From ebdbe3cb630f0bf12e345719e28d66b33a8d4ff5 Mon Sep 17 00:00:00 2001
From: Jack-Burnett <55663412+Jack-Burnett@users.noreply.github.com>
Date: Tue, 3 Jan 2023 22:50:51 +0000
Subject: [PATCH] fix: Make `conform_record_data_types` work on nested objects
 and arrays (#887)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Co-authored-by: Edgar R. M <edgar@meltano.com>
Co-authored-by: Cody J. Hanson <cody@meltano.com>
Co-authored-by: Edgar Ramírez Mondragón <edgarrm358@gmail.com>
Closes https://github.com/meltano/sdk/issues/800
---
 poetry.lock                      | 2194 +++++++++++++++---------------
 singer_sdk/helpers/_typing.py    |  194 ++-
 singer_sdk/streams/core.py       |   29 +-
 tests/core/test_record_typing.py |    5 +-
 tests/core/test_typing.py        |  247 ++++
 5 files changed, 1514 insertions(+), 1155 deletions(-)
 create mode 100644 tests/core/test_typing.py

diff --git a/poetry.lock b/poetry.lock
index f9293c09a..838994006 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,3 +1,5 @@
+# This file is automatically @generated by Poetry and should not be changed by hand.
+
 [[package]]
 name = "alabaster"
 version = "0.7.12"
@@ -5,6 +7,10 @@ description = "A configurable sidebar-enabled Sphinx theme"
 category = "main"
 optional = true
 python-versions = "*"
+files = [
+    {file = "alabaster-0.7.12-py2.py3-none-any.whl", hash = "sha256:446438bdcca0e05bd45ea2de1668c1d9b032e1a9154c2c259092d77031ddd359"},
+    {file = "alabaster-0.7.12.tar.gz", hash = "sha256:a661d72d58e6ea8a57f7a86e37d86716863ee5e92788398526d58b26a4e4dc02"},
+]
 
 [[package]]
 name = "appdirs"
@@ -13,6 +19,10 @@ description = "A small Python module for determining appropriate platform-specif
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "appdirs-1.4.4-py2.py3-none-any.whl", hash = "sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128"},
+    {file = "appdirs-1.4.4.tar.gz", hash = "sha256:7d5d0167b2b1ba821647616af46a749d1c653740dd0d2415100fe26e27afdf41"},
+]
 
 [[package]]
 name = "arrow"
@@ -21,6 +31,10 @@ description = "Better dates & times for Python"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "arrow-1.2.3-py3-none-any.whl", hash = "sha256:5a49ab92e3b7b71d96cd6bfcc4df14efefc9dfa96ea19045815914a6ab6b1fe2"},
+    {file = "arrow-1.2.3.tar.gz", hash = "sha256:3934b30ca1b9f292376d9db15b19446088d12ec58629bc3f0da28fd55fb633a1"},
+]
 
 [package.dependencies]
 python-dateutil = ">=2.7.0"
@@ -33,6 +47,10 @@ description = "Classes Without Boilerplate"
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "attrs-22.2.0-py3-none-any.whl", hash = "sha256:29e95c7f6778868dbd49170f98f8818f78f3dc5e0e37c0b1f474e3561b240836"},
+    {file = "attrs-22.2.0.tar.gz", hash = "sha256:c9227bfc2f01993c03f68db37d1d15c9690188323c067c641f1a35ca58185f99"},
+]
 
 [package.extras]
 cov = ["attrs[tests]", "coverage-enable-subprocess", "coverage[toml] (>=5.3)"]
@@ -48,6 +66,10 @@ description = "Internationalization utilities"
 category = "main"
 optional = true
 python-versions = ">=3.6"
+files = [
+    {file = "Babel-2.11.0-py3-none-any.whl", hash = "sha256:1ad3eca1c885218f6dce2ab67291178944f810a10a9b5f3cb8382a5a232b64fe"},
+    {file = "Babel-2.11.0.tar.gz", hash = "sha256:5ef4b3226b0180dedded4229651c8b0e1a3a6a2837d45a073272f313e4cf97f6"},
+]
 
 [package.dependencies]
 pytz = ">=2015.7"
@@ -59,6 +81,10 @@ description = "Function decoration for backoff and retry"
 category = "main"
 optional = false
 python-versions = ">=3.7,<4.0"
+files = [
+    {file = "backoff-2.2.1-py3-none-any.whl", hash = "sha256:63579f9a0628e06278f7e47b7d7d5b6ce20dc65c5e96a6f3ca99a6adca0396e8"},
+    {file = "backoff-2.2.1.tar.gz", hash = "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba"},
+]
 
 [[package]]
 name = "binaryornot"
@@ -67,6 +93,10 @@ description = "Ultra-lightweight pure Python package to check if a file is binar
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "binaryornot-0.4.4-py2.py3-none-any.whl", hash = "sha256:b8b71173c917bddcd2c16070412e369c3ed7f0528926f70cac18a6c97fd563e4"},
+    {file = "binaryornot-0.4.4.tar.gz", hash = "sha256:359501dfc9d40632edc9fac890e19542db1a287bbcfa58175b66658392018061"},
+]
 
 [package.dependencies]
 chardet = ">=3.0.2"
@@ -78,6 +108,20 @@ description = "The uncompromising code formatter."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "black-22.12.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9eedd20838bd5d75b80c9f5487dbcb06836a43833a37846cf1d8c1cc01cef59d"},
+    {file = "black-22.12.0-cp310-cp310-win_amd64.whl", hash = "sha256:159a46a4947f73387b4d83e87ea006dbb2337eab6c879620a3ba52699b1f4351"},
+    {file = "black-22.12.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d30b212bffeb1e252b31dd269dfae69dd17e06d92b87ad26e23890f3efea366f"},
+    {file = "black-22.12.0-cp311-cp311-win_amd64.whl", hash = "sha256:7412e75863aa5c5411886804678b7d083c7c28421210180d67dfd8cf1221e1f4"},
+    {file = "black-22.12.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c116eed0efb9ff870ded8b62fe9f28dd61ef6e9ddd28d83d7d264a38417dcee2"},
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+    {file = "black-22.12.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:77d86c9f3db9b1bf6761244bc0b3572a546f5fe37917a044e02f3166d5aafa7d"},
+    {file = "black-22.12.0-cp38-cp38-win_amd64.whl", hash = "sha256:82d9fe8fee3401e02e79767016b4907820a7dc28d70d137eb397b92ef3cc5bfc"},
+    {file = "black-22.12.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:101c69b23df9b44247bd88e1d7e90154336ac4992502d4197bdac35dd7ee3320"},
+    {file = "black-22.12.0-cp39-cp39-win_amd64.whl", hash = "sha256:559c7a1ba9a006226f09e4916060982fd27334ae1998e7a38b3f33a37f7a2148"},
+    {file = "black-22.12.0-py3-none-any.whl", hash = "sha256:436cc9167dd28040ad90d3b404aec22cedf24a6e4d7de221bec2730ec0c97bcf"},
+    {file = "black-22.12.0.tar.gz", hash = "sha256:229351e5a18ca30f447bf724d007f890f97e13af070bb6ad4c0a441cd7596a2f"},
+]
 
