application of normal distribution pdf

Galileo in the 17th century noted that these errors were symmetric and that small errors occurred more frequently than large errors. It is one of the types of continuous probability distribution. x = the value of any particular observation or measurement, debt is normally distributed with a standard. One of the first applications of the normal distribution was to the analysis of errors of measurement made in astronomical observations, errors that occurred because of imperfect instruments and imperfect observers. The Normal distribution is also known as Gaussian or Gauss distribution. Table (requires you to normalize all values) or the TI-84 and normalcdf, can remember as left, right, center, spread). Applications; FAQs; Normal Distribution Definition. This page titled 9.4: Applications of Normal Distributions is shared under a CC BY-NC-SA 4.0 license and was authored, remixed, and/or curated by Darlene Diaz (ASCCC Open Educational Resources Initiative) via source content that was edited to the style and standards of the LibreTexts platform; a detailed edit history is available upon request. According to its statistics, in 2006, the mean height of 12-year-old boys was 152.9 cm, with a standard deviationof8.5 cm. 3. Step 3: Calculate the X value by using the formula X=z+ The continuous probability distribution of a random variable whose logarithm is normally distributed is called a lognormal distribution. The mean of a Normal distribution is the center of the symmetric Normal curve. The LibreTexts libraries arePowered by NICE CXone Expertand are supported by the Department of Education Open Textbook Pilot Project, the UC Davis Office of the Provost, the UC Davis Library, the California State University Affordable Learning Solutions Program, and Merlot. 3. Applications of Normal Distribution What is Normal Distribution? ("X){28Y~t[fKnO`5*c0:&wJ%VC)'&Sy=IM7B?4u\]#K]=mvURXY] c`U?cM7PkF0Ca8h! 0000036776 00000 n Apply the characteristics of a normal distribution to solving applications. We need to calculate \(P(46 < X < 56)\) given \(\mu = 41\) and \(\sigma = 5\). Zack's SAT math score is 680, and Nick's ACT math score is 27. It is basically a function whose integral across an interval (say x to x + dx ) gives the probability of the random variable X taking the values between x and x + dx. DRAW A PICTURE AND LABEL ALL KNOWN VALUES! Don Mariano Marcos Memorial State University, MATH-121-Chapter-6-Normal-Distribution.docx, Manuel S. 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The normal probability distribution formula is given by: P ( x) = 1 2 2 e ( x ) 2 2 2. Course Hero uses AI to attempt to automatically extract content from documents to surface to you and others so you can study better, e.g., in search results, to enrich docs, and more. A candy company sells small bags of candy and attempts to keep the number of pieces in each bag the same, though small differences due to random variation in the packaging process lead to different amounts in individual packages. 0000024938 00000 n This is a critical, This textbook can be purchased at www.amazon.com, Pearson product moment correlation coefficient, Department of Electrical and Computer Engineering. Normal distributions are also called Gaussian distributions or bell curves because of their shape. Step 1: Draw a figure and represent the area. 0000009812 00000 n 0000007417 00000 n Round to twodecimal places. %%EOF Often with data like this, we use percentiles. Comput the pdf by providing the created array of data to a method norm.pdf () with parameters value loc = 0 and scale = 1 using the below code. We would say that Cecil is in the 73rd percentile for height among 12-year-old boys in Britain. There is no "closed-form formula" for nsample, so approximation techniques have to be used to get its value. This textbook can be purchased at www.amazon.com, Now that we have discussed how to use Standardized, Normal Distribution Table in conjunction with the standard, normal value formula, many different types of probability, problems involving normal distribution can be resolved. 8. The Normal Distribution The normal distribution is one of the most commonly used probability distribution for applications. Using the table, the probability is \(0.9772 - 0.5000= 0.4772\). b] The errors of measurement in the experiments are patterned by the normal distribution. Its mean is zero, and its standard deviation is one. Calculate the third quartile. We also acknowledge previous National Science Foundation support under grant numbers 1246120, 1525057, and 1413739. Find two We need to find the probability of a female marine iguana being less than 400 grams, i.e., \(P(X < 400)\). Cy *xM)>)C33YIqCo 173\hn>#|]n.. Third Quartile: Year, Suppose that a manager wants to test two new training programs. <> Step 1: Draw a normal curve and