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Atishay Jain (atisjai)

Developer

Atishay Jain (atisjai)

98592573+atishaymsft@users.noreply.github.com

31 commits~10 files/commit

Performance

YoY:+77%
2026Previous year

Insights

Key patterns and highlights from this developer's activity.

Peak MonthJan'25264 performance
Growth Trend↓77%vs prior period
Avg Files/Commit10files per commit
Active Days28of 455 days
Top Repofluentui31 commits

Effort Over Time

Breakdown of growth, maintenance, and fixes effort over time.

Bug Behavior

Beta

Bugs introduced vs. fixed over time.

Investment Quality

Beta

Reclassifies engineering effort based on bug attribution. Commits that introduced bugs are retrospectively counted as poor investments.

50%Productive TimeGrowth 32% + Fixes 68%
30%Maintenance Time
21%Wasted Time
How it works

Methodology

Investment Quality reclassifies engineering effort based on bug attribution data. Commits identified as buggy origins (those that introduced bugs later fixed by someone) have their grow and maintenance time moved into the Wasted Time category. Their waste (fix commits) remains counted as productive. All other commits retain their standard classification: grow is productive, maintenance is maintenance, and waste (fixes) is productive.

Relationship to Growth / Maintenance / Fixes

The standard model classifies commits as Growth, Maintenance, or Fixes. Investment Quality adds a quality lens: a commit that introduced a bug is retrospectively counted as a poor investment — the engineering time spent on it was wasted because it ultimately required additional fix work. Fix commits (Fixes in the standard model) are reframed as productive, because fixing bugs is valuable work.

Proposed API Endpoint

Currently computed client-side from commit and bug attribution data. Ideal server-side endpoint:

POST /v1/organizations/{orgId}/investment-quality
Content-Type: application/json

Request:
{
  "startTime": "2025-01-01T00:00:00Z",
  "endTime": "2025-12-31T23:59:59Z",
  "bucketSize": "BUCKET_SIZE_MONTH",
  "groupBy": ["repository_id" | "deliverer_email"]
}

Response:
{
  "productivePct": 74,
  "maintenancePct": 18,
  "wastedPct": 8,
  "buckets": [
    {
      "bucketStart": "2025-01-01T00:00:00Z",
      "productive": 4.2,
      "maintenance": 1.8,
      "wasted": 0.6
    }
  ]
}

Recent Activity

Latest analyzed commits from this developer.