 [package.dependencies]
 click = ">=8.0.0"
@@ -96,14 +140,18 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "boto3"
-version = "1.26.41"
+version = "1.26.42"
 description = "The AWS SDK for Python"
 category = "main"
 optional = true
 python-versions = ">= 3.7"
+files = [
+    {file = "boto3-1.26.42-py3-none-any.whl", hash = "sha256:75c995a04723f23e35e16ea491ed91a1345e2fa6492678a216488512308dada1"},
+    {file = "boto3-1.26.42.tar.gz", hash = "sha256:4cfd7e05e4033dbca2cc59bcfdafbdaef9d83dc3c0448917569b301d85766d9d"},
+]
 
 [package.dependencies]
-botocore = ">=1.29.41,<1.30.0"
+botocore = ">=1.29.42,<1.30.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.6.0,<0.7.0"
 
@@ -112,11 +160,15 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.29.41"
+version = "1.29.42"
 description = "Low-level, data-driven core of boto 3."
 category = "main"
 optional = true
 python-versions = ">= 3.7"
+files = [
+    {file = "botocore-1.29.42-py3-none-any.whl", hash = "sha256:f52f9dbd7ad42b3528c1052086c1a7b6122a018f919afdb604f2889caefe8092"},
+    {file = "botocore-1.29.42.tar.gz", hash = "sha256:d05c62f64e76194c40f598f5f7c804ec50d9820e9f03f6e0198558e4ace167c4"},
+]
 
 [package.dependencies]
 jmespath = ">=0.7.1,<2.0.0"
@@ -133,6 +185,10 @@ description = "Python package for providing Mozilla's CA Bundle."
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "certifi-2022.12.7-py3-none-any.whl", hash = "sha256:4ad3232f5e926d6718ec31cfc1fcadfde020920e278684144551c91769c7bc18"},
+    {file = "certifi-2022.12.7.tar.gz", hash = "sha256:35824b4c3a97115964b408844d64aa14db1cc518f6562e8d7261699d1350a9e3"},
+]
 
 [[package]]
 name = "cffi"
@@ -141,6 +197,72 @@ description = "Foreign Function Interface for Python calling C code."
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "cffi-1.15.1-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:a66d3508133af6e8548451b25058d5812812ec3798c886bf38ed24a98216fab2"},
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+]
 
 [package.dependencies]
 pycparser = "*"
@@ -152,6 +274,10 @@ description = "Universal encoding detector for Python 3"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "chardet-5.1.0-py3-none-any.whl", hash = "sha256:362777fb014af596ad31334fde1e8c327dfdb076e1960d1694662d46a6917ab9"},
+    {file = "chardet-5.1.0.tar.gz", hash = "sha256:0d62712b956bc154f85fb0a266e2a3c5913c2967e00348701b32411d6def31e5"},
+]
 
 [[package]]
 name = "charset-normalizer"
@@ -160,6 +286,10 @@ description = "The Real First Universal Charset Detector. Open, modern and activ
 category = "main"
 optional = false
 python-versions = ">=3.6.0"
+files = [
+    {file = "charset-normalizer-2.1.1.tar.gz", hash = "sha256:5a3d016c7c547f69d6f81fb0db9449ce888b418b5b9952cc5e6e66843e9dd845"},
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+]
 
 [package.extras]
 unicode-backport = ["unicodedata2"]
@@ -171,6 +301,10 @@ description = "Composable command line interface toolkit"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "click-8.1.3-py3-none-any.whl", hash = "sha256:bb4d8133cb15a609f44e8213d9b391b0809795062913b383c62be0ee95b1db48"},
+    {file = "click-8.1.3.tar.gz", hash = "sha256:7682dc8afb30297001674575ea00d1814d808d6a36af415a82bd481d37ba7b8e"},
+]
 
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
@@ -183,6 +317,10 @@ description = "Cross-platform colored terminal text."
 category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+files = [
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+    {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
+]
 
 [[package]]
 name = "commitizen-version-bump"
@@ -191,6 +329,7 @@ description = "Commitizen customized for Meltano projects (https://commitizen-to
 category = "dev"
 optional = false
 python-versions = "^3.7"
+files = []
 develop = false
 
 [package.dependencies]
@@ -209,6 +348,10 @@ description = "A command-line utility that creates projects from project templat
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "cookiecutter-2.1.1-py2.py3-none-any.whl", hash = "sha256:9f3ab027cec4f70916e28f03470bdb41e637a3ad354b4d65c765d93aad160022"},
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+]
 
 [package.dependencies]
 binaryornot = ">=0.4.4"
@@ -226,6 +369,59 @@ description = "Code coverage measurement for Python"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
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+]
 
 [package.dependencies]
 tomli = {version = "*", optional = true, markers = "python_full_version <= \"3.11.0a6\" and extra == \"toml\""}
@@ -240,6 +436,31 @@ description = "cryptography is a package which provides cryptographic recipes an
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
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 [package.dependencies]
 cffi = ">=1.12"
@@ -259,6 +480,10 @@ description = "A utility for ensuring Google-style docstrings stay up to date wi
 category = "dev"
 optional = false
 python-versions = ">=3.6,<4.0"
+files = [
+    {file = "darglint-1.8.1-py3-none-any.whl", hash = "sha256:5ae11c259c17b0701618a20c3da343a3eb98b3bc4b5a83d31cdd94f5ebdced8d"},
+    {file = "darglint-1.8.1.tar.gz", hash = "sha256:080d5106df149b199822e7ee7deb9c012b49891538f14a11be681044f0bb20da"},
+]
 
 [[package]]
 name = "decorator"
@@ -267,6 +492,10 @@ description = "Decorators for Humans"
 category = "main"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "decorator-5.1.1-py3-none-any.whl", hash = "sha256:b8c3f85900b9dc423225913c5aace94729fe1fa9763b38939a95226f02d37186"},
+    {file = "decorator-5.1.1.tar.gz", hash = "sha256:637996211036b6385ef91435e4fae22989472f9d571faba8927ba8253acbc330"},
+]
 
 [[package]]
 name = "deprecated"
@@ -275,6 +504,10 @@ description = "Python @deprecated decorator to deprecate old python classes, fun
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
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+    {file = "Deprecated-1.2.13.tar.gz", hash = "sha256:43ac5335da90c31c24ba028af536a91d41d53f9e6901ddb021bcc572ce44e38d"},
+]
 
 [package.dependencies]
 wrapt = ">=1.10,<2"
@@ -289,6 +522,10 @@ description = "Docutils -- Python Documentation Utilities"
 category = "main"
 optional = true
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+files = [
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+]
 
 [[package]]
 name = "exceptiongroup"
@@ -297,6 +534,10 @@ description = "Backport of PEP 654 (exception groups)"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "exceptiongroup-1.1.0-py3-none-any.whl", hash = "sha256:327cbda3da756e2de031a3107b81ab7b3770a602c4d16ca618298c526f4bec1e"},
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+]
 
 [package.extras]
 test = ["pytest (>=6)"]
@@ -308,6 +549,10 @@ description = "the modular source code checker: pep8 pyflakes and co"
 category = "dev"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+files = [
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+    {file = "flake8-3.9.2.tar.gz", hash = "sha256:07528381786f2a6237b061f6e96610a4167b226cb926e2aa2b6b1d78057c576b"},
+]
 
 [package.dependencies]
 importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
@@ -322,6 +567,10 @@ description = "Flake8 Type Annotation Checks"
 category = "dev"
 optional = false
 python-versions = ">=3.7,<4.0"
+files = [
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+]
 
