Using eCESS
Your guide to searching, exploring, and navigating the Census of the Exact Sciences in Sanskrit
Quick Start
Search
Begin typing in the search bar to find entries. Results appear automatically as you type and can be viewed as cards or in a table layout. Below the search bar you'll find buttons for inserting Sanskrit diacritical marks.
Special Characters:
Click any character button below the search bar to insert it into your query:
Search Tips:
- Use the diacritical mark buttons for accurate Sanskrit transliteration.
- The default Prefix match finds all entries starting with your query — useful for partial names.
- Try Similar term to find entries with variant spellings or transliterations.
- Use the timeline to narrow results to a specific historical period.
- For broad questions like "What astronomical works came from Kerala?", try Ask CESS instead.
Advanced Options:
Click the Advanced toggle below the diacritical buttons to access:
- Search in: Both headword and entry (default), Headword only, or Entry text only.
- Match type: Exact term, Prefix (default), or Similar term (fuzzy).
- Sort by: Relevance, Volume then Entry No. (default), Entry Number, Alphabetical, Volume, or Page — each with ascending/descending options.
Result Features:
- View Scan: Click the icon to view the original scan from the printed volumes.
- Bookmarks: Click the icon to save entries for later (requires an account).
- Entry Details: Badges like Large or Addition indicate entry properties. Entries also show chronological dates and Subjects where available.
Filtering Results:
- Volumes: Use checkboxes to filter by one or more volume numbers (1–5). Proportional bars show how many entries each volume contains.
- Timeline: A histogram showing when authors lived. Drag across the chart to select a date range, or type years into the From / To fields and click Apply.
- Bookmarks: Show only your saved entries (requires an account).
Active filters appear as badges in the filter sidebar. Click × on a badge or use "Clear All" to remove them.
Keyboard Navigation:
- Use the Previous/Next buttons to page through results.
- Press ← / → arrow keys to move between pages.
Ask CESS
Ask natural language questions about the CESS corpus. The AI assistant searches relevant entries and generates a plain-English answer with citations to the sources it drew on.
Asking a Question:
- Type your question in the text area and press Enter or click Ask. Use Shift+Enter for a new line.
- Click any of the suggested query chips below the input (e.g. "Kerala astronomy", "Surya Siddhanta") to pre-fill a sample question.
- The system will search the CESS database, then stream the answer token by token with a progress indicator showing each step (Analyzing → Retrieving → Generating).
Options & Toggles:
- Deep Search: Toggle this on for a more thorough analysis that re-ranks results before generating the answer. Takes a bit longer but can improve accuracy.
- Search bookmarked entries only: Restrict the AI to only search entries you've bookmarked, useful for focused research on your personal collection.
Understanding the Answer:
- Answers include citation links — click one to scroll down to the corresponding source card.
- Each source card shows the entry headword, text excerpt, volume/page reference, and a colour-coded relevance score indicating how closely it matched your query.
- After receiving an answer, use the / feedback buttons to help improve future responses.
Conversation History:
- Previous question–answer turns are kept below the current answer, so you can ask follow-up questions in context.
- Click New Conversation at the top to clear the history and start fresh.
Works well for
- • Getting a quick overview of a topic spread across many entries
- • Spotting connections between authors, texts, or traditions
- • Open-ended questions, e.g. "What astronomical works were composed in Kerala?"
- • Finding entries when you're unsure of exact names or transliterations
Keep in mind
- • It can misread or conflate sources — always verify against the cited entries
- • It only examines a handful of entries per query; for comprehensive searches use the Search page
- • It only knows what's in the CESS database, not the wider scholarly literature
- • Dates and numbers may be approximate where the underlying data is ambiguous
Network
Visualise the web of relationships between authors, commentators, and teachers recorded in the CESS corpus. The network graph lets you trace intellectual lineages, spot clusters of scholarly activity, and discover connections that are hard to see in a flat list.
Getting Started:
- Open Network from the navigation menu.
- Type a person's name in the search field on the left panel — an autocomplete dropdown will suggest matches (it also shows top persons when the field is empty).
- Select a person to load their ego-network: the person at the centre with all direct connections radiating outward.
2D & 3D Views:
- The graph defaults to an interactive 3D WebGL view with a gradient skybox for spatial orientation. Toggle between 3D and 2D (SVG) modes using the buttons in the top-right toolbar.
- In 3D mode: orbit by dragging the background, zoom with the scroll wheel, and watch animated directional particles flow along directed edges.
- In 2D mode: pan by dragging the background and zoom with the scroll wheel. The layout uses a radial force arrangement around the centre node.
Navigating the Graph:
- Hover over any node to see a tooltip with the person's name, floruit dates, relationship count, and extracted evidence text (📜) from the source entry.
- Click a neighbour to pivot the graph, loading that person's own ego-network. The detail panel on the right updates automatically with aliases, source entry text, and all relationships.
- Drag nodes to rearrange the layout. In 3D, dragged nodes stay pinned — right-click a node to release it.
- A breadcrumb trail at the top tracks your navigation path — click any breadcrumb to jump back.
Network Depth (Multi-Hop):
- Click the depth button () in the toolbar to cycle through 1°, 2°, and 3° network depth.
- At 1° you see only direct connections. At 2° and 3° you see connections-of-connections, rendered with smaller, muted nodes and dashed borders to distinguish them from direct neighbours.
- Hovering a 2nd/3rd-degree node highlights the full BFS path back to the centre, making it easy to trace how two people are connected.
Find in Network:
- Use the Find in Network tool ( in the top-right toolbar, or the Find in Network field in the sidebar that appears once a graph is loaded) to locate a specific node within the currently loaded graph. In the toolbar, click the crosshairs button to expand the search field.
- The found node gets a pulsing ring highlight, and the shortest path from it back to the centre node is traced. All other nodes and edges are dimmed so the path stands out.
- Clear the find with the × button to restore the normal view.
Filters & Controls:
- Relationship Types: Toggle which kinds of relationship to display (e.g. teacher–student, commentator, cited-by). Use the "All" / "None" shortcuts for quick selection.
- Min Confidence: Drag the slider to hide lower-confidence relationships and keep only the most reliable links.
Toolbar Actions:
- Fullscreen: Enter fullscreen mode to maximise the graph area. Press Esc or click the button again to exit.
- Download PNG: Export the current graph as a high-resolution PNG image (4× resolution in 3D, 2× in 2D) — useful for publications or presentations.
Reading the Detail Panel:
- Each relationship shows a direction arrow (→ outgoing, ← incoming), a type badge, and a colour-coded confidence score (high, medium, low).
- Where available, an evidence excerpt (📜) shows the source text that the AI used to infer the relationship.
- Click the source entry link to jump to the corresponding CESS search result, or click a relationship row to pivot the graph to that person.
- On mobile, the detail panel slides up as a bottom sheet. Swipe down or tap × to close it.
About the Data
The database contains entries from all five volumes of CESS (1970–1994), covering approximately 2,500 manuscripts on astronomy, mathematics, and astrology.
Each entry provides information about Sanskrit scientific manuscripts, their authors, and their locations in collections worldwide.
Ready to explore?
Search for a term, ask the AI a question, explore the network, or browse the collection.