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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 group-hover:text-mono-black">Home</div></div></a><meta itemprop="position" content="1"><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"><a href="interview-questions" 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">Interview Questions</div></div></a><meta itemprop="position" content="2"><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"><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">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">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> 45 Questions<span class="bg-transparent"></span><i aria-hidden="true" class="icon-clock text-yellow-main text-base"></i> 30 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>214 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-1552664730-d307ca884978?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 class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Data science is an interdisciplinary field that involves the use of statistical, computational, and analytical methods to extract insights and knowledge from large and complex data sets. Data Scientists combine knowledge and skills from various disciplines, including computer science, mathematics, statistics, and domain expertise, to solve real-world problems using data-driven approaches. We have listed the top data science interview questions with answers.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Practice data science questions on A/B testing, machine learning algorithms, gradient descent, regression and classification, data manipulation, variable transformation, data clustering, NLP, data science algorithms, PCA, model evaluation techniques, functions, power analysis, and more in this article. These topics make this guide suitable for freshers, intermediate and experts in the field of data science. With Data Science Interview Questions, you can be confident that you will be well-prepared for your next interview. So, if you are looking to advance your career in data science, this guide is the perfect resource for you.</span></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">Data Science 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">Beginner</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">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">Beginner</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 A/B testing?</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>An A/B test is a randomized experiment, where "A" and "B" refer to 2 variants, undertaken in order to determine which variant is the more "effective." A/B testing is a very celebrated method for figuring out the best online promotional and marketing strategies for your business. It can be used to test everything from website copy to sales emails to search ads. And the advantages A/B testing provide are enough to offset the additional time it takes.</p><p>One big caveat for A/B testing is “ beware of the results based on the small sample size”. Sample sizes for A/B testing is a tricky business, and not as straightforward as most think (or would hope). But this is really only one piece of a larger puzzle related to statistical confidence, which can only come with both the necessary number of samples and required time for the experiment to play out. Properly experiment design will take into account the number of samples and conversions required for a desired statistical confidence, and will allow the experiment to play out fully, without pulling the plug ahead of time because there&nbsp;<em>appears</em> to be a winner.</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 are categorical variables?</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>A categorical variable (sometimes called a nominal variable) is one that has two or more categories, but there is no intrinsic ordering to the categories. &nbsp;For example, gender is a categorical variable having let’s say two categories (male and female) and there is no intrinsic ordering to the categories. &nbsp;Hair colour is also a categorical variable having a number of categories (blonde, brown, brunette, red, etc.) and again, there is no agreed way to order these from highest to lowest. &nbsp;A purely categorical variable is one that simply allows you to assign categories but you cannot clearly order the variables. &nbsp;If the variable has a clear ordering, then that variable would be an ordinal variable, as described below.&nbsp;</p><ol class="CertTheme__ol1 pt-spacing10"><li class="CertTheme__listItem pt-spacing10"><strong>Ordinal Variable</strong> - An ordinal variable is similar to a categorical variable. &nbsp;The difference between the two is that there is a clear ordering of the variables.</li><li class="CertTheme__listItem pt-spacing10"><strong>Interval Variable</strong> - An ordinal variable is similar to a categorical variable. &nbsp;The difference between the two is that there is a clear ordering of the variables.</li></ol><p><strong>Why does it matter if a variable is categorical, ordinal or interval?</strong></p><p>Statistical computations and analyses assume that the variables have specific levels of measurement. &nbsp;For example, it would not make sense to compute an average hair colour. &nbsp;An average of a categorical variable does not make much sense because there is no intrinsic ordering of the levels of the categories. Moreover, if you tried to compute the average of educational experience as defined in the ordinal section above, you would also obtain a nonsensical result. Because the spacing between the four levels of educational experience is very uneven, the meaning of this average would be very questionable. &nbsp;In short, an average requires a variable to be interval. Sometimes you have variables that are “in between” ordinal and interval, for example, a five-point Likert scale with values “strongly agree”, “agree”, “neutral”, “disagree” and “strongly disagree”. &nbsp;If we cannot be sure that the intervals between each of these five values are the same, then we would not be able to say that this is an interval variable, but we would say that it is an ordinal variable. &nbsp;However, in order to be able to use statistics that assume the variable is interval, we will assume that the intervals are equally spaced.</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 Machine Learning?</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 arises from this question: could a computer go beyond “what we know how to order it to perform” and learn on its own how to perform a specified task? Could a computer do things or learn as human being does? Rather than programmers crafting data-processing rules by hand, could a computer automatically learn these rules by looking at data?</p><p>“A machine-learning system is trained rather than explicitly programmed. It’s presented with many examples relevant to the task, and it finds statistical structure in these examples that eventually allows the system to come up with rules for automating the task. For instance, if you wished to automate the task of tagging your vacation pictures, you could present a machine-learning system with many examples of pictures already tagged by humans, and the system would learn statistical rules for associating specific pictures to specific tags.”</p><p>(Please refer to the Book – “<em>Deep Learning with Python” by Francois Chollet</em>)</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 is Gradient Descent?</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><ul><li class="CertTheme__listItem pt-spacing10"><strong>Gradient Descent variants:</strong></li></ul><p>Gradient descent is one of the most popular algorithms to perform optimization and widely used to optimize neural networks. At the same time, every state-of-the-art Deep Learning library contains implementations of various algorithms to optimize gradient descent (e.g. <a href="https://lasagne.readthedocs.io/en/latest/modules/updates.php" rel="nofollow" target="_blank">lasagne's</a>, <a href="https://caffe.berkeleyvision.org/tutorial/solver.php" rel="nofollow" target="_blank">caffe's</a>, and <a href="https://keras.io/optimizers/" rel="nofollow" target="_blank">keras'</a> documentation). Gradient descent is a way to minimize an objective function J(θ) parameterized by a model's parameters θ∈Rd by updating the parameters in the opposite direction of the gradient of the objective function ∇θJ(θ) w.r.t. to the parameters. The learning rate η determines the size of the steps we take to reach a (local) minimum. In other words, we follow the direction of the slope of the surface created by the objective function downhill until we reach a valley.</p><ul><li class="CertTheme__listItem pt-spacing10"><strong>Batch Gradient Descent -</strong>&nbsp;</li></ul><p>Batch gradient descent, computes the gradient of the cost function w.r.t. to the parameters θ for the entire training dataset:</p><p>θ=θ−η⋅∇θJ(θ)</p><p>As we need to calculate the gradients for the whole dataset to perform just <em>one</em> update, batch gradient descent can be very slow and is intractable for datasets that don't fit in memory. Batch gradient descent also doesn't allow us to update our model <em>online</em>, i.e. with new examples on-the-fly.</p><ul><li class="CertTheme__listItem pt-spacing10"><strong>Stochastic Gradient Descent -</strong> &nbsp;</li></ul><p>Stochastic gradient descent (SGD) in contrast performs a parameter update for <em>each</em> training example x(i) and label y(i):</p><p>θ = θ−η⋅∇θJ(θ; x(i); y(i))</p><p>Batch gradient descent performs redundant computations for large datasets, as it recomputes gradients for similar examples before each parameter update. SGD does away with this redundancy by performing one update at a time. It is therefore usually much faster and can also be used to learn online.</p><ul><li class="CertTheme__listItem pt-spacing10"><strong>Mini - Batch Gradient Descent -&nbsp;</strong></li></ul><p>Mini-batch gradient descent considers the best of both worlds and performs an update for every mini-batch of&nbsp;n&nbsp;training examples:</p><p>θ=θ−η⋅∇θJ(θ ; x(i:i+n)&nbsp;; y(i:i+n))</p><p>This way, it <em>a)</em> helps in reducing the variance of the parameter updates, which can lead to more stable convergence; and <em>b)</em> can make an effective use of highly-optimized matrix optimizations common to state-of-the-art deep learning libraries that make computing the gradient w.r.t. a mini-batch very efficient. Common mini-batch sizes range between 50 and 256, but can vary for different applications. Mini-batch gradient descent is typically the algorithm of choice when training a neural network and the term SGD usually is employed also when mini-batches are used.&nbsp;</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 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 does P-value signify about the statistical data?</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"><i><em class="CertTheme__textItalic">Don't be surprised if this question pops up as one of the top interview questions for data science in your next interview.</em></i><br></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>P-value in the parlance of statistics can be defined as “Lowest level of probability at which the null hypothesis can be rejected”. For key statistics like t-stat, P&lt;=0.05 indicates that the underlying null hypothesis can be rejected in favour of alternative hypothesis at 5% level of significance and for p&gt;0.05 indicates that we have less than absolute evidence that the null hypothesis is not true.</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">6. What is 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><strong>Linear Regression</strong> is the oldest, simple and widely used supervised machine learning algorithm for predictive analysis. It’s a method to predict a <strong>target variable</strong> by fitting the <em>best linear relationship</em> between the dependent and independent variable.