Skip to content
- Courses
- DSA to Development
- Newly Launched!
- For Working Professionals
- For Students
- GATE Exam Courses
- All Courses
- Tutorials
- Data Structures & Algorithms
- DSA for Beginners
- Data Structures
- Algorithms
- Complete DSA Tutorial
- Competitive Programming
- Company Wise SDE Sheets
- DSA Cheat Sheets
- Top 100 DSA Interview Questions Topic-wise
- 100 Days of Code
- Python
- ML & Data Science
- Machine Learning
- Data Science Tutorial
- Data Science Packages
- Data Visualization
- Data Analysis
- Deep Learning
- NLP Tutorial
- OpenCV Tutorial
- Interview Questions
- System Design
- Interview Corner
- Languages
- Web Development
- HTML
- CSS
- JavaScript
- TypeScript
- ReactJS
- Node.js
- PHP
- AngularJS
- jQuery
- Web Development Using Python
- Web Design
- 100 Days of Web Development
- CS Subjects
- DevOps And Linux
- School Learning
- GATE
- GeeksforGeeks Videos
- Data Structures & Algorithms
- Jobs
- Practice
- All DSA Problems
- Problem of the Day
- Company Wise Coding Practice
- GfG SDE Sheet
- Practice Problems Difficulty Wise
- Language Wise Coding Practice
- Curated DSA Lists
- Contests
-
Last Updated : 14 Aug, 2024
Summarize
Comments
Improve
Answer: To identify your data’s distribution, analyze its shape and characteristics using descriptive statistics and visualization techniques such as histograms or density plots.
Identifying the distribution of your data involves understanding the underlying shape and characteristics of its frequency distribution. Here’s a detailed explanation of how to do this:
- Descriptive Statistics:
- Start by computing descriptive statistics such as mean, median, mode, standard deviation, skewness, and kurtosis. These metrics provide insights into the central tendency, spread, and shape of the data distribution.
- The mean, median, and mode can help identify the central tendency of the data, while measures of spread like standard deviation indicate how data points are dispersed around the central value.
- Skewness measures the asymmetry of the data distribution, with positive skewness indicating a longer tail on the right side and negative skewness indicating a longer tail on the left side. Kurtosis measures the peakedness or flatness of the distribution.
- Visualization Techniques:
- Visualize the data distribution using graphical methods such as histograms, density plots, box plots, and quantile-quantile (Q-Q) plots.
- Histograms provide a visual representation of the frequency distribution by dividing the data into intervals or bins and plotting the number of observations within each bin.
- Density plots show the probability density function of the data distribution, allowing you to see the shape and concentration of data points more clearly.
- Box plots display the five-number summary (minimum, first quartile, median, third quartile, maximum) and help identify outliers and the spread of the data.
- Q-Q plots compare the quantiles of the sample data with those of a theoretical distribution, such as a normal distribution, helping assess the fit of the data to a particular distribution.
- Interpretation:
- Based on descriptive statistics and visualization, interpret the characteristics of the data distribution.
- Common types of distributions include normal (bell-shaped), skewed (positively or negatively), uniform, bimodal (having two peaks), and multimodal (having multiple peaks).
- Look for patterns and outliers in the data that may indicate deviations from expected distributions.
- Statistical Tests:
- If you have a specific distribution in mind or want to test the assumption of normality, you can use statistical tests such as the Shapiro-Wilk test or the Kolmogorov-Smirnov test.
- These tests assess whether the data significantly deviates from a particular distribution, helping validate or invalidate assumptions.
- Considerations:
- Keep in mind that data distributions may evolve or change over time, so periodic reassessment may be necessary.
- Understand the implications of the data distribution on the analysis and interpretation of results, as different distributions may require different statistical methods or transformations.
Similar Questions
- How can you determine if your data follows a normal distribution using descriptive statistics?
- What graphical methods can help identify whether your data is skewed?
- How do you use box plots to detect outliers and understand the spread of your data?
- What is the significance of skewness and kurtosis in understanding data distribution?
- How can you use Q-Q plots to assess if your data fits a theoretical distribution?
- What role do histograms play in understanding the frequency distribution of data?
- How can you use statistical tests to confirm the normality of your data?
- What are the steps to interpret a density plot for data distribution analysis?
- How do you analyze the spread and central tendency of data using descriptive statistics?
- When should you consider reassessing the data distribution, and why is it important?
Related Articles,
In summary, identifying your data’s distribution involves analyzing its shape, central tendency, spread, and other characteristics using descriptive statistics, visualization techniques, and statistical tests. This process helps you understand the underlying patterns and make informed decisions in data analysis and modeling
Please Login to comment...
