Gaussian tutorial pdf

Gaussian tutorial pdf. However, pu When it comes to handling and viewing PDF files, having the right software installed on your computer is crucial. LG] 18 Dec 2022 2 1 Secondmind, Cambridge (UK) University of Cambridge, Cambridge (UK) Abstract: Gaussian processes (GPs) provide a mathematically elegant framework for Bayesian inference and they can offer principled uncertainty Gaussian distribution—specifically the property that the product of two Gaussian distributions is another Gaussian distribution. 1) on your local machine. Tutorial: Gaussian process models for machine learning Ed Snelson (snelson@gatsby. To direct output into a file add > water. c: #include <stdio. com. We explain the standard applications of EM to learning Gaussian mixture models (GMMs) and hidden Markov models (HMMs), and prepare you to apply EM to new problems. 4 Gaussian utilities depends on the size of the system and is automatically adjusted by Gaussian. GaussView: graphical interface for Gaussian 03. 58 0. If Z˘GP( ;K) is a Gaussian process with covari-ance kernel Kand mean 2H K and H K is in nite dimensional then P(Z2H K) = 0: The point of the above theorem is that if we specify a kernel Kand ensure the mean of the Gaussian process is in the rkhs H K corresponding to the kernel K, draws from this Gaussian process will not be in the rkhs. graphically examine results. PREREQUISITES This article is not designed to be a thor-ough tutorial for a brand-new student to the Kalman filter, in the interests of being concise, but instead aims to pro-vide tutors with a simple method of Jul 29, 2019 · Exploring Chemistry will be helpful to most Gaussian users, from beginners who are just starting to use calculations to experienced users who want to become familiar with advanced modeling techniques and capabilities. 60 0. A vector with di erence equation x k+1 = kx k+ u k k= 0;1;2;::: which de nes how the random vector x k changes with time. However, editing a PDF file directly can be a challenging task. txt) or read online for free. Multi-dimensional correlation functions 12 The user must have access to Gaussian and GaussView. %PDF-1. Excess kurtosis (kurtosis minus 3) is 0 for a Gaussian distribution. (1) Jul 25, 2018 · This video demonstrates the basics of building molecules in GaussView6. (2009); Sasena (2002); Frazier and Wang (2016). This means it is perfectly symmetrical, with the left and right sides of the distribution mirroring each other around the mean. In this step-by-step tutorial, we will guide you through the process of creating your very Are you new to Microsoft Word and unsure how to get started? Look no further. The mixture distribution is given by a density p(x Aug 1, 2018 · This tutorial introduces the reader to Gaussian process regression as an expressive tool to model, actively explore and exploit unknown functions. log in the end. C. Introduction to Gaussian (2 hours) 1. QUANTUM CHEMISTRY WITH GAUSSIAN: A VERY BRIEF INTRODUCTION 5 Tutorial 20: Gaussian Measures 2 As a rare exception, theorem (131) is given without proof. In this step-by-step tutorial, we will guide you through the process of c Are you looking for a hassle-free way to create beautiful gift certificates? Look no further. The parameterization is very similar to SuGaR (each Gaussian is bound to a triangle of the mesh, in a similar The single most important random variable type is the Normal (aka Gaussian) random variable, parameterized by a mean ( ) and variance (˙ 2). In this article, we will guide you through the process of downloading and installing a Are you tired of using generic calendar templates and want to create your own customized one in Excel? Look no further. In this step-by-step tutorial, we wi Excel is a powerful spreadsheet program used by millions of people around the world. h", and should be linked against gaussian. Gaussian processes (GPs) provide a framework for Bayesian inference that can offer principled In this tutorial, we introduce the basic concepts and mathematical tools needed for phase-space description of a very common class of states, whose phase properties are described by Gaussian Wigner functions: the Gaussian states. h" #include "gaussian. This step-by-step tutorial will guide you through the process, ensuring that you In today’s digital era, PDFs have become a widely used format for sharing documents. These videos may be viewed in any order. Then construct a sequence of random variables x1, x2,. Ë?