</p><p><img alt="Linear Regression" 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><p>The best fitting line can be found by making sure that the sum of all the distances between the shape and the actual observations at each point is as small as possible. The fit of the shape is “best” in the sense that no other position would produce less error given the choice of shape.</p><p><strong>Types of Linear Regression:</strong></p><ol class="CertTheme__ol1 pt-spacing10"><li class="CertTheme__listItem pt-spacing10">Simple Linear Regression - This method uses a single independent variable to predict a dependent variable by fitting a best linear relationship.</li><li class="CertTheme__listItem pt-spacing10">Multiple Linear Regression - This method uses more than one independent variable to predict a dependent variable by fitting a best linear relationship.</li></ol><p></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">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. What is CRISP-DM? How does it help in an end-to-end Data Science execution? Briefly 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-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><strong>Response:&nbsp;</strong></p><p><strong>CRISP-</strong> DM stands for "Cross Industry Standard Process for Data Mining". This is a standard methodology used for end-to-end Data Science project or program execution. It follows various stages which involve different type of activities or tasks that are carried out during the program execution.&nbsp;</p><ol class="CertTheme__ol1 pt-spacing10"><li class="CertTheme__listItem pt-spacing10"><strong>Business understanding</strong> – typical tasks include the following: determining business objective or goals of what needs to be accomplished, assessing the situation, determining data mining goals and trying to convert business problem into data problem, defining project plan with various tasks etc.&nbsp;</li><li class="CertTheme__listItem pt-spacing10"><strong>Data understanding</strong> – typical tasks include the following: collecting initial data, describing data, exploring data, verifying data quality etc. This helps in preparing exploratory data analysis and acts as an interim step to show what patterns, variations exist in the data and can be shown to respective stakeholders.&nbsp;</li><li class="CertTheme__listItem pt-spacing10"><strong>Data preparation</strong> – typical tasks include selecting specific data needed for modelling purposes, cleaning data, constructing data, integrating data and formatting data as needed per requirement and scope. Feature engineering is performed as part of this process step and prepared as an input to the next phase. &nbsp;</li><li class="CertTheme__listItem pt-spacing10"><strong>Modelling or Model development</strong> – typical tasks include selecting modelling techniques, generating test design, building model, assessing model etc. This phase is used to build models using various algorithms or methods.&nbsp;</li><li class="CertTheme__listItem pt-spacing10"><strong>Model evaluation</strong> – typical tasks include evaluating results, reviewing process, determining next steps etc. Various metrics are being used to evaluate multiple models or multiple experiments that were created as part of the previous step or phase. &nbsp;</li><li class="CertTheme__listItem pt-spacing10"><strong>Deployment</strong> – typical tasks include plan deployment, plan monitoring &amp; maintenance, presenting product final report &amp; reviewing the project etc. This refers to the operationalization phase of an existing model or solution which was created and evaluated as the best experiment to be elevated to the production environment for usage and consumption purposes. &nbsp;</li></ol><p>These are iterative. Below diagram depicts a view of the process methodology.&nbsp;</p><p><img alt="view of the process methodology." 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-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 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 regularization and why it is helpful in the context of data science?</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"><b><strong class="CertTheme__textBold">Response:</strong></b></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>The process of adding a tuning parameter to a model or algorithm to induce smoothness to prevent and address overfitting issues is called "Regularization". Regularization term is added to a mathematical equation to prevent the coefficients to fit perfectly,avoiding the risk of overfitting.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>This is primarily performed by including a constant multiple to an existing weight vector. This constant is often either the L1 (Lasso) or L2 (Ridge), however, it can in actuality get into any norm. The model predictions should then minimize the mean of the loss or error function calculated on the regularized training set.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>L1 or Lasso regularization helps perform feature selection in sparse feature spaces, and that is a good practical reason to use L1 in some situations. However, beyond that particular reason, L1 may not perform better than L2 in practice. Even in a situation where you might benefit from L1's sparsity to do feature selection, using L2 on the remaining variables is likely to give better results than L1 by itself.</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 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. You have observed outliers in your dataset. What approaches will you consider to make your model more robust to outliers?</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><strong>Response:&nbsp;</strong></p><p>There are multiple ways to make a model more robust to outliers, from different aspects either from data preparation perspective or from a model-building perspective.&nbsp;</p><p>An outlier is assumed as being unwanted, unexpected, or a must-be-incorrect value to the human's knowledge so far (e.g. no one can live longer than 150 years of age) rather than a rare event which is possible but rare. Outliers are usually defined as the sample distribution. Hence, outliers could be removed in the pre-processing step (before any learning phase happens), by using standard deviations(sd) such as (Mean +/- 2*sd), it can be used for normality. Otherwise, interquartile ranges from Q1 - Q3, where Q1 - is the "middle" value in the first half of the rank-ordered data set, Q3 - is the "middle" value in the second half of the rank-ordered data set. It can be used for not normal/unknown as threshold levels.&nbsp;</p><p>Below diagram shows typical outliers encircled with red circles for sample illustration purposes.&nbsp;</p><p><img alt="Residuals versus the fitted values" 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-1498050108023-c5249f4df085?ixlib=rb-4.0.3&auto=format&fit=crop&w=1000&q=80"></p><p style="text-align:center"><a href="https://www.statisticshowto.datasciencecentral.com/wp-content/uploads/2015/06/residual-outlier.gif" rel="nofollow" target="_blank"><span style="font-size:14px">Image Ref</span></a></p><p>Additionally, data transformation (e.g. log transformation) may help if data have a noticeable tail. When outliers are related to the sensitivity of the collecting instrument which may not precisely record small values, Winsorization may be useful. Winsorizing or winsorization is the transformation of statistics by limiting extreme values in the statistical data to reduce the effect of possibly spurious outliers.&nbsp;</p><p>This type of transformation has the same effect as clipping signals (i.e. replaces extreme data values with less extreme values). Another option to reduce the influence of outliers is using mean absolute difference rather mean squared error.&nbsp;</p><p>For model building purposes, some models are resistant to outliers (e.g. tree-based approaches) or non-parametric tests. Tree models typically divide each node into two parts in each split, which is similar to the median effect. Therefore, at each split, all data points in a bucket could be equally treated regardless of the extreme values they may have.&nbsp;</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. You have been provided with a dataset which has some missing values. What are the possible methods to treat missing values in the dataset? Briefly 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></p><p><em>This is a common yet one of the most important data science interview questions and answers for experienced professionals, don't miss this one.</em></p><p><strong><span style="color:rgb(0, 0, 0)">Response</span></strong>:&nbsp;</p><p>There are multiple ways to deal with missing values in dataset depending on the nature of missing values.&nbsp;</p><p>Some of the key methods are as follows:&nbsp;</p><ol class="CertTheme__ol1 pt-spacing10"><li class="CertTheme__listItem pt-spacing10">Deletion methods are used when there are listwise and pairwise deletions. Here nature of missing data is missing completely at random. In listwise deletion, observations are deleted where any of the variables are missing. In pairwise deletion, analysis is performed with all cases in which the variables of interest are present.&nbsp;</li><li class="CertTheme__listItem pt-spacing10">Impute data by replacing with mean/mode/ median values. Imputation is a method to fill in the missing values with estimated values. The goal is to employ known relationships that can be identified as invalid values of the data set to assist in estimating the missing values. Mean / Mode / Median imputation is one of the most frequently used methods. It consists of replacing the missing data for a given attribute by the mean or median (quantitative attribute) or mode (qualitative attribute) of all known values of that variable.&nbsp;</li><li class="CertTheme__listItem pt-spacing10">kNN imputation – Another way is to treat using kNN imputation method. 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.&nbsp;</li><li class="CertTheme__listItem pt-spacing10">Prediction model is one of the sophisticated approaches for handling missing data. Here, we create a predictive model to estimate values that will substitute the missing data. &nbsp;In this case, we divide our data set into two sets: One set with no missing values for the variable and another one with missing values.&nbsp;</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">5. What do you mean by anomaly detection? What are the different types of anomalies?</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><strong><span style="color:rgb(0, 0, 0)">Response:&nbsp;</span></strong></p><p>In data mining, anomaly detection is referred to as the identification of items or events that do not conform to an expected pattern or other items present in the dataset. This is an uncommon behaviour or pattern in the data.&nbsp;</p><p>Three types of anomalies can be categorized broadly.&nbsp;</p><ol class="CertTheme__ol1 pt-spacing10"><li class="CertTheme__listItem pt-spacing10">Point anomalies&nbsp;</li><li class="CertTheme__listItem pt-spacing10">Contextual anomalies&nbsp;</li><li class="CertTheme__listItem pt-spacing10">Collective anomalies&nbsp;</li></ol><p>A single instance of data is considered to be nomalous if it's too far off from the rest. One of the examples of a typical business use case is about detecting credit card fraud based on "amount spent." This is a point anomaly.&nbsp;</p><p>When the abnormality is context-specific, then it is tagged as contextual anomaly. This type of anomaly is quite common in time-series forecasting related datasets. One of the examples of a typical business use case is that spending 100 USD on food every day during the holiday season is normal, however, it may be odd otherwise. Assume we have seen a spike in sales during Thanksgiving or Christmas vacation times, this may be genuine and expected. However, observing such a surge in a non-festive season could be anomalous.