Posted on October 19, 2025 by

# Day 7: Data Quality and Validation ## Learning Objectives Master data quality and validation concepts and apply them to clinical trial data. ## Topics Covered isnull(), data type validation, quality reports ## Hands-On Lab **File**: [Download Lab Notebook](/resources/day-07-lab/lab-day-7.ipynb) Work with clinical_df dataset applying todays concepts. ## Daily Quiz **File**: [Take Daily Quiz](/resources/day-07-quiz/quiz-day-7.html) Pass threshold: […]

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Posted on October 19, 2025 by

# Day 5: Pandas Data Selection and Filtering ## Learning Objectives Master pandas data selection and filtering concepts and apply them to clinical trial data. ## Topics Covered Boolean indexing, query() method, selecting multiple columns ## Hands-On Lab **File**: Work with clinical_df dataset applying todays concepts. ## Daily Quiz **File**: Pass threshold: 70% ## Key […]

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Posted on October 19, 2025 by

# Day 6: Loading Data from Files ## Learning Objectives Master loading data from files concepts and apply them to clinical trial data. ## Topics Covered pd.read_csv(), data inspection, handling missing values ## Hands-On Lab **File**: Work with clinical_df dataset applying todays concepts. ## Daily Quiz **File**: Pass threshold: 70% ## Key Takeaways – Apply […]

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Posted on October 19, 2025 by

# Day 4: Introduction to Pandas DataFrames ## Learning Objectives Master introduction to pandas dataframes concepts and apply them to clinical trial data. ## Topics Covered DataFrame structure, Series, indexing with loc/iloc, creating DataFrames ## Hands-On Lab **File**: Work with clinical_df dataset applying todays concepts. ## Daily Quiz **File**: Pass threshold: 70% ## Key Takeaways […]

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Posted on October 19, 2025 by

# Day 3: Python Control Structures ## Learning Objectives Master python control structures concepts and apply them to clinical trial data. ## Topics Covered if/elif/else, for/while loops, list comprehensions, filtering data ## Hands-On Lab **File**: Work with clinical_df dataset applying todays concepts. ## Daily Quiz **File**: Pass threshold: 70% ## Key Takeaways – Apply python […]

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Posted on October 19, 2025 by

# Day 2: Python Data Types & Operations ## Learning Objectives Master Pythons core data types and operations essential for clinical data analysis. ## Topics Covered Strings, integers, floats, booleans, lists, dictionaries, tuples, type conversion, operators ## Hands-On Lab **File**: Work with different data structures to represent patient and trial data. ## Daily Quiz **File**: […]

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Posted on October 19, 2025 by

# Day 1: Python Fundamentals & Environment Setup ## Learning Objectives Master Python setup and fundamental programming concepts for data science workflows. ## Topics Covered Python installation, Jupyter notebooks, variables, basic data types, print statements, comments ## Hands-On Lab **File**: Set up your Python environment and write your first data science programs. ## Daily Quiz […]

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