ÿòúë €fùW¿ûæÓëÏ¿úò"»¬ú&˯/²ªÅcù ~ÿÉEÖà{ß¼yóù'Ó·þøõÅF To save time and computational cost, it is recommended that users do not wait until the jobs in this tutorial complete before proceeding. Let n 1andm2Rn. 64 0. The tutorial will bring you up to speed with using ADF and compiling a program with the Fortran After a couple of disastrous experiments trying to teach EM, we carefully wrote this tutorial to give you an intuitive and mathematically rigorous understanding of EM and why it works. Reset optimization flag The Gaussian PDF is completely characterized by the two parameters and , they can be obtained from the PDF as [3] We have a random generated dataset in . Gaussian calculations are best prepared using the Gaussview interface. Other tutorials and surveys on Bayesian optimization include Shahriari et al. GPR models have been widely used in machine 高斯软件文档，提供量子化学和分子建模的用户指南，包括输入文件、命令、关键词和实用工具等。 The document provides information about performing materials simulations using the Gaussian 09 software. tomberg@mail. As technology continues to advance, it is essen Are you looking to create a new Gmail email account but aren’t sure where to start? Look no further. stanford. a, and libm. The kurtosis of a Gaussian distribution is 3, which is often used as a reference point. g. setup Gaussian 03 input files. To start this tutorial, the user needs to obtain a copy of TAO (available from Dec 27, 2020 · This tutorial is to provide access to the basic matter for readers without prior knowledge in both GPs and VI, where pseudo-training examples are treated as optimization arguments of the approximate posterior that are jointly identified together with hyperparameters of the generative model. However, the theoretical basis of these cal-culations will not be covered here. This tutorial di ers from these others in its coverage Jun 7, 2022 · (left) is the basic Gaussian distribution curve (PDF) with mean = 0 and variance = 1 and (right) different types of Gaussian curve (PDF). ucl. A Gaus-sian processes regression (GPR) model can make predictions incorporating prior Gaussian Mixture Models (GMMs) are among the most statistically mature methods for clustering (though they are also used intensively for density estimation). Gaussian process regression is a powerful, non-parametric Bayesian approach towards regression problems that can be utilized in exploration and exploitation scenarios. Thepaper documents what equations areused to calculate 1. 70 0 5 10 15 20 W. Whether you are a student, a Are you looking for free PDFs to use for your business or personal projects? If so, you’ve come to the right place. Manual testing involves the process of executing In today’s fast-paced digital world, software testing plays a critical role in ensuring the quality and reliability of applications. z˘Categorical ˇ(K), 2. Suppose the following code is stored in useless. 68 0. com c 2000, Gaussian,Inc. We sampled the generated dataset and got a Gaussian bell curve. If X is a normal variable we write X ˘ N„ ;˙ ”. This tutorial introduces the reader to Gaussian process regression as an expressive tool to model, actively explore and exploit Note that both Gaussian and GaussView are available on the CALMIP supercomputer OLYMPE and that many PhD students are using this quantum chemistry code on the CALMIP platform. build molecules or reactive systems. (2016); Brochu et al. A benzene ring using Gaussview (version 2. IV. Before we dive into t HTML is the foundation of the web, and it’s essential for anyone looking to create a website or web application. Exercise 1. In thi Are you struggling with large PDF files that take forever to upload or send via email? Don’t worry, there’s a solution. With the advancement of technology, scanning documents an Are you tired of spending hours manually typing out the contents of a PDF document? Look no further. In this step-by-step tutorial, we will guide you through the process of signing up for a G In today’s digital age, having an email account is essential for various purposes, including signing up for new services and platforms. Important property of Gaussian processes. 66 0. Examples: 6-31g* = 6-31g(d) adds 6 d-type GTFs for the atoms Li-Ca, and 10 f-type GTFs for Sc-Zn. The videos in this series are for intermediate to advanced users of Gaussian and GaussView. D. 01] Quick Links. h" int main (int argc, char **argv) f ghandle handle; Sep 22, 2020 · This tutorial aims to provide an intuitive introduction to Gaussian process regression (GPR) and an implementation of a standard GPR algorithm, and reviews packages for implementing state-of-the-art Gaussian process algorithms. • Stable Test wavefunction stability. In this step-by-step tutorial, we will guide you through the basics of using Microsoft Word on your co In today’s fast-paced digital age, online tutorials have become a popular and effective way for people to learn new skills and acquire knowledge. One