HashMessageDateFilesEffort
bd7fdfbThis commit delivers a critical **security fix** and **stability improvement** for the **`VegaDeclarativeChart` component** within the Fluent UI React Charts library. It replaces the previously unsafe `new Function` based expression evaluation with a new `safeEvaluateExpression` function, implemented as a **recursive-descent parser**, to prevent **arbitrary code execution** from malicious Vega-Lite expressions. Additionally, **JSON depth validation** is introduced to safeguard against denial-of-service attacks caused by excessively deep specifications. The `VegaLiteSchemaAdapter` now exclusively uses this secure evaluator for all data transformations and conditional styling, ensuring a significantly more robust and secure charting experience. Comprehensive unit and security tests have been added to validate the new evaluation logic and input validation.Mar 107waste
abb16ffThis commit introduces a **new capability** to the **`react-charting`** library, enabling proper support for `min` and `max` Y-axis values in **Vertical Stacked Bar Charts (VSBC)** rendered via **Plotly**. The `PlotlySchemaAdapter.ts` file is updated to integrate the extraction and application of these Y-axis bounds, specifically within the `transformPlotlyJsonToVSBCProps` function. This **enhancement** ensures that `VSBC`s can now accurately reflect desired Y-axis scaling, providing more control over data visualization and preventing unintended auto-scaling behaviors for charts utilizing the `DeclarativeChart` component.Jul 162grow
1e508e5This commit introduces a **bug fix** within the **`react-charting` package**, specifically addressing rendering behavior for the `FunnelChart` component. It **disables the responsive container** for `FunnelChart` when it is utilized within the `DeclarativeChart`. The change ensures that `FunnelChart` is now directly used as the renderer in `DeclarativeChart.tsx`, resolving potential layout or sizing issues that arose from the previous responsive wrapping. This improves the stability and correct display of `FunnelChart` instances in declarative chart configurations.Jul 112waste
50fb764This commit delivers a **bug fix** within the **`@fluentui/react-charting`** package, resolving an issue where **hover cards** failed to display properly for **LineChart** components, particularly when dealing with large data flows. The fix specifically updates the default value of the `isCalloutForStack` prop to `true` in the `LineChartBase` component. This ensures that callouts (hover cards) are correctly rendered for stacked line charts by default, significantly improving the reliability and user experience of data visualization interactions.Jul 113maint
0325b81This commit **fixes a bug** in the **`@fluentui-react-charts` package** by resolving a **conditional React hook usage** within the `ScatterChart` component. The `useScatterChartStyles` hook call was moved to the top level of `ScatterChart.tsx` to comply with React's rules, ensuring stable rendering. Concurrently, the styling hook `useScatterChartStyles_unstable` was **refactored** and renamed to `useScatterChartStyles`. This crucial **fix** allows previously skipped tests for the **`ScatterChart` component** to be re-enabled, significantly improving its test coverage and overall stability.Jul 75waste
2ca1051This commit provides a **bug fix** for the **`react-charting`** package, specifically addressing an issue within the **`LineChart`** component. It **corrects the identification of the hovered data point** when a chart displays only a single data point. Previously, the hover behavior for such scenarios was incorrect, but now the `_onMouseMove` function ensures accurate data point detection. This improvement enhances the reliability and user experience of the `LineChart` component, particularly for datasets with minimal entries.Jul 32waste
151cd44This commit **updates the documentation** for **React Charts**, specifically within the `Introduction.mdx` file of the `chart-docsite` application. It provides current status and planned dates for various chart types relevant to the v9 release. This is a **documentation update** to ensure users have the most up-to-date information regarding the development progress and timelines of the charting library.Jun 301maint
2b89e39This commit introduces a **new GitHub Actions workflow** in `.github/workflows/copilot-setup-steps.yml` to standardize the setup process for **Copilot agent-related tasks**. This **chore** defines reusable steps for checking out code, configuring Node.js, and installing Yarn dependencies, ensuring a consistent environment for future Copilot development and CI. The workflow is specifically designed to be used by the **Copilot agent**, streamlining its operational setup. This infrastructure improvement will facilitate more efficient and reliable execution of **Copilot agent** workflows.Jun 261maint
ddb50b0This commit performs a significant **refactoring** within the **`@fluentui-react-charting` package** to improve code reusability and **reduce bundle size**. It introduces new common utility functions like `getTooltipStyle`, `getAxisTitleStyle`, `getBarLabelStyle`, and `getMarkerLabelStyle` in `Common.styles.ts`. Subsequently, numerous chart components, including `AreaChart`, `DonutChart`, `LineChart`, and `VerticalBarChart`, are updated to leverage these shared styling utilities instead of duplicating logic. This consolidation also involves exporting `ISVGTooltipTextProps` and centralizing SVG tooltip properties in `CartesianChart.base.tsx`, leading to more consistent and efficient styling across the charting library.Jun 1814maint
654d9e6This commit provides a **bug fix** for **charting components**, specifically addressing **SVG background alignment** issues. It corrects the positioning of SVG backgrounds relative to y-axis labels for numeric values in **Cartesian charts** by adjusting margin calculations within `_createMargins` in the `@fluentui/react-charting` package. Additionally, this change fixes the padding and background rectangle dimensions for **SVG tooltips** in both the `@fluentui/react-charting` and `@fluentui/react-charts` packages. This ensures proper visual alignment for chart elements and tooltips, improving the overall presentation and readability of charts.Jun 175waste
