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<div><section data-id="Interview Detail Banner" id="Interview Detail Banner" class="py-spacing44 sm:py-spacing48 xl:px-spacing80 sm:px-spacing112 px-0 !pb-0 !pt-spacing20 md:!bg-offWhite"><div class="px-spacing20 md:px-0 w-full 2xl:max-w-7xl mx-auto"><div class="row g-4"><div class="col-12 md:flex-col"><ol itemscope="" itemtype="https://schema.org/BreadcrumbList" class="flex h-8 w-auto justify-start items-center bg-transparent md:!bg-offWhite xs:!bg-yellow1"><li class="flex items-center text-xs font-normal h-8 group ease-in-out duration-500 transition text-neutral-500" itemprop="itemListElement" itemscope="" itemtype="https://schema.org/ListItem"><a href="" class="px-spacing8 h-full cursor-pointer flex rounded-128 items-center group-hover:bg-mono-black/4 duration-500 ease-in-out transition justify-center" itemprop="item"><div itemprop="name" content="Home"><div class="text-xs text-neutral-600 group-hover:font-medium group-hover:underline group-hover:underline-offset-3 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class="flex items-center text-xs font-normal h-8 group ease-in-out duration-500 transition text-neutral-500" itemprop="itemListElement" itemscope="" itemtype="https://schema.org/ListItem"><a href="interview-questions/data-science" class="px-spacing8 h-full cursor-pointer flex rounded-128 items-center group-hover:bg-mono-black/4 duration-500 ease-in-out transition justify-center" itemprop="item"><div itemprop="name"><div class="text-xs text-neutral-500 group-hover:font-medium group-hover:underline group-hover:underline-offset-3 group-hover:text-mono-black max-w-50 overflow-ellipsis whitespace-nowrap overflow-hidden">Data Science</div></div></a><meta itemprop="position" content="3"><i class=" icon-chevron-right text-xl leading-5 text-neutral-600  md:text-neutral-400 self-center "></i></li><li class="flex items-center text-xs font-normal h-8 group ease-in-out duration-500 transition text-neutral-500" itemprop="itemListElement" itemscope="" itemtype="https://schema.org/ListItem"><span class="overflow-hidden px-spacing8 "><div itemprop="name"><div class="text-xs text-neutral-500 max-w-50 overflow-ellipsis whitespace-nowrap overflow-hidden">Machine Learning Interview Questions and Answers Data Science</div></div></span><meta itemprop="position" content="4"><i class=" hidden"></i></li></ol></div></div></div></section></div><div><section data-id="Interview Detail Banner" id="Interview Detail Banner" class="py-spacing44 sm:py-spacing48 xl:px-spacing80 sm:px-spacing112 px-0 bg-offWhite !py-0 !pb-0"><div class="px-spacing20 md:px-0 w-full 2xl:max-w-7xl mx-auto"><div class="row g-4"><div class="col-12 md:flex-col"><div class="flex flex-col md:flex-row md:items-center md:justify-between bg-offWhite  md:pt-spacing20 md:pb-[48px]"><div class="md:max-w-[579px] xs:w-full"><p class="uppercase text-interview-grey-1 text-interactionNormal font-semibold pb-spacing7">Data Science</p><h1 class="font-[700] text-headingBanner2 pb-spacing20 text-black">Machine Learning Interview Questions and Answers Data Science</h1><p class="text-greyscale1 text-interactionNormal leading-[22px] font-normal flex items-center gap-spacing6"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none"><path d="M8.09313 2.36439C8.46453 1.61186 9.53762 1.61185 9.90902 2.36439L11.6202 5.8317L15.4466 6.38771C16.2771 6.50838 16.6087 7.52895 16.0078 8.11472L13.239 10.8136L13.8926 14.6246C14.0345 15.4517 13.1663 16.0825 12.4235 15.6919L9.00108 13.8927L5.57864 15.6919C4.83584 16.0825 3.96769 15.4517 4.10955 14.6246L4.76318 10.8136L1.99437 8.11472C1.39343 7.52896 1.72504 6.50838 2.55551 6.38771L6.38191 5.8317L8.09313 2.36439ZM9.00108 3.06669L7.36457 6.38262C7.21708 6.68146 6.932 6.88858 6.60222 6.9365L2.94286 7.46824L5.5908 10.0493C5.82943 10.2819 5.93832 10.6171 5.88199 10.9455L5.2569 14.5901L8.52992 12.8694C8.82489 12.7143 9.17727 12.7143 9.47224 12.8694L12.7453 14.5901L12.1202 10.9455C12.0638 10.6171 12.1727 10.2819 12.4114 10.0493L15.0593 7.46824L11.3999 6.9365C11.0702 6.88858 10.7851 6.68146 10.6376 6.38262L9.00108 3.06669Z" fill="#FF9F1F"></path></svg>4.6 Rating<span class="bg-transparent"></span><i aria-hidden="true" class="icon-book-open text-yellow-main text-base"></i> 40 Questions<span class="bg-transparent"></span><i aria-hidden="true" class="icon-clock text-yellow-main text-base"></i> 25 mins read<span class="bg-transparent"></span><svg xmlns="http://www.w3.org/2000/svg" width="15" height="11" viewBox="0 0 15 11" fill="none"><path fill-rule="evenodd" clip-rule="evenodd" d="M3.24952 2.59291C2.23066 3.44326 1.51929 4.44071 1.16018 5.00933C1.11075 5.0876 1.09048 5.12047 1.0772 5.14603C1.0712 5.15757 1.06952 5.16207 1.06839 5.16646C1.06826 5.16749 1.06809 5.16902 1.06789 5.17105C1.0672 5.17843 1.06667 5.1885 1.06667 5.2C1.06667 5.2115 1.0672 5.22157 1.06789 5.22895C1.06809 5.23098 1.06826 5.23251 1.06839 5.23354C1.06952 5.23793 1.0712 5.24243 1.0772 5.25397C1.09048 5.27953 1.11075 5.3124 1.16018 5.39067C1.51929 5.95929 2.23066 6.95674 3.24952 7.80709C4.26712 8.6564 5.55933 9.33333 7.0961 9.33333C8.63288 9.33333 9.92509 8.6564 10.9427 7.80709C11.9615 6.95674 12.6729 5.95929 13.032 5.39067C13.0815 5.3124 13.1017 5.27953 13.115 5.25396C13.121 5.24246 13.1227 5.23796 13.1238 5.23358C13.1239 5.23255 13.1241 5.23101 13.1243 5.22895C13.125 5.22157 13.1255 5.2115 13.1255 5.2C13.1255 5.1885 13.125 5.17843 13.1243 5.17105C13.1241 5.16902 13.1239 5.16749 13.1238 5.16646C13.1227 5.16207 13.121 5.15757 13.115 5.14603C13.1017 5.12047 13.0815 5.0876 13.032 5.00933C12.6729 4.44071 11.9615 3.44325 10.9427 2.59291C9.92509 1.7436 8.63288 1.06667 7.0961 1.06667C5.55933 1.06667 4.26712 1.7436 3.24952 2.59291ZM2.56604 1.77398C3.70346 0.824679 5.22954 0 7.0961 0C8.96266 0 10.4887 0.824679 11.6262 1.77398C12.7623 2.72224 13.5427 3.8204 13.9339 4.43976C13.9388 4.44758 13.9438 4.45545 13.9489 4.4634C14.0278 4.58784 14.1182 4.73042 14.1644 4.9319C14.2015 5.0936 14.2015 5.3064 14.1644 5.4681C14.1182 5.66958 14.0278 5.81216 13.9489 5.9366C13.9438 5.94455 13.9388 5.95243 13.9339 5.96024C13.5427 6.5796 12.7623 7.67775 11.6262 8.62601C10.4887 9.57532 8.96266 10.4 7.0961 10.4C5.22954 10.4 3.70346 9.57532 2.56604 8.62601C1.42987 7.67775 0.649473 6.5796 0.258315 5.96024C0.253381 5.95243 0.248386 5.94455 0.243343 5.9366C0.164414 5.81216 0.0739778 5.66958 0.027797 5.4681C-0.00926565 5.3064 -0.00926565 5.0936 0.027797 4.9319C0.0739778 4.73042 0.164414 4.58784 0.243343 4.4634C0.248385 4.45545 0.253381 4.44757 0.258314 4.43976C0.649473 3.8204 1.42987 2.72225 2.56604 1.77398ZM7.0961 3.73333C6.28609 3.73333 5.62944 4.38998 5.62944 5.2C5.62944 6.01002 6.28609 6.66667 7.0961 6.66667C7.90612 6.66667 8.56277 6.01002 8.56277 5.2C8.56277 4.38998 7.90612 3.73333 7.0961 3.73333ZM4.56277 5.2C4.56277 3.80088 5.69698 2.66667 7.0961 2.66667C8.49522 2.66667 9.62944 3.80088 9.62944 5.2C9.62944 6.59912 8.49522 7.73333 7.0961 7.73333C5.69698 7.73333 4.56277 6.59912 4.56277 5.2Z" fill="#FF9F1F"></path></svg>80 Readers</p></div><div class="rounded-[12px] h-auto relative overflow-hidden self-auto"><img alt="Interview Detail Banner Image" fetchpriority="high" loading="eager" width="411" height="274" decoding="async"  class="object-cover rounded-[12px]" style="color:transparent" sizes="(min-width: 768px) 411px, 274px" srcSet="" src="https://images.unsplash.com/photo-1544197150-b99a580bb7a8?ixlib=rb-4.0.3&auto=format&fit=crop&w=1000&q=80"></div></div></div></div></div></section></div><div><section data-id="Interview_Detail_Page_Interviews_Section" id="Interview_Detail_Page_Interviews_Section" class="py-spacing44 sm:py-spacing48 xl:px-spacing80 sm:px-spacing112 px-0"><div class="px-spacing20 md:px-0 w-full 2xl:max-w-7xl mx-auto"><div class="row g-4"><div class="col-12 md:flex-col"><div class="flex flex-row relative gap-spacing80"><div class="md:min-w-[846px] xs:w-full"><h3 class="text-interview-black-1 font-[700] md:text-title2 xs:text-baseInterviewTitle pb-spacing10">Introduction</h3><div class="text-neutral7 font-normal md:text-bodyNormal xs:text-bannerPoints pb-spacing24"><p>Ready to face your next Machine Learning interview? Be interview-ready with this list of Machine Learning interview questions and answers, carefully curated by industry experts. Be ready to answer different questions like CRISP-DM, difference between univariate and bivariate analysis, chi-square test, difference between Type 1 and Type 2 Error, Bias-Variance trade-off. We have gathered a set of interview questions for machine learning that will help you become a machine learning engineer, data engineer.</p></div><div><section class="py-spacing44 sm:py-spacing48 xl:px-spacing80 sm:px-spacing112 px-0 bg-subdued md:bg-white !py-0 !px-0"><div class="px-spacing20 md:px-0 w-full 2xl:max-w-7xl mx-auto"><div class="row g-4"><div class="col-12 md:flex-col"><div class="flex items-center justify-center font-Inter"><div class="bg-subdued w-full md:p-spacing40 py-spacing40 rounded-custom20"><div class="flex justify-between items-center"><div class="items-center flex-1"><div class="max-w-133"><div class="text-3xl leading-9.75 font-bold text-mono-black mt-spacing6">Machine Learning Interview Questions and Answers</div></div></div></div><div class=""><div><div class="relative flex w-fit items-center max-w-full customized-x-scrollbar gap-spacing12 md:gap-spacing24 rounded-xl bg-white p-spacing8 shadow-primaryDouble my-6 md:my-spacing40"><button class="z-1 rounded-lg px-spacing16 h-10 transition-all duration-300 ease-out flex items-center gap-spacing8 whitespace-nowrap font-semibold text-primary-900 bg-primary-100 delay-300"><h3 class="text-sm md:text-base first-letter:capitalize">Intermediate</h3></button><button class="z-1 rounded-lg px-spacing16 h-10 transition-all duration-300 ease-out flex items-center gap-spacing8 whitespace-nowrap bg-transparent font-medium text-neutral-800 hover:text-primary-600"><h3 class="text-sm md:text-base first-letter:capitalize">Advanced</h3></button><span class="absolute block h-10 rounded-lg bg-primary-100 transition-all duration-300" style="left:0;width:0;opacity:1"></span></div></div><div class=""><div><div class="text-xl text-neutral-800 mb-spacing20 font-bold">Intermediate</div><div class="relative w-full"><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-primary-main outline-2 shadow-card hover:shadow-card visible"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-t-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden">1. There is an ask to evaluate a regression model based on parameters such as R square, Adjusted R square, and Tolerance? Explain what will be the criteria.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-0 text-neutral-800"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>In a regression problem, we expect that when we define a solution or mathematical formula, it should explain all possible values or assumption is that most data points should get closer to the line if it is a linear regression.</p><p>R square is also known as “goodness of fit”. The higher the value of R square, the better it is. R square explains the amount to which input variables explain the variation of the target variable or predicted variable. If R square is 0.75, then it indicates that 75% of the variation in the target variable is explained by input variables. So higher the R-square value, better the explainability of variation in target, hence better the model performance.</p><p>Now the problem arises, where we add more input variables. The value of R-square keeps increasing. If additional variables do not have an influence in determining the variation of the target variable, then it is a problem and higher R-square value, in this case, is misleading. This is where the adjusted R square is being used. The Adjusted R square is an updated version of R square. It penalizes if the addition of more input variables does not improve the existing model and can’t explain the variation in target effectively.</p><p>So if we are adding more input variables, we need to ensure they influence target variable, else the gap between R-square and Adjusted R-square will increase. If there is only one input variable both value will be the same. If there are multiple input variables, it is suggested to consider Adjusted R-square value for the goodness of fit.</p><p>Tolerance is defined as 1/VIF where VIF stands for Variation Inflation Factor. VIF as the name suggests indicates the inflation in variation. It is a parameter that detects multicollinearity between variables. Based on VIF values, we can determine whether to remove or include all variables without comprising the Adjusted R-square value. Hence 1/VIF or Tolerance can be used to gauge which all parameters to be considered in the model to have a better performance.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow visible"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">2. What is the difference between Type 1 and Type 2 Error? Explain briefly.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>Type I error is committed when the null hypothesis is true and we reject it, also known as a ‘False Positive’. Type II error is committed when the null hypothesis is false and we accept it, also known as ‘False Negative’.</p><p>In the context of the confusion matrix, we can say Type I error occurs when we classify a value as positive (1) when it is actually negative (0). Type II error occurs when we classify a value as negative (0) when it is actually positive(1).</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow visible"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">3. How is the logistic regression model evaluated? Explain at least 3 points.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p></p><p>Logistic Regression models can be evaluated as follows:</p><ol class="CertTheme__ol1 pt-spacing10"><li class="CertTheme__listItem pt-spacing10">First and foremost key parameter for evaluation is AUC-ROC curve. This is the Area under Curve. The confusion matrix can be built or generated based on actual and predicted values from the model solution. Based on that, the AUC-ROC curve can be plotted to see the model performance. ROC stands for Receiver Operating Characteristic. For an ideal model, the perfect True positive rate score will be 1 and False Positive rate will be 0. The more inclined the ROC curve towards 1, the better it is.</li><li class="CertTheme__listItem pt-spacing10">Secondly, another important metrics is AIC which stands for Akaike Information Criteria. This is related to the Adjusted R square value. When we look at R square and Adjusted R square, we understand that when there are more input variables being added without improving the variation explanation of target variable, then metric such as Adjusted R square penalizes if we add input variables just for the sake of adding and no value in terms of model performance. Hence in such cases, Adjusted R square is a better interpretation compared to R square and hence it is followed. AIC value is dependent on Adjusted R square. Hence, AIC is the goodness of fit and it penalizes if more variables are added to a model without adding value.</li><li class="CertTheme__listItem pt-spacing10">Null deviance and Residual deviance are other metrics which are important to evaluate a logistic regression model. Both should be low which will indicate the model is better.</li></ol><p></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow visible"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">4. There are multiple algorithms available in machine learning – supervised, unsupervised and other learning. How do you determine which one to use?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>Machine learning can be of types - supervised, unsupervised and others such as semi-supervised, reinforcement learning, etc.</p><p>When we look at how to choose which algorithm to select, it depends on input data type primarily and what are we trying to accomplish out of it.</p><ol class="CertTheme__ol1 pt-spacing10"><li class="CertTheme__listItem pt-spacing10">If the target variable is continuous, then we will use regression algorithms (which are part of supervised learning). e.g. Simple Linear Regression, Multiple Linear Regression, etc.</li><li class="CertTheme__listItem pt-spacing10">If the target variable is categorical, then we will use classification algorithms (this is also part of supervised learning). e.g. Logistic Regression, Random Forest, Decision Trees, kNN, Neural Network, Support Vector Machine, Naive Bayes, etc.</li><li class="CertTheme__listItem pt-spacing10">If the target variable is not available, then we will use any of the unsupervised learning such as Clustering or Association or Recommendation Algorithms.</li></ol><p>Other types of machine learning also used in different scenarios.</p><p>Generative, Graph-based and Heuristic approaches are part of semi-supervised learning while reinforcement learning can be active and passive categories.</p><p>This is how different machine learning algorithms, methods, approaches can be used at different scenarios at a high level.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow visible"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">5. What is Bias-Variance trade-off? Explain.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>Mathematically the error emerging from any model can be broken down into 3 major components.</p><p>Error(X) = Square(Bias) + Variance + Irreducible Error</p><p>It is important to handle or address the bias error and variance error which is in control. We can’t do much for irreducible error.</p><ul><li class="CertTheme__listItem pt-spacing10"><span style="color:rgb(0, 0, 0)"><strong>Low Bias -</strong></span> indicates fewer assumptions about the form of the target variable or function. In this case, when we test on new data, it does not give expected results and accuracy can be compromised. High Bias indicates high assumptions in a similar context.</li><li class="CertTheme__listItem pt-spacing10"><span style="color:rgb(0, 0, 0)"><strong>High variance -</strong></span> indicates large changes to the estimate of target variable or target function with changes to the training data. Low variance indicates smaller changes to the estimate of the target variable or target function in a similar context.</li></ul><p>When we are trying to build a model with greater accuracy, for better performance of the model, it is critical to strike a balance between bias and variance so that errors can be minimized and the gap between actual and predicted outcomes can be reduced.</p><p>Hence balance between Bias and Variance needs to be maintained.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">6. What is the difference between OLS and Maximum Likelihood? Explain briefly.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>OLS stands for Ordinary Least Squares. OLS is a line or estimate which minimizes the error. The sum squared of errors is considered here. Error is the difference between the observed value and its corresponding predicted value. This is typically in a linear regression model scenario.</p><p>MLE stands for maximum Likelihood Estimate. MLE is an approach for estimating parameters of a statistical model. Here random error is assumed to follow a distribution, e.g. normal distribution.</p><p>MLE is more to select a parameter that can maximize the likelihood or log-likelihood (when we try to normalize based on data values). OLS considers the parameter value that minimizes the error of the model.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">7. What are the parameters to evaluate Logistic Regression? Explain briefly.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>There are various key metrics used for evaluation of a logistic regression model. Key metrics are as follows:</p><ul><li class="CertTheme__listItem pt-spacing10"><span style="color:rgb(0, 0, 0)"><strong>&nbsp;AUC-ROC curve -&nbsp;</strong></span>First and foremost key parameter for evaluation is AUC-ROC curve. This is the Area under Curve. The confusion matrix can be built or generated based on actual and predicted values from the model solution. Based on that, the AUC-ROC curve can be plotted to see the model performance. ROC stands for Receiver Operating Characteristic. For an ideal model, the perfect True positive rate score will be 1 and False Positive rate will be 0. The more inclined the ROC curve towards 1, the better it is.</li><li class="CertTheme__listItem pt-spacing10"><span style="color:rgb(0, 0, 0)"><strong>&nbsp;AIC -</strong></span> Secondly, important metrics is AIC which stands for Akaike Information Criteria. This is related to the Adjusted R square value. When we look at R square and Adjusted R square, we understand that when there are more input variables being added without improving the variation explanation of target variable, then metric such as Adjusted R square penalizes if we add input variables just for the sake of adding and no value in terms of model performance. Hence in such cases, Adjusted R square is a better interpretation compared to R square and hence it is followed. AIC value is dependent on the Adjusted R square. Hence AIC is the goodness of fit and it penalizes if more variables are added to a model without adding value.</li><li class="CertTheme__listItem pt-spacing10"><span style="color:rgb(0, 0, 0)"><strong>Null and Residual Deviance -&nbsp;</strong></span>Null deviance and Residual deviance are other metrics which are important to evaluate a logistic regression model. Both should be low which will indicate the model is better.</li></ul><div class="overflow-x-auto mt-spacing10 mb-[16.8px] md:mb-6 max-w-full"><table class="min-w-full divide-y divide-gray-200 border"><thead><tr><th class="CertTheme__tableCell CertTheme__tableCellHeader" style="border:1px solid black;width:175px;vertical-align:top;text-align:start;background-color:rgb(242, 243, 245)"><br></th><th class="CertTheme__tableCell CertTheme__tableCellHeader" style="border:1px solid black;width:175px;vertical-align:top;text-align:start;background-color:rgb(242, 243, 245)"><br></th><th class="CertTheme__tableCell CertTheme__tableCellHeader" style="border:1px solid black;width:175px;vertical-align:top;text-align:start;background-color:rgb(242, 243, 245)">Predicted</th></tr></thead><tbody><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start"><br></td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start"><br></td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">Good</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">Bad</td></tr><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">Actual</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">Good</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">True Positive</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">False Negative</td></tr><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">Bad</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">False Positive</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">True Negative</td></tr></tbody></table></div><p dir="ltr">Accordingly, accuracy, specificity, sensitivity parameters can be derived.</p><p>The area under the curve (AUC), referred to as an index of accuracy(A) or concordance index, is a perfect performance metric for ROC curve. Higher the area under the curve, the better is the prediction power of the model.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">8. We have a dataset comprising of variables having more than 30% missing values. Let’s say, for example, we have 100 variables and 16 variables have missing values of more than 30%. How will you deal with this scenario?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p></p><ol class="CertTheme__ol1 pt-spacing10"><li class="CertTheme__listItem pt-spacing10">Assign a unique category to missing values, who knows the missing values might decipher some trend. Perform exploratory analysis to visualize and understand them better.</li><li class="CertTheme__listItem pt-spacing10">We can remove them blatantly.</li><li class="CertTheme__listItem pt-spacing10">We can sensibly check their distribution with the target variable, and if found any pattern we’ll keep those missing values and assign them a new category while removing others.</li></ol><p>In a nutshell, while handling missing values, we will have to understand data first and based on that, various mechanisms can be performed to treat them.</p><p>There is no specific rule for a particular scenario. It is data-driven and context specific.</p><p></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">9. We have time series data provided to us. What cross-validation techniques are to be followed?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>For time series datasets, k fold can be troublesome because there might be some pattern in year 4 or 5 which is not in year 3. Resampling the dataset will separate these trends, and we might end up validation on past years, which is incorrect. Instead, we can use forward chaining strategy with 5 fold cross validation as shown below:</p><ul><li class="CertTheme__listItem pt-spacing10">fold 1: training [1], test [2]</li><li class="CertTheme__listItem pt-spacing10">fold 2: training [1 2], test [3]</li><li class="CertTheme__listItem pt-spacing10">fold 3: training [1 2 3], test [4]</li><li class="CertTheme__listItem pt-spacing10">fold 4: training [1 2 3 4], test [5]</li><li class="CertTheme__listItem pt-spacing10">fold 5: training [1 2 3 4 5], test [6] where 1,2,3,4,5,6 represents “year”.</li></ul><p>For this, the assumption is to have 6 years of historical data available.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">10. What is the difference between one hot encoding and label encoding? Explain.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>Using one hot encoding, the dimensionality (i.e. features) in a dataset get increased because it creates a new variable for each level present in categorical variables. For example: let’s say we have a variable ‘color’. The variable has 3 levels namely Red, Blue, and Green. One hot encoding ‘color’ variable will generate three new variables as Color.Red, Color.Blue and Color.Green containing 0 and 1 value. In label encoding, the levels of categorical variables get encoded as 0 and 1, so no new variable is created. Label encoding is majorly used for binary variables.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">11. We have developed a Random Forest model with 10000 trees. We have got training error as 0. However, the validation error seems to be around 34~35. Any thoughts? Do you feel the model has not trained appropriately?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>This is a scenario where the model overfits and we get perfect accuracy or in other words, the error is almost zero or zero.</p><p>When we divide the dataset into training and test and then build our model on the training dataset, our objective is to validate the model that we have built using training dataset, to be fed into a testing dataset which is unseen by the model and new dataset for the model. Based on the features in training dataset that it has learned, if it can perform well in a new dataset with similar features, then that proves the model is performing better with less error.</p><p>In this context, when we think about random forest which is a classification algorithm, various hyper parameters are to be considered carefully which is used to build the algorithm and model. The number of trees is one of those parameters and we need to ensure we reduce the number of trees in this case, to enable the model to behave appropriately and do not overfit. Trees can be reduced using k-fold cross-validation approach where k can be 5, 10 or any fold that we wish to make.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">12. We have got a dataset where a number of variables is greater than the number of observations or rows. Can we use classical Regression techniques here? How would you deal with this situation?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>No, classical regression techniques can not be used here.</p><p>Since a number of variables are greater than a number of observations, it is a high dimension dataset and ordinary least squares cannot be considered for an estimate as standard deviation and variance will be infinite.</p><p>We will have to use regression techniques such as Lasso, Ridge, etc. which will penalize coefficients and will reduce variance and standard deviation. Subset regression and/or stepwise regression can also be explored with a forward step approach.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">13. What is the difference between Random Forest and Gradient Boosting algorithms? Explain briefly.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>Both Random Forest (RF) and Gradient Boosting (GBM) are tree-based supervised machine learning algorithms. Both use a tree-based modeling approach and ensemble methods are used.</p><p>RF uses decision trees, kind of complex form of a tree-based algorithm, which is inclined to overfitting. GBM instead is a boosting-based algorithm approach, which is based on weak classifiers.</p><p>Accuracy of RF can be manipulated by modifying variance. GBM will have more hyper-parameters to tune for accuracy and can be planned to play for a tradeoff between bias and variance.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">14. What are the key methods for variable selection? Explain briefly.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p></p><p>We can follow the below steps for variable selection. There could be other ways to accomplish this as well.</p><ul><li class="CertTheme__listItem pt-spacing10">Remove the correlated variables prior to selecting important variables</li><li class="CertTheme__listItem pt-spacing10">Use linear regression and select variables based on p values</li><li class="CertTheme__listItem pt-spacing10">Use Forward Selection, Backward Selection, Stepwise Selection</li><li class="CertTheme__listItem pt-spacing10">Use Random Forest, Xgboost and plot variable importance chart</li><li class="CertTheme__listItem pt-spacing10">Use Lasso Regression</li><li class="CertTheme__listItem pt-spacing10">Measure information gain for the available set of features and select top n features accordingly.</li></ul><p></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">15. When is Ridge regression used and when is Lasso regression (ideally)?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>It is suggested that in the presence of few variables with medium / large sized effect, lasso regression can be used. In the presence of many variables with small/medium sized effect, ridge regression can be preferred.</p><p>Conceptually, lasso regression (L1) does both variable selection and parameter shrinkage, whereas Ridge regression only does parameter shrinkage and end up including all the coefficients in the model. In the presence of correlated variables, ridge regression might be the preferred choice. Additionally, ridge regression works best in situations where the least square estimates have higher variance.</p><p>Therefore, it depends on our business goal and model objective as to what is the expectation.</p><p>Accordingly, decisions can be taken.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">16. We have trained/executed our model with the given dataset. We have noticed that we have used a regression model and it is suffering from multicollinearity. Is it possible to improvise on our model without losing any information?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>To check multicollinearity, we can create a correlation matrix to identify &amp; remove variables having a correlation above 75% (assuming that deciding a threshold is subjective). In addition, we can use calculate VIF (variance inflation factor) to check the presence of multicollinearity.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>VIF value &lt;= 4 suggests no multicollinearity whereas a value of &gt;= 10 implies serious multicollinearity.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Additionally, we can use tolerance as an indicator of multicollinearity.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>However, removing correlated variables might lead to loss of information. In order to retain those variables, we can use penalized regression models like ridge or lasso regression. Additionally, we can add some random noise in a correlated variable so that the variables become different from each other. But, adding noise might affect the prediction accuracy, hence this approach should be carefully used with some balancing effect.</span></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">17. Consider universities dataset below. Data for 25 undergraduate programs at business schools in US universities in 1995. The dataset excludes image variables (student satisfaction, employer satisfaction, dean’s opinions, etc.). Given this<p></p><p><br></p></h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Distance between two universities can be derived as follows</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><img alt="Distance between two universities can be derived in machine learning " loading="lazy" width="100" height="100" decoding="async"  class="" style="color:transparent;width:100%;height:auto;background-size:cover;background-position:50% 50%;background-repeat:no-repeat;background-image:url(&quot;data:image/svg+xml;charset=utf-8,%3Csvg xmlns='http%3A//www.w3.org/2000/svg' viewBox='0 0 100 100'%3E%3Cfilter id='b' color-interpolation-filters='sRGB'%3E%3CfeGaussianBlur stdDeviation='20'/%3E%3C/filter%3E%3Cimage preserveAspectRatio='none' filter='url(%23b)' x='0' y='0' height='100%25' width='100%25' href='data:image/svg+xml;base64,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'/%3E%3C/svg%3E&quot;)" sizes="(min-width: 767px) 50vw, 100vw" srcSet="" src="https://images.unsplash.com/photo-1521737604893-d14cc237f11d?ixlib=rb-4.0.3&auto=format&fit=crop&w=1000&q=80"></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Now simple Euclidean distance can be derived as per below.