- Advanced Python Programs
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Python Basics
- Introduction and Setup
- Create a system info collector CLI using platform, sys, and psutil.
- Build a virtual environment manager using venv and subprocess.
- Script to generate a project folder with auto README, .gitignore, and starter script.
- Python version compatibility checker for scripts (uses ast, tokenize).
- Auto-install missing modules when ImportError is detected.
- Create a startup script that logs Python path, version, and user info.
- Build a tool to compare two Python environments (pip freeze diff).
- Script to automate code linting, formatting (using black, flake8, isort).
- Develop a python --info clone that shows detailed interpreter config.
- Set up and test a pyproject.toml file for a sample module.
- Package a module and publish it to TestPyPI.
- Script to check environment memory usage while loading modules.
- Write a Python script that upgrades all installed packages safely.
- Program to back up and restore .py and .ipynb files in a directory.
- Use argparse to build a multi-command CLI utility tool.
- Compare CPython vs PyPy performance on a benchmark task.
- Automate logging and error capturing for all first-time scripts.
- Build a script to run code snippets interactively with audit logging.
- Create a "Getting Started Wizard" for first-time learners.
- Write a Python sandbox that runs code with restricted permissions.
- Variables and Data Types
- Implement dynamic type conversion using regex rules on string inputs.
- Auto-detect and correct mistyped literals (e.g., "5.0O" → "500").
- Create a type-tracer that logs type transitions across operations.
- Build a system to simulate memory-efficient representations (bitfields).
- Write a program that deep-checks nested data structure types.
- Simulate real-time data stream type validation using decorators.
- Create a tool that visualizes Python object memory layout.
- Build a mini schema validator for data (like JSON schema).
- Explore data coercion rules (like float+int, str*int) with examples.
- Type-safe expression evaluator (add type checks to an eval function).
- Program to convert mixed-type lists to homogeneous types.
- Create custom class TypeEnforcer to reject illegal type assignments.
- Dynamic variable inspector CLI using locals() and globals().
- Use mypy and typing to enforce type hints and generate reports.
- Build a program that tracks how often each data type is used.
- Create a symbolic type system to simulate type inference.
- Program to clean and standardize inconsistent data types in a CSV.
- Visualize type distributions in a dataset using a pie chart.
- Parse and evaluate expressions based on runtime-detected types.
- Use metaclasses to auto-type-check class properties.
- Operators
- Create a visual operator precedence tester with expressions.
- Implement a full infix → postfix → result evaluator using stack.
- Write a symbolic math engine using operator overloading.
- Build a spreadsheet-style formula evaluator supporting cells.
- Implement a binary expression tree from math strings.
- Create a vector class that supports all mathematical operators.
- Overload operators to simulate a Matrix class (with +, *, etc.).
- Build a simulator for circuit logic (AND, OR, NOT using bitwise ops).
- Create a filter expression parser (e.g., "age>30 and score<=80").
- Build a secure math expression evaluator (no eval()).
- Compare expression results across float/int/bool for precision.
- Implement a mini-language interpreter using custom operators.
- Develop a program to visualize operator evaluation order.
- Create a complex number calculator using class and operator overloading.
- Simulate a search engine filter logic using boolean operators.
- Build a finance calculator for tax slabs (tiered with conditions).
- Use bitwise operators to encode/decode permissions (Unix-style).
- Test short-circuit evaluation with custom objects and logs.
- Build a CLI tool that runs operator tests on user input.
- Create a GUI-based calculator supporting all operator types.
- Input and Output (Advanced)
- Build a CLI form handler that saves data in JSON/XML/CSV.
- Real-time data logger from user input to rotating file logs.
- Input validator that uses regex, length, type, and range checks.
- Password input tool with masking and strength meter.
- Create a reusable interactive menu system.
- Build a resume-builder CLI that outputs to Markdown and PDF.
- Implement a chatbot-like input collector with context.
- Save formatted user input into Excel using openpyxl.
- Use input() to take dynamic Python code and safely evaluate.
- Read and parse structured data input (YAML, XML).
- Create a console wizard that guides users through data entry.
- CLI survey that outputs charts of responses using matplotlib.
- Create a tool to validate and clean bulk data from user entries.
- Prompt user for input and send it via POST request to an API.
- Record input sessions and save as log with timestamps.
- Create a pseudo form validator with input loop + correction.
- Build a terminal app that accepts file paths and processes them.
- Develop a custom input prompt framework with templates.
- Validate and enrich contact details entered by the user (name/email).
- Build a script that generates a config file based on user inputs.
