1.00000
+189,189,20.00000,Water supply,17351319722.49404,SO01,0.02250,0.23641,0.22229,0.22639,Structures,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Other Structures,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.05398,0.07520,0.06904,1.00000,1.00000,1.00000
+190,190,20.00000,Sewage and waste disposal,18704712570.11411,SO02,0.02250,0.23641,0.22229,0.22639,Structures,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Other Structures,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.05398,0.07520,0.06904,1.00000,1.00000,1.00000
+191,191,15.00000,Highway and conservation and development,14651065465.71158,SO04,0.02250,0.23641,0.22229,0.22639,Structures,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Other Structures,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.05398,0.07520,0.06904,1.00000,1.00000,1.00000
+192,192,7.00000,Mobile structures,3986455830.48833,SOMO,0.05560,0.23641,0.22229,0.22639,Structures,-0.11376,0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Other Structures,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.08708,0.10830,0.10214,1.00000,1.00000,1.00000
+193,193,20.00000,Other railroad,35355401894.74462,SU11,0.01760,0.23641,0.22229,0.22639,Structures,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Other Structures,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.04908,0.07030,0.06414,1.00000,1.00000,1.00000
+194,194,7.00000,Track replacement,41586561300.50691,SU12,0.02490,0.23641,0.22229,0.22639,Structures,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Other Structures,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.05638,0.07760,0.07144,1.00000,1.00000,1.00000
+195,195,15.00000,Electric,70225622111.33885,SU30,0.02110,0.23641,0.22229,0.22639,Structures,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Other Structures,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.05258,0.07380,0.06764,1.00000,1.00000,1.00000
+196,196,5.00000,Wind and solar,13828813701.93123,SU60,0.03030,0.23641,0.22229,0.22639,Structures,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Other Structures,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.06178,0.08300,0.07684,1.00000,1.00000,1.00000
+197,197,27.50000,Residential,1251223923087.89990,RES,0.01631,0.26827,0.27965,0.27597,Structures,0.13653,0.23767,0.21672,0.13653,0.23767,0.21672,Residential Buildings,0.04060,0.06913,0.06075,non-corporate,0.00554,0.01643,0.01317,0.05691,0.08544,0.07706,0.55836,0.44929,0.47729
198,198,3.64718,Computers and Software,398439404770.52747,,0.41304,0.09899,0.14910,0.13307,Equipment,-0.37858,0.00000,-0.08871,-0.05439,0.09141,0.05724,Computers and Software,0.03772,0.05800,0.05151,corporate,-0.00205,0.00530,0.00295,0.45076,0.47104,0.46455,1.00000,1.00000,1.00000
199,199,7.00000,Industrial Machinery,754098089405.10413,,0.10569,0.09899,0.14910,0.13307,Equipment,-0.37858,0.00000,-0.08871,-0.05439,0.09141,0.05724,Industrial Machinery,0.03772,0.05800,0.05151,corporate,-0.00205,0.00530,0.00295,0.14341,0.16369,0.15720,1.00000,1.00000,1.00000
200,200,6.92378,Instruments and Communications Equipment,847266548005.08252,,0.12485,0.09899,0.14910,0.13307,Equipment,-0.37858,-0.00000,-0.08871,-0.05439,0.09141,0.05724,Instruments and Communications Equipment,0.03772,0.05800,0.05151,corporate,-0.00205,0.00530,0.00295,0.16257,0.18285,0.17636,1.00000,1.00000,1.00000
@@ -209,21 +209,21 @@
209,209,13.87951,Other Structures,1869521468512.13208,,0.02290,0.09918,0.14939,0.13332,Structures,-0.37686,0.00125,-0.08736,-0.05308,0.09254,0.05841,Other Structures,0.03777,0.05807,0.05157,corporate,-0.00200,0.00537,0.00301,0.06066,0.08097,0.07447,0.99712,0.99667,0.99680
210,210,27.50000,Residential Buildings,333776621894.00000,,0.01631,0.12609,0.19380,0.17191,Structures,-0.16644,0.16325,0.08583,0.10786,0.23973,0.20839,Residential Buildings,0.04458,0.06932,0.06135,corporate,0.00481,0.01662,0.01278,0.06089,0.08563,0.07766,0.52240,0.42718,0.45450
211,211,6.52644,Transportation Equipment,965295059837.32141,,0.14020,0.09899,0.14910,0.13307,Equipment,-0.37858,-0.00000,-0.08871,-0.05439,0.09141,0.05724,Transportation Equipment,0.03772,0.05800,0.05151,corporate,-0.00205,0.00530,0.00295,0.17792,0.19820,0.19171,1.00000,1.00000,1.00000
-212,212,3.75970,Computers and Software,133772595225.18484,,0.41707,0.17882,0.14799,0.15693,Equipment,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Computers and Software,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.45541,0.46977,0.46561,1.00000,1.00000,1.00000
-213,213,7.00000,Industrial Machinery,170693910597.87476,,0.10585,0.17882,0.14799,0.15693,Equipment,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Industrial Machinery,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.14419,0.15855,0.15439,1.00000,1.00000,1.00000
-214,214,6.92834,Instruments and Communications Equipment,352265040695.39178,,0.13114,0.17882,0.14799,0.15693,Equipment,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Instruments and Communications Equipment,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.16947,0.18383,0.17967,1.00000,1.00000,1.00000
-215,215,6.33241,Intellectual Property,387169616706.89374,,0.18561,0.17882,0.14799,0.15693,Intellectual Property,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.22394,0.23830,0.23414,1.00000,1.00000,1.00000
-218,218,6.73025,Mining and Drilling Structures,337164385115.77063,,0.06203,0.17882,0.14799,0.15693,Structures,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Mining and Drilling Structures,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.10037,0.11473,0.11057,1.00000,1.00000,1.00000
-219,219,39.00000,Nonresidential Buildings,2863255336898.64990,,0.02432,0.21528,0.19802,0.20297,Structures,0.26139,0.19198,0.20769,0.26139,0.19198,0.20769,Nonresidential Buildings,0.04746,0.06522,0.06006,non-corporate,0.01241,0.01252,0.01247,0.07178,0.08954,0.08437,0.42123,0.35397,0.37153
-220,220,6.80132,Office and Residential Equipment,108443653204.71063,,0.12040,0.17882,0.14799,0.15693,Equipment,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Office and Residential Equipment,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.15874,0.17310,0.16894,1.00000,1.00000,1.00000
-221,221,7.00000,Other Equipment,175872223716.43555,,0.15009,0.17882,0.14799,0.15693,Equipment,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Other Equipment,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.18843,0.20279,0.19863,1.00000,1.00000,1.00000
-222,222,7.35694,Other Industrial Equipment,349865415800.24005,,0.12282,0.17882,0.14799,0.15693,Equipment,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Other Industrial Equipment,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.16116,0.17552,0.17136,1.00000,1.00000,1.00000
-223,223,14.34493,Other Structures,598505528799.12842,,0.02518,0.17898,0.14822,0.15714,Structures,0.08652,0.00108,0.02065,0.08652,0.00108,0.02065,Other Structures,0.03838,0.05276,0.04859,non-corporate,0.00332,0.00006,0.00100,0.06356,0.07794,0.07377,0.99735,0.99704,0.99712
-224,224,27.50000,Residential Buildings,1251223923087.89990,,0.01631,0.20523,0.18618,0.19160,Structures,0.22001,0.15352,0.16828,0.22001,0.15352,0.16828,Residential Buildings,0.04495,0.06226,0.05721,non-corporate,0.00989,0.00956,0.00963,0.06126,0.07857,0.07352,0.51905,0.44929,0.46795
-225,225,5.67042,Transportation Equipment,319214520353.45972,,0.15422,0.17882,0.14799,0.15693,Equipment,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Transportation Equipment,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.19256,0.20692,0.20276,1.00000,1.00000,1.00000
+212,212,3.75970,Computers and Software,133772595225.18484,,0.41707,0.23641,0.22229,0.22639,Equipment,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Computers and Software,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.44855,0.46977,0.46362,1.00000,1.00000,1.00000
+213,213,7.00000,Industrial Machinery,170693910597.87476,,0.10585,0.23641,0.22229,0.22639,Equipment,-0.11376,0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Industrial Machinery,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.13733,0.15855,0.15240,1.00000,1.00000,1.00000
+214,214,6.92834,Instruments and Communications Equipment,352265040695.39178,,0.13114,0.23641,0.22229,0.22639,Equipment,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Instruments and Communications Equipment,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.16261,0.18383,0.17768,1.00000,1.00000,1.00000
+215,215,6.33241,Intellectual Property,387169616706.89374,,0.18561,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.21708,0.23830,0.23215,1.00000,1.00000,1.00000
+218,218,6.73025,Mining and Drilling Structures,337164385115.77063,,0.06203,0.23641,0.22229,0.22639,Structures,-0.11376,0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Mining and Drilling Structures,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.09351,0.11473,0.10858,1.00000,1.00000,1.00000
+219,219,39.00000,Nonresidential Buildings,2863255336898.64990,,0.02432,0.28184,0.29743,0.29269,Structures,0.21201,0.28999,0.27397,0.21201,0.28999,0.27397,Nonresidential Buildings,0.04449,0.07422,0.06554,non-corporate,0.00943,0.02152,0.01796,0.06881,0.09854,0.08986,0.46106,0.35397,0.38044
+220,220,6.80132,Office and Residential Equipment,108443653204.71063,,0.12040,0.23641,0.22229,0.22639,Equipment,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Office and Residential Equipment,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.15188,0.17310,0.16695,1.00000,1.00000,1.00000
+221,221,7.00000,Other Equipment,175872223716.43555,,0.15009,0.23641,0.22229,0.22639,Equipment,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Other Equipment,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.18157,0.20279,0.19664,1.00000,1.00000,1.00000
+222,222,7.35694,Other Industrial Equipment,349865415800.24005,,0.12282,0.23641,0.22229,0.22639,Equipment,-0.11376,0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Other Industrial Equipment,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.15430,0.17552,0.16937,1.00000,1.00000,1.00000
+223,223,14.34493,Other Structures,598505528799.12842,,0.02518,0.23662,0.22263,0.22669,Structures,-0.11168,0.00185,-0.02042,-0.11168,0.00185,-0.02042,Other Structures,0.03154,0.05280,0.04663,non-corporate,-0.00352,0.00010,-0.00095,0.05672,0.07798,0.07181,0.99753,0.99704,0.99716
+224,224,27.50000,Residential Buildings,1251223923087.89990,,0.01631,0.26827,0.27965,0.27597,Structures,0.13653,0.23767,0.21672,0.13653,0.23767,0.21672,Residential Buildings,0.04060,0.06913,0.06075,non-corporate,0.00554,0.01643,0.01317,0.05691,0.08544,0.07706,0.55836,0.44929,0.47729
+225,225,5.67042,Transportation Equipment,319214520353.45972,,0.15422,0.23641,0.22229,0.22639,Equipment,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Transportation Equipment,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.18570,0.20692,0.20077,1.00000,1.00000,1.00000
226,226,7.26837,Equipment,4571424921177.87109,,0.14538,0.09899,0.14910,0.13307,Equipment,-0.37858,-0.00000,-0.08871,-0.05439,0.09141,0.05724,Equipment,0.03772,0.05800,0.05151,corporate,-0.00205,0.00530,0.00295,0.18310,0.20338,0.19689,1.00000,1.00000,1.00000
230,230,25.70088,Structures,8927296015696.23438,,0.03248,0.11970,0.18086,0.16122,Structures,-0.21039,0.12175,0.04364,0.07425,0.20202,0.17185,Structures,0.04296,0.06604,0.05864,corporate,0.00319,0.01334,0.01008,0.07544,0.09852,0.09112,0.68611,0.63592,0.64987
-231,231,6.51570,Equipment,1610127359593.29712,,0.15633,0.17882,0.14799,0.15693,Equipment,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Equipment,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.19467,0.20903,0.20486,1.00000,1.00000,1.00000
-235,235,31.07440,Structures,5050149173901.45020,,0.02496,0.20606,0.18584,0.19165,Structures,0.22360,0.15237,0.16846,0.22360,0.15237,0.16846,Structures,0.04515,0.06217,0.05722,non-corporate,0.01010,0.00947,0.00964,0.07011,0.08713,0.08218,0.55238,0.49693,0.51152
+231,231,6.51570,Equipment,1610127359593.29712,,0.15633,0.23641,0.22229,0.22639,Equipment,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Equipment,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.18781,0.20903,0.20287,1.00000,1.00000,1.00000
+235,235,31.07440,Structures,5050149173901.45020,,0.02496,0.27009,0.27914,0.27630,Structures,0.14748,0.23607,0.21794,0.14748,0.23607,0.21794,Structures,0.04112,0.06898,0.06084,non-corporate,0.00606,0.01629,0.01326,0.06608,0.09394,0.08580,0.58473,0.49693,0.51889
236,236,38.79367,Overall,20307631178754.23438,,0.06162,0.11870,0.17900,0.15968,Overall,-0.21758,0.11545,0.03721,0.06875,0.19630,0.16628,Overall,0.04271,0.06557,0.05825,corporate,0.00294,0.01287,0.00969,0.10432,0.12719,0.11986,0.60954,0.58748,0.59361
-237,237,68.60454,Overall,17036588368688.33008,,0.02639,0.20988,0.19064,0.19620,Overall,0.23971,0.16844,0.18471,0.23971,0.16844,0.18471,Overall,0.04611,0.06337,0.05836,non-corporate,0.01105,0.01067,0.01078,0.07250,0.08976,0.08475,0.28098,0.26454,0.26887
+237,237,68.60454,Overall,17036588368688.33008,,0.02639,0.27486,0.28634,0.28295,Overall,0.17490,0.25825,0.24167,0.17490,0.25825,0.24167,Overall,0.04249,0.07105,0.06275,non-corporate,0.00743,0.01835,0.01516,0.06888,0.09744,0.08914,0.29057,0.26454,0.27105
diff --git a/example_output/baseline_byindustry_expected.csv b/example_output/baseline_byindustry_expected.csv
index 61f87ca0..9fdbb3b7 100644
--- a/example_output/baseline_byindustry_expected.csv
+++ b/example_output/baseline_byindustry_expected.csv
@@ -61,68 +61,68 @@
59,59,Warehousing and storage,40.27303,33575803410.77195,4930,0.04356,0.12891,0.19513,0.17386,Transportation and warehousing,-0.14809,0.16729,0.09311,0.12190,0.24340,0.21469,0.04529,0.06965,0.06184,corporate,0.00552,0.01695,0.01328,0.08885,0.11321,0.10539,0.48545,0.42500,0.44176
60,60,Utilities,15.06813,2043225324419.22656,2200,0.04186,0.10063,0.15157,0.13527,Utilities,-0.36362,0.01066,-0.07707,-0.04295,0.10109,0.06733,0.03813,0.05863,0.05207,corporate,-0.00164,0.00593,0.00351,0.08000,0.10049,0.09393,0.96767,0.96596,0.96644
61,61,Wholesale trade,62.56787,973137443870.90881,4200,0.05422,0.13148,0.19695,0.17598,Wholesale trade,-0.13179,0.17276,0.10093,0.13436,0.24838,0.22146,0.04594,0.07011,0.06238,corporate,0.00617,0.01741,0.01381,0.10017,0.12434,0.11660,0.34860,0.32912,0.33452
-62,62,Accommodation,57.79905,321835229078.19275,7210,0.02700,0.21479,0.19704,0.20216,Accommodation and food services,0.25947,0.18893,0.20501,0.25947,0.18893,0.20501,0.04734,0.06497,0.05985,non-corporate,0.01228,0.01228,0.01227,0.07434,0.09197,0.08685,0.31416,0.27508,0.28527
-63,63,Food services and drinking places,37.79544,131618330778.79922,7220,0.05846,0.20438,0.18285,0.18907,Accommodation and food services,0.21631,0.14204,0.15897,0.21631,0.14204,0.15897,0.04473,0.06142,0.05658,non-corporate,0.00968,0.00872,0.00899,0.10319,0.11988,0.11504,0.54537,0.51078,0.51980
-64,64,Administrative and support services,22.90398,87779837154.60233,5610,0.14729,0.19271,0.16700,0.17444,Administrative and waste management services,0.16158,0.08278,0.10077,0.16158,0.08278,0.10077,0.04181,0.05745,0.05291,non-corporate,0.00676,0.00476,0.00533,0.18910,0.20474,0.20020,0.74904,0.72977,0.73480
-65,65,Waste management and remediation services,28.00786,45442362954.18396,5620,0.05017,0.18875,0.16156,0.16944,Administrative and waste management services,0.14123,0.06053,0.07899,0.14123,0.06053,0.07899,0.04082,0.05609,0.05166,non-corporate,0.00577,0.00340,0.00408,0.09100,0.10627,0.10184,0.80214,0.79228,0.79485
-66,66,Farms,61.51678,695254770987.64246,110C,0.03338,0.20195,0.17904,0.18569,"Agriculture, forestry, fishing, and hunting",0.20554,0.12850,0.14620,0.20554,0.12850,0.14620,0.04413,0.06047,0.05573,non-corporate,0.00907,0.00777,0.00815,0.07751,0.09385,0.08911,0.44654,0.44654,0.44654
-67,67,"Forestry, fishing, and related activities",80.96268,182890160759.96515,113F,0.02138,0.21064,0.19168,0.19718,"Agriculture, forestry, fishing, and hunting",0.24285,0.17185,0.18811,0.24285,0.17185,0.18811,0.04630,0.06363,0.05861,non-corporate,0.01124,0.01094,0.01102,0.06768,0.08501,0.07999,0.19492,0.19167,0.19252
-68,68,"Performing arts, spectator sports, museums, and related activities",24.88765,85913620169.51553,711A,0.07655,0.19123,0.16511,0.17267,"Arts, entertainment, and recreation",0.15406,0.07518,0.09317,0.15406,0.07518,0.09317,0.04144,0.05698,0.05247,non-corporate,0.00638,0.00428,0.00489,0.11799,0.13353,0.12902,0.76939,0.75091,0.75573
-69,69,"Amusements, gambling, and recreation industries",35.67483,103963170327.32812,7130,0.04082,0.19500,0.17012,0.17733,"Arts, entertainment, and recreation",0.17293,0.09511,0.11291,0.17293,0.09511,0.11291,0.04239,0.05824,0.05364,non-corporate,0.00733,0.00554,0.00606,0.08321,0.09906,0.09446,0.65106,0.63964,0.64262
-70,70,Construction,61.58594,416883328406.94965,2300,0.05302,0.20417,0.18257,0.18883,Construction,0.21540,0.14107,0.15810,0.21540,0.14107,0.15810,0.04468,0.06135,0.05652,non-corporate,0.00962,0.00866,0.00894,0.09770,0.11438,0.10954,0.39132,0.38534,0.38690
-71,71,Educational services,34.08224,223504365062.32428,6100,0.04403,0.20702,0.18730,0.19297,Educational services,0.22772,0.15733,0.17323,0.22772,0.15733,0.17323,0.04539,0.06254,0.05755,non-corporate,0.01034,0.00984,0.00997,0.08942,0.10657,0.10158,0.50864,0.45294,0.46747
-72,72,Credit intermediation and related activities,29.58426,75859556179.73862,5220,0.10435,0.19849,0.17476,0.18162,Finance and insurance,0.18960,0.11279,0.13031,0.18960,0.11279,0.13031,0.04326,0.05940,0.05471,non-corporate,0.00820,0.00670,0.00713,0.14760,0.16374,0.15906,0.65384,0.62673,0.63380
-73,73,"Securities, commodity contracts, and investments",68.67047,178435565511.13712,5230,0.04082,0.21207,0.19339,0.19879,Finance and insurance,0.24867,0.17736,0.19366,0.24867,0.17736,0.19366,0.04666,0.06406,0.05901,non-corporate,0.01160,0.01136,0.01143,0.08748,0.10488,0.09983,0.26443,0.24474,0.24987
-74,74,Insurance carriers and related activities,34.29784,22117554581.34229,5240,0.10767,0.20400,0.18239,0.18863,Finance and insurance,0.21465,0.14043,0.15734,0.21465,0.14043,0.15734,0.04464,0.06131,0.05647,non-corporate,0.00958,0.00861,0.00888,0.15231,0.16898,0.16414,0.56543,0.52802,0.53778
-75,75,"Funds, trusts, and other financial vehicles",58.69939,32975922704.02256,5250,0.01910,0.21563,0.19846,0.20340,Finance and insurance,0.26274,0.19334,0.20912,0.26274,0.19334,0.20912,0.04755,0.06533,0.06016,non-corporate,0.01249,0.01263,0.01258,0.06666,0.08443,0.07927,0.28890,0.24539,0.25674
-76,76,Ambulatory health care services,26.88893,165185547973.71588,6210,0.07665,0.19975,0.17680,0.18342,Health care and social assistance,0.19548,0.12035,0.13743,0.19548,0.12035,0.13743,0.04358,0.05991,0.05516,non-corporate,0.00852,0.00721,0.00758,0.12023,0.13656,0.13182,0.65156,0.61407,0.62385
-77,77,Hospitals,33.25928,468740246235.20782,622H,0.05080,0.20434,0.18356,0.18954,Health care and social assistance,0.21616,0.14453,0.16073,0.21616,0.14453,0.16073,0.04472,0.06160,0.05670,non-corporate,0.00967,0.00890,0.00911,0.09553,0.11240,0.10750,0.54488,0.49662,0.50921
-78,78,Nursing and residential care facilities,30.33509,44969311542.03897,6230,0.04907,0.20414,0.18311,0.18916,Health care and social assistance,0.21528,0.14294,0.15932,0.21528,0.14294,0.15932,0.04467,0.06149,0.05660,non-corporate,0.00962,0.00879,0.00902,0.09374,0.11056,0.10567,0.57359,0.52432,0.53717
-79,79,Social assistance,36.92941,33500693280.97236,6240,0.04961,0.20452,0.18338,0.18948,Health care and social assistance,0.21695,0.14388,0.16049,0.21695,0.14388,0.16049,0.04477,0.06155,0.05668,non-corporate,0.00971,0.00886,0.00910,0.09438,0.11117,0.10629,0.53678,0.49726,0.50757
-80,80,Publishing industries (including software),33.44919,10531454693.98520,5110,0.12610,0.19468,0.16953,0.17682,Information,0.17135,0.09282,0.11078,0.17135,0.09282,0.11078,0.04231,0.05809,0.05351,non-corporate,0.00725,0.00539,0.00593,0.16841,0.18419,0.17961,0.67968,0.66631,0.66980
-81,81,Motion picture and sound recording industries,22.07241,32648570358.87631,5120,0.10064,0.18415,0.15515,0.16356,Information,0.11630,0.03288,0.05199,0.11630,0.03288,0.05199,0.03967,0.05449,0.05019,non-corporate,0.00461,0.00179,0.00261,0.14031,0.15513,0.15083,0.89126,0.88783,0.88873
-82,82,Broadcasting and telecommunications,19.11518,114376654728.14319,5130,0.06871,0.18448,0.15569,0.16404,Information,0.11814,0.03527,0.05424,0.11814,0.03527,0.05424,0.03975,0.05462,0.05031,non-corporate,0.00470,0.00193,0.00273,0.10846,0.12334,0.11902,0.89140,0.88543,0.88699
-83,83,Information and data processing services,17.05502,9622690881.11265,5140,0.20060,0.18703,0.15926,0.16731,Information,0.13206,0.05080,0.06938,0.13206,0.05080,0.06938,0.04039,0.05552,0.05113,non-corporate,0.00533,0.00282,0.00355,0.24100,0.25612,0.25173,0.84088,0.83099,0.83357
-84,84,Management of companies and enterprises,43.27634,90403382551.37852,5500,0.07684,0.20763,0.18738,0.19322,Management of companies and enterprises,0.23033,0.15759,0.17416,0.23033,0.15759,0.17416,0.04555,0.06256,0.05762,non-corporate,0.01049,0.00986,0.01003,0.12239,0.13940,0.13446,0.47085,0.43340,0.44317
-85,85,"Food, beverage, and tobacco products",48.30489,75311838089.07274,311A,0.05479,0.20512,0.18305,0.18944,Manufacturing,0.21953,0.14274,0.16036,0.21953,0.14274,0.16036,0.04492,0.06147,0.05667,non-corporate,0.00986,0.00878,0.00909,0.09971,0.11626,0.11146,0.49211,0.47406,0.47877
-86,86,Textile mills and textile product mills,40.68702,7854948624.36963,313T,0.05307,0.20650,0.18504,0.19125,Manufacturing,0.22553,0.14964,0.16701,0.22553,0.14964,0.16701,0.04527,0.06197,0.05712,non-corporate,0.01021,0.00927,0.00954,0.09834,0.11504,0.11019,0.52748,0.49634,0.50446
-87,87,Apparel and leather and allied products,57.59360,5338390836.40291,315A,0.03836,0.21240,0.19266,0.19837,Manufacturing,0.24997,0.17502,0.19221,0.24997,0.17502,0.19221,0.04674,0.06388,0.05890,non-corporate,0.01168,0.01118,0.01132,0.08510,0.10223,0.09726,0.36702,0.34175,0.34835
-88,88,Wood products,49.75998,13100141973.21793,3210,0.04885,0.20752,0.18649,0.19258,Manufacturing,0.22987,0.15458,0.17183,0.22987,0.15458,0.17183,0.04552,0.06233,0.05745,non-corporate,0.01046,0.00964,0.00987,0.09437,0.11119,0.10631,0.45585,0.43200,0.43822
-89,89,Paper products,35.24665,18990987477.75871,3220,0.07114,0.19853,0.17432,0.18133,Manufacturing,0.18979,0.11113,0.12915,0.18979,0.11113,0.12915,0.04327,0.05929,0.05464,non-corporate,0.00821,0.00659,0.00706,0.11441,0.13043,0.12578,0.63784,0.62077,0.62523
-90,90,Printing and related support activities,29.64849,7652157518.59406,3230,0.08458,0.19761,0.17314,0.18022,Manufacturing,0.18545,0.10668,0.12471,0.18545,0.10668,0.12471,0.04304,0.05899,0.05436,non-corporate,0.00798,0.00629,0.00678,0.12761,0.14357,0.13894,0.68043,0.65922,0.66475
-91,91,Petroleum and coal products,57.31094,36804972259.27284,3240,0.04485,0.20568,0.18419,0.19041,Manufacturing,0.22196,0.14669,0.16395,0.22196,0.14669,0.16395,0.04506,0.06176,0.05691,non-corporate,0.01000,0.00906,0.00933,0.08991,0.10661,0.10177,0.41766,0.40585,0.40893
-92,92,Chemical products,28.24831,155956627360.72098,3250,0.07815,0.19298,0.16686,0.17443,Manufacturing,0.16291,0.08223,0.10072,0.16291,0.08223,0.10072,0.04188,0.05742,0.05291,non-corporate,0.00682,0.00472,0.00533,0.12003,0.13557,0.13106,0.72674,0.71707,0.71959
-93,93,Plastics and rubber products,41.70295,18759113941.02066,3260,0.06817,0.20130,0.17785,0.18465,Manufacturing,0.20258,0.12421,0.14219,0.20258,0.12421,0.14219,0.04396,0.06017,0.05547,non-corporate,0.00891,0.00747,0.00789,0.11214,0.12835,0.12364,0.57212,0.55681,0.56080
-94,94,Nonmetallic mineral products,50.65769,17930326841.17467,3270,0.05431,0.20465,0.18279,0.18912,Manufacturing,0.21749,0.14181,0.15915,0.21749,0.14181,0.15915,0.04480,0.06141,0.05659,non-corporate,0.00974,0.00871,0.00901,0.09912,0.11572,0.11090,0.47114,0.45472,0.45900
-95,95,Primary metals,43.39133,31384946425.55616,3310,0.05661,0.20342,0.18076,0.18732,Manufacturing,0.21210,0.13468,0.15243,0.21210,0.13468,0.15243,0.04449,0.06090,0.05614,non-corporate,0.00944,0.00820,0.00856,0.10110,0.11751,0.11275,0.54261,0.52305,0.52816
-96,96,Fabricated metal products,40.57109,33868174282.69432,3320,0.06834,0.20126,0.17785,0.18463,Manufacturing,0.20238,0.12419,0.14212,0.20238,0.12419,0.14212,0.04395,0.06017,0.05547,non-corporate,0.00890,0.00747,0.00788,0.11230,0.12852,0.12381,0.57917,0.56222,0.56664
-97,97,Machinery,45.59719,44994036766.73473,3330,0.07085,0.20226,0.17908,0.18580,Manufacturing,0.20692,0.12865,0.14662,0.20692,0.12865,0.14662,0.04420,0.06048,0.05576,non-corporate,0.00915,0.00778,0.00818,0.11506,0.13133,0.12661,0.53910,0.52601,0.52942
-98,98,Computer and electronic products,27.75599,67202508361.14622,3340,0.14689,0.19511,0.16978,0.17712,Manufacturing,0.17345,0.09379,0.11203,0.17345,0.09379,0.11203,0.04241,0.05815,0.05359,non-corporate,0.00736,0.00545,0.00600,0.18931,0.20504,0.20048,0.71027,0.69398,0.69823
-99,99,"Electrical equipment, appliances, and components",51.19822,13457767002.27841,3350,0.06238,0.20585,0.18391,0.19026,Manufacturing,0.22273,0.14571,0.16339,0.22273,0.14571,0.16339,0.04510,0.06169,0.05688,non-corporate,0.01005,0.00899,0.00929,0.10748,0.12407,0.11926,0.46927,0.45320,0.45739
-100,100,"Motor vehicles, bodies and trailers, and parts",39.59103,37968439962.33989,336M,0.10231,0.19947,0.17542,0.18239,Manufacturing,0.19418,0.11527,0.13338,0.19418,0.11527,0.13338,0.04351,0.05956,0.05491,non-corporate,0.00845,0.00687,0.00732,0.14581,0.16187,0.15721,0.60240,0.58910,0.59257
-101,101,Other transportation equipment,55.71089,37605705698.82620,336O,0.06783,0.20749,0.18589,0.19215,Manufacturing,0.22974,0.15254,0.17029,0.22974,0.15254,0.17029,0.04551,0.06218,0.05735,non-corporate,0.01046,0.00949,0.00977,0.11334,0.13001,0.12518,0.42772,0.41462,0.41803
-102,102,Furniture and related products,46.12348,3398491339.24600,3370,0.06149,0.20595,0.18418,0.19048,Manufacturing,0.22316,0.14668,0.16421,0.22316,0.14668,0.16421,0.04513,0.06176,0.05693,non-corporate,0.01007,0.00906,0.00935,0.10662,0.12325,0.11842,0.49814,0.47548,0.48139
-103,103,Miscellaneous manufacturing,44.10283,21983133311.41251,338A,0.07690,0.20194,0.17866,0.18541,Manufacturing,0.20549,0.12713,0.14512,0.20549,0.12713,0.14512,0.04412,0.06037,0.05566,non-corporate,0.00907,0.00768,0.00808,0.12103,0.13728,0.13256,0.55158,0.53771,0.54133
-104,104,Oil and gas extraction,9.26036,250060628349.92041,2110,0.07292,0.18216,0.15251,0.16111,Mining,0.10505,0.02102,0.04026,0.10505,0.02102,0.04026,0.03917,0.05383,0.04958,non-corporate,0.00412,0.00113,0.00200,0.11209,0.12675,0.12249,0.94264,0.93840,0.93951
-105,105,"Mining, except oil and gas",36.47161,42556976403.16281,2120,0.05093,0.19514,0.17018,0.17741,Mining,0.17359,0.09535,0.11326,0.17359,0.09535,0.11326,0.04242,0.05825,0.05366,non-corporate,0.00736,0.00555,0.00608,0.09335,0.10919,0.10459,0.64869,0.63900,0.64153
-106,106,Support activities for mining,15.74712,25044165259.30807,2130,0.09481,0.18428,0.15539,0.16377,Mining,0.11702,0.03394,0.05297,0.11702,0.03394,0.05297,0.03970,0.05455,0.05024,non-corporate,0.00465,0.00185,0.00266,0.13452,0.14936,0.14506,0.89092,0.88637,0.88755
-107,107,"Other services, except government",36.31857,434659499245.39331,8100,0.04450,0.20315,0.18185,0.18798,"Other services, except government",0.21091,0.13852,0.15490,0.21091,0.13852,0.15490,0.04443,0.06117,0.05630,non-corporate,0.00937,0.00847,0.00872,0.08893,0.10568,0.10081,0.56117,0.51790,0.52929
-108,108,Legal services,29.93984,24694671280.08685,5411,0.09912,0.20149,0.17904,0.18552,"Professional, scientific, and technical services",0.20346,0.12850,0.14556,0.20346,0.12850,0.14556,0.04401,0.06047,0.05569,non-corporate,0.00895,0.00777,0.00811,0.14313,0.15959,0.15481,0.61812,0.58146,0.59103
-109,109,"Miscellaneous professional, scientific, and technical services",19.84614,250145961935.08807,5412,0.14671,0.19075,0.16424,0.17191,"Professional, scientific, and technical services",0.15164,0.07163,0.08991,0.15164,0.07163,0.08991,0.04132,0.05676,0.05228,non-corporate,0.00627,0.00407,0.00470,0.18803,0.20347,0.19899,0.79094,0.77458,0.77885
-110,110,Computer systems design and related services,22.66047,34987856978.92335,5415,0.19874,0.19422,0.16901,0.17630,"Professional, scientific, and technical services",0.16908,0.09076,0.10864,0.16908,0.09076,0.10864,0.04219,0.05796,0.05338,non-corporate,0.00713,0.00526,0.00580,0.24093,0.25670,0.25212,0.73498,0.71199,0.71799
-111,111,Real estate,84.96022,10194539931205.20117,5310,0.00516,0.21525,0.19825,0.20316,Real estate and rental and leasing,0.26124,0.19271,0.20834,0.26124,0.19271,0.20834,0.04745,0.06528,0.06010,non-corporate,0.01240,0.01258,0.01252,0.05261,0.07044,0.06526,0.11157,0.09771,0.10139
-112,112,Rental and leasing services and lessors of intangible assets,14.26025,187611316433.88910,5320,0.13356,0.18362,0.15453,0.16296,Real estate and rental and leasing,0.11331,0.03011,0.04916,0.11331,0.03011,0.04916,0.03954,0.05433,0.05004,non-corporate,0.00448,0.00164,0.00246,0.17310,0.18790,0.18361,0.89796,0.89450,0.89541
-113,113,Retail trade,68.40422,599107994988.67297,44RT,0.02814,0.21541,0.19692,0.20227,Retail trade,0.26188,0.18856,0.20537,0.26188,0.18856,0.20537,0.04749,0.06494,0.05988,non-corporate,0.01244,0.01225,0.01230,0.07563,0.09308,0.08802,0.25912,0.23666,0.24252
-114,114,Air transportation,14.96155,47796425035.43796,4810,0.07360,0.18799,0.16056,0.16850,Transportation and warehousing,0.13719,0.05632,0.07479,0.13719,0.05632,0.07479,0.04063,0.05584,0.05143,non-corporate,0.00557,0.00315,0.00385,0.11423,0.12944,0.12503,0.84653,0.83107,0.83510
-115,115,Railroad transportation,15.14169,83039763589.18028,4820,0.03034,0.18044,0.15021,0.15898,Transportation and warehousing,0.09511,0.01043,0.02983,0.09511,0.01043,0.02983,0.03874,0.05325,0.04905,non-corporate,0.00368,0.00056,0.00146,0.06909,0.08360,0.07939,0.95960,0.95940,0.95945
-116,116,Water transportation,17.50642,9217710064.52573,4830,0.06936,0.18601,0.15782,0.16598,Transportation and warehousing,0.12656,0.04457,0.06332,0.12656,0.04457,0.06332,0.04014,0.05516,0.05080,non-corporate,0.00508,0.00246,0.00322,0.10950,0.12452,0.12016,0.87058,0.86079,0.86335
-117,117,Truck transportation,19.74733,37317255861.67974,4840,0.13042,0.18865,0.16135,0.16926,Transportation and warehousing,0.14068,0.05964,0.07818,0.14068,0.05964,0.07818,0.04080,0.05604,0.05162,non-corporate,0.00574,0.00334,0.00404,0.17121,0.18646,0.18204,0.81402,0.80381,0.80647
-118,118,Transit and ground passenger transportation,25.50512,10233125938.31284,4850,0.08065,0.19791,0.17417,0.18103,Transportation and warehousing,0.18690,0.11057,0.12795,0.18690,0.11057,0.12795,0.04312,0.05925,0.05456,non-corporate,0.00806,0.00655,0.00698,0.12377,0.13990,0.13522,0.68579,0.65287,0.66145
-119,119,Pipeline transportation,8.49334,33708295455.20280,4860,0.05378,0.18199,0.15233,0.16093,Transportation and warehousing,0.10410,0.02019,0.03939,0.10410,0.02019,0.03939,0.03913,0.05378,0.04953,non-corporate,0.00407,0.00109,0.00195,0.09291,0.10757,0.10332,0.94865,0.94324,0.94465
-120,120,Other transportation and support activities,23.54062,34235605978.81979,487S,0.06371,0.18892,0.16181,0.16966,Transportation and warehousing,0.14210,0.06157,0.07997,0.14210,0.06157,0.07997,0.04086,0.05616,0.05172,non-corporate,0.00581,0.00346,0.00414,0.10458,0.11987,0.11543,0.80806,0.79573,0.79894
-121,121,Warehousing and storage,38.87182,15189477206.55462,4930,0.04458,0.20767,0.18763,0.19341,Transportation and warehousing,0.23051,0.15844,0.17481,0.23051,0.15844,0.17481,0.04556,0.06262,0.05766,non-corporate,0.01050,0.00992,0.01008,0.09014,0.10720,0.10224,0.49456,0.44882,0.46075
-122,122,Utilities,16.13995,110848021471.90637,2200,0.04133,0.18089,0.15080,0.15952,Utilities,0.09771,0.01315,0.03252,0.09771,0.01315,0.03252,0.03885,0.05340,0.04918,non-corporate,0.00380,0.00070,0.00160,0.08019,0.09473,0.09051,0.95540,0.95415,0.95447
-123,123,Wholesale trade,74.90337,387578651034.04889,4200,0.03635,0.21497,0.19578,0.20134,Wholesale trade,0.26016,0.18497,0.20228,0.26016,0.18497,0.20228,0.04738,0.06466,0.05965,non-corporate,0.01233,0.01196,0.01207,0.08374,0.10101,0.09600,0.23324,0.22358,0.22610
+62,62,Accommodation,57.79905,321835229078.19275,7210,0.02700,0.28127,0.29596,0.29159,Accommodation and food services,0.20910,0.28593,0.27045,0.20910,0.28593,0.27045,0.04433,0.07380,0.06522,non-corporate,0.00927,0.02110,0.01764,0.07133,0.10080,0.09222,0.33734,0.27508,0.29045
+63,63,Food services and drinking places,37.79544,131618330778.79922,7220,0.05846,0.26831,0.27464,0.27271,Accommodation and food services,0.13681,0.22154,0.20447,0.13681,0.22154,0.20447,0.04061,0.06770,0.05981,non-corporate,0.00556,0.01500,0.01223,0.09907,0.12616,0.11827,0.56589,0.51078,0.52438
+64,64,Administrative and support services,22.90398,87779837154.60233,5610,0.14729,0.25372,0.25083,0.25161,Administrative and waste management services,0.03777,0.13430,0.11506,0.03777,0.13430,0.11506,0.03643,0.06087,0.05377,non-corporate,0.00138,0.00818,0.00619,0.18372,0.20816,0.20106,0.76047,0.72977,0.73735
+65,65,Waste management and remediation services,28.00786,45442362954.18396,5620,0.05017,0.24878,0.24267,0.24441,Administrative and waste management services,-0.00111,0.09971,0.07977,-0.00111,0.09971,0.07977,0.03502,0.05854,0.05171,non-corporate,-0.00004,0.00584,0.00412,0.08519,0.10871,0.10188,0.80800,0.79228,0.79616
