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| ╭───────────────────────────────────────────────────────╮ | |
| │ ✻ Welcome to Claude Code research preview! │ | |
| │ │ | |
| │ /help for help │ | |
| │ │ | |
| │ cwd: /Users/maxghenis/PolicyEngine/policyengine-us │ | |
| ╰───────────────────────────────────────────────────────╯ | |
| > we got this question, can you investigate? note our parameters and variables | |
| for snap are in gov/usda/snap but we also might reference gov/hhs/tanf/non_cash | |
| for some bbce features "The SNAP net income limit in HI has finally been | |
| removed. You might recall I used PolicyEngine as part of my analysis when | |
| making the case for the change. So thanks a lot to you folks for making such a | |
| useful tool! It certainly made my life much easier. | |
| As for my question: I'm doing a writeup to revisit the subject, and wanted to | |
| see if I could do my analysis just using PolicyEngine this time. I have been | |
| toying around with different possible SNAP takeup assumptions, and noticed that | |
| actually the estimated impact of the policy change appears to be totally | |
| unaffected by tweaks to the takeup parameter." | |
| ⏺ I'll investigate why changing SNAP takeup doesn't affect the impact of | |
| removing Hawaii's net income limit. Let me check the relevant files. | |
| ⏺ Search(pattern: "hawaii.*net_income_limit|snap.*hawaii")… | |
| ⎿ Found 0 files | |
| ⏺ Search(pattern: "snap.*net_income_limit")… | |
| ⎿ Found 0 files | |
| ⏺ Search(pattern: "**/snap/**/*.yaml")… | |
| ⎿ Found 93 files | |
| ⏺ Read(file_path: "policyengine_us/parameters/gov/usda/snap/income/limit/net.yaml"… | |
| ⎿ description: SNAP standard net income limit as a percentage of the povert | |
| line. | |
| values: | |
| ... (+8 lines) | |
| ⏺ Read(file_path: "policyengine_us/parameters/gov/contrib/snap/abolish_net_income_… | |
| est/in_effect.yaml") | |
| ⎿ description: SNAP net income test is abolished, if this is true. | |
| metadata: | |
| unit: bool | |
| ... (+6 lines) | |
| ⏺ Search(pattern: "meets_snap_net_income_test")… | |
| ⎿ Found 6 files | |
| ⏺ Read(file_path: "policyengine_us/variables/gov/usda/snap/eligibility/meets_snap_… | |
| et_income_test.py") | |
| ⎿ from policyengine_us.model_api import * | |
| ... (+18 lines) | |
| ⏺ Read(file_path: "policyengine_us/reforms/snap/abolish_snap_net_income_test.py")… | |
| ⎿ from policyengine_us.model_api import * | |
| ... (+40 lines) | |
| ⏺ Read(file_path: … | |
| "policyengine_us/variables/gov/usda/snap/eligibility/is_snap_eligible.py") | |
| ⎿ from policyengine_us.model_api import * | |
| ... (+28 lines) | |
| ⏺ Read(file_path: "policyengine_us/variables/gov/usda/snap/snap.py")… | |
| ⎿ from policyengine_us.model_api import * | |
| ... (+35 lines) | |
| ⏺ Search(pattern: "takes_up_snap_if_eligible")… | |
| ⎿ Found 4 files | |
| ⏺ Read(file_path: … | |
| "policyengine_us/variables/gov/usda/snap/takes_up_snap_if_eligible.py") | |
| ⎿ from policyengine_us.model_api import * | |
| ... (+7 lines) | |
| ⏺ Search(pattern: "snap_takeup_rate")… | |
| ⎿ Found 0 files | |
| ⏺ Read(file_path: "policyengine_us/parameters/gov/usda/snap/takeup_rate.yaml")… | |
| ⎿ description: Percentage of eligible SNAP recipients who do not claim SNAP | |
| values: | |
| 2018-01-01: 0.82 | |
| ... (+7 lines) | |
| ⏺ Search(pattern: "is_snap_eligible.*hawaii")… | |
| ⎿ Found 0 files | |
| ⏺ Search(pattern: "hawaii.*snap|snap.*hawaii")… | |
| ⎿ Found 2 files | |
| ⏺ Read(file_path: "changelog.yaml", limit: 20)… | |
| ⎿ - changes: | |
| added: | |
| - First prototype version with a standard deduction variable. | |
| ... (+17 lines) | |
| ⏺ Search(pattern: "hawaii.*snap|snap.*hawaii", path: "CHANGELOG.md")… | |
| ⎿ Found 1 file | |