&nbsp;</p><p>When a set of data instances collectively helps in detecting anomalies, then it is categorized under "collective anomaly". One of the examples of a typical business use case is that someone is trying to perform a financial transaction form a remote machine accessing a source or host unexpectedly where he/she does not have the authority to do so, an anomaly that would be flagged as a potential fraud attack.&nbsp;</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 are different ways to check model performance? Explain one of them 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 class="CertTheme__paragraph" data-mode="standard"><br></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><b><strong class="CertTheme__textBold">Response:</strong></b></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>There are various ways to check the performance of a model that is being developed. Some of the key approaches are as follows:</span></p><ol class="CertTheme__ol1 pt-spacing10"><li value="1" class="CertTheme__listItem pt-spacing10"><span>Confusion Matrix</span></li><li value="2" class="CertTheme__listItem pt-spacing10"><span>Accuracy</span></li><li value="3" class="CertTheme__listItem pt-spacing10"><span>Precision and Recall</span></li><li value="4" class="CertTheme__listItem pt-spacing10"><span>F1 score</span></li><li value="5" class="CertTheme__listItem pt-spacing10"><span>ROC or Receiver Operating Characteristic Curve</span></li><li value="6" class="CertTheme__listItem pt-spacing10"><span>Precision-Recall Curve vs ROC curve</span></li></ol><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>For example, we can consider a binary classification scenario and will explain Precision / Recall in that case.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Assume that, there are 100 positive cases among 10,000 cases. You want to predict which ones are positive, and you pick 200 to have a better chance of catching many of the 100 positive cases. You record the IDs of your predictions, and when you get the actual results you sum up how many times you were correct or incorrect. There are four ways of being correct or incorrect.</span></p><ul class="CertTheme__ul"><li value="1" class="CertTheme__listItem pt-spacing10"><span>TN / True Negative: case was negative and predicted negative</span></li><li value="2" class="CertTheme__listItem pt-spacing10"><span>TP / True Positive: case was positive and predicted positive</span></li><li value="3" class="CertTheme__listItem pt-spacing10"><span>FN / False Negative: case was positive but predicted negative</span></li><li value="4" class="CertTheme__listItem pt-spacing10"><span>FP / False Positive: case was negative but predicted positive</span></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"><colgroup><col><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)"></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>Predicted Negative</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>Predicted Positive</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>Actual Negative Cases</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>9770 (TN)</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>130 (FP)</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>Actual Positive Cases</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>30 (FN)</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>70 (TP)</span></p></td></tr></tbody></table></div><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Now in the above example, if we compute:</span></p><ul class="CertTheme__ul"><li value="1" class="CertTheme__listItem pt-spacing10"><span>What percent of your predictions were correct? Answer: the "accuracy" was (9770+70) out of 10,000 = 98.4%</span></li><li value="2" class="CertTheme__listItem pt-spacing10"><span>What percent of the positive cases did you catch? Answer: the "recall" was 70 out of 100 = 70%</span></li><li value="3" class="CertTheme__listItem pt-spacing10"><span>What percent of positive predictions were correct? Answer: the "precision" was 70 out of 200 = 35%</span></li></ul><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 p-value? Explain briefly. If the p-value is relatively small, what would the statistical significance indicate in the context of the hypothesis?</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><strong><span style="color:rgb(0, 0, 0)">Response:&nbsp;</span></strong></p><p>The p-value or probability value, for a given statistical model, is the probability that when the null hypothesis is true the statistical summary would be equal to or more extreme than actual observed results. If we refer to figure 7, assuming a standard normal distribution of a population of data, the probability density is represented for each outcome and computed under the null hypothesis. The p-value is the area under the curve past the observed data point.&nbsp;</p><p>By convention, p-value is commonly set to 0.05, 0.01, 0.005 or 0.001 etc.&nbsp;</p><p>We have to note that, &nbsp;</p><p><em>Prob (observation | hypothesis) &lt;&gt; Prob (hypothesis | observation)</em>&nbsp;</p><p>i.e. the probability of observing a result given that some hypothesis is true is not equivalent to the probability that a hypothesis is true given that some result has been observed.&nbsp;</p><p>If the p-value is too small, the higher is the statistical significance since it indicates to the investigator that the hypothesis under consideration may not adequately explain the observation.&nbsp;</p><p><img alt="Graphical representation" 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-1510511459019-1d227f4220b3?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 the difference between Type 1 error and Type 2 error? Explain briefly with examples.</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><em>One of the most frequently posed data scientist interview questions and answers, be ready for this conceptual question.<br></em></p><p><strong><span style="color:rgb(0, 0, 0)">Response</span></strong>:&nbsp;</p><p>A type I error is the incorrect rejection of a true null hypothesis. Typically, a type I error leads one to conclude that a supposed effect or relationship exists when in fact it doesn't. &nbsp;</p><p>Examples of type I errors include a test that shows a patient to have a disease when in fact the patient does not have the disease, a fire alarm going on indicating a fire when in fact there is no fire, or an experiment indicating that a medical treatment should cure a disease when in fact it does not.&nbsp;</p><ul><li class="CertTheme__listItem pt-spacing10">Type I error refers to “false positive”.&nbsp;</li><li class="CertTheme__listItem pt-spacing10">A type II error is the failure to reject a false null hypothesis. &nbsp;</li></ul><p>Examples of type II errors would be a blood test failing to detect the disease it was designed to detect, in a patient who really has the disease; a fire breaking out and the fire alarm does not ring; or a clinical trial of a medical treatment failing to show that the treatment works when really it does.&nbsp;</p><p>Type II error refers to “false negative”.&nbsp;</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. Which one is better – too many false positives or too many false negatives? 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><strong><span style="color:rgb(0, 0, 0)">Response:&nbsp;</span></strong></p><p>This depends on the situation of the context and the data and domain that we are considering and trying to solve.&nbsp;</p><p>For email spam filtering use case, a false positive occurs when spam filtering or blocking techniques incorrectly classify a legitimate email message as spam. While most anti-spam techniques can block a high percentage of unwanted emails, doing so without creating significant false-positive outcomes is a much more demanding activity. Hence, we prefer too many false negatives over many false positives.&nbsp;</p><p>In another example of a medical testing scenario, false negatives may provide a falsely reassuring message to patients and physicians that disease is absent when it is present. This sometimes leads to inappropriate treatment of both the patient and their associated disease. Hence, it is desired to have too many false positives in this context.&nbsp;</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. How do you handle unbalanced class issue in a binary classification context? 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><strong><span style="color:rgb(0, 0, 0)">Response:&nbsp;</span></strong></p><p>Imbalanced data usually refers to a problem with classification problems where the classes are not represented equally. For example, in a credit card fraud detection scenario, we may have a 2-class (binary) classification problem with 100 instances (rows). A total of 95 instances are labelled with Class-1 which are genuine transactions and the remaining 5 instances are labelled with Class-2 which are fraudulent transactions.&nbsp;</p><p>This is an imbalanced dataset and the ratio of Class-1 to Class-2 instances is 95:5. You can have a class imbalance problem on two-class classification problems as well as multi-class classification problems. &nbsp;</p><p>We can handle it in various ways.&nbsp;</p><ol class="CertTheme__ol1 pt-spacing10"><li class="CertTheme__listItem pt-spacing10">One way to see if we can collect more data, to make the imbalance cases more balance may be 75:25 split etc.&nbsp;</li><li class="CertTheme__listItem pt-spacing10">Try to resample your dataset, i.e. over-sampling or under-sampling. We can include copies of instances from the under-represented class called over-sampling. This is similar to formally sampling with replacement. Secondly, we can delete instances from the over-represented class, called under-sampling.&nbsp;</li><li class="CertTheme__listItem pt-spacing10">We can try changing the performance metric while evaluating the model. Accuracy is not the metric to use when working with imbalanced classes like this example here. Other metrics such as Precision, Recall, F1score, Confusion matrix, etc. can be looked into.&nbsp;</li><li class="CertTheme__listItem pt-spacing10">We can also try experimenting with different algorithms to see how outcomes differ.&nbsp;</li></ol><p>Lot of different aspects can be looked at. All of these vary based on the context, dataset and domain also that we are analyzing on.&nbsp;</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. What is population and what are summary measures?</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"><b><strong class="CertTheme__textBold">Response:</strong></b></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Population is the entire collection of the dataset for which the information is desired. When we deal with the dataset, then the entire set of data which may be a collection of objects or individuals are called as population.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>There are different categories of “summary measures”. When we describe data numerically, then we use various summary measures such as the following:</span></p><ol class="CertTheme__ol1 pt-spacing10"><li value="1" class="CertTheme__listItem pt-spacing10"><span>Mean</span></li><li value="2" class="CertTheme__listItem pt-spacing10"><span>Median</span></li><li value="3" class="CertTheme__listItem pt-spacing10"><span>Quartiles</span></li><li value="4" class="CertTheme__listItem pt-spacing10"><span>Range</span></li><li value="5" class="CertTheme__listItem pt-spacing10"><span>Interquartile range (IQR)</span></li><li value="6" class="CertTheme__listItem pt-spacing10"><span>Variance</span></li><li value="7" class="CertTheme__listItem pt-spacing10"><span>Standard deviation</span></li></ol><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Out of the above measures, Mean and Median are used for "centre and location of numerical datasets”. Quartiles are used as other measures of location. Range, IQR, variance and Standard deviation parameters are used for variances in the dataset.