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[JS] Searching Thought Local JSON File

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Grand Master

Brian Miller

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Imagine I had a local JSON file that looked like this: 

var institutes = {
	"colleges":[
		{
			"name": "Massachusetts Institute of Technology",
			"address":{
				"line1": "77 Massachusetts Ave",
				"City": "Cambridge",
				"state": "Massachusetts",
				"zip": "02139"
			},
			"phone":"(617) 253-2139",
			"courses":["Computer Science", "Mathematics", "Physics"]
		},
		{
			"name": "Boston College",
			"address":{
				"line1": "140 Commonwealth Drive",
				"City": "Chestnut Hill",
				"state": "Massachusetts",
				"zip": "(617) 552-8000"
			},
			"phone":"(617) 253-8000",
			"courses":["Law", "Nursing", "Theology"]
		},
		{
			"name": "UC Berkeley College",
			"address":{
				"line1": "320 Mclaughlin Hall",
				"City": "Berkeley",
				"state": "California",
				"zip": "92139"
			},
			"phone":"(510) 642-5771",
			"courses":["Computer Science", "Business Administration", "Theology"]
		}
	]
};

 

 

How would I write a search function that could potentially traverse through the entirety, looking at various keys to grab a query perimeter and return the most relevant objects using JavaScript only? For example, if my function were called search() and I perform the following call: 

search("mass");

It would return me something like the following: 

{
    "search results":{
		"entities_found": 2,
		"highlights": 4
    },
	"colleges":[
		{
			"name": "<span class='highlight'>Mass</span>achusetts Institute of Technology",
			"address":{
				"line1": "77 <span class='highlight'>Massa</span>chusetts Ave",
				"City": "Cambridge",
				"state": "<span class='highlight'>Mass</span>achusetts",
				"zip": "02139"
			},
			"phone":"(617) 253-2139",
			"courses":["Computer Science", "Mathematics", "Physics"]
		},
		{
			"name": "Boston College",
			"address":{
				"line1": "140 Commonwealth Drive",
				"City": "Chestnut Hill",
				"state": "<span class='highlight'>Mass</span>achusetts",
				"zip": "(617) 552-8000"
			},
			"phone":"(617) 253-8000",
			"courses":["Law", "Nursing", "Theology"]
		}
};

 

 

Equally, if I were to search for the following: 

search("Business Administration")

I would get this: 

{
    "search results":{
		"entities_found": 1,
		"highlights": 1
    },
	"colleges":[
		{
			"name": "UC Berkeley College",
			"address":{
				"line1": "320 Mclaughlin Hall",
				"City": "Berkeley",
				"state": "California",
				"zip": "92139"
			},
			"phone":"(510) 642-5771",
			"courses":["Computer Science", "<span class='highlight'>Business Administration</span>", "Theology"]
		}
};

 

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Grand Master

pmrd

Posted
Posted (edited)

So.. you're asking people to do your homework/job for you? This is super easy, just figure it out... or maybe don't study/work in programming if you're gonna ask somebody else to do it... I would have helped you if you at least shown you did part of the solution...

Edited by PmRd
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Grand Master

Brian Miller

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Posted

It's for a personal project. I've been working on it all weekend and I'm not overly impressed with what I've done so I'm kind of embarrassed to show my work. Example with what I've written it doesn't show variation so you type Massachusetts incorrectly for example in your search query it doesn't come up. So it's somewhat works. The area that I'm having particular problem with is restricting what key values to search for. For example if I wanted the user just to search for city name, zip code and courses, I don't know how to restrict it.  Is what I have, don't laugh!