Similar Reads
How to Find Marginal Distribution from Joint Distribution
To find the marginal distribution from a joint distribution, sum over all possible values of the other variable(s). For a joint probability distribution of two variables X and Y, the marginal distribution of X is obtained by summing the joint probabilities over all values of Y: P(X=x) = ∑yP(X = x, Y = y) Similarly, for Y, sum over all values of X:
4 min read
How to Identify an Algebraic Expression?
Identifying an algebraic expression involves recognizing certain elements that differentiate them from other mathematical expressions. An algebraic expression is an expression composed of various components, such as variables, constants, coefficients, and arithmetic operations. These components form various parts of the algebraic expressions. An al
4 min read
Identify the terms and their factors in 1 + x + x2
Terms in an algebraic expression are separated using addition(+) and subtraction(-) operators. In the expression 1 + x + x2 there are three terms and those terms are added below: Identify Terms and Their Factors in 1 + x + x2Solution: Given: 1 + x + x2Terms in the given algebraic expressions are: 1, x, x2 To find the factor of each term, 1 = 1 x =
2 min read
Identify Like and Unlike Terms
Like and Unlike Terms: Like terms are terms in algebraic expression with the same variables raised to the same powers. Unlike terms, they have different variables or different exponents. In this article, we will learn the concepts of like and unlike terms, their significance, examples and others in detail. Table of Content Algebraic ExpressionLike
5 min read
How to identify rational numbers?
Answer: There are some conditions to check whether a number is a rational number or not. They are:Always it is represented in the p/q form, where q≠0. For example - 3/4 , 2/7, 7/10, -7/10, 0/1 etc.A rational number can be further simplified and represented in decimal form. For example - 0.9, -0.875, 3.25, -2.0, etc.The method to represent and work
6 min read
Mathematics | Probability Distributions Set 2 (Exponential Distribution)
The previous article covered the basics of Probability Distributions and talked about the Uniform Probability Distribution. This article covers the Exponential Probability Distribution which is also a Continuous distribution just like Uniform Distribution. Introduction - Suppose we are posed with the question- How much time do we need to wait befor
5 min read
Water: A Wonder Liquid - Distribution, Importance, Pollution and FAQs
Natural resources are naturally occurring materials that are useful to man or could be useful under hypothetical technological, economic, or social circ*mstances, as well as supplies are drawn from the earth, Food, building and clothing materials, fertilisers, metals, water, and geothermal power are just a few examples. Natural resources were once
7 min read
Factors Affecting Distribution of Population
The term HR alludes to the size of the number of inhabitants in a country alongside its effectiveness, instructive characteristics, efficiency, hierarchical capacities, and farsightedness. It is a definitive asset, however not similarly, disseminated over the world. Factors Affecting Distribution PopulationPopulaces are not uniformly circulated ove
8 min read
What factors are responsible for the distribution of plants and animals in India?
The diversity of different species on Earth is called plant and animal biodiversity. The term biodiversity was given by Walter G. Rosen in 1986 and the literal meaning of the word is biodiversity. Studying the concept of biodiversity involves counting the total number of species living in a particular area. The study of plant and animal diversity w
5 min read
Superposition Principle and Continuous Charge Distribution
Electric charge is a fundamental feature of matter that regulates how elementary particles are impacted by an electric or magnetic field. Positive and negative electric charge exists in discrete natural units and cannot be manufactured or destroyed. There are two sorts of electric charges: positive and negative. When two items with an overabundance
8 min read
Continuous Charge Distribution
Electric charge is a fundamental feature of matter that regulates how elementary particles are impacted by an electric or magnetic field. Positive and negative electric charge exists in discrete natural units and cannot be manufactured or destroyed. There are two sorts of electric charges: positive and negative. When two items with an overabundance
7 min read
Is rolling a dice a probability distribution?
Probability of a set of events can be considered as a measure of the likelihood of an event to occur. There are many events that cannot be predicted with total certainty. The chance of the occurrence of any event can be predicted with the help of probability. The value of chance of occurrence or probability of occurrence of events lies between 0 to
5 min read
Types and Distribution of Forest and Wildlife Resources
Our planet Earth is home to a large number of residing creatures. From miniature organic entities and microbes, and lichens to banyan trees, elephants, and blue whales, there is an immensely large number of living creatures found on the earth. Tragically, people today have changed nature and untamed life into an asset. The majority of the woodland
11 min read
Indian Railways - History, Establishment, Distribution, Challenges
Railways are India's principal mode of passenger and freight transportation. Railway expansion has not only served to unite India, but it has also aided the growth of agriculture and the economy. The Indian railway network spans 63,221 route kilometres and connects 7,031 railway stations across the country, which are organised into 16 railway zones
4 min read
What are the causes of uneven distribution of population in the world?
