python-1000-snippets

A comprehensive collection of 1000 Python code snippets for demonstration and simulation.

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Python 1000 Snippets

Current Repository Progress:

Snippets: 1000/1000

Cheatsheets: 0/1000

Samples: 0/1000

Welcome to the Python 1000 Snippets repository! This project is a comprehensive collection of 1000 Python code snippets for demonstration and simulation. The snippets are categorized into three difficulty levels:

Basic (1-333): Foundational Python concepts.
Intermediate (334-666): More complex techniques.
Advanced (667-1000): Advanced applications, advanced algorithms, and more.

Each snippet resides in its own folder (python-1000-snippets/XXXX-Title-Name) with a dedicated README.md explaining the code, its purpose, and usage.

Folder Structure

python-1000-snippets/
├── python-1000-snippets/
│   ├── 0001-Hello-World/
│   │   └── README.md
│   ├── 0002-Variable-Declaration/
│   │   └── README.md
│   ├── ...
│   └── 1000-Hybrid-Quantum-Classical-Computing/
│       └── README.md

Contributing

We welcome contributions! Please read our CONTRIBUTING.md for guidelines on how to submit snippets, improve documentation, or report issues.

Community Guidelines

To ensure a welcoming environment, please adhere to our CODE_OF_CONDUCT.md.

Support

For help or questions, refer to SUPPORT.md.

Security

Found a security issue? Please report it following the guidelines in SECURITY.md.

License

This repository is licensed under the MIT License. See LICENSE for details.

Snippet List

Below is the complete list of snippet titles, hyperlinked to their respective folders in this repository.

Note: Diff starting from 591.

Basic Snippets (1-333)