</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">12. The weight of an object is normally distributed with a mean of 30 pounds and a standard deviation of 9.8 pounds. A person randomly selected 36 objects and loaded them into a vehicle. What is the probability that the bunch of objects will weigh &gt; 1010 pounds?</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"><i><em class="CertTheme__textItalic">A staple in data science technical interview questions and answers, be prepared to answer this one using your hands-on experience.</em></i><br></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><b><strong class="CertTheme__textBold">Response:</strong></b></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Let’s consider a normal distribution N</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>This is an example of a central limit theorem. As n increases, the average of x (x-bar let's call) should get closer to the population mean (mu) Average of x is denoted as x-bar.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>If we consider normal distribution and will try to write below mathematical equation as per normal distribution for this problem:</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-egj4238s3" class="jsx-189f2d4cbe17d436 whitespace-pre-wrap break-words w-full font-mono text-sm"><span class="CertTheme__tokenProperty">X</span><span> </span><span class="CertTheme__tokenOperator">~</span><span> </span><span class="CertTheme__tokenProperty">N</span><span class="CertTheme__tokenPunctuation">(</span><span class="CertTheme__tokenProperty">30</span><span class="CertTheme__tokenPunctuation">,</span><span> </span><span class="CertTheme__tokenProperty">9.8</span><span class="CertTheme__tokenOperator">/</span><span class="CertTheme__tokenFunction">sqrt</span><span class="CertTheme__tokenPunctuation">(</span><span class="CertTheme__tokenProperty">36</span><span class="CertTheme__tokenPunctuation">)</span><span class="CertTheme__tokenPunctuation">)</span><span>&nbsp;</span><br><span>Probability </span><span class="CertTheme__tokenAttr">of</span><span> a group </span><span class="CertTheme__tokenAttr">of</span><span> objects weighing </span><span class="CertTheme__tokenOperator">&gt;</span><span> </span><span class="CertTheme__tokenProperty">1010</span><span> pounds </span><span class="CertTheme__tokenPunctuation">[</span><span>Symbol</span><span class="CertTheme__tokenPunctuation">]</span><span>&nbsp;</span><br><span class="CertTheme__tokenFunction">Prob</span><span class="CertTheme__tokenPunctuation">(</span><span>x</span><span class="CertTheme__tokenOperator">-</span><span>bar </span><span class="CertTheme__tokenOperator">&gt;</span><span> </span><span class="CertTheme__tokenProperty">1010</span><span class="CertTheme__tokenOperator">/</span><span class="CertTheme__tokenProperty">36</span><span class="CertTheme__tokenPunctuation">)</span><span> </span><span class="CertTheme__tokenOperator">=</span><span> Prob</span><span class="CertTheme__tokenPunctuation">[</span><span class="CertTheme__tokenPunctuation">(</span><span>x</span><span class="CertTheme__tokenOperator">-</span><span>bar – </span><span class="CertTheme__tokenProperty">30</span><span class="CertTheme__tokenPunctuation">)</span><span> </span><span class="CertTheme__tokenOperator">&gt;</span><span> </span><span class="CertTheme__tokenPunctuation">(</span><span class="CertTheme__tokenProperty">1010</span><span class="CertTheme__tokenOperator">/</span><span class="CertTheme__tokenProperty">36</span><span> </span><span class="CertTheme__tokenOperator">-</span><span> </span><span class="CertTheme__tokenProperty">30</span><span class="CertTheme__tokenPunctuation">)</span><span class="CertTheme__tokenPunctuation">]</span><span> </span><span class="CertTheme__tokenPunctuation">,</span><span> which further implies</span><span class="CertTheme__tokenOperator">:</span><span> &nbsp;</span><br><span class="CertTheme__tokenFunction">Prob</span><span class="CertTheme__tokenPunctuation">(</span><span>x</span><span class="CertTheme__tokenOperator">-</span><span>bar </span><span class="CertTheme__tokenOperator">&gt;</span><span> </span><span class="CertTheme__tokenProperty">1010</span><span class="CertTheme__tokenOperator">/</span><span class="CertTheme__tokenProperty">36</span><span class="CertTheme__tokenPunctuation">)</span><span> </span><span class="CertTheme__tokenOperator">=</span><span> Prob</span><span class="CertTheme__tokenPunctuation">[</span><span class="CertTheme__tokenPunctuation">(</span><span> </span><span class="CertTheme__tokenPunctuation">(</span><span>x</span><span class="CertTheme__tokenOperator">-</span><span>bar – </span><span class="CertTheme__tokenProperty">30</span><span class="CertTheme__tokenPunctuation">)</span><span> </span><span class="CertTheme__tokenOperator">/</span><span> </span><span class="CertTheme__tokenPunctuation">(</span><span class="CertTheme__tokenProperty">9.8</span><span class="CertTheme__tokenOperator">/</span><span class="CertTheme__tokenFunction">sqrt</span><span class="CertTheme__tokenPunctuation">(</span><span class="CertTheme__tokenProperty">36</span><span class="CertTheme__tokenPunctuation">)</span><span> </span><span class="CertTheme__tokenPunctuation">)</span><span> </span><span class="CertTheme__tokenPunctuation">)</span><span> </span><span class="CertTheme__tokenOperator">&gt;</span><span> </span><span class="CertTheme__tokenPunctuation">(</span><span class="CertTheme__tokenPunctuation">(</span><span class="CertTheme__tokenProperty">1010</span><span class="CertTheme__tokenOperator">/</span><span class="CertTheme__tokenProperty">36</span><span> – </span><span class="CertTheme__tokenProperty">30</span><span class="CertTheme__tokenPunctuation">)</span><span> </span><span class="CertTheme__tokenOperator">/</span><span> </span><span class="CertTheme__tokenPunctuation">(</span><span class="CertTheme__tokenProperty">9.8</span><span class="CertTheme__tokenOperator">/</span><span class="CertTheme__tokenFunction">sqrt</span><span class="CertTheme__tokenPunctuation">(</span><span class="CertTheme__tokenProperty">36</span><span class="CertTheme__tokenPunctuation">)</span><span class="CertTheme__tokenPunctuation">)</span><span> </span><span class="CertTheme__tokenPunctuation">)</span><span class="CertTheme__tokenPunctuation">]</span><span> </span><span class="CertTheme__tokenOperator">=&gt;</span><span>&nbsp;</span><br><span class="CertTheme__tokenFunction">Prob</span><span class="CertTheme__tokenPunctuation">(</span><span>x</span><span class="CertTheme__tokenOperator">-</span><span>bar </span><span class="CertTheme__tokenOperator">&gt;</span><span> </span><span class="CertTheme__tokenProperty">1010</span><span class="CertTheme__tokenOperator">/</span><span class="CertTheme__tokenProperty">36</span><span class="CertTheme__tokenPunctuation">)</span><span> </span><span class="CertTheme__tokenOperator">=</span><span> </span><span class="CertTheme__tokenFunction">Prob</span><span class="CertTheme__tokenPunctuation">(</span><span class="CertTheme__tokenProperty">Z</span><span> </span><span class="CertTheme__tokenOperator">&gt;</span><span> </span><span class="CertTheme__tokenOperator">-</span><span class="CertTheme__tokenProperty">1.190</span><span class="CertTheme__tokenPunctuation">)</span><span>&nbsp;</span><br><span>&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; </span><span class="CertTheme__tokenOperator">=</span><span> </span><span class="CertTheme__tokenProperty">1</span><span> – </span><span class="CertTheme__tokenProperty">0.1170</span><span> &nbsp;</span><br><span>&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; </span><span class="CertTheme__tokenOperator">=</span><span> </span><span class="CertTheme__tokenProperty">0.883</span><span> </span><span class="CertTheme__tokenPunctuation">(</span><span class="CertTheme__tokenAttr">as</span><span> per normal z</span><span class="CertTheme__tokenOperator">-</span><span>score table</span><span class="CertTheme__tokenPunctuation">)</span><span>&nbsp;</span><br><span>Hence probability is </span><span class="CertTheme__tokenProperty">88.3</span><span class="CertTheme__tokenOperator">%</span><span> or </span><span class="CertTheme__tokenProperty">0.883</span><span> </span></pre></div></div><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Here, the probability that z-score &gt; -1.19 is equal to the blue colour area below of area under the curve.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><img alt="Area under the curve" 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-1666887360680-692ab8dcc6de?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, the area above -1.19 is same as area below 1.19 as per the distribution diagram below.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><img alt="Area under the curve" 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-1666887360680-692ab8dcc6de?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">13. What is variable transformation? When to use variable transformation?</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><strong><span style="color:rgb(0, 0, 0)">Response:&nbsp;</span></strong></p><p>We perform different exploration tasks when we get input datasets to perform analyses and understand the same. Once our data is ready and analyzed, we try to perform the feature engineering process to make it ready to be used in a modelling process.&nbsp;</p><p>Feature engineering process comprises of two key tasks such as Variable/feature transformation and Variable/feature creation.&nbsp;</p><p><strong>Variable or feature transformation</strong> – This is where a variable is replaced by a function. For example, replacing a variable F1 by the square or cube root or logarithm F1 is a transformation. Therefore, this process changes the distribution or relationship of a variable with others.&nbsp;</p><p>Some of the situations where we want to use variable transformation are as follows:&nbsp;</p><ol class="CertTheme__ol1 pt-spacing10"><li class="CertTheme__listItem pt-spacing10">For standardization purposes or scale-up cases – if it is needed to change the scale of the variable or to standardize it for better interpretation. While transformation is important, it does not necessarily change the shape of a variable distribution.&nbsp;</li><li class="CertTheme__listItem pt-spacing10">For transforming non-linear to linear relationships – if it is needed to transform non-linear relationships into linear relationships, then this may be used. Linear relationship between variables is simpler to interpret compared to a non-linear relation. Some examples are - Scatter plots, Log transformation approaches. These techniques can be used as different techniques in these situations.&nbsp;</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">14. Provide examples of three methods of variable transformation?</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"><b><strong class="CertTheme__textBold">Response:</strong></b></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>There are different approaches to transform variables during feature engineering process.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Three methods are explained below:</span></p><ul class="CertTheme__ul"><li value="1" class="CertTheme__listItem pt-spacing10"><b><strong class="CertTheme__textBold">Binning approach – </strong></b><span>variables can be classified or categorized using this approach. This is performed on original values, percentile or frequency of respective variables. Business understanding, goal, objectives are needed to decide on these categorization techniques.</span></li><li value="2" class="CertTheme__listItem pt-spacing10"><ul class="CertTheme__ul"><li value="1" class="CertTheme__listItem pt-spacing10"><span>For example, we can classify income categories in 3 categories, such as High, Average and Low. Anybody with annual income let's say up to 500,000 are into Low category, 500,001 to 20,00,000 falls into Average category and &gt; 20,00,000 falls into High category and so on as an example.