FinLab
瞬間的閃念之中，揭示過去十年2000支股票的歷史數據，這就是finlab package！不僅如此，它與pandas無縫整合，讓你在策略創建的旅程中，如同進行一場華麗的交響樂演奏。其語法之簡潔，讓你撰寫策略時有如神助。
你只需要撰寫人類懂得邏輯，而程式會自動融合各種頻率的歷史數據來選股，這不僅是程式設計上的巧思，更是對簡潔的極致追求。當你以為這已經是頂峰，它的詳細回測結果，又將你帶入更深一層的分析維度，每一筆數據都讓你的決策更加精準。 在幾秒鐘之內，2000支股票的回測，這速度，這效率，它不僅是一個 package，這是一個交易者的夢想加速器！這是finlab，一個為熱血操盤手量身打造的回測神器！
功能
- 📊 快速存取龐大資料集：單一指令即可取得2000支股票過去十年的歷史數據。
- 🐼 Pandas整合：利用熟悉且功能強大的pandas函式庫，輕鬆設計交易策略。
- 🔍 用戶友好的語法✍️：採用簡潔直觀編碼語法。
- 🕒 多頻率數據處理：自動整合管理不同時間頻率的歷史數據。
- 🔬 全面的回測分析：透過詳細的回測報告，獲得深入的洞察。
- 🚀 高速計算：得益於 Cython 優化的性能，幾秒鐘內即可執行2000支股票的回測。
- 🤖 機器學習：結合 qlib 研發機器學習策略。
相關連結
- 量化交易完整教學：什麼是量化交易、台股策略回測器與平台比較
- 程式文檔
- Jupyter Notebook 範例
- 回測儀表板
簡易教學
下載資料
輸入以下程式碼，即可下載資料。可以查詢有哪些歷史資料可以下載。
from finlab import data
data.get('price:收盤價')
| date | 0015 | 0050 | 0051 | 0052 | 0053 |
|---|---|---|---|---|---|
| 2007-04-23 | 9.54 | 57.85 | 32.83 | 38.4 | nan |
| 2007-04-24 | 9.54 | 58.1 | 32.99 | 38.65 | nan |
| 2007-04-25 | 9.52 | 57.6 | 32.8 | 38.59 | nan |
| 2007-04-26 | 9.59 | 57.7 | 32.8 | 38.6 | nan |
| 2007-04-27 | 9.55 | 57.5 | 32.72 | 38.4 | nan |
撰寫策略
可以用非常簡單的 Pandas 語法來撰寫策略邏輯，以創新高的策略來說，可以用以下的寫法：
from finlab import data
close = data.get('price:收盤價')
# 創三百個交易日新高
position = close >= close.rolling(300).max()
position
| date | 0015 | 0050 | 0051 | 0052 | 0053 |
|---|---|---|---|---|---|
| 2007-04-23 00:00:00 | False | False | False | False | False |
| 2007-04-24 00:00:00 | False | False | False | False | False |
| 2007-04-25 00:00:00 | False | False | False | False | False |
| 2007-04-26 00:00:00 | False | False | False | True | False |
| 2007-04-27 00:00:00 | False | False | False | False | False |
這邊的 position 是一個 False/True 的查詢表，當數值為 True ，代表該股票在當天有創新高，而數字 False 則代表沒有創新高。由於創新高的股票很少，上面的範例中，只有少數股票的數值會是 True。
假設我們希望每個月底，搜尋上表中數值為 True 的股票並且買入持有一個月，可以用以下的語法：
回測績效
from finlab import backtest
report = backtest.sim(position, resample='M')
report.display()
1 maintainer
Release files for finlab 2.0.20
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Built distributions (wheels)
| File | Reset | |||
|---|---|---|---|---|
| finlab-2.0.20-cp314-cp314-win_amd64.whl | CPython 3.14 | CPython 3.14 | Windows x86-64 | Details |
| finlab-2.0.20-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl | CPython 3.14 | CPython 3.14 | Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64 | Details |
| finlab-2.0.20-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl | CPython 3.14 | CPython 3.14 | Linux glibc 2.28+ ARM64, Linux glibc 2.24+ ARM64 | Details |
| finlab-2.0.20-cp314-cp314-macosx_10_15_universal2.whl | CPython 3.14 | CPython 3.14 | macOS 10.15+ universal2 (ARM64, x86-64) | Details |
| finlab-2.0.20-cp313-cp313-win_amd64.whl | CPython 3.13 | CPython 3.13 | Windows x86-64 | Details |
| finlab-2.0.20-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl | CPython 3.13 | CPython 3.13 | Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64 | Details |
| finlab-2.0.20-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl | CPython 3.13 | CPython 3.13 | Linux glibc 2.28+ ARM64, Linux glibc 2.24+ ARM64 | Details |
| finlab-2.0.20-cp313-cp313-macosx_10_15_universal2.whl | CPython 3.13 | CPython 3.13 | macOS 10.15+ universal2 (ARM64, x86-64) | Details |
| finlab-2.0.20-cp312-cp312-win_amd64.whl | CPython 3.12 | CPython 3.12 | Windows x86-64 | Details |
| finlab-2.0.20-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl | CPython 3.12 | CPython 3.12 | Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64 | Details |
| finlab-2.0.20-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl | CPython 3.12 | CPython 3.12 | Linux glibc 2.28+ ARM64, Linux glibc 2.24+ ARM64 | Details |
