Repository: PolicyEngine/policyengine-uk (language: python)

Issue:
Apply formatting to YAML files



Discussion / hints:

Fix patch:
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 6fb9dcbc2..6e98e72d1 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,191 +2,191 @@
 
 All notable changes to this project will be documented in this file.
 
-The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/), 
+The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
 and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
 
 ## [0.10.6] - 2022-01-17
 
 ### Added
 
-* Stocks/flows metadata for PolicyEngine-facing variables.
+- Stocks/flows metadata for PolicyEngine-facing variables.
 
 ## [0.10.5] - 2022-01-16
 
 ### Added
 
-* When datasets are not available, a prompt is displayed to download them or use synthetic data.
-* CLI interface trigger changed from `openfisca-uk-setup` to `openfisca-uk` and default years updated.
+- When datasets are not available, a prompt is displayed to download them or use synthetic data.
+- CLI interface trigger changed from `openfisca-uk-setup` to `openfisca-uk` and default years updated.
 
 ## [0.10.4] - 2022-01-14
 
 ### Changed
 
-* OpenFisca-UK-Data version increased to 0.7.0.
+- OpenFisca-UK-Data version increased to 0.7.0.
 
 ## [0.10.3] - 2022-01-12
 
 ### Changed
 
-* Education benefits summed in a formula.
+- Education benefits summed in a formula.
 
 ### Added
 
-* Sure Start Maternity Grant (reported).
+- Sure Start Maternity Grant (reported).
 
 ### Fixed
 
-* Some maternity benefits (SSMG, SMP) and WFA not included in benefits.
+- Some maternity benefits (SSMG, SMP) and WFA not included in benefits.
 
 ## [0.10.2] - 2022-01-08
 
 ### Changed
 
-* Removes the `u` prefix from all variable label strings.
+- Removes the `u` prefix from all variable label strings.
 
 ## [0.10.1] - 2022-01-08
 
 ### Changed
 
-* Label metadata for tax variables.
+- Label metadata for tax variables.
 
 ## [0.10.0] - 2022-01-07
 
 ### Added
 
-* Parameter representing the Child Tax Credit's child limit.
+- Parameter representing the Child Tax Credit's child limit.
 
 ### Changed
 
-* Renamed parameter representing Universal Credit's child limit.
+- Renamed parameter representing Universal Credit's child limit.
 
 ## [0.9.2] - 2022-01-07
 
 ### Added
 
-* Metadata for the Dividend, Property and Trading Allowances.
+- Metadata for the Dividend, Property and Trading Allowances.
 
 ## [0.9.1] - 2021-12-29
 
 ### Added
 
-* Microsimulation tests and YAML data for Child Benefit, Tax Credits and Council Tax.
-* Documentation page for Tax Credits.
-* Simplified dataset usage to enhanced FRS only.
+- Microsimulation tests and YAML data for Child Benefit, Tax Credits and Council Tax.
+- Documentation page for Tax Credits.
+- Simplified dataset usage to enhanced FRS only.
 
 ## [0.9.0] - 2021-12-29
 
 ### Added
 
-* Minimum tax credit benefit amount.
+- Minimum tax credit benefit amount.
 
 ## [0.8.1] - 2021-12-29
 
 ### Removed
 
-* Benefit unit- and household-level saved random numbers for take-up.
+- Benefit unit- and household-level saved random numbers for take-up.
 
 ## [0.8.0] - 2021-12-27
 
 ### Added
 
-* Historical Working Tax Credit parameters since 2002 (previously since 2016).
-* Legislative references for Working Tax Credit parameters.
+- Historical Working Tax Credit parameters since 2002 (previously since 2016).
+- Legislative references for Working Tax Credit parameters.
 
 ### Changed
 
-* Working Tax Credit child care parameters represent the maximum amount, prior to the share covered.
+- Working Tax Credit child care parameters represent the maximum amount, prior to the share covered.
 
 ### Fixed
 
-* Apply Working Tax Credit old-age provision to 60-year-olds.
-* Qualify people working 30 hours for the Working Tax Credit.
-* Point AFCS to AFCS_reported instead of AA_reported.
-* Fix units on some variables.
+- Apply Working Tax Credit old-age provision to 60-year-olds.
+- Qualify people working 30 hours for the Working Tax Credit.
+- Point AFCS to AFCS_reported instead of AA_reported.
+- Fix units on some variables.
 
 ## [0.7.17] - 2021-12-23
 
 ### Added
 
-* Units for some variables.
+- Units for some variables.
 
 ### Changed
 
-* Code refactoring.
+- Code refactoring.
 
 ## 0.4.0 - 2021-07-05
 
 ### Added
 
-* Tests for variable naming conventions.
-* Postcode lookup optional features available.
-* LHA rates for all BRMA areas added.
+- Tests for variable naming conventions.
+- Postcode lookup optional features available.
+- LHA rates for all BRMA areas added.
 
 ### Changed
 
-* OpenFisca-UK now runs from the official OpenFisca-Core.
+- OpenFisca-UK now runs from the official OpenFisca-Core.
 
 ## 0.3.0
 
 ### Added
 
-* New interface for microsimulation.
-* Sources in tax logic.
-* Tests.
+- New interface for microsimulation.
+- Sources in tax logic.
+- Tests.
 
 ### Changed
 
-* Microdata now generated and loaded in-model.
-* Variable time periods made more consistent.
-* Derivative calculations made more efficient and have more options.
+- Microdata now generated and loaded in-model.
+- Variable time periods made more consistent.
+- Derivative calculations made more efficient and have more options.
 
 ## 0.2.3 - 2021-04-21
 
 ### Changed
 
-* MicroDataFrame and MicroSeries returned by default.
+- MicroDataFrame and MicroSeries returned by default.
 
 ### Fixed
 
-* Bugs.
+- Bugs.
 
 ## 0.2.2
 
 ### Added
 
-* Jupyter-Book documentation.
-* More detailed disability variables.
+- Jupyter-Book documentation.
+- More detailed disability variables.
 
 ### Fixed
 
-* IndividualSim reform handling.
+- IndividualSim reform handling.
 
 ## 0.2.1
 
 ### Changed
 
-* Improved documentation of parameters.
-* Tests now occur in 2021 to ensure FY20-21 parameters are used.
+- Improved documentation of parameters.
+- Tests now occur in 2021 to ensure FY20-21 parameters are used.
 
 ### Fixed
 
-* Bug in CB-HITC that caused overestimation.
+- Bug in CB-HITC that caused overestimation.
 
 ## 0.2.0 - 2020-12-05
 
 ### Changed
 
-* Time periods now appropriate, using an implementation of WEEK for most benefits.
-* MTRs handled properly and include a breakdown.
-* Simulation tools are improved and included in a class.
+- Time periods now appropriate, using an implementation of WEEK for most benefits.
+- MTRs handled properly and include a breakdown.
+- Simulation tools are improved and included in a class.
 
 ## 0.1.0 - 2020-11-08
 
 ### Added
 
-* Income Tax and National Insurance.
-* All benefits are at least taken from survey reporting (can be switched on-off).
-* Child Benefit is modelled, others such as Income Support, JSA (both types), Tax Credits can be simulated/reformed but require more reviewing in how to account for discrepancies caused by take-up rates.
-* Four budget-neutral UBI reforms are implemented.
-* 15 test cases (unit and integration) testing benefits and taxes.
-* Simulation helper tools.
+- Income Tax and National Insurance.
+- All benefits are at least taken from survey reporting (can be switched on-off).
+- Child Benefit is modelled, others such as Income Support, JSA (both types), Tax Credits can be simulated/reformed but require more reviewing in how to account for discrepancies caused by take-up rates.
+- Four budget-neutral UBI reforms are implemented.
+- 15 test cases (unit and integration) testing benefits and taxes.
+- Simulation helper tools.
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 1e3242488..931e87e60 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -2,7 +2,6 @@ Thank you for wanting to contribute to OpenFisca! :smiley:
 
 TL;DR: [GitHub Flow](https://guides.github.com/introduction/flow/), [SemVer](http://semver.org/).
 
-
 ## Pull requests
 
 We follow the [GitHub Flow](https://guides.github.com/introduction/flow/): all code contributions are submitted via a pull request towards the `master` branch.
@@ -21,7 +20,6 @@ In case of breaking changes, you **must** give details about what features were
 
 > You must also provide guidelines to help users adapt their code to be compatible with the new version of the package.
 
-
 ## Advertising changes
 
 ### Version number
@@ -50,8 +48,8 @@ Each change must be documented with the following elements:
 
 - On the first line appears as a title the version number, as well as a link towards the Pull Request introducing the change. The title level must match the incrementation level of the version.
 
-
 > For instance :
+>
 > # 13.0.0 - [#671](https://github.com/openfisca/openfisca-france/pull/671)
 >
 > ## 13.2.0 - [#676](https://github.com/openfisca/openfisca-france/pull/676)
@@ -59,16 +57,17 @@ Each change must be documented with the following elements:
 > ### 13.1.5 - [#684](https://github.com/openfisca/openfisca-france/pull/684)
 
 - The second line indicates the type of the change. The possible types are:
- - `Tax and benefit system evolution`: Calculation improvement, fix, or update. Impacts the users interested in calculations.
- - `Technical improvement`: Performances improvement, installing process change, formula syntax change… Impacts the users who write legislation and/or deploy their own instance.
- - `Crash fix`: Impact all reusers.
- - `Minor change`: Refactoring, metadata… Has no impact on users.
+- `Tax and benefit system evolution`: Calculation improvement, fix, or update. Impacts the users interested in calculations.
+- `Technical improvement`: Performances improvement, installing process change, formula syntax change… Impacts the users who write legislation and/or deploy their own instance.
+- `Crash fix`: Impact all reusers.
+- `Minor change`: Refactoring, metadata… Has no impact on users.
 
 - In the case of a `Tax and benefit system evolution`, the following elements must then be specified:
   - The periods impacted by the change. To avoid any ambiguity, the start day and/or the end day of the impacted periods must be precised. For instance, `from 01/01/2017` is correct, but `from 2017` is not, as it is ambiguous: it is not clear wheter 2017 is included or not in the impacted period.
   - The tax and benefit system areas impacted by the change. These areas are described by the relative paths to the modified files, without the `.py` extension.
 
 > For instance :
+>
 > - Impacted periods: Until 31/12/2015.
 > - Impacted areas: `benefits/healthcare/universal_coverage`
 
@@ -76,7 +75,7 @@ Each change must be documented with the following elements:
 
 > For instance:
 >
-> * Details :
+> - Details :
 >   - These variables now return a yearly amount (instead of monthly):
 >     - `middle_school_scholarship`
 >     - `high_school_scholarship`
@@ -84,11 +83,12 @@ Each change must be documented with the following elements:
 >
 > or :
 >
-> * Details :
->  - Use OpenFisca-Core `12.0.0`
->  - Change the syntax used to declare parameters:
->      - Remove "fuzzy" attribute
->      - Remove "end" attribute
->      - All parameters are assumed to be valid until and end date is explicitely specified with an `<END>` tag
+> - Details :
+>
+> * Use OpenFisca-Core `12.0.0`
+> * Change the syntax used to declare parameters:
+>   - Remove "fuzzy" attribute
+>   - Remove "end" attribute
+>   - All parameters are assumed to be valid until and end date is explicitely specified with an `<END>` tag
 
 When a Pull Request contains several disctincts changes, several paragraphs may be added to the Changelog. To be properly formatted in Markdown, these paragraphs must be separated by `<!-- -->`.
diff --git a/PSL_catalog.json b/PSL_catalog.json
index a2eef8aae..a06e62cde 100644
--- a/PSL_catalog.json
+++ b/PSL_catalog.json
@@ -48,4 +48,4 @@
         "type": null,
         "data": null
     }
-}
+}
\ No newline at end of file
diff --git a/README.md b/README.md
index 399edf41d..ee300879f 100644
--- a/README.md
+++ b/README.md
@@ -10,7 +10,7 @@ The elements are described in different folders. All the modelling happens withi
 - The formulas and inputs are in the `variables` folder.
 - This country package comes also with reforms in the `reforms` folder.
 
-The files that are outside from the `openfisca_uk` folder are used to set up the development environment. Installation instructions are located along with other documentation in the ```docs``` folder.
+The files that are outside from the `openfisca_uk` folder are used to set up the development environment. Installation instructions are located along with other documentation in the `docs` folder.
 
 We're grateful to the [UKMOD](https://www.iser.essex.ac.uk/research/projects/ukmod) team for publishing descriptions of their model; our ability to reference these descriptions accelerated OpenFisca UK's development. UKMOD is maintained, developed and managed by the Centre for Microsimulation and Policy Analysis at the Institute for Social and Economic Research (ISER), University of Essex.
 
diff --git a/docs/book/environment.yml b/docs/book/environment.yml
index 94c3bf631..21a4f5196 100644
--- a/docs/book/environment.yml
+++ b/docs/book/environment.yml
@@ -2,11 +2,11 @@ name: openfisca_uk
 channels:
   - defaults
 dependencies:
-- numpy
-- pandas
-- pip
-- pytest
-- setuptools
-- pip:
-  - jupyter-book>=0.11.1
-  - sphinxcontrib-bibtex>=1.0.0
+  - numpy
+  - pandas
+  - pip
+  - pytest
+  - setuptools
+  - pip:
+      - jupyter-book>=0.11.1
+      - sphinxcontrib-bibtex>=1.0.0
diff --git a/docs/summary/INSTALLATION.md b/docs/summary/INSTALLATION.md
index cf8c02815..4c5b7ab8e 100644
--- a/docs/summary/INSTALLATION.md
+++ b/docs/summary/INSTALLATION.md
@@ -35,6 +35,7 @@ Two install procedures are available. Pick procedure A or B below depending on h
 ### A. Minimal Installation (Pip Install)
 
 Follow this installation if you wish to:
+
 - run calculations on a large population;
 - create tax & benefits simulations;
 - write an extension to this legislation (e.g. city specific tax & benefits);
@@ -55,6 +56,7 @@ python --version  # should print "Python 2.7.xx".
 pip --version  # should print at least 9.0.
 #if not, run "pip install --upgrade pip"
 ```
+
 Install the Country Package:
 
 ```sh
@@ -69,6 +71,7 @@ pip install openfisca_uk
 - To serve this Country Package, serve the [OpenFisca web API](#serve-your-country-package-with-the-openFisca-web-api).
 
 Depending on what you want to do with OpenFisca, you may want to install yet other packages in your virtualenv:
+
 - To install extensions or write on top of this Country Package, head to the [Extensions documentation](https://openfisca.org/doc/contribute/extensions.html).
 - To plot simulation results, try [matplotlib](http://matplotlib.org/).
 - To manage data, check out [pandas](http://pandas.pydata.org/).
@@ -76,6 +79,7 @@ Depending on what you want to do with OpenFisca, you may want to install yet oth
 ### B. Advanced Installation (Git Clone)
 
 Follow this tutorial if you wish to:
+
 - create or change this Country Package's legislation;
 - contribute to the source code.
 
@@ -96,6 +100,7 @@ python --version  # should print "Python 2.7.xx".
 pip --version  # should print at least 9.0.
 #if not, run "pip install --upgrade pip"
 ```
+
 Clone this Country Package on your machine:
 
 ```sh
diff --git a/docs/summary/VARIABLES.md b/docs/summary/VARIABLES.md
index e1d9ca42c..24dd2559e 100644
--- a/docs/summary/VARIABLES.md
+++ b/docs/summary/VARIABLES.md
@@ -5,6 +5,7 @@ This document describes the input variables expected for microsimulation. None o
 ## Entities
 
 OpenFisca-UK deals with three main entity types:
+
 - Person: a singular entity, either adult or child.
 - Benefit Unit: standard unit for benefit entitlement, consisting of:
   - 1 adult
@@ -16,7 +17,7 @@ Note. Benefit Units are often referred to as "families". While this is often equ
 
 ## Entity variables
 
-Each entity type has a set of variables which can be populated. In OpenFisca-UK, all variable definitions are organised by their entity type. These are detailed with descriptive statistics in ```docs\VARIABLE_STATS.md```.
+Each entity type has a set of variables which can be populated. In OpenFisca-UK, all variable definitions are organised by their entity type. These are detailed with descriptive statistics in `docs\VARIABLE_STATS.md`.
 
 IMPORTANT: All variables are weeklysed. This decision has been taken because the FRS weeklyises practically all variables - this has been preserved in OpenFisca-UK in order to minimise the risk of incorrectly imputing values. However, OpenFisca itself does not provide a WEEK period for variables, so currently all variables use the ETERNITY period. This should be interpreted as a variable describing an abstract week, instead of a particular week in time. Suggestions very welcome on other approaches than this imperfect solution.
 
diff --git a/docs/summary/VARIABLE_STATS.md b/docs/summary/VARIABLE_STATS.md
index 3574810a0..5c0c60d7d 100644
--- a/docs/summary/VARIABLE_STATS.md
+++ b/docs/summary/VARIABLE_STATS.md
@@ -2,8 +2,8 @@
 
 All statistics generated from the uprated (to 2020) 2018-19 Family Resources Survey, with simulation turned on.
 
-
 - baseline_hbai_excluded_income:
+
   - Type: float
   - Entity: household
   - Description: HBAI-excluded income (baseline)
@@ -12,8 +12,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 3,358.1
   - Non-zero count: 0.0
 
-
 - hbai_excluded_income:
+
   - Type: float
   - Entity: household
   - Description: HBAI-excluded income
@@ -22,8 +22,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 3,358.1
   - Non-zero count: 0.0
 
-
 - hbai_excluded_income_change:
+
   - Type: float
   - Entity: household
   - Description: Change in HBAI-excluded income
@@ -32,8 +32,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - baseline_corporate_sdlt:
+
   - Type: float
   - Entity: household
   - Description: Stamp Duty (corporations, baseline)
@@ -42,8 +42,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 253.6
   - Non-zero count: 19,499,961.0
 
-
 - corporate_sdlt:
+
   - Type: float
   - Entity: household
   - Description: Stamp Duty (corporations)
@@ -52,8 +52,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 253.6
   - Non-zero count: 19,499,961.0
 
-
 - corporate_sdlt_change_incidence:
+
   - Type: float
   - Entity: household
   - Description: Corporate Stamp Duty
@@ -62,8 +62,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - expected_sdlt:
+
   - Type: float
   - Entity: household
   - Description: Stamp Duty (expected)
@@ -72,8 +72,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,289.8
   - Non-zero count: 19,904,665.0
 
-
 - sdlt_liable:
+
   - Type: bool
   - Entity: household
   - Description: Liable for Stamp Duty
@@ -82,8 +82,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.4
   - Non-zero count: 24,155,043.0
 
-
 - sdlt_on_non_residential_property_rent:
+
   - Type: float
   - Entity: household
   - Description: Stamp Duty on non-residential property
@@ -92,8 +92,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - sdlt_on_non_residential_property_transactions:
+
   - Type: float
   - Entity: household
   - Description: Stamp Duty on non-residential property
@@ -102,8 +102,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 927.0
   - Non-zero count: 96,666.0
 
-
 - sdlt_on_rent:
+
   - Type: float
   - Entity: household
   - Description: SDLT on property rental
@@ -112,8 +112,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - sdlt_on_residential_property_rent:
+
   - Type: float
   - Entity: household
   - Description: Stamp Duty on residential property
@@ -122,8 +122,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - sdlt_on_residential_property_transactions:
+
   - Type: float
   - Entity: household
   - Description: Stamp Duty on residential property
@@ -132,8 +132,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 23,819.2
   - Non-zero count: 3,736,374.0
 
-
 - sdlt_on_transactions:
+
   - Type: float
   - Entity: household
   - Description: SDLT on property transactions
@@ -142,8 +142,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 23,982.3
   - Non-zero count: 3,766,992.0
 
-
 - stamp_duty_land_tax:
+
   - Type: float
   - Entity: household
   - Description: Stamp Duty Land Tax
@@ -152,8 +152,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 22,763.9
   - Non-zero count: 3,283,609.0
 
-
 - child_benefit:
+
   - Type: float
   - Entity: benunit
   - Description: Child Benefit
@@ -162,8 +162,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 729.5
   - Non-zero count: 7,043,208.0
 
-
 - child_benefit_less_tax_charge:
+
   - Type: float
   - Entity: benunit
   - Description: Child Benefit (less tax charge)
@@ -172,8 +172,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 677.8
   - Non-zero count: 5,952,386.0
 
-
 - child_benefit_reported:
+
   - Type: float
   - Entity: person
   - Description: Child Benefit (reported amount)
@@ -182,8 +182,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 537.6
   - Non-zero count: 6,417,582.905776978
 
-
 - child_benefit_respective_amount:
+
   - Type: float
   - Entity: person
   - Description: Child Benefit (respective amount)
@@ -192,8 +192,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 388.0
   - Non-zero count: 13,551,018.06652832
 
