Update unit_tests.yml to the workflow on windows, ubuntu, and macos.

.github/workflows/unit_tests.yml

@@ -16,9 +16,13 @@ jobs:
         uses: actions/setup-python@v4
         with:
           python-version: ${{ matrix.python-version }}
-      - name: Install dependencies
+      - name: Update pip and setuptools
         run: |
           python -m pip install --upgrade pip
+          python -m pip install --upgrade setuptools
+  
+      - name: Install dependencies
+        run: |
           pip install ruff pytest coverage
           pip install -r requirements.txt
       - name: Lint with ruff
@@ -42,8 +46,8 @@ jobs:
         with:
           name: coverage-report
           path: coverage.xml
-      - name: Coveralls (Run only on Linux and macOS)
-        if: ${{ matrix.os != 'windows-latest' }}
+      - name: Run Coveralls (only for ubuntu-latest and python 3.10)
+        if: ${{ matrix.os == 'ubuntu-latest' && matrix.python-version == '3.10' }}
         env:
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
         uses: coverallsapp/github-action@v2

README.md

@@ -15,10 +15,10 @@ Universal Event Detection in Time Series
 
 - [Introduction](#introduction)
 - [Installation](#installation)
-- [Quickstart](#Quickstart)
-- [Make Prediction](#Make Prediction)
+- [Quickstart](#quickstart)
+- [Make Prediction](#make-prediction)
 - [Documentation](#documentation)
-- [How to credit our package](#How to credit our package)
+- [How to credit our package](#how-to-credit-our-package)
 
 ## Introduction
 Welcome to **EventDetector**, a Python package for detecting events in time series data. The emphasis of this package