Module 2: Control Structures
- Conditional Statements
- Custom Grading System – Assign letter grades with optional GPA scale.
- Tax Calculator – Slab-based income tax with deductions and surcharges.
- Loan Eligibility Checker – Based on salary, credit score, age.
- Nested Condition Analyzer – Debug tool to visualize if-elif-else flow.
- Advanced BMI Categorizer – Classify health risk using BMI + age + gender.
- Eligibility Checker for Competitive Exams – Uses multiple nested conditions.
- Age-based Access Control System – Assign privileges by age groups.
- Custom Rule Engine – Accepts user-defined conditions and evaluates.
- Dynamic If-Else Generator – Take user conditions and generate Python code.
- Compare 3 or More Objects (Scores, Distances) – With tie-break logic.
- Medical Diagnosis Rule Checker – Use conditions to suggest possible symptoms.
- Electricity Bill Estimator – Different rates for tiers of usage.
- Scholarship Eligibility Calculator – Uses multi-param criteria.
- Compare Dates or Time Intervals – Determine recency, time left, etc.
- Smart Calculator with Conditional Error Checks – e.g., divide-by-zero, invalid op.
- Credit Card Approval Simulator – Based on income, age, history.
- Multi-Language Greeting System – Based on input locale.
- Dynamic Pricing Model – Based on season, demand, location.
- Insurance Premium Estimator – Based on driver’s profile.
- Hotel Room Assignment Logic – Based on group size and preferences.
- Looping Statements - (for, while)
- Pattern Generator Engine – Choose shape, size, and symbol.
- Sudoku Grid Validator – Iterate through rows, cols, and subgrids.
- Prime Number Counter with Stats – Count, sum, mean of all primes in range.
- Progress Bar Animation in Terminal – Simulated loading loop.
- Calendar Renderer – Print calendar view using nested loops.
- Reverse Multiplication Table Generator – From N to 1 in rows.
- Factorial Table Generator – Show factorials of first N numbers.
- User Login System with Retry Limit – Allow 3 attempts.
- Simulate Bank ATM Menu – Loop with transaction types.
- Loop-Based Art Generator (ASCII) – Complex figures using logic.
- Iterate Over Nested JSON – Parse and print key-value tree.
- Custom Loop Breaker – Use input to break or continue dynamically.
- Dynamic Loop Builder from Text Input – Convert plain rules to loops.
- Pyramid Pattern with Alphabets or Numbers – Custom alignment.
- User Polling System – Loop to take repeated survey inputs.
- Fibonacci Sequence Analyzer – Find nth term, sum, average.
- Interactive Flashcards in a Loop – Present until mastery.
- Simulation: Car Fuel Consumption Until Empty – Break loop at 0.
- Calculate Compound Interest Year by Year – Show yearly breakdown.
- Time Tracker: Display Clock Every 1 Sec – Stop after N seconds.
- Loop Control Statements (break, continue, pass)
- Password Validator with Break on Success – Retry until valid input.
- Loop Skipping Specific Conditions – e.g., skip weekends in date loop.
- Data Cleaning with Continue – Skip invalid rows in list of dicts.
- Game Menu Loop with Break to Exit – Continue looping until “exit”.
- Log Scanner: Stop at First Error Entry – Demonstrate break.
- Prime Finder with Pass Placeholder for Future Optimizations.
- Custom Retry Mechanism with Break and Counter.
- Loop Through Sensor Data – Continue if Reading < Threshold.
- Shopping Cart Simulator – Exit loop when budget exhausted.
- Pass as Empty Handler in Function Loops.
- Email List Parser – Skip Invalid Emails using Continue.
- For-Else Loop Example – Search for Item, Confirm if Not Found.
- Simulate Elevator Stops – Skip Out-of-Order Floors.
- Simulate Turn-Based Game – Use Continue for Skipped Turn.
- Log Parser with Multiple Exit Conditions.
- Interactive Quiz – Break After 3 Wrong Answers.
- Random Number Generator – Pass if Even, Stop on Divisible by 7.
- Skip Comments While Reading a File.
- Fast Search in Dataset – Break on First Match, Pass on Errors.
- Infinite Menu Loop with Controlled Break.
Module 3: Functions and Recursion
- Defining and Calling Functions
- Function to Auto-Format Report Cards – Accepts data and prints styled output.
- Keyword-Only Argument Enforcer – Prevents positional usage.
- Function to Summarize Dataset – Mean, median, mode, range with *args.
- Create a Function Registry – Dynamically register callable functions.
- Function that Returns Multiple Statistical Results – e.g., mean, std, var.
- Decorator-Free Memoization with Function Wrapping.