The distribution of the world's population is not even, with some regions being densely populated while others remain sparsely populated. There are various factors that contribute to this uneven distribution, including historical, economic, social, and environmental factors. One of the most significant factors is historical and cultural factors. Fo
5 min read
Explain the three fold distribution of India's legislative powers between Union and State Government
According to Article 264 of the Indian Constitution, the division of power between the Union and the State Governments is achieved by a three-fold distribution of legislative powers between the Union and the State Governments. The Union List specifies the issues over which the Parliament may pass legislation, whereas the State List specifies those
5 min read
What is Public Distribution System?
The Public Distribution System (PDS) is India's food security system, which has evolved into affordable food distribution and emergency management system. Distribute food and nonfood items that subsidize the poor in India. The project began in June 1947. Over the years, PDSs have become an important part of the country's government food control pol
8 min read
Safe Water Distribution Network in Rajasthan
A tanka, otherwise called a tanka or Kund, is a traditional rainwater collecting strategy, normal to the Thar desert district of Rajasthan, India. It is intended to give drinking endlessly water security to a family or a little gathering of families Safe Water Network upheld an imaginative project in the Churu area of Rajasthan, India, to collect r
4 min read
How do Physiographic and Economic Factors affect the Distribution of Railways?
The distribution patterns of railways in India have been influenced greatly by physiographic and economic factors. The northern plains with their vast lands, high population density, and rich agricultural sources provide favorable conditions for growth. Railway System is the primary course of the nation's inland transport. Railroads practically str
4 min read
Public Distribution System | Class 9
Accessibility of food implies that every individual has access to it, and affordability ensures that a person has sufficient financial means to purchase safe and nutritious food that meets their dietary requirements. Thus, a country can only be considered food-secure when there is an adequate supply of food for all individuals, everyone has the fin
6 min read
Distribution of Major Industries in India
Distribution of Major Industries in India: The distribution of major industries in India is not evenly distributed but is very uneven. The major factors behind this are the concentration of finances in certain hands, enterprises, location, and uneven distribution of resources as well as raw materials. This article will give us an understanding of t
6 min read
Coniferous Forests - Characteristics, Distribution and Facts
Coniferous Forests- The coniferous forest biome is also referred to as taiga or boreal forest and this sort of forest is mostly characterized based on the presence of coniferous trees, which include pines, spruces, and firs. They are mostly found in the northern hemisphere, at higher latitudes and altitudes, in areas that are characterized by long
3 min read
Water Distribution on Earth
Water Distribution on Earth: Our earth resembles a vivarium. The equivalent water that existed many years past still exists nowadays. The main sources of water are the waterways, ponds, springs, and icy lots. The ocean bodies and the oceans contain pungent water. The water of the seas is pungent or saline because it contains monumental lives of di
4 min read
Mineral Distribution in India
Mineral Distribution in India: A mineral is a substance that occurs naturally, inorganic (never alive), solid that has a well-defined atomic structure on the inside, and a chemical composition that can only shift slightly without disrupting the crystal structure. India is blessed with numerous mineral resources and about 20,000 mineral deposits and
8 min read
Hypergeometric Distribution Formula
The hypergeometric distribution is defined as the concept of approximation of a random variable in a hypergeometric probability distribution. This value is further used to evaluate the probability distribution function of the data. The hypergeometric distribution resembles the binomial distribution in terms of a probability distribution. Combinatio
4 min read
Mathematics | Hypergeometric Distribution model
Hypergeometric Distribution Model is used for estimating the number of faults initially resident in a program at the beginning of the test or debugging process based on the hypergeometric distribution. Let [Tex]$C_i-1$[/Tex] be the cumulative number of errors already detected so far by [Tex]$t_1, t_2, ...., t_i-1$[/Tex], and let [Tex]$N_i[/Tex] be
2 min read
Describe the distribution of coal in India
Coal is considered to be one of the most important and also abundantly available fossil fuel present in India. Coal accounts for over 55% of India's energy requirements. Coal is a foundational resource for building the industrial sector of India. With consideration of rapid population growth over the years, eco-conservation restrictions on hydro-po
9 min read
If a Coin Flip has a Distribution of 60:40, is it still considered a Random Walk?