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><img alt="Now simple Euclidean distance can be derived as in machine learning" loading="lazy" width="100" height="100" decoding="async"  class="" style="color:transparent;width:100%;height:auto;background-size:cover;background-position:50% 50%;background-repeat:no-repeat;background-image:url(&quot;data:image/svg+xml;charset=utf-8,%3Csvg xmlns='http%3A//www.w3.org/2000/svg' viewBox='0 0 100 100'%3E%3Cfilter id='b' color-interpolation-filters='sRGB'%3E%3CfeGaussianBlur stdDeviation='20'/%3E%3C/filter%3E%3Cimage preserveAspectRatio='none' filter='url(%23b)' x='0' y='0' height='100%25' width='100%25' href='data:image/svg+xml;base64,CiAgPHN2ZyB3aWR0aD0iMTAwIiBoZWlnaHQ9IjEwMCIgdmVyc2lvbj0iMS4xIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHhtbG5zOnhsaW5rPSJodHRwOi8vd3d3LnczLm9yZy8xOTk5L3hsaW5rIj4KICAgIDxkZWZzPgogICAgICA8bGluZWFyR3JhZGllbnQgaWQ9ImciPgogICAgICAgIDxzdG9wIHN0b3AtY29sb3I9IiNjY2MiIG9mZnNldD0iMjAlIiAvPgogICAgICAgIDxzdG9wIHN0b3AtY29sb3I9IiNkZGQiIG9mZnNldD0iNTAlIiAvPgogICAgICAgIDxzdG9wIHN0b3AtY29sb3I9IiNlZWUiIG9mZnNldD0iNzAlIiAvPgogICAgICA8L2xpbmVhckdyYWRpZW50PgogICAgPC9kZWZzPgogICAgPHJlY3Qgd2lkdGg9IjEwMCIgaGVpZ2h0PSIxMDAiIGZpbGw9IiNlZWUiIC8+CiAgICA8cmVjdCBpZD0iciIgd2lkdGg9IjEwMCIgaGVpZ2h0PSIxMDAiIGZpbGw9InVybCgjZykiIC8+CiAgICA8YW5pbWF0ZSB4bGluazpocmVmPSIjciIgYXR0cmlidXRlTmFtZT0ieCIgZnJvbT0iLTEwMCIgdG89IjEwMCIgZHVyPSIxcyIgcmVwZWF0Q291bnQ9ImluZGVmaW5pdGUiICAvPgogIDwvc3ZnPg=='/%3E%3C/svg%3E&quot;)" sizes="(min-width: 767px) 50vw, 100vw" srcSet="" src="https://images.unsplash.com/photo-1550133730-695473e544be?ixlib=rb-4.0.3&auto=format&fit=crop&w=1000&q=80"></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>In order to get a standardized distance, we have to normalize it.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><img alt="order to get a standardized distance" loading="lazy" width="100" height="100" decoding="async"  class="" style="color:transparent;width:100%;height:auto;background-size:cover;background-position:50% 50%;background-repeat:no-repeat;background-image:url(&quot;data:image/svg+xml;charset=utf-8,%3Csvg xmlns='http%3A//www.w3.org/2000/svg' viewBox='0 0 100 100'%3E%3Cfilter id='b' color-interpolation-filters='sRGB'%3E%3CfeGaussianBlur stdDeviation='20'/%3E%3C/filter%3E%3Cimage preserveAspectRatio='none' filter='url(%23b)' x='0' y='0' height='100%25' width='100%25' href='data:image/svg+xml;base64,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'/%3E%3C/svg%3E&quot;)" sizes="(min-width: 767px) 50vw, 100vw" srcSet="" src="https://images.unsplash.com/photo-1521737604893-d14cc237f11d?ixlib=rb-4.0.3&auto=format&fit=crop&w=1000&q=80"></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Hence standardized Euclidean distance between CalTech and Cornell are as follows:</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><img alt="CalTech and Cornell in machine learning" loading="lazy" width="100" height="100" decoding="async"  class="" style="color:transparent;width:100%;height:auto;background-size:cover;background-position:50% 50%;background-repeat:no-repeat;background-image:url(&quot;data:image/svg+xml;charset=utf-8,%3Csvg xmlns='http%3A//www.w3.org/2000/svg' viewBox='0 0 100 100'%3E%3Cfilter id='b' color-interpolation-filters='sRGB'%3E%3CfeGaussianBlur stdDeviation='20'/%3E%3C/filter%3E%3Cimage preserveAspectRatio='none' filter='url(%23b)' x='0' y='0' height='100%25' width='100%25' href='data:image/svg+xml;base64,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'/%3E%3C/svg%3E&quot;)" sizes="(min-width: 767px) 50vw, 100vw" srcSet="" src="https://images.unsplash.com/photo-1488190211105-8b0e84b7e8d1?ixlib=rb-4.0.3&auto=format&fit=crop&w=1000&q=80"></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">18. We have below data with 10 transactions. What is the performance measure “Support” for “if white then blue”?<p></p></h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>{white} → {blue}</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Support s = 4/10 = 0.4</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Hence Support is 40%.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Support of a rule is defined as % (or number) of transactions in which antecedent (If) and consequent (Then) appear in the data.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><img alt="appear in the data" loading="lazy" width="100" height="100" decoding="async"  class="" style="color:transparent;width:100%;height:auto;background-size:cover;background-position:50% 50%;background-repeat:no-repeat;background-image:url(&quot;data:image/svg+xml;charset=utf-8,%3Csvg xmlns='http%3A//www.w3.org/2000/svg' viewBox='0 0 100 100'%3E%3Cfilter id='b' color-interpolation-filters='sRGB'%3E%3CfeGaussianBlur stdDeviation='20'/%3E%3C/filter%3E%3Cimage preserveAspectRatio='none' filter='url(%23b)' x='0' y='0' height='100%25' width='100%25' href='data:image/svg+xml;base64,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'/%3E%3C/svg%3E&quot;)" sizes="(min-width: 767px) 50vw, 100vw" srcSet="" src="https://images.unsplash.com/photo-1581091226825-a6a2a5aee158?ixlib=rb-4.0.3&auto=format&fit=crop&w=1000&q=80"></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">19. We have below data with 10 transactions. What is the performance measure “Confidence” for “if white then blue”?<p></p></h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>{white} → {blue}</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Confidence = 4 / 8</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Confidence parameter is defined as: % of antecedent (If) transactions that also have the consequent (Then) itemset, same as P (Consequent | Antecedent) = P (C &amp; A) / P (A)</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><img alt="What is the performance measure Confidence for if white then blue?" loading="lazy" width="100" height="100" decoding="async"  class="" style="color:transparent;width:100%;height:auto;background-size:cover;background-position:50% 50%;background-repeat:no-repeat;background-image:url(&quot;data:image/svg+xml;charset=utf-8,%3Csvg xmlns='http%3A//www.w3.org/2000/svg' viewBox='0 0 100 100'%3E%3Cfilter id='b' color-interpolation-filters='sRGB'%3E%3CfeGaussianBlur stdDeviation='20'/%3E%3C/filter%3E%3Cimage preserveAspectRatio='none' filter='url(%23b)' x='0' y='0' height='100%25' width='100%25' href='data:image/svg+xml;base64,CiAgPHN2ZyB3aWR0aD0iMTAwIiBoZWlnaHQ9IjEwMCIgdmVyc2lvbj0iMS4xIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHhtbG5zOnhsaW5rPSJodHRwOi8vd3d3LnczLm9yZy8xOTk5L3hsaW5rIj4KICAgIDxkZWZzPgogICAgICA8bGluZWFyR3JhZGllbnQgaWQ9ImciPgogICAgICAgIDxzdG9wIHN0b3AtY29sb3I9IiNjY2MiIG9mZnNldD0iMjAlIiAvPgogICAgICAgIDxzdG9wIHN0b3AtY29sb3I9IiNkZGQiIG9mZnNldD0iNTAlIiAvPgogICAgICAgIDxzdG9wIHN0b3AtY29sb3I9IiNlZWUiIG9mZnNldD0iNzAlIiAvPgogICAgICA8L2xpbmVhckdyYWRpZW50PgogICAgPC9kZWZzPgogICAgPHJlY3Qgd2lkdGg9IjEwMCIgaGVpZ2h0PSIxMDAiIGZpbGw9IiNlZWUiIC8+CiAgICA8cmVjdCBpZD0iciIgd2lkdGg9IjEwMCIgaGVpZ2h0PSIxMDAiIGZpbGw9InVybCgjZykiIC8+CiAgICA8YW5pbWF0ZSB4bGluazpocmVmPSIjciIgYXR0cmlidXRlTmFtZT0ieCIgZnJvbT0iLTEwMCIgdG89IjEwMCIgZHVyPSIxcyIgcmVwZWF0Q291bnQ9ImluZGVmaW5pdGUiICAvPgogIDwvc3ZnPg=='/%3E%3C/svg%3E&quot;)" sizes="(min-width: 767px) 50vw, 100vw" srcSet="" src="https://images.unsplash.com/photo-1563206767541-3eb2c5952d76?ixlib=rb-4.0.3&auto=format&fit=crop&w=1000&q=80"></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">20. We have below data with 10 transactions. What is the “Lift Ratio” for “if white then blue”?<p></p></h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>{white} → {blue}</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Lift = 0.4 / (0.5 * 0.8) = 0.4 / 0.4 = 1</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><b><strong class="CertTheme__textBold">Lift </strong></b><span>= confidence / (benchmark confidence)</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Benchmark assumes independence between antecedent and consequent</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>P (Consequent &amp; Antecedent) = P (C) * P (A)</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><i><em class="CertTheme__textItalic">Benchmark confidence</em></i></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>= P (C | A) = P (C &amp; A) / P (A) = P (C) * P (A) / P (A)</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><br><img alt="What is the Lift Ratio for if white then blue" loading="lazy" width="100" height="100" decoding="async"  class="" style="color:transparent;width:100%;height:auto;background-size:cover;background-position:50% 50%;background-repeat:no-repeat;background-image:url(&quot;data:image/svg+xml;charset=utf-8,%3Csvg xmlns='http%3A//www.w3.org/2000/svg' viewBox='0 0 100 100'%3E%3Cfilter id='b' color-interpolation-filters='sRGB'%3E%3CfeGaussianBlur stdDeviation='20'/%3E%3C/filter%3E%3Cimage preserveAspectRatio='none' filter='url(%23b)' x='0' y='0' height='100%25' width='100%25' href='data:image/svg+xml;base64,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'/%3E%3C/svg%3E&quot;)" sizes="(min-width: 767px) 50vw, 100vw" srcSet="" src="https://images.unsplash.com/photo-1501504905252-473c47e087f8?ixlib=rb-4.0.3&auto=format&fit=crop&w=1000&q=80"></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Lift = Support (C U A) / [Support(C) * Support(A)]</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Lift &gt; 1 indicates a rule that is useful in finding consequent item sets (i.e. more useful than selecting transactions randomly)</span></p></div></div></div></div><div class="relative"><div class="mt-spacing20 z-10 relative text-center flex justify-center mt-0"><button class="flex items-center gap-x-spacing8 py-spacing4"><span class="text-sm underline font-semibold text-mono-black">View all questions</span><i class="icon-chevron-down-double text-xl leading-5 text-neutral-800"></i></button></div><div class="absolute bottom-0 block h-32 w-full bg-gradient-to-t from-subdued/100 from-30% md:from-40%"></div></div></div></div></div><div class="hidden"><div><div class="text-xl text-neutral-800 mb-spacing20 font-bold">Advanced</div><div class="relative w-full"><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-primary-main outline-2 shadow-card hover:shadow-card visible"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-t-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden">1. What is CRISP-DM? Explain various stages</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-0 text-neutral-800"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>CRISP-DM stands for Cross Industry Standard Process for Data Mining. It is a methodology for data science programs. It has the following phases:</p><ol class="CertTheme__ol1 pt-spacing10"><li class="CertTheme__listItem pt-spacing10"><span style="color:rgb(0, 0, 0)"><strong>Business understanding –&nbsp;</strong></span>(Typical tasks are: Determine business objective, Assess Situation, Determine Data mining goals, project plan)</li><li class="CertTheme__listItem pt-spacing10"><span style="color:rgb(0, 0, 0)"><strong>Data understanding –</strong></span> (Collect initial data, Describe data, Explore Data, Verify Data Quality)</li><li class="CertTheme__listItem pt-spacing10"><span style="color:rgb(0, 0, 0)"><strong>Data preparation –</strong></span> (Select data, Clean data, Construct data, Integrate data, Format data)</li><li class="CertTheme__listItem pt-spacing10"><span style="color:rgb(0, 0, 0)"><strong>Modelling or Model development –</strong></span> (Select Modelling techniques, Generate test design, Build model, Assess model)</li><li class="CertTheme__listItem pt-spacing10"><span style="color:rgb(0, 0, 0)"><strong>Model evaluation –&nbsp;</strong></span>(Evaluate results, Review process, Determine next steps)</li><li class="CertTheme__listItem pt-spacing10"><span style="color:rgb(0, 0, 0)"><strong>Deployment –&nbsp;</strong></span>(Plan deployment, Plan monitoring &amp; maintenance, Product final report &amp; Review Project)</li></ol><p>Some phases are iterative in nature and any data science project or program which is end to end typically follows this methodology.</p><p>Below is a diagrammatic view for better understanding</p><p><img alt="What is CRISP-DM" loading="lazy" width="100" height="100" decoding="async"  class="fr-fic fr-dib" style="color:transparent;width:100%;height:auto;background-size:cover;background-position:50% 50%;background-repeat:no-repeat;background-image:url(&quot;data:image/svg+xml;charset=utf-8,%3Csvg xmlns='http%3A//www.w3.org/2000/svg' viewBox='0 0 100 100'%3E%3Cfilter id='b' color-interpolation-filters='sRGB'%3E%3CfeGaussianBlur stdDeviation='20'/%3E%3C/filter%3E%3Cimage preserveAspectRatio='none' filter='url(%23b)' x='0' y='0' height='100%25' width='100%25' href='data:image/svg+xml;base64,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'/%3E%3C/svg%3E&quot;)" sizes="(min-width: 767px) 50vw, 100vw" srcSet="" src="https://images.unsplash.com/photo-1522202176988-66273c2fd55f?ixlib=rb-4.0.3&auto=format&fit=crop&w=1000&q=80"></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow visible"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">2. What is the difference between univariate and bivariate analysis? Explain briefly.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>In univariate analysis, variables are explored one by one. Method to perform univariate analysis will depend on whether the variable type is categorical or continuous.</p><p>In the case of continuous variables, we need to understand the central tendency and spread of the variable. For example- central tendency – mean, median, mode, max, min, etc.; a measure of dispersion – range, quartile, IQR, variance, standard deviation, skewness, kurtosis etc; visualization methods – histogram, boxplot etc.</p><p>Univariate analysis is also used to highlight missing and outlier values.</p><p>The relationship between two variables can be determined using bivariate analysis. How the two variables are associated and/or dis-associated are looked into considering the significance level of comparison. Typically bivariate analysis can be performed for:</p><ol class="CertTheme__ol1 pt-spacing10"><li class="CertTheme__listItem pt-spacing10">two categorical variables</li><li class="CertTheme__listItem pt-spacing10">categorical and continuous variables</li><li class="CertTheme__listItem pt-spacing10">two continuous variables</li></ol><p>Different approaches/methods need to be used to handle the above scenarios. Scatter plot can be used irrespective of whether a relationship is linear or nonlinear. In order to figure out how loosely or tightly both variables are correlated, correlation can be performed where the correlation values indicate from -1 to 1. If the value indicates 0, then there is no correlation between the two variables. If it is -1, then there is a perfect -ve correlation and if it is a +1 then it is a perfect +ve correlation.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow visible"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">3. What is the chi-square test? When do we use this?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>When we want to find out the statistical significance between two variables, then the chi-square test is used to understand the deviation between observed and expected frequency and divided by the expected frequency.</p><ul><li class="CertTheme__listItem pt-spacing10"><span style="color:rgb(0, 0, 0)"><strong>Probability of 0:</strong></span> It indicates that both categorical &nbsp;variables are dependent</li><li class="CertTheme__listItem pt-spacing10"><span style="color:rgb(0, 0, 0)"><strong>Probability of 1:</strong></span> It shows that both variables are independent.</li><li class="CertTheme__listItem pt-spacing10"><span style="color:rgb(0, 0, 0)"><strong>Probability less than 0.05:&nbsp;</strong></span>It indicates that the relationship between the variables is significant at 95% confidence. The chi-square test statistic for a test of independence of two categorical variables is found by:<ul><li class="CertTheme__listItem pt-spacing10"><strong>Square of X =</strong> Sum[Square of (O - E) / E]</li><li class="CertTheme__listItem pt-spacing10"><strong>Where O –</strong> Observed frequency</li><li class="CertTheme__listItem pt-spacing10"><strong>E –</strong> Expected frequency under the null hypothesis</li></ul></li></ul><p>We use this between two Categorical variables.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow visible"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">4. What type of bivariate analysis will you perform if variables are categorical and continuous?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p></p><p>When variables are categorical and continuous, and there are “many samples”, then we should not use the t-test. If sample size n&gt;=30, then we can go for z-test. When there are too many samples and the mean/average of multiple groups are to be compared, then ANOVA can be chosen.</p><p>When we don’t have many samples and variance is unknown, then we will use the t-test. In a t-test, the expectation is that the sample size is smaller. Typical n&lt;30, where n is the number of observations or sample size.</p><p>The t-test and z-test can be defined as follows. There is a very subtle difference between the two. z-test is used for n&gt;=30 and t-test is used for n&lt;30 scenarios mostly.</p><p><strong>t-test = (x-bar - mu) / (sd / sqrt(n))</strong></p><ul><li class="CertTheme__listItem pt-spacing10">where x-bar = sample average or sample mean of x</li><li class="CertTheme__listItem pt-spacing10">mu = population average or population mean</li><li class="CertTheme__listItem pt-spacing10">sd = standard deviation of a sample</li><li class="CertTheme__listItem pt-spacing10">n = number of observations, which is sample size</li></ul><p><strong>z-test = (x-bar - mu) / (sigma / sqrt(n))</strong></p><ul><li class="CertTheme__listItem pt-spacing10">where x-bar = sample average or sample mean of x</li><li class="CertTheme__listItem pt-spacing10">mu = population average or population mean</li><li class="CertTheme__listItem pt-spacing10">sigma = standard deviation of a population</li><li class="CertTheme__listItem pt-spacing10">n = number of observations, which is sample size</li></ul><p>ANOVA is an analysis of variance. For example, let’s say we are talking about 3 groups.</p><div class="overflow-x-auto mt-spacing10 mb-[16.8px] md:mb-6 max-w-full"><table class="min-w-full divide-y divide-gray-200 border"><thead><tr><th class="CertTheme__tableCell CertTheme__tableCellHeader" style="border:1px solid black;width:175px;vertical-align:top;text-align:start;background-color:rgb(242, 243, 245)">Class 1</th><th class="CertTheme__tableCell CertTheme__tableCellHeader" style="border:1px solid black;width:175px;vertical-align:top;text-align:start;background-color:rgb(242, 243, 245)">Class 2</th><th class="CertTheme__tableCell CertTheme__tableCellHeader" style="border:1px solid black;width:175px;vertical-align:top;text-align:start;background-color:rgb(242, 243, 245)">Class 3</th></tr></thead><tbody><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">8</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">9</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">3</td></tr><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">6</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">2</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">4</td></tr><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">5</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">6</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">3</td></tr><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">8</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">2</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">5</td></tr><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">6</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">7</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">4</td></tr><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">10</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">5</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">4</td></tr><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">6</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">2</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">6</td></tr><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">3</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">8</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">4</td></tr><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">5</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">4</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">5</td></tr><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">7</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">9</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">3</td></tr></tbody></table></div><p>Figure ANOVA</p><p>In the “Figure ANOVA” above, we can consider ANOVA for analysis as there are more than 2 sample groups. i.e. 3 groups of samples. There can be many rows in each class. We have considered only 10 each for simple understanding.</p><div class="overflow-x-auto mt-spacing10 mb-[16.8px] md:mb-6 max-w-full"><table class="min-w-full divide-y divide-gray-200 border"><thead><tr><th class="CertTheme__tableCell CertTheme__tableCellHeader" style="border:1px solid black;width:175px;vertical-align:top;text-align:start;background-color:rgb(242, 243, 245)">Class Group</th><th class="CertTheme__tableCell CertTheme__tableCellHeader" style="border:1px solid black;width:175px;vertical-align:top;text-align:start;background-color:rgb(242, 243, 245)">Count</th><th class="CertTheme__tableCell CertTheme__tableCellHeader" style="border:1px solid black;width:175px;vertical-align:top;text-align:start;background-color:rgb(242, 243, 245)">Sum</th><th class="CertTheme__tableCell CertTheme__tableCellHeader" style="border:1px solid black;width:175px;vertical-align:top;text-align:start;background-color:rgb(242, 243, 245)">Average</th><th class="CertTheme__tableCell CertTheme__tableCellHeader" style="border:1px solid black;width:175px;vertical-align:top;text-align:start;background-color:rgb(242, 243, 245)">Variance</th></tr></thead><tbody><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">Class 1</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">10</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">64</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">6.4</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">3.82</td></tr><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">Class 2</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">10</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">54</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">5.4</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">8.04</td></tr><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">Class 3</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">10</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">41</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">4.1</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">0.99</td></tr></tbody></table></div><p></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow visible"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">5. Why missing values treatment is required?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>Missing data in the training data set can reduce the power/fit of a model or can lead to a biased model because we have not analyzed the behavior and relationship with other variables correctly. It can lead to incorrect prediction or classification. Below is a simple example to illustrate this.</p><div class="overflow-x-auto mt-spacing10 mb-[16.8px] md:mb-6 max-w-full"><table class="min-w-full divide-y divide-gray-200 border"><thead><tr><th class="CertTheme__tableCell CertTheme__tableCellHeader" style="border:1px solid black;width:175px;vertical-align:top;text-align:start;background-color:rgb(242, 243, 245)">Name<br></th><th class="CertTheme__tableCell CertTheme__tableCellHeader" style="border:1px solid black;width:175px;vertical-align:top;text-align:start;background-color:rgb(242, 243, 245)">Weight<br></th><th class="CertTheme__tableCell CertTheme__tableCellHeader" style="border:1px solid black;width:175px;vertical-align:top;text-align:start;background-color:rgb(242, 243, 245)">Gender<br></th><th class="CertTheme__tableCell CertTheme__tableCellHeader" style="border:1px solid black;width:175px;vertical-align:top;text-align:start;background-color:rgb(242, 243, 245)">Play Golf or Not<br></th></tr></thead><tbody><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">AA</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">55</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">M</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">Yes<br></td></tr><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">BB</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">62</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">F</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">Yes<br></td></tr><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">CC</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">58</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">F</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">No<br></td></tr><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">DD</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">54</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start"><br></td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">No<br></td></tr><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">EE</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">54</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">M</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">No<br></td></tr><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">FF</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">66</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">F</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">Yes<br></td></tr><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">GG</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">56</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start"><br></td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">Yes<br></td></tr><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">HH</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">56</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">M</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">Yes<br></td></tr></tbody></table></div><p>Figure 1</p><div class="overflow-x-auto mt-spacing10 mb-[16.8px] md:mb-6 max-w-full"><table class="min-w-full divide-y divide-gray-200 border"><thead><tr><th class="CertTheme__tableCell CertTheme__tableCellHeader" style="border:1px solid black;width:175px;vertical-align:top;text-align:start;background-color:rgb(242, 243, 245)">Gender<br></th><th class="CertTheme__tableCell CertTheme__tableCellHeader" style="border:1px solid black;width:175px;vertical-align:top;text-align:start;background-color:rgb(242, 243, 245)"># Count<br></th><th class="CertTheme__tableCell CertTheme__tableCellHeader" style="border:1px solid black;width:175px;vertical-align:top;text-align:start;background-color:rgb(242, 243, 245)"># Play Golf<br></th><th class="CertTheme__tableCell CertTheme__tableCellHeader" style="border:1px solid black;width:175px;vertical-align:top;text-align:start;background-color:rgb(242, 243, 245)">% Play Golf<br></th></tr></thead><tbody><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">F</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">3</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">2</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">66.67%<br></td></tr><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">M</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">3</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">2</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">66.67%<br></td></tr><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">Missing/Blank</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">2</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">1</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">50%<br></td></tr></tbody></table></div><p>Figure 2</p><p>Please note the missing values in the table shown above: in figure1, we have not treated missing values for our analysis in Figure 2. The inference from this data set is that the chances of playing golf by females and males are similar.</p><p>On the other hand, if you look at Figure. 4, which shows data after treatment of missing values (based on gender), we can see that females have higher chances of playing cricket compared to males.</p><div class="overflow-x-auto mt-spacing10 mb-[16.8px] md:mb-6 max-w-full"><table class="min-w-full divide-y divide-gray-200 border"><thead><tr><th class="CertTheme__tableCell CertTheme__tableCellHeader" style="border:1px solid black;width:175px;vertical-align:top;text-align:start;background-color:rgb(242, 243, 245)">Name<br></th><th class="CertTheme__tableCell CertTheme__tableCellHeader" style="border:1px solid black;width:175px;vertical-align:top;text-align:start;background-color:rgb(242, 243, 245)">Weight<br></th><th class="CertTheme__tableCell CertTheme__tableCellHeader" style="border:1px solid black;width:175px;vertical-align:top;text-align:start;background-color:rgb(242, 243, 245)">Gender<br></th><th class="CertTheme__tableCell CertTheme__tableCellHeader" style="border:1px solid black;width:175px;vertical-align:top;text-align:start;background-color:rgb(242, 243, 245)">Play Golf or Not<br></th></tr></thead><tbody><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">AA</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">55</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">M</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">Yes<br></td></tr><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">BB</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">62</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">F</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">Yes<br></td></tr><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">CC</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">58</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">F</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">No<br></td></tr><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">DD</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">54</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">M</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">No<br></td></tr><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">EE</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">54</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">M</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">No<br></td></tr><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">FF</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">66</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">F</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">Yes<br></td></tr><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">GG</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">56</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">M</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">Yes<br></td></tr><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">HH</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">56</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">M</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">Yes<br></td></tr></tbody></table></div><p>Figure 3</p><div class="overflow-x-auto mt-spacing10 mb-[16.8px] md:mb-6 max-w-full"><table class="min-w-full divide-y divide-gray-200 border"><thead><tr><th class="CertTheme__tableCell CertTheme__tableCellHeader" style="border:1px solid black;width:175px;vertical-align:top;text-align:start;background-color:rgb(242, 243, 245)">Gender<br></th><th class="CertTheme__tableCell CertTheme__tableCellHeader" style="border:1px solid black;width:175px;vertical-align:top;text-align:start;background-color:rgb(242, 243, 245)"># Count<br></th><th class="CertTheme__tableCell CertTheme__tableCellHeader" style="border:1px solid black;width:175px;vertical-align:top;text-align:start;background-color:rgb(242, 243, 245)"># Play Golf<br></th><th class="CertTheme__tableCell CertTheme__tableCellHeader" style="border:1px solid black;width:175px;vertical-align:top;text-align:start;background-color:rgb(242, 243, 245)">% Play Golf<br></th></tr></thead><tbody><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">F</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">3</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">2</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">66.67%<br></td></tr><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">M</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">5</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">3</td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start">60%<br></td></tr></tbody></table></div><p>Figure 4</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">6. Missing values in data can cause issues and there are different strategies to handle missing values. What are the different types of missing values at the time of data collection? Explain.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p class="CertTheme__paragraph" data-mode="standard"><br></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Below are different types of missing values can occur while the data collection process.</span></p><ol class="CertTheme__ol1 pt-spacing10"><li value="1" class="CertTheme__listItem pt-spacing10"><b><strong class="CertTheme__textBold">Missing values completely at random - </strong></b><span>If the probability of missing variable is the same across all observations, then it falls into this category. For example students determine that they will declare their preference whether to go to a cultural festival or not after tossing a fair coin. If a head occurs, then will declare that they will either go or do not decide to go and vice versa. Each observation has an equal chance of missing value whether to go or not go.</span></li><li value="2" class="CertTheme__listItem pt-spacing10"><b><strong class="CertTheme__textBold">Missing values at random -</strong></b><span> This is different than “a” mentioned above. If the variable is missing at random and the missing ratio differs for different values of input variables, then this scenario occurs. For example: in a fair coin example setup, we have information of a set of people in a locality about their demographics, age, sex, locality type - busy/very busy/moderate busy, etc and if a female has a higher missing value of other parameters compared to male.</span></li><li value="3" class="CertTheme__listItem pt-spacing10"><b><strong class="CertTheme__textBold">The missing value that depends on unobserved predictors -</strong></b><span> This case is possible when missing values are not completely at random. The phenomenon is based on unobserved input variable. Let’s say for example there is a mathematics examination and because of the complex level of examination, the expectation is that there will be fewer students who will go and appear the exam. Out of 100 students, 30 do not appear because of the “complexity level” of examination. This type of missing value is not at random. Instead, this is due to “complexity level” unless this parameter is not taken into account as a cause already.