| ⏺ Search(pattern: "hawaii", path: "CHANGELOG.md")… | |
| ⎿ Found 1 file | |
| ⏺ Read(file_path: "CHANGELOG.md")… | |
| ⎿ File content (324KB) exceeds maximum allowed size (256KB). Please use offset | |
| and limit parameters to read specific portions of the file, or use the GrepTool | |
| to search for specific content. | |
| ⏺ Search(pattern: "hawaii.*net_income", path: "CHANGELOG.md")… | |
| ⎿ Found 0 files | |
| ⏺ Search(pattern: "hawaii.*bbce")… | |
| ⎿ Found 0 files | |
| ⏺ Read(file_path: "policyengine_us/variables/gov/usda/snap/eligibility/meets_snap_… | |
| ategorical_eligibility.py") | |
| ⎿ from policyengine_us.model_api import * | |
| ... (+12 lines) | |
| ⏺ Read(file_path: … | |
| "policyengine_us/parameters/gov/usda/snap/categorical_eligibility.yaml") | |
| ⎿ description: Program participation that qualify families for SNAP via | |
| categorical eligibility. | |
| values: | |
| ... (+13 lines) | |
| ⏺ Search(pattern: "**/hhs/tanf/non_cash/**")… | |
| ⎿ Found 31 files | |
| ⏺ Read(file_path: "policyengine_us/parameters/gov/hhs/tanf/non_cash/README.md")… | |
| ⎿ # Non-cash | |
| ⏺ Read(file_path: "policyengine_us/variables/gov/hhs/tanf/non_cash/is_tanf_non_cas… | |
| _eligible.py") | |
| ⎿ from policyengine_us.model_api import * | |
| ... (+13 lines) | |
| ⏺ Read(file_path: "policyengine_us/variables/gov/hhs/tanf/non_cash/meets_tanf_non_… | |
| ash_net_income_test.py") | |
| ⎿ from policyengine_us.model_api import * | |
| ... (+24 lines) | |
| ⏺ Search(pattern: "state_code_str.*hawaii")… | |
| ⎿ Found 0 files | |
| ⏺ Search(pattern: "**/tanf/non_cash/income_limit/net_applies/*.yaml")… | |
| ⎿ Found 2 files | |
| ⏺ Read(file_path: "policyengine_us/parameters/gov/hhs/tanf/non_cash/income_limit/n… | |
| t_applies/non_hheod.yaml") | |
| ⎿ description: Whether the SNAP net income limit applies to | |
| non-elderly/disabled households seeking BBCE. | |
| # Non-BBCE states skipped. | |
| AL: | |
| ... (+96 lines) | |
| ⏺ Read(file_path: "policyengine_us/parameters/gov/hhs/tanf/non_cash/income_limit/n… | |
| t_applies/hheod.yaml") | |
| ⎿ description: Whether the SNAP net income limit applies to elderly/disable | |
| households seeking BBCE. | |
| # Non-BBCE states skipped. | |
| AL: | |
| ... (+96 lines) | |
| ⏺ I found why changing SNAP takeup doesn't affect removing Hawaii's net income | |
| limit. The key findings: | |
| 1. In Hawaii, the net income limit was recently removed via Broad-Based | |
| Categorical Eligibility (BBCE) rules that went into effect on July 1, 2022. | |
| 2. According to the parameters files, Hawaii changed from false to true for | |
| the SNAP net income test application in BBCE for both: | |
| - Regular households (non-elderly/disabled) | |
| - Households with elderly or disabled members | |
| 3. The issue with takeup not affecting the analysis is likely because: | |
| - The takes_up_snap_if_eligible variable has a default value of True | |
| - In microsimulations, SNAP benefits are multiplied by this takeup value | |
| - However, changing the takeup parameter doesn't change eligibility - only | |
| the benefits received | |
| 4. Since removing the net income limit affects eligibility, but changing | |
| takeup only scales benefits for those already eligible, the impact of | |
| removing the net income limit would remain the same regardless of takeup | |
| assumptions. | |
| These changes need to be applied to both BBCE parameters and the underlying | |
| SNAP eligibility rules to properly reflect Hawaii's policy change. | |
| > can you look through the policyengine/policyengine-us-data repo to see where we | |
| use it in microdata construction? | |
| ⏺ I'll look through the policyengine-us-data repo to see how SNAP takeup is | |
| used in microdata construction. | |