+66,66,Farms,61.51678,695254770987.64246,110C,0.03338,0.26546,0.26888,0.26790,"Agriculture, forestry, fishing, and hunting",0.11911,0.20208,0.18572,0.11911,0.20208,0.18572,0.03980,0.06604,0.05844,non-corporate,0.00474,0.01335,0.01085,0.07318,0.09943,0.09182,0.44654,0.44654,0.44654
+67,67,"Forestry, fishing, and related activities",80.96268,182890160759.96515,113F,0.02138,0.27572,0.28791,0.28437,"Agriculture, forestry, fishing, and hunting",0.17965,0.26292,0.24655,0.17965,0.26292,0.24655,0.04273,0.07150,0.06315,non-corporate,0.00768,0.01880,0.01557,0.06411,0.09288,0.08453,0.19685,0.19167,0.19295
+68,68,"Performing arts, spectator sports, museums, and related activities",24.88765,85913620169.51553,711A,0.07655,0.25178,0.24800,0.24903,"Arts, entertainment, and recreation",0.02291,0.12260,0.10274,0.02291,0.12260,0.10274,0.03588,0.06006,0.05303,non-corporate,0.00082,0.00736,0.00545,0.11243,0.13661,0.12958,0.78035,0.75091,0.75818
+69,69,"Amusements, gambling, and recreation industries",35.67483,103963170327.32812,7130,0.04082,0.25652,0.25553,0.25578,"Arts, entertainment, and recreation",0.05848,0.15303,0.13431,0.05848,0.15303,0.13431,0.03723,0.06222,0.05496,non-corporate,0.00218,0.00952,0.00738,0.07805,0.10304,0.09578,0.65784,0.63964,0.64413
+70,70,Construction,61.58594,416883328406.94965,2300,0.05302,0.26790,0.27422,0.27237,Construction,0.13428,0.22014,0.20320,0.13428,0.22014,0.20320,0.04049,0.06757,0.05972,non-corporate,0.00544,0.01488,0.01213,0.09352,0.12060,0.11274,0.39488,0.38534,0.38769
+71,71,Educational services,34.08224,223504365062.32428,6100,0.04403,0.27116,0.28134,0.27818,Educational services,0.15382,0.24297,0.22479,0.15382,0.24297,0.22479,0.04143,0.06961,0.06138,non-corporate,0.00637,0.01691,0.01380,0.08546,0.11364,0.10541,0.54169,0.45294,0.47485
+72,72,Credit intermediation and related activities,29.58426,75859556179.73862,5220,0.10435,0.26100,0.26249,0.26198,Finance and insurance,0.08989,0.17932,0.16138,0.08989,0.17932,0.16138,0.03852,0.06421,0.05674,non-corporate,0.00346,0.01151,0.00916,0.14287,0.16856,0.16108,0.66993,0.62673,0.63739
+73,73,"Securities, commodity contracts, and investments",68.67047,178435565511.13712,5230,0.04082,0.27776,0.29046,0.28672,Finance and insurance,0.19072,0.27037,0.25451,0.19072,0.27037,0.25451,0.04332,0.07223,0.06383,non-corporate,0.00826,0.01953,0.01624,0.08414,0.11305,0.10465,0.27611,0.24474,0.25248
+74,74,Insurance carriers and related activities,34.29784,22117554581.34229,5240,0.10767,0.26782,0.27396,0.27207,Finance and insurance,0.13383,0.21927,0.20203,0.13383,0.21927,0.20203,0.04047,0.06750,0.05963,non-corporate,0.00542,0.01480,0.01205,0.14815,0.17517,0.16730,0.58763,0.52802,0.54274
+75,75,"Funds, trusts, and other financial vehicles",58.69939,32975922704.02256,5250,0.01910,0.28216,0.29809,0.29333,Finance and insurance,0.21362,0.29179,0.27599,0.21362,0.29179,0.27599,0.04458,0.07441,0.06572,non-corporate,0.00952,0.02171,0.01814,0.06368,0.09352,0.08483,0.31472,0.24539,0.26250
+76,76,Ambulatory health care services,26.88893,165185547973.71588,6210,0.07665,0.26242,0.26556,0.26453,Health care and social assistance,0.09939,0.19041,0.17204,0.09939,0.19041,0.17204,0.03893,0.06509,0.05747,non-corporate,0.00387,0.01239,0.00989,0.11558,0.14175,0.13412,0.67380,0.61407,0.62882
+77,77,Hospitals,33.25928,468740246235.20782,622H,0.05080,0.26786,0.27572,0.27326,Health care and social assistance,0.13405,0.22506,0.20659,0.13405,0.22506,0.20659,0.04048,0.06800,0.05997,non-corporate,0.00543,0.01531,0.01239,0.09129,0.11880,0.11077,0.57352,0.49662,0.51560
+78,78,Nursing and residential care facilities,30.33509,44969311542.03897,6230,0.04907,0.26773,0.27504,0.27274,Health care and social assistance,0.13328,0.22282,0.20462,0.13328,0.22282,0.20462,0.04045,0.06781,0.05982,non-corporate,0.00539,0.01511,0.01224,0.08952,0.11688,0.10889,0.60283,0.52432,0.54370
+79,79,Social assistance,36.92941,33500693280.97236,6240,0.04961,0.26831,0.27544,0.27324,Health care and social assistance,0.13682,0.22415,0.20651,0.13682,0.22415,0.20651,0.04061,0.06792,0.05997,non-corporate,0.00556,0.01522,0.01238,0.09023,0.11754,0.10958,0.56023,0.49726,0.51281
+80,80,Publishing industries (including software),33.44919,10531454693.98520,5110,0.12610,0.25623,0.25464,0.25506,Information,0.05639,0.14954,0.13105,0.05639,0.14954,0.13105,0.03715,0.06196,0.05476,non-corporate,0.00209,0.00927,0.00718,0.16325,0.18807,0.18086,0.68762,0.66631,0.67157
+81,81,Motion picture and sound recording industries,22.07241,32648570358.87631,5120,0.10064,0.24312,0.23304,0.23595,Information,-0.04966,0.05518,0.03453,-0.04966,0.05518,0.03453,0.03340,0.05578,0.04928,non-corporate,-0.00166,0.00308,0.00170,0.13404,0.15641,0.14992,0.89330,0.88783,0.88918
+82,82,Broadcasting and telecommunications,19.11518,114376654728.14319,5130,0.06871,0.24349,0.23385,0.23663,Information,-0.04637,0.05911,0.03831,-0.04637,0.05911,0.03831,0.03350,0.05601,0.04948,non-corporate,-0.00155,0.00331,0.00190,0.10221,0.12472,0.11819,0.89494,0.88543,0.88778
+83,83,Information and data processing services,17.05502,9622690881.11265,5140,0.20060,0.24661,0.23922,0.24133,Information,-0.01920,0.08425,0.06378,-0.01920,0.08425,0.06378,0.03440,0.05755,0.05082,non-corporate,-0.00066,0.00485,0.00324,0.23500,0.25815,0.25143,0.84675,0.83099,0.83488
+84,84,Management of companies and enterprises,43.27634,90403382551.37852,5500,0.07684,0.27231,0.28145,0.27869,Management of companies and enterprises,0.16046,0.24333,0.22662,0.16046,0.24333,0.22662,0.04176,0.06965,0.06153,non-corporate,0.00670,0.01695,0.01394,0.11860,0.14648,0.13836,0.49307,0.43340,0.44813
+85,85,"Food, beverage, and tobacco products",48.30489,75311838089.07274,311A,0.05479,0.26968,0.27491,0.27336,Manufacturing,0.14505,0.22241,0.20694,0.14505,0.22241,0.20694,0.04100,0.06777,0.06000,non-corporate,0.00595,0.01507,0.01242,0.09580,0.12256,0.11479,0.50282,0.47406,0.48116
+86,86,Textile mills and textile product mills,40.68702,7854948624.36963,313T,0.05307,0.27140,0.27791,0.27595,Manufacturing,0.15524,0.23216,0.21665,0.15524,0.23216,0.21665,0.04150,0.06863,0.06074,non-corporate,0.00644,0.01593,0.01316,0.09457,0.12170,0.11381,0.54595,0.49634,0.50859
+87,87,Apparel and leather and allied products,57.59360,5338390836.40291,315A,0.03836,0.27898,0.28932,0.28626,Manufacturing,0.19720,0.26705,0.25298,0.19720,0.26705,0.25298,0.04367,0.07190,0.06370,non-corporate,0.00861,0.01920,0.01611,0.08202,0.11026,0.10205,0.38201,0.34175,0.35169
+88,88,Wood products,49.75998,13100141973.21793,3210,0.04885,0.27259,0.28009,0.27786,Manufacturing,0.16210,0.23906,0.22363,0.16210,0.23906,0.22363,0.04184,0.06925,0.06129,non-corporate,0.00678,0.01656,0.01371,0.09069,0.11811,0.11014,0.46999,0.43200,0.44138
+89,89,Paper products,35.24665,18990987477.75871,3220,0.07114,0.26133,0.26180,0.26163,Manufacturing,0.09212,0.17681,0.15991,0.09212,0.17681,0.15991,0.03861,0.06402,0.05664,non-corporate,0.00356,0.01132,0.00906,0.10976,0.13516,0.12778,0.64797,0.62077,0.62749
+90,90,Printing and related support activities,29.64849,7652157518.59406,3230,0.08458,0.26016,0.26004,0.26003,Manufacturing,0.08413,0.17026,0.15304,0.08413,0.17026,0.15304,0.03828,0.06351,0.05618,non-corporate,0.00322,0.01081,0.00860,0.12285,0.14809,0.14076,0.69301,0.65922,0.66756
+91,91,Petroleum and coal products,57.31094,36804972259.27284,3240,0.04485,0.27009,0.27663,0.27471,Manufacturing,0.14750,0.22802,0.21203,0.14750,0.22802,0.21203,0.04112,0.06826,0.06039,non-corporate,0.00607,0.01557,0.01280,0.08598,0.11312,0.10524,0.42467,0.40585,0.41050
+92,92,Chemical products,28.24831,155956627360.72098,3250,0.07815,0.25433,0.25060,0.25166,Manufacturing,0.04237,0.13337,0.11531,0.04237,0.13337,0.11531,0.03661,0.06081,0.05378,non-corporate,0.00155,0.00811,0.00620,0.11476,0.13896,0.13193,0.73249,0.71707,0.72087
+93,93,Plastics and rubber products,41.70295,18759113941.02066,3260,0.06817,0.26492,0.26710,0.26644,Manufacturing,0.11569,0.19587,0.17987,0.11569,0.19587,0.17987,0.03964,0.06554,0.05802,non-corporate,0.00459,0.01284,0.01044,0.10782,0.13371,0.12619,0.58120,0.55681,0.56283
+94,94,Nonmetallic mineral products,50.65769,17930326841.17467,3270,0.05431,0.26883,0.27453,0.27284,Manufacturing,0.13999,0.22115,0.20498,0.13999,0.22115,0.20498,0.04076,0.06766,0.05985,non-corporate,0.00571,0.01496,0.01227,0.09508,0.12198,0.11417,0.48089,0.45472,0.46118
+95,95,Primary metals,43.39133,31384946425.55616,3310,0.05661,0.26757,0.27147,0.27030,Manufacturing,0.13229,0.21095,0.19520,0.13229,0.21095,0.19520,0.04040,0.06679,0.05912,non-corporate,0.00534,0.01409,0.01154,0.09701,0.12339,0.11573,0.55422,0.52305,0.53075
+96,96,Fabricated metal products,40.57109,33868174282.69432,3320,0.06834,0.26485,0.26710,0.26641,Manufacturing,0.11518,0.19586,0.17974,0.11518,0.19586,0.17974,0.03962,0.06553,0.05801,non-corporate,0.00456,0.01284,0.01043,0.10796,0.13388,0.12635,0.58922,0.56222,0.56889
+97,97,Machinery,45.59719,44994036766.73473,3330,0.07085,0.26617,0.26894,0.26811,Manufacturing,0.12356,0.20226,0.18657,0.12356,0.20226,0.18657,0.04000,0.06606,0.05850,non-corporate,0.00494,0.01336,0.01091,0.11085,0.13691,0.12935,0.54686,0.52601,0.53116
+98,98,Computer and electronic products,27.75599,67202508361.14622,3340,0.14689,0.25700,0.25500,0.25555,Manufacturing,0.06197,0.15097,0.13323,0.06197,0.15097,0.13323,0.03737,0.06207,0.05490,non-corporate,0.00232,0.00937,0.00731,0.18427,0.20896,0.20179,0.71993,0.69398,0.70039
+99,99,"Electrical equipment, appliances, and components",51.19822,13457767002.27841,3350,0.06238,0.27069,0.27618,0.27456,Manufacturing,0.15106,0.22656,0.21146,0.15106,0.22656,0.21146,0.04130,0.06813,0.06034,non-corporate,0.00624,0.01544,0.01276,0.10368,0.13051,0.12272,0.47881,0.45320,0.45952
+100,100,"Motor vehicles, bodies and trailers, and parts",39.59103,37968439962.33989,336M,0.10231,0.26260,0.26346,0.26318,Manufacturing,0.10059,0.18285,0.16645,0.10059,0.18285,0.16645,0.03898,0.06449,0.05708,non-corporate,0.00392,0.01179,0.00950,0.14128,0.16680,0.15939,0.61029,0.58910,0.59433
+101,101,Other transportation equipment,55.71089,37605705698.82620,336O,0.06783,0.27288,0.27915,0.27731,Manufacturing,0.16374,0.23609,0.22164,0.16374,0.23609,0.22164,0.04192,0.06899,0.06113,non-corporate,0.00686,0.01629,0.01355,0.10975,0.13681,0.12896,0.43550,0.41462,0.41977
+102,102,Furniture and related products,46.12348,3398491339.24600,3370,0.06149,0.27075,0.27661,0.27486,Manufacturing,0.15140,0.22796,0.21260,0.15140,0.22796,0.21260,0.04131,0.06826,0.06043,non-corporate,0.00625,0.01556,0.01285,0.10280,0.12975,0.12192,0.51159,0.47548,0.48440
+103,103,Miscellaneous manufacturing,44.10283,21983133311.41251,338A,0.07690,0.26577,0.26831,0.26754,Manufacturing,0.12103,0.20008,0.18431,0.12103,0.20008,0.18431,0.03988,0.06588,0.05833,non-corporate,0.00483,0.01318,0.01075,0.11679,0.14278,0.13524,0.55981,0.53771,0.54317
+104,104,Oil and gas extraction,9.26036,250060628349.92041,2110,0.07292,0.24060,0.22908,0.23241,Mining,-0.07286,0.03559,0.01424,-0.07286,0.03559,0.01424,0.03268,0.05464,0.04827,non-corporate,-0.00238,0.00194,0.00069,0.10559,0.12756,0.12119,0.94515,0.93840,0.94007
+105,105,"Mining, except oil and gas",36.47161,42556976403.16281,2120,0.05093,0.25675,0.25562,0.25592,Mining,0.06021,0.15337,0.13494,0.06021,0.15337,0.13494,0.03730,0.06224,0.05501,non-corporate,0.00225,0.00955,0.00742,0.08824,0.11318,0.10594,0.65445,0.63900,0.64281
+106,106,Support activities for mining,15.74712,25044165259.30807,2130,0.09481,0.24325,0.23340,0.23624,Mining,-0.04856,0.05695,0.03616,-0.04856,0.05695,0.03616,0.03343,0.05588,0.04937,non-corporate,-0.00162,0.00318,0.00179,0.12825,0.15069,0.14418,0.89363,0.88637,0.88816
+107,107,"Other services, except government",36.31857,434659499245.39331,8100,0.04450,0.26644,0.27314,0.27102,"Other services, except government",0.12526,0.21655,0.19801,0.12526,0.21655,0.19801,0.04008,0.06726,0.05933,non-corporate,0.00502,0.01457,0.01175,0.08458,0.11177,0.10383,0.58641,0.51790,0.53504
+108,108,Legal services,29.93984,24694671280.08685,5411,0.09912,0.26467,0.26892,0.26758,"Professional, scientific, and technical services",0.11404,0.20222,0.18443,0.11404,0.20222,0.18443,0.03957,0.06606,0.05834,non-corporate,0.00451,0.01336,0.01076,0.13869,0.16517,0.15746,0.63986,0.58146,0.59588
+109,109,"Miscellaneous professional, scientific, and technical services",19.84614,250145961935.08807,5412,0.14671,0.25133,0.24669,0.24799,"Professional, scientific, and technical services",0.01936,0.11709,0.09765,0.01936,0.11709,0.09765,0.03575,0.05969,0.05273,non-corporate,0.00069,0.00699,0.00515,0.18246,0.20639,0.19944,0.80065,0.77458,0.78102
+110,110,Computer systems design and related services,22.66047,34987856978.92335,5415,0.19874,0.25564,0.25386,0.25430,"Professional, scientific, and technical services",0.05208,0.14646,0.12759,0.05208,0.14646,0.12759,0.03698,0.06174,0.05454,non-corporate,0.00193,0.00904,0.00696,0.23572,0.26048,0.25328,0.74861,0.71199,0.72103
+111,111,Real estate,84.96022,10194539931205.20117,5310,0.00516,0.28131,0.29778,0.29294,Real estate and rental and leasing,0.20932,0.29096,0.27477,0.20932,0.29096,0.27477,0.04434,0.07432,0.06561,non-corporate,0.00928,0.02163,0.01803,0.04949,0.07948,0.07077,0.11954,0.09771,0.10323
+112,112,Rental and leasing services and lessors of intangible assets,14.26025,187611316433.88910,5320,0.13356,0.24239,0.23211,0.23508,Real estate and rental and leasing,-0.05632,0.05065,0.02960,-0.05632,0.05065,0.02960,0.03319,0.05551,0.04903,non-corporate,-0.00187,0.00281,0.00145,0.16675,0.18907,0.18260,0.90002,0.89450,0.89587
+113,113,Retail trade,68.40422,599107994988.67297,44RT,0.02814,0.28260,0.29571,0.29186,Retail trade,0.21584,0.28526,0.27131,0.21584,0.28526,0.27131,0.04471,0.07373,0.06530,non-corporate,0.00965,0.02103,0.01772,0.07284,0.10187,0.09343,0.27244,0.23666,0.24549
+114,114,Air transportation,14.96155,47796425035.43796,4810,0.07360,0.24784,0.24117,0.24305,Transportation and warehousing,-0.00888,0.09305,0.07278,-0.00888,0.09305,0.07278,0.03475,0.05810,0.05132,non-corporate,-0.00031,0.00541,0.00373,0.10835,0.13171,0.12492,0.85570,0.83107,0.83715
+115,115,Railroad transportation,15.14169,83039763589.18028,4820,0.03034,0.23842,0.22562,0.22934,Transportation and warehousing,-0.09378,0.01779,-0.00409,-0.09378,0.01779,-0.00409,0.03205,0.05365,0.04739,non-corporate,-0.00301,0.00095,-0.00019,0.06240,0.08400,0.07773,0.95971,0.95940,0.95948
+116,116,Water transportation,17.50642,9217710064.52573,4830,0.06936,0.24539,0.23704,0.23943,Transportation and warehousing,-0.02969,0.07424,0.05367,-0.02969,0.07424,0.05367,0.03405,0.05692,0.05028,non-corporate,-0.00101,0.00423,0.00270,0.10340,0.12628,0.11964,0.87639,0.86079,0.86464
+117,117,Truck transportation,19.74733,37317255861.67974,4840,0.13042,0.24870,0.24235,0.24416,Transportation and warehousing,-0.00177,0.09830,0.07850,-0.00177,0.09830,0.07850,0.03500,0.05844,0.05164,non-corporate,-0.00006,0.00575,0.00405,0.16541,0.18886,0.18205,0.82009,0.80381,0.80782
+118,118,Transit and ground passenger transportation,25.50512,10233125938.31284,4850,0.08065,0.26020,0.26161,0.26109,Transportation and warehousing,0.08440,0.17607,0.15762,0.08440,0.17607,0.15762,0.03829,0.06396,0.05649,non-corporate,0.00323,0.01126,0.00890,0.11894,0.14461,0.13714,0.70532,0.65287,0.66581
+119,119,Pipeline transportation,8.49334,33708295455.20280,4860,0.05378,0.24038,0.22881,0.23215,Transportation and warehousing,-0.07501,0.03421,0.01268,-0.07501,0.03421,0.01268,0.03261,0.05457,0.04819,non-corporate,-0.00245,0.00187,0.00061,0.08639,0.10835,0.10198,0.95187,0.94324,0.94537
+120,120,Other transportation and support activities,23.54062,34235605978.81979,487S,0.06371,0.24898,0.24304,0.24472,Transportation and warehousing,0.00057,0.10134,0.08136,0.00057,0.10134,0.08136,0.03508,0.05864,0.05180,non-corporate,0.00002,0.00594,0.00421,0.09879,0.12236,0.11551,0.81538,0.79573,0.80058
+121,121,Warehousing and storage,38.87182,15189477206.55462,4930,0.04458,0.27228,0.28183,0.27891,Transportation and warehousing,0.16032,0.24450,0.22743,0.16032,0.24450,0.22743,0.04175,0.06975,0.06159,non-corporate,0.00669,0.01705,0.01401,0.08633,0.11433,0.10617,0.52170,0.44882,0.46681
+122,122,Utilities,16.13995,110848021471.90637,2200,0.04133,0.23899,0.22650,0.23012,Utilities,-0.08821,0.02239,0.00067,-0.08821,0.02239,0.00067,0.03222,0.05391,0.04761,non-corporate,-0.00284,0.00121,0.00003,0.07355,0.09524,0.08895,0.95614,0.95415,0.95464
+123,123,Wholesale trade,74.90337,387578651034.04889,4200,0.03635,0.28235,0.29396,0.29059,Wholesale trade,0.21461,0.28037,0.26722,0.21461,0.28037,0.26722,0.04464,0.07323,0.06493,non-corporate,0.00958,0.02053,0.01735,0.08099,0.10958,0.10129,0.23897,0.22358,0.22738
124,124,Accommodation and food services,57.53282,422339182442.50781,,0.03387,0.13261,0.20037,0.17864,Accommodation and food services,-0.12481,0.18288,0.11053,0.13970,0.25757,0.22977,0.04623,0.07098,0.06305,corporate,0.00646,0.01828,0.01449,0.08010,0.10485,0.09692,0.34724,0.30523,0.31688
125,125,Administrative and waste management services,25.41352,175956964097.71542,,0.10934,0.11191,0.16886,0.15061,Administrative and waste management services,-0.26862,0.07939,-0.00230,0.02972,0.16354,0.13207,0.04099,0.06300,0.05595,corporate,0.00122,0.01030,0.00739,0.15033,0.17234,0.16529,0.76440,0.74336,0.74919
126,126,"Agriculture, forestry, fishing, and hunting",56.81278,393953898679.37433,,0.03838,0.12077,0.18157,0.16212,"Agriculture, forestry, fishing, and hunting",-0.20279,0.12414,0.04731,0.08006,0.20420,0.17503,0.04323,0.06622,0.05887,corporate,0.00346,0.01352,0.01030,0.08161,0.10460,0.09725,0.49624,0.49541,0.49564
@@ -137,19 +137,19 @@
137,137,"Professional, scientific, and technical services",20.56875,311940720409.51123,,0.15141,0.11245,0.16954,0.15124,"Professional, scientific, and technical services",-0.26437,0.08191,0.00057,0.03296,0.16583,0.13456,0.04113,0.06317,0.05611,corporate,0.00136,0.01048,0.00755,0.19253,0.21458,0.20752,0.77606,0.75081,0.75781
138,138,Real estate and rental and leasing,78.11816,2794042661352.66748,,0.01684,0.13340,0.20232,0.18023,Real estate and rental and leasing,-0.11993,0.18851,0.11617,0.14344,0.26268,0.23466,0.04643,0.07147,0.06345,corporate,0.00666,0.01877,0.01489,0.06327,0.08832,0.08029,0.18649,0.16832,0.17347
140,140,Transportation and warehousing,16.62231,1016356440895.40027,,0.06020,0.10596,0.15976,0.14253,Transportation and warehousing,-0.31703,0.04446,-0.04033,-0.00732,0.13181,0.09914,0.03948,0.06070,0.05391,corporate,-0.00029,0.00800,0.00534,0.09968,0.12090,0.11411,0.87724,0.86471,0.86818
-143,143,Accommodation and food services,51.99285,453453559856.99200,,0.03613,0.21177,0.19292,0.19836,Accommodation and food services,0.24744,0.17585,0.19217,0.24744,0.17585,0.19217,0.04658,0.06394,0.05890,non-corporate,0.01153,0.01124,0.01132,0.08272,0.10007,0.09503,0.38127,0.34349,0.35335
-144,144,Administrative and waste management services,24.64493,133222200108.78630,,0.11416,0.19136,0.16514,0.17273,Administrative and waste management services,0.15475,0.07531,0.09346,0.15475,0.07531,0.09346,0.04148,0.05699,0.05249,non-corporate,0.00642,0.00429,0.00491,0.15564,0.17115,0.16665,0.76715,0.75109,0.75528
-145,145,"Agriculture, forestry, fishing, and hunting",65.56676,878144931747.60754,,0.03088,0.20376,0.18167,0.18808,"Agriculture, forestry, fishing, and hunting",0.21361,0.13790,0.15528,0.21361,0.13790,0.15528,0.04458,0.06113,0.05633,non-corporate,0.00952,0.00843,0.00875,0.07546,0.09201,0.08721,0.39414,0.39346,0.39364
-146,146,"Arts, entertainment, and recreation",30.79395,189876790496.84369,,0.05699,0.19329,0.16785,0.17522,"Arts, entertainment, and recreation",0.16450,0.08620,0.10409,0.16450,0.08620,0.10409,0.04196,0.05767,0.05311,non-corporate,0.00690,0.00497,0.00553,0.09895,0.11466,0.11010,0.70460,0.68998,0.69380
-149,149,Finance and insurance,55.56686,309388598976.24060,,0.05886,0.20854,0.18857,0.19435,Finance and insurance,0.23417,0.16160,0.17816,0.23417,0.16160,0.17816,0.04578,0.06286,0.05790,non-corporate,0.01072,0.01016,0.01032,0.10464,0.12172,0.11676,0.38404,0.35872,0.36532
-150,150,Health care and social assistance,31.77017,712395799031.93506,,0.05663,0.20327,0.18196,0.18810,Health care and social assistance,0.21144,0.13891,0.15534,0.21144,0.13891,0.15534,0.04446,0.06120,0.05633,non-corporate,0.00940,0.00850,0.00875,0.10109,0.11783,0.11296,0.57105,0.52564,0.53748
-151,151,Information,20.47709,167179370662.11737,,0.08615,0.18521,0.15666,0.16494,Information,0.12214,0.03955,0.05845,0.12214,0.03955,0.05845,0.03993,0.05487,0.05054,non-corporate,0.00488,0.00217,0.00295,0.12609,0.14102,0.13669,0.87513,0.86896,0.87057
-152,152,Management of companies and enterprises,43.27634,90403382551.37852,,0.07684,0.20763,0.18738,0.19322,Management of companies and enterprises,0.23033,0.15759,0.17416,0.23033,0.15759,0.17416,0.04555,0.06256,0.05762,non-corporate,0.01049,0.00986,0.01003,0.12239,0.13940,0.13446,0.47085,0.43340,0.44317
-153,153,Manufacturing,40.15757,649562708071.83960,,0.07667,0.20016,0.17643,0.18331,Manufacturing,0.19736,0.11901,0.13698,0.19736,0.11901,0.13698,0.04368,0.05982,0.05513,non-corporate,0.00862,0.00712,0.00755,0.12035,0.13649,0.13181,0.58820,0.57353,0.57736
-154,154,Mining,13.41725,317661770012.39130,,0.07170,0.18406,0.15511,0.16350,Mining,0.11582,0.03268,0.05172,0.11582,0.03268,0.05172,0.03965,0.05448,0.05018,non-corporate,0.00459,0.00178,0.00260,0.11135,0.12618,0.12187,0.89918,0.89419,0.89549
-155,155,"Other services, except government",36.31857,434659499245.39331,,0.04450,0.20315,0.18185,0.18798,"Other services, except government",0.21091,0.13852,0.15490,0.21091,0.13852,0.15490,0.04443,0.06117,0.05630,non-corporate,0.00937,0.00847,0.00872,0.08893,0.10568,0.10081,0.56117,0.51790,0.52929
-156,156,"Professional, scientific, and technical services",20.96846,309828490194.09827,,0.14879,0.19200,0.16596,0.17349,"Professional, scientific, and technical services",0.15800,0.07861,0.09674,0.15800,0.07861,0.09674,0.04164,0.05719,0.05268,non-corporate,0.00658,0.00450,0.00510,0.19042,0.20598,0.20147,0.77085,0.75212,0.75701
-157,157,Real estate and rental and leasing,83.68263,10382151247639.08984,,0.00748,0.21467,0.19746,0.20244,Real estate and rental and leasing,0.25900,0.19026,0.20594,0.25900,0.19026,0.20594,0.04731,0.06508,0.05992,non-corporate,0.01225,0.01238,0.01234,0.05479,0.07256,0.06740,0.12578,0.11211,0.11573
-159,159,Transportation and warehousing,17.78260,270737659129.71378,,0.06294,0.18655,0.15857,0.16667,Transportation and warehousing,0.12946,0.04782,0.06649,0.12946,0.04782,0.06649,0.04027,0.05535,0.05097,non-corporate,0.00521,0.00265,0.00339,0.10321,0.11829,0.11391,0.85958,0.84900,0.85176
+143,143,Accommodation and food services,51.99285,453453559856.99200,,0.03613,0.27751,0.28977,0.28611,Accommodation and food services,0.18939,0.26836,0.25245,0.18939,0.26836,0.25245,0.04325,0.07203,0.06365,non-corporate,0.00819,0.01933,0.01607,0.07938,0.10816,0.09978,0.40368,0.34349,0.35835
+144,144,Administrative and waste management services,24.64493,133222200108.78630,,0.11416,0.25203,0.24805,0.24915,Administrative and waste management services,0.02485,0.12281,0.10333,0.02485,0.12281,0.10333,0.03595,0.06008,0.05307,non-corporate,0.00089,0.00738,0.00548,0.15011,0.17424,0.16723,0.77668,0.75109,0.75741
+145,145,"Agriculture, forestry, fishing, and hunting",65.56676,878144931747.60754,,0.03088,0.26760,0.27285,0.27133,"Agriculture, forestry, fishing, and hunting",0.13244,0.21557,0.19919,0.13244,0.21557,0.19919,0.04041,0.06718,0.05942,non-corporate,0.00535,0.01448,0.01184,0.07129,0.09806,0.09030,0.39454,0.39346,0.39373
+146,146,"Arts, entertainment, and recreation",30.79395,189876790496.84369,,0.05699,0.25437,0.25212,0.25273,"Arts, entertainment, and recreation",0.04271,0.13953,0.12031,0.04271,0.13953,0.12031,0.03662,0.06124,0.05409,non-corporate,0.00156,0.00855,0.00651,0.09361,0.11823,0.11108,0.71327,0.68998,0.69573
+149,149,Finance and insurance,55.56686,309388598976.24060,,0.05886,0.27341,0.28324,0.28031,Finance and insurance,0.16676,0.24885,0.23243,0.16676,0.24885,0.23243,0.04207,0.07016,0.06199,non-corporate,0.00702,0.01746,0.01441,0.10093,0.12902,0.12085,0.39905,0.35872,0.36868
+150,150,Health care and social assistance,31.77017,712395799031.93506,,0.05663,0.26661,0.27331,0.27120,Health care and social assistance,0.12634,0.21711,0.19870,0.12634,0.21711,0.19870,0.04013,0.06731,0.05938,non-corporate,0.00507,0.01461,0.01180,0.09676,0.12394,0.11601,0.59799,0.52564,0.54350
+151,151,Information,20.47709,167179370662.11737,,0.08615,0.24440,0.23531,0.23793,Information,-0.03829,0.06609,0.04549,-0.03829,0.06609,0.04549,0.03376,0.05643,0.04985,non-corporate,-0.00129,0.00373,0.00227,0.11992,0.14258,0.13600,0.87879,0.86896,0.87139
+152,152,Management of companies and enterprises,43.27634,90403382551.37852,,0.07684,0.27231,0.28145,0.27869,Management of companies and enterprises,0.16046,0.24333,0.22662,0.16046,0.24333,0.22662,0.04176,0.06965,0.06153,non-corporate,0.00670,0.01695,0.01394,0.11860,0.14648,0.13836,0.49307,0.43340,0.44813
+153,153,Manufacturing,40.15757,649562708071.83960,,0.07667,0.26341,0.26498,0.26449,Manufacturing,0.10592,0.18833,0.17190,0.10592,0.18833,0.17190,0.03921,0.06493,0.05746,non-corporate,0.00415,0.01223,0.00988,0.11588,0.14160,0.13413,0.59691,0.57353,0.57930
+154,154,Mining,13.41725,317661770012.39130,,0.07170,0.24298,0.23298,0.23586,Mining,-0.05100,0.05489,0.03403,-0.05100,0.05489,0.03403,0.03336,0.05576,0.04926,non-corporate,-0.00170,0.00306,0.00168,0.10505,0.12746,0.12096,0.90214,0.89419,0.89615
+155,155,"Other services, except government",36.31857,434659499245.39331,,0.04450,0.26644,0.27314,0.27102,"Other services, except government",0.12526,0.21655,0.19801,0.12526,0.21655,0.19801,0.04008,0.06726,0.05933,non-corporate,0.00502,0.01457,0.01175,0.08458,0.11177,0.10383,0.58641,0.51790,0.53504
+156,156,"Professional, scientific, and technical services",20.96846,309828490194.09827,,0.14879,0.25288,0.24927,0.25026,"Professional, scientific, and technical services",0.03139,0.12789,0.10866,0.03139,0.12789,0.10866,0.03619,0.06043,0.05338,non-corporate,0.00114,0.00773,0.00580,0.18498,0.20922,0.20217,0.78196,0.75212,0.75949
+157,157,Real estate and rental and leasing,83.68263,10382151247639.08984,,0.00748,0.28061,0.29660,0.29190,Real estate and rental and leasing,0.20571,0.28770,0.27144,0.20571,0.28770,0.27144,0.04414,0.07398,0.06531,non-corporate,0.00908,0.02129,0.01773,0.05161,0.08146,0.07279,0.13364,0.11211,0.11756
+159,159,Transportation and warehousing,17.78260,270737659129.71378,,0.06294,0.24604,0.23817,0.24042,Transportation and warehousing,-0.02406,0.07947,0.05897,-0.02406,0.07947,0.05897,0.03423,0.05725,0.05056,non-corporate,-0.00082,0.00455,0.00298,0.09717,0.12019,0.11351,0.86585,0.84900,0.85316
162,162,Overall,38.79367,20307631178754.23438,,0.06162,0.11870,0.17900,0.15968,Overall,-0.21758,0.11545,0.03721,0.06875,0.19630,0.16628,0.04271,0.06557,0.05825,corporate,0.00294,0.01287,0.00969,0.10432,0.12719,0.11986,0.60954,0.58748,0.59361
-163,163,Overall,68.60454,17036588368688.33008,,0.02639,0.20988,0.19064,0.19620,Overall,0.23971,0.16844,0.18471,0.23971,0.16844,0.18471,0.04611,0.06337,0.05836,non-corporate,0.01105,0.01067,0.01078,0.07250,0.08976,0.08475,0.28098,0.26454,0.26887
+163,163,Overall,68.60454,17036588368688.33008,,0.02639,0.27486,0.28634,0.28295,Overall,0.17490,0.25825,0.24167,0.17490,0.25825,0.24167,0.04249,0.07105,0.06275,non-corporate,0.00743,0.01835,0.01516,0.06888,0.09744,0.08914,0.29057,0.26454,0.27105
diff --git a/example_output/changed_byasset_expected.csv b/example_output/changed_byasset_expected.csv
index 74a6e9aa..9ca430a6 100644
--- a/example_output/changed_byasset_expected.csv
+++ b/example_output/changed_byasset_expected.csv
@@ -98,52 +98,52 @@
96,0.00000,Electric,0.00000,SU30,0.00000,0.12365,0.17014,0.15498,Structures,0.10454,0.27286,0.25437,0.07996,0.24792,0.22027,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,0.12847,0.26530,0.25102,0.09826,0.24105,0.21737,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,ENS1,0.00000,0.02283,0.02916,0.02731,Equipment,0.11863,0.12166,0.12105,0.11863,0.12166,0.12105,Computers and Software,0.00571,0.00730,0.00684,non-corporate,0.00571,0.00730,0.00684,0.00571,0.00730,0.00684,-0.03863,-0.04816,-0.04542
-100,0.00000,Custom software,0.00000,ENS2,0.00000,0.01429,0.01852,0.01727,Equipment,0.07806,0.08084,0.08020,0.07806,0.08084,0.08020,Computers and Software,0.00358,0.00463,0.00432,non-corporate,0.00358,0.00463,0.00432,0.00358,0.00463,0.00432,-0.03863,-0.04816,-0.04542
-101,0.00000,Mainframes,0.00000,EP1A,0.00000,0.02571,0.03274,0.03069,Equipment,0.13146,0.13457,0.13398,0.13146,0.13457,0.13398,Computers and Software,0.00644,0.00819,0.00768,non-corporate,0.00644,0.00819,0.00768,0.00644,0.00819,0.00768,-0.05102,-0.06315,-0.05969
-102,0.00000,PCs,0.00000,EP1B,0.00000,0.02571,0.03274,0.03069,Equipment,0.13146,0.13457,0.13398,0.13146,0.13457,0.13398,Computers and Software,0.00644,0.00819,0.00768,non-corporate,0.00644,0.00819,0.00768,0.00644,0.00819,0.00768,-0.05102,-0.06315,-0.05969
-103,0.00000,DASDs,0.00000,EP1C,0.00000,0.02571,0.03274,0.03069,Equipment,0.13146,0.13457,0.13398,0.13146,0.13457,0.13398,Computers and Software,0.00644,0.00819,0.00768,non-corporate,0.00644,0.00819,0.00768,0.00644,0.00819,0.00768,-0.05102,-0.06315,-0.05969
-104,0.00000,Printers,0.00000,EP1D,0.00000,0.02571,0.03274,0.03069,Equipment,0.13146,0.13457,0.13398,0.13146,0.13457,0.13398,Computers and Software,0.00644,0.00819,0.00768,non-corporate,0.00644,0.00819,0.00768,0.00644,0.00819,0.00768,-0.05102,-0.06315,-0.05969
-105,0.00000,Terminals,0.00000,EP1E,0.00000,0.02571,0.03274,0.03069,Equipment,0.13146,0.13457,0.13398,0.13146,0.13457,0.13398,Computers and Software,0.00644,0.00819,0.00768,non-corporate,0.00644,0.00819,0.00768,0.00644,0.00819,0.00768,-0.05102,-0.06315,-0.05969
-106,0.00000,Tape drives,0.00000,EP1F,0.00000,0.02571,0.03274,0.03069,Equipment,0.13146,0.13457,0.13398,0.13146,0.13457,0.13398,Computers and Software,0.00644,0.00819,0.00768,non-corporate,0.00644,0.00819,0.00768,0.00644,0.00819,0.00768,-0.05102,-0.06315,-0.05969
-107,0.00000,Storage devices,0.00000,EP1G,0.00000,0.02571,0.03274,0.03069,Equipment,0.13146,0.13457,0.13398,0.13146,0.13457,0.13398,Computers and Software,0.00644,0.00819,0.00768,non-corporate,0.00644,0.00819,0.00768,0.00644,0.00819,0.00768,-0.05102,-0.06315,-0.05969
-108,0.00000,System integrators,0.00000,EP1H,0.00000,0.02571,0.03274,0.03069,Equipment,0.13146,0.13457,0.13398,0.13146,0.13457,0.13398,Computers and Software,0.00644,0.00819,0.00768,non-corporate,0.00644,0.00819,0.00768,0.00644,0.00819,0.00768,-0.05102,-0.06315,-0.05969
-109,0.00000,Special industrial machinery,0.00000,EI40,0.00000,0.00983,0.01330,0.01226,Equipment,0.05515,0.05941,0.05830,0.05515,0.05941,0.05830,Industrial Machinery,0.00246,0.00333,0.00307,non-corporate,0.00246,0.00333,0.00307,0.00246,0.00333,0.00307,-0.06918,-0.08496,-0.08048
-110,0.00000,General industrial equipment,0.00000,EI50,0.00000,0.01012,0.01365,0.01259,Equipment,0.05665,0.06088,0.05978,0.05665,0.06088,0.05978,Industrial Machinery,0.00253,0.00342,0.00315,non-corporate,0.00253,0.00342,0.00315,0.00253,0.00342,0.00315,-0.06918,-0.08496,-0.08048
-111,0.00000,Office and accounting equipment,0.00000,EP12,0.00000,0.01795,0.02313,0.02162,Equipment,0.09595,0.09900,0.09833,0.09595,0.09900,0.09833,Instruments and Communications Equipment,0.00449,0.00579,0.00541,non-corporate,0.00449,0.00579,0.00541,0.00449,0.00579,0.00541,-0.05102,-0.06315,-0.05969
-112,0.00000,Communications,0.00000,EP20,0.00000,0.01051,0.01414,0.01305,Equipment,0.05873,0.06291,0.06183,0.05873,0.06291,0.06183,Instruments and Communications Equipment,0.00263,0.00354,0.00327,non-corporate,0.00263,0.00354,0.00327,0.00263,0.00354,0.00327,-0.06918,-0.08496,-0.08048
-113,0.00000,Photocopy and related equipment,0.00000,EP31,0.00000,0.01119,0.01476,0.01371,Equipment,0.06227,0.06553,0.06472,0.06227,0.06553,0.06472,Instruments and Communications Equipment,0.00280,0.00370,0.00343,non-corporate,0.00280,0.00370,0.00343,0.00280,0.00370,0.00343,-0.05102,-0.06315,-0.05969
-114,0.00000,Nonelectro medical instruments,0.00000,EP34,0.00000,0.01205,0.01602,0.01484,Equipment,0.06668,0.07071,0.06970,0.06668,0.07071,0.06970,Instruments and Communications Equipment,0.00302,0.00401,0.00371,non-corporate,0.00302,0.00401,0.00371,0.00302,0.00401,0.00371,-0.06918,-0.08496,-0.08048
-115,0.00000,Electro medical instruments,0.00000,EP35,0.00000,0.01205,0.01602,0.01484,Equipment,0.06668,0.07071,0.06970,0.06668,0.07071,0.06970,Instruments and Communications Equipment,0.00302,0.00401,0.00371,non-corporate,0.00302,0.00401,0.00371,0.00302,0.00401,0.00371,-0.06918,-0.08496,-0.08048
-116,0.00000,Nonmedical instruments,0.00000,EP36,0.00000,0.01205,0.01602,0.01484,Equipment,0.06668,0.07071,0.06970,0.06668,0.07071,0.06970,Instruments and Communications Equipment,0.00302,0.00401,0.00371,non-corporate,0.00302,0.00401,0.00371,0.00302,0.00401,0.00371,-0.06918,-0.08496,-0.08048
-117,0.00000,Household furniture,0.00000,EO11,0.00000,0.00901,0.01207,0.01116,Equipment,0.05082,0.05421,0.05334,0.05082,0.05421,0.05334,Office and Residential Equipment,0.00226,0.00302,0.00279,non-corporate,0.00226,0.00302,0.00279,0.00226,0.00302,0.00279,-0.05102,-0.06315,-0.05969
-118,0.00000,Other furniture,0.00000,EO12,0.00000,0.01086,0.01456,0.01346,Equipment,0.06054,0.06469,0.06363,0.06054,0.06469,0.06363,Office and Residential Equipment,0.00272,0.00364,0.00337,non-corporate,0.00272,0.00364,0.00337,0.00272,0.00364,0.00337,-0.06918,-0.08496,-0.08048