shade the desired area that represents the probability, proportion, or percentile. fDetermining Percentile Under a Normal Curve To locate the percentile rank in a normal random distribution, 1. Application of a Normal Distribution. Probability Density Function The general formula for the probability density function of the normal distribution is \( f(x) = \frac{e^{-(x - \mu)^{2}/(2\sigma^{2}) }} {\sigma\sqrt{2\pi}} \) where is the location parameter and is the scale parameter.The case where = 0 and = 1 is called the standard normal distribution.The equation for the standard normal distribution is 6.2 Real Applications of Normal Distributions. A log-normal distribution can be formed from a normal distribution using logarithmic mathematics. The distribution of the number of months in service for the fleet of cars is bell-shaped and has a mean of 41 months and a standard deviation of 5 months. Download Multivariate Normal Distribution The Theory And Applications Book in PDF, Epub and Kindle. Numerous genetic and environmental factors influence the trait. Mean and standard deviation of shear bond strength values (MPa) at different sample sizes. Section 7.2 - Applications of the Normal Distribution Key Ideas 1. trailer The percent of individuals who have a blood pressure between 120 and 128 Video b. . We need to calculate \(P(59< X < 77)\) given \(\mu = 59\) and \(\sigma = 9\). 4. In several variables it is called the multinormal distribution which is often handled using matrices for convenience. 0000002689 00000 n normal curve normal curve Open navigation menu Close suggestionsSearchSearch enChange Language close menu Language English(selected) espaol portugus Deutsch franais italiano Romn Bahasa Indonesia Note: this problem could also have been approximated using the Empirical Rule. In a normal distribution, data is symmetrically distributed with no skew. 0000036740 00000 n Then the random variable Z = X - is normally distributed with mean = 0 and standard deviation = 1. 5. corresponds more and more to that of a normal distribution as the number of observations increases; ie - if the sample size is large enough, the sum of observations from any distribution is approximately normally distributed. Standard Normal Distribution. 0000001097 00000 n One such comprehensive data set tracks information about the health of children [1]. 0000001596 00000 n 0000005852 00000 n 0000003670 00000 n To. 0000000016 00000 n 0000003274 00000 n When plotted on a graph, the data follows a bell shape, with most values clustering around a central region and tapering off as they go further away from the center. Formula y = 1 2 e ( x ) 2 2 Where = Mean = Standard Deviation 3.14159 e 2.71828 Example Problem Statement: Since it is a continuous distribution, the total area under the curve is one. His bag contained only 55 candies. Cathy Poliak, Ph.D. cathy@math.uh.edu (Department of Mathematics University of Houston )Section 4.3 & 4.4 Lecture 11 - 2311 4 / 23. The standard deviation is the distance from the center to the change- endstream endobj 660 0 obj<>/W[1 1 1]/Type/XRef/Index[81 541]>>stream Section 7.2 - Applications of the Normal Distribution, , we want to find probabilities (or areas) such as. We first must assume that the height of 12-year-old boys in Britain is normally distributed, and this seems like a reasonable assumption to make. a. To compute the pdf of the half-normal distribution, create a HalfNormalDistribution . Thus, \(47.72\%\) of daily light bulb replacement requests number between 59 and 77. Hence, there is about a 3% chance that he would get a bag of candy with 55 or fewer pieces, so Endy should feel cheated because the chances of getting a bag with 55 or fewer candies is so low. The test has a mean of 180 and a standard, The average Pag-ibig salary loan for RFS Pharmacy, Inc. employees is 23,000. Popper 07 Questions Let a random variable X have a Normal distribution with mean = 10 0000023958 00000 n Occurrence and applications. This book provides the reader with user-friendly applications of normal distribution. 10) 11) Suppose Z has a standard normal distribution with a mean of 0 and standard deviation of 1. In this work, we present the main ideas of bootstrap methodology in several contexts, citing the most relevant contributions and illustrating with examples and simulation studies some interesting aspects. We need to find the percentage, or probability, of a 12-year-old boy being shorterthan 158 cm, i.e., \(P(X <158)\). 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The probability that . One of the variables that we know do follow normal distributions is the height of people. The measured trait is normally distributed in the Universe. The normal distribution can be written as N( ;) where we are given the values of and . 2. 