</span></li><li value="2" class="CertTheme__listItem pt-spacing10"><span>We can also perform co-variate binning, that depends on the value of more than one variable.</span></li></ul></li><li value="2" class="CertTheme__listItem pt-spacing10"><b><strong class="CertTheme__textBold">Log transformation –</strong></b><span> Log value of a variable is the standard transformation method which is used to change the shape of the distribution of the variable on the particular distribution list. This is generally used for reducing negative skewness of variables. Histograms can be plotted for based kurtosis, mean and standard deviation values, log transformation can be decided.</span></li><li value="3" class="CertTheme__listItem pt-spacing10"><b><strong class="CertTheme__textBold">Square root or Cube root etc –</strong></b><span> The square root of a variable is used to have a sound effect on variable distribution. It is not significant compared to Log transformation. Cube root of the variable is used for transformation where it can be applied to negative values including zero.</span></li></ul><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">15. What is clustering? What are the different types? Briefly 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"><b><strong class="CertTheme__textBold">Response:</strong></b></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Clustering is part of unsupervised learning in machine learning and data science. Cluster analysis or data segmentation is an exploratory method for identifying homogeneous groups or clusters of records.</span></p><ul class="CertTheme__ul"><li value="1" class="CertTheme__listItem pt-spacing10"><span>Similar records should belong to the same cluster.</span></li><li value="2" class="CertTheme__listItem pt-spacing10"><span>Dissimilar records should belong to different clusters.</span></li></ul><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><img alt="clusters." 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-1515378791009-187515dbb2f3?ixlib=rb-4.0.3&auto=format&fit=crop&w=1000&q=80"></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Clustering algorithms are largely distinguished by two characteristics. One is "similarity metric" and the other is "agglomeration function (kind of merge/bottom up) strategy".</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Clustering can be of various types. Some key categories are as follows:</span></p><ol class="CertTheme__ol1 pt-spacing10"><li value="1" class="CertTheme__listItem pt-spacing10"><span>Hierarchical clustering – using connectivity models</span></li><li value="2" class="CertTheme__listItem pt-spacing10"><span>K-means clustering – using centroid models</span></li><li value="3" class="CertTheme__listItem pt-spacing10"><span>Expectation-maximization – statistics based</span></li><li value="4" class="CertTheme__listItem pt-spacing10"><span>Density-based – statistics based</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">16. What are the different types of machine learning categories in Data Science? Explain briefly about various algorithms/techniques within those?</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><strong><span style="color:rgb(0, 0, 0)">Response:&nbsp;</span></strong></p><p>Machine learning can be broadly categorized into the following four types:&nbsp;</p><ol class="CertTheme__ol1 pt-spacing10"><li class="CertTheme__listItem pt-spacing10">Supervised&nbsp;</li><li class="CertTheme__listItem pt-spacing10">Unsupervised&nbsp;</li><li class="CertTheme__listItem pt-spacing10">Semi-supervised&nbsp;</li><li class="CertTheme__listItem pt-spacing10">Reinforcement &nbsp;</li></ol><p>Below image would provide a very high-level interpretation of different machine learning categories.&nbsp;</p><p><img alt="very high-level interpretation of different machine learning categories" 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-1451187580459-43490279c0fa?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 Ensemble method in Data Science?</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><strong><span style="color:rgb(0, 0, 0)">Response:&nbsp;</span></strong></p><p>Ensemble methods are based on the idea of combining predictions from many so-called base models. They can be seen as a type of meta-algorithms, in the sense that they are methods composed of other methods.&nbsp;</p><p>Bagging, boosting are some key examples of leveraging ensemble methods. Random forest algorithm uses the ensemble approach effectively in specific scenarios.&nbsp;</p><ul><li class="CertTheme__listItem pt-spacing10"><strong>Bagging</strong> – The idea behind bagging is to train multiple models of the same type in parallel and on different versions of training data. By averaging the predictions of the resulting ensemble of models, it is possible to reduce the variance compared to using only a single model. One of the key implementation examples is Random Forest algorithms in this context. Random forests make use of classification or regression trees as base models. Each tree is randomly perturbed in a certain way which opens up for additional variation reduction in the dataset. &nbsp;</li><li class="CertTheme__listItem pt-spacing10"><strong>Boosting –</strong> Another approach is boosting which is different than the bagging technique and random forests. Its base models are learned sequentially, one after the other. Hence each model tries to correct for the mistakes done by previous models. By considering the weighted average of the predictions made by base models, this transforms the ensemble of "weak" models into "strong" models.&nbsp;</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">18. What is the difference between Regression and Classification? When should one use Classification compared to 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 class="CertTheme__paragraph" dir="ltr" data-mode="standard"><b><strong class="CertTheme__textBold">Response:</strong></b></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Classification and Regression are both used for Supervised Learning cases.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Classification produces discrete values to classify or categorize the target (e.g. fail/No-fail etc.) whereas regression provides a continuous result that allows us to distinguish between various point values effectively.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Hence, in a dataset, if the target variable is continuous, then “regression” will be used. If the target variable is categorical, then “classification” will be used.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>If we wanted to predict whether a machine will fail or not in future, we will use classification. If we want to predict the height of a person based on other relative attributes where target is a number and continuous of nature, then we will use regression.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Of course, there are different types of regression and they are not same and have different techniques to solve different type of business problems.</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">19. What is cross-validation? What is meant by 5-fold cross-validation?</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"><i><em class="CertTheme__textItalic">A staple in senior data scientist interview questions with answers, be prepared to answer this one using your hands-on experience. This is also one of the top data science questions to ask a data scientist.</em></i><br></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><b><strong class="CertTheme__textBold">Response:</strong></b></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Cross-validation (CV) is a technique used to validate machine learning models. The data set is divided into training and test datasets. The model is created based on the training dataset and trained on that. It is then used to validate with some new dataset which is a test dataset. Cross-validation is a technique for asserting how results or outcomes of a statistical analysis on a given dataset will generalize to an independent dataset.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>A sample representation can be illustrated below.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><img alt="Cross-validation" 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-1531482615713-2afd69097998?ixlib=rb-4.0.3&auto=format&fit=crop&w=1000&q=80"></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Here training and test data are shuffled randomly to create multiple flavours for various iterations. The objective of a CV is to test a model's ability to predict new data that was not used while training the model or estimating the model, to help identify issues such as overfitting or bias etc. Hence the model can be generalized by using certain approaches once we perform CV tests.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>5-fold CV is nothing but CVs covering 5 iterations.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>This could be represented or illustrated by the below image.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><img alt="Cross-validation result" 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-1497215968147-3f36c5df5ed3?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. What does pruning refer to in a tree-based algorithm? Why is it used?</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><strong><span style="color:rgb(0, 0, 0)">Response:&nbsp;</span></strong></p><p>When branches in a decision tree have weak predictive power, they are removed to reduce the complexity of the model or solution. They also increase the predictive accuracy of a decision tree. This is referred to as pruning on decision trees which are basic tree-based approaches used in machine learning.&nbsp;</p><p>Reduced error pruning is one of the simple methods that replace each node. This is used for optimizing the accuracy of the model/solution.&nbsp;</p><p>An unpruned decision tree example:&nbsp;</p><p><img alt="An unpruned decision tree example" 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 data-contrast="auto" lang="EN-US">A pruned decision tree example:</span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:257}">&nbsp;</span>&nbsp;</p><p><img alt="A pruned decision tree example" 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-1525547719571-a2d4ac8945e2?ixlib=rb-4.0.3&auto=format&fit=crop&w=1000&q=80"></p><p><span data-contrast="auto" lang="EN-US">A pruned tree has fewer nodes and less sparsity compared to an unpruned tree.</span><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:257}">&nbsp;</span>&nbsp;</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">21. What is Machine Learning interpretability and what are different types of dataset shifts?</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><strong><span style="color:rgb(0, 0, 0)">Response:&nbsp;</span></strong></p><p>Machine Learning interpretability refers to a concept where one can have a better understanding of what is happening as part of the predicted outcome from an ML model. In real-world scenarios, there are always data quality issues, nature of data distribution, the way data has been collected or gathered over some time etc. has a lot of impact in formulating the machine learning process in which the model is developed. The outcome of a model in terms of prediction accuracy or something similar largely depends on various aspects such as features that are used, variation in features, data distribution, variation of correlation between those features etc.&nbsp;</p><p>There are different types of dataset shifts. These are critical since this will impact the model performance after it is being put into production. Existing model, which is trained and developed in the development phase, may change due to various factors.