 [package.dependencies]
 attrs = ">=21.4"
@@ -335,6 +584,10 @@ description = "Extension for flake8 which uses pydocstyle to check docstrings"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "flake8-docstrings-1.6.0.tar.gz", hash = "sha256:9fe7c6a306064af8e62a055c2f61e9eb1da55f84bb39caef2b84ce53708ac34b"},
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+]
 
 [package.dependencies]
 flake8 = ">=3"
@@ -347,6 +600,10 @@ description = "Let your Python tests travel through time"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
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+    {file = "freezegun-1.2.2.tar.gz", hash = "sha256:cd22d1ba06941384410cd967d8a99d5ae2442f57dfafeff2fda5de8dc5c05446"},
+]
 
 [package.dependencies]
 python-dateutil = ">=2.7"
@@ -358,6 +615,10 @@ description = "Python's filesystem abstraction layer"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
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+]
 
 [package.dependencies]
 appdirs = ">=1.4.3,<1.5.0"
@@ -374,6 +635,10 @@ description = "Amazon S3 filesystem for PyFilesystem2"
 category = "main"
 optional = true
 python-versions = "*"
+files = [
+    {file = "fs-s3fs-1.1.1.tar.gz", hash = "sha256:b57f8c7664460ff7b451b4b44ca2ea9623a374d74e1284c2d5e6df499dc7976c"},
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+]
 
 [package.dependencies]
 boto3 = ">=1.9,<2.0"
@@ -387,34 +652,108 @@ description = "Lightweight in-process concurrent programming"
 category = "main"
 optional = false
 python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*"
-
-[package.extras]
-docs = ["Sphinx", "docutils (<0.18)"]
-test = ["faulthandler", "objgraph", "psutil"]
-
-[[package]]
-name = "idna"
-version = "3.4"
-description = "Internationalized Domain Names in Applications (IDNA)"
-category = "main"
-optional = false
-python-versions = ">=3.5"
-
-[[package]]
-name = "imagesize"
-version = "1.4.1"
-description = "Getting image size from png/jpeg/jpeg2000/gif file"
-category = "main"
-optional = true
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-
-[[package]]
-name = "importlib-metadata"
-version = "4.13.0"
-description = "Read metadata from Python packages"
-category = "main"
-optional = false
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+]
+
+[package.extras]
+docs = ["Sphinx", "docutils (<0.18)"]
+test = ["faulthandler", "objgraph", "psutil"]
+
+[[package]]
+name = "idna"
+version = "3.4"
+description = "Internationalized Domain Names in Applications (IDNA)"
+category = "main"
+optional = false
+python-versions = ">=3.5"
+files = [
+    {file = "idna-3.4-py3-none-any.whl", hash = "sha256:90b77e79eaa3eba6de819a0c442c0b4ceefc341a7a2ab77d7562bf49f425c5c2"},
+    {file = "idna-3.4.tar.gz", hash = "sha256:814f528e8dead7d329833b91c5faa87d60bf71824cd12a7530b5526063d02cb4"},
+]
+
+[[package]]
+name = "imagesize"
+version = "1.4.1"
+description = "Getting image size from png/jpeg/jpeg2000/gif file"
+category = "main"
+optional = true
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
+    {file = "imagesize-1.4.1-py2.py3-none-any.whl", hash = "sha256:0d8d18d08f840c19d0ee7ca1fd82490fdc3729b7ac93f49870406ddde8ef8d8b"},
+    {file = "imagesize-1.4.1.tar.gz", hash = "sha256:69150444affb9cb0d5cc5a92b3676f0b2fb7cd9ae39e947a5e11a36b4497cd4a"},
+]
+
+[[package]]
+name = "importlib-metadata"
+version = "4.13.0"
+description = "Read metadata from Python packages"
+category = "main"
+optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "importlib_metadata-4.13.0-py3-none-any.whl", hash = "sha256:8a8a81bcf996e74fee46f0d16bd3eaa382a7eb20fd82445c3ad11f4090334116"},
+    {file = "importlib_metadata-4.13.0.tar.gz", hash = "sha256:dd0173e8f150d6815e098fd354f6414b0f079af4644ddfe90c71e2fc6174346d"},
+]
 
 [package.dependencies]
 typing-extensions = {version = ">=3.6.4", markers = "python_version < \"3.8\""}
@@ -432,6 +771,10 @@ description = "Read resources from Python packages"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "importlib_resources-5.10.2-py3-none-any.whl", hash = "sha256:7d543798b0beca10b6a01ac7cafda9f822c54db9e8376a6bf57e0cbd74d486b6"},
+    {file = "importlib_resources-5.10.2.tar.gz", hash = "sha256:e4a96c8cc0339647ff9a5e0550d9f276fc5a01ffa276012b58ec108cfd7b8484"},
+]
 
 [package.dependencies]
 zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
@@ -447,6 +790,10 @@ description = "A port of Ruby on Rails inflector to Python"
 category = "main"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "inflection-0.5.1-py2.py3-none-any.whl", hash = "sha256:f38b2b640938a4f35ade69ac3d053042959b62a0f1076a5bbaa1b9526605a8a2"},
+    {file = "inflection-0.5.1.tar.gz", hash = "sha256:1a29730d366e996aaacffb2f1f1cb9593dc38e2ddd30c91250c6dde09ea9b417"},
+]
 
 [[package]]
 name = "iniconfig"
@@ -455,6 +802,10 @@ description = "iniconfig: brain-dead simple config-ini parsing"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "iniconfig-1.1.1-py2.py3-none-any.whl", hash = "sha256:011e24c64b7f47f6ebd835bb12a743f2fbe9a26d4cecaa7f53bc4f35ee9da8b3"},
+    {file = "iniconfig-1.1.1.tar.gz", hash = "sha256:bc3af051d7d14b2ee5ef9969666def0cd1a000e121eaea580d4a313df4b37f32"},
+]
 
 [[package]]
 name = "jinja2"
@@ -463,6 +814,10 @@ description = "A very fast and expressive template engine."
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "Jinja2-3.1.2-py3-none-any.whl", hash = "sha256:6088930bfe239f0e6710546ab9c19c9ef35e29792895fed6e6e31a023a182a61"},
+    {file = "Jinja2-3.1.2.tar.gz", hash = "sha256:31351a702a408a9e7595a8fc6150fc3f43bb6bf7e319770cbc0db9df9437e852"},
+]
 
 [package.dependencies]
 MarkupSafe = ">=2.0"
@@ -477,6 +832,10 @@ description = "Jinja2 Extension for Dates and Times"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "jinja2-time-0.2.0.tar.gz", hash = "sha256:d14eaa4d315e7688daa4969f616f226614350c48730bfa1692d2caebd8c90d40"},
+    {file = "jinja2_time-0.2.0-py2.py3-none-any.whl", hash = "sha256:d3eab6605e3ec8b7a0863df09cc1d23714908fa61aa6986a845c20ba488b4efa"},
+]
 
 [package.dependencies]
 arrow = "*"
@@ -489,6 +848,10 @@ description = "JSON Matching Expressions"
 category = "main"
 optional = true
 python-versions = ">=3.7"
+files = [
+    {file = "jmespath-1.0.1-py3-none-any.whl", hash = "sha256:02e2e4cc71b5bcab88332eebf907519190dd9e6e82107fa7f83b1003a6252980"},
+    {file = "jmespath-1.0.1.tar.gz", hash = "sha256:90261b206d6defd58fdd5e85f478bf633a2901798906be2ad389150c5c60edbe"},
+]
 
