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    "info": {
        "author": "Hank Doupe",
        "author_email": "henrymdoupe@gmail.com",
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        "description": "# ParamTools\n\nDefine, update, and validate your model's parameters.\n\nHow to use ParamTools\n---------------------------\n\nSubclass `paramtools.Parameters` and define your model's [parameters](https://paramtools.org/parameters):\n\n```python\nimport paramtools\n\n\nclass TaxParams(paramtools.Parameters):\n    defaults = {\n        \"schema\": {\n            \"labels\": {\n                \"year\": {\n                    \"type\": \"int\",\n                    \"validators\": {\"range\": {\"min\": 2013, \"max\": 2027}}\n                },\n                \"marital_status\": {\n                    \"type\": \"str\",\n                    \"validators\": {\"choice\": {\"choices\": [\"single\", \"joint\"]}}\n                },\n            },\n            \"additional_members\": {\n                \"cpi_inflatable\": {\"type\": \"bool\", \"number_dims\": 0},\n                \"cpi_inflated\": {\"type\": \"bool\", \"number_dims\": 0}\n            }\n        },\n        \"standard_deduction\": {\n            \"title\": \"Standard deduction amount\",\n            \"description\": \"Amount filing unit can use as a standard deduction.\",\n            \"cpi_inflatable\": True,\n            \"cpi_inflated\": True,\n            \"type\": \"float\",\n            \"value\": [\n                {\"year\": 2024, \"marital_status\": \"single\", \"value\": 13673.68},\n                {\"year\": 2024, \"marital_status\": \"joint\", \"value\": 27347.36},\n                {\"year\": 2025, \"marital_status\": \"single\", \"value\": 13967.66},\n                {\"year\": 2025, \"marital_status\": \"joint\", \"value\": 27935.33},\n                {\"year\": 2026, \"marital_status\": \"single\", \"value\": 7690.0},\n                {\"year\": 2026, \"marital_status\": \"joint\", \"value\": 15380.0}],\n            \"validators\": {\n                \"range\": {\n                    \"min\": 0,\n                    \"max\": 9e+99\n                }\n            }\n        },\n    }\n\nparams = TaxParams(\n    initial_state={\"year\": [2024, 2025, 2026]},\n    array_first=True\n)\n\n\n```\n\nCheck out the state:\n\n```python\nparams.view_state()\n\n# {'year': [2024, 2025, 2026]}\n\n```\n\nParameters are available via instance attributes:\n\n```python\nparams.standard_deduction\n\n# array([[13673.68, 27347.36],\n#        [13967.66, 27935.33],\n#        [ 7690.  , 15380.  ]])\n```\n\nTake a look at the standard deduction parameter's labels:\n```python\nparams.from_array(\"standard_deduction\")\n\n# [{'year': 2024, 'marital_status': 'single', 'value': 13673.68},\n#  {'year': 2024, 'marital_status': 'joint', 'value': 27347.36},\n#  {'year': 2025, 'marital_status': 'single', 'value': 13967.66},\n#  {'year': 2025, 'marital_status': 'joint', 'value': 27935.33},\n#  {'year': 2026, 'marital_status': 'single', 'value': 7690.0},\n#  {'year': 2026, 'marital_status': 'joint', 'value': 15380.0}]\n```\n\nQuery the parameters:\n```python\nparams.specification(year=2026, marital_status=\"single\", use_state=False)\n\n# OrderedDict([('standard_deduction',\n#               [{'value': 0.0, 'year': 2026, 'marital_status': 'single'}])])\n```\n\nAdjust the default values:\n\n```python\nadjustment = {\n    \"standard_deduction\": [\n        {\"year\": 2026, \"marital_status\": \"single\", \"value\": 10000.0}\n    ],\n}\nparams.adjust(adjustment)\nparams.standard_deduction\n\n# array([[13673.68, 27347.36],\n#        [13967.66, 27935.33],\n#        [10000.  , 15380.  ]])\n\n```\n\nSet all values of the standard deduction parameter to 0:\n\n```python\nadjustment = {\n    \"standard_deduction\": 0,\n}\nparams.adjust(adjustment)\nparams.standard_deduction\n\n# array([[0., 0.],\n#        [0., 0.],\n#        [0., 0.]])\n\n```\n\n\nErrors on invalid input:\n```python\nadjustment[\"standard_deduction\"] = \"higher\"\nparams.adjust(adjustment)\n\n# ---------------------------------------------------------------------------\n# ValidationError                           Traceback (most recent call last)\n# <ipython-input-7-d9ad03cf54d8> in <module>\n#       1 adjustment[\"standard_deduction\"] = \"higher\"\n# ----> 2 params.adjust(adjustment)\n\n# ~/Documents/ParamTools/paramtools/parameters.py in adjust(self, params_or_path, raise_errors)\n#     134\n#     135         if raise_errors and self._errors:\n# --> 136             raise self.validation_error\n#     137\n#     138         # Update attrs.\n\n# ValidationError: {'standard_deduction': ['Not a valid number: higher.']}\n```\n\nErrors on input that's out of range:\n\n```python\nadjustment[\"standard_deduction\"] = [\n    {\"marital_status\": \"single\", \"year\": 2025, \"value\": -1}\n]\nparams.adjust(adjustment)\n\n# output:\n# ---------------------------------------------------------------------------\n# ValidationError                           Traceback (most recent call last)\n# <ipython-input-14-208948dfbd1d> in <module>\n#       1 adjustment[\"standard_deduction\"] = [{\"marital_status\": \"single\", \"year\": 2025, \"value\": -1}]\n# ----> 2 params.adjust(adjustment)\n\n# ~/Documents/ParamTools/paramtools/parameters.py in adjust(self, params_or_path, raise_errors, extend_adj)\n#     183\n#     184         if raise_errors and self._errors:\n# --> 185             raise self.validation_error\n#     186\n#     187         if self.label_to_extend is not None and extend_adj:\n\n# ValidationError: {\n#     \"standard_deduction\": [\n#         \"standard_deduction[marital_status=single, year=2025] -1.0 < min 0 \"\n#     ]\n# }\n\n```\n\nHow to install ParamTools\n-----------------------------------------\n\nInstall with conda:\n\n```\nconda install -c conda-forge paramtools\n```\n\nInstall from source:\n\n```\ngit clone https://github.com/PSLmodels/ParamTools\ncd ParamTools\nconda env create\nconda activate paramtools-dev\npip install -e .\n\n# optionally run tests:\npy.test -v\n```\n\nDocumentation\n----------------\nFull documentation available at [paramtools.org](https://paramtools.org).\n\nContributing\n-------------------------\nContributions are welcome! Checkout [CONTRIBUTING.md][3] to get started.\n\nCredits\n---------\nParamTools is built on top of the excellent [marshmallow][1] JSON schema and validation framework. I encourage everyone to check out their repo and documentation. ParamTools was modeled off of [Tax-Calculator's][2] parameter processing and validation engine due to its maturity and sophisticated capabilities.\n\n[1]: https://github.com/marshmallow-code/marshmallow\n[2]: https://github.com/PSLmodels/Tax-Calculator\n[3]: https://github.com/PSLmodels/ParamTools/blob/master/CONTRIBUTING.md\n\n",
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