3424621This commit introduces **multi-plot support for declarative charts** within the `react-charting` library, specifically enabling the rendering of **non-cartesian chart types**. This **new capability** is achieved by refining data processing, grid property calculation, and legend generation within the `DeclarativeChart` and `PlotlySchemaAdapter` components. Additionally, the `DonutChart` now supports an **x-axis annotation**, complete with styling and API updates. To facilitate these changes, new `FluentChart` and `TraceInfo` types were introduced and integrated into the `chart-utilities` package, streamlining chart data mapping. This work significantly enhances the flexibility and expressiveness of the charting components, allowing for more complex and informative visualizations.Jun 1714grow
0e2b75aThis commit introduces a significant **enhancement** to the **`@fluentui/react-charting`** library by adding comprehensive support for **Plotly axis tick formatting and y-axis ranges**. The `PlotlySchemaAdapter` (`packages/charts/react-charting/src/components/DeclarativeChart/PlotlySchemaAdapter.ts`) now correctly processes these layout properties, enabling more precise control over chart visualization. This change also **fixes** and **refactors** how bar labels are formatted across various chart types, including `VerticalBarChart` and `GroupedVerticalBarChart`, by centralizing the formatting logic to consistently use the Plotly schema adapter. As a result, charts in both `react-charting` and `react-charts` will display axis ticks and bar labels more accurately and according to specified Plotly configurations, improving overall chart customizability and consistency.Jun 1613waste
19a140fThis commit introduces a **bug fix** for **Sankey charts** by implementing a mechanism to detect and prevent the rendering of charts containing cycles. A new `findSankeyCycles` function in the **`@fluentui/chart-utilities`** package identifies these problematic structures, ensuring that such charts are marked as unsupported to avoid rendering errors. Additionally, the `isInvalidValue` utility function has been **refactored** from `@fluentui/react-charting` into `@fluentui/chart-utilities`, centralizing common logic and improving code reusability across the charting library. This change enhances the stability and robustness of chart rendering, particularly for complex Sankey diagrams.May 307waste
bbf6450This commit introduces a **fix** within the **`@fluentui/chart-utilities`** package to explicitly mark log scale axes as unsupported. A new function, `invalidateLogAxisType`, has been added to `PlotlySchemaConverter.ts` and integrated into the `mapFluentChart` logic. This **prevents the use of an unsupported feature**, ensuring that any attempts to configure log scale axes are correctly identified and handled, thereby improving the robustness and predictability of chart rendering. The change ensures that the chart utility correctly reflects its current capabilities regarding axis scaling.May 262waste
6aecbd5This commit introduces a **new capability** and a **bug fix** across the charting libraries. It enables **rounded corners** for various chart types, such as donut, bar, and gauge charts, within the **`@fluentui/react-charting`** library by extending the `PlotlySchemaAdapter`'s transformation functions. Concurrently, it **fixes** an issue in the **`@fluentui/chart-utilities`** package by improving **schema validation** within the `getValidSchema` function, ensuring more robust handling of input types and data arrays. This enhances both the visual customization options for `DeclarativeChart` components and the reliability of chart data processing by preventing errors from malformed schemas.May 196grow
476da26This commit introduces a **Plotly-aligned colorway system** to the **`DeclarativeChart` component** within **`@fluentui-react-charting`**, significantly enhancing chart visualization options. It implements this **new capability** by replacing the `fluentDataVizColorPalette` prop with a more flexible `colorwayType` and **refactoring** color-related utilities into a dedicated `PlotlyColorAdapter` module. This provides a standardized way to apply Plotly color schemes, requiring consumers of `DeclarativeChart` to update their prop usage for color customization.May 179maint
f71c8aaThis commit introduces a **bug fix** and **refactoring** across the **charting components** to improve chart type validation. It makes the check for unsupported chart types stricter within the **`@fluentui/chart-utilities`** package by removing the `isLineData` utility and updating `PlotlySchemaConverter.ts` functions like `validateScatterData` and `getValidTraces`. Concurrently, the `PlotData.mode` type is extended to correctly recognize and render `'markers+text'` and `'text+markers'` modes for scatter charts in **`@fluentui/react-charting`**. This also involves removing `isLineData` usage from **`@fluentui/react-charts`**'s `PlotlySchemaAdapter.ts`, ensuring more robust and accurate chart rendering by preventing incorrect rendering of unsupported types while supporting new valid combinations.May 149waste
24fac77This commit delivers a **bug fix** to the **Fluent UI Charting library**, addressing an issue where year values were incorrectly treated as continuous numerical data. It introduces new utility functions, `isYear` and `isYearArray`, within the `chart-utilities` package to correctly identify year-based data. The `mapFluentChart` function and the `DeclarativeChart` component in `react-charting` are updated to ensure year values are consistently processed as **categorical variables** for chart rendering. This change prevents visual misrepresentations in charts that use year data, leading to more accurate and semantically correct visualizations.May 137waste
0b69287This commit introduces a **new feature** to the **`react-charting` package** by **overhauling the default date label formatting** for x-axes. It implements a **new multi-level date formatter** within `src/utilities/utilities.ts`, specifically impacting functions like `createDateXAxis` and `createNumericXAxis`. This change replaces the previous `multiFormat` function and adjusts tick calculation logic to provide **more intelligent and context-aware date labels** on charts. The update ensures consistent date display across various timezones and environments, significantly improving the readability and usability of date-based charts in components like `AreaChart` and `LineChart`.May 125grow
df50d19This commit performs a **maintenance chore** to facilitate a **patch release** for the **`@fluentui/chart-utilities`** package, which is integral to `react-charting`. It introduces a new change file to track this release, specifically updating the release tag to `v8`. Concurrently, the `project.json` configuration within `packages/charts/chart-utilities` is updated, changing internal project tags from `platform:web` and `vNext` to `v8` and `ships-bundle`. This ensures proper versioning, release tracking, and bundling metadata for the chart utilities package.May 122maint
bd7fdfbMar 10

