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  Big-O Complexity Chart Horrible Bad Fair Good Excellent O(log n), O(1) O(n) O(n log n) O(n^2) O(2^n) O(n!) Operations Elements Common Data Structure Operations Data Structure Time Complexity Space Complexity Average Worst Worst Access Search Insertion Deletion Access Search Insertion Deletion Array Θ(1) Θ(n) Θ(n) Θ(n) O(1) O(n) O(n) O(n) O(n) Stack Θ(n) Θ(n) Θ(1) Θ(1) O(n) O(n) O(1) O(1) O(n) Queue Θ(n) Θ(n) Θ(1) Θ(1) O(n) O(n) O(1) O(1) O(n) Singly-Linked List Θ(n) Θ(n) Θ(1) Θ(1) O(n) O(n) O(1) O(1) O(n) Doubly-Linked List Θ(n) Θ(n) Θ(1) Θ(1) O(n) O(n) O(1) O(1) O(n) Skip List Θ(log(n)) Θ(log(n)) Θ(log(n)) Θ(log(n)) O(n) O(n) O(n) O(n) O(n log(n)) Hash Table N/A Θ(1) Θ(1) Θ(1) N/A O(n) O(n) O(n) O(n) Binary Search Tree Θ(log(n)) Θ(log(n)) Θ(log(n)) Θ(log(n)) O(n) O(n) O(n) O(n) O(n) Cartesian Tree N/A Θ(log(n)) Θ(log(n)) Θ(log(n)) N/A O(n) O(n) O(n) O(n) B-Tree Θ(log(n)) Θ(log(n)) Θ(log(n)) Θ(log(n)) O(log(n)) O(log(n)) O(log(n)) O(log(n)) O(n) Red-Black Tree Θ(log(n)) Θ(log(n))...

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SQL Join Types 

  Table of Contents Foreword. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . xiii Preface. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . xv Part I. Kafka 1. A Rapid Introduction to Kafka. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .         Communication Model 2 How Are Streams Stored? 6 Topics and Partitions 9 Events 11 Kafka Cluster and Brokers 12 Consumer Groups 13 Installing Kafka 15 Hello, Kafka 16 Summary 19 The Kafka Ecosystem 23 Before Kafka Streams 24 Enter Kafka Streams 25 Features at a Glance 27 Part II. Kafka Streams 2. Getting Started with Kafka Streams. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 23 Operational Characteristics 28 Scalability 28 Reliability 29 Maintainability 30 Co...