-
 - is_imputed_to_take_up_child_benefit:
+
   - Type: bool
   - Entity: benunit
   - Description: Is imputed to take up Child Benefit
@@ -202,8 +202,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.3
   - Non-zero count: 32,417,746.0
 
-
 - would_claim_child_benefit:
+
   - Type: bool
   - Entity: benunit
   - Description: Would claim Child Benefit
@@ -212,8 +212,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.3
   - Non-zero count: 32,417,746.0
 
-
 - baseline_business_rates:
+
   - Type: float
   - Entity: household
   - Description: Baseline business rates incidence
@@ -222,8 +222,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 2,570.8
   - Non-zero count: 19,499,961.0
 
-
 - business_rates:
+
   - Type: float
   - Entity: household
   - Description: Business rates incidence
@@ -232,8 +232,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 2,570.8
   - Non-zero count: 19,499,961.0
 
-
 - business_rates_change_incidence:
+
   - Type: float
   - Entity: household
   - Description: Business rates changes
@@ -242,8 +242,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - marriage_allowance:
+
   - Type: float
   - Entity: person
   - Description: Marriage Allowance for the year (a tax-reducer, rather than an allowance or tax relief)
@@ -252,8 +252,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 426.5
   - Non-zero count: 8,871,334.831359863
 
-
 - meets_marriage_allowance_income_conditions:
+
   - Type: bool
   - Entity: person
   - Description: Meets Marriage Allowance income conditions
@@ -262,8 +262,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.2
   - Non-zero count: 62,612,973.34565735
 
-
 - partners_unused_personal_allowance:
+
   - Type: float
   - Entity: person
   - Description: Partner's unused personal allowance
@@ -272,8 +272,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 5,848.3
   - Non-zero count: 13,731,178.842254639
 
-
 - unused_personal_allowance:
+
   - Type: float
   - Entity: person
   - Description: Unused personal allowance
@@ -282,8 +282,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 5,639.9
   - Non-zero count: 35,732,412.276275635
 
-
 - CB_HITC:
+
   - Type: float
   - Entity: person
   - Description: Child Benefit High-Income Tax Charge
@@ -292,8 +292,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 225.3
   - Non-zero count: 1,550,323.8677062988
 
-
 - corporate_tax_incidence:
+
   - Type: float
   - Entity: household
   - Description: Corporate tax incidence
@@ -302,8 +302,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - corporate_wealth:
+
   - Type: float
   - Entity: household
   - Description: Corporate wealth
@@ -312,8 +312,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 395,381.7
   - Non-zero count: 19,499,961.0
 
-
 - shareholding:
+
   - Type: float
   - Entity: household
   - Description: Share in the corporate sector
@@ -322,8 +322,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 19,499,961.0
 
-
 - main_residence_value:
+
   - Type: float
   - Entity: household
   - Description: Main residence value
@@ -332,8 +332,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 291,772.1
   - Non-zero count: 16,044,740.0
 
-
 - non_residential_property_value:
+
   - Type: float
   - Entity: household
   - Description: Non-residential property value
@@ -342,8 +342,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 27,775.3
   - Non-zero count: 202,341.0
 
-
 - other_residential_property_value:
+
   - Type: float
   - Entity: household
   - Description: Other residence value
@@ -352,8 +352,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 83,278.0
   - Non-zero count: 1,335,713.0
 
-
 - property_wealth:
+
   - Type: float
   - Entity: household
   - Description: Property wealth
@@ -362,8 +362,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 515,260.8
   - Non-zero count: 16,854,079.0
 
-
 - residential_property_value:
+
   - Type: float
   - Entity: household
   - Description: Residential property value
@@ -372,8 +372,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 330,683.1
   - Non-zero count: 16,360,643.0
 
-
 - corporate_land_value:
+
   - Type: float
   - Entity: household
   - Description: Land value
@@ -382,8 +382,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 142,406.6
   - Non-zero count: 19,499,961.0
 
-
 - household_land_value:
+
   - Type: float
   - Entity: household
   - Description: Land value
@@ -392,8 +392,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 362,085.4
   - Non-zero count: 16,854,079.0
 
-
 - land_value:
+
   - Type: float
   - Entity: household
   - Description: Land value
@@ -402,8 +402,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 419,289.9
   - Non-zero count: 22,426,736.0
 
-
 - owned_land:
+
   - Type: float
   - Entity: household
   - Description: Owned land
@@ -412,8 +412,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - expected_lbtt:
+
   - Type: float
   - Entity: household
   - Description: Land and Buildings Transaction Tax (expected)
@@ -422,8 +422,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 622.3
   - Non-zero count: 722,826.0
 
-
 - land_and_buildings_transaction_tax:
+
   - Type: float
   - Entity: household
   - Description: Land and Buildings Transaction Tax
@@ -432,8 +432,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 11,523.9
   - Non-zero count: 722,826.0
 
-
 - lbtt_liable:
+
   - Type: bool
   - Entity: household
   - Description: Liable for Land and Buildings Transaction Tax
@@ -442,8 +442,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.3
   - Non-zero count: 2,505,382.0
 
-
 - lbtt_on_non_residential_property_rent:
+
   - Type: float
   - Entity: household
   - Description: LBTT on non-residential property
@@ -452,8 +452,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - lbtt_on_non_residential_property_transactions:
+
   - Type: float
   - Entity: household
   - Description: LBTT on non-residential property transactions
@@ -462,8 +462,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 893.2
   - Non-zero count: 96,666.0
 
-
 - lbtt_on_rent:
+
   - Type: float
   - Entity: household
   - Description: LBTT on property rental
@@ -472,8 +472,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - lbtt_on_residential_property_rent:
+
   - Type: float
   - Entity: household
   - Description: LBTT on residential property rent
@@ -482,8 +482,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - lbtt_on_residential_property_transactions:
+
   - Type: float
   - Entity: household
   - Description: LBTT on residential property
@@ -492,8 +492,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 31,352.6
   - Non-zero count: 8,419,829.0
 
-
 - lbtt_on_transactions:
+
   - Type: float
   - Entity: household
   - Description: LBTT on property transactions
@@ -502,8 +502,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 31,507.5
   - Non-zero count: 8,425,462.0
 
-
 - carbon_consumption:
+
   - Type: float
   - Entity: household
   - Description: Carbon consumption
@@ -512,8 +512,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 18.0
   - Non-zero count: 28,014,566.0
 
-
 - alcohol_and_tobacco_consumption:
+
   - Type: float
   - Entity: household
   - Description: Alcohol and tobacco
@@ -522,8 +522,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,303.7
   - Non-zero count: 17,475,946.0
 
-
 - clothing_and_footwear_consumption:
+
   - Type: float
   - Entity: household
   - Description: Clothing and footwear
@@ -532,8 +532,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 2,815.1
   - Non-zero count: 18,514,573.0
 
-
 - communication_consumption:
+
   - Type: float
   - Entity: household
   - Description: Communication
@@ -542,8 +542,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,848.6
   - Non-zero count: 22,970,501.0
 
-
 - education_consumption:
+
   - Type: float
   - Entity: household
   - Description: Education
@@ -552,8 +552,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 3,585.3
   - Non-zero count: 2,601,839.0
 
-
 - food_and_non_alcoholic_beverages_consumption:
+
   - Type: float
   - Entity: household
   - Description: Food and alcoholic beverages
@@ -562,8 +562,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 2,180.9
   - Non-zero count: 27,772,235.0
 
-
 - health_consumption:
+
   - Type: float
   - Entity: household
   - Description: Health
@@ -572,8 +572,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,805.2
   - Non-zero count: 17,220,597.0
 
-
 - household_furnishings_consumption:
+
   - Type: float
   - Entity: household
   - Description: Household furnishings
@@ -582,8 +582,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 5,390.3
   - Non-zero count: 26,654,215.0
 
-
 - housing_water_and_electricity_consumption:
+
   - Type: float
   - Entity: household
   - Description: Housing, water and electricity
@@ -592,8 +592,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 5,842.2
   - Non-zero count: 27,978,351.0
 
-
 - miscellaneous_consumption:
+
   - Type: float
   - Entity: household
   - Description: Miscellaneous
@@ -602,8 +602,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 6,705.3
   - Non-zero count: 27,608,985.0
 
-
 - recreation_consumption:
+
   - Type: float
   - Entity: household
   - Description: Recreation
@@ -612,8 +612,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 9,145.8
   - Non-zero count: 27,790,610.0
 
-
 - restaurants_and_hotels_consumption:
+
   - Type: float
   - Entity: household
   - Description: Restaurants and hotels
@@ -622,8 +622,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 4,522.3
   - Non-zero count: 24,881,667.0
 
-
 - transport_consumption:
+
   - Type: float
   - Entity: household
   - Description: Transport
@@ -632,8 +632,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 10,583.9
   - Non-zero count: 25,230,114.0
 
-
 - additional_residential_property_purchased:
+
   - Type: float
   - Entity: household
   - Description: Residential property bought (additional)
@@ -642,8 +642,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 83,278.0
   - Non-zero count: 1,335,713.0
 
-
 - cumulative_non_residential_rent:
+
   - Type: float
   - Entity: household
   - Description: Cumulative non-residential rent
@@ -652,8 +652,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - cumulative_residential_rent:
+
   - Type: float
   - Entity: household
   - Description: Cumulative residential rent
@@ -662,8 +662,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - main_residential_property_purchased:
+
   - Type: float
   - Entity: household
   - Description: Residential property bought (main)
@@ -672,8 +672,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 291,772.1
   - Non-zero count: 16,044,740.0
 
-
 - main_residential_property_purchased_is_first_home:
+
   - Type: bool
   - Entity: household
   - Description: Residential property bought is first home
@@ -682,8 +682,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.4
   - Non-zero count: 5,518,017.0
 
-
 - non_residential_property_purchased:
+
   - Type: float
   - Entity: household
   - Description: Non-residential property bought
@@ -692,8 +692,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 27,775.3
   - Non-zero count: 202,341.0
 
-
 - non_residential_rent:
+
   - Type: float
   - Entity: household
   - Description: Non-residential rent
@@ -702,8 +702,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - property_purchased:
+
   - Type: bool
   - Entity: household
   - Description: All property bought this year
@@ -712,8 +712,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 28,023,811.0
 
-
 - property_sale_rate:
+
   - Type: float
   - Entity: state
   - Description: Residential property sale rate
@@ -722,8 +722,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: nan
   - Non-zero count: 1.0
 
-
 - rent:
+
   - Type: float
   - Entity: household
   - Description: Rent
@@ -732,8 +732,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 4,221.1
   - Non-zero count: 9,879,081.0
 
-
 - base_net_income:
+
   - Type: float
   - Entity: person
   - Description: Existing net income for the person to use as a base in microsimulation
@@ -742,8 +742,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - capital_income:
+
   - Type: float
   - Entity: person
   - Description: Income from savings or dividends
@@ -752,8 +752,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 2,145.3
   - Non-zero count: 23,304,160.97821045
 
-
 - earned_income:
+
   - Type: float
   - Entity: person
   - Description: Total earned income
@@ -762,14 +762,14 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 26,085.0
   - Non-zero count: 40,019,168.54571533
 
-
 - employment_status:
+
   - Type: Categorical
   - Entity: person
   - Description: Employment status of the person
 
-
 - equiv_hbai_household_net_income:
+
   - Type: float
   - Entity: household
   - Description: Equivalised household net income (HBAI)
@@ -778,8 +778,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 22,526.0
   - Non-zero count: 27,473,179.0
 
-
 - equiv_hbai_household_net_income_ahc:
+
   - Type: float
   - Entity: household
   - Description: Equivalised household net income, after housing costs (HBAI)
@@ -788,8 +788,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 22,905.3
   - Non-zero count: 26,813,869.0
 
-
 - equiv_household_net_income:
+
   - Type: float
   - Entity: household
   - Description: Equivalised household net income
@@ -798,8 +798,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 21,510.8
   - Non-zero count: 27,421,225.0
 
-
 - gross_income:
+
   - Type: float
   - Entity: person
   - Description: Gross income, including benefits
@@ -808,8 +808,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 26,290.1
   - Non-zero count: 48,760,064.69999695
 
-
 - hbai_household_net_income:
+
   - Type: float
   - Entity: household
   - Description: Household net income (HBAI definition)
@@ -818,8 +818,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 27,300.7
   - Non-zero count: 27,473,179.0
 
-
 - hbai_household_net_income_ahc:
+
   - Type: float
   - Entity: household
   - Description: Household net income, after housing costs
@@ -828,8 +828,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 26,835.1
   - Non-zero count: 26,813,869.0
 
-
 - hours_worked:
+
   - Type: float
   - Entity: person
   - Description: Total amount of hours worked by this person
@@ -838,8 +838,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,034.4
   - Non-zero count: 32,275,191.578033447
 
-
 - household_gross_income:
+
   - Type: float
   - Entity: household
   - Description: Household gross income
@@ -848,8 +848,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 41,903.3
   - Non-zero count: 27,642,586.0
 
-
 - household_market_income:
+
   - Type: float
   - Entity: household
   - Description: Household market income
@@ -858,8 +858,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 44,302.6
   - Non-zero count: 23,977,780.0
 
-
 - household_net_income:
+
   - Type: float
   - Entity: household
   - Description: Household net income
@@ -868,8 +868,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 26,301.4
   - Non-zero count: 27,421,225.0
 
-
 - in_work:
+
   - Type: bool
   - Entity: person
   - Description: Worked some hours
@@ -878,8 +878,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.5
   - Non-zero count: 32,279,420.923614502
 
-
 - is_apprentice:
+
   - Type: bool
   - Entity: person
   - Description: In an apprenticeship programme
@@ -888,8 +888,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - lump_sum_income:
+
   - Type: float
   - Entity: person
   - Description: Lump sum income
@@ -898,8 +898,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,944.6
   - Non-zero count: 248,837.55819702148
 
-
 - maintenance_income:
+
   - Type: float
   - Entity: person
   - Description: Maintenance payments
@@ -908,8 +908,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 512.9
   - Non-zero count: 762,446.697189331
 
-
 - market_income:
+
   - Type: float
   - Entity: person
   - Description: Market income
@@ -918,8 +918,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 26,518.5
   - Non-zero count: 41,708,341.52360535
 
-
 - minimum_wage:
+
   - Type: float
   - Entity: person
   - Description: Minimum wage
@@ -928,14 +928,14 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1.7
   - Non-zero count: 67,267,693.98316956
 
-
 - minimum_wage_category:
+
   - Type: Categorical
   - Entity: person
   - Description: Minimum wage category
 
-
 - miscellaneous_income:
+
   - Type: float
   - Entity: person
   - Description: Income from other sources
@@ -944,8 +944,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 836.9
   - Non-zero count: 766,369.8955841064
 
-
 - net_income:
+
   - Type: float
   - Entity: person
   - Description: Net income
@@ -954,8 +954,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 17,656.3
   - Non-zero count: 48,760,064.69999695
 
-
 - private_transfer_income:
+
   - Type: float
   - Entity: person
   - Description: Private transfers
@@ -964,8 +964,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,242.4
   - Non-zero count: 1,199,474.8147735596
 
-
 - sublet_income:
+
   - Type: float
   - Entity: person
   - Description: Income received from sublet agreements
@@ -974,8 +974,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - weekly_hours:
+
   - Type: float
   - Entity: person
   - Description: Weekly hours
@@ -984,8 +984,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 19.9
   - Non-zero count: 32,275,191.578033447
 
-
 - benunit_rent:
+
   - Type: float
   - Entity: benunit
   - Description: Rent
@@ -994,8 +994,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 3,841.6
   - Non-zero count: 10,896,012.0
 
-
 - childcare_expenses:
+
   - Type: float
   - Entity: person
   - Description: Cost of childcare
@@ -1004,8 +1004,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 881.9
   - Non-zero count: 2,510,274.2976226807
 
-
 - council_tax:
+
   - Type: float
   - Entity: household
   - Description: Council Tax
@@ -1014,14 +1014,14 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 751.4
   - Non-zero count: 26,940,280.0
 
-
 - council_tax_band:
+
   - Type: Categorical
   - Entity: household
   - Description: Council Tax Band
 
-
 - council_tax_less_benefit:
+
   - Type: float
   - Entity: household
   - Description: Council Tax (less CTB)
@@ -1030,8 +1030,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 859.0
   - Non-zero count: 25,427,325.0
 
-
 - employer_pension_contributions:
+
   - Type: float
   - Entity: person
   - Description: Employer pension contributions
@@ -1040,8 +1040,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - family_rent:
+
   - Type: float
   - Entity: benunit
   - Description: Gross rent for the family
@@ -1050,8 +1050,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 3,968.8
   - Non-zero count: 9,879,081.0
 
-
 - housing_costs:
+
   - Type: float
   - Entity: household
   - Description: Total housing costs
@@ -1060,8 +1060,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 4,351.8
   - Non-zero count: 27,890,292.0
 
-
 - housing_service_charges:
+
   - Type: float
   - Entity: household
   - Description: Housing service charges
@@ -1070,8 +1070,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 339.3
   - Non-zero count: 2,515,150.0
 
-
 - maintenance_expenses:
+
   - Type: float
   - Entity: person
   - Description: Maintenance expenses
@@ -1080,8 +1080,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 621.6
   - Non-zero count: 746,287.3136749268
 
-
 - mortgage:
+
   - Type: float
   - Entity: household
   - Description: Total mortgage payments
@@ -1090,8 +1090,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - mortgage_capital_repayment:
+
   - Type: float
   - Entity: household
   - Description: Mortgage payments
@@ -1100,8 +1100,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 5,618.8
   - Non-zero count: 7,987,042.0
 
-
 - mortgage_interest_repayment:
+
   - Type: float
   - Entity: household
   - Description: Total mortgage payments
@@ -1110,8 +1110,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 2,093.6
   - Non-zero count: 7,964,552.0
 
-
 - occupational_pension_contributions:
+
   - Type: float
   - Entity: person
   - Description: Occupational pension contributions
@@ -1120,8 +1120,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,300.1
   - Non-zero count: 18,560,324.237060547
 
-
 - personal_rent:
+
   - Type: float
   - Entity: person
   - Description: Rent liable
@@ -1130,8 +1130,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 3,035.4
   - Non-zero count: 10,127,849.104370117
 
-
 - private_pension_contributions:
+
   - Type: float
   - Entity: person
   - Description: Private pension contributions
@@ -1140,8 +1140,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 172.6
   - Non-zero count: 2,104,267.702911377
 
-
 - water_and_sewerage_charges:
+
   - Type: float
   - Entity: household
   - Description: Water and sewerage charges
@@ -1150,8 +1150,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 252.8
   - Non-zero count: 26,722,365.0
 
-
 - weekly_childcare_expenses:
+
   - Type: float
   - Entity: person
   - Description: Average cost of childcare
@@ -1160,8 +1160,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 17.0
   - Non-zero count: 2,510,274.2976226807
 
-
 - weekly_rent:
+
   - Type: float
   - Entity: household
   - Description: Weekly average rent
@@ -1170,8 +1170,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - benunit_tax:
+
   - Type: float
   - Entity: benunit
   - Description: Benefit unit tax paid
@@ -1180,8 +1180,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 14,088.2
   - Non-zero count: 24,599,969.0
 
-
 - household_tax:
+
   - Type: float
   - Entity: household
   - Description: Total tax
@@ -1190,8 +1190,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 16,907.8
   - Non-zero count: 27,811,576.0
 
-
 - tax:
+
   - Type: float
   - Entity: person
   - Description: Total tax
@@ -1200,8 +1200,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 9,446.2
   - Non-zero count: 33,853,606.40596008
 
-
 - tax_modelling:
+
   - Type: float
   - Entity: person
   - Description: Difference between reported and imputed tax liabilities
@@ -1210,8 +1210,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 9,446.2
   - Non-zero count: 33,853,606.40596008
 
-
 - tax_reported:
+
   - Type: float
   - Entity: person
   - Description: Reported tax paid
@@ -1220,8 +1220,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - NI_class_2:
+
   - Type: float
   - Entity: person
   - Description: Class 2 Contributions for National Insurance for the year
@@ -1230,8 +1230,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 33.9
   - Non-zero count: 3,447,078.3288116455
 
-
 - weekly_NI_class_2:
+
   - Type: float
   - Entity: person
   - Description: Class 2 Contributions for National Insurance
@@ -1240,8 +1240,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 33.9
   - Non-zero count: 3,447,078.3288116455
 
-
 - NI_exempt:
+
   - Type: bool
   - Entity: person
   - Description: Exempt from National Insurance
@@ -1250,8 +1250,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.5
   - Non-zero count: 23,670,715.778427124
 
-
 - employee_NI_class_1:
+
   - Type: float
   - Entity: person
   - Description: Employee Class 1 Contributions for National Insurance
@@ -1260,8 +1260,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,563.0
   - Non-zero count: 24,537,396.80734253
 