&nbsp;</p><ol class="CertTheme__ol1 pt-spacing10"><li class="CertTheme__listItem pt-spacing10"><strong>Covariate shift – </strong>when a shift occurs in independent variables, then it is termed as covariate shift.&nbsp;</li><li class="CertTheme__listItem pt-spacing10"><strong>Concept shift –</strong> when a shift occurs between the relationship of independent and target variables, then it is termed as concept drift.&nbsp;</li><li class="CertTheme__listItem pt-spacing10"><strong>Prior probability shift -</strong> when a shift occurs in target variable, then it is termed as prior probability shift.&nbsp;</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">22. Why is dataset shift a problem area? Explain briefly about some ideas that may address those problems in data science?</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><strong><span style="color:rgb(0, 0, 0)">Response:&nbsp;</span></strong></p><p>As we understand, dataset shift is a problem when we put our model from development environment to production environment. These of course are classified into various types depending on whether there is a shift that occurs later between an independent and target variable, or within independent variables or with the target variable only.&nbsp;</p><p>The causes for dataset shift can be due to the following factors:&nbsp;</p><ol class="CertTheme__ol1 pt-spacing10"><li class="CertTheme__listItem pt-spacing10">Production model is no longer fit for purpose because of changes due to data distribution, variation in data parameters/features etc.&nbsp;</li><li class="CertTheme__listItem pt-spacing10">May be difficult to detect if there is any such dataset shift&nbsp;</li><li class="CertTheme__listItem pt-spacing10">There is an inherent need to monitor models that are in production regularly to ensure model performance does not degrade&nbsp;</li><li class="CertTheme__listItem pt-spacing10">Changes in behaviour of model features may be sequential, gradual or ad-hoc (depending on data quality and how data changes over some time)&nbsp;</li><li class="CertTheme__listItem pt-spacing10">Increased model maintenance&nbsp;</li></ol><p>Following attempts can be taken to address these issues at hand.&nbsp;</p><ol class="CertTheme__ol1 pt-spacing10"><li class="CertTheme__listItem pt-spacing10">Re-fit or upgrade the model periodically based on a certain frequency by checking model performance or accuracy (e.g. checking Precision / Recall for a certain scenario against new data for few weeks)&nbsp;</li><li class="CertTheme__listItem pt-spacing10">Keep monitoring distribution of independent variables in the dataset in the production environment.&nbsp;</li><li class="CertTheme__listItem pt-spacing10">Keep assessing the model performance periodically.&nbsp;</li><li class="CertTheme__listItem pt-spacing10">Weight the data&nbsp;</li><li class="CertTheme__listItem pt-spacing10">Learn the change in features in the dataset.&nbsp;</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">23. What is Principal Component Analysis (PCA) in Data Science?</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><em>This, along with other Python interview questions for data science, is a regular feature in data science interviews, be ready to tackle it with the approach mentioned below.</em></p><p><strong><span style="color:rgb(0, 0, 0)">Response:&nbsp;</span></strong></p><p>Principal Component Analysis (PCA) is a dimensionality reduction technique used in Machine learning. That means, it is an approach to extract or detect key features (in the form of components) from the input dataset which may have a large set of features. Hence it is a kind of a feature selection method.&nbsp;</p><p>The objective is to select a few features or variables that represent as much information as can be possible for us to be able to use those for the learning process.&nbsp;</p><p>Hence it is used to overcome redundancy in features in the dataset and by identifying those, a decision can be taken to optimize them or drop them. This method is generally applied on datasets with numbers.&nbsp;</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">24. Write down 6 model evaluation techniques? Highlight two of those which can be used to measure or evaluate Linear Regression models.</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"><b><strong class="CertTheme__textBold">Response:</strong></b></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Model evaluation techniques are as follows:</span></p><ol class="CertTheme__ol1 pt-spacing10"><li value="1" class="CertTheme__listItem pt-spacing10"><span>AUC (Area under the curve) – ROC (Receiver Operating Characteristic)</span></li><li value="2" class="CertTheme__listItem pt-spacing10"><span>Precision and Recall charts and F1 score</span></li><li value="3" class="CertTheme__listItem pt-spacing10"><span>KS Chart or Kolmogorov Smirnov Chart</span></li><li value="4" class="CertTheme__listItem pt-spacing10"><span>RMSE or Root Mean Square Error</span></li><li value="5" class="CertTheme__listItem pt-spacing10"><span>MAPE or (Mean Absolute Percentage Error)</span></li><li value="6" class="CertTheme__listItem pt-spacing10"><span>Gini Coefficient</span></li></ol><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Out of the above, RMSE and MAPE can be used to evaluate linear regression models or algorithms.</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">25. What is the Gini Coefficient and why is it used in a binary classification 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 class="CertTheme__paragraph" dir="ltr" data-mode="standard"><i><em class="CertTheme__textItalic">This is one of the most frequently asked data science interview questions for freshers in recent times.</em></i></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><b><strong class="CertTheme__textBold">Response:</strong></b></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Gini Coefficient is a measure to use feature importance in a random forest algorithm. In a binary classification scenario, when we are predicting both classes, the Gini coefficient can be computed based on AUC (Area Under the Curve) value.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>It measures the inequality between values of a frequency distribution.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>It is computed as the following:</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Gini Coeff (Gini Coefficient) = 2 * AUC – 1</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><img alt="Gini Coefficient" 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-1486312338219-ce68d2c6f44d?ixlib=rb-4.0.3&auto=format&fit=crop&w=1000&q=80"></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard" style="text-align:center"><span>Link reference:</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>In the above example and figure 25, Gini Coeff = A / (A+B).</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 word-embeddings? Can you talk about some state-of-the art techniques for Word Embeddings?</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>Wikipedia defines word embedding as collective name for a set of language modeling and feature learning techniques in <strong>natural language processing&nbsp;</strong>(<strong>NLP</strong>) where words or phrases from the vocabulary are mapped to vectors of real numbers. Word embeddings are a way to transform words in text to numerical vectors so that they can be analysed by standard machine learning algorithms that require vectors as numerical input.&nbsp;</p><p>Now vectorisation can be done in many ways – One-hot-encoding, Latent Semantic Analysis (LSA),TF-IDF (Term Frequency, Inverse document frequency etc.). However, these representations capture a slightly different document-centric idea of semantic similarity.&nbsp;</p><p><strong>Distributed Representation :</strong></p><p>Distributed representations attempt to capture the meaning of a word by considering its relations with other words in its context. The idea is captured in this quote from J. R. Firth (for more information refer to the article: <em>Document Embedding with Paragraph Vectors</em>, by Andrew M. Dai, Christopher Olah, and Quoc V. Le, arXiv:1507.07998, 2015), a linguist who first proposed this idea: “<em>You shall know the word by the company it keeps</em>”.&nbsp;</p><p><strong>Consider the following pair of sentences:&nbsp;</strong></p><p><em>Paris is the capital of France. Berlin is the capital of Germany.&nbsp;</em></p><p>Even assuming you have no knowledge of world geography (or English for that matter), you would still conclude without too much effort that the word pairs (<em>Paris</em>, <em>Berlin</em>) and (<em>France</em>, <em>Germany</em>) were related in some way, and that corresponding words in each pair were related in the same way to each other, that is:&nbsp;</p><p><em>Paris : France :: Berlin : Germany&nbsp;</em></p><p>Thus, the aim of distributed representations is to find a general transformation function φ to convert each word to its associated vector such that relations of the following form hold true:&nbsp;</p><p><strong>Word2vec:&nbsp;</strong></p><p>The word2vec group of models was created in 2013 by a team of researchers at Google led by Tomas Mikolov. The models are basically unsupervised, taking as input a large corpus of text and producing a vector space of words. The dimensionality of the word2vec embedding space is usually lower than the dimensionality of the one-hot embedding space, which is the size of the vocabulary. The embedding space is also more dense compared to the sparse embedding of the one-hot embedding space.&nbsp;</p><p>The two architectures for word2vec are as follows:&nbsp;</p><ul><li class="CertTheme__listItem pt-spacing10">Continuous Bag Of Words (CBOW)&nbsp;</li><li class="CertTheme__listItem pt-spacing10">Skip-gram&nbsp;</li></ul><p>In the CBOW architecture, the model predicts the current word given a window of surrounding words. In addition, the order of the context words does not influence the prediction (that is, the bag of words assumption). In the case of skip-gram architecture, the model predicts the surrounding words given the centre word. According to the authors, CBOW is faster but skip-gram does a better job at predicting infrequent words.&nbsp;</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 Curse of Dimensionality?</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>For various distance-based measures like KNN (K-Nearest neighbour) method, the performance or predictive power of the model deteriorates with the increase in numbers of features required for prediction. This is an obvious fact that high- dimensional spaces are vast. Points in high-dimensional spaces tend to be dispersing from each other more compared with the points in low-dimensional space.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>It is apparent that with the increase in dimensions, distance between points increases logarithmically, which gives us the hint that we need to have an exponential increase in data points with the increase in dimensions in order to make machine learning algorithms work correctly.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>It can be proved that with the increase in dimensions, mean distance increases logarithmically. Hence the higher the dimensions, the more data is needed to overcome the curse of dimensionality!