of the greatest advantages of Are you looking to create a Gmail account but don’t know where to start? Look no further. High-dimensional Gaussian distribution •The probability density of Gaussian distribution on = 1,…, 𝑑⊤ is 𝒩 |𝜇,∑= exp− 1 2 −𝜇⊤∑−1 −𝜇 2𝜋𝑑∑ •where 𝜇is the mean vector •∑is the symmetric covariance matrix (positive semi-definite) •E. Aug 22, 2019 · Last updated on: 22 August 2019. That is, if fis a Gaussian process, then for any x 1;x 2;:::;x D2X 2 6 4 f(x 1) f(x D) 3 7 5 is multivariate-Gaussian-distributed with mean = 0 and covariance = 2 6 4 K(x 1;x 1) K(x and Gaussian process regression software in Section 6 and conclude with a discussion of future research directions in Section 7. Many people struggle with getting In today’s digital age, the use of PDFs has become increasingly popular. This tutorial aims to provide an intuitive introduction to Gaussian process regression (GPR). It describes the basic specifications and features of G09, including its input/output formats, theoretical models, basis sets, and common calculation Selectbenzene%andit%appearsintheMainwindow. It discusses the Gaussian website and manuals, capabilities in Gaussian 09 such as fundamental algorithms and molecular properties, method availabilities, and how to run calculations by submitting input files to a queueing system and viewing outputs. Figure 6. In this step-by-step tutorial, we will guide you through the process of creating professional-looking Are you looking to create a wiki site but don’t know where to start? Look no further. In this step-by-step tutorial, we will guide you through the process of creating your own wiki Are you an aspiring game developer with big ideas but a limited budget? Look no further. 3 %Äåòåë§ó ÐÄÆ 4 0 obj /Length 5 0 R /Filter /FlateDecode >> stream x ¥\ms䶑þ>¿‚ÉÝUQU Cð IåƒãÈ)§|vâ•Ï¹²üa$Íz'' Ö;RÖ¹äþêý–{ž @$† å*å순F7 ýÞ ù1ûSöcVâ ª²~¬² »ìÛì ýö:SeQÖ]-oíçªTEÕvYW•EU ÙõcöËÏTQfjsý6û. In this step-by-step tutorial, we will guide you on how Are you looking to enhance your accounting skills and become more proficient in using QuickBooks? Well, you’re in luck. In this step-by-step tutorial, we will guide you through the process of accessing your Goo Are you a business owner looking for an efficient and cost-effective way to calculate your employees’ payroll? Look no further than a free payroll calculator. Ebden, August 2008 Prerequisite reading: Gaussian Processes for Regression 1 OVERVIEW As mentioned in the previous document, GPs can be applied to problems other than regression. Gaussian 09 is used to carry out calculations in this tutorial. 1 Gaussian Diffusion For Gaussian diffusion, let x0 be a random variable in Rd distributed according to the target distribution p∗(e. • Volume Compute molecular volume. Topics discussed include methods for assessing priors for Bayesian-network structure and parameters, and methods for avoiding the over tting of data includ-ing Monte-Carlo, Laplace, BIC, and MDL approximations. TAO is compatible with Gaussian (versions 03 and 09), and GaussView (versions 3 to 5). It also demonstrates optimizing a water Gaussian Tutorial - Free download as PDF File (. If you’re new to the world of email and want Are you looking to create stunning animations without breaking the bank? Look no further. Topics that are covered include: Single point energy calculations; Geometry optimization; Frequencies and normal mode calculations; Update: to submit Gaussian jobs on triton please use new script submit-g09 Gaussian Tutorial - Free download as PDF File (. In this step-by-step tutorial, we will guide you through the Are you looking to translate a PDF document quickly and efficiently? With advancements in technology, it is now easier than ever to translate documents without the need for special Are you tired of having multiple PDF files scattered across your computer? Do you find it frustrating to open and close each file individually? If so, then merging your PDF files i Do you often find yourself struggling to send large PDF files via email? Are you tired of waiting for your files to upload or download because of their size? If so, you’ve come to If you are a freelancer or an independent contractor, you may be familiar with the W9 form. However, there are times when you may need to edit the content of a PDF file. 2The number K of Gaussian functions could itself be a parameter subject to estimation Thermochemistry in Gaussian JosephW. Product correlation: Φ T=Φ1 T1 ⋯Φ T , where Φ1,…,Φ are 1D correlations, T=: T1,…, T . A proposal format in PDF not only ensures that your document is easily accessible Are you looking to convert your PDF images into the more commonly used JPG format? Look no further. With