#	Name	Snippet	Cheatsheet	Sample
1	Hello World	✅	❌	❌
2	Variable Declaration	✅	❌	❌
3	Arithmetic Operations	✅	❌	❌
4	String Concatenation	✅	❌	❌
5	User Input	✅	❌	❌
6	Conditional Statements	✅	❌	❌
7	For Loop	✅	❌	❌
8	While Loop	✅	❌	❌
9	List Creation	✅	❌	❌
10	Tuple Creation	✅	❌	❌
11	Dictionary Creation	✅	❌	❌
12	Set Creation	✅	❌	❌
13	Function Definition	✅	❌	❌
14	Return Statement	✅	❌	❌
15	String Formatting	✅	❌	❌
16	List Append	✅	❌	❌
17	List Remove	✅	❌	❌
18	Error Handling	✅	❌	❌
19	File Reading	✅	❌	❌
20	File Writing	✅	❌	❌
21	Calculator	✅	❌	❌
22	Temperature Conversion	✅	❌	❌
23	Random Number Generation	✅	❌	❌
24	String Methods	✅	❌	❌
25	List Slicing	✅	❌	❌
26	Dictionary Access	✅	❌	❌
27	Loop Break	✅	❌	❌
28	Loop Continue	✅	❌	❌
29	Counter	✅	❌	❌
30	Factorial Calculation	✅	❌	❌
31	Fibonacci Sequence	✅	❌	❌
32	Prime Number Check	✅	❌	❌
33	Palindrome Check	✅	❌	❌
34	List Comprehension	✅	❌	❌
35	List Sorting	✅	❌	❌
36	String Reversal	✅	❌	❌
37	Lambda Function	✅	❌	❌
38	Map Function	✅	❌	❌
39	Filter Function	✅	❌	❌
40	Reduce Function	✅	❌	❌
41	List Length	✅	❌	❌
42	Dictionary Length	✅	❌	❌
43	String Length	✅	❌	❌
44	Timer	✅	❌	❌
45	Date Handling	✅	❌	❌
46	Time Handling	✅	❌	❌
47	Password Generator	✅	❌	❌
48	JSON Parsing	✅	❌	❌
49	CSV Reading	✅	❌	❌
50	CSV Writing	✅	❌	❌
51	Email Validation	✅	❌	❌
52	URL Parsing	✅	❌	❌
53	Number Guessing Game	✅	❌	❌
54	Rock Paper Scissors	✅	❌	❌
55	Dice Roller	✅	❌	❌
56	Hangman Game	✅	❌	❌
57	Tic Tac Toe	✅	❌	❌
58	ASCII Art	✅	❌	❌
59	Text Encryption	✅	❌	❌
60	Text Decryption	✅	❌	❌
61	Command Line Arguments	✅	❌	❌
62	Logging	✅	❌	❌
63	Regular Expression	✅	❌	❌
64	File Copy	✅	❌	❌
65	File Delete	✅	❌	❌
66	Directory Creation	✅	❌	❌
67	Directory Listing	✅	❌	❌
68	Environment Variables	✅	❌	❌
69	Process Execution	✅	❌	❌
70	Signal Handling	✅	❌	❌
71	Thread Creation	✅	❌	❌
72	Queue Usage	✅	❌	❌
73	Stack Implementation	✅	❌	❌
74	Linked List	✅	❌	❌
75	Binary Tree	✅	❌	❌
76	Graph Representation	✅	❌	❌
77	Bubble Sort	✅	❌	❌
78	Selection Sort	✅	❌	❌
79	Insertion Sort	✅	❌	❌
80	Merge Sort	✅	❌	❌
81	Quick Sort	✅	❌	❌
82	Binary Search	✅	❌	❌
83	Linear Search	✅	❌	❌
84	Hash Table	✅	❌	❌
85	Trie Implementation	✅	❌	❌
86	Heap Implementation	✅	❌	❌
87	Priority Queue	✅	❌	❌
88	Depth First Search	✅	❌	❌
89	Breadth First Search	✅	❌	❌
90	Dijkstra Algorithm	✅	❌	❌
91	Bellman Ford Algorithm	✅	❌	❌
92	Floyd Warshall Algorithm	✅	❌	❌
93	Kruskal Algorithm	✅	❌	❌
94	Prim Algorithm	✅	❌	❌
95	Topological Sort	✅	❌	❌
96	Knapsack Problem	✅	❌	❌
97	Longest Common Subsequence	✅	❌	❌
98	Edit Distance	✅	❌	❌
99	Matrix Multiplication	✅	❌	❌
100	Determinant Calculation	✅	❌	❌
101	Vector Operations	✅	❌	❌
102	Complex Numbers	✅	❌	❌
103	Polynomial Evaluation	✅	❌	❌
104	Numerical Integration	✅	❌	❌
105	Root Finding	✅	❌	❌
106	Linear Regression	✅	❌	❌
107	Statistics Calculation	✅	❌	❌
108	Probability Simulation	✅	❌	❌
109	Monte Carlo Simulation	✅	❌	❌
110	Random Walk	✅	❌	❌
111	Markov Chain	✅	❌	❌
112	Queue Simulation	✅	❌	❌
113	Inventory Simulation	✅	❌	❌
114	Traffic Simulation	✅	❌	❌
115	Population Growth	✅	❌	❌
116	Epidemic Model	✅	❌	❌
117	Game of Life	✅	❌	❌
118	Cellular Automata	✅	❌	❌
119	Fractal Generation	✅	❌	❌
120	Turtle Graphics	✅	❌	❌
121	Pygame Window	✅	❌	❌
122	Pygame Drawing	✅	❌	❌
123	Pygame Animation	✅	❌	❌
124	Pygame Event Handling	✅	❌	❌
125	Tkinter Window	✅	❌	❌
126	Tkinter Button	✅	❌	❌
127	Tkinter Entry	✅	❌	❌
128	Tkinter Label	✅	❌	❌
129	Tkinter Canvas	✅	❌	❌
130	SQLite Connection	✅	❌	❌
131	SQLite Table Creation	✅	❌	❌
132	SQLite Insert	✅	❌	❌
133	SQLite Select	✅	❌	❌
134	SQLite Update	✅	❌	❌
135	SQLite Delete	✅	❌	❌
136	MySQL Connection	✅	❌	❌
137	PostgreSQL Connection	✅	❌	❌
138	HTTP Request	✅	❌	❌
139	Web Scraping	✅	❌	❌
140	API Call	✅	❌	❌
141	Socket Client	✅	❌	❌
142	Socket Server	✅	❌	❌
143	Thread Synchronization	✅	❌	❌
144	Multiprocessing	✅	❌	❌
145	Async Function	✅	❌	❌
146	Await Usage	✅	❌	❌
147	Coroutine	✅	❌	❌
148	Event Loop	✅	❌	❌
149	Context Manager	✅	❌	❌
150	Decorator	✅	❌	❌
151	Generator	✅	❌	❌
152	Iterator	✅	❌	❌
153	Class Definition	✅	❌	❌
154	Inheritance	✅	❌	❌
155	Polymorphism	✅	❌	❌
156	Encapsulation	✅	❌	❌
157	Abstraction	✅	❌	❌
158	Property Decorator	✅	❌	❌
159	Static Method	✅	❌	❌
160	Class Method	✅	❌	❌
161	Metaclass	✅	❌	❌
162	Singleton Pattern	✅	❌	❌
163	Factory Pattern	✅	❌	❌
164	Observer Pattern	✅	❌	❌
165	Strategy Pattern	✅	❌	❌
166	Command Pattern	✅	❌	❌
167	State Pattern	✅	❌	❌
168	Adapter Pattern	✅	❌	❌
169	Decorator Pattern	✅	❌	❌
170	Proxy Pattern	✅	❌	❌
171	Facade Pattern	✅	❌	❌
