Adds an updated version of the Jupyter notebook tutorial for the onse… #7

	name: Spell Check with Typos
	on:
	push:
	branches:
	- 'main'
	pull_request:

	concurrency:
	group: ${{ github.actor }}-${{ github.ref }}-typos
	cancel-in-progress: true

	permissions: write-all

	jobs:
	typos-check:
	name: Check for new typos
	runs-on: ubuntu-latest
	timeout-minutes: 5
	steps:
	- name: Checkout the Checkout Actions Repository
	uses: actions/checkout@v4
	with:
	persist-credentials: false
	- name: Check spelling with typos
	#uses: crate-ci/typos@master
	env:
	GH_TOKEN: "${{ github.token }}"
	run: \|
	mkdir -p "${{ runner.temp }}/typos"
	RELEASE_ASSET_URL="$(
	gh api /repos/crate-ci/typos/releases/latest \
	--jq '."assets"[] \| select(."name" \| test("^typos-.+-x86_64-unknown-linux-musl\\.tar\\.gz$")) \| ."browser_download_url"'
	)"
	wget --secure-protocol=TLSv1_3 --max-redirect=1 --retry-on-host-error --retry-connrefused --tries=3 \
	--quiet --output-document=- "${RELEASE_ASSET_URL}" \
	\| tar -xz -C "${{ runner.temp }}/typos" ./typos
	"${{ runner.temp }}/typos/typos" --version

	"${{ runner.temp }}/typos/typos" --config .typos.toml --format json >> ${{ runner.temp }}/typos.jsonl \|\| true


	python -c '
	import sys, json
	old = set()
	clean = True
	with open(sys.argv[1]) as file:
	for line in file:
	new = json.loads(line)
	if new["type"] == "typo":
	clean = False
	print("::warning file={},line={},col={}::perhaps \"{}\" should be \"{}\".".format(
	new["path"], new["line_num"], new["byte_offset"],
	new["typo"], " or ".join(new["corrections"])))
	sys.exit(1 if not clean else 0)' "${{ runner.temp }}/typos.jsonl"

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