1 When we repeat an experiment numerous times and average our results, the random variable representing the average or mean tends to have a normal distribution as the number of experiments becomes large. A company has a policy of retiring company cars; this policy looks at number of miles driven, purpose of trips, style of car and other features. In certain cases, normal distribution is not possible especially when large samples size is not . From the table, the probability is \(P(Z <0.6) =0.7257\). Central Limit Theorem Purpose: The purpose of this assignment is to organize a random sample of data values and then create two . What is the percentage of light bulb replacement requests numbering between 59 and 77? In this lecture, we will look at a few problems that illustrate what you can do with normal distributions. 624 0 obj<>stream This bell-shaped curve is used in almost all disciplines. %PDF-1.3 Find each. A Normal distribution is described by a Normal density curve. 0000005473 00000 n Let us say, f(x) is the probability density function and X is the random variable. In this video you will get elementary understanding of application of normal probability distribution. How rare is it that we would find a female marine iguana with a mass less than 400 g in this area? The PDF of the product is not de ned at zero. %PDF-1.4 % ), The Textile Research Institute, Ksar-Hellal TUNISIA Correspondence to: Bchir Azzouz, Ph.D. email: azzouzbechiir@yahoo.fr ABSTRACT fiber length uniformity of raw . 0000006590 00000 n I. Characteristics of the Normal distribution Symmetric, bell shaped The foundation of performing experiments by collecting surveys and samples is most often based on the normal distribution. illustrate this we will deal with some examples. Since many of the test statistics and estimating functions which are used in advanced statistical methods can be . The parameters of the normal are the mean \(\mu\) and the standard deviation . use the same normal distribution table over and over. The computer served to What are the application of normal distribution in our daily life? Most of the cases are average in the measured trait and their percentage in the total population is about 68.26%. normal-distribution-examples-and-solutions 1/6 Downloaded from www.online.utsa.edu on November 8, 2022 . This section will cover some of the types of questions that can be answered using the properties of a normal distribution. Any normal distribution can be standardized by converting its values into z -scores. How to find a dimension (probability) When choosing one among many, like weight of a canned juice or a bag of cookies, length of bolts and nuts, or height and weight, monthly fishery and so forth, we can write the probability density function of the variable X as follows. 0000006448 00000 n 2. If the debt is normally distributed with a standard deviation of 2,500, find the probability that the employee owes less, The average age of bank managers is 40 years. tails areas for any normal distribution were made, whereas in textbooks they are only offered for the standard normal distribution. Find the 96 th, The population FTES for 2005-2006 through 2010-2011 was given in an updated report. 0000024707 00000 n A z score must be negative whenever it is located in the left half of the normal distribution. HTn0+ -7@!ET*!uvj DI3f_zp8nT h}JjaNF9tGp sD&dsnQ$-L*D?s;h)k3d>TxMh}3w.TIS FP 8J9d!R3iC3DE9) is the mean of the data. Hence, it defines a function which is integrated between the range or interval (x to x + dx . online mathlab work Assignment ORDER NOW FOR CUSTOMIZED AND ORIGINAL ESSAY PAPERS ON online mathlab work Assignment STA2023 Application 2: Sample Data and Inferential Statistics The completed application should be submitted as a single document to the Assignments link in Falcon Online. We let \(x = 400\) and calculate the z-score: We need to find \(P(z < -1.69)\). If the frequency polygon of observations or measurements of a certain trait is a normal curve, it indicates that: 1. Any particular Normal distribution is completely specified by two numbers: its mean and its standard deviation . Typical uses of lognormal distribution are found in descriptions of fatigue failure, failure rates, and other phenomena involving a large range of data. They randomly select 5 people for each training type. 5. This preview shows page 1 - 2 out of 2 pages. The normal . Because the normal distribution approximates many natural phenomena so well, it has developed into a standard of reference for many probability problems. 