172	Bridge Pattern	✅	❌	❌
173	Composite Pattern	✅	❌	❌
174	Flyweight Pattern	✅	❌	❌
175	Chain of Responsibility	✅	❌	❌
176	Mediator Pattern	✅	❌	❌
177	Memento Pattern	✅	❌	❌
178	Template Method	✅	❌	❌
179	Visitor Pattern	✅	❌	❌
180	Iterator Pattern	✅	❌	❌
181	Builder Pattern	✅	❌	❌
182	Prototype Pattern	✅	❌	❌
183	Abstract Factory	✅	❌	❌
184	Module Import	✅	❌	❌
185	Package Creation	✅	❌	❌
186	Unit Testing	✅	❌	❌
187	Mocking	✅	❌	❌
188	Pytest Setup	✅	❌	❌
189	Code Coverage	✅	❌	❌
190	Logging Configuration	✅	❌	❌
191	Configuration File	✅	❌	❌
192	INI Parsing	✅	❌	❌
193	YAML Parsing	✅	❌	❌
194	XML Parsing	✅	❌	❌
195	HTML Parsing	✅	❌	❌
196	JSON Serialization	✅	❌	❌
197	Pickle Usage	✅	❌	❌
198	Shelve Usage	✅	❌	❌
199	Database Migration	✅	❌	❌
200	ORM Setup	✅	❌	❌
201	SQLAlchemy Model	✅	❌	❌
202	Flask App	✅	❌	❌
203	Django Project	✅	❌	❌
204	FastAPI Setup	✅	❌	❌
205	WebSocket Client	✅	❌	❌
206	WebSocket Server	✅	❌	❌
207	MQTT Client	✅	❌	❌
208	RabbitMQ Producer	✅	❌	❌
209	RabbitMQ Consumer	✅	❌	❌
210	Kafka Producer	✅	❌	❌
211	Kafka Consumer	✅	❌	❌
212	Redis Connection	✅	❌	❌
213	Memcached Usage	✅	❌	❌
214	MongoDB Connection	✅	❌	❌
215	Cassandra Connection	✅	❌	❌
216	Elasticsearch Query	✅	❌	❌
217	Neo4j Connection	✅	❌	❌
218	GraphQL Query	✅	❌	❌
219	REST API Client	✅	❌	❌
220	SOAP Client	✅	❌	❌
221	FTP Client	✅	❌	❌
222	SFTP Client	✅	❌	❌
223	SMTP Email	✅	❌	❌
224	IMAP Email	✅	❌	❌
225	Telnet Client	✅	❌	❌
226	SSH Client	✅	❌	❌
227	SNMP Query	✅	❌	❌
228	LDAP Query	✅	❌	❌
229	OAuth2 Authentication	✅	❌	❌
230	JWT Generation	✅	❌	❌
231	JWT Validation	✅	❌	❌
232	Password Hashing	✅	❌	❌
233	Symmetric Encryption	✅	❌	❌
234	Asymmetric Encryption	✅	❌	❌
235	Digital Signature	✅	❌	❌
236	Certificate Generation	✅	❌	❌
237	SSL/TLS Client	✅	❌	❌
238	Blockchain Implementation	✅	❌	❌
239	Merkle Tree	✅	❌	❌
240	Smart Contract	✅	❌	❌
241	Cryptocurrency Wallet	✅	❌	❌
242	NFT Minting	✅	❌	❌
243	Web3 Integration	✅	❌	❌
244	Ethereum Transaction	✅	❌	❌
245	Bitcoin Transaction	✅	❌	❌
246	Machine Learning Model	✅	❌	❌
247	Linear Regression Model	✅	❌	❌
248	Logistic Regression	✅	❌	❌
249	Decision Tree	✅	❌	❌
250	Random Forest	✅	❌	❌
251	K-Means Clustering	✅	❌	❌
252	PCA Analysis	✅	❌	❌
253	Neural Network	✅	❌	❌
254	CNN Model	✅	❌	❌
255	RNN Model	✅	❌	❌
256	LSTM Model	✅	❌	❌
257	Transformer Model	✅	❌	❌
258	GAN Implementation	✅	❌	❌
259	Reinforcement Learning	✅	❌	❌
260	Q-Learning	✅	❌	❌
261	Policy Gradient	✅	❌	❌
262	Image Processing	✅	❌	❌
263	Image Filtering	✅	❌	❌
264	Edge Detection	✅	❌	❌
265	Face Detection	✅	❌	❌
266	Object Detection	✅	❌	❌
267	Text Classification	✅	❌	❌
268	Sentiment Analysis	✅	❌	❌
269	Named Entity Recognition	✅	❌	❌
270	Topic Modeling	✅	❌	❌
271	Word Embedding	✅	❌	❌
272	Text Generation	✅	❌	❌
273	Speech Recognition	✅	❌	❌
274	Text to Speech	✅	❌	❌
275	Audio Processing	✅	❌	❌
276	Signal Processing	✅	❌	❌
277	Time Series Analysis	✅	❌	❌
278	ARIMA Model	✅	❌	❌
279	Fourier Transform	✅	❌	❌
280	Wavelet Transform	✅	❌	❌
281	Kalman Filter	✅	❌	❌
282	Particle Filter	✅	❌	❌
283	Control System	✅	❌	❌
284	PID Controller	✅	❌	❌
285	Robotics Simulation	✅	❌	❌
286	Path Planning	✅	❌	❌
287	A Star Algorithm	✅	❌	❌
288	RRT Algorithm	✅	❌	❌
289	SLAM Implementation	✅	❌	❌
290	Sensor Fusion	✅	❌	❌
291	Computer Vision	✅	❌	❌
292	Optical Flow	✅	❌	❌
293	Stereo Vision	✅	❌	❌
294	3D Reconstruction	✅	❌	❌
295	Augmented Reality	✅	❌	❌
296	Virtual Reality	✅	❌	❌
297	Game Engine	✅	❌	❌
298	Physics Simulation	✅	❌	❌
299	Collision Detection	✅	❌	❌
300	Ray Casting	✅	❌	❌
301	Particle System	✅	❌	❌
302	Fluid Simulation	✅	❌	❌
303	Cloth Simulation	✅	❌	❌
304	Rigid Body Dynamics	✅	❌	❌
305	Soft Body Dynamics	✅	❌	❌
306	Finite Element Analysis	✅	❌	❌
307	Computational Fluid Dynamics	✅	❌	❌
308	Molecular Dynamics	✅	❌	❌
309	Quantum Simulation	✅	❌	❌
310	Genetic Algorithm	✅	❌	❌
311	Evolutionary Strategy	✅	❌	❌
312	Particle Swarm Optimization	✅	❌	❌
313	Ant Colony Optimization	✅	❌	❌
314	Simulated Annealing	✅	❌	❌
315	Tabu Search	✅	❌	❌
316	Hill Climbing	✅	❌	❌
317	Gradient Descent	✅	❌	❌
318	Newton Method	✅	❌	❌
319	Conjugate Gradient	✅	❌	❌
320	Linear Programming	✅	❌	❌
321	Integer Programming	✅	❌	❌
322	Nonlinear Programming	✅	❌	❌
323	Dynamic Programming	✅	❌	❌
324	Greedy Algorithm	✅	❌	❌
325	Divide and Conquer	✅	❌	❌
326	Backtracking	✅	❌	❌
327	Branch and Bound	✅	❌	❌
328	Constraint Satisfaction	✅	❌	❌
329	Game Theory	✅	❌	❌
330	Nash Equilibrium	✅	❌	❌
331	Auction Theory	✅	❌	❌
332	Voting System	✅	❌	❌
333	Social Network Analysis	✅	❌	❌