the help of advanced technology and innovative tools, converting PDF files to Have you ever received a PDF document that you needed to edit or extract text from? If so, you may have found yourself searching for a solution to convert PDFs to Word documents wi In today’s digital age, sharing documents has become an essential part of our personal and professional lives. , xT, by succes-sively adding independent Gaussian noise with some small scale σ: xt+1:= x t+η, η ∼N(0,σ2). • Force Compute forces on the nuclei. When it comes to managing finances, QuickBooks has beco In the world of software development, manual testing plays a crucial role in ensuring the quality and reliability of applications. help@gaussian. , images of dogs). Converting a PDF In today’s digital age, document scanning has become an essential part of many businesses and individuals’ daily routines. Using a Gaussian log file with several iterations of geometry optimization or the Gaussian log file provided in this tutorial is sufficient for the rest of the tutorial. 0:07 Techniques used0:26 Using templates to build 2,4,6 trinitrotoluene1:24 Settling a May 20, 2024 · Load Gaussian module : > module load gaussian/g16; Start Gaussian job with prepared files: > g16 < water. W. 2. Note: < is the "pipe" flag to direct the input file to Gaussian; Output will be printed on the screen. QuickBooks PDF tutorials are an excellent resource for indiv Are you looking for a quick and easy way to convert your MS Word files to PDF online? Look no further. Feature Article: Introduction to Gaussian Processes An Intuitive Tutorial to Gaussian Process Regression Jie Wang, University of Waterloo, Waterloo, ON, N2L 3G1, Canada Abstract—This tutorial aims to provide an intuitive introduction to Gaussian process regression (GPR). You may have also heard of DALL·E 2, which works in a similar way. In this tutorial, we introduce the concept of clustering, and see how one form of clusteringin which we assume that individual datapoints Sep 4, 2020 · is a 1D Gaussian or Matérn correlation; Tis the Euclidean norm. pdf), Text File (. Naples crabs, created by Peter Macdonald using R Are you tired of struggling to open and read PDF files on your computer? Look no further. This guide will provide you with all the information you need to Are you tired of searching for the perfect PDF program that fits your needs? Look no further. With I Love PDF, you can easily convert your PDF files to Word format in just a In today’s digital world, sharing information in the form of PDF files has become a common practice. There is an option 'Clean', which uses an MM calculation to do an initial optimization of the geometry very fast. uk) Gatsby Computational Neuroscience Unit, UCL 26th October 2006 The Multivariate Gaussian Distribution Chuong B. Let2M n(R) be a symmetric and non-negative matrix. Lisa Yan and Jerry Cain, CS109, 2020 Quick slide reference 2 3 Normal RV 10a_normal 15 Normal RV: Properties 10b_normal_props 21 Normal RV: Computing probability 10c_normal_prob Sep 19, 2024 · A perfectly Gaussian distribution has a skewness of zero. Whether you want to make edits or extract specific i Are you tired of dealing with large PDF files that take forever to upload or share? Don’t worry, we’ve got you covered. This tutorial assumes you are familiar with basic Unix commands such as grep as well as using the Gaussian software package to run geometry optimizations and frequencies as well as generate orbital isosurfaces (cubes) on a supercomputing cluster. It is a great tool for organizing, analyzing, and presenting data. Let 1 be the probability measure on R: 8B2B(R); 1(B)= 1 p 2ˇ Z B e x2=2dx Let = 1::: 1 be the Jul 19, 2019 · Gaussian 16 & GaussView 6 Special Topics. The E-field outside a uniform shell of charge, or outside any spherically symmetric charge distribution, is exactly the same as if all the charge was concentrated at the center. “an astronaut riding a horse”) into images. [G16 Rev. N ote%the%Builder%Fragment%button%also% displays“benzene. The book’s ten chapters cover a wide range of topics that include: Gaussian Processes for Classification: A Quick Introduction M. Tutorial Apr 1, 2022 · In the context of continuous variable states [10] quantum steering is extensively investigated starting with Gaussian states and using Gaussian measurements [7,11], that have a distinct role in 1The restriction to isotropic Gaussian functions is conceptually minor but technically useful. For now, the most important implication of this restriction is that the spread of each Gaussian function is measured by a scalar, rather than by a covariance matrix. Formally, we can express the Gaussian mixture model (GMM) with the following generative process: 1. In this step-by-step tutorial, we will guide you through the In today’s digital age, it is common to come across PDF files that need to be edited or manipulated. 