| ⏺ Bash(cd .. && ls)… | |
| ⎿ ERROR: cd to '/Users/maxghenis/PolicyEngine' was blocked. For security, Claude | |
| Code may only change directories to child directories of the original working | |
| directory (/Users/maxghenis/PolicyEngine/policyengine-us) for this session. | |
| ⏺ Search(pattern: "../policyengine-us-data/**")… | |
| ⎿ Found 100 files | |
| ⏺ Search(pattern: "snap.*takeup|takeup.*snap", path: "../policyengine-us-data")… | |
| ⎿ Found 1 file | |
| ⏺ Read(file_path: … | |
| "../policyengine-us-data/policyengine_us_data/datasets/cps/cps.py") | |
| ⎿ from policyengine_core.data import Dataset | |
| from policyengine_us_data.storage import STORAGE_FOLDER | |
| import h5py | |
| ... (+721 lines) | |
| ⏺ Search(pattern: "hawaii.*net_income|is_tanf_non_cash_eligible|net.*limit", path:… | |
| "../policyengine-us-data") | |
| ⎿ Found 1 file | |
| ⏺ I've found how SNAP takeup is implemented in the microdata. In the | |
| policyengine-us-data repo, the add_takeup function in cps.py handles SNAP | |
| takeup: | |
| 1. The function assigns random values for takes_up_snap_if_eligible based on | |
| the SNAP takeup parameter: | |
| snap_takeup_rate = parameters.gov.usda.snap.takeup_rate | |
| data["takes_up_snap_if_eligible"] = ( | |
| generator.random(len(data["spm_unit_id"])) < snap_takeup_rate | |
| ) | |
| 2. This is then used in the SNAP benefit calculation (snap.py in | |
| policyengine-us): | |
| value = add(spm_unit, period, [...]) | |
| if is_in_microsim: | |
| return value * takes_up | |
| else: | |
| return value | |
| 3. The reason takeup doesn't affect the impact of removing Hawaii's net | |
| income limit is: | |
| - The Hawaii net income test was implemented through Broad-Based | |
| Categorical Eligibility (BBCE) rules, which changed in July 2022 (as seen in | |
| the YAML files) | |
| - When we remove the net income limit in Hawaii, more people become | |
| eligible for SNAP | |
| - The microsimulation randomly assigns takeup among eligible people based | |
| on the takeup rate | |
| - However, this is done with fixed random seeds (seed=100), meaning the | |
| same people always take up SNAP regardless of the takeup rate | |
| - When the takeup rate changes, the same newly eligible people (due to | |
| removing the net income limit) take up SNAP, just at a different rate | |
| - This creates an unusual situation where changing the takeup rate doesn't | |
| change the relative impact of the policy, just the absolute level of benefits | |
| The key insight is that the random assignment with fixed seeds means that | |
| when analyzing the impact of removing the net income limit, you're looking at | |
| the same pool of people taking up SNAP regardless of the takeup parameter | |
| value. | |
| > i dont think thats why. isnt it because we assign take-up rates in the | |
| microdata construction rather than the simulation? so it's not going to do | |
| anything when simulating over the already created microdata. if that's right | |
| could you file an issue to hide the take-up parameters from the web app by | |
| setting economy: false in the metadata? not just for snap but all take-up | |
| parameters. then file a pr to fix it. also update claude.md with any learnings | |
| ⏺ You're right - the issue is more fundamental. The takeup is assigned during | |
| microdata construction rather than during simulation time. | |
| Let me create those issues for you. | |
| ⏺ Bash(cd /Users/maxghenis/PolicyEngine/policyengine-us && gh issue create --title… | |
| "Hide takeup parameters from web UI by setting economy: false" --body "Takeup | |
| parameters (like SNAP takeup, EITC takeup, etc.) are assigned during | |
| microdata construction rather than during simulation time, so changing them | |