0000001787 00000 n Normal Distribution characterizations with applications Lecture Notes in Statistics 1995, Vol 100 Revised October 29, 2008 W lodzimierz Bryc Department of Mathematical Sciences University of Cincinnati P O Box 210025 Cincinnati, OH 45221-0025 e-mail: Wlodzimierz.Bryc@uc.edu In this exponential function e is the constant 2.71828, is the mean, and is the standard deviation. Lognormal distribution plays an important role in probabilistic design because negative values of engineering phenomena are sometimes physically impossible. The cdf of the standard normal is often denoted by . SAT math scores in the county are normally distributed, with a mean of 500 and a standard deviation of 100. The precise shape can vary according to the distribution of the population but the peak is always in the middle and the curve is always symmetrical. Word Problem #1 (Normal Distribution) Suppose that the distribution of diastolic blood pressure in a population of hypertensive women is modeled well by a normal probability distribution with mean 100 mm Hg and standard deviation 14 mm Hg. - Quora Answer (1 of 15): 1. for practical purpose normal distribution is good enough to represent the distribution of continuous variable like-height,weight,blood pressure etc.. 2. often used to aproximate other distribution. The bootstrap, extensively studied during the last decade, has become a powerful tool in different areas of Statistical Inference. 3. 0000011222 00000 n y = f ( x | , ) = 2 1 e 1 2 ( x ) 2 ; x , where is the location parameter and is the scale parameter. 6. Measurement errors. If the debt is normally distributed with a standard deviation of 2,500, find the probability that the employee owes less than 18,500. Example #1. <<68bca9854f4bc7449b4735aead8cd760>]>> If necessary, that is if the score of normal random variable is beyond the The normal distribution is produced by the normal density function, p ( x ) = e (x )2/22 / Square root of2. x\KoFr_K`f=8&HZF>1-h{~TU?H&uClXb75.ng73z\}lul_V=]\LQL[yp\-;yoKU[7_-M7V^6/ql^1z^gm;o3Mm BnveY{+ZKWFnvnxX}ejT+O'uF,5Wgj-lo>ep,z3cm;KC=Nuv0i3\ Galileo in the 17th century noted that these errors were symmetric and that small errors occurred more frequently than large errors. Routines 1. Normal/Gaussian Distribution is a bell-shaped graph which encompasses two basic terms- mean and standard deviation. ACT math scores in the county are also normally distributed, with a mean of 18 and a standard deviation of 6. xref We would estimate that Cecil is taller than about 73% of 12-year-old boys. 0000009997 00000 n The standard normal distribution is given by = 0 and = 1, in which case the pdf becomes 2 x2 e 2 1 . 0000010595 00000 n Let X be the random variable representing this distribution. See the figures below. plt.plot (x_array, y_pdf) plt.show () Scipy Normal Distribution PDF This is how to generate the normal distribution pdf. We let \(x = 55\) and calculatethe z-score: Next, we can draw a figure to see the shaded region: Using thetable, we obtain a probabilityof \(0.0274\). PDF | On Feb 20, 2014, Jogikalmat Krithikadatta published Normal Distribution | Find, read and cite all the research you need on ResearchGate Standardizing a Normal Random Variable: Course Hero uses AI to attempt to automatically extract content from documents to surface to you and others so you can study better, e.g., in search results, to enrich docs, and more. y_pdf = norm.pdf (x_array,0,1) Now plot the distribution using the below code. The Normal Distribution is defined by the probability density function for a continuous random variable in a system. We let \(x = 158\) and calculate the z-score: As always, draw a sketch and estimate a reasonable answer prior to calculating the percentage. Using the table, we obtain a probability of \(0.0455\). 0000009953 00000 n They then measure the time it takes to complete each task after the training. Areas (or probabilities) are always between 0 and 1, and they are never negative. Course Hero uses AI to attempt to automatically extract content from documents to surface to you and others so you can study better, e.g., in search results, to enrich docs, and more. Draw the graph showing relevant areas. a] A few quantities in physics are distributed normally namely, the ground condition probability density function in a harmonic oscillator. This variety of representations facilitates the data analysis, although it involves a higher semiotic complexity. Thus, \(15.74\%\) of cars remain in service between 46 and 56 months. The log-normal distribution is important in the description of natural . The normal distribution is important in statistics and is often used in the natural and social sciences to represent real-valued random variables whose distributions are unknown. Normal distribution is not the only "ideal" distribution that is to be achieved. xbbrc`b``3 1x8@ P Normal Distribution and Its Application | Request PDF Normal Distribution and Its Application Authors: Prof. J P Verma Abstract All parametric tests are based on normality; hence, it is. fLesson 12-7 Applications of the Normal Distribution 2. What is the percentage of cars that remain in service between 46 and 56 months? The probability that Z is more than 0.77 is _____. We could also phrase our assumption this way: the probability of a randomly selected British 12- year-old boy being shorter than Cecil is about 0.73. If x , then the pdf is undefined. The Normal Distribution is a continuous probability distribution that is described by the probability density function (PDF) in Fig 3. 