A random walk is a mathematical concept where each step is determined randomly, typically with an equal probability of moving in either direction. In the case of a fair coin flip, there is a 50:50 probability of getting heads or tails, which is a classic example of a random walk. Answer: Yes, a coin flip with a distribution of 60:40 is still consid
1 min read
Maxwell–Boltzmann Distribution
From the kinetic theory of gases, we have learnt that all the particles in air travel at different speeds and the speed of each particle are due to the collisions between the particles present in the air. Thus, we cannot tell the speed of each particle in the gas or air. Instead, we can tell the number of particles or in other words, we can say tha
7 min read
Distribution of Population: Facts & Figures
Population distribution is referred to as the spatial arrangement of people on Earth's surface. It is astonishing to note that 10% of the world's land area is home to 90% of the world's inhabitants. To be more precise, the majority of people on Earth—roughly 60% of all people alive today—live in or around the top 10 most populous countries in the g
7 min read
Article Tags :
Trending in News
We use cookies to ensure you have the best browsing experience on our website. By using our site, you acknowledge that you have read and understood our Cookie Policy & Privacy Policy
'); $('.spinner-loading-overlay').show(); jQuery.ajax({ url: writeApiUrl + 'create-improvement-post/?v=1', type: "POST", contentType: 'application/json; charset=utf-8', dataType: 'json', xhrFields: { withCredentials: true }, data: JSON.stringify({ gfg_id: post_id, check: true }), success:function(result) { jQuery.ajax({ url: writeApiUrl + 'suggestions/auth/' + `${post_id}/`, type: "GET", dataType: 'json', xhrFields: { withCredentials: true }, success: function (result) { $('.spinner-loading-overlay:eq(0)').remove(); var commentArray = result; if(commentArray === null || commentArray.length === 0) { // when no reason is availaible then user will redirected directly make the improvment. // call to api create-improvement-post $('body').append('
'); $('.spinner-loading-overlay').show(); jQuery.ajax({ url: writeApiUrl + 'create-improvement-post/?v=1', type: "POST", contentType: 'application/json; charset=utf-8', dataType: 'json', xhrFields: { withCredentials: true }, data: JSON.stringify({ gfg_id: post_id, }), success:function(result) { $('.spinner-loading-overlay:eq(0)').remove(); $('.improve-modal--overlay').hide(); $('.unlocked-status--improve-modal-content').css("display","none"); $('.create-improvement-redirection-to-write').attr('href',writeUrl + 'improve-post/' + `${result.id}` + '/', '_blank'); $('.create-improvement-redirection-to-write')[0].click(); }, error:function(e) { $('.spinner-loading-overlay:eq(0)').remove(); var result = e.responseJSON; if(result.detail.non_field_errors.length){ $('.improve-modal--improve-content .improve-modal--improve-content-modified').text(`${result.detail.non_field_errors}.`); jQuery('.improve-modal--overlay').show(); jQuery('.improve-modal--improvement').show(); $('.locked-status--impove-modal').css("display","block"); $('.unlocked-status--improve-modal-content').css("display","none"); $('.improve-modal--improvement').attr("status","locked"); $('.improvement-reason-modal').hide(); } }, }); return; } var improvement_reason_html = ""; for(var comment of commentArray) { // loop creating improvement reason list markup var comment_id = comment['id']; var comment_text = comment['suggestion']; improvement_reason_html += `
${comment_text}
`; } $('.improvement-reasons_wrapper').html(improvement_reason_html); $('.improvement-bottom-btn').html("Create Improvement"); $('.improve-modal--improvement').hide(); $('.improvement-reason-modal').show(); }, error: function(e){ $('.spinner-loading-overlay:eq(0)').remove(); // stop loader when ajax failed; }, }); }, error:function(e) { $('.spinner-loading-overlay:eq(0)').remove(); var result = e.responseJSON; if(result.detail.non_field_errors.length){ $('.improve-modal--improve-content .improve-modal--improve-content-modified').text(`${result.detail.non_field_errors}.