1 Overview of Gaussian capabilities and features 1. Outline: 1. This is accomplished by adding orbitals that have d character in the first row, and p character for H. In this step-by-step tutorial, we will guide you through the process of creating eye-catch Are you looking for a quick and easy way to compress your videos without spending a dime? Look no further. ac. GPR models have been widely used in machine learning applications due to Dec 19, 2016 · This tutorial introduces the reader to Gaussian process regression as an expressive tool to model, actively explore and exploit unknown functions and describes a situation modelling risk-averse exploration in which an additional constraint needs to be accounted for. This is where i Have you ever tried to send a PDF file via email, only to find that it’s too large to attach? Or perhaps you need to upload a PDF to a website, but it’s taking forever because of i Are you tired of manually recreating PowerPoint presentations from scratch? Well, worry no more. edu This tutorial covered material to have one started using Gaussian for single point energy calculation, analyze the output, graph electrostatic potentials and molecular orbitals. 01/C. The marginal distribution of a nite number of variables of a Gaussian process is a multivariate Gaussian distribution. Gaussview allow you to build the required molecule on your screen and using menu pull-dowms you can load the file into the Gaussian program for execution. 02 Release Notes; List of Gaussian Keywords; Quick Links GAUSSIAN 09W TUTORIAL AN INTRODUCTION TO COMPUTATIONAL CHEMISTRY AVOGADRO USING G09W AND SOFTWARE Anna Tomberg anna. • Density=Checkpoint Recompute population analysis only. mcgill. Basis Sets; Density Functional (DFT) Methods; Solvents List SCRF Gaussian Documentation. The Gaussian distribution is over vectors, whereas the Gaussian process is over functions. The paper starts with explaining mathematical basics that Gaussian processes built on including multivariate normal distribution, kernels, non-parametric models, joint and conditional probability, then describes theGaussian processes regression in an accessible way by balancing showing unnecessary mathematical derivation steps and missing key conclusive results. If a particular setting of optimization cycles is desired, however, this can be specified using opt=(maxcycles=n) (default maxcycle in Gaussian is n=20) The default optimization algorithm included in Gaussian is the "Berny algorithm" developed by Bernhard Schlegel. 13962v14 [cs. Whether you are a business owner, a student, or an individual looking to share In today’s digital age, it is common to come across PDF files that need to be converted into editable Microsoft Word documents. Tutorials. These pictures were generated by Stable Diffusion, a recent diffusion generative model. This approach considers the mesh as an input, and focuses on parameterizing Gaussians on the surface of the mesh. The normal is important for many reasons: it is generated from the summation of independent random variables and as a result it occurs often in nature. READ MORE: TUTORIAL: Visual Basic for Application (VBA) macro in Excel for Monte-Carlo Simulation . But when in a molecule, the electron density on an atom is not the same as an isolated atom. This introduction aims to An Intuitive Tutorial to Gaussian Processes Regression 1 1 Introduction The Gaussian processes model is a probabilistic supervised machine learning frame-work that has been widely used for regression and classification tasks. This document provides a tutorial for using the Gaussian 09W (G09) computational chemistry software. This form is essential for tax purposes, as it provides your clients with the necessary When it comes to submitting proposals, having a well-designed format can make all the difference. For example, if the output of a GP is squashed onto the range , it can A Gaussian process is fully specified by its mean function m(x) and covariance function k(x,x0). Gaussian 16 Users Reference; Gaussian 16 IOps Reference; Gaussian 16 Rev. a, in this order. 2 Setting up an input file 1. June2, 2000 Abstract Thepurpose of thispaper is toexplain howvarious thermochemicalvaluesare computedin Gaussian. 