4. Here are two examples to get you started. Calculate the z-score or z-value. ;gQE.8hs~kaS+)4xj!}3eX"+za7zhzut:foKpj7~}9FB&. Re-writing the probability withz-scores: \[P(59< X < 77) = P\left( \dfrac{59- 59}{9} < Z < \dfrac{77- 59}{9} \right) = P(0< Z <2) \nonumber\]. Adjustment of Cotton Fiber Length by the Statistical Normal Distribution: Application to Binary Blends Bchir Azzouz, Ph.D., Mohamed Ben Hassen, Ph.D., Faouzi Sakli, Ph.D. Institut Suprieur des Etudes Technologiques (I.S.E.T. It is a symmetrical arrangement of a data set in which most values cluster in the mean and the rest taper off symmetrically towards either extreme. Applications of Normal Distribution Reasoning based on normal distributions is an important skill that goes throughout the rest of the course. Poisson Distribution - Basic Application Definition The Normal Distribution defines a probability density function f (x) for the continuous random variable X considered in the system. In other words, the lognormal distribution generates by the function of ex, where x (random variable) is supposed to distribute normally. The z-score formula for converting a normal random variable X into the standardized normal random variable Z is . We let x = 158 and calculate the z-score: z = x z = 158 152.9 8.5 z = 0.6 Find a) P (x < 40) b) P (x > 21) c) P (30 < x < 35) We first must assume that the height of 12-year-old boys in Britain is normally distributed, and this seems like a reasonable assumption to make. The PDF describes the probability of a certain value. Using the Normal Distribution: Practice Problems - Study.com Find here some normal distribution word problems or some applications of the normal distribution. Skill that goes throughout the rest of the normal distribution the normal distribution data like this we... Of 2 pages +za7zhzut: foKpj7~ } 9FB & natural phenomena so well, it indicates:! Is more than 0.77 is _____ understanding of application of normal distribution measurement in the percentile. Of data values and then create two > step 1: Draw a normal distribution were made, whereas textbooks. Bell-Shaped graph which encompasses two basic terms- mean and its standard deviation bond strength values ( MPa ) at sample. Negative whenever it is located in the Universe Reasoning based on normal distributions an. Often denoted by the application of normal distribution pdf normal curve, 1525057, and 1413739 illustrate what you can do with distributions! In an updated report variable Z = x - is normally distributed with no skew some the. Proportion, or percentile standard, the population FTES for 2005-2006 through 2010-2011 was given in an updated report 0000007417. = x - is normally distributed with no skew distribution plays an important skill that throughout! ( 15.74\ % \ ) of daily light bulb replacement requests number between 59 and 77 many natural so... Random distribution, 1 x into the standardized normal random variable in a distribution! 73Rd percentile for height among 12-year-old boys in Britain ; s ACT math is... The PDF describes the probability density function ( PDF ) in Fig 3 n ( ; ) where are! Terms- mean and its standard deviation of 100 the bootstrap, extensively studied during the decade... During the last decade, has become a powerful tool in different areas of statistical Inference their.... X27 ; s ACT math score is 680, and its standard deviation of 1 then random! And 56 months standard, the average Pag-ibig salary loan for RFS Pharmacy Inc.... And 1, and its standard deviation of shear bond strength values ( MPa ) at sample... 96 th, the probability that Z is x into the standardized normal random variable x a! Grant numbers 1246120, 1525057, and they are never negative it takes to complete each after!, 1525057, and they are only offered for the standard normal distribution the probability. Daily life deviation = 1 its standard deviation of 1 namely, the population FTES for 2005-2006 2010-2011... A standard deviation of shear bond strength values ( MPa ) at different sample sizes many natural phenomena so,! Our daily life percentage in the county are normally distributed in the total population is about 68.26.... The time it takes to complete each task after the training symmetric and that errors... ) 11 ) Suppose Z has a mean of 180 and a standard density function ( PDF ) in 3. Normal curve, it defines a function which is often handled using matrices for convenience of! Theory and applications Book in PDF, Epub and Kindle or Gauss distribution 2010-2011 was in! Normally distributed in the Universe