  

var institutes = {
	"colleges":[
		{
			"name": "Massachusetts Institute of Technology",
			"address":{
				"line1": "77 Massachusetts Ave",
				"City": "Cambridge",
				"state": "Massachusetts",
				"zip": "02139"
			},
			"phone":"(617) 253-2139",
			"courses":["Computer Science", "Mathematics", "Physics"]
		},
		{
			"name": "Boston College",
			"address":{
				"line1": "140 Commonwealth Drive",
				"City": "Chestnut Hill",
				"state": "Massachusetts",
				"zip": "(617) 552-8000"
			},
			"phone":"(617) 253-8000",
			"courses":["Law", "Nursing", "Theology"]
		},
		{
			"name": "UC Berkeley College",
			"address":{
				"line1": "320 Mclaughlin Hall",
				"City": "Berkeley",
				"state": "California",
				"zip": "92139"
			},
			"phone":"(510) 642-5771",
			"courses":["Computer Science", "Business Administration", "Theology"]
		}
	]
};


function search(query) {
    let results = {
        "search results": {
            "entities_found": 0,
            "highlights": 0
        },
        "colleges": []
    };

    institutes.colleges.forEach(college => {
        let collegeCopy = JSON.parse(JSON.stringify(college));
        let highlights = recursiveSearch(collegeCopy, query);
        
        if (highlights > 0) {
            results['search results'].entities_found++;
            results['search results'].highlights += highlights;
            results.colleges.push(collegeCopy);
        }
    });

    return results;
}


function recursiveSearch(obj, query) {
    let totalHighlights = 0;

    for (let key in obj) {
        if (typeof obj[key] === 'string' && obj[key].toLowerCase().includes(query.toLowerCase())) {
            obj[key] = highlight(obj[key], query);
            totalHighlights++;
        } else if (typeof obj[key] === 'object') {
            totalHighlights += recursiveSearch(obj[key], query);
        }
    }

    return totalHighlights;
}


function highlight(text, query) {
    const regex = new RegExp(`(${query})`, 'ig');
    return text.replace(regex, "<span class='highlight'>$1</span>");
}


console.log(search("mass"));

 

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Grand Master

Brian Miller

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Posted

I've updated the code and I'm now utilizing the Levenstein distance algorithm attempt to perform some kind of fuzzy logic on typos. It's still not perfect, as you can see in the last example. I truly appreciate your help.

  

var institutes = {
    "colleges": [
        {
            "name": "Massachusetts Institute of Technology",
            "address": {
                "line1": "77 Massachusetts Ave",
                "city": "Cambridge",
                "state": "Massachusetts",
                "zip": "02139"
            },
            "phone": "(617) 253-2139",
            "courses": ["Computer Science", "Mathematics", "Physics"]
        },
        {
            "name": "Boston College",
            "address": {
                "line1": "140 Commonwealth Drive",
                "city": "Chestnut Hill",
                "state": "Massachusetts",
                "zip": "(617) 552-8000"
            },
            "phone": "(617) 253-8000",
            "courses": ["Law", "Nursing", "Theology"]
        },
        {
            "name": "UC Berkeley College",
            "address": {
                "line1": "320 Mclaughlin Hall",
                "city": "Berkeley",
                "state": "California",
                "zip": "92139"
            },
            "phone": "(510) 642-5771",
            "courses": ["Computer Science", "Business Administration", "Theology"]
        }
    ]
};


function getLevenshteinDistance(a, b) {
    if (a === b) return 0;
    if (a.length === 0) return b.length;
    if (b.length === 0) return a.length;

    const matrix = [];

    for (let i = 0; i <= b.length; i++) {
        matrix[i] = [i];
    }

    for (let j = 0; j <= a.length; j++) {
        matrix[0][j] = j;
    }

    for (let i = 1; i <= b.length; i++) {
        for (let j = 1; j <= a.length; j++) {
            if (b.charAt(i - 1) === a.charAt(j - 1)) {
                matrix[i][j] = matrix[i - 1][j - 1];
            } else {
                matrix[i][j] = Math.min(matrix[i - 1][j - 1] + 1, Math.min(matrix[i][j - 1] + 1, matrix[i - 1][j] + 1));
            }
        }
    }

    return matrix[b.length][a.length];
}

function isSimilar(str1, str2) {
    const threshold = 2;
    const distance = getLevenshteinDistance(str1.toLowerCase(), str2.toLowerCase());
    return distance <= threshold || str1.toLowerCase().includes(str2.toLowerCase());
}