- Factory Function That Returns Specialized Functions.
- Function Call Logger with Timestamps (using datetime).
- Function that Accepts Another Function and Logs Its Output.
- Multiple Argument Handling with Type Enforcement.
- Build a Secure Eval Function That Limits Scope.
- Dynamic Function Calling from a String (using globals()).
- Function to Perform Chained Transformations on Text.
- Higher-Order Function: Accepts Sorting Rule as Function.
- Create a Timer Wrapper for Any Callable.
- Function to Recursively Flatten Nested Lists.
- Function that Builds Markdown Tables from Nested Lists.
- Function to Convert Dictionary to Query String.
- Function with Dynamic Default Value Generator.
- Function Comparison Tool (compares logic by AST).
- Arguments and Parameters
- Function to Accept Unlimited Named Arguments and Return JSON.
- Create a Flexible Currency Converter Using **kwargs.
- Dynamic Calculator Function Using *args.
- Logger Function That Accepts Log Type and Metadata as kwargs.
- Function That Accepts Rules and Applies to List (like filter).
- Build Function Dispatcher with Argument Inspection.
- Convert Flat Args into Nested Dictionary Structure.
- Type Annotated Function With Runtime Type Checking.
- Argument Handler for CLI Tools Using argparse.
- Simulate API Call Signature with Optional/Required Parameters.
- Build Template Renderer Using Named Placeholders.
- Create Default Parameter Based on Other Inputs.
- Use inspect to Analyze Function Parameters.
- Function that Accepts Inputs from YAML File and Executes Task.
- Dynamic Field Validator Function With Rules Passed as kwargs.
- Named Parameter Resolver With Defaults and Fallbacks.
- Function With Error Reporting for Each Argument.
- Parameter Flattening Utility Function.
- Function Overloader That Chooses by Argument Count.
- Smart Validator With Switchable Rules via kwargs.
- Lambda, map, filter, reduce
- Use map to Clean, Normalize, and Standardize CSV Data.
- Use filter to Remove Incomplete or Corrupt Records.
- Use reduce to Perform Cumulative Summation of Dataset.
- Use Lambda for Dynamic Sorting Rules (length, frequency, etc.).
- Lambda for Generating Fibonacci Sequence in List Comprehension.
- Custom Lambda-Based Encryption for Strings.
- Pipeline System Using map → filter → reduce on JSON Records.
- Lambda to Validate Form Fields Based on Type Rules.
- Chained Lambdas for Text Cleanup: Lowercase → Strip → Replace.
- Use map to Apply Markdown Formatting to a List of Strings.
- Use reduce to Calculate GCD/LCM of List of Integers.
- Use filter to Extract Users Over Age X with Score > Y.
- Lambda to Simulate Expression Evaluator (a op b).
- Create a Decorator That Replaces Function With a Lambda Dynamically.
- Create Nested Lambda for Polynomial Functions.
- Sort List of Dicts Using Lambda Keys with Fallbacks.
- Use map to Reformat Date Strings in Data.
- Build a Text Summarizer Using Lambda to Reduce Sentences.
- Lambda-Based Unit Converter Factory.
- Function to Create Lambda Chains Dynamically from Configs.
- Recursion
- Recursive Directory Scanner – Walks file system like os.walk().
- Recursive Tree Printer – For nested dictionaries or JSON structures.
- Recursively Flatten Any Nested List/Dict Structure.
- Solve Tower of Hanoi Problem and Print Steps.
- Find All Subsets (Power Set) of a Given List.
- Generate All Permutations of a String Recursively.
- Recursively Reverse a Linked List (or simulate with list).
- Solve a Maze Path Using Recursion and Backtracking.
- Binary Search Implementation (Recursive).
- Parse Nested Mathematical Expression (e.g., "3(2+1)").*
- Recursive Fibonacci with Memoization.
- Sudoku Solver Using Recursive Backtracking.
- Recursively Evaluate a JSON Rule Engine.
- Generate Pascal’s Triangle Recursively.
- Simulate File Copying with Nested Folders Recursively.
- Count Leaf Nodes in a Tree Represented with Nested Lists.
- Solve N-Queens Problem Using Recursion.
- Recursive Web Crawler (Limit by Depth).
- Expression Tree Evaluation Recursively.
- Recursive Palindrome Checker with Substring Reduction.
Advanced Python Programs
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Input and Output
CLI survey that outputs charts of responses using matplotlib - Advanced Python Program
Prereqs: Python 3.10+,
pip install psutil black flake8 isort twine build rich
(some scripts also use colorama or tomllib on <3.11).