| finlab-2.0.20-cp312-cp312-macosx_10_15_universal2.whl | CPython 3.12 | CPython 3.12 | macOS 10.15+ universal2 (ARM64, x86-64) | Details |
| finlab-2.0.20-cp311-cp311-win_amd64.whl | CPython 3.11 | CPython 3.11 | Windows x86-64 | Details |
| finlab-2.0.20-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl | CPython 3.11 | CPython 3.11 | Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64 | Details |
| finlab-2.0.20-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl | CPython 3.11 | CPython 3.11 | Linux glibc 2.28+ ARM64, Linux glibc 2.24+ ARM64 | Details |
| finlab-2.0.20-cp311-cp311-macosx_10_15_universal2.whl | CPython 3.11 | CPython 3.11 | macOS 10.15+ universal2 (ARM64, x86-64) | Details |
| finlab-2.0.20-cp310-cp310-win_amd64.whl | CPython 3.10 | CPython 3.10 | Windows x86-64 | Details |
| finlab-2.0.20-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl | CPython 3.10 | CPython 3.10 | Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64 | Details |
| finlab-2.0.20-cp310-cp310-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl | CPython 3.10 | CPython 3.10 | Linux glibc 2.28+ ARM64, Linux glibc 2.24+ ARM64 | Details |
| finlab-2.0.20-cp310-cp310-macosx_10_15_universal2.whl | CPython 3.10 | CPython 3.10 | macOS 10.15+ universal2 (ARM64, x86-64) | Details |
Total release size: 91.8 MB
Release files / finlab-2.0.20-cp314-cp314-win_amd64.whl
| Download URL | finlab-2.0.20-cp314-cp314-win_amd64.whl |
|---|---|
| Size | 2.1 MB |
| Tags | CPython 3.14 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
c6bda196e52f21e5b8fb75fda473e082f230c2ea8c01c1775029f343ffd70ad5
|
|
BLAKE2b-256 checksum How to use checksums |
c0b60430d946ce1064305d9aaf34899218e57ecd52f83d5cad86dc0267959cd4
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.3
|
Release files / finlab-2.0.20-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | finlab-2.0.20-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 6.9 MB |
| Tags | CPython 3.14 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
57681ccb66c822ae8d8fa0ae1201170bc605e435d2a59cf6c8159982a2341f18
|
|
BLAKE2b-256 checksum How to use checksums |
546a71bf1672e5e0f9f9f196432bb9c52675b4d5855a856dee5a4b7825583813
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.3
|
Release files / finlab-2.0.20-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
| Download URL | finlab-2.0.20-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 6.7 MB |
| Tags | CPython 3.14 Linux glibc 2.24+ ARM64 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
1dabdcd2fa9738c13dd8759322e333ff1176c4b5908f09aa20aa287c21adcd36
|
|
BLAKE2b-256 checksum How to use checksums |
d9a5c7a6067c95bcb3e59a7f6470bf89e6ea5b607f720479e7f7afcab6a666b2
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.3
|
Release files / finlab-2.0.20-cp314-cp314-macosx_10_15_universal2.whl
| Download URL | finlab-2.0.20-cp314-cp314-macosx_10_15_universal2.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.14 macOS 10.15+ universal2 (ARM64, x86-64) |
|
SHA-256 checksum How to use checksums |
f96089fbc7e927e41b29bd06f76dea8a9419fc8418cbd9b7a5b7a56d0d0012cd
|
|
BLAKE2b-256 checksum How to use checksums |
a7890ced28558b6f320ccdaa455aa6cd2d0ead723a5d61b35fb5cc47cc7a88a2
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.3
|
Release files / finlab-2.0.20-cp313-cp313-win_amd64.whl
| Download URL | finlab-2.0.20-cp313-cp313-win_amd64.whl |
|---|---|
| Size | 2.1 MB |
| Tags | CPython 3.13 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
c94e6544b8a672a8c957859839b0965c3ba220b9a5457916452d27bc35f67d39
|
|
BLAKE2b-256 checksum How to use checksums |
04d706fb5fff28d5fdeb994740a2fa5650b71bf10480e6f125e0388a5ff4d86b
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.3