Intermediate Snippets (334-666)

#	Name	Snippet	Cheatsheet	Sample
334	Nested List Comprehension	✅	❌	❌
335	Nested Dictionary Processing	✅	❌	❌
336	Complex String Processing	✅	❌	❌
337	File System Operations	✅	❌	❌
338	Recursive Functions	✅	❌	❌
339	Custom Exception Handling	✅	❌	❌
340	Dynamic Error Management	✅	❌	❌
341	Complex Lambda Expressions	✅	❌	❌
342	Functional Programming Patterns	✅	❌	❌
343	Map Reduce Pipeline	✅	❌	❌
344	Custom Sorting Algorithms	✅	❌	❌
345	Set Algebra Operations	✅	❌	❌
346	Multidimensional Array Processing	✅	❌	❌
347	Tuple Manipulation	✅	❌	❌
348	Dictionary Merging Techniques	✅	❌	❌
349	Generator Pipelines	✅	❌	❌
350	Custom Iterator Design	✅	❌	❌
351	Nested Context Managers	✅	❌	❌
352	Decorator Stacking	✅	❌	❌
353	Multiple Inheritance	✅	❌	❌
354	Dynamic Class Creation	✅	❌	❌
355	Polymorphic Behavior	✅	❌	❌
356	Private Attribute Management	✅	❌	❌
357	Abstract Base Classes	✅	❌	❌
358	Dynamic Property Management	✅	❌	❌
359	Static Method Patterns	✅	❌	❌
360	Class Method Patterns	✅	❌	❌
361	Metaclass Customization	✅	❌	❌
362	Thread-Safe Singleton	✅	❌	❌
363	Factory Method Implementation	✅	❌	❌
364	Event-Driven Observer	✅	❌	❌
365	Dynamic Strategy Selection	✅	❌	❌
366	Undoable Command Pattern	✅	❌	❌
367	Finite State Machine	✅	❌	❌
368	Interface Adapter	✅	❌	❌
369	Component Decoration	✅	❌	❌
370	Virtual Proxy	✅	❌	❌
371	Subsystem Facade	✅	❌	❌
372	Implementation Bridge	✅	❌	❌
373	Tree Structure Composite	✅	❌	❌
374	Memory Efficient Flyweight	✅	❌	❌
375	Request Chain Handling	✅	❌	❌
376	Object Communication Mediator	✅	❌	❌
377	State Snapshot Memento	✅	❌	❌
378	Algorithm Template	✅	❌	❌
379	Object Traversal Visitor	✅	❌	❌
380	Custom Iteration Pattern	✅	❌	❌
381	Complex Object Builder	✅	❌	❌
382	Object Cloning Prototype	✅	❌	❌
383	Family of Objects Factory	✅	❌	❌
384	Modular Code Structure	✅	❌	❌
385	Package Dependency Management	✅	❌	❌
386	Parameterized Unit Tests	✅	❌	❌
387	Advanced Mocking Techniques	✅	❌	❌
388	Pytest Fixture Scoping	✅	❌	❌
389	Branch Coverage Analysis	✅	❌	❌
390	Rotating Log Files	✅	❌	❌
391	Dynamic Configuration Loading	✅	❌	❌
392	Complex INI Processing	✅	❌	❌
393	Nested YAML Handling	✅	❌	❌
394	XML Schema Validation	✅	❌	❌
395	Dynamic HTML Scraping	✅	❌	❌
396	Custom JSON Serialization	✅	❌	❌
397	Secure Pickle Handling	✅	❌	❌
398	Persistent Shelve Storage	✅	❌	❌
399	Automated Database Migration	✅	❌	❌
400	Complex ORM Relationships	✅	❌	❌
401	SQLAlchemy Query Optimization	✅	❌	❌
402	Flask RESTful API	✅	❌	❌
403	Django Admin Customization	✅	❌	❌
404	FastAPI Authentication	✅	❌	❌
405	Real-Time WebSocket Chat	✅	❌	❌
406	MQTT Publish Subscribe	✅	❌	❌
407	RabbitMQ Work Queues	✅	❌	❌
408	Kafka Stream Processing	✅	❌	❌
409	Redis PubSub Messaging	✅	❌	❌
410	Memcached Distributed Cache	✅	❌	❌
411	MongoDB Aggregation Pipeline	✅	❌	❌
412	Cassandra Data Modeling	✅	❌	❌
413	Elasticsearch Full-Text Search	✅	❌	❌
414	Neo4j Graph Traversal	✅	❌	❌
415	GraphQL Mutation Design	✅	❌	❌
416	REST API Pagination	✅	❌	❌
417	SOAP Service Integration	✅	❌	❌
418	FTP Directory Sync	✅	❌	❌
419	SFTP File Transfer	✅	❌	❌
420	SMTP Email with Attachments	✅	❌	❌
421	IMAP Email Filtering	✅	❌	❌
422	Telnet Protocol Handling	✅	❌	❌
423	SSH Remote Command Execution	✅	❌	❌
424	SNMP Device Monitoring	✅	❌	❌
425	LDAP User Authentication	✅	❌	❌
426	OAuth2 Token Refresh	✅	❌	❌
427	JWT Role-Based Authorization	✅	❌	❌
428	Secure Password Storage	✅	❌	❌
429	AES Encryption	✅	❌	❌
430	RSA Key Pair Generation	✅	❌	❌
431	Digital Signature Verification	✅	❌	❌
432	Self-Signed Certificate	✅	❌	❌
433	TLS Server Implementation	✅	❌	❌
434	Blockchain Transaction Validation	✅	❌	❌
435	Merkle Tree Verification	✅	❌	❌
436	Smart Contract Deployment	✅	❌	❌
437	Cryptocurrency Transaction Signing	✅	❌	❌
438	NFT Metadata Creation	✅	❌	❌
439	Web3 Smart Contract Interaction	✅	❌	❌
440	Ethereum Gas Optimization	✅	❌	❌
441	Bitcoin Address Generation	✅	❌	❌
442	Supervised Learning Pipeline	✅	❌	❌
443	Feature Engineering	✅	❌	❌
444	Data Preprocessing	✅	❌	❌
445	Hyperparameter Tuning	✅	❌	❌
446	Cross-Validation Setup	✅	❌	❌
447	Gradient Boosting Model	✅	❌	❌
448	SVM Classification	✅	❌	❌
449	Naive Bayes Classifier	✅	❌	❌
450	K-Nearest Neighbors	✅	❌	❌
451	DBSCAN Clustering	✅	❌	❌
452	Hierarchical Clustering	✅	❌	❌
453	T-SNE Visualization	✅	❌	❌
454	Deep Learning Pipeline	✅	❌	❌
455	Transfer Learning	✅	❌	❌
456	Data Augmentation	✅	❌	❌
457	Batch Normalization	✅	❌	❌
458	Dropout Regularization	✅	❌	❌
459	Attention Mechanism	✅	❌	❌
460	Sequence Modeling	✅	❌	❌
461	Time Series Forecasting	✅	❌	❌
462	Anomaly Detection	✅	❌	❌
463	Image Segmentation	✅	❌	❌
464	Pose Estimation	✅	❌	❌
465	Text Tokenization	✅	❌	❌
466	Language Model Fine-Tuning	✅	❌	❌
467	Speech Synthesis	✅	❌	❌
468	Audio Feature Extraction	✅	❌	❌
469	Signal Denoising	✅	❌	❌
470	Dynamic Time Warping	✅	❌	❌
471	Control System Simulation	✅	❌	❌
472	Robot Kinematics	✅	❌	❌
473	Motion Planning	✅	❌	❌
474	Visual Odometry	✅	❌	❌
475	Camera Calibration	✅	❌	❌
476	3D Point Cloud Processing	✅	❌	❌
477	Game AI Implementation	✅	❌	❌
478	Procedural Content Generation	✅	❌	❌
479	Terrain Generation	✅	❌	❌
480	Shader Programming	✅	❌	❌
481	Real-Time Rendering	✅	❌	❌
482	Particle Swarm Simulation	✅	❌	❌
483	Crowd Simulation	✅	❌	❌
484	Weather Simulation	✅	❌	❌
485	Ecosystem Simulation	✅	❌	❌
486	Neural Network Visualization	✅	❌	❌
487	Graph Visualization	✅	❌	❌
488	Data Dashboard	✅	❌	❌
489	Interactive Plotting	✅	❌	❌
490	3D Visualization	✅	❌	❌
491	Heatmap Generation	✅	❌	❌