</span></li><li value="4" class="CertTheme__listItem pt-spacing10"><b><strong class="CertTheme__textBold">The missing value which depends on missing value itself -</strong></b><span> This is a scenario when the probability of a missing value is correlated with the missing value itself. For example Students with higher or lower marks in graded exam in one subject are likely to appear/disappear in competitive exam for the same subject for another purpose/competition.</span></li></ol><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><br></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">7. What is the difference between “listwise deletion” and “pairwise deletion”?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>When a particular variable is missing in an observation or row, then we delete an entire row. This is called List wise deletion.</p><p>When the analysis is performed with all cases of a variable and then only those variable instances are deleted and not the entire row. This is called Pairwise deletion. This works like a correlation matrix.</p><p>Generally, pairwise deletion is preferred over listwise deletion as listwise deletion removes the entire row for a particular missing variable.</p><p><img alt=" listwise deletion v/s pairwise deletion ?" loading="lazy" width="100" height="100" decoding="async"  class="fr-fic fr-dib" style="color:transparent;width:100%;height:auto;background-size:cover;background-position:50% 50%;background-repeat:no-repeat;background-image:url(&quot;data:image/svg+xml;charset=utf-8,%3Csvg xmlns='http%3A//www.w3.org/2000/svg' viewBox='0 0 100 100'%3E%3Cfilter id='b' color-interpolation-filters='sRGB'%3E%3CfeGaussianBlur stdDeviation='20'/%3E%3C/filter%3E%3Cimage preserveAspectRatio='none' filter='url(%23b)' x='0' y='0' height='100%25' width='100%25' href='data:image/svg+xml;base64,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'/%3E%3C/svg%3E&quot;)" sizes="(min-width: 767px) 50vw, 100vw" srcSet="" src="https://images.unsplash.com/photo-1522071820081-009f0129c71c?ixlib=rb-4.0.3&auto=format&fit=crop&w=1000&q=80"></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">8. What is kNN imputation and what are its pros &amp; cons?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p></p><p>It is one of the methods to treat missing values other than direct deletion, imputation using a mean/median/mode value, etc. In kNN imputation, the missing values of an attribute are imputed using the given number of attributes that are most similar to the attribute whose values are missing. The similarity of two attributes is determined using a distance function. Pros and Cons are described below.</p><div class="overflow-x-auto mt-spacing10 mb-[16.8px] md:mb-6 max-w-full"><table class="min-w-full divide-y divide-gray-200 border"><thead><tr><th class="CertTheme__tableCell CertTheme__tableCellHeader" style="border:1px solid black;width:175px;vertical-align:top;text-align:start;background-color:rgb(242, 243, 245)">Pros<br></th><th class="CertTheme__tableCell CertTheme__tableCellHeader" style="border:1px solid black;width:175px;vertical-align:top;text-align:start;background-color:rgb(242, 243, 245)">Cons<br></th></tr></thead><tbody><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start"><ul><li class="CertTheme__listItem pt-spacing10">It can predict both qualitative &amp; quantitative attributes.</li><li class="CertTheme__listItem pt-spacing10">Creation of predictive model for each attribute with missing data is not required.</li><li class="CertTheme__listItem pt-spacing10">Attributes with multiple missing values can be easily treated.</li><li class="CertTheme__listItem pt-spacing10">Correlation structure of the data is taken into consideration.</li></ul><br></td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start"><ul><li class="CertTheme__listItem pt-spacing10">It is very time-consuming in analysing large database. It searches through all the dataset looking for the most similar instances. Hence complex and takes time.</li><li class="CertTheme__listItem pt-spacing10">Choice of k-value is very critical. Higher value of k would include attributes which are significantly different from what we need whereas lower value of k implies missing out of significant attributes</li></ul></td></tr></tbody></table></div><p></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">9. What impact outliers have in a dataset? Explain with an example.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>Outliers can have a significant impact based on the results of the data analysis and statistical modeling. These are as follows:</p><ul><li class="CertTheme__listItem pt-spacing10">Outliers can decrease normality as they are non-randomly distributed</li><li class="CertTheme__listItem pt-spacing10">Error variance increases with a relative comparison and that provides an incorrect estimate of the overall population.</li><li class="CertTheme__listItem pt-spacing10">Power of statistical tests are also reduced because of the impact in standard deviation.</li><li class="CertTheme__listItem pt-spacing10">ANOVA, different relevant statistical model assumptions are impacted.</li></ul><p>Here is an example with a sample dataset.</p><div class="overflow-x-auto mt-spacing10 mb-[16.8px] md:mb-6 max-w-full"><table class="min-w-full divide-y divide-gray-200 border"><thead><tr><th class="CertTheme__tableCell CertTheme__tableCellHeader" style="border:1px solid black;width:175px;vertical-align:top;text-align:start;background-color:rgb(242, 243, 245)">Without Outlier<br></th><th class="CertTheme__tableCell CertTheme__tableCellHeader" style="border:1px solid black;width:175px;vertical-align:top;text-align:start;background-color:rgb(242, 243, 245)">With Outlier<br></th></tr></thead><tbody><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start"><p>Dataset: 1,1,2,2,2,2,3,3,3,4,4</p><p>Mean = 2.45</p><p>Median = 2.00</p><p>Mode = 2.00</p><p>Standard deviation = 1.035</p></td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start"><p>Dataset: 1,1,2,2,2,2,3,3,3,4,4,200</p><p>Mean = 18.91</p><p>Median = 2.50</p><p>Mode = 2.00</p><p>Standard deviation = 57.03</p></td></tr></tbody></table></div><p>If we look at above, inclusion of an outlier shows huge difference in mean / average and standard deviation parameters.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">10. Provide at least three ways to detect outliers in a dataset?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>There are various methods.</p><ol class="CertTheme__ol1 pt-spacing10"><li class="CertTheme__listItem pt-spacing10">The most common method is to use visualization using box-plots, histograms and scatter plots to detect outliers.</li><li class="CertTheme__listItem pt-spacing10">Another way - Any value, which is beyond the range of -1.5 x IQR to 1.5 x IQR (where IQR stands for Inter-Quartile Range).</li><li class="CertTheme__listItem pt-spacing10">Use capping methods. Any value which out of range of 5th and 95th percentile can be considered an outlier.</li></ol><p>Others could be as follows: Data points, three or more standard deviations away from the mean are considered as outlier.</p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">11. Provide five assumptions of Linear regression.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p></p><p>There could be many assumptions. Five of them are described below:</p><ol class="CertTheme__ol1 pt-spacing10"><li class="CertTheme__listItem pt-spacing10">The regression model is linear in parameters.</li><li class="CertTheme__listItem pt-spacing10">The mean of residuals is zero.</li><li class="CertTheme__listItem pt-spacing10">Homoscedasticity of residuals or equal variance.</li><li class="CertTheme__listItem pt-spacing10">No autocorrelations of residuals.</li><li class="CertTheme__listItem pt-spacing10">No perfect multicollinearity i.e. no perfect linear relationship between explanatory variables</li></ol><p></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">12. What is a stationary time series?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>A stationary time series has the following characteristics:</span></p><ol class="CertTheme__ol1 pt-spacing10"><li value="1" class="CertTheme__listItem pt-spacing10"><span>Mean or average is constant over time</span></li><li value="2" class="CertTheme__listItem pt-spacing10"><span>Variance is constant over time</span></li><li value="3" class="CertTheme__listItem pt-spacing10"><span>Autocorrelation is constant over time</span></li><li value="4" class="CertTheme__listItem pt-spacing10"><span>Seasonality component may not have much impact over time</span></li></ol><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>This type of time series is typically easy to predict as there not much variations expected in the pattern and trend.</span></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">13. What is auto-correlation and partial auto-correlation?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Autocorrelation and partial autocorrelation are a type of measures of association between current time series and past time series values. Both of these provide an indication that older time series values are more useful in predicting future values.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Autocorrelation is the correlation of a Time Series with lags of itself. This is a significant metric because:</span></p><ol class="CertTheme__ol1 pt-spacing10"><li value="1" class="CertTheme__listItem pt-spacing10"><span>It is able to demonstrate the difference between a past state of time series observations and current state of time series observations and how much of lag impact. In below diagram time series of “Air Passengers” dataset is considered and ACF plot is drawn. As ACF lines are consistently outside of the dotted line, it indicates a significant correlation of lags in the series.</span></li><li value="2" class="CertTheme__listItem pt-spacing10"><span>It also provides the aspect that the series is stationary or not. Autocorrelation plot is also called correlogram. If there is a stationary element, then correlogram will fall to zero, else if there is no stationary element, then correlogram will fall gradually slowly.</span></li></ol><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><img alt="Auto-correlation and partial auto-correlation?" loading="lazy" width="100" height="100" decoding="async"  class="" style="color:transparent;width:100%;height:auto;background-size:cover;background-position:50% 50%;background-repeat:no-repeat;background-image:url(&quot;data:image/svg+xml;charset=utf-8,%3Csvg xmlns='http%3A//www.w3.org/2000/svg' viewBox='0 0 100 100'%3E%3Cfilter id='b' color-interpolation-filters='sRGB'%3E%3CfeGaussianBlur stdDeviation='20'/%3E%3C/filter%3E%3Cimage preserveAspectRatio='none' filter='url(%23b)' x='0' y='0' height='100%25' width='100%25' href='data:image/svg+xml;base64,CiAgPHN2ZyB3aWR0aD0iMTAwIiBoZWlnaHQ9IjEwMCIgdmVyc2lvbj0iMS4xIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHhtbG5zOnhsaW5rPSJodHRwOi8vd3d3LnczLm9yZy8xOTk5L3hsaW5rIj4KICAgIDxkZWZzPgogICAgICA8bGluZWFyR3JhZGllbnQgaWQ9ImciPgogICAgICAgIDxzdG9wIHN0b3AtY29sb3I9IiNjY2MiIG9mZnNldD0iMjAlIiAvPgogICAgICAgIDxzdG9wIHN0b3AtY29sb3I9IiNkZGQiIG9mZnNldD0iNTAlIiAvPgogICAgICAgIDxzdG9wIHN0b3AtY29sb3I9IiNlZWUiIG9mZnNldD0iNzAlIiAvPgogICAgICA8L2xpbmVhckdyYWRpZW50PgogICAgPC9kZWZzPgogICAgPHJlY3Qgd2lkdGg9IjEwMCIgaGVpZ2h0PSIxMDAiIGZpbGw9IiNlZWUiIC8+CiAgICA8cmVjdCBpZD0iciIgd2lkdGg9IjEwMCIgaGVpZ2h0PSIxMDAiIGZpbGw9InVybCgjZykiIC8+CiAgICA8YW5pbWF0ZSB4bGluazpocmVmPSIjciIgYXR0cmlidXRlTmFtZT0ieCIgZnJvbT0iLTEwMCIgdG89IjEwMCIgZHVyPSIxcyIgcmVwZWF0Q291bnQ9ImluZGVmaW5pdGUiICAvPgogIDwvc3ZnPg=='/%3E%3C/svg%3E&quot;)" sizes="(min-width: 767px) 50vw, 100vw" srcSet="" src="https://images.unsplash.com/photo-1518186285589-2f7649de83e0?ixlib=rb-4.0.3&auto=format&fit=crop&w=1000&q=80"></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>While comparing current time series steps to that of prior time series steps, there can be direct and indirect correlations. The indirect correlations are a linear function of correlation of the observation. There could be intervening time series steps. PACF or Partial autocorrelation tries to remove the effect of correlation due to shorter lags.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Both ACF and PACF are useful while trying to understand which model approach could be a relevant and better fit for a prediction solution.</span></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">14. How will you detrend a time series?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p></p><p>Linear regression can be used to model the Time Series data with linear indices (Ex: 1, 2,...n). The resulting model’s residuals are a representation of the time series devoid of the trend.</p><p>In case, if some trend is left over to be seen in the residuals (like what it seems to be with ‘Figure1’ with myData below as an example), then you might wish to add few predictors to the lm() call (like a forecast:: seasonal dummy, forecast::Fourier or may be a lag of the series itself), until the trend is filtered.</p><p><img alt="Detrend a time series?" loading="lazy" width="100" height="100" decoding="async"  class="fr-fic fr-dib" style="color:transparent;width:100%;height:auto;background-size:cover;background-position:50% 50%;background-repeat:no-repeat;background-image:url(&quot;data:image/svg+xml;charset=utf-8,%3Csvg xmlns='http%3A//www.w3.org/2000/svg' viewBox='0 0 100 100'%3E%3Cfilter id='b' color-interpolation-filters='sRGB'%3E%3CfeGaussianBlur stdDeviation='20'/%3E%3C/filter%3E%3Cimage preserveAspectRatio='none' filter='url(%23b)' x='0' y='0' height='100%25' width='100%25' href='data:image/svg+xml;base64,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'/%3E%3C/svg%3E&quot;)" sizes="(min-width: 767px) 50vw, 100vw" srcSet="" src="https://images.unsplash.com/photo-1517694712202-14dd9538aa97?ixlib=rb-4.0.3&auto=format&fit=crop&w=1000&q=80"></p><p><span style="color:rgb(0, 0, 0)"><strong>Code snippet:</strong></span></p><div class="jsx-189f2d4cbe17d436 code-block-wrapper mt-spacing10 mb-[16.8px] md:mb-[24px] bg-black p-4 rounded-[12px] relative text-[#708090] overflow-hidden"><div class="jsx-189f2d4cbe17d436 absolute top-4 right-4 z-10"><div class="jsx-189f2d4cbe17d436 px-spacing12 bg-white rounded-full h-10 flex items-center cursor-pointer"><i class="jsx-189f2d4cbe17d436 text-black text-sm icon-copy"></i></div></div><div class="jsx-189f2d4cbe17d436 overflow-x-auto pb-[12px] w-full"><pre id="code-block-bveyu5uzr" class="jsx-189f2d4cbe17d436 whitespace-pre-wrap break-words w-full font-mono text-sm">trModel &lt;- <strong>lm</strong>(myData ~ <strong>c</strong>(1:<strong>length</strong>(myData)))
plot(resid(trModel), type="l") &nbsp;# resid(trModel) contains the de-trended series</pre></div></div><p></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">15. How do we test if a time series data stationary or not programmatically?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p class="CertTheme__paragraph" data-mode="standard"><br></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>We can use the Augmented Dickey-Fuller Test (adf test) to test “stationary” aspect. A p-Value of less than 0.05 in adf.test() indicates that it is stationary.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Illustrative code snippet:</span></p><div class="jsx-189f2d4cbe17d436 code-block-wrapper mt-spacing10 mb-[16.8px] md:mb-[24px] bg-black p-4 rounded-[12px] relative text-[#708090] overflow-hidden"><div class="jsx-189f2d4cbe17d436 absolute top-4 right-4 z-10"><div class="jsx-189f2d4cbe17d436 px-spacing12 bg-white rounded-full h-10 flex items-center cursor-pointer"><i class="jsx-189f2d4cbe17d436 text-black text-sm icon-copy"></i></div></div><div class="jsx-189f2d4cbe17d436 overflow-x-auto pb-[12px] w-full"><pre id="code-block-t7jokfj4j" class="jsx-189f2d4cbe17d436 whitespace-pre-wrap break-words w-full font-mono text-sm"><span class="CertTheme__tokenFunction">library</span><span class="CertTheme__tokenPunctuation">(</span><span>tseries</span><span class="CertTheme__tokenPunctuation">)</span><br><span>adf</span><span class="CertTheme__tokenPunctuation">.</span><span class="CertTheme__tokenFunction">test</span><span class="CertTheme__tokenPunctuation">(</span><span>myData</span><span class="CertTheme__tokenPunctuation">)</span><span> # p</span><span class="CertTheme__tokenOperator">-</span><span>value </span><span class="CertTheme__tokenOperator">&lt;</span><span> </span><span class="CertTheme__tokenProperty">0.05</span><span> indicates the </span><span class="CertTheme__tokenProperty">TS</span><span> is stationary kpss</span><span class="CertTheme__tokenPunctuation">.</span><span class="CertTheme__tokenFunction">test</span><span class="CertTheme__tokenPunctuation">(</span><span>myData</span><span class="CertTheme__tokenPunctuation">)</span></pre></div></div><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><br></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">16. What is the Wilcoxon Signed Rank Test?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>It is a statistical test used to compare two related and matched samples. If a population can not be assumed to be normally distributed, then this test may be useful with the assumption that data are paired and from the same population. Each data pair is chosen randomly. It tries to compare between sample median and hypothetical median.</p><p>The boxplot below in R with the “air quality” sample data demonstrates the interpretation of the analysis using this test.</p><ul><li class="CertTheme__listItem pt-spacing10">boxplot(Ozone ~ Month, data = airquality)</li><li class="CertTheme__listItem pt-spacing10">wilcox.test(Ozone ~ Month, data = airquality, subset = Month %in% c(5, 8))</li><li class="CertTheme__listItem pt-spacing10">Wilcoxon rank sum test with continuity correction</li><li class="CertTheme__listItem pt-spacing10">data: Ozone by Month</li><li class="CertTheme__listItem pt-spacing10">W = 127.5, p-value = 0.0001208</li><li class="CertTheme__listItem pt-spacing10">alternative hypothesis: true location shift is not equal to 0 Interpretation is this:</li><li class="CertTheme__listItem pt-spacing10">If p-Value &lt; 0.05, reject the null hypothesis and accept the alternative mentioned in your R code’s output.</li></ul><p><img alt="Wilcoxon Signed Rank Test" loading="lazy" width="100" height="100" decoding="async"  class="fr-fic fr-dib" style="color:transparent;width:100%;height:auto;background-size:cover;background-position:50% 50%;background-repeat:no-repeat;background-image:url(&quot;data:image/svg+xml;charset=utf-8,%3Csvg xmlns='http%3A//www.w3.org/2000/svg' viewBox='0 0 100 100'%3E%3Cfilter id='b' color-interpolation-filters='sRGB'%3E%3CfeGaussianBlur stdDeviation='20'/%3E%3C/filter%3E%3Cimage preserveAspectRatio='none' filter='url(%23b)' x='0' y='0' height='100%25' width='100%25' href='data:image/svg+xml;base64,CiAgPHN2ZyB3aWR0aD0iMTAwIiBoZWlnaHQ9IjEwMCIgdmVyc2lvbj0iMS4xIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHhtbG5zOnhsaW5rPSJodHRwOi8vd3d3LnczLm9yZy8xOTk5L3hsaW5rIj4KICAgIDxkZWZzPgogICAgICA8bGluZWFyR3JhZGllbnQgaWQ9ImciPgogICAgICAgIDxzdG9wIHN0b3AtY29sb3I9IiNjY2MiIG9mZnNldD0iMjAlIiAvPgogICAgICAgIDxzdG9wIHN0b3AtY29sb3I9IiNkZGQiIG9mZnNldD0iNTAlIiAvPgogICAgICAgIDxzdG9wIHN0b3AtY29sb3I9IiNlZWUiIG9mZnNldD0iNzAlIiAvPgogICAgICA8L2xpbmVhckdyYWRpZW50PgogICAgPC9kZWZzPgogICAgPHJlY3Qgd2lkdGg9IjEwMCIgaGVpZ2h0PSIxMDAiIGZpbGw9IiNlZWUiIC8+CiAgICA8cmVjdCBpZD0iciIgd2lkdGg9IjEwMCIgaGVpZ2h0PSIxMDAiIGZpbGw9InVybCgjZykiIC8+CiAgICA8YW5pbWF0ZSB4bGluazpocmVmPSIjciIgYXR0cmlidXRlTmFtZT0ieCIgZnJvbT0iLTEwMCIgdG89IjEwMCIgZHVyPSIxcyIgcmVwZWF0Q291bnQ9ImluZGVmaW5pdGUiICAvPgogIDwvc3ZnPg=='/%3E%3C/svg%3E&quot;)" sizes="(min-width: 767px) 50vw, 100vw" srcSet="" src="https://images.unsplash.com/photo-1523961131990-521072f1616c?ixlib=rb-4.0.3&auto=format&fit=crop&w=1000&q=80"></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">17. What is the Kolmogorov And Smirnov Test?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Kolmogorov-Smirnov test is used to check whether 2 samples follow the same distribution.</span></p><ul class="CertTheme__ul"><li value="1" class="CertTheme__listItem pt-spacing10"><span>x &lt;- rnorm(50)</span></li><li value="2" class="CertTheme__listItem pt-spacing10"><span>y &lt;- runif(50)</span></li><li value="3" class="CertTheme__listItem pt-spacing10"><span>ks.test(x, y)</span></li></ul><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Two-sample Kolmogorov-Smirnov test</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>data: x and y</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>D = 0.52, p-value = 1.581e-06</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>alternative hypothesis: two-sided</span></p><ul class="CertTheme__ul"><li value="1" class="CertTheme__listItem pt-spacing10"><span>x &lt;- rnorm(50)</span></li><li value="2" class="CertTheme__listItem pt-spacing10"><span>y &lt;- rnorm(50)</span></li><li value="3" class="CertTheme__listItem pt-spacing10"><span>ks.test(x, y)</span></li></ul><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Two-sample Kolmogorov-Smirnov test</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>data: x and y</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>D = 0.1, p-value = 0.9667</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>alternative hypothesis: two-sided</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>If p-Value &lt; 0.05 (significance level), we reject the null hypothesis that they are drawn from the same distribution. In other words, p &lt; 0.05 implies x and y from different distributions.</span></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">18. What is the Jitter Plot? Explain with an example.</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p>Jitter plot is used for correlation. It provides pretty much all points which scatter plots typically do not show up.</p><p>We consider mpg dataset with city mileage (cty) and highway mileage (hwy). The original data has 234 data points but a typical scatter plot seems to display fewer points.</p><p>This is because there are many overlapping points appearing as a single dot. The fact that both cty and hwy are integers in the source dataset made it all the more convenient to hide this detail.</p><ul><li class="CertTheme__listItem pt-spacing10">load package and data library(ggplot2)</li></ul><p>data(mpg, package="ggplot2") theme_set(theme_bw())</p><p>g &lt;- ggplot(mpg, aes(cty, hwy))</p><ul><li class="CertTheme__listItem pt-spacing10">Scatterplot</li></ul><p>g + geom_point() +</p><p>geom_smooth(method="lm", se=F) +</p><p>labs(subtitle="mpg: city vs highway mileage",</p><p>y="hwy",</p><p>x="cty",</p><p>title="Scatterplot with overlapping points",</p><p>caption="Source: midwest")</p><p><img alt="What is the Jitter Plot" loading="lazy" width="100" height="100" decoding="async"  class="fr-fic fr-dib" style="color:transparent;width:100%;height:auto;background-size:cover;background-position:50% 50%;background-repeat:no-repeat;background-image:url(&quot;data:image/svg+xml;charset=utf-8,%3Csvg xmlns='http%3A//www.w3.org/2000/svg' viewBox='0 0 100 100'%3E%3Cfilter id='b' color-interpolation-filters='sRGB'%3E%3CfeGaussianBlur stdDeviation='20'/%3E%3C/filter%3E%3Cimage preserveAspectRatio='none' filter='url(%23b)' x='0' y='0' height='100%25' width='100%25' href='data:image/svg+xml;base64,CiAgPHN2ZyB3aWR0aD0iMTAwIiBoZWlnaHQ9IjEwMCIgdmVyc2lvbj0iMS4xIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHhtbG5zOnhsaW5rPSJodHRwOi8vd3d3LnczLm9yZy8xOTk5L3hsaW5rIj4KICAgIDxkZWZzPgogICAgICA8bGluZWFyR3JhZGllbnQgaWQ9ImciPgogICAgICAgIDxzdG9wIHN0b3AtY29sb3I9IiNjY2MiIG9mZnNldD0iMjAlIiAvPgogICAgICAgIDxzdG9wIHN0b3AtY29sb3I9IiNkZGQiIG9mZnNldD0iNTAlIiAvPgogICAgICAgIDxzdG9wIHN0b3AtY29sb3I9IiNlZWUiIG9mZnNldD0iNzAlIiAvPgogICAgICA8L2xpbmVhckdyYWRpZW50PgogICAgPC9kZWZzPgogICAgPHJlY3Qgd2lkdGg9IjEwMCIgaGVpZ2h0PSIxMDAiIGZpbGw9IiNlZWUiIC8+CiAgICA8cmVjdCBpZD0iciIgd2lkdGg9IjEwMCIgaGVpZ2h0PSIxMDAiIGZpbGw9InVybCgjZykiIC8+CiAgICA8YW5pbWF0ZSB4bGluazpocmVmPSIjciIgYXR0cmlidXRlTmFtZT0ieCIgZnJvbT0iLTEwMCIgdG89IjEwMCIgZHVyPSIxcyIgcmVwZWF0Q291bnQ9ImluZGVmaW5pdGUiICAvPgogIDwvc3ZnPg=='/%3E%3C/svg%3E&quot;)" sizes="(min-width: 767px) 50vw, 100vw" srcSet="" src="https://images.unsplash.com/photo-1522071820081-009f0129c71c?ixlib=rb-4.0.3&auto=format&fit=crop&w=1000&q=80"></p><p>Now we can handle this with a Jitter plot.</p><p>We can make a jitter plot with jitter_geom(). As the name suggests, the overlapping points are randomly jittered around its original position based on a threshold controlled by</p><p>the width argument.</p><ul><li class="CertTheme__listItem pt-spacing10">load package and data library(ggplot2)</li></ul><p>data(mpg, package="ggplot2")</p><ul><li class="CertTheme__listItem pt-spacing10">Jitter plot</li></ul><p>theme_set(theme_bw()) # pre-set the bw theme.</p><p>g &lt;- ggplot(mpg, aes(cty, hwy))</p><p>g + geom_jitter(width = .5, size=1) + labs(subtitle="mpg: city vs highway mileage",</p><p>y="hwy",</p><p>x="cty",</p><p>title="Jittered Points")</p><p><img alt="What is the Jitter Plot" loading="lazy" width="100" height="100" decoding="async"  class="fr-fic fr-dib" style="color:transparent;width:100%;height:auto;background-size:cover;background-position:50% 50%;background-repeat:no-repeat;background-image:url(&quot;data:image/svg+xml;charset=utf-8,%3Csvg xmlns='http%3A//www.w3.org/2000/svg' viewBox='0 0 100 100'%3E%3Cfilter id='b' color-interpolation-filters='sRGB'%3E%3CfeGaussianBlur stdDeviation='20'/%3E%3C/filter%3E%3Cimage preserveAspectRatio='none' filter='url(%23b)' x='0' y='0' height='100%25' width='100%25' href='data:image/svg+xml;base64,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'/%3E%3C/svg%3E&quot;)" sizes="(min-width: 767px) 50vw, 100vw" srcSet="" src="https://images.unsplash.com/photo-1522071820081-009f0129c71c?ixlib=rb-4.0.3&auto=format&fit=crop&w=1000&q=80"></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">19. The model is suffering from low bias and high variance. What approach should be used to tackle this scenario and why?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p></p><p>There are three types of error in any machine learning approach. They are a biased error, variance error, and irreducible error. Generally, the focus is to look at striking a balance between bias and variance and reducing those errors in the model so that accuracy can be improved.</p><p><span style="color:rgb(0, 0, 0)"><strong>Low Bias -</strong></span> indicates fewer assumptions about the form of the target variable or function. In this case, when we test on new data, it does not give expected results and accuracy can be compromised.</p><p><span style="color:rgb(0, 0, 0)"><strong>High variance - </strong></span>indicates large changes to the estimate of target variable or target function with changes to the training data.</p><p>It is always tricky to handle scenario to balance between these two as increasing the bias will decrease the variance and increasing the variance will decrease the bias. Hence approach that can be followed are as follows:</p><ol class="CertTheme__ol1 pt-spacing10"><li class="CertTheme__listItem pt-spacing10">Look at the dataset in hand and contextual information to suggest which way to look at for a better prediction performance</li><li class="CertTheme__listItem pt-spacing10">Typically kNN and SVM algorithms can be looked at depending on what problem we are solving and how tweaks can be performed in order to manage this effect</li></ol><p></p></div></div></div></div><div class="rounded-xl mb-spacing24 last:mb-0 outline duration-300 transition ease-in-out outline-1 outline-neutral-200 hover:outline-neutral-400 hover:shadow-neutralShadow hidden"><div class="cursor-pointer items-center justify-between p-4 transition-all duration-500 undefined bg-white p-spacing16 pl-spacing24 flex gap-spacing8 rounded-xl"><div class="flex text-sm font-semibold items-center overflow-x-auto"><h3 class="text-neutral-800 font-bold text-sm leading-5.5 -indent-0 pl-5 overflow-hidden line-clamp-2">20. What is the difference between kNN and k means clustering?</h3></div><div class="md:w-5 md:h-5 w-6 h-6 ml-spacing8 flex items-center transition-all duration-300"><i class="icon-chevron-up-filled inline-block transition-transform duration-300 text-xl rotate-180 text-primary-main"></i></div></div><div class="overflow-hidden p-0 transition-all duration-500 ease-in-out rounded-b-xl" style="max-height:0px"><div><div class="p-spacing24 bg-white border-t border-neutral-200 faq-editor-content last:rounded-b-xl"><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>This can be described in the below table.</span></p><div class="overflow-x-auto mt-spacing10 mb-[16.8px] md:mb-6 max-w-full"><table class="min-w-full divide-y divide-gray-200 border"><colgroup><col><col></colgroup><tbody><tr><th class="CertTheme__tableCell CertTheme__tableCellHeader" style="border:1px solid black;width:175px;vertical-align:top;text-align:start;background-color:rgb(242, 243, 245)"><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>kNN</span></p></th><th class="CertTheme__tableCell CertTheme__tableCellHeader" style="border:1px solid black;width:175px;vertical-align:top;text-align:start;background-color:rgb(242, 243, 245)"><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>k-means clustering</span></p></th></tr><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start"><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>This is supervised machine learning</span></p></td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start"><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>This is unsupervised machine learning</span></p></td></tr><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start"><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>This is used for classification and regression problems.</span></p></td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start"><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>As the name suggests, it is a clustering algorithm.</span></p></td></tr><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start"><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>This is based on feature similarity.</span></p></td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start"><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>This divides objects or set of data points into clusters.</span></p></td></tr><tr><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start"><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>No such mechanism here.</span></p></td><td class="CertTheme__tableCell" style="border:1px solid black;width:175px;vertical-align:top;text-align:start"><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Typically k=3 or based on elbow diagram, k value can be determined</span></p></td></tr></tbody></table></div><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>For example, let’s consider a dataset of football players, their positions, their measurements, etc. We want to assign a position to these players in a new dataset which is unseen by the model which is learned using earlier training data. We may use kNN algorithm since there are measurements, but no positions are known. At the same time, let’s say we have another scenario where we have a dataset of these football players who are to be grouped into some specific groups based on some similarity between them. In this case, k-means could be used. 