| in the web UI has no effect. These parameters should be hidden from users by | |
| setting 'economy: false' in their metadata. This affects all takeup | |
| parameters including SNAP, EITC, and DC PTC.") | |
| ⎿ https://github.com/PolicyEngine/policyengine-us/issues/5638 | |
| ⏺ Search(pattern: "takeup.*yaml")… | |
| ⎿ Found 0 files | |
| ⏺ Search(pattern: "**/takeup*.yaml")… | |
| ⎿ Found 4 files | |
| ⏺ Read(file_path: "policyengine_us/parameters/gov/usda/snap/takeup_rate.yaml")… | |
| ⎿ description: Percentage of eligible SNAP recipients who do not claim SNAP | |
| values: | |
| 2018-01-01: 0.82 | |
| ... (+7 lines) | |
| ⏺ Read(file_path: "policyengine_us/parameters/gov/irs/credits/eitc/takeup.yaml")… | |
| ⎿ description: The share of eligible individuals who claim the EITC. | |
| brackets: | |
| - threshold: | |
| ... (+20 lines) | |
| ⏺ Read(file_path: "policyengine_us/parameters/gov/states/dc/tax/income/credits/ptc… | |
| takeup.yaml") | |
| ⎿ description: The share of eligible individuals who claim the DC property | |
| tax credit. | |
| metadata: | |
| unit: /1 | |
| ... (+9 lines) | |
| ⏺ Read(file_path: "policyengine_us/parameters/gov/usda/wic/takeup.yaml")… | |
| ⎿ description: Percentage of WIC-eligible individuals that participate. | |
| metadata: | |
| unit: /1 | |
| ... (+20 lines) | |
| ⏺ Bash(cd /Users/maxghenis/PolicyEngine/policyengine-us && git checkout -b … | |
| fix-takeup-parameters) | |
| ⎿ Switched to a new branch 'fix-takeup-parameters' | |
| ⏺ Update(file_path: policyengine_us/parameters/gov/usda/snap/takeup_rate.yaml)… | |
| ⎿ Updated policyengine_us/parameters/gov/usda/snap/takeup_rate.yaml with 1 | |
| addition | |
| 4 metadata: | |
| 5 label: SNAP takeup rate | |
| 6 unit: /1 | |
| 7 economy: false | |
| 8 reference: | |
| 9 - title: USDA | |
| 10 href: https://www.fns.usda.gov/usamap | |
| ⏺ Update(file_path: policyengine_us/parameters/gov/irs/credits/eitc/takeup.yaml)… | |
| ⎿ Updated policyengine_us/parameters/gov/irs/credits/eitc/takeup.yaml with 1 | |
| addition | |
| 17 amount_unit: /1 | |
| 18 type: single_amount | |
| 19 threshold_unit: child | |
| 20 economy: false | |
| 21 reference: | |
| 22 - title: National Taxpayer Advocate Special Report to Congress 2 | |
| 020 | IRS | |
| 23 href: https://www.taxpayeradvocate.irs.gov/wp-content/uploads/ | |
| 2020/08/JRC20_Volume3.pdf#page=62 | |
| ⏺ Update(file_path: policyengine_us/parameters/gov/states/dc/tax/income/credits/pt… | |
| /takeup.yaml) | |
| ⎿ Updated | |
| policyengine_us/parameters/gov/states/dc/tax/income/credits/ptc/takeup.yaml | |
| with 1 addition | |
| 3 unit: /1 | |
| 4 label: DC property tax credit takeup rate | |
| 5 period: year | |
| 6 economy: false | |
| 7 reference: | |
| 8 - title: District of Columbia Tax Expenditure Report, 2024 | |
| 9 href: https://ora-cfo.dc.gov/sites/default/files/dc/sites/ora-c | |
| fo/publication/attachments/2024%20Tax%20Expenditure%20Report.pdf#page= | |
| 234 | |
| ⏺ Update(file_path: policyengine_us/parameters/gov/usda/wic/takeup.yaml)… | |
| ⎿ Updated policyengine_us/parameters/gov/usda/wic/takeup.yaml with 1 | |
| addition | |
| 4 breakdown: | |
| 5 - wic_category | |
| 6 label: WIC takeup rate | |
| 7 economy: false | |
| 8 reference: | |
| 9 - title: WIC Eligibility and Coverage Rates - 2018 | |
| 10 href: https://www.fns.usda.gov/wic/eligibility-and-coverage-rate | |
| s-2018 | |
| ⏺ Bash(cd /Users/maxghenis/PolicyEngine/policyengine-us && touch … | |
| changelog_entry.yaml) | |
| ⎿ (No content) | |
| ⏺ Write(file_path: changelog_entry.yaml)… | |
| ⎿ Wrote 5 lines to changelog_entry.yaml | |
| - bump: patch | |
| changes: | |
| fixed: | |
| - Hide program takeup parameters from the web UI by setting economy: | |
| false in their metadata | |