|
Release files / finlab-2.0.20-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | finlab-2.0.20-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 7.0 MB |
| Tags | CPython 3.13 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
155401805c01d9f63a56466250db347ac7874249a09eb24db165b0a2c997e0cb
|
|
BLAKE2b-256 checksum How to use checksums |
eff1e4136fa456315fc3c6dda255d9cf8ccd23b7804c2161ade47905f7b8f1b2
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.3
|
Release files / finlab-2.0.20-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
| Download URL | finlab-2.0.20-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 6.7 MB |
| Tags | CPython 3.13 Linux glibc 2.24+ ARM64 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
1fa4aac1f72c9b5970936d68d92a3b4b3fb4704bb5fe78f9b9df442bd6cc9c2c
|
|
BLAKE2b-256 checksum How to use checksums |
5e776c81dbf0a119d215ea02bc10ffeb9850a9fffdbc38e1790485c62958ea77
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.3
|
Release files / finlab-2.0.20-cp313-cp313-macosx_10_15_universal2.whl
| Download URL | finlab-2.0.20-cp313-cp313-macosx_10_15_universal2.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.13 macOS 10.15+ universal2 (ARM64, x86-64) |
|
SHA-256 checksum How to use checksums |
786b8e83ce6b085f7f0c0d88f60098aec809b698915c489940267def677ed040
|
|
BLAKE2b-256 checksum How to use checksums |
44e428d652b2694b34a9a87b2c28757b639d2d80606aa5113ec3bbb8c4d4b793
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.3
|
Release files / finlab-2.0.20-cp312-cp312-win_amd64.whl
| Download URL | finlab-2.0.20-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 2.1 MB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
164a902b31b2c580c5f77f17bf003dc366726eb3e1972edf5eab0fe50788fdda
|
|
BLAKE2b-256 checksum How to use checksums |
d4df2d2d6b8d1b590c0a1d09293e26aa564b3a4b234f3d5347f4b99f5e45f9c5
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.3
|
Release files / finlab-2.0.20-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | finlab-2.0.20-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 7.0 MB |
| Tags | CPython 3.12 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
fcb48bc8a6e69affb2e86b9dba73d29272225a854e4310c952496ab8007a978f
|
|
BLAKE2b-256 checksum How to use checksums |
f1318e2d3edc8451917e6c31ecb1923444e803b366f538ae8905620e28647c55
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.3
|
Release files / finlab-2.0.20-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
| Download URL | finlab-2.0.20-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 6.7 MB |
| Tags | CPython 3.12 Linux glibc 2.24+ ARM64 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
d59fecb5744cc46a00cc677010cdf522093005d123499223f61303f31151e7c3
|
|
BLAKE2b-256 checksum How to use checksums |
d4a17cd0e0e8967063653d17f3fc29757b8de0e809b52e84a21bab89d5cef68c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.3
|
Release files / finlab-2.0.20-cp312-cp312-macosx_10_15_universal2.whl
| Download URL | finlab-2.0.20-cp312-cp312-macosx_10_15_universal2.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.12 macOS 10.15+ universal2 (ARM64, x86-64) |
|
SHA-256 checksum How to use checksums |
a77b12b473173331fc1c99b806e29bccebe32cc863f4efbae7ca496e1f2b4de0
|
|
BLAKE2b-256 checksum How to use checksums |
ef3c19dc75b89724934960ab4b0f22b88bd0dba66a99c69d8f284dff8d13783e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.3
|
Release files / finlab-2.0.20-cp311-cp311-win_amd64.whl
| Download URL | finlab-2.0.20-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 2.1 MB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