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10.8-7.9h-13.3zM212.8 27.7l-4.2 12.6h-13.2l10.7 7.9-4 12.7 10.7-7.9 10.8 7.9-4.2-12.7 10.9-7.9h-13.4z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">United States +1</div></div></div><div class="bg-mono-black/8 pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#181A93" d="M17.3 0h478.4v342H17.3V0z"></path><path fill="#FFA44A" d="M0 0h513v114H0V0z"></path><path fill="#1A9F0B" d="M0 228h513v114H0V228z"></path><path fill="white" d="M0 114h513v114H0V114z"></path><circle fill="white" cx="256.5" cy="171" r="34.2"></circle><path fill="#181A93" d="M256.5 216.6c-25.1 0-45.6-20.5-45.6-45.6s20.5-45.6 45.6-45.6 45.6 20.5 45.6 45.6-20.5 45.6-45.6 45.6zm0-11.4c18.2 0 34.2-16 34.2-34.2s-15.9-34.2-34.2-34.2-34.2 16-34.2 34.2 16 34.2 34.2 34.2z"></path><circle fill="#181A93" cx="256.5" cy="171" r="22.8"></circle></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">India +91</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="white" d="M0 0h512v341.3H0z"></path><g fill="#D80027"><path d="M0 0h142v341.3H0zM370 0h142v341.3H370zM306.5 206l50.4-25.2-25.2-12.6V143l-50.4 25.2 25.2-50.4h-25.2L256.1 80l-25.2 37.8h-25.2l25.2 50.4-50.4-25.2v25.2l-25.2 12.6 50.4 25.2-12.6 25.2h50.4V269h25.2v-37.8h50.4z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Canada +1</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#0052B4" d="M0 0h513v342H0z"></path><g fill="white"><path d="M222.2 170.7c.3-.3.5-.6.8-.9-.2.3-.5.6-.8.9zM188 212.6l11 22.9 24.7-5.7-11 22.8 19.9 15.8-24.8 5.6.1 25.4-19.9-15.9-19.8 15.9.1-25.4-24.8-5.6 19.9-15.8-11.1-22.8 24.8 5.7zM385.9 241.1l5.2 10.9 11.8-2.7-5.3 10.9 9.5 7.5-11.8 2.6v12.2l-9.4-7.6-9.5 7.6.1-12.2-11.8-2.6 9.5-7.5-5.3-10.9 11.8 2.7zM337.3 125.1l5.2 10.9 11.8-2.7-5.3 10.9 9.5 7.5-11.8 2.7v12.1l-9.4-7.6-9.5 7.6.1-12.1-11.9-2.7 9.5-7.5-5.3-10.9L332 136zM385.9 58.9l5.2 10.9 11.8-2.7-5.3 10.9 9.5 7.5-11.8 2.7v12.1l-9.4-7.6-9.5 7.6.1-12.1-11.8-2.7 9.5-7.5-5.3-10.9 11.8 2.7zM428.4 108.6l5.2 10.9 11.8-2.7-5.3 10.9 9.5 7.5-11.8 2.6V150l-9.4-7.6-9.5 7.6v-12.2l-11.8-2.6 9.5-7.5-5.3-10.9 11.8 2.7zM398 166.5l4.1 12.7h13.3l-10.8 7.8 4.2 12.7-10.8-7.9-10.8 7.9 4.1-12.7-10.7-7.8h13.3z"></path><path d="M254.8 0v30.6l-45.1 25.1h45.1V115h-59.1l59.1 32.8v22.9h-26.7l-73.5-40.9v40.9H99v-48.6l-87.4 48.6H-1.2v-30.6L44 115H-1.2V55.7h59.1L-1.2 22.8V0h26.7L99 40.8V0h55.6v48.6L242.1 0z"></path></g><path fill="#D80027" d="M142.8 0h-32v69.3h-112v32h112v69.4h32v-69.4h112v-32h-112z"></path><path fill="#0052B4" d="M154.6 115l100.2 55.7v-15.8L183 115z"></path><path fill="white" d="M154.6 115l100.2 55.7v-15.8L183 115z"></path><g fill="#D80027"><path d="M154.6 115l100.2 55.7v-15.8L183 115zM70.7 115l-71.9 39.9v15.8L99 115z"></path></g><path fill="#0052B4" d="M99 55.7L-1.2 0v15.7l71.9 40z"></path><path fill="white" d="M99 55.7L-1.2 0v15.7l71.9 40z"></path><g fill="#D80027"><path d="M99 55.7L-1.2 0v15.7l71.9 40zM183 55.7l71.8-40V0L154.6 55.7z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Australia +61</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#D80027" d="M0 85.337h512V256H0z"></path><g fill="white"><path d="M83.478 170.666c0-24.865 17.476-45.637 40.812-50.734a52.059 52.059 0 00-11.13-1.208c-28.688 0-51.942 23.254-51.942 51.941s23.255 51.942 51.942 51.942c3.822 0 7.543-.425 11.13-1.208-23.336-5.095-40.812-25.867-40.812-50.733zM150.261 122.435l3.684 11.337h11.921l-9.645 7.007 3.684 11.337-9.644-7.006-9.645 7.006 3.685-11.337-9.645-7.007h11.921z"></path><path d="M121.344 144.696l3.683 11.337h11.921l-9.645 7.007 3.684 11.337-9.643-7.006-9.645 7.006 3.685-11.337-9.645-7.007h11.921zM179.178 144.696l3.684 11.337h11.921l-9.645 7.007 3.684 11.337-9.644-7.006-9.644 7.006 3.685-11.337-9.645-7.007h11.921zM168.047 178.087l3.684 11.337h11.921l-9.644 7.007 3.684 11.337-9.645-7.006-9.643 7.006 3.684-11.337-9.644-7.007h11.92zM132.474 178.087l3.683 11.337h11.921l-9.644 7.007 3.684 11.337-9.644-7.006-9.644 7.006 3.684-11.337-9.644-7.007h11.92z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Singapore +65</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.334h512v341.337H0z"></path><g fill="#D80027"><path d="M425.301 233.745l3.388 10.428h10.963l-8.87 6.444 3.388 10.427-8.869-6.444-8.871 6.444 3.388-10.427-8.87-6.444h10.963zM386.107 308.817l5.083 15.642h16.445l-13.305 9.667 5.082 15.64-13.305-9.667-13.305 9.667 5.083-15.64-13.305-9.667h16.445zM387.588 185.971l4.236 13.036h13.704l-11.088 8.054 4.235 13.034-11.087-8.056-11.088 8.056 4.235-13.034-11.087-8.054h13.704zM349.876 233.291l5.082 15.641h16.446l-13.306 9.666 5.084 15.641-13.306-9.666-13.305 9.666 5.082-15.641-13.305-9.666h16.445z"></path></g><path fill="white" d="M256.003 85.329v30.564l-45.178 25.088h45.178v59.359H196.89l59.113 32.846v22.806h-26.69l-73.484-40.826v40.826h-55.652v-48.573l-87.429 48.573H.003v-30.553l45.168-25.099H.003v-59.359h59.103L.003 108.147V85.329h26.68l73.494 40.838V85.329h55.652v48.573l87.43-48.573z"></path><path fill="#D80027" d="M144 85.33h-32v69.334H0v32h112v69.334h32v-69.334h112v-32H144z"></path><path fill="#0052B4" d="M155.826 200.344L256 255.998v-15.739l-71.847-39.915z"></path><path fill="white" d="M155.826 200.344L256 255.998v-15.739l-71.847-39.915z"></path><g fill="#D80027"><path d="M155.826 200.344L256 255.998v-15.739l-71.847-39.915zM71.846 200.344L0 240.259v15.739l100.174-55.654z"></path></g><path fill="#0052B4" d="M100.174 140.983L0 85.33v15.738l71.847 39.915z"></path><path fill="white" d="M100.174 140.983L0 85.33v15.738l71.847 39.915z"></path><g fill="#D80027"><path d="M100.174 140.983L0 85.33v15.738l71.847 39.915zM184.154 140.983L256 101.068V85.33l-100.174 55.653z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">New Zealand +64</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.331h512v341.337H0z"></path><path d="M0 85.331h512v113.775H0z"></path><path fill="#FFDA44" d="M0 312.882h512v113.775H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Germany +49</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 0h513v342H0z"></path><path fill="#6DA544" d="M0 0h513v114H0z"></path><path d="M0 228h513v114H0z"></path><path fill="#dd0d12" d="M0 0h171v342H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">United Arab Emirates +971</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#D80027" d="M0 0h513v342H0z"></path><g fill="white"><path d="M274.2 119.8c-5.1 21.1-14.1 17.1-18.5 35.5-26.1-6.3-42.1-32.5-35.9-58.6 6.3-26.1 32.5-42.1 58.5-35.9-8.7 36.9.5 40.1-4.1 59zM206.6 135.4c18.5 11.3 11.9 18.7 28 28.6-14 22.9-43.9 30-66.8 16s-30-43.9-16-66.8c32.3 19.8 38.2 12.1 54.8 22.2zM200.6 204.6c16.5-14.1 21.4-5.5 35.8-17.8 17.4 20.4 15 51-5.4 68.4-20.4 17.4-51 15-68.4-5.4 28.7-24.6 23.2-32.6 38-45.2zM264.5 231.7c-8.3-20.1 1.4-22.1-5.9-39.6 24.8-10.3 53.2 1.5 63.4 26.3 10.3 24.8-1.5 53.2-26.3 63.4-14.5-35-23.8-32.2-31.2-50.1zM310 179.3c-21.6 1.7-20.6-8.1-39.5-6.6-2.1-26.7 17.9-50.1 44.6-52.2 26.7-2.1 50.1 17.9 52.2 44.6-37.7 2.9-37.9 12.7-57.3 14.2z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Hong Kong +852</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.331h512v341.326H0z"></path><path fill="#6DA544" d="M0 85.331h170.663v341.337H0z"></path><path fill="#FF9811" d="M341.337 85.331H512v341.337H341.337z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Ireland +353</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#DB3E00" d="M0 0h513v342H0z"></path><path fill="#479900" d="M331 0h182v342H331z"></path><path d="M0 0h181.8v342H0z"></path><path fill="white" d="M256 126.7c-19.4 0-35.2 15.8-35.2 35.2v52.8h70.4v-52.8c0-19.5-15.8-35.2-35.2-35.2z"></path><path fill="white" d="M256 84.3c-47.7 0-86.4 38.7-86.4 86.4S208.3 257 256 257s86.4-38.7 86.4-86.4-38.7-86.3-86.4-86.3zm0 157.7c-39.4 0-71.4-32-71.4-71.4 0-39.4 32-71.4 71.4-71.4 39.4 0 71.4 32 71.4 71.4 0 39.5-32 71.4-71.4 71.4z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Afghanistan +93</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#0052B4" d="M0 0h513v342H0z"></path><path fill="#FFDA44" d="M513 210.9H202.2V342h-79.8V210.9H0V131.1h122.4V0h79.8v131.1H513v61.2z"></path><path fill="#D80027" d="M513 149.7v42.6H183.7V342H141V192.3H0v-42.6h141V0h42.7v149.7z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Aland Islands +358</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 90 60"><path fill="#ED2024" d="M0 0h90v60H0z"></path><path fill="#212121" d="M32.5 12.2v16l7.1 2.5-5 4.9 2.4 3 5.3-5.5 1.2 2.3-3 4.9 3.6 5.6-1.8 2.6 2.8 3.6 2.7-3.7-1.5-2.6 3-5.8-2.7-4.6 1.2-2.3 5.2 5.5 2.5-2.9-5.2-5.1 7.2-2.6V12.2l-5.2 1.9-.1 3.8-3.3.3v-2.6l1.7-2.3 5.6-2.2-2.3-.4 1.4-1.2.9.4-.8-1.4L54 9l-1-1.1L47.5 9l1.4 1.1-3.8 4.9-3.8-4.8 1.3-1.1-5-1.2L36.2 9l-1.5-.4-.8 1.4.9-.6 1.6 1.1-2.3.5 5.5 2 1.6 2.3v2.9l-3.3-.3v-3.6z"></path><g fill="#212121"><path d="M26.2 25h6.4v2.5h-6.4zM26.2 20.9h6.4v2.7h-6.4zM26.2 16.7h6.4v2.6h-6.4zM26.2 12.7h6.4v2.5h-6.4z"></path></g><g fill="#212121"><path d="M57.4 25h6.4v2.5h-6.4zM57.4 20.9h6.4v2.7h-6.4zM57.4 16.7h6.4v2.6h-6.4zM57.4 12.7h6.4v2.5h-6.4z"></path></g><path fill="#212121" d="M53.4 36.1h6.4V38h-6.4zM30.2 36.1h6.4V38h-6.4z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Albania +355</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#41662E" d="M0 0h512v341.3H0z"></path><path fill="white" d="M256 0h256v341.3H256z"></path><g fill="#D80027"><path d="M341.5 105.3l-29.4 40.4-47.5-15.4 29.4 40.4-29.4 40.4 47.5-15.4 29.4 40.4v-50l47.5-15.5-47.5-15.4z"></path><path d="M309.9 276.7c-58.5 0-106-47.5-106-106s47.5-106 106-106c18.3 0 35.4 4.6 50.4 12.7-23.5-23-55.7-37.2-91.2-37.2-72 0-130.4 58.4-130.4 130.4S197.1 301 269.1 301c35.5 0 67.7-14.2 91.2-37.2-14.9 8.2-32.1 12.9-50.4 12.9z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Algeria +213</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#0052B4" d="M0 0h513v342H0z"></path><path fill="#D80027" d="M513 33L95.3 171 513 310.76v30.57L0 171 513 0z"></path><path fill="white" d="M513 287.18v24.58L81.72 171 513 30v24.16"></path><path fill="#A2001D" d="M476.98 140.21l-21.89 10.68-3.18-15.32 31.19-29.77s-9.42-40.65-13.75-44.98l-112.32 55.82-6.84 36.76-31.9 28.59-.4 34.2 34.29-22.76 67.23-2.66-1.51 38.11h22.23l11.9-44.64 31.55-24.61-6.6-19.42z"></path><path fill="#EFC100" stroke="#231F20" stroke-miterlimit="10" d="M317.89 238.41l-22.24-11.11 22.24-11.11h144.46v22.22z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">AmericanSamoa +1684</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#FFDA44" d="M0 0h513v342H0z"></path><path fill="#0052B4" d="M0 0h171v342H0z"></path><path fill="#D80027" d="M342 0h171v342H342zM198.92 113.58H256v64.8h-57.08zM309.16 228.68L256 243.18v-64.8h57.08z"></path><path fill="#BC8B00" d="M182.24 95.92v92.2c0 34.32 27.26 54.17 48.63 64.46-.8 1.37 25.13 8.26 25.13 8.26s25.93-6.9 25.13-8.26c21.38-10.29 48.63-30.14 48.63-64.46v-92.2H182.24zm129.86 92.2c0 16.88-10 29.43-32.76 43.9-8.62 5.48-17.54 9.03-23.34 11.01-5.8-1.98-14.72-5.53-23.34-11.01-22.76-14.47-32.76-28.02-32.76-43.9v-74.54h112.2v74.54z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Andorra +376</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path d="M0 171h513v171H0z"></path><path fill="#D80027" d="M0 0h513v171H0z"></path><g fill="#FFDA44"><path d="M197.01 139.81c-9.32 12.37-9 27.81 3.37 37.12 0 0 162.62 122.13 164.64 123.93 2.02 1.8 6.3 2.38 11-3.27 4.46-5.36 3.31-9.78 1.04-11.63S197.01 139.81 197.01 139.81zM264.42 79.12l11.72 24.03 26.45 3.96-19.23 18.58 4.4 26.38-23.61-12.55-23.73 12.33 4.64-26.33L226 106.77l26.47-3.73z"></path><path d="M268.67 39.2l-3.2 22.04c51.81 3.9 92.64 47.18 92.64 99.99 0 55.38-44.9 100.28-100.28 100.28-40.82 0-75.94-24.39-91.59-59.4l-18.4 13.11c19.96 40.59 61.71 68.52 110 68.52 67.66 0 122.51-54.85 122.51-122.51-.01-64.01-49.1-116.54-111.68-122.03z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Angola +244</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#0052B4" d="M0 0h513v342H0z"></path><path fill="white" d="M454.8 265.38c7.94-10.93 13.24-24.27 13.24-40.42V104.89a59.754 59.754 0 01-36.02 12.01c-19.64 0-37.07-9.43-48.03-24.01-10.95 14.58-28.39 24.01-48.03 24.01-13.52 0-25.99-4.47-36.02-12v120.06c0 16.16 5.3 29.5 13.24 40.42H454.8z"></path><path fill="#8DCCFF" d="M310.23 260.98C332.65 296.96 384 309 384 309s51.35-12.04 73.77-48.02H310.23z"></path><path fill="#D87B00" d="M396.66 172.21c.32 1.42 8.72 10.17 17.56 20.15 1.39 1.57-8.74 12.63-6.91 12.59 4.75-.12 19.27-17.26 19.34 6.65.05 15.94-30 27.51-30 27.51h17.47l.65 14.96s4.97-13.34 7.59-16.57c8.1-9.97 20.18-30.07 34.59-27.1 14.41 2.97-13.66-13.92-13.66-13.92s-5.2-15.19-16.63-16.97c-10.06-1.57-14.29-2.51-26.64-7.3-1.68-.65-3.88-2.32-3.36 0z"></path><path fill="#D87B00" d="M359.69 198.69c1.07-.99 4.46-12.63 8.69-25.28.67-1.99 15.31 1.27 14.35-.3-2.47-4.06-24.58-8.08-3.9-20.08 13.79-8 38.82 12.27 38.82 12.27l-8.72-15.14 12.64-8.03s-14.05 2.35-18.14 1.69c-12.68-2.04-36.13-2.48-40.75-16.45-4.62-13.97-5.25 18.79-5.25 18.79s-10.56 12.08-6.4 22.88c3.66 9.5 4.96 13.64 6.97 26.73.29 1.79-.06 4.53 1.69 2.92z"></path><path fill="#D87B00" d="M395.67 219.87c-1.39-.43-13.16 2.49-26.22 5.18-2.06.42-6.59-13.88-7.47-12.26-2.27 4.17 5.36 25.31-15.41 13.45-13.84-7.91-8.89-39.73-8.89-39.73l-8.71 15.14-13.29-6.9s9.09 10.96 10.57 14.84c4.6 11.99 16 32.49 6.24 43.49-9.76 11.01 18.88-4.9 18.88-4.9s15.76 3.07 23-5.96c6.38-7.94 9.3-11.14 19.61-19.45 1.43-1.12 3.97-2.19 1.69-2.9z"></path><path fill="white" d="M256.5 0h-23.1L160 48.9V0H96v48.9L22.6 0H0v22.7l46.1 30.7H0v64h46.1L0 148.1V171h22.6L96 121.8V171h64v-49.2l73.4 49.2h23.1v-22.9l-46.6-30.7h46.6v-64h-46.6l46.6-30.7z"></path><path fill="#D80027" d="M144 0h-32v69.4H0v32h112V171h32v-69.6h112.5v-32H144z"></path><path fill="#D80027" d="M0 171v-11.3l62.5-42.3h22.6L7.3 171zM7.3.1l77.8 53.2H62.5L0 11.1V.1zM256.5.1v11l-63 42.3h-22.6L248.7.1zM248.7 171l-77.8-53.6h22.6l63 42.3V171z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Anguilla +1264</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 744 496"><path fill="#3A7DCE" d="M0 0h744v496H0V0z"></path><path fill="white" d="M120 125l90 63 54-14 23-81 61-36 92 14 105 55 6 90 34 12v92l-65 115-78 24-72-17 18-30-8-32-10 9-162-25-49-85 20-46-49-62z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Antarctica +672</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path d="M0 0h513v342H0z"></path><path fill="#186DD2" d="M88.8 136.5c-2.2 12.9-3.4 26.2-3.4 39.8 0 13.6 1.2 27 3.4 39.8L256 228.3l167.2-12.1c2.2-12.9 3.4-26.2 3.4-39.8s-1.2-27-3.4-39.8"></path><path fill="white" d="M423.2 219H88.8c15.8 69.8 84.7 122.3 167.2 122.3S407.4 288.8 423.2 219z"></path><path fill="#FFDA44" d="M365.9 136.5H146.1l44.9-21.1-23.9-43.5 48.8 9.4L222 32l34 36.2L290 32l6.1 49.3 48.8-9.4-23.9 43.5z"></path><g fill="#C32500"><path d="M256.5 342L0 0v342z"></path><path d="M513 342V0L256 342z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Antigua and Barbuda +1268</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 0h512v342H0z"></path><path fill="#338AF3" d="M0 0h512v114H0zM0 228h512v114H0z"></path><circle fill="#FFDA44" stroke="#d6ab00" stroke-width="5" cx="256.5" cy="171" r="40"></circle></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Argentina +54</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#0052B4" d="M0 0h513v342H0z"></path><path fill="#D80027" d="M0 0h513v114H0z"></path><path fill="#FF9811" d="M0 228h513v114H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Armenia +374</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 363 242"><path fill="#338AF3" d="M0 0h363v242H0z"></path><path fill="white" d="M57 96.9L14.7 78.2 57 59.6l18.6-42.2 18.6 42.2 42.3 18.6-42.3 18.7-18.6 42.2z"></path><path fill="#D80027" d="M75.6 40.6l11.5 26.1 26.1 11.5-26.1 11.5-11.5 26.1-11.5-26.1L38 78.2l26.1-11.5z"></path><g fill="#FFDA44"><path d="M0 152.2h363v15.7H0zM0 183.6h363v15.7H0z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Aruba +297</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#0052B4" d="M0 0h513v342H0z"></path><path fill="white" d="M440.1 181.1c-.1 39.2-6.4 81.4-57.4 101.5-51.1-20.1-57.3-62.3-57.4-101.5h114.8z"></path><path fill="#29DBFF" d="M439.6 197.7c-2.8 34.9-12.4 67.4-57 85-44.4-17.6-54.5-51.2-56.9-84.9"></path><path fill="white" d="M437.8 214.1c-3.2 24.3-16.7 53.5-55.1 68.6-38.4-15.1-50.5-42.5-55.1-68.4"></path><path fill="#29DBFF" d="M434.2 230.3c-5.7 17.7-19.3 39.4-51.3 52.8-32-12.6-45.2-33.8-51.4-53"></path><path fill="white" d="M426.7 246.9c-6.5 11.3-17.7 25.4-44 35.9-27.5-11.5-37.4-25.3-44-36.1"></path><path fill="#29DBFF" d="M412.4 265.1c-8.1 7.2-12 11.2-29.6 17.9-20.1-7.9-22.6-11.6-29.2-17.5"></path><path fill="#5CC85C" d="M383.3 231.6c-.2-.2-27.9 35.7-27.9 35.7-1.8-1.3-10-9.5-13.3-15l41.3-50.1 40.2 49.7c-3.9 6.5-11.4 13.6-13.2 15M382.6 85.3l-26.5 45h53z"></path><ellipse transform="rotate(-82.3 291.431 225.686)" fill="#F7A226" cx="291.4" cy="225.7" rx="48.7" ry="15.7"></ellipse><ellipse transform="rotate(-68.099 303.087 164.67)" fill="#DDC7AB" cx="303.1" cy="164.7" rx="11.7" ry="7.2"></ellipse><ellipse transform="rotate(-81.738 291.697 271.697)" fill="#DDC7AB" cx="291.7" cy="271.7" rx="11.4" ry="3.3"></ellipse><ellipse transform="matrix(.9986 -.05353 .05353 .9986 -13.992 16.424)" fill="#DDC7AB" cx="299.6" cy="269.4" rx="3.3" ry="11"></ellipse><ellipse transform="rotate(-21.518 314.54 201.06)" fill="#DDC7AB" cx="314.5" cy="201.1" rx="4.1" ry="13.7"></ellipse><ellipse transform="rotate(-21.518 317.511 178.077)" fill="#DDC7AB" cx="317.5" cy="178.1" rx="13.7" ry="4.1"></ellipse><ellipse transform="rotate(-7.7 473.781 225.857)" fill="#F7A226" cx="473.6" cy="225.9" rx="15.7" ry="48.7"></ellipse><ellipse transform="rotate(-21.901 462.057 164.866)" fill="#DDC7AB" cx="462" cy="164.9" rx="7.2" ry="11.7"></ellipse><ellipse transform="rotate(-8.27 473.27 271.908)" fill="#DDC7AB" cx="473.4" cy="271.9" rx="3.3" ry="11.4"></ellipse><ellipse transform="matrix(.05353 -.9986 .9986 .05353 171.34 719.998)" fill="#DDC7AB" cx="465.5" cy="269.6" rx="11" ry="3.3"></ellipse><ellipse transform="rotate(-68.482 450.552 201.247)" fill="#DDC7AB" cx="450.6" cy="201.2" rx="13.7" ry="4.1"></ellipse><ellipse transform="rotate(-68.482 447.58 178.265)" fill="#DDC7AB" cx="447.6" cy="178.3" rx="4.1" ry="13.7"></ellipse><path fill="#B0C6CC" d="M373.3 130.3L356.1 155l17.8 26.1H396l4.7-25.4-5.4-25.4z"></path><path fill="white" d="M256 0v117.4h-46.1l46.1 30.7v22.6h-22.6L160 121.8v48.9H96v-48.9l-73.4 48.9H0v-22.6l46.1-30.7H0v-64h46.1L0 22.7V0h22.6L96 48.9V0h64v48.9L233.4 0z"></path><path fill="#D80027" d="M144 0h-32v69.4H0v32h112v69.3h32v-69.3h112v-32H144z"></path><path fill="#2E52B2" d="M256 22.7v30.7h-46.1z"></path><g><path fill="#D80027" d="M0 170.7v-11l62.5-42.3h22.6L7.3 170.7z"></path></g><path fill="#D80027" d="M7.3.1l77.8 53.2H62.5L0 11.1V.1zM256 .1v11l-62.5 42.3h-22.6L248.7.1zM248.7 170.7l-77.8-53.3h22.6l62.5 42.3v11z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Ascension Island +247</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 114h513v114H0z"></path><path fill="#D80027" d="M0 0h513v114H0zM0 228h513v114H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Austria +43</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#D80027" d="M0 0h513v342H0z"></path><path fill="#338AF3" d="M0 0h513v114H0z"></path><path fill="#6DA544" d="M0 228h513v114H0z"></path><g fill="white"><path d="M265.6 212.6c-23 0-41.6-18.6-41.6-41.6s18.6-41.6 41.6-41.6c7.2 0 13.9 1.8 19.8 5-9.2-9-21.9-14.6-35.8-14.6-28.3 0-51.2 22.9-51.2 51.2s22.9 51.2 51.2 51.2c13.9 0 26.6-5.6 35.8-14.6-5.9 3.2-12.6 5-19.8 5z"></path><path d="M297.6 142.2l5.5 15.5 14.9-7.1-7.1 14.9 15.5 5.5-15.5 5.5 7.1 14.9-14.9-7.1-5.5 15.5-5.5-15.5-14.9 7.1 7.1-14.9-15.5-5.5 15.5-5.5-7.1-14.9 14.9 7.1z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Azerbaijan +994</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.337h512v341.326H0z"></path><g fill="#338AF3"><path d="M0 85.337h512v113.775H0zM0 312.888h512v113.775H0z"></path></g><path d="M256 256.006L0 426.668V85.331z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Bahamas +1242</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M2.216 86.076H512v339.848H2.216z"></path><path fill="white" d="M209.455 154.969l-50.236 25.267 50.236 25.257-50.236 25.267 50.236 25.257-50.236 25.266 50.236 25.257-50.236 25.268 50.236 25.257-50.236 25.267 50.236 25.268-36.45 18.33H0V86.07h172.939l36.516 18.364-50.236 25.267z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Bahrain +973</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#496E2D" d="M0 85.331h512v341.337H0z"></path><circle fill="#F40B32" cx="218.902" cy="255.994" r="115"></circle></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Bangladesh +880</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.33"><path fill="#FFDA44" d="M0 0h512v341.34H0z"></path><g fill="#0052B4"><path d="M0 0h170.66v341.34H0zM341.34 0H512v341.34H341.34z"></path></g><path d="M325.74 101.02l-31.97 12.4c-.68 1.35-5.79 7.54-8.18 53.06h-17.05v-60.42L256 78.68l-12.54 27v60.8H226.4c-2.39-45.53-7.8-52.48-8.47-53.84l-31.68-11.63c.15.31 15.4 31.34 15.4 78.01v12.54h41.81v71.07h25.08v-71.07h41.81v-12.54c0-24.13 4.17-44.02 7.68-56.46 3.82-13.57 7.7-21.49 7.74-21.57l-.03.03z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Barbados +1246</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#75AF2B" d="M.6.2H512v341H.6z"></path><path fill="#D32424" d="M0 230h512V.2H0"></path><path fill="white" d="M100.1 230V.2H0v340.9h511.4-411.3z"></path><path fill="#D32424" d="M51.6 218l-38-47.7 38-46.9 38 46.9zM51.6 113.4l-38-47.7 38-46.9 38 46.9zM51.6 322.6l-38-47.7 38-46.9 38 46.9z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Belarus +375</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.331h512v341.326H0z"></path><path d="M0 85.331h170.663v341.337H0z"></path><path fill="#D80027" d="M341.337 85.331H512v341.337H341.337z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Belgium +32</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#0052B4" d="M0 0h512v341.3H0z"></path><circle fill="white" cx="260.9" cy="170.9" r="118.9"></circle><circle fill="none" stroke="#6DA544" stroke-width="18" stroke-miterlimit="10" cx="261.9" cy="173.1" r="94.5"></circle><g stroke="black"><path fill="#0052B4" d="M261.9 151.5l-50.6 23.4v20c0 11.8 6.1 22.8 16.2 28.9L262 239l34.5-15.2c10-6.2 16.2-17.1 16.2-28.9v-20l-50.8-23.4z"></path><path fill="#FFDA44" d="M211.3 128.1h101.3v46.7H211.3z"></path></g><g fill="#BC0029"><path d="M0 0h512v35H0zM0 306h512v35H0z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Belize +501</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#6DA544" d="M0 85.337h512v341.326H0z"></path><path fill="#FFDA44" d="M196.641 85.337H512V256H196.641z"></path><path fill="#D80027" d="M196.641 256H512v170.663H196.641z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Benin +229</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.33"><path fill="#D80027" d="M0 0h512v341.34H0z"></path><path fill="#0052B4" d="M0 .1h256v170.6H0z"></path><path fill="white" d="M256 0h-22.6L160 48.9V0H96v48.9L22.6 0H0v22.7l46.1 30.7H0v64h46.1L0 148.1v22.6h22.6L96 121.8v48.9h64v-48.9l73.4 48.9H256v-22.6l-46.1-30.7H256v-64h-46.1L256 22.7z"></path><path fill="#D80027" d="M144 0h-32v69.4H0v32h112v69.3h32v-69.3h112v-32H144z"></path><path fill="#D80027" d="M0 170.7v-11l62.5-42.3h22.6L7.3 170.7zM7.3.1l77.8 53.2H62.5L0 11.1V.1zM256 .1v11l-62.5 42.3h-22.6L248.7.1zM248.7 170.7l-77.8-53.3h22.6l62.5 42.3v11z"></path><g transform="translate(13 5)"><path fill="white" d="M303.9 94.94v99.69c0 59.81 79.75 99.69 79.75 99.69s79.75-39.88 79.75-99.69V94.94H303.9z"></path><path fill="#2F8F22" d="M436.37 254.44H330.93c23.13 25.08 52.72 39.88 52.72 39.88s29.59-14.8 52.72-39.88z"></path><circle fill="#65B5D2" cx="383.65" cy="214.56" r="39.88"></circle><circle fill="#D80027" cx="343.77" cy="194.63" r="19.94"></circle><circle fill="#D80027" cx="423.52" cy="194.63" r="19.94"></circle><circle fill="#D80027" cx="383.65" cy="154.75" r="19.94"></circle></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Bermuda +1441</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#FF7415" d="M0 0h512v341.3H0z"></path><path fill="#FFDA44" d="M512 0H0v341.3"></path><path fill="none" stroke="white" stroke-width="42" stroke-miterlimit="10" d="M128.7 255.5s35 54 67.3 32.4c56.9-37.9-68.9-108.6-2.9-152.6 58.3-38.8 76.6 103.5 137.6 62.8 59-39.3-64.7-111.4-9.2-148.4 33.4-22.2 67.1 32.6 67.1 32.6"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Bhutan +975</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.337h512v341.326H0z"></path><path fill="#D80027" d="M0 85.337h512v113.775H0z"></path><path fill="#6DA544" d="M0 312.888h512v113.775H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Bolivia +591</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.334h512v341.337H0z"></path><path fill="#FFDA44" d="M99.905 85.329h341.333v341.334"></path><g fill="white"><path d="M36.561 100.645l14.843-10.807 14.867 10.794-4.979-15.302H41.525z"></path><path d="M88.332 103.632L82.649 86.16l-5.672 17.472-18.365.012 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flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><g fill="#338AF3"><path d="M0 322.783h512v103.88H0zM0 85.337h512v104.515H0z"></path></g><path d="M0 210.877h512v89.656H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Botswana +267</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#6DA544" d="M0 0h512v341.3H0z"></path><path fill="#FFDA44" d="M256 19.3l205.4 151.4L256 322 50.6 170.7z"></path><circle fill="white" cx="256" cy="170.7" r="86.5"></circle><g fill="#0052B4"><path d="M212.8 165.3c-15 0-29.5 2.3-43.2 6.5.6 47.2 39.1 85.3 86.4 85.3 29.3 0 55.2-14.6 70.8-36.9-26.7-33.4-67.9-54.9-114-54.9zM340.9 187.2c1-5.4 1.6-10.9 1.6-16.6 0-47.8-38.7-86.5-86.5-86.5-35.6 0-66.2 21.6-79.5 52.3 11.7-2.4 23.8-3.7 36.2-3.7 50.3.1 95.7 21 128.2 54.5z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Brazil +55</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0-.3h513V342H0V-.3z"></path><path fill="#0052B4" d="M462.9 198.1c-4 0-14-5-21-9-11-6-21-12-31.1-12s-20 6-31.1 12c-7 4-16 9-20 9s-14-5-20-9c-11-6-22-12-32.1-12-9 0-20 6-31.1 12-7 4-16 9-20 9s-13-5-20-9c-11-6-22-12-31.1-12-10 0-21 6-32.1 12-6 4-16 9-20 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249.1h-79.8s-.9-13.4-6-21.8c-6.2-10.4-13.9-28.1-1.4-36.7 15.9-10.9 33.7.8 48.2.8 11.8.1 26.9-14 45-.8 12.2 8.9 3.9 28.2-1.3 36.7-7 11.5-4.7 21.8-4.7 21.8z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">British Indian Ocean Territory +246</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.33"><path fill="#FFDA44" d="M0 0h512v341.33H0z"></path><path d="M0 193.74l512 127.19V214.26L0 97.08z"></path><path fill="white" d="M512 234.26v-86.67L0 20.41v86.67"></path><g fill="#D80027" stroke="#231F20" stroke-width="3" stroke-miterlimit="10"><path d="M306.4 134.01a50.28 50.28 0 016.07 24.02c0 21.55-13.51 39.94-32.52 47.19v-59.51c5.7-1.19 10-6.37 10-12.59 6.9 0 12.5-5.75 12.5-12.85h-.42c6.9 0 12.91-5.75 12.91-12.85h-34.99V76.58l-14.99-27.71-15 27.71v30.84h-34.99c0 7.1 6.01 12.85 12.91 12.85h-.42c0 7.1 5.6 12.85 12.5 12.85 0 6.22 4.29 11.4 9.99 12.59v61.37c-22.09-5.39-38.48-25.3-38.48-49.05 0-8.7 2.2-16.88 6.07-24.02-10.96 11.21-17.72 26.53-17.72 43.44 0 34.32 27.82 62.15 62.15 62.15s62.15-27.83 62.15-62.15c0-16.91-6.77-32.24-17.72-43.44z"></path><path d="M198.46 226.81s20.69 27.71 66.5 27.71 66.5-27.71 66.5-27.71l13.47 28.37s-21.03 27.71-79.97 27.71-79.97-27.71-79.97-27.71l13.47-28.37zM129.24 133.18h20.88l24.93 27.26v73.45h-26.28v-68.37zM400 133.18h-20.88l-24.93 27.26v73.45h26.27v-68.37z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Brunei Darussalam +673</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#496E2D" d="M0 85.337h512v341.326H0z"></path><path fill="white" d="M0 85.337h512v113.775H0z"></path><path fill="#D80027" d="M0 312.888h512v113.775H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Bulgaria +359</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#6DA544" d="M0 0h512v341.3H0z"></path><path fill="#D80027" d="M0 0h512v170.7H0z"></path><path fill="#FFDA44" d="M256 66.9l25.8 79.3h83.3l-67.4 49 25.7 79.3-67.4-49-67.4 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r="100.2"></circle><g fill="#D80027"><path d="M251.6 93.3l10.1 17.5h20.2l-10.1 17.5 10.1 17.5h-20.2l-10.1 17.5-10.1-17.5h-20.2l10.1-17.5-10.1-17.5h20.2zM210.3 163.4l10.1 17.5h20.3l-10.1 17.5 10.1 17.5h-20.3l-10.1 17.5-10.1-17.5H180l10.1-17.5-10.1-17.5h20.2zM292.8 163.4l10.1 17.5h20.2L313 198.4l10.1 17.5h-20.2l-10.1 17.5-10.1-17.5h-20.2l10.1-17.5-10.1-17.5h20.2z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Burundi +257</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.337h512v341.326H0z"></path><g fill="#0052B4"><path d="M0 85.337h512v113.775H0zM0 312.888h512v113.775H0z"></path></g><path fill="white" d="M303.49 281.971v-17.809h-11.873v-23.745l-11.872-11.872-11.872 11.872v-23.744L256 204.8l-11.873 11.873v23.744l-11.872-11.872-11.872 11.872v23.745H208.51v17.809h-11.872v17.808h118.724v-17.808z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Cambodia +855</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#D80027" d="M0 0h512v341.3H0z"></path><path fill="#496E2D" d="M0 0h170.7v341.3H0z"></path><g fill="#FFDA44"><path d="M341.3 0H512v341.3H341.3zM256 102.2l17.2 53H329L283.9 188l17.2 53-45.1-32.7-45.1 32.7 17.2-53-45.1-32.8h55.8z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Cameroon +237</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#0052B4" d="M0 0h512v341.3H0z"></path><path fill="#D80027" d="M0 182.2h512v41.4H0z"></path><path fill="white" d="M0 140.8h512v41.4H0zM0 223.6h512V265H0z"></path><g fill="#FFDA44" stroke="black" stroke-miterlimit="10"><path d="M150.4 70l6.9 21.1h22.2l-18 13.1 6.9 21.1-18-13.1-17.9 13.1 6.8-21.1-17.9-13.1h22.2zM150.4 279.7l6.9 21.1h22.2l-18 13 6.9 21.2-18-13.1-17.9 13.1 6.8-21.2-17.9-13h22.2zM52.8 208.8l6.9 21.1h22.2l-18 13 6.9 21.2-18-13.1-17.9 13.1 6.8-21.2-17.9-13H46zM90.1 91l6.9 21.1h22.2l-18 13 6.9 21.2-18-13.1-17.9 13.1 6.8-21.2-18-13h22.3zM23.8 162H46l6.8-21.1 6.9 21.1h22.2l-18 13.1 6.9 21.1-18-13-17.9 13 6.8-21.1zM72.2 310.9l6.8-21.1-18-13h22.3l6.8-21.2 6.9 21.2h22.2l-18 13 6.9 21.1-18-13zM248 208.8l-6.9 21.1h-22.2l18 13-6.9 21.2 18-13.1 18 13.1-6.9-21.2 18-13h-22.2zM210.7 91l-6.8 21.1h-22.2l17.9 13-6.8 21.2 17.9-13.1 18 13.1-6.9-21.2 18-13h-22.2zM277.1 162h-22.2l-6.9-21.1-6.9 21.1h-22.2l18 13.1-6.9 21.1 18-13 18 13-6.9-21.1zM228.7 310.9l-6.9-21.1 18-13h-22.2l-6.9-21.2-6.8 21.2h-22.2l17.9 13-6.8 21.1 17.9-13z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Cape Verde +238</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.334h512v341.337H0z"></path><circle fill="#6DA544" cx="384" cy="181.79" r="29.682"></circle><path fill="#D80027" d="M332.054 174.377h103.88v44.522h-103.88z"></path><path fill="#496E2D" d="M435.942 255.997v-.001.001z"></path><path fill="#FFDA44" d="M332.058 285.678v29.682h15.616c9.364 9.176 22.18 14.84 36.326 14.84 14.147 0 26.962-5.664 36.326-14.84h15.616v-29.682H332.058z"></path><path fill="#338AF3" d="M332.058 211.475v44.522c0 39.759 51.942 51.942 51.942 51.942s51.942-12.182 51.942-51.942v-44.522H332.058z"></path><g fill="#F3F3F3"><path d="M383.997 235.256c-12.985 0-12.985 11.873-25.97 11.873s-12.985-11.873-25.97-11.873v20.777c12.985 0 12.985 11.873 25.97 11.873s12.985-11.873 25.97-11.873c12.986 0 12.986 11.873 25.973 11.873 12.986 0 12.986-11.873 25.973-11.873v-20.777c-12.986 0-12.986 11.873-25.973 11.873-12.986-.001-12.986-11.873-25.973-11.873zM383.997 193.666c-12.985 0-12.985 11.873-25.97 11.873s-12.985-11.873-25.97-11.873v20.777c12.985 0 12.985 11.873 25.97 11.873s12.985-11.873 25.97-11.873c12.986 0 12.986 11.873 25.973 11.873 12.986 0 12.986-11.873 25.973-11.873v-20.777c-12.986 0-12.986 11.873-25.973 11.873-12.986 0-12.986-11.873-25.973-11.873z"></path></g><path fill="white" d="M256 85.334v22.617l-46.069 30.709H256v64h-46.069L256 233.38v22.617h-22.628L160 207.078v48.919H96v-48.919l-73.372 48.919H0V233.38l46.069-30.72H0v-64h46.069L0 107.951V85.334h22.628L96 134.241V85.334h64v48.907l73.372-48.907z"></path><g fill="#D80027"><path d="M144 85.329h-32v69.334H0v32h112v69.334h32v-69.334h112v-32H144z"></path><path d="M0 85.329v15.082l57.377 38.252H80zM256 85.329v15.082l-57.377 38.252H176z"></path><path d="M0 85.329v15.082l57.377 38.252H80zM256 85.329v15.082l-57.377 38.252H176zM0 255.997v-15.082l57.377-38.252H80zM256 255.997v-15.082l-57.377-38.252H176z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Cayman Islands +1345</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#D80027" d="M0 0h512v341.3H0z"></path><g fill="#6DA544"><path d="M0 170.7h211.5V256H0zM300.5 170.7H512V256H300.5z"></path></g><path fill="#0052B4" d="M0 0v85.3h211.5V0h89v85.3H512V0z"></path><g fill="white"><path d="M300.5 85.3H512v85.3H300.5zM0 85.3h211.5v85.3H0z"></path></g><g fill="#FFDA44"><path d="M300.5 341.3h-89V256H0v85.3h512V256H300.5zM105.7 8.6l8.6 26.2h27.5L119.5 51l8.6 26.2L105.7 61 83.4 77.2 91.9 51 69.6 34.8h27.6z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Central African Republic +236</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.331h512v341.337H0z"></path><path fill="#0052B4" d="M0 85.331h170.663v341.337H0z"></path><path fill="#D80027" d="M341.337 85.331H512v341.337H341.337z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Chad +235</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.337h512v341.326H0z"></path><path fill="white" d="M256 85.337h256V256H256z"></path><path fill="#0052B4" d="M0 85.337h256V256H0z"></path><path fill="white" d="M128 109.801l15.108 46.498H192l-39.554 28.739 15.108 46.498L128 202.799l-39.554 28.737 15.108-46.498L64 156.299h48.892z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Chile +56</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#D80027" d="M0 0h512v341.3H0z"></path><g fill="#FFDA44"><path d="M352.3 312.6L328 294.9l-24.4 17.7 9.3-28.6-24.3-17.7h30.1l9.3-28.6 9.3 28.6h30.1L343 284zM415.9 120.9l-24.4 17.7 9.3 28.6-24.3-17.7-24.4 17.7 9.3-28.6-24.3-17.7h30.1l9.3-28.6 9.3 28.6zM367.4 57.4L343 75l9.3 28.7L328 86l-24.4 17.7 9.3-28.7-24.3-17.6h30.1l9.3-28.7 9.3 28.7zM415.9 204.4L391.5 222l9.3 28.7-24.3-17.7-24.4 17.7 9.3-28.7-24.3-17.6h30.1l9.3-28.7 9.3 28.7z"></path></g><path fill="#FFDA44" d="M167.6 64.4l26 80.3h84.5l-68.3 49.6 26.1 80.4-68.3-49.7-68.4 49.7 26.1-80.4L57 144.7h84.5z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">China +86</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#0052B4" d="M0 0h512v341.3H0z"></path><path fill="#6DA544" d="M0 0h512v341.3"></path><g fill="white"><path d="M77.6 272l5.7 11.9 12.8-3-5.7 11.9 10.3 8.1-12.8 2.9V317l-10.3-8.3-10.2 8.3v-13.2l-12.8-2.9 10.3-8.1-5.8-11.9 12.9 3zM40.5 173.1l5.7 11.9 12.8-3-5.7 11.8 10.3 8.2-12.9 2.9.1 13.2-10.3-8.3-10.3 8.3.1-13.2-12.9-2.9 10.4-8.2L22 182l12.8 3zM77.6 92.2l5.7 11.8 12.8-2.9-5.7 11.8 10.3 8.2-12.8 2.9v13.1l-10.3-8.2-10.2 8.2V124l-12.8-2.9 10.3-8.2-5.8-11.8L72 104zM123.7 155.1l5.7 11.9 12.8-3-5.7 11.9 10.3 8.1-12.8 2.9v13.2l-10.3-8.2-10.2 8.2v-13.2l-12.8-2.9 10.3-8.1-5.7-11.9 12.8 3zM90.8 209.1l4.4 13.7h14.5L98 231.3l4.5 13.7-11.7-8.4-11.7 8.4 4.5-13.7-11.7-8.5h14.4z"></path></g><circle fill="#FFDA44" cx="267.1" cy="170.7" r="74.5"></circle><path fill="#6DA544" d="M267.1 220.3h24.8s10.8-19 0-37.2l24.8-24.8-12.4-24.8h-12.4s-6.2 18.6-31 18.6-31-18.6-31-18.6h-12.4l12.4 24.8-12.4 24.8 12.4 12.4s12.4-24.8 37.2-12.4c0 0 10.5 15.5 0 37.2z"></path><path fill="#FFDA44" d="M464.4 92.2c.6-2.9-.2-17.6-.2-20.7 0-21.3-13.9-39.4-33.2-45.7 5.9 12 9.2 25.4 9.2 39.7 0 4.8-.4 9.5-1.1 14.1-2.9-4.7-6.6-8.9-11.2-12.6-17.1-13.6-40.6-14-57.9-2.5 13.4 2.9 26.3 8.9 37.7 18 9 7.1 16.2 16.8 21.7 26.1 0 0-17.8 10.9-31 15.1s-42.3 7.9-42.3 7.9c72 12 132-36 132-36-6.5-13.4-15.8-4-23.7-3.4z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Christmas Island +61</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#6DA544" d="M0 0h512v341.3H0z"></path><g fill="#FFDA44"><path d="M422.7 252.4l6.2 12.8 13.8-3.2-6.2 12.8 11.2 8.8-13.9 3.2V301l-11.1-8.9-11.1 8.9v-14.2l-13.8-3.2 11.1-8.8-6.2-12.8 13.9 3.2zM376.1 116.1l6.2 12.9 13.8-3.2-6.2 12.8 11.2 8.8-13.9 3.1v14.3l-11.1-8.9-11.1 8.9.1-14.3-13.9-3.1 11.1-8.8-6.2-12.8L370 129zM413.1 38.3l6.2 12.8 13.8-3.2-6.2 12.8 11.2 8.9-13.9 3.1v14.2L413.1 78 402 86.9l.1-14.2-13.9-3.1 11.1-8.9-6.2-12.8 13.9 3.2zM464.9 96.7l6.2 12.8 13.9-3.2-6.3 12.8 11.2 8.9-13.9 3.1.1 14.2-11.2-8.9-11.1 8.9.1-14.2L440 128l11.2-8.9-6.3-12.8 13.9 3.2zM436.9 164.8l4.9 14.8h15.6l-12.6 9.2 4.8 14.9-12.7-9.2-12.6 9.2 4.8-14.9-12.6-9.2h15.6z"></path></g><path fill="#FFDA44" d="M306.8 254.7c-49.2 0-89.1-39.9-89.1-89.1s39.9-89.1 89.1-89.1c15.3 0 29.8 3.9 42.4 10.7C329.4 67.9 302.3 56 272.5 56c-60.5 0-109.6 49.1-109.6 109.6S212 275.3 272.5 275.3c29.8 0 56.9-11.9 76.6-31.3-12.6 6.8-27 10.7-42.3 10.7zM140.4 59.5C129.7 41 109.7 28.6 86.8 28.6S44 41 33.3 59.5h107.1zM140.6 59.9l-53.8 53.8-53.7-53.8C28 68.9 25 79.3 25 90.5c0 34.2 27.7 61.9 61.9 61.9s61.9-27.7 61.9-61.9c-.1-11.2-3.1-21.6-8.2-30.6z"></path><path fill="#A2001D" d="M71.4 98.2v52.2c4.9 1.3 10.1 1.9 15.5 1.9s10.5-.7 15.5-1.9V98.2h-31z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Cocos (Keeling) Islands +61</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.337h512v341.326H0z"></path><path fill="#D80027" d="M0 343.096h512v83.567H0z"></path><path fill="#0052B4" d="M0 256h512v87.096H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Colombia +57</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.337h512v341.326H0z"></path><path fill="#FFDA44" d="M0 85.337h512v85.337H0z"></path><path fill="white" d="M0 170.663h512V256H0z"></path><path fill="#D80027" d="M0 256h512v85.337H0z"></path><path fill="#6DA544" d="M256 256.006L0 426.668V85.331z"></path><g fill="white"><path d="M68.638 256c0-24.865 17.476-45.638 40.812-50.734a52.059 52.059 0 00-11.13-1.208c-28.688 0-51.942 23.255-51.942 51.942s23.255 51.942 51.942 51.942c3.822 0 7.543-.425 11.13-1.208-23.337-5.096-40.812-25.869-40.812-50.734z"></path><path d="M108.877 211.478l2.762 8.503h8.94l-7.232 5.256 2.762 8.502-7.232-5.255-7.234 5.255 2.764-8.502-7.234-5.256h8.94zM108.877 233.739l2.762 8.503h8.94l-7.232 5.255 2.762 8.503-7.232-5.255-7.234 5.255 2.764-8.503-7.234-5.255h8.94zM108.877 256l2.762 8.503h8.94l-7.232 5.255 2.762 8.503-7.232-5.255-7.234 5.255 2.764-8.503-7.234-5.255h8.94zM108.877 278.261l2.762 8.502h8.94l-7.232 5.256 2.762 8.503-7.232-5.255-7.234 5.255 2.764-8.503-7.234-5.256h8.94z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Comoros +269</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.331h512v341.337H0z"></path><path fill="#6DA544" d="M443.726 85.331L102.4 426.657H0V85.331z"></path><path fill="#FFDA44" d="M500.124 85.331L158.798 426.657H11.876L353.202 85.331z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Congo +242</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.332h512v341.337H0z"></path><g fill="white"><path d="M384 156.705l5.283 16.254h17.089l-13.826 10.045 5.281 16.254L384 189.211l-13.825 10.047 5.28-16.254-13.825-10.045h17.089zM313.791 