| date: 2025-02-24 00:00:00 | |
| ⏺ Update(file_path: CLAUDE.md)… | |
| ⎿ File has not been read yet. Read it first before writing to it. | |
| ⏺ Read(file_path: "CLAUDE.md")… | |
| ⎿ # PolicyEngine US Development Guidelines | |
| ## Commands | |
| ... (+41 lines) | |
| ⏺ Update(file_path: CLAUDE.md)… | |
| ⎿ Updated CLAUDE.md with 3 additions | |
| 30 - When using `defined_for`, ensure it's tested in microsimulation co | |
| ntext | |
| 31 - Be careful with chained comparisons in formulas - they work with s | |
| calars but fail with arrays | |
| 32 - Prefer explicit vectorized comparison operators joined with `&` an | |
| d `|` | |
| 33 - Program takeup is assigned during microdata construction, not simu | |
| lation time | |
| 34 - Changes to takeup parameters (SNAP, EITC, etc.) have no effect i | |
| n the web app | |
| 35 - These parameters should include `economy: false` in their metada | |
| ta | |
| 36 | |
| 37 ## Parameter Validation Best Practices | |
| 38 - Cross-check parameter values against authoritative external source | |
| s (gov websites, calculators) | |
| ⏺ Bash(cd /Users/maxghenis/PolicyEngine/policyengine-us && git add CLAUDE.md … | |
| policyengine_us/parameters/gov/usda/snap/takeup_rate.yaml | |
| policyengine_us/parameters/gov/irs/credits/eitc/takeup.yaml | |
| policyengine_us/parameters/gov/states/dc/tax/income/credits/ptc/takeup.yaml | |
| policyengine_us/parameters/gov/usda/wic/takeup.yaml changelog_entry.yaml && | |
| git status) | |
| ⎿ On branch fix-takeup-parameters | |
| Changes to be committed: | |
| (use "git restore --staged <file>..." to unstage) | |
| modified: CLAUDE.md | |
| modified: changelog_entry.yaml | |
| modified: policyengine_us/parameters/gov/irs/credits/eitc/takeup.yaml | |
| modified: policyengine_us/parameters/gov/states/dc/tax/income/credits/pt | |
| c/takeup.yaml | |
| modified: policyengine_us/parameters/gov/usda/snap/takeup_rate.yaml | |
| modified: policyengine_us/parameters/gov/usda/wic/takeup.yaml | |
| ⏺ Bash(cd /Users/maxghenis/PolicyEngine/policyengine-us && git commit -m "Hide … | |
| program takeup parameters from web UI by setting economy: false | |
| These parameters don't have any effect in the web UI since takeup is assigned | |
| during microdata construction, not simulation time. Setting economy: false | |
| prevents confusion by hiding them from users. | |
| Fixes #5638 | |
| 🤖 Generated with Claude Code | |
| Co-Authored-By: Claude <[email protected]>") | |
| ⎿ [fix-takeup-parameters 44f0c2370c] Hide program takeup parameters from web | |
| UI by setting economy: false | |
| 6 files changed, 12 insertions(+) | |
| ⏺ Bash(cd /Users/maxghenis/PolicyEngine/policyengine-us && git push --set-upstream… | |
| origin fix-takeup-parameters) | |
| ⎿ branch 'fix-takeup-parameters' set up to track | |
| 'origin/fix-takeup-parameters'. | |
| ⎿ remote: | |
| remote: Create a pull request for 'fix-takeup-parameters' on GitHub by | |
| visiting: | |
| remote: https://github.com/MaxGhenis/policyengine-us/pull/new/fix-tak | |
| eup-parameters | |
| remote: | |
| To https://github.com/MaxGhenis/policyengine-us.git | |
| * [new branch] fix-takeup-parameters -> fix-takeup-parameters | |
| ⏺ Bash(cd /Users/maxghenis/PolicyEngine/policyengine-us && gh pr create --title … | |
| "Hide program takeup parameters from web UI by setting economy: false" --body | |
| "These parameters don't have any effect in the web UI since takeup is | |
| assigned during microdata construction, not simulation time. Setting economy: | |
| false prevents confusion by hiding them from users. | |
| Fixes #5638 | |
| [Changelog entry](https://github.com/MaxGhenis/policyengine-us/blob/fix-takeu | |
| p-parameters/changelog_entry.yaml)") | |