-
 - employer_NI:
+
   - Type: float
   - Entity: person
   - Description: Employer contributions to National Insurance
@@ -1270,8 +1270,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 2,916.9
   - Non-zero count: 24,997,942.272262573
 
-
 - employer_NI_class_1:
+
   - Type: float
   - Entity: person
   - Description: Employer Class 1 Contributions for National Insurance
@@ -1280,8 +1280,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 2,916.9
   - Non-zero count: 24,997,942.272262573
 
-
 - total_NI:
+
   - Type: float
   - Entity: person
   - Description: National Insurance (total)
@@ -1290,8 +1290,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 4,364.8
   - Non-zero count: 28,151,552.036346436
 
-
 - NI_class_4:
+
   - Type: float
   - Entity: person
   - Description: Class 4 Contributions for National Insurance for the year
@@ -1300,8 +1300,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 487.6
   - Non-zero count: 3,086,668.921081543
 
-
 - employee_NI:
+
   - Type: float
   - Entity: person
   - Description: Employee-side National Insurance
@@ -1310,8 +1310,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,563.0
   - Non-zero count: 24,537,396.80734253
 
-
 - national_insurance:
+
   - Type: float
   - Entity: person
   - Description: National Insurance
@@ -1320,8 +1320,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,601.6
   - Non-zero count: 27,438,784.279205322
 
-
 - self_employed_NI:
+
   - Type: float
   - Entity: person
   - Description: Self-employed National Insurance
@@ -1330,8 +1330,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 510.8
   - Non-zero count: 3,447,078.3288116455
 
-
 - add_rate_earned_income:
+
   - Type: float
   - Entity: person
   - Description: Earned income (non-savings, non-dividend) at the additional rate
@@ -1340,8 +1340,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 8,387.8
   - Non-zero count: 361,885.4319152832
 
-
 - add_rate_earned_income_tax:
+
   - Type: float
   - Entity: person
   - Description: Income tax on earned income at the additional rate
@@ -1350,8 +1350,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 3,772.9
   - Non-zero count: 361,885.4319152832
 
-
 - add_rate_savings_income:
+
   - Type: float
   - Entity: person
   - Description: Savings income at the higher rate
@@ -1360,8 +1360,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 21.4
   - Non-zero count: 7,335.175048828125
 
-
 - basic_rate_earned_income:
+
   - Type: float
   - Entity: person
   - Description: Earned income (non-savings, non-dividend) at the basic rate
@@ -1370,8 +1370,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 11,484.3
   - Non-zero count: 31,013,607.133468628
 
-
 - basic_rate_earned_income_tax:
+
   - Type: float
   - Entity: person
   - Description: Income tax on earned income at the basic rate
@@ -1380,8 +1380,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 2,296.6
   - Non-zero count: 31,013,607.133468628
 
-
 - basic_rate_savings_income:
+
   - Type: float
   - Entity: person
   - Description: Savings income at the basic rate
@@ -1390,8 +1390,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 407.8
   - Non-zero count: 97,067.10362243652
 
-
 - basic_rate_savings_income_pre_starter:
+
   - Type: float
   - Entity: person
   - Description: Savings income which would otherwise be taxed at the basic rate, without the starter rate
@@ -1400,8 +1400,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 423.5
   - Non-zero count: 1,227,066.9286499023
 
-
 - dividend_income_tax:
+
   - Type: float
   - Entity: person
   - Description: Income tax on dividend income
@@ -1410,8 +1410,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 462.9
   - Non-zero count: 830,312.8807373047
 
-
 - earned_income_tax:
+
   - Type: float
   - Entity: person
   - Description: Income tax on earned income
@@ -1420,8 +1420,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 8,135.9
   - Non-zero count: 31,013,607.133468628
 
-
 - earned_taxable_income:
+
   - Type: float
   - Entity: person
   - Description: Non-savings, non-dividend income for Income Tax
@@ -1430,8 +1430,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 23,386.4
   - Non-zero count: 31,013,607.133468628
 
-
 - higher_rate_earned_income:
+
   - Type: float
   - Entity: person
   - Description: Earned income (non-savings, non-dividend) at the higher rate
@@ -1440,8 +1440,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 11,040.9
   - Non-zero count: 4,407,526.01272583
 
-
 - higher_rate_earned_income_tax:
+
   - Type: float
   - Entity: person
   - Description: Income tax on earned income at the higher rate
@@ -1450,8 +1450,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 4,417.3
   - Non-zero count: 4,407,526.01272583
 
-
 - higher_rate_savings_income:
+
   - Type: float
   - Entity: person
   - Description: Savings income at the higher rate
@@ -1460,8 +1460,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 209.9
   - Non-zero count: 23,367.797485351562
 
-
 - income_tax:
+
   - Type: float
   - Entity: person
   - Description: Income Tax
@@ -1470,8 +1470,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 8,315.2
   - Non-zero count: 31,291,272.739761353
 
-
 - income_tax_pre_charges:
+
   - Type: float
   - Entity: person
   - Description: Income Tax before any tax charges
@@ -1480,8 +1480,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 8,215.3
   - Non-zero count: 31,291,272.739761353
 
-
 - is_higher_earner:
+
   - Type: bool
   - Entity: person
   - Description: Whether this person is the highest earner in a family
@@ -1490,8 +1490,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.5
   - Non-zero count: 36,127,205.53575134
 
-
 - pays_scottish_income_tax:
+
   - Type: float
   - Entity: person
   - Description: Whether the individual pays Scottish Income Tax rates
@@ -1500,8 +1500,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.3
   - Non-zero count: 5,471,666.653015137
 
-
 - savings_income_tax:
+
   - Type: float
   - Entity: person
   - Description: Income tax on savings income
@@ -1510,8 +1510,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 129.9
   - Non-zero count: 119,396.60606384277
 
-
 - savings_starter_rate_income:
+
   - Type: float
   - Entity: person
   - Description: Savings income which is tax-free under the starter rate
@@ -1520,14 +1520,14 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 194.6
   - Non-zero count: 67,216,245.07666016
 
-
 - tax_band:
+
   - Type: Categorical
   - Entity: person
   - Description: Tax band of the individual
 
-
 - taxed_dividend_income:
+
   - Type: float
   - Entity: person
   - Description: Dividend income which is taxed
@@ -1536,8 +1536,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,813.7
   - Non-zero count: 830,312.8807373047
 
-
 - taxed_income:
+
   - Type: float
   - Entity: person
   - Description: Income which is taxed
@@ -1546,8 +1546,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 23,628.6
   - Non-zero count: 31,291,272.739761353
 
-
 - taxed_savings_income:
+
   - Type: float
   - Entity: person
   - Description: Savings income which advances the person's income tax schedule
@@ -1556,8 +1556,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 499.3
   - Non-zero count: 119,396.60606384277
 
-
 - ISA_interest_income:
+
   - Type: float
   - Entity: person
   - Description: Amount received in interest from Individual Savings Accounts
@@ -1566,8 +1566,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - SMP:
+
   - Type: float
   - Entity: person
   - Description: Statutory Maternity Pay
@@ -1576,8 +1576,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 378.6
   - Non-zero count: 167,403.52743530273
 
-
 - SSP:
+
   - Type: float
   - Entity: person
   - Description: Statutory Sick Pay
@@ -1586,8 +1586,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 170.4
   - Non-zero count: 114,031.7734375
 
-
 - adjusted_net_income:
+
   - Type: float
   - Entity: person
   - Description: Taxable income after tax reliefs and before allowances
@@ -1596,8 +1596,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 25,644.8
   - Non-zero count: 45,473,360.93753052
 
-
 - capital_allowances:
+
   - Type: float
   - Entity: person
   - Description: Full relief from capital expenditure allowances
@@ -1606,8 +1606,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - deficiency_relief:
+
   - Type: float
   - Entity: person
   - Description: Deficiency relief
@@ -1616,8 +1616,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - employment_benefits:
+
   - Type: float
   - Entity: person
   - Description: Employment benefits
@@ -1626,8 +1626,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 416.9
   - Non-zero count: 280,215.969329834
 
-
 - employment_deductions:
+
   - Type: float
   - Entity: person
   - Description: Deductions from employment income
@@ -1636,8 +1636,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - employment_expenses:
+
   - Type: float
   - Entity: person
   - Description: Cost of expenses necessarily incurred and reimbursed by employment
@@ -1646,8 +1646,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - loss_relief:
+
   - Type: float
   - Entity: person
   - Description: Tax relief from trading losses
@@ -1656,8 +1656,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - pension_contributions:
+
   - Type: float
   - Entity: person
   - Description: Amount contributed to registered pension schemes paid by the individual (not the employer)
@@ -1666,8 +1666,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,319.6
   - Non-zero count: 19,850,989.62879944
 
-
 - pension_contributions_relief:
+
   - Type: float
   - Entity: person
   - Description: Reduction in taxable income from pension contributions
@@ -1676,8 +1676,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 2,065.3
   - Non-zero count: 31,556,661.6464386
 
-
 - tax_free_savings_income:
+
   - Type: float
   - Entity: person
   - Description: Income from savings in tax-free accounts
@@ -1686,8 +1686,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 380.0
   - Non-zero count: 9,478,158.559020996
 
-
 - taxable_dividend_income:
+
   - Type: float
   - Entity: person
   - Description: Amount of dividend income that is taxable
@@ -1696,8 +1696,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,945.3
   - Non-zero count: 3,738,588.524734497
 
-
 - taxable_employment_income:
+
   - Type: float
   - Entity: person
   - Description: Net taxable earnings
@@ -1706,8 +1706,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 22,898.3
   - Non-zero count: 33,110,161.07597351
 
-
 - taxable_miscellaneous_income:
+
   - Type: float
   - Entity: person
   - Description: Amount of miscellaneous income that is taxable
@@ -1716,8 +1716,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 836.9
   - Non-zero count: 766,369.8955841064
 
-
 - taxable_pension_income:
+
   - Type: float
   - Entity: person
   - Description: Amount of pension income that is taxable
@@ -1726,8 +1726,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 6,890.4
   - Non-zero count: 9,883,277.399887085
 
-
 - taxable_property_income:
+
   - Type: float
   - Entity: person
   - Description: Amount of property income that is taxable
@@ -1736,8 +1736,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 2,039.7
   - Non-zero count: 1,658,576.1473388672
 
-
 - taxable_savings_interest_income:
+
   - Type: float
   - Entity: person
   - Description: Amount of savings interest which is taxable
@@ -1746,8 +1746,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 590.1
   - Non-zero count: 22,436,174.782852173
 
-
 - taxable_self_employment_income:
+
   - Type: float
   - Entity: person
   - Description: Amount of trading income that is taxable
@@ -1756,8 +1756,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 11,746.6
   - Non-zero count: 4,224,292.591949463
 
-
 - taxable_social_security_income:
+
   - Type: float
   - Entity: person
   - Description: Amount of social security income that is taxable
@@ -1766,8 +1766,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 3,523.4
   - Non-zero count: 12,559,233.33026123
 
-
 - total_income:
+
   - Type: float
   - Entity: person
   - Description: Taxable income after tax reliefs and before allowances
@@ -1776,8 +1776,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 26,405.4
   - Non-zero count: 45,485,344.39186096
 
-
 - trading_loss:
+
   - Type: float
   - Entity: person
   - Description: Loss from trading in the current year.
@@ -1786,8 +1786,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - dividend_income:
+
   - Type: float
   - Entity: person
   - Description: Income from dividends
@@ -1796,8 +1796,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,945.3
   - Non-zero count: 3,738,588.524734497
 
-
 - employment_income:
+
   - Type: float
   - Entity: person
   - Description: Employment income
@@ -1806,8 +1806,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 23,705.4
   - Non-zero count: 27,637,547.49923706
 
-
 - pension_income:
+
   - Type: float
   - Entity: person
   - Description: Pension income
@@ -1816,8 +1816,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 6,890.4
   - Non-zero count: 9,883,277.399887085
 
-
 - property_income:
+
   - Type: float
   - Entity: person
   - Description: Rental income
@@ -1826,8 +1826,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 2,138.7
   - Non-zero count: 2,086,367.297668457
 
-
 - savings_interest_income:
+
   - Type: float
   - Entity: person
   - Description: Savings interest income
@@ -1836,8 +1836,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 758.1
   - Non-zero count: 22,436,174.782852173
 
-
 - self_employment_income:
+
   - Type: float
   - Entity: person
   - Description: Self-employment income
@@ -1846,8 +1846,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 11,888.3
   - Non-zero count: 4,355,036.489593506
 
-
 - social_security_income:
+
   - Type: float
   - Entity: person
   - Description: Income from social security for tax purposes
@@ -1856,8 +1856,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 3,523.4
   - Non-zero count: 12,559,233.33026123
 
-
 - allowances:
+
   - Type: float
   - Entity: person
   - Description: Allowances applicable to adjusted net income
@@ -1866,8 +1866,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,153.3
   - Non-zero count: 66,716,335.01579285
 
-
 - blind_persons_allowance:
+
   - Type: float
   - Entity: person
   - Description: Blind Person's Allowance for the year (not simulated)
@@ -1876,8 +1876,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - charitable_investment_gifts:
+
   - Type: float
   - Entity: person
   - Description: Gifts of qualifying investment or property to charities
@@ -1886,8 +1886,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - covenanted_payments:
+
   - Type: float
   - Entity: person
   - Description: Covenanted payments to charities
@@ -1896,8 +1896,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - dividend_allowance:
+
   - Type: float
   - Entity: person
   - Description: Dividend allowance for the person
@@ -1906,8 +1906,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 67,267,693.98316956
 
-
 - gift_aid:
+
   - Type: float
   - Entity: person
   - Description: Expenditure under Gift Aid
@@ -1916,8 +1916,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - married_couples_allowance:
+
   - Type: float
   - Entity: person
   - Description: Married Couples' allowance for the year
@@ -1926,8 +1926,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - married_couples_allowance_deduction:
+
   - Type: float
   - Entity: person
   - Description: Deduction from Married Couples' allowance for the year
@@ -1936,8 +1936,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - other_deductions:
+
   - Type: float
   - Entity: person
   - Description: All other tax deductions
@@ -1946,8 +1946,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - pension_annual_allowance:
+
   - Type: float
   - Entity: person
   - Description: Annual Allowance for pension contributions
@@ -1956,8 +1956,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,288.5
   - Non-zero count: 67,267,693.98316956
 
-
 - personal_allowance:
+
   - Type: float
   - Entity: person
   - Description: Personal Allowance for the year
@@ -1966,8 +1966,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,153.3
   - Non-zero count: 66,716,335.01579285
 
-
 - property_allowance:
+
   - Type: float
   - Entity: person
   - Description: Property Allowance for the year
@@ -1976,8 +1976,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 67,267,693.98316956
 
-
 - property_allowance_deduction:
+
   - Type: float
   - Entity: person
   - Description: Deduction applied by the property allowance
@@ -1986,8 +1986,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 180.0
   - Non-zero count: 2,086,367.297668457
 
-
 - savings_allowance:
+
   - Type: float
   - Entity: person
   - Description: Savings Allowance for the year
@@ -1996,8 +1996,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 206.3
   - Non-zero count: 65,738,244.59135437
 
-
 - trading_allowance:
+
   - Type: float
   - Entity: person
   - Description: Trading Allowance for the year
@@ -2006,8 +2006,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 67,267,693.98316956
 
-
 - trading_allowance_deduction:
+
   - Type: float
   - Entity: person
   - Description: Deduction applied by the trading allowance
@@ -2016,8 +2016,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 616.2
   - Non-zero count: 4,355,036.489593506
 
-
 - benefits:
+
   - Type: float
   - Entity: person
   - Description: Total benefits
@@ -2026,8 +2026,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 5,299.7
   - Non-zero count: 23,174,335.343185425
 
-
 - benefits_modelling:
+
   - Type: float
   - Entity: person
   - Description: Difference between reported and simulated benefits for this person
@@ -2036,8 +2036,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 2,652.7
   - Non-zero count: 9,799,864.726882935
 
-
 - benefits_premiums:
+
   - Type: float
   - Entity: benunit
   - Description: Value of premiums for disability and carer status
@@ -2046,8 +2046,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,605.6
   - Non-zero count: 3,058,263.0
 
-
 - benefits_reported:
+
   - Type: float
   - Entity: person
   - Description: Total simulated
@@ -2056,8 +2056,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 5,208.8
   - Non-zero count: 21,956,854.14642334
 
-
 - benunit_weekly_hours:
+
   - Type: float
   - Entity: benunit
   - Description: Average weekly hours worked by adults in the benefit unit
@@ -2066,8 +2066,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 31.4
   - Non-zero count: 22,380,905.0
 
-
 - claims_all_entitled_benefits:
+
   - Type: bool
   - Entity: benunit
   - Description: Claims all eligible benefits
@@ -2076,8 +2076,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - claims_legacy_benefits:
+
   - Type: bool
   - Entity: benunit
   - Description: Claims legacy benefits
@@ -2086,8 +2086,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.5
   - Non-zero count: 11,746,069.0
 
-
 - family_benefits:
+
   - Type: float
   - Entity: person
   - Description: Total simulated family benefits for this person
@@ -2096,8 +2096,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 3,390.3
   - Non-zero count: 12,530,487.848388672
 
-
 - family_benefits_reported:
+
   - Type: float
   - Entity: person
   - Description: Total reported family benefits for this person
@@ -2106,8 +2106,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 3,105.0
   - Non-zero count: 10,803,315.201934814
 
-
 - household_benefits:
+
   - Type: float
   - Entity: household
   - Description: Benefits
@@ -2116,8 +2116,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 7,827.2
   - Non-zero count: 18,056,288.0
 
-
 - is_QYP:
+
   - Type: bool
   - Entity: person
   - Description: Whether this person is a qualifying young person for benefits purposes
@@ -2126,8 +2126,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.4
   - Non-zero count: 9,978,512.983428955
 
-
 - is_child_or_QYP:
+
   - Type: bool
   - Entity: person
   - Description: Whether this person is a child or qualifying young person for most benefits
@@ -2136,8 +2136,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.4
   - Non-zero count: 13,551,018.06652832
 
-
 - is_couple:
+
   - Type: bool
   - Entity: benunit
   - Description: Whether this benefit unit contains a joint couple claimant for benefits
@@ -2146,8 +2146,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.5
   - Non-zero count: 17,048,984.0
 
-
 - is_lone_parent:
+
   - Type: bool
   - Entity: benunit
   - Description: Whether the family is a lone parent family
@@ -2156,8 +2156,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.3
   - Non-zero count: 2,447,096.0
 
-
 - is_single:
+
   - Type: bool
   - Entity: benunit
   - Description: Whether this benefit unit contains a single claimant for benefits
@@ -2166,8 +2166,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.5
   - Non-zero count: 18,190,758.0
 
-
 - is_single_person:
+
   - Type: bool
   - Entity: benunit
   - Description: Whether the family is a single person
@@ -2176,8 +2176,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.5
   - Non-zero count: 16,541,731.0
 
-
 - other_benefits:
+
   - Type: float
   - Entity: person
   - Description: Income from benefits not modelled or detailed in the model
@@ -2186,8 +2186,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 2,652.7
   - Non-zero count: 7,183,107.590164185
 
-
 - personal_benefits:
+
   - Type: float
   - Entity: person
   - Description: Value of personal, non-means-tested benefits
@@ -2196,8 +2196,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 4,002.3
   - Non-zero count: 14,468,585.144943237
 
-
 - personal_benefits_reported:
+
   - Type: float
   - Entity: person
   - Description: Value of personal, non-means-tested benefits
@@ -2206,8 +2206,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 4,002.3
   - Non-zero count: 14,468,585.144943237
 
-
 - benunit_has_carer:
+
   - Type: bool
   - Entity: benunit
   - Description: Benefit unit has a carer
@@ -2216,8 +2216,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.1
   - Non-zero count: 657,949.0
 
-
 - carer_premium:
+
   - Type: float
   - Entity: benunit
   - Description: Carer premium
@@ -2226,8 +2226,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 284.0
   - Non-zero count: 657,949.0
 
-
 - is_carer_for_benefits:
+
   - Type: bool
   - Entity: person
   - Description: Whether this person is a carer for benefits purposes
@@ -2236,8 +2236,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.1
   - Non-zero count: 679,470.5537109375
 
-
 - num_carers:
+
   - Type: int
   - Entity: benunit
   - Description: Number of carers in the family
@@ -2246,8 +2246,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.1
   - Non-zero count: 657,949.0
 
-
 - disability_premium:
+
   - Type: float
   - Entity: benunit
   - Description: Disability premium
@@ -2256,8 +2256,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 637.5
   - Non-zero count: 2,682,027.0
 
-
 - enhanced_disability_premium:
+
   - Type: float
   - Entity: benunit
   - Description: Enhanced disability premium
@@ -2266,8 +2266,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 23.1
   - Non-zero count: 8,557.0
 