185.786l15.228 7.758 12.084-12.083-2.673 16.879 15.227 7.759-16.879 2.673-2.674 16.88-7.76-15.227-16.878 2.673 12.086-12.084zM284.71 255.995l16.254-5.281.001-17.089 10.044 13.825 16.254-5.282-10.046 13.827 10.046 13.826-16.254-5.28-10.044 13.825v-17.09zM313.791 326.204l7.759-15.229-12.084-12.084 16.881 2.674 7.757-15.227 2.674 16.879 16.879 2.672-15.227 7.759 2.673 16.882-12.084-12.087zM384 355.284l-5.281-16.253h-17.091l13.827-10.045-5.28-16.254L384 322.776l13.827-10.044-5.281 16.254 13.826 10.045h-17.089zM454.209 326.204l-15.229-7.758-12.083 12.084 2.673-16.882-15.227-7.756 16.879-2.675 2.675-16.879 7.756 15.227 16.881-2.674-12.086 12.085zM483.29 255.995l-16.254 5.281v17.09l-10.045-13.826-16.254 5.281 10.046-13.826-10.046-13.827 16.254 5.282 10.045-13.825v17.089zM454.209 185.788l-7.757 15.226 12.082 12.084-16.881-2.673-7.756 15.227-2.675-16.88-16.879-2.675 15.227-7.757-2.673-16.878 12.084 12.082zM0 186.665v16h46.069L0 233.377v7.539l57.377-38.252H80L0 255.998h112v-69.334H0zm96 69.331H22.628L96 207.083v48.913zM176 138.665l80-53.334H144v69.334h112v-16h-46.069L256 107.951v-7.539l-57.377 38.251H176v.002zm-16-53.332h73.372L160 134.246V85.333zM144 255.998h112l-80-53.334h22.623L256 240.917v-7.539l-46.069-30.713H256v-16H144v69.333zm16-48.915l73.372 48.913H160v-48.913zM112 85.331H0l80 53.334H57.377L0 100.413v7.539l46.069 30.712H0v16h112V85.331zm-16 48.915L22.628 85.333H96v48.913z"></path></g><g fill="#D80027"><path d="M144 85.331h-32v69.334H0v32h112v69.333h32v-69.333h112v-32H144z"></path><path d="M80 138.665L0 85.331v15.082l57.377 38.252zM176 138.665h22.623L256 100.413V85.331zM57.377 202.665L0 240.917v15.081l80-53.333zM176 202.665l80 53.333v-15.081l-57.377-38.252z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Cook Islands +682</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.331h512v341.326H0z"></path><path fill="#D80027" d="M0 211.473h512v89.043H0z"></path><g fill="#0052B4"><path d="M0 352.462h512v74.207H0zM0 85.331h512v74.207H0z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Costa Rica +506</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.331h512v341.326H0z"></path><path fill="#6DA544" d="M330.207 85.331H512v341.337H330.207z"></path><path fill="#FF9811" d="M0 85.331h181.793v341.337H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Cote d'Ivoire +225</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 0h513v342H0z"></path><path fill="#D80027" d="M0 0h513v114H0z"></path><path fill="#0052B4" d="M0 228h513v114H0z"></path><g fill="#338AF3"><path d="M309.3 113.2v-44l17.5-14.4 17.7 14.4v44zM203.7 113.2v-44l-17.3-14.4-17.9 14.4v44zM238.9 113.2v-44l17.6-14.4 17.6 14.4v44z"></path></g><g fill="#0052B4"><path d="M309.3 113.2h-35.2v-44l17.5-14.4 17.7 14.4zM238.9 113.2h-35.2v-44l17.5-14.4 17.7 14.4z"></path></g><path stroke="#D80027" fill="white" d="M168.5 113.2v101.9c0 24.3 14.4 46.2 35.4 59.4 21.3 13.4 42.1 14.7 52.6 14.7s31.4-1.7 52.6-14.8c21-13 35.4-35.1 35.4-59.3V113.2h-176z"></path><g fill="#D80027"><path d="M168.5 113.2h35.2v35.2h-35.2zM238.9 113.2h35.2v35.2h-35.2zM309.3 113.2h35.2v35.2h-35.2zM203.7 148.4h35.2v35.2h-35.2zM274.1 148.4h35.2v35.2h-35.2zM168.5 183.6h35.2v35.2h-35.2zM203.7 218.8h35.2V254h-35.2zM238.9 183.6h35.2v35.2h-35.2zM309.3 183.6h35.2v35.2h-35.2zM274.1 218.8h35.2V254h-35.2zM309.3 274.3c8.6-5.4 16.2-12.3 22-20.3h-22v20.3zM181.7 254c5.8 8 13.3 14.9 22 20.4V254h-22zM238.9 254v33.7c7.2 1.2 13.3 1.5 17.6 1.5 4.3 0 10.4-.3 17.6-1.6V254h-35.2z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Croatia +385</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#FF9811" d="M0-40.8v422.9-211.4z"></path><path fill="white" d="M0 0h512v341.3H0z"></path><g fill="#0052B4"><path d="M0 0h512v68.3H0zM0 136.5h512v68.3H0zM0 273.1h512v68.3H0z"></path></g><path fill="#D80027" d="M256 170.7L0 341.3V0z"></path><path fill="white" d="M81.5 94.8l16.9 51.9H153l-44.2 32.1 16.9 52-44.2-32.1-44.2 32.1 16.9-52L10 146.7h54.6z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Cuba +53</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="white" d="M0 0h512v341.3H0z"></path><path fill="#6DA544" d="M371.5 275.9l-11.1-15c-22.4 16.1-67.7 35.8-104.3 35.8-35.8 0-79.6-17.1-104.3-35.8l-11.1 15c10 10.3 46.9 27 88.4 38.4-3.9 6-1.6 6.1 2.6 10.8 8.5-6.6 17.4-1.5 24.9-7.3 7.5 5.8 16.3.7 24.9 7.3 5.4-5.6 5.4-5.6 2.5-11.1 41-11.7 77-27.6 87.5-38.1z"></path><path fill="#DB7D00" d="M113.7 168.7s.2 79.9 89 77.8L208 263h10.6s-8.9-49 71.7-49.4c0 0 0-32.9 32.9-32.9h49.4S294 119 442.8 40.1l2.2-15.6s-154.8 84.6-237 68.1c0 0 12.7 50.7-12.9 50.7-12.8 0-11.6-9.6-38.4-9.6-22.3 0-20.6 23.5-31.3 23.2S103 142.3 102 144.8s11.7 23.9 11.7 23.9z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Cyprus +357</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.337h512v341.326H0z"></path><path fill="#D80027" d="M512 256v170.663H0L215.185 256z"></path><path fill="white" d="M512 85.337V256H215.185L0 85.337z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Czech Republic +420</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#338AF3" d="M0 0h512v341.3H0z"></path><path fill="#FFDA44" d="M512 66.9V0H411.7L0 274.4v66.9h100.3z"></path><path fill="#D80027" d="M512 0v40.1L60.2 341.3H0v-40.1L451.8 0z"></path><path fill="#FFDA44" d="M93.6 31.2l16.3 50.4H163l-42.9 31.2 16.4 50.5-42.9-31.2-43 31.2L67 112.8 24.1 81.6h53.1z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Democratic Republic of the Congo +243</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#D80027" d="M0 0h513v342H0z"></path><path fill="white" d="M190 0h-60v140H0v60h130v142h60V200h323v-60H190z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Denmark +45</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#6DA544" d="M0 0h512v341.3H0z"></path><path fill="#338AF3" d="M512 0v166.7L0 170.8V0z"></path><path fill="white" d="M256 170.7L0 341.3V0z"></path><path fill="#D80027" d="M89.8 92.5l17 52.4H162l-44.6 32.5 17 52.4-44.6-32.4-44.6 32.4 17-52.4-44.6-32.5h55.2z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Djibouti +253</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#496E2D" d="M0 0h512v341.3H0z"></path><path d="M0 110.7v120h512v-120z"></path><path fill="#FFDA44" d="M0 110.7h512v40H0z"></path><path fill="white" d="M0 190.7h512v40H0z"></path><path d="M196 0h120v341.3H196z"></path><path fill="#FFDA44" d="M196 0h40v341.3h-40z"></path><path fill="white" d="M274.7 0h40v341.3h-40z"></path><circle fill="#D80027" cx="256" cy="170.7" r="123.1"></circle><g fill="#496E2D"><path d="M256 58.6l4.6 14.2h15l-12.1 8.9 4.6 14.2-12.1-8.8-12.1 8.8 4.6-14.2-12.1-8.9h15zM190.1 80l12.2 8.8 12.1-8.8-4.6 14.3 12.1 8.8h-15l-4.6 14.2-4.7-14.2h-15l12.1-8.8zM149.4 136h15l4.6-14.2 4.7 14.2h15l-12.2 8.8 4.7 14.3-12.2-8.8-12.1 8.8 4.6-14.3zM149.4 205.3l12.1-8.8-4.6-14.3L169 191l12.2-8.8-4.7 14.3 12.2 8.8h-15l-4.7 14.3-4.6-14.3zM190.1 261.4l4.6-14.3-12.1-8.8h15l4.7-14.3 4.6 14.3h15l-12.1 8.8 4.6 14.3-12.1-8.9zM256 282.8l-4.6-14.3h-15l12.1-8.8-4.6-14.3 12.1 8.8 12.1-8.8-4.6 14.3 12.1 8.8h-15zM321.9 261.4l-12.2-8.9-12.1 8.9 4.6-14.3-12.1-8.8h15l4.6-14.3 4.7 14.3h15l-12.1 8.8zM362.6 205.3h-15l-4.6 14.3-4.7-14.3h-15l12.2-8.8-4.7-14.3L343 191l12.1-8.8-4.6 14.3zM362.6 136l-12.1 8.8 4.6 14.3-12.1-8.8-12.2 8.8 4.7-14.3-12.2-8.8h15l4.7-14.2 4.6 14.2zM321.9 80l-4.6 14.3 12.1 8.8h-15l-4.7 14.2-4.6-14.2h-15l12.1-8.8-4.6-14.3 12.1 8.8z"></path></g><path fill="#496E2D" d="M279.3 168.7c-11-21.1-14.5-25.1-14.5-25.1s.4-9.7.4-15.6c0-8.8-7.4-15.8-16.5-15.8-8.6 0-15.7 2.9-16.5 11-4.2.9-8.6 4.1-8.6 10.7 0 4.8 1 7.3 5.2 9.3 2.1-4.6 4.3-4.8 9.3-6.4.8.6 1.7 3 2.6 3.4l.3 1s-13.3 6.6-13.3 30.9c0 29.5 22 45.4 22 45.4l-1.8.3-1.9 7.1h22v-7.2l11 17.5c.3-.3 10.2-47.6.3-66.5z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Dominica +1767</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="white" d="M0 0h512v341.3H0z"></path><path fill="#D80027" d="M0 215.2h211.5v126.1H0z"></path><path fill="#0052B4" d="M0 0h211.5v126.2H0z"></path><path fill="#D80027" d="M300.5 0H512v126.2H300.5z"></path><path fill="#0052B4" d="M300.5 215.2H512v126.1H300.5z"></path><g stroke="white" stroke-width="5" stroke-miterlimit="10"><path fill="#0052B4" d="M256 130h-49.9v49.4s19.5 6 49.9 6V130z"></path><path fill="#D80027" d="M206.1 179.4v6c0 27.5 22.3 49.9 49.9 49.9v-49.9c-30.4 0-49.9-6-49.9-6z"></path><path fill="#0052B4" d="M256 235.3c27.5 0 49.9-22.3 49.9-49.9v-6s-19.5 6-49.9 6v49.9z"></path><path fill="#D80027" d="M256 130v55.4c30.4 0 49.9-6 49.9-6V130H256z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Dominican Republic +1849</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#FFDA44" d="M0 0h512v341.3H0z"></path><path fill="#0052B4" d="M0 170.7h512V256H0z"></path><path fill="#D80027" d="M0 256h512v85.3H0z"></path><circle fill="#FFDA44" cx="256" cy="170.7" r="59.4"></circle><path fill="#4C1F00" d="M369.2 79.9s-27.2-13.8-33.9-16c-6.7-2.2-49.1-13.2-49.1-7 0 10.3-13.5 12-15.5 12s-2-5.3-14.8-5.3-13.7 4.8-15.8 4.8c-2.2 0-14.5-1-14.5-11.5 0-5.2-42.9 4-49.1 7-6.1 3.1-33.9 16-33.9 16s45.8 2.7 53.9 6.2 43.8 16.5 43.8 16.5l-2.8 13.3h37.8l-3.8-13.3s35.1-12.7 43.8-16.5 53.9-6.2 53.9-6.2z"></path><path fill="#57BA17" d="M217.7 171.7c0 21.1 17.2 38.3 38.3 38.3 21.1 0 38.3-17.2 38.3-38.3v-11.5h-76.5v11.5z"></path><path fill="#338AF3" d="M256 110.5c-21.1 0-38.3 17.2-38.3 38.3v11.5h76.5v-11.5c.1-21.1-17.1-38.3-38.2-38.3z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Ecuador +593</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="white" d="M0 0h512v341.3H0z"></path><path fill="#D80027" d="M0 0h512v113.8H0z"></path><path d="M0 227.6h512v113.8H0z"></path><path fill="#C09300" d="M220.3 204.4s0-58.4 4.5-64.7c3.1-4.3 16.8 5.2 22.7 4.5 0 0 4.2-7.5 4.5-12 .3-4.6-1.1-7.6-4.9-6.2 0 0-1.2-2.1.5-3.3 1.6-1.2 5.6.1 5.6.1s-.5-1 1.6-.9c2.9.2 7.2 1.4 7.4 5.6.2 3.1.3 7.7.4 8.7.7 6.8 2.7 8.7 2.7 8.7s18.4-9.2 22-5.2c3.3 3.8 4.5 64.7 4.5 64.7l-18.1-16.8 12.1 29.5s-14.4 2.4-28.9 2.4c-14.5 0-31.1-4.2-31.1-4.2l13.8-28.2-19.3 17.3z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Egypt +20</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><g fill="#0052B4"><path d="M0 85.337h512v113.775H0zM0 312.888h512v113.775H0z"></path></g><path fill="#FFDA44" d="M228.582 261.936L256 214.447l27.418 47.489z"></path><path fill="#6DA544" d="M291.616 277.616L256 295.425l-35.616-17.809v-23.744h71.232z"></path><path fill="#FFDA44" d="M289.579 216.485l-12.592 12.592c5.37 5.372 8.693 12.791 8.693 20.988 0 16.392-13.289 29.68-29.68 29.68-16.392 0-29.68-13.289-29.68-29.68 0-8.195 3.322-15.616 8.693-20.988l-12.592-12.592c-8.594 8.594-13.91 20.466-13.91 33.579 0 26.228 21.261 47.489 47.489 47.489s47.489-21.261 47.489-47.489c0-13.114-5.316-24.987-13.91-33.579z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">El Salvador +503</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 0h513v342H0z"></path><path fill="#6DA544" d="M0 0h513v113.8H0z"></path><path fill="#D80027" d="M0 227.6h513V342H0z"></path><path fill="#0070C8" d="M126 170.7L0 341.3V0z"></path><path fill="none" stroke="black" stroke-miterlimit="10" d="M233.8 139.4v40.4c0 35.6 35.6 35.6 35.6 35.6s35.6 0 35.6-35.6v-40.4h-71.2z"></path><path fill="#786145" d="M264.5 179.8h9.8l4 25.8h-17.8z"></path><path fill="#6DA544" d="M287.2 162c0-9.8-8-14.8-17.8-14.8s-17.8 5-17.8 14.8c-4.9 0-8.9 4-8.9 8.9s4 8.9 8.9 8.9h35.6c4.9 0 8.9-4 8.9-8.9s-4-8.9-8.9-8.9z"></path><g fill="#FFDA00" stroke="black" stroke-miterlimit="10"><path d="M230.7 120l1.9 3.3h3.8l-1.9 3.3 1.9 3.2h-3.8l-1.9 3.3-1.9-3.3H225l1.9-3.2-1.9-3.3h3.8zM246 120l1.9 3.3h3.7l-1.9 3.3 1.9 3.2h-3.7l-1.9 3.3-1.9-3.3h-3.8l1.9-3.2-1.9-3.3h3.8zM261.3 120l1.9 3.3h3.7l-1.9 3.3 1.9 3.2h-3.7l-1.9 3.3-1.9-3.3h-3.8l1.9-3.2-1.9-3.3h3.8zM277.1 120l1.9 3.3h3.8l-1.9 3.3 1.9 3.2H279l-1.9 3.3-1.9-3.3h-3.7l1.8-3.2-1.8-3.3h3.7zM293.1 120l1.9 3.3h3.8l-1.9 3.3 1.9 3.2H295l-1.9 3.3-1.9-3.3h-3.7l1.8-3.2-1.8-3.3h3.7zM308.1 120l1.9 3.3h3.7l-1.9 3.3 1.9 3.2H310l-1.9 3.3-1.9-3.3h-3.8l1.9-3.2-1.9-3.3h3.8z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Equatorial Guinea +240</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#338AF3" d="M0 0h512v341.3H0z"></path><path fill="#56AF35" d="M0 0h512v170.7H0z"></path><path fill="#D80027" d="M0 341.3l512-170.7L0 0v341.3z"></path><g fill="#ffc945"><path d="M134.7 231.5c33.6 0 60.8-27.2 60.8-60.8s-27.2-60.8-60.8-60.8-60.8 27.2-60.8 60.8 27.2 60.8 60.8 60.8zm0 24.3c-47 0-85.2-38.1-85.2-85.2s38.1-85.2 85.2-85.2 85.2 38.1 85.2 85.2-38.2 85.2-85.2 85.2z"></path><circle cx="119.5" cy="148.3" r="17.5"></circle><circle cx="148.9" cy="158.5" r="17.5"></circle><circle cx="134.7" cy="135.2" r="17.5"></circle><circle cx="119.5" cy="172.7" r="17.5"></circle><circle cx="149.9" cy="182.8" r="17.5"></circle><circle cx="122.5" cy="198" r="17.5"></circle><circle cx="145.9" cy="205.2" r="17.5"></circle></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Eritrea +291</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#111" d="M0 85.337h512v341.326H0z"></path><path fill="#368FD8" d="M0 85.337h512v113.775H0z"></path><path fill="white" d="M0 312.888h512v113.775H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Estonia +372</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 900 600"><path fill="#2B5DEA" d="M0 0h900v600H0V0z"></path><path fill="#FFDF29" d="M0 100h900v400H0V100z"></path><path fill="#D70000" d="M0 150h900v300H0V150z"></path><path fill="white" d="M450 171.4v257.2c114.3 0 171.4-85.7 214.3-128.6-42.9-42.9-100-128.6-214.3-128.6z"></path><path d="M450 171.4c-100 0-171.4 85.7-214.3 128.6C278.6 342.9 350 428.6 450 428.6V171.4z"></path><path fill="white" d="M346.3 254.3h21v91.3h-21zM398.2 254.3h21v91.3h-21z"></path><path d="M477.8 254.3h21v91.3h-21zM529.7 254.3h21v91.3h-21z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Eswatini +268</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 22.5 15"><path fill="#20AA46" d="M0 0h22.5v5H0V0z"></path><path fill="#E92F3B" d="M0 10h22.5v5H0v-5z"></path><path fill="#FADF50" d="M0 5h22.5v5H0V5z"></path><circle fill="#205CCA" cx="11.3" cy="7.5" r="5.2"></circle><path fill="#FFDB3D" d="M11.2 9.2L8.8 11l.9-2.9-2.4-1.8h3l1-2.8 1 2.9h3l-2.4 1.8.9 2.9-2.6-1.9zm0-1l.9.6-.3-1.1.9-.7h-1.1l-.4-1.1-.4 1.1H9.7l.9.7-.3 1.1c0 .1.9-.6.9-.6z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Ethiopia +251</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#0052B4" d="M0 0h512v341.3H0z"></path><path fill="white" d="M256 0v30.6l-45.2 25.1H256V115h-59.1l59.1 32.8v22.9h-26.7l-73.5-40.9v40.9h-55.6v-48.6l-87.5 48.6H0v-30.6L45.2 115H0V55.7h59.1L0 22.8V0h26.7l73.5 40.8V0h55.6v48.6L243.3 0z"></path><path fill="#D80027" d="M144 0h-32v69.3H0v32h112v69.4h32v-69.4h112v-32H144z"></path><path fill="#0052B4" d="M155.8 115L256 170.7v-15.8L184.2 115z"></path><path fill="white" d="M155.8 115L256 170.7v-15.8L184.2 115z"></path><g fill="#D80027"><path d="M155.8 115L256 170.7v-15.8L184.2 115zM71.8 115L0 154.9v15.8L100.2 115z"></path></g><path fill="#0052B4" d="M100.2 55.6L0 0v15.7l71.8 39.9z"></path><path fill="white" d="M100.2 55.6L0 0v15.7l71.8 39.9z"></path><g fill="#D80027"><path d="M100.2 55.6L0 0v15.7l71.8 39.9zM184.2 55.6L256 15.7V0L155.8 55.6z"></path></g><path fill="#1F8BDE" d="M312.2 194.2v-90c0-8.5 6.5-15.3 15-15.3h120.5c8.3 0 15 6.8 15 15.3v90c0 75.2-75.2 105.3-75.2 105.3s-75.3-30.1-75.3-105.3z"></path><path fill="white" d="M312.2 194.2v-90c0-8.5 6.5-15.3 15-15.3h120.5c8.3 0 15 6.8 15 15.3v90c0 75.2-75.2 105.3-75.2 105.3s-75.3-30.1-75.3-105.3zm79.6 86.3c7.9-4.5 15.9-10 23.2-16.7 20.5-18.5 32.6-41.4 32.6-69.7v-90c0-.3-120.4-.3-120.4-.3v90.3c0 28.3 12.1 51.2 32.6 69.7 8.3 7.5 17.6 13.9 27.6 19 1.4-.6 2.8-1.4 4.4-2.3z"></path><path fill="#187536" d="M347.1 193.4c-2.6-7.9 1.7-14.3 10.1-14.3h60.5c8.2 0 12.8 6.3 10.1 14.3l-5.5 16.5c-2.6 7.9-8.9 9.2-15.8 4 0 0 2.6-4.8-19.1-4.8-21.7 0-19.1 4.8-19.1 4.8-6.1 5.7-13.1 4-15.8-4 .1.1-5.4-16.5-5.4-16.5z"></path><path fill="white" d="M357.4 179.1c8.1 1.6 17.8-15 30.1-15 13.1 0 21.8 17.1 30.1 15 7.4-1.8 15-22.2 15-30.1 0-16.6-20.2-30.1-45.1-30.1-24.9 0-45.1 13.5-45.1 30.1-.1 8.5 6.6 28.5 15 30.1zM356 270.7c6.2.4 12.5-1.8 17.2-6.5l9-9c2.9-2.9 7.5-2.9 10.4 0l9 9c4.7 4.7 11 6.9 17.1 6.5 5.3-.3 32.5-33.5 25.7-32.6-4.6.6-9.1 2.8-12.7 6.3l-.1.1-9 9c-2.9 2.9-7.5 2.9-10.4 0l-9-9c-8.7-8.8-22.9-8.8-31.7-.1l-.1.1-9 9c-2.9 2.9-7.5 2.9-10.4 0l-9-9c-3.5-3.5-7.8-5.6-12.3-6.3-6.7-1.1 20.1 32.2 25.3 32.5zM322.1 210c2.9-2.9 7.5-2.9 10.4 0l9 9c8.8 8.7 22.9 8.7 31.7 0l9-9c2.9-2.9 7.5-2.9 10.4 0l9 9c8.8 8.7 22.9 8.7 31.7 0l9-9c2.9-2.9 7.5-2.9 10.4 0 0 0 5.5-14.8 2.5-15.9-7.9-2.9-17.2-1.2-23.5 5.2l-.1.1-9 9c-2.9 2.9-7.5 2.9-10.4 0l-9-9c-8.7-8.8-22.9-8.8-31.7-.1l-.1.1-9 9c-2.9 2.9-7.5 2.9-10.4 0l-9-9c-6.2-6.2-15.1-8-22.8-5.5-3.1 1.1 1.9 16.1 1.9 16.1z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Falkland Islands (Malvinas) +500</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="white" d="M0 0h512v341.3H0z"></path><path fill="#0F61A5" d="M512 214.5H206.2v126.8H118.4V214.5H0v-87.7h118.4V0H206.2v126.8H512V192z"></path><path fill="#E50E3D" d="M512 149.3V192H183.7v149.3H141V192H0v-42.7h141V0h42.7v149.3z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Faroe Islands +298</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#2E52B2" d="M0 0h512v341.3H0z"></path><path fill="white" d="M256 0v22.6l-46.1 30.7H256v64h-46.1L256 148v22.7h-22.6l-73.4-49v49H96v-49l-73.4 49H0V148l46.1-30.7H0v-64h46.1L0 22.6V0h22.6L96 48.9V0h64v48.9L233.4 0z"></path><g fill="#D80027"><path d="M144 0h-32v69.3H0v32h112v69.4h32v-69.4h112v-32H144z"></path><path d="M0 0v15.1l57.4 38.2H80zM256 0v15.1l-57.4 38.2H176z"></path><path d="M0 0v15.1l57.4 38.2H80zM256 0v15.1l-57.4 38.2H176zM0 170.7v-15.1l57.4-38.3H80zM256 170.7v-15.1l-57.4-38.3H176z"></path></g><path fill="#F3F3F3" d="M307.1 127.1v92c0 61.6 80.5 80.5 80.5 80.5s80.4-19 80.4-80.6v-92l-80.5-23-80.4 23.1z"></path><path fill="#D80027" d="M468 132.8V98.3H307.1v34.5h69v69h-69v23h69V296c6.9 2.5 11.5 3.5 11.5 3.5s4.6-1.1 11.5-3.5v-71.2h69v-23h-69v-69H468z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Fiji +679</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="white" d="M0 0h512v341.3H0z"></path><path fill="#2E52B2" d="M512 129.3V212H203.7v129.3H121V212H0v-82.7h121V0h82.7v129.3z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Finland +358</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.331h512v341.337H0z"></path><path fill="#0052B4" d="M0 85.331h170.663v341.337H0z"></path><path fill="#D80027" d="M341.337 85.331H512v341.337H341.337z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">France +33</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 90 60"><path fill="#FDEB01" d="M0 0l90 60H0z"></path><path fill="#58A846" d="M90 0v60L0 0z"></path><path fill="#ED3D24" stroke="#A02021" stroke-miterlimit="10" d="M54.1 35.3l14.7-10.7H50.6L45 7.3l-5.6 17.3H21.2l14.7 10.7-5.6 17.4L45 42l14.7 10.7z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">French Guiana +594</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><g fill="#D80027"><path d="M0 85.337h512v113.775H0zM0 312.888h512v113.775H0z"></path></g><path fill="#FFDA44" d="M293.991 256c0 20.982-17.01 33.243-37.992 33.243S218.008 276.982 218.008 256s17.01-37.992 37.992-37.992 37.991 17.01 37.991 37.992z"></path><path fill="#0052B4" d="M293.991 256c0 20.982-17.01 37.992-37.992 37.992s-37.992-17.01-37.992-37.992"></path><g fill="#D80027"><path d="M232.259 246.506h9.498v19h-9.498zM270.247 246.506h9.498v19h-9.498zM251.247 232.259h9.498v33.243h-9.498z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">French Polynesia +689</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.337h512v341.326H0z"></path><path fill="#6DA544" d="M0 85.337h512v113.775H0z"></path><path fill="#0052B4" d="M0 312.888h512v113.775H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Gabon +241</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#1a7e25" d="M0 322.783h512v103.88H0z"></path><path fill="#cf0d19" d="M0 85.337h512v104.515H0z"></path><path fill="#0052B4" d="M0 210.877h512v89.656H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Gambia +220</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 22.5 15"><path fill="white" d="M.8 0h21v15H.8V0z"></path><path fill="#eb000e" d="M9.8 6H0v3h9.8v6h3V9h9.8V6h-9.8V0h-3v6z"></path><path fill="#eb000e" d="M17.3 2.7l-.2-1.2h1l-.2 1.2 1.2-.2v1l-1.2-.2.2 1.2h-1l.2-1.2-1.2.2v-1l1.2.2zm-12.7 0l-.2-1.2h1l-.2 1.2 1.2-.2v1l-1.2-.2.2 1.2h-1l.2-1.2-1.2.2v-1l1.2.2zm0 9l-.2-1.2h1l-.2 1.2 1.2-.2v1l-1.2-.2.2 1.2h-1l.2-1.2-1.2.2v-1l1.2.2zm12.7 0l-.2-1.2h1l-.2 1.2 1.2-.2v1l-1.2-.2.2 1.2h-1l.2-1.2-1.2.2v-1l1.2.2z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Georgia +995</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.337h512v341.326H0z"></path><path fill="#D80027" d="M0 85.337h512v113.775H0z"></path><path fill="#496E2D" d="M0 312.888h512v113.775H0z"></path><path d="M255.883 199.111l14.119 43.458 40.366 3.2-36.969 26.861 19.453 40.259-36.969-26.859-36.97 26.859 14.123-43.459-36.969-26.861h45.696z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Ghana +233</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 0h513v342H0z"></path><path fill="#D80027" d="M0 230h513v112H0z"></path><path fill="#D80027" stroke="black" stroke-miterlimit="10" d="M363.1 131.8V99.1H374V77.3h-21.9v10.9h-21.8V77.3h-21.8v21.8h10.9v32.7h-21.8V55.5h10.9V33.7h-21.8v10.9h-10.9V33.7H254v10.9h-10.9V33.7h-21.8v21.8h10.9v76.3h-21.8V99.1h10.9V77.3h-21.8v10.9h-21.8V77.3h-21.8v21.8h10.9v32.7H145V219h239.9v-87.2z"></path><path fill="#FFDA44" stroke="black" stroke-miterlimit="10" d="M264.9 235.5l-24.2 18.2 19.1 14.3v31.3h-23.2v9h23v7.9h-23v9.3H270V268l19.1-14.3-24.2-18.2zm0 25.3l-10.1-7.1 10.1-7.1 10.1 7.1-10.1 7.1z"></path><path d="M239.6 209.7v-27.9s.1-22.3 25-22.3c24.8 0 25.7 22 25.7 22v28.2h-50.7zM170.5 209.7v-24.3s.1-18.7 19.6-18.7 20.2 18.4 20.2 18.4v24.5h-39.8z"></path><path d="M169.1 209.7v-24.3s.1-18.7 19.6-18.7 20.2 18.4 20.2 18.4v24.5h-39.8zM320.9 209.7v-24.3s.1-18.7 19.6-18.7 20.2 18.4 20.2 18.4v24.5h-39.8zM329.3 132v-15.7s.1-12.1 11.3-12.1c11.3 0 11.7 11.9 11.7 11.9V132h-23zM250.5 132v-23.7s.1-18.3 14.3-18.3c14.2 0 14.7 18 14.7 18v24h-29zM177.5 132v-15.7s.1-12.1 11.3-12.1 11.7 11.9 11.7 11.9V132h-23z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Gibraltar +350</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 0h513v342H0z"></path><g fill="#1571CC"><path d="M0 0h513v38H0zM0 76h513v38H0zM0 152h513v38H0zM0 228h513v38H0zM0 304h513v38H0z"></path></g><path fill="#1571CC" d="M0 0h190v190H0z"></path><g fill="white"><path d="M0 76h190v38H0z"></path><path d="M76 0h38v190H76z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Greece +30</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#D80027" d="M0 0h513v342H0z"></path><path fill="white" d="M513 0v171H0V0z"></path><circle fill="white" cx="185.8" cy="171.2" r="117.8"></circle><path fill="#D80027" d="M68 171c0-65.1 52.8-117.8 117.8-117.8 65.1 0 117.8 52.8 117.8 117.8"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Greenland +299</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#c60a0a" d="M0 0h512v341.3H0z"></path><path fill="#3E8446" d="M256 170.7L44.5 296.8V44.5z"></path><g fill="#FFDA44"><path d="M256 170.7l211.5 126.1h-423zM467.5 44.5L256 170.7 44.5 44.5z"></path></g><path fill="#3E8446" d="M467.5 44.5v252.3L256 170.7z"></path><g fill="#FFDA44"><path d="M256 10.4l3.3 10.2H270l-8.6 6.3 3.3 10.2-8.7-6.3-8.7 6.3 3.3-10.2-8.6-6.3h10.7zM170.1 10.4l3.3 10.2h10.7l-8.6 6.3 3.3 10.2-8.7-6.3-8.7 6.3 3.3-10.2-8.6-6.3h10.7zM341.9 10.4l3.3 10.2H356l-8.7 6.3 3.3 10.2-8.7-6.3-8.7 6.3 3.3-10.2-8.6-6.3h10.7zM256 304.2l3.3 10.2H270l-8.6 6.3 3.3 10.2-8.7-6.3-8.7 6.3 3.3-10.2-8.6-6.3h10.7zM170.1 304.2l3.3 10.2h10.7l-8.6 6.3 3.3 10.2-8.7-6.3-8.7 6.3 3.3-10.2-8.6-6.3h10.7zM341.9 304.2l3.3 10.2H356l-8.7 6.3 3.3 10.2-8.7-6.3-8.7 6.3 3.3-10.2-8.6-6.3h10.7z"></path></g><circle fill="#c60a0a" cx="244.5" cy="170.7" r="76.2"></circle><path fill="#FFDA44" d="M244.5 110.1l13.6 41.8h44l-35.6 25.8 13.6 41.8-35.6-25.8-35.5 25.8 13.6-41.8-35.6-25.8h44zM107.7 167.8c4.4 6.9 2.3 16.1-4.6 20.5s-16.1 2.3-20.5-4.6c-7.9-12.5-3.3-33-3.3-33s20.4 4.6 28.4 17.1z"></path><circle fill="#A2001D" cx="99.1" cy="182.1" r="7.4"></circle></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Grenada +1473</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.331h512v341.337H0z"></path><path fill="#0052B4" d="M0 85.331h170.663v341.337H0z"></path><path fill="#D80027" d="M341.337 85.331H512v341.337H341.337z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Guadeloupe +590</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#D80027" d="M0 0h512v341.3H0z"></path><path fill="#0052B4" d="M11.1 11.1h489.7v319.1H11.1z"></path><path fill="#7DBEF1" d="M256 285.3s76.4-51.3 76.4-114.6S256 56 256 56s-76.4 51.3-76.4 114.6S256 285.3 256 285.3z"></path><path fill="#1C8AE6" d="M179.8 180.7h152.6l-29.3 64.9h-95.2z"></path><path fill="#FFF042" d="M192.3 205.9s40.5 38.2 51 38.2c12.4 0 12.6-18.4 25.5-25.5 20.2-11.1 51-12.7 51-12.7L297 248.7l-41 36.6-46.8-39.7-16.9-39.7z"></path><path fill="#259C7B" d="M256 157.5l-22.5 15.6 7.9-26.2-21.8-16.5 27.4-.5 9-25.9 9 25.9 27.4.5-21.8 16.6 7.9 26.2-22.5-15.7z"></path><path fill="#8E5715" d="M249.7 144.6c-.9 9.2-1.5 18.4-1.7 27.6-.3 11.9.3 20.7 2 26 2.2 6.6 7.2 12.9 14.2 18.9 5.3 4.6 10.6 8.1 14.2 10.1 3.1 1.7 7 .6 8.7-2.4 1.7-3.1.6-7-2.4-8.7-4.3-2.5-8.4-5.4-12.2-8.7-5.4-4.6-9.1-9.2-10.4-13.3-1.1-3.4-1.6-11.3-1.4-21.7.2-8.9.8-17.8 1.7-26.6.4-3.5-2.2-6.6-5.7-7-3.6-.3-6.7 2.3-7 5.8z"></path><path fill="white" d="M217.8 170.7l25.5 38.2h-25.5v-38.2z"></path><path fill="none" stroke="#D80027" stroke-width="12" stroke-miterlimit="10" d="M256 285.3s76.4-51.3 76.4-114.6S256 56 256 56s-76.4 51.3-76.4 114.6S256 285.3 256 285.3z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Guam +1671</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 0h513v342H0z"></path><g fill="#338AF3"><path d="M0 0h171v342H0zM342 0h171v342H342z"></path></g><circle fill="#DCC26D" cx="256" cy="155.8" r="25.5"></circle><path fill="#628A40" d="M194.2 155.9c0 22.1 11.8 42.5 30.8 53.5 5.9 3.4 13.5 1.4 16.9-4.5 3.4-5.9 1.4-13.5-4.5-16.9-11.5-6.6-18.5-18.9-18.5-32.1 0-6.8-5.5-12.4-12.4-12.4s-12.3 5.5-12.3 12.4zm95.1 52.1c17.8-11.4 28.6-31 28.5-52.1 0-6.8-5.5-12.4-12.4-12.4-6.8 0-12.4 5.5-12.4 12.4 0 12.7-6.5 24.5-17.1 31.3-5.8 3.6-7.7 11.2-4.1 17 3.6 5.8 11.2 7.7 17 4.1.2-.1.3-.2.5-.3z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Guatemala +502</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 0h513v342H0z"></path><path fill="#D80027" d="M308 0H204v118.7H0v104h204V342h104V222.7h205v-104H308z"></path><path fill="#FFDA44" d="M368.6 188l26 17.3V136l-26 17.3h-95.3V58.1l17.3-26h-69.2l17.3 26v95.2h-95.3l-26-17.3v69.3l26-17.3h95.3v95.2l-17.3 26h69.2l-17.3-26V188z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Guernsey +44</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#FFDA44" d="M0 0h512v342H0z"></path><path fill="#6DA544" d="M342 0h171v342H342z"></path><path fill="#D80027" d="M0 0h171v342H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Guinea +224</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#6DA544" d="M0 85.331h512v341.337H0z"></path><path fill="#FFDA44" d="M0 85.331h512v170.663H0z"></path><path fill="#D80027" d="M0 85.331h181.793v341.337H0z"></path><path d="M98.32 195.127l15.107 46.497h48.894l-39.555 28.74 15.108 46.498-39.554-28.737-39.556 28.737 15.111-46.498-39.554-28.74h48.891z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Guinea-Bissau +245</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 900 600"><path fill="#009E49" d="M0 0h900v600H0V0z"></path><path fill="white" d="M0 0l947 300L0 600V0z"></path><path fill="#FFD00D" d="M0 26.1L870 300 0 573.9V26.1z"></path><path fill="#2D2D2D" d="M0 0l450 300L0 600V0z"></path><path fill="#D3132F" d="M0 35l397.5 265L0 565V35z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Guyana +592</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#A2001D" d="M0 0h513v172H0z"></path><path fill="#0052B4" d="M0 172h513v172H0z"></path><path fill="white" d="M381.4 251.5l-110.7-13.8-110.8 13.8V85.4h221.5z"></path><circle fill="#0052B4" cx="270.7" cy="182.3" r="55.4"></circle><circle fill="#A2001D" cx="270.7" cy="182.3" r="27.7"></circle><path fill="#6DA544" d="M229.1 113.1h83.1l-41.5 41.5z"></path><path fill="#FFDA44" d="M256.8 140.8h27.7v83h-27.7z"></path><path fill="#6DA544" d="M314.9 215.5h-88.5l-66.5 36h221.5z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Haiti +509</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.331h512v341.326H0z"></path><path fill="white" d="M256 85.331h256v341.337H256z"></path><path fill="#ACABB1" d="M321.353 233.837l32.073 42.43c-5.053 7.651-5.026 17.961.817 25.692 7.414 9.807 21.374 11.748 31.182 4.335 9.807-7.414 11.748-21.374 4.334-31.182-5.843-7.731-15.756-10.568-24.495-7.795l-49.988-66.129-11.838 8.949-17.759 13.424 17.899 23.677 17.775-13.401zm46.175 48.78a7.421 7.421 0 118.95 11.84 7.421 7.421 0 01-8.95-11.84z"></path><path fill="#FFDA44" d="M376.367 247.24l17.899-23.677-17.759-13.424-11.838-8.949-49.988 66.129c-8.74-2.775-18.651.063-24.495 7.795-7.414 9.808-5.473 23.768 4.334 31.182 9.808 7.414 23.768 5.473 31.182-4.335 5.845-7.731 5.871-18.041.817-25.692l32.073-42.43 17.775 13.401zm-62.504 45.771a7.42 7.42 0 11-11.84-8.95 7.42 7.42 0 0111.84 8.95z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Holy See (Vatican City State) +379</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 0h513v342H0z"></path><g fill="#338AF3"><path d="M0 0h513v114H0zM0 228h513v114H0zM203.5 117.9l6.7 16.6 17.6 1-14 10.9 4.7 17.7-15-9.9-15 9.9 4.7-17.7-14-10.9 17.6-1zM308.5 117.9l6.7 16.6 17.6 1-14 10.9 4.7 17.7-15-9.9-15 9.9 4.7-17.7-14-10.9 17.6-1zM256 147.6l6.7 16.6 17.6 1-14 10.9 4.7 17.7-15-9.9-15 9.9 4.7-17.7-14-10.9 17.6-1zM203.5 177.3l6.7 16.6 17.6 1-14 10.9 4.7 17.6-15-9.9-15 9.9 4.7-17.6-14-10.9 17.6-1zM308.5 177.3l6.7 16.6 17.6 1-14 10.9 4.7 17.6-15-9.9-15 9.9 4.7-17.6-14-10.9 17.6-1z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Honduras +504</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#D80027" d="M0 85.337h512v113.775H0z"></path><path fill="#6DA544" d="M0 312.888h512v113.775H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Hungary +36</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.334h512v341.337H0z"></path><path fill="white" d="M512 295.883H202.195v130.783H122.435V295.883H0V216.111h122.435V85.329H202.195v130.782H512V277.329z"></path><path fill="#D80027" d="M512 234.666v42.663H183.652v149.337h-42.674V277.329H0v-42.663h140.978V85.329h42.674v149.337z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Iceland +354</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#A2001D" d="M0 85.337h512V256H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Indonesia +62</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 0h512v342H0z"></path><path fill="#6DA544" d="M0 0h513v114H0z"></path><g fill="#D80027"><path d="M0 227.9h513v114H0zM278.8 134.8c.1 2 8.7 26.2 4.4 39.4-6.6 20.3-15.8 21.8-19.8 24.5V134l-6.9-4.2-6.9 4.2v64.7c-4-2.7-12.4-2.4-19.8-24.5-4.3-12.7 5.7-37.3 5.8-39.2 0 0-9.5 8.1-15.8 24-5.9 14.8 1.9 49.6 29.5 54.8 2.3.4 4.7 5.6 7.2 5.6 2.1 0 4.1-5.2 6-5.5 28.4-4.6 35-41.7 29.9-55.6-5.4-14.6-13.6-23.5-13.6-23.5z"></path></g><g fill="white" opacity=".5"><path d="M44.6 98.9h22.3v24.4H44.6zM0 98.9h22.3v24.4H0zM89.2 98.9h22.3v24.4H89.2zM133.8 98.9h22.3v24.4h-22.3zM178.4 98.9h22.3v24.4h-22.3zM223 98.9h22.3v24.4H223zM267.7 98.9H290v24.4h-22.3zM312.3 98.9h22.3v24.4h-22.3zM356.9 98.9h22.3v24.4h-22.3zM401.5 98.9h22.3v24.4h-22.3zM446.1 98.9h22.3v24.4h-22.3zM490.7 98.9H513v24.4h-22.3zM44.6 216.9h22.3v25.5H44.6zM0 216.9h22.3v25.5H0zM89.2 216.9h22.3v25.5H89.2zM133.8 216.9h22.3v25.5h-22.3zM178.4 216.9h22.3v25.5h-22.3zM223 216.9h22.3v25.5H223zM267.7 216.9H290v25.5h-22.3zM312.3 216.9h22.3v25.5h-22.3zM356.9 216.9h22.3v25.5h-22.3zM401.5 216.9h22.3v25.5h-22.3zM446.1 216.9h22.3v25.5h-22.3zM490.7 216.9H513v25.5h-22.3z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Iran +98</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 0h513v342H0z"></path><path fill="#CE1126" d="M0 0h513v114H0z"></path><path d="M0 228h513v114H0z"></path><g fill="#547C31"><path d="M219.2 160.7h-29.3c1.5-5.7 6.6-9.9 12.8-9.9v-19.9c-18.3 0-33.1 14.9-33.1 33.1v16.5h49.6c1.8 0 3.3 1.5 3.3 3.3v6.6h-66.2v19.9h86.1v-26.5c0-12.7-10.4-23.1-23.2-23.1zM268.8 190.5v-59.6H249v79.5h33.1v-19.9zM335 190.5v-59.6h-19.8v59.6h-6.6v-19.8h-19.9v39.7h59.6v-19.9z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Iraq +964</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#E52D42" d="M0 0h513v342H0z"></path><path fill="white" d="M393.3 68.2h-45.8l-33.8 80.2-34.4-22.9s-24.7-59.1-34.4-68.2c-9.7-9.7-18.7-.6-48.9 7.8-29.6 8.4-30.8 18.7-42.2 18.7-4.8 0-19.9-17.5-27.7-22.3-12.1-7.8-16.9-4.2-13.9 7.2 1.2 4.8 10.9 10.9 16.9 19.9 7.8 11.5 12.7 25.9 12.7 25.9s10.9-10.3 16.9-12.1c9-2.4 19.3 1.8 31.4 0 15.1-2.4 31.4-10.9 31.4-10.9l4.2 43.4s-54.3 50.7-49.5 70.6 56.1 44.6 68.2 62.7c12.1 17.5-7.2 24.1-7.2 32.6s-1.8 19.9 7.2 16.3c9-3.6 10.3-18.1 18.7-31.4 6-9 10.3-13.9 11.5-17.5 1.8-9-23.5-32-37.4-48.9-6.6-7.8-19.9-18.7-19.9-18.7l39.2-29.6s67.6 27.7 82.6 18.7c15.1-9 19.3-98.3 19.3-98.3l47-11.5-12.1-11.7z"></path><path fill="#F8DD4E" d="M279.3 262.4c-6 0-11.5-4.8-11.5-11.5s4.8-11.5 11.5-11.5c6 0 11.5 4.8 11.5 11.5s-5.5 11.5-11.5 11.5zm45.8-182.8c-6 0-11.5-4.8-11.5-11.5s4.8-11.5 11.5-11.5c6 0 11.5 4.8 11.5 11.5s-5.5 11.5-11.5 11.5zm0 91.1c-6 0-11.5-4.8-11.5-11.5 0-6 4.8-11.5 11.5-11.5 6 0 11.5 4.8 11.5 11.5-.6 6.7-5.5 11.5-11.5 11.5zm-136.9 45.8c-6 0-11.5-4.8-11.5-11.5 0-6 4.8-11.5 11.5-11.5 6.6 0 11.5 4.8 11.5 11.5s-5.5 11.5-11.5 11.5zm45.2-136.9c-6 0-11.5-4.8-11.5-11.5s4.8-11.5 11.5-11.5c6 0 11.5 4.8 11.5 11.5s-4.8 11.5-11.5 11.5zm22.9 91.1c-6 0-11.5-10.3-11.5-22.9s4.8-22.9 11.5-22.9c6 0 11.5 10.3 11.5 22.9s-4.8 22.9-11.5 22.9zm-114-45.2c-6 0-11.5-4.8-11.5-11.5 0-6.6 4.8-11.5 11.5-11.5 6.6 0 11.5 4.8 11.5 11.5 0 6.6-4.8 11.5-11.5 11.5z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Isle of Man +44</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 0h513v342H0z"></path><g fill="#2E52B2"><path d="M340.6 122.4h-56.1l-28-48.6-28 48.6h-56.1l28 48.6-28 48.6h56.1l28 48.6 28-48.6h56.1l-28-48.6 28-48.6zM293.2 171L276 204.2h-38.9L219.8 171l17.2-33.2h38.9l17.3 33.2zm-36.7-71.8l11.9 23.3h-23.9l12-23.3zm-58.3 38.6h23.9l-10.8 21-13.1-21zm0 66.4l13-22.1 11.9 22.1h-24.9zm58.3 37.5l-11.9-22.1h23.9l-12 22.1zm59.4-37.5h-25l11.9-22.1 13.1 22.1zm-26.1-66.4h26.1l-13 22.1-13.1-22.1zM0 21.3h512V64H0zM0 277.3h512V320H0z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Israel +972</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M341.334 85.33H0v341.332h512V85.33z"></path><path fill="#6DA544" d="M0 85.333h170.663V426.67H0z"></path><path fill="#D80027" d="M341.337 85.333H512V426.67H341.337z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Italy +39</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#6DA544" d="M0 85.337h512v341.326H0z"></path><path d="M215.864 256.006L0 399.911V112.089zM512 112.089v287.822L296.136 256.006z"></path><path fill="#0052B4" d="M512 112.089L296.136 256.006 512 399.911v26.757h-40.125L256 282.752 40.125 426.668H0v-26.757l215.864-143.905L0 112.089V85.331h40.125L256 229.248 471.875 85.331H512z"></path><path fill="#FFDA44" d="M512 112.089L296.136 256.006 512 399.911v26.757h-40.125L256 282.752 40.125 426.668H0v-26.757l215.864-143.905L0 