Week	Units and Topics	Resources	Due
Week 1	Unit 1: Getting Started with Jupyter Notebooks Jupyter Notebooks Unit 2: NumPy The Data Analytics Ecosystem NumPy ndarrays NumPy Statistical Functions Basic Indexing and Slicing Importing Data Into NumPy Arrays	1 Getting Started Python interpreter VS Code Google Colab 2 NumPy NumPy.ndarray NumPy.ptp (peak to peak) NumPy.amax NumPy.average
Week 2	Unit 3: Pandas Reading CSV Files Pandas DataFrames Reading Excel Files Bringing Code into Notebooks DataFrame Attributes Understanding Data Types	3 Pandas read_csv() head() shape dtypes read_excel()	Due Fri (8/29): Ex 1.1 Ex 2.1 Quiz
Week 3	Unit 3: Pandas Summary Stats of a DataFrame Min, Mean, Sum, and Describe Methods Create Custom Datasets	3 Pandas describe() Drawdata	Due Fri (9/5): Ex 3.1 Ex 3.2 Quiz
Week 4	Unit 3: Pandas Filtering DataFrames Filtering: query() Operators Checking Filter with unique()	3 Pandas query() unique()	Due Fri (9/12): Ex 3.4
Week 5	Unit 3: Pandas Sorting a DataFrame Changing Data Types Top N with iloc[]	3 Pandas sort_values() iloc[]	Due Fri (9/19): Ex 3.5 Quiz
Week 6	Unit 3: Pandas Lab 1 - Filtering and Sorting		Due Fri (9/26): Lab 1
Week 7	Unit 3: Pandas Groupby Operations - One Column Adding New Columns to DataFrames	3 Pandas astype() groupby() reset_index() drop()	Due Fri (10/3): Ex 3.6
Week 8	Unit 3: Pandas Groupby Operations - Two Columns	3 Pandas astype() groupby() reset_index() drop()	Due Fri (10/10): Ex 3.7
Oct. 13-19: Fall Break - No Class
Week 9	Unit 3: Pandas Lab 2 - Groupby Lab	3 Pandas read_html() replace()	Due Fri (10/24): Lab 2
Week 10	Unit 4: Visualizing Data with Python Simple Plots with Matplotlib DataFrame Plots with Seaborn	4 Visualizing Data with Python Matplotlib Library Seaborn Library	Due Fri (10/31): 4.1
Week 11	Unit 4: Visualizing Data with Python Integrating Structurally Different Data Sets Into a Single DataFrame	4 Visualizing Data with Python concat() cumsum()	Due Fri (11/7): 4.2 Quiz
Week 12	Unit 4: Visualizing Data with Python Simple Bar Charts with Plotly Express Formatting Bar Chart Labels	4 Visualizing Data with Python Plotly Express Bar Charts Text and Annotations	Due Fri (11/14): 4.5 4.6 Quiz
Week 13	Unit 5: Statistical Analysis and Visualization Peform Basic Statistical Analyses Plots of Summary Statistics	5 Statistical Analysis and Visualization seaborn.catplot seaborn.pairplot	Due Fri (11/21): 5.1
Week 14	Unit 5: Statistical Analysis and Visualization Compute Correlations Among Variables	5 Statistical Analysis and Visualization Pandas.corr seaborn.heatmap seaborn.regplot seaborn.jointplot	Due Fri (11/28): 5.2 Quiz
Week 15	Final Exam Report		Due Fri (12/5): Final Exam Report

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