-
 - is_disabled_for_benefits:
+
   - Type: bool
   - Entity: person
   - Description: Has a disability
@@ -2276,8 +2276,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.2
   - Non-zero count: 2,915,062.0578918457
 
-
 - is_enhanced_disabled_for_benefits:
+
   - Type: bool
   - Entity: person
   - Description: Whether meets the middle disability benefit entitlement
@@ -2286,8 +2286,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 8,769.674942016602
 
-
 - is_severely_disabled_for_benefits:
+
   - Type: bool
   - Entity: person
   - Description: Has a severe disability
@@ -2296,8 +2296,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.1
   - Non-zero count: 1,181,784.911529541
 
-
 - num_disabled_adults:
+
   - Type: int
   - Entity: benunit
   - Description: Number of disabled adults
@@ -2306,8 +2306,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.3
   - Non-zero count: 2,682,027.0
 
-
 - num_disabled_children:
+
   - Type: int
   - Entity: benunit
   - Description: Number of disabled children
@@ -2316,8 +2316,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 24,111.0
 
-
 - num_enhanced_disabled_adults:
+
   - Type: int
   - Entity: benunit
   - Description: Number of enhanced disabled adults
@@ -2326,8 +2326,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 8,557.0
 
-
 - num_enhanced_disabled_children:
+
   - Type: int
   - Entity: benunit
   - Description: Number of enhanced disabled children
@@ -2336,8 +2336,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - num_severely_disabled_adults:
+
   - Type: int
   - Entity: benunit
   - Description: Number of severely disabled adults
@@ -2346,8 +2346,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.2
   - Non-zero count: 1,111,908.0
 
-
 - num_severely_disabled_children:
+
   - Type: int
   - Entity: benunit
   - Description: Number of severely disabled children
@@ -2356,8 +2356,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 11,134.0
 
-
 - severe_disability_premium:
+
   - Type: float
   - Entity: benunit
   - Description: Severe disability premium
@@ -2366,8 +2366,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,041.1
   - Non-zero count: 1,111,908.0
 
-
 - BSP:
+
   - Type: float
   - Entity: person
   - Description: Bereavement Support Payment
@@ -2376,8 +2376,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 383.8
   - Non-zero count: 174,794.8348083496
 
-
 - BSP_reported:
+
   - Type: float
   - Entity: person
   - Description: Bereavement Support Payment (reported)
@@ -2386,8 +2386,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 383.8
   - Non-zero count: 174,794.8348083496
 
-
 - maternity_allowance_reported:
+
   - Type: float
   - Entity: person
   - Description: Maternity allowance
@@ -2396,8 +2396,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 106.5
   - Non-zero count: 14,318.199951171875
 
-
 - PIP:
+
   - Type: float
   - Entity: person
   - Description: Personal Independence Payment
@@ -2406,8 +2406,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 952.6
   - Non-zero count: 1,743,398.4665679932
 
-
 - PIP_DL:
+
   - Type: float
   - Entity: person
   - Description: Personal Independence Payment (Daily Living)
@@ -2416,8 +2416,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 633.9
   - Non-zero count: 1,656,799.0672607422
 
-
 - PIP_DL_reported:
+
   - Type: float
   - Entity: person
   - Description: Personal Independence Payment (Daily Living) (reported)
@@ -2426,8 +2426,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 633.9
   - Non-zero count: 1,656,799.0672607422
 
-
 - PIP_M:
+
   - Type: float
   - Entity: person
   - Description: Personal Independence Payment (Mobility)
@@ -2436,8 +2436,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 373.5
   - Non-zero count: 1,239,674.5524597168
 
-
 - PIP_M_reported:
+
   - Type: float
   - Entity: person
   - Description: Personal Independence Payment (Mobility) (reported)
@@ -2446,8 +2446,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 373.5
   - Non-zero count: 1,239,674.5524597168
 
-
 - is_SP_age:
+
   - Type: bool
   - Entity: person
   - Description: Whether the person is State Pension Age
@@ -2456,8 +2456,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.4
   - Non-zero count: 10,854,640.074050903
 
-
 - state_pension:
+
   - Type: float
   - Entity: person
   - Description: Income from the State Pension
@@ -2466,8 +2466,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 3,497.8
   - Non-zero count: 11,586,857.32798767
 
-
 - state_pension_age:
+
   - Type: float
   - Entity: person
   - Description: State Pension age for this person
@@ -2476,8 +2476,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 67,267,693.98316956
 
-
 - state_pension_reported:
+
   - Type: float
   - Entity: person
   - Description: Reported income from the State Pension
@@ -2486,8 +2486,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 3,497.8
   - Non-zero count: 11,586,857.32798767
 
-
 - triple_lock_uprating:
+
   - Type: float
   - Entity: person
   - Description: Triple lock relative increase
@@ -2496,8 +2496,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 67,267,693.98316956
 
-
 - DLA:
+
   - Type: float
   - Entity: person
   - Description: Disability Living Allowance
@@ -2506,8 +2506,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 770.2
   - Non-zero count: 1,178,455.6237335205
 
-
 - DLA_M:
+
   - Type: float
   - Entity: person
   - Description: Disability Living Allowance (mobility component)
@@ -2516,8 +2516,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 350.3
   - Non-zero count: 849,386.1137542725
 
-
 - DLA_M_reported:
+
   - Type: float
   - Entity: person
   - Description: Disability Living Allowance (mobility component) (reported)
@@ -2526,8 +2526,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 350.3
   - Non-zero count: 849,386.1137542725
 
-
 - DLA_SC:
+
   - Type: float
   - Entity: person
   - Description: Disability Living Allowance (self-care)
@@ -2536,8 +2536,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 490.4
   - Non-zero count: 1,038,798.1990814209
 
-
 - DLA_SC_middle_plus:
+
   - Type: bool
   - Entity: person
   - Description: Receives at least DLA (self-care) middle rate
@@ -2546,8 +2546,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.1
   - Non-zero count: 1,038,798.1990814209
 
-
 - DLA_SC_reported:
+
   - Type: float
   - Entity: person
   - Description: Disability Living Allowance (self-care) (reported)
@@ -2556,8 +2556,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 490.4
   - Non-zero count: 1,038,798.1990814209
 
-
 - ESA_contrib:
+
   - Type: float
   - Entity: person
   - Description: ESA (contribution-based)
@@ -2566,8 +2566,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 513.3
   - Non-zero count: 298,311.2980957031
 
-
 - ESA_contrib_reported:
+
   - Type: float
   - Entity: person
   - Description: Employment and Support Allowance (contribution-based) (reported)
@@ -2576,8 +2576,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 513.3
   - Non-zero count: 298,311.2980957031
 
-
 - incapacity_benefit:
+
   - Type: float
   - Entity: person
   - Description: Incapacity Benefit
@@ -2586,8 +2586,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - incapacity_benefit_reported:
+
   - Type: float
   - Entity: person
   - Description: Incapacity Benefit (reported)
@@ -2596,8 +2596,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - carers_allowance:
+
   - Type: float
   - Entity: person
   - Description: Carer's Allowance
@@ -2606,8 +2606,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 366.1
   - Non-zero count: 679,470.5537109375
 
-
 - carers_allowance_reported:
+
   - Type: float
   - Entity: person
   - Description: Carer's Allowance (reported)
@@ -2616,8 +2616,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 366.1
   - Non-zero count: 679,470.5537109375
 
-
 - receives_carers_allowance:
+
   - Type: bool
   - Entity: person
   - Description: Receives Carer's Allowance
@@ -2626,8 +2626,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.1
   - Non-zero count: 679,470.5537109375
 
-
 - IIDB:
+
   - Type: float
   - Entity: person
   - Description: Industrial Injuries Disablement Benefit
@@ -2636,8 +2636,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 206.9
   - Non-zero count: 155,838.62469482422
 
-
 - IIDB_reported:
+
   - Type: float
   - Entity: person
   - Description: Industrial Injuries Disablement Benefit (reported)
@@ -2646,8 +2646,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 206.9
   - Non-zero count: 155,838.62469482422
 
-
 - SDA:
+
   - Type: float
   - Entity: person
   - Description: Severe Disablement Allowance
@@ -2656,8 +2656,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 77.1
   - Non-zero count: 15,492.192947387695
 
-
 - SDA_reported:
+
   - Type: float
   - Entity: person
   - Description: Severe Disablement Allowance (reported)
@@ -2666,8 +2666,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 77.1
   - Non-zero count: 15,492.192947387695
 
-
 - student_loans:
+
   - Type: float
   - Entity: person
   - Description: Student loans
@@ -2676,8 +2676,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,334.1
   - Non-zero count: 1,476,640.7936553955
 
-
 - student_payments:
+
   - Type: float
   - Entity: person
   - Description: Student payments
@@ -2686,8 +2686,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 710.4
   - Non-zero count: 582,939.8988647461
 
-
 - AFCS:
+
   - Type: float
   - Entity: person
   - Description: Armed Forces Compensation Scheme
@@ -2696,8 +2696,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 192.3
   - Non-zero count: 59,616.222259521484
 
-
 - AFCS_reported:
+
   - Type: float
   - Entity: person
   - Description: Armed Forces Compensation Scheme (reported)
@@ -2706,8 +2706,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 192.3
   - Non-zero count: 59,616.222259521484
 
-
 - JSA_contrib:
+
   - Type: float
   - Entity: person
   - Description: JSA (contribution-based)
@@ -2716,8 +2716,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 79.9
   - Non-zero count: 29,592.304489135742
 
-
 - JSA_contrib_reported:
+
   - Type: float
   - Entity: person
   - Description: Job Seeker's Allowance (contribution-based) (reported)
@@ -2726,8 +2726,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 79.9
   - Non-zero count: 29,592.304489135742
 
-
 - winter_fuel_allowance_reported:
+
   - Type: float
   - Entity: person
   - Description: Winter fuel allowance
@@ -2736,8 +2736,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 74.7
   - Non-zero count: 11,769,083.602539062
 
-
 - AA:
+
   - Type: float
   - Entity: person
   - Description: Attendance Allowance
@@ -2746,8 +2746,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 486.0
   - Non-zero count: 834,512.752746582
 
-
 - AA_reported:
+
   - Type: float
   - Entity: person
   - Description: Attendance Allowance (reported)
@@ -2756,8 +2756,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 486.0
   - Non-zero count: 834,512.752746582
 
-
 - CTC_child_element:
+
   - Type: float
   - Entity: benunit
   - Description: Child Tax Credit child element
@@ -2766,8 +2766,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,447.7
   - Non-zero count: 2,103,891.0
 
-
 - CTC_disabled_child_element:
+
   - Type: float
   - Entity: benunit
   - Description: CTC entitlement from disabled child elements
@@ -2776,8 +2776,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 50.6
   - Non-zero count: 4,497.0
 
-
 - CTC_family_element:
+
   - Type: float
   - Entity: benunit
   - Description: CTC entitlement in the Family Element
@@ -2786,8 +2786,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 134.0
   - Non-zero count: 2,103,891.0
 
-
 - CTC_maximum_rate:
+
   - Type: float
   - Entity: benunit
   - Description: Maximum Child Tax Credit
@@ -2796,8 +2796,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,581.0
   - Non-zero count: 2,103,891.0
 
-
 - CTC_severely_disabled_child_element:
+
   - Type: float
   - Entity: benunit
   - Description: CTC entitlement from severely disabled child elements
@@ -2806,8 +2806,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 13.0
   - Non-zero count: 2,772.0
 
-
 - WTC_basic_element:
+
   - Type: float
   - Entity: benunit
   - Description: Working Tax Credit basic element
@@ -2816,8 +2816,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 946.3
   - Non-zero count: 3,937,540.0
 
-
 - WTC_childcare_element:
+
   - Type: float
   - Entity: benunit
   - Description: Working Tax Credit childcare element
@@ -2826,8 +2826,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 430.0
   - Non-zero count: 408,732.0
 
-
 - WTC_couple_element:
+
   - Type: float
   - Entity: benunit
   - Description: Working Tax Credit couple element
@@ -2836,8 +2836,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 535.2
   - Non-zero count: 2,651,686.0
 
-
 - WTC_disabled_element:
+
   - Type: float
   - Entity: benunit
   - Description: Working Tax Credit disabled element
@@ -2846,8 +2846,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 143.1
   - Non-zero count: 66,877.0
 
-
 - WTC_lone_parent_element:
+
   - Type: float
   - Entity: benunit
   - Description: Working Tax Credit lone parent element
@@ -2856,8 +2856,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 197.0
   - Non-zero count: 308,508.0
 
-
 - WTC_maximum_rate:
+
   - Type: float
   - Entity: benunit
   - Description: Working Tax Credit maximum rate
@@ -2866,8 +2866,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,883.2
   - Non-zero count: 3,937,540.0
 
-
 - WTC_severely_disabled_element:
+
   - Type: float
   - Entity: benunit
   - Description: Working Tax Credit severely disabled element
@@ -2876,8 +2876,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 59.0
   - Non-zero count: 56,216.0
 
-
 - WTC_worker_element:
+
   - Type: float
   - Entity: benunit
   - Description: Working Tax Credit worker element
@@ -2886,8 +2886,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 246.6
   - Non-zero count: 3,648,850.0
 
-
 - child_tax_credit:
+
   - Type: float
   - Entity: benunit
   - Description: Child Tax Credit
@@ -2896,8 +2896,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,017.6
   - Non-zero count: 945,590.0
 
-
 - child_tax_credit_reported:
+
   - Type: float
   - Entity: person
   - Description: Working Tax Credit
@@ -2906,8 +2906,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,165.6
   - Non-zero count: 1,917,865.9021606445
 
-
 - claims_CTC:
+
   - Type: bool
   - Entity: benunit
   - Description: Whether this family is imputed to claim Child Tax Credit, based on survey response and take-up rates
@@ -2916,8 +2916,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.4
   - Non-zero count: 9,691,481.0
 
-
 - claims_WTC:
+
   - Type: bool
   - Entity: benunit
   - Description: Whether this family is imputed to claim Working Tax Credit, based on survey response and take-up rates
@@ -2926,8 +2926,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.4
   - Non-zero count: 7,601,781.0
 
-
 - is_CTC_child_limit_exempt:
+
   - Type: bool
   - Entity: person
   - Description: Exemption from Child Tax Credit two-child limit
@@ -2936,8 +2936,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.2
   - Non-zero count: 64,083,677.39552307
 
-
 - is_CTC_eligible:
+
   - Type: bool
   - Entity: benunit
   - Description: Child Tax Credit eligibility
@@ -2946,8 +2946,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.4
   - Non-zero count: 7,635,545.0
 
-
 - is_WTC_eligible:
+
   - Type: bool
   - Entity: benunit
   - Description: Working Tax Credit eligibility
@@ -2956,8 +2956,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.5
   - Non-zero count: 18,220,510.0
 
-
 - is_child_for_CTC:
+
   - Type: bool
   - Entity: person
   - Description: Child eligible for Child Tax Credit
@@ -2966,8 +2966,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.4
   - Non-zero count: 13,551,018.06652832
 
-
 - tax_credits:
+
   - Type: float
   - Entity: benunit
   - Description: Tax Credits
@@ -2976,8 +2976,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,310.1
   - Non-zero count: 1,240,656.0
 
-
 - tax_credits_applicable_income:
+
   - Type: float
   - Entity: benunit
   - Description: Applicable income for Tax Credits
@@ -2986,8 +2986,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 39,709.9
   - Non-zero count: 30,427,581.0
 
-
 - tax_credits_reduction:
+
   - Type: float
   - Entity: benunit
   - Description: Reduction in Tax Credits from means-tested income
@@ -2996,8 +2996,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 15,944.5
   - Non-zero count: 28,473,172.0
 
-
 - working_tax_credit:
+
   - Type: float
   - Entity: benunit
   - Description: Working Tax Credit
@@ -3006,8 +3006,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 510.2
   - Non-zero count: 595,585.0
 
-
 - working_tax_credit_reported:
+
   - Type: float
   - Entity: person
   - Description: Working Tax Credit
@@ -3016,8 +3016,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 440.2
   - Non-zero count: 1,061,954.6842803955
 
-
 - would_claim_CTC:
+
   - Type: bool
   - Entity: benunit
   - Description: Would claim Child Tax Credit
@@ -3026,8 +3026,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.4
   - Non-zero count: 29,162,521.0
 
-
 - would_claim_WTC:
+
   - Type: bool
   - Entity: benunit
   - Description: Would claim Working Tax Credit
@@ -3036,8 +3036,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.4
   - Non-zero count: 7,601,781.0
 
-
 - benefit_cap:
+
   - Type: float
   - Entity: benunit
   - Description: Benefit cap for the family
@@ -3046,8 +3046,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: nan
   - Non-zero count: 35,239,742.0
 
-
 - is_benefit_cap_exempt:
+
   - Type: bool
   - Entity: benunit
   - Description: Whether exempt from the benefits cap
@@ -3056,8 +3056,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.3
   - Non-zero count: 2,900,493.0
 
-
 - BRMA_LHA_rate:
+
   - Type: float
   - Entity: benunit
   - Description: LHA rate
@@ -3066,8 +3066,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 2,320.7
   - Non-zero count: 35,239,742.0
 
-
 - LHA_allowed_bedrooms:
+
   - Type: float
   - Entity: benunit
   - Description: The number of bedrooms covered by LHA for the benefit unit
@@ -3076,8 +3076,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1.1
   - Non-zero count: 35,239,742.0
 
-
 - LHA_cap:
+
   - Type: float
   - Entity: benunit
   - Description: Applicable amount for LHA
@@ -3086,14 +3086,14 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 2,897.6
   - Non-zero count: 10,896,012.0
 
-
 - LHA_category:
+
   - Type: Categorical
   - Entity: benunit
   - Description: LHA category for the benefit unit, taking into account LHA rules on the number of LHA-covered bedrooms
 
-
 - LHA_eligible:
+
   - Type: float
   - Entity: benunit
   - Description: Eligibility for Local Housing Allowance
@@ -3102,8 +3102,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - council_tax_benefit:
+
   - Type: float
   - Entity: benunit
   - Description: Council Tax Benefit
@@ -3112,8 +3112,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 291.9
   - Non-zero count: 3,839,052.0
 
-
 - council_tax_benefit_reported:
+
   - Type: float
   - Entity: person
   - Description: Council Tax Benefit (reported)
@@ -3122,8 +3122,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 217.2
   - Non-zero count: 3,936,080.0654296875
 
-
 - HB_individual_non_dep_deduction:
+
   - Type: float
   - Entity: person
   - Description: Non-dependent deduction (individual)
@@ -3132,8 +3132,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 589.0
   - Non-zero count: 32,191,381.429977417
 
-
 - HB_non_dep_deductions:
+
   - Type: float
   - Entity: benunit
   - Description: Non-dependent deductions
@@ -3142,8 +3142,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 748.4
   - Non-zero count: 7,272,615.0
 
-
 - claims_HB:
+
   - Type: bool
   - Entity: benunit
   - Description: Would claim Housing Benefit
@@ -3152,8 +3152,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.4
   - Non-zero count: 9,461,944.0
 
-
 - housing_benefit:
+
   - Type: float
   - Entity: benunit
   - Description: Housing Benefit
@@ -3162,8 +3162,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 826.1
   - Non-zero count: 1,065,494.0
 
-
 - housing_benefit_applicable_amount:
+
   - Type: float
   - Entity: benunit
   - Description: Applicable amount for Housing Benefit
@@ -3172,8 +3172,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 3,210.1
   - Non-zero count: 6,076,929.0
 
-
 - housing_benefit_applicable_income:
+
   - Type: float
   - Entity: benunit
   - Description: Relevant income for Housing Benefit means test
@@ -3182,8 +3182,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 24,274.2
   - Non-zero count: 32,040,805.0
 
-
 - housing_benefit_eligible:
+
   - Type: bool
   - Entity: benunit
   - Description: Whether eligible for Housing Benefit
@@ -3192,8 +3192,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.4
   - Non-zero count: 6,076,929.0
 
-
 - housing_benefit_reported:
+
   - Type: float
   - Entity: person
   - Description: Housing Benefit (reported amount)
@@ -3202,8 +3202,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,103.3
   - Non-zero count: 2,929,585.436050415
 
-
 - would_claim_HB:
+
   - Type: bool
   - Entity: benunit
   - Description: Would claim Housing Benefit
@@ -3212,8 +3212,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.4
   - Non-zero count: 28,463,724.0
 
-
 - JSA:
+
   - Type: float
   - Entity: benunit
   - Description: Amount of Jobseeker's Allowance for this family
@@ -3222,8 +3222,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 254.1
   - Non-zero count: 154,310.0
 
-
 - JSA_income:
+
   - Type: float
   - Entity: benunit
   - Description: JSA (income-based)
@@ -3232,8 +3232,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 229.0
   - Non-zero count: 125,449.0
 