 [[package]]
 name = "joblib"
@@ -497,6 +860,10 @@ description = "Lightweight pipelining with Python functions"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "joblib-1.2.0-py3-none-any.whl", hash = "sha256:091138ed78f800342968c523bdde947e7a305b8594b910a0fea2ab83c3c6d385"},
+    {file = "joblib-1.2.0.tar.gz", hash = "sha256:e1cee4a79e4af22881164f218d4311f60074197fb707e082e803b61f6d137018"},
+]
 
 [[package]]
 name = "jsonpath-ng"
@@ -505,6 +872,11 @@ description = "A final implementation of JSONPath for Python that aims to be sta
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "jsonpath-ng-1.5.3.tar.gz", hash = "sha256:a273b182a82c1256daab86a313b937059261b5c5f8c4fa3fc38b882b344dd567"},
+    {file = "jsonpath_ng-1.5.3-py2-none-any.whl", hash = "sha256:f75b95dbecb8a0f3b86fd2ead21c2b022c3f5770957492b9b6196ecccfeb10aa"},
+    {file = "jsonpath_ng-1.5.3-py3-none-any.whl", hash = "sha256:292a93569d74029ba75ac2dc3d3630fc0e17b2df26119a165fa1d498ca47bf65"},
+]
 
 [package.dependencies]
 decorator = "*"
@@ -518,6 +890,10 @@ description = "An implementation of JSON Schema validation for Python"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "jsonschema-4.17.3-py3-none-any.whl", hash = "sha256:a870ad254da1a8ca84b6a2905cac29d265f805acc57af304784962a2aa6508f6"},
+    {file = "jsonschema-4.17.3.tar.gz", hash = "sha256:0f864437ab8b6076ba6707453ef8f98a6a0d512a80e93f8abdb676f737ecb60d"},
+]
 
 [package.dependencies]
 attrs = ">=17.4.0"
@@ -538,6 +914,9 @@ description = "Python LiveReload is an awesome tool for web developers"
 category = "main"
 optional = true
 python-versions = "*"
+files = [
+    {file = "livereload-2.6.3.tar.gz", hash = "sha256:776f2f865e59fde56490a56bcc6773b6917366bce0c267c60ee8aaf1a0959869"},
+]
 
 [package.dependencies]
 six = "*"
@@ -550,6 +929,10 @@ description = "Python port of markdown-it. Markdown parsing, done right!"
 category = "main"
 optional = true
 python-versions = ">=3.7"
+files = [
+    {file = "markdown-it-py-2.1.0.tar.gz", hash = "sha256:cf7e59fed14b5ae17c0006eff14a2d9a00ed5f3a846148153899a0224e2c07da"},
+    {file = "markdown_it_py-2.1.0-py3-none-any.whl", hash = "sha256:93de681e5c021a432c63147656fe21790bc01231e0cd2da73626f1aa3ac0fe27"},
+]
 
 [package.dependencies]
 mdurl = ">=0.1,<1.0"
@@ -572,6 +955,48 @@ description = "Safely add untrusted strings to HTML/XML markup."
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
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 name = "mccabe"
@@ -580,6 +1005,10 @@ description = "McCabe checker, plugin for flake8"
 category = "dev"
 optional = false
 python-versions = "*"
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 name = "mdit-py-plugins"
@@ -588,6 +1017,10 @@ description = "Collection of plugins for markdown-it-py"
 category = "main"
 optional = true
 python-versions = ">=3.7"
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 markdown-it-py = ">=1.0.0,<3.0.0"
@@ -604,6 +1037,10 @@ description = "Markdown URL utilities"
 category = "main"
 optional = true
 python-versions = ">=3.7"
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 name = "memoization"
@@ -612,6 +1049,9 @@ description = "A powerful caching library for Python, with TTL support and multi
 category = "main"
 optional = false
 python-versions = ">=3, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, <4"
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 name = "mypy"
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 optional = false
 python-versions = ">=3.7"
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 mypy-extensions = ">=0.4.3"
@@ -640,6 +1112,10 @@ description = "Experimental type system extensions for programs checked with the
 category = "dev"
 optional = false
 python-versions = "*"
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 [[package]]
 name = "myst-parser"
@@ -648,6 +1124,10 @@ description = "An extended commonmark compliant parser, with bridges to docutils
 category = "main"
 optional = true
 python-versions = ">=3.7"
+files = [
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 [package.dependencies]
 docutils = ">=0.15,<0.20"
@@ -671,6 +1151,39 @@ description = "NumPy is the fundamental package for array computing with Python.
 category = "dev"
 optional = true
 python-versions = ">=3.7,<3.11"
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 [[package]]
 name = "objprint"
@@ -679,6 +1192,10 @@ description = "A library that can print Python objects in human readable format"
 category = "dev"
 optional = true
 python-versions = ">=3.6"
+files = [
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 [[package]]
 name = "packaging"
@@ -687,14 +1204,22 @@ description = "Core utilities for Python packages"
 category = "main"
 optional = false
 python-versions = ">=3.7"
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-[[package]]
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 category = "dev"
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 python-versions = ">=3.7"
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 [[package]]
 name = "pendulum"
@@ -703,6 +1228,29 @@ description = "Python datetimes made easy"
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+]
 
 [package.dependencies]
 python-dateutil = ">=2.6,<3.0"
@@ -715,6 +1263,10 @@ description = "Resolve a name to an object."
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
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+]
 
 [[package]]
 name = "platformdirs"
@@ -723,6 +1275,10 @@ description = "A small Python package for determining appropriate platform-speci
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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+]
 
 [package.dependencies]
 typing-extensions = {version = ">=4.4", markers = "python_version < \"3.8\""}
@@ -738,6 +1294,10 @@ description = "plugin and hook calling mechanisms for python"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
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+]
 
 [package.dependencies]
 importlib-metadata = {version = ">=0.12", markers = "python_version < \"3.8\""}
@@ -753,6 +1313,10 @@ description = "Python Lex & Yacc"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
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+]
 
 [[package]]
 name = "pyarrow"
@@ -761,6 +1325,33 @@ description = "Python library for Apache Arrow"
 category = "dev"
 optional = true
 python-versions = ">=3.7"
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+]
 
 [package.dependencies]
 numpy = ">=1.16.6"
@@ -772,6 +1363,10 @@ description = "Python style guide checker"
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
+    {file = "pycodestyle-2.7.0-py2.py3-none-any.whl", hash = "sha256:514f76d918fcc0b55c6680472f0a37970994e07bbb80725808c17089be302068"},
+    {file = "pycodestyle-2.7.0.tar.gz", hash = "sha256:c389c1d06bf7904078ca03399a4816f974a1d590090fecea0c63ec26ebaf1cef"},
+]
 
 [[package]]
 name = "pycparser"
@@ -780,20 +1375,29 @@ description = "C parser in Python"
 category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
+    {file = "pycparser-2.21-py2.py3-none-any.whl", hash = "sha256:8ee45429555515e1f6b185e78100aea234072576aa43ab53aefcae078162fca9"},
+    {file = "pycparser-2.21.tar.gz", hash = "sha256:e644fdec12f7872f86c58ff790da456218b10f863970249516d60a5eaca77206"},
+]
 
