Skip to main content

NBA Highlights Video Generator

Videos

Posted on NBA Full Play Highlights.

Author

Ronen Huang

Time Frame

August 2025 to Present

FFmpeg Build

Download from https://www.gyan.dev/ffmpeg/builds/.

Ollama Build

Download from https://ollama.com/download and pull one time.

ollama pull lfm2.5-thinking:1.2b

NBA Team Abbreviations

  • atl - Atlanta Hawks
  • bkn - Brooklyn Nets
  • bos - Boston Celtics
  • cha - Charlotte Hornets
  • chi - Chicago Bulls
  • cle - Cleveland Cavaliers
  • dal - Dallas Mavericks
  • den - Denver Nuggets
  • det - Detroit Pistons
  • gsw - Golden State Warriors
  • hou - Houston Rockets
  • ind - Indiana Pacers
  • lac - Los Angeles Clippers
  • lal - Los Angeles Lakers
  • mem - Memphis Grizzlies
  • mia - Miami Heat
  • mil - Milwaukee Bucks
  • min - Minnesota Timberwolves
  • nop - New Orleans Pelicans
  • nyk - New York Knicks
  • okc - Oklahoma City Thunder
  • orl - Orlando Magic
  • phi - Philadelphia 76ers
  • phx - Phoenix Suns
  • por - Portland Trail Blazers
  • sac - Sacramento Kings
  • sas - San Antonio Spurs
  • tor - Toronto Raptors
  • uta - Utah Jazz
  • was - Washington Wizards

Manually Make Videos

The full play videos can be made from the reliable play by play rather than the unreliable box score.

from nba_video_generator.beta_search import pipeline

pipeline(
    [
        ("DiVincenzo", "2026-04-20", "min"),
    ], 
    {
        "ffmpeg_path": r"C:\Users\ronen\Documents\Projects\nba_video_generator\src\nba_video_generator\ffmpeg-9.0.2-essentials_build\bin\ffmpeg.exe"
    }
)

A date range can be specified as well.

from nba_video_generator.beta_search import pipeline

pipeline(
    [
        ("Booker", "2026-04-19", "2026-04-27", "phx"),
    ],
    {"ffmpeg_path": r"C:\Users\ronen\Documents\Projects\nba_video_generator\src\nba_video_generator\ffmpeg-9.0.2-essentials_build\bin\ffmpeg.exe"}
)

Process

  1. Specify the player last name (as per NBA.com website), team abbreviation, and date(s) (yyyy-mm-dd).
  2. Programs crawls through play by play by quarter, keeping a list of links and times.
  3. Events within 5 seconds of each other are merged to a single event.
  4. Plays are concatenated together to make the video.

A video of the process is provided below.

https://www.youtube.com/watch?v=84GDSAL5CeE

Automatically Make Videos With Agent

Makes videos of the LLM determined best player performances of specified date (default today).

from nba_video_generator.run_agent import nba_agent

date = "2025-12-25"

ffmpeg_path = r"C:\Users\ronen\Documents\Projects\nba_video_generator\src\nba_video_generator\ffmpeg-9.0.2-essentials_build\bin\ffmpeg.exe"

nba_agent(date, ffmpeg_path)

Process

  1. Specify the date (yyyy-mm-dd).
  2. LLM chooses players from pool of candidates that meet thresholds in src/nba_video_generator/nba_agent/config.py.
  3. The videos are made with the pipeline method. The thumbnails with relevant statistics are made afterward.
  4. (Optional) Upload to YouTube with Python. Example program in src/nba_video_generator/example_youtube_upload_scripts. Link to data api - https://developers.google.com/youtube/v3/guides/uploading_a_video.

A video of the process is provided below.

https://www.youtube.com/watch?v=IC8SrrvS4xE&feature=youtu.be

Automatically Make Game Top Plays Shorts - NEW

Makes shorts of the top 4 plays from each of specified date (default today).

from nba_video_generator.nba_shorts import make_shorts_for_date

date = "2025-12-25"

ffmpeg_path = r"C:\Users\ronen\Documents\Projects\nba_video_generator\src\nba_video_generator\ffmpeg-9.0.2-essentials_build\bin\ffmpeg.exe"

make_shorts_for_date(date, ffmpeg_path)

Metadata

Release files for nba-video-generator 7.0.13

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for nba-video-generator 7.0.13
File Size Uploaded Provenance
nba_video_generator-7.0.13.tar.gz 55.8 kB With provenance Details

Built distribution (wheel)

Table of built distributions (wheels) for nba-video-generator 7.0.13
File Interpreter ABI Platform
nba_video_generator-7.0.13-py3-none-any.whl Python 3 none any Details

Total release size: 121.5 kB

Release files / nba_video_generator-7.0.13.tar.gz

Download URL nba_video_generator-7.0.13.tar.gz
Size 55.8 kB
Tags Source
SHA-256 checksum
How to use checksums
393af6ee43c719f5d5390ce9368f2e82e7d5f2be706ed0d9d4182f2306d22aa8
BLAKE2b-256 checksum
How to use checksums
03223f3675eb9abda87174d4e07679c1205503d72622f9db5bfe1633c0dc6a55
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 19, 2026.

Transparency log

Release files / nba_video_generator-7.0.13-py3-none-any.whl

Download URL nba_video_generator-7.0.13-py3-none-any.whl
Size 65.7 kB
Tags Python 3
SHA-256 checksum
How to use checksums
42bc46b58065d3c357a1a809dd37f71015a0baa509acc62e0c63b9d7bd6a7a00
BLAKE2b-256 checksum
How to use checksums
077df0c508fa96e87caa4d4aa96d7a1af9e007d8a964b12001c05378a7a22894
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 19, 2026.

Transparency log

Security for nba-video-generator 7.0.13

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

Full provenance

All 2 files in this release have been uploaded with provenance metadata.

Select from 2 files

Attestation for nba_video_generator-7.0.13.tar.gz

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 19, 2026.

Transparency log

A note on package security

PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.

Release history Release notifications | RSS feed

This release

7.0.13 This release

2 release files Full provenance

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page