</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 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 Box-Cox transformation and its 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><strong>B</strong><strong>ox-Cox</strong> transform function belongs to the Power Transform family of functions. These functions are primarily used to create monotonic data transformations, but their main significance lies in the fact that they help in stabilizing variance by adhering closely to the normal distribution and making the data independent of the mean based on its distribution. This function has one prerequisite that the numeric values to be transformed must be positive (similar to what even log transform expects). In case they are negative, shifting using a constant value helps. Mathematically, the Box-Cox transform function can be defined as:<br><img alt=" Box-Cox transformation " 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-1499540633125-bd2b2f65a7e6?ixlib=rb-4.0.3&auto=format&fit=crop&w=1000&q=80">Such that the resulted transformed output y is a function of input x and transformation parameter λ such that when λ= 0, the resultant transform is the natural log transform, which we discussed earlier. The optimal value of λ is usually determined using a maximum likelihood or log-likelihood estimation.&nbsp;</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 is Time Series Data and How it is different from Cross -Sectional Data?</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><em>This is one of the most frequently asked data science coding interview questions and answers for freshers in recent times.<br></em></p><p>Data Come in various shapes and sizes, and measure different things at different times. Financial analysts are often interested in particular types of data, such as time-series data or cross-sectional data or panel data.</p><ul><li class="CertTheme__listItem pt-spacing10"><strong>Time Series Data</strong>: A <strong>time series</strong> dataset is one where the observations are time-dependent. For instance, let us now suppose that a researcher collects salary data across a city on a month-by-month basis. The observations in the dataset will now differ at various &nbsp;time points.</li><li class="CertTheme__listItem pt-spacing10"><strong>Cross – Sectional Data:</strong> A <strong>cross-sectional</strong> dataset is one where all data is treated as being at one point in time. Let's consider that you have a dataset of salaries across a city - they have all been gathered at one point in time and thus we refer to the data as cross-sectional.</li><li class="CertTheme__listItem pt-spacing10"><strong>Panel Data:&nbsp;</strong>Pooled (or panel) data is where the two are combined together. i.e. a salary dataset can contain observations collected at one point in time, as well as across different time periods.</li></ul><p>Few additional points to bear in mind in this regard – The most common issues when working with cross-sectional data are <strong>multicollinearity&nbsp;</strong>and <strong>heteroscedasticity</strong>. Multicollinearity is where two or more independent variables are correlated with each other. Heteroscedasticity is where the variance of the error term is not constant (e.g. salaries are typically higher in bigger vs. smaller cities, skewing results towards bigger cities).</p><p>For time series data, <strong>serial correlation</strong> (also known as autocorrelation) is an issue. This happens when correlations exist across the error term across different time periods. e.g. if salaries are growing across time as a worker gets more experience, this does not allow us to identify important differences between salaries across different observations.&nbsp;</p><p>Various methods and techniques are there to deal with each of these problems.</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 Stationarity and Why is this important?</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>A type of stochastic process that has received a great deal of attention and scrutiny by time series analysts is the so-called stationary stochastic process. Broadly speaking, a stochastic process is said to be stationary if its mean and variance are constant over time and the value of the covariance between the two time periods depends only on the distance or gap or lag between the two time periods and not the actual time at which the covariance is computed. In the time series literature, such a stochastic process is known as a weakly stationary, or covariance stationary, or second-order stationary, or wide sense, stochastic process.&nbsp;</p><p>In short, if a time series is stationary, its mean, variance, and autocovariance (at various lags) remain the same no matter at what point we measure them; that is, they are time invariant. Such a time series will tend to return to its mean (called mean reversion) and fluctuations around this mean (measured by its variance) will have a broadly constant amplitude.7 If a time series is not stationary in the sense just defined, it is called a nonstationary time series (keep in mind we are talking only about weak stationarity). In other words, a nonstationary time series will have a time-varying mean or a time-varying variance or both.</p><p>Why are stationary time series so important? Because if a time series is nonstationary, we can study its behaviour only for the time period under consideration. Each set of time series data will therefore be for a particular episode. As a consequence, it is not possible to generalize it to other time periods. Therefore, for the purpose of forecasting, such (nonstationary) time series may be of little practical value.&nbsp;</p><p>There are various ways to study non-stationarity of time series data – <strong>Augmented Dicky Fuller (ADF)</strong> test one of those very popular test to determine the nature of stationarity.&nbsp;</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 Power Analysis?</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>The main goals of power analysis are two folds in the process of designing an experiment, (a) how large a sample is required for making statistical judgments that are accurate and reliable and (b) how likely your statistical test will be to detect effects for a given size in a particular situation.&nbsp;</p><p>In other words, Power analysis is a very crucial aspect of experimental design. It helps us to determine the sample size required to detect an effect of a given size with a given degree of confidence. Conversely, it allows us to determine the probability of detecting an effect of a given size with a given level of confidence, under sample size constraints. If the probability is unacceptably low, we would be advised to alter or abandon the experiment.</p><p>The following <strong>four quantities</strong> are most important so far Power analysis is concerned:</p><ol class="CertTheme__ol1 pt-spacing10"><li class="CertTheme__listItem pt-spacing10">sample size</li><li class="CertTheme__listItem pt-spacing10">effect size</li><li class="CertTheme__listItem pt-spacing10">significance level = P(Type I error) = probability of finding an effect that is not there</li><li class="CertTheme__listItem pt-spacing10">power = 1 - P(Type II error) = probability of finding an effect that is there</li></ol><p>Given any three, we can determine the fourth.&nbsp;</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 basic 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>The LR model is based on certain assumptions, some of which refers to the distribution of the random variable (error term : e) and finally some refer to the relationship between e and the explanatory variables. We will group them in two categories (i) Stochastic Assumptions (ii) Other assumptions.</p><ul><li class="CertTheme__listItem pt-spacing10"><strong>Stochastic Assumptions:</strong><ul><li class="CertTheme__listItem pt-spacing10">ei&nbsp;is a random real variable.</li><li class="CertTheme__listItem pt-spacing10">The mean value of “e” in any particular period is zero.</li><li class="CertTheme__listItem pt-spacing10">The variance of ei&nbsp;is constant in each period ( This is sometimes referred as assumption on “Homoscedastic” Variance).</li><li class="CertTheme__listItem pt-spacing10">The variable ei&nbsp;has a normal distribution.</li><li class="CertTheme__listItem pt-spacing10">The random terms of different observations (ei, ej) are statistically independent (no auto-correlation among error terms).</li><li class="CertTheme__listItem pt-spacing10">“e” is independent of the explanatory variable(s) (X).</li><li class="CertTheme__listItem pt-spacing10">The explanatory variables are measured without error.</li><li class="CertTheme__listItem pt-spacing10">The Xi’s are set of fixed values in the hypothetical process of repeated sampling which underlies the LR model.</li></ul></li><li class="CertTheme__listItem pt-spacing10"><strong>Other Assumptions:</strong><ul><li class="CertTheme__listItem pt-spacing10">The explanatory variables are not perfectly linearly correlated.</li><li class="CertTheme__listItem pt-spacing10">The macro variables should be correctly aggregated.</li><li class="CertTheme__listItem pt-spacing10">The relationship being estimated is identified.</li><li class="CertTheme__listItem pt-spacing10">The relationship is correctly specified.</li></ul></li></ul><p>(Please refer to the Book – “<em>The theory of econometrics – 2</em><em>nd</em><em>&nbsp;Edition by A. Koutsoyiannis</em>”)&nbsp;</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 Deep Learning?</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><em>Expect to come across this, one of the most important Python data science interview questions for experienced professionals in data science, in your next interviews.</em></p><p>As Francois Chollet in his book “Deep Learning with Python” has defined “Deep learning is a specific subfield of machine learning: a new take on learning representations from data that puts an emphasis on learning successive layers of increasingly meaningful representations.” The deep in deep learning does not necessarily refer to any kind of “deeper understanding achieved by the approach; rather, it stands for the idea of successive layers of representations. How many layers contribute to a model of the data is called the depth of the model.&nbsp;</p><p>Other appropriate names for the field could have been layered representations learning and hierarchical representations learning. Modern deep learning often involves tens or even hundreds of successive layers of representations— and they’ve all learned automatically from exposure to training data. Meanwhile, other approaches to machine learning tend to focus on learning only one or two layers of representations of the data; hence, they’re sometimes called shallow learning.” (Please refer to the Book – “<em>Deep Learning with Python” by Francois Chollet</em>)</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 is Reinforcement Learning?</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>Reinforcement Learning is a special brunch of Machine Learning that has received a lot of attention in recent times after Google DeepMind successfully applied it to learning to play Atari games (and, later, learning to play Go at the highest level). Typically RL refers to a framework where an agent receives information about its environment and learns to choose actions that will maximize some reward. For instance, a neural network that “looks” at a videogame screen and outputs game actions in order to maximize its score can be trained via reinforcement learning.</p><p>Currently, reinforcement learning is one of the most researched area and yet to be significantly successful beyond games. In time, however, we expect to see reinforcement learning take over an increasingly large range of real-world applications: self-driving cars, robotics, resource management, education, and so on. It’s an idea whose time has come, or will come soon.&nbsp;</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. How will you find the correlation between a binary variable and a continuous variable ?</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>One approach would be to calculate “Point Bi-serial Correlation” which will give you an estimate to measure the degree of association between a binary variable and continuous variable. The Point-Biserial Correlation Coefficient is a correlation measure of the strength of association/coherence between a continuous-level variable (ratio or interval data) and a binary variable. &nbsp;Binary variables are variables of nominal scale with only two values. &nbsp;They are also called dichotomous variables or dummy variables in Regression Analysis.