-
 - JSA_income_applicable_amount:
+
   - Type: float
   - Entity: benunit
   - Description: Maximum amount of JSA (income-based)
@@ -3242,8 +3242,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 241.8
   - Non-zero count: 130,391.0
 
-
 - JSA_income_applicable_income:
+
   - Type: float
   - Entity: benunit
   - Description: Relevant income for JSA (income-based) means test
@@ -3252,8 +3252,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 25,263.4
   - Non-zero count: 30,591,752.0
 
-
 - JSA_income_eligible:
+
   - Type: bool
   - Entity: benunit
   - Description: Eligibility for income-based JSA
@@ -3262,8 +3262,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.1
   - Non-zero count: 747,091.0
 
-
 - JSA_income_reported:
+
   - Type: float
   - Entity: person
   - Description: JSA (income-based) (reported amount)
@@ -3272,8 +3272,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 243.0
   - Non-zero count: 211,141.93167114258
 
-
 - claims_JSA:
+
   - Type: bool
   - Entity: benunit
   - Description: Whether this family is imputed to claim JSA based on survey response and take-up rates
@@ -3282,8 +3282,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.4
   - Non-zero count: 6,516,319.0
 
-
 - would_claim_JSA:
+
   - Type: bool
   - Entity: benunit
   - Description: Would claim income-based JSA
@@ -3292,8 +3292,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.5
   - Non-zero count: 19,785,158.0
 
-
 - ESA_income:
+
   - Type: float
   - Entity: benunit
   - Description: ESA (income-based)
@@ -3302,8 +3302,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,024.6
   - Non-zero count: 628,035.0
 
-
 - ESA_income_eligible:
+
   - Type: bool
   - Entity: benunit
   - Description: ESA (income) eligible
@@ -3312,8 +3312,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.1
   - Non-zero count: 628,035.0
 
-
 - ESA_income_reported:
+
   - Type: float
   - Entity: person
   - Description: ESA (income-based) (reported amount)
@@ -3322,8 +3322,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 740.1
   - Non-zero count: 650,722.3853607178
 
-
 - claims_ESA_income:
+
   - Type: bool
   - Entity: benunit
   - Description: Claims ESA (income)
@@ -3332,8 +3332,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.1
   - Non-zero count: 188,252.0
 
-
 - would_claim_ESA_income:
+
   - Type: bool
   - Entity: benunit
   - Description: Would claim income-based ESA
@@ -3342,8 +3342,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.1
   - Non-zero count: 628,035.0
 
-
 - UC_LCWRA_element:
+
   - Type: float
   - Entity: benunit
   - Description: Universal Credit limited capability for work-related-activity element
@@ -3352,8 +3352,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,291.7
   - Non-zero count: 2,723,708.0
 
-
 - UC_MIF_applies:
+
   - Type: bool
   - Entity: person
   - Description: Minimum Income Floor applies
@@ -3362,8 +3362,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.2
   - Non-zero count: 4,355,036.489593506
 
-
 - UC_MIF_capped_earned_income:
+
   - Type: float
   - Entity: person
   - Description: Universal Credit gross earned income (incl. MIF)
@@ -3372,8 +3372,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 25,913.8
   - Non-zero count: 32,233,477.938964844
 
-
 - UC_carer_element:
+
   - Type: float
   - Entity: benunit
   - Description: Universal Credit carer element
@@ -3382,8 +3382,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 284.8
   - Non-zero count: 657,949.0
 
-
 - UC_child_element:
+
   - Type: float
   - Entity: benunit
   - Description: Universal Credit child element
@@ -3392,8 +3392,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 2,430.5
   - Non-zero count: 8,311,716.0
 
-
 - UC_childcare_element:
+
   - Type: float
   - Entity: benunit
   - Description: Universal Credit childcare element
@@ -3402,8 +3402,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,029.9
   - Non-zero count: 1,541,416.0
 
-
 - UC_childcare_work_condition:
+
   - Type: bool
   - Entity: benunit
   - Description: Meets Universal Credit childcare work condition
@@ -3412,14 +3412,14 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.5
   - Non-zero count: 19,046,780.0
 
-
 - UC_claimant_type:
+
   - Type: Categorical
   - Entity: benunit
   - Description: UC claimant type
 
-
 - UC_disability_elements:
+
   - Type: float
   - Entity: benunit
   - Description: Universal Credit disability elements
@@ -3428,8 +3428,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,329.9
   - Non-zero count: 2,723,708.0
 
-
 - UC_earned_income:
+
   - Type: float
   - Entity: benunit
   - Description: Universal Credit earned income (after disregards and tax)
@@ -3438,8 +3438,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 24,702.2
   - Non-zero count: 22,008,759.0
 
-
 - UC_housing_costs_element:
+
   - Type: float
   - Entity: benunit
   - Description: Universal Credit housing costs element
@@ -3448,8 +3448,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 2,859.5
   - Non-zero count: 8,136,435.0
 
-
 - UC_income_reduction:
+
   - Type: float
   - Entity: benunit
   - Description: Reduction from income for Universal Credit
@@ -3458,8 +3458,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 17,625.3
   - Non-zero count: 29,777,389.0
 
-
 - UC_individual_child_element:
+
   - Type: float
   - Entity: person
   - Description: Universal Credit child element
@@ -3468,8 +3468,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,273.2
   - Non-zero count: 13,775,363.692504883
 
-
 - UC_individual_disabled_child_element:
+
   - Type: float
   - Entity: person
   - Description: Universal Credit disabled child element
@@ -3478,8 +3478,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 45.0
   - Non-zero count: 51,739.19499206543
 
-
 - UC_individual_non_dep_deduction:
+
   - Type: float
   - Entity: person
   - Description: Universal Credit non-dependent deduction (individual)
@@ -3488,8 +3488,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 452.9
   - Non-zero count: 32,617,119.436264038
 
-
 - UC_individual_severely_disabled_child_element:
+
   - Type: float
   - Entity: person
   - Description: Universal Credit severely disabled child element
@@ -3498,8 +3498,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 103.2
   - Non-zero count: 29,551.06365966797
 
-
 - UC_maximum_amount:
+
   - Type: float
   - Entity: benunit
   - Description: Maximum Universal Credit amount
@@ -3508,8 +3508,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 4,969.1
   - Non-zero count: 35,212,896.0
 
-
 - UC_maximum_childcare:
+
   - Type: float
   - Entity: benunit
   - Description: Maximum Universal Credit childcare element
@@ -3518,8 +3518,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,884.7
   - Non-zero count: 35,239,742.0
 
-
 - UC_minimum_income_floor:
+
   - Type: float
   - Entity: person
   - Description: Minimum Income Floor
@@ -3528,8 +3528,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 3,171.7
   - Non-zero count: 67,267,693.98316956
 
-
 - UC_non_dep_deduction_exempt:
+
   - Type: bool
   - Entity: person
   - Description: Not expected to contribute to housing costs for Universal Credit
@@ -3538,8 +3538,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.3
   - Non-zero count: 5,221,797.159408569
 
-
 - UC_non_dep_deductions:
+
   - Type: float
   - Entity: benunit
   - Description: Universal Credit non-dependent deductions
@@ -3548,8 +3548,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 624.3
   - Non-zero count: 7,724,029.0
 
-
 - UC_standard_allowance:
+
   - Type: float
   - Entity: benunit
   - Description: Universal Credit standard allowance
@@ -3558,8 +3558,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,189.8
   - Non-zero count: 35,239,742.0
 
-
 - UC_unearned_income:
+
   - Type: float
   - Entity: benunit
   - Description: Universal Credit unearned income
@@ -3568,8 +3568,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 11,299.8
   - Non-zero count: 18,593,152.0
 
-
 - UC_work_allowance:
+
   - Type: float
   - Entity: benunit
   - Description: Universal Credit work allowance
@@ -3578,8 +3578,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 2,592.7
   - Non-zero count: 10,518,640.0
 
-
 - claims_UC:
+
   - Type: bool
   - Entity: benunit
   - Description: Would claim Universal Credit
@@ -3588,8 +3588,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.4
   - Non-zero count: 7,108,823.0
 
-
 - is_UC_eligible:
+
   - Type: bool
   - Entity: benunit
   - Description: Universal Credit eligible
@@ -3598,8 +3598,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.4
   - Non-zero count: 27,803,365.0
 
-
 - is_UC_work_allowance_eligible:
+
   - Type: bool
   - Entity: benunit
   - Description: Family receives a Universal Credit Work Allowance
@@ -3608,8 +3608,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.5
   - Non-zero count: 10,518,640.0
 
-
 - is_child_born_before_child_limit:
+
   - Type: bool
   - Entity: person
   - Description: Born before child limit (exempt)
@@ -3618,8 +3618,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.4
   - Non-zero count: 10,476,149.195022583
 
-
 - is_in_startup_period:
+
   - Type: bool
   - Entity: person
   - Description: In a start-up period
@@ -3628,8 +3628,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - limited_capability_for_WRA:
+
   - Type: bool
   - Entity: person
   - Description: Assessed to have limited capability for work-related activity
@@ -3638,8 +3638,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.2
   - Non-zero count: 2,915,062.0578918457
 
-
 - num_UC_eligible_children:
+
   - Type: int
   - Entity: benunit
   - Description: Children eligible for Universal Credit
@@ -3648,8 +3648,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.8
   - Non-zero count: 8,311,716.0
 
-
 - universal_credit:
+
   - Type: float
   - Entity: benunit
   - Description: Universal Credit
@@ -3658,8 +3658,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 3,301.6
   - Non-zero count: 3,282,414.0
 
-
 - universal_credit_reported:
+
   - Type: float
   - Entity: person
   - Description: Universal Credit (reported)
@@ -3668,8 +3668,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1,447.0
   - Non-zero count: 1,380,082.0817718506
 
-
 - claims_PC:
+
   - Type: bool
   - Entity: benunit
   - Description: Whether this family is imputed to claim Pension Credit
@@ -3678,8 +3678,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.5
   - Non-zero count: 22,364,643.0
 
-
 - guarantee_credit_applicable_income:
+
   - Type: float
   - Entity: benunit
   - Description: Applicable income for Pension Credit
@@ -3688,8 +3688,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 26,220.9
   - Non-zero count: 32,439,922.0
 
-
 - pension_credit:
+
   - Type: float
   - Entity: benunit
   - Description: Pension Credit
@@ -3698,8 +3698,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 550.9
   - Non-zero count: 1,131,769.0
 
-
 - pension_credit_GC:
+
   - Type: float
   - Entity: benunit
   - Description: Pension Credit (Guarantee Credit) amount
@@ -3708,8 +3708,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 517.5
   - Non-zero count: 679,232.0
 
-
 - pension_credit_MG:
+
   - Type: float
   - Entity: benunit
   - Description: Pension Credit (Minimum Guarantee) amount per week
@@ -3718,8 +3718,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 4,152.8
   - Non-zero count: 4,403,730.0
 
-
 - pension_credit_SC:
+
   - Type: float
   - Entity: benunit
   - Description: Pension Credit (Savings Credit) amount per week
@@ -3728,8 +3728,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 173.1
   - Non-zero count: 703,735.0
 
-
 - pension_credit_eligible:
+
   - Type: bool
   - Entity: benunit
   - Description: Eligible for Pension Credit
@@ -3738,8 +3738,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.4
   - Non-zero count: 6,903,776.0
 
-
 - pension_credit_reported:
+
   - Type: float
   - Entity: person
   - Description: Reported amount of Pension Credit
@@ -3748,8 +3748,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 578.8
   - Non-zero count: 1,156,685.3484649658
 
-
 - savings_credit_applicable_income:
+
   - Type: float
   - Entity: benunit
   - Description: Applicable income for Savings Credit
@@ -3758,8 +3758,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 26,279.1
   - Non-zero count: 32,373,621.0
 
-
 - would_claim_PC:
+
   - Type: bool
   - Entity: benunit
   - Description: Would claim Pension Credit
@@ -3768,8 +3768,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.5
   - Non-zero count: 22,364,643.0
 
-
 - claims_IS:
+
   - Type: bool
   - Entity: benunit
   - Description: Whether this family is imputed to claim Income Support
@@ -3778,8 +3778,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.5
   - Non-zero count: 10,564,750.0
 
-
 - income_support:
+
   - Type: float
   - Entity: benunit
   - Description: Income Support
@@ -3788,8 +3788,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 493.8
   - Non-zero count: 190,516.0
 
-
 - income_support_applicable_amount:
+
   - Type: float
   - Entity: benunit
   - Description: Applicable amount of Income Support
@@ -3798,8 +3798,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 844.2
   - Non-zero count: 347,081.0
 
-
 - income_support_applicable_income:
+
   - Type: float
   - Entity: benunit
   - Description: Relevant income for Income Support means test
@@ -3808,8 +3808,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 25,263.4
   - Non-zero count: 30,591,752.0
 
-
 - income_support_eligible:
+
   - Type: bool
   - Entity: benunit
   - Description: Whether eligible for Income Support
@@ -3818,8 +3818,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.2
   - Non-zero count: 1,159,297.0
 
-
 - income_support_reported:
+
   - Type: float
   - Entity: person
   - Description: Income Support (reported amount)
@@ -3828,8 +3828,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 382.0
   - Non-zero count: 387,383.5461883545
 
-
 - would_claim_IS:
+
   - Type: bool
   - Entity: benunit
   - Description: Would claim Income Support
@@ -3838,8 +3838,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.3
   - Non-zero count: 31,650,847.0
 
-
 - in_deep_poverty_ahc:
+
   - Type: bool
   - Entity: household
   - Description: Whether the household is in deep absolute poverty (below half the poverty line), after housing costs
@@ -3848,8 +3848,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.3
   - Non-zero count: 2,744,531.0
 
-
 - in_deep_poverty_bhc:
+
   - Type: bool
   - Entity: household
   - Description: Whether the household is in deep absolute poverty (below half the poverty line), before housing costs
@@ -3858,8 +3858,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.2
   - Non-zero count: 1,592,727.0
 
-
 - in_poverty_ahc:
+
   - Type: bool
   - Entity: household
   - Description: Whether the household is in absolute poverty, after housing costs
@@ -3868,8 +3868,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.4
   - Non-zero count: 6,054,655.0
 
-
 - in_poverty_bhc:
+
   - Type: bool
   - Entity: household
   - Description: Whether the household is in absolute poverty, before housing costs
@@ -3878,8 +3878,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.4
   - Non-zero count: 5,390,186.0
 
-
 - poverty_gap_ahc:
+
   - Type: float
   - Entity: household
   - Description: Positive financial gap between net household income and the poverty line, after housing costs
@@ -3888,8 +3888,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 4,280.6
   - Non-zero count: 6,054,655.0
 
-
 - poverty_gap_bhc:
+
   - Type: float
   - Entity: household
   - Description: Positive financial gap between net household income and the poverty line
@@ -3898,8 +3898,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 3,221.8
   - Non-zero count: 5,390,186.0
 
-
 - poverty_line_ahc:
+
   - Type: float
   - Entity: household
   - Description: The poverty line for the household, after housing costs
@@ -3908,8 +3908,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 5,659.7
   - Non-zero count: 28,023,811.0
 
-
 - poverty_line_bhc:
+
   - Type: float
   - Entity: household
   - Description: The poverty line for the household, before housing costs
@@ -3918,20 +3918,20 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 5,495.3
   - Non-zero count: 28,023,811.0
 
-
 - BRMA:
+
   - Type: Categorical
   - Entity: household
   - Description: Broad Rental Market Area
 
-
 - local_authority:
+
   - Type: Categorical
   - Entity: household
   - Description: The Local Authority for the household
 
-
 - age:
+
   - Type: int
   - Entity: person
   - Description: Age
@@ -3940,8 +3940,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 23.6
   - Non-zero count: 66,530,890.527420044
 
-
 - age_18_64:
+
   - Type: bool
   - Entity: person
   - Description: Whether the person is age 18 to 64
@@ -3950,8 +3950,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.5
   - Non-zero count: 41,196,441.76763916
 
-
 - age_over_64:
+
   - Type: bool
   - Entity: person
   - Description: Whether the person is over age 64
@@ -3960,8 +3960,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.4
   - Non-zero count: 11,521,755.849945068
 
-
 - age_under_18:
+
   - Type: bool
   - Entity: person
   - Description: Whether the person is under age 18
@@ -3970,8 +3970,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.4
   - Non-zero count: 14,549,496.365585327
 
-
 - birth_year:
+
   - Type: int
   - Entity: person
   - Description: The birth year of the person
@@ -3980,8 +3980,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 23.6
   - Non-zero count: 67,267,693.98316956
 
-
 - child_index:
+
   - Type: int
   - Entity: person
   - Description: Child reference number
@@ -3990,26 +3990,26 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 41.2
   - Non-zero count: 67,267,693.98316956
 
-
 - current_education:
+
   - Type: Categorical
   - Entity: person
   - Description: Current education
 
-
 - gender:
+
   - Type: Categorical
   - Entity: person
   - Description: Gender of the person
 
-
 - highest_education:
+
   - Type: Categorical
   - Entity: person
   - Description: Highest status education completed
 
-
 - in_FE:
+
   - Type: bool
   - Entity: person
   - Description: Whether this person is in Further Education
@@ -4018,8 +4018,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - in_HE:
+
   - Type: bool
   - Entity: person
   - Description: In higher education
@@ -4028,8 +4028,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - in_social_housing:
+
   - Type: bool
   - Entity: person
   - Description: Whether this person lives in social housing
@@ -4038,8 +4038,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.4
   - Non-zero count: 10,949,614.439804077
 
-
 - is_WA_adult:
+
   - Type: bool
   - Entity: person
   - Description: Whether is a working-age adult
@@ -4048,8 +4048,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.5
   - Non-zero count: 41,863,557.543533325
 
-
 - is_adult:
+
   - Type: bool
   - Entity: person
   - Description: Whether this person is an adult
@@ -4058,8 +4058,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.4
   - Non-zero count: 52,718,197.61758423
 
-
 - is_benunit_eldest_child:
+
   - Type: bool
   - Entity: person
   - Description: Eldest child in the benefit unit
@@ -4068,8 +4068,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.3
   - Non-zero count: 8,060,380.666305542
 
-
 - is_benunit_head:
+
   - Type: bool
   - Entity: person
   - Description: Whether this person is the head-of-family
@@ -4078,8 +4078,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.5
   - Non-zero count: 36,127,205.53575134
 
-
 - is_child:
+
   - Type: bool
   - Entity: person
   - Description: Is a child
@@ -4088,8 +4088,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.4
   - Non-zero count: 14,549,496.365585327
 
-
 - is_eldest_child:
+
   - Type: bool
   - Entity: person
   - Description: Is the eldest child
@@ -4098,8 +4098,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.3
   - Non-zero count: 8,521,165.38130188
 
-
 - is_female:
+
   - Type: bool
   - Entity: person
   - Description: Whether the person is female
@@ -4108,8 +4108,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.5
   - Non-zero count: 34,057,521.69169617
 
-
 - is_household_head:
+
   - Type: bool
   - Entity: person
   - Description: Whether this person is the head-of-household
@@ -4118,8 +4118,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.5
   - Non-zero count: 28,728,891.273483276
 
-
 - is_male:
+
   - Type: bool
   - Entity: person
   - Description: Whether the person is male
@@ -4128,8 +4128,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.5
   - Non-zero count: 33,210,172.29147339
 
-
 - is_older_child:
+
   - Type: bool
   - Entity: person
   - Description: Whether the person is over 14 but under 18
@@ -4138,8 +4138,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.2
   - Non-zero count: 3,265,327.3812713623
 
-
 - is_young_child:
+
   - Type: bool
   - Entity: person
   - Description: Whether the person is under 14
@@ -4148,14 +4148,14 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.4
   - Non-zero count: 11,284,168.984313965
 
-
 - marital_status:
+
   - Type: Categorical
   - Entity: person
   - Description: Marital status
 
-
 - over_16:
+
   - Type: bool
   - Entity: person
   - Description: Whether the person is over 16
@@ -4164,8 +4164,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.4
   - Non-zero count: 54,451,618.278793335
 
-
 - people:
+
   - Type: float
   - Entity: person
   - Description: Variable holding people
@@ -4174,8 +4174,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 67,267,693.98316956
 
-
 - person_id:
+
   - Type: int
   - Entity: person
   - Description: ID for the person
@@ -4184,8 +4184,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 554,308.8
   - Non-zero count: 67,267,693.98316956
 
-
 - person_weight:
+
   - Type: float
   - Entity: person
   - Description: Weight (region-adjusted)
@@ -4194,8 +4194,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 881.7
   - Non-zero count: 67,267,693.98316956
 
-
 - raw_person_weight:
+
   - Type: float
   - Entity: person
   - Description: Weight factor
@@ -4204,8 +4204,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 858.7
   - Non-zero count: 67,267,693.98316956
 