function processCollege(college, query, searchKeys) {
    let matched = false;

    for (const key in college) {
        if (searchKeys.includes(key) && typeof college[key] === "string" && college[key].toLowerCase().includes(query.toLowerCase())) {
            matched = true;
            college[key] = college[key].replace(new RegExp(query, "gi"), match => `<span class='highlight'>${match}</span>`);
        } else if (key === "courses" && Array.isArray(college[key])) {
            const matchedCourses = college[key].filter(course => course.toLowerCase().includes(query.toLowerCase()));
            if (matchedCourses.length > 0) {
                matched = true;
                college[key] = matchedCourses.map(course => course.replace(new RegExp(query, "gi"), match => `<span class='highlight'>${match}</span>`));
            }
        } else if (typeof college[key] === "object") {
            for (const subKey in college[key]) {
                if (searchKeys.includes(subKey) && typeof college[key][subKey] === "string" && college[key][subKey].toLowerCase().includes(query.toLowerCase())) {
                    matched = true;
                    college[key][subKey] = college[key][subKey].replace(new RegExp(query, "gi"), match => `<span class='highlight'>${match}</span>`);
                }
            }
        }
    }

    return matched ? college : null;
}


function fuzzySearch(str, query) {
    const threshold = Math.ceil(query.length / 2);
    const normalizedStr = str.toLowerCase();
    const normalizedQuery = query.toLowerCase();

    return normalizedStr.includes(normalizedQuery) || levenshtein(normalizedStr, normalizedQuery) <= threshold;
}


function highlightMatches(str, query) {
    const regex = new RegExp(query, 'gi');
    return str.replace(regex, match => `<span class='highlight'>${match}</span>`);
}


function search(query, searchKeys) {
    let results = [];

    // Attempt to find exact matches...
    for (let college of institutes.colleges) {
        const processedCollege = processCollege({ ...college }, query, searchKeys);
        if (processedCollege) {
            results.push(processedCollege);
        }
    }

    // If no exact matches were found, try fuzzy search...
    if (results.length === 0) {
        for (let college of institutes.colleges) {
            const processedCollege = processCollegeFuzzy({ ...college }, query, searchKeys);
            if (processedCollege) {
                results.push(processedCollege);
            }
        }
    }

    return results;
}


function processCollegeFuzzy(college, query, searchKeys) {
    const threshold = 2;
    for (const key in college) {
        if (searchKeys.includes(key) && typeof college[key] === "string" && isFuzzyMatch(college[key], query, threshold)) {
            college[key] = highlightMatches(college[key], query);
            return college;
        } else if (typeof college[key] === "object") {
            for (const subKey in college[key]) {
                if (searchKeys.includes(subKey) && typeof college[key][subKey] === "string" && isFuzzyMatch(college[key][subKey], query, threshold)) {
                    college[key][subKey] = highlightMatches(college[key][subKey], query);
                    return college;
                }
            }
        }
    }
    return null;
}


function isFuzzyMatch(str1, str2, threshold) {
    return getLevenshteinDistance(str1.toLowerCase(), str2.toLowerCase()) <= threshold;
}



function processCollegeWithLevenshtein(college, query, searchKeys) {
    for (const key in college) {
        if (searchKeys.includes(key) && typeof college[key] === "string" && isSimilarLevenshtein(college[key], query)) {
            college[key] = college[key].replace(new RegExp(query, "gi"), match => `<span class='highlight'>${match}</span>`);
            return college;
        } else if (typeof college[key] === "object") {
            for (const subKey in college[key]) {
                if (searchKeys.includes(subKey) && typeof college[key][subKey] === "string" && isSimilarLevenshtein(college[key][subKey], query)) {
                    college[key][subKey] = college[key][subKey].replace(new RegExp(query, "gi"), match => `<span class='highlight'>${match}</span>`);
                    return college;
                }
            }
        }
    }
    return null;
}


// SUCCESS: Finds "Berkeley"
console.log(search("berkly", ["name", "city", "state", "zip", "courses"]));

// SUCCESS: Finds all Massachusetts colleges...
console.log(search("mass", ["name", "city", "state", "zip", "courses"]));

// FAIL: Deliberate misspelling of the text "Theology" and did not give any results..
console.log(search("thiology", ["name", "city", "state", "zip", "courses"]));

 

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ZakO

Posted
Posted (edited)

Not going to comment on the overall structure of the code but the reason the thiology search isn't working in your example is because you're not searching arrays. 