 [[package]]
 name = "pydocstyle"
-version = "6.1.1"
+version = "6.2.2"
 description = "Python docstring style checker"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "pydocstyle-6.2.2-py3-none-any.whl", hash = "sha256:021b33525927b43b4469c2715694c38082cb98146b52342df652b30806e3cb61"},
+    {file = "pydocstyle-6.2.2.tar.gz", hash = "sha256:5714e3a96f6ece848a1c35f581e89f3164867733609f0dd8a99f7e7c6b526bdd"},
+]
 
 [package.dependencies]
-snowballstemmer = "*"
+importlib-metadata = {version = ">=2.0.0,<5.0.0", markers = "python_version < \"3.8\""}
+snowballstemmer = ">=2.2.0"
 
 [package.extras]
-toml = ["toml"]
+toml = ["tomli (>=1.2.3)"]
 
 [[package]]
 name = "pyflakes"
@@ -802,6 +1406,10 @@ description = "passive checker of Python programs"
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
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+    {file = "pyflakes-2.3.1.tar.gz", hash = "sha256:f5bc8ecabc05bb9d291eb5203d6810b49040f6ff446a756326104746cc00c1db"},
+]
 
 [[package]]
 name = "pygithub"
@@ -810,6 +1418,10 @@ description = "Use the full Github API v3"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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+    {file = "PyGithub-1.57.tar.gz", hash = "sha256:c273f252b278fb81f1769505cc6921bdb6791e1cebd6ac850cc97dad13c31ff3"},
+]
 
 [package.dependencies]
 deprecated = "*"
@@ -827,6 +1439,10 @@ description = "Pygments is a syntax highlighting package written in Python."
 category = "main"
 optional = true
 python-versions = ">=3.6"
+files = [
+    {file = "Pygments-2.14.0-py3-none-any.whl", hash = "sha256:fa7bd7bd2771287c0de303af8bfdfc731f51bd2c6a47ab69d117138893b82717"},
+    {file = "Pygments-2.14.0.tar.gz", hash = "sha256:b3ed06a9e8ac9a9aae5a6f5dbe78a8a58655d17b43b93c078f094ddc476ae297"},
+]
 
 [package.extras]
 plugins = ["importlib-metadata"]
@@ -838,6 +1454,10 @@ description = "JSON Web Token implementation in Python"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
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+]
 
 [package.extras]
 crypto = ["cryptography (>=3.4.0)"]
@@ -852,6 +1472,18 @@ description = "Python binding to the Networking and Cryptography (NaCl) library"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
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 [package.dependencies]
 cffi = ">=1.4.1"
@@ -867,6 +1499,35 @@ description = "Persistent/Functional/Immutable data structures"
 category = "main"
 optional = false
 python-versions = ">=3.7"
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 name = "pytest"
@@ -875,6 +1536,10 @@ description = "pytest: simple powerful testing with Python"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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+]
 
 [package.dependencies]
 attrs = ">=19.2.0"
@@ -896,6 +1561,10 @@ description = "A plugin for snapshot testing with pytest."
 category = "dev"
 optional = false
 python-versions = ">=3.5"
+files = [
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+]
 
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 pytest = ">=3.0.0"
@@ -907,6 +1576,10 @@ description = "Extensions to the standard Python datetime module"
 category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
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 [package.dependencies]
 six = ">=1.5"
@@ -918,6 +1591,10 @@ description = "Read key-value pairs from a .env file and set them as environment
 category = "main"
 optional = false
 python-versions = ">=3.7"
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 [package.extras]
 cli = ["click (>=5.0)"]
@@ -929,6 +1606,10 @@ description = "A Python slugify application that also handles Unicode"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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 text-unidecode = ">=1.3"
@@ -943,6 +1624,10 @@ description = "World timezone definitions, modern and historical"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
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 name = "pytzdata"
@@ -951,6 +1636,10 @@ description = "The Olson timezone database for Python."
 category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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 name = "pyyaml"
@@ -959,6 +1648,41 @@ description = "YAML parser and emitter for Python"
 category = "main"
 optional = false
 python-versions = ">=3.6"
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+]
 
 [[package]]
 name = "requests"
@@ -967,6 +1691,10 @@ description = "Python HTTP for Humans."
 category = "main"
 optional = false
 python-versions = ">=3.7, <4"
+files = [
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+]
 
 [package.dependencies]
 certifi = ">=2017.4.17"
@@ -985,6 +1713,10 @@ description = "Mock out responses from the requests package"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
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+]
 
 [package.dependencies]
 requests = ">=2.3,<3"
@@ -1001,6 +1733,10 @@ description = "An Amazon S3 Transfer Manager"
 category = "main"
 optional = true
 python-versions = ">= 3.7"
+files = [
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 [package.dependencies]
 botocore = ">=1.12.36,<2.0a.0"
@@ -1015,6 +1751,10 @@ description = "Easily download, build, install, upgrade, and uninstall Python pa
 category = "main"
 optional = false
 python-versions = ">=3.7"
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 [package.extras]
 docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-notfound-page (==0.8.3)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
@@ -1023,11 +1763,85 @@ testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (
 
 [[package]]
 name = "simplejson"
-version = "3.18.0"
+version = "3.18.1"
 description = "Simple, fast, extensible JSON encoder/decoder for Python"
 category = "main"
 optional = false
 python-versions = ">=2.5, !=3.0.*, !=3.1.*, !=3.2.*"
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 name = "six"
@@ -1036,6 +1850,10 @@ description = "Python 2 and 3 compatibility utilities"
 category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
+files = [
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+]
 
 [[package]]
 name = "snowballstemmer"
@@ -1044,6 +1862,10 @@ description = "This package provides 29 stemmers for 28 languages generated from
 category = "main"
 optional = false
 python-versions = "*"
+files = [
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+]
 
 [[package]]
 name = "sphinx"
@@ -1052,6 +1874,10 @@ description = "Python documentation generator"
 category = "main"
 optional = true
 python-versions = ">=3.6"
+files = [
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 [package.dependencies]
 alabaster = ">=0.7,<0.8"
@@ -1084,6 +1910,10 @@ description = "Rebuild Sphinx documentation on changes, with live-reload in the
 category = "main"
 optional = true
 python-versions = ">=3.6"
+files = [
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 [package.dependencies]
 colorama = "*"
@@ -1100,6 +1930,10 @@ description = "Add a copy button to each of your code cells."
 category = "main"
 optional = true
 python-versions = ">=3.7"
+files = [
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 sphinx = ">=1.8"
@@ -1115,6 +1949,10 @@ description = "Read the Docs theme for Sphinx"
 category = "main"
 optional = true
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
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 [package.dependencies]
 docutils = "<0.18"
@@ -1130,6 +1968,10 @@ description = "sphinxcontrib-applehelp is a sphinx extension which outputs Apple
 category = "main"
 optional = true
 python-versions = ">=3.5"
+files = [
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 [package.extras]
 lint = ["docutils-stubs", "flake8", "mypy"]
@@ -1142,6 +1984,10 @@ description = "sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp
 category = "main"
 optional = true
 python-versions = ">=3.5"
+files = [
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 [package.extras]
 lint = ["docutils-stubs", "flake8", "mypy"]
@@ -1154,6 +2000,10 @@ description = "sphinxcontrib-htmlhelp is a sphinx extension which renders HTML h
 category = "main"
 optional = true
 python-versions = ">=3.6"
+files = [
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 [package.extras]
 lint = ["docutils-stubs", "flake8", "mypy"]
@@ -1166,6 +2016,10 @@ description = "A sphinx extension which renders display math in HTML via JavaScr
 category = "main"
 optional = true
 python-versions = ">=3.5"
+files = [
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 test = ["flake8", "mypy", "pytest"]
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 category = "main"
 optional = true
 python-versions = ">=3.5"
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 lint = ["docutils-stubs", "flake8", "mypy"]
@@ -1189,6 +2047,10 @@ description = "sphinxcontrib-serializinghtml is a sphinx extension which outputs
 category = "main"
 optional = true
 python-versions = ">=3.5"
+files = [
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+]
 