-
 - person_benunit_id:
+
   - Type: float
   - Entity: person
   - Description: Person's benefit unit ID
@@ -4214,8 +4214,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 554,307.8
   - Non-zero count: 67,267,693.98316956
 
-
 - person_household_id:
+
   - Type: float
   - Entity: person
   - Description: Person's household ID
@@ -4224,26 +4224,26 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 554,307.9
   - Non-zero count: 67,267,693.98316956
 
-
 - role:
+
   - Type: Categorical
   - Entity: person
   - Description: Role (adult/child)
 
-
 - accommodation_type:
+
   - Type: Categorical
   - Entity: household
   - Description: Type of accommodation
 
-
 - country:
+
   - Type: Categorical
   - Entity: household
   - Description: Country of the UK
 
-
 - household_equivalisation_ahc:
+
   - Type: float
   - Entity: household
   - Description: Equivalisation factor to account for household composition, after housing costs
@@ -4252,8 +4252,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.4
   - Non-zero count: 28,023,811.0
 
-
 - household_equivalisation_bhc:
+
   - Type: float
   - Entity: household
   - Description: Equivalisation factor to account for household composition, before housing costs
@@ -4262,8 +4262,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.3
   - Non-zero count: 28,023,811.0
 
-
 - household_id:
+
   - Type: int
   - Entity: household
   - Description: ID for the household
@@ -4272,8 +4272,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 554,559.4
   - Non-zero count: 28,023,811.0
 
-
 - household_num_benunits:
+
   - Type: int
   - Entity: household
   - Description: Number of benefit units
@@ -4282,8 +4282,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.5
   - Non-zero count: 28,023,811.0
 
-
 - household_num_people:
+
   - Type: int
   - Entity: household
   - Description: Number of people
@@ -4292,8 +4292,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1.3
   - Non-zero count: 28,023,811.0
 
-
 - household_weight:
+
   - Type: float
   - Entity: household
   - Description: Weight factor for the household
@@ -4302,8 +4302,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 836.5
   - Non-zero count: 28,023,811.0
 
-
 - households:
+
   - Type: float
   - Entity: household
   - Description: Variable holding households
@@ -4312,8 +4312,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 28,023,811.0
 
-
 - is_renting:
+
   - Type: bool
   - Entity: household
   - Description: Is renting
@@ -4322,8 +4322,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - is_shared_accommodation:
+
   - Type: bool
   - Entity: household
   - Description: Whether the household is shared accommodation
@@ -4332,8 +4332,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - num_bedrooms:
+
   - Type: int
   - Entity: household
   - Description: The number of bedrooms in the house
@@ -4342,20 +4342,20 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 1.0
   - Non-zero count: 28,023,811.0
 
-
 - region:
+
   - Type: Categorical
   - Entity: household
   - Description: Region
 
-
 - tenure_type:
+
   - Type: Categorical
   - Entity: household
   - Description: Tenure type of the household
 
-
 - benunit_id:
+
   - Type: int
   - Entity: benunit
   - Description: ID for the family
@@ -4364,8 +4364,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 553,578.7
   - Non-zero count: 35,239,742.0
 
-
 - benunit_is_renting:
+
   - Type: bool
   - Entity: benunit
   - Description: Whether this family is renting
@@ -4374,14 +4374,14 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - benunit_tenure_type:
+
   - Type: Categorical
   - Entity: benunit
   - Description: Tenure type of the family's household
 
-
 - benunit_weight:
+
   - Type: float
   - Entity: benunit
   - Description: Weight factor for the benefit unit
@@ -4390,8 +4390,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 899.8
   - Non-zero count: 35,239,742.0
 
-
 - eldest_adult_age:
+
   - Type: float
   - Entity: benunit
   - Description: Eldest adult age
@@ -4400,8 +4400,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 18.7
   - Non-zero count: 35,239,742.0
 
-
 - eldest_child_age:
+
   - Type: float
   - Entity: benunit
   - Description: Eldest adult age
@@ -4410,8 +4410,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: nan
   - Non-zero count: 7,532,484.0
 
-
 - families:
+
   - Type: float
   - Entity: benunit
   - Description: Variable holding families
@@ -4420,14 +4420,14 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 35,239,742.0
 
-
 - family_type:
+
   - Type: Categorical
   - Entity: benunit
   - Description: Family composition
 
-
 - is_married:
+
   - Type: bool
   - Entity: benunit
   - Description: Married
@@ -4436,8 +4436,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - num_adults:
+
   - Type: int
   - Entity: benunit
   - Description: The number of adults in the family
@@ -4446,8 +4446,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.5
   - Non-zero count: 34,684,149.0
 
-
 - num_children:
+
   - Type: int
   - Entity: benunit
   - Description: The number of children in the family
@@ -4456,14 +4456,14 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.9
   - Non-zero count: 8,311,716.0
 
-
 - relation_type:
+
   - Type: Categorical
   - Entity: benunit
   - Description: Whether single or a couple
 
-
 - youngest_adult_age:
+
   - Type: float
   - Entity: benunit
   - Description: Eldest adult age
@@ -4472,8 +4472,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 18.6
   - Non-zero count: 35,239,742.0
 
-
 - youngest_child_age:
+
   - Type: float
   - Entity: benunit
   - Description: Eldest adult age
@@ -4482,8 +4482,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: nan
   - Non-zero count: 34,527,020.0
 
-
 - state_id:
+
   - Type: int
   - Entity: state
   - Description: State ID
@@ -4492,8 +4492,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: nan
   - Non-zero count: 1.0
 
-
 - state_weight:
+
   - Type: float
   - Entity: state
   - Description: State weight
@@ -4502,8 +4502,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: nan
   - Non-zero count: 1.0
 
-
 - expected_ltt:
+
   - Type: float
   - Entity: household
   - Description: Land Transaction Tax (expected)
@@ -4512,8 +4512,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 203.5
   - Non-zero count: 329,994.0
 
-
 - land_transaction_tax:
+
   - Type: float
   - Entity: household
   - Description: Land Transaction Tax
@@ -4522,8 +4522,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 3,767.6
   - Non-zero count: 329,994.0
 
-
 - ltt_liable:
+
   - Type: bool
   - Entity: household
   - Description: Liable for Land Transaction Tax
@@ -4532,8 +4532,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.2
   - Non-zero count: 1,363,386.0
 
-
 - ltt_on_non_residential_property_rent:
+
   - Type: float
   - Entity: household
   - Description: LTT on non-residential property rent
@@ -4542,8 +4542,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - ltt_on_non_residential_property_transactions:
+
   - Type: float
   - Entity: household
   - Description: LTT on non-residential property transactions
@@ -4552,8 +4552,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 92.0
   - Non-zero count: 1,540.0
 
-
 - ltt_on_rent:
+
   - Type: float
   - Entity: household
   - Description: LTT on property rental
@@ -4562,8 +4562,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - ltt_on_residential_property_rent:
+
   - Type: float
   - Entity: household
   - Description: LTT on residential property rent
@@ -4572,8 +4572,8 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 0.0
   - Non-zero count: 0.0
 
-
 - ltt_on_residential_property_transactions:
+
   - Type: float
   - Entity: household
   - Description: LTT on residential property
@@ -4582,7 +4582,6 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Stddev: 28,171.5
   - Non-zero count: 8,419,829.0
 