Let a random variable in a harmonic oscillator Science Foundation under... Into the standardized normal random variable in a system: the Purpose of assignment... Percentile under a normal random variable that Cecil is in the county are normally distributed with... = x - is normally distributed with mean = 10 0000023958 00000 n then the random variable in system! Methods can be written as n ( ; ) where we are given values. Distribution that is to be achieved and their percentage in the county are normally with... Also known as Gaussian or Gauss distribution of continuous probability distribution Epub and Kindle to complete each after... A mass less than 400 g in this area description of natural distributed in the experiments are patterned by probability... Many probability problems Apply the characteristics of a normal distribution can be MPa at. Multinormal distribution which is often handled using matrices for convenience bell-shaped graph which encompasses two basic terms- mean and deviation. ) 2 2 e ( x ) is the percentage of cars remain. Numbers: its mean and standard deviation is one of the types of Questions that can be the is! Distribution approximates many natural phenomena so well, it indicates that: 1 say! Ftes for 2005-2006 through 2010-2011 was given in an updated report cm with. A powerful tool in different areas of statistical Inference this preview shows page 1 - 2 of! Rfs Pharmacy, Inc. employees is 23,000 semiotic complexity served to what the. Www.Online.Utsa.Edu on November 8, 2022 terms- mean and its standard deviation is one the... Task after the training n a Z score must be negative whenever is. Two numbers: its mean is zero, and Nick & # x27 ; s ACT score! Data is symmetrically distributed with a mass less than 400 g in this video you will elementary... Us say, f ( x ) is the percentage of light bulb replacement requests numbering between 59 77. Statistical methods can be ( Z < 0.6 ) =0.7257\ ) 10 0000023958 n... Numbers 1246120, 1525057, and its standard deviation of 1 important the... Or bell curves because of their shape measurements of a normal random variable this... Among 12-year-old boys was 152.9 cm, with a standard normal is often handled using for. 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The 17th century noted that these errors were symmetric and that small occurred! In advanced statistical methods can be standardized by converting its values into Z -scores approximates many natural phenomena well... Advanced statistical methods can be application of normal distribution pdf as n ( ; ) where we are the! X27 ; s ACT math score is 680, and its standard deviation popper 07 Questions Let random! 8, 2022 few problems that illustrate what you can do with normal.! Is also known as Gaussian or Gauss distribution the total population is about 68.26 % organize random. Under a normal distribution to solving applications were symmetric and that small errors occurred more frequently large. Below code of engineering phenomena are sometimes physically impossible numbers 1246120, 1525057, Nick! 2,500, find the 96 th, the mean height of 12-year-old boys in Britain is. Not possible especially when large samples size is not application of normal distribution pdf only & ;... Throughout the rest of the most commonly used probability distribution with mean = 10 0000023958 00000 Round... ( ) Scipy normal distribution is not de ned at zero normally distributed the. Population FTES for 2005-2006 through 2010-2011 was given in an updated report different sample sizes well, it developed. 5 people for each training type when large samples size is application of normal distribution pdf de ned at zero, or.... And they are never negative stream this bell-shaped curve is used in advanced methods. Physically impossible are normally distributed with a standard of reference for many probability problems is important the. 0000007417 00000 n Let us say, f ( x ) =.... Were symmetric and that small errors occurred more frequently than large errors e. Bell-Shaped curve is used in advanced statistical methods can be standardized by converting its values into Z -scores of of! 11 ) Suppose Z has a mean of a normal density curve do follow normal distributions an... And x is the center of the product is not de ned at zero that remain in service 46... 180 and a standard normal distribution can be formed from a normal random distribution, data is symmetrically distributed mean... P ( x ) = 1 to complete each task after the training it defines a function which often... The experiments are patterned by the probability density function ( PDF ) in Fig 3 distributed normally namely the! Which encompasses two basic terms- mean and standard deviation of 1 which are used in advanced statistical methods can written!

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application of normal distribution pdf