 [package.extras]
 lint = ["docutils-stubs", "flake8", "mypy"]
@@ -1196,11 +2058,14 @@ test = ["pytest"]
 
 [[package]]
 name = "sqlalchemy"
-version = "1.4.45"
+version = "1.4.46"
 description = "Database Abstraction Library"
 category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
+files = [
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+]
 
 [package.dependencies]
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@@ -1234,6 +2099,10 @@ description = "Typing Stubs for SQLAlchemy 1.4"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
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+]
 
 [package.dependencies]
 typing-extensions = ">=3.7.4"
@@ -1245,6 +2114,10 @@ description = "The most basic Text::Unidecode port"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
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+]
 
 [[package]]
 name = "tomli"
@@ -1253,6 +2126,10 @@ description = "A lil' TOML parser"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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+]
 
 [[package]]
 name = "tornado"
@@ -1261,6 +2138,19 @@ description = "Tornado is a Python web framework and asynchronous networking lib
 category = "main"
 optional = true
 python-versions = ">= 3.7"
+files = [
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+]
 
 [[package]]
 name = "typed-ast"
@@ -1269,1072 +2159,7 @@ description = "a fork of Python 2 and 3 ast modules with type comment support"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
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-
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-
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-
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-
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-
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+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)"]
+testing = ["flake8 (<5)", "func-timeout", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
+
+[extras]
+debugging = []
+docs = ["sphinx", "sphinx-rtd-theme", "sphinx-copybutton", "myst-parser", "sphinx-autobuild"]
+s3 = ["fs-s3fs"]
+samples = []
+
+[metadata]
+lock-version = "2.0"
+python-versions = "<3.12,>=3.7.1"
+content-hash = "8bb9d4f45c26b1ac6794e32e8922b912eb82e69787d02b78eac8c942a1d45d30"
diff --git a/singer_sdk/helpers/_typing.py b/singer_sdk/helpers/_typing.py
index 663e5b146..80b975652 100644
--- a/singer_sdk/helpers/_typing.py
+++ b/singer_sdk/helpers/_typing.py
@@ -97,6 +97,20 @@ def is_object_type(property_schema: dict) -> Optional[bool]:
     return False
 
 
+def is_uniform_list(property_schema: dict) -> Optional[bool]:
+    """Return true if the JSON Schema type is an array with a single schema.
+
+    This is as opposed to 'tuples' where different indices have different schemas;
+    https://json-schema.org/understanding-json-schema/reference/array.html#array
+    """
+    return (
+        is_array_type(property_schema) is True
+        and "items" in property_schema
+        and "prefixItems" not in property_schema
+        and isinstance(property_schema["items"], dict)
+    )
+
+
 def is_datetime_type(type_dict: dict) -> bool:
     """Return True if JSON Schema type definition is a 'date-time' type.
 
@@ -214,7 +228,7 @@ def is_string_array_type(type_dict: dict) -> bool:
 
 
 def is_array_type(type_dict: dict) -> bool:
-    """Return True if JSON Schema type definition is a string array."""
+    """Return True if JSON Schema type is an array."""
     if not type_dict:
         raise ValueError(
             "Could not detect type from empty type_dict. "
@@ -264,57 +278,163 @@ def is_string_type(property_schema: dict) -> Optional[bool]:
 def _warn_unmapped_properties(
     stream_name: str, property_names: Tuple[str], logger: logging.Logger
 ):
-    logger.info(
+    logger.warning(
         f"Properties {property_names} were present in the '{stream_name}' stream but "
         "not found in catalog schema. Ignoring."
     )
 
 
+class TypeConformanceLevel(Enum):
+    """Used to configure how data is conformed to json compatible types.
+
+    Before outputting data as JSON, it is conformed to types that are valid in json,
+    based on the current types and the schema. For example, dates are converted to
+    strings.
+
+    By default, all data is conformed recursively. If this is not necessary (because
+    data is already valid types, or you are manually converting it) then it may be more
+    performant to use a lesser conformance level.
+    """
+
+    RECURSIVE = 1
+    """
+    All data is recursively conformed
+    """
+
+    ROOT_ONLY = 2
+    """
+    Only properties on the root object, excluding array elements, are conformed
+    """
+
+    NONE = 3
+    """
+    No conformance is performed
+    """
+
+
 def conform_record_data_types(  # noqa: C901
-    stream_name: str, record: Dict[str, Any], schema: dict, logger: logging.Logger
+    stream_name: str,
+    record: Dict[str, Any],
+    schema: dict,
+    level: TypeConformanceLevel,
+    logger: logging.Logger,
 ) -> Dict[str, Any]:
     """Translate values in record dictionary to singer-compatible data types.
 
-    Any property names not found in the schema catalog will be removed, and a
-    warning will be logged exactly once per unmapped property name.
+    Any property names not found in the schema catalog will be removed, and a single
+    warning will be logged listing each unmapped property name.
+    """
+    rec, unmapped_properties = _conform_record_data_types(record, schema, level, None)
+
+    if len(unmapped_properties) > 0:
+        _warn_unmapped_properties(stream_name, tuple(unmapped_properties), logger)
+
+    return rec
+
+
+def _conform_record_data_types(
+    input_object: Dict[str, Any],
+    schema: dict,
+    level: TypeConformanceLevel,
+    parent: Optional[str],
+) -> Tuple[Dict[str, Any], List[str]]:  # noqa: C901
+    """Translate values in record dictionary to singer-compatible data types.
+
+    Any property names not found in the schema catalog will be removed, and a single
+    warning will be logged listing each unmapped property name.
+
+    This is called recursively to process nested objects and arrays.
+
+    Args:
+        input_object: A single record
+        schema: JSON schema the given input_object is expected to meet
+        level:  Specifies how recursive the conformance process should be
+        parent: '.' seperated path to this element from the object root (for logging)
     """
-    rec: Dict[str, Any] = {}
+    output_object: Dict[str, Any] = {}
     unmapped_properties: List[str] = []
-    for property_name, elem in record.items():
+
+    if level == TypeConformanceLevel.NONE:
+        return input_object, unmapped_properties
+
+    for property_name, elem in input_object.items():
+        property_path = (
+            property_name if parent is None else parent + "." + property_name
+        )
         if property_name not in schema["properties"]:
-            unmapped_properties.append(property_name)
+            unmapped_properties.append(property_path)
             continue
 
