diff --git a/.devcontainer/Dockerfile b/.devcontainer/Dockerfile index 6c1586a..d051aca 100644 --- a/.devcontainer/Dockerfile +++ b/.devcontainer/Dockerfile @@ -59,7 +59,8 @@ RUN pip3 install --upgrade pip && \ pip3 install opencv-python && \ pip3 install imutils && \ pip3 install sqlalchemy && \ - pip3 install pyautogui + pip3 install pyautogui && \ + pip3 install yfinance # re-enable dialog mode for apt-get ENV DEBIAN_FRONTEND=dialog diff --git a/CHANGELOG.md b/CHANGELOG.md new file mode 100644 index 0000000..8d6703c --- /dev/null +++ b/CHANGELOG.md @@ -0,0 +1,27 @@ +# Changelog + +All changes to the project will be documented in this file. + +The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/). +The project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html). + +## [Unreleased] + +- this is a placeholder + +## [1.0.0] - 2023-02-14 + +### Added + +- added "yfinance" python package + +### Changed + +- updated to Debian 11 bullseye + +### Removed + +- dropped the deprecated Python 2 + +[unreleased]: https://github.com/jakoch/jupyter-devbox/compare/v1.0.0...HEAD +[1.0.0]: https://github.com/jakoch/jupyter-devbox/releases/tag/v1.0.0 diff --git a/README.md b/README.md index cdde757..924540c 100644 --- a/README.md +++ b/README.md @@ -10,7 +10,7 @@ The pre-installed libraries include OpenCV, Tensorflow, Keras, Numpy, Pandas, Sk #### What is pre-installed? -Base: Debian 10 - Buster +Base: Debian 11 - Bullseye On top of the base image the following tools are installed: - zsh, git, cmake @@ -30,6 +30,7 @@ The installed Python libraries are: - imutils - sqlalchemy - pyautogui + - yfinance #### Prerequisites diff --git a/notebooks/test.ipynb b/notebooks/test.ipynb index cef6b21..5ac3364 100644 --- a/notebooks/test.ipynb +++ b/notebooks/test.ipynb @@ -15,7 +15,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 5, "metadata": { "tags": [] }, @@ -36,7 +36,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -48,7 +48,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -69,7 +69,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -110,7 +110,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.2" + "version": "3.9.2 (default, Feb 28 2021, 17:03:44) \n[GCC 10.2.1 20210110]" }, "orig_nbformat": 2, "vscode": {