492	Geospatial Analysis	✅	❌	❌
493	Network Packet Analysis	✅	❌	❌
494	Protocol Parsing	✅	❌	❌
495	Firewall Rule Management	✅	❌	❌
496	Intrusion Detection	✅	❌	❌
497	Penetration Testing	✅	❌	❌
498	Vulnerability Scanning	✅	❌	❌
499	Log Analysis	✅	❌	❌
500	System Monitoring	✅	❌	❌
501	Performance Profiling	✅	❌	❌
502	Memory Leak Detection	✅	❌	❌
503	Thread Pool Management	✅	❌	❌
504	Process Pool Management	✅	❌	❌
505	Asynchronous Task Queue	✅	❌	❌
506	Distributed Task Scheduling	✅	❌	❌
507	Cron Job Automation	✅	❌	❌
508	Workflow Orchestration	✅	❌	❌
509	Container Orchestration	✅	❌	❌
510	Docker Container Management	✅	❌	❌
511	Kubernetes Deployment	✅	❌	❌
512	Serverless Function	✅	❌	❌
513	Cloud Storage Integration	✅	❌	❌
514	Message Queue Integration	✅	❌	❌
515	Stream Processing Pipeline	✅	❌	❌
516	Batch Processing Pipeline	✅	❌	❌
517	Data Lake Integration	✅	❌	❌
518	Data Warehouse Query	✅	❌	❌
519	ETL Pipeline	✅	❌	❌
520	Data Validation Framework	✅	❌	❌
521	Schema Evolution	✅	❌	❌
522	Data Anonymization	✅	❌	❌
523	GDPR Compliance	✅	❌	❌
524	Audit Trail Logging	✅	❌	❌
525	Role-Based Access Control	✅	❌	❌
526	Attribute-Based Access Control	✅	❌	❌
527	Session Management	✅	❌	❌
528	API Rate Limiting	✅	❌	❌
529	Circuit Breaker Pattern	✅	❌	❌
530	Retry Mechanism	✅	❌	❌
531	Bulkhead Isolation	✅	❌	❌
532	Service Discovery	✅	❌	❌
533	Load Balancing	✅	❌	❌
534	Distributed Tracing	✅	❌	❌
535	Health Check Monitoring	✅	❌	❌
536	Metrics Collection	✅	❌	❌
537	Alerting System	✅	❌	❌
538	Chaos Engineering	✅	❌	❌
539	Fault Injection	✅	❌	❌
540	Disaster Recovery	✅	❌	❌
541	Backup Automation	✅	❌	❌
542	Data Replication	✅	❌	❌
543	High Availability Setup	✅	❌	❌
544	Failover Mechanism	✅	❌	❌
545	Blue-Green Deployment	✅	❌	❌
546	Canary Release	✅	❌	❌
547	Feature Toggling	✅	❌	❌
548	A/B Testing Framework	✅	❌	❌
549	Multivariate Testing	✅	❌	❌
550	User Behavior Analytics	✅	❌	❌
551	Recommendation System	✅	❌	❌
552	Collaborative Filtering	✅	❌	❌
553	Content-Based Filtering	✅	❌	❌
554	Hybrid Recommendation	✅	❌	❌
555	Personalization Engine	✅	❌	❌
556	Customer Segmentation	✅	❌	❌
557	Churn Prediction	✅	❌	❌
558	Fraud Detection	✅	❌	❌
559	Risk Assessment	✅	❌	❌
560	Credit Scoring	✅	❌	❌
561	Portfolio Optimization	✅	❌	❌
562	Algorithmic Trading	✅	❌	❌
563	Market Basket Analysis	✅	❌	❌
564	Supply Chain Optimization	✅	❌	❌
565	Demand Forecasting	✅	❌	❌
566	Inventory Optimization	✅	❌	❌
567	Route Optimization	✅	❌	❌
568	Scheduling Algorithm	✅	❌	❌
569	Resource Allocation	✅	❌	❌
570	Queue Management	✅	❌	❌
571	Simulation Modeling	✅	❌	❌
572	Digital Twin Implementation	✅	❌	❌
573	IoT Device Integration	✅	❌	❌
574	Edge Computing	✅	❌	❌
575	Sensor Data Processing	✅	❌	❌
576	Real-Time Analytics	✅	❌	❌
577	Event-Driven Architecture	✅	❌	❌
578	Microservices Communication	✅	❌	❌
579	API Gateway Implementation	✅	❌	❌
580	Service Mesh Integration	✅	❌	❌
581	Distributed Locking	✅	❌	❌
582	Consensus Algorithm	✅	❌	❌
583	Event Sourcing	✅	❌	❌
584	CQRS Pattern	✅	❌	❌
585	Saga Pattern	✅	❌	❌
586	Compensating Transaction	✅	❌	❌
587	Domain-Driven Design	✅	❌	❌
588	Bounded Context	✅	❌	❌
589	Aggregate Root	✅	❌	❌
590	Value Object	✅	❌	❌
591	Entity Modeling	✅	❌	❌
592	Repository Pattern	✅	❌	❌
593	Unit of Work	✅	❌	❌
594	Specification Pattern	✅	❌	❌
595	Event Storming	✅	❌	❌
596	Behavior-Driven Development	✅	❌	❌
597	Test-Driven Development	✅	❌	❌
598	Property-Based Testing	✅	❌	❌
599	Mutation Testing	✅	❌	❌
600	Contract Testing	✅	❌	❌
601	Integration Testing	✅	❌	❌
602	End-to-End Testing	✅	❌	❌
603	Load Testing	✅	❌	❌
604	Stress Testing	✅	❌	❌
605	Soak Testing	✅	❌	❌
606	Spike Testing	✅	❌	❌
607	Configuration Testing	✅	❌	❌
608	Security Testing	✅	❌	❌
609	Penetration Testing Framework	✅	❌	❌
610	Fuzz Testing	✅	❌	❌
611	Static Code Analysis	✅	❌	❌
612	Dynamic Code Analysis	✅	❌	❌
613	Code Review Automation	✅	❌	❌
614	Linting Configuration	✅	❌	❌
615	Formatting Automation	✅	❌	❌
616	Dependency Management	✅	❌	❌
617	Virtual Environment Setup	✅	❌	❌
618	Package Publishing	✅	❌	❌
619	Documentation Generation	✅	❌	❌
620	API Documentation	✅	❌	❌
621	Changelog Automation	✅	❌	❌
622	Versioning Strategy	✅	❌	❌
623	Release Automation	✅	❌	❌
624	CI/CD Pipeline	✅	❌	❌
625	Git Hook Automation	✅	❌	❌
626	Branching Strategy	✅	❌	❌
627	Codebase Migration	✅	❌	❌
628	Legacy Code Refactoring	✅	❌	❌
629	Monolith to Microservices	✅	❌	❌
630	Database Refactoring	✅	❌	❌
631	Schema Migration	✅	❌	❌
632	Data Migration	✅	❌	❌
633	API Versioning	✅	❌	❌
634	Backward Compatibility	✅	❌	❌
635	Deprecation Strategy	✅	❌	❌
636	Feature Deprecation	✅	❌	❌
637	End-of-Life Planning	✅	❌	❌
638	Sunset Policy	✅	❌	❌
639	User Migration	✅	❌	❌
640	Platform Migration	✅	❌	❌
641	Cloud Migration	✅	❌	❌
642	Hybrid Cloud Setup	✅	❌	❌
643	Multi-Cloud Strategy	✅	❌	❌
644	Cost Optimization	✅	❌	❌
645	Resource Tagging	✅	❌	❌
646	Budget Monitoring	✅	❌	❌
647	Usage Analytics	✅	❌	❌
648	Cost Allocation	✅	❌	❌
649	Billing Automation	✅	❌	❌
650	Invoice Processing	✅	❌	❌
651	Payment Gateway Integration	✅	❌	❌
652	Subscription Management	✅	❌	❌
653	Revenue Recognition	✅	❌	❌
654	Financial Reporting	✅	❌	❌
655	Tax Calculation	✅	❌	❌
656	Compliance Reporting	✅	❌	❌
657	Audit Automation	✅	❌	❌
658	Regulatory Compliance	✅	❌	❌
659	Risk Management Framework	✅	❌	❌
660	Incident Response	✅	❌	❌
661	Disaster Recovery Planning	✅	❌	❌
662	Business Continuity	✅	❌	❌
663	Crisis Management	✅	❌	❌
664	Stakeholder Notification	✅	❌	❌
665	Escalation Protocol	✅	❌	❌
666	Post-Mortem Analysis	✅	❌	❌