         property_schema = schema["properties"][property_name]
-        if isinstance(elem, (datetime.datetime, pendulum.DateTime)):
-            rec[property_name] = to_json_compatible(elem)
-        elif isinstance(elem, datetime.date):
-            rec[property_name] = elem.isoformat() + "T00:00:00+00:00"
-        elif isinstance(elem, datetime.timedelta):
-            epoch = datetime.datetime.utcfromtimestamp(0)
-            timedelta_from_epoch = epoch + elem
-            rec[property_name] = timedelta_from_epoch.isoformat() + "+00:00"
-        elif isinstance(elem, datetime.time):
-            rec[property_name] = str(elem)
-        elif isinstance(elem, bytes):
-            # for BIT value, treat 0 as False and anything else as True
-            bit_representation: bool
-            if is_boolean_type(property_schema):
-                bit_representation = elem != b"\x00"
-                rec[property_name] = bit_representation
+        if isinstance(elem, list) and is_uniform_list(property_schema):
+            if level == TypeConformanceLevel.RECURSIVE:
+                item_schema = property_schema["items"]
+                output = []
+                for item in elem:
+                    if is_object_type(item_schema) and isinstance(item, dict):
+                        (
+                            output_item,
+                            sub_unmapped_properties,
+                        ) = _conform_record_data_types(
+                            item, item_schema, level, property_path
+                        )
+                        unmapped_properties.extend(sub_unmapped_properties)
+                        output.append(output_item)
+                    else:
+                        output.append(_conform_primitive_property(item, item_schema))
+                output_object[property_name] = output
             else:
-                rec[property_name] = elem.hex()
-        elif is_boolean_type(property_schema):
-            boolean_representation: Optional[bool]
-            if elem is None:
-                boolean_representation = None
-            elif elem == 0:
-                boolean_representation = False
+                output_object[property_name] = elem
+        elif (
+            isinstance(elem, dict)
+            and is_object_type(property_schema)
+            and "properties" in property_schema
+        ):
+            if level == TypeConformanceLevel.RECURSIVE:
+                (
+                    output_object[property_name],
+                    sub_unmapped_properties,
+                ) = _conform_record_data_types(
+                    elem, property_schema, level, property_path
+                )
+                unmapped_properties.extend(sub_unmapped_properties)
             else:
-                boolean_representation = True
-            rec[property_name] = boolean_representation
+                output_object[property_name] = elem
         else:
-            rec[property_name] = elem
-    if unmapped_properties:
-        _warn_unmapped_properties(stream_name, tuple(unmapped_properties), logger)
-    return rec
+            output_object[property_name] = _conform_primitive_property(
+                elem, property_schema
+            )
+    return output_object, unmapped_properties
+
+
+def _conform_primitive_property(elem: Any, property_schema: dict) -> Any:
+    """Converts a primitive (i.e. not object or array) to a json compatible type."""
+    if isinstance(elem, (datetime.datetime, pendulum.DateTime)):
+        return to_json_compatible(elem)
+    elif isinstance(elem, datetime.date):
+        return elem.isoformat() + "T00:00:00+00:00"
+    elif isinstance(elem, datetime.timedelta):
+        epoch = datetime.datetime.utcfromtimestamp(0)
+        timedelta_from_epoch = epoch + elem
+        return timedelta_from_epoch.isoformat() + "+00:00"
+    elif isinstance(elem, datetime.time):
+        return str(elem)
+    elif isinstance(elem, bytes):
+        # for BIT value, treat 0 as False and anything else as True
+        bit_representation: bool
+        if is_boolean_type(property_schema):
+            bit_representation = elem != b"\x00"
+            return bit_representation
+        else:
+            return elem.hex()
+    elif is_boolean_type(property_schema):
+        boolean_representation: Optional[bool]
+        if elem is None:
+            boolean_representation = None
+        elif elem == 0:
+            boolean_representation = False
+        else:
+            boolean_representation = True
+        return boolean_representation
+    else:
+        return elem
diff --git a/singer_sdk/streams/core.py b/singer_sdk/streams/core.py
index a99c9dab5..dff5e0364 100644
--- a/singer_sdk/streams/core.py
+++ b/singer_sdk/streams/core.py
@@ -39,7 +39,11 @@
     write_replication_key_signpost,
     write_starting_replication_value,
 )
-from singer_sdk.helpers._typing import conform_record_data_types, is_datetime_type
+from singer_sdk.helpers._typing import (
+    TypeConformanceLevel,
+    conform_record_data_types,
+    is_datetime_type,
+)
 from singer_sdk.helpers._util import utc_now
 from singer_sdk.mapper import RemoveRecordTransform, SameRecordTransform, StreamMap
 from singer_sdk.plugin_base import PluginBase as TapBaseClass
@@ -77,11 +81,31 @@ def lazy_chunked_generator(
 class Stream(metaclass=abc.ABCMeta):
     """Abstract base class for tap streams."""
 
-    STATE_MSG_FREQUENCY = 10000  # Number of records between state messages
+    STATE_MSG_FREQUENCY = 10000
+    """Number of records between state messages."""
+
     _MAX_RECORDS_LIMIT: int | None = None
 
+    TYPE_CONFORMANCE_LEVEL = TypeConformanceLevel.RECURSIVE
+    """Type conformance level for this stream.
+
+    Field types in the schema are used to convert record field values to the correct
+    type.
+
+    Available options are:
+
+    - ``TypeConformanceLevel.NONE``: No conformance is performed.
+    - ``TypeConformanceLevel.RECURSIVE``: Conformance is performed recursively through
+      all nested levels in the record.
+    - ``TypeConformanceLevel.ROOT``: Conformance is performed only on the root level.
+    """
+
     # Used for nested stream relationships
     parent_stream_type: type[Stream] | None = None
+    """Parent stream type for this stream. If this stream is a child stream, this should
+    be set to the parent stream class.
+    """
+
     ignore_parent_replication_key: bool = False
 
     # Internal API cost aggregator
@@ -790,6 +814,7 @@ def _generate_record_messages(
             stream_name=self.name,
             record=record,
             schema=self.schema,
+            level=self.TYPE_CONFORMANCE_LEVEL,
             logger=self.logger,
         )
         for stream_map in self.stream_maps:
diff --git a/tests/core/test_record_typing.py b/tests/core/test_record_typing.py
index 870a53990..27d2ada9b 100644
--- a/tests/core/test_record_typing.py
+++ b/tests/core/test_record_typing.py
@@ -10,6 +10,7 @@
 import pytest
 
 from singer_sdk.helpers._typing import (
+    TypeConformanceLevel,
     conform_record_data_types,
     get_datelike_property_type,
     to_json_compatible,
@@ -65,7 +66,9 @@ def test_conform_record_data_types(
     logger = logging.getLogger("test-logger")
 
