update

.devcontainer/Dockerfile

@@ -0,0 +1,17 @@
+FROM mcr.microsoft.com/vscode/devcontainers/universal:2-focal
+
+# Execute files when main is triggered
+RUN apt-get update && apt-get -y install --no-install-recommends \
+    python3.8-venv \
+    gcc 
+
+# Setting up virtual environment 
+ARG USER="codespace"
+ARG VENV_PATH="/home/${USER}/venv"
+COPY requirements.txt /tmp/
+COPY Makefile /tmp/
+# Install packages according to the versions listed in the requirements.txt file
+RUN su $USER -c "/usr/bin/python3 -m venv /home/${USER}/venv" \
+    && su $USER -c "${VENV_PATH}/bin/pip --disable-pip-version-check --no-cache-dir install -r /tmp/requirements.txt" \
+    # Removes the requirements.txt file from /tmp/
+    && rm -rf /tmp/requirements.txt

.devcontainer/devcontainer.json

@@ -1,22 +1,69 @@
-// For format details, see https://aka.ms/devcontainer.json. For config options, see the
-// README at: https://github.com/devcontainers/templates/tree/main/src/python
+//Set up development environment in Github Codespace
 {
-	"name": "Python 3",
-	// Or use a Dockerfile or Docker Compose file. More info: https://containers.dev/guide/dockerfile
-	"image": "mcr.microsoft.com/devcontainers/python:1-3.12-bullseye"
-
-	// Features to add to the dev container. More info: https://containers.dev/features.
-	// "features": {},
-
-	// Use 'forwardPorts' to make a list of ports inside the container available locally.
-	// "forwardPorts": [],
-
-	// Use 'postCreateCommand' to run commands after the container is created.
-	// "postCreateCommand": "pip3 install --user -r requirements.txt",
-
-	// Configure tool-specific properties.
-	// "customizations": {},
-
-	// Uncomment to connect as root instead. More info: https://aka.ms/dev-containers-non-root.
-	// "remoteUser": "root"
-}
+    "name": "GitHub Codespaces (Default)",
+    "build": {
+        "dockerfile": "Dockerfile",
+        "context": ".."
+    },
+    "features": {
+        "ghcr.io/devcontainers/features/nvidia-cuda:1": {
+            "installCudnn": true
+        }
+    },
+    // Configure tool-specific properties.
+    "customizations": {
+        // Configure properties specific to VS Code.
+        "vscode": {
+            // Set *default* container specific settings.json values on container create.
+            "settings": {
+                "go.toolsManagement.checkForUpdates": "local",
+                "go.useLanguageServer": true,
+                "go.gopath": "/go",
+                "python.defaultInterpreterPath": "/home/codespace/venv/bin/python",
+                "python.linting.enabled": true,
+                "python.linting.pylintEnabled": true,
+                "python.formatting.autopep8Path": "/home/codespace/venv/bin/autopep8",
+                "python.formatting.blackPath": "/home/codespace/venv/bin/black",
+                "python.formatting.yapfPath": "/home/codespace/venv/bin/yapf",
+                "python.linting.banditPath": "/home/codespace/venv/bin/bandit",
+                "python.linting.flake8Path": "/home/codespace/venv/bin/flake8",
+                "python.linting.mypyPath": "/home/codespace/venv/bin/mypy",
+                "python.linting.pycodestylePath": "/home/codespace/venv/bin/pycodestyle",
+                "python.linting.pydocstylePath": "/home/codespace/venv/bin/pydocstyle",
+                "python.linting.pylintPath": "/home/codespace/venv/bin/pylint",
+                "lldb.executable": "/usr/bin/lldb",
+                "files.watcherExclude": {
+                    "**/target/**": true
+                }
+            },
+            // Add the IDs of extensions you want installed when the container is created.
+            "extensions": [
+                "GitHub.vscode-pull-request-github",
+                "GitHub.copilot-nightly",
+                "GitHub.copilot-labs",
+                "ms-azuretools.vscode-docker",
+                "ms-toolsai.jupyter",
+                "ms-toolsai.jupyter-keymap",
+                "ms-toolsai.jupyter-renderers",
+                "ms-python.vscode-pylance",
+                "ms-python.python",
+                "ms-vscode.makefile-tools"
+            ]
+        }
+    },
+    "remoteUser": "codespace",
+    "overrideCommand": false,
+    //Docker volumes to be mounted from the Docker
+    "mounts": [
+        "source=codespaces-linux-var-lib-docker,target=/var/lib/docker,type=volume"
+    ],
+    "runArgs": [
+        "--cap-add=SYS_PTRACE",
+        "--security-opt",
+        "seccomp=unconfined",
+        "--privileged",
+        "--init"
+    ],
+    //runs the setup.sh file script
+    "postCreateCommand": "bash setup.sh"
+}