ee6cf689032f8c9ee7e192a2aa70163107ff984116ad9a29e7788df2bad8ee5b
|
|
BLAKE2b-256 checksum How to use checksums |
20fa152b99a774a72a0767136df1db80afbffe5f83b48c7a6558fb20ce9aa862
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.3
|
Release files / finlab-2.0.20-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | finlab-2.0.20-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 7.1 MB |
| Tags | CPython 3.11 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
aaa35f0dfc961389d09c4744613fc92e49d069096c90f194a18c0d7cd9c0d8c7
|
|
BLAKE2b-256 checksum How to use checksums |
4598025b1752e21c52641c708f97c2ac705a3c25ce437f287ceb82033d6d907d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.3
|
Release files / finlab-2.0.20-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
| Download URL | finlab-2.0.20-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 6.8 MB |
| Tags | CPython 3.11 Linux glibc 2.24+ ARM64 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
694c6535bee354804b62b306df2074f7f07176b1a03d7eea394fd4e8ae7c5fcd
|
|
BLAKE2b-256 checksum How to use checksums |
a0f775b24fa54fd69935a6b04e74c40f2a4ff10ede639092fcc6b77a2ae60302
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.3
|
Release files / finlab-2.0.20-cp311-cp311-macosx_10_15_universal2.whl
| Download URL | finlab-2.0.20-cp311-cp311-macosx_10_15_universal2.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.11 macOS 10.15+ universal2 (ARM64, x86-64) |
|
SHA-256 checksum How to use checksums |
4e34f3d849f96449751180f852c9bc6d1d30758010f72ad593865855d2293877
|
|
BLAKE2b-256 checksum How to use checksums |
864e6ef11d11ed76b017034e0989d541e9e5d4b55572127cd6542125c7a833af
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.3
|
Release files / finlab-2.0.20-cp310-cp310-win_amd64.whl
| Download URL | finlab-2.0.20-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 2.1 MB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
2cbb5d97720175452ba07205bfb944b7076a52845fd232a1ad88fa500de9deb2
|
|
BLAKE2b-256 checksum How to use checksums |
7631e6d2907fc4788f723b96189a1367753c6107cff699f284ea6f78aca1d3d5
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.3
|
Release files / finlab-2.0.20-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | finlab-2.0.20-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 6.6 MB |
| Tags | CPython 3.10 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
1caf3eb8878967c4efcd315614cb02b864385d36140bb53f4e3803185494ddc0
|
|
BLAKE2b-256 checksum How to use checksums |
079ba6b4c7083aaa54e25d72986c5420f1d050e974c30084ddd45bdb7797f7ae
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.3
|
Release files / finlab-2.0.20-cp310-cp310-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
| Download URL | finlab-2.0.20-cp310-cp310-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 6.3 MB |
| Tags | CPython 3.10 Linux glibc 2.24+ ARM64 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
1f626d813e0c570cf1b3ea10a358eaa903802d25cb323a64326ade20f26cd6b5
|
|
BLAKE2b-256 checksum How to use checksums |
254f3a97360ea9fad707f51a9a23c4b601e3ebd015447711fd1c81e0d95bfb21
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.3
|
Release files / finlab-2.0.20-cp310-cp310-macosx_10_15_universal2.whl
| Download URL | finlab-2.0.20-cp310-cp310-macosx_10_15_universal2.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.10 macOS 10.15+ universal2 (ARM64, x86-64) |
|
SHA-256 checksum How to use checksums |
9b8d8f3e95a42364654823f13550991a76414a0e8130621f8ad708af72a47211
|
|
BLAKE2b-256 checksum How to use checksums |
d6938eac9cdade7196438c9e1cb87795c96e56005ba4fecfecaf6b71bb7ef834
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.3
|