     with caplog.at_level(logging.INFO, logger=logger.name):
-        actual = conform_record_data_types(stream_name, record, schema, logger)
+        actual = conform_record_data_types(
+            stream_name, record, schema, TypeConformanceLevel.RECURSIVE, logger
+        )
         if ignore_props_message:
             assert ignore_props_message in caplog.text
         else:
diff --git a/tests/core/test_typing.py b/tests/core/test_typing.py
new file mode 100644
index 000000000..2980c4cec
--- /dev/null
+++ b/tests/core/test_typing.py
@@ -0,0 +1,247 @@
+"""Test _typing - specifically conform_record_data_types()."""
+
+import datetime
+import logging
+
+import pytest
+
+from singer_sdk.helpers._typing import (
+    TypeConformanceLevel,
+    _conform_primitive_property,
+    conform_record_data_types,
+)
+from singer_sdk.typing import (
+    ArrayType,
+    BooleanType,
+    PropertiesList,
+    Property,
+    StringType,
+)
+
+logger = logging.getLogger("log")
+
+
+def test_simple_schema_conforms_types():
+    schema = PropertiesList(
+        Property("true", BooleanType),
+        Property("false", BooleanType),
+    ).to_dict()
+
+    record = {
+        "true": b"\x01",
+        "false": b"\x00",
+    }
+
+    expected_output = {
+        "true": True,
+        "false": False,
+    }
+
+    actual_output = conform_record_data_types(
+        "test_stream", record, schema, TypeConformanceLevel.RECURSIVE, logger
+    )
+    assert actual_output == expected_output
+
+
+def test_primitive_arrays_are_conformed():
+    schema = PropertiesList(
+        Property("list", ArrayType(BooleanType)),
+    ).to_dict()
+
+    record = {
+        "list": [b"\x01", b"\x00"],
+    }
+
+    expected_output = {"list": [True, False]}
+
+    actual_output = conform_record_data_types(
+        "test_stream", record, schema, TypeConformanceLevel.RECURSIVE, logger
+    )
+    assert actual_output == expected_output
+
+
+def test_only_root_fields_are_conformed_for_root_level():
+    schema = PropertiesList(
+        Property("primitive", BooleanType),
+        Property("object", PropertiesList(Property("value", BooleanType))),
+        Property("list", ArrayType(BooleanType)),
+    ).to_dict()
+
+    record = {
+        "primitive": b"\x01",
+        "object": {"value": b"\x01"},
+        "list": [b"\x01", b"\x00"],
+    }
+
+    expected_output = {
+        "primitive": True,
+        "object": {"value": b"\x01"},
+        "list": [b"\x01", b"\x00"],
+    }
+
+    actual_output = conform_record_data_types(
+        "test_stream", record, schema, TypeConformanceLevel.ROOT_ONLY, logger
+    )
+    assert actual_output == expected_output
+
+
+def test_no_fields_are_conformed_for_none_level():
+    schema = PropertiesList(
+        Property("primitive", BooleanType),
+        Property("object", PropertiesList(Property("value", BooleanType))),
+        Property("list", ArrayType(BooleanType)),
+    ).to_dict()
+
+    record = {
+        "primitive": b"\x01",
+        "object": {"value": b"\x01"},
+        "list": [b"\x01", b"\x00"],
+    }
+
+    actual_output = conform_record_data_types(
+        "test_stream", record, schema, TypeConformanceLevel.NONE, logger
+    )
+    assert actual_output == record
+
+
+def test_object_arrays_are_conformed():
+    schema = PropertiesList(
+        Property("list", ArrayType(PropertiesList(Property("value", BooleanType)))),
+    ).to_dict()
+
+    record = {"list": [{"value": b"\x01"}, {"value": b"\x00"}]}
+
+    expected_output = {"list": [{"value": True}, {"value": False}]}
+
+    actual_output = conform_record_data_types(
+        "test_stream", record, schema, TypeConformanceLevel.RECURSIVE, logger
+    )
+    assert actual_output == expected_output
+
+
+def test_mixed_arrays_are_conformed():
+    schema = {
+        "type": "object",
+        "properties": {
+            "list": {
+                "type": ["array", "null"],
+                "items": {
+                    "type": ["object", "boolean"],
+                    "properties": {"value": {"type": ["boolean", "null"]}},
+                },
+            }
+        },
+    }
+
+    record = {"list": [{"value": b"\x01"}, b"\x00"]}
+
+    expected_output = {"list": [{"value": True}, False]}
+
+    actual_output = conform_record_data_types(
+        "test_stream", record, schema, TypeConformanceLevel.RECURSIVE, logger
+    )
+    assert actual_output == expected_output
+
+
+def test_nested_objects_are_conformed():
+    schema = PropertiesList(
+        Property("object", PropertiesList(Property("value", BooleanType))),
+    ).to_dict()
+
+    record = {"object": {"value": b"\x01"}}
+
+    expected_output = {"object": {"value": True}}
+
+    actual_output = conform_record_data_types(
+        "test_stream", record, schema, TypeConformanceLevel.RECURSIVE, logger
+    )
+    assert actual_output == expected_output
+
+
+def test_simple_schema_removes_types(caplog: pytest.LogCaptureFixture):
+    schema = PropertiesList(
+        Property("keep", StringType),
+    ).to_dict()
+
+    record = {"keep": "hello", "remove": "goodbye"}
+
+    expected_output = {"keep": "hello"}
+
+    with caplog.at_level(logging.WARNING):
+        actual_output = conform_record_data_types(
+            "test_stream", record, schema, TypeConformanceLevel.RECURSIVE, logger
+        )
+        assert actual_output == expected_output
+        assert caplog.records[0].message == (
+            "Properties ('remove',) were present in the 'test_stream' stream but not "
+            "found in catalog schema. Ignoring."
+        )
+
+
+def test_nested_objects_remove_types(caplog: pytest.LogCaptureFixture):
+    schema = PropertiesList(
+        Property("object", PropertiesList(Property("keep", StringType))),
+    ).to_dict()
+
+    record = {"object": {"keep": "hello", "remove": "goodbye"}}
+
+    expected_output = {"object": {"keep": "hello"}}
+
+    with caplog.at_level(logging.WARNING):
+        actual_output = conform_record_data_types(
+            "test_stream", record, schema, TypeConformanceLevel.RECURSIVE, logger
+        )
+        assert actual_output == expected_output
+        assert caplog.records[0].message == (
+            "Properties ('object.remove',) were present in the 'test_stream' stream "
+            "but not found in catalog schema. Ignoring."
+        )
+
+
+def test_object_arrays_remove_types(caplog: pytest.LogCaptureFixture):
+    schema = PropertiesList(
+        Property("list", ArrayType(PropertiesList(Property("keep", StringType)))),
+    ).to_dict()
+
+    record = {"list": [{"keep": "hello", "remove": "goodbye"}]}
+
+    expected_output = {"list": [{"keep": "hello"}]}
+
+    with caplog.at_level(logging.WARNING):
+        actual_output = conform_record_data_types(
+            "test_stream", record, schema, TypeConformanceLevel.RECURSIVE, logger
+        )
+        assert actual_output == expected_output
+        assert caplog.records[0].message == (
+            "Properties ('list.remove',) were present in the 'test_stream' stream but "
+            "not found in catalog schema. Ignoring."
+        )
+
+
+def test_conform_primitives():
+    assert (
+        _conform_primitive_property(datetime.datetime(2020, 5, 17), {"type": "string"})
+        == "2020-05-17T00:00:00+00:00"
+    )
+    assert (
+        _conform_primitive_property(datetime.date(2020, 5, 17), {"type": "string"})
+        == "2020-05-17T00:00:00+00:00"
+    )
+    assert (
+        _conform_primitive_property(datetime.timedelta(365), {"type": "string"})
+        == "1971-01-01T00:00:00+00:00"
+    )
+    assert (
+        _conform_primitive_property(datetime.time(12, 0, 0), {"type": "string"})
+        == "12:00:00"
+    )
+
+    assert _conform_primitive_property(b"\x00", {"type": "string"}) == "00"
+    assert _conform_primitive_property(b"\xBC", {"type": "string"}) == "bc"
+
+    assert _conform_primitive_property(b"\x00", {"type": "boolean"}) == False
+    assert _conform_primitive_property(b"\xBC", {"type": "boolean"}) == True
+
+    assert _conform_primitive_property(None, {"type": "boolean"}) is None
+    assert _conform_primitive_property(0, {"type": "boolean"}) == False
+    assert _conform_primitive_property(1, {"type": "boolean"}) == True