In your: 

function processCollegeFuzzy(college, query, searchKeys) {
    const threshold = 2;
    for (const key in college) {
        if (searchKeys.includes(key) && typeof college[key] === "string" && isFuzzyMatch(college[key], query, threshold)) {
            college[key] = highlightMatches(college[key], query);
            return college;
        } else if (typeof college[key] === "object") {
            for (const subKey in college[key]) {
                if (searchKeys.includes(subKey) && typeof college[key][subKey] === "string" && isFuzzyMatch(college[key][subKey], query, threshold)) {
                    college[key][subKey] = highlightMatches(college[key][subKey], query);
                    return college;
                }
            }
        }
    }
    return null;
}

It does loop through the array (because an array is an object in js), but it doesn't check the values because searchKeys doesn't contain the array indices, i.e. 0, 1, 2, 3, ...

As a quick workaround without changing too much you could just check if the key is an array too: 

function processCollegeFuzzy(college, query, searchKeys) {
    const threshold = 2;
    for (const key in college) {
        if (searchKeys.includes(key) && typeof college[key] === "string" && isFuzzyMatch(college[key], query, threshold)) {
            college[key] = highlightMatches(college[key], query);
            return college;
        } else if (typeof college[key] === "object") {
            for (const subKey in college[key]) {
                if ((searchKeys.includes(subKey) || Array.isArray(college[key])) && typeof college[key][subKey] === "string" && isFuzzyMatch(college[key][subKey], query, threshold)) {
            console.log(subKey);
                
                    college[key][subKey] = highlightMatches(college[key][subKey], query);
                    return college;
                }
            }
        }
    }
    return null;
}

 

Edited by ZakO
  • Brian Miller
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Grand Master

Brian Miller

Posted
  • Author
Posted
On 14/11/2023 at 03:38, ZakO said:

Not going to comment on the overall structure of the code but the reason the thiology search isn't working in your example is because you're not searching arrays. 

In your: 

function processCollegeFuzzy(college, query, searchKeys) {
    const threshold = 2;
    for (const key in college) {
        if (searchKeys.includes(key) && typeof college[key] === "string" && isFuzzyMatch(college[key], query, threshold)) {
            college[key] = highlightMatches(college[key], query);
            return college;
        } else if (typeof college[key] === "object") {
            for (const subKey in college[key]) {
                if (searchKeys.includes(subKey) && typeof college[key][subKey] === "string" && isFuzzyMatch(college[key][subKey], query, threshold)) {
                    college[key][subKey] = highlightMatches(college[key][subKey], query);
                    return college;
                }
            }
        }
    }
    return null;
}

It does loop through the array (because an array is an object in js), but it doesn't check the values because searchKeys doesn't contain the array indices, i.e. 0, 1, 2, 3, ...

As a quick workaround without changing too much you could just check if the key is an array too: 

function processCollegeFuzzy(college, query, searchKeys) {
    const threshold = 2;
    for (const key in college) {
        if (searchKeys.includes(key) && typeof college[key] === "string" && isFuzzyMatch(college[key], query, threshold)) {
            college[key] = highlightMatches(college[key], query);
            return college;
        } else if (typeof college[key] === "object") {
            for (const subKey in college[key]) {
                if ((searchKeys.includes(subKey) || Array.isArray(college[key])) && typeof college[key][subKey] === "string" && isFuzzyMatch(college[key][subKey], query, threshold)) {
            console.log(subKey);
                
                    college[key][subKey] = highlightMatches(college[key][subKey], query);
                    return college;
                }
            }
        }
    }
    return null;
}

 

Thank you. I am new to JavaScritp, I've nor been doing it too long and I'm still learning. Thank you for guiding me

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