112.089V85.331h40.125L256 229.248 471.875 85.331H512z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Jamaica +1876</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.331h512v341.337H0z"></path><circle fill="#D80027" cx="256" cy="255.994" r="96"></circle></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Japan +81</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 0h513v342H0z"></path><path fill="#D80027" d="M301.8 171L513 30.2V0h-45.3L256.5 140.8 45.3 0H0v30.2L211.2 171 0 311.8V342h45.3l211.2-140.8L467.7 342H513v-30.2z"></path><path fill="#FFDA44" d="M233.7 44.6l22.3 5.6 22.3-5.6 4-20.9-14.9 6.5L256 14.8l-11.4 15.4-14.9-6.5z"></path><path fill="#D80027" d="M233.7 44.6s-4 12.9-4 29.9c0 27.9 26.3 41.3 26.3 41.3s26.3-15.5 26.3-41.3c0-15.4-4-29.9-4-29.9s-8.1-5-22.3-5-22.3 5-22.3 5z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Jersey +44</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.339h512v341.326H0z"></path><path d="M0 85.339h512v113.775H0z"></path><path fill="#6DA544" d="M0 312.89h512v113.775H0z"></path><path fill="#D80027" d="M256 256.006L0 426.669V85.331z"></path><path fill="white" d="M77.913 224.802l7.876 16.469 17.786-4.11-7.965 16.426 14.303 11.343-17.808 4.014.049 18.255-14.241-11.421-14.241 11.421.05-18.255-17.809-4.014 14.303-11.343-7.965-16.426 17.786 4.11z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Jordan +962</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#36B6CC" d="M0 0h513v342H0V0z"></path><circle fill="#FFD400" cx="256.5" cy="170.9" r="68.4"></circle><path fill="#FFD400" d="M256.5 251.5l-27.9 41.7-7.1-49.7-43.2 25.5 15.2-47.8-50 4.2 34.4-36.5-46.9-18 46.8-18-34.4-36.5 50 4.2-15.2-47.8 43.2 25.4 7.1-49.7 27.9 41.7 27.9-41.7 7.1 49.7 43.2-25.4-15.2 47.8 50-4.2-34.3 36.6 46.8 17.9-46.8 18 34.4 36.5-50-4.2 15.2 47.8-43.2-25.4-7.1 49.7c0-.1-27.9-41.8-27.9-41.8zm0-.8c44.1 0 79.9-35.8 79.9-79.9S300.6 91 256.5 91s-79.9 35.8-79.9 79.9 35.8 79.8 79.9 79.8zM22.8 28.3c0-3.2 2.4-5.7 5.7-5.7h11.3c3.2 0 5.7 2.4 5.7 5.7v11.3c.1 3.1-2.4 5.7-5.6 5.7H28.5c-3.1 0-5.7-2.5-5.7-5.6v-.1-11.3zm0 45.7c0-3.2 2.4-5.7 5.7-5.7h11.3c3.2 0 5.7 2.4 5.7 5.7v11.3c.1 3.1-2.4 5.7-5.6 5.7H28.5c-3.1 0-5.7-2.5-5.7-5.6V74zm0 45.6c0-3.2 2.4-5.7 5.7-5.7h11.3c3.2 0 5.7 2.4 5.7 5.7v11.3c.1 3.1-2.4 5.7-5.6 5.7H28.5c-3.1 0-5.7-2.5-5.7-5.6v-.1-11.3zm0 45.6c0-3.2 2.4-5.7 5.7-5.7h11.3c3.2 0 5.7 2.4 5.7 5.7v11.3c.1 3.1-2.4 5.7-5.6 5.7H28.5c-3.1 0-5.7-2.5-5.7-5.6v-.1-11.3zm0 45.7c0-3.2 2.4-5.7 5.7-5.7h11.3c3.2 0 5.7 2.4 5.7 5.7v11.3c.1 3.1-2.4 5.7-5.6 5.7H28.5c-3.1 0-5.7-2.5-5.7-5.6v-11.4zm0 45.6c0-3.2 2.4-5.7 5.7-5.7h11.3c3.2 0 5.7 2.4 5.7 5.7v11.3c.1 3.1-2.4 5.7-5.6 5.7H28.5c-3.1 0-5.7-2.5-5.7-5.6v-11.4zm0 45.6c0-3.2 2.4-5.7 5.7-5.7h11.3c3.2 0 5.7 2.4 5.7 5.7v11.3c.1 3.1-2.4 5.7-5.6 5.7H28.5c-3.1 0-5.7-2.5-5.7-5.6v-11.4zm22.8-22.8c0-3.2 2.4-5.7 5.7-5.7h11.3c3.2 0 5.7 2.4 5.7 5.7v11.3c.1 3.1-2.4 5.7-5.6 5.7H51.3c-3.1 0-5.7-2.5-5.7-5.6v-11.4zm0-45.6c0-3.2 2.4-5.7 5.7-5.7h11.3c3.2 0 5.7 2.4 5.7 5.7V245c.1 3.1-2.4 5.7-5.6 5.7H51.3c-3.1 0-5.7-2.5-5.7-5.6v-11.4zm0-45.7c0-3.2 2.4-5.7 5.7-5.7h11.3c3.2 0 5.7 2.4 5.7 5.7v11.3c.1 3.1-2.4 5.7-5.6 5.7H51.3c-3.1 0-5.7-2.5-5.7-5.6V188zm0-45.6c0-3.2 2.4-5.7 5.7-5.7h11.3c3.2 0 5.7 2.4 5.7 5.7v11.3c.1 3.1-2.4 5.7-5.6 5.7H51.3c-3.1 0-5.7-2.5-5.7-5.6v-.1-11.3zm0-45.6c0-3.2 2.4-5.7 5.7-5.7h11.3c3.2 0 5.7 2.4 5.7 5.7v11.3c.1 3.1-2.4 5.7-5.6 5.7H51.3c-3.1 0-5.7-2.5-5.7-5.6v-.1-11.3zm0-45.6c0-3.2 2.4-5.7 5.7-5.7h11.3c3.2 0 5.7 2.4 5.7 5.7v11.3c.1 3.1-2.4 5.7-5.6 5.7H51.3c-3.1 0-5.7-2.5-5.7-5.6V51.2z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Kazakhstan +77</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.331h512v341.337H0z"></path><path d="M0 85.331h512v90.579H0z"></path><path fill="#496E2D" d="M0 336.089h512v90.568H0z"></path><path fill="#A2001D" d="M0 198.606h512v114.799H0z"></path><g fill="white"><path d="M323.265 139.803l-25.583-11.809L256 222.376l-41.682-94.382-25.583 11.809 51.749 116.191-51.749 116.192 25.583 11.808L256 289.613l41.682 94.381 25.583-11.808-51.749-116.192z"></path><path d="M273.376 150.931C263.472 140.115 256 133.898 256 133.898s-7.472 6.216-17.376 17.032v210.127C248.528 371.873 256 378.091 256 378.091s7.472-6.216 17.376-17.033V150.931z"></path></g><g fill="#A2001D"><path d="M209.04 191.226v129.535c10.465 18.542 23.274 33.742 32.872 43.818V147.408c-9.599 10.076-22.408 25.275-32.872 43.818zM302.96 191.226c-10.465-18.543-23.274-33.742-32.872-43.818V364.58c9.599-10.077 22.407-25.276 32.872-43.818V191.226z"></path></g><path d="M302.96 191.226v129.535c10.594-18.774 18.784-40.973 18.784-64.767s-8.19-45.993-18.784-64.768zM209.04 191.226v129.535c-10.594-18.774-18.784-40.973-18.784-64.767s8.19-45.993 18.784-64.768z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Kenya +254</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 450 300"><path fill="#CE1126" d="M0 0h450v300H0V0z"></path><g fill="#FCD116"><circle cx="227.6" cy="161.2" r="56.2"></circle><path d="M254.1 73.4l-23.7 26 28.6 6.5zM202.6 73.6l-4.8 33.1 28.5-8zM296.9 100.3l-34.7 8.5 20.1 23.7zM158.6 98.5l15.5 32.7 20.2-22.7zM317.6 143.8l-34.4-9.9 5.6 29.5zM135.6 141.2l31.9 19.8 5.2-27.7z"></path></g><path fill="#003F87" d="M0 175h450v125H0V175z"></path><path fill="white" d="M0 267c15 0 30 13 45 13s30-13 45-13 30 13 45 13 30-13 45-13 30 13 45 13 30-13 45-13 30 13 45 13 30-13 45-13 30 13 45 13 30-13 45-13v-21c-15 0-30 13-45 13s-30-13-45-13-30 13-45 13-30-13-45-13-30 13-45 13-30-13-45-13-30 13-45 13-30-13-45-13-30 13-45 13-30-13-45-13v21zm0-43c15 0 30 13 45 13s30-13 45-13 30 13 45 13 30-13 45-13 30 13 45 13 30-13 45-13 30 13 45 13 30-13 45-13 30 13 45 13 30-13 45-13v-21c-15 0-30 13-45 13s-30-13-45-13-30 13-45 13-30-13-45-13-30 13-45 13-30-13-45-13-30 13-45 13-30-13-45-13-30 13-45 13-30-13-45-13v21zm0-43c15 0 30 13 45 13s30-13 45-13 30 13 45 13 30-13 45-13 30 13 45 13 30-13 45-13 30 13 45 13 30-13 45-13 30 13 45 13 30-13 45-13v-21c-15 0-30 13-45 13s-30-13-45-13-30 13-45 13-30-13-45-13-30 13-45 13-30-13-45-13-30 13-45 13-30-13-45-13-30 13-45 13-30-13-45-13v21z"></path><path fill-rule="evenodd" clip-rule="evenodd" fill="#FCD116" d="M183.2 48.3l-1.1-5.3 22.4-3.7s-30.1-7.1-40-10.7c-14.3-5.1-16.3-12.1-16.3-12.1s44.7 11 64.8 11c4.3 0 12.8 10.7 12.8 10.7s14.8-14.9 21.9-15.4c32.1-2.3 66.6-6.4 66.6-6.4s-10 6.7-16 8.5c-16.2 4.9-50.6 11.7-50.6 11.7l-4.8 7.5H277l-14.4 4.3 7.4 6.9s-7.8-4.1-18.1-2.1c-7.1 1.3-15.4 6-22.9 8-18.7 4.8-29.9-12.8-29.9-12.8l-15.9-.1z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Kiribati +686</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#91DC5A" d="M0 85.331h512v341.337H0z"></path><path fill="white" d="M0 85.331h512v341.337H0z"></path><g fill="#0052B4"><path d="M0 85.331h512v57.188H0zM0 369.48h512v57.177H0z"></path></g><path fill="#D80027" d="M0 165.215h512v181.582H0z"></path><circle fill="white" cx="190.33" cy="255.994" r="65.668"></circle><path fill="#D80027" d="M190.332 190.332l14.734 45.346h47.757l-38.65 28.028 14.849 45.481-38.69-28.16-38.631 28.107 14.79-45.428-38.616-28.028h47.722z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Korea, Democratic People's Republic of Korea +850</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 900 600"><path fill="white" d="M0 0h900v600H0z"></path><g transform="rotate(-56.31)"><g stroke="black" stroke-width="25"><path d="M-75 228.3H75m-150 37.5H75m-150 37.5H75M-75 778.3H75m-150 37.5H75m-150 37.5H75"></path></g><path stroke="white" stroke-width="12.5" d="M0 753.3v125"></path><circle fill="#ca163a" cy="540.8" r="150"></circle><path fill="#0e4896" d="M0 390.8c-41.4 0-75 33.6-75 75s33.6 75 75 75 75 33.6 75 75-33.6 75-75 75c-82.8 0-150-67.2-150-150s67.2-150 150-150z"></path></g><g stroke="black" stroke-width="25"><path d="M231.56 535.73l-83.205-124.808M262.76 514.928l-83.205-124.807m114.407 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17.71-15.9-8.36-15.9 8.36 3.04-17.71-12.86-12.53 17.77-2.59zM353.36 53.93l7.95 16.11 17.77 2.58-12.86 12.54 3.04 17.7-15.9-8.35-15.9 8.35 3.04-17.7-12.87-12.54 17.78-2.58zM416.37 72.23l7.95 16.11 17.77 2.59-12.86 12.53 3.04 17.71-15.9-8.36-15.9 8.36 3.03-17.71-12.86-12.53 17.78-2.59zM158.64 53.93l7.95 16.11 17.78 2.58-12.87 12.54 3.04 17.7-15.9-8.35-15.9 8.35 3.04-17.7-12.86-12.54 17.77-2.58zM95.63 72.23l7.95 16.11 17.78 2.59-12.86 12.53 3.03 17.71-15.9-8.36-15.9 8.36 3.04-17.71-12.86-12.53 17.77-2.59z"></path></g><path fill="#FFDA44" d="M217.53 259.33l-27.22-13.61-27.22-54.43h27.22l27.22-27.22 13.61-27.22 27.22-13.61 13.61 13.61 27.22 13.61v13.61l13.61 13.61 40.83 27.22L340 245.73l-40.83 40.83-13.61-27.22-40.83 27.22v27.22l-13.61-13.61-13.59-40.84z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Kosovo +383</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 342"><g fill="#D80027"><path d="M0 0h513v342H0z"></path><circle cx="256" cy="170.7" r="170.7"></circle></g><path fill="#FFDA44" d="M382.4 170.7L330.8 195l27.5 50-56.1-10.7-7.1 56.6-39.1-41.7-39.1 41.7-7.1-56.6-56.1 10.7 27.5-50-51.6-24.3 51.6-24.3-27.5-50.1 56.1 10.8 7.1-56.7L256 92.1l39.1-41.7 7.1 56.7 56.1-10.8-27.5 50.1z"></path><circle fill="#D80027" cx="257.4" cy="170.7" r="71.6"></circle><g fill="#FFDA44"><path d="M214.2 170.7c-2.1 0-4.1.1-6.2.3.1 12 4.4 22.9 11.6 31.5 3.8-10.3 9.5-19.6 16.7-27.7-6.9-2.7-14.3-4.1-22.1-4.1zM240.8 217.2c5.2 1.9 10.8 2.9 16.6 2.9 5.8 0 11.4-1 16.6-2.9-2.8-11.1-8.7-21-16.6-28.8-7.9 7.8-13.8 17.7-16.6 28.8zM300.2 146c-8.5-14.8-24.5-24.7-42.8-24.7-18.3 0-34.2 9.9-42.8 24.7 15.6.1 30.2 4.3 42.8 11.6 12.6-7.3 27.2-11.6 42.8-11.6zM278.5 174.8c7.2 8 12.9 17.4 16.7 27.7 7.2-8.5 11.5-19.5 11.6-31.5-2-.2-4.1-.3-6.2-.3-7.7 0-15.2 1.4-22.1 4.1z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Kyrgyzstan +996</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#0052B4" d="M0 0h513v342H0z"></path><g fill="#D80027"><path d="M0 .1h513v90.7H0zM0 251.3h513V342H0z"></path></g><circle fill="white" cx="256.5" cy="171" r="65.9"></circle></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Laos +856</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 0h513v342H0z"></path><g fill="#A2001D"><path class="prefix__st1" d="M0 0h513v127.6H0zM0 214.4h513V342H0z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Latvia +371</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 0h513v342H0z"></path><g fill="#D80027"><path d="M0 .2h513v90.7H0zM.5 251.3H513V342H.5z"></path></g><path fill="#6DA544" d="M290.3 193.5L256 130.7l-34.3 62.8h25.7v17.2h17.2v-17.2z"></path><path fill="#14AF5A" d="M241.3 213.1c4.4-4.4 4.4-11.6-.1-16l4.7 4.7c-5.2-4.7-12.2-6.6-19.1-5.3l-23.5 5.9c-6.1 1.5-6.8-.4-1.8-4.2l27.1-20.3c5.1-3.8 4.2-6.9-2.3-6.9h-11c-6.4 0-7-2.3-1.5-5.1l25.3-12.7c5.6-2.8 5.1-5.1-1.5-5.1h-11c-6.4 0-7.4-3.1-2.3-6.9l27.1-20.3c5.6-3.8 12.9-3.8 18.5 0l27.1 20.3c5.1 3.8 4.2 6.9-2.3 6.9h-11c-6.4 0-7 2.3-1.5 5.1l25.3 12.7c5.6 2.8 5.1 5.1-1.5 5.1h-11c-6.4 0-7.4 3.1-2.3 6.9l27.1 20.3c5.1 3.8 4.4 5.7-1.8 4.2l-23.5-5.9c-6.8-1.3-13.9.6-19.1 5.3l4.7-4.7c-4.4 4.4-4.5 11.5-.1 16l6.8 6.8c4.4 4.4 3.1 8-3.3 8h-45.8c-6.2 0-7.7-3.6-3.3-8 .1.1 6.9-6.8 6.9-6.8z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Lebanon +961</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 0h513v342H0z"></path><path fill="#0052B4" d="M0 0h513v114H0z"></path><path fill="#6DA544" d="M0 227.6h513v114H0z"></path><path d="M245.2 171l7.7-23.1c2-5.9 5.1-6 7.1 0l7.7 23.1 19.4 29.1c1.7 2.6 1.3 6.3-1.2 8 0 0-6.9 8-29.5 8s-29.5-8-29.5-8c-2.4-2-2.9-5.4-1.2-8l19.5-29.1z"></path><path d="M256.5 171c-12.5 0-22.6-10.1-22.6-22.6 0-12.5 10.1-22.6 22.6-22.6s22.6 10.1 22.6 22.6c0 12.5-10.2 22.6-22.6 22.6zm0 0c6.2 0 11.3-16.3 11.3-22.6 0-6.2-5.1-11.3-11.3-11.3-6.2 0-11.3 5.1-11.3 11.3 0 6.3 5 22.6 11.3 22.6z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Lesotho +266</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 91.476h512v341.337H0z"></path><g fill="#D80027"><path d="M0 91.476h512v31.031H0zM0 153.539h512v31.031H0zM0 215.603h512v31.031H0zM0 277.666h512v31.031H0zM0 339.729h512v31.031H0zM0 401.793h512v31.031H0z"></path></g><path fill="#0052B4" d="M0 79.177h256v167.457H0z"></path><path fill="white" d="M127.999 118.382l11.05 34.01h35.764l-28.932 21.021 11.05 34.012-28.932-21.021-28.933 21.021 11.053-34.012-28.932-21.021h35.762z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Liberia +231</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path d="M0 85.337h512v341.326H0z"></path><path fill="#D80027" d="M0 85.337h512v113.775H0z"></path><path fill="#496E2D" d="M0 312.888h512v113.775H0z"></path><g fill="white"><path d="M281.424 236.026l8.962 12.35 14.513-4.706-8.975 12.339 8.961 12.349-14.509-4.724-8.976 12.34.01-15.258-14.51-4.725 14.514-4.706z"></path><path d="M256.965 286.868c-17.048 0-30.868-13.821-30.868-30.868s13.821-30.868 30.868-30.868a30.742 30.742 0 0114.684 3.71c-6.851-6.698-16.218-10.833-26.556-10.833-20.982 0-37.992 17.01-37.992 37.992s17.01 37.992 37.992 37.992c10.338 0 19.706-4.135 26.556-10.833a30.738 30.738 0 01-14.684 3.708z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Libya +218</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#D80027" d="M0 0h513v342H0z"></path><path fill="#0052B4" d="M0 0h513v171H0z"></path><path fill="#FFDA44" d="M149.3 98.1c0-14-11.3-25.3-25.3-25.3-6.5 0-12.4 2.4-16.9 6.4V64.4h8.4V47.5h-8.4v-8.4H90.3v8.4h-8.4v16.9h8.4v14.9c-4.5-4-10.4-6.4-16.9-6.4-14 0-25.3 11.3-25.3 25.3 0 7.5 3.3 14.2 8.4 18.8v14.9h84.3V117c5.3-4.7 8.5-11.5 8.5-18.9z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Liechtenstein +423</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#6DA544" d="M0 85.337h512v341.326H0z"></path><path fill="#FFDA44" d="M0 85.337h512v113.775H0z"></path><path fill="#D80027" d="M0 312.888h512v113.775H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Lithuania +370</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#D80027" d="M0 85.337h512v113.775H0z"></path><path fill="#338AF3" d="M0 312.888h512v113.775H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Luxembourg +352</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#496E2D" d="M0 85.331h512v341.337H0z"></path><path fill="white" d="M285.682 248.878c-4.19 0-8.166.836-11.861 2.164 2.023-4.509 3.379-9.527 3.379-14.885 0-21.201-21.201-37.101-21.201-37.101s-21.201 15.901-21.201 37.101c0 5.357 1.356 10.375 3.379 14.885-3.693-1.328-7.671-2.164-11.861-2.164-21.201 0-37.101 21.201-37.101 21.201s15.901 21.201 37.101 21.201c12.429 0 23.031-7.286 29.682-13.315 6.65 6.03 17.251 13.315 29.682 13.315 21.201 0 37.101-21.201 37.101-21.201s-15.899-21.201-37.099-21.201z"></path><g fill="#FFDA44"><path d="M256 152.111l4.38 13.476h14.171l-11.464 8.332 4.376 13.476-11.463-8.33-11.463 8.33 4.376-13.476-11.464-8.332h14.171zM202.112 175.683l8.425 7.585 9.818-5.667-4.61 10.355 8.423 7.588-11.274-1.185-4.611 10.355-2.358-11.088-11.275-1.185 9.818-5.669zM162.662 215.132l11.09 2.358 5.668-9.818 1.186 11.274 11.089 2.358-10.357 4.61 1.186 11.274-7.587-8.423-10.357 4.61 5.669-9.818zM309.889 175.683l-8.425 7.585-9.818-5.667 4.611 10.355-8.425 7.588 11.275-1.185 4.61 10.355 2.359-11.088 11.275-1.185-9.818-5.669zM349.338 215.132l-11.089 2.358-5.669-9.818-1.186 11.274-11.088 2.358 10.357 4.61-1.185 11.274 7.586-8.423 10.357 4.61-5.669-9.818z"></path></g><g fill="white"><path d="M256 350.642c16.84 0 32.363-5.619 44.816-15.073h-89.63c12.451 9.454 27.974 15.073 44.814 15.073zM187.977 306.12a74.138 74.138 0 008.85 15.073h118.345a74.13 74.13 0 008.85-15.073H187.977z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Macau +853</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#6DA544" d="M512 426.666V85.329H0v341.337h512z"></path><path fill="#D80027" d="M512 85.331H0v170.666h512V85.331z"></path><path fill="white" d="M0 85.334h181.793v341.337H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Madagascar +261</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.337h512v341.326H0z"></path><path d="M0 85.337h512v113.775H0z"></path><path fill="#496E2D" d="M0 312.888h512v113.775H0z"></path><path fill="#D80027" d="M307.01 166.957l-20.842-9.804 11.099-20.186-22.634 4.329-2.868-22.864L256 135.248l-15.764-16.816-2.869 22.864-22.633-4.329 11.099 20.186-20.843 9.804z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Malawi +265</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="white" d="M0 0h512v341.3H0z"></path><g fill="#D80027"><path d="M0 42.7h512v42.7H0zM0 128h512v42.7H0zM0 213.3h512V256H0zM0 298.7h512v42.7H0z"></path></g><path fill="#0052B4" d="M0 0h256v170.7H0z"></path><g fill="#FFDA44"><path d="M141.1 134.8c-28 0-45.9-24.8-45.9-49.5 0-24.8 17.9-49.5 45.9-49.5 8.7 0 18.1 1 25.3 4.9-11.2-11-26.6-17.8-43.6-17.8-34.4 0-62.4 27.9-62.4 62.4s27.9 62.4 62.4 62.4c17 0 32.3-6.8 43.6-17.8-7.1 3.9-16.5 4.9-25.3 4.9z"></path><path d="M171 49.7l9 18.8 20.3-4.7-9.1 18.8 16.4 12.9-20.4 4.6.1 20.9-16.3-13.1-16.2 13.1v-20.9l-20.3-4.6 16.3-12.9-9.1-18.8 20.3 4.7z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Malaysia +60</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.331h512v341.333H0z"></path><path fill="#6DA544" d="M144.696 174.375h222.609v163.25H144.696z"></path><path fill="white" d="M283.484 304.226c-26.637 0-48.232-21.594-48.232-48.232s21.594-48.232 48.232-48.232c8.306 0 16.12 2.1 22.943 5.797-10.703-10.467-25.341-16.927-41.494-16.927-32.784 0-59.362 26.577-59.362 59.362s26.578 59.362 59.362 59.362c16.154 0 30.791-6.461 41.494-16.927-6.822 3.698-14.636 5.797-22.943 5.797z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Maldives +960</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.331h512v341.337H0z"></path><path fill="#6DA544" d="M0 85.331h170.663v341.337H0z"></path><path fill="#D80027" d="M341.337 85.331H512v341.337H341.337z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Mali +223</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.331h512v341.326H0z"></path><path fill="#D80027" d="M256 85.331h256v341.337H256z"></path><path fill="#ACABB1" d="M208.231 138.671v-21.334h-21.332v21.334h-21.334v21.332h21.334v21.334h21.332v-21.334h21.334v-21.332z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Malta +356</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.337h512v341.326H0z"></path><g fill="white"><path d="M233.839 185.115l-20.844 9.803 11.1 20.187-22.633-4.33-2.868 22.864-15.765-16.816-15.766 16.816-2.867-22.864-22.634 4.33 11.1-20.187-20.843-9.803 20.843-9.805-11.1-20.185 22.633 4.328 2.869-22.864 15.765 16.816 15.765-16.816 2.868 22.864 22.634-4.328-11.1 20.186zM426.917 85.337L0 421.52v3.762L503.756 85.337z"></path></g><path fill="#FF9811" d="M512 85.337h-8.244L0 425.282v1.381h3.723L512 136.998z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Marshall Islands +692</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.331h512v341.337H0z"></path><g fill="white"><path d="M512 233.734v44.521H278.261v148.402h-44.522V278.255H0v-44.521h233.739V85.331h44.522v148.403z"></path><path d="M386.607 175.885a4.119 4.119 0 014.115-4.114h8.816c13.936 0 25.274-11.337 25.274-25.273 0-13.935-11.337-25.273-25.274-25.273h-8.372c-2.733-2.052-6.399-3.318-10.443-3.318-8.436 0-15.273 5.471-15.273 12.219 0 6.683 6.707 12.104 15.029 12.209l-.003.049h19.062c2.27 0 4.115 1.845 4.115 4.115s-1.845 4.114-4.115 4.114h-8.816c-13.936 0-25.273 11.337-25.273 25.273 0 13.935 11.336 25.273 25.273 25.273h34.09V180h-34.09a4.12 4.12 0 01-4.115-4.115zM108.346 175.885a4.119 4.119 0 014.115-4.114h8.816c13.936 0 25.274-11.337 25.274-25.273 0-13.935-11.337-25.273-25.274-25.273h-8.372c-2.733-2.052-6.399-3.318-10.443-3.318-8.436 0-15.273 5.471-15.273 12.219 0 6.683 6.707 12.104 15.029 12.209l-.003.049h19.062c2.27 0 4.115 1.845 4.115 4.115s-1.845 4.114-4.115 4.114h-8.816c-13.936 0-25.273 11.337-25.273 25.273 0 13.935 11.336 25.273 25.273 25.273h34.09V180h-34.09a4.12 4.12 0 01-4.115-4.115zM386.607 368.809a4.119 4.119 0 014.115-4.114h8.816c13.936 0 25.274-11.337 25.274-25.273 0-13.935-11.337-25.273-25.274-25.273h-8.372c-2.733-2.052-6.399-3.318-10.443-3.318-8.436 0-15.273 5.471-15.273 12.219 0 6.683 6.707 12.104 15.029 12.209l-.003.049h19.062c2.27 0 4.115 1.845 4.115 4.115s-1.845 4.114-4.115 4.114h-8.816c-13.936 0-25.273 11.337-25.273 25.273 0 13.935 11.336 25.273 25.273 25.273h34.09v-21.159h-34.09a4.119 4.119 0 01-4.115-4.115zM108.346 368.809a4.119 4.119 0 014.115-4.114h8.816c13.936 0 25.274-11.337 25.274-25.273 0-13.935-11.337-25.273-25.274-25.273h-8.372c-2.733-2.052-6.399-3.318-10.443-3.318-8.436 0-15.273 5.471-15.273 12.219 0 6.683 6.707 12.104 15.029 12.209l-.003.049h19.062c2.27 0 4.115 1.845 4.115 4.115s-1.845 4.114-4.115 4.114h-8.816c-13.936 0-25.273 11.337-25.273 25.273 0 13.935 11.336 25.273 25.273 25.273h34.09v-21.159h-34.09a4.119 4.119 0 01-4.115-4.115z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Martinique +596</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#496E2D" d="M0 85.331h512v341.337H0z"></path><g fill="#FFDA44"><path d="M256 298.851c-45.956 0-84.348-32.298-93.767-75.429A96.288 96.288 0 00160 243.994c0 53.02 42.979 96 96 96s96-42.98 96-96c0-7.066-.785-13.942-2.233-20.572-9.419 43.131-47.811 75.429-93.767 75.429z"></path><path d="M255.999 171.994l8.935 27.502h28.918l-23.394 16.996 8.936 27.503-23.395-16.998-23.394 16.998 8.937-27.503-23.394-16.996h28.915z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Mauritania +222</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.331h512v341.326H0z"></path><path fill="#D80027" d="M0 85.331h512v85.337H0z"></path><path fill="#0052B4" d="M0 170.657h512v85.337H0z"></path><path fill="#6DA544" d="M0 341.331h512v85.337H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Mauritius +230</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 90 60"><path fill="white" d="M0 0h90v60H0z"></path><path stroke="#7f7f7f" stroke-width=".25" fill="#ABABAB" d="M12.8 38.5s4 1.6 1.2-.5c-2.4-1.7-5 2.4-5 5.1s1.2 7 7.5 7c7.6 0 11.4-5.7 11.4-11.4 0-4.8-3.7-13.5-6.5-14.6-3.1-1.2-6.7-3.5-6.8-5 0-.5 1.4-.1 3.3.9 3.1 1.7 6.6 2.5 6.6 1.4s-2.9-3.1-4-4.6c-1.2-1.6-.9-5.5-3-5.5-7.6 0-9.9 7.7-7 11.7 1.9 2.6-4.3 1-4.3 1s0 5.3 3.2 7.3c3 1.8 4.8 3.9 4.8 3.9s-.2-4.6.5-3.9c.6.7 11.1 4.5 10.3 12-.3 3-4.5 5.4-8.5 5.2-4-.2-6.8-2.4-6.4-5.4.2-4.2 2.7-4.6 2.7-4.6zM77.2 38.5s-4 1.6-1.2-.5c2.4-1.8 5.1 2.3 5.1 5.1s-1.2 7-7.5 7c-7.6 0-11.4-5.7-11.4-11.4 0-4.8 3.7-13.5 6.5-14.6 3.1-1.2 6.7-3.5 6.8-5 0-.5-1.4-.1-3.3.9-3.1 1.7-6.6 2.5-6.6 1.4s2.9-3.1 4-4.6c1.2-1.6.9-5.5 3-5.5 7.6 0 9.9 7.7 7 11.7-1.9 2.6 4.3 1 4.3 1s0 5.3-3.2 7.3c-3 1.8-4.8 3.9-4.8 3.9s.2-4.6-.5-3.9c-.6.7-11.1 4.5-10.3 12 .3 3 4.5 5.4 8.5 5.2 4-.2 6.8-2.4 6.4-5.4-.3-4.2-2.8-4.6-2.8-4.6z"></path><path fill="#DE393A" d="M31 28.8v14c0 1.9 2.1 1.6 2.1 1.6h9.3c1.2 0 2.6 2.3 2.6 2.3s1.4-2.3 2.5-2.3h9.6s2 .2 2-1.8V28.7H31z"></path><path fill="#3951A3" d="M31 13.1h28v15.7H31z"></path><path fill="white" d="M50.1 16.5c-.4 2.4-2.5 4.2-5.1 4.2-2.5 0-4.6-1.8-5.1-4.2-.5.9-.8 1.9-.8 3 0 3.3 2.6 5.9 5.9 5.9 3.3 0 5.9-2.6 5.9-5.9 0-1.1-.3-2.1-.8-3z"></path><circle fill="#FEE05F" cx="39.1" cy="36.5" r="3"></circle><circle fill="#FEE05F" cx="50.9" cy="36.5" r="3"></circle></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Mayotte +262</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M341.334 85.33H0v341.332h512V85.33z"></path><path fill="#6DA544" d="M0 85.333h170.663V426.67H0z"></path><path fill="white" d="M170.663 85.333h170.663V426.67H170.663z"></path><path fill="#6DA544" d="M208 255.996c0 26.509 21.491 48 48 48s48-21.491 48-48v-16h-96v16z"></path><path fill="#FF9811" d="M320 223.996h-48c0-8.836-7.164-16-16-16s-16 7.164-16 16h-48c0 8.836 7.697 16 16.533 16H208c0 8.836 7.164 16 16 16 0 8.836 7.164 16 16 16h32c8.836 0 16-7.164 16-16 8.836 0 16-7.164 16-16h-.533c8.836 0 16.533-7.163 16.533-16z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Mexico +52</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#338AF3" d="M0 0h512v341.3H0z"></path><g fill="white"><path d="M256 37.9l10.1 31.2H299l-26.6 19.3 10.2 31.2-26.6-19.3-26.6 19.3 10.2-31.2L213 69.1h32.9zM123.2 170.7l31.2-10.2v-32.8l19.3 26.6 31.2-10.2-19.3 26.6 19.3 26.5-31.2-10.1-19.3 26.5v-32.8zM256 303.5l-10.1-31.2H213l26.6-19.3-10.2-31.3L256 241l26.6-19.3-10.2 31.3 26.6 19.3h-32.9zM388.8 170.7l-31.2 10.1v32.8l-19.3-26.5-31.2 10.1 19.3-26.5-19.3-26.6 31.2 10.2 19.3-26.6v32.8z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Micronesia, Federated States of Micronesia +691</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#FFDA44" d="M0 0h513v342H0z"></path><path fill="#D80027" d="M342 0h171v342H342z"></path><path fill="#0052B4" d="M0 0h171v342H0z"></path><path fill="#AF7F59" d="M206.2 129.1h33.2L256 79.3l16.6 49.8h33.2v99.6L256 262l-49.8-33.2v-99.7zm33.2 33.3v49.8h33.2v-49.8h-33.2z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Moldova +373</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.34h512v341.326H0z"></path><path fill="#D80027" d="M512 85.334v166.69L0 256.175V85.334z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Monaco +377</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.331h512v341.326H0z"></path><g fill="#A2001D"><path d="M330.207 85.331H512v341.337H330.207zM0 85.331h181.793v341.337H0z"></path></g><g fill="#FFDA44"><path d="M113.163 267.125h14.84v59.359h-14.84zM53.793 267.125h14.84v59.359h-14.84z"></path><circle cx="90.902" cy="289.386" r="14.84"></circle><circle cx="90.902" cy="237.44" r="7.421"></circle><path d="M76.054 311.647h29.682v14.84H76.054zM76.054 252.288h29.682v14.84H76.054zM90.897 185.502l5.255 16.173h17.006l-13.757 9.996 5.252 16.173-13.756-9.996-13.756 9.996 5.251-16.173-13.756-9.996h17.005z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Mongolia +976</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.337h512v341.326H0z"></path><path fill="#A2001D" d="M0 115.011h512v281.978H0z"></path><g fill="#FFDA44"><path d="M218.899 211.478h74.202v-29.681l-14.84 7.42L256 166.957l-22.261 22.26-14.84-7.42zM322.783 256h-37.088a17 17 0 002.3-8.543c0-9.458-7.668-17.124-17.124-17.124-6.534 0-12.209 3.661-15.096 9.041-2.887-5.38-8.562-9.041-15.096-9.041-9.456 0-17.124 7.666-17.124 17.124 0 3.114.846 6.026 2.3 8.543h-36.636c0 11.349 9.885 20.549 21.232 20.549h-.685c0 9.31 6.192 17.168 14.68 19.694l-16.678 16.678 15.741 15.741 22.329-22.329c.875.321 1.78.577 2.714.752l-13.492 30.464c6.466 2.629 13.531 4.088 20.941 4.088s14.475-1.46 20.941-4.088l-13.492-30.464a17.108 17.108 0 002.714-.752l22.329 22.329 15.741-15.741-16.678-16.678c8.488-2.526 14.68-10.385 14.68-19.694h-.685c11.347 0 21.232-9.2 21.232-20.549z"></path></g><path fill="#6DA544" d="M256 267.13l-24.116 11.131v22.261L256 315.362l24.116-14.84v-22.261z"></path><path fill="#0052B4" d="M231.88 256h48.228v29.682H231.88z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Montenegro +382</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.333h512V426.67H0z"></path><path fill="#338AF3" d="M334.222 191.996v78.221c0 38.103 49.777 49.779 49.777 49.779s49.778-11.675 49.778-49.779v-78.221h-99.555z"></path><path fill="#A2001D" d="M334.222 270.217c0 38.103 49.777 49.779 49.777 49.779s49.778-11.675 49.778-49.779h-99.555z"></path><path d="M405.334 227.552H391.11v-14.223h-14.222v14.223h-14.222v14.223h14.222v42.665h14.222v-42.665h14.224z"></path><path fill="white" d="M256 85.333v30.553l-45.167 25.099H256v59.359h-59.103L256 233.179v22.817h-26.68l-73.494-40.826v40.826h-55.652v-48.573l-87.43 48.573H0v-30.554l45.167-25.098H0v-59.359h59.103L0 108.139V85.333h26.68l73.494 40.825V85.333h55.652v48.572l87.43-48.572z"></path><path fill="#D80027" d="M144 85.33h-32v69.332H0v32h112v69.334h32v-69.334h112v-32H144z"></path><path fill="#0052B4" d="M155.826 200.344L256 255.996v-15.737l-71.847-39.915z"></path><path fill="white" d="M155.826 200.344L256 255.996v-15.737l-71.847-39.915z"></path><g fill="#D80027"><path d="M155.826 200.344L256 255.996v-15.737l-71.847-39.915zM71.846 200.344L0 240.259v15.737l100.174-55.652z"></path></g><path fill="#0052B4" d="M100.174 140.982L0 85.33v15.737l71.847 39.915z"></path><path fill="white" d="M100.174 140.982L0 85.33v15.737l71.847 39.915z"></path><g fill="#D80027"><path d="M100.174 140.982L0 85.33v15.737l71.847 39.915zM184.154 140.982L256 101.067V85.33l-100.174 55.652z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Montserrat +1664</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.337v341.326h512V85.337z"></path><path fill="#20661b" d="M352 226.484h-73.337L256 156.738l-22.663 69.748H160l59.331 43.107-22.663 69.749L256 296.232l59.332 43.107-22.663-69.749L352 226.484zm-116.063 37.711l7.663-23.585h24.8l7.663 23.585v.001L256 278.772l-20.063-14.577zm27.873-37.711h-15.619L256 202.447l7.81 24.037zm24.269 28.982l-4.827-14.856h25.274l-20.447 14.856zm-59.331-14.856l-4.827 14.856-20.447-14.856h25.274zm-5.211 61.748l7.81-24.036 12.636 9.181-20.446 14.855zm44.479-14.856l12.636-9.181 7.81 24.036-20.446-14.855z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Morocco +212</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#FFDA44" d="M0 322.783h512v103.88H0z"></path><path fill="#496E2D" d="M0 85.337h512v104.515H0z"></path><path d="M0 210.877h512v89.656H0z"></path><path fill="#A2001D" d="M256 256.006L0 426.668V85.331z"></path><path fill="#FFDA44" d="M83.477 195.132l15.107 46.498h48.894l-39.554 28.739 15.107 46.499-39.554-28.738-39.555 28.738 15.11-46.499-39.554-28.739H68.37z"></path><path fill="white" d="M39.268 256h88.42v40.578h-88.42z"></path><path d="M144.443 209.479l-14.347-14.347-46.618 46.618-46.617-46.618-14.347 14.347 46.658 46.577-46.658 46.658 14.347 14.154 46.617-46.534 46.618 46.534 14.347-14.154-46.659-46.658z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Mozambique +258</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#6DA544" d="M0 85.337h512v341.326H0z"></path><path fill="#FFDA44" d="M0 85.337h512v113.775H0z"></path><path fill="#D80027" d="M0 312.888h512v113.775H0z"></path><path fill="white" d="M384 227.261h-97.783L256 134.265l-30.217 92.997H128l79.108 57.475-30.217 92.998L256 320.925l79.108 56.81-30.217-92.998L384 227.261z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Myanmar +95</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#496E2D" d="M0 85.337h512v341.326H0z"></path><path fill="#0052B4" d="M0 426.663V85.337h512"></path><path fill="white" d="M512 152.222V85.337H411.67L0 359.778v66.885h100.33z"></path><path fill="#A2001D" d="M512 85.337v40.125L60.193 426.663H0v-40.125L451.807 85.337z"></path><path fill="#FFDA44" d="M187.737 189.212l-22.741 10.696 12.11 22.024-24.693-4.724-3.129 24.945-17.199-18.347-17.2 18.347-3.129-24.945-24.693 4.723 12.109-22.023-22.739-10.696 22.74-10.697-12.11-22.022 24.693 4.722 3.13-24.944 17.199 18.347 17.2-18.347 3.128 24.944 24.693-4.722-12.108 22.024z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Namibia +264</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.337h512v341.326H0z"></path><path fill="#FFDA44" d="M0 239.994h512v32H0z"></path><path fill="white" d="M174.802 341.329l-19.124 8.996 10.184 18.521-20.767-3.973-2.631 20.978L128 370.422l-14.465 15.429-2.63-20.978-20.767 3.973 10.183-18.521-19.123-8.996 19.124-8.995-10.184-18.52 20.766 3.971 2.632-20.978L128 312.236l14.465-15.429 2.63 20.978 20.767-3.971-10.183 18.521z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Nauru +674</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#0052B4" d="M0 426.663V85.337l280.419 174.75H87.61l183.576 166.576z"></path><path fill="#D80027" d="M244.769 249.888L10.199 103.71v312.754h234.57L61.193 249.888z"></path><g fill="white"><path d="M98.003 324.433l-14.589-6.863 7.77-14.13-15.844 3.03-2.008-16.005-11.035 11.772-11.036-11.772-2.008 16.005-15.843-3.031 7.77 14.131-14.591 6.863 14.591 6.862-7.77 14.13 15.844-3.029 2.007 16.004 11.036-11.772L73.332 358.4l2.008-16.004 15.843 3.03-7.769-14.13zM88.268 191.662l-10.612-4.991 5.651-10.278-11.523 2.205-1.461-11.641-8.026 8.561-8.026-8.561-1.46 11.641-11.525-2.205 5.652 10.278-10.613 4.991 25.972 5.194z"></path><path d="M93.462 191.662c0 17.212-13.953 31.165-31.165 31.165s-31.165-13.953-31.165-31.165"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Nepal +977</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#A2001D" d="M0 85.337h512v113.775H0z"></path><path fill="#0052B4" d="M0 312.888h512v113.775H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Netherlands +31</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 640 426.7"><path fill="#009543" d="M0 293h640v133.7H0V293z"></path><path fill="#ED4135" d="M0 132h640v161.3H0V132z"></path><path fill="#0035AD" d="M0 0h640v133.3H0V0z"></path><circle fill="#FAE600" stroke="black" stroke-width="5.3" cx="240" cy="213.3" r="157.3"></circle><path d="M307.9 354.5l-31.8 12-36.1 4.2-37.8-2.4-35.9-15.5s28.6-29.3 40.7-33.5c8.6-3 22.4-3.7 22.4-3.7V122l-.3-66H246l-.5 67.5v191.7s15.3 1.2 22.1 4.1c11.3 4.9 40.3 35.2 40.3 35.2z"></path><path d="M212.727 102.375l42.955-21.418 5.577 11.187-42.955 21.417z"></path><ellipse cx="237.8" cy="280.5" rx="16.8" ry="26.5"></ellipse><circle cx="237.4" cy="143.4" r="20.9"></circle><ellipse cx="238.4" cy="211.1" rx="19.9" ry="12.1"></ellipse><path d="M213.8 177h47v10h-47zM213.8 234h47v10h-47z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">New Caledonia +687</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><g fill="#338AF3"><path d="M0 85.337h512v113.775H0zM0 312.888h512v113.775H0z"></path></g><path fill="#FFDA44" d="M256 214.447c-22.949 0-41.553 18.603-41.553 41.553S233.05 297.553 256 297.553c22.949 0 41.553-18.603 41.553-41.553S278.949 214.447 256 214.447zm0 65.298c-13.114 0-23.745-10.631-23.745-23.745s10.631-23.745 23.745-23.745 23.745 10.631 23.745 23.745-10.631 23.745-23.745 23.745z"></path><path fill="#0052B4" d="M276.563 261.936L256 256l-20.563 5.936-6.855 11.873h54.836z"></path><path fill="#338AF3" d="M256 226.32l-13.709 23.744L256 256l13.709-5.936z"></path><path fill="#6DA544" d="M235.437 261.936h41.126l-6.854-11.872h-27.418z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Nicaragua +505</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#FF9811" d="M0 85.337h512v113.775H0z"></path><path fill="#6DA544" d="M0 312.888h512v113.775H0z"></path><circle fill="#FF9811" cx="256" cy="256" r="32"></circle></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Niger +227</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.331h512v341.337H0z"></path><g fill="#6DA544"><path d="M0 85.331h170.663v341.337H0zM341.337 85.331H512v341.337H341.337z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Nigeria +234</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.334h512v341.337H0z"></path><path fill="white" d="M0 85.334h256v170.663H0z"></path><g fill="#D80027"><path d="M144 85.33h-32v69.333H0v32h112v69.334h32v-69.334h112v-32H144z"></path><path d="M0 85.329v15.083l57.377 38.251H80z"></path></g><g fill="#2E52B2"><path d="M0 107.951v30.712h46.069zM96 85.331v48.913L22.628 85.331z"></path></g><path fill="#D80027" d="M256 85.329v15.083l-57.377 38.251H176z"></path><g fill="#2E52B2"><path d="M256 107.951v30.712h-46.069zM160 85.331v48.913l73.372-48.913z"></path></g><path fill="#D80027" d="M0 85.329v15.083l57.377 38.251H80z"></path><g fill="#2E52B2"><path d="M0 107.951v30.712h46.069zM96 85.331v48.913L22.628 85.331z"></path></g><path fill="#D80027" d="M256 85.329v15.083l-57.377 38.251H176z"></path><g fill="#2E52B2"><path d="M256 107.951v30.712h-46.069zM160 85.331v48.913l73.372-48.913z"></path></g><path fill="#D80027" d="M0 255.997v-15.082l57.377-38.252H80z"></path><g fill="#2E52B2"><path d="M0 233.376v-30.713h46.069zM96 255.994v-48.912l-73.372 