Advanced Snippets (667-1000)

#	Name	Snippet	Cheatsheet	Sample
667	Distributed System Coordination	✅	❌	❌
668	Leader Election Algorithm	✅	❌	❌
669	Paxos Implementation	✅	❌	❌
670	Raft Consensus	✅	❌	❌
671	Vector Clock Synchronization	✅	❌	❌
672	Lamport Timestamp	✅	❌	❌
673	Distributed Transaction	✅	❌	❌
674	Two-Phase Commit	✅	❌	❌
675	Three-Phase Commit	✅	❌	❌
676	Eventual Consistency	✅	❌	❌
677	Strong Consistency Model	✅	❌	❌
678	CRDT Implementation	✅	❌	❌
679	Gossip Protocol	✅	❌	❌
680	Distributed Hash Table	✅	❌	❌
681	Chord Protocol	✅	❌	❌
682	Kademlia Implementation	✅	❌	❌
683	Peer-to-Peer Network	✅	❌	❌
684	BitTorrent Protocol	✅	❌	❌
685	IPFS Integration	✅	❌	❌
686	Decentralized Storage	✅	❌	❌
687	Blockchain Consensus	✅	❌	❌
688	Proof of Work	✅	❌	❌
689	Proof of Stake	✅	❌	❌
690	Delegated Proof of Stake	✅	❌	❌
691	Byzantine Fault Tolerance	✅	❌	❌
692	Sharding Implementation	✅	❌	❌
693	Sidechain Integration	✅	❌	❌
694	Cross-Chain Bridge	✅	❌	❌
695	Layer 2 Scaling	✅	❌	❌
696	State Channel	✅	❌	❌
697	Plasma Framework	✅	❌	❌
698	Rollup Implementation	✅	❌	❌
699	Zero-Knowledge Proof	✅	❌	❌
700	zk-SNARK Implementation	✅	❌	❌
701	zk-STARK Implementation	✅	❌	❌
702	Homomorphic Encryption	✅	❌	❌
703	Secure Multi-Party Computation	✅	❌	❌
704	Differential Privacy	✅	❌	❌
705	Federated Learning	✅	❌	❌
706	Adversarial Training	✅	❌	❌
707	Model Interpretability	✅	❌	❌
708	Explainable AI	✅	❌	❌
709	AutoML Pipeline	✅	❌	❌
710	Neural Architecture Search	✅	❌	❌
711	Model Compression	✅	❌	❌
712	Knowledge Distillation	✅	❌	❌
713	Quantization-Aware Training	✅	❌	❌
714	Pruning Neural Networks	✅	❌	❌
715	Sparse Neural Networks	✅	❌	❌
716	Graph Neural Networks	✅	❌	❌
717	Temporal Convolutional Networks	✅	❌	❌
718	Vision Transformer	✅	❌	❌
719	Self-Supervised Learning	✅	❌	❌
720	Contrastive Learning	✅	❌	❌
721	Meta-Learning	✅	❌	❌
722	Few-Shot Learning	✅	❌	❌
723	Zero-Shot Learning	✅	❌	❌
724	Continual Learning	✅	❌	❌
725	Online Learning	✅	❌	❌
726	Active Learning	✅	❌	❌
727	Curriculum Learning	✅	❌	❌
728	Multi-Task Learning	✅	❌	❌
729	Multi-Modal Learning	✅	❌	❌
730	Cross-Modal Retrieval	✅	❌	❌
731	Domain Adaptation	✅	❌	❌
732	Domain Generalization	✅	❌	❌
733	Out-of-Distribution Detection	✅	❌	❌
734	Robustness Testing	✅	❌	❌
735	Fairness in AI	✅	❌	❌
736	Bias Mitigation	✅	❌	❌
737	Ethical AI Framework	✅	❌	❌
738	AI Governance	✅	❌	❌
739	Model Monitoring	✅	❌	❌
740	Drift Detection	✅	❌	❌
741	Model Retraining	✅	❌	❌
742	MLOps Pipeline	✅	❌	❌
743	Model Versioning	✅	❌	❌
744	Feature Store	✅	❌	❌
745	Experiment Tracking	✅	❌	❌
746	Hyperparameter Optimization	✅	❌	❌
747	Model Serving	✅	❌	❌
748	Inference Optimization	✅	❌	❌
749	Edge Inference	✅	❌	❌
750	Real-Time Inference	✅	❌	❌
751	Batch Inference	✅	❌	❌
752	Model Deployment	✅	❌	❌
753	A/B Testing for Models	✅	❌	❌
754	Canary Deployment for Models	✅	❌	❌
755	Shadow Deployment	✅	❌	❌
756	Model Rollback	✅	❌	❌
757	Feature Importance Analysis	✅	❌	❌
758	SHAP Value Computation	✅	❌	❌
759	LIME Explanation	✅	❌	❌
760	Counterfactual Explanation	✅	❌	❌
761	Causal Inference	✅	❌	❌
762	Propensity Score Matching	✅	❌	❌
763	Instrumental Variable Analysis	✅	❌	❌
764	Difference-in-Differences	✅	❌	❌
765	Regression Discontinuity	✅	❌	❌
766	Synthetic Control	✅	❌	❌
767	Time Series Causal Analysis	✅	❌	❌
768	Bayesian Inference	✅	❌	❌
769	Markov Chain Monte Carlo	✅	❌	❌
770	Variational Inference	✅	❌	❌
771	Gaussian Process Regression	✅	❌	❌
772	Dirichlet Process Clustering	✅	❌	❌
773	Hierarchical Bayesian Modeling	✅	❌	❌
774	Probabilistic Graphical Models	✅	❌	❌
775	Belief Propagation	✅	❌	❌
776	Hidden Markov Model	✅	❌	❌
777	Conditional Random Fields	✅	❌	❌
778	Topic Modeling with LDA	✅	❌	❌
779	Non-Negative Matrix Factorization	✅	❌	❌
780	Spectral Clustering	✅	❌	❌