.github/workflows/hello.yml → .github/workflows/cicd.yml

@@ -1,4 +1,5 @@
-name: Python Application Test with Github Actions 
+name: Github Actions Matrix Build for Multiple Python Versions
+
 on:
   schedule:
   - cron:  '0 3 * * SUN'
@@ -10,14 +11,18 @@ on:
 
 jobs:
   build:
-    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: [3.7,3.8,3.9,3.11]
+        os: [ubuntu-latest]
+    runs-on: ${{matrix.os}}
 
     steps:
-      - uses: actions/checkout@v3
-      - name: Setup Python 3.8
-        uses: actions/setup-python@v1
+      - uses: actions/checkout@v4
+      - name: Setup Python
+        uses: actions/setup-python@v4
         with: 
-          python-version: 3.8
+          python-version: ${{matrix.python-version}}
 
       - name: install packages and dependencies
         run: |
@@ -30,7 +35,4 @@ jobs:
           make test
       - name: format with black 
         run: |
-          make format
-      - name: deploy the app
-        run: |
-          make deploy
+          make format

README.md

@@ -1,7 +1,3 @@
-[![Python Application Test with Github Actions](https://github.com/jayliu1016/jayliu_ids_de_1/actions/workflows/hello.yml/badge.svg)](https://github.com/jayliu1016/jayliu_ids_de_1/actions/workflows/hello.yml)
-
-# jayliu_ids_de_1
+# jayliu_ids_Matrix_Build
 python project
 It is a template for my future python project.
-
-<img width="1096" alt="Screenshot 2024-09-06 at 12 23 02 PM" src="https://github.com/user-attachments/assets/9c7c03b7-05ef-4086-8668-8181b2c95cb7">

main.py

@@ -1,4 +1,37 @@
-import math
+import pandas as pd
+import matplotlib.pyplot as plt
 
-def add(x,y):
-    return math.ceil(x)+math.floor(y)
+# Load the player overview dataset
+soccer_df = pd.read_csv("player_overview.csv")
+
+
+# print the head of the dataset to showcase what variables it includes
+def print_head():
+    soccer_head = soccer_df.head()
+    print(soccer_head)
+    return soccer_head
+
+
+# describe the dataset's statistics for all numerical columns
+def describe_stat():
+    # This will include statistics like mean, median, std for all numerical columns
+    soccer_desc = soccer_df.describe(include=[float, int])
+    print(soccer_desc)
+    return soccer_desc
+
+
+# create a scatter plot of the 'Goals' and 'Assists' columns
+def build_scatter_plot():
+    plt.scatter(soccer_df['Goals'], soccer_df['Assists'], alpha=0.6, color='blue')
+    plt.xlabel('Goals')
+    plt.ylabel('Assists')
+    plt.title('Scatter Plot of Goals vs Assists')
+    plt.savefig("Goals_Assists_Scatter.png")
+    plt.show()
+
+
+# main to execute the functions
+if __name__ == "__main__":
+    print_head()
+    describe_stat()
+    build_scatter_plot()