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Cross analyses noteboks - #40

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acorbat wants to merge 2 commits into
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NickCondon-TestNoteboks
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Cross analyses noteboks#40
acorbat wants to merge 2 commits into
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NickCondon-TestNoteboks

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@acorbat

@acorbat acorbat commented May 20, 2026

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I believe these cross analyses could already be added to the main branch. We could add a las markdown cell at the bottom mentioning some (preliminary) conclusion. I would keep them as they are and let readers go through them if they are willing to do so.

@ksugar

ksugar commented Jun 4, 2026

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@NickCondon @acorbat
I have just left some suggestions in the review comments.
Other changes all look good to me!

ksugar
ksugar reviewed Jun 5, 2026
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Comment thread notebooks/CrossAnalysis_Duties_Careerstage.ipynb
Comment on lines +25 to +27
"df = pd.read_csv(\n",
" \"https://raw.githubusercontent.com/GloBIAS-BioimageAnalysts/Survey_2024/main/data/survey2024_headersandcommascleaned_recleaned.csv\"\n",
")"

@ksugar ksugar May 28, 2026

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This line is inconsistent with existing notebooks that use relative paths.

df = pandas.read_csv('../data/survey2024_headersandcommascleaned_recleaned.csv')

Loading from URLs may produce non-reproducible results over time.

Comment thread notebooks/CrossAnalysis_Duties_Careerstage.ipynb
Comment on lines +1556 to +1557
"data": {
"image/png": 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@ksugar ksugar Jun 4, 2026

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I'm not sure why .head(8) is required.
I checked it works without it.

I suggest removing it if it's not required.

Comment thread notebooks/CrossAnalysis_Gender_Permanent.ipynb
Comment on lines +25 to +27
"df = pd.read_csv(\n",
" \"https://raw.githubusercontent.com/GloBIAS-BioimageAnalysts/Survey_2024/main/data/survey2024_headersandcommascleaned_recleaned.csv\"\n",
")"

@ksugar ksugar Jun 4, 2026

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This line is inconsistent with existing notebooks that use relative paths.

df = pandas.read_csv('../data/survey2024_headersandcommascleaned_recleaned.csv')

Loading from URLs may produce non-reproducible results over time.

Comment thread notebooks/CrossAnalysis_Gender_Region.ipynb
Comment on lines +25 to +27
"df = pd.read_csv(\n",
" \"https://raw.githubusercontent.com/GloBIAS-BioimageAnalysts/Survey_2024/main/data/survey2024_headersandcommascleaned_recleaned.csv\"\n",
")"

@ksugar ksugar Jun 4, 2026

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This line is inconsistent with existing notebooks that use relative paths.

df = pandas.read_csv('../data/survey2024_headersandcommascleaned_recleaned.csv')

Loading from URLs may produce non-reproducible results over time.

Comment thread notebooks/CrossAnalysis_Region_Permanence.ipynb
Comment on lines +25 to +27
"df = pd.read_csv(\n",
" \"https://raw.githubusercontent.com/GloBIAS-BioimageAnalysts/Survey_2024/main/data/survey2024_headersandcommascleaned_recleaned.csv\"\n",
")"

@ksugar ksugar Jun 4, 2026

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This line is inconsistent with existing notebooks that use relative paths.

df = pandas.read_csv('../data/survey2024_headersandcommascleaned_recleaned.csv')

Loading from URLs may produce non-reproducible results over time.

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@acorbat @ksugar @NickCondon