781	Manifold Learning	✅	❌	❌
782	Isomap Embedding	✅	❌	❌
783	Locally Linear Embedding	✅	❌	❌
784	Diffusion Maps	✅	❌	❌
785	Persistent Homology	✅	❌	❌
786	Topological Data Analysis	✅	❌	❌
787	Graph Signal Processing	✅	❌	❌
788	Spectral Graph Theory	✅	❌	❌
789	Community Detection	✅	❌	❌
790	Network Centrality Measures	✅	❌	❌
791	Graph Embedding	✅	❌	❌
792	Node2Vec Implementation	✅	❌	❌
793	Graph Attention Networks	✅	❌	❌
794	Dynamic Graph Modeling	✅	❌	❌
795	Temporal Network Analysis	✅	❌	❌
796	Hypergraph Processing	✅	❌	❌
797	Knowledge Graph Construction	✅	❌	❌
798	Entity Resolution	✅	❌	❌
799	Relation Extraction	✅	❌	❌
800	Question Answering System	✅	❌	❌
801	Dialogue System	✅	❌	❌
802	Intent Recognition	✅	❌	❌
803	Slot Filling	✅	❌	❌
804	Text Summarization	✅	❌	❌
805	Abstractive Summarization	✅	❌	❌
806	Extractive Summarization	✅	❌	❌
807	Machine Translation	✅	❌	❌
808	Cross-Lingual Transfer	✅	❌	❌
809	Language Model Pretraining	✅	❌	❌
810	Instruction Tuning	✅	❌	❌
811	Prompt Engineering	✅	❌	❌
812	Chain-of-Thought Reasoning	✅	❌	❌
813	Tree-of-Thought Reasoning	✅	❌	❌
814	Self-Consistency Decoding	✅	❌	❌
815	Knowledge-Augmented Models	✅	❌	❌
816	Retrieval-Augmented Generation	✅	❌	❌
817	Dense Retrieval	✅	❌	❌
818	Sparse Retrieval	✅	❌	❌
819	Vector Search	✅	❌	❌
820	Approximate Nearest Neighbors	✅	❌	❌
821	Inverted Index	✅	❌	❌
822	Full-Text Search Engine	✅	❌	❌
823	Semantic Search	✅	❌	❌
824	Query Expansion	✅	❌	❌
825	Relevance Feedback	✅	❌	❌
826	Learning to Rank	✅	❌	❌
827	Personalized Search	✅	❌	❌
828	Federated Search	✅	❌	❌
829	Multi-Modal Search	✅	❌	❌
830	Image Retrieval	✅	❌	❌
831	Video Retrieval	✅	❌	❌
832	Audio Retrieval	✅	❌	❌
833	3D Model Retrieval	✅	❌	❌
834	Content Moderation	✅	❌	❌
835	Hate Speech Detection	✅	❌	❌
836	Misinformation Detection	✅	❌	❌
837	Deepfake Detection	✅	❌	❌
838	Anomaly Detection in Streams	✅	❌	❌
839	Real-Time Fraud Detection	✅	❌	❌
840	Intrusion Detection System	✅	❌	❌
841	Threat Intelligence	✅	❌	❌
842	Cybersecurity Analytics	✅	❌	❌
843	Malware Analysis	✅	❌	❌
844	Sandbox Execution	✅	❌	❌
845	Reverse Engineering	✅	❌	❌
846	Binary Analysis	✅	❌	❌
847	Code Obfuscation	✅	❌	❌
848	Secure Code Signing	✅	❌	❌
849	Trusted Execution Environment	✅	❌	❌
850	Hardware Security Module	✅	❌	❌
851	Quantum Cryptography	✅	❌	❌
852	Post-Quantum Cryptography	✅	❌	❌
853	Lattice-Based Cryptography	✅	❌	❌
854	Code-Based Cryptography	✅	❌	❌
855	Hash-Based Signatures	✅	❌	❌
856	Supersingular Elliptic Curves	✅	❌	❌
857	Quantum Key Distribution	✅	❌	❌
858	Quantum Random Number Generation	✅	❌	❌
859	Quantum Circuit Simulation	✅	❌	❌
860	Quantum Annealing	✅	❌	❌
861	Quantum Machine Learning	✅	❌	❌
862	Variational Quantum Eigensolver	✅	❌	❌
863	Quantum Approximate Optimization	✅	❌	❌
864	Quantum Neural Networks	✅	❌	❌
865	Quantum Error Correction	✅	❌	❌
866	Quantum Teleportation	✅	❌	❌
867	Quantum Entanglement	✅	❌	❌
868	Quantum Supremacy Demonstration	✅	❌	❌
869	Neuromorphic Computing	✅	❌	❌
870	Spiking Neural Networks	✅	❌	❌
871	Memristor Simulation	✅	❌	❌
872	Analog Computing	✅	❌	❌
873	Photonic Computing	✅	❌	❌
874	Spintronic Computing	✅	❌	❌
875	DNA Computing	✅	❌	❌
876	Synthetic Biology Simulation	✅	❌	❌
877	Metabolic Pathway Analysis	✅	❌	❌
878	Gene Regulatory Networks	✅	❌	❌
879	Protein Folding Simulation	✅	❌	❌
880	Molecular Dynamics	✅	❌	❌
881	Drug Discovery Pipeline	✅	❌	❌
882	Virtual Screening	✅	❌	❌
883	QSAR Modeling	✅	❌	❌
884	Pharmacophore Modeling	✅	❌	❌
885	ADMET Prediction	✅	❌	❌
886	Bioinformatics Pipeline	✅	❌	❌
887	Sequence Alignment	✅	❌	❌
888	Phylogenetic Tree Construction	✅	❌	❌
889	Genomic Variant Calling	✅	❌	❌
890	Transcriptome Analysis	✅	❌	❌
891	Epigenetic Analysis	✅	❌	❌
892	Metagenomics Pipeline	✅	❌	❌
893	Microbiome Analysis	✅	❌	❌