This commit delivers a critical **security fix** and **stability improvement** for the **`VegaDeclarativeChart` component** within the Fluent UI React Charts library. It replaces the previously unsafe `new Function` based expression evaluation with a new `safeEvaluateExpression` function, implemented as a **recursive-descent parser**, to prevent **arbitrary code execution** from malicious Vega-Lite expressions. Additionally, **JSON depth validation** is introduced to safeguard against denial-of-service attacks caused by excessively deep specifications. The `VegaLiteSchemaAdapter` now exclusively uses this secure evaluator for all data transformations and conditional styling, ensuring a significantly more robust and secure charting experience. Comprehensive unit and security tests have been added to validate the new evaluation logic and input validation.

7 fileswaste
abb16ffJul 16

This commit introduces a **new capability** to the **`react-charting`** library, enabling proper support for `min` and `max` Y-axis values in **Vertical Stacked Bar Charts (VSBC)** rendered via **Plotly**. The `PlotlySchemaAdapter.ts` file is updated to integrate the extraction and application of these Y-axis bounds, specifically within the `transformPlotlyJsonToVSBCProps` function. This **enhancement** ensures that `VSBC`s can now accurately reflect desired Y-axis scaling, providing more control over data visualization and preventing unintended auto-scaling behaviors for charts utilizing the `DeclarativeChart` component.

2 filesgrow
1e508e5Jul 11

This commit introduces a **bug fix** within the **`react-charting` package**, specifically addressing rendering behavior for the `FunnelChart` component. It **disables the responsive container** for `FunnelChart` when it is utilized within the `DeclarativeChart`. The change ensures that `FunnelChart` is now directly used as the renderer in `DeclarativeChart.tsx`, resolving potential layout or sizing issues that arose from the previous responsive wrapping. This improves the stability and correct display of `FunnelChart` instances in declarative chart configurations.

2 fileswaste
50fb764Jul 11

This commit delivers a **bug fix** within the **`@fluentui/react-charting`** package, resolving an issue where **hover cards** failed to display properly for **LineChart** components, particularly when dealing with large data flows. The fix specifically updates the default value of the `isCalloutForStack` prop to `true` in the `LineChartBase` component. This ensures that callouts (hover cards) are correctly rendered for stacked line charts by default, significantly improving the reliability and user experience of data visualization interactions.

3 filesmaint
0325b81Jul 7

This commit **fixes a bug** in the **`@fluentui-react-charts` package** by resolving a **conditional React hook usage** within the `ScatterChart` component. The `useScatterChartStyles` hook call was moved to the top level of `ScatterChart.tsx` to comply with React's rules, ensuring stable rendering. Concurrently, the styling hook `useScatterChartStyles_unstable` was **refactored** and renamed to `useScatterChartStyles`. This crucial **fix** allows previously skipped tests for the **`ScatterChart` component** to be re-enabled, significantly improving its test coverage and overall stability.

5 fileswaste
2ca1051Jul 3

This commit provides a **bug fix** for the **`react-charting`** package, specifically addressing an issue within the **`LineChart`** component. It **corrects the identification of the hovered data point** when a chart displays only a single data point. Previously, the hover behavior for such scenarios was incorrect, but now the `_onMouseMove` function ensures accurate data point detection. This improvement enhances the reliability and user experience of the `LineChart` component, particularly for datasets with minimal entries.