`); jQuery('.improve-modal--overlay').show(); jQuery('.improve-modal--improvement').show(); $('.locked-status--impove-modal').css("display","block"); $('.unlocked-status--improve-modal-content').css("display","none"); $('.improve-modal--improvement').attr("status","locked"); $('.improvement-reason-modal').hide(); } }, }); } else { if(loginData && !loginData.isLoggedIn) { $('.improve-modal--overlay').hide(); if ($('.header-main__wrapper').find('.header-main__signup.login-modal-btn').length) { $('.header-main__wrapper').find('.header-main__signup.login-modal-btn').click(); } return; } } }); $('.left-arrow-icon_wrapper').on('click',function(){ if($('.improve-modal--suggestion').is(":visible")) $('.improve-modal--suggestion').hide(); else{ $('.improvement-reason-modal').hide(); } $('.improve-modal--improvement').show(); }); function loadScript(src, callback) { var script = document.createElement('script'); script.src = src; script.onload = callback; document.head.appendChild(script); } function suggestionCall() { var suggest_val = $.trim($("#suggestion-section-textarea").val()); var array_String= suggest_val.split(" ") var gCaptchaToken = $("#g-recaptcha-response-suggestion-form").val(); var error_msg = false; if(suggest_val != "" && array_String.length >=4){ if(suggest_val.length <= 2000){ var payload = { "gfg_post_id" : `${post_id}`, "suggestion" : `
${suggest_val}
`, } if(!loginData || !loginData.isLoggedIn) // User is not logged in payload["g-recaptcha-token"] = gCaptchaToken jQuery.ajax({ type:'post', url: "https://apiwrite.geeksforgeeks.org/suggestions/auth/create/", xhrFields: { withCredentials: true }, crossDomain: true, contentType:'application/json', data: JSON.stringify(payload), success:function(data) { jQuery('.spinner-loading-overlay:eq(0)').remove(); jQuery('#suggestion-section-textarea').val(""); jQuery('.suggest-bottom-btn').css("display","none"); // Update the modal content const modalSection = document.querySelector('.suggestion-modal-section'); modalSection.innerHTML = `
Thank You!
Your suggestions are valuable to us.
You can now also contribute to the GeeksforGeeks community by creating improvement and help your fellow geeks.
`; }, error:function(data) { jQuery('.spinner-loading-overlay:eq(0)').remove(); jQuery('#suggestion-modal-alert').html("Something went wrong."); jQuery('#suggestion-modal-alert').show(); error_msg = true; } }); } else{ jQuery('.spinner-loading-overlay:eq(0)').remove(); jQuery('#suggestion-modal-alert').html("Minimum 5 Words and Maximum Character limit is 2000."); jQuery('#suggestion-modal-alert').show(); jQuery('#suggestion-section-textarea').focus(); error_msg = true; } } else{ jQuery('.spinner-loading-overlay:eq(0)').remove(); jQuery('#suggestion-modal-alert').html("Enter atleast four words !"); jQuery('#suggestion-modal-alert').show(); jQuery('#suggestion-section-textarea').focus(); error_msg = true; } if(error_msg){ setTimeout(() => { jQuery('#suggestion-section-textarea').focus(); jQuery('#suggestion-modal-alert').hide(); }, 3000); } } document.querySelector('.suggest-bottom-btn').addEventListener('click', function(){ jQuery('body').append('
'); jQuery('.spinner-loading-overlay').show(); if(loginData && loginData.isLoggedIn) { suggestionCall(); return; } // load the captcha script and set the token loadScript('https://www.google.com/recaptcha/api.js?render=6LdMFNUZAAAAAIuRtzg0piOT-qXCbDF-iQiUi9KY',[], function() { setGoogleRecaptcha(); }); }); $('.improvement-bottom-btn.create-improvement-btn').click(function() { //create improvement button is clicked $('body').append('
'); $('.spinner-loading-overlay').show(); // send this option via create-improvement-post api jQuery.ajax({ url: writeApiUrl + 'create-improvement-post/?v=1', type: "POST", contentType: 'application/json; charset=utf-8', dataType: 'json', xhrFields: { withCredentials: true }, data: JSON.stringify({ gfg_id: post_id }), success:function(result) { $('.spinner-loading-overlay:eq(0)').remove(); $('.improve-modal--overlay').hide(); $('.improvement-reason-modal').hide(); $('.create-improvement-redirection-to-write').attr('href',writeUrl + 'improve-post/' + `${result.id}` + '/', '_blank'); $('.create-improvement-redirection-to-write')[0].click(); }, error:function(e) { $('.spinner-loading-overlay:eq(0)').remove(); var result = e.responseJSON; if(result.detail.non_field_errors.length){ $('.improve-modal--improve-content .improve-modal--improve-content-modified').text(`${result.detail.non_field_errors}.`); jQuery('.improve-modal--overlay').show(); jQuery('.improve-modal--improvement').show(); $('.locked-status--impove-modal').css("display","block"); $('.unlocked-status--improve-modal-content').css("display","none"); $('.improve-modal--improvement').attr("status","locked"); $('.improvement-reason-modal').hide(); } }, }); });