How can I fit a lower tail distribution for the lower 25% of the data?

I have an array of nearly 1000 data. I want to fit a normal distribution on the lower tail for the lower 25% data. How can i do that?

Answer 1

[Abolfazl Chaman Motlagh]

Hi. here's a quick example:

%X = zeros(1000,1); % Create data
X = normrnd(2,1.5,1000,1);

X_sort = sort(X); % sort data by their values
X_first_quarter = X_sort(1:ceil(0.25*numel(X))); % select lower 25 percent

Prob_dist = fitdist(X_first_quarter,'Normal'); % fit normal distribution

figure; hold on;
histogram(X_first_quarter,'Normalization','pdf');
histogram(X,'Normalization','pdf','FaceAlpha',0.2);
x_values = -5:0.05:5;
y_values = pdf(Prob_dist,x_values);
plot(x_values,y_values,'LineWidth',3,'Color','r')
legend('probability density function of first quarteer','probability density function of all data','fitted normal distribution')

Answer 2

[Pawan Kumar]

Thank you so much. It really helped.