48.912z"></path></g><path fill="#D80027" d="M256 255.997v-15.082l-57.377-38.252H176z"></path><g fill="#2E52B2"><path d="M256 233.376v-30.713h-46.069zM160 255.994v-48.912l73.372 48.912z"></path><circle cx="128" cy="170.66" r="22.627"></circle></g><g fill="#FFDA44"><path d="M128 154.663l3.97 12.222h12.854l-10.398 7.556 3.971 12.222L128 179.109l-10.398 7.554 3.972-12.222-10.398-7.556h12.853zM128 219.803l2.364 7.278h7.653l-6.19 4.498 2.364 7.278-6.191-4.498-6.191 4.498 2.364-7.278-6.19-4.498h7.652zM128 102.469l2.364 7.278h7.653l-6.19 4.498 2.364 7.278-6.191-4.498-6.191 4.498 2.364-7.278-6.19-4.498h7.652zM197.931 161.136l2.365 7.277h7.653l-6.192 4.499 2.365 7.279-6.191-4.498-6.191 4.498 2.365-7.279-6.191-4.499h7.652zM58.069 161.136l2.364 7.277h7.653l-6.191 4.499 2.364 7.279-6.19-4.498-6.191 4.498 2.365-7.279-6.192-4.499h7.653z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Niue +683</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.331h512v341.337H0z"></path><g fill="#6DA544"><path d="M0 85.331h170.663v341.337H0zM341.337 85.331H512v341.337H341.337zM304 311.995l-48-152.001-48 152.001h36v39.999h24v-39.999z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Norfolk Island +672</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.333h512V426.67H0z"></path><g fill="#D80027"><path d="M383.875 426.662L256 252.286l26.827 174.376zM133.565 85.33L256 252.286 230.314 85.33zM229.171 426.662L256 252.286 128.124 426.662zM0 85.33V212.9l256 39.386L28.333 85.33zM0 426.662h18.212L256 252.286 0 291.67zM256 252.286L512 212.9V85.33h-28.331zM281.686 85.33L256 252.286 378.434 85.33zM512 426.662V291.671l-256-39.385 237.787 174.376z"></path><circle cx="256" cy="252.29" r="59.359"></circle></g><circle fill="#FFDA44" cx="256" cy="252.29" r="44.522"></circle></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">North Macedonia +389</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 750 500"><path fill="#0071BC" d="M0 0h750v500H0V0z"></path><g fill="white" stroke="black" stroke-width="1.9"><circle cx="375" cy="245" r="225" fill="white"></circle><circle cx="375" cy="245" r="165" fill="#0071BC"></circle></g><g stroke="black"><path fill="#8C8A8C" stroke-width="1.9" d="M444.7 450c.7 11-7.8 20-18.8 20H323.6c-11 0-19.5-9-19-20l16.7-325c.6-11 10-20 21-20h61.4c11 0 20.5 9 21.2 20l19.8 325z"></path><path fill="white" stroke-width="2" stroke-linejoin="round" d="M373 114l30 93h97l-78 56 29 92-78-56-78 57 30-93-79-57h97l30-92z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Northern Mariana Islands +1670</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.334h512v341.337H0z"></path><path fill="white" d="M512 295.883H202.195v130.783H122.435V295.883H0V216.111h122.435V85.329H202.195v130.782H512V277.329z"></path><path fill="#2E52B2" d="M512 234.666v42.663H183.652v149.337h-42.674V277.329H0v-42.663h140.978V85.329h42.674v149.337z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Norway +47</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><g fill="#D80027"><path d="M0 85.331h512v341.326H0z"></path><path d="M0 85.331h512v341.337H0z"></path></g><g fill="white"><path d="M189.746 160.439l-15.739-15.741-10.494 10.494-10.493-10.494-15.741 15.741 10.494 10.493-10.495 10.494 15.74 15.741 10.494-10.494 10.495 10.494 15.739-15.741-10.494-10.494zM211.478 85.331H512v111.315H211.478z"></path></g><path fill="#6DA544" d="M211.478 315.353H512v111.304H211.478z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Oman +968</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><g fill="white"><path d="M393.508 170.516l17.512 18.875 23.363-10.821-12.541 22.487 17.513 18.876-25.263-4.978-12.539 22.488-3.073-25.564-25.263-4.978 23.363-10.82z"></path><path d="M0 85.343h512v341.326H0z"></path></g><path fill="#496E2D" d="M128 85.331h384v341.337H128z"></path><g fill="white"><path d="M361.909 298.793c-31.037 22.426-74.378 15.446-96.804-15.592-22.427-31.038-15.446-74.379 15.593-96.804 9.677-6.992 20.55-11.125 31.613-12.563-21.283-3.183-43.777 1.613-62.598 15.211-38.2 27.602-46.792 80.944-19.191 119.145 27.601 38.199 80.944 46.792 119.145 19.189 18.82-13.598 30.436-33.448 34.096-54.655-4.839 10.05-12.176 19.076-21.854 26.069zM360.58 172.889l17.484 18.842 23.322-10.802-12.519 22.447 17.483 18.844-25.219-4.968-12.519 22.45-3.067-25.521-25.22-4.969 23.323-10.802z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Pakistan +92</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#338AF3" d="M0 85.331h512v341.337H0z"></path><circle fill="#FFDA44" cx="218.902" cy="255.994" r="74.207"></circle></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Palau +680</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path d="M0 85.337h512v113.775H0z"></path><path fill="#6DA544" d="M0 312.888h512v113.775H0z"></path><path fill="#D80027" d="M256 256.006L0 426.668V85.331z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Palestine +970</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path d="M0 85.333h512V426.67H0z"></path><path fill="#A2001D" d="M0 85.33h512v341.332"></path><g fill="white"><path d="M204.631 326.488l2.762 8.504h8.941l-7.233 5.255 2.763 8.502-7.233-5.254-7.233 5.254 2.762-8.502-7.233-5.255h8.94zM181.797 244.866l4.605 14.172h14.901l-12.056 8.757 4.605 14.172-12.055-8.759-12.055 8.759 4.606-14.172-12.056-8.757h14.901zM181.797 348.749l4.604 14.173h14.902l-12.057 8.757 4.606 14.173-12.055-8.759-12.055 8.759 4.604-14.173-12.054-8.757h14.899zM225.363 281.967l4.606 14.172h14.901l-12.056 8.758 4.605 14.172-12.056-8.759-12.054 8.759 4.606-14.172-12.056-8.758h14.901zM138.23 281.967l4.606 14.172h14.899l-12.054 8.758 4.603 14.172-12.054-8.759-12.055 8.759 4.605-14.172-12.055-8.758h14.9z"></path></g><path fill="#FFDA44" d="M376.526 204.163c-7.628-7.628-17.538-12.133-28.189-12.908l31.88-24.795c-12.698-12.698-29.714-18.431-46.319-17.218a44.31 44.31 0 00-11.396-19.511l-12.593 25.186a18.47 18.47 0 00-3.148-4.197c-7.245-7.245-18.991-7.244-26.234 0s-7.245 18.99 0 26.234a18.536 18.536 0 004.197 3.148l-25.186 12.593a44.303 44.303 0 0019.519 11.399c-1.217 16.606 4.511 33.619 17.209 46.317L324.12 214.6a11.053 11.053 0 017.807-3.202c2.973 0 5.768 1.158 7.87 3.26a11.055 11.055 0 013.26 7.87c0 2.974-1.158 5.768-3.26 7.87l10.494 10.494c4.905-4.905 7.607-11.428 7.607-18.364 0-5.675-1.81-11.071-5.153-15.534a29.492 29.492 0 0113.288 7.662c11.573 11.572 11.573 30.403 0 41.975l10.494 10.494c8.409-8.409 13.039-19.59 13.039-31.481-.001-11.892-4.632-23.072-13.04-31.481z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Papua New Guinea +675</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#D80027" d="M0 85.337h512v113.775H0z"></path><path fill="#0052B4" d="M0 312.888h512v113.775H0z"></path><path fill="#6DA544" d="M289.579 216.738l-12.592 12.592c5.37 5.372 8.693 12.792 8.693 20.988 0 16.392-13.289 29.68-29.68 29.68-16.392 0-29.68-13.289-29.68-29.68 0-8.195 3.322-15.616 8.693-20.988l-12.592-12.592c-8.594 8.594-13.91 20.466-13.91 33.579 0 26.228 21.261 47.489 47.489 47.489s47.489-21.261 47.489-47.489c0-13.112-5.316-24.985-13.91-33.579z"></path><path fill="#FFDA44" d="M256 232.51l4.421 13.605h14.304l-11.573 8.408 4.421 13.604L256 259.719l-11.573 8.408 4.421-13.604-11.573-8.408h14.304z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Paraguay +595</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.331h512v341.326H0z"></path><g fill="#D80027"><path d="M0 85.331h170.663v341.337H0zM341.337 85.331H512v341.337H341.337z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Peru +51</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#0052B4" d="M512 85.337V256H256L0 85.337z"></path><path fill="#D80027" d="M512 256v170.663H0L256 256z"></path><g fill="#FFDA44"><path d="M161.908 256l-27.288-12.835 14.532-26.428-29.632 5.668-3.755-29.933-20.64 22.015-20.639-22.015-3.755 29.933-29.631-5.669 14.531 26.428L28.343 256l27.288 12.835L41.1 295.263l29.633-5.668 3.753 29.933 20.639-22.015 20.64 22.015 3.755-29.933 29.631 5.669-14.532-26.427zM21.789 117.607l9.081 12.696 14.879-4.714-9.268 12.56 9.081 12.694-14.809-4.932-9.268 12.559.117-15.608-14.809-4.934 14.88-4.712zM21.789 353.53l9.081 12.696 14.879-4.714-9.268 12.56 9.081 12.695-14.809-4.933-9.268 12.558.117-15.607-14.809-4.934 14.88-4.712zM210.395 235.569l-9.081 12.695-14.879-4.713 9.268 12.559-9.081 12.696 14.809-4.933 9.268 12.558-.117-15.607 14.809-4.934-14.88-4.713z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Philippines +63</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.333h512V426.67H0z"></path><path fill="#ACABB1" d="M400.696 219.822L384 225.387l-16.696-5.565-5.565-13.913 5.565-13.913h33.392l-5.566 13.913z"></path><path fill="#338AF3" d="M345.043 219.822v61.217c0 29.821 38.957 38.957 38.957 38.957s38.957-9.137 38.957-38.957v-61.217h-77.914z"></path><path fill="#6DA544" d="M348.555 295.541C358.131 313.927 384 319.996 384 319.996s25.869-6.069 35.445-24.455L384 236.518l-35.445 59.023z"></path><path fill="#FFDA44" d="M422.957 280.421L384 219.822l-38.957 60.599v.618c0 5.518 1.337 10.328 3.512 14.503L384 240.405l35.445 55.137c2.175-4.175 3.512-8.983 3.512-14.503v-.618z"></path><path fill="white" d="M256 85.333v30.553l-45.167 25.099H256v59.359h-59.103L256 233.179v22.817h-26.68l-73.494-40.826v40.826h-55.652v-48.573l-87.43 48.573H0v-30.554l45.167-25.098H0v-59.359h59.103L0 108.139V85.333h26.68l73.494 40.825V85.333h55.652v48.572l87.43-48.572z"></path><path fill="#D80027" d="M144 85.33h-32v69.332H0v32h112v69.334h32v-69.334h112v-32H144z"></path><path fill="#0052B4" d="M155.826 200.344L256 255.996v-15.737l-71.847-39.915z"></path><path fill="white" d="M155.826 200.344L256 255.996v-15.737l-71.847-39.915z"></path><g fill="#D80027"><path d="M155.826 200.344L256 255.996v-15.737l-71.847-39.915zM71.846 200.344L0 240.259v15.737l100.174-55.652z"></path></g><path fill="#0052B4" d="M100.174 140.982L0 85.33v15.737l71.847 39.915z"></path><path fill="white" d="M100.174 140.982L0 85.33v15.737l71.847 39.915z"></path><g fill="#D80027"><path d="M100.174 140.982L0 85.33v15.737l71.847 39.915zM184.154 140.982L256 101.067V85.33l-100.174 55.652z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Pitcairn +872</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><g fill="white"><path d="M0 85.337h512v341.326H0z"></path><path d="M0 85.337h512V256H0z"></path></g><path fill="#D80027" d="M0 256h512v170.663H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Poland +48</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.337h512v341.326H0z"></path><path fill="#6DA544" d="M196.641 85.337v341.326H0V85.337z"></path><circle fill="#FFDA44" cx="196.641" cy="256" r="64"></circle><path fill="#D80027" d="M160.638 224v40.001c0 19.882 16.118 36 36 36s36-16.118 36-36V224h-72z"></path><path fill="white" d="M196.638 276c-6.617 0-12-5.383-12-12v-16h24.001v16c-.001 6.616-5.385 12-12.001 12z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Portugal +351</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><g fill="#D80027"><path d="M0 85.337h512V153.6H0zM0 221.863h512v68.263H0zM0 358.4h512v68.263H0z"></path></g><path fill="#0052B4" d="M256 256.006L0 426.668V85.331z"></path><path fill="white" d="M83.477 195.132l15.107 46.498h48.894l-39.554 28.739 15.107 46.499-39.554-28.738-39.555 28.738 15.11-46.499-39.554-28.739H68.37z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Puerto Rico +1939</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#751A46" d="M2.216 86.076H512v339.848H2.216z"></path><path fill="white" d="M209.455 154.969l-50.236 25.267 50.236 25.257-50.236 25.267 50.236 25.257-50.236 25.266 50.236 25.257-50.236 25.268 50.236 25.257-50.236 25.267 50.236 25.268-36.45 18.33H0V86.07h172.939l36.516 18.364-50.236 25.267z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Qatar +974</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 26.666 640 426.666"><g fill-rule="evenodd" stroke-width="1pt"><path fill="white" d="M0 0h640v480H0z"></path><path fill="#00267f" d="M0 0h213.3v480H0z"></path><path fill="#f31830" d="M426.7 0H640v480H426.7z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Reunion +262</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.331h512v341.326H0z"></path><path fill="#0052B4" d="M0 85.331h170.663v341.337H0z"></path><path fill="#D80027" d="M341.337 85.331H512v341.337H341.337z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Romania +40</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.33v341.332h512V85.33z"></path><path fill="#0052B4" d="M0 85.333h512V426.67H0z"></path><path fill="white" d="M0 85.333h512v113.775H0z"></path><path fill="#D80027" d="M0 312.884h512v113.775H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Russia +7</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#338AF3" d="M0 85.331h512v341.337H0z"></path><path fill="#FFDA44" d="M0 255.994h512v81.619H0z"></path><path fill="#496E2D" d="M0 337.614h512v89.043H0z"></path><path fill="#FFDA44" d="M278.261 185.209l20.844 9.804-11.099 20.186 22.632-4.33 2.868 22.865 15.765-16.816 15.766 16.816 2.867-22.865 22.633 4.33-11.099-20.186 20.843-9.804-20.844-9.805 11.1-20.185-22.633 4.329-2.868-22.864-15.765 16.816-15.766-16.816-2.867 22.864-22.634-4.329 11.1 20.187z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Rwanda +250</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.33"><path fill="white" d="M0 0h512v341.33H0z"></path><path fill="#E6BC00" d="M157.31 199.76s-9.04 43.93-19.31 40.39c-10.62-3.54-17.53-18.76-17.53-18.76l-14.52 21.24s38.18 8.48 41.01 5.47c1.22-1.14 8.21-15.1 10.34-26.05v-22.29zm-56.13 60.57s-2.48 20.18-1.06 22.66c1.24 2.3 39.48 11.33 39.48 11.33s-24.96 16.46-29.74 20.54L91.8 284.94l-.71-24.61h10.09zM112.51 94.64s39.65 41.6 40.36 45.5c.71 3.72-4.25 3.19-4.25 3.19s-44.79-37.53-49.92-41.07c-5.31-3.55 13.81-7.62 13.81-7.62z"></path><path fill="#ADADAD" d="M99.41 104.73s16.99-.71 16.64-11.51c-.35-10.62-11.15-14.87-19.12-12.39-7.97 2.3-23.01 13.45-13.63 35.05 9.38 21.42 23.37 29.39 26.2 47.8 0 0-5.46 9.86-19.12.35-16.9-11.77-6.2-38.24-10.44-44.96-4.25-7.08-40.95-38.92-40.95-38.92s-30.24 39.37-18 74.92c16.95 49.21 51.74 31.98 64.61 36.76 0 0-42.13 61.96-49.57 67.09 0 0 24.08 8.32 47.8-18.76 0 0 5.84 9.74 7.08 20.18h10.27c4.78-26.2 51.51-64.26 49.92-82.32-1.77-21.25-49.21-49.39-51.69-73.29z"></path><path fill="#E6BC00" d="M359.17 201.27s8.96 42.43 19.23 38.89c10.62-3.54 17.53-18.76 17.53-18.76l14.52 21.24s-37 8.48-39.83 5.47c-1.21-1.14-9.32-13.79-11.52-24.66l.07-22.18zm56.05 59.06s2.48 20.18 1.06 22.66c-1.24 2.3-39.48 11.33-39.48 11.33s24.96 16.46 29.74 20.54l18.06-29.92.71-24.61h-10.09zM403.89 94.64s-39.65 41.6-40.36 45.5c-.71 3.72 4.25 3.19 4.25 3.19s44.79-37.53 49.92-41.07c5.14-3.55-13.81-7.62-13.81-7.62z"></path><path fill="#125ECC" d="M157.31 87.06H359.1v145.46c0 16.06-9.69 21.39-21.91 31.85l-45.92 39.41c-18.25 15.62-47.91 15.57-66.07 0l-46.01-39.43c-12.08-10.35-21.88-15.71-21.88-31.82V87.06z"></path><path fill="#FFE600" d="M200.55 147.71c-7.96 0-14.41-6.45-14.41-14.41s6.45-14.41 14.41-14.41 14.41 6.45 14.41 14.41-6.45 14.41-14.41 14.41zm57.65-3c-7.96 0-14.41-6.45-14.41-14.41s6.45-14.41 14.41-14.41 14.41 6.45 14.41 14.41-6.45 14.41-14.41 14.41zm57.65 3c-7.96 0-14.41-6.45-14.41-14.41s6.45-14.41 14.41-14.41 14.41 6.45 14.41 14.41-6.45 14.41-14.41 14.41zM214.96 274.43c-7.96 0-14.41-6.45-14.41-14.41s6.45-14.41 14.41-14.41 14.41 6.45 14.41 14.41c.01 7.96-6.45 14.41-14.41 14.41zm43.24 14.42c-7.96 0-14.41-6.45-14.41-14.41s6.45-14.41 14.41-14.41 14.41 6.45 14.41 14.41c0 7.95-6.45 14.41-14.41 14.41zm43.24-14.42c-7.96 0-14.41-6.45-14.41-14.41s6.45-14.41 14.41-14.41 14.41 6.45 14.41 14.41-6.45 14.41-14.41 14.41z"></path><path fill="#D60537" d="M157.31 175.36H359.1v57.65H157.31v-57.65z"></path><path fill="#EACE00" d="M142.9 43.82s57.65-14.41 115.31-14.41 115.31 14.41 115.31 14.41l-14.41 57.65s-50.45-14.41-100.89-14.41-100.89 14.41-100.89 14.41L142.9 43.82z"></path><path fill="#7A6920" d="M258.2 72.65c-7.96 0-14.41-6.45-14.41-14.41s6.45-14.41 14.41-14.41 14.41 6.45 14.41 14.41-6.45 14.41-14.41 14.41zm57.65 5c-7.96 0-14.41-6.45-14.41-14.41s6.45-14.41 14.41-14.41 14.41 6.45 14.41 14.41-6.45 14.41-14.41 14.41zm-115.3 0c-7.96 0-14.41-6.45-14.41-14.41s6.45-14.41 14.41-14.41 14.41 6.45 14.41 14.41-6.45 14.41-14.41 14.41z"></path><path fill="#ADADAD" d="M365.08 178.02c-1.59 18.06 45.14 56.12 49.92 82.32h10.27c1.24-10.44 7.08-20.18 7.08-20.18 23.72 27.09 47.8 18.76 47.8 18.76-7.44-5.13-49.57-67.09-49.57-67.09 12.88-4.78 47.67 12.45 64.61-36.76 12.24-35.55-18-74.92-18-74.92s-36.7 31.84-40.95 38.92c-4.25 6.73 6.46 33.2-10.44 44.96-13.66 9.51-19.12-.35-19.12-.35 2.83-18.41 16.82-26.38 26.2-47.8 9.38-21.6-5.66-32.75-13.63-35.05-7.97-2.48-18.76 1.77-19.12 12.39-.35 10.8 16.64 11.51 16.64 11.51-2.48 23.9-49.92 52.04-51.69 73.29z"></path><circle fill="white" cx="258.2" cy="204.19" r="16.93"></circle></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Saint Barthelemy +590</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#0052B4" d="M0 0h512v341.3H0z"></path><path fill="white" d="M256 0v117.4h-46.1l46.1 30.7v22.6h-22.6L160 121.8v48.9H96v-48.9l-73.4 48.9H0v-22.6l46.1-30.7H0v-64h46.1L0 22.7V0h22.6L96 48.9V0h64v48.9L233.4 0z"></path><g fill="#D80027"><path d="M144 0h-32v69.4H0v32h112v69.3h32v-69.3h112v-32H144z"></path><path d="M0 0v15.1l57.4 38.3H80zM256 0v15.1l-57.4 38.3H176z"></path></g><path fill="#2E52B2" d="M256 22.7v30.7h-46.1z"></path><g fill="#D80027"><path d="M0 0v15.1l57.4 38.3H80zM256 0v15.1l-57.4 38.3H176z"></path></g><path fill="#2E52B2" d="M256 22.7v30.7h-46.1z"></path><g fill="#D80027"><path d="M0 170.7v-15.1l57.4-38.2H80zM256 170.7v-15.1l-57.4-38.2H176z"></path></g><path fill="#29DBFF" d="M449 139.7c-.1 44.4-7.2 92.1-65 114.9-57.8-22.8-64.9-70.5-65-114.9h130z"></path><path fill="#ffda44" d="M449 139.7c0-16.7-.9-32.9-.5-47.1C426.9 83 398.4 81 383.9 81s-42.9 2-64.6 11.6c.4 14.2-.5 30.4-.5 47.1H449z"></path><path fill="#BF521B" d="M369.5 204.5l.3 10.3-12.8.2 4.9 13.2h-17.3c-18-20.2-23.4-42.4-24.9-68.1l9.1-9.7 8.3 14.3 10.8-12.8 7 7.8.8 15.7 13.8 29.1z"></path><path fill="#474747" d="M436.6 192.5l-8.6 18.3h-47l-29.2-19.5 25.7 10.5h25.1l3.7-6.5 7.2.2 2-3z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Saint Helena, Ascension and Tristan Da Cunha +290</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#D80027" d="M0 0h513v342H0z"></path><path fill="#6DA544" d="M512 0H0v342"></path><path fill="#FFDA44" d="M307.7 0L0 194.5V342h206.9L513 148.5V0z"></path><path d="M513 0H385.2L0 249.4V341l126.2 1L513 91.6z"></path><g fill="white"><path d="M141.1 187l31.2 24 32.3-22.2-13.1 37 31.1 23.9-39.2-1.1-13.2 37-11.1-37.6-39.2-1.1 32.3-22.2zM310.6 70.8l31.2 23.9 32.3-22.2-13.1 37 31.1 23.9-39.2-1.1-13.2 37-11.1-37.6-39.2-1.1 32.4-22.2z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Saint Kitts and Nevis +1869</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="#55B2FF" d="M0 0h513v342H0z"></path><path fill="#F3F3F3" d="M148.5 298.1h216l-108-254.2z"></path><path fill="#333" d="M186 272.7l70.5-160.3L327 272.7z"></path><path fill="#FFDA44" d="M148.5 298.1h216l-108-101.7z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Saint Lucia +1758</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 108 72"><path d="M0 0h108v72H0z" fill="#003787"></path><path d="M0 0h108L60 48v24H48V48z" fill="white"></path><circle cx="54" cy="30" r="8" fill="#f9d90f"></circle><path d="M44 30h20L54 48z" fill="white"></path><path d="M54 48L38 33h32z" fill="#cf142b"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Saint Martin +590</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 26.666 640 426.666"><g fill-rule="evenodd" stroke-width="1pt"><path fill="white" d="M0 0h640v480H0z"></path><path fill="#00267f" d="M0 0h213.3v480H0z"></path><path fill="#f31830" d="M426.7 0H640v480H426.7z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Saint Pierre and Miquelon +508</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.331h512v341.337H0z"></path><path fill="#338AF3" d="M0 85.331h170.663v341.337H0z"></path><g fill="#6DA544"><path d="M341.337 85.331H512v341.337H341.337zM214.261 283.82l-33.393-50.086 33.392-50.087 33.392 50.087zM297.739 283.82l-33.391-50.086 33.391-50.087 33.393 50.087zM256 350.603l-33.391-50.087L256 250.429l33.391 50.087z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Saint Vincent and the Grenadines +1784</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.331h512v341.337H0z"></path><path fill="#0052B4" d="M0 85.331h256v170.663H0z"></path><g fill="white"><path d="M165.483 181.79l2.764 8.504h8.939l-7.232 5.254 2.763 8.503-7.234-5.255-7.233 5.255 2.763-8.503-7.233-5.254h8.94zM120.579 115.007l4.606 14.173h14.9l-12.055 8.757 4.605 14.171-12.056-8.758-12.054 8.758 4.605-14.171-12.056-8.757h14.901zM165.101 129.848l4.606 14.172h14.9l-12.055 8.757 4.604 14.173-12.055-8.76-12.054 8.76 4.604-14.173-12.055-8.757h14.9zM129.909 189.211l4.606 14.172h14.9l-12.055 8.758 4.604 14.171-12.055-8.759-12.054 8.759 4.604-14.171-12.055-8.758h14.9zM90.899 152.108l4.605 14.173h14.9l-12.055 8.757 4.604 14.173-12.054-8.76-12.055 8.76 4.604-14.173-12.055-8.757h14.9z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Samoa +685</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#338AF3" d="M0 85.34h512v341.326H0z"></path><path fill="white" d="M512 85.334v166.69L0 256.175V85.334z"></path><path fill="#6DA544" d="M323.744 203.099L256 270.843l-67.744-67.744a81.156 81.156 0 00-13.879 45.483v22.261c0 35.744 23.097 66.193 55.148 77.213-4.277 8.385-3.556 18.848 2.712 26.671l24.258-19.439 24.258 19.439c6.342-7.915 7.011-18.534 2.564-26.968 31.614-11.261 54.308-41.485 54.308-76.916v-22.261a81.174 81.174 0 00-13.881-45.483z"></path><path fill="#FFDA44" d="M256 330.206c-32.732 0-59.362-26.63-59.362-59.362v-22.261c0-32.733 26.63-59.363 59.362-59.363s59.362 26.63 59.362 59.362v22.261c0 32.733-26.63 59.363-59.362 59.363z"></path><path fill="#338AF3" d="M293.101 270.843v-22.261c0-20.458-16.643-37.101-37.101-37.101s-37.101 16.643-37.101 37.101v22.261L256 278.264l37.101-7.421z"></path><path fill="#6DA544" d="M218.899 270.843c0 20.458 16.643 37.101 37.101 37.101s37.101-16.643 37.101-37.101h-74.202z"></path><path fill="#FFDA44" d="M300.522 189.22c0-12.295-9.966-22.261-22.261-22.261a22.173 22.173 0 00-14.84 5.672v-13.093h7.421v-14.84h-7.421v-7.421h-14.84v7.421h-7.421v14.84h7.421v13.093a22.177 22.177 0 00-14.841-5.672c-12.295 0-22.261 9.966-22.261 22.261 0 6.591 2.867 12.512 7.421 16.589v13.093h74.203v-13.093c4.552-4.077 7.419-9.997 7.419-16.589z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">San Marino +378</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.337h512v341.326H0z"></path><g fill="#6DA544"><path d="M0 85.337h512v113.775H0zM0 312.888h512v113.775H0z"></path></g><path fill="#D80027" d="M256 256.006L0 426.668V85.331z"></path><path d="M302.049 226.318l7.368 22.674h23.842l-19.288 14.016 7.366 22.674-19.288-14.015-19.287 14.015 7.366-22.674-19.288-14.016h23.842zM376.252 226.318l7.367 22.674h23.842l-19.288 14.016 7.367 22.674-19.288-14.015-19.288 14.015 7.367-22.674-19.288-14.016h23.842z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Sao Tome and Principe +239</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#6DA544" d="M0 85.331h512v341.337H0z"></path><g fill="white"><path d="M183.548 289.386c0 12.295 9.731 22.261 21.736 22.261h65.208c0 10.244 8.11 18.551 18.114 18.551h21.736c10.004 0 18.114-8.306 18.114-18.551v-22.261H183.548zM330.264 181.791v51.942c0 8.183-6.5 14.84-14.491 14.84v22.261c19.976 0 36.226-16.643 36.226-37.101v-51.942h-21.735zM174.491 233.734c0 8.183-6.5 14.84-14.491 14.84v22.261c19.976 0 36.226-16.643 36.226-37.101v-51.942H174.49v51.942z"></path><path d="M297.661 181.788h21.736v51.942h-21.736zM265.057 211.473c0 2.046-1.625 3.71-3.623 3.71-1.998 0-3.623-1.664-3.623-3.71v-29.682h-21.736v29.682c0 2.046-1.625 3.71-3.623 3.71s-3.623-1.664-3.623-3.71v-29.682h-21.736v29.682c0 14.32 11.376 25.971 25.358 25.971 5.385 0 10.38-1.733 14.491-4.677 4.11 2.944 9.106 4.677 14.491 4.677 1.084 0 2.15-.078 3.2-.215-1.54 6.499-7.255 11.345-14.068 11.345v22.261c19.976 0 36.226-16.643 36.226-37.101v-51.943h-21.736l.002 29.682z"></path><path d="M207.093 248.57h32.601v22.261h-32.601z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Saudi Arabia +966</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.331h512v341.326H0z"></path><path fill="#D80027" d="M330.207 85.331H512v341.337H330.207z"></path><g fill="#496E2D"><path d="M0 85.331h181.793v341.337H0zM255.999 196.632l14.733 45.347h47.685l-38.576 28.029 14.734 45.348-38.576-28.026-38.577 28.026 14.737-45.348-38.576-28.029h47.681z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Senegal +221</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.331h512v341.337H0z"></path><path fill="#D80027" d="M0 85.331h512v113.775H0z"></path><path fill="white" d="M0 312.882h512v113.775H0z"></path><path fill="#D80027" d="M129.468 181.793v85.136c0 48.429 63.267 63.267 63.267 63.267S256 315.356 256 266.929v-85.136H129.468z"></path><g fill="#FFDA44"><path d="M155.634 196.634h74.201v-29.681l-14.841 7.42-22.261-22.26-22.259 22.26-14.84-7.42zM241.16 278.782l-48.231-48.231-48.231 48.231 15.741 15.74 32.49-32.49 32.49 32.49z"></path></g><path fill="white" d="M241.16 233.734h-22.504a14.74 14.74 0 002.001-7.418c0-8.196-6.645-14.84-14.84-14.84-5.663 0-10.581 3.172-13.083 7.836-2.502-4.663-7.421-7.836-13.083-7.836-8.195 0-14.84 6.644-14.84 14.84 0 2.706.736 5.235 2.001 7.418h-22.114c0 8.196 7.139 14.84 15.334 14.84h-.494c0 8.196 6.644 14.84 14.84 14.84 0 7.257 5.211 13.286 12.094 14.576l-11.694 26.401a48.075 48.075 0 0018.149 3.544 48.079 48.079 0 0018.149-3.544l-11.694-26.401c6.883-1.29 12.094-7.319 12.094-14.576 8.196 0 14.84-6.644 14.84-14.84h-.494c8.199 0 15.338-6.644 15.338-14.84z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Serbia +381</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#FFDA44" d="M235.454 85.337L0 426.663 427.345 85.337z"></path><path fill="#6DA544" d="M512 329.393L0 426.663h512z"></path><path fill="#D80027" d="M512 85.337h-84.655L0 426.663l512-204.512z"></path><path fill="#0052B4" d="M0 85.337v341.326L235.454 85.337z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Seychelles +248</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#6DA544" d="M0 85.337h512v113.775H0z"></path><path fill="#338AF3" d="M0 312.888h512v113.775H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Sierra Leone +232</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.337h512v341.326H0z"></path><path fill="#D80027" d="M512 85.331v166.69L0 256.173V85.331z"></path><path fill="white" d="M256 256.006L0 426.668V85.331z"></path><g fill="#FFDA44"><path d="M59.621 256a59.546 59.546 0 00-.193 4.57c0 32.821 26.607 59.429 59.429 59.429s59.429-26.607 59.429-59.429c0-1.539-.078-3.061-.193-4.57H59.621z"></path><circle cx="118.862" cy="210.287" r="18.286"></circle></g><path fill="#D80027" d="M77.715 205.714v59.429c0 31.494 41.144 41.143 41.144 41.143s41.144-9.649 41.144-41.143v-59.429H77.715z"></path><path fill="#338AF3" d="M118.877 287.148c-7.632-2.746-22.876-9.767-22.876-22.006v-41.144h45.715v41.144c-.001 12.28-15.244 19.283-22.839 22.006z"></path><path fill="#F3F3F3" d="M128.001 246.856v-9.142l-9.144-4.571-9.142 4.571v9.142l-4.571 4.573v18.285h27.428v-18.285z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Sint Maarten +1721</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#0052B4" d="M0 196.641h512v118.717H0z"></path><path fill="#D80027" d="M0 315.359h512v111.304H0z"></path><path fill="white" d="M129.468 181.799v85.136c0 48.429 63.267 63.267 63.267 63.267S256 315.362 256 266.935v-85.136H129.468z"></path><path fill="#D80027" d="M146.126 184.294v81.941c0 5.472 1.215 10.64 3.623 15.485h85.97c2.408-4.844 3.623-10.012 3.623-15.485v-81.941h-93.216z"></path><path fill="white" d="M221.301 241.427h-21.425v-14.283h14.284v-14.283h-14.284v-14.284h-14.283v14.284h-14.282v14.283h14.282v14.283h-21.426v14.284h21.426v14.283h14.283v-14.283h21.425z"></path><path fill="#0052B4" d="M169.232 301.658c9.204 5.783 18.66 9.143 23.502 10.636 4.842-1.494 14.298-4.852 23.502-10.636 9.282-5.833 15.79-12.506 19.484-19.939a24.878 24.878 0 00-14.418-4.583c-1.956 0-3.856.232-5.682.657-3.871-8.796-12.658-14.94-22.884-14.94-10.227 0-19.013 6.144-22.884 14.94a25.048 25.048 0 00-5.682-.657 24.88 24.88 0 00-14.418 4.583c3.691 7.433 10.198 14.106 19.48 19.939z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Slovakia +421</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#0052B4" d="M0 199.112h512v113.775H0z"></path><path fill="#D80027" d="M0 312.888h512v113.775H0z"></path><path fill="white" d="M233.606 196.639v14.837c0 34.081-44.522 44.522-44.522 44.522s-44.522-10.44-44.522-44.522v-14.837l-.145-44.188 89.043-.266.146 44.454z"></path><path fill="#0052B4" d="M233.606 196.639v14.837c0 34.081-44.522 44.522-44.522 44.522s-44.522-10.44-44.522-44.522v-14.837l-.145-44.188 89.043-.266.146 44.454z"></path><path fill="white" d="M233.606 196.639v14.837c0 34.081-44.522 44.522-44.522 44.522s-44.522-10.44-44.522-44.522v-14.837l14.848 14.837 29.674-22.261 29.685 22.261 14.837-14.837z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Slovenia +386</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#496E2D" d="M0 85.334h512v341.337H0z"></path><path fill="#0052B4" d="M0 426.663V85.329h512"></path><path fill="#FFDA44" d="M0 396.494v30.169h45.255L512 115.499v-30.17h-45.255z"></path><g fill="white"><path d="M85.688 108.787l5.12 15.756h16.566l-13.403 9.737 5.12 15.757-13.403-9.738-13.405 9.738 5.12-15.757L64 124.543h16.567zM170.312 108.787l5.121 15.756H192l-13.403 9.737 5.12 15.757-13.405-9.738-13.403 9.738 5.12-15.757-13.403-9.737h16.566zM85.688 191.289l5.12 15.756h16.566l-13.403 9.738 5.12 15.757-13.403-9.739-13.405 9.739 5.12-15.757L64 207.045h16.567zM170.312 191.289l5.121 15.756H192l-13.403 9.738 5.12 15.757-13.405-9.739-13.403 9.739 5.12-15.757-13.403-9.738h16.566zM128 150.037l5.12 15.756h16.568l-13.405 9.738 5.12 15.758L128 181.55l-13.403 9.739 5.12-15.758-13.405-9.738h16.568z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Solomon Islands +677</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#338AF3" d="M0 85.331h512v341.337H0z"></path><path fill="white" d="M256 157.273l22.663 69.748H352l-59.332 43.106 22.664 69.749L256 296.769l-59.332 43.107 22.664-69.749L160 227.021h73.337z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Somalia +252</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path d="M114.024 256.001L0 141.926v228.17z"></path><path fill="#FFDA44" d="M161.192 256L0 94.7v47.226l114.024 114.075L0 370.096v47.138z"></path><path fill="#6DA544" d="M509.833 289.391c.058-.44.804-.878 2.167-1.318v-65.464H222.602L85.33 85.337H0V94.7L161.192 256 0 417.234v9.429h85.33l137.272-137.272h287.231z"></path><path fill="#0052B4" d="M503.181 322.783H236.433l-103.881 103.88H512v-103.88z"></path><path fill="#D80027" d="M503.181 189.217H512V85.337H132.552l103.881 103.88z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">South Africa +27</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#0052B4" d="M0 0h512v341.3H0z"></path><path fill="white" d="M256 0v117.4h-46.1l46.1 30.7v22.6h-22.6L160 121.8v48.9H96v-48.9l-73.4 48.9H0v-22.6l46.1-30.7H0v-64h46.1L0 22.7V0h22.6L96 48.9V0h64v48.9L233.4 0z"></path><path fill="#D80027" d="M144 0h-32v69.4H0v32h112v69.3h32v-69.3h112v-32H144z"></path><path fill="#2E52B2" d="M256 22.7v30.7h-46.1z"></path><path fill="#D80027" d="M0 170.7v-11l62.5-42.3h22.6L7.3 170.7zM7.3.1l77.8 53.2H62.5L0 11.1V.1zM256 .1v11l-62.5 42.3h-22.6L248.7.1zM248.7 170.7l-77.8-53.3h22.6l62.5 42.3v11z"></path><g><ellipse fill="white" cx="443.4" cy="233.6" rx="29" ry="43.5"></ellipse><ellipse fill="#FFCE00" cx="406.9" cy="317.7" rx="22" ry="9.3"></ellipse><ellipse fill="#FFCE00" cx="364" cy="317.7" rx="22" ry="9.3"></ellipse><path fill="#39B200" d="M342 190.1l43.4 86.9 43.5-86.9z"></path><ellipse fill="#9B9B9B" cx="327.5" cy="233.6" rx="29" ry="43.5"></ellipse><path fill="#757575" d="M371 175.6l-14.5 14.5h57.9l-14.5-14.5 14.5-43.5s-13-29-29-29-29 29-29 29l14.6 43.5z"></path><circle fill="#C6B56F" cx="385.4" cy="67" r="29"></circle><circle fill="#A54A00" cx="386" cy="88.7" r="29"></circle><circle fill="white" cx="443.4" cy="117.7" r="29"></circle><circle fill="#0049FF" cx="342.2" cy="146.7" r="29"></circle><circle fill="#0041F9" cx="429.8" cy="146.7" r="29"></circle><circle fill="#F7D71E" cx="386" cy="233.6" r="29"></circle><circle fill="#CEC851" cx="457.9" cy="190.1" r="29"></circle><circle fill="white" cx="385.4" cy="289.5" r="29"></circle><path fill="#7C0B29" d="M371 135.7l14.5-3.5 14.5 3.5c0 7.5-14.5 11-14.5 11s-14.5-3.5-14.5-11z"></path><circle fill="white" cx="327.5" cy="117.4" r="29"></circle></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">South Georgia and the South Sandwich Islands +500</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#496E2D" d="M0 322.783h512v103.88H0z"></path><path d="M0 85.337h512v104.515H0z"></path><path fill="#A2001D" d="M0 210.877h512v89.656H0z"></path><path fill="#0052B4" d="M256 256.006L0 426.668V85.331z"></path><path fill="#FFDA44" d="M73.178 209.188l20.831 29.067 34.084-10.83-21.207 28.795 20.83 29.069-33.939-11.271-21.208 28.794.234-35.762-33.94-11.273 34.083-10.83z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">South Sudan +211</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.331h512v341.337H0z"></path><g fill="#D80027"><path d="M0 85.331h512v113.775H0zM0 312.882h512v113.775H0z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Spain +34</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.329v341.337h512V85.329H0zm489.739 319.076h-267.13V107.59h267.13v296.815z"></path><path fill="#A2001D" d="M222.609 107.595h267.13V404.41h-267.13z"></path><path fill="#D80027" d="M22.261 107.595h200.348V404.41H22.261z"></path><path fill="#FFDA44" d="M200.348 85.334h22.261v341.337h-22.261z"></path><path fill="#6DA544" d="M22.261 107.595h89.043V404.41H22.261z"></path><path fill="#FF9811" d="M111.304 107.595h89.043V404.41h-89.043z"></path><g fill="#FFDA44"><path d="M358.675 250.438v-44.522c0-7.424-11.13-14.848-11.13-14.848s-11.13 7.424-11.13 14.848h-44.522v44.522h22.261v22.261c0 4.875.979 9.539 2.76 13.768l-10.184 8.493h-29.674V157.677c-12.299 0-22.261 9.973-22.261 22.261v96.467a22.19 22.19 0 007.413 16.584v35.361h14.848v-18.554h66.783v29.685H328.99v14.837h29.685v-29.685l13.601-14.837h44.288v29.685h-14.848v14.837h29.685v-29.685l13.601-14.837 12.552-40.259-11.038-19.1h-38.945c-14.169-.122-40.637.09-48.896.001z"></path><path d="M370.551 211.844v25.229h71.513v13.365h4.452v-17.817h-71.513v-16.325h75.965v-4.452zM222.609 107.595h22.261v22.261h-22.261zM467.478 107.595h22.261v22.261h-22.261zM222.609 382.138h22.261v22.261h-22.261zM467.478 382.138h22.261v22.261h-22.261z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Sri Lanka +94</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#D80027" d="M0 85.337h512v113.775H0z"></path><path d="M0 312.888h512v113.775H0z"></path><path fill="#496E2D" d="M0 426.668V85.331l256 170.675z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Sudan +249</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.331h512v341.337H0z"></path><path fill="#A2001D" d="M0 196.636h512v118.728H0z"></path><g fill="#6DA544"><path d="M0 352.462h512v74.207H0zM0 85.331h512v74.207H0z"></path></g><path fill="#FFDA44" d="M256.742 218.003l9.43 29.021h30.518L272 264.963l9.431 29.023-24.689-17.937-24.689 17.937 