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PyGraphistry is a Python library to quickly load, shape, embed, and explore big graphs with the GPU-accelerated Graphistry visual graph analyzer

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Running any PyGraphistry code path that authenticates to Kusto with device-code auth always triggers a new `To sign in, open https://microsoft.com/devicelogin and enter the code …` prompt. The access/refresh tokens...

bug

**Is your feature request related to a problem? Please describe.** Cache in pygraphistry._config always give unpredictable results and bug From Leo, https://graphistry.slack.com/archives/C01SP02UE9K/p1747887077708659?thread_ts=1747885157.883929&cid=C01SP02UE9K ``` we really need to add to pygraphistry...

enhancement

![Image](https://github.com/user-attachments/assets/46991a93-6582-45a5-ad37-f5bd5864e31a)

Added a graph validator. Checks: - Missing nodes - Nan nodes - Duplicate node ids

Noticed that some of the graphs in the BitcoinTutorial.ipynb are showing up black, tracked it down to dupe IDs from logic in the notebook, will apply a fix. **To Reproduce**...

bug

An attempt to improve UI/UX to the databricks dashboard with SSO usage Added a few helper functions, so that the databricks dashboard can keep a simpler flow and UX. Example...

**Describe the bug** `g.chain_remote([n({'id': 0}), e_forward(), n()])` throws a `400` error yet local `g.chain([n({'id': 0}), e_forward(), n()])` works locally **To Reproduce** encountered on ldbc, ``` nodes_df = pd.read_csv(f'{data_dir}/SF-{scale_factor}/social-network-sf{scale_factor}-projected-fk-nodes.csv', low_memory=False) edges_df...

bug
p3

**Is your feature request related to a problem? Please describe.** We had an error where the user ran chain ```python [n({'n': '0'}), e_forward(), n()] ``` And got not hits, b/c...

enhancement
help wanted
p3
good-first-issue
gfql

Hi! I was pointed to this project by `cugraph` and I'm excited about the potential for collaborating with you https://github.com/rapidsai/cugraph/issues/4853#issuecomment-2617088559. Watching @lmeyerov on YouTube I understand there is high interest...

enhancement

**Describe the bug** if spanner_config not set, `spanner_gql_to_g` and likely `spanner_query_to_df` errors out. Need to handle better with error message on how to resolve vs python KeyError **To Reproduce** attempt...

bug