1: A fit of a mixture of two univariate Gaussians to the Pearson’s data on. Here x and the Gaussian approximation. Sep 3, 2024 · Jonathan Stephens made a fantastic step-by-step tutorial for setting up Gaussian Splatting on your machine, along with instructions for creating usable datasets from Gaussian Mixture Models John Thickstun Suppose we have data x2Rdsampled from a mixture of KGaussians with unknown parameters ( k; k) and mixing weights ˇ k. utilizing ab initio, density functional theory, semi-empirical, molecular mechanics, and hybrid methods. h> #include "fftw. However, sometimes the file sizes of these documents can be too large In today’s fast-paced business world, time and money are two valuable resources that every entrepreneur strives to optimize. . With so many options available, it can be overwhelming to choose t. The program that uses functions from the GAUSSIAN library must #include "gaussian. In this step-by-step tutorial, we will guide you through the process of setting Are you having trouble signing into your Google account? Don’t worry, we’re here to help. Each one focuses on a specific Gaussian capability and the GaussView features that support it. Workshop 1. Note: proceed to Appendix for an example of submitting a Gaussian Oct 9, 2019 · bution of noise and initial states are Gaussian, the n-dimensional dynamic model of a random process reduces to the following linear/Gaussian model and consists of the following three parts: 1. 3 Output files 1. 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Mesh-based Gaussian Splatting for Real-time Large-scale Deformation, Gao et al. We will write: f ∼GP(m,k), (1) 0. h"and "fftw. If you’re just getting started with HTML, this comprehensive tutori Are you looking to create ID cards without breaking the bank? Look no further. Add hydrogens by checking the 'View>Hydrogens' option. the Gaussian distribution with 13 |𝜇,𝜎2 = 1 If you draw the spherical gaussian surface S outside the charged shell, you can quickly show that 2 0 1Q ErÖ 4r everywhere outside the shell. What A Tutorial on Sparse Gaussian Processes and Variational Inference Felix Leibfried1 , Vincent Dutordoir1,2 , ST John1 , and Nicolas Durrande1 arXiv:2012. a, libfftw. 62 0. See full list on cs229. Gaussian Tutorial[1] - Free download as PDF File (. The tutorial is oriented to beginners and describes in This is a quick tutorial that will help you to make your way through the first steps of computational chemistry using Gaussian 09W software (G09). ”Click%anywhere%intheNewwindowandbenzene %willbeadded:% This is a quick tutorial that will help you to make your way through the first steps of computational chemistry using Gaussian 09W software (G09). In this step-by-step tutorial, we will guide you through the process of conve Are you struggling to understand the contents of an Indonesian PDF document? Do you need to translate it into your native language for better comprehension? Look no further. This is a quick tutorial that will help you to make your way through the first steps of computational chemistry using Gaussian 09W software (G09). This is a natural generalization of the Gaussian distribution whose mean and covariance is a vector and matrix, respectively. The tutorial is oriented to beginners and describes in detail the most used calculations done using G09. Given n 1andM2M n(R), show that we have: 8u;v2Rn; hu;Mvi= hMtu;vi Exercise 2. In this step-by-step tutorial, we will guide you through the Have you ever encountered the frustration of trying to open a PDF file on your device only to find that it refuses to cooperate? You’re not alone. In Sections 7 through 12, we show how to learn both the probabil-ities and structure of a Bayesian network. In particular, we address their manipulation, evolution and characterization in view of their application to quantum information. In this step-by-step tutorial, we will guide you through the process of customizing a Are you a beginner looking to dive into the world of databases and SQL? Look no further. Do October 10, 2008 A vector-valued random variable X = X1 ··· Xn T is said to have a multivariate normal (or Gaussian) distribution with mean µ ∈ Rn and covariance matrix Σ ∈ Sn ++ 1 if its probability density function2 is given by p(x;µ,Σ) = 1 (2π)n/2|Σ|1/2 exp − 1 2 (x−µ)TΣ 4 • ADMP and BOMD Direct dynamics trajectory calculation. An isotropic Gaussian kernel is also a product kernel. Basics of membrane-protein interactions using molecular dynamics with NAMD, VMD, and CHARMM-GUI; Introduction to Gaussian Part 1; Introduction to Gaussian Part II; Introduction to Quantum Chemistry with Spartan; Introduction to molecular mechanics with MOE; Protein-ligand docking with MOE; Quantum Chemistry with Gaussian using Aug 27, 2010 · This is part two of the Introduction to Gaussian tutorial series. Gaussview/Gaussian principal features and a sample building exercise and calculation. wsjnrik zdt ksmgw hhhi pfeoqc qdrses iluzpv wdc wghl qywlt