9.431-29.023-24.69-17.939h30.518z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Suriname +597</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.334h512v341.337H0z"></path><path fill="white" d="M512 295.883H202.195v130.783H122.435V295.883H0V216.111h122.435V85.329H202.195v130.782H512V277.329z"></path><path fill="#2E52B2" d="M512 234.666v42.663H183.652v149.337h-42.674V277.329H0v-42.663h140.978V85.329h42.674v149.337z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Svalbard and Jan Mayen +47</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.333h512V426.67H0z"></path><path fill="#FFDA44" d="M192 85.33h-64v138.666H0v64h128v138.666h64V287.996h320v-64H192z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Sweden +46</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.337h512v341.326H0z"></path><path fill="white" d="M356.174 222.609h-66.783v-66.783h-66.782v66.783h-66.783v66.782h66.783v66.783h66.782v-66.783h66.783z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Switzerland +41</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.331h512v341.337H0z"></path><path fill="#D80027" d="M0 85.331h512v113.775H0z"></path><path d="M0 312.882h512v113.775H0z"></path><g fill="#6DA544"><path d="M187.31 215.184l9.208 28.341h29.802l-24.11 17.518 9.209 28.342-24.109-17.516-24.11 17.516 9.209-28.342-24.109-17.518h29.801zM324.69 215.184l9.209 28.341H363.7l-24.109 17.518 9.209 28.342-24.11-17.516-24.109 17.516 9.209-28.342-24.11-17.518h29.802z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Syrian Arab Republic +963</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.337h512v341.326H0z"></path><path fill="#0052B4" d="M0 85.337h256V256H0z"></path><path fill="white" d="M186.435 170.669L162.558 181.9l12.714 23.125-25.927-4.961-3.286 26.192L128 206.993l-18.06 19.263-3.285-26.192-25.927 4.96 12.714-23.125-23.877-11.23 23.877-11.231-12.714-23.125 25.927 4.96 3.286-26.192L128 134.344l18.06-19.263 3.285 26.192 25.928-4.96-12.715 23.125z"></path><circle fill="#0052B4" cx="128" cy="170.674" r="29.006"></circle><path fill="white" d="M128 190.06c-10.692 0-19.391-8.7-19.391-19.391 0-10.692 8.7-19.391 19.391-19.391 10.692 0 19.391 8.7 19.391 19.391 0 10.691-8.699 19.391-19.391 19.391z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Taiwan +886</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#D80027" d="M0 85.337h512v113.775H0z"></path><path fill="#6DA544" d="M0 312.888h512v113.775H0z"></path><g fill="#FFDA44"><path d="M226.318 300.522h59.364v-25.23l-11.873 5.937L256 263.421l-17.809 17.808-11.873-5.937zM192.355 270.84l2.763 8.504h8.94l-7.233 5.255 2.763 8.502-7.233-5.255-7.234 5.255 2.763-8.502-7.233-5.255h8.94zM200.921 241.16l2.763 8.502h8.94l-7.233 5.255 2.763 8.504-7.233-5.256-7.234 5.256 2.763-8.504-7.233-5.255h8.94zM225.409 218.899l2.763 8.502h8.94l-7.233 5.255 2.763 8.504-7.233-5.256-7.234 5.256 2.763-8.504-7.233-5.255h8.94zM319.645 270.84l-2.763 8.504h-8.94l7.233 5.255-2.763 8.502 7.233-5.255 7.234 5.255-2.763-8.502 7.233-5.255h-8.94zM311.079 241.16l-2.763 8.502h-8.94l7.233 5.255-2.763 8.504 7.233-5.256 7.234 5.256-2.763-8.504 7.233-5.255h-8.94zM286.591 218.899l-2.763 8.502h-8.94l7.233 5.255-2.763 8.504 7.233-5.256 7.234 5.256-2.763-8.504 7.233-5.255h-8.94zM256 207.767l2.763 8.503h8.941l-7.234 5.256 2.763 8.502-7.233-5.254-7.233 5.254 2.763-8.502-7.234-5.256h8.941z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Tajikistan +992</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#338AF3" d="M0 85.337h512v341.326H0z"></path><path fill="#6DA544" d="M0 426.663V85.337h512"></path><path fill="#FFDA44" d="M512 152.222V85.337H411.67L0 359.778v66.885h100.33z"></path><path d="M512 85.337v40.125L60.193 426.663H0v-40.125L451.807 85.337z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Tanzania, United Republic of Tanzania +255</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.334h512V426.66H0z"></path><path fill="#0052B4" d="M0 194.056h512v123.882H0z"></path><g fill="#D80027"><path d="M0 85.334h512v54.522H0zM0 372.143h512v54.522H0z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Thailand +66</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.337h512v341.326H0z"></path><path fill="#FFDA44" d="M256 256L0 90.691v44.242L155.826 256 0 377.067v44.242z"></path><path d="M0 90.691v330.618L189.217 256z"></path><path fill="white" d="M44.184 213.36l24.912 23.577 30.121-16.41-14.723 30.98 24.911 23.575-34.012-4.43L60.67 301.63l-6.296-33.716-34.012-4.43 30.119-16.408z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Timor-Leste +670</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.337h512v341.326H0z"></path><g fill="#496E2D"><path d="M0 85.337h512V153.6H0zM0 358.4h512v68.263H0zM0 221.863h512v68.263H0z"></path></g><path fill="#D80027" d="M0 85.337h204.054v204.054H0z"></path><path fill="white" d="M102.026 133.938l13.26 40.812h42.916l-34.718 25.226 13.26 40.814-34.718-25.224-34.719 25.224 13.263-40.814-34.718-25.226h42.913z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Togo +228</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.337h512v341.326H0z"></path><g fill="white"><path d="M210.715 174.377l3.684 11.338h11.919l-9.643 7.006 3.684 11.337-9.644-7.007-9.644 7.007 3.684-11.337-9.645-7.006h11.921zM116.816 281.971l4.605 14.172h14.9l-12.055 8.757 4.606 14.173-12.056-8.76-12.055 8.76 4.604-14.173-12.054-8.757h14.899zM144.696 119.679l4.604 14.172h14.901l-12.056 8.758 4.606 14.171-12.055-8.759-12.056 8.759 4.606-14.171-12.055-8.758h14.9zM69.539 175.331l4.604 14.172h14.9l-12.055 8.758 4.606 14.171-12.055-8.758-12.056 8.758 4.606-14.171-12.055-8.758h14.9z"></path></g><g fill="#FFDA44"><path d="M483.386 354.503H117.801s109.234-88.562 310.593-220.938c.001 0-88.443 128.935 54.992 220.938zM117.801 366.089c-11.177 0-11.195 17.37 0 17.37h365.585c11.177 0 11.195-17.37 0-17.37H117.801z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Tokelau +690</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.331h512v341.337H0z"></path><path fill="white" d="M0 85.331h256v170.663H0z"></path><path fill="#D80027" d="M141.357 157.303V130.59h-26.714v26.713H87.93v26.713h26.713v26.713h26.714v-26.713h26.713v-26.713z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Tonga +676</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.337h512v341.326H0z"></path><path fill="white" d="M6.066 85.337l207.961 212.636 131.584 128.69h160.323L297.973 214.027 166.389 85.337z"></path><path d="M43.364 85.337L384.69 426.663h83.946L127.31 85.337z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Trinidad and Tobago +1868</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.331h512v341.337H0z"></path><circle fill="white" cx="256" cy="255.994" r="96"></circle><g fill="#D80027"><path d="M267.826 219.291l16.47 22.695 26.673-8.649-16.496 22.676 16.468 22.695-26.664-8.681-16.495 22.676.017-28.04-26.664-8.682 26.674-8.648z"></path><path d="M277.818 312.724c-31.33 0-56.727-25.397-56.727-56.727s25.397-56.727 56.727-56.727c9.769 0 18.96 2.47 26.985 6.819-12.589-12.31-29.804-19.909-48.803-19.909-38.558 0-69.818 31.259-69.818 69.818s31.26 69.818 69.818 69.818c18.999 0 36.215-7.599 48.803-19.909-8.026 4.347-17.216 6.817-26.985 6.817z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Tunisia +216</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 450 300"><path fill="#d80027" d="M0 150V0h450v300H0V150z"></path><path fill="white" d="M247.3 118.3l35.2 5.8L307.4 99l5.1 32.8L344 150l-31.5 18.2-4.9 33.5-25.1-25.9-35.2 5.8L263 150z"></path><path fill="white" d="M240.6 228.6c-43.3 0-78.3-35.1-78.3-78.3S197.4 72 240.6 72c8.1 0 15.8 1.2 23.2 3.5-17.3-15-39.8-24-64.5-24-54.4 0-98.6 44.1-98.6 98.6s44.1 98.6 98.6 98.6c24.2 0 46.3-8.7 63.4-23.1-7 1.9-14.4 3-22.1 3z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Turkey +90</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#496E2D" d="M0 85.337h512v341.326H0z"></path><g fill="white"><path d="M357.208 183.679c8.397-23.404-1.036-48.858-21.281-61.536a52.131 52.131 0 0110.884 2.621c27.002 9.688 41.038 39.428 31.35 66.431s-39.428 41.038-66.431 31.35a52.182 52.182 0 01-10.069-4.895c23.686 3.084 47.15-10.566 55.547-33.971zM310.637 115.729l-7.297 9.427-11.22-4.026 6.712 9.852-7.296 9.427 11.443-3.338 6.712 9.852.361-11.914 11.444-3.339-11.221-4.025z"></path><path d="M330.338 146.448l-7.296 9.427-11.221-4.026 6.712 9.852-7.296 9.427 11.443-3.339 6.712 9.853.36-11.915 11.445-3.34-11.221-4.024zM275.9 126.916l-7.296 9.427-11.219-4.024 6.711 9.851-7.296 9.426 11.443-3.338 6.712 9.852.361-11.915 11.444-3.337-11.221-4.027zM275.101 162.105l-7.296 9.427-11.221-4.026 6.712 9.852-7.296 9.427 11.444-3.338 6.711 9.852.362-11.915 11.443-3.338-11.22-4.026zM308.585 174.118l-7.296 9.427-11.22-4.026 6.712 9.853-7.297 9.426 11.444-3.338 6.712 9.852.36-11.915 11.443-3.338-11.219-4.025z"></path></g><path fill="#D80027" d="M83.478 85.337h89.043v341.326H83.478z"></path><path fill="white" d="M117.458 175.191l-14.908-11.105v-15.705l14.908-11.105h21.084l14.908 11.105v15.705l-14.908 11.105z"></path><g fill="#FF9811"><path d="M128 137.276h-10.542l-14.908 11.105v7.678H128zM128 175.191h10.542l14.908-11.105v-8.012H128z"></path></g><path fill="white" d="M117.458 374.725l-14.908-11.106v-15.704l14.908-11.105h21.084l14.908 11.105v15.704l-14.908 11.106z"></path><g fill="#FF9811"><path d="M128 336.81h-10.542l-14.908 11.105v7.678H128zM128 374.725h10.542l14.908-11.106v-8.011H128z"></path></g><g fill="#496E2D"><path d="M117.458 274.957l-14.908-11.105v-15.703l14.908-11.106h21.084l14.908 11.106v15.703l-14.908 11.105zM153.971 299.391h-6.493v-6.493h-11.411l-8.068-8.068-8.067 8.068h-11.41v6.493h-6.493v12.986h6.493v6.492h11.41l8.068 8.069 8.068-8.069h11.41v-6.492h6.493zM153.971 199.623h-6.493v-6.492h-11.411l-8.068-8.069-8.067 8.069h-11.41v6.492h-6.493v12.986h6.493v6.492h11.41l8.068 8.07 8.068-8.07h11.41v-6.492h6.493z"></path></g><g fill="#D80027"><path d="M120.576 248.576h14.84v14.84h-14.84z"></path><circle cx="128" cy="206.113" r="7.421"></circle><circle cx="128" cy="305.887" r="7.421"></circle></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Turkmenistan +993</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.333h512V426.67H0z"></path><path fill="#FFDA44" d="M332.058 191.996v78.221c0 38.103 51.942 49.779 51.942 49.779s51.942-11.675 51.942-49.779v-78.221H332.058z"></path><path fill="#FF9811" d="M376.579 220.44c0 7.855-6.644 28.445-14.84 28.445s-14.84-20.589-14.84-28.445c0-7.856 14.84-14.222 14.84-14.222s14.84 6.367 14.84 14.222z"></path><path fill="#A2001D" d="M415.961 235.93c2.394-5.6 4.257-13.785 4.257-17.86 0-6.546-8.904-11.852-8.904-11.852s-8.904 5.306-8.904 11.852c0 4.075 1.862 12.26 4.257 17.86l-5.141 11.123a26.898 26.898 0 009.788 1.831c3.463 0 6.766-.654 9.788-1.831l-5.141-11.123z"></path><path fill="#6DA544" d="M372.87 270.217s-7.421 14.222-7.421 28.445h37.101c0-14.222-7.421-28.445-7.421-28.445l-11.13-7.111-11.129 7.111z"></path><path fill="#D80027" d="M395.13 270.217v-3.555c0-5.891-4.983-10.666-11.13-10.666-6.147 0-11.13 4.776-11.13 10.666v3.555h22.26z"></path><path fill="white" d="M256 85.333v30.553l-45.167 25.099H256v59.359h-59.103L256 233.179v22.817h-26.68l-73.494-40.826v40.826h-55.652v-48.573l-87.43 48.573H0v-30.554l45.167-25.098H0v-59.359h59.103L0 108.139V85.333h26.68l73.494 40.825V85.333h55.652v48.572l87.43-48.572z"></path><path fill="#D80027" d="M144 85.33h-32v69.332H0v32h112v69.334h32v-69.334h112v-32H144z"></path><path fill="#0052B4" d="M155.826 200.344L256 255.996v-15.737l-71.847-39.915z"></path><path fill="white" d="M155.826 200.344L256 255.996v-15.737l-71.847-39.915z"></path><g fill="#D80027"><path d="M155.826 200.344L256 255.996v-15.737l-71.847-39.915zM71.846 200.344L0 240.259v15.737l100.174-55.652z"></path></g><path fill="#0052B4" d="M100.174 140.982L0 85.33v15.737l71.847 39.915z"></path><path fill="white" d="M100.174 140.982L0 85.33v15.737l71.847 39.915z"></path><g fill="#D80027"><path d="M100.174 140.982L0 85.33v15.737l71.847 39.915zM184.154 140.982L256 101.067V85.33l-100.174 55.652z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Turks and Caicos Islands +1649</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 900 600"><path fill="#0052B4" d="M0 0h900v600H0z"></path><path fill="#00B2EE" d="M0 300h450V0h450v600H0V300z"></path><path fill="#FFDA44" d="M345.3 480.9l29.4 90.6-77.1-56H393l-77.1 56 29.4-90.6zM706.4 340l29.4 90.6-77.1-56H754l-77.1 56 29.5-90.6zM812.8 261.5l29.4 90.6-77.1-56h95.3l-77.1 56 29.5-90.6zM812.8 37.4l29.4 90.6-77.1-56h95.3l-77.1 56 29.5-90.6z"></path><path fill="white" d="M449.9 0v206.3h-81l81 54V300h-39.7l-129-85.9V300H168.7v-85.9L39.7 300H0v-39.7l81-54H0V93.8h81L0 39.9V0h39.7l129 85.9V0h112.5v85.9L410.2 0z"></path><path fill="#D80027" d="M253.1 0h-56.3v122H0v56.2h196.8V300h56.3V178.2h196.8V122H253.1z"></path><path fill="#2E52B2" d="M449.9 39.9v53.9h-81z"></path><path fill="#D80027" d="M0 300v-19.3l109.9-74.4h39.7L12.8 300zM12.8.1l136.8 93.7h-39.7L0 19.4V.1zM449.9.2v19.3L340 93.8h-39.7L437.1.2zM437.1 300l-136.8-93.7H340l109.9 74.4V300z"></path><path fill="#FFDA44" d="M719.9 131.6l29.4 90.6-77.1-56h95.3l-77.1 56 29.5-90.6zM584 187.7l29.4 90.6-77.1-56h95.3l-77.1 56 29.5-90.6zM614 430.6l29.4 90.6-77.1-56h95.3l-77.1 56 29.5-90.6zM488 332l29.4 90.6-77.1-56h95.3l-77.1 56L488 332zM488 464l29.4 90.6-77.1-56h95.3l-77.1 56L488 464z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Tuvalu +688</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="#232323" d="M0 0h512v341.3H0z"></path><path fill="#FFDA44" d="M0 56.9h512v56.9H0z"></path><path fill="#D32300" d="M0 113.8h512v56.9H0z"></path><path fill="#FFDA44" d="M0 227.6h512v56.9H0z"></path><path fill="#D32300" d="M0 284.4h512v56.9H0z"></path><circle fill="white" cx="256" cy="170.7" r="80.7"></circle><path d="M234.5 127.5c.9-1.4-19.6-2-19.6-2 1.7-2.5 18.4-10.5 18.4-10.5s-.9-6 2.7-9.8l-4.5-9.8s7-3.4 18.4-3.4 19.9 7 21 13.1l-6.4 3.4c-.1 4.7 1.7 11.6-4.3 17.3-5.9 5.7-8.3 6.9-8.5 18.8 0 3.9 2.3 8.2 8.8 11.7 17.4 9.3 38.6 28.2 44.6 33.9 6.1 5.7 5.1 19.2 2.6 25.2s-12.1 14.3-14.3 13.6c-2.2-.6 1.2-9.2-3.5-11.6 0 0-8.9-7.6-16.8.6s-.2 25.2 3.9 28c4.1 2.8 1.7 5-1.9 5H247c-3.8 0-5.4-2.3-1.9-5 7.6-3.8 12.4-15.3 7.4-20.3-4.9-4.9-18.3 1.5-21.5 6.3-2.8 2.8-8.8 3.6-12.9-1.4s-4.1-10.4-1.1-12.5c7-4.8 0 0 .1-.1 0 0 11.9-8.6 29.9-9 3.9 0 4.8-2.2 2.2-4.8 0 0-30.9-27.4-28.1-44.2 3-18.3 20-26.3 13.4-32.5-1.3-1.8 0 0 0 0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Uganda +256</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#FFDA44" d="M0 85.337h512v341.326H0z"></path><path fill="#338AF3" d="M0 85.337h512V256H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Ukraine +380</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.333h512V426.67H0z"></path><path fill="#D80027" d="M288 85.33h-64v138.666H0v64h224v138.666h64V287.996h224v-64H288z"></path><g fill="#0052B4"><path d="M393.785 315.358L512 381.034v-65.676zM311.652 315.358L512 426.662v-31.474l-143.693-79.83zM458.634 426.662l-146.982-81.664v81.664z"></path></g><path fill="white" d="M311.652 315.358L512 426.662v-31.474l-143.693-79.83z"></path><path fill="#D80027" d="M311.652 315.358L512 426.662v-31.474l-143.693-79.83z"></path><g fill="#0052B4"><path d="M90.341 315.356L0 365.546v-50.19zM200.348 329.51v97.151H25.491z"></path></g><path fill="#D80027" d="M143.693 315.358L0 395.188v31.474l200.348-111.304z"></path><g fill="#0052B4"><path d="M118.215 196.634L0 130.958v65.676zM200.348 196.634L0 85.33v31.474l143.693 79.83zM53.366 85.33l146.982 81.664V85.33z"></path></g><path fill="white" d="M200.348 196.634L0 85.33v31.474l143.693 79.83z"></path><path fill="#D80027" d="M200.348 196.634L0 85.33v31.474l143.693 79.83z"></path><g fill="#0052B4"><path d="M421.659 196.636L512 146.446v50.19zM311.652 182.482V85.331h174.857z"></path></g><path fill="#D80027" d="M368.307 196.634L512 116.804V85.33L311.652 196.634z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">United Kingdom +44</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 513 342"><path fill="white" d="M0 0h513v342H0z"></path><g fill="#338AF3"><path d="M0 38h513v38H0zM0 114h513v38H0zM0 190h513v38H0zM0 266h513v38H0z"></path></g><path fill="white" d="M0 0h256.5v190H0z"></path><path fill="#FFDA44" d="M192 95l-26.2 12.3 14 25.3-28.4-5.4-3.6 28.7-19.8-21.1-19.8 21.1-3.6-28.7-28.4 5.4 14-25.3L64 95l26.2-12.3-14-25.3 28.4 5.4 3.6-28.7L128 55.2l19.8-21.1 3.6 28.7 28.4-5.4-14 25.3z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Uruguay +598</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M0 85.337h512v341.326H0z"></path><path fill="#6DA544" d="M0 322.783h512v103.88H0z"></path><path fill="#338AF3" d="M0 85.337h512v104.515H0z"></path><path fill="white" d="M0 210.877h512v89.656H0z"></path><path fill="#338AF3" d="M0 85.337h512v104.515H0z"></path><g fill="white"><path d="M188.688 137.589c0-15.984 11.234-29.339 26.236-32.614a33.531 33.531 0 00-7.155-.777c-18.442 0-33.391 14.949-33.391 33.391s14.949 33.391 33.391 33.391c2.458 0 4.85-.273 7.155-.777-15.002-3.275-26.236-16.63-26.236-32.614zM234.658 152.766l2.261 6.957h7.315l-5.918 4.301 2.261 6.956-5.919-4.3-5.918 4.3 2.261-6.956-5.918-4.301h7.315zM258.006 152.766l2.26 6.957h7.315l-5.918 4.301 2.261 6.956-5.918-4.3-5.918 4.3 2.26-6.956-5.917-4.301h7.314zM281.353 152.766l2.26 6.957h7.315l-5.917 4.301 2.26 6.956-5.918-4.3-5.918 4.3 2.26-6.956-5.918-4.301h7.315zM304.7 152.766l2.262 6.957h7.315l-5.919 4.301 2.261 6.956-5.919-4.3-5.918 4.3 2.262-6.956-5.919-4.301h7.314zM328.048 152.766l2.26 6.957h7.315l-5.918 4.301 2.261 6.956-5.918-4.3-5.918 4.3 2.26-6.956-5.917-4.301h7.314zM258.006 128.482l2.26 6.956h7.315l-5.918 4.3 2.261 6.957-5.918-4.299-5.918 4.299 2.26-6.957-5.917-4.3h7.314zM281.353 128.482l2.26 6.956h7.315l-5.917 4.3 2.26 6.957-5.918-4.299-5.918 4.299 2.26-6.957-5.918-4.3h7.315zM304.7 128.482l2.262 6.956h7.315l-5.919 4.3 2.261 6.957-5.919-4.299-5.918 4.299 2.262-6.957-5.919-4.3h7.314zM328.048 128.482l2.26 6.956h7.315l-5.918 4.3 2.261 6.957-5.918-4.299-5.918 4.299 2.26-6.957-5.917-4.3h7.314zM281.353 104.198l2.26 6.956h7.315l-5.917 4.3 2.26 6.957-5.918-4.3-5.918 4.3 2.26-6.957-5.918-4.3h7.315zM304.7 104.198l2.262 6.956h7.315l-5.919 4.3 2.261 6.957-5.919-4.3-5.918 4.3 2.262-6.957-5.919-4.3h7.314zM328.048 104.198l2.26 6.956h7.315l-5.918 4.3 2.261 6.957-5.918-4.3-5.918 4.3 2.26-6.957-5.917-4.3h7.314z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Uzbekistan +998</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path d="M0 85.337h512v341.326H0z"></path><path fill="#6DA544" d="M512 256v170.663H0L215.185 256z"></path><path fill="#D80027" d="M512 85.337V256H215.185L0 85.337z"></path><path d="M221.001 239.304L26.868 85.337H8.956l208.168 165.098H512v-11.131zM8.956 426.663h17.912l194.133-153.967H512v-11.131H217.124zM0 92.44v14.206L188.317 256 0 405.354v14.205L206.229 256z"></path><g fill="#FFDA44"><path d="M8.956 85.337H0v7.103L206.229 256 0 419.559v7.104h8.956l208.168-165.098H512v-11.13H217.124z"></path><path d="M63.718 292.382v-14.295c14.265 0 25.87-11.606 25.87-25.869 0-10.092-8.211-18.303-18.304-18.303-6.875 0-12.469 5.593-12.469 12.469 0 4.397 3.577 7.974 7.974 7.974a4.514 4.514 0 004.508-4.508h14.295c0 10.368-8.435 18.804-18.802 18.804-12.279-.002-22.269-9.993-22.269-22.271 0-14.758 12.006-26.764 26.764-26.764 17.975 0 32.599 14.623 32.599 32.599 0 22.145-18.018 40.164-40.166 40.164z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Vanuatu +678</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 22.5 15"><path fill="#FFCE00" d="M0 0h22.5v5H0z"></path><path fill="#203899" d="M0 5h22.5v5H0z"></path><path fill="#D82B2B" d="M0 10h22.5v5H0z"></path><path fill="white" d="M12.13 5.38l.14.46.45.14-.39.27.01.48-.38-.29-.45.15.15-.44-.28-.38h.47zM10.36 5.38l.27.39h.47l-.28.38.15.45-.45-.16-.38.28.01-.47-.39-.28.45-.13zM13.8 5.94l-.01.48.39.27-.46.14-.14.45-.27-.38h-.48l.29-.38-.15-.45.45.16zM8.69 5.96l.4.27.44-.18-.13.46.3.36-.47.02-.26.4-.16-.44-.46-.12.37-.3zM15.24 7.13l-.2.44.25.4-.47-.05-.31.36-.1-.46-.43-.18.41-.24.03-.47.35.31zM15.43 8.25l.21.43.47.07-.34.33.08.46-.42-.22-.42.22.08-.46-.34-.33.47-.07zM7 8.2l.21.43.47.06-.34.33.08.47L7 9.27l-.42.22.08-.47-.34-.33.47-.06zM7.31 7.05l.45.14.38-.29v.48l.39.26-.45.15-.13.46-.28-.38-.47.01.27-.38z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Venezuela, Bolivarian Republic of Venezuela +58</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#D80027" d="M196.641 85.337H0v341.326h512V85.337z"></path><path fill="#FFDA44" d="M256 157.279l22.663 69.747H352l-59.332 43.106 22.664 69.749L256 296.774l-59.332 43.107 22.664-69.749L160 227.026h73.337z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Vietnam +84</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#0052B4" d="M0 85.334h512v341.337H0z"></path><path fill="white" d="M256 85.334V202.66h-46.069L256 233.38v22.617h-22.628L160 207.078v48.919H96v-48.919l-73.372 48.919H0V233.38l46.069-30.72H0v-64h46.069L0 107.951V85.334h22.628L96 134.241V85.334h64v48.907l73.372-48.907z"></path><g fill="#D80027"><path d="M144 85.33h-32v69.333H0v32h112v69.334h32v-69.334h112v-32H144z"></path><path d="M0 85.329v15.083l57.377 38.251H80zM256 85.329v15.083l-57.377 38.251H176z"></path></g><path fill="#2E52B2" d="M256 107.951v30.712h-46.069z"></path><g fill="#D80027"><path d="M0 85.329v15.083l57.377 38.251H80zM256 85.329v15.083l-57.377 38.251H176z"></path></g><path fill="#2E52B2" d="M256 107.951v30.712h-46.069z"></path><g fill="#D80027"><path d="M0 255.997v-15.082l57.377-38.252H80zM256 255.997v-15.082l-57.377-38.252H176z"></path></g><path fill="#FFDA44" d="M384 259.706l-46.129 46.129c8.645 16.675 26.051 28.074 46.129 28.074s37.484-11.4 46.129-28.074L384 259.706z"></path><path fill="#6DA544" d="M332.058 178.084V259.708c.001 39.759 51.942 51.941 51.942 51.941s51.941-12.182 51.942-51.942v-81.623H332.058z"></path><path fill="white" d="M372.87 215.181h22.261v59.359H372.87z"></path><circle fill="#A2001D" cx="384" cy="215.181" r="11.13"></circle><g fill="#FFDA44"><path d="M346.902 192.92h14.84v14.84h-14.84zM346.902 226.312h14.84v14.84h-14.84zM346.902 259.703h14.84v14.84h-14.84zM406.261 192.92h14.84v14.84h-14.84zM406.261 226.312h14.84v14.84h-14.84zM406.261 259.703h14.84v14.84h-14.84z"></path></g></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Virgin Islands, British +1284</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 341.3"><path fill="white" d="M0 0h512v341.3H0z"></path><path fill="#1583C4" d="M397.7 166.3l-51 97.7c-1.1 2-.3 4.5 1.8 5.6 2 1.1 4.5.3 5.6-1.8l51-97.7c1-2.1.1-4.6-2-5.5-2-.9-4.3-.2-5.4 1.7z"></path><path fill="#1583C4" d="M404.9 188l-57.8 75.4c-1.3 1.9-.8 4.5 1.1 5.8 1.7 1.2 4.1.9 5.5-.7l57.8-75.4c1.4-1.8 1.1-4.4-.8-5.8-1.8-1.5-4.4-1.1-5.8.7z"></path><path fill="#1583C4" d="M379 181.3l-32.5 83.1c-.8 2.1.2 4.6 2.4 5.4 2.1.8 4.6-.2 5.4-2.4l32.5-83.1c.7-2.2-.4-4.5-2.6-5.3-2.1-.6-4.3.4-5.2 2.3z"></path><path fill="#409347" d="M122.1 171.9c.4 1.7 1.2 4.7 2.2 8.5 1.7 6.4 3.6 12.8 5.6 18.7 2.3 6.9 14.7 31.4 20.2 39.1 6.9 9.7 14.1 19.3 21.5 28.6 1.6 1.9 4.5 2.1 6.4.5 1.8-1.6 2.1-4.3.7-6.2-7.3-9.2-14.4-18.6-21.2-28.2-4.2-5.8-17.2-31.1-19-36.7-2.9-8.7-5.4-17.6-7.6-26.5-.5-2.4-2.9-4-5.3-3.5s-4 2.9-3.5 5.3c-.1.2 0 .3 0 .4z"></path><g fill="#FFD836" stroke="#231F20" stroke-miterlimit="10"><path d="M297.1 114.9S279.5 42.8 261 42.8c-6.9 0-11.9-.6-15.4 6.4-.9 1.7-20.7-1.6-19.1 20.8.5 6.9 1.1-9.8 14.9-3.4 6.3 3-16.4 48.2-16.4 48.2h72.1z"></path><path d="M466.1 48.4l-90.9 22c-75.3 18.3-42.1 44.4-42.1 44.4l-72.1 12-72.1-12s33.2-26.1-42.1-44.4l-90.9-22C43.1 45.3 38.1 51.8 45.3 63c0 0 106.6 104 126.8 112 20.2 8.1 40.8 0 40.8 0s-14.9 8.7-24 24c-9.2 15.3-4.6 34.7-38.9 40.2-5.5 6.6-5 14 2.9 19.9 7.9 5.8 72.1-48.1 72.1-48.1s-24 24.4-24 36.1c0 5.1 44.1 53.8 60.1 53.8s60.1-48.7 60.1-53.8c0-11.7-24-36.1-24-36.1s64.2 53.9 72.1 48.1 11.4-19.3 2.8-19.9c-28-1.8-29.7-24.9-38.9-40.2-9.2-15.3-24-24-24-24s20.6 8.1 40.8 0S476.7 63 476.7 63c7.2-11.2 2.3-17.7-10.6-14.6z"></path></g><path fill="white" stroke="#231F20" stroke-miterlimit="10" d="M201.3 111.8v80.3c0 45.7 59.7 59.7 59.7 59.7s59.7-14 59.7-59.7v-80.3H201.3h0z"></path><g fill="#D80027"><path d="M225.2 137.7V235c8.2 6 17 10.2 23.9 12.9V137.7h-23.9zM296.8 137.7V235c-8.2 6-17 10.2-23.9 12.9V137.7h23.9z"></path></g><path fill="#0052B4" d="M201.3 111.8h119.4v37.9H201.3z"></path><path fill="#1583C4" d="M60.1 210.5l-21.9-58.1H15.7l31.8 80.8h25.2l31.5-80.8H81.7zM451.5 151.9h18.9v81.7h-18.9z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Virgin Islands, U.S. +1340</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 150 100"><path fill="#ED2939" d="M0 0h150v100H0z"></path><path fill="#002395" d="M0 0h20v44.33H0z"></path><path fill="white" d="M20 0h20v44.33H20z"></path><path fill="none" stroke="white" stroke-width="3" d="M0 44.33h62.75V0"></path><path fill="white" d="M108.08 43.29L87.96 23.17h40.25l-20.13 20.12zm-6.7 6.71L81.25 29.88v40.25L101.38 50zm6.7 6.71L87.96 76.83h40.25l-20.13-20.12zm6.71-6.71l20.13-20.13v40.25L114.79 50z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Wallis and Futuna +681</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="white" d="M0 85.337h512v341.326H0z"></path><path fill="#D80027" d="M0 85.337h512v113.775H0z"></path><path d="M0 312.888h512v113.775H0z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Yemen +967</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path fill="#496E2D" d="M0 85.331h512v341.337H0z"></path><path fill="#FF9811" d="M490.668 195.476h-48c0-8.836-7.164-16-16-16s-16 7.164-16 16h-48c0 8.836 7.697 16 16.533 16h-.533c0 8.836 7.162 16 16 16 0 8.836 7.162 16 16 16h32c8.836 0 16-7.164 16-16 8.836 0 16-7.164 16-16h-.533c8.837 0 16.533-7.164 16.533-16z"></path><path fill="#D80027" d="M341.337 255.994h56.888v170.663h-56.888z"></path><path fill="#FF9811" d="M455.112 255.994H512v170.663h-56.888z"></path><path d="M398.225 255.994h56.888v170.663h-56.888z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Zambia +260</div></div></div><div class="bg-white pr-spacing10 pl-spacing16 pt-spacing10 pb-spacing10 w-full font-normal text-xs text-gray cursor-pointer border-1 border-white hover:border-neutral-400"><div class="flex items-center font-Inter"><div class="w-5 h-5 flex items-center"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 85.333 512 341.333"><path d="M0 85.333h512V426.67H0z"></path><g fill="#FFDA44"><path d="M0 134.196h512v48.868H0zM0 329.668h512v48.868H0z"></path></g><path fill="#6DA544" d="M0 85.333h512v48.868H0z"></path><g fill="#D80027"><path d="M0 183.069h512v48.868H0zM0 280.806h512v48.868H0z"></path></g><path fill="#6DA544" d="M0 378.542h512v48.128H0z"></path><path fill="white" d="M276.992 255.996L106.329 426.659H0V85.333h106.329z"></path><path d="M256 255.996L85.334 426.662h20.987l170.667-170.666L106.321 85.33H85.334z"></path><path fill="#D80027" d="M102.465 202.57l13.259 40.812h42.917l-34.718 25.226 13.26 40.814-34.718-25.224-34.72 25.224 13.262-40.814-34.718-25.226h42.915z"></path><path fill="#FFDA44" d="M138.94 259.335l-34.559-12.243s-2.553-23.955-2.708-24.766c-1.173-6.18-6.603-10.851-13.123-10.851-7.376 0-13.357 5.98-13.357 13.357 0 1.223.178 2.402.486 3.528l-9.689 9.755h17.229c0 17.882-13.344 17.882-13.344 35.691l7.402 17.809h44.522l7.422-17.809h-.004a17.782 17.782 0 001.381-5.231c6.397-2.589 8.342-9.24 8.342-9.24z"></path></svg></div><div class="pl-spacing4 w-6 items-center text-neutral-700 font-semibold md:!w-45 !w-auto pl-spacing8 text-sm">Zimbabwe +263</div></div></div></div></div></div><div class="flex flex-col justify-start items-start self-stretch flex-grow-0 flex-shrink-0 relative mb-spacing16"><p class="text-xs leading-4.5"><span 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     h-33  bg-white overflow-hidden rounded-12 -z-0"><div class="w-6.5 h-8 bg-white rounded-xl border border-bootcamp-green-700 absolute -right-3.5 top-12.5 z-10"></div><div class="w-6.5 h-8 bg-white rounded-xl border border-bootcamp-green-700 absolute -left-3.5 top-12.5 z-10"></div><div class="border rounded-12 border-bootcamp-green-700 bg-bootcamp-green-200 w-full h-full py-spacing10 px-spacing16 shadow-elevation relative overflow-hidden"><div class="absolute -top-1 -right-1"><img alt="pattern" loading="lazy" width="95" height="153" decoding="async"  style="color:transparent" src="infinity_images/Pattern.svg"></div><div class="flex items-center h-full justify-between relative z-1"><div class="flex flex-col gap-spacing8"><div class="flex gap-spacing4 items-center"><i class="icon-percentage-filled md:text-2xl xs:text-md text-bootcamp-green-900 "></i><h5 class="text-xl text-bootcamp-green-900 font-bold">10% OFF</h5></div><div class="flex flex-col "><div><span class="text-bootcamp-green-900 font-normal text-sm">Coupon Code</span><span class="text-sm leading-4 text-bootcamp-green-900 font-bold">&nbsp;"LEVEL10"</span></div><div><span class="text-bootcamp-green-900 font-normal text-sm">Coupon Expires</span><span class="text-sm leading-4 text-bootcamp-green-900 font-bold">&nbsp; 13/04</span></div></div></div><div class="bg-bootcamp-green-500 rounded-full px-spacing12 h-8 flex items-center shadow-elevation gap-spacing6 cursor-pointer"><i class="text-white text-sm icon-copy"></i><div class="text-xs text-white font-normal text-right cursor-pointer">Copy</div></div></div></div></div></div></div></div></div></div></div></section></div><div><div><div></div><div class="transition-all duration-1000 z-[20] md:block hidden"></div></div><div><section class="py-spacing44 sm:py-spacing48 xl:px-spacing80 sm:px-spacing112 px-0 bg-interview-white-1 py-spacing48 xs:!mt-spacing48"><div class="px-spacing20 md:px-0 w-full 2xl:max-w-7xl mx-auto"><div class="row g-4"><div class="col-12 md:flex-col"><h3 class="text-interview-black-1 font-[700] md:text-title2 xs:text-title3 pb-spacing10">Description</h3><div class="relative "><div class="text-neutral7 font-normal md:text-bodyNormal xs:text-bannerPoints pb-spacing24"><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Machine Learning is the field of study that provides the computers the capability to learn without being explicitly programmed. It is one of the most exciting technologies that one would have never come across. Machine Learning has become one of the most popular career choices today. According to a recent report from Gartner, Artificial Intelligence will create more than 2.3 million jobs by 2020.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>A </span><a href="https://economicgraph.linkedin.com/research/LinkedIns-2017-US-Emerging-Jobs-Report" target="_blank" rel="nofollow" class="CertTheme__link"><span>LinkdeIn study</span></a><span> suggests that there are currently 1,829 jobs opening for Machine Learning Engineering positions. Another study conducted by Analytical India Magazine reveals that there are more than 78,000 jobs in the Data Science and Machine Learning jobs lying across India. The demand for Machine Learning is growing at a faster pace. There are many factors contributing to increase in the demand of Machine Learning. Most companies are investing in machine learning. Companies are looking to hire more ML experts.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Jobs in machine learning rapidly increasing due to the increase in machine learning industry. The report from International Data Corporation estimates states that investing on Machine Learning and Artificial Intelligence will increase from $12B in 2017 to $57.6 B in 2021. Jobs in machine learning are highly paid since, the job is creative and unstructured, companies pay employees really well. The report from Glassdoor, states the average salary of machine learning engineers for freshers is between INR 4.5 lakhs to INR 7 lakhs, it might reach upto INR 16 lakhs for experienced professionals.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>If you’re looking for interview questions and answers on machine learning for experienced and freshers, then you are at the right place. There are a lot of opportunities in many reputed companies across the globe. Good hands-on knowledge concepts will put you forward in the interview. You can find job opportunities everywhere. Our Machine Learning interview questions</span><b><strong class="CertTheme__textBold"> </strong></b><span>are exclusively designed for supporting employees in clearing interviews. We have tried to cover almost all the main topics related to Machine Learning.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Here, we have characterized the questions based on the level of expertise you’re looking for. Preparing for your interview with these interview questions on Machine Learning will give you an edge over other interviewees and will help you crack the Machine Learning interview</span><b><strong class="CertTheme__textBold"> </strong></b><span>easily. To get in-depth knowledge on Machine Learning you can also enroll for </span><a href="search?q=MACHINE+LEARNING+" target="_blank" rel="nofollow" class="CertTheme__link"><span>Machine Learning</span></a><span> course.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>All the best!</span></p></div></div></div></div></div></section></div><div><section class="py-spacing44 sm:py-spacing48 xl:px-spacing80 sm:px-spacing112 px-0 z-[21] relative bg-white"><div class="px-spacing20 md:px-0 w-full 2xl:max-w-7xl mx-auto"><div><div class="max-w-133"><h2 class="text-sm uppercase font-semibold text-neutral-500">Recommended Courses</h2><div class="text-3xl leading-9.75 font-bold text-mono-black mt-spacing6">Learners Enrolled For</div></div><div class="relative"><div><div class="absolute flex gap-spacing16  right-0 -top-10 "><button class="border-2 rounded-full h-8 w-8 flex items-center justify-center border-solid border-neutral-700 pr-spacing2 disabled:border-neutral-200 transition duration-300 ease-in-out hover:bg-neutral-100 text-neutral-800 disabled:text-neutral-300 disabled:bg-transparent recommendedCourses-sliderprev-button undefined"><i class="icon-chevron-right text-2xl leading-6 rotate-180 pointer-events-none"></i></button><button class="border-2 rounded-full h-8 w-8 flex items-center justify-center border-solid pl-spacing2 border-neutral-700 disabled:border-neutral-200 text-neutral-800 disabled:text-neutral-300 transition duration-300 ease-in-out hover:bg-neutral-100 disabled:bg-transparent recommendedCourses-slidernext-button undefined"><i class="icon-chevron-right text-2xl leading-6 pointer-events-none"></i></button></div><div class="arrow-slider-wrapper pt-spacing40"><div class="swiper !-m-3 !p-3"><div class="swiper-wrapper"></div></div></div></div></div></div></div></section></div><div class="md:pt-spacing48 pt-spacing44"><div><section data-id="ow-cta1-1" id="ow-cta1-1" class="py-spacing44 sm:py-spacing48 xl:px-spacing80 sm:px-spacing112 px-0 bg-home-cta !p-0"><div class="px-spacing20 md:px-0 w-full 2xl:max-w-7xl mx-auto"><div class="row g-4"><div class="col-12 md:flex-col"><div class="flex md:flex-row flex-col gap-spacing32 justify-center md:p-0 py-spacing24 px-spacing4 md:gap-spacing80"><img alt="CTA" loading="lazy" width="100" height="100" decoding="async"  class="self-end w-80 h-54" style="color:transparent" src="https://d2o2utebsixu4k.cloudfront.net/IllustrationCTA-5a461054ff2a4b0daa61b1369df49999.svg"><div class="flex justify-center md:w-140  items-center flex-col gap-spacing8"><div class="text-sm font-semibold uppercase text-secondary-700">Got more questions? 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