2 fileswaste
151cd44Jun 30

This commit **updates the documentation** for **React Charts**, specifically within the `Introduction.mdx` file of the `chart-docsite` application. It provides current status and planned dates for various chart types relevant to the v9 release. This is a **documentation update** to ensure users have the most up-to-date information regarding the development progress and timelines of the charting library.

1 filesmaint
2b89e39Jun 26

This commit introduces a **new GitHub Actions workflow** in `.github/workflows/copilot-setup-steps.yml` to standardize the setup process for **Copilot agent-related tasks**. This **chore** defines reusable steps for checking out code, configuring Node.js, and installing Yarn dependencies, ensuring a consistent environment for future Copilot development and CI. The workflow is specifically designed to be used by the **Copilot agent**, streamlining its operational setup. This infrastructure improvement will facilitate more efficient and reliable execution of **Copilot agent** workflows.

1 filesmaint
ddb50b0Jun 18

This commit performs a significant **refactoring** within the **`@fluentui-react-charting` package** to improve code reusability and **reduce bundle size**. It introduces new common utility functions like `getTooltipStyle`, `getAxisTitleStyle`, `getBarLabelStyle`, and `getMarkerLabelStyle` in `Common.styles.ts`. Subsequently, numerous chart components, including `AreaChart`, `DonutChart`, `LineChart`, and `VerticalBarChart`, are updated to leverage these shared styling utilities instead of duplicating logic. This consolidation also involves exporting `ISVGTooltipTextProps` and centralizing SVG tooltip properties in `CartesianChart.base.tsx`, leading to more consistent and efficient styling across the charting library.

14 filesmaint
654d9e6Jun 17

This commit provides a **bug fix** for **charting components**, specifically addressing **SVG background alignment** issues. It corrects the positioning of SVG backgrounds relative to y-axis labels for numeric values in **Cartesian charts** by adjusting margin calculations within `_createMargins` in the `@fluentui/react-charting` package. Additionally, this change fixes the padding and background rectangle dimensions for **SVG tooltips** in both the `@fluentui/react-charting` and `@fluentui/react-charts` packages. This ensures proper visual alignment for chart elements and tooltips, improving the overall presentation and readability of charts.

5 fileswaste
3424621Jun 17

This commit introduces **multi-plot support for declarative charts** within the `react-charting` library, specifically enabling the rendering of **non-cartesian chart types**. This **new capability** is achieved by refining data processing, grid property calculation, and legend generation within the `DeclarativeChart` and `PlotlySchemaAdapter` components. Additionally, the `DonutChart` now supports an **x-axis annotation**, complete with styling and API updates. To facilitate these changes, new `FluentChart` and `TraceInfo` types were introduced and integrated into the `chart-utilities` package, streamlining chart data mapping. This work significantly enhances the flexibility and expressiveness of the charting components, allowing for more complex and informative visualizations.

14 filesgrow
0e2b75aJun 16

This commit introduces a significant **enhancement** to the **`@fluentui/react-charting`** library by adding comprehensive support for **Plotly axis tick formatting and y-axis ranges**. The `PlotlySchemaAdapter` (`packages/charts/react-charting/src/components/DeclarativeChart/PlotlySchemaAdapter.ts`) now correctly processes these layout properties, enabling more precise control over chart visualization. This change also **fixes** and **refactors** how bar labels are formatted across various chart types, including `VerticalBarChart` and `GroupedVerticalBarChart`, by centralizing the formatting logic to consistently use the Plotly schema adapter. As a result, charts in both `react-charting` and `react-charts` will display axis ticks and bar labels more accurately and according to specified Plotly configurations, improving overall chart customizability and consistency.

13 fileswaste
19a140fMay 30

This commit introduces a **bug fix** for **Sankey charts** by implementing a mechanism to detect and prevent the rendering of charts containing cycles. A new `findSankeyCycles` function in the **`@fluentui/chart-utilities`** package identifies these problematic structures, ensuring that such charts are marked as unsupported to avoid rendering errors. Additionally, the `isInvalidValue` utility function has been **refactored** from `@fluentui/react-charting` into `@fluentui/chart-utilities`, centralizing common logic and improving code reusability across the charting library. This change enhances the stability and robustness of chart rendering, particularly for complex Sankey diagrams.

