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repowisekhushikeswani/aapl-stock-prediction-model

Commits

Every commit scored for change-risk against this repo's own history, so 'elevated' means elevated here rather than on some global curve.

Needs review

11of 30 scored

11 commits sit in this repo's top risk tercile, which is 37% of the 30scored. The cut is drawn against this codebase's own history rather than a global curve, so a quiet repo still fills its top band, and here it starts at 8.6 out of 10. What pushes a commit up is size and spread together: a large change confined to one area scores below a smaller one scattered across a dozen files.

Fix commits00%Commits whose subject reads as a bug fix rather than new work.Change diffusion0.69bitsShannon entropy of a commit's churn across its files. Zero is a single file, and every extra bit is a doubling of how widely the change spread.Review threshold8.6out of 10Score a commit has to clear to land in this repo's top tercile.

How the work changed shape

Commit categories over time, read off the subject line. Fixes carry the accent because that is the series this chart exists to show.

Began other-led, now leaning docs.

Feature13%
Docs3%
Other83%

Review-priority queue

Ranked by change-risk, highest first. Priority is a tercile of this repo's own distribution, so a quiet repo still fills its top band.

Commit review-priority queue
#CommitAuthorWhenLinesRiskTop driver
1
c91a9936First commit before dvc
KhushiKeswani
5mo ago+13.9K -0
98%Elevated
more lines added than baseline
2
9df9db13changed structure of repo
KhushiKeswani
5mo ago+14.4K -333
93%Elevated
more lines added than baseline
3
0f9c0215first version of data saved
KhushiKeswani
5mo ago+13.9K -0
93%Elevated
more lines added than baseline
4
9d4eee75Add files via upload
Khushi Keswani
5mo ago+1.4K -0
88%Elevated
more lines added than baseline
5
414079c3added necessary files
KhushiKeswani
5mo ago+786 -0
85%Elevated
more lines added than baseline
6
18cd647call components ready
KhushiKeswani
5mo ago+592 -0
80%Elevated
more lines added than baseline
7
5bfbab78tried experimenting with diff approach
KhushiKeswani
5mo ago+301 -765
80%Elevated
more lines added than baseline
8
b78d8cf6added params file
KhushiKeswani
5mo ago+400 -40
75%Elevated
more lines added than baseline
9
b8a58a78update
KhushiKeswani
5mo ago+314 -2
72%Elevated
more lines added than baseline
10
33d6cd41configured for dvc repro
KhushiKeswani
5mo ago+285 -10
67%Elevated
more lines added than baseline
11
a09004beInitial commit
Khushi Keswani
5mo ago+208 -0
67%Elevated
more lines added than baseline
12
7073fcdasecond version of data saved
KhushiKeswani
5mo ago+259 -6
62%Typical
more lines added than baseline
13
e9d73e87reproducible pipeline implemented with dvc
KhushiKeswani
5mo ago+57 -30
58%Typical
more lines added than baseline
14
da0fa913changed data
KhushiKeswani
5mo ago+23 -4
55%Typical
more lines added than baseline
15
c946843ddvc initiated with data
KhushiKeswani
5mo ago+11 -0
52%Typical
more scattered than baseline
16
18f2037aupdated gitignore file
KhushiKeswani
5mo ago+6 -6
48%Typical
fewer lines added than baseline
17
531c5cbatrack remaining files
KhushiKeswani
5mo ago+5 -4
43%Typical
fewer lines added than baseline
18
a57925c8stop tracking dataaaa
KhushiKeswani
5mo ago+6 -13.9K
43%Typical
fewer lines added than baseline
19
b97bca02Update README.md
Khushi Keswani
5mo ago+3 -1
37%Typical
fewer lines added than baseline
20
2cd0158cAdd tracked data source
KhushiKeswani
5mo ago+3 -3
37%Typical
fewer lines added than baseline
21
63523d12updated gitignore file
KhushiKeswani
5mo ago+2 -0
28%Below typical
fewer lines added than baseline
22
c42d47bayaml configured
KhushiKeswani
5mo ago+2 -2
28%Below typical
fewer lines added than baseline
23
9804a29fback to first version of data
KhushiKeswani
5mo ago+2 -2
28%Below typical
fewer lines added than baseline
24
0f54e29cstop tracking data\raw
KhushiKeswani
5mo ago+0 -234
13%Below typical
fewer lines added than baseline
25
c75db171stop tracking data\raw
KhushiKeswani
5mo ago+0 -241
13%Below typical
fewer lines added than baseline
26
a371749astop tracking data\raw
KhushiKeswani
5mo ago+0 -241
13%Below typical
fewer lines added than baseline
27
32e41fa2ML pipeline structure with DVC and data ingestion
KhushiKeswani
5mo ago+0 -786
13%Below typical
fewer lines added than baseline
28
0b91ce01dvc will track data
KhushiKeswani
5mo ago+0 -241
13%Below typical
fewer lines added than baseline
29
f7bc6c52stop tracking data\raw
KhushiKeswani
5mo ago+0 -13.9K
13%Below typical
fewer lines added than baseline
30
126644e6stop tracking model\model\lstm_model.h5
KhushiKeswani
5mo ago+0 -0
2%Below typical
fewer lines added than baseline
  • c91a9936First commit before dvc
    Author
    KhushiKeswani
    When
    5mo ago
    Lines
    +13.9K -0
    Risk
    98%Elevated
  • 9df9db13changed structure of repo
    Author
    KhushiKeswani
    When
    5mo ago
    Lines
    +14.4K -333
    Risk
    93%Elevated