-119,0.00000,Household appliances,0.00000,EO71,0.00000,0.01042,0.01381,0.01281,Equipment,0.05827,0.06157,0.06073,0.05827,0.06157,0.06073,Office and Residential Equipment,0.00261,0.00346,0.00321,non-corporate,0.00261,0.00346,0.00321,0.00261,0.00346,0.00321,-0.05102,-0.06315,-0.05969
-120,0.00000,Service industry machinery,0.00000,EO60,0.00000,0.01328,0.01754,0.01628,Equipment,0.07299,0.07690,0.07593,0.07299,0.07690,0.07593,Other Equipment,0.00333,0.00439,0.00407,non-corporate,0.00333,0.00439,0.00407,0.00333,0.00439,0.00407,-0.06918,-0.08496,-0.08048
-121,0.00000,Other electrical,0.00000,EO72,0.00000,0.01541,0.02015,0.01875,Equipment,0.08360,0.08736,0.08646,0.08360,0.08736,0.08646,Other Equipment,0.00386,0.00504,0.00469,non-corporate,0.00386,0.00504,0.00469,0.00386,0.00504,0.00469,-0.06918,-0.08496,-0.08048
-122,0.00000,Other,0.00000,EO80,0.00000,0.01290,0.01707,0.01583,Equipment,0.07105,0.07500,0.07402,0.07105,0.07500,0.07402,Other Equipment,0.00323,0.00427,0.00396,non-corporate,0.00323,0.00427,0.00396,0.00323,0.00427,0.00396,-0.06918,-0.08496,-0.08048
-123,0.00000,Nuclear fuel,0.00000,EI11,0.00000,0.01478,0.01921,0.01790,Equipment,0.08048,0.08360,0.08287,0.08048,0.08360,0.08287,Other Industrial Equipment,0.00370,0.00481,0.00448,non-corporate,0.00370,0.00481,0.00448,0.00370,0.00481,0.00448,-0.05102,-0.06315,-0.05969
-124,0.00000,Other fabricated metals,0.00000,EI12,0.00000,0.00904,0.01233,0.01134,Equipment,0.05095,0.05530,0.05416,0.05095,0.05530,0.05416,Other Industrial Equipment,0.00226,0.00308,0.00284,non-corporate,0.00226,0.00308,0.00284,0.00226,0.00308,0.00284,-0.06918,-0.08496,-0.08048
-125,0.00000,Metalworking machinery,0.00000,EI30,0.00000,0.01118,0.01495,0.01383,Equipment,0.06220,0.06632,0.06527,0.06220,0.06632,0.06527,Other Industrial Equipment,0.00280,0.00374,0.00346,non-corporate,0.00280,0.00374,0.00346,0.00280,0.00374,0.00346,-0.06918,-0.08496,-0.08048
-126,0.00000,Electric transmission and distribution,0.00000,EI60,0.00000,0.01309,0.01811,0.01661,Equipment,0.07199,0.07921,0.07735,0.07199,0.07921,0.07735,Other Industrial Equipment,0.00328,0.00453,0.00416,non-corporate,0.00328,0.00453,0.00416,0.00328,0.00453,0.00416,-0.14747,-0.17553,-0.16776
-127,0.00000,Farm tractors,0.00000,EO21,0.00000,0.01276,0.01689,0.01566,Equipment,0.07031,0.07427,0.07328,0.07031,0.07427,0.07328,Other Industrial Equipment,0.00319,0.00423,0.00392,non-corporate,0.00319,0.00423,0.00392,0.00319,0.00423,0.00392,-0.06918,-0.08496,-0.08048
-128,0.00000,Construction tractors,0.00000,EO22,0.00000,0.01034,0.01371,0.01270,Equipment,0.05781,0.06111,0.06028,0.05781,0.06111,0.06028,Other Industrial Equipment,0.00259,0.00343,0.00318,non-corporate,0.00259,0.00343,0.00318,0.00259,0.00343,0.00318,-0.05102,-0.06315,-0.05969
-129,0.00000,Other agricultural machinery,0.00000,EO30,0.00000,0.01086,0.01456,0.01346,Equipment,0.06054,0.06469,0.06363,0.06054,0.06469,0.06363,Other Industrial Equipment,0.00272,0.00364,0.00337,non-corporate,0.00272,0.00364,0.00337,0.00272,0.00364,0.00337,-0.06918,-0.08496,-0.08048
-130,0.00000,Other construction machinery,0.00000,EO40,0.00000,0.00991,0.01318,0.01221,Equipment,0.05558,0.05890,0.05806,0.05558,0.05890,0.05806,Other Industrial Equipment,0.00248,0.00330,0.00306,non-corporate,0.00248,0.00330,0.00306,0.00248,0.00330,0.00306,-0.05102,-0.06315,-0.05969
-131,0.00000,Mining and oilfield machinery,0.00000,EO50,0.00000,0.01309,0.01730,0.01605,Equipment,0.07200,0.07594,0.07496,0.07200,0.07594,0.07496,Other Industrial Equipment,0.00328,0.00433,0.00402,non-corporate,0.00328,0.00433,0.00402,0.00328,0.00433,0.00402,-0.06918,-0.08496,-0.08048
-132,0.00000,Steam engines,0.00000,EI21,0.00000,0.01333,0.01839,0.01688,Equipment,0.07319,0.08034,0.07850,0.07319,0.08034,0.07850,Transportation Equipment,0.00334,0.00460,0.00422,non-corporate,0.00334,0.00460,0.00422,0.00334,0.00460,0.00422,-0.14747,-0.17553,-0.16776
-133,0.00000,Internal combustion engines,0.00000,EI22,0.00000,0.01700,0.02211,0.02061,Equipment,0.09137,0.09502,0.09417,0.09137,0.09502,0.09417,Transportation Equipment,0.00426,0.00553,0.00516,non-corporate,0.00426,0.00553,0.00516,0.00426,0.00553,0.00516,-0.06918,-0.08496,-0.08048
-134,0.00000,Light trucks (including utility vehicles),0.00000,ET11,0.00000,0.01081,0.01429,0.01326,Equipment,0.06027,0.06355,0.06273,0.06027,0.06355,0.06273,Transportation Equipment,0.00271,0.00358,0.00332,non-corporate,0.00271,0.00358,0.00332,0.00271,0.00358,0.00332,-0.05102,-0.06315,-0.05969
-135,0.00000,"Other trucks, buses and truck trailers",0.00000,ET12,0.00000,0.01081,0.01429,0.01326,Equipment,0.06027,0.06355,0.06273,0.06027,0.06355,0.06273,Transportation Equipment,0.00271,0.00358,0.00332,non-corporate,0.00271,0.00358,0.00332,0.00271,0.00358,0.00332,-0.05102,-0.06315,-0.05969
-136,0.00000,Autos,0.00000,ET20,0.00000,0.01905,0.02449,0.02290,Equipment,0.10116,0.10420,0.10355,0.10116,0.10420,0.10355,Transportation Equipment,0.00477,0.00613,0.00573,non-corporate,0.00477,0.00613,0.00573,0.00477,0.00613,0.00573,-0.05102,-0.06315,-0.05969
-137,0.00000,Aircraft,0.00000,ET30,0.00000,0.00637,0.00879,0.00806,Equipment,0.03651,0.04009,0.03913,0.03651,0.04009,0.03913,Transportation Equipment,0.00159,0.00220,0.00202,non-corporate,0.00159,0.00220,0.00202,0.00159,0.00220,0.00202,-0.05102,-0.06315,-0.05969
-138,0.00000,Ships and boats,0.00000,ET40,0.00000,0.00942,0.01309,0.01199,Equipment,0.05299,0.05855,0.05708,0.05299,0.05855,0.05708,Transportation Equipment,0.00236,0.00328,0.00300,non-corporate,0.00236,0.00328,0.00300,0.00236,0.00328,0.00300,-0.09430,-0.11453,-0.10883
-139,0.00000,Railroad equipment,0.00000,ET50,0.00000,0.00676,0.00953,0.00869,Equipment,0.03865,0.04328,0.04204,0.03865,0.04328,0.04204,Transportation Equipment,0.00169,0.00238,0.00217,non-corporate,0.00169,0.00238,0.00217,0.00169,0.00238,0.00217,-0.06918,-0.08496,-0.08048
-140,0.00000,Theatrical movies,0.00000,AE10,0.00000,0.02080,0.02743,0.02548,Intellectual Property,0.10934,0.11528,0.11386,0.10934,0.11528,0.11386,Intellectual Property,0.00521,0.00687,0.00638,non-corporate,0.00521,0.00687,0.00638,0.00521,0.00687,0.00638,-0.15763,-0.18741,-0.17918
-141,0.00000,Long-lived television programs,0.00000,AE20,0.00000,0.02937,0.03743,0.03508,Intellectual Property,0.14713,0.15093,0.15021,0.14713,0.15093,0.15021,Intellectual Property,0.00735,0.00937,0.00878,non-corporate,0.00735,0.00937,0.00878,0.00735,0.00937,0.00878,-0.14166,-0.16878,-0.16127
-142,0.00000,Books,0.00000,AE30,0.00000,0.01926,0.02647,0.02438,Intellectual Property,0.10214,0.11169,0.10950,0.10214,0.11169,0.10950,Intellectual Property,0.00482,0.00663,0.00610,non-corporate,0.00482,0.00663,0.00610,0.00482,0.00663,0.00610,-0.12030,-0.15170,-0.14314
-143,0.00000,Music,0.00000,AE40,0.00000,0.01926,0.02647,0.02438,Intellectual Property,0.10214,0.11169,0.10950,0.10214,0.11169,0.10950,Intellectual Property,0.00482,0.00663,0.00610,non-corporate,0.00482,0.00663,0.00610,0.00482,0.00663,0.00610,-0.06278,-0.08242,-0.07691
-144,0.00000,Other entertainment originals,0.00000,AE50,0.00000,0.01926,0.02647,0.02438,Intellectual Property,0.10214,0.11169,0.10950,0.10214,0.11169,0.10950,Intellectual Property,0.00482,0.00663,0.00610,non-corporate,0.00482,0.00663,0.00610,0.00482,0.00663,0.00610,-0.13010,-0.16295,-0.15404
+99,0.00000,Prepackaged software,0.00000,ENS1,0.00000,0.02981,0.04380,0.03971,Equipment,0.23770,0.19231,0.20077,0.23770,0.19231,0.20077,Computers and Software,0.00854,0.01255,0.01137,non-corporate,0.00854,0.01255,0.01137,0.00854,0.01255,0.01137,-0.03398,-0.04816,-0.04411
+100,0.00000,Custom software,0.00000,ENS2,0.00000,0.01853,0.02781,0.02506,Equipment,0.16074,0.13133,0.13662,0.16074,0.13133,0.13662,Computers and Software,0.00531,0.00797,0.00718,non-corporate,0.00531,0.00797,0.00718,0.00531,0.00797,0.00718,-0.03398,-0.04816,-0.04411
+101,0.00000,Mainframes,0.00000,EP1A,0.00000,0.03363,0.04918,0.04464,Equipment,0.26099,0.21093,0.22034,0.26099,0.21093,0.22034,Computers and Software,0.00963,0.01409,0.01279,non-corporate,0.00963,0.01409,0.01279,0.00963,0.01409,0.01279,-0.04504,-0.06315,-0.05802
+102,0.00000,PCs,0.00000,EP1B,0.00000,0.03363,0.04918,0.04464,Equipment,0.26099,0.21093,0.22034,0.26099,0.21093,0.22034,Computers and Software,0.00963,0.01409,0.01279,non-corporate,0.00963,0.01409,0.01279,0.00963,0.01409,0.01279,-0.04504,-0.06315,-0.05802
+103,0.00000,DASDs,0.00000,EP1C,0.00000,0.03363,0.04918,0.04464,Equipment,0.26099,0.21093,0.22034,0.26099,0.21093,0.22034,Computers and Software,0.00963,0.01409,0.01279,non-corporate,0.00963,0.01409,0.01279,0.00963,0.01409,0.01279,-0.04504,-0.06315,-0.05802
+104,0.00000,Printers,0.00000,EP1D,0.00000,0.03363,0.04918,0.04464,Equipment,0.26099,0.21093,0.22034,0.26099,0.21093,0.22034,Computers and Software,0.00963,0.01409,0.01279,non-corporate,0.00963,0.01409,0.01279,0.00963,0.01409,0.01279,-0.04504,-0.06315,-0.05802
+105,0.00000,Terminals,0.00000,EP1E,0.00000,0.03363,0.04918,0.04464,Equipment,0.26099,0.21093,0.22034,0.26099,0.21093,0.22034,Computers and Software,0.00963,0.01409,0.01279,non-corporate,0.00963,0.01409,0.01279,0.00963,0.01409,0.01279,-0.04504,-0.06315,-0.05802
+106,0.00000,Tape drives,0.00000,EP1F,0.00000,0.03363,0.04918,0.04464,Equipment,0.26099,0.21093,0.22034,0.26099,0.21093,0.22034,Computers and Software,0.00963,0.01409,0.01279,non-corporate,0.00963,0.01409,0.01279,0.00963,0.01409,0.01279,-0.04504,-0.06315,-0.05802
+107,0.00000,Storage devices,0.00000,EP1G,0.00000,0.03363,0.04918,0.04464,Equipment,0.26099,0.21093,0.22034,0.26099,0.21093,0.22034,Computers and Software,0.00963,0.01409,0.01279,non-corporate,0.00963,0.01409,0.01279,0.00963,0.01409,0.01279,-0.04504,-0.06315,-0.05802
+108,0.00000,System integrators,0.00000,EP1H,0.00000,0.03363,0.04918,0.04464,Equipment,0.26099,0.21093,0.22034,0.26099,0.21093,0.22034,Computers and Software,0.00963,0.01409,0.01279,non-corporate,0.00963,0.01409,0.01279,0.00963,0.01409,0.01279,-0.04504,-0.06315,-0.05802
+109,0.00000,Special industrial machinery,0.00000,EI40,0.00000,0.01245,0.01997,0.01768,Equipment,0.11335,0.09794,0.10035,0.11335,0.09794,0.10035,Industrial Machinery,0.00357,0.00572,0.00507,non-corporate,0.00357,0.00572,0.00507,0.00357,0.00572,0.00507,-0.06130,-0.08496,-0.07831
+110,0.00000,General industrial equipment,0.00000,EI50,0.00000,0.01283,0.02050,0.01817,Equipment,0.11644,0.10026,0.10282,0.11644,0.10026,0.10282,Industrial Machinery,0.00368,0.00587,0.00520,non-corporate,0.00368,0.00587,0.00520,0.00368,0.00587,0.00520,-0.06130,-0.08496,-0.07831
+111,0.00000,Office and accounting equipment,0.00000,EP12,0.00000,0.02334,0.03475,0.03138,Equipment,0.19512,0.15887,0.16550,0.19512,0.15887,0.16550,Instruments and Communications Equipment,0.00669,0.00995,0.00899,non-corporate,0.00669,0.00995,0.00899,0.00669,0.00995,0.00899,-0.04504,-0.06315,-0.05802
+112,0.00000,Communications,0.00000,EP20,0.00000,0.01336,0.02123,0.01884,Equipment,0.12071,0.10347,0.10624,0.12071,0.10347,0.10624,Instruments and Communications Equipment,0.00383,0.00608,0.00540,non-corporate,0.00383,0.00608,0.00540,0.00383,0.00608,0.00540,-0.06130,-0.08496,-0.07831
+113,0.00000,Photocopy and related equipment,0.00000,EP31,0.00000,0.01437,0.02218,0.01984,Equipment,0.12884,0.10758,0.11122,0.12884,0.10758,0.11122,Instruments and Communications Equipment,0.00412,0.00635,0.00568,non-corporate,0.00412,0.00635,0.00568,0.00412,0.00635,0.00568,-0.04504,-0.06315,-0.05802
+114,0.00000,Nonelectro medical instruments,0.00000,EP34,0.00000,0.01540,0.02406,0.02145,Equipment,0.13691,0.11568,0.11925,0.13691,0.11568,0.11925,Instruments and Communications Equipment,0.00441,0.00689,0.00615,non-corporate,0.00441,0.00689,0.00615,0.00441,0.00689,0.00615,-0.06130,-0.08496,-0.07831
+115,0.00000,Electro medical instruments,0.00000,EP35,0.00000,0.01540,0.02406,0.02145,Equipment,0.13691,0.11568,0.11925,0.13691,0.11568,0.11925,Instruments and Communications Equipment,0.00441,0.00689,0.00615,non-corporate,0.00441,0.00689,0.00615,0.00441,0.00689,0.00615,-0.06130,-0.08496,-0.07831
+116,0.00000,Nonmedical instruments,0.00000,EP36,0.00000,0.01540,0.02406,0.02145,Equipment,0.13691,0.11568,0.11925,0.13691,0.11568,0.11925,Instruments and Communications Equipment,0.00441,0.00689,0.00615,non-corporate,0.00441,0.00689,0.00615,0.00441,0.00689,0.00615,-0.06130,-0.08496,-0.07831
+117,0.00000,Household furniture,0.00000,EO11,0.00000,0.01149,0.01813,0.01611,Equipment,0.10540,0.08970,0.09224,0.10540,0.08970,0.09224,Office and Residential Equipment,0.00329,0.00519,0.00462,non-corporate,0.00329,0.00519,0.00462,0.00329,0.00519,0.00462,-0.04504,-0.06315,-0.05802
+118,0.00000,Other furniture,0.00000,EO12,0.00000,0.01382,0.02187,0.01943,Equipment,0.12442,0.10626,0.10921,0.12442,0.10626,0.10921,Office and Residential Equipment,0.00396,0.00627,0.00557,non-corporate,0.00396,0.00627,0.00557,0.00396,0.00627,0.00557,-0.06130,-0.08496,-0.07831
+119,0.00000,Household appliances,0.00000,EO71,0.00000,0.01335,0.02075,0.01852,Equipment,0.12069,0.10135,0.10461,0.12069,0.10135,0.10461,Office and Residential Equipment,0.00383,0.00594,0.00531,non-corporate,0.00383,0.00594,0.00531,0.00383,0.00594,0.00531,-0.04504,-0.06315,-0.05802
+120,0.00000,Service industry machinery,0.00000,EO60,0.00000,0.01705,0.02635,0.02356,Equipment,0.14959,0.12528,0.12946,0.14959,0.12528,0.12946,Other Equipment,0.00488,0.00755,0.00675,non-corporate,0.00488,0.00755,0.00675,0.00488,0.00755,0.00675,-0.06130,-0.08496,-0.07831
+121,0.00000,Other electrical,0.00000,EO72,0.00000,0.01988,0.03027,0.02717,Equipment,0.17062,0.14129,0.14648,0.17062,0.14129,0.14648,Other Equipment,0.00569,0.00867,0.00778,non-corporate,0.00569,0.00867,0.00778,0.00569,0.00867,0.00778,-0.06130,-0.08496,-0.07831
+122,0.00000,Other,0.00000,EO80,0.00000,0.01654,0.02564,0.02291,Equipment,0.14571,0.12233,0.12633,0.14571,0.12233,0.12633,Other Equipment,0.00474,0.00735,0.00656,non-corporate,0.00474,0.00735,0.00656,0.00474,0.00735,0.00656,-0.06130,-0.08496,-0.07831
+123,0.00000,Nuclear fuel,0.00000,EI11,0.00000,0.01913,0.02885,0.02596,Equipment,0.16516,0.13556,0.14086,0.16516,0.13556,0.14086,Other Industrial Equipment,0.00548,0.00826,0.00744,non-corporate,0.00548,0.00826,0.00744,0.00548,0.00826,0.00744,-0.04504,-0.06315,-0.05802
+124,0.00000,Other fabricated metals,0.00000,EI12,0.00000,0.01140,0.01851,0.01634,Equipment,0.10465,0.09143,0.09340,0.10465,0.09143,0.09340,Other Industrial Equipment,0.00326,0.00530,0.00468,non-corporate,0.00326,0.00530,0.00468,0.00326,0.00530,0.00468,-0.06130,-0.08496,-0.07831
+125,0.00000,Metalworking machinery,0.00000,EI30,0.00000,0.01424,0.02246,0.01998,Equipment,0.12781,0.10881,0.11193,0.12781,0.10881,0.11193,Other Industrial Equipment,0.00408,0.00643,0.00572,non-corporate,0.00408,0.00643,0.00572,0.00408,0.00643,0.00572,-0.06130,-0.08496,-0.07831
+126,0.00000,Electric transmission and distribution,0.00000,EI60,0.00000,0.01632,0.02720,0.02389,Equipment,0.14403,0.12883,0.13103,0.14403,0.12883,0.13103,Other Industrial Equipment,0.00467,0.00779,0.00684,non-corporate,0.00467,0.00779,0.00684,0.00467,0.00779,0.00684,-0.13273,-0.17553,-0.16395
+127,0.00000,Farm tractors,0.00000,EO21,0.00000,0.01634,0.02537,0.02266,Equipment,0.14422,0.12120,0.12513,0.14422,0.12120,0.12513,Other Industrial Equipment,0.00468,0.00727,0.00649,non-corporate,0.00468,0.00727,0.00649,0.00468,0.00727,0.00649,-0.06130,-0.08496,-0.07831
+128,0.00000,Construction tractors,0.00000,EO22,0.00000,0.01324,0.02059,0.01837,Equipment,0.11976,0.10064,0.10386,0.11976,0.10064,0.10386,Other Industrial Equipment,0.00379,0.00590,0.00526,non-corporate,0.00379,0.00590,0.00526,0.00379,0.00590,0.00526,-0.04504,-0.06315,-0.05802
+129,0.00000,Other agricultural machinery,0.00000,EO30,0.00000,0.01382,0.02187,0.01943,Equipment,0.12442,0.10626,0.10921,0.12442,0.10626,0.10921,Other Industrial Equipment,0.00396,0.00627,0.00557,non-corporate,0.00396,0.00627,0.00557,0.00396,0.00627,0.00557,-0.06130,-0.08496,-0.07831
+130,0.00000,Other construction machinery,0.00000,EO40,0.00000,0.01267,0.01979,0.01765,Equipment,0.11518,0.09715,0.10015,0.11518,0.09715,0.10015,Other Industrial Equipment,0.00363,0.00567,0.00505,non-corporate,0.00363,0.00567,0.00505,0.00363,0.00567,0.00505,-0.04504,-0.06315,-0.05802
+131,0.00000,Mining and oilfield machinery,0.00000,EO50,0.00000,0.01679,0.02599,0.02323,Equipment,0.14762,0.12378,0.12787,0.14762,0.12378,0.12787,Other Industrial Equipment,0.00481,0.00744,0.00665,non-corporate,0.00481,0.00744,0.00665,0.00481,0.00744,0.00665,-0.06130,-0.08496,-0.07831
+132,0.00000,Steam engines,0.00000,EI21,0.00000,0.01664,0.02763,0.02428,Equipment,0.14648,0.13057,0.13292,0.14648,0.13057,0.13292,Transportation Equipment,0.00477,0.00791,0.00696,non-corporate,0.00477,0.00791,0.00696,0.00477,0.00791,0.00696,-0.13273,-0.17553,-0.16395
+133,0.00000,Internal combustion engines,0.00000,EI22,0.00000,0.02200,0.03321,0.02988,Equipment,0.18577,0.15290,0.15880,0.18577,0.15290,0.15880,Transportation Equipment,0.00630,0.00951,0.00856,non-corporate,0.00630,0.00951,0.00856,0.00630,0.00951,0.00856,-0.06130,-0.08496,-0.07831
+134,0.00000,Light trucks (including utility vehicles),0.00000,ET11,0.00000,0.01386,0.02146,0.01918,Equipment,0.12478,0.10448,0.10793,0.12478,0.10448,0.10793,Transportation Equipment,0.00397,0.00615,0.00549,non-corporate,0.00397,0.00615,0.00549,0.00397,0.00615,0.00549,-0.04504,-0.06315,-0.05802
+135,0.00000,"Other trucks, buses and truck trailers",0.00000,ET12,0.00000,0.01386,0.02146,0.01918,Equipment,0.12478,0.10448,0.10793,0.12478,0.10448,0.10793,Transportation Equipment,0.00397,0.00615,0.00549,non-corporate,0.00397,0.00615,0.00549,0.00397,0.00615,0.00549,-0.04504,-0.06315,-0.05802
+136,0.00000,Autos,0.00000,ET20,0.00000,0.02479,0.03679,0.03326,Equipment,0.20504,0.16664,0.17370,0.20504,0.16664,0.17370,Transportation Equipment,0.00710,0.01054,0.00953,non-corporate,0.00710,0.01054,0.00953,0.00710,0.01054,0.00953,-0.04504,-0.06315,-0.05802
+137,0.00000,Aircraft,0.00000,ET30,0.00000,0.00798,0.01321,0.01160,Equipment,0.07539,0.06699,0.06810,0.07539,0.06699,0.06810,Transportation Equipment,0.00229,0.00378,0.00332,non-corporate,0.00229,0.00378,0.00332,0.00229,0.00378,0.00332,-0.04504,-0.06315,-0.05802
+138,0.00000,Ships and boats,0.00000,ET40,0.00000,0.01174,0.01967,0.01723,Equipment,0.10750,0.09659,0.09801,0.10750,0.09659,0.09801,Transportation Equipment,0.00336,0.00563,0.00494,non-corporate,0.00336,0.00563,0.00494,0.00336,0.00563,0.00494,-0.08402,-0.11453,-0.10607
+139,0.00000,Railroad equipment,0.00000,ET50,0.00000,0.00836,0.01431,0.01246,Equipment,0.07875,0.07216,0.07282,0.07875,0.07216,0.07282,Transportation Equipment,0.00240,0.00410,0.00357,non-corporate,0.00240,0.00410,0.00357,0.00240,0.00410,0.00357,-0.06130,-0.08496,-0.07831
+140,0.00000,Theatrical movies,0.00000,AE10,0.00000,0.02667,0.04121,0.03688,Intellectual Property,0.21750,0.18300,0.18912,0.21750,0.18300,0.18912,Intellectual Property,0.00764,0.01180,0.01056,non-corporate,0.00764,0.01180,0.01056,0.00764,0.01180,0.01056,-0.14195,-0.18741,-0.17513
+141,0.00000,Long-lived television programs,0.00000,AE20,0.00000,0.03836,0.05621,0.05102,Intellectual Property,0.28822,0.23405,0.24430,0.28822,0.23405,0.24430,Intellectual Property,0.01099,0.01610,0.01461,non-corporate,0.01099,0.01610,0.01461,0.01099,0.01610,0.01461,-0.12744,-0.16878,-0.15758
+142,0.00000,Books,0.00000,AE30,0.00000,0.02375,0.03976,0.03512,Intellectual Property,0.19795,0.17773,0.18170,0.19795,0.17773,0.18170,Intellectual Property,0.00680,0.01139,0.01006,non-corporate,0.00680,0.01139,0.01006,0.00680,0.01139,0.01006,-0.10322,-0.15170,-0.13890
+143,0.00000,Music,0.00000,AE40,0.00000,0.02375,0.03976,0.03512,Intellectual Property,0.19795,0.17773,0.18170,0.19795,0.17773,0.18170,Intellectual Property,0.00680,0.01139,0.01006,non-corporate,0.00680,0.01139,0.01006,0.00680,0.01139,0.01006,-0.05273,-0.08242,-0.07422
+144,0.00000,Other entertainment originals,0.00000,AE50,0.00000,0.02375,0.03976,0.03512,Intellectual Property,0.19795,0.17773,0.18170,0.19795,0.17773,0.18170,Intellectual Property,0.00680,0.01139,0.01006,non-corporate,0.00680,0.01139,0.01006,0.00680,0.01139,0.01006,-0.11203,-0.16295,-0.14962
145,0.00000,Own account software,0.00000,ENS3,0.00000,0.00000,0.00000,0.00000,Intellectual Property,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,Intellectual Property,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
146,0.00000,Pharmaceutical and medicine manufacturing,0.00000,RD11,0.00000,0.00000,0.00000,0.00000,Intellectual Property,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,Intellectual Property,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
147,0.00000,"Chemical manufacturing, ex. pharma and med",0.00000,RD12,0.00000,0.00000,0.00000,0.00000,Intellectual Property,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,Intellectual Property,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
@@ -154,21 +154,21 @@
152,0.00000,"Other computer and electronic manufacturing, n.e.c.",0.00000,RD25,0.00000,0.00000,0.00000,0.00000,Intellectual Property,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,Intellectual Property,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
153,0.00000,Motor vehicles and parts manufacturing,0.00000,RD31,0.00000,0.00000,0.00000,0.00000,Intellectual Property,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,Intellectual Property,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
154,0.00000,Aerospace products and parts manufacturing,0.00000,RD32,0.00000,0.00000,0.00000,0.00000,Intellectual Property,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,Intellectual Property,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
-155,0.00000,Software publishers,0.00000,RD40,0.00000,0.01003,0.01319,0.01225,Intellectual Property,0.05618,0.05897,0.05828,0.05618,0.05897,0.05828,Intellectual Property,0.00251,0.00330,0.00307,non-corporate,0.00251,0.00330,0.00307,0.00251,0.00330,0.00307,-0.03863,-0.04816,-0.04542
+155,0.00000,Software publishers,0.00000,RD40,0.00000,0.01289,0.01982,0.01774,Intellectual Property,0.11697,0.09725,0.10064,0.11697,0.09725,0.10064,Intellectual Property,0.00369,0.00568,0.00508,non-corporate,0.00369,0.00568,0.00508,0.00369,0.00568,0.00508,-0.03398,-0.04816,-0.04411
156,0.00000,Financial and real estate services,0.00000,RD50,0.00000,0.00000,0.00000,0.00000,Intellectual Property,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,Intellectual Property,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
-157,0.00000,Computer systems design and related services,0.00000,RD60,0.00000,0.01546,0.01997,0.01864,Intellectual Property,0.08383,0.08663,0.08600,0.08383,0.08663,0.08600,Intellectual Property,0.00387,0.00500,0.00467,non-corporate,0.00387,0.00500,0.00467,0.00387,0.00500,0.00467,-0.03863,-0.04816,-0.04542
+157,0.00000,Computer systems design and related services,0.00000,RD60,0.00000,0.02007,0.02999,0.02706,Intellectual Property,0.17202,0.14018,0.14595,0.17202,0.14018,0.14595,Intellectual Property,0.00575,0.00859,0.00775,non-corporate,0.00575,0.00859,0.00775,0.00575,0.00859,0.00775,-0.03398,-0.04816,-0.04411
158,0.00000,Scientific research and development services,0.00000,RD70,0.00000,0.00000,0.00000,0.00000,Intellectual Property,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,Intellectual Property,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
159,0.00000,"All other nonmanufacturing, n.e.c.",0.00000,RD80,0.00000,0.00000,0.00000,0.00000,Intellectual Property,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,Intellectual Property,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
-160,0.00000,Private universities and colleges,0.00000,RD91,0.00000,0.00770,0.01029,0.00952,Intellectual Property,0.04375,0.04660,0.04587,0.04375,0.04660,0.04587,Intellectual Property,0.00193,0.00258,0.00238,non-corporate,0.00193,0.00258,0.00238,0.00193,0.00258,0.00238,-0.03863,-0.04816,-0.04542
-161,0.00000,Other nonprofit institutions,0.00000,RD92,0.00000,0.00770,0.01029,0.00952,Intellectual Property,0.04375,0.04660,0.04587,0.04375,0.04660,0.04587,Intellectual Property,0.00193,0.00258,0.00238,non-corporate,0.00193,0.00258,0.00238,0.00193,0.00258,0.00238,-0.03863,-0.04816,-0.04542
+160,0.00000,Private universities and colleges,0.00000,RD91,0.00000,0.00982,0.01546,0.01375,Intellectual Property,0.09135,0.07751,0.07975,0.09135,0.07751,0.07975,Intellectual Property,0.00281,0.00443,0.00394,non-corporate,0.00281,0.00443,0.00394,0.00281,0.00443,0.00394,-0.03398,-0.04816,-0.04411
+161,0.00000,Other nonprofit institutions,0.00000,RD92,0.00000,0.00982,0.01546,0.01375,Intellectual Property,0.09135,0.07751,0.07975,0.09135,0.07751,0.07975,Intellectual Property,0.00281,0.00443,0.00394,non-corporate,0.00281,0.00443,0.00394,0.00281,0.00443,0.00394,-0.03398,-0.04816,-0.04411
162,0.00000,Other manufacturing,0.00000,RDOM,0.00000,0.00000,0.00000,0.00000,Intellectual Property,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,Intellectual Property,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
163,0.00000,Inventories,0.00000,INV,0.00000,0.00000,0.00000,0.00000,Inventories,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,Inventories,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
164,0.00000,Land,0.00000,LAND,0.00000,0.00000,0.00000,0.00000,Land,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,Land,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
-165,0.00000,Petroleum and natural gas,0.00000,SM01,0.00000,0.00581,0.00811,0.00741,Structures,0.03345,0.03708,0.03611,0.03345,0.03708,0.03611,Mining and Drilling Structures,0.00146,0.00203,0.00186,non-corporate,0.00146,0.00203,0.00186,0.00146,0.00203,0.00186,-0.05102,-0.06315,-0.05969
-166,0.00000,Mining,0.00000,SM02,0.00000,0.00579,0.00834,0.00756,Structures,0.03332,0.03810,0.03680,0.03332,0.03810,0.03680,Mining and Drilling Structures,0.00145,0.00209,0.00189,non-corporate,0.00145,0.00209,0.00189,0.00145,0.00209,0.00189,-0.06918,-0.08496,-0.08048
-167,0.00000,Communication,0.00000,SU20,0.00000,0.00919,0.01347,0.01218,Structures,0.05177,0.06014,0.05792,0.05177,0.06014,0.05792,Mining and Drilling Structures,0.00230,0.00337,0.00305,non-corporate,0.00230,0.00337,0.00305,0.00230,0.00337,0.00305,-0.14747,-0.17553,-0.16776
-168,0.00000,Gas,0.00000,SU40,0.00000,0.00581,0.00811,0.00741,Structures,0.03345,0.03708,0.03611,0.03345,0.03708,0.03611,Mining and Drilling Structures,0.00146,0.00203,0.00186,non-corporate,0.00146,0.00203,0.00186,0.00146,0.00203,0.00186,-0.05102,-0.06315,-0.05969
-169,0.00000,Petroleum pipelines,0.00000,SU50,0.00000,0.00318,0.00485,0.00433,Structures,0.01860,0.02251,0.02142,0.01860,0.02251,0.02142,Mining and Drilling Structures,0.00080,0.00121,0.00108,non-corporate,0.00080,0.00121,0.00108,0.00080,0.00121,0.00108,-0.05102,-0.06315,-0.05969
+165,0.00000,Petroleum and natural gas,0.00000,SM01,0.00000,0.00724,0.01218,0.01065,Structures,0.06888,0.06210,0.06289,0.06888,0.06210,0.06289,Mining and Drilling Structures,0.00208,0.00349,0.00305,non-corporate,0.00208,0.00349,0.00305,0.00208,0.00349,0.00305,-0.04504,-0.06315,-0.05802
+166,0.00000,Mining,0.00000,SM02,0.00000,0.00707,0.01253,0.01082,Structures,0.06737,0.06375,0.06382,0.06737,0.06375,0.06382,Mining and Drilling Structures,0.00203,0.00359,0.00310,non-corporate,0.00203,0.00359,0.00310,0.00203,0.00359,0.00310,-0.06130,-0.08496,-0.07831
+167,0.00000,Communication,0.00000,SU20,0.00000,0.01105,0.02024,0.01738,Structures,0.10178,0.09911,0.09878,0.10178,0.09911,0.09878,Mining and Drilling Structures,0.00317,0.00580,0.00498,non-corporate,0.00317,0.00580,0.00498,0.00317,0.00580,0.00498,-0.13273,-0.17553,-0.16395
+168,0.00000,Gas,0.00000,SU40,0.00000,0.00724,0.01218,0.01065,Structures,0.06888,0.06210,0.06289,0.06888,0.06210,0.06289,Mining and Drilling Structures,0.00208,0.00349,0.00305,non-corporate,0.00208,0.00349,0.00305,0.00208,0.00349,0.00305,-0.04504,-0.06315,-0.05802
+169,0.00000,Petroleum pipelines,0.00000,SU50,0.00000,0.00375,0.00728,0.00615,Structures,0.03676,0.03807,0.03729,0.03676,0.03807,0.03729,Mining and Drilling Structures,0.00107,0.00209,0.00176,non-corporate,0.00107,0.00209,0.00176,0.00107,0.00209,0.00176,-0.04504,-0.06315,-0.05802
170,0.00000,Religious,0.00000,SB10,0.00000,0.00000,0.00000,0.00000,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
171,0.00000,Educational and vocational,0.00000,SB20,0.00000,0.00000,0.00000,0.00000,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
172,0.00000,Hospitals,0.00000,SB31,0.00000,0.00000,0.00000,0.00000,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
@@ -184,18 +184,18 @@
182,0.00000,Public safety,0.00000,SO03,0.00000,0.00000,0.00000,0.00000,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
183,0.00000,Office,0.00000,SOO1,0.00000,0.00000,0.00000,0.00000,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
184,0.00000,Medical buildings,0.00000,SOO2,0.00000,0.00000,0.00000,0.00000,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
-185,0.00000,Amusement and recreation,0.00000,SB42,0.00000,0.00475,0.00706,0.00635,Structures,0.02750,0.03244,0.03109,0.02750,0.03244,0.03109,Other Structures,0.00119,0.00177,0.00159,non-corporate,0.00119,0.00177,0.00159,0.00119,0.00177,0.00159,-0.06918,-0.08496,-0.08048
+185,0.00000,Amusement and recreation,0.00000,SB42,0.00000,0.00569,0.01060,0.00905,Structures,0.05481,0.05449,0.05391,0.05481,0.05449,0.05391,Other Structures,0.00163,0.00304,0.00259,non-corporate,0.00163,0.00304,0.00259,0.00163,0.00304,0.00259,-0.06130,-0.08496,-0.07831
186,0.00000,Local transit structures,0.00000,SB44,0.00000,0.00000,0.00000,0.00000,Structures,0.00000,0.00000,0.00000,0.00000,0.00000,0.00000,Other Structures,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
-187,0.00000,Other land transportation,0.00000,SB46,0.00000,0.00318,0.00485,0.00433,Structures,0.01860,0.02251,0.02142,0.01860,0.02251,0.02142,Other Structures,0.00080,0.00121,0.00108,non-corporate,0.00080,0.00121,0.00108,0.00080,0.00121,0.00108,-0.05102,-0.06315,-0.05969
-188,0.00000,Farm,0.00000,SN00,0.00000,0.01140,0.01643,0.01492,Structures,0.06334,0.07240,0.07004,0.06334,0.07240,0.07004,Other Structures,0.00285,0.00411,0.00373,non-corporate,0.00285,0.00411,0.00373,0.00285,0.00411,0.00373,-0.18229,-0.21353,-0.20499
-189,0.00000,Water supply,0.00000,SO01,0.00000,0.01114,0.01613,0.01463,Structures,0.06201,0.07117,0.06878,0.06201,0.07117,0.06878,Other Structures,0.00279,0.00404,0.00366,non-corporate,0.00279,0.00404,0.00366,0.00279,0.00404,0.00366,-0.18229,-0.21353,-0.20499
-190,0.00000,Sewage and waste disposal,0.00000,SO02,0.00000,0.01114,0.01613,0.01463,Structures,0.06201,0.07117,0.06878,0.06201,0.07117,0.06878,Other Structures,0.00279,0.00404,0.00366,non-corporate,0.00279,0.00404,0.00366,0.00279,0.00404,0.00366,-0.18229,-0.21353,-0.20499
-191,0.00000,Highway and conservation and development,0.00000,SO04,0.00000,0.00901,0.01326,0.01197,Structures,0.05083,0.05926,0.05702,0.05083,0.05926,0.05702,Other Structures,0.00226,0.00332,0.00300,non-corporate,0.00226,0.00332,0.00300,0.00226,0.00332,0.00300,-0.14747,-0.17553,-0.16776
-192,0.00000,Mobile structures,0.00000,SOMO,0.00000,0.00653,0.00924,0.00842,Structures,0.03739,0.04206,0.04080,0.03739,0.04206,0.04080,Other Structures,0.00163,0.00231,0.00211,non-corporate,0.00163,0.00231,0.00211,0.00163,0.00231,0.00211,-0.06918,-0.08496,-0.08048
-193,0.00000,Other railroad,0.00000,SU11,0.00000,0.01024,0.01508,0.01362,Structures,0.05733,0.06684,0.06435,0.05733,0.06684,0.06435,Other Structures,0.00256,0.00377,0.00341,non-corporate,0.00256,0.00377,0.00341,0.00256,0.00377,0.00341,-0.18229,-0.21353,-0.20499
-194,0.00000,Track replacement,0.00000,SU12,0.00000,0.00440,0.00662,0.00594,Structures,0.02551,0.03050,0.02913,0.02551,0.03050,0.02913,Other Structures,0.00110,0.00166,0.00149,non-corporate,0.00110,0.00166,0.00149,0.00110,0.00166,0.00149,-0.06918,-0.08496,-0.08048
-195,0.00000,Electric,0.00000,SU30,0.00000,0.00881,0.01301,0.01174,Structures,0.04972,0.05822,0.05596,0.04972,0.05822,0.05596,Other Structures,0.00220,0.00326,0.00294,non-corporate,0.00220,0.00326,0.00294,0.00220,0.00326,0.00294,-0.14747,-0.17553,-0.16776
-196,0.00000,Wind and solar,0.00000,SU60,0.00000,0.00352,0.00527,0.00473,Structures,0.02053,0.02440,0.02333,0.02053,0.02440,0.02333,Other Structures,0.00088,0.00132,0.00118,non-corporate,0.00088,0.00132,0.00118,0.00088,0.00132,0.00118,-0.05102,-0.06315,-0.05969
+187,0.00000,Other land transportation,0.00000,SB46,0.00000,0.00375,0.00728,0.00615,Structures,0.03676,0.03807,0.03729,0.03676,0.03807,0.03729,Other Structures,0.00107,0.00209,0.00176,non-corporate,0.00107,0.00209,0.00176,0.00107,0.00209,0.00176,-0.04504,-0.06315,-0.05802
+188,0.00000,Farm,0.00000,SN00,0.00000,0.01382,0.02468,0.02134,Structures,0.12445,0.11830,0.11870,0.12445,0.11830,0.11870,Other Structures,0.00396,0.00707,0.00611,non-corporate,0.00396,0.00707,0.00611,0.00396,0.00707,0.00611,-0.16541,-0.21353,-0.20077
+189,0.00000,Water supply,0.00000,SO01,0.00000,0.01347,0.02423,0.02092,Structures,0.12165,0.11639,0.11661,0.12165,0.11639,0.11661,Other Structures,0.00386,0.00694,0.00599,non-corporate,0.00386,0.00694,0.00599,0.00386,0.00694,0.00599,-0.16541,-0.21353,-0.20077
+190,0.00000,Sewage and waste disposal,0.00000,SO02,0.00000,0.01347,0.02423,0.02092,Structures,0.12165,0.11639,0.11661,0.12165,0.11639,0.11661,Other Structures,0.00386,0.00694,0.00599,non-corporate,0.00386,0.00694,0.00599,0.00386,0.00694,0.00599,-0.16541,-0.21353,-0.20077
+191,0.00000,Highway and conservation and development,0.00000,SO04,0.00000,0.01081,0.01992,0.01708,Structures,0.09977,0.09770,0.09726,0.09977,0.09770,0.09726,Other Structures,0.00310,0.00571,0.00489,non-corporate,0.00310,0.00571,0.00489,0.00310,0.00571,0.00489,-0.13273,-0.17553,-0.16395