7 fileswaste
bbf6450May 26

This commit introduces a **fix** within the **`@fluentui/chart-utilities`** package to explicitly mark log scale axes as unsupported. A new function, `invalidateLogAxisType`, has been added to `PlotlySchemaConverter.ts` and integrated into the `mapFluentChart` logic. This **prevents the use of an unsupported feature**, ensuring that any attempts to configure log scale axes are correctly identified and handled, thereby improving the robustness and predictability of chart rendering. The change ensures that the chart utility correctly reflects its current capabilities regarding axis scaling.

2 fileswaste
6aecbd5May 19

This commit introduces a **new capability** and a **bug fix** across the charting libraries. It enables **rounded corners** for various chart types, such as donut, bar, and gauge charts, within the **`@fluentui/react-charting`** library by extending the `PlotlySchemaAdapter`'s transformation functions. Concurrently, it **fixes** an issue in the **`@fluentui/chart-utilities`** package by improving **schema validation** within the `getValidSchema` function, ensuring more robust handling of input types and data arrays. This enhances both the visual customization options for `DeclarativeChart` components and the reliability of chart data processing by preventing errors from malformed schemas.

6 filesgrow
476da26May 17

This commit introduces a **Plotly-aligned colorway system** to the **`DeclarativeChart` component** within **`@fluentui-react-charting`**, significantly enhancing chart visualization options. It implements this **new capability** by replacing the `fluentDataVizColorPalette` prop with a more flexible `colorwayType` and **refactoring** color-related utilities into a dedicated `PlotlyColorAdapter` module. This provides a standardized way to apply Plotly color schemes, requiring consumers of `DeclarativeChart` to update their prop usage for color customization.

9 filesmaint
f71c8aaMay 14

This commit introduces a **bug fix** and **refactoring** across the **charting components** to improve chart type validation. It makes the check for unsupported chart types stricter within the **`@fluentui/chart-utilities`** package by removing the `isLineData` utility and updating `PlotlySchemaConverter.ts` functions like `validateScatterData` and `getValidTraces`. Concurrently, the `PlotData.mode` type is extended to correctly recognize and render `'markers+text'` and `'text+markers'` modes for scatter charts in **`@fluentui/react-charting`**. This also involves removing `isLineData` usage from **`@fluentui/react-charts`**'s `PlotlySchemaAdapter.ts`, ensuring more robust and accurate chart rendering by preventing incorrect rendering of unsupported types while supporting new valid combinations.

9 fileswaste
24fac77May 13

This commit delivers a **bug fix** to the **Fluent UI Charting library**, addressing an issue where year values were incorrectly treated as continuous numerical data. It introduces new utility functions, `isYear` and `isYearArray`, within the `chart-utilities` package to correctly identify year-based data. The `mapFluentChart` function and the `DeclarativeChart` component in `react-charting` are updated to ensure year values are consistently processed as **categorical variables** for chart rendering. This change prevents visual misrepresentations in charts that use year data, leading to more accurate and semantically correct visualizations.

7 fileswaste
0b69287May 12

This commit introduces a **new feature** to the **`react-charting` package** by **overhauling the default date label formatting** for x-axes. It implements a **new multi-level date formatter** within `src/utilities/utilities.ts`, specifically impacting functions like `createDateXAxis` and `createNumericXAxis`. This change replaces the previous `multiFormat` function and adjusts tick calculation logic to provide **more intelligent and context-aware date labels** on charts. The update ensures consistent date display across various timezones and environments, significantly improving the readability and usability of date-based charts in components like `AreaChart` and `LineChart`.

5 filesgrow
df50d19May 12

This commit performs a **maintenance chore** to facilitate a **patch release** for the **`@fluentui/chart-utilities`** package, which is integral to `react-charting`. It introduces a new change file to track this release, specifically updating the release tag to `v8`. Concurrently, the `project.json` configuration within `packages/charts/chart-utilities` is updated, changing internal project tags from `platform:web` and `vNext` to `v8` and `ships-bundle`. This ensures proper versioning, release tracking, and bundling metadata for the chart utilities package.

2 filesmaint

Work Patterns

Beta

Commit activity distribution by hour and day of week. Shows when this developer is most active.

Collaboration

Beta

Developers who frequently work on the same files and symbols. Higher score means stronger code collaboration.

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OrganizationsDistributionCompareResearch