Week Day	Date	Units and Topics	Resources	Due
Mon	1/13	Unit 1: Getting Started with Jupyter Notebooks VS Code Google Colab Jupyter Notebooks	1 Getting Started Python interpreter VS Code Create a Gmail account Working with Jupyter Notebooks in VS Code Working with Jupyter Notebooks in Google Colab
Wed	1/15	Unit 2: NumPy The Data Analytics Ecosystem NumPy ndarrays NumPy Statistical Functions	2 NumPy NumPy.ndarray NumPy.ptp (peak to peak) NumPy.amax NumPy.average
Fri	1/17	Unit 2: NumPy Basic Indexing and Slicing Importing Data Into NumPy Arrays	2 NumPy
Mon	1/20	MLK Jr. Day - No Class
Wed	1/22	Unit 3: Pandas Reading CSV Files Pandas DataFrames	3 Pandas read_csv() head() shape dtypes
Fri	1/24	Lab Day (working session)		Ex 1.1 Ex 2.1 Ex 3.1 Quiz
Mon	1/27	Unit 3: Pandas Reading Excel Files Bringing Code into Notebooks DataFrame Attributes Understanding Data Types	3 Pandas read_excel() shape dtypes
Wed	1/29	Unit 3: Pandas Summary Stats of a DataFrame Min, Mean, Sum, and Describe Methods	3 Pandas describe()
Fri	1/31	Lab Day (working session)		Ex 3.2 Quiz
Mon	2/3	Unit 3: Pandas Filtering DataFrames Filtering: query() Operators Checking Filter with unique()	3 Pandas query() unique()
Wed	2/5	Unit 3: Pandas Sorting a DataFrame Changing Data Types Top N with iloc[]	3 Pandas sort_values() iloc[]
Fri	2/7	Lab Day (working session)		Ex 3.4 Ex 3.5 Quiz
Mon	2/10	Unit 3: Pandas Groupby Operations - One Column Adding New Columns to DataFrames	3 Pandas astype() groupby() reset_index() drop()
Wed	2/12	Unit 3: Pandas Groupby Operations - Two Columns	3 Pandas astype() groupby() reset_index() drop()
Fri	2/14	Lab Day (working session)		Ex 3.6 Ex 3.7 Lab 1 Quiz
Mon	2/17	Unit 3: Pandas Screenscraping Data Cleansing	3 Pandas read_html() replace()
Wed	2/19	Unit 3: Pandas Dealing with Missing Data	3 Pandas isnull() fillna()
Fri	2/21	Lab Day (working session)		3.8 3.9 Lab 2 Quiz
Mon	2/24	Unit 3: Pandas Data Cleansing II Inconsistent Data	3 Pandas
Wed	2/26	Unit 3: Pandas Reading Tables From a Relational Database Reading Data From a URL	3 Pandas
Fri	2/28	Lab Day (working session)		3.10 3.11 Quiz
Mon	3/3	Unit 4: Visualizing Data with Python Simple Plots with Matplotlib DataFrame Plots with Seaborn	4 Visualizing Data with Python
Wed	3/5	Unit 4: Visualizing Data with Python Integrating Structurally Different Data Sets Into a Single DataFrame	4 Visualizing Data with Python
Fri	3/7	Lab Day (working session)		4.1 4.2
March 10-16: Spring Break - No Class
Mon	3/17	Unit 4: Visualizing Data with Python Intro to Bokeh Line Charts	4 Visualizing Data with Python Intro to Bokeh Line Chart Markers Layouts
Wed	3/19	Unit 4: Visualizing Data with Python Time Series with Bokeh Bokeh Layouts Hover Tooltip	4 Visualizing Data with Python Markers Layouts
Fri	3/21	Lab Day (working session)		4.3 4.4
Mon	3/24	Unit 4: Visualizing Data with Python Simple Bar Charts with Plotly Express	4 Visualizing Data with Python Plotly Express Bar Charts
Wed	3/26	Unit 4: Visualizing Data with Python Formatting Bar Chart Labels	4 Visualizing Data with Python Text and Annotations
Fri	3/28	Lab Day (working session)		4.5 4.6
Mon	3/31	Unit 5: Statistical Analysis and Visualization Peform Basic Statistical Analyses Plots of Summary Statistics	5 Statistical Analysis and Visualization seaborn.catplot seaborn.pairplot
Wed	4/2	Unit 5: Statistical Analysis and Visualization Compute Correlations Among Variables	5 Statistical Analysis and Visualization Pandas.corr seaborn.heatmap seaborn.regplot
Fri	4/4	Lab Day (working session)		5.1 5.2 Lab 3 Quiz
Mon	4/7	Unit 6: Machine Learning Models AI Agents	6 Machine Learning Models Need Info Here
Wed	4/9	Unit 6: Machine Learning Models AI Agents	6 Machine Learning Models Need Info Here
Fri	4/11	Lab Day (working session)		X Quiz
Mon	4/14	Catch-Up Day: Optional Drop-In Class
Apr. 16 - 20: Easter Break - No Classes
Mon	4/21	Unit 6: Machine Learning Models AI Agents	6 Machine Learning Models Need Info Here
Wed	4/23	Unit 6: Machine Learning Models AI Agents	6 Machine Learning Models Need Info Here
Fri	4/25	Lab Day (working session)		X Quiz
Mon	4/28	Unit 6: Machine Learning Models AI Agents	6 Machine Learning Models Need Info Here
Wed	4/30	Unit 6: Machine Learning Models AI Agents	6 Machine Learning Models Need Info Here
Fri	5/2	No Class Meeting Study for final exam
CIS 340 In Class Final Exam: Tuesday, May 6: 3:00 - 5:30 PM

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