-
 - ltt_on_transactions:
   - Type: float
   - Entity: household
@@ -4591,4 +4590,3 @@ All statistics generated from the uprated (to 2020) 2018-19 Family Resources Sur
   - Median: 0.0
   - Stddev: 28,173.6
   - Non-zero count: 8,419,829.0
-
diff --git a/openfisca_uk/parameters/benefit/JSA/income/takeup.yaml b/openfisca_uk/parameters/benefit/JSA/income/takeup.yaml
index 12792cc02..02c97dcc1 100644
--- a/openfisca_uk/parameters/benefit/JSA/income/takeup.yaml
+++ b/openfisca_uk/parameters/benefit/JSA/income/takeup.yaml
@@ -9,6 +9,6 @@ metadata:
   label: Income-based Jobseeker's Allowance take-up rate
   name: JSA_income_takeup
   unit: /1
-  reference: 
+  reference:
     name: "Income-related benefits: estimates of take-up: financial year 2015/16 | Jobseeker's Allowance: tables | JSA1"
     href: https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/645577/income-related-benefits-estimates-of-take-up-2015-16.pdf
diff --git a/openfisca_uk/parameters/benefit/pension_credit/minimum_guarantee.yaml b/openfisca_uk/parameters/benefit/pension_credit/minimum_guarantee.yaml
index d5374f677..b6c1645c0 100644
--- a/openfisca_uk/parameters/benefit/pension_credit/minimum_guarantee.yaml
+++ b/openfisca_uk/parameters/benefit/pension_credit/minimum_guarantee.yaml
@@ -18,6 +18,6 @@ COUPLE:
 metadata:
   period: week
   unit: currency-GBP
-  reference: 
+  reference:
     - title: The State Pension Credit Regulations 2002 reg. 6
       url: https://www.legislation.gov.uk/uksi/2002/1792/regulation/6/2021-04-12
diff --git a/openfisca_uk/parameters/benefit/pension_credit/savings_credit/income_threshold.yaml b/openfisca_uk/parameters/benefit/pension_credit/savings_credit/income_threshold.yaml
index ea5dfeb0e..3797a4bd5 100644
--- a/openfisca_uk/parameters/benefit/pension_credit/savings_credit/income_threshold.yaml
+++ b/openfisca_uk/parameters/benefit/pension_credit/savings_credit/income_threshold.yaml
@@ -17,6 +17,6 @@ COUPLE:
   2021-04-06: 244.12
 metadata:
   unit: currency-GBP
-  reference: 
+  reference:
     - title: The State Pension Credit Regulations 2002 reg. 7
       url: https://www.legislation.gov.uk/uksi/2002/1792/regulation/7/2021-04-12
diff --git a/openfisca_uk/parameters/benefit/tax_credits/child_tax_credit/elements/child_element.yaml b/openfisca_uk/parameters/benefit/tax_credits/child_tax_credit/elements/child_element.yaml
index fd22052a9..b8e31c6ef 100644
--- a/openfisca_uk/parameters/benefit/tax_credits/child_tax_credit/elements/child_element.yaml
+++ b/openfisca_uk/parameters/benefit/tax_credits/child_tax_credit/elements/child_element.yaml
@@ -11,5 +11,5 @@ metadata:
   period: year
   unit: currency-GBP
   reference:
-  - https://www.gov.uk/government/publications/rates-and-allowances-tax-credits-child-benefit-and-guardians-allowance/tax-credits-child-benefit-and-guardians-allowance
-  - https://www.iser.essex.ac.uk/files/projects/UKMOD/EUROMOD_country_report.pdf#page=27
+    - https://www.gov.uk/government/publications/rates-and-allowances-tax-credits-child-benefit-and-guardians-allowance/tax-credits-child-benefit-and-guardians-allowance
+    - https://www.iser.essex.ac.uk/files/projects/UKMOD/EUROMOD_country_report.pdf#page=27
diff --git a/openfisca_uk/parameters/benefit/tax_credits/child_tax_credit/elements/family_element.yaml b/openfisca_uk/parameters/benefit/tax_credits/child_tax_credit/elements/family_element.yaml
index 5442ef656..438b6b936 100644
--- a/openfisca_uk/parameters/benefit/tax_credits/child_tax_credit/elements/family_element.yaml
+++ b/openfisca_uk/parameters/benefit/tax_credits/child_tax_credit/elements/family_element.yaml
@@ -6,5 +6,5 @@ metadata:
   period: year
   unit: currency-GBP
   reference:
-  - https://www.gov.uk/government/publications/rates-and-allowances-tax-credits-child-benefit-and-guardians-allowance/tax-credits-child-benefit-and-guardians-allowance
-  - https://www.iser.essex.ac.uk/files/projects/UKMOD/EUROMOD_country_report.pdf#page=27
+    - https://www.gov.uk/government/publications/rates-and-allowances-tax-credits-child-benefit-and-guardians-allowance/tax-credits-child-benefit-and-guardians-allowance
+    - https://www.iser.essex.ac.uk/files/projects/UKMOD/EUROMOD_country_report.pdf#page=27
diff --git a/openfisca_uk/parameters/benefit/tax_credits/child_tax_credit/elements/severe_dis_child_element.yaml b/openfisca_uk/parameters/benefit/tax_credits/child_tax_credit/elements/severe_dis_child_element.yaml
index 1f36ec271..f00f35816 100644
--- a/openfisca_uk/parameters/benefit/tax_credits/child_tax_credit/elements/severe_dis_child_element.yaml
+++ b/openfisca_uk/parameters/benefit/tax_credits/child_tax_credit/elements/severe_dis_child_element.yaml
@@ -17,5 +17,5 @@ metadata:
   period: year
   unit: currency-GBP
   reference:
-  - https://www.gov.uk/government/publications/rates-and-allowances-tax-credits-child-benefit-and-guardians-allowance/tax-credits-child-benefit-and-guardians-allowance,
-  - https://www.iser.essex.ac.uk/files/projects/UKMOD/EUROMOD_country_report.pdf#page=28
+    - https://www.gov.uk/government/publications/rates-and-allowances-tax-credits-child-benefit-and-guardians-allowance/tax-credits-child-benefit-and-guardians-allowance,
+    - https://www.iser.essex.ac.uk/files/projects/UKMOD/EUROMOD_country_report.pdf#page=28
diff --git a/openfisca_uk/parameters/benefit/universal_credit/rollout_rate.yaml b/openfisca_uk/parameters/benefit/universal_credit/rollout_rate.yaml
index 6f2c60154..da8f756ca 100644
--- a/openfisca_uk/parameters/benefit/universal_credit/rollout_rate.yaml
+++ b/openfisca_uk/parameters/benefit/universal_credit/rollout_rate.yaml
@@ -1,5 +1,5 @@
 description: Roll-out rate of Universal Credit
-values:  # Interpolated quarterly
+values: # Interpolated quarterly
   2010-01-01: 0
   2018-01-01: 0.2
   2018-04-01: 0.25
diff --git a/openfisca_uk/parameters/benefit/universal_credit/standard_allowance/amount.yaml b/openfisca_uk/parameters/benefit/universal_credit/standard_allowance/amount.yaml
index f08f63cd0..341610bf0 100644
--- a/openfisca_uk/parameters/benefit/universal_credit/standard_allowance/amount.yaml
+++ b/openfisca_uk/parameters/benefit/universal_credit/standard_allowance/amount.yaml
@@ -3,7 +3,7 @@ SINGLE_YOUNG:
   description: Standard allowance for single claimants under 25
   values:
     2015-06-01: 251.77
-    2020-04-06: 344.00  # From gov.uk and entitledto
+    2020-04-06: 344.00 # From gov.uk and entitledto
     2021-10-06: 257.33
   metadata:
     label: Universal Credit single amount (under 25)
@@ -14,7 +14,7 @@ SINGLE_OLD:
   description: Standard allowance for single claimants over 25
   values:
     2015-06-01: 317.82
-    2020-04-06: 411.51  # From gov.uk and entitledto
+    2020-04-06: 411.51 # From gov.uk and entitledto
     2021-10-06: 324.84
   metadata:
     label: Universal Credit single amount (over 25)
@@ -25,7 +25,7 @@ COUPLE_YOUNG:
   description: Standard allowance for couples where both are under 25
   values:
     2015-06-01: 395.20
-    2020-04-06: 490.60  # From gov.uk and entitledto
+    2020-04-06: 490.60 # From gov.uk and entitledto
     2021-10-06: 403.93
   metadata:
     label: Universal Credit couple amount (both under 25)
@@ -37,7 +37,7 @@ COUPLE_OLD:
   values:
     2013-04-29: 489.06
     2015-06-01: 498.89
-    2020-04-06: 596.58  # From gov.uk/entitledto
+    2020-04-06: 596.58 # From gov.uk/entitledto
     2021-10-06: 509.91
   metadata:
     label: Universal Credit couple amount (one over 25)
@@ -46,7 +46,7 @@ COUPLE_OLD:
     period: month
 metadata:
   unit: currency-GBP
-  reference: 
+  reference:
     # Values.
     - https://www.legislation.gov.uk/uksi/2013/376/regulation/36
     # As-of date.
diff --git a/openfisca_uk/parameters/consumption/carbon/emissions.yaml b/openfisca_uk/parameters/consumption/carbon/emissions.yaml
index 82a6912c1..b7c3b42de 100644
--- a/openfisca_uk/parameters/consumption/carbon/emissions.yaml
+++ b/openfisca_uk/parameters/consumption/carbon/emissions.yaml
@@ -61,4 +61,4 @@ miscellaneous:
   values:
     2018-01-01: 20_208_000
   metadata:
-    unit: tonne CO2
\ No newline at end of file
+    unit: tonne CO2
diff --git a/openfisca_uk/parameters/consumption/carbon/intensity.yaml b/openfisca_uk/parameters/consumption/carbon/intensity.yaml
index 136685dfa..461eba9ad 100644
--- a/openfisca_uk/parameters/consumption/carbon/intensity.yaml
+++ b/openfisca_uk/parameters/consumption/carbon/intensity.yaml
@@ -24,4 +24,4 @@ restaurants_and_hotels_consumption:
 transport_consumption:
   2019-01-01: 0.00107
 metadata:
-  unit: tonnes per gbp
\ No newline at end of file
+  unit: tonnes per gbp
diff --git a/openfisca_uk/parameters/hmrc/business_rates/statistics.yaml b/openfisca_uk/parameters/hmrc/business_rates/statistics.yaml
index 08037a3db..c80214835 100644
--- a/openfisca_uk/parameters/hmrc/business_rates/statistics.yaml
+++ b/openfisca_uk/parameters/hmrc/business_rates/statistics.yaml
@@ -1,10 +1,10 @@
 revenue:
   description: Total revenue raised by Business Rates
-  ENGLAND: 
+  ENGLAND:
     values:
-      2019-01-01: 24_967_000_000  # Outturn
-      2020-01-01: 16_403_000_000  # Forecast
-      2021-01-01: 27_222_000_000  # Forecast
+      2019-01-01: 24_967_000_000 # Outturn
+      2020-01-01: 16_403_000_000 # Forecast
+      2021-01-01: 27_222_000_000 # Forecast
     metadata:
       reference:
         - title: National non-domestic (non-residential) rates collected by councils in England
diff --git a/openfisca_uk/parameters/hmrc/child_benefit/amount/additional.yaml b/openfisca_uk/parameters/hmrc/child_benefit/amount/additional.yaml
index e5c3c591f..a5a5951dd 100644
--- a/openfisca_uk/parameters/hmrc/child_benefit/amount/additional.yaml
+++ b/openfisca_uk/parameters/hmrc/child_benefit/amount/additional.yaml
@@ -1,8 +1,8 @@
 description: Child Benefit amount for each additional child
 values:
   2007-04-09:
-    value: 12.10 
-    # Legislation.gov.uk amends this amount to £12.55, but 
+    value: 12.10
+    # Legislation.gov.uk amends this amount to £12.55, but
     # the amendment it references directs that it should be
     # amended to £12.10. We use the original amendment.
     reference:
@@ -13,12 +13,12 @@ values:
     reference:
       - title: The Child Benefit (Rates) (Amendment) Regulations 2008(3)(b)
         href: https://www.legislation.gov.uk/uksi/2008/3246/regulation/3/made
-  2010-04-12: 
+  2010-04-12:
     value: 13.40
     reference:
       - title: The Child Benefit Up-rating Order 2010(2)(b)
         href: https://www.legislation.gov.uk/uksi/2010/982/article/2/made
-  2014-04-07: 
+  2014-04-07:
     value: 13.55
     reference:
       - title: The Child Benefit and Tax Credits Up-rating Order 2014(2)(b)
@@ -33,7 +33,7 @@ values:
     reference:
       - title: The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2020(5)(b)
         href: https://www.legislation.gov.uk/uksi/2020/298/regulation/5/made
-  2021-04-12: 
+  2021-04-12:
     value: 14.00
     reference:
       - title: The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)
diff --git a/openfisca_uk/parameters/hmrc/child_benefit/amount/eldest.yaml b/openfisca_uk/parameters/hmrc/child_benefit/amount/eldest.yaml
index 6fc50526f..887211ac6 100644
--- a/openfisca_uk/parameters/hmrc/child_benefit/amount/eldest.yaml
+++ b/openfisca_uk/parameters/hmrc/child_benefit/amount/eldest.yaml
@@ -10,12 +10,12 @@ values:
     reference:
       - title: The Child Benefit (Rates) (Amendment) Regulations 2008(3)(a)
         href: https://www.legislation.gov.uk/uksi/2008/3246/regulation/3/made
-  2010-04-12: 
+  2010-04-12:
     value: 20.30
     reference:
       - title: The Child Benefit Up-rating Order 2010(2)(a)
         href: https://www.legislation.gov.uk/uksi/2010/982/article/2/made
-  2014-04-07: 
+  2014-04-07:
     value: 20.50
     reference:
       - title: The Child Benefit and Tax Credits Up-rating Order 2014(2)(a)
@@ -30,7 +30,7 @@ values:
     reference:
       - title: The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2020(5)(a)
         href: https://www.legislation.gov.uk/uksi/2020/298/regulation/5/made
-  2021-04-12: 
+  2021-04-12:
     value: 21.15
     reference:
       - title: The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(a)
diff --git a/openfisca_uk/parameters/hmrc/stamp_duty/non_residential/purchase.yaml b/openfisca_uk/parameters/hmrc/stamp_duty/non_residential/purchase.yaml
index 232045415..adaed4bdd 100644
--- a/openfisca_uk/parameters/hmrc/stamp_duty/non_residential/purchase.yaml
+++ b/openfisca_uk/parameters/hmrc/stamp_duty/non_residential/purchase.yaml
@@ -1,8 +1,8 @@
 description: Stamp Duty Land Tax progressive rates for residential property transfers
 brackets:
-  - rate: 
+  - rate:
       2003-07-10: 0
-    threshold: 
+    threshold:
       2003-07-10: 0
   - rate:
       2003-07-10: 0.01
@@ -23,6 +23,6 @@ brackets:
 metadata:
   threshold_unit: currency-GBP
   rate_unit: /1
-  reference: 
+  reference:
     - title: Finance Act 2003 s. 55
-      href: https://www.legislation.gov.uk/ukpga/2003/14/part/4
\ No newline at end of file
+      href: https://www.legislation.gov.uk/ukpga/2003/14/part/4
diff --git a/openfisca_uk/parameters/hmrc/stamp_duty/non_residential/rent.yaml b/openfisca_uk/parameters/hmrc/stamp_duty/non_residential/rent.yaml
index ba4434611..2263e6199 100644
--- a/openfisca_uk/parameters/hmrc/stamp_duty/non_residential/rent.yaml
+++ b/openfisca_uk/parameters/hmrc/stamp_duty/non_residential/rent.yaml
@@ -1,8 +1,8 @@
 description: "Stamp Duty Land Tax progressive rates for cumulative rents on non-residential property"
 brackets:
-  - rate: 
+  - rate:
       2003-07-10: 0
-    threshold: 
+    threshold:
       2003-07-10: 0
   - rate:
       2003-07-10: 0.01
@@ -15,6 +15,6 @@ brackets:
 metadata:
   threshold_unit: currency-GBP
   rate_unit: /1
-  reference: 
+  reference:
     - title: Finance Act 2003 schedule 5
-      href: https://www.legislation.gov.uk/ukpga/2003/14/schedule/5
\ No newline at end of file
+      href: https://www.legislation.gov.uk/ukpga/2003/14/schedule/5
diff --git a/openfisca_uk/parameters/hmrc/stamp_duty/residential/purchase/additional/min.yaml b/openfisca_uk/parameters/hmrc/stamp_duty/residential/purchase/additional/min.yaml
index 30e06a37e..920c208da 100644
--- a/openfisca_uk/parameters/hmrc/stamp_duty/residential/purchase/additional/min.yaml
+++ b/openfisca_uk/parameters/hmrc/stamp_duty/residential/purchase/additional/min.yaml
@@ -3,6 +3,6 @@ values:
   2016-09-15: 40_000
 metadata:
   unit: currency-GBP
-  reference: 
+  reference:
     - title: Finance Act 2003 schedule 4ZA(3)(4)(b)
-      href: https://www.legislation.gov.uk/ukpga/2003/14/schedule/4ZA
\ No newline at end of file
+      href: https://www.legislation.gov.uk/ukpga/2003/14/schedule/4ZA
diff --git a/openfisca_uk/parameters/hmrc/stamp_duty/residential/purchase/additional/rate.yaml b/openfisca_uk/parameters/hmrc/stamp_duty/residential/purchase/additional/rate.yaml
index 240561f5a..5b4643e89 100644
--- a/openfisca_uk/parameters/hmrc/stamp_duty/residential/purchase/additional/rate.yaml
+++ b/openfisca_uk/parameters/hmrc/stamp_duty/residential/purchase/additional/rate.yaml
@@ -1,8 +1,8 @@
 description: Stamp Duty Land Tax progressive rates for residential property transfers that are not replacements of an individual's primary residence
 brackets:
-  - rate: 
+  - rate:
       2016-09-15: 0.03
-    threshold: 
+    threshold:
       2016-09-15: 0
   - rate:
       2016-09-15: 0.05
@@ -29,8 +29,8 @@ brackets:
 metadata:
   threshold_unit: currency-GBP
   rate_unit: /1
-  reference: 
+  reference:
     - title: Finance Act 2003 schedule 4ZA(1)(2)
       href: https://www.legislation.gov.uk/ukpga/2003/14/schedule/4ZA
     - title: Stamp Duty Land Tax (Temporary Relief) Act 2020
-      href: https://www.legislation.gov.uk/ukpga/2020/15/section/1/enacted
\ No newline at end of file
+      href: https://www.legislation.gov.uk/ukpga/2020/15/section/1/enacted
diff --git a/openfisca_uk/parameters/hmrc/stamp_duty/residential/purchase/main/first/max.yaml b/openfisca_uk/parameters/hmrc/stamp_duty/residential/purchase/main/first/max.yaml
index 086d90b61..5dbd22a0b 100644
--- a/openfisca_uk/parameters/hmrc/stamp_duty/residential/purchase/main/first/max.yaml
+++ b/openfisca_uk/parameters/hmrc/stamp_duty/residential/purchase/main/first/max.yaml
@@ -3,6 +3,6 @@ values:
   2018-03-15: 500_000
 metadata:
   unit: currency-GBP
-  reference: 
-      - title: Finance Act 2003 schedule 6ZA(1)(3)
-        href: https://www.legislation.gov.uk/ukpga/2003/14/schedule/6ZA/2018-03-15
+  reference:
+    - title: Finance Act 2003 schedule 6ZA(1)(3)
+      href: https://www.legislation.gov.uk/ukpga/2003/14/schedule/6ZA/2018-03-15
diff --git a/openfisca_uk/parameters/hmrc/stamp_duty/residential/purchase/main/first/rate.yaml b/openfisca_uk/parameters/hmrc/stamp_duty/residential/purchase/main/first/rate.yaml
index be8d28730..329f53bbc 100644
--- a/openfisca_uk/parameters/hmrc/stamp_duty/residential/purchase/main/first/rate.yaml
+++ b/openfisca_uk/parameters/hmrc/stamp_duty/residential/purchase/main/first/rate.yaml
@@ -1,8 +1,8 @@
 description: Stamp Duty Land Tax progressive rates for residential property transfers
 brackets:
-  - rate: 
+  - rate:
       2018-03-15: 0
-    threshold: 
+    threshold:
       2018-03-15: 0
   - rate:
       2018-03-15: 0.05
@@ -11,6 +11,6 @@ brackets:
 metadata:
   threshold_unit: currency-GBP
   rate_unit: /1
-  reference: 
+  reference:
     - title: Finance Act 2003 schedule 6ZA(4)
       href: https://www.legislation.gov.uk/ukpga/2003/14/schedule/6ZA/2018-03-15
diff --git a/openfisca_uk/parameters/hmrc/stamp_duty/residential/purchase/main/subsequent.yaml b/openfisca_uk/parameters/hmrc/stamp_duty/residential/purchase/main/subsequent.yaml
index 9f780c974..3470b8794 100644
--- a/openfisca_uk/parameters/hmrc/stamp_duty/residential/purchase/main/subsequent.yaml
+++ b/openfisca_uk/parameters/hmrc/stamp_duty/residential/purchase/main/subsequent.yaml
@@ -1,8 +1,8 @@
 description: Stamp Duty Land Tax progressive rates for residential property transfers
 brackets:
-  - rate: 
+  - rate:
       2003-07-10: 0
-    threshold: 
+    threshold:
       2003-07-10: 0
   - rate:
       2003-07-10: 0.01
@@ -43,8 +43,8 @@ brackets:
 metadata:
   threshold_unit: currency-GBP
   rate_unit: /1
-  reference: 
+  reference:
     - title: Finance Act 2003 s. 55
       href: https://www.legislation.gov.uk/ukpga/2003/14/section/55
     - title: Stamp Duty Land Tax (Temporary Relief) Act 2020
-      href: https://www.legislation.gov.uk/ukpga/2020/15/section/1/enacted
\ No newline at end of file
+      href: https://www.legislation.gov.uk/ukpga/2020/15/section/1/enacted
diff --git a/openfisca_uk/parameters/hmrc/stamp_duty/residential/rent.yaml b/openfisca_uk/parameters/hmrc/stamp_duty/residential/rent.yaml
index 21c6fb2d8..a6cafbaf6 100644
--- a/openfisca_uk/parameters/hmrc/stamp_duty/residential/rent.yaml
+++ b/openfisca_uk/parameters/hmrc/stamp_duty/residential/rent.yaml
@@ -1,8 +1,8 @@
 description: Stamp Duty Land Tax progressive rates for cumulative rents on residential property
 brackets:
-  - rate: 
+  - rate:
       2003-07-10: 0
-    threshold: 
+    threshold:
       2003-07-10: 0
   - rate:
       2003-07-10: 0.01
@@ -15,8 +15,8 @@ brackets:
 metadata:
   threshold_unit: currency-GBP
   rate_unit: currency-GBP
-  reference: 
+  reference:
     - title: Finance Act 2003 schedule 5
       href: https://www.legislation.gov.uk/ukpga/2003/14/schedule/5
     - title: Stamp Duty Land Tax (Temporary Relief) Act 2020
-      href: https://www.legislation.gov.uk/ukpga/2020/15/section/1/enacted
\ No newline at end of file
+      href: https://www.legislation.gov.uk/ukpga/2020/15/section/1/enacted
diff --git a/openfisca_uk/parameters/hmrc/stamp_duty/statistics.yaml b/openfisca_uk/parameters/hmrc/stamp_duty/statistics.yaml
index 3a9834065..d7634c4a0 100644
--- a/openfisca_uk/parameters/hmrc/stamp_duty/statistics.yaml
+++ b/openfisca_uk/parameters/hmrc/stamp_duty/statistics.yaml
@@ -18,7 +18,7 @@ residential:
       description: Number of transactions by age
       metadata:
         reference:
-          - title:  UK Stamp Tax statistics (Table 6c) (Experimental)
+          - title: UK Stamp Tax statistics (Table 6c) (Experimental)
             href: https://www.gov.uk/government/statistics/uk-stamp-tax-statistics
       brackets:
         - threshold:
@@ -81,7 +81,7 @@ residential:
       description: Number of claims for First Time Buyer's Relief
       metadata:
         reference:
-          - title:  UK Stamp Tax statistics (Table 6a) (Experimental)
+          - title: UK Stamp Tax statistics (Table 6a) (Experimental)
             href: https://www.gov.uk/government/statistics/uk-stamp-tax-statistics
       brackets:
         - threshold:
@@ -179,4 +179,4 @@ metadata:
   unit: currency-GBP
   reference:
     - title: UK Stamp Tax statistics
-      href: https://www.gov.uk/government/statistics/uk-stamp-tax-statistics
\ No newline at end of file
+      href: https://www.gov.uk/government/statistics/uk-stamp-tax-statistics
diff --git a/openfisca_uk/parameters/poverty/absolute_poverty_threshold_ahc.yaml b/openfisca_uk/parameters/poverty/absolute_poverty_threshold_ahc.yaml
index 3a8b6ff87..aca4a6ce7 100644
--- a/openfisca_uk/parameters/poverty/absolute_poverty_threshold_ahc.yaml
+++ b/openfisca_uk/parameters/poverty/absolute_poverty_threshold_ahc.yaml
@@ -4,7 +4,7 @@ values:
 metadata:
   period: week
   unit: currency-GBP
-  reference: 
+  reference:
     title: Households Below Average income, 2010/11
     href: https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/200720/full_hbai12.pdf#page=35
   uprating:
diff --git a/openfisca_uk/parameters/poverty/absolute_poverty_threshold_bhc.yaml b/openfisca_uk/parameters/poverty/absolute_poverty_threshold_bhc.yaml
index 9a15fd866..cc406613d 100644
--- a/openfisca_uk/parameters/poverty/absolute_poverty_threshold_bhc.yaml
+++ b/openfisca_uk/parameters/poverty/absolute_poverty_threshold_bhc.yaml
@@ -4,7 +4,7 @@ values:
 metadata:
   period: week
   unit: currency-GBP
-  reference: 
+  reference:
     title: Households Below Average income, 2010/11
     href: https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/200720/full_hbai12.pdf#page=35
   uprating:
diff --git a/openfisca_uk/parameters/revenue_scotland/lbtt/residential/additional_residence_surcharge.yaml b/openfisca_uk/parameters/revenue_scotland/lbtt/residential/additional_residence_surcharge.yaml
index 4b8fdb396..04cd85986 100644
--- a/openfisca_uk/parameters/revenue_scotland/lbtt/residential/additional_residence_surcharge.yaml
+++ b/openfisca_uk/parameters/revenue_scotland/lbtt/residential/additional_residence_surcharge.yaml
@@ -6,4 +6,4 @@ metadata:
   unit: /1
   reference:
     - title: Land and Buildings Transaction Tax (Scotland) Act 2013 Schedule 2A(4)(2)
-      href: https://www.legislation.gov.uk/asp/2013/11/schedule/2A/part/3/crossheading/additional-amount/2016-04-01
\ No newline at end of file
+      href: https://www.legislation.gov.uk/asp/2013/11/schedule/2A/part/3/crossheading/additional-amount/2016-04-01
diff --git a/openfisca_uk/parameters/tax/income_tax/allowances/personal_allowance/maximum_ANI.yaml b/openfisca_uk/parameters/tax/income_tax/allowances/personal_allowance/maximum_ANI.yaml
index 9940718fb..d2faab6b3 100644
--- a/openfisca_uk/parameters/tax/income_tax/allowances/personal_allowance/maximum_ANI.yaml
+++ b/openfisca_uk/parameters/tax/income_tax/allowances/personal_allowance/maximum_ANI.yaml
@@ -7,6 +7,6 @@ metadata:
   period: year
   unit: currency-GBP
   label: Personal Allowance phase-out threshold
-  reference: 
+  reference:
     - title: Income Tax Act 2007 s. 35
-      href: https://www.legislation.gov.uk/ukpga/2007/3/part/3/chapter/2/crossheading/personal-allowances  
+      href: https://www.legislation.gov.uk/ukpga/2007/3/part/3/chapter/2/crossheading/personal-allowances
diff --git a/openfisca_uk/parameters/tax/income_tax/allowances/personal_allowance/reduction_rate.yaml b/openfisca_uk/parameters/tax/income_tax/allowances/personal_allowance/reduction_rate.yaml
index cc96785c3..55a0a4cbf 100644
--- a/openfisca_uk/parameters/tax/income_tax/allowances/personal_allowance/reduction_rate.yaml
+++ b/openfisca_uk/parameters/tax/income_tax/allowances/personal_allowance/reduction_rate.yaml
@@ -5,6 +5,6 @@ metadata:
   name: PA_reduction_rate
   unit: /1
   label: Personal Allowance phase-out rate
-  reference: 
+  reference:
     - title: Income Tax Act 2007 s. 35
       href: https://www.legislation.gov.uk/ukpga/2007/3/part/3/chapter/2/crossheading/personal-allowances/2009-07-21
diff --git a/openfisca_uk/parameters/tax/income_tax/rates/dividends.yaml b/openfisca_uk/parameters/tax/income_tax/rates/dividends.yaml
index c96421a88..0907cd9b3 100644
--- a/openfisca_uk/parameters/tax/income_tax/rates/dividends.yaml
+++ b/openfisca_uk/parameters/tax/income_tax/rates/dividends.yaml
@@ -20,7 +20,7 @@ metadata:
   type: marginal_rate
   threshold_unit: currency-GBP
   rate_unit: /1
-  reference: 
+  reference:
     - title: GOV.UK
       href: https://www.gov.uk/government/publications/rates-and-allowances-income-tax/income-tax-rates-and-allowances-current-and-past
     - title: Autumn Budget and Spending Review
diff --git a/openfisca_uk/parameters/tax/income_tax/rates/scotland/post_starter_rate.yaml b/openfisca_uk/parameters/tax/income_tax/rates/scotland/post_starter_rate.yaml
index 2ce9bd1dc..a9a63c347 100644
--- a/openfisca_uk/parameters/tax/income_tax/rates/scotland/post_starter_rate.yaml
+++ b/openfisca_uk/parameters/tax/income_tax/rates/scotland/post_starter_rate.yaml
@@ -89,6 +89,6 @@ metadata:
   type: marginal_rate
   threshold_unit: currency-GBP
   rate_unit: /1
-  reference: 
+  reference:
     - title: GOV.UK - Historical Income Tax rates and thresholds
       href: https://www.gov.uk/government/publications/rates-and-allowances-income-tax/income-tax-rates-and-allowances-current-and-past
diff --git a/openfisca_uk/parameters/tax/income_tax/rates/uk.yaml b/openfisca_uk/parameters/tax/income_tax/rates/uk.yaml
index 850cecd2a..a4b4a8325 100644
--- a/openfisca_uk/parameters/tax/income_tax/rates/uk.yaml
+++ b/openfisca_uk/parameters/tax/income_tax/rates/uk.yaml
@@ -58,6 +58,6 @@ metadata:
   type: marginal_rate
   threshold_unit: currency-GBP
   rate_unit: /1
-  reference: 
+  reference:
     - title: GOV.UK - Historical Income Tax rates and thresholds
       href: https://www.gov.uk/government/publications/rates-and-allowances-income-tax/income-tax-rates-and-allowances-current-and-past
diff --git a/openfisca_uk/parameters/tax/national_insurance/class_1/thresholds/lower_earnings_limit.yaml b/openfisca_uk/parameters/tax/national_insurance/class_1/thresholds/lower_earnings_limit.yaml
index fc764a349..6f6bd35db 100644
--- a/openfisca_uk/parameters/tax/national_insurance/class_1/thresholds/lower_earnings_limit.yaml
+++ b/openfisca_uk/parameters/tax/national_insurance/class_1/thresholds/lower_earnings_limit.yaml
@@ -9,6 +9,6 @@ values:
 metadata:
   unit: currency-GBP
   period: week
-  reference: 
-  - https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/882271/Table-a4.pdf
-  - https://www.gov.uk/government/publications/rates-and-allowances-national-insurance-contributions/rates-and-allowances-national-insurance-contributions
+  reference:
+    - https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/882271/Table-a4.pdf
+    - https://www.gov.uk/government/publications/rates-and-allowances-national-insurance-contributions/rates-and-allowances-national-insurance-contributions
diff --git a/openfisca_uk/parameters/tax/national_insurance/class_1/thresholds/primary_threshold.yaml b/openfisca_uk/parameters/tax/national_insurance/class_1/thresholds/primary_threshold.yaml
index 96626ca61..e9b73de38 100644
--- a/openfisca_uk/parameters/tax/national_insurance/class_1/thresholds/primary_threshold.yaml
+++ b/openfisca_uk/parameters/tax/national_insurance/class_1/thresholds/primary_threshold.yaml
@@ -13,5 +13,5 @@ metadata:
   unit: currency-GBP
   period: week
   reference:
-  - https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/882271/Table-a4.pdf
-  - https://www.gov.uk/government/publications/rates-and-allowances-national-insurance-contributions/rates-and-allowances-national-insurance-contributions
+    - https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/882271/Table-a4.pdf
+    - https://www.gov.uk/government/publications/rates-and-allowances-national-insurance-contributions/rates-and-allowances-national-insurance-contributions
diff --git a/openfisca_uk/parameters/tax/national_insurance/class_1/thresholds/secondary_threshold.yaml b/openfisca_uk/parameters/tax/national_insurance/class_1/thresholds/secondary_threshold.yaml
index 6fef5df1f..51d192bfd 100644
--- a/openfisca_uk/parameters/tax/national_insurance/class_1/thresholds/secondary_threshold.yaml
+++ b/openfisca_uk/parameters/tax/national_insurance/class_1/thresholds/secondary_threshold.yaml
@@ -11,5 +11,5 @@ metadata:
   unit: currency-GBP
   period: week
   reference:
-  - https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/882271/Table-a4.pdf
-  - https://www.gov.uk/government/publications/rates-and-allowances-national-insurance-contributions/rates-and-allowances-national-insurance-contributions
+    - https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/882271/Table-a4.pdf
+    - https://www.gov.uk/government/publications/rates-and-allowances-national-insurance-contributions/rates-and-allowances-national-insurance-contributions
diff --git a/openfisca_uk/parameters/tax/national_insurance/class_1/thresholds/upper_earnings_limit.yaml b/openfisca_uk/parameters/tax/national_insurance/class_1/thresholds/upper_earnings_limit.yaml
index 455df097e..ae6d310ab 100644
--- a/openfisca_uk/parameters/tax/national_insurance/class_1/thresholds/upper_earnings_limit.yaml
+++ b/openfisca_uk/parameters/tax/national_insurance/class_1/thresholds/upper_earnings_limit.yaml
@@ -13,5 +13,5 @@ metadata:
   unit: currency-GBP
   period: week
   reference:
-  - https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/882271/Table-a4.pdf
-  - https://www.gov.uk/government/publications/rates-and-allowances-national-insurance-contributions/rates-and-allowances-national-insurance-contributions
+    - https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/882271/Table-a4.pdf
+    - https://www.gov.uk/government/publications/rates-and-allowances-national-insurance-contributions/rates-and-allowances-national-insurance-contributions
diff --git a/openfisca_uk/parameters/tax/national_insurance/class_2/flat_rate.yaml b/openfisca_uk/parameters/tax/national_insurance/class_2/flat_rate.yaml
index 903417bb6..20cc56600 100644
--- a/openfisca_uk/parameters/tax/national_insurance/class_2/flat_rate.yaml
+++ b/openfisca_uk/parameters/tax/national_insurance/class_2/flat_rate.yaml
@@ -8,5 +8,5 @@ values:
 metadata:
   unit: currency-GBP
   reference:
-  - https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/882271/Table-a4.pdf
-  - https://www.gov.uk/government/publications/rates-and-allowances-national-insurance-contributions/rates-and-allowances-national-insurance-contributions
+    - https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/882271/Table-a4.pdf
+    - https://www.gov.uk/government/publications/rates-and-allowances-national-insurance-contributions/rates-and-allowances-national-insurance-contributions
diff --git a/openfisca_uk/parameters/tax/national_insurance/class_2/small_profits_threshold.yaml b/openfisca_uk/parameters/tax/national_insurance/class_2/small_profits_threshold.yaml
index 5b8ccfef5..4a6155a83 100644
--- a/openfisca_uk/parameters/tax/national_insurance/class_2/small_profits_threshold.yaml
+++ b/openfisca_uk/parameters/tax/national_insurance/class_2/small_profits_threshold.yaml
@@ -9,5 +9,5 @@ values:
 metadata:
   unit: currency-GBP
   reference:
-  - https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/882271/Table-a4.pdf
-  - https://www.gov.uk/government/publications/rates-and-allowances-national-insurance-contributions/rates-and-allowances-national-insurance-contributions
+    - https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/882271/Table-a4.pdf
+    - https://www.gov.uk/government/publications/rates-and-allowances-national-insurance-contributions/rates-and-allowances-national-insurance-contributions
diff --git a/openfisca_uk/parameters/tax/national_insurance/class_4/thresholds/lower_profits_limit.yaml b/openfisca_uk/parameters/tax/national_insurance/class_4/thresholds/lower_profits_limit.yaml
index f18c7db13..afedf4a32 100644
--- a/openfisca_uk/parameters/tax/national_insurance/class_4/thresholds/lower_profits_limit.yaml
+++ b/openfisca_uk/parameters/tax/national_insurance/class_4/thresholds/lower_profits_limit.yaml
@@ -12,5 +12,5 @@ metadata:
   unit: currency-GBP
   period: year
   reference:
-  - https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/882271/Table-a4.pdf
-  - https://www.gov.uk/government/publications/rates-and-allowances-national-insurance-contributions/rates-and-allowances-national-insurance-contributions
+    - https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/882271/Table-a4.pdf
+    - https://www.gov.uk/government/publications/rates-and-allowances-national-insurance-contributions/rates-and-allowances-national-insurance-contributions
diff --git a/openfisca_uk/parameters/tax/national_insurance/class_4/thresholds/upper_profits_limit.yaml b/openfisca_uk/parameters/tax/national_insurance/class_4/thresholds/upper_profits_limit.yaml
index 83b8552dc..7a1999c41 100644
--- a/openfisca_uk/parameters/tax/national_insurance/class_4/thresholds/upper_profits_limit.yaml
+++ b/openfisca_uk/parameters/tax/national_insurance/class_4/thresholds/upper_profits_limit.yaml
@@ -13,5 +13,5 @@ metadata:
   unit: currency-GBP
   period: year
   reference:
-  - https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/882271/Table-a4.pdf
-  - https://www.gov.uk/government/publications/rates-and-allowances-national-insurance-contributions/rates-and-allowances-national-insurance-contributions
+    - https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/882271/Table-a4.pdf
+    - https://www.gov.uk/government/publications/rates-and-allowances-national-insurance-contributions/rates-and-allowances-national-insurance-contributions
diff --git a/openfisca_uk/parameters/uprating/CPI.yaml b/openfisca_uk/parameters/uprating/CPI.yaml
index 765daa015..70e886d78 100644
--- a/openfisca_uk/parameters/uprating/CPI.yaml
+++ b/openfisca_uk/parameters/uprating/CPI.yaml
@@ -18,7 +18,7 @@ values:
   2024-01-01: 117.11
 metadata:
   unit: currency-GBP
-  reference: 
+  reference:
     - title: ONS
       href: https://www.ons.gov.uk/economy/inflationandpriceindices/timeseries/l522/mm23
     - title: UKMOD Country Report
diff --git a/openfisca_uk/parameters/wealth/land/value.yaml b/openfisca_uk/parameters/wealth/land/value.yaml
index 08d7a14ee..e337b523a 100644
--- a/openfisca_uk/parameters/wealth/land/value.yaml
+++ b/openfisca_uk/parameters/wealth/land/value.yaml
@@ -27,4 +27,4 @@ aggregate_corporate_land_value:
     unit: currency-GBP
     reference:
       - title: ONS National Balance Sheet (Tables 3 and 6)
-        href: https://www.ons.gov.uk/economy/nationalaccounts/uksectoraccounts/datasets/thenationalbalancesheetestimates/current
\ No newline at end of file
+        href: https://www.ons.gov.uk/economy/nationalaccounts/uksectoraccounts/datasets/thenationalbalancesheetestimates/current
diff --git a/openfisca_uk/parameters/wealth/national_balance_sheet.yaml b/openfisca_uk/parameters/wealth/national_balance_sheet.yaml
index 6bc93dc31..0e1c51359 100644
--- a/openfisca_uk/parameters/wealth/national_balance_sheet.yaml
+++ b/openfisca_uk/parameters/wealth/national_balance_sheet.yaml
@@ -17,4 +17,4 @@ corporate:
     2020-01-01: 1_738_203_000_000
 metadata:
   unit: currency-GBP
-  reference: none
\ No newline at end of file
+  reference: none
diff --git a/openfisca_uk/parameters/wra/land_transaction_tax/non_residential.yaml b/openfisca_uk/parameters/wra/land_transaction_tax/non_residential.yaml
index 695983c16..852e4d04f 100644
--- a/openfisca_uk/parameters/wra/land_transaction_tax/non_residential.yaml
+++ b/openfisca_uk/parameters/wra/land_transaction_tax/non_residential.yaml
@@ -1,19 +1,19 @@
 description: Non-residential property progressive tax scale
 brackets:
-  - rate: 
+  - rate:
       2018-04-01: 0.0
     threshold:
       2018-04-01: 0.0
-  - rate: 
+  - rate:
       2018-04-01: 0.01
     threshold:
       2018-04-01: 150_000
       2020-12-22: 225_000
-  - rate: 
+  - rate:
       2018-04-01: 0.05
     threshold:
       2018-04-01: 250_000
-  - rate: 
+  - rate:
       2018-04-01: 0.06
     threshold:
       2018-04-01: 1_000_000
diff --git a/openfisca_uk/parameters/wra/land_transaction_tax/rent.yaml b/openfisca_uk/parameters/wra/land_transaction_tax/rent.yaml
index e164ce0dc..5f5c41e8c 100644
--- a/openfisca_uk/parameters/wra/land_transaction_tax/rent.yaml
+++ b/openfisca_uk/parameters/wra/land_transaction_tax/rent.yaml
@@ -1,15 +1,15 @@
 description: Progressive tax scale for cumulative rent
 brackets:
-  - rate: 
+  - rate:
       2018-04-01: 0.0
     threshold:
       2018-04-01: 0.0
-  - rate: 
+  - rate:
       2018-04-01: 0.01
     threshold:
       2018-04-01: 150_000
       2020-12-22: 225_000
-  - rate: 
+  - rate:
       2018-04-01: 0.02
     threshold:
       2018-04-01: 2_000_000
diff --git a/openfisca_uk/parameters/wra/land_transaction_tax/residential/higher_rate.yaml b/openfisca_uk/parameters/wra/land_transaction_tax/residential/higher_rate.yaml
index 7eff36682..6f4811284 100644
--- a/openfisca_uk/parameters/wra/land_transaction_tax/residential/higher_rate.yaml
+++ b/openfisca_uk/parameters/wra/land_transaction_tax/residential/higher_rate.yaml
@@ -1,31 +1,31 @@
 description: Higher residential property progressive tax scale for non-primary residences
 brackets:
-  - rate: 
+  - rate:
       2018-04-01: 0.03
       2020-12-22: 0.04
     threshold:
       2018-04-01: 0.0
-  - rate: 
+  - rate:
       2018-04-01: 0.065
       2020-12-22: 0.075
     threshold:
       2018-04-01: 180_000
-  - rate: 
+  - rate:
       2018-04-01: 0.08
       2020-12-22: 0.09
     threshold:
       2018-04-01: 250_000
-  - rate: 
+  - rate:
       2018-04-01: 0.105
       2020-12-22: 0.115
     threshold:
       2018-04-01: 400_000
-  - rate: 
+  - rate:
       2018-04-01: 0.13
       2020-12-22: 0.14
     threshold:
       2018-04-01: 750_000
-  - rate: 
+  - rate:
       2018-04-01: 0.15
       2020-12-22: 0.16
     threshold:
diff --git a/openfisca_uk/parameters/wra/land_transaction_tax/residential/primary.yaml b/openfisca_uk/parameters/wra/land_transaction_tax/residential/primary.yaml
index 9c809fade..721256f2d 100644
--- a/openfisca_uk/parameters/wra/land_transaction_tax/residential/primary.yaml
+++ b/openfisca_uk/parameters/wra/land_transaction_tax/residential/primary.yaml
@@ -1,10 +1,10 @@
 description: Residential property progressive tax scale for primary residences
 brackets:
-  - rate: 
+  - rate:
       2018-04-01: 0.0
     threshold:
       2018-04-01: 0.0
-  - rate: 
+  - rate:
       2018-04-01: 0.035
       2020-07-27: null
       2021-07-01: 0.035
@@ -12,19 +12,19 @@ brackets:
       2018-04-01: 180_000
       2020-07-27: null
       2021-07-01: 180_000
-  - rate: 
+  - rate:
       2018-04-01: 0.05
     threshold:
       2018-04-01: 250_000
-  - rate: 
+  - rate:
       2018-04-01: 0.075
     threshold:
       2018-04-01: 400_000
-  - rate: 
+  - rate:
       2018-04-01: 0.10
     threshold:
       2018-04-01: 750_000
-  - rate: 
+  - rate:
       2018-04-01: 0.12
     threshold:
       2018-04-01: 1_500_000
@@ -40,4 +40,4 @@ metadata:
       href: https://www.legislation.gov.uk/wsi/2020/794/schedule
     # Extension of LTT holiday (1 April to 1 July 2021)
     - title: The Land Transaction Tax (Temporary Variation of Rates and Bands for Residential Property Transactions) (Wales) (Amendment) Regulations 2021
-      href: https://www.legislation.gov.uk/wsi/2021/238/regulation/2/made
\ No newline at end of file
+      href: https://www.legislation.gov.uk/wsi/2021/238/regulation/2/made