894	Single-Cell RNA Sequencing	✅	❌	❌
895	Spatial Transcriptomics	✅	❌	❌
896	CRISPR Analysis	✅	❌	❌
897	Gene Editing Simulation	✅	❌	❌
898	Synthetic Genome Design	✅	❌	❌
899	Biomedical Image Analysis	✅	❌	❌
900	Medical Image Segmentation	✅	❌	❌
901	Radiomics Feature Extraction	✅	❌	❌
902	Pathology Image Analysis	✅	❌	❌
903	Brain Connectivity Analysis	✅	❌	❌
904	EEG Signal Processing	✅	❌	❌
905	fMRI Data Analysis	✅	❌	❌
906	Neural Decoding	✅	❌	❌
907	Brain-Computer Interface	✅	❌	❌
908	Wearable Device Integration	✅	❌	❌
909	Health Monitoring System	✅	❌	❌
910	Predictive Healthcare Analytics	✅	❌	❌
911	Electronic Health Record Analysis	✅	❌	❌
912	Clinical Decision Support	✅	❌	❌
913	Epidemiological Modeling	✅	❌	❌
914	Disease Spread Simulation	✅	❌	❌
915	Agent-Based Modeling	✅	❌	❌
916	Social Network Simulation	✅	❌	❌
917	Urban Planning Simulation	✅	❌	❌
918	Traffic Flow Modeling	✅	❌	❌
919	Smart City Analytics	✅	❌	❌
920	Environmental Modeling	✅	❌	❌
921	Climate Change Simulation	✅	❌	❌
922	Atmospheric Modeling	✅	❌	❌
923	Ocean Current Simulation	✅	❌	❌
924	Hydrological Modeling	✅	❌	❌
925	Wildfire Spread Simulation	✅	❌	❌
926	Earthquake Simulation	✅	❌	❌
927	Geophysical Modeling	✅	❌	❌
928	Seismic Data Analysis	✅	❌	❌
929	Volcanic Activity Modeling	✅	❌	❌
930	Space Weather Analysis	✅	❌	❌
931	Astrophysical Simulation	✅	❌	❌
932	Gravitational Wave Analysis	✅	❌	❌
933	Cosmological Simulation	✅	❌	❌
934	Dark Matter Modeling	✅	❌	❌
935	Exoplanet Detection	✅	❌	❌
936	Stellar Evolution Simulation	✅	❌	❌
937	Galactic Dynamics	✅	❌	❌
938	Black Hole Simulation	✅	❌	❌
939	Relativistic Ray Tracing	✅	❌	❌
940	High-Energy Astrophysics	✅	❌	❌
941	Particle Physics Simulation	✅	❌	❌
942	Quantum Field Theory	✅	❌	❌
943	Lattice QCD Simulation	✅	❌	❌
944	Neutrino Oscillation Analysis	✅	❌	❌
945	Dark Energy Modeling	✅	❌	❌
946	String Theory Simulation	✅	❌	❌
947	Multiverse Hypothesis Testing	✅	❌	❌
948	Holographic Principle	✅	❌	❌
949	AdS/CFT Correspondence	✅	❌	❌
950	Quantum Gravity Simulation	✅	❌	❌
951	Loop Quantum Gravity	✅	❌	❌
952	Causal Dynamical Triangulation	✅	❌	❌
953	Emergent Spacetime Modeling	✅	❌	❌
954	Non-Commutative Geometry	✅	❌	❌
955	Fractal Geometry Analysis	✅	❌	❌
956	Chaos Theory Simulation	✅	❌	❌
957	Nonlinear Dynamics	✅	❌	❌
958	Complex Systems Modeling	✅	❌	❌
959	Self-Organizing Systems	✅	❌	❌
960	Network Cascade Analysis	✅	❌	❌
961	Resilience Modeling	✅	❌	❌
962	Criticality Analysis	✅	❌	❌
963	Phase Transition Modeling	✅	❌	❌
964	Percolation Theory	✅	❌	❌
965	Epidemic Threshold Analysis	✅	❌	❌
966	Game Theory Simulation	✅	❌	❌
967	Mechanism Design	✅	❌	❌
968	Auction Theory	✅	❌	❌
969	Voting System Analysis	✅	❌	❌
970	Social Choice Theory	✅	❌	❌
971	Evolutionary Game Theory	✅	❌	❌
972	Population Dynamics	✅	❌	❌
973	Evolutionary Algorithms	✅	❌	❌
974	Genetic Programming	✅	❌	❌
975	Swarm Intelligence	✅	❌	❌
976	Ant Colony Optimization	✅	❌	❌
977	Particle Swarm Optimization	✅	❌	❌
978	Differential Evolution	✅	❌	❌
979	Simulated Annealing	✅	❌	❌
980	Tabu Search	✅	❌	❌
981	Hill Climbing	✅	❌	❌
982	Constraint Satisfaction	✅	❌	❌
983	Satisfiability Testing	✅	❌	❌
984	Integer Programming	✅	❌	❌
985	Linear Programming	✅	❌	❌
986	Nonlinear Optimization	✅	❌	❌
987	Combinatorial Optimization	✅	❌	❌
988	Dynamic Programming	✅	❌	❌
989	Greedy Algorithms	✅	❌	❌
990	Approximation Algorithms	✅	❌	❌
991	Randomized Algorithms	✅	❌	❌
992	Parallel Algorithms	✅	❌	❌
993	Distributed Algorithms	✅	❌	❌
994	Quantum Algorithms	✅	❌	❌
995	Shor's Algorithm	✅	❌	❌
996	Grover's Algorithm	✅	❌	❌
997	Quantum Fourier Transform	✅	❌	❌
998	Quantum Phase Estimation	✅	❌	❌
999	Quantum Walk Simulation	✅	❌	❌
1000	Hybrid Quantum-Classical Computing	✅	❌	❌

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