+192,0.00000,Mobile structures,0.00000,SOMO,0.00000,0.00806,0.01388,0.01207,Structures,0.07607,0.07018,0.07070,0.07607,0.07018,0.07070,Other Structures,0.00231,0.00398,0.00346,non-corporate,0.00231,0.00398,0.00346,0.00231,0.00398,0.00346,-0.06130,-0.08496,-0.07831
+193,0.00000,Other railroad,0.00000,SU11,0.00000,0.01225,0.02265,0.01943,Structures,0.11172,0.10964,0.10922,0.11172,0.10964,0.10922,Other Structures,0.00351,0.00649,0.00557,non-corporate,0.00351,0.00649,0.00557,0.00351,0.00649,0.00557,-0.16541,-0.21353,-0.20077
+194,0.00000,Track replacement,0.00000,SU12,0.00000,0.00522,0.00995,0.00844,Structures,0.05047,0.05131,0.05050,0.05047,0.05131,0.05050,Other Structures,0.00149,0.00285,0.00242,non-corporate,0.00149,0.00285,0.00242,0.00149,0.00285,0.00242,-0.06130,-0.08496,-0.07831
+195,0.00000,Electric,0.00000,SU30,0.00000,0.01053,0.01955,0.01674,Structures,0.09741,0.09606,0.09547,0.09741,0.09606,0.09547,Other Structures,0.00302,0.00560,0.00479,non-corporate,0.00302,0.00560,0.00479,0.00302,0.00560,0.00479,-0.13273,-0.17553,-0.16395
+196,0.00000,Wind and solar,0.00000,SU60,0.00000,0.00420,0.00791,0.00673,Structures,0.04099,0.04123,0.04065,0.04099,0.04123,0.04065,Other Structures,0.00120,0.00227,0.00193,non-corporate,0.00120,0.00227,0.00193,0.00120,0.00227,0.00193,-0.04504,-0.06315,-0.05802
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,,0.00000,0.40796,0.45747,0.44156,Equipment,0.97326,0.65512,0.72782,0.74438,0.59524,0.63025,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,0.50497,0.40844,0.43411,0.38622,0.37110,0.37592,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
@@ -209,21 +209,21 @@
209,0.00000,Other Structures,0.00000,,0.00000,0.12430,0.16997,0.15510,Structures,0.11072,0.27195,0.25443,0.08468,0.24709,0.22032,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,0.60362,0.45110,0.48753,0.46167,0.40987,0.42217,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,,0.00000,0.02005,0.02568,0.02404,Equipment,0.10583,0.10872,0.10812,0.10583,0.10872,0.10812,Computers and Software,0.00502,0.00643,0.00602,non-corporate,0.00502,0.00643,0.00602,0.00502,0.00643,0.00602,-0.04333,-0.05385,-0.05084
-213,0.00000,Industrial Machinery,0.00000,,0.00000,0.01002,0.01353,0.01248,Equipment,0.05616,0.06040,0.05930,0.05616,0.06040,0.05930,Industrial Machinery,0.00251,0.00339,0.00312,non-corporate,0.00251,0.00339,0.00312,0.00251,0.00339,0.00312,-0.06918,-0.08496,-0.08048
-214,0.00000,Instruments and Communications Equipment,0.00000,,0.00000,0.01162,0.01549,0.01434,Equipment,0.06448,0.06852,0.06750,0.06448,0.06852,0.06750,Instruments and Communications Equipment,0.00291,0.00388,0.00359,non-corporate,0.00291,0.00388,0.00359,0.00291,0.00388,0.00359,-0.06853,-0.08418,-0.07973
-215,0.00000,Intellectual Property,0.00000,,0.00000,0.00505,0.00672,0.00623,Intellectual Property,0.02920,0.03093,0.03053,0.02920,0.03093,0.03053,Intellectual Property,0.00126,0.00168,0.00156,non-corporate,0.00126,0.00168,0.00156,0.00126,0.00168,0.00156,-0.02829,-0.03471,-0.03293
-218,0.00000,Mining and Drilling Structures,0.00000,,0.00000,0.00620,0.00879,0.00801,Structures,0.03558,0.04009,0.03888,0.03558,0.04009,0.03888,Mining and Drilling Structures,0.00155,0.00220,0.00200,non-corporate,0.00155,0.00220,0.00200,0.00155,0.00220,0.00200,-0.06765,-0.08256,-0.07835
+212,0.00000,Computers and Software,0.00000,,0.00000,0.02614,0.03858,0.03493,Equipment,0.21401,0.17335,0.18087,0.21401,0.17335,0.18087,Computers and Software,0.00749,0.01105,0.01000,non-corporate,0.00749,0.01105,0.01000,0.00749,0.01105,0.01000,-0.03818,-0.05385,-0.04939
+213,0.00000,Industrial Machinery,0.00000,,0.00000,0.01270,0.02033,0.01801,Equipment,0.11543,0.09950,0.10201,0.11543,0.09950,0.10201,Industrial Machinery,0.00364,0.00582,0.00516,non-corporate,0.00364,0.00582,0.00516,0.00364,0.00582,0.00516,-0.06130,-0.08496,-0.07831
+214,0.00000,Instruments and Communications Equipment,0.00000,,0.00000,0.01483,0.02326,0.02072,Equipment,0.13248,0.11226,0.11563,0.13248,0.11226,0.11563,Instruments and Communications Equipment,0.00425,0.00666,0.00594,non-corporate,0.00425,0.00666,0.00594,0.00425,0.00666,0.00594,-0.06072,-0.08418,-0.07759
+215,0.00000,Intellectual Property,0.00000,,0.00000,0.00642,0.01009,0.00901,Intellectual Property,0.06147,0.05201,0.05372,0.06147,0.05201,0.05372,Intellectual Property,0.00184,0.00289,0.00258,non-corporate,0.00184,0.00289,0.00258,0.00184,0.00289,0.00258,-0.02493,-0.03471,-0.03206
+218,0.00000,Mining and Drilling Structures,0.00000,,0.00000,0.00764,0.01321,0.01148,Structures,0.07241,0.06699,0.06745,0.07241,0.06699,0.06745,Mining and Drilling Structures,0.00219,0.00378,0.00329,non-corporate,0.00219,0.00378,0.00329,0.00219,0.00378,0.00329,-0.06015,-0.08256,-0.07630
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,,0.00000,0.01070,0.01435,0.01326,Equipment,0.05974,0.06380,0.06276,0.05974,0.06380,0.06276,Office and Residential Equipment,0.00268,0.00359,0.00332,non-corporate,0.00268,0.00359,0.00332,0.00268,0.00359,0.00332,-0.06738,-0.08279,-0.07841
-221,0.00000,Other Equipment,0.00000,,0.00000,0.01310,0.01731,0.01606,Equipment,0.07203,0.07597,0.07499,0.07203,0.07597,0.07499,Other Equipment,0.00328,0.00433,0.00402,non-corporate,0.00328,0.00433,0.00402,0.00328,0.00433,0.00402,-0.06918,-0.08496,-0.08048
-222,0.00000,Other Industrial Equipment,0.00000,,0.00000,0.01098,0.01475,0.01362,Equipment,0.06119,0.06545,0.06436,0.06119,0.06545,0.06436,Other Industrial Equipment,0.00275,0.00369,0.00341,non-corporate,0.00275,0.00369,0.00341,0.00275,0.00369,0.00341,-0.07309,-0.08925,-0.08468
-223,0.00000,Other Structures,0.00000,,0.00000,0.00830,0.01212,0.01097,Structures,0.04693,0.05433,0.05237,0.04693,0.05433,0.05237,Other Structures,0.00208,0.00303,0.00274,non-corporate,0.00208,0.00303,0.00274,0.00208,0.00303,0.00274,-0.13272,-0.15734,-0.15053
+220,0.00000,Office and Residential Equipment,0.00000,,0.00000,0.01362,0.02155,0.01915,Equipment,0.12287,0.10487,0.10780,0.12287,0.10487,0.10780,Office and Residential Equipment,0.00390,0.00617,0.00549,non-corporate,0.00390,0.00617,0.00549,0.00390,0.00617,0.00549,-0.05969,-0.08279,-0.07630
+221,0.00000,Other Equipment,0.00000,,0.00000,0.01680,0.02600,0.02324,Equipment,0.14768,0.12383,0.12792,0.14768,0.12383,0.12792,Other Equipment,0.00481,0.00745,0.00666,non-corporate,0.00481,0.00745,0.00666,0.00481,0.00745,0.00666,-0.06130,-0.08496,-0.07831
+222,0.00000,Other Industrial Equipment,0.00000,,0.00000,0.01396,0.02215,0.01967,Equipment,0.12558,0.10746,0.11040,0.12558,0.10746,0.11040,Other Industrial Equipment,0.00400,0.00634,0.00564,non-corporate,0.00400,0.00634,0.00564,0.00400,0.00634,0.00564,-0.06496,-0.08925,-0.08246
+223,0.00000,Other Structures,0.00000,,0.00000,0.01001,0.01821,0.01566,Structures,0.09265,0.08975,0.08957,0.09265,0.08975,0.08957,Other Structures,0.00287,0.00522,0.00449,non-corporate,0.00287,0.00522,0.00449,0.00287,0.00522,0.00449,-0.11972,-0.15734,-0.14719
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,,0.00000,0.01047,0.01394,0.01291,Equipment,0.05851,0.06211,0.06119,0.05851,0.06211,0.06119,Transportation Equipment,0.00262,0.00349,0.00323,non-corporate,0.00262,0.00349,0.00323,0.00262,0.00349,0.00323,-0.05712,-0.07037,-0.06660
+225,0.00000,Transportation Equipment,0.00000,,0.00000,0.01338,0.02094,0.01866,Equipment,0.12086,0.10220,0.10531,0.12086,0.10220,0.10531,Transportation Equipment,0.00383,0.00600,0.00535,non-corporate,0.00383,0.00600,0.00535,0.00383,0.00600,0.00535,-0.05054,-0.07037,-0.06478
226,0.00000,Equipment,0.00000,,0.00000,0.21380,0.25988,0.24499,Equipment,0.62002,0.45985,0.49783,0.47421,0.41782,0.43109,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,0.10137,0.22642,0.21289,0.07753,0.20572,0.18435,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,,0.00000,0.01188,0.01578,0.01462,Equipment,0.06584,0.06973,0.06875,0.06584,0.06973,0.06875,Equipment,0.00297,0.00395,0.00366,non-corporate,0.00297,0.00395,0.00366,0.00297,0.00395,0.00366,-0.06523,-0.08010,-0.07588
-235,0.00000,Structures,0.00000,,0.00000,0.00140,0.00202,0.00183,Structures,0.00597,0.00685,0.00662,0.00597,0.00685,0.00662,Structures,0.00035,0.00051,0.00046,non-corporate,0.00035,0.00051,0.00046,0.00035,0.00051,0.00046,-0.02025,-0.02416,-0.02307
+231,0.00000,Equipment,0.00000,,0.00000,0.01520,0.02371,0.02115,Equipment,0.13536,0.11415,0.11773,0.13536,0.11415,0.11773,Equipment,0.00435,0.00679,0.00606,non-corporate,0.00435,0.00679,0.00606,0.00435,0.00679,0.00606,-0.05781,-0.08010,-0.07383
+235,0.00000,Structures,0.00000,,0.00000,0.00170,0.00304,0.00262,Structures,0.00996,0.00952,0.00954,0.00996,0.00952,0.00954,Structures,0.00049,0.00087,0.00075,non-corporate,0.00049,0.00087,0.00075,0.00049,0.00087,0.00075,-0.01820,-0.02416,-0.02254
236,0.00000,Overall,0.00000,,0.00000,0.14492,0.19076,0.17597,Overall,0.24417,0.27601,0.27773,0.18675,0.25078,0.24050,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,,0.00000,0.00165,0.00224,0.00207,Overall,0.00676,0.00731,0.00717,0.00676,0.00731,0.00717,Overall,0.00041,0.00056,0.00052,non-corporate,0.00041,0.00056,0.00052,0.00041,0.00056,0.00052,-0.01281,-0.01552,-0.01476
+237,0.00000,Overall,0.00000,,0.00000,0.00209,0.00337,0.00298,Overall,0.01144,0.00995,0.01018,0.01144,0.00995,0.01018,Overall,0.00060,0.00097,0.00085,non-corporate,0.00060,0.00097,0.00085,0.00060,0.00097,0.00085,-0.01143,-0.01552,-0.01439
diff --git a/example_output/changed_byindustry_expected.csv b/example_output/changed_byindustry_expected.csv
index 5eec1d17..21bbd7d4 100644
--- a/example_output/changed_byindustry_expected.csv
+++ b/example_output/changed_byindustry_expected.csv
@@ -61,68 +61,68 @@
59,Warehousing and storage,0.00000,0.00000,4930,0.00000,0.12760,0.17408,0.15905,Transportation and warehousing,0.13312,0.22308,0.21470,0.10181,0.20269,0.18592,0.00594,0.02549,0.01918,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,0.22737,0.30573,0.30106,0.17390,0.27779,0.26070,0.00763,0.02622,0.02020,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,0.18909,0.24021,0.23791,0.14462,0.21825,0.20602,0.00922,0.02869,0.02245,corporate,0.00922,0.02869,0.02245,0.00922,0.02869,0.02245,0.00065,-0.01854,-0.01366
-62,Accommodation,0.00000,0.00000,7210,0.00000,0.00083,0.00111,0.00102,Accommodation and food services,0.00324,0.00344,0.00339,0.00324,0.00344,0.00339,0.00021,0.00028,0.00026,non-corporate,0.00021,0.00028,0.00026,0.00021,0.00028,0.00026,-0.00474,-0.00582,-0.00551
-63,Food services and drinking places,0.00000,0.00000,7220,0.00000,0.00389,0.00518,0.00480,Accommodation and food services,0.01670,0.01775,0.01749,0.01670,0.01775,0.01749,0.00097,0.00130,0.00120,non-corporate,0.00097,0.00130,0.00120,0.00097,0.00130,0.00120,-0.02273,-0.02792,-0.02644
-64,Administrative and support services,0.00000,0.00000,5610,0.00000,0.00690,0.00908,0.00843,Administrative and waste management services,0.03325,0.03490,0.03450,0.03325,0.03490,0.03450,0.00173,0.00227,0.00211,non-corporate,0.00173,0.00227,0.00211,0.00173,0.00227,0.00211,-0.03148,-0.03875,-0.03668
-65,Waste management and remediation services,0.00000,0.00000,5620,0.00000,0.00806,0.01136,0.01037,Administrative and waste management services,0.04042,0.04534,0.04406,0.04042,0.04534,0.04406,0.00202,0.00284,0.00260,non-corporate,0.00202,0.00284,0.00260,0.00202,0.00284,0.00260,-0.10288,-0.12163,-0.11646
-66,Farms,0.00000,0.00000,110C,0.00000,0.00511,0.00711,0.00651,"Agriculture, forestry, fishing, and hunting",0.02239,0.02491,0.02426,0.02239,0.02491,0.02426,0.00128,0.00178,0.00163,non-corporate,0.00128,0.00178,0.00163,0.00128,0.00178,0.00163,-0.05737,-0.06802,-0.06508
-67,"Forestry, fishing, and related activities",0.00000,0.00000,113F,0.00000,0.00186,0.00252,0.00233,"Agriculture, forestry, fishing, and hunting",0.00756,0.00814,0.00799,0.00756,0.00814,0.00799,0.00047,0.00063,0.00058,non-corporate,0.00047,0.00063,0.00058,0.00047,0.00063,0.00058,-0.01365,-0.01661,-0.01578
-68,"Performing arts, spectator sports, museums, and related activities",0.00000,0.00000,711A,0.00000,0.00837,0.01155,0.01062,"Arts, entertainment, and recreation",0.04071,0.04467,0.04371,0.04071,0.04467,0.04371,0.00210,0.00289,0.00266,non-corporate,0.00210,0.00289,0.00266,0.00210,0.00289,0.00266,-0.05845,-0.07270,-0.06874
-69,"Amusements, gambling, and recreation industries",0.00000,0.00000,7130,0.00000,0.00400,0.00562,0.00513,"Arts, entertainment, and recreation",0.01906,0.02134,0.02073,0.01906,0.02134,0.02073,0.00100,0.00141,0.00128,non-corporate,0.00100,0.00141,0.00128,0.00100,0.00141,0.00128,-0.04021,-0.04936,-0.04676
-70,Construction,0.00000,0.00000,2300,0.00000,0.00376,0.00504,0.00466,Construction,0.01618,0.01732,0.01703,0.01618,0.01732,0.01703,0.00094,0.00126,0.00117,non-corporate,0.00094,0.00126,0.00117,0.00094,0.00126,0.00117,-0.02410,-0.02939,-0.02790
-71,Educational services,0.00000,0.00000,6100,0.00000,0.00173,0.00230,0.00213,Educational services,0.00728,0.00768,0.00758,0.00728,0.00768,0.00758,0.00043,0.00058,0.00053,non-corporate,0.00043,0.00058,0.00053,0.00043,0.00058,0.00053,-0.00976,-0.01198,-0.01135
-72,Credit intermediation and related activities,0.00000,0.00000,5220,0.00000,0.00591,0.00779,0.00723,Finance and insurance,0.02678,0.02818,0.02784,0.02678,0.02818,0.02784,0.00148,0.00195,0.00181,non-corporate,0.00148,0.00195,0.00181,0.00148,0.00195,0.00181,-0.02770,-0.03412,-0.03229
-73,"Securities, commodity contracts, and investments",0.00000,0.00000,5230,0.00000,0.00162,0.00213,0.00198,Finance and insurance,0.00649,0.00680,0.00672,0.00649,0.00680,0.00672,0.00041,0.00053,0.00050,non-corporate,0.00041,0.00053,0.00050,0.00041,0.00053,0.00050,-0.00721,-0.00887,-0.00840
-74,Insurance carriers and related activities,0.00000,0.00000,5240,0.00000,0.00403,0.00526,0.00490,Finance and insurance,0.01736,0.01806,0.01790,0.01736,0.01806,0.01790,0.00101,0.00132,0.00123,non-corporate,0.00101,0.00132,0.00123,0.00101,0.00132,0.00123,-0.01488,-0.01834,-0.01736
-75,"Funds, trusts, and other financial vehicles",0.00000,0.00000,5250,0.00000,0.00022,0.00030,0.00028,Finance and insurance,0.00087,0.00092,0.00091,0.00087,0.00092,0.00091,0.00006,0.00007,0.00007,non-corporate,0.00006,0.00007,0.00007,0.00006,0.00007,0.00007,-0.00130,-0.00160,-0.00152
-76,Ambulatory health care services,0.00000,0.00000,6210,0.00000,0.00503,0.00667,0.00619,Health care and social assistance,0.02260,0.02386,0.02355,0.02260,0.02386,0.02355,0.00126,0.00167,0.00155,non-corporate,0.00126,0.00167,0.00155,0.00126,0.00167,0.00155,-0.02742,-0.03367,-0.03189
-77,Hospitals,0.00000,0.00000,622H,0.00000,0.00298,0.00395,0.00366,Health care and social assistance,0.01284,0.01352,0.01335,0.01284,0.01352,0.01335,0.00074,0.00099,0.00092,non-corporate,0.00074,0.00099,0.00092,0.00074,0.00099,0.00092,-0.01651,-0.02028,-0.01921
-78,Nursing and residential care facilities,0.00000,0.00000,6230,0.00000,0.00280,0.00377,0.00348,Health care and social assistance,0.01214,0.01294,0.01274,0.01214,0.01294,0.01274,0.00070,0.00094,0.00087,non-corporate,0.00070,0.00094,0.00087,0.00070,0.00094,0.00087,-0.01822,-0.02234,-0.02117
-79,Social assistance,0.00000,0.00000,6240,0.00000,0.00276,0.00373,0.00344,Health care and social assistance,0.01192,0.01281,0.01258,0.01192,0.01281,0.01258,0.00069,0.00093,0.00086,non-corporate,0.00069,0.00093,0.00086,0.00069,0.00093,0.00086,-0.01882,-0.02310,-0.02188
-80,Publishing industries (including software),0.00000,0.00000,5110,0.00000,0.00826,0.01114,0.01030,Information,0.03862,0.04154,0.04087,0.03862,0.04154,0.04087,0.00207,0.00279,0.00258,non-corporate,0.00207,0.00279,0.00258,0.00207,0.00279,0.00258,-0.04366,-0.05473,-0.05168
-81,Motion picture and sound recording industries,0.00000,0.00000,5120,0.00000,0.01803,0.02365,0.02200,Information,0.09024,0.09478,0.09373,0.09024,0.09478,0.09373,0.00451,0.00592,0.00551,non-corporate,0.00451,0.00592,0.00551,0.00451,0.00592,0.00551,-0.12131,-0.14486,-0.13833
-82,Broadcasting and telecommunications,0.00000,0.00000,5130,0.00000,0.00960,0.01324,0.01215,Information,0.05028,0.05520,0.05392,0.05028,0.05520,0.05392,0.00240,0.00332,0.00304,non-corporate,0.00240,0.00332,0.00304,0.00240,0.00332,0.00304,-0.09718,-0.11651,-0.11112
-83,Information and data processing services,0.00000,0.00000,5140,0.00000,0.00686,0.00899,0.00836,Information,0.03539,0.03698,0.03660,0.03539,0.03698,0.03660,0.00172,0.00225,0.00209,non-corporate,0.00172,0.00225,0.00209,0.00172,0.00225,0.00209,-0.02909,-0.03564,-0.03378
-84,Management of companies and enterprises,0.00000,0.00000,5500,0.00000,0.00229,0.00301,0.00280,Management of companies and enterprises,0.00958,0.01004,0.00993,0.00958,0.01004,0.00993,0.00057,0.00075,0.00070,non-corporate,0.00057,0.00075,0.00070,0.00057,0.00075,0.00070,-0.01000,-0.01228,-0.01163
-85,"Food, beverage, and tobacco products",0.00000,0.00000,311A,0.00000,0.00347,0.00467,0.00431,Manufacturing,0.01481,0.01600,0.01569,0.01481,0.01600,0.01569,0.00087,0.00117,0.00108,non-corporate,0.00087,0.00117,0.00108,0.00087,0.00117,0.00108,-0.02326,-0.02851,-0.02702
-86,Textile mills and textile product mills,0.00000,0.00000,313T,0.00000,0.00311,0.00419,0.00387,Manufacturing,0.01309,0.01417,0.01389,0.01309,0.01417,0.01389,0.00078,0.00105,0.00097,non-corporate,0.00078,0.00105,0.00097,0.00078,0.00105,0.00097,-0.02147,-0.02631,-0.02494
-87,Apparel and leather and allied products,0.00000,0.00000,315A,0.00000,0.00165,0.00223,0.00206,Manufacturing,0.00658,0.00714,0.00700,0.00658,0.00714,0.00700,0.00041,0.00056,0.00051,non-corporate,0.00041,0.00056,0.00051,0.00041,0.00056,0.00051,-0.01161,-0.01416,-0.01344
-88,Wood products,0.00000,0.00000,3210,0.00000,0.00282,0.00379,0.00350,Manufacturing,0.01175,0.01269,0.01245,0.01175,0.01269,0.01245,0.00071,0.00095,0.00088,non-corporate,0.00071,0.00095,0.00088,0.00071,0.00095,0.00088,-0.01898,-0.02324,-0.02203
-89,Paper products,0.00000,0.00000,3220,0.00000,0.00465,0.00628,0.00579,Manufacturing,0.02122,0.02295,0.02251,0.02122,0.02295,0.02251,0.00116,0.00157,0.00145,non-corporate,0.00116,0.00157,0.00145,0.00116,0.00157,0.00145,-0.03295,-0.04029,-0.03821
-90,Printing and related support activities,0.00000,0.00000,3230,0.00000,0.00477,0.00640,0.00591,Manufacturing,0.02198,0.02360,0.02319,0.02198,0.02360,0.02319,0.00119,0.00160,0.00148,non-corporate,0.00119,0.00160,0.00148,0.00119,0.00160,0.00148,-0.03031,-0.03718,-0.03523
-91,Petroleum and coal products,0.00000,0.00000,3240,0.00000,0.00317,0.00427,0.00394,Manufacturing,0.01345,0.01453,0.01425,0.01345,0.01453,0.01425,0.00079,0.00107,0.00099,non-corporate,0.00079,0.00107,0.00099,0.00079,0.00107,0.00099,-0.02205,-0.02702,-0.02561
-92,Chemical products,0.00000,0.00000,3250,0.00000,0.00179,0.00241,0.00222,Manufacturing,0.00886,0.00953,0.00936,0.00886,0.00953,0.00936,0.00045,0.00060,0.00056,non-corporate,0.00045,0.00060,0.00056,0.00045,0.00060,0.00056,-0.01191,-0.01459,-0.01383
-93,Plastics and rubber products,0.00000,0.00000,3260,0.00000,0.00384,0.00517,0.00477,Manufacturing,0.01706,0.01842,0.01807,0.01706,0.01842,0.01807,0.00096,0.00129,0.00119,non-corporate,0.00096,0.00129,0.00119,0.00096,0.00129,0.00119,-0.02537,-0.03113,-0.02950
-94,Nonmetallic mineral products,0.00000,0.00000,3270,0.00000,0.00329,0.00442,0.00408,Manufacturing,0.01411,0.01518,0.01490,0.01411,0.01518,0.01490,0.00082,0.00111,0.00102,non-corporate,0.00082,0.00111,0.00102,0.00082,0.00111,0.00102,-0.02131,-0.02616,-0.02479
-95,Primary metals,0.00000,0.00000,3310,0.00000,0.00436,0.00588,0.00543,Manufacturing,0.01888,0.02043,0.02003,0.01888,0.02043,0.02003,0.00109,0.00147,0.00136,non-corporate,0.00109,0.00147,0.00136,0.00109,0.00147,0.00136,-0.03091,-0.03771,-0.03579
-96,Fabricated metal products,0.00000,0.00000,3320,0.00000,0.00456,0.00612,0.00565,Manufacturing,0.02019,0.02173,0.02134,0.02019,0.02173,0.02134,0.00114,0.00153,0.00141,non-corporate,0.00114,0.00153,0.00141,0.00114,0.00153,0.00141,-0.02940,-0.03603,-0.03415
-97,Machinery,0.00000,0.00000,3330,0.00000,0.00325,0.00435,0.00402,Manufacturing,0.01431,0.01540,0.01513,0.01431,0.01540,0.01513,0.00081,0.00109,0.00101,non-corporate,0.00081,0.00109,0.00101,0.00081,0.00109,0.00101,-0.02080,-0.02545,-0.02413
-98,Computer and electronic products,0.00000,0.00000,3340,0.00000,0.00310,0.00413,0.00382,Manufacturing,0.01486,0.01582,0.01558,0.01486,0.01582,0.01558,0.00078,0.00103,0.00096,non-corporate,0.00078,0.00103,0.00096,0.00078,0.00103,0.00096,-0.01791,-0.02190,-0.02077
-99,"Electrical equipment, appliances, and components",0.00000,0.00000,3350,0.00000,0.00227,0.00304,0.00281,Manufacturing,0.00968,0.01041,0.01022,0.00968,0.01041,0.01022,0.00057,0.00076,0.00070,non-corporate,0.00057,0.00076,0.00070,0.00057,0.00076,0.00070,-0.01485,-0.01809,-0.01717
-100,"Motor vehicles, bodies and trailers, and parts",0.00000,0.00000,336M,0.00000,0.00421,0.00562,0.00520,Manufacturing,0.01904,0.02040,0.02005,0.01904,0.02040,0.02005,0.00105,0.00141,0.00130,non-corporate,0.00105,0.00141,0.00130,0.00105,0.00141,0.00130,-0.02562,-0.03141,-0.02977
-101,Other transportation equipment,0.00000,0.00000,336O,0.00000,0.00193,0.00258,0.00239,Manufacturing,0.00809,0.00872,0.00856,0.00809,0.00872,0.00856,0.00048,0.00065,0.00060,non-corporate,0.00048,0.00065,0.00060,0.00048,0.00065,0.00060,-0.01167,-0.01432,-0.01357
-102,Furniture and related products,0.00000,0.00000,3370,0.00000,0.00306,0.00409,0.00378,Manufacturing,0.01296,0.01391,0.01367,0.01296,0.01391,0.01367,0.00077,0.00102,0.00095,non-corporate,0.00077,0.00102,0.00095,0.00077,0.00102,0.00095,-0.01865,-0.02288,-0.02168
-103,Miscellaneous manufacturing,0.00000,0.00000,338A,0.00000,0.00230,0.00307,0.00284,Manufacturing,0.01023,0.01096,0.01078,0.01023,0.01096,0.01078,0.00058,0.00077,0.00071,non-corporate,0.00058,0.00077,0.00071,0.00058,0.00077,0.00071,-0.01384,-0.01697,-0.01608
-104,Oil and gas extraction,0.00000,0.00000,2110,0.00000,0.00557,0.00775,0.00709,Mining,0.03078,0.03405,0.03317,0.03078,0.03405,0.03317,0.00140,0.00194,0.00177,non-corporate,0.00140,0.00194,0.00177,0.00140,0.00194,0.00177,-0.04809,-0.05945,-0.05621
-105,"Mining, except oil and gas",0.00000,0.00000,2120,0.00000,0.00455,0.00631,0.00578,Mining,0.02163,0.02390,0.02329,0.02163,0.02390,0.02329,0.00114,0.00158,0.00145,non-corporate,0.00114,0.00158,0.00145,0.00114,0.00158,0.00145,-0.04083,-0.05003,-0.04742
-106,Support activities for mining,0.00000,0.00000,2130,0.00000,0.00837,0.01132,0.01044,Mining,0.04426,0.04772,0.04683,0.04426,0.04772,0.04683,0.00210,0.00283,0.00261,non-corporate,0.00210,0.00283,0.00261,0.00210,0.00283,0.00261,-0.06005,-0.07347,-0.06967
-107,"Other services, except government",0.00000,0.00000,8100,0.00000,0.00234,0.00315,0.00291,"Other services, except government",0.01026,0.01098,0.01080,0.01026,0.01098,0.01080,0.00059,0.00079,0.00073,non-corporate,0.00059,0.00079,0.00073,0.00059,0.00079,0.00073,-0.01564,-0.01918,-0.01817
-108,Legal services,0.00000,0.00000,5411,0.00000,0.00528,0.00693,0.00644,"Professional, scientific, and technical services",0.02324,0.02430,0.02405,0.02324,0.02430,0.02405,0.00132,0.00173,0.00161,non-corporate,0.00132,0.00173,0.00161,0.00132,0.00173,0.00161,-0.02300,-0.02831,-0.02680
-109,"Miscellaneous professional, scientific, and technical services",0.00000,0.00000,5412,0.00000,0.00575,0.00760,0.00705,"Professional, scientific, and technical services",0.02856,0.03011,0.02973,0.02856,0.03011,0.02973,0.00144,0.00190,0.00177,non-corporate,0.00144,0.00190,0.00177,0.00144,0.00190,0.00177,-0.02720,-0.03359,-0.03178
-110,Computer systems design and related services,0.00000,0.00000,5415,0.00000,0.00909,0.01177,0.01098,"Professional, scientific, and technical services",0.04251,0.04397,0.04364,0.04251,0.04397,0.04364,0.00227,0.00295,0.00275,non-corporate,0.00227,0.00295,0.00275,0.00227,0.00295,0.00275,-0.02812,-0.03472,-0.03284
-111,Real estate,0.00000,0.00000,5310,0.00000,0.00014,0.00020,0.00018,Real estate and rental and leasing,0.00056,0.00062,0.00061,0.00056,0.00062,0.00061,0.00004,0.00005,0.00005,non-corporate,0.00004,0.00005,0.00005,0.00004,0.00005,0.00005,-0.00162,-0.00194,-0.00185
-112,Rental and leasing services and lessors of intangible assets,0.00000,0.00000,5320,0.00000,0.00932,0.01241,0.01149,Real estate and rental and leasing,0.04941,0.05244,0.05167,0.04941,0.05244,0.05167,0.00233,0.00311,0.00288,non-corporate,0.00233,0.00311,0.00288,0.00233,0.00311,0.00288,-0.05082,-0.06265,-0.05929
-113,Retail trade,0.00000,0.00000,44RT,0.00000,0.00140,0.00186,0.00172,Retail trade,0.00540,0.00577,0.00567,0.00540,0.00577,0.00567,0.00035,0.00046,0.00043,non-corporate,0.00035,0.00046,0.00043,0.00035,0.00046,0.00043,-0.00763,-0.00937,-0.00888
-114,Air transportation,0.00000,0.00000,4810,0.00000,0.00524,0.00721,0.00662,Transportation and warehousing,0.02700,0.02953,0.02886,0.02700,0.02953,0.02886,0.00131,0.00180,0.00166,non-corporate,0.00131,0.00180,0.00166,0.00131,0.00180,0.00166,-0.04115,-0.05075,-0.04802
-115,Railroad transportation,0.00000,0.00000,4820,0.00000,0.00681,0.00997,0.00901,Transportation and warehousing,0.03812,0.04431,0.04266,0.03812,0.04431,0.04266,0.00170,0.00250,0.00226,non-corporate,0.00170,0.00250,0.00226,0.00170,0.00250,0.00226,-0.10506,-0.12549,-0.11981
-116,Water transportation,0.00000,0.00000,4830,0.00000,0.00799,0.01097,0.01007,Transportation and warehousing,0.04143,0.04531,0.04429,0.04143,0.04531,0.04429,0.00200,0.00275,0.00252,non-corporate,0.00200,0.00275,0.00252,0.00200,0.00275,0.00252,-0.07032,-0.08560,-0.08129
-117,Truck transportation,0.00000,0.00000,4840,0.00000,0.00832,0.01102,0.01022,Transportation and warehousing,0.04174,0.04409,0.04350,0.04174,0.04409,0.04350,0.00208,0.00276,0.00256,non-corporate,0.00208,0.00276,0.00256,0.00208,0.00276,0.00256,-0.04132,-0.05100,-0.04824
-118,Transit and ground passenger transportation,0.00000,0.00000,4850,0.00000,0.00531,0.00713,0.00659,Transportation and warehousing,0.02431,0.02602,0.02559,0.02431,0.02602,0.02559,0.00133,0.00179,0.00165,non-corporate,0.00133,0.00179,0.00165,0.00133,0.00179,0.00165,-0.03537,-0.04299,-0.04084
-119,Pipeline transportation,0.00000,0.00000,4860,0.00000,0.00487,0.00690,0.00628,Transportation and warehousing,0.02707,0.03047,0.02955,0.02707,0.03047,0.02955,0.00122,0.00173,0.00157,non-corporate,0.00122,0.00173,0.00157,0.00122,0.00173,0.00157,-0.04984,-0.06153,-0.05820
-120,Other transportation and support activities,0.00000,0.00000,487S,0.00000,0.00690,0.00964,0.00882,Transportation and warehousing,0.03479,0.03866,0.03765,0.03479,0.03866,0.03765,0.00173,0.00241,0.00221,non-corporate,0.00173,0.00241,0.00221,0.00173,0.00241,0.00221,-0.07458,-0.08924,-0.08516
-121,Warehousing and storage,0.00000,0.00000,4930,0.00000,0.00235,0.00314,0.00291,Transportation and warehousing,0.00979,0.01044,0.01028,0.00979,0.01044,0.01028,0.00059,0.00079,0.00073,non-corporate,0.00059,0.00079,0.00073,0.00059,0.00079,0.00073,-0.01482,-0.01813,-0.01719
-122,Utilities,0.00000,0.00000,2200,0.00000,0.00875,0.01252,0.01138,Utilities,0.04812,0.05469,0.05295,0.04812,0.05469,0.05295,0.00219,0.00313,0.00285,non-corporate,0.00219,0.00313,0.00285,0.00219,0.00313,0.00285,-0.11844,-0.14148,-0.13508
-123,Wholesale trade,0.00000,0.00000,4200,0.00000,0.00187,0.00247,0.00229,Wholesale trade,0.00724,0.00773,0.00761,0.00724,0.00773,0.00761,0.00047,0.00062,0.00057,non-corporate,0.00047,0.00062,0.00057,0.00047,0.00062,0.00057,-0.00948,-0.01165,-0.01104
+62,Accommodation,0.00000,0.00000,7210,0.00000,0.00106,0.00166,0.00148,Accommodation and food services,0.00538,0.00457,0.00471,0.00538,0.00457,0.00471,0.00030,0.00048,0.00042,non-corporate,0.00030,0.00048,0.00042,0.00030,0.00048,0.00042,-0.00420,-0.00582,-0.00537
+63,Food services and drinking places,0.00000,0.00000,7220,0.00000,0.00497,0.00779,0.00694,Accommodation and food services,0.02923,0.02483,0.02558,0.02923,0.02483,0.02558,0.00142,0.00223,0.00199,non-corporate,0.00142,0.00223,0.00199,0.00142,0.00223,0.00199,-0.02014,-0.02792,-0.02573
+64,Administrative and support services,0.00000,0.00000,5610,0.00000,0.00887,0.01364,0.01221,Administrative and waste management services,0.06273,0.05221,0.05406,0.06273,0.05221,0.05406,0.00254,0.00391,0.00350,non-corporate,0.00254,0.00391,0.00350,0.00254,0.00391,0.00350,-0.02786,-0.03875,-0.03568
+65,Waste management and remediation services,0.00000,0.00000,5620,0.00000,0.00992,0.01707,0.01488,Administrative and waste management services,0.07514,0.06941,0.07008,0.07514,0.06941,0.07008,0.00284,0.00489,0.00426,non-corporate,0.00284,0.00489,0.00426,0.00284,0.00489,0.00426,-0.09293,-0.12163,-0.11391
+66,Farms,0.00000,0.00000,110C,0.00000,0.00635,0.01068,0.00936,"Agriculture, forestry, fishing, and hunting",0.03853,0.03532,0.03572,0.03853,0.03532,0.03572,0.00182,0.00306,0.00268,non-corporate,0.00182,0.00306,0.00268,0.00182,0.00306,0.00268,-0.05176,-0.06802,-0.06363
+67,"Forestry, fishing, and related activities",0.00000,0.00000,113F,0.00000,0.00236,0.00379,0.00336,"Agriculture, forestry, fishing, and hunting",0.01278,0.01102,0.01130,0.01278,0.01102,0.01130,0.00068,0.00109,0.00096,non-corporate,0.00068,0.00109,0.00096,0.00068,0.00109,0.00096,-0.01216,-0.01661,-0.01537
+68,"Performing arts, spectator sports, museums, and related activities",0.00000,0.00000,711A,0.00000,0.01036,0.01735,0.01528,"Arts, entertainment, and recreation",0.07466,0.06707,0.06842,0.07466,0.06707,0.06842,0.00297,0.00497,0.00438,non-corporate,0.00297,0.00497,0.00438,0.00297,0.00497,0.00438,-0.05099,-0.07270,-0.06681
+69,"Amusements, gambling, and recreation industries",0.00000,0.00000,7130,0.00000,0.00495,0.00844,0.00736,"Arts, entertainment, and recreation",0.03453,0.03168,0.03197,0.03453,0.03168,0.03197,0.00142,0.00242,0.00211,non-corporate,0.00142,0.00242,0.00211,0.00142,0.00242,0.00211,-0.03563,-0.04936,-0.04550
+70,Construction,0.00000,0.00000,2300,0.00000,0.00478,0.00758,0.00673,Construction,0.02831,0.02427,0.02492,0.02831,0.02427,0.02492,0.00137,0.00217,0.00193,non-corporate,0.00137,0.00217,0.00193,0.00137,0.00217,0.00193,-0.02144,-0.02939,-0.02717
+71,Educational services,0.00000,0.00000,6100,0.00000,0.00220,0.00345,0.00308,Educational services,0.01270,0.01061,0.01097,0.01270,0.01061,0.01097,0.00063,0.00099,0.00088,non-corporate,0.00063,0.00099,0.00088,0.00063,0.00099,0.00088,-0.00865,-0.01198,-0.01105
+72,Credit intermediation and related activities,0.00000,0.00000,5220,0.00000,0.00759,0.01169,0.01046,Finance and insurance,0.04860,0.04069,0.04208,0.04860,0.04069,0.04208,0.00217,0.00335,0.00300,non-corporate,0.00217,0.00335,0.00300,0.00217,0.00335,0.00300,-0.02451,-0.03412,-0.03141
+73,"Securities, commodity contracts, and investments",0.00000,0.00000,5230,0.00000,0.00209,0.00320,0.00287,Finance and insurance,0.01103,0.00915,0.00948,0.01103,0.00915,0.00948,0.00060,0.00092,0.00082,non-corporate,0.00060,0.00092,0.00082,0.00060,0.00092,0.00082,-0.00639,-0.00887,-0.00817
+74,Insurance carriers and related activities,0.00000,0.00000,5240,0.00000,0.00521,0.00790,0.00710,Finance and insurance,0.03080,0.02532,0.02631,0.03080,0.02532,0.02631,0.00149,0.00226,0.00203,non-corporate,0.00149,0.00226,0.00203,0.00149,0.00226,0.00203,-0.01317,-0.01834,-0.01688
+75,"Funds, trusts, and other financial vehicles",0.00000,0.00000,5250,0.00000,0.00028,0.00045,0.00040,Finance and insurance,0.00144,0.00122,0.00126,0.00144,0.00122,0.00126,0.00008,0.00013,0.00011,non-corporate,0.00008,0.00013,0.00011,0.00008,0.00013,0.00011,-0.00115,-0.00160,-0.00147
+76,Ambulatory health care services,0.00000,0.00000,6210,0.00000,0.00644,0.01002,0.00895,Health care and social assistance,0.04078,0.03420,0.03535,0.04078,0.03420,0.03535,0.00185,0.00287,0.00256,non-corporate,0.00185,0.00287,0.00256,0.00185,0.00287,0.00256,-0.02429,-0.03367,-0.03104
+77,Hospitals,0.00000,0.00000,622H,0.00000,0.00381,0.00593,0.00529,Health care and social assistance,0.02271,0.01890,0.01957,0.02271,0.01890,0.01957,0.00109,0.00170,0.00152,non-corporate,0.00109,0.00170,0.00152,0.00109,0.00170,0.00152,-0.01463,-0.02028,-0.01869
+78,Nursing and residential care facilities,0.00000,0.00000,6230,0.00000,0.00356,0.00566,0.00502,Health care and social assistance,0.02134,0.01814,0.01868,0.02134,0.01814,0.01868,0.00102,0.00162,0.00144,non-corporate,0.00102,0.00162,0.00144,0.00102,0.00162,0.00144,-0.01616,-0.02234,-0.02060
+79,Social assistance,0.00000,0.00000,6240,0.00000,0.00350,0.00561,0.00497,Health care and social assistance,0.02082,0.01793,0.01840,0.02082,0.01793,0.01840,0.00100,0.00161,0.00142,non-corporate,0.00100,0.00161,0.00142,0.00100,0.00161,0.00142,-0.01668,-0.02310,-0.02129
+80,Publishing industries (including software),0.00000,0.00000,5110,0.00000,0.01038,0.01673,0.01487,Information,0.06990,0.06105,0.06271,0.06990,0.06105,0.06271,0.00297,0.00479,0.00426,non-corporate,0.00297,0.00479,0.00426,0.00297,0.00479,0.00426,-0.03778,-0.05473,-0.05018
+81,Motion picture and sound recording industries,0.00000,0.00000,5120,0.00000,0.02316,0.03553,0.03187,Information,0.17398,0.14580,0.15089,0.17398,0.14580,0.15089,0.00664,0.01018,0.00913,non-corporate,0.00664,0.01018,0.00913,0.00664,0.01018,0.00913,-0.10896,-0.14486,-0.13513
+82,Broadcasting and telecommunications,0.00000,0.00000,5130,0.00000,0.01201,0.01989,0.01749,Information,0.09741,0.08689,0.08841,0.09741,0.08689,0.08841,0.00344,0.00570,0.00501,non-corporate,0.00344,0.00570,0.00501,0.00344,0.00570,0.00501,-0.08716,-0.11651,-0.10849
+83,Information and data processing services,0.00000,0.00000,5140,0.00000,0.00884,0.01351,0.01211,Information,0.06986,0.05769,0.05984,0.06986,0.05769,0.05984,0.00253,0.00387,0.00347,non-corporate,0.00253,0.00387,0.00347,0.00253,0.00387,0.00347,-0.02581,-0.03564,-0.03288