Test patch:
diff --git a/openfisca_uk/parameters/benefit/tax_credits/means_test/income_threshold.yaml b/openfisca_uk/parameters/benefit/tax_credits/means_test/income_threshold.yaml
index c63c179f5..816cacf0a 100644
--- a/openfisca_uk/parameters/benefit/tax_credits/means_test/income_threshold.yaml
+++ b/openfisca_uk/parameters/benefit/tax_credits/means_test/income_threshold.yaml
@@ -8,5 +8,5 @@ metadata:
   period: year
   unit: currency-GBP
   reference:
-  - https://www.iser.essex.ac.uk/files/projects/UKMOD/EUROMOD_country_report.pdf#page=28
-  - https://www.gov.uk/government/publications/rates-and-allowances-tax-credits-child-benefit-and-guardians-allowance/tax-credits-child-benefit-and-guardians-allowance
+    - https://www.iser.essex.ac.uk/files/projects/UKMOD/EUROMOD_country_report.pdf#page=28
+    - https://www.gov.uk/government/publications/rates-and-allowances-tax-credits-child-benefit-and-guardians-allowance/tax-credits-child-benefit-and-guardians-allowance
diff --git a/openfisca_uk/parameters/benefit/tax_credits/means_test/income_threshold_CTC_only.yaml b/openfisca_uk/parameters/benefit/tax_credits/means_test/income_threshold_CTC_only.yaml
index 05868cdf1..cc9691721 100644
--- a/openfisca_uk/parameters/benefit/tax_credits/means_test/income_threshold_CTC_only.yaml
+++ b/openfisca_uk/parameters/benefit/tax_credits/means_test/income_threshold_CTC_only.yaml
@@ -8,5 +8,5 @@ metadata:
   period: year
   unit: currency-GBP
   reference:
-  - https://www.iser.essex.ac.uk/files/projects/UKMOD/EUROMOD_country_report.pdf#page=28
-  - https://www.gov.uk/government/publications/rates-and-allowances-tax-credits-child-benefit-and-guardians-allowance/tax-credits-child-benefit-and-guardians-allowance
+    - https://www.iser.essex.ac.uk/files/projects/UKMOD/EUROMOD_country_report.pdf#page=28
+    - https://www.gov.uk/government/publications/rates-and-allowances-tax-credits-child-benefit-and-guardians-allowance/tax-credits-child-benefit-and-guardians-allowance
diff --git a/openfisca_uk/tests/microsimulation/frs/variable_ukmod_map.yml b/openfisca_uk/tests/microsimulation/frs/variable_ukmod_map.yml
index 4e4f59d50..ac4ac52eb 100644
--- a/openfisca_uk/tests/microsimulation/frs/variable_ukmod_map.yml
+++ b/openfisca_uk/tests/microsimulation/frs/variable_ukmod_map.yml
@@ -21,7 +21,7 @@ universal_credit:
   ukmod: bsauc_s
   max_rel_error: 0.45
   skip_household_matching: true
-market_income: 
+market_income:
   ukmod: ils_origy
   max_rel_error: 0.06
 benefits:
diff --git a/openfisca_uk/tests/policy/baseline/consumption/property/property_sale_rate.yaml b/openfisca_uk/tests/policy/baseline/consumption/property/property_sale_rate.yaml
index f2e3dcdea..99bc9aa27 100644
--- a/openfisca_uk/tests/policy/baseline/consumption/property/property_sale_rate.yaml
+++ b/openfisca_uk/tests/policy/baseline/consumption/property/property_sale_rate.yaml
@@ -3,4 +3,4 @@
   absolute_error_margin: 0.001
   input: {}
   output:
-    property_sale_rate: 0.054
\ No newline at end of file
+    property_sale_rate: 0.054
diff --git a/openfisca_uk/tests/policy/baseline/demographic/benunit.yaml b/openfisca_uk/tests/policy/baseline/demographic/benunit.yaml
index b50f0894f..9bf2411cd 100644
--- a/openfisca_uk/tests/policy/baseline/demographic/benunit.yaml
+++ b/openfisca_uk/tests/policy/baseline/demographic/benunit.yaml
@@ -3,7 +3,7 @@
   absolute_error_margin: 0
   input:
     people:
-      adult: 
+      adult:
         age: 30
       child:
         age: 14
@@ -19,13 +19,13 @@
   absolute_error_margin: 0
   input:
     people:
-      adult_1: 
+      adult_1:
         age: 34
-      adult_2: 
+      adult_2:
         age: 35
-      child_1: 
+      child_1:
         age: 3
-      child_2: 
+      child_2:
         age: 4
     benunits:
       benunit:
diff --git a/openfisca_uk/tests/policy/baseline/demographic/poverty.yaml b/openfisca_uk/tests/policy/baseline/demographic/poverty.yaml
index dcd783fd4..c37ca101f 100644
--- a/openfisca_uk/tests/policy/baseline/demographic/poverty.yaml
+++ b/openfisca_uk/tests/policy/baseline/demographic/poverty.yaml
@@ -8,4 +8,4 @@
   output:
     poverty_gap_bhc: 204 * 52
     in_poverty_bhc: true
-    in_deep_poverty_bhc: true
\ No newline at end of file
+    in_deep_poverty_bhc: true
diff --git a/openfisca_uk/tests/policy/baseline/finance/benefit/disability.yaml b/openfisca_uk/tests/policy/baseline/finance/benefit/disability.yaml
index a0cbc03ae..bd8dff2b6 100644
--- a/openfisca_uk/tests/policy/baseline/finance/benefit/disability.yaml
+++ b/openfisca_uk/tests/policy/baseline/finance/benefit/disability.yaml
@@ -6,7 +6,7 @@
   output:
     is_disabled_for_benefits: true
     num_disabled_adults: 1
-    disability_premium:  34.95 * 52
+    disability_premium: 34.95 * 52
 - name: Enhanced disability premium
   period: 2020
   absolute_error_margin: 0
diff --git a/openfisca_uk/tests/policy/baseline/finance/benefit/family/child_benefit.yaml b/openfisca_uk/tests/policy/baseline/finance/benefit/family/child_benefit.yaml
index a157a475f..711072691 100644
--- a/openfisca_uk/tests/policy/baseline/finance/benefit/family/child_benefit.yaml
+++ b/openfisca_uk/tests/policy/baseline/finance/benefit/family/child_benefit.yaml
@@ -3,9 +3,9 @@
   absolute_error_margin: 1
   input:
     people:
-      parent1: 
+      parent1:
         age: 41
-      parent2: 
+      parent2:
         age: 42
     benunits:
       benunit:
@@ -18,11 +18,11 @@
   absolute_error_margin: 1
   input:
     people:
-      parent1: 
+      parent1:
         age: 41
-      parent2: 
+      parent2:
         age: 42
-      child1: 
+      child1:
         age: 15
     benunits:
       benunit:
@@ -35,13 +35,13 @@
   absolute_error_margin: 1
   input:
     people:
-      parent1: 
+      parent1:
         age: 41
-      parent2: 
+      parent2:
         age: 42
-      child1: 
+      child1:
         age: 14
-      child2: 
+      child2:
         age: 17
         current_education: POST_SECONDARY
     benunits:
diff --git a/openfisca_uk/tests/policy/baseline/finance/benefit/family/pension_credit/pension_credit_GC.yaml b/openfisca_uk/tests/policy/baseline/finance/benefit/family/pension_credit/pension_credit_GC.yaml
index 7f2f13dc7..9af381817 100644
--- a/openfisca_uk/tests/policy/baseline/finance/benefit/family/pension_credit/pension_credit_GC.yaml
+++ b/openfisca_uk/tests/policy/baseline/finance/benefit/family/pension_credit/pension_credit_GC.yaml
@@ -1,4 +1,3 @@
-
 - name: Minimum Guarantee, single, some income (100% taper)
   period: 2022
   absolute_error_margin: 0
diff --git a/openfisca_uk/tests/policy/baseline/finance/benefit/general.yaml b/openfisca_uk/tests/policy/baseline/finance/benefit/general.yaml
index 51bb44d68..da6217324 100644
--- a/openfisca_uk/tests/policy/baseline/finance/benefit/general.yaml
+++ b/openfisca_uk/tests/policy/baseline/finance/benefit/general.yaml
@@ -28,7 +28,7 @@
   absolute_error_margin: 0
   input:
     hours_worked: 52
-  output: 
+  output:
     benunit_weekly_hours: 1
 - name: Family structure
   period: 2020
diff --git a/openfisca_uk/tests/policy/baseline/finance/tax/income_tax/relief.yaml b/openfisca_uk/tests/policy/baseline/finance/tax/income_tax/relief.yaml
index 4f8afcb63..7a4920fce 100644
--- a/openfisca_uk/tests/policy/baseline/finance/tax/income_tax/relief.yaml
+++ b/openfisca_uk/tests/policy/baseline/finance/tax/income_tax/relief.yaml
@@ -52,7 +52,7 @@
   absolute_error_margin: 0
   input:
     self_employment_income: 1000
-    loss_relief: 
+    loss_relief:
       2019: 2000
   output:
     taxable_self_employment_income: 0