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COMP20003 Algorithms and Data Structures
创建日期：2024-08-23 15:21:48
标签： COMP20003
Algorithms and Data Structures

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COMP20003 Algorithms and Data Structures


[Assignment 1]

Taxi & For-Hire Vehicle Trip Dataset

Information Retrieval using Binary Search Trees

Handed out: Friday, 23 of August

Due: 8:00 AM, Monday, 9 of September

Purpose

The purpose of this assignment is for you to:

? Increase your proficiency in C programming, your dexterity with dynamic memory allocation

and your understanding of linked data structures, through programming a dictionary.

? Increase your understanding of how computational complexity can affect the performance of an

algorithm by conducting orderly experiments with your program and comparing the results of

your experimentation with theory.

? Increase your proficiency in using UNIX utilities.

Background

A dictionary is an abstract data type that stores and supports lookup of key, value pairs. For example,

in a telephone directory, the (string) key is a person or company name, and the value is the phone

number. In a student record lookup, the key would be a student ID number and the value would be a

complex structure containing all the other information about the student.

A dictionary can be implemented in C using a number of underlying data structures. Any implementation

must support the operations: makedict a new dictionary; insert a new item (key, value

pair) into a dictionary; search for a key in the dictionary, and return the associated value. Most

dictionaries will also support the operation delete an item.

Your task

In this assignment, you will create a simple instance of a dictionary, and we’ll use it to look up information

about for-hire vehicle trips in New York City.

There are two stages in this project. In the first stage you will code a dictionary in the C programming

language, using a binary search tree as the underlying data structure. You will insert records into this

dictionary from a file, and look up records by key. In the second stage, you will code additional functions

to retrieve information from this dictionary. You will use a Makefile to direct the compilation

of two separate executable programs, one for Stage 1 and one for Stage 2.

In both stages of the assignment, you will report on the number of key comparisons used for search

and analyse what would have been expected theoretically. The report should cover each file used to

initialize the dictionary.

You are not required to implement the delete functionality.

1

Stage 1 (7 marks)

In Stage 1 of this assignment, your Makefile will direct the compilation to produce an executable

program called dict1. The program dict1 takes two command line arguments: the first argument is

the name of the data file used to build the dictionary; the second argument is the name of the output

file, containing the data located in the searches. The data file consists of an unspecified number of

records, one per line, with the following information:

VendorID - Code to indicate the vendor which produced the record

passenger count - Number of passengers

trip distance - Length of the trip in miles

RatecodeID - Code to represent the fare rate for the trip

store and fwd flag - Indicates whether trip records were stored locally

PULocationID - TLC Taxi Zone where passengers were picked up

DOLocationID - TLC Taxi Zone where passengers were dropped off

payment type - Code to indicate payment type (e.g., cash)

fare amount - Fare for the trip in USD

extra - Extra charges in USD

mta tax - MTA tax in USD

tip amount - Tip in USD

tolls amount - Tolls in USD

improvement surcharge - Improvement surcharge in USD

total amount - Total cost of the trip in USD

PUdatetime - Date/time passengers were picked up

DOdatetime - Date/time passengers were dropped off

trip duration - Duration of the trip in minutes

This data comes from a publicly-available dataset released by the New York City Taxi & Limousine

Commission. More information about the dataset can be found at:

https://www1.nyc.gov/site/tlc/about/tlc-trip-record-data.page

The field <PUdatetime> is an alphabetic string representing the date and time of the taxi trip in

the format YYYY-MM-DD HH:mm:ss (year-month-day hour:minute:second). The other columns can be

treated simply as the associated <data> field. Build a data structure of strings to save the associated

data collected about each taxi trip. The maximum size that any string can be is 128 characters. Each

string is separated by a comma “,”. This is a standard csv format where the delimiter used is a comma.

The <PUdatetime> field will serve as the dictionary key, so the records will be sorted in temporal

order. Note that because the datetime information is stored in lexicographical order, the values can be

compared as strings (e.g., with strcmp()) to determine which trip is earlier/later. The <data> is the

information sought during lookup.

In this assignment the search keys are not guaranteed to be unique – there are instances where multiple

taxis pick up passengers at exactly the same day and time. You should handle duplicates by

implementing a linked list for items with same key.

For the purposes of this assignment, you may assume that the input data is well-formatted, that the

input file is not empty, and that the maximum length of an input record (a single full line of the csv

file) is 256 characters. This number could help you to determine the buffer size to use when reading

the file.

In this first stage of the assignment, you will:

? Construct a binary search tree to store the information contained in the file specified in the

2

command line argument. Each record should be stored in a separate Node.

? Search the binary search tree for records, based on their keys. The keys are read in from stdin,

i.e. from the screen.

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