Co-authorship neighborhood

A bounded, provider-scoped projection of shared papers in this corpus. It is not a map of importance, influence, intellectual similarity, geography, or causal relationships.

Provider view Date basis From year Through year Paper source Assessment theme Claim outcome Edge weighting Maximum neighbors

Dr Soofi Anwar's displayed neighborhood

9 of 9 direct collaborators shown.

View profile

1Distinct papers

9Unique collaborators

9.0Full weighted degree

2026Active span

10Component size

Scroll the diagram horizontally to inspect every displayed node.

Circular placement is deterministic and only prevents overlap. Proximity and direction do not measure intellectual, geographic, social, or causal distance. Square = focal author; circles = collaborators; labels identify the focal and highest-weight neighbors.

Ordered author table

Scroll the table horizontally to see every column.

Accessible table equivalent for nodes in the displayed subgraph, ordered with the focal author first and collaborators by selected edge weight. Metrics use each node's full filtered provider scope, not only displayed edges.
Display order	Author	Role	Distinct papers	Unique collaborators	Weighted degree	Active span
1	Dr Soofi Anwar	Focal	1	9	9.0	2026
2	A. Mahesh	Direct collaborator	1	9	9.0	2026
3	D. G.M	Direct collaborator	1	9	9.0	2026
4	Deepika Arora	Direct collaborator	1	9	9.0	2026
5	Dr Brinitha Raji	Direct collaborator	1	9	9.0	2026
6	Dr Fernando ErañaReyes	Direct collaborator	1	9	9.0	2026
7	Dr Raman Subramanian	Direct collaborator	1	9	9.0	2026
8	Dr Sangeeta Malhotra	Direct collaborator	1	9	9.0	2026
9	Dr. Shankar Subramanian Iyer	Direct collaborator	1	9	9.0	2026
10	P. Ganguly	Direct collaborator	1	9	9.0	2026

Displayed collaboration table

Scroll the table horizontally to see every column.

Undirected co-authorship edges among displayed authors. Each pair is listed once.
Author pair	Shared papers	Full weight	Fractional weight
Dr Sangeeta Malhotra — Dr Soofi Anwar	1	1	0.111
Dr Sangeeta Malhotra — Dr Fernando ErañaReyes	1	1	0.111
Dr Sangeeta Malhotra — D. G.M	1	1	0.111
Dr Sangeeta Malhotra — Deepika Arora	1	1	0.111
Dr Sangeeta Malhotra — A. Mahesh	1	1	0.111
Dr Sangeeta Malhotra — Dr Brinitha Raji	1	1	0.111
Dr Sangeeta Malhotra — P. Ganguly	1	1	0.111
Dr Sangeeta Malhotra — Dr. Shankar Subramanian Iyer	1	1	0.111
Dr Sangeeta Malhotra — Dr Raman Subramanian	1	1	0.111
Dr Soofi Anwar — Dr Fernando ErañaReyes	1	1	0.111
Dr Soofi Anwar — D. G.M	1	1	0.111
Dr Soofi Anwar — Deepika Arora	1	1	0.111
Dr Soofi Anwar — A. Mahesh	1	1	0.111
Dr Soofi Anwar — Dr Brinitha Raji	1	1	0.111
Dr Soofi Anwar — P. Ganguly	1	1	0.111
Dr Soofi Anwar — Dr. Shankar Subramanian Iyer	1	1	0.111
Dr Soofi Anwar — Dr Raman Subramanian	1	1	0.111
Dr Fernando ErañaReyes — D. G.M	1	1	0.111
Dr Fernando ErañaReyes — Deepika Arora	1	1	0.111
Dr Fernando ErañaReyes — A. Mahesh	1	1	0.111
Dr Fernando ErañaReyes — Dr Brinitha Raji	1	1	0.111
Dr Fernando ErañaReyes — P. Ganguly	1	1	0.111
Dr Fernando ErañaReyes — Dr. Shankar Subramanian Iyer	1	1	0.111
Dr Fernando ErañaReyes — Dr Raman Subramanian	1	1	0.111
D. G.M — Deepika Arora	1	1	0.111
D. G.M — A. Mahesh	1	1	0.111
D. G.M — Dr Brinitha Raji	1	1	0.111
D. G.M — P. Ganguly	1	1	0.111
D. G.M — Dr. Shankar Subramanian Iyer	1	1	0.111
D. G.M — Dr Raman Subramanian	1	1	0.111
Deepika Arora — A. Mahesh	1	1	0.111
Deepika Arora — Dr Brinitha Raji	1	1	0.111
Deepika Arora — P. Ganguly	1	1	0.111
Deepika Arora — Dr. Shankar Subramanian Iyer	1	1	0.111
Deepika Arora — Dr Raman Subramanian	1	1	0.111
A. Mahesh — Dr Brinitha Raji	1	1	0.111
A. Mahesh — P. Ganguly	1	1	0.111
A. Mahesh — Dr. Shankar Subramanian Iyer	1	1	0.111
A. Mahesh — Dr Raman Subramanian	1	1	0.111
Dr Brinitha Raji — P. Ganguly	1	1	0.111
Dr Brinitha Raji — Dr. Shankar Subramanian Iyer	1	1	0.111
Dr Brinitha Raji — Dr Raman Subramanian	1	1	0.111
P. Ganguly — Dr. Shankar Subramanian Iyer	1	1	0.111
P. Ganguly — Dr Raman Subramanian	1	1	0.111
Dr. Shankar Subramanian Iyer — Dr Raman Subramanian	1	1	0.111

Graph construction and limits

Each distinct paper contributes an undirected pair for every two eligible identities in its deduplicated latest Semantic Scholar author list. Self-loops are removed. Solo papers count toward an author's paper total but create no edge. The selected display is an ego subgraph. Paper, collaborator, weighted-degree, and active-span metrics for every displayed node use the full filtered provider view; component size describes the focal author's component.

Immutable provider payloads are stored once. A separate receipt log records a later delivery of an earlier payload, so roster reversions remain visible. Exact duplicate receipts are idempotent. Equal timestamps use receipt insertion order as the tie-breaker.

Co-authorship records shared paper attribution only. It does not establish contribution size, research quality, influence, friendship, topic similarity, or citation relationships.