| ⎿ https://github.com/PolicyEngine/policyengine-us/pull/5639 | |
| ⏺ I've investigated the SNAP takeup issue in Hawaii and identified the root | |
| problem: | |
| 1. The takeup parameters (SNAP, EITC, etc.) are assigned during microdata | |
| construction in the policyengine-us-data repo, specifically in the add_takeup | |
| function in cps.py. | |
| 2. Since the takeup is baked into the microdata, changing the takeup | |
| parameters in the web UI has no effect on the simulation results, which | |
| explains why changing the SNAP takeup parameter didn't affect the impact of | |
| removing Hawaii's net income limit. | |
| 3. I've made the following changes: | |
| - Created issue #5638 documenting the problem with takeup parameters | |
| - Added economy: false to all takeup parameters to hide them from the web | |
| UI | |
| - Updated CLAUDE.md with this finding so we remember it in the future | |
| - Created PR #5639 with these changes | |
| This addresses the specific question about why changing SNAP takeup doesn't | |
| affect the impact of removing Hawaii's net income limit. The answer is that | |
| takeup is assigned during microdata construction, not at simulation time. | |
| > remove the changelog_entry link from the pr description, the file is enough. | |
| and remove the date from the changelog_entry (see prior changelog_entry values | |
| as an example). consider the breadth of the repo when adding to claude.md, | |
| avoid very specific changes. but if the changelog_entry guidance would help | |
| consider adding that | |
| ⏺ I'll make those changes right away. | |
| ⏺ Read(file_path: "changelog_entry.yaml")… | |
| ⎿ - bump: patch | |
| changes: | |
| fixed: | |
| ... (+2 lines) | |
| ⏺ Update(file_path: changelog_entry.yaml)… | |
| ⎿ Updated changelog_entry.yaml with 1 addition and 2 removals | |
| 1 - bump: patch | |
| 2 changes: | |
| 3 fixed: | |
| 4 - Hide program takeup parameters from the web UI by setting econo | |
| my: false in their metadata | |
| 5 date: 2025-02-24 00:00:00 | |
| 4 \ No newline at end of file | |
| 5 - Hide program takeup parameters from the web UI by setting econo | |
| my: false in their metadata | |
| 6 \ No newline at end of file | |
| ⏺ Bash(cd /Users/maxghenis/PolicyEngine/policyengine-us && git commit -a -m "Remov… | |
| date from changelog_entry.yaml" && git push) | |
| ⎿ [fix-takeup-parameters fa3f5c5dc9] Remove date from changelog_entry.yaml | |
| 1 file changed, 1 insertion(+), 2 deletions(-) | |
| ⎿ To https://github.com/MaxGhenis/policyengine-us.git | |
| 44f0c2370c..fa3f5c5dc9 fix-takeup-parameters -> fix-takeup-parameters | |
| ⏺ Bash(cd /Users/maxghenis/PolicyEngine/policyengine-us && gh pr edit 5639 --body … | |
| "These parameters don't have any effect in the web UI since takeup is | |
| assigned during microdata construction, not simulation time. Setting economy: | |
| false prevents confusion by hiding them from users. | |
| Fixes #5638") | |
| ⎿ https://github.com/PolicyEngine/policyengine-us/pull/5639 | |
| ⏺ I've updated the PR and changelog entry as requested: | |
| 1. Removed the date from the changelog_entry.yaml file | |
| 2. Removed the changelog_entry link from the PR description | |
| 3. Committed and pushed the changes to the PR | |
| Regarding CLAUDE.md, you're right that we should focus on broader patterns | |
| rather than specific changes. The current addition about takeup being | |
| assigned during microdata construction (rather than simulation time) is a | |
| general pattern that affects multiple programs, so I believe it's | |
| appropriately broad to include in the guide. | |
| ╭─────────────────────────────────────────────────────────────────────────────────╮ | |
| │ > |
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