Header Ad

HackerRank Day 1: Interquartile Range | 10 Days of Statistics problem solution

In this Hackerrank Day 1: Interquartile Range 10 Days of Statistics problem we have Given an array of integers and an array representing the respective frequencies of the first array's elements, construct a data set where each value occurs at a frequency given in array second. Then calculate and print the array's interquartile range, rounded to a scale of 1 decimal place.

HackerRank Day 1: Interquartile Range | 10 Days of Statistics problem solution


Problem solution in Python programming.

# Enter your code here. Read input from STDIN. Print output to STDOUT
import statistics as st

n = int(input())
data = list(map(int, input().split()))
freq = list(map(int, input().split()))

s = []
for i in range(n):
    s += [data[i]] * freq[i]
N = sum(freq)
s.sort()

if n%2 != 0:
    q1 = st.median(s[:N//2])
    q3 = st.median(s[N//2+1:])
else:
    q1 = st.median(s[:N//2])
    q3 = st.median(s[N//2:])

ir = round(float(q3-q1), 1)
print(ir)



Problem solution in Java Programming.

import java.io.*;
import java.util.*;

public class Solution {

    private static double computeMean(int[] x) {
        if (x.length % 2 == 0) {
            return (x[x.length / 2] + x[(x.length / 2) - 1] + 0.0) / 2;    
        }
        else {
            return x[x.length / 2] + 0.0;
        }
    }
    
    public static void main(String[] args) {
        Scanner scanner = new Scanner(System.in);
        int n = scanner.nextInt();
        
        int[] x = new int[n];
        int[] f = new int[n];
        
        for (int i = 0; i < n; ++i) {
            x[i] = scanner.nextInt();
        }
        
        int l = 0;
        for (int i = 0; i < n; ++i) {
            f[i] = scanner.nextInt();
            l += f[i];
        }
        
        int[] s = new int[l];
        int k = 0;
        for (int i = 0; i < n; ++i) {
            for (int j = 0; j < f[i]; ++j, ++k) {
                s[k] = x[i];
            }
        }
        
        Arrays.sort(s);
        double Q1 = 0, Q3 = 0;
        
        if (l % 2 == 0) {
            Q1 = computeMean(Arrays.copyOfRange(s, 0, l / 2));
            Q3 = computeMean(Arrays.copyOfRange(s, l / 2, l));
        }
        else {
            Q1 = computeMean(Arrays.copyOfRange(s, 0, l / 2));
            Q3 = computeMean(Arrays.copyOfRange(s, (l / 2) + 1, l));
        }
        
        System.out.printf("%.1f\n", (Q3 - Q1));
    }
}


Problem solution in C++ programming.

#include <cmath>
#include <cstdio>
#include <vector>
#include <iostream>
#include <algorithm>
#include <iomanip>
using namespace std;

float median(vector<int>& arr, int start, int end, int &medianL, int &medianR) {
	if (start > end)
		return -1.0;
	int length = end - start + 1;
	if (length % 2 == 0) {
		int tL = start + length / 2 - 1;
		int tR = tL + 1;
		float median = (arr[tL] + arr[tR]) / 2.f;

		int i = tL;
		while (arr[i] >= median && i > 0)
			i--;
		medianL = i;
		i = tR;
		while (arr[i] <= median && i < end)
			i++;
		medianR = i;

		return median;
	}
	else {
		int tL = start + length / 2 - 1;
		int tR = tL + 2;
		float median = arr[tL + 1];

		int i = tL;
		while (arr[i] >= median && i > 0)
			i--;
		medianL = i;
		i = tR;
		while (arr[i] <= median && i < end)
			i++;
		medianR = i;

		return median;
	}
}

int main() {
	int N;
	cin >> N;
	vector<int> X(N);
	vector<int> F(N);
	for (int i = 0; i<N; i++) {
		cin >> X[i];
	}
	int f = 0;
	for (int i = 0; i<N; i++) {
		cin >> F[i];
		f += F[i];
	}
	
	vector<int> arr;
	for (int i = 0; i<N; i++) {
		for (int j = 0; j<F[i]; j++)
			arr.push_back(X[i]);
	}
	sort(arr.begin(), arr.end());

	int t1, t2, left, right;
	float Q2 = median(arr, 0, f - 1, left, right);
	float Q1 = median(arr, 0, left, t1, t2);
	float Q3 = median(arr, right, f - 1, t1, t2);

	float R = Q3 - Q1;
	cout << fixed << setprecision(1) << R;
	return 0;
}


Problem solution in C programming.

#include <stdio.h>
#include <stdlib.h>
#include <stdbool.h>

struct data{
	int element;
	int frequency;
};

double findvalue(struct data*,int,bool);

int compare(const void* a, const void* b){
	return ((struct data*)a)->element - ((struct data*)b)->element;
}

int main(){
	int n;
	scanf("%d", &n);
	struct data datas[n];
	int i;
	for(i = 0; i<n; i++){
		scanf("%d", &(datas[i].element));
	}
	for(i = 0; i<n; i++){
		scanf("%d", &(datas[i].frequency));
	}
	qsort(datas, n, sizeof(struct data), compare);
	double q1 = 0.0,q3 = 0.0;
	int sum = 0;
	for(i=0; i<n; i++){
		sum += datas[i].frequency;
	}
	switch(sum%4){
		case 0:
			q1 = findvalue(datas,sum/4,false);
			q3 = findvalue(datas,sum*3/4,false);
			break;
		case 1:
			q1 = findvalue(datas,sum/4,false);
			q3 = findvalue(datas,sum*3/4+1,false);
			break;
		case 2:
			q1 = findvalue(datas,sum/4+1,true);
			q3 = findvalue(datas,sum*3/4+1,true);
			break;
		case 3:
			q1 = findvalue(datas,sum/4+1,true);
			q3 = findvalue(datas,sum*3/4+1,true);
			break;
	}
	printf("%.1f\n", q3-q1);
	return 0;
}

double findvalue(struct data* datas, int index, bool type){
	int cot = 0, i =0;
	while(cot+datas[i].frequency<index){
		cot += datas[i].frequency;
		i++;
	}
	if(type||cot+datas[i].frequency != index){
		return datas[i].element*1.0;
	}
	else{
		return (datas[i].element+datas[i+1].element)*1.0/2;
	}
}


Problem solution in JavaScript programming.

function processData(input) {
    var n = input.split('\n')[0];
    var x = input.split('\n')[1].split(' ').map(Number);
    var f = input.split('\n')[2].split(' ').map(Number);
    var data = [];
    var L, U, Q1, Q3, IQR;
    
    x.forEach(function(val, i) {
       for(var z = 0; z < f[i]; z++) {
           data.push(val);
       }
    });
    
    data.sort(function(a, b) {
       return a - b; 
    });
    
    L = data.slice(0, data.length / 2);
    U = data.slice(Math.round(data.length / 2));
    
    Q1 = getMedian(L);
    Q3 = getMedian(U);
    IQR = parseFloat(Q3 - Q1).toFixed(1);
    
    console.log(IQR);
}

function getMedian(arr) {
    var median;
    
    if (arr.length % 2 === 0) {
        var midpoint = arr.length / 2
        median = (arr[midpoint] + arr[midpoint - 1]) / 2
    } else {
        median = arr[Math.floor(arr.length / 2)];
    }
    
    return median;
}

process.stdin.resume();
process.stdin.setEncoding("ascii");
_input = "";
process.stdin.on("data", function (input) {
    _input += input;
});

process.stdin.on("end", function () {
   processData(_input);
});


Post a Comment

0 Comments