  • 0f9c0215first version of data saved
    Author
    KhushiKeswani
    When
    5mo ago
    Lines
    +13.9K -0
    Risk
    93%Elevated
  • 9d4eee75Add files via upload
    Author
    Khushi Keswani
    When
    5mo ago
    Lines
    +1.4K -0
    Risk
    88%Elevated
  • 414079c3added necessary files
    Author
    KhushiKeswani
    When
    5mo ago
    Lines
    +786 -0
    Risk
    85%Elevated
  • 18cd647call components ready
    Author
    KhushiKeswani
    When
    5mo ago
    Lines
    +592 -0
    Risk
    80%Elevated
  • 5bfbab78tried experimenting with diff approach
    Author
    KhushiKeswani
    When
    5mo ago
    Lines
    +301 -765
    Risk
    80%Elevated
  • b78d8cf6added params file
    Author
    KhushiKeswani
    When
    5mo ago
    Lines
    +400 -40
    Risk
    75%Elevated
  • b8a58a78update
    Author
    KhushiKeswani
    When
    5mo ago
    Lines
    +314 -2
    Risk
    72%Elevated
  • 33d6cd41configured for dvc repro
    Author
    KhushiKeswani
    When
    5mo ago
    Lines
    +285 -10
    Risk
    67%Elevated
  • a09004beInitial commit
    Author
    Khushi Keswani
    When
    5mo ago
    Lines
    +208 -0
    Risk
    67%Elevated
  • 7073fcdasecond version of data saved
    Author
    KhushiKeswani
    When
    5mo ago
    Lines
    +259 -6
    Risk
    62%Typical
  • e9d73e87reproducible pipeline implemented with dvc
    Author
    KhushiKeswani
    When
    5mo ago
    Lines
    +57 -30
    Risk
    58%Typical
  • da0fa913changed data
    Author
    KhushiKeswani
    When
    5mo ago
    Lines
    +23 -4
    Risk
    55%Typical
  • c946843ddvc initiated with data
    Author
    KhushiKeswani
    When
    5mo ago
    Lines
    +11 -0
    Risk
    52%Typical
  • 18f2037aupdated gitignore file
    Author
    KhushiKeswani
    When
    5mo ago
    Lines
    +6 -6
    Risk
    48%Typical
  • 531c5cbatrack remaining files
    Author
    KhushiKeswani
    When
    5mo ago
    Lines
    +5 -4
    Risk
    43%Typical
  • a57925c8stop tracking dataaaa
    Author
    KhushiKeswani
    When
    5mo ago
    Lines
    +6 -13.9K
    Risk
    43%Typical
  • b97bca02Update README.md
    Author
    Khushi Keswani
    When
    5mo ago
    Lines
    +3 -1
    Risk
    37%Typical
  • 2cd0158cAdd tracked data source
    Author
    KhushiKeswani
    When
    5mo ago
    Lines
    +3 -3
    Risk
    37%Typical
  • 63523d12updated gitignore file
    Author
    KhushiKeswani
    When
    5mo ago
    Lines
    +2 -0
    Risk
    28%Below typical
  • c42d47bayaml configured
    Author
    KhushiKeswani
    When
    5mo ago
    Lines
    +2 -2
    Risk
    28%Below typical
  • 9804a29fback to first version of data
    Author
    KhushiKeswani
    When
    5mo ago
    Lines
    +2 -2
    Risk
    28%Below typical
  • 0f54e29cstop tracking data\raw
    Author
    KhushiKeswani
    When
    5mo ago
    Lines
    +0 -234
    Risk
    13%Below typical
  • c75db171stop tracking data\raw
    Author
    KhushiKeswani
    When
    5mo ago
    Lines
    +0 -241
    Risk
    13%Below typical
  • a371749astop tracking data\raw
    Author
    KhushiKeswani
    When
    5mo ago
    Lines
    +0 -241
    Risk
    13%Below typical
  • 32e41fa2ML pipeline structure with DVC and data ingestion
    Author
    KhushiKeswani
    When
    5mo ago
    Lines
    +0 -786
    Risk
    13%Below typical
  • 0b91ce01dvc will track data
    Author
    KhushiKeswani
    When
    5mo ago
    Lines
    +0 -241
    Risk
    13%Below typical
  • f7bc6c52stop tracking data\raw
    Author
    KhushiKeswani
    When
    5mo ago
    Lines
    +0 -13.9K
    Risk
    13%Below typical
  • 126644e6stop tracking model\model\lstm_model.h5
    Author
    KhushiKeswani
    When
    5mo ago
    Lines
    +0 -0
    Risk
    2%Below typical
Showing 30 of 30 commits

How the score behaves here

Change risk →

Two views of the same model: where the cuts fall, and what commit shape lands you above them.

Score distribution

Every scored commit, binned on the raw 0 to 10 score rather than the percentile. Percentile ranks are uniform by construction, so that axis has no shape to draw. The dashed lines are the tercile cuts behind each row's priority pill.

06typical ↑↑ elevated0.05.010.0Change-risk score →
Below typical
Typical
Elevated

Size against diffusion

The 30 most recent commits, on their own recency sample rather than the feed above: that defaults to risk-sorted, so reusing it would plot only the top tercile and call it the spread. Big and scattered is what the model penalises. Click a dot to open it.

1101001,00010,000Lines changed (log) →0.02.4Diffusion →
Below typical10
Typical9
Elevated11

Commit history for khushikeswani/aapl-stock-prediction-model

khushikeswani/aapl-stock-prediction-model has 30 commits in its history from 2 contributors, the first of them Mar 9, 2026. No file in the repository changed in the last 90 days. Every commit is scored for change risk from its size, spread and the history of the files it touches.