+84,Management of companies and enterprises,0.00000,0.00000,5500,0.00000,0.00295,0.00453,0.00406,Management of companies and enterprises,0.01666,0.01383,0.01434,0.01666,0.01383,0.01434,0.00085,0.00130,0.00116,non-corporate,0.00085,0.00130,0.00116,0.00085,0.00130,0.00116,-0.00886,-0.01228,-0.01132
+85,"Food, beverage, and tobacco products",0.00000,0.00000,311A,0.00000,0.00441,0.00702,0.00623,Manufacturing,0.02554,0.02240,0.02289,0.02554,0.02240,0.02289,0.00126,0.00201,0.00178,non-corporate,0.00126,0.00201,0.00178,0.00126,0.00201,0.00178,-0.02063,-0.02851,-0.02630
+86,Textile mills and textile product mills,0.00000,0.00000,313T,0.00000,0.00394,0.00630,0.00558,Manufacturing,0.02238,0.01967,0.02010,0.02238,0.01967,0.02010,0.00113,0.00180,0.00160,non-corporate,0.00113,0.00180,0.00160,0.00113,0.00180,0.00160,-0.01904,-0.02631,-0.02427
+87,Apparel and leather and allied products,0.00000,0.00000,315A,0.00000,0.00210,0.00335,0.00297,Manufacturing,0.01090,0.00965,0.00984,0.01090,0.00965,0.00984,0.00060,0.00096,0.00085,non-corporate,0.00060,0.00096,0.00085,0.00060,0.00096,0.00085,-0.01032,-0.01416,-0.01309
+88,Wood products,0.00000,0.00000,3210,0.00000,0.00358,0.00570,0.00506,Manufacturing,0.02004,0.01753,0.01793,0.02004,0.01753,0.01793,0.00103,0.00163,0.00145,non-corporate,0.00103,0.00163,0.00145,0.00103,0.00163,0.00145,-0.01684,-0.02324,-0.02145
+89,Paper products,0.00000,0.00000,3220,0.00000,0.00589,0.00943,0.00836,Manufacturing,0.03803,0.03333,0.03407,0.03803,0.03333,0.03407,0.00169,0.00270,0.00239,non-corporate,0.00169,0.00270,0.00239,0.00169,0.00270,0.00239,-0.02927,-0.04029,-0.03720
+90,Printing and related support activities,0.00000,0.00000,3230,0.00000,0.00607,0.00961,0.00853,Manufacturing,0.03977,0.03446,0.03532,0.03977,0.03446,0.03532,0.00174,0.00275,0.00244,non-corporate,0.00174,0.00275,0.00244,0.00174,0.00275,0.00244,-0.02687,-0.03718,-0.03429
+91,Petroleum and coal products,0.00000,0.00000,3240,0.00000,0.00401,0.00642,0.00569,Manufacturing,0.02319,0.02025,0.02071,0.02319,0.02025,0.02071,0.00115,0.00184,0.00163,non-corporate,0.00115,0.00184,0.00163,0.00115,0.00184,0.00163,-0.01957,-0.02702,-0.02493
+92,Chemical products,0.00000,0.00000,3250,0.00000,0.00227,0.00362,0.00321,Manufacturing,0.01675,0.01451,0.01487,0.01675,0.01451,0.01487,0.00065,0.00104,0.00092,non-corporate,0.00065,0.00104,0.00092,0.00065,0.00104,0.00092,-0.01057,-0.01459,-0.01346
+93,Plastics and rubber products,0.00000,0.00000,3260,0.00000,0.00488,0.00776,0.00689,Manufacturing,0.03010,0.02638,0.02696,0.03010,0.02638,0.02696,0.00140,0.00222,0.00197,non-corporate,0.00140,0.00222,0.00197,0.00140,0.00222,0.00197,-0.02249,-0.03113,-0.02871
+94,Nonmetallic mineral products,0.00000,0.00000,3270,0.00000,0.00418,0.00664,0.00589,Manufacturing,0.02453,0.02128,0.02180,0.02453,0.02128,0.02180,0.00120,0.00190,0.00169,non-corporate,0.00120,0.00190,0.00169,0.00120,0.00190,0.00169,-0.01889,-0.02616,-0.02412
+95,Primary metals,0.00000,0.00000,3310,0.00000,0.00553,0.00884,0.00783,Manufacturing,0.03277,0.02881,0.02943,0.03277,0.02881,0.02943,0.00159,0.00253,0.00224,non-corporate,0.00159,0.00253,0.00224,0.00159,0.00253,0.00224,-0.02748,-0.03771,-0.03486
+96,Fabricated metal products,0.00000,0.00000,3320,0.00000,0.00580,0.00919,0.00816,Manufacturing,0.03562,0.03105,0.03178,0.03562,0.03105,0.03178,0.00166,0.00263,0.00234,non-corporate,0.00166,0.00263,0.00234,0.00166,0.00263,0.00234,-0.02608,-0.03603,-0.03324
+97,Machinery,0.00000,0.00000,3330,0.00000,0.00413,0.00653,0.00581,Manufacturing,0.02519,0.02197,0.02249,0.02519,0.02197,0.02249,0.00118,0.00187,0.00166,non-corporate,0.00118,0.00187,0.00166,0.00118,0.00187,0.00166,-0.01847,-0.02545,-0.02350
+98,Computer and electronic products,0.00000,0.00000,3340,0.00000,0.00396,0.00620,0.00553,Manufacturing,0.02765,0.02362,0.02430,0.02765,0.02362,0.02430,0.00114,0.00178,0.00158,non-corporate,0.00114,0.00178,0.00158,0.00114,0.00178,0.00158,-0.01590,-0.02190,-0.02022
+99,"Electrical equipment, appliances, and components",0.00000,0.00000,3350,0.00000,0.00289,0.00457,0.00406,Manufacturing,0.01670,0.01457,0.01492,0.01670,0.01457,0.01492,0.00083,0.00131,0.00116,non-corporate,0.00083,0.00131,0.00116,0.00083,0.00131,0.00116,-0.01322,-0.01809,-0.01673
+100,"Motor vehicles, bodies and trailers, and parts",0.00000,0.00000,336M,0.00000,0.00536,0.00844,0.00751,Manufacturing,0.03410,0.02952,0.03027,0.03410,0.02952,0.03027,0.00154,0.00242,0.00215,non-corporate,0.00154,0.00242,0.00215,0.00154,0.00242,0.00215,-0.02272,-0.03141,-0.02898
+101,Other transportation equipment,0.00000,0.00000,336O,0.00000,0.00246,0.00388,0.00345,Manufacturing,0.01382,0.01211,0.01238,0.01382,0.01211,0.01238,0.00070,0.00111,0.00099,non-corporate,0.00070,0.00111,0.00099,0.00070,0.00111,0.00099,-0.01034,-0.01432,-0.01320
+102,Furniture and related products,0.00000,0.00000,3370,0.00000,0.00390,0.00614,0.00546,Manufacturing,0.02233,0.01940,0.01988,0.02233,0.01940,0.01988,0.00112,0.00176,0.00157,non-corporate,0.00112,0.00176,0.00157,0.00112,0.00176,0.00157,-0.01654,-0.02288,-0.02110
+103,Miscellaneous manufacturing,0.00000,0.00000,338A,0.00000,0.00293,0.00461,0.00410,Manufacturing,0.01813,0.01572,0.01611,0.01813,0.01572,0.01611,0.00084,0.00132,0.00118,non-corporate,0.00084,0.00132,0.00118,0.00084,0.00132,0.00118,-0.01228,-0.01697,-0.01565
+104,Oil and gas extraction,0.00000,0.00000,2110,0.00000,0.00695,0.01164,0.01019,Mining,0.06165,0.05546,0.05622,0.06165,0.05546,0.05622,0.00199,0.00333,0.00292,non-corporate,0.00199,0.00333,0.00292,0.00199,0.00333,0.00292,-0.04248,-0.05945,-0.05464
+105,"Mining, except oil and gas",0.00000,0.00000,2120,0.00000,0.00569,0.00948,0.00832,Mining,0.03934,0.03541,0.03591,0.03934,0.03541,0.03591,0.00163,0.00272,0.00238,non-corporate,0.00163,0.00272,0.00238,0.00163,0.00272,0.00238,-0.03622,-0.05003,-0.04616
+106,Support activities for mining,0.00000,0.00000,2130,0.00000,0.01060,0.01701,0.01506,Mining,0.08730,0.07564,0.07746,0.08730,0.07564,0.07746,0.00304,0.00487,0.00431,non-corporate,0.00304,0.00487,0.00431,0.00304,0.00487,0.00431,-0.05331,-0.07347,-0.06783
+107,"Other services, except government",0.00000,0.00000,8100,0.00000,0.00297,0.00474,0.00420,"Other services, except government",0.01816,0.01550,0.01594,0.01816,0.01550,0.01594,0.00085,0.00136,0.00120,non-corporate,0.00085,0.00136,0.00120,0.00085,0.00136,0.00120,-0.01387,-0.01918,-0.01769
+108,Legal services,0.00000,0.00000,5411,0.00000,0.00681,0.01041,0.00933,"Professional, scientific, and technical services",0.04160,0.03446,0.03574,0.04160,0.03446,0.03574,0.00195,0.00298,0.00267,non-corporate,0.00195,0.00298,0.00267,0.00195,0.00298,0.00267,-0.02036,-0.02831,-0.02607
+109,"Miscellaneous professional, scientific, and technical services",0.00000,0.00000,5412,0.00000,0.00737,0.01142,0.01021,"Professional, scientific, and technical services",0.05466,0.04587,0.04741,0.05466,0.04587,0.04741,0.00211,0.00327,0.00292,non-corporate,0.00211,0.00327,0.00292,0.00211,0.00327,0.00292,-0.02399,-0.03359,-0.03090
+110,Computer systems design and related services,0.00000,0.00000,5415,0.00000,0.01179,0.01767,0.01593,"Professional, scientific, and technical services",0.07930,0.06469,0.06737,0.07930,0.06469,0.06737,0.00338,0.00506,0.00456,non-corporate,0.00338,0.00506,0.00456,0.00338,0.00506,0.00456,-0.02485,-0.03472,-0.03193
+111,Real estate,0.00000,0.00000,5310,0.00000,0.00018,0.00030,0.00026,Real estate and rental and leasing,0.00091,0.00083,0.00084,0.00091,0.00083,0.00084,0.00005,0.00009,0.00008,non-corporate,0.00005,0.00009,0.00008,0.00005,0.00009,0.00008,-0.00146,-0.00194,-0.00181
+112,Rental and leasing services and lessors of intangible assets,0.00000,0.00000,5320,0.00000,0.01191,0.01864,0.01661,Real estate and rental and leasing,0.09848,0.08330,0.08583,0.09848,0.08330,0.08583,0.00341,0.00534,0.00476,non-corporate,0.00341,0.00534,0.00476,0.00341,0.00534,0.00476,-0.04496,-0.06265,-0.05766
+113,Retail trade,0.00000,0.00000,44RT,0.00000,0.00179,0.00279,0.00249,Retail trade,0.00889,0.00766,0.00787,0.00889,0.00766,0.00787,0.00051,0.00080,0.00071,non-corporate,0.00051,0.00080,0.00071,0.00051,0.00080,0.00071,-0.00676,-0.00937,-0.00864
+114,Air transportation,0.00000,0.00000,4810,0.00000,0.00658,0.01083,0.00952,Transportation and warehousing,0.05194,0.04595,0.04680,0.05194,0.04595,0.04680,0.00189,0.00310,0.00273,non-corporate,0.00189,0.00310,0.00273,0.00189,0.00310,0.00273,-0.03639,-0.05075,-0.04669
+115,Railroad transportation,0.00000,0.00000,4820,0.00000,0.00820,0.01498,0.01286,Transportation and warehousing,0.07466,0.07274,0.07245,0.07466,0.07274,0.07245,0.00235,0.00429,0.00369,non-corporate,0.00235,0.00429,0.00369,0.00235,0.00429,0.00369,-0.09443,-0.12549,-0.11703
+116,Water transportation,0.00000,0.00000,4830,0.00000,0.01002,0.01648,0.01450,Transportation and warehousing,0.08006,0.07088,0.07222,0.08006,0.07088,0.07222,0.00287,0.00472,0.00415,non-corporate,0.00287,0.00472,0.00415,0.00287,0.00472,0.00415,-0.06259,-0.08560,-0.07920
+117,Truck transportation,0.00000,0.00000,4840,0.00000,0.01066,0.01655,0.01478,Transportation and warehousing,0.08043,0.06764,0.06982,0.08043,0.06764,0.06982,0.00305,0.00474,0.00423,non-corporate,0.00305,0.00474,0.00423,0.00305,0.00474,0.00423,-0.03653,-0.05100,-0.04691
+118,Transit and ground passenger transportation,0.00000,0.00000,4850,0.00000,0.00674,0.01072,0.00951,Transportation and warehousing,0.04397,0.03773,0.03877,0.04397,0.03773,0.03877,0.00193,0.00307,0.00273,non-corporate,0.00193,0.00307,0.00273,0.00193,0.00307,0.00273,-0.03151,-0.04299,-0.03980
+119,Pipeline transportation,0.00000,0.00000,4860,0.00000,0.00601,0.01036,0.00900,Transportation and warehousing,0.05392,0.04982,0.05016,0.05392,0.04982,0.05016,0.00172,0.00297,0.00258,non-corporate,0.00172,0.00297,0.00258,0.00172,0.00297,0.00258,-0.04405,-0.06153,-0.05659
+120,Other transportation and support activities,0.00000,0.00000,487S,0.00000,0.00856,0.01448,0.01266,Transportation and warehousing,0.06532,0.05936,0.06013,0.06532,0.05936,0.06013,0.00245,0.00415,0.00363,non-corporate,0.00245,0.00415,0.00363,0.00245,0.00415,0.00363,-0.06698,-0.08924,-0.08316
+121,Warehousing and storage,0.00000,0.00000,4930,0.00000,0.00299,0.00472,0.00420,Transportation and warehousing,0.01686,0.01437,0.01479,0.01686,0.01437,0.01479,0.00086,0.00135,0.00120,non-corporate,0.00086,0.00135,0.00120,0.00086,0.00135,0.00120,-0.01315,-0.01813,-0.01674
+122,Utilities,0.00000,0.00000,2200,0.00000,0.01068,0.01880,0.01629,Utilities,0.09442,0.08880,0.08920,0.09442,0.08880,0.08920,0.00306,0.00539,0.00467,non-corporate,0.00306,0.00539,0.00467,0.00306,0.00539,0.00467,-0.10642,-0.14148,-0.13194
+123,Wholesale trade,0.00000,0.00000,4200,0.00000,0.00240,0.00372,0.00332,Wholesale trade,0.01190,0.01031,0.01058,0.01190,0.01031,0.01058,0.00069,0.00106,0.00095,non-corporate,0.00069,0.00106,0.00095,0.00069,0.00106,0.00095,-0.00839,-0.01165,-0.01074
124,Accommodation and food services,0.00000,0.00000,,0.00000,0.11955,0.16650,0.15138,Accommodation and food services,0.08260,0.20286,0.18960,0.06318,0.18432,0.16418,0.00366,0.02344,0.01708,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,0.43875,0.36097,0.38245,0.33557,0.32797,0.33117,0.02167,0.04064,0.03452,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",0.15001,0.24427,0.23577,0.11473,0.22194,0.20416,0.00616,0.02561,0.01936,corporate,0.00616,0.02561,0.01936,0.00616,0.02561,0.01936,-0.05198,-0.07700,-0.06975
@@ -137,19 +137,19 @@
137,"Professional, scientific, and technical services",0.00000,0.00000,,0.00000,0.21048,0.25542,0.24094,"Professional, scientific, and technical services",0.53885,0.40160,0.43443,0.41213,0.36489,0.37619,0.03054,0.04912,0.04315,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,-0.00685,0.15796,0.13107,-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,0.28449,0.31020,0.31366,0.21759,0.28184,0.27161,0.01088,0.02918,0.02327,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,,0.00000,0.00172,0.00229,0.00212,Accommodation and food services,0.00689,0.00732,0.00721,0.00689,0.00732,0.00721,0.00043,0.00057,0.00053,non-corporate,0.00043,0.00057,0.00053,0.00043,0.00057,0.00053,-0.00996,-0.01223,-0.01159
-144,Administrative and waste management services,0.00000,0.00000,,0.00000,0.00729,0.00986,0.00910,Administrative and waste management services,0.03564,0.03838,0.03768,0.03564,0.03838,0.03768,0.00183,0.00247,0.00228,non-corporate,0.00183,0.00247,0.00228,0.00183,0.00247,0.00228,-0.05583,-0.06702,-0.06389
-145,"Agriculture, forestry, fishing, and hunting",0.00000,0.00000,,0.00000,0.00444,0.00615,0.00564,"Agriculture, forestry, fishing, and hunting",0.01911,0.02119,0.02065,0.01911,0.02119,0.02065,0.00111,0.00154,0.00141,non-corporate,0.00111,0.00154,0.00141,0.00111,0.00154,0.00141,-0.04827,-0.05731,-0.05481
-146,"Arts, entertainment, and recreation",0.00000,0.00000,,0.00000,0.00598,0.00830,0.00761,"Arts, entertainment, and recreation",0.02875,0.03179,0.03102,0.02875,0.03179,0.03102,0.00150,0.00208,0.00191,non-corporate,0.00150,0.00208,0.00191,0.00150,0.00208,0.00191,-0.04846,-0.05992,-0.05671
-149,Finance and insurance,0.00000,0.00000,,0.00000,0.00270,0.00355,0.00329,Finance and insurance,0.01113,0.01168,0.01154,0.01113,0.01168,0.01154,0.00067,0.00089,0.00082,non-corporate,0.00067,0.00089,0.00082,0.00067,0.00089,0.00082,-0.01216,-0.01497,-0.01417
-150,Health care and social assistance,0.00000,0.00000,,0.00000,0.00343,0.00456,0.00422,Health care and social assistance,0.01495,0.01577,0.01556,0.01495,0.01577,0.01556,0.00086,0.00114,0.00106,non-corporate,0.00086,0.00114,0.00106,0.00086,0.00114,0.00106,-0.01925,-0.02364,-0.02240
-151,Information,0.00000,0.00000,,0.00000,0.01101,0.01490,0.01374,Information,0.05664,0.06113,0.06000,0.05664,0.06113,0.06000,0.00275,0.00373,0.00344,non-corporate,0.00275,0.00373,0.00344,0.00275,0.00373,0.00344,-0.09460,-0.11350,-0.10824
-152,Management of companies and enterprises,0.00000,0.00000,,0.00000,0.00229,0.00301,0.00280,Management of companies and enterprises,0.00958,0.01004,0.00993,0.00958,0.01004,0.00993,0.00057,0.00075,0.00070,non-corporate,0.00057,0.00075,0.00070,0.00057,0.00075,0.00070,-0.01000,-0.01228,-0.01163
-153,Manufacturing,0.00000,0.00000,,0.00000,0.00301,0.00403,0.00373,Manufacturing,0.01359,0.01463,0.01436,0.01359,0.01463,0.01436,0.00075,0.00101,0.00093,non-corporate,0.00075,0.00101,0.00093,0.00075,0.00101,0.00093,-0.01955,-0.02394,-0.02270
-154,Mining,0.00000,0.00000,,0.00000,0.00566,0.00784,0.00718,Mining,0.03049,0.03362,0.03279,0.03049,0.03362,0.03279,0.00142,0.00196,0.00180,non-corporate,0.00142,0.00196,0.00180,0.00142,0.00196,0.00180,-0.04806,-0.05929,-0.05609
-155,"Other services, except government",0.00000,0.00000,,0.00000,0.00234,0.00315,0.00291,"Other services, except government",0.01026,0.01098,0.01080,0.01026,0.01098,0.01080,0.00059,0.00079,0.00073,non-corporate,0.00059,0.00079,0.00073,0.00059,0.00079,0.00073,-0.01564,-0.01918,-0.01817
-156,"Professional, scientific, and technical services",0.00000,0.00000,,0.00000,0.00609,0.00802,0.00745,"Professional, scientific, and technical services",0.02974,0.03124,0.03088,0.02974,0.03124,0.03088,0.00152,0.00201,0.00186,non-corporate,0.00152,0.00201,0.00186,0.00152,0.00201,0.00186,-0.02697,-0.03329,-0.03150
-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,0.00121,0.00131,0.00129,0.00121,0.00131,0.00129,0.00008,0.00011,0.00010,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,,0.00000,0.00624,0.00875,0.00799,Transportation and warehousing,0.03252,0.03623,0.03525,0.03252,0.03623,0.03525,0.00156,0.00219,0.00200,non-corporate,0.00156,0.00219,0.00200,0.00156,0.00219,0.00200,-0.06538,-0.07898,-0.07516
+143,Accommodation and food services,0.00000,0.00000,,0.00000,0.00219,0.00344,0.00306,Accommodation and food services,0.01162,0.00987,0.01017,0.01162,0.00987,0.01017,0.00063,0.00098,0.00088,non-corporate,0.00063,0.00098,0.00088,0.00063,0.00098,0.00088,-0.00883,-0.01223,-0.01128
+144,Administrative and waste management services,0.00000,0.00000,,0.00000,0.00923,0.01481,0.01312,Administrative and waste management services,0.06679,0.05786,0.05931,0.06679,0.05786,0.05931,0.00264,0.00424,0.00376,non-corporate,0.00264,0.00424,0.00376,0.00264,0.00424,0.00376,-0.05006,-0.06702,-0.06237
+145,"Agriculture, forestry, fishing, and hunting",0.00000,0.00000,,0.00000,0.00552,0.00924,0.00811,"Agriculture, forestry, fishing, and hunting",0.03269,0.02974,0.03013,0.03269,0.02974,0.03013,0.00158,0.00265,0.00232,non-corporate,0.00158,0.00265,0.00232,0.00158,0.00265,0.00232,-0.04351,-0.05731,-0.05358
+146,"Arts, entertainment, and recreation",0.00000,0.00000,,0.00000,0.00740,0.01247,0.01094,"Arts, entertainment, and recreation",0.05237,0.04744,0.04819,0.05237,0.04744,0.04819,0.00212,0.00357,0.00313,non-corporate,0.00212,0.00357,0.00313,0.00212,0.00357,0.00313,-0.04258,-0.05992,-0.05514
+149,Finance and insurance,0.00000,0.00000,,0.00000,0.00347,0.00533,0.00477,Finance and insurance,0.01922,0.01599,0.01656,0.01922,0.01599,0.01656,0.00099,0.00153,0.00137,non-corporate,0.00099,0.00153,0.00137,0.00099,0.00153,0.00137,-0.01076,-0.01497,-0.01378
+150,Health care and social assistance,0.00000,0.00000,,0.00000,0.00439,0.00685,0.00611,Health care and social assistance,0.02654,0.02217,0.02294,0.02654,0.02217,0.02294,0.00126,0.00196,0.00175,non-corporate,0.00126,0.00196,0.00175,0.00126,0.00196,0.00175,-0.01706,-0.02364,-0.02180
+151,Information,0.00000,0.00000,,0.00000,0.01390,0.02238,0.01982,Information,0.10952,0.09528,0.09760,0.10952,0.09528,0.09760,0.00398,0.00641,0.00568,non-corporate,0.00398,0.00641,0.00568,0.00398,0.00641,0.00568,-0.08478,-0.11350,-0.10567
+152,Management of companies and enterprises,0.00000,0.00000,,0.00000,0.00295,0.00453,0.00406,Management of companies and enterprises,0.01666,0.01383,0.01434,0.01666,0.01383,0.01434,0.00085,0.00130,0.00116,non-corporate,0.00085,0.00130,0.00116,0.00085,0.00130,0.00116,-0.00886,-0.01228,-0.01132
+153,Manufacturing,0.00000,0.00000,,0.00000,0.00382,0.00606,0.00538,Manufacturing,0.02429,0.02114,0.02164,0.02429,0.02114,0.02164,0.00110,0.00174,0.00154,non-corporate,0.00110,0.00174,0.00154,0.00110,0.00174,0.00154,-0.01735,-0.02394,-0.02210
+154,Mining,0.00000,0.00000,,0.00000,0.00707,0.01177,0.01032,Mining,0.06018,0.05391,0.05471,0.06018,0.05391,0.05471,0.00203,0.00337,0.00296,non-corporate,0.00203,0.00337,0.00296,0.00203,0.00337,0.00296,-0.04249,-0.05929,-0.05455
+155,"Other services, except government",0.00000,0.00000,,0.00000,0.00297,0.00474,0.00420,"Other services, except government",0.01816,0.01550,0.01594,0.01816,0.01550,0.01594,0.00085,0.00136,0.00120,non-corporate,0.00085,0.00136,0.00120,0.00085,0.00136,0.00120,-0.01387,-0.01918,-0.01769
+156,"Professional, scientific, and technical services",0.00000,0.00000,,0.00000,0.00782,0.01204,0.01078,"Professional, scientific, and technical services",0.05646,0.04711,0.04876,0.05646,0.04711,0.04876,0.00224,0.00345,0.00309,non-corporate,0.00224,0.00345,0.00309,0.00224,0.00345,0.00309,-0.02380,-0.03329,-0.03063
+157,Real estate and rental and leasing,0.00000,0.00000,,0.00000,0.00039,0.00063,0.00056,Real estate and rental and leasing,0.00201,0.00174,0.00178,0.00201,0.00174,0.00178,0.00011,0.00018,0.00016,non-corporate,0.00011,0.00018,0.00016,0.00011,0.00018,0.00016,-0.00224,-0.00303,-0.00282
+159,Transportation and warehousing,0.00000,0.00000,,0.00000,0.00774,0.01314,0.01147,Transportation and warehousing,0.06230,0.05678,0.05744,0.06230,0.05678,0.05744,0.00222,0.00376,0.00329,non-corporate,0.00222,0.00376,0.00329,0.00222,0.00376,0.00329,-0.05843,-0.07898,-0.07330
162,Overall,0.00000,0.00000,,0.00000,0.14492,0.19076,0.17597,Overall,0.24417,0.27601,0.27773,0.18675,0.25078,0.24050,0.01071,0.02974,0.02361,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,,0.00000,0.00165,0.00224,0.00207,Overall,0.00676,0.00731,0.00717,0.00676,0.00731,0.00717,0.00041,0.00056,0.00052,non-corporate,0.00041,0.00056,0.00052,0.00041,0.00056,0.00052,-0.01281,-0.01552,-0.01476
+163,Overall,0.00000,0.00000,,0.00000,0.00209,0.00337,0.00298,Overall,0.01144,0.00995,0.01018,0.01144,0.00995,0.01018,0.00060,0.00097,0.00085,non-corporate,0.00060,0.00097,0.00085,0.00060,0.00097,0.00085,-0.01143,-0.01552,-0.01439
diff --git a/example_output/reform_byasset_expected.csv b/example_output/reform_byasset_expected.csv
index 922c65c9..394b8a86 100644
--- a/example_output/reform_byasset_expected.csv
+++ b/example_output/reform_byasset_expected.csv
@@ -98,105 +98,105 @@
96,96,15.00000,Electric,1052404941676.51135,SU30,0.02110,0.22265,0.31924,0.28805,Structures,-0.27404,0.27286,0.16566,0.02557,0.33933,0.27751,Other Structures,0.04082,0.07977,0.06721,corporate,0.00104,0.02707,0.01865,0.06192,0.10087,0.08831,0.87465,0.81498,0.83237
97,97,5.00000,Wind and solar,119300186300.69254,SU60,0.03030,0.22519,0.31657,0.28717,Structures,-0.25011,0.26530,0.16231,0.04387,0.33246,0.27461,Other Structures,0.04160,0.07894,0.06695,corporate,0.00182,0.02625,0.01838,0.07190,0.10924,0.09725,0.95786,0.93250,0.94037
98,98,27.50000,Residential,333776621894.00000,RES,0.01631,0.23250,0.34522,0.30862,Structures,-0.18597,0.33910,0.23747,0.09293,0.39951,0.33969,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,ENS1,0.55000,0.20165,0.17716,0.18425,Equipment,0.20417,0.12166,0.14065,0.20417,0.12166,0.14065,Computers and Software,0.04405,0.06000,0.05537,non-corporate,0.00899,0.00730,0.00779,0.59405,0.61000,0.60537,0.96137,0.95184,0.95458
-100,100,3.00000,Custom software,60800835314.35992,ENS2,0.33000,0.19311,0.16651,0.17421,Equipment,0.16359,0.08084,0.09979,0.16359,0.08084,0.09979,Computers and Software,0.04191,0.05733,0.05286,non-corporate,0.00686,0.00463,0.00527,0.37191,0.38733,0.38286,0.96137,0.95184,0.95458
-101,101,5.00000,Mainframes,6190706381.18300,EP1A,0.46330,0.20453,0.18073,0.18763,Equipment,0.21699,0.13457,0.15358,0.21699,0.13457,0.15358,Computers and Software,0.04477,0.06089,0.05622,non-corporate,0.00972,0.00819,0.00863,0.50807,0.52419,0.51952,0.94898,0.93685,0.94031
-102,102,5.00000,PCs,20612189046.26059,EP1B,0.46330,0.20453,0.18073,0.18763,Equipment,0.21699,0.13457,0.15358,0.21699,0.13457,0.15358,Computers and Software,0.04477,0.06089,0.05622,non-corporate,0.00972,0.00819,0.00863,0.50807,0.52419,0.51952,0.94898,0.93685,0.94031
-103,103,5.00000,DASDs,0.00000,EP1C,0.46330,0.20453,0.18073,0.18763,Equipment,0.21699,0.13457,0.15358,0.21699,0.13457,0.15358,Computers and Software,0.04477,0.06089,0.05622,non-corporate,0.00972,0.00819,0.00863,0.50807,0.52419,0.51952,0.94898,0.93685,0.94031
-104,104,5.00000,Printers,3876956088.97943,EP1D,0.46330,0.20453,0.18073,0.18763,Equipment,0.21699,0.13457,0.15358,0.21699,0.13457,0.15358,Computers and Software,0.04477,0.06089,0.05622,non-corporate,0.00972,0.00819,0.00863,0.50807,0.52419,0.51952,0.94898,0.93685,0.94031
-105,105,5.00000,Terminals,5141005380.94880,EP1E,0.46330,0.20453,0.18073,0.18763,Equipment,0.21699,0.13457,0.15358,0.21699,0.13457,0.15358,Computers and Software,0.04477,0.06089,0.05622,non-corporate,0.00972,0.00819,0.00863,0.50807,0.52419,0.51952,0.94898,0.93685,0.94031
-106,106,5.00000,Tape drives,0.00000,EP1F,0.46330,0.20453,0.18073,0.18763,Equipment,0.21699,0.13457,0.15358,0.21699,0.13457,0.15358,Computers and Software,0.04477,0.06089,0.05622,non-corporate,0.00972,0.00819,0.00863,0.50807,0.52419,0.51952,0.94898,0.93685,0.94031
-107,107,5.00000,Storage devices,3192011590.92400,EP1G,0.46330,0.20453,0.18073,0.18763,Equipment,0.21699,0.13457,0.15358,0.21699,0.13457,0.15358,Computers and Software,0.04477,0.06089,0.05622,non-corporate,0.00972,0.00819,0.00863,0.50807,0.52419,0.51952,0.94898,0.93685,0.94031
-108,108,5.00000,System integrators,11800815475.28772,EP1H,0.46330,0.20453,0.18073,0.18763,Equipment,0.21699,0.13457,0.15358,0.21699,0.13457,0.15358,Computers and Software,0.04477,0.06089,0.05622,non-corporate,0.00972,0.00819,0.00863,0.50807,0.52419,0.51952,0.94898,0.93685,0.94031
-109,109,7.00000,Special industrial machinery,56031412759.69572,EI40,0.10310,0.18865,0.16129,0.16919,Equipment,0.14069,0.05941,0.07790,0.14069,0.05941,0.07790,Industrial Machinery,0.04080,0.05603,0.05160,non-corporate,0.00574,0.00333,0.00402,0.14390,0.15913,0.15470,0.93082,0.91504,0.91952
-110,110,7.00000,General industrial equipment,114662497838.17902,EI50,0.10720,0.18893,0.16164,0.16952,Equipment,0.14219,0.06088,0.07938,0.14219,0.06088,0.07938,Industrial Machinery,0.04087,0.05611,0.05169,non-corporate,0.00581,0.00342,0.00410,0.14807,0.16331,0.15889,0.93082,0.91504,0.91952
-111,111,5.00000,Office and accounting equipment,2542388832.96892,EP12,0.31190,0.19677,0.17113,0.17855,Equipment,0.18148,0.09900,0.11792,0.18148,0.09900,0.11792,Instruments and Communications Equipment,0.04283,0.05849,0.05394,non-corporate,0.00777,0.00579,0.00636,0.35473,0.37039,0.36584,0.94898,0.93685,0.94031
-112,112,7.00000,Communications,102468863895.39655,EP20,0.11290,0.18933,0.16213,0.16999,Equipment,0.14426,0.06291,0.08143,0.14426,0.06291,0.08143,Instruments and Communications Equipment,0.04097,0.05624,0.05180,non-corporate,0.00591,0.00354,0.00422,0.15387,0.16914,0.16470,0.93082,0.91504,0.91952
-113,113,5.00000,Photocopy and related equipment,10079053795.00768,EP31,0.18000,0.19001,0.16276,0.17064,Equipment,0.14781,0.06553,0.08431,0.14781,0.06553,0.08431,Instruments and Communications Equipment,0.04114,0.05639,0.05196,non-corporate,0.00608,0.00370,0.00438,0.22114,0.23639,0.23196,0.94898,0.93685,0.94031
-114,114,7.00000,Nonelectro medical instruments,111916495412.21930,EP34,0.13500,0.19087,0.16401,0.17177,Equipment,0.15222,0.07071,0.08929,0.15222,0.07071,0.08929,Instruments and Communications Equipment,0.04135,0.05671,0.05225,non-corporate,0.00629,0.00401,0.00467,0.17635,0.19171,0.18725,0.93082,0.91504,0.91952
-115,115,7.00000,Electro medical instruments,65668171777.05855,EP35,0.13500,0.19087,0.16401,0.17177,Equipment,0.15222,0.07071,0.08929,0.15222,0.07071,0.08929,Instruments and Communications Equipment,0.04135,0.05671,0.05225,non-corporate,0.00629,0.00401,0.00467,0.17635,0.19171,0.18725,0.93082,0.91504,0.91952
-116,116,7.00000,Nonmedical instruments,59590066982.74078,EP36,0.13500,0.19087,0.16401,0.17177,Equipment,0.15222,0.07071,0.08929,0.15222,0.07071,0.08929,Instruments and Communications Equipment,0.04135,0.05671,0.05225,non-corporate,0.00629,0.00401,0.00467,0.17635,0.19171,0.18725,0.93082,0.91504,0.91952
-117,117,5.00000,Household furniture,8579128473.70233,EO11,0.13750,0.18783,0.16006,0.16809,Equipment,0.13636,0.05421,0.07293,0.13636,0.05421,0.07293,Office and Residential Equipment,0.04059,0.05572,0.05133,non-corporate,0.00554,0.00302,0.00374,0.17809,0.19322,0.18883,0.94898,0.93685,0.94031
-118,118,7.00000,Other furniture,97670828983.20677,EO12,0.11790,0.18968,0.16256,0.17039,Equipment,0.14608,0.06469,0.08322,0.14608,0.06469,0.08322,Office and Residential Equipment,0.04105,0.05634,0.05190,non-corporate,0.00600,0.00364,0.00432,0.15895,0.17424,0.16980,0.93082,0.91504,0.91952
-119,119,5.00000,Household appliances,2193695747.80152,EO71,0.16500,0.18924,0.16181,0.16974,Equipment,0.14380,0.06157,0.08033,0.14380,0.06157,0.08033,Office and Residential Equipment,0.04095,0.05616,0.05174,non-corporate,0.00589,0.00346,0.00416,0.20595,0.22116,0.21674,0.94898,0.93685,0.94031
-120,120,7.00000,Service industry machinery,66122349452.24888,EO60,0.15280,0.19210,0.16553,0.17321,Equipment,0.15852,0.07690,0.09553,0.15852,0.07690,0.09553,Other Equipment,0.04166,0.05709,0.05261,non-corporate,0.00660,0.00439,0.00503,0.19446,0.20989,0.20541,0.93082,0.91504,0.91952
-121,121,7.00000,Other electrical,3542409326.71975,EO72,0.18340,0.19423,0.16815,0.17569,Equipment,0.16914,0.08736,0.10605,0.16914,0.08736,0.10605,Other Equipment,0.04219,0.05774,0.05323,non-corporate,0.00714,0.00504,0.00564,0.22559,0.24114,0.23663,0.93082,0.91504,0.91952
-122,122,7.00000,Other,106207464937.46689,EO80,0.14730,0.19172,0.16506,0.17277,Equipment,0.15658,0.07500,0.09361,0.15658,0.07500,0.09361,Other Equipment,0.04157,0.05697,0.05250,non-corporate,0.00651,0.00427,0.00491,0.18887,0.20427,0.19980,0.93082,0.91504,0.91952
-123,123,5.00000,Nuclear fuel,357727587.15623,EI11,0.25000,0.19360,0.16720,0.17484,Equipment,0.16602,0.08360,0.10246,0.16602,0.08360,0.10246,Other Industrial Equipment,0.04204,0.05751,0.05301,non-corporate,0.00698,0.00481,0.00543,0.29204,0.30751,0.30301,0.94898,0.93685,0.94031
-124,124,7.00000,Other fabricated metals,36269357406.68746,EI12,0.09170,0.18786,0.16032,0.16827,Equipment,0.13649,0.05530,0.07376,0.13649,0.05530,0.07376,Other Industrial Equipment,0.04060,0.05578,0.05137,non-corporate,0.00554,0.00308,0.00379,0.13230,0.14748,0.14307,0.93082,0.91504,0.91952
-125,125,7.00000,Metalworking machinery,40483811779.61037,EI30,0.12250,0.19000,0.16295,0.17076,Equipment,0.14774,0.06632,0.08486,0.14774,0.06632,0.08486,Other Industrial Equipment,0.04113,0.05644,0.05199,non-corporate,0.00608,0.00374,0.00441,0.16363,0.17894,0.17449,0.93082,0.91504,0.91952
-126,126,15.00000,Electric transmission and distribution,41257755573.28319,EI60,0.05000,0.19191,0.16610,0.17354,Equipment,0.15753,0.07921,0.09694,0.15753,0.07921,0.09694,Other Industrial Equipment,0.04161,0.05723,0.05269,non-corporate,0.00656,0.00453,0.00511,0.09161,0.10723,0.10269,0.85253,0.82447,0.83224
-127,127,7.00000,Farm tractors,30621499311.60472,EO21,0.14520,0.19158,0.16489,0.17260,Equipment,0.15584,0.07427,0.09288,0.15584,0.07427,0.09288,Other Industrial Equipment,0.04153,0.05693,0.05245,non-corporate,0.00647,0.00423,0.00487,0.18673,0.20213,0.19765,0.93082,0.91504,0.91952
-128,128,5.00000,Construction tractors,3719463640.44892,EO22,0.16330,0.18915,0.16170,0.16964,Equipment,0.14335,0.06111,0.07987,0.14335,0.06111,0.07987,Other Industrial Equipment,0.04092,0.05613,0.05171,non-corporate,0.00587,0.00343,0.00413,0.20422,0.21943,0.21501,0.94898,0.93685,0.94031
-129,129,7.00000,Other agricultural machinery,80549886162.69899,EO30,0.11790,0.18968,0.16256,0.17039,Equipment,0.14608,0.06469,0.08322,0.14608,0.06469,0.08322,Other Industrial Equipment,0.04105,0.05634,0.05190,non-corporate,0.00600,0.00364,0.00432,0.15895,0.17424,0.16980,0.93082,0.91504,0.91952
-130,130,5.00000,Other construction machinery,98513726689.52679,EO40,0.15500,0.18873,0.16117,0.16914,Equipment,0.14111,0.05890,0.07765,0.14111,0.05890,0.07765,Other Industrial Equipment,0.04082,0.05600,0.05159,non-corporate,0.00576,0.00330,0.00401,0.19582,0.21100,0.20659,0.94898,0.93685,0.94031
-131,131,7.00000,Mining and oilfield machinery,18092187649.22342,EO50,0.15000,0.19191,0.16530,0.17299,Equipment,0.15754,0.07594,0.09455,0.15754,0.07594,0.09455,Other Industrial Equipment,0.04161,0.05703,0.05255,non-corporate,0.00656,0.00433,0.00497,0.19161,0.20703,0.20255,0.93082,0.91504,0.91952
-132,132,15.00000,Steam engines,6902986050.14308,EI21,0.05160,0.19214,0.16639,0.17381,Equipment,0.15873,0.08034,0.09810,0.15873,0.08034,0.09810,Transportation Equipment,0.04167,0.05730,0.05276,non-corporate,0.00661,0.00460,0.00518,0.09327,0.10890,0.10436,0.85253,0.82447,0.83224
-133,133,7.00000,Internal combustion engines,1555979253.60812,EI22,0.20630,0.19582,0.17010,0.17754,Equipment,0.17691,0.09502,0.11377,0.17691,0.09502,0.11377,Transportation Equipment,0.04259,0.05823,0.05369,non-corporate,0.00753,0.00553,0.00611,0.24889,0.26453,0.25999,0.93082,0.91504,0.91952
-134,134,5.00000,Light trucks (including utility vehicles),77738021463.51085,ET11,0.17250,0.18963,0.16228,0.17019,Equipment,0.14581,0.06355,0.08233,0.14581,0.06355,0.08233,Transportation Equipment,0.04104,0.05627,0.05185,non-corporate,0.00598,0.00358,0.00427,0.21354,0.22877,0.22435,0.94898,0.93685,0.94031
-135,135,5.00000,"Other trucks, buses and truck trailers",52902871715.14603,ET12,0.17250,0.18963,0.16228,0.17019,Equipment,0.14581,0.06355,0.08233,0.14581,0.06355,0.08233,Transportation Equipment,0.04104,0.05627,0.05185,non-corporate,0.00598,0.00358,0.00427,0.21354,0.22877,0.22435,0.94898,0.93685,0.94031
-136,136,5.00000,Autos,47539167782.38700,ET20,0.33330,0.19787,0.17248,0.17983,Equipment,0.18669,0.10420,0.12314,0.18669,0.10420,0.12314,Transportation Equipment,0.04310,0.05883,0.05426,non-corporate,0.00805,0.00613,0.00668,0.37640,0.39213,0.38756,0.94898,0.93685,0.94031
-137,137,5.00000,Aircraft,86223598874.83788,ET30,0.08590,0.18519,0.15679,0.16499,Equipment,0.12204,0.04009,0.05873,0.12204,0.04009,0.05873,Transportation Equipment,0.03993,0.05490,0.05055,non-corporate,0.00487,0.00220,0.00297,0.12583,0.14080,0.13645,0.94898,0.93685,0.94031
-138,138,10.00000,Ships and boats,16387379759.80567,ET40,0.06110,0.18824,0.16109,0.16892,Equipment,0.13852,0.05855,0.07668,0.13852,0.05855,0.07668,Transportation Equipment,0.04069,0.05598,0.05153,non-corporate,0.00564,0.00328,0.00395,0.10179,0.11708,0.11263,0.90570,0.88547,0.89117
-139,139,7.00000,Railroad equipment,29964515454.02116,ET50,0.05890,0.18558,0.15752,0.16562,Equipment,0.12418,0.04328,0.06163,0.12418,0.04328,0.06163,Transportation Equipment,0.04003,0.05508,0.05071,non-corporate,0.00497,0.00238,0.00313,0.09893,0.11398,0.10961,0.93082,0.91504,0.91952
-140,140,15.00000,Theatrical movies,18409754458.46626,AE10,0.09300,0.19962,0.17543,0.18241,Intellectual Property,0.19487,0.11528,0.13346,0.19487,0.11528,0.13346,Intellectual Property,0.04354,0.05957,0.05491,non-corporate,0.00849,0.00687,0.00733,0.13654,0.15257,0.14791,0.84237,0.81259,0.82082
-141,141,15.00000,Long-lived television programs,14909126060.40839,AE20,0.16800,0.20819,0.18542,0.19202,Intellectual Property,0.23266,0.15093,0.16980,0.23266,0.15093,0.16980,Intellectual Property,0.04569,0.06207,0.05731,non-corporate,0.01063,0.00937,0.00973,0.21369,0.23007,0.22531,0.85834,0.83122,0.83873
-142,142,15.00000,Books,14215531494.34945,AE30,0.12100,0.19808,0.17447,0.18131,Intellectual Property,0.18767,0.11169,0.12910,0.18767,0.11169,0.12910,Intellectual Property,0.04316,0.05932,0.05464,non-corporate,0.00810,0.00663,0.00705,0.16416,0.18032,0.17564,0.87970,0.84830,0.85686
-143,143,15.00000,Music,8069489954.09881,AE40,0.26700,0.19808,0.17447,0.18131,Intellectual Property,0.18767,0.11169,0.12910,0.18767,0.11169,0.12910,Intellectual Property,0.04316,0.05932,0.05464,non-corporate,0.00810,0.00663,0.00705,0.31016,0.32632,0.32164,0.93722,0.91758,0.92309
-144,144,15.00000,Other entertainment originals,11674503193.39874,AE50,0.10900,0.19808,0.17447,0.18131,Intellectual Property,0.18767,0.11169,0.12910,0.18767,0.11169,0.12910,Intellectual Property,0.04316,0.05932,0.05464,non-corporate,0.00810,0.00663,0.00705,0.15216,0.16832,0.16364,0.86990,0.83705,0.84596
-145,145,3.00000,Own account software,63396170766.96828,ENS3,0.33000,0.17882,0.14799,0.15693,Intellectual Property,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.36834,0.38270,0.37853,1.00000,1.00000,1.00000
-146,146,5.00000,Pharmaceutical and medicine manufacturing,68720410526.40900,RD11,0.10000,0.17882,0.14799,0.15693,Intellectual Property,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.13834,0.15270,0.14853,1.00000,1.00000,1.00000
-147,147,5.00000,"Chemical manufacturing, ex. pharma and med",9431775719.32930,RD12,0.16000,0.17882,0.14799,0.15693,Intellectual Property,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.19834,0.21270,0.20853,1.00000,1.00000,1.00000
-148,148,5.00000,Computers and peripheral equipment manufacturing,1249951615.14700,RD21,0.40000,0.17882,0.14799,0.15693,Intellectual Property,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.43834,0.45270,0.44853,1.00000,1.00000,1.00000
-149,149,5.00000,Communications equipment manufacturing,5016215180.93255,RD22,0.27000,0.17882,0.14799,0.15693,Intellectual Property,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.30834,0.32270,0.31853,1.00000,1.00000,1.00000
-150,150,5.00000,Semiconductor and other component manufacturing,10920003474.83112,RD23,0.25000,0.17882,0.14799,0.15693,Intellectual Property,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.28834,0.30270,0.29853,1.00000,1.00000,1.00000
-151,151,5.00000,Navigational and other instruments manufacturing,4025914234.82626,RD24,0.29000,0.17882,0.14799,0.15693,Intellectual Property,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.32834,0.34270,0.33853,1.00000,1.00000,1.00000
-152,152,5.00000,"Other computer and electronic manufacturing, n.e.c.",213775583.63471,RD25,0.40000,0.17882,0.14799,0.15693,Intellectual Property,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.43834,0.45270,0.44853,1.00000,1.00000,1.00000
-153,153,7.00000,Motor vehicles and parts manufacturing,5835206602.12800,RD31,0.31000,0.17882,0.14799,0.15693,Intellectual Property,0.08554,0.00000,0.01959,0.08554,0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,0.00000,0.00095,0.34834,0.36270,0.35853,1.00000,1.00000,1.00000
-154,154,7.00000,Aerospace products and parts manufacturing,4929469423.57540,RD32,0.22000,0.17882,0.14799,0.15693,Intellectual Property,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.25834,0.27270,0.26853,1.00000,1.00000,1.00000
-155,155,3.00000,Software publishers,949730450.60092,RD40,0.22000,0.18884,0.16119,0.16919,Intellectual Property,0.14171,0.05897,0.07787,0.14171,0.05897,0.07787,Intellectual Property,0.04085,0.05600,0.05160,non-corporate,0.00579,0.00330,0.00402,0.26085,0.27600,0.27160,0.96137,0.95184,0.95458
-156,156,5.00000,Financial and real estate services,1540787936.30553,RD50,0.16000,0.17882,0.14799,0.15693,Intellectual Property,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.19834,0.21270,0.20853,1.00000,1.00000,1.00000
-157,157,3.00000,Computer systems design and related services,5115177129.21372,RD60,0.36000,0.19428,0.16796,0.17558,Intellectual Property,0.16937,0.08663,0.10559,0.16937,0.08663,0.10559,Intellectual Property,0.04221,0.05770,0.05320,non-corporate,0.00715,0.00500,0.00562,0.40221,0.41770,0.41320,0.96137,0.95184,0.95458
-158,158,5.00000,Scientific research and development services,22860376897.47077,RD70,0.16000,0.17882,0.14799,0.15693,Intellectual Property,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.19834,0.21270,0.20853,1.00000,1.00000,1.00000
-159,159,5.00000,"All other nonmanufacturing, n.e.c.",33402731579.63615,RD80,0.16000,0.17882,0.14799,0.15693,Intellectual Property,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.19834,0.21270,0.20853,1.00000,1.00000,1.00000
-160,160,3.00000,Private universities and colleges,6064635361.65000,RD91,0.16000,0.18652,0.15828,0.16645,Intellectual Property,0.12929,0.04660,0.06546,0.12929,0.04660,0.06546,Intellectual Property,0.04026,0.05527,0.05092,non-corporate,0.00521,0.00258,0.00333,0.20026,0.21527,0.21092,0.96137,0.95184,0.95458
-161,161,3.00000,Other nonprofit institutions,44957394625.31660,RD92,0.16000,0.18652,0.15828,0.16645,Intellectual Property,0.12929,0.04660,0.06546,0.12929,0.04660,0.06546,Intellectual Property,0.04026,0.05527,0.05092,non-corporate,0.00521,0.00258,0.00333,0.20026,0.21527,0.21092,0.96137,0.95184,0.95458
-162,162,7.00000,Other manufacturing,31261484438.19672,RDOM,0.16000,0.17882,0.14799,0.15693,Intellectual Property,0.08554,-0.00000,0.01959,0.08554,-0.00000,0.01959,Intellectual Property,0.03834,0.05270,0.04853,non-corporate,0.00328,-0.00000,0.00095,0.19834,0.21270,0.20853,1.00000,1.00000,1.00000
-163,163,100.00000,Inventories,903249577643.82080,INV,0.00000,0.22491,0.20820,0.21306,Inventories,0.29708,0.22237,0.23966,0.29708,0.22237,0.23966,Inventories,0.04987,0.06777,0.06258,non-corporate,0.01482,0.01507,0.01500,0.04987,0.06777,0.06258,0.00000,0.00000,0.00000
-164,164,100.00000,Land,9085892640842.86914,LAND,0.00000,0.21733,0.20094,0.20569,Land,0.26929,0.20094,0.21660,0.26929,0.20094,0.21660,Land,0.04798,0.06595,0.06074,non-corporate,0.01292,0.01325,0.01316,0.04798,0.06595,0.06074,0.00000,0.00000,0.00000
-165,165,5.00000,Petroleum and natural gas,212937915737.62860,SM01,0.07510,0.18463,0.15610,0.16435,Structures,0.11898,0.03708,0.05570,0.11898,0.03708,0.05570,Mining and Drilling Structures,0.03979,0.05473,0.05039,non-corporate,0.00473,0.00203,0.00281,0.11489,0.12983,0.12549,0.94898,0.93685,0.94031
-166,166,7.00000,Mining,17079757447.87507,SM02,0.04500,0.18461,0.15633,0.16450,Structures,0.11886,0.03810,0.05640,0.11886,0.03810,0.05640,Mining and Drilling Structures,0.03979,0.05479,0.05043,non-corporate,0.00473,0.00209,0.00284,0.08479,0.09979,0.09543,0.93082,0.91504,0.91952
-167,167,15.00000,Communication,54922065479.18448,SU20,0.02370,0.18801,0.16147,0.16911,Structures,0.13731,0.06014,0.07751,0.13731,0.06014,0.07751,Mining and Drilling Structures,0.04064,0.05607,0.05158,non-corporate,0.00558,0.00337,0.00400,0.06434,0.07977,0.07528,0.85253,0.82447,0.83224
-168,168,5.00000,Gas,31446708032.77039,SU40,0.07510,0.18463,0.15610,0.16435,Structures,0.11898,0.03708,0.05570,0.11898,0.03708,0.05570,Mining and Drilling Structures,0.03979,0.05473,0.05039,non-corporate,0.00473,0.00203,0.00281,0.11489,0.12983,0.12549,0.94898,0.93685,0.94031
-169,169,5.00000,Petroleum pipelines,20777938418.31212,SU50,0.02370,0.18200,0.15284,0.16126,Structures,0.10414,0.02251,0.04102,0.10414,0.02251,0.04102,Mining and Drilling Structures,0.03913,0.05391,0.04962,non-corporate,0.00408,0.00121,0.00204,0.06283,0.07761,0.07332,0.94898,0.93685,0.94031
-170,170,39.00000,Religious,198115941229.36139,SB10,0.01880,0.20739,0.18827,0.19374,Structures,0.22931,0.16058,0.17599,0.22931,0.16058,0.17599,Nonresidential Buildings,0.04549,0.06278,0.05775,non-corporate,0.01043,0.01008,0.01016,0.06429,0.08158,0.07655,0.50226,0.43932,0.45597
-171,171,39.00000,Educational and vocational,212838725537.27460,SB20,0.01880,0.21239,0.19486,0.19987,Structures,0.24993,0.18205,0.19734,0.24993,0.18205,0.19734,Nonresidential Buildings,0.04674,0.06443,0.05928,non-corporate,0.01168,0.01173,0.01170,0.06554,0.08323,0.07808,0.41520,0.34763,0.36526
-172,172,39.00000,Hospitals,335377700162.39520,SB31,0.01880,0.21239,0.19486,0.19987,Structures,0.24993,0.18205,0.19734,0.24993,0.18205,0.19734,Nonresidential Buildings,0.04674,0.06443,0.05928,non-corporate,0.01168,0.01173,0.01170,0.06554,0.08323,0.07808,0.41520,0.34763,0.36526
-173,173,39.00000,Special care,75652337468.16002,SB32,0.01880,0.21239,0.19486,0.19987,Structures,0.24993,0.18205,0.19734,0.24993,0.18205,0.19734,Nonresidential Buildings,0.04674,0.06443,0.05928,non-corporate,0.01168,0.01173,0.01170,0.06554,0.08323,0.07808,0.41520,0.34763,0.36526
-174,174,39.00000,Lodging,333097535279.52374,SB41,0.02810,0.21785,0.20095,0.20580,Structures,0.27126,0.20098,0.21695,0.27126,0.20098,0.21695,Nonresidential Buildings,0.04811,0.06595,0.06077,non-corporate,0.01305,0.01326,0.01318,0.07621,0.09405,0.08887,0.41520,0.34763,0.36526
-175,175,39.00000,Air transportation,6522869098.36936,SB43,0.02370,0.21527,0.19807,0.20300,Structures,0.26132,0.19213,0.20779,0.26132,0.19213,0.20779,Nonresidential Buildings,0.04746,0.06523,0.06006,non-corporate,0.01240,0.01253,0.01248,0.07116,0.08893,0.08376,0.41520,0.34763,0.36526
-176,176,39.00000,Other transportation,1255401381.70107,SB45,0.02370,0.21527,0.19807,0.20300,Structures,0.26132,0.19213,0.20779,0.26132,0.19213,0.20779,Nonresidential Buildings,0.04746,0.06523,0.06006,non-corporate,0.01240,0.01253,0.01248,0.07116,0.08893,0.08376,0.41520,0.34763,0.36526
-177,177,39.00000,Warehouses,129247228808.96722,SC01,0.02250,0.21456,0.19728,0.20223,Structures,0.25856,0.18969,0.20526,0.25856,0.18969,0.20526,Nonresidential Buildings,0.04728,0.06503,0.05987,non-corporate,0.01223,0.01234,0.01229,0.06978,0.08753,0.08237,0.41520,0.34763,0.36526
-178,178,39.00000,Other commercial,167854351277.22626,SC02,0.02620,0.21674,0.19971,0.20459,Structures,0.26700,0.19718,0.21302,0.26700,0.19718,0.21302,Nonresidential Buildings,0.04783,0.06564,0.06046,non-corporate,0.01277,0.01294,0.01288,0.07403,0.09184,0.08666,0.41520,0.34763,0.36526
-179,179,39.00000,Multimerchandise shopping,242344895152.75317,SC03,0.02620,0.21674,0.19971,0.20459,Structures,0.26700,0.19718,0.21302,0.26700,0.19718,0.21302,Nonresidential Buildings,0.04783,0.06564,0.06046,non-corporate,0.01277,0.01294,0.01288,0.07403,0.09184,0.08666,0.41520,0.34763,0.36526
-180,180,39.00000,Food and beverage establishments,142536462115.36786,SC04,0.02620,0.21674,0.19971,0.20459,Structures,0.26700,0.19718,0.21302,0.26700,0.19718,0.21302,Nonresidential Buildings,0.04783,0.06564,0.06046,non-corporate,0.01277,0.01294,0.01288,0.07403,0.09184,0.08666,0.41520,0.34763,0.36526
-181,181,39.00000,Manufacturing,312763751528.73279,SI00,0.03140,0.21979,0.20311,0.20791,Structures,0.27853,0.20748,0.22368,0.27853,0.20748,0.22368,Nonresidential Buildings,0.04859,0.06649,0.06129,non-corporate,0.01353,0.01380,0.01371,0.07999,0.09789,0.09269,0.41520,0.34763,0.36526
-182,182,39.00000,Public safety,10144839642.53934,SO03,0.02370,0.21527,0.19807,0.20300,Structures,0.26132,0.19213,0.20779,0.26132,0.19213,0.20779,Nonresidential Buildings,0.04746,0.06523,0.06006,non-corporate,0.01240,0.01253,0.01248,0.07116,0.08893,0.08376,0.41520,0.34763,0.36526
-183,183,39.00000,Office,595428227069.28125,SOO1,0.02470,0.21586,0.19872,0.20364,Structures,0.26360,0.19416,0.20989,0.26360,0.19416,0.20989,Nonresidential Buildings,0.04761,0.06540,0.06022,non-corporate,0.01255,0.01270,0.01264,0.07231,0.09010,0.08492,0.41520,0.34763,0.36526
-184,184,39.00000,Medical buildings,100075071146.99706,SOO2,0.02470,0.21586,0.19872,0.20364,Structures,0.26360,0.19416,0.20989,0.26360,0.19416,0.20989,Nonresidential Buildings,0.04761,0.06540,0.06022,non-corporate,0.01255,0.01270,0.01264,0.07231,0.09010,0.08492,0.41520,0.34763,0.36526
-185,185,7.00000,Amusement and recreation,164426728047.02826,SB42,0.03000,0.18357,0.15505,0.16328,Structures,0.11304,0.03244,0.05068,0.11304,0.03244,0.05068,Other Structures,0.03952,0.05447,0.05012,non-corporate,0.00447,0.00177,0.00254,0.06952,0.08447,0.08012,0.93082,0.91504,0.91952
-186,186,39.00000,Local transit structures,2713917848.41494,SB44,0.02370,0.21527,0.19807,0.20300,Structures,0.26132,0.19213,0.20779,0.26132,0.19213,0.20779,Other Structures,0.04746,0.06523,0.06006,non-corporate,0.01240,0.01253,0.01248,0.07116,0.08893,0.08376,0.41520,0.34763,0.36526
-187,187,5.00000,Other land transportation,4956240890.72790,SB46,0.02370,0.18200,0.15284,0.16126,Structures,0.10414,0.02251,0.04102,0.10414,0.02251,0.04102,Other Structures,0.03913,0.05391,0.04962,non-corporate,0.00408,0.00121,0.00204,0.06283,0.07761,0.07332,0.94898,0.93685,0.94031
-188,188,20.00000,Farm,210718689415.62762,SN00,0.02390,0.19022,0.16443,0.17185,Structures,0.14887,0.07240,0.08963,0.14887,0.07240,0.08963,Other Structures,0.04119,0.05681,0.05227,non-corporate,0.00613,0.00411,0.00468,0.06509,0.08071,0.07617,0.81771,0.78647,0.79501
-189,189,20.00000,Water supply,17351319722.49404,SO01,0.02250,0.18996,0.16413,0.17156,Structures,0.14755,0.07117,0.08837,0.14755,0.07117,0.08837,Other Structures,0.04112,0.05674,0.05220,non-corporate,0.00607,0.00404,0.00461,0.06362,0.07924,0.07470,0.81771,0.78647,0.79501
-190,190,20.00000,Sewage and waste disposal,18704712570.11411,SO02,0.02250,0.18996,0.16413,0.17156,Structures,0.14755,0.07117,0.08837,0.14755,0.07117,0.08837,Other Structures,0.04112,0.05674,0.05220,non-corporate,0.00607,0.00404,0.00461,0.06362,0.07924,0.07470,0.81771,0.78647,0.79501
-191,191,15.00000,Highway and conservation and development,14651065465.71158,SO04,0.02250,0.18783,0.16126,0.16891,Structures,0.13636,0.05926,0.07661,0.13636,0.05926,0.07661,Other Structures,0.04059,0.05602,0.05153,non-corporate,0.00554,0.00332,0.00395,0.06309,0.07852,0.07403,0.85253,0.82447,0.83224
-192,192,7.00000,Mobile structures,3986455830.48833,SOMO,0.05560,0.18535,0.15724,0.16535,Structures,0.12292,0.04206,0.06039,0.12292,0.04206,0.06039,Other Structures,0.03997,0.05501,0.05064,non-corporate,0.00491,0.00231,0.00306,0.09557,0.11061,0.10624,0.93082,0.91504,0.91952
-193,193,20.00000,Other railroad,35355401894.74462,SU11,0.01760,0.18906,0.16307,0.17055,Structures,0.14286,0.06684,0.08394,0.14286,0.06684,0.08394,Other Structures,0.04090,0.05647,0.05194,non-corporate,0.00584,0.00377,0.00436,0.05850,0.07407,0.06954,0.81771,0.78647,0.79501
-194,194,7.00000,Track replacement,41586561300.50691,SU12,0.02490,0.18321,0.15462,0.16287,Structures,0.11104,0.03050,0.04872,0.11104,0.03050,0.04872,Other Structures,0.03944,0.05436,0.05002,non-corporate,0.00438,0.00166,0.00244,0.06434,0.07926,0.07492,0.93082,0.91504,0.91952
-195,195,15.00000,Electric,70225622111.33885,SU30,0.02110,0.18762,0.16101,0.16867,Structures,0.13525,0.05822,0.07555,0.13525,0.05822,0.07555,Other Structures,0.04054,0.05596,0.05147,non-corporate,0.00548,0.00326,0.00389,0.06164,0.07706,0.07257,0.85253,0.82447,0.83224
-196,196,5.00000,Wind and solar,13828813701.93123,SU60,0.03030,0.18234,0.15326,0.16166,Structures,0.10607,0.02440,0.04293,0.10607,0.02440,0.04293,Other Structures,0.03922,0.05402,0.04972,non-corporate,0.00416,0.00132,0.00213,0.06952,0.08432,0.08002,0.94898,0.93685,0.94031
-197,197,27.50000,Residential,1251223923087.89990,RES,0.01631,0.20523,0.18618,0.19160,Structures,0.22001,0.15352,0.16828,0.22001,0.15352,0.16828,Residential Buildings,0.04495,0.06226,0.05721,non-corporate,0.00989,0.00956,0.00963,0.06126,0.07857,0.07352,0.51905,0.44929,0.46795
+99,99,3.00000,Prepackaged software,22158075947.24139,ENS1,0.55000,0.26623,0.26609,0.26609,Equipment,0.12394,0.19231,0.17846,0.12394,0.19231,0.17846,Computers and Software,0.04002,0.06525,0.05792,non-corporate,0.00496,0.01255,0.01034,0.59002,0.61525,0.60792,0.96602,0.95184,0.95589
+100,100,3.00000,Custom software,60800835314.35992,ENS2,0.33000,0.25495,0.25011,0.25145,Equipment,0.04699,0.13133,0.11431,0.04699,0.13133,0.11431,Computers and Software,0.03679,0.06067,0.05372,non-corporate,0.00173,0.00797,0.00614,0.36679,0.39067,0.38372,0.96602,0.95184,0.95589
+101,101,5.00000,Mainframes,6190706381.18300,EP1A,0.46330,0.27004,0.27147,0.27103,Equipment,0.14723,0.21093,0.19803,0.14723,0.21093,0.19803,Computers and Software,0.04111,0.06679,0.05933,non-corporate,0.00605,0.01409,0.01175,0.50441,0.53009,0.52263,0.95496,0.93685,0.94198
+102,102,5.00000,PCs,20612189046.26059,EP1B,0.46330,0.27004,0.27147,0.27103,Equipment,0.14723,0.21093,0.19803,0.14723,0.21093,0.19803,Computers and Software,0.04111,0.06679,0.05933,non-corporate,0.00605,0.01409,0.01175,0.50441,0.53009,0.52263,0.95496,0.93685,0.94198
+103,103,5.00000,DASDs,0.00000,EP1C,0.46330,0.27004,0.27147,0.27103,Equipment,0.14723,0.21093,0.19803,0.14723,0.21093,0.19803,Computers and Software,0.04111,0.06679,0.05933,non-corporate,0.00605,0.01409,0.01175,0.50441,0.53009,0.52263,0.95496,0.93685,0.94198
+104,104,5.00000,Printers,3876956088.97943,EP1D,0.46330,0.27004,0.27147,0.27103,Equipment,0.14723,0.21093,0.19803,0.14723,0.21093,0.19803,Computers and Software,0.04111,0.06679,0.05933,non-corporate,0.00605,0.01409,0.01175,0.50441,0.53009,0.52263,0.95496,0.93685,0.94198
+105,105,5.00000,Terminals,5141005380.94880,EP1E,0.46330,0.27004,0.27147,0.27103,Equipment,0.14723,0.21093,0.19803,0.14723,0.21093,0.19803,Computers and Software,0.04111,0.06679,0.05933,non-corporate,0.00605,0.01409,0.01175,0.50441,0.53009,0.52263,0.95496,0.93685,0.94198
+106,106,5.00000,Tape drives,0.00000,EP1F,0.46330,0.27004,0.27147,0.27103,Equipment,0.14723,0.21093,0.19803,0.14723,0.21093,0.19803,Computers and Software,0.04111,0.06679,0.05933,non-corporate,0.00605,0.01409,0.01175,0.50441,0.53009,0.52263,0.95496,0.93685,0.94198
+107,107,5.00000,Storage devices,3192011590.92400,EP1G,0.46330,0.27004,0.27147,0.27103,Equipment,0.14723,0.21093,0.19803,0.14723,0.21093,0.19803,Computers and Software,0.04111,0.06679,0.05933,non-corporate,0.00605,0.01409,0.01175,0.50441,0.53009,0.52263,0.95496,0.93685,0.94198
+108,108,5.00000,System integrators,11800815475.28772,EP1H,0.46330,0.27004,0.27147,0.27103,Equipment,0.14723,0.21093,0.19803,0.14723,0.21093,0.19803,Computers and Software,0.04111,0.06679,0.05933,non-corporate,0.00605,0.01409,0.01175,0.50441,0.53009,0.52263,0.95496,0.93685,0.94198
+109,109,7.00000,Special industrial machinery,56031412759.69572,EI40,0.10310,0.24886,0.24227,0.24407,Equipment,-0.00041,0.09794,0.07804,-0.00041,0.09794,0.07804,Industrial Machinery,0.03504,0.05842,0.05161,non-corporate,-0.00001,0.00572,0.00403,0.13814,0.16152,0.15471,0.93870,0.91504,0.92169
+110,110,7.00000,General industrial equipment,114662497838.17902,EI50,0.10720,0.24924,0.24279,0.24456,Equipment,0.00268,0.10026,0.08051,0.00268,0.10026,0.08051,Industrial Machinery,0.03515,0.05857,0.05175,non-corporate,0.00009,0.00587,0.00417,0.14235,0.16577,0.15895,0.93870,0.91504,0.92169
+111,111,5.00000,Office and accounting equipment,2542388832.96892,EP12,0.31190,0.25975,0.25704,0.25777,Equipment,0.08136,0.15887,0.14319,0.08136,0.15887,0.14319,Instruments and Communications Equipment,0.03816,0.06265,0.05553,non-corporate,0.00310,0.00995,0.00795,0.35006,0.37455,0.36743,0.95496,0.93685,0.94198
+112,112,7.00000,Communications,102468863895.39655,EP20,0.11290,0.24977,0.24352,0.24523,Equipment,0.00695,0.10347,0.08393,0.00695,0.10347,0.08393,Instruments and Communications Equipment,0.03530,0.05878,0.05194,non-corporate,0.00025,0.00608,0.00436,0.14820,0.17168,0.16484,0.93870,0.91504,0.92169
+113,113,5.00000,Photocopy and related equipment,10079053795.00768,EP31,0.18000,0.25079,0.24447,0.24622,Equipment,0.01508,0.10758,0.08891,0.01508,0.10758,0.08891,Instruments and Communications Equipment,0.03559,0.05905,0.05223,non-corporate,0.00054,0.00635,0.00464,0.21559,0.23905,0.23223,0.95496,0.93685,0.94198
+114,114,7.00000,Nonelectro medical instruments,111916495412.21930,EP34,0.13500,0.25182,0.24636,0.24784,Equipment,0.02316,0.11568,0.09694,0.02316,0.11568,0.09694,Instruments and Communications Equipment,0.03589,0.05959,0.05269,non-corporate,0.00083,0.00689,0.00511,0.17089,0.19459,0.18769,0.93870,0.91504,0.92169
+115,115,7.00000,Electro medical instruments,65668171777.05855,EP35,0.13500,0.25182,0.24636,0.24784,Equipment,0.02316,0.11568,0.09694,0.02316,0.11568,0.09694,Instruments and Communications Equipment,0.03589,0.05959,0.05269,non-corporate,0.00083,0.00689,0.00511,0.17089,0.19459,0.18769,0.93870,0.91504,0.92169
+116,116,7.00000,Nonmedical instruments,59590066982.74078,EP36,0.13500,0.25182,0.24636,0.24784,Equipment,0.02316,0.11568,0.09694,0.02316,0.11568,0.09694,Instruments and Communications Equipment,0.03589,0.05959,0.05269,non-corporate,0.00083,0.00689,0.00511,0.17089,0.19459,0.18769,0.93870,0.91504,0.92169
+117,117,5.00000,Household furniture,8579128473.70233,EO11,0.13750,0.24790,0.24042,0.24250,Equipment,-0.00836,0.08970,0.06993,-0.00836,0.08970,0.06993,Office and Residential Equipment,0.03477,0.05789,0.05116,non-corporate,-0.00029,0.00519,0.00358,0.17227,0.19539,0.18866,0.95496,0.93685,0.94198
+118,118,7.00000,Other furniture,97670828983.20677,EO12,0.11790,0.25023,0.24416,0.24582,Equipment,0.01066,0.10626,0.08690,0.01066,0.10626,0.08690,Office and Residential Equipment,0.03543,0.05896,0.05211,non-corporate,0.00038,0.00627,0.00453,0.15333,0.17686,0.17001,0.93870,0.91504,0.92169
+119,119,5.00000,Household appliances,2193695747.80152,EO71,0.16500,0.24977,0.24304,0.24491,Equipment,0.00693,0.10135,0.08230,0.00693,0.10135,0.08230,Office and Residential Equipment,0.03530,0.05864,0.05185,non-corporate,0.00024,0.00594,0.00427,0.20030,0.22364,0.21685,0.95496,0.93685,0.94198
+120,120,7.00000,Service industry machinery,66122349452.24888,EO60,0.15280,0.25346,0.24864,0.24995,Equipment,0.03583,0.12528,0.10715,0.03583,0.12528,0.10715,Other Equipment,0.03636,0.06025,0.05329,non-corporate,0.00130,0.00755,0.00571,0.18916,0.21305,0.20609,0.93870,0.91504,0.92169
+121,121,7.00000,Other electrical,3542409326.71975,EO72,0.18340,0.25629,0.25256,0.25356,Equipment,0.05686,0.14129,0.12417,0.05686,0.14129,0.12417,Other Equipment,0.03717,0.06137,0.05433,non-corporate,0.00211,0.00867,0.00675,0.22057,0.24477,0.23773,0.93870,0.91504,0.92169
+122,122,7.00000,Other,106207464937.46689,EO80,0.14730,0.25295,0.24793,0.24930,Equipment,0.03195,0.12233,0.10402,0.03195,0.12233,0.10402,Other Equipment,0.03621,0.06004,0.05311,non-corporate,0.00116,0.00735,0.00552,0.18351,0.20734,0.20041,0.93870,0.91504,0.92169
+123,123,5.00000,Nuclear fuel,357727587.15623,EI11,0.25000,0.25555,0.25114,0.25235,Equipment,0.05140,0.13556,0.11855,0.05140,0.13556,0.11855,Other Industrial Equipment,0.03696,0.06096,0.05398,non-corporate,0.00190,0.00826,0.00640,0.28696,0.31096,0.30398,0.95496,0.93685,0.94198
+124,124,7.00000,Other fabricated metals,36269357406.68746,EI12,0.09170,0.24781,0.24081,0.24273,Equipment,-0.00911,0.09143,0.07109,-0.00911,0.09143,0.07109,Other Industrial Equipment,0.03474,0.05800,0.05122,non-corporate,-0.00032,0.00530,0.00364,0.12644,0.14970,0.14292,0.93870,0.91504,0.92169
+125,125,7.00000,Metalworking machinery,40483811779.61037,EI30,0.12250,0.25066,0.24475,0.24637,Equipment,0.01406,0.10881,0.08962,0.01406,0.10881,0.08962,Other Industrial Equipment,0.03556,0.05913,0.05227,non-corporate,0.00050,0.00643,0.00468,0.15806,0.18163,0.17477,0.93870,0.91504,0.92169
+126,126,15.00000,Electric transmission and distribution,41257755573.28319,EI60,0.05000,0.25273,0.24950,0.25027,Equipment,0.03027,0.12883,0.10872,0.03027,0.12883,0.10872,Other Industrial Equipment,0.03615,0.06049,0.05339,non-corporate,0.00109,0.00779,0.00580,0.08615,0.11049,0.10339,0.86727,0.82447,0.83605
+127,127,7.00000,Farm tractors,30621499311.60472,EO21,0.14520,0.25276,0.24766,0.24905,Equipment,0.03046,0.12120,0.10282,0.03046,0.12120,0.10282,Other Industrial Equipment,0.03616,0.05997,0.05304,non-corporate,0.00110,0.00727,0.00545,0.18136,0.20517,0.19824,0.93870,0.91504,0.92169
+128,128,5.00000,Construction tractors,3719463640.44892,EO22,0.16330,0.24965,0.24288,0.24476,Equipment,0.00600,0.10064,0.08155,0.00600,0.10064,0.08155,Other Industrial Equipment,0.03527,0.05860,0.05181,non-corporate,0.00021,0.00590,0.00422,0.19857,0.22190,0.21511,0.95496,0.93685,0.94198
+129,129,7.00000,Other agricultural machinery,80549886162.69899,EO30,0.11790,0.25023,0.24416,0.24582,Equipment,0.01066,0.10626,0.08690,0.01066,0.10626,0.08690,Other Industrial Equipment,0.03543,0.05896,0.05211,non-corporate,0.00038,0.00627,0.00453,0.15333,0.17686,0.17001,0.93870,0.91504,0.92169
+130,130,5.00000,Other construction machinery,98513726689.52679,EO40,0.15500,0.24909,0.24209,0.24403,Equipment,0.00142,0.09715,0.07784,0.00142,0.09715,0.07784,Other Industrial Equipment,0.03511,0.05837,0.05160,non-corporate,0.00005,0.00567,0.00402,0.19011,0.21337,0.20660,0.95496,0.93685,0.94198
+131,131,7.00000,Mining and oilfield machinery,18092187649.22342,EO50,0.15000,0.25320,0.24828,0.24962,Equipment,0.03386,0.12378,0.10556,0.03386,0.12378,0.10556,Other Industrial Equipment,0.03629,0.06014,0.05320,non-corporate,0.00123,0.00744,0.00562,0.18629,0.21014,0.20320,0.93870,0.91504,0.92169
+132,132,15.00000,Steam engines,6902986050.14308,EI21,0.05160,0.25305,0.24992,0.25067,Equipment,0.03272,0.13057,0.11061,0.03272,0.13057,0.11061,Transportation Equipment,0.03624,0.06061,0.05350,non-corporate,0.00119,0.00791,0.00592,0.08784,0.11221,0.10510,0.86727,0.82447,0.83605
+133,133,7.00000,Internal combustion engines,1555979253.60812,EI22,0.20630,0.25841,0.25550,0.25627,Equipment,0.07201,0.15290,0.13649,0.07201,0.15290,0.13649,Transportation Equipment,0.03778,0.06221,0.05510,non-corporate,0.00272,0.00951,0.00752,0.24408,0.26851,0.26140,0.93870,0.91504,0.92169
+134,134,5.00000,Light trucks (including utility vehicles),77738021463.51085,ET11,0.17250,0.25028,0.24375,0.24557,Equipment,0.01102,0.10448,0.08562,0.01102,0.10448,0.08562,Transportation Equipment,0.03545,0.05885,0.05204,non-corporate,0.00039,0.00615,0.00446,0.20795,0.23135,0.22454,0.95496,0.93685,0.94198
+135,135,5.00000,"Other trucks, buses and truck trailers",52902871715.14603,ET12,0.17250,0.25028,0.24375,0.24557,Equipment,0.01102,0.10448,0.08562,0.01102,0.10448,0.08562,Transportation Equipment,0.03545,0.05885,0.05204,non-corporate,0.00039,0.00615,0.00446,0.20795,0.23135,0.22454,0.95496,0.93685,0.94198
+136,136,5.00000,Autos,47539167782.38700,ET20,0.33330,0.26121,0.25908,0.25965,Equipment,0.09128,0.16664,0.15139,0.09128,0.16664,0.15139,Transportation Equipment,0.03858,0.06324,0.05607,non-corporate,0.00352,0.01054,0.00849,0.37188,0.39654,0.38937,0.95496,0.93685,0.94198
+137,137,5.00000,Aircraft,86223598874.83788,ET30,0.08590,0.24439,0.23550,0.23798,Equipment,-0.03837,0.06699,0.04579,-0.03837,0.06699,0.04579,Transportation Equipment,0.03376,0.05648,0.04987,non-corporate,-0.00130,0.00378,0.00228,0.11966,0.14238,0.13577,0.95496,0.93685,0.94198
+138,138,10.00000,Ships and boats,16387379759.80567,ET40,0.06110,0.24815,0.24196,0.24362,Equipment,-0.00626,0.09659,0.07570,-0.00626,0.09659,0.07570,Transportation Equipment,0.03484,0.05833,0.05148,non-corporate,-0.00022,0.00563,0.00390,0.09594,0.11943,0.11258,0.91598,0.88547,0.89393
+139,139,7.00000,Railroad equipment,29964515454.02116,ET50,0.05890,0.24478,0.23660,0.23885,Equipment,-0.03501,0.07216,0.05051,-0.03501,0.07216,0.05051,Transportation Equipment,0.03387,0.05680,0.05011,non-corporate,-0.00119,0.00410,0.00253,0.09277,0.11570,0.10901,0.93870,0.91504,0.92169
+140,140,15.00000,Theatrical movies,18409754458.46626,AE10,0.09300,0.26308,0.26350,0.26327,Intellectual Property,0.10374,0.18300,0.16681,0.10374,0.18300,0.16681,Intellectual Property,0.03911,0.06450,0.05711,non-corporate,0.00406,0.01180,0.00953,0.13211,0.15750,0.15011,0.85805,0.81259,0.82487
+141,141,15.00000,Long-lived television programs,14909126060.40839,AE20,0.16800,0.27478,0.27851,0.27741,Intellectual Property,0.17446,0.23405,0.22199,0.17446,0.23405,0.22199,Intellectual Property,0.04247,0.06880,0.06116,non-corporate,0.00741,0.01610,0.01358,0.21047,0.23680,0.22916,0.87256,0.83122,0.84242
+142,142,15.00000,Books,14215531494.34945,AE30,0.12100,0.26016,0.26206,0.26151,Intellectual Property,0.08419,0.17773,0.15939,0.08419,0.17773,0.15939,Intellectual Property,0.03828,0.06409,0.05660,non-corporate,0.00322,0.01139,0.00902,0.15928,0.18509,0.17760,0.89678,0.84830,0.86110
+143,143,15.00000,Music,8069489954.09881,AE40,0.26700,0.26016,0.26206,0.26151,Intellectual Property,0.08419,0.17773,0.15939,0.08419,0.17773,0.15939,Intellectual Property,0.03828,0.06409,0.05660,non-corporate,0.00322,0.01139,0.00902,0.30528,0.33109,0.32360,0.94727,0.91758,0.92578
+144,144,15.00000,Other entertainment originals,11674503193.39874,AE50,0.10900,0.26016,0.26206,0.26151,Intellectual Property,0.08419,0.17773,0.15939,0.08419,0.17773,0.15939,Intellectual Property,0.03828,0.06409,0.05660,non-corporate,0.00322,0.01139,0.00902,0.14728,0.17309,0.16560,0.88797,0.83705,0.85038
+145,145,3.00000,Own account software,63396170766.96828,ENS3,0.33000,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.36148,0.38270,0.37654,1.00000,1.00000,1.00000
+146,146,5.00000,Pharmaceutical and medicine manufacturing,68720410526.40900,RD11,0.10000,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.13148,0.15270,0.14654,1.00000,1.00000,1.00000
+147,147,5.00000,"Chemical manufacturing, ex. pharma and med",9431775719.32930,RD12,0.16000,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.19148,0.21270,0.20654,1.00000,1.00000,1.00000
+148,148,5.00000,Computers and peripheral equipment manufacturing,1249951615.14700,RD21,0.40000,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.43148,0.45270,0.44654,1.00000,1.00000,1.00000
+149,149,5.00000,Communications equipment manufacturing,5016215180.93255,RD22,0.27000,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.30148,0.32270,0.31654,1.00000,1.00000,1.00000
+150,150,5.00000,Semiconductor and other component manufacturing,10920003474.83112,RD23,0.25000,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.28148,0.30270,0.29654,1.00000,1.00000,1.00000
+151,151,5.00000,Navigational and other instruments manufacturing,4025914234.82626,RD24,0.29000,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.32148,0.34270,0.33654,1.00000,1.00000,1.00000
+152,152,5.00000,"Other computer and electronic manufacturing, n.e.c.",213775583.63471,RD25,0.40000,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.43148,0.45270,0.44654,1.00000,1.00000,1.00000
+153,153,7.00000,Motor vehicles and parts manufacturing,5835206602.12800,RD31,0.31000,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,-0.00000,-0.02231,-0.11376,-0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,-0.00000,-0.00104,0.34148,0.36270,0.35654,1.00000,1.00000,1.00000
+154,154,7.00000,Aerospace products and parts manufacturing,4929469423.57540,RD32,0.22000,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.25148,0.27270,0.26654,1.00000,1.00000,1.00000
+155,155,3.00000,Software publishers,949730450.60092,RD40,0.22000,0.24931,0.24211,0.24413,Intellectual Property,0.00321,0.09725,0.07833,0.00321,0.09725,0.07833,Intellectual Property,0.03517,0.05838,0.05163,non-corporate,0.00011,0.00568,0.00404,0.25517,0.27838,0.27163,0.96602,0.95184,0.95589
+156,156,5.00000,Financial and real estate services,1540787936.30553,RD50,0.16000,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.19148,0.21270,0.20654,1.00000,1.00000,1.00000
+157,157,3.00000,Computer systems design and related services,5115177129.21372,RD60,0.36000,0.25649,0.25229,0.25345,Intellectual Property,0.05827,0.14018,0.12364,0.05827,0.14018,0.12364,Intellectual Property,0.03723,0.06129,0.05430,non-corporate,0.00217,0.00859,0.00671,0.39723,0.42129,0.41430,0.96602,0.95184,0.95589
+158,158,5.00000,Scientific research and development services,22860376897.47077,RD70,0.16000,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.19148,0.21270,0.20654,1.00000,1.00000,1.00000
+159,159,5.00000,"All other nonmanufacturing, n.e.c.",33402731579.63615,RD80,0.16000,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.19148,0.21270,0.20654,1.00000,1.00000,1.00000
+160,160,3.00000,Private universities and colleges,6064635361.65000,RD91,0.16000,0.24623,0.23775,0.24014,Intellectual Property,-0.02241,0.07751,0.05744,-0.02241,0.07751,0.05744,Intellectual Property,0.03429,0.05713,0.05048,non-corporate,-0.00077,0.00443,0.00290,0.19429,0.21713,0.21048,0.96602,0.95184,0.95589
+161,161,3.00000,Other nonprofit institutions,44957394625.31660,RD92,0.16000,0.24623,0.23775,0.24014,Intellectual Property,-0.02241,0.07751,0.05744,-0.02241,0.07751,0.05744,Intellectual Property,0.03429,0.05713,0.05048,non-corporate,-0.00077,0.00443,0.00290,0.19429,0.21713,0.21048,0.96602,0.95184,0.95589
+162,162,7.00000,Other manufacturing,31261484438.19672,RDOM,0.16000,0.23641,0.22229,0.22639,Intellectual Property,-0.11376,0.00000,-0.02231,-0.11376,0.00000,-0.02231,Intellectual Property,0.03148,0.05270,0.04654,non-corporate,-0.00358,0.00000,-0.00104,0.19148,0.21270,0.20654,1.00000,1.00000,1.00000
+163,163,100.00000,Inventories,903249577643.82080,INV,0.00000,0.29541,0.31256,0.30762,Inventories,0.27532,0.32916,0.31843,0.27532,0.32916,0.31843,Inventories,0.04838,0.07856,0.06981,non-corporate,0.01332,0.02586,0.02223,0.04838,0.07856,0.06981,0.00000,0.00000,0.00000
+164,164,100.00000,Land,9085892640842.86914,LAND,0.00000,0.28392,0.30182,0.29663,Land,0.22239,0.30182,0.28624,0.22239,0.30182,0.28624,Land,0.04508,0.07548,0.06666,non-corporate,0.01003,0.02278,0.01908,0.04508,0.07548,0.06666,0.00000,0.00000,0.00000
+165,165,5.00000,Petroleum and natural gas,212937915737.62860,SM01,0.07510,0.24366,0.23447,0.23704,Structures,-0.04488,0.06210,0.04058,-0.04488,0.06210,0.04058,Mining and Drilling Structures,0.03355,0.05619,0.04960,non-corporate,-0.00151,0.00349,0.00201,0.10865,0.13129,0.12470,0.95496,0.93685,0.94198
+166,166,7.00000,Mining,17079757447.87507,SM02,0.04500,0.24349,0.23482,0.23721,Structures,-0.04638,0.06375,0.04151,-0.04638,0.06375,0.04151,Mining and Drilling Structures,0.03350,0.05629,0.04964,non-corporate,-0.00155,0.00359,0.00206,0.07850,0.10129,0.09464,0.93870,0.91504,0.92169
+167,167,15.00000,Communication,54922065479.18448,SU20,0.02370,0.24747,0.24253,0.24377,Structures,-0.01197,0.09911,0.07647,-0.01197,0.09911,0.07647,Mining and Drilling Structures,0.03464,0.05850,0.05152,non-corporate,-0.00041,0.00580,0.00394,0.05834,0.08220,0.07522,0.86727,0.82447,0.83605
+168,168,5.00000,Gas,31446708032.77039,SU40,0.07510,0.24366,0.23447,0.23704,Structures,-0.04488,0.06210,0.04058,-0.04488,0.06210,0.04058,Mining and Drilling Structures,0.03355,0.05619,0.04960,non-corporate,-0.00151,0.00349,0.00201,0.10865,0.13129,0.12470,0.95496,0.93685,0.94198
+169,169,5.00000,Petroleum pipelines,20777938418.31212,SU50,0.02370,0.24016,0.22957,0.23254,Structures,-0.07700,0.03807,0.01498,-0.07700,0.03807,0.01498,Mining and Drilling Structures,0.03255,0.05478,0.04831,non-corporate,-0.00251,0.00209,0.00072,0.05625,0.07848,0.07201,0.95496,0.93685,0.94198
+170,170,39.00000,Religious,198115941229.36139,SB10,0.01880,0.27142,0.28279,0.27921,Structures,0.15532,0.24747,0.22849,0.15532,0.24747,0.22849,Nonresidential Buildings,0.04150,0.07003,0.06167,non-corporate,0.00645,0.01733,0.01409,0.06030,0.08883,0.08047,0.53864,0.43932,0.46435
+171,171,39.00000,Educational and vocational,212838725537.27460,SB20,0.01880,0.27774,0.29268,0.28810,Structures,0.19065,0.27674,0.25909,0.19065,0.27674,0.25909,Nonresidential Buildings,0.04332,0.07286,0.06422,non-corporate,0.00826,0.02016,0.01664,0.06212,0.09166,0.08302,0.45529,0.34763,0.37421
+172,172,39.00000,Hospitals,335377700162.39520,SB31,0.01880,0.27774,0.29268,0.28810,Structures,0.19065,0.27674,0.25909,0.19065,0.27674,0.25909,Nonresidential Buildings,0.04332,0.07286,0.06422,non-corporate,0.00826,0.02016,0.01664,0.06212,0.09166,0.08302,0.45529,0.34763,0.37421
+173,173,39.00000,Special care,75652337468.16002,SB32,0.01880,0.27774,0.29268,0.28810,Structures,0.19065,0.27674,0.25909,0.19065,0.27674,0.25909,Nonresidential Buildings,0.04332,0.07286,0.06422,non-corporate,0.00826,0.02016,0.01664,0.06212,0.09166,0.08302,0.45529,0.34763,0.37421
+174,174,39.00000,Lodging,333097535279.52374,SB41,0.02810,0.28539,0.30184,0.29688,Structures,0.22960,0.30187,0.28702,0.22960,0.30187,0.28702,Nonresidential Buildings,0.04550,0.07548,0.06674,non-corporate,0.01045,0.02279,0.01915,0.07360,0.10358,0.09484,0.45529,0.34763,0.37421
+175,175,39.00000,Air transportation,6522869098.36936,SB43,0.02370,0.28177,0.29751,0.29272,Structures,0.21165,0.29020,0.27407,0.21165,0.29020,0.27407,Nonresidential Buildings,0.04447,0.07424,0.06555,non-corporate,0.00941,0.02155,0.01796,0.06817,0.09794,0.08925,0.45529,0.34763,0.37421
+176,176,39.00000,Other transportation,1255401381.70107,SB45,0.02370,0.28177,0.29751,0.29272,Structures,0.21165,0.29020,0.27407,0.21165,0.29020,0.27407,Nonresidential Buildings,0.04447,0.07424,0.06555,non-corporate,0.00941,0.02155,0.01796,0.06817,0.09794,0.08925,0.45529,0.34763,0.37421
+177,177,39.00000,Warehouses,129247228808.96722,SC01,0.02250,0.28078,0.29632,0.29159,Structures,0.20661,0.28695,0.27046,0.20661,0.28695,0.27046,Nonresidential Buildings,0.04419,0.07391,0.06522,non-corporate,0.00913,0.02121,0.01764,0.06669,0.09641,0.08772,0.45529,0.34763,0.37421
+178,178,39.00000,Other commercial,167854351277.22626,SC02,0.02620,0.28383,0.29997,0.29509,Structures,0.22195,0.29688,0.28148,0.22195,0.29688,0.28148,Nonresidential Buildings,0.04506,0.07495,0.06622,non-corporate,0.01000,0.02225,0.01864,0.07126,0.10115,0.09242,0.45529,0.34763,0.37421
+179,179,39.00000,Multimerchandise shopping,242344895152.75317,SC03,0.02620,0.28383,0.29997,0.29509,Structures,0.22195,0.29688,0.28148,0.22195,0.29688,0.28148,Nonresidential Buildings,0.04506,0.07495,0.06622,non-corporate,0.01000,0.02225,0.01864,0.07126,0.10115,0.09242,0.45529,0.34763,0.37421
+180,180,39.00000,Food and beverage establishments,142536462115.36786,SC04,0.02620,0.28383,0.29997,0.29509,Structures,0.22195,0.29688,0.28148,0.22195,0.29688,0.28148,Nonresidential Buildings,0.04506,0.07495,0.06622,non-corporate,0.01000,0.02225,0.01864,0.07126,0.10115,0.09242,0.45529,0.34763,0.37421
+181,181,39.00000,Manufacturing,312763751528.73279,SI00,0.03140,0.28810,0.30509,0.30000,Structures,0.24253,0.31037,0.29643,0.24253,0.31037,0.29643,Nonresidential Buildings,0.04628,0.07642,0.06763,non-corporate,0.01122,0.02372,0.02005,0.07768,0.10782,0.09903,0.45529,0.34763,0.37421
+182,182,39.00000,Public safety,10144839642.53934,SO03,0.02370,0.28177,0.29751,0.29272,Structures,0.21165,0.29020,0.27407,0.21165,0.29020,0.27407,Nonresidential Buildings,0.04447,0.07424,0.06555,non-corporate,0.00941,0.02155,0.01796,0.06817,0.09794,0.08925,0.45529,0.34763,0.37421
+183,183,39.00000,Office,595428227069.28125,SOO1,0.02470,0.28259,0.29849,0.29367,Structures,0.21580,0.29288,0.27705,0.21580,0.29288,0.27705,Nonresidential Buildings,0.04470,0.07453,0.06582,non-corporate,0.00965,0.02183,0.01823,0.06940,0.09923,0.09052,0.45529,0.34763,0.37421
+184,184,39.00000,Medical buildings,100075071146.99706,SOO2,0.02470,0.28259,0.29849,0.29367,Structures,0.21580,0.29288,0.27705,0.21580,0.29288,0.27705,Nonresidential Buildings,0.04470,0.07453,0.06582,non-corporate,0.00965,0.02183,0.01823,0.06940,0.09923,0.09052,0.45529,0.34763,0.37421
+185,185,7.00000,Amusement and recreation,164426728047.02826,SB42,0.03000,0.24210,0.23289,0.23543,Structures,-0.05895,0.05449,0.03160,-0.05895,0.05449,0.03160,Other Structures,0.03311,0.05574,0.04914,non-corporate,-0.00195,0.00304,0.00155,0.06311,0.08574,0.07914,0.93870,0.91504,0.92169
+186,186,39.00000,Local transit structures,2713917848.41494,SB44,0.02370,0.28177,0.29751,0.29272,Structures,0.21165,0.29020,0.27407,0.21165,0.29020,0.27407,Other Structures,0.04447,0.07424,0.06555,non-corporate,0.00941,0.02155,0.01796,0.06817,0.09794,0.08925,0.45529,0.34763,0.37421
+187,187,5.00000,Other land transportation,4956240890.72790,SB46,0.02370,0.24016,0.22957,0.23254,Structures,-0.07700,0.03807,0.01498,-0.07700,0.03807,0.01498,Other Structures,0.03255,0.05478,0.04831,non-corporate,-0.00251,0.00209,0.00072,0.05625,0.07848,0.07201,0.95496,0.93685,0.94198
+188,188,20.00000,Farm,210718689415.62762,SN00,0.02390,0.25024,0.24697,0.24773,Structures,0.01070,0.11830,0.09639,0.01070,0.11830,0.09639,Other Structures,0.03544,0.05977,0.05266,non-corporate,0.00038,0.00707,0.00508,0.05934,0.08367,0.07656,0.83459,0.78647,0.79923
+189,189,20.00000,Water supply,17351319722.49404,SO01,0.02250,0.24989,0.24652,0.24731,Structures,0.00789,0.11639,0.09430,0.00789,0.11639,0.09430,Other Structures,0.03534,0.05964,0.05254,non-corporate,0.00028,0.00694,0.00495,0.05784,0.08214,0.07504,0.83459,0.78647,0.79923
+190,190,20.00000,Sewage and waste disposal,18704712570.11411,SO02,0.02250,0.24989,0.24652,0.24731,Structures,0.00789,0.11639,0.09430,0.00789,0.11639,0.09430,Other Structures,0.03534,0.05964,0.05254,non-corporate,0.00028,0.00694,0.00495,0.05784,0.08214,0.07504,0.83459,0.78647,0.79923
+191,191,15.00000,Highway and conservation and development,14651065465.71158,SO04,0.02250,0.24723,0.24221,0.24347,Structures,-0.01399,0.09770,0.07495,-0.01399,0.09770,0.07495,Other Structures,0.03457,0.05840,0.05144,non-corporate,-0.00048,0.00571,0.00386,0.05707,0.08090,0.07394,0.86727,0.82447,0.83605
+192,192,7.00000,Mobile structures,3986455830.48833,SOMO,0.05560,0.24447,0.23618,0.23846,Structures,-0.03768,0.07018,0.04839,-0.03768,0.07018,0.04839,Other Structures,0.03378,0.05668,0.05000,non-corporate,-0.00127,0.00398,0.00242,0.08938,0.11228,0.10560,0.93870,0.91504,0.92169
+193,193,20.00000,Other railroad,35355401894.74462,SU11,0.01760,0.24866,0.24494,0.24582,Structures,-0.00204,0.10964,0.08691,-0.00204,0.10964,0.08691,Other Structures,0.03499,0.05919,0.05211,non-corporate,-0.00007,0.00649,0.00453,0.05259,0.07679,0.06971,0.83459,0.78647,0.79923
+194,194,7.00000,Track replacement,41586561300.50691,SU12,0.02490,0.24163,0.23224,0.23483,Structures,-0.06329,0.05131,0.02819,-0.06329,0.05131,0.02819,Other Structures,0.03297,0.05555,0.04896,non-corporate,-0.00209,0.00285,0.00138,0.05787,0.08045,0.07386,0.93870,0.91504,0.92169
+195,195,15.00000,Electric,70225622111.33885,SU30,0.02110,0.24695,0.24184,0.24312,Structures,-0.01635,0.09606,0.07316,-0.01635,0.09606,0.07316,Other Structures,0.03449,0.05830,0.05134,non-corporate,-0.00056,0.00560,0.00376,0.05559,0.07940,0.07244,0.86727,0.82447,0.83605
+196,196,5.00000,Wind and solar,13828813701.93123,SU60,0.03030,0.24061,0.23020,0.23312,Structures,-0.07277,0.04123,0.01834,-0.07277,0.04123,0.01834,Other Structures,0.03268,0.05496,0.04847,non-corporate,-0.00238,0.00227,0.00089,0.06298,0.08526,0.07877,0.95496,0.93685,0.94198
+197,197,27.50000,Residential,1251223923087.89990,RES,0.01631,0.26827,0.27965,0.27597,Structures,0.13653,0.23767,0.21672,0.13653,0.23767,0.21672,Residential Buildings,0.04060,0.06913,0.06075,non-corporate,0.00554,0.01643,0.01317,0.05691,0.08544,0.07706,0.55836,0.44929,0.47729
198,198,3.64718,Computers and Software,398439404770.52747,,0.41304,0.50696,0.60657,0.57463,Equipment,0.59468,0.65512,0.63911,0.69000,0.68664,0.68749,Computers and Software,0.12829,0.16817,0.15539,corporate,0.08852,0.11548,0.10683,0.54133,0.58121,0.56843,0.96490,0.94325,0.95001
199,199,7.00000,Industrial Machinery,754098089405.10413,,0.10569,0.28345,0.37865,0.34803,Equipment,0.12639,0.40844,0.34540,0.33183,0.46251,0.43316,Industrial Machinery,0.05952,0.09805,0.08567,corporate,0.01975,0.04535,0.03711,0.16521,0.20374,0.19136,0.94254,0.90945,0.91960
200,200,6.92378,Instruments and Communications Equipment,847266548005.08252,,0.12485,0.29787,0.39363,0.36284,Equipment,0.18700,0.43500,0.37847,0.37819,0.48665,0.46179,Instruments and Communications Equipment,0.06396,0.10266,0.09023,corporate,0.02419,0.04996,0.04167,0.18881,0.22750,0.21508,0.94312,0.91033,0.92039
@@ -209,21 +209,21 @@
209,209,13.87951,Other Structures,1869521468512.13208,,0.02290,0.22348,0.31935,0.28842,Structures,-0.26615,0.27319,0.16707,0.03160,0.33963,0.27873,Other Structures,0.04107,0.07980,0.06733,corporate,0.00130,0.02710,0.01877,0.06397,0.10270,0.09023,0.88498,0.83067,0.84650
210,210,27.50000,Residential Buildings,333776621894.00000,,0.01631,0.23250,0.34522,0.30862,Structures,-0.18597,0.33910,0.23747,0.09293,0.39951,0.33969,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,0.22504,0.45110,0.39881,0.40728,0.50127,0.47941,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,,0.41707,0.19886,0.17368,0.18097,Equipment,0.19137,0.10872,0.12772,0.19137,0.10872,0.12772,Computers and Software,0.04335,0.05913,0.05455,non-corporate,0.00830,0.00643,0.00697,0.46043,0.47620,0.47162,0.95667,0.94615,0.94916
-213,213,7.00000,Industrial Machinery,170693910597.87476,,0.10585,0.18884,0.16153,0.16942,Equipment,0.14170,0.06040,0.07889,0.14170,0.06040,0.07889,Industrial Machinery,0.04084,0.05609,0.05166,non-corporate,0.00579,0.00339,0.00408,0.14670,0.16194,0.15751,0.93082,0.91504,0.91952
-214,214,6.92834,Instruments and Communications Equipment,352265040695.39178,,0.13114,0.19044,0.16348,0.17127,Equipment,0.15001,0.06852,0.08709,0.15001,0.06852,0.08709,Instruments and Communications Equipment,0.04124,0.05658,0.05212,non-corporate,0.00619,0.00388,0.00454,0.17238,0.18771,0.18326,0.93147,0.91582,0.92027
-215,215,6.33241,Intellectual Property,387169616706.89374,,0.18561,0.18387,0.15471,0.16316,Intellectual Property,0.11474,0.03093,0.05012,0.11474,0.03093,0.05012,Intellectual Property,0.03960,0.05438,0.05009,non-corporate,0.00454,0.00168,0.00251,0.22521,0.23999,0.23570,0.97171,0.96529,0.96707
-218,218,6.73025,Mining and Drilling Structures,337164385115.77063,,0.06203,0.18502,0.15679,0.16494,Structures,0.12112,0.04009,0.05847,0.12112,0.04009,0.05847,Mining and Drilling Structures,0.03989,0.05490,0.05054,non-corporate,0.00483,0.00220,0.00296,0.10192,0.11693,0.11257,0.93235,0.91744,0.92165
-219,219,39.00000,Nonresidential Buildings,2863255336898.64990,,0.02432,0.21528,0.19802,0.20297,Structures,0.26139,0.19198,0.20769,0.26139,0.19198,0.20769,Nonresidential Buildings,0.04746,0.06522,0.06006,non-corporate,0.01241,0.01252,0.01247,0.07178,0.08954,0.08437,0.42123,0.35397,0.37153
-220,220,6.80132,Office and Residential Equipment,108443653204.71063,,0.12040,0.18952,0.16234,0.17019,Equipment,0.14527,0.06380,0.08236,0.14527,0.06380,0.08236,Office and Residential Equipment,0.04102,0.05629,0.05185,non-corporate,0.00596,0.00359,0.00427,0.16142,0.17669,0.17226,0.93262,0.91721,0.92159
-221,221,7.00000,Other Equipment,175872223716.43555,,0.15009,0.19192,0.16530,0.17299,Equipment,0.15757,0.07597,0.09459,0.15757,0.07597,0.09459,Other Equipment,0.04161,0.05703,0.05255,non-corporate,0.00656,0.00433,0.00497,0.19171,0.20713,0.20265,0.93082,0.91504,0.91952
-222,222,7.35694,Other Industrial Equipment,349865415800.24005,,0.12282,0.18980,0.16274,0.17056,Equipment,0.14672,0.06545,0.08395,0.14672,0.06545,0.08395,Other Industrial Equipment,0.04109,0.05639,0.05194,non-corporate,0.00603,0.00369,0.00436,0.16391,0.17921,0.17477,0.92691,0.91075,0.91532
-223,223,14.34493,Other Structures,598505528799.12842,,0.02518,0.18729,0.16034,0.16811,Structures,0.13345,0.05541,0.07302,0.13345,0.05541,0.07302,Other Structures,0.04046,0.05579,0.05133,non-corporate,0.00540,0.00309,0.00375,0.06564,0.08097,0.07651,0.86463,0.83970,0.84659
-224,224,27.50000,Residential Buildings,1251223923087.89990,,0.01631,0.20523,0.18618,0.19160,Structures,0.22001,0.15352,0.16828,0.22001,0.15352,0.16828,Residential Buildings,0.04495,0.06226,0.05721,non-corporate,0.00989,0.00956,0.00963,0.06126,0.07857,0.07352,0.51905,0.44929,0.46795
-225,225,5.67042,Transportation Equipment,319214520353.45972,,0.15422,0.18929,0.16194,0.16984,Equipment,0.14404,0.06211,0.08079,0.14404,0.06211,0.08079,Transportation Equipment,0.04096,0.05619,0.05176,non-corporate,0.00590,0.00349,0.00418,0.19518,0.21041,0.20599,0.94288,0.92963,0.93340
+212,212,3.75970,Computers and Software,133772595225.18484,,0.41707,0.26255,0.26087,0.26131,Equipment,0.10025,0.17335,0.15856,0.10025,0.17335,0.15856,Computers and Software,0.03896,0.06375,0.05655,non-corporate,0.00391,0.01105,0.00897,0.45604,0.48082,0.47362,0.96182,0.94615,0.95061
+213,213,7.00000,Industrial Machinery,170693910597.87476,,0.10585,0.24912,0.24262,0.24440,Equipment,0.00167,0.09950,0.07970,0.00167,0.09950,0.07970,Industrial Machinery,0.03512,0.05852,0.05170,non-corporate,0.00006,0.00582,0.00412,0.14097,0.16438,0.15756,0.93870,0.91504,0.92169
+214,214,6.92834,Instruments and Communications Equipment,352265040695.39178,,0.13114,0.25125,0.24556,0.24711,Equipment,0.01872,0.11226,0.09332,0.01872,0.11226,0.09332,Instruments and Communications Equipment,0.03573,0.05936,0.05248,non-corporate,0.00067,0.00666,0.00490,0.16686,0.19050,0.18362,0.93928,0.91582,0.92241
+215,215,6.33241,Intellectual Property,387169616706.89374,,0.18561,0.24283,0.23239,0.23540,Intellectual Property,-0.05229,0.05201,0.03141,-0.05229,0.05201,0.03141,Intellectual Property,0.03332,0.05559,0.04913,non-corporate,-0.00174,0.00289,0.00154,0.21892,0.24120,0.23473,0.97507,0.96529,0.96794
+218,218,6.73025,Mining and Drilling Structures,337164385115.77063,,0.06203,0.24405,0.23550,0.23787,Structures,-0.04135,0.06699,0.04514,-0.04135,0.06699,0.04514,Mining and Drilling Structures,0.03366,0.05648,0.04983,non-corporate,-0.00139,0.00378,0.00225,0.09570,0.11852,0.11187,0.93985,0.91744,0.92370
+219,219,39.00000,Nonresidential Buildings,2863255336898.64990,,0.02432,0.28184,0.29743,0.29269,Structures,0.21201,0.28999,0.27397,0.21201,0.28999,0.27397,Nonresidential Buildings,0.04449,0.07422,0.06554,non-corporate,0.00943,0.02152,0.01796,0.06881,0.09854,0.08986,0.46106,0.35397,0.38044
+220,220,6.80132,Office and Residential Equipment,108443653204.71063,,0.12040,0.25004,0.24385,0.24554,Equipment,0.00911,0.10487,0.08549,0.00911,0.10487,0.08549,Office and Residential Equipment,0.03538,0.05887,0.05203,non-corporate,0.00032,0.00617,0.00445,0.15578,0.17928,0.17243,0.94031,0.91721,0.92370
+221,221,7.00000,Other Equipment,175872223716.43555,,0.15009,0.25321,0.24829,0.24963,Equipment,0.03392,0.12383,0.10561,0.03392,0.12383,0.10561,Other Equipment,0.03629,0.06015,0.05320,non-corporate,0.00123,0.00745,0.00562,0.18638,0.21024,0.20330,0.93870,0.91504,0.92169
+222,222,7.35694,Other Industrial Equipment,349865415800.24005,,0.12282,0.25038,0.24444,0.24606,Equipment,0.01182,0.10746,0.08809,0.01182,0.10746,0.08809,Other Industrial Equipment,0.03548,0.05904,0.05218,non-corporate,0.00042,0.00634,0.00460,0.15830,0.18187,0.17500,0.93504,0.91075,0.91754
+223,223,14.34493,Other Structures,598505528799.12842,,0.02518,0.24663,0.24084,0.24235,Structures,-0.01903,0.09160,0.06915,-0.01903,0.09160,0.06915,Other Structures,0.03440,0.05801,0.05112,non-corporate,-0.00065,0.00531,0.00353,0.05958,0.08319,0.07630,0.87781,0.83970,0.84997
+224,224,27.50000,Residential Buildings,1251223923087.89990,,0.01631,0.26827,0.27965,0.27597,Structures,0.13653,0.23767,0.21672,0.13653,0.23767,0.21672,Residential Buildings,0.04060,0.06913,0.06075,non-corporate,0.00554,0.01643,0.01317,0.05691,0.08544,0.07706,0.55836,0.44929,0.47729
+225,225,5.67042,Transportation Equipment,319214520353.45972,,0.15422,0.24979,0.24323,0.24505,Equipment,0.00711,0.10220,0.08300,0.00711,0.10220,0.08300,Transportation Equipment,0.03531,0.05870,0.05189,non-corporate,0.00025,0.00600,0.00431,0.18953,0.21292,0.20611,0.94946,0.92963,0.93522
226,226,7.26837,Equipment,4571424921177.87109,,0.14538,0.31279,0.40898,0.37806,Equipment,0.24144,0.45985,0.40912,0.41983,0.50923,0.48833,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,-0.10902,0.34816,0.25652,0.15178,0.40775,0.35620,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,,0.15633,0.19070,0.16378,0.17156,Equipment,0.15138,0.06973,0.08835,0.15138,0.06973,0.08835,Equipment,0.04131,0.05665,0.05219,non-corporate,0.00625,0.00395,0.00461,0.19764,0.21298,0.20852,0.93477,0.91990,0.92412
-235,235,31.07440,Structures,5050149173901.45020,,0.02496,0.20745,0.18787,0.19348,Structures,0.22957,0.15922,0.17507,0.22957,0.15922,0.17507,Structures,0.04550,0.06268,0.05768,non-corporate,0.01045,0.00998,0.01010,0.07046,0.08763,0.08264,0.53214,0.47277,0.48845
+231,231,6.51570,Equipment,1610127359593.29712,,0.15633,0.25162,0.24600,0.24753,Equipment,0.02160,0.11415,0.09542,0.02160,0.11415,0.09542,Equipment,0.03583,0.05949,0.05260,non-corporate,0.00077,0.00679,0.00502,0.19216,0.21582,0.20893,0.94219,0.91990,0.92617
+235,235,31.07440,Structures,5050149173901.45020,,0.02496,0.27178,0.28218,0.27892,Structures,0.15743,0.24560,0.22747,0.15743,0.24560,0.22747,Structures,0.04161,0.06985,0.06159,non-corporate,0.00655,0.01716,0.01401,0.06656,0.09481,0.08655,0.56652,0.47277,0.49635
236,236,38.79367,Overall,20307631178754.23438,,0.06162,0.26362,0.36976,0.33565,Overall,0.02659,0.39146,0.31494,0.25550,0.44708,0.40678,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,,0.02639,0.21153,0.19289,0.19827,Overall,0.24647,0.17575,0.19187,0.24647,0.17575,0.19187,Overall,0.04652,0.06393,0.05888,non-corporate,0.01147,0.01124,0.01130,0.07291,0.09033,0.08527,0.26817,0.24902,0.25411
+237,237,68.60454,Overall,17036588368688.33008,,0.02639,0.27694,0.28971,0.28593,Overall,0.18634,0.26820,0.25186,0.18634,0.26820,0.25186,Overall,0.04309,0.07201,0.06360,non-corporate,0.00803,0.01931,0.01602,0.06948,0.09840,0.08999,0.27914,0.24902,0.25666
diff --git a/example_output/reform_byindustry_expected.csv b/example_output/reform_byindustry_expected.csv
index 635e2c27..cdc52468 100644
--- a/example_output/reform_byindustry_expected.csv
+++ b/example_output/reform_byindustry_expected.csv
@@ -61,68 +61,68 @@
59,59,Warehousing and storage,40.27303,33575803410.77195,4930,0.04356,0.25651,0.36920,0.33291,Transportation and warehousing,-0.01497,0.39037,0.30781,0.22371,0.44609,0.40060,0.05123,0.09514,0.08102,corporate,0.01146,0.04244,0.03246,0.09479,0.13870,0.12458,0.51179,0.40614,0.43361
60,60,Utilities,15.06813,2043225324419.22656,2200,0.04186,0.23873,0.33574,0.30447,Utilities,-0.13626,0.31639,0.22399,0.13095,0.37888,0.32803,0.04576,0.08484,0.07227,corporate,0.00599,0.03215,0.02371,0.08763,0.12671,0.11413,0.86705,0.81474,0.82999
61,61,Wholesale trade,62.56787,973137443870.90881,4200,0.05422,0.26927,0.38111,0.34527,Wholesale trade,0.05730,0.41297,0.33884,0.27899,0.46663,0.42748,0.05516,0.09880,0.08482,corporate,0.01539,0.04610,0.03626,0.10938,0.15303,0.13904,0.34924,0.31058,0.32086
-62,62,Accommodation,57.79905,321835229078.19275,7210,0.02700,0.21562,0.19814,0.20318,Accommodation and food services,0.26271,0.19236,0.20840,0.26271,0.19236,0.20840,0.04755,0.06525,0.06011,non-corporate,0.01249,0.01255,0.01253,0.07455,0.09225,0.08711,0.30942,0.26926,0.27976
-63,63,Food services and drinking places,37.79544,131618330778.79922,7220,0.05846,0.20827,0.18803,0.19386,Accommodation and food services,0.23301,0.15979,0.17645,0.23301,0.15979,0.17645,0.04571,0.06272,0.05778,non-corporate,0.01065,0.01002,0.01019,0.10417,0.12118,0.11624,0.52264,0.48287,0.49336
-64,64,Administrative and support services,22.90398,87779837154.60233,5610,0.14729,0.19961,0.17608,0.18287,Administrative and waste management services,0.19483,0.11768,0.13527,0.19483,0.11768,0.13527,0.04354,0.05973,0.05503,non-corporate,0.00848,0.00703,0.00744,0.19083,0.20702,0.20231,0.71756,0.69102,0.69812
-65,65,Waste management and remediation services,28.00786,45442362954.18396,5620,0.05017,0.19681,0.17292,0.17981,Administrative and waste management services,0.18165,0.10588,0.12305,0.18165,0.10588,0.12305,0.04284,0.05894,0.05426,non-corporate,0.00778,0.00624,0.00668,0.09301,0.10911,0.10443,0.69927,0.67065,0.67839
-66,66,Farms,61.51678,695254770987.64246,110C,0.03338,0.20707,0.18615,0.19220,"Agriculture, forestry, fishing, and hunting",0.22793,0.15341,0.17046,0.22793,0.15341,0.17046,0.04541,0.06225,0.05736,non-corporate,0.01035,0.00955,0.00978,0.07879,0.09563,0.09074,0.38917,0.37852,0.38147
-67,67,"Forestry, fishing, and related activities",80.96268,182890160759.96515,113F,0.02138,0.21251,0.19421,0.19950,"Agriculture, forestry, fishing, and hunting",0.25040,0.17999,0.19609,0.25040,0.17999,0.19609,0.04677,0.06427,0.05919,non-corporate,0.01171,0.01157,0.01161,0.06815,0.08564,0.08057,0.18127,0.17506,0.17675
-68,68,"Performing arts, spectator sports, museums, and related activities",24.88765,85913620169.51553,711A,0.07655,0.19960,0.17666,0.18328,"Arts, entertainment, and recreation",0.19477,0.11985,0.13688,0.19477,0.11985,0.13688,0.04354,0.05987,0.05513,non-corporate,0.00848,0.00718,0.00755,0.12009,0.13642,0.13168,0.71094,0.67821,0.68698
-69,69,"Amusements, gambling, and recreation industries",35.67483,103963170327.32812,7130,0.04082,0.19900,0.17574,0.18246,"Arts, entertainment, and recreation",0.19199,0.11645,0.13364,0.19199,0.11645,0.13364,0.04339,0.05964,0.05492,non-corporate,0.00833,0.00695,0.00734,0.08421,0.10046,0.09574,0.61085,0.59028,0.59586
-70,70,Construction,61.58594,416883328406.94965,2300,0.05302,0.20793,0.18762,0.19349,Construction,0.23158,0.15839,0.17512,0.23158,0.15839,0.17512,0.04562,0.06262,0.05768,non-corporate,0.01057,0.00992,0.01010,0.09865,0.11564,0.11071,0.36722,0.35594,0.35900
-71,71,Educational services,34.08224,223504365062.32428,6100,0.04403,0.20874,0.18960,0.19509,Educational services,0.23500,0.16501,0.18081,0.23500,0.16501,0.18081,0.04583,0.06311,0.05808,non-corporate,0.01077,0.01041,0.01050,0.08985,0.10714,0.10211,0.49888,0.44096,0.45612
-72,72,Credit intermediation and related activities,29.58426,75859556179.73862,5220,0.10435,0.20439,0.18255,0.18885,Finance and insurance,0.21637,0.14097,0.15815,0.21637,0.14097,0.15815,0.04474,0.06135,0.05652,non-corporate,0.00968,0.00865,0.00894,0.14908,0.16569,0.16087,0.62615,0.59261,0.60151
-73,73,"Securities, commodity contracts, and investments",68.67047,178435565511.13712,5230,0.04082,0.21370,0.19552,0.20077,Finance and insurance,0.25516,0.18416,0.20038,0.25516,0.18416,0.20038,0.04707,0.06459,0.05951,non-corporate,0.01201,0.01190,0.01192,0.08789,0.10542,0.10033,0.25721,0.23587,0.24147
-74,74,Insurance carriers and related activities,34.29784,22117554581.34229,5240,0.10767,0.20803,0.18765,0.19353,Finance and insurance,0.23202,0.15850,0.17524,0.23202,0.15850,0.17524,0.04565,0.06262,0.05769,non-corporate,0.01059,0.00993,0.01011,0.15332,0.17030,0.16536,0.55055,0.50968,0.52042
-75,75,"Funds, trusts, and other financial vehicles",58.69939,32975922704.02256,5250,0.01910,0.21586,0.19875,0.20368,Finance and insurance,0.26361,0.19426,0.21003,0.26361,0.19426,0.21003,0.04761,0.06540,0.06023,non-corporate,0.01255,0.01270,0.01265,0.06671,0.08451,0.07934,0.28760,0.24378,0.25522
-76,76,Ambulatory health care services,26.88893,165185547973.71588,6210,0.07665,0.20478,0.18347,0.18961,Health care and social assistance,0.21808,0.14421,0.16098,0.21808,0.14421,0.16098,0.04483,0.06158,0.05671,non-corporate,0.00978,0.00888,0.00913,0.12149,0.13823,0.13337,0.62414,0.58040,0.59196
-77,77,Hospitals,33.25928,468740246235.20782,622H,0.05080,0.20732,0.18751,0.19320,Health care and social assistance,0.22900,0.15804,0.17408,0.22900,0.15804,0.17408,0.04547,0.06259,0.05761,non-corporate,0.01041,0.00989,0.01003,0.09627,0.11339,0.10841,0.52837,0.47635,0.49001
-78,78,Nursing and residential care facilities,30.33509,44969311542.03897,6230,0.04907,0.20695,0.18688,0.19264,Health care and social assistance,0.22742,0.15588,0.17206,0.22742,0.15588,0.17206,0.04538,0.06243,0.05747,non-corporate,0.01032,0.00973,0.00989,0.09445,0.11150,0.10654,0.55537,0.50198,0.51600
-79,79,Social assistance,36.92941,33500693280.97236,6240,0.04961,0.20729,0.18711,0.19292,Health care and social assistance,0.22887,0.15669,0.17307,0.22887,0.15669,0.17307,0.04546,0.06249,0.05754,non-corporate,0.01041,0.00979,0.00996,0.09507,0.11210,0.10715,0.51797,0.47416,0.48569
-80,80,Publishing industries (including software),33.44919,10531454693.98520,5110,0.12610,0.20294,0.18067,0.18712,Information,0.20997,0.13436,0.15165,0.20997,0.13436,0.15165,0.04437,0.06088,0.05609,non-corporate,0.00932,0.00818,0.00851,0.17048,0.18698,0.18219,0.63602,0.61157,0.61812
-81,81,Motion picture and sound recording industries,22.07241,32648570358.87631,5120,0.10064,0.20218,0.17881,0.18556,Information,0.20654,0.12767,0.14572,0.20654,0.12767,0.14572,0.04418,0.06041,0.05570,non-corporate,0.00913,0.00771,0.00812,0.14482,0.16105,0.15634,0.76996,0.74297,0.75039
-82,82,Broadcasting and telecommunications,19.11518,114376654728.14319,5130,0.06871,0.19408,0.16893,0.17619,Information,0.16842,0.09046,0.10816,0.16842,0.09046,0.10816,0.04216,0.05794,0.05335,non-corporate,0.00710,0.00524,0.00577,0.11087,0.12665,0.12206,0.79422,0.76892,0.77587
-83,83,Information and data processing services,17.05502,9622690881.11265,5140,0.20060,0.19389,0.16825,0.17567,Information,0.16745,0.08778,0.10598,0.16745,0.08778,0.10598,0.04211,0.05777,0.05322,non-corporate,0.00705,0.00507,0.00564,0.24271,0.25837,0.25383,0.81179,0.79536,0.79979
-84,84,Management of companies and enterprises,43.27634,90403382551.37852,5500,0.07684,0.20993,0.19040,0.19603,Management of companies and enterprises,0.23991,0.16763,0.18409,0.23991,0.16763,0.18409,0.04612,0.06331,0.05832,non-corporate,0.01107,0.01061,0.01074,0.12296,0.14015,0.13516,0.46085,0.42112,0.43154
-85,85,"Food, beverage, and tobacco products",48.30489,75311838089.07274,311A,0.05479,0.20859,0.18772,0.19375,Manufacturing,0.23434,0.15874,0.17605,0.23434,0.15874,0.17605,0.04579,0.06264,0.05775,non-corporate,0.01073,0.00994,0.01017,0.10058,0.11743,0.11254,0.46885,0.44555,0.45175
-86,86,Textile mills and textile product mills,40.68702,7854948624.36963,313T,0.05307,0.20961,0.18924,0.19512,Manufacturing,0.23862,0.16381,0.18090,0.23862,0.16381,0.18090,0.04604,0.06302,0.05809,non-corporate,0.01099,0.01032,0.01051,0.09912,0.11609,0.11116,0.50601,0.47003,0.47953
-87,87,Apparel and leather and allied products,57.59360,5338390836.40291,315A,0.03836,0.21405,0.19489,0.20043,Manufacturing,0.25656,0.18216,0.19921,0.25656,0.18216,0.19921,0.04715,0.06444,0.05942,non-corporate,0.01210,0.01174,0.01184,0.08551,0.10279,0.09778,0.35541,0.32759,0.33490
-88,88,Wood products,49.75998,13100141973.21793,3210,0.04885,0.21034,0.19029,0.19608,Manufacturing,0.24162,0.16727,0.18428,0.24162,0.16727,0.18428,0.04623,0.06328,0.05833,non-corporate,0.01117,0.01059,0.01075,0.09508,0.11214,0.10718,0.43687,0.40875,0.41618
-89,89,Paper products,35.24665,18990987477.75871,3220,0.07114,0.20318,0.18059,0.18712,Manufacturing,0.21102,0.13408,0.15166,0.21102,0.13408,0.15166,0.04443,0.06086,0.05609,non-corporate,0.00938,0.00816,0.00851,0.11558,0.13200,0.12723,0.60489,0.58049,0.58702
-90,90,Printing and related support activities,29.64849,7652157518.59406,3230,0.08458,0.20237,0.17953,0.18613,Manufacturing,0.20743,0.13028,0.14790,0.20743,0.13028,0.14790,0.04423,0.06059,0.05584,non-corporate,0.00917,0.00789,0.00826,0.12881,0.14517,0.14042,0.65012,0.62204,0.62952
-91,91,Petroleum and coal products,57.31094,36804972259.27284,3240,0.04485,0.20884,0.18846,0.19436,Manufacturing,0.23541,0.16122,0.17820,0.23541,0.16122,0.17820,0.04585,0.06283,0.05790,non-corporate,0.01079,0.01013,0.01032,0.09071,0.10768,0.10276,0.39561,0.37884,0.38333
-92,92,Chemical products,28.24831,155956627360.72098,3250,0.07815,0.19477,0.16926,0.17665,Manufacturing,0.17177,0.09175,0.11008,0.17177,0.09175,0.11008,0.04233,0.05802,0.05347,non-corporate,0.00727,0.00532,0.00589,0.12048,0.13617,0.13162,0.71483,0.70248,0.70576
-93,93,Plastics and rubber products,41.70295,18759113941.02066,3260,0.06817,0.20514,0.18302,0.18942,Manufacturing,0.21963,0.14263,0.16026,0.21963,0.14263,0.16026,0.04492,0.06147,0.05666,non-corporate,0.00987,0.00877,0.00908,0.11310,0.12964,0.12484,0.54675,0.52567,0.53130
-94,94,Nonmetallic mineral products,50.65769,17930326841.17467,3270,0.05431,0.20793,0.18720,0.19320,Manufacturing,0.23160,0.15699,0.17406,0.23160,0.15699,0.17406,0.04562,0.06251,0.05761,non-corporate,0.01057,0.00981,0.01003,0.09994,0.11683,0.11192,0.44983,0.42855,0.43422
-95,95,Primary metals,43.39133,31384946425.55616,3310,0.05661,0.20779,0.18665,0.19275,Manufacturing,0.23098,0.15511,0.17246,0.23098,0.15511,0.17246,0.04559,0.06237,0.05750,non-corporate,0.01053,0.00967,0.00992,0.10219,0.11898,0.11411,0.51170,0.48534,0.49237
-96,96,Fabricated metal products,40.57109,33868174282.69432,3320,0.06834,0.20582,0.18397,0.19028,Manufacturing,0.22257,0.14592,0.16346,0.22257,0.14592,0.16346,0.04509,0.06170,0.05688,non-corporate,0.01004,0.00900,0.00930,0.11344,0.13005,0.12522,0.54977,0.52619,0.53249
-97,97,Machinery,45.59719,44994036766.73473,3330,0.07085,0.20551,0.18343,0.18982,Manufacturing,0.22124,0.14406,0.16175,0.22124,0.14406,0.16175,0.04502,0.06157,0.05676,non-corporate,0.00996,0.00887,0.00918,0.11587,0.13242,0.12762,0.51830,0.50056,0.50529
-98,98,Computer and electronic products,27.75599,67202508361.14622,3340,0.14689,0.19821,0.17391,0.18094,Manufacturing,0.18831,0.10961,0.12761,0.18831,0.10961,0.12761,0.04319,0.05919,0.05454,non-corporate,0.00813,0.00649,0.00696,0.19008,0.20608,0.20143,0.69236,0.67208,0.67746
-99,99,"Electrical equipment, appliances, and components",51.19822,13457767002.27841,3350,0.06238,0.20813,0.18695,0.19307,Manufacturing,0.23241,0.15612,0.17362,0.23241,0.15612,0.17362,0.04567,0.06245,0.05758,non-corporate,0.01061,0.00975,0.01000,0.10805,0.12483,0.11996,0.45442,0.43512,0.44022
-100,100,"Motor vehicles, bodies and trailers, and parts",39.59103,37968439962.33989,336M,0.10231,0.20368,0.18104,0.18759,Manufacturing,0.21322,0.13567,0.15343,0.21322,0.13567,0.15343,0.04456,0.06097,0.05621,non-corporate,0.00950,0.00827,0.00862,0.14686,0.16328,0.15851,0.57678,0.55768,0.56279
-101,101,Other transportation equipment,55.71089,37605705698.82620,336O,0.06783,0.20942,0.18847,0.19454,Manufacturing,0.23782,0.16126,0.17885,0.23782,0.16126,0.17885,0.04600,0.06283,0.05795,non-corporate,0.01094,0.01013,0.01036,0.11383,0.13066,0.12577,0.41605,0.40029,0.40447
-102,102,Furniture and related products,46.12348,3398491339.24600,3370,0.06149,0.20901,0.18827,0.19427,Manufacturing,0.23612,0.16059,0.17788,0.23612,0.16059,0.17788,0.04589,0.06278,0.05788,non-corporate,0.01084,0.01008,0.01030,0.10738,0.12427,0.11937,0.47949,0.45260,0.45971
-103,103,Miscellaneous manufacturing,44.10283,21983133311.41251,338A,0.07690,0.20424,0.18173,0.18824,Manufacturing,0.21571,0.13810,0.15590,0.21571,0.13810,0.15590,0.04470,0.06114,0.05637,non-corporate,0.00964,0.00844,0.00879,0.12160,0.13804,0.13327,0.53774,0.52074,0.52525
-104,104,Oil and gas extraction,9.26036,250060628349.92041,2110,0.07292,0.18773,0.16026,0.16820,Mining,0.13583,0.05506,0.07343,0.13583,0.05506,0.07343,0.04057,0.05577,0.05135,non-corporate,0.00551,0.00307,0.00377,0.11348,0.12868,0.12427,0.89455,0.87896,0.88330
-105,105,"Mining, except oil and gas",36.47161,42556976403.16281,2120,0.05093,0.19969,0.17650,0.18320,Mining,0.19522,0.11924,0.13655,0.19522,0.11924,0.13655,0.04356,0.05983,0.05511,non-corporate,0.00850,0.00713,0.00753,0.09449,0.11077,0.10604,0.60787,0.58897,0.59411
-106,106,Support activities for mining,15.74712,25044165259.30807,2130,0.09481,0.19265,0.16672,0.17421,Mining,0.16128,0.08166,0.09979,0.16128,0.08166,0.09979,0.04180,0.05738,0.05286,non-corporate,0.00674,0.00469,0.00527,0.13661,0.15220,0.14767,0.83088,0.81289,0.81788
-107,107,"Other services, except government",36.31857,434659499245.39331,8100,0.04450,0.20549,0.18500,0.19089,"Other services, except government",0.22117,0.14950,0.16570,0.22117,0.14950,0.16570,0.04501,0.06196,0.05703,non-corporate,0.00996,0.00926,0.00945,0.08952,0.10646,0.10154,0.54554,0.49872,0.51112
-108,108,Legal services,29.93984,24694671280.08685,5411,0.09912,0.20678,0.18597,0.19196,"Professional, scientific, and technical services",0.22670,0.15281,0.16961,0.22670,0.15281,0.16961,0.04533,0.06220,0.05730,non-corporate,0.01028,0.00951,0.00972,0.14445,0.16132,0.15642,0.59512,0.55315,0.56423
-109,109,"Miscellaneous professional, scientific, and technical services",19.84614,250145961935.08807,5412,0.14671,0.19650,0.17184,0.17897,"Professional, scientific, and technical services",0.18019,0.10174,0.11964,0.18019,0.10174,0.11964,0.04276,0.05867,0.05405,non-corporate,0.00771,0.00597,0.00647,0.18947,0.20537,0.20075,0.76374,0.74099,0.74707
-110,110,Computer systems design and related services,22.66047,34987856978.92335,5415,0.19874,0.20331,0.18078,0.18728,"Professional, scientific, and technical services",0.21160,0.13473,0.15228,0.21160,0.13473,0.15228,0.04447,0.06090,0.05613,non-corporate,0.00941,0.00821,0.00855,0.24320,0.25964,0.25487,0.70686,0.67727,0.68515
-111,111,Real estate,84.96022,10194539931205.20117,5310,0.00516,0.21539,0.19845,0.20335,Real estate and rental and leasing,0.26180,0.19333,0.20895,0.26180,0.19333,0.20895,0.04749,0.06533,0.06015,non-corporate,0.01243,0.01263,0.01257,0.05265,0.07049,0.06531,0.10995,0.09578,0.09954
-112,112,Rental and leasing services and lessors of intangible assets,14.26025,187611316433.88910,5320,0.13356,0.19294,0.16694,0.17445,Real estate and rental and leasing,0.16272,0.08255,0.10083,0.16272,0.08255,0.10083,0.04187,0.05744,0.05292,non-corporate,0.00681,0.00474,0.00534,0.17543,0.19100,0.18648,0.84714,0.83185,0.83612
-113,113,Retail trade,68.40422,599107994988.67297,44RT,0.02814,0.21681,0.19878,0.20399,Retail trade,0.26727,0.19432,0.21105,0.26727,0.19432,0.21105,0.04784,0.06541,0.06031,non-corporate,0.01279,0.01271,0.01273,0.07598,0.09355,0.08845,0.25148,0.22728,0.23364
-114,114,Air transportation,14.96155,47796425035.43796,4810,0.07360,0.19323,0.16777,0.17512,Transportation and warehousing,0.16419,0.08585,0.10365,0.16419,0.08585,0.10365,0.04194,0.05765,0.05308,non-corporate,0.00689,0.00495,0.00550,0.11554,0.13125,0.12669,0.80538,0.78031,0.78708
-115,115,Railroad transportation,15.14169,83039763589.18028,4820,0.03034,0.18725,0.16019,0.16799,Transportation and warehousing,0.13324,0.05474,0.07248,0.13324,0.05474,0.07248,0.04045,0.05575,0.05130,non-corporate,0.00539,0.00305,0.00372,0.07079,0.08609,0.08165,0.85453,0.83391,0.83965
-116,116,Water transportation,17.50642,9217710064.52573,4830,0.06936,0.19400,0.16879,0.17606,Transportation and warehousing,0.16799,0.08988,0.10761,0.16799,0.08988,0.10761,0.04214,0.05790,0.05332,non-corporate,0.00708,0.00520,0.00574,0.11149,0.12726,0.12268,0.80026,0.77520,0.78206
-117,117,Truck transportation,19.74733,37317255861.67974,4840,0.13042,0.19697,0.17236,0.17947,Transportation and warehousing,0.18242,0.10373,0.12169,0.18242,0.10373,0.12169,0.04288,0.05880,0.05417,non-corporate,0.00782,0.00610,0.00659,0.17330,0.18922,0.18459,0.77270,0.75281,0.75823
-118,118,Transit and ground passenger transportation,25.50512,10233125938.31284,4850,0.08065,0.20322,0.18130,0.18762,Transportation and warehousing,0.21120,0.13659,0.15353,0.21120,0.13659,0.15353,0.04444,0.06104,0.05621,non-corporate,0.00939,0.00834,0.00863,0.12510,0.14169,0.13687,0.65042,0.60987,0.62061
-119,119,Pipeline transportation,8.49334,33708295455.20280,4860,0.05378,0.18686,0.15923,0.16721,Transportation and warehousing,0.13117,0.05066,0.06894,0.13117,0.05066,0.06894,0.04035,0.05551,0.05111,non-corporate,0.00529,0.00281,0.00352,0.09413,0.10929,0.10489,0.89882,0.88171,0.88646
-120,120,Other transportation and support activities,23.54062,34235605978.81979,487S,0.06371,0.19582,0.17145,0.17847,Transportation and warehousing,0.17689,0.10023,0.11762,0.17689,0.10023,0.11762,0.04259,0.05857,0.05393,non-corporate,0.00753,0.00587,0.00634,0.10631,0.12228,0.11764,0.73348,0.70648,0.71379
-121,121,Warehousing and storage,38.87182,15189477206.55462,4930,0.04458,0.21002,0.19078,0.19631,Transportation and warehousing,0.24030,0.16888,0.18508,0.24030,0.16888,0.18508,0.04615,0.06341,0.05839,non-corporate,0.01109,0.01071,0.01081,0.09073,0.10799,0.10297,0.47974,0.43069,0.44356
-122,122,Utilities,16.13995,110848021471.90637,2200,0.04133,0.18963,0.16332,0.17090,Utilities,0.14583,0.06784,0.08547,0.14583,0.06784,0.08547,0.04104,0.05653,0.05203,non-corporate,0.00599,0.00384,0.00445,0.08238,0.09787,0.09336,0.83696,0.81267,0.81940
-123,123,Wholesale trade,74.90337,387578651034.04889,4200,0.03635,0.21684,0.19825,0.20363,Wholesale trade,0.26740,0.19270,0.20989,0.26740,0.19270,0.20989,0.04785,0.06528,0.06022,non-corporate,0.01280,0.01258,0.01264,0.08421,0.10163,0.09658,0.22376,0.21193,0.21507
+62,62,Accommodation,57.79905,321835229078.19275,7210,0.02700,0.28233,0.29762,0.29307,Accommodation and food services,0.21448,0.29050,0.27516,0.21448,0.29050,0.27516,0.04463,0.07428,0.06565,non-corporate,0.00957,0.02158,0.01806,0.07163,0.10128,0.09265,0.33314,0.26926,0.28508
+63,63,Food services and drinking places,37.79544,131618330778.79922,7220,0.05846,0.27328,0.28243,0.27964,Accommodation and food services,0.16604,0.24637,0.23005,0.16604,0.24637,0.23005,0.04204,0.06993,0.06180,non-corporate,0.00698,0.01723,0.01422,0.10050,0.12839,0.12026,0.54574,0.48287,0.49865
+64,64,Administrative and support services,22.90398,87779837154.60233,5610,0.14729,0.26259,0.26447,0.26382,Administrative and waste management services,0.10051,0.18651,0.16911,0.10051,0.18651,0.16911,0.03897,0.06478,0.05727,non-corporate,0.00392,0.01208,0.00968,0.18626,0.21207,0.20456,0.73261,0.69102,0.70167
+65,65,Waste management and remediation services,28.00786,45442362954.18396,5620,0.05017,0.25870,0.25974,0.25929,Administrative and waste management services,0.07402,0.16912,0.14984,0.07402,0.16912,0.14984,0.03786,0.06343,0.05597,non-corporate,0.00280,0.01073,0.00839,0.08803,0.11360,0.10614,0.71507,0.67065,0.68224
+66,66,Farms,61.51678,695254770987.64246,110C,0.03338,0.27182,0.27956,0.27726,"Agriculture, forestry, fishing, and hunting",0.15764,0.23740,0.22144,0.15764,0.23740,0.22144,0.04162,0.06910,0.06112,non-corporate,0.00656,0.01641,0.01353,0.07500,0.10248,0.09450,0.39478,0.37852,0.38291
+67,67,"Forestry, fishing, and related activities",80.96268,182890160759.96515,113F,0.02138,0.27808,0.29170,0.28772,"Agriculture, forestry, fishing, and hunting",0.19243,0.27394,0.25785,0.19243,0.27394,0.25785,0.04341,0.07258,0.06411,non-corporate,0.00835,0.01988,0.01653,0.06479,0.09396,0.08549,0.18470,0.17506,0.17758
+68,68,"Performing arts, spectator sports, museums, and related activities",24.88765,85913620169.51553,711A,0.07655,0.26215,0.26535,0.26431,"Arts, entertainment, and recreation",0.09757,0.18968,0.17116,0.09757,0.18968,0.17116,0.03885,0.06503,0.05741,non-corporate,0.00379,0.01234,0.00983,0.11540,0.14158,0.13396,0.72936,0.67821,0.69137
+69,69,"Amusements, gambling, and recreation industries",35.67483,103963170327.32812,7130,0.04082,0.26146,0.26397,0.26314,"Arts, entertainment, and recreation",0.09301,0.18471,0.16628,0.09301,0.18471,0.16628,0.03865,0.06464,0.05707,non-corporate,0.00360,0.01194,0.00949,0.07947,0.10546,0.09789,0.62220,0.59028,0.59863
+70,70,Construction,61.58594,416883328406.94965,2300,0.05302,0.27268,0.28180,0.27910,Construction,0.16259,0.24440,0.22811,0.16259,0.24440,0.22811,0.04186,0.06974,0.06164,non-corporate,0.00681,0.01705,0.01406,0.09489,0.12277,0.11467,0.37344,0.35594,0.36052
+71,71,Educational services,34.08224,223504365062.32428,6100,0.04403,0.27337,0.28479,0.28126,Educational services,0.16652,0.25358,0.23577,0.16652,0.25358,0.23577,0.04206,0.07060,0.06226,non-corporate,0.00700,0.01790,0.01468,0.08609,0.11463,0.10629,0.53303,0.44096,0.46380
+72,72,Credit intermediation and related activities,29.58426,75859556179.73862,5220,0.10435,0.26859,0.27418,0.27244,Finance and insurance,0.13849,0.22001,0.20345,0.13849,0.22001,0.20345,0.04069,0.06756,0.05974,non-corporate,0.00564,0.01486,0.01215,0.14504,0.17191,0.16408,0.64542,0.59261,0.60598
+73,73,"Securities, commodity contracts, and investments",68.67047,178435565511.13712,5230,0.04082,0.27984,0.29367,0.28959,Finance and insurance,0.20175,0.27953,0.26399,0.20175,0.27953,0.26399,0.04392,0.07314,0.06465,non-corporate,0.00886,0.02045,0.01707,0.08474,0.11397,0.10547,0.26972,0.23587,0.24431
+74,74,Insurance carriers and related activities,34.29784,22117554581.34229,5240,0.10767,0.27303,0.28186,0.27917,Finance and insurance,0.16463,0.24459,0.22834,0.16463,0.24459,0.22834,0.04197,0.06976,0.06166,non-corporate,0.00691,0.01706,0.01408,0.14964,0.17743,0.16933,0.57446,0.50968,0.52585
+75,75,"Funds, trusts, and other financial vehicles",58.69939,32975922704.02256,5250,0.01910,0.28244,0.29853,0.29373,Finance and insurance,0.21505,0.29301,0.27725,0.21505,0.29301,0.27725,0.04466,0.07454,0.06584,non-corporate,0.00960,0.02184,0.01825,0.06377,0.09364,0.08494,0.31357,0.24378,0.26102
+76,76,Ambulatory health care services,26.88893,165185547973.71588,6210,0.07665,0.26887,0.27558,0.27347,Health care and social assistance,0.14017,0.22461,0.20738,0.14017,0.22461,0.20738,0.04077,0.06796,0.06003,non-corporate,0.00572,0.01527,0.01245,0.11743,0.14462,0.13669,0.64951,0.58040,0.59778
+77,77,Hospitals,33.25928,468740246235.20782,622H,0.05080,0.27167,0.28165,0.27856,Health care and social assistance,0.15677,0.24396,0.22615,0.15677,0.24396,0.22615,0.04157,0.06970,0.06149,non-corporate,0.00652,0.01701,0.01391,0.09238,0.12050,0.11229,0.55889,0.47635,0.49692
+78,78,Nursing and residential care facilities,30.33509,44969311542.03897,6230,0.04907,0.27130,0.28069,0.27777,Health care and social assistance,0.15462,0.24097,0.22330,0.15462,0.24097,0.22330,0.04147,0.06943,0.06126,non-corporate,0.00641,0.01673,0.01368,0.09054,0.11850,0.11033,0.58667,0.50198,0.52309
+79,79,Social assistance,36.92941,33500693280.97236,6240,0.04961,0.27182,0.28105,0.27821,Health care and social assistance,0.15763,0.24208,0.22491,0.15763,0.24208,0.22491,0.04162,0.06953,0.06139,non-corporate,0.00656,0.01683,0.01381,0.09123,0.11914,0.11100,0.54355,0.47416,0.49151
+80,80,Publishing industries (including software),33.44919,10531454693.98520,5110,0.12610,0.26660,0.27137,0.26993,Information,0.12629,0.21059,0.19376,0.12629,0.21059,0.19376,0.04012,0.06676,0.05902,non-corporate,0.00507,0.01406,0.01144,0.16623,0.19286,0.18512,0.64984,0.61157,0.62139
+81,81,Motion picture and sound recording industries,22.07241,32648570358.87631,5120,0.10064,0.26629,0.26857,0.26782,Information,0.12432,0.20099,0.18542,0.12432,0.20099,0.18542,0.04003,0.06595,0.05841,non-corporate,0.00498,0.01326,0.01083,0.14067,0.16659,0.15905,0.78434,0.74297,0.75405
+82,82,Broadcasting and telecommunications,19.11518,114376654728.14319,5130,0.06871,0.25550,0.25374,0.25411,Information,0.05103,0.14601,0.12672,0.05103,0.14601,0.12672,0.03694,0.06171,0.05449,non-corporate,0.00189,0.00901,0.00690,0.10565,0.13042,0.12320,0.80778,0.76892,0.77929
+83,83,Information and data processing services,17.05502,9622690881.11265,5140,0.20060,0.25544,0.25272,0.25344,Information,0.05066,0.14194,0.12362,0.05066,0.14194,0.12362,0.03693,0.06142,0.05429,non-corporate,0.00187,0.00872,0.00671,0.23753,0.26202,0.25490,0.82094,0.79536,0.80200
+84,84,Management of companies and enterprises,43.27634,90403382551.37852,5500,0.07684,0.27526,0.28598,0.28274,Management of companies and enterprises,0.17713,0.25716,0.24096,0.17713,0.25716,0.24096,0.04260,0.07094,0.06269,non-corporate,0.00755,0.01824,0.01511,0.11944,0.14778,0.13953,0.48421,0.42112,0.43681
+85,85,"Food, beverage, and tobacco products",48.30489,75311838089.07274,311A,0.05479,0.27409,0.28193,0.27958,Manufacturing,0.17059,0.24481,0.22983,0.17059,0.24481,0.22983,0.04227,0.06978,0.06178,non-corporate,0.00721,0.01708,0.01420,0.09706,0.12457,0.11657,0.48219,0.44555,0.45486
+86,86,Textile mills and textile product mills,40.68702,7854948624.36963,313T,0.05307,0.27535,0.28422,0.28154,Manufacturing,0.17762,0.25184,0.23676,0.17762,0.25184,0.23676,0.04263,0.07044,0.06234,non-corporate,0.00757,0.01774,0.01476,0.09570,0.12351,0.11541,0.52691,0.47003,0.48431
+87,87,Apparel and leather and allied products,57.59360,5338390836.40291,315A,0.03836,0.28107,0.29267,0.28923,Manufacturing,0.20810,0.27670,0.26282,0.20810,0.27670,0.26282,0.04427,0.07286,0.06455,non-corporate,0.00921,0.02016,0.01696,0.08263,0.11121,0.10290,0.37169,0.32759,0.33860
+88,88,Wood products,49.75998,13100141973.21793,3210,0.04885,0.27617,0.28579,0.28292,Manufacturing,0.18215,0.25659,0.24156,0.18215,0.25659,0.24156,0.04286,0.07089,0.06274,non-corporate,0.00781,0.01819,0.01515,0.09172,0.11974,0.11159,0.45316,0.40875,0.41993
+89,89,Paper products,35.24665,18990987477.75871,3220,0.07114,0.26723,0.27123,0.26999,Manufacturing,0.13015,0.21014,0.19397,0.13015,0.21014,0.19397,0.04030,0.06672,0.05903,non-corporate,0.00525,0.01402,0.01145,0.11145,0.13786,0.13018,0.61870,0.58049,0.59028
+90,90,Printing and related support activities,29.64849,7652157518.59406,3230,0.08458,0.26622,0.26965,0.26856,Manufacturing,0.12390,0.20472,0.18836,0.12390,0.20472,0.18836,0.04001,0.06626,0.05862,non-corporate,0.00496,0.01357,0.01104,0.12459,0.15084,0.14320,0.66614,0.62204,0.63327
+91,91,Petroleum and coal products,57.31094,36804972259.27284,3240,0.04485,0.27410,0.28305,0.28040,Manufacturing,0.17069,0.24827,0.23274,0.17069,0.24827,0.23274,0.04227,0.07010,0.06202,non-corporate,0.00722,0.01740,0.01443,0.08713,0.11496,0.10687,0.40510,0.37884,0.38557
+92,92,Chemical products,28.24831,155956627360.72098,3250,0.07815,0.25660,0.25422,0.25487,Manufacturing,0.05912,0.14788,0.13018,0.05912,0.14788,0.13018,0.03726,0.06184,0.05470,non-corporate,0.00220,0.00915,0.00712,0.11541,0.13999,0.13285,0.72191,0.70248,0.70741
+93,93,Plastics and rubber products,41.70295,18759113941.02066,3260,0.06817,0.26980,0.27486,0.27333,Manufacturing,0.14579,0.22225,0.20683,0.14579,0.22225,0.20683,0.04104,0.06776,0.05999,non-corporate,0.00598,0.01506,0.01241,0.10921,0.13593,0.12816,0.55872,0.52567,0.53412
+94,94,Nonmetallic mineral products,50.65769,17930326841.17467,3270,0.05431,0.27301,0.28116,0.27873,Manufacturing,0.16451,0.24243,0.22678,0.16451,0.24243,0.22678,0.04196,0.06956,0.06154,non-corporate,0.00690,0.01686,0.01396,0.09627,0.12388,0.11585,0.46200,0.42855,0.43706
+95,95,Primary metals,43.39133,31384946425.55616,3310,0.05661,0.27311,0.28031,0.27814,Manufacturing,0.16505,0.23976,0.22464,0.16505,0.23976,0.22464,0.04199,0.06932,0.06137,non-corporate,0.00693,0.01662,0.01379,0.09859,0.12593,0.11797,0.52674,0.48534,0.49589
+96,96,Fabricated metal products,40.57109,33868174282.69432,3320,0.06834,0.27065,0.27629,0.27457,Manufacturing,0.15080,0.22691,0.21152,0.15080,0.22691,0.21152,0.04128,0.06817,0.06035,non-corporate,0.00623,0.01547,0.01276,0.10963,0.13651,0.12869,0.56315,0.52619,0.53565
+97,97,Machinery,45.59719,44994036766.73473,3330,0.07085,0.27030,0.27547,0.27392,Manufacturing,0.14875,0.22424,0.20905,0.14875,0.22424,0.20905,0.04118,0.06793,0.06016,non-corporate,0.00613,0.01523,0.01258,0.11204,0.13878,0.13101,0.52839,0.50056,0.50766
+98,98,Computer and electronic products,27.75599,67202508361.14622,3340,0.14689,0.26096,0.26121,0.26107,Manufacturing,0.08962,0.17460,0.15753,0.08962,0.17460,0.15753,0.03851,0.06385,0.05648,non-corporate,0.00345,0.01115,0.00890,0.18540,0.21074,0.20337,0.70403,0.67208,0.68016
+99,99,"Electrical equipment, appliances, and components",51.19822,13457767002.27841,3350,0.06238,0.27358,0.28075,0.27862,Manufacturing,0.16776,0.24113,0.22637,0.16776,0.24113,0.22637,0.04212,0.06944,0.06151,non-corporate,0.00707,0.01674,0.01392,0.10450,0.13182,0.12389,0.46559,0.43512,0.44279
+100,100,"Motor vehicles, bodies and trailers, and parts",39.59103,37968439962.33989,336M,0.10231,0.26796,0.27189,0.27069,Manufacturing,0.13469,0.21236,0.19672,0.13469,0.21236,0.19672,0.04051,0.06691,0.05924,non-corporate,0.00546,0.01421,0.01165,0.14282,0.16921,0.16154,0.58757,0.55768,0.56535
+101,101,Other transportation equipment,55.71089,37605705698.82620,336O,0.06783,0.27533,0.28303,0.28076,Manufacturing,0.17755,0.24820,0.23401,0.17755,0.24820,0.23401,0.04263,0.07010,0.06212,non-corporate,0.00757,0.01740,0.01454,0.11045,0.13793,0.12995,0.42516,0.40029,0.40657
+102,102,Furniture and related products,46.12348,3398491339.24600,3370,0.06149,0.27465,0.28276,0.28033,Manufacturing,0.17373,0.24737,0.23248,0.17373,0.24737,0.23248,0.04243,0.07002,0.06200,non-corporate,0.00737,0.01732,0.01441,0.10392,0.13151,0.12349,0.49505,0.45260,0.46330
+103,103,Miscellaneous manufacturing,44.10283,21983133311.41251,338A,0.07690,0.26870,0.27292,0.27165,Manufacturing,0.13916,0.21580,0.20042,0.13916,0.21580,0.20042,0.04072,0.06720,0.05951,non-corporate,0.00567,0.01450,0.01193,0.11763,0.14410,0.13641,0.54754,0.52074,0.52751
+104,104,Oil and gas extraction,9.26036,250060628349.92041,2110,0.07292,0.24756,0.24072,0.24260,Mining,-0.01120,0.09105,0.07045,-0.01120,0.09105,0.07045,0.03467,0.05798,0.05119,non-corporate,-0.00039,0.00528,0.00361,0.10758,0.13089,0.12410,0.90267,0.87896,0.88543
+105,105,"Mining, except oil and gas",36.47161,42556976403.16281,2120,0.05093,0.26244,0.26510,0.26424,Mining,0.09954,0.18878,0.17085,0.09954,0.18878,0.17085,0.03893,0.06496,0.05739,non-corporate,0.00388,0.01226,0.00980,0.08987,0.11590,0.10832,0.61823,0.58897,0.59666
+106,106,Support activities for mining,15.74712,25044165259.30807,2130,0.09481,0.25385,0.25041,0.25131,Mining,0.03875,0.13258,0.11362,0.03875,0.13258,0.11362,0.03647,0.06075,0.05368,non-corporate,0.00141,0.00805,0.00610,0.13128,0.15557,0.14850,0.84032,0.81289,0.82033
+107,107,"Other services, except government",36.31857,434659499245.39331,8100,0.04450,0.26941,0.27788,0.27522,"Other services, except government",0.14343,0.23205,0.21395,0.14343,0.23205,0.21395,0.04093,0.06862,0.06053,non-corporate,0.00587,0.01592,0.01295,0.08543,0.11313,0.10504,0.57254,0.49872,0.51736
+108,108,Legal services,29.93984,24694671280.08685,5411,0.09912,0.27147,0.27933,0.27691,"Professional, scientific, and technical services",0.15564,0.23668,0.22017,0.15564,0.23668,0.22017,0.04152,0.06904,0.06102,non-corporate,0.00646,0.01634,0.01343,0.14064,0.16815,0.16013,0.61950,0.55315,0.56981
+109,109,"Miscellaneous professional, scientific, and technical services",19.84614,250145961935.08807,5412,0.14671,0.25870,0.25811,0.25820,"Professional, scientific, and technical services",0.07402,0.16296,0.14506,0.07402,0.16296,0.14506,0.03786,0.06296,0.05566,non-corporate,0.00280,0.01026,0.00807,0.18457,0.20966,0.20236,0.77666,0.74099,0.75011
+110,110,Computer systems design and related services,22.66047,34987856978.92335,5415,0.19874,0.26743,0.27153,0.27024,"Professional, scientific, and technical services",0.13138,0.21115,0.19495,0.13138,0.21115,0.19495,0.04036,0.06680,0.05911,non-corporate,0.00530,0.01411,0.01152,0.23910,0.26554,0.25784,0.72376,0.67727,0.68910
+111,111,Real estate,84.96022,10194539931205.20117,5310,0.00516,0.28149,0.29809,0.29321,Real estate and rental and leasing,0.21023,0.29178,0.27561,0.21023,0.29178,0.27561,0.04439,0.07441,0.06569,non-corporate,0.00933,0.02171,0.01810,0.04955,0.07957,0.07084,0.11808,0.09578,0.10143
+112,112,Rental and leasing services and lessors of intangible assets,14.26025,187611316433.88910,5320,0.13356,0.25430,0.25074,0.25169,Real estate and rental and leasing,0.04216,0.13395,0.11543,0.04216,0.13395,0.11543,0.03660,0.06085,0.05379,non-corporate,0.00154,0.00815,0.00621,0.17016,0.19441,0.18735,0.85506,0.83185,0.83821
+113,113,Retail trade,68.40422,599107994988.67297,44RT,0.02814,0.28439,0.29850,0.29434,Retail trade,0.22473,0.29292,0.27917,0.22473,0.29292,0.27917,0.04522,0.07453,0.06601,non-corporate,0.01016,0.02183,0.01843,0.07336,0.10267,0.09415,0.26568,0.22728,0.23685
+114,114,Air transportation,14.96155,47796425035.43796,4810,0.07360,0.25442,0.25199,0.25257,Transportation and warehousing,0.04307,0.13900,0.11958,0.04307,0.13900,0.11958,0.03663,0.06121,0.05405,non-corporate,0.00158,0.00851,0.00646,0.11024,0.13481,0.12765,0.81931,0.78031,0.79045
+115,115,Railroad transportation,15.14169,83039763589.18028,4820,0.03034,0.24662,0.24060,0.24220,Transportation and warehousing,-0.01912,0.09053,0.06835,-0.01912,0.09053,0.06835,0.03440,0.05794,0.05107,non-corporate,-0.00066,0.00525,0.00349,0.06474,0.08829,0.08142,0.86528,0.83391,0.84245
+116,116,Water transportation,17.50642,9217710064.52573,4830,0.06936,0.25541,0.25352,0.25393,Transportation and warehousing,0.05037,0.14512,0.12589,0.05037,0.14512,0.12589,0.03692,0.06164,0.05444,non-corporate,0.00186,0.00895,0.00685,0.10628,0.13100,0.12379,0.81380,0.77520,0.78545
+117,117,Truck transportation,19.74733,37317255861.67974,4840,0.13042,0.25936,0.25889,0.25894,Transportation and warehousing,0.07866,0.16594,0.14832,0.07866,0.16594,0.14832,0.03805,0.06318,0.05587,non-corporate,0.00299,0.01048,0.00829,0.16847,0.19360,0.18629,0.78356,0.75281,0.76092
+118,118,Transit and ground passenger transportation,25.50512,10233125938.31284,4850,0.08065,0.26694,0.27232,0.27061,Transportation and warehousing,0.12837,0.21380,0.19639,0.12837,0.21380,0.19639,0.04022,0.06703,0.05921,non-corporate,0.00516,0.01433,0.01163,0.12087,0.14768,0.13986,0.67381,0.60987,0.62602
+119,119,Pipeline transportation,8.49334,33708295455.20280,4860,0.05378,0.24639,0.23917,0.24115,Transportation and warehousing,-0.02109,0.08403,0.06284,-0.02109,0.08403,0.06284,0.03433,0.05753,0.05077,non-corporate,-0.00072,0.00483,0.00319,0.08812,0.11132,0.10456,0.90782,0.88171,0.88878
+120,120,Other transportation and support activities,23.54062,34235605978.81979,487S,0.06371,0.25755,0.25752,0.25739,Transportation and warehousing,0.06589,0.16070,0.14149,0.06589,0.16070,0.14149,0.03753,0.06279,0.05542,non-corporate,0.00247,0.01009,0.00784,0.10124,0.12650,0.11914,0.74840,0.70648,0.71742
+121,121,Warehousing and storage,38.87182,15189477206.55462,4930,0.04458,0.27527,0.28655,0.28311,Transportation and warehousing,0.17719,0.25887,0.24222,0.17719,0.25887,0.24222,0.04261,0.07111,0.06279,non-corporate,0.00755,0.01841,0.01521,0.08719,0.11568,0.10737,0.50854,0.43069,0.45007
+122,122,Utilities,16.13995,110848021471.90637,2200,0.04133,0.24968,0.24531,0.24641,Utilities,0.00621,0.11119,0.08987,0.00621,0.11119,0.08987,0.03528,0.05929,0.05228,non-corporate,0.00022,0.00659,0.00470,0.07661,0.10062,0.09361,0.84972,0.81267,0.82270
+123,123,Wholesale trade,74.90337,387578651034.04889,4200,0.03635,0.28475,0.29768,0.29391,Wholesale trade,0.22650,0.29068,0.27780,0.22650,0.29068,0.27780,0.04532,0.07429,0.06589,non-corporate,0.01027,0.02160,0.01830,0.08168,0.11065,0.10224,0.23058,0.21193,0.21664
124,124,Accommodation and food services,57.53282,422339182442.50781,,0.03387,0.25215,0.36687,0.33002,Accommodation and food services,-0.04221,0.38574,0.30013,0.20288,0.44188,0.39395,0.04989,0.09442,0.08013,corporate,0.01012,0.04172,0.03157,0.08377,0.12829,0.11400,0.36527,0.29158,0.31076
125,125,Administrative and waste management services,25.41352,175956964097.71542,,0.10934,0.29365,0.39682,0.36364,Administrative and waste management services,0.17013,0.44036,0.38015,0.36529,0.49152,0.46325,0.06266,0.10364,0.09047,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",-0.05278,0.36840,0.28309,0.19480,0.42614,0.37920,0.04939,0.09183,0.07822,corporate,0.00962,0.03913,0.02966,0.08778,0.13021,0.11661,0.44426,0.41841,0.42589
@@ -137,19 +137,19 @@
137,137,"Professional, scientific, and technical services",20.56875,311940720409.51123,,0.15141,0.32293,0.42496,0.39219,"Professional, scientific, and technical services",0.27447,0.48351,0.43501,0.44509,0.53072,0.51075,0.07167,0.11230,0.09926,corporate,0.03190,0.05960,0.05070,0.22308,0.26370,0.25067,0.76970,0.71502,0.72972
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,-0.12888,0.36236,0.26754,0.13659,0.42064,0.36573,0.04606,0.09096,0.07656,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,-0.03254,0.35466,0.27333,0.21027,0.41365,0.37075,0.05036,0.08988,0.07717,corporate,0.01059,0.03718,0.02861,0.11056,0.15008,0.13738,0.82870,0.77870,0.79282
-143,143,Accommodation and food services,51.99285,453453559856.99200,,0.03613,0.21349,0.19521,0.20048,Accommodation and food services,0.25433,0.18317,0.19938,0.25433,0.18317,0.19938,0.04701,0.06452,0.05943,non-corporate,0.01196,0.01182,0.01185,0.08315,0.10065,0.09556,0.37131,0.33126,0.34176
-144,144,Administrative and waste management services,24.64493,133222200108.78630,,0.11416,0.19865,0.17500,0.18183,Administrative and waste management services,0.19038,0.11369,0.13114,0.19038,0.11369,0.13114,0.04330,0.05946,0.05476,non-corporate,0.00824,0.00676,0.00718,0.15746,0.17362,0.16893,0.71132,0.68407,0.69139
-145,145,"Agriculture, forestry, fishing, and hunting",65.56676,878144931747.60754,,0.03088,0.20820,0.18783,0.19372,"Agriculture, forestry, fishing, and hunting",0.23272,0.15909,0.17593,0.23272,0.15909,0.17593,0.04569,0.06267,0.05774,non-corporate,0.01063,0.00997,0.01016,0.07657,0.09355,0.08862,0.34587,0.33615,0.33883
-146,146,"Arts, entertainment, and recreation",30.79395,189876790496.84369,,0.05699,0.19927,0.17616,0.18283,"Arts, entertainment, and recreation",0.19325,0.11799,0.13511,0.19325,0.11799,0.13511,0.04345,0.05975,0.05502,non-corporate,0.00840,0.00705,0.00743,0.10044,0.11673,0.11200,0.65614,0.63006,0.63709
-149,149,Finance and insurance,55.56686,309388598976.24060,,0.05886,0.21124,0.19212,0.19764,Finance and insurance,0.24529,0.17327,0.18970,0.24529,0.17327,0.18970,0.04645,0.06374,0.05872,non-corporate,0.01139,0.01104,0.01114,0.10531,0.12260,0.11758,0.37188,0.34375,0.35116
-150,150,Health care and social assistance,31.77017,712395799031.93506,,0.05663,0.20671,0.18652,0.19232,Health care and social assistance,0.22639,0.15467,0.17091,0.22639,0.15467,0.17091,0.04532,0.06234,0.05739,non-corporate,0.01026,0.00964,0.00981,0.10195,0.11897,0.11402,0.55180,0.50199,0.51509
-151,151,Information,20.47709,167179370662.11737,,0.08615,0.19621,0.17156,0.17868,Information,0.17879,0.10067,0.11845,0.17879,0.10067,0.11845,0.04269,0.05860,0.05398,non-corporate,0.00763,0.00590,0.00639,0.12884,0.14475,0.14013,0.78052,0.75546,0.76233
-152,152,Management of companies and enterprises,43.27634,90403382551.37852,,0.07684,0.20993,0.19040,0.19603,Management of companies and enterprises,0.23991,0.16763,0.18409,0.23991,0.16763,0.18409,0.04612,0.06331,0.05832,non-corporate,0.01107,0.01061,0.01074,0.12296,0.14015,0.13516,0.46085,0.42112,0.43154
-153,153,Manufacturing,40.15757,649562708071.83960,,0.07667,0.20316,0.18047,0.18703,Manufacturing,0.21095,0.13363,0.15134,0.21095,0.13363,0.15134,0.04443,0.06083,0.05607,non-corporate,0.00937,0.00813,0.00849,0.12110,0.13750,0.13274,0.56865,0.54958,0.55466
-154,154,Mining,13.41725,317661770012.39130,,0.07170,0.18972,0.16295,0.17068,Mining,0.14631,0.06631,0.08451,0.14631,0.06631,0.08451,0.04107,0.05644,0.05197,non-corporate,0.00601,0.00374,0.00439,0.11276,0.12814,0.12367,0.85112,0.83490,0.83940
-155,155,"Other services, except government",36.31857,434659499245.39331,,0.04450,0.20549,0.18500,0.19089,"Other services, except government",0.22117,0.14950,0.16570,0.22117,0.14950,0.16570,0.04501,0.06196,0.05703,non-corporate,0.00996,0.00926,0.00945,0.08952,0.10646,0.10154,0.54554,0.49872,0.51112
-156,156,"Professional, scientific, and technical services",20.96846,309828490194.09827,,0.14879,0.19809,0.17398,0.18094,"Professional, scientific, and technical services",0.18774,0.10985,0.12762,0.18774,0.10985,0.12762,0.04316,0.05920,0.05454,non-corporate,0.00810,0.00650,0.00696,0.19195,0.20799,0.20333,0.74388,0.71883,0.72551
-157,157,Real estate and rental and leasing,83.68263,10382151247639.08984,,0.00748,0.21498,0.19788,0.20283,Real estate and rental and leasing,0.26022,0.19157,0.20723,0.26022,0.19157,0.20723,0.04739,0.06519,0.06002,non-corporate,0.01233,0.01249,0.01244,0.05487,0.07266,0.06750,0.12327,0.10908,0.11285
-159,159,Transportation and warehousing,17.78260,270737659129.71378,,0.06294,0.19279,0.16731,0.17466,Transportation and warehousing,0.16198,0.08405,0.10174,0.16198,0.08405,0.10174,0.04183,0.05753,0.05297,non-corporate,0.00678,0.00484,0.00539,0.10477,0.12048,0.11591,0.79419,0.77002,0.77660
+143,143,Accommodation and food services,51.99285,453453559856.99200,,0.03613,0.27970,0.29321,0.28917,Accommodation and food services,0.20101,0.27823,0.26262,0.20101,0.27823,0.26262,0.04388,0.07301,0.06453,non-corporate,0.00882,0.02031,0.01695,0.08001,0.10915,0.10066,0.39485,0.33126,0.34707
+144,144,Administrative and waste management services,24.64493,133222200108.78630,,0.11416,0.26126,0.26286,0.26227,Administrative and waste management services,0.09164,0.18066,0.16264,0.09164,0.18066,0.16264,0.03859,0.06432,0.05682,non-corporate,0.00354,0.01162,0.00924,0.15276,0.17848,0.17099,0.72662,0.68407,0.69504
+145,145,"Agriculture, forestry, fishing, and hunting",65.56676,878144931747.60754,,0.03088,0.27312,0.28209,0.27944,"Agriculture, forestry, fishing, and hunting",0.16513,0.24531,0.22932,0.16513,0.24531,0.22932,0.04199,0.06983,0.06174,non-corporate,0.00693,0.01713,0.01416,0.07287,0.10071,0.09262,0.35103,0.33615,0.34015
+146,146,"Arts, entertainment, and recreation",30.79395,189876790496.84369,,0.05699,0.26177,0.26460,0.26367,"Arts, entertainment, and recreation",0.09508,0.18697,0.16850,0.09508,0.18697,0.16850,0.03874,0.06482,0.05722,non-corporate,0.00368,0.01212,0.00964,0.09573,0.12180,0.11421,0.67069,0.63006,0.64059
+149,149,Finance and insurance,55.56686,309388598976.24060,,0.05886,0.27687,0.28856,0.28508,Finance and insurance,0.18598,0.26484,0.24898,0.18598,0.26484,0.24898,0.04307,0.07168,0.06336,non-corporate,0.00801,0.01898,0.01577,0.10193,0.13054,0.12222,0.38830,0.34375,0.35490
+150,150,Health care and social assistance,31.77017,712395799031.93506,,0.05663,0.27100,0.28016,0.27731,Health care and social assistance,0.15288,0.23928,0.22164,0.15288,0.23928,0.22164,0.04138,0.06927,0.06113,non-corporate,0.00633,0.01658,0.01355,0.09801,0.12591,0.11776,0.58093,0.50199,0.52170
+151,151,Information,20.47709,167179370662.11737,,0.08615,0.25830,0.25769,0.25775,Information,0.07123,0.16137,0.14309,0.07123,0.16137,0.14309,0.03775,0.06284,0.05553,non-corporate,0.00269,0.01014,0.00795,0.12390,0.14899,0.14168,0.79401,0.75546,0.76572
+152,152,Management of companies and enterprises,43.27634,90403382551.37852,,0.07684,0.27526,0.28598,0.28274,Management of companies and enterprises,0.17713,0.25716,0.24096,0.17713,0.25716,0.24096,0.04260,0.07094,0.06269,non-corporate,0.00755,0.01824,0.01511,0.11944,0.14778,0.13953,0.48421,0.42112,0.43681
+153,153,Manufacturing,40.15757,649562708071.83960,,0.07667,0.26724,0.27104,0.26988,Manufacturing,0.13021,0.20947,0.19354,0.13021,0.20947,0.19354,0.04031,0.06666,0.05900,non-corporate,0.00525,0.01396,0.01142,0.11698,0.14333,0.13567,0.57955,0.54958,0.55720
+154,154,Mining,13.41725,317661770012.39130,,0.07170,0.25005,0.24475,0.24619,Mining,0.00918,0.10880,0.08874,0.00918,0.10880,0.08874,0.03538,0.05913,0.05222,non-corporate,0.00032,0.00643,0.00463,0.10708,0.13083,0.12391,0.85965,0.83490,0.84161
+155,155,"Other services, except government",36.31857,434659499245.39331,,0.04450,0.26941,0.27788,0.27522,"Other services, except government",0.14343,0.23205,0.21395,0.14343,0.23205,0.21395,0.04093,0.06862,0.06053,non-corporate,0.00587,0.01592,0.01295,0.08543,0.11313,0.10504,0.57254,0.49872,0.51736
+156,156,"Professional, scientific, and technical services",20.96846,309828490194.09827,,0.14879,0.26070,0.26131,0.26105,"Professional, scientific, and technical services",0.08785,0.17500,0.15742,0.08785,0.17500,0.15742,0.03843,0.06388,0.05647,non-corporate,0.00338,0.01118,0.00889,0.18722,0.21267,0.20526,0.75816,0.71883,0.72885
+157,157,Real estate and rental and leasing,83.68263,10382151247639.08984,,0.00748,0.28100,0.29723,0.29246,Real estate and rental and leasing,0.20772,0.28944,0.27323,0.20772,0.28944,0.27323,0.04425,0.07417,0.06547,non-corporate,0.00919,0.02147,0.01789,0.05173,0.08164,0.07295,0.13140,0.10908,0.11474
+159,159,Transportation and warehousing,17.78260,270737659129.71378,,0.06294,0.25378,0.25131,0.25190,Transportation and warehousing,0.03824,0.13625,0.11641,0.03824,0.13625,0.11641,0.03645,0.06101,0.05385,non-corporate,0.00139,0.00831,0.00627,0.09939,0.12395,0.11679,0.80741,0.77002,0.77986
162,162,Overall,38.79367,20307631178754.23438,,0.06162,0.26362,0.36976,0.33565,Overall,0.02659,0.39146,0.31494,0.25550,0.44708,0.40678,0.05342,0.09531,0.08186,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,,0.02639,0.21153,0.19289,0.19827,Overall,0.24647,0.17575,0.19187,0.24647,0.17575,0.19187,0.04652,0.06393,0.05888,non-corporate,0.01147,0.01124,0.01130,0.07291,0.09033,0.08527,0.26817,0.24902,0.25411
+163,163,Overall,68.60454,17036588368688.33008,,0.02639,0.27694,0.28971,0.28593,Overall,0.18634,0.26820,0.25186,0.18634,0.26820,0.25186,0.04309,0.07201,0.06360,non-corporate,0.00803,0.01931,0.01602,0.06948,0.09840,0.08999,0.27914,0.24902,0.25666
diff --git a/setup.py b/setup.py
index 5cb0dd36..1a738aa1 100644
--- a/setup.py
+++ b/setup.py
@@ -9,7 +9,7 @@
download_url="https://github.com/PSLmodels/Cost-of-Capital-Calculator",
long_description_content_type="text/markdown",
long_description=longdesc,
- version="1.5.2",
+ version="2.0.0",
license="CC0 1.0 Universal (CC0 1.0) Public Domain Dedication",
packages=["ccc"],
include_package_data=True,