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Original file line number	Diff line number	Diff line change
`@@ -7,7 +7,7 @@ jobs:`
`7`	`7`	`cache:`
`8`	`8`	`runs-on: quantecon-gpu`
`9`	`9`	`container:`
`10`		`-image: ghcr.io/quantecon/lecture-python-container:cuda-12.6.0-anaconda-2024-10-py312-b`
	`10`	`+image: ghcr.io/quantecon/lecture-python-container:cuda-12.8.1-anaconda-2024-10-py312`
`11`	`11`	`options: --gpus all`
`12`	`12`	`steps:`
`13`	`13`	`- uses: actions/checkout@v4`

Original file line number	Diff line number	Diff line change
`@@ -4,7 +4,7 @@ jobs:`
`4`	`4`	`preview:`
`5`	`5`	`runs-on: quantecon-gpu`
`6`	`6`	`container:`
`7`		`-image: ghcr.io/quantecon/lecture-python-container:cuda-12.6.0-anaconda-2024-10-py312-b`
	`7`	`+image: ghcr.io/quantecon/lecture-python-container:cuda-12.8.1-anaconda-2024-10-py312`
`8`	`8`	`options: --gpus all`
`9`	`9`	`steps:`
`10`	`10`	`- uses: actions/checkout@v4`

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`@@ -8,7 +8,7 @@ jobs:`
`8`	`8`	`if: github.event_name == 'push' && startsWith(github.event.ref, 'refs/tags')`
`9`	`9`	`runs-on: quantecon-gpu`
`10`	`10`	`container:`
`11`		`-image: ghcr.io/quantecon/lecture-python-container:cuda-12.6.0-anaconda-2024-10-py312-b`
	`11`	`+image: ghcr.io/quantecon/lecture-python-container:cuda-12.8.1-anaconda-2024-10-py312`
`12`	`12`	`options: --gpus all`
`13`	`13`	`steps:`
`14`	`14`	`- name: Checkout`

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`@@ -108,7 +108,7 @@ Composite Index for the period 1st January 2006 to 1st November 2019.`
`108`	`108`	```{code-cell} python3
`109`	`109`	`import yfinance as yf`
`110`	`110`
`111`		`-s = yf.download('^IXIC', '2006-1-1', '2019-11-1')['Adj Close']`
	`111`	`+s = yf.download('^IXIC', '2006-1-1', '2019-11-1', auto_adjust=False)['Adj Close']`
`112`	`112`
`113`	`113`	`r = s.pct_change()`
`114`	`114`

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