</p><p>Mathematically, the Point-Biserial Correlation Coefficient is calculated just as the Pearson’s Bivariate Correlation Coefficient would be calculated, wherein the dichotomous variable of the two variables is either 0 or 1—which is why it is also called the binary variable. &nbsp;Since we use the same mathematical concept, we do need to fulfil the same assumptions, which are normal distribution of the continuous variable and homoscedasticity.</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. What is ROC Curve and how it is used in Machine Learning?</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>An </span><b><strong class="CertTheme__textBold">ROC curve</strong></b><span> (</span><b><strong class="CertTheme__textBold">receiver operating characteristic curve</strong></b><span>) is a graph showing the performance of a classification model at all classification thresholds. This curve basically plots two parameters:</span></p><ul class="CertTheme__ul"><li value="1" class="CertTheme__listItem pt-spacing10"><span>True Positive Rate/Recall – TPR = TP/TP+FN</span></li><li value="2" class="CertTheme__listItem pt-spacing10"><span>False Positive Rate – FPR = FP/FP+TN</span></li></ul><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>An ROC curve plots TPR and FPR at different classification/probability thresholds. Lowering the classification threshold classifies more items as positive, thus increasing both False Positives and alternatively True Positives. In order to compute the points in an ROC curve, one could evaluate a logistic regression model many times with different classification thresholds, but this would be inefficient. Fortunately, there's an efficient, sorting-based algorithm that can provide this information for us, called AUC.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><b><strong class="CertTheme__textBold">AUC</strong></b><span> stands for "Area under the ROC Curve." i.e. , AUC measures the two-dimensional area underneath the entire ROC curve ranging from (0,0) to (1,1). AUC provides an aggregate measure of performance across all possible classification thresholds. One way of interpreting AUC is as the probability that the model ranks a random positive example more highly than a random negative example.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>AUC ranges in value from 0 to 1. A model whose predictions are 100% incorrect has an AUC of 0.0; one whose predictions are 100% correct has an AUC of 1.0.</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">12. What is K-L divergence and what is its relevance in Machine Learning algorithm?</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>&nbsp;If we have two different probability distributions P(x) and Q(x) over the same random variable x, we can measure how diﬀerent these two distributions are using the Kullback-Leibler (KL) divergence:</p><p><img alt="Kullback-Leibler" 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>In the case of discrete variables, it is the extra amount of information (measured in bits if we use the base-2 logarithm, but in machine learning we usually use nats and the natural logarithm) needed to send a message containing symbols drawn from probability distribution P, when we use a code that was designed to minimize the length of messages drawn from probability distribution Q. The KL divergence has many useful properties, most notably being non-negative. The KL divergence is 0 if and only if P and Q are the same distribution in the case of discrete variables, or equal “almost everywhere” in the case of continuous variables. Because the KL divergence is non-negative and measures the diﬀerence between two distributions, it is often conceptualized as measuring some sort of distance between these distributions.</p><p>One use for KL-divergence in the context of discovering correlations is to calculate the Mutual Information (MI) of two variables which can reveal some pattern between two different variables and provide idea about the correlation structure.</p><p>Another use for Kullback-Leibler divergence is in the domain of variational inference, where an optimization problem is constructed that to minimize the KL-divergence between the intractable target distribution P and a sought element Q from a class of tractable distributions.</p><p>Many approximating algorithms (which can also be used to fit probabilistic models to data) can be interpreted using KL divergence. Among those are Mean Field, (Loopy) Belief Propagation (generalizing forward-backward and Viterbi for HMMs), Expectation Propagation, Junction graph/tree, tree-reweighted Belief Propagation.&nbsp;</p><p>(Please refer to: Wainwright, M. J. and Jordan, M. I.&nbsp;<em>Graphical models, exponential families, and variational inference</em>, Foundations and Trends text registered in Machine Learning, Now Publishers Inc.,&nbsp;<strong>2008</strong>, Vol. 1(1-2), pp. 1-305)</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 Cross-Validation and its relevance in the domain of Machine Learning?</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>One of the key steps in building a machine learning model is to estimate its performance on data that the model hasn't seen before. Let's assume that we t our model on a training dataset and use the same data to estimate how well it performs on new data.&nbsp;</p><p>A typical model may either suffer from underfitting (high bias) if the model is too simple, or it can overfit if the training data (high variance) if the model is too complex for the underlying training data. To find an acceptable bias-variance trade-off, we need to evaluate our model carefully. In this section, you will learn about the common cross-validation techniques <strong>holdout cross-validation&nbsp;</strong>and <strong>k-fold cross-validation</strong>, which can help us obtain reliable estimates of the model's generalization performance, that is, how well the model performs on unseen data.&nbsp;</p><p><strong>The Holdout Method:</strong></p><p>A classic and popular approach for estimating the generalization performance of machine learning models is holdout cross-validation. Using the holdout method, we split our initial dataset into a separate training and test dataset—the former is used for model training, and the latter is used to estimate its generalization performance. However, in typical machine learning applications, we are also interested in tuning and comparing different parameter settings to further improve the performance for making predictions on unseen data.&nbsp;</p><p>A disadvantage of the holdout method is that the performance estimate may be very sensitive to how we partition the training set into the training and validation subsets; the estimate will vary for different samples of the data.&nbsp;</p><p><strong>The K-fold cross validation Method:</strong></p><p>In k-fold cross-validation, we randomly split the training dataset into <em>k&nbsp;</em>folds without replacement, where <em>k&nbsp;</em>— 1 folds are used for the model training, and one fold is used for performance evaluation. This procedure is repeated <em>k&nbsp;</em>times so that we obtain <em>k&nbsp;</em>models and performance estimates. We then calculate the average performance of the models based on the different, independent folds to obtain a performance estimate that is less sensitive to the sub-partitioning of the training data compared to the holdout method. Typically, we use k-fold cross-validation for model tuning, that is, finding the optimal hyperparameter values that yields a satisfying generalization performance.&nbsp;</p><p>Since k-fold cross-validation is a resampling technique without replacement, the advantage of this approach is that each sample point will be used for training and validation (as part of a test fold) exactly once, which yields a lower-variance estimate of the model performance than the holdout method.&nbsp;</p><p>A good standard value for <em>k&nbsp;</em>in k-fold cross-validation is 10, as empirical evidence shows. For instance, experiments by Ron Kohavi on various real-world datasets suggest that 10-fold cross-validation offers the best trade-off between bias and variance (<em>A Study of Cross-Validation and Bootstrap for Accuracy Estimation and Model Selection</em>, <em>Kohavi, Ron</em>, <em>International Joint Conference on Arti cial Intelligence (IJCAI)</em>, 14 (12): 1137-43, <em>1995</em>).&nbsp;</p><p>A special case of k-fold cross-validation is the <strong>Leave-one-out cross-validation&nbsp;</strong>(<strong>LOOCV</strong>) method. In LOOCV, we set the number of folds equal to the number of training samples (<em>k = n</em>) so that only one training sample is used for testing during each iteration, which is a recommended approach for working with very small datasets.&nbsp;</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 to choose optimal value of K in 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"><i><em class="CertTheme__textItalic">A must-know for anyone looking for top data science interview questions, this is one of the frequently asked questions.</em></i></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>Following methods can be considered for finding optimal value of K in K-means clustering.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><b><strong class="CertTheme__textBold">Approximate Expected Overall R-square: </strong></b><span>Approximate Expected Overall R-Square is calculated based on the hypothesis that all the explanatory variables used for Clustering are independent. Hence if there is a lot of difference between Observed Overall R-square and Approximate Expected Overall R-square, we can suspect high correlation among the independent variables.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><b><strong class="CertTheme__textBold">Cubic Clustering Criterion:</strong></b></p><ul class="CertTheme__ul"><li value="1" class="CertTheme__listItem pt-spacing10"><span>Comparative measure of the deviation of the clusters from the distribution expected if data points were obtained from a uniform distribution</span></li><li value="2" class="CertTheme__listItem pt-spacing10"><span>Larger positive values of the CCC indicate a better solution, as it shows a larger difference from a uniform (no clusters) distribution.</span></li><li value="3" class="CertTheme__listItem pt-spacing10"><span>Large negative Values indicate the presence of Outliers</span></li></ul><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><b><strong class="CertTheme__textBold">Pseudo F:</strong></b></p><ul class="CertTheme__ul"><li value="1" class="CertTheme__listItem pt-spacing10"><span>The pseudo F statistic measures the separation among all the clusters at the current level</span></li><li value="2" class="CertTheme__listItem pt-spacing10"><span>Relatively large values indicate a stopping point. Reading down the PSF column, find all possible stopping points (where PSF is very large compared to other values).</span></li></ul><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>The optimal number of clusters is found at a point where CCC and Pseudo-F reach maximum and Overall R-Square tapers off.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><b><strong class="CertTheme__textBold">Elbow Method: </strong></b><span>The </span><b><strong class="CertTheme__textBold">Elbow method</strong></b><span> is a method of interpretation and validation of consistency within cluster analysis designed to help finding the appropriate number of clusters in the data set. One simple heuristic is to compute the total within sum of squares (WSS) for different values of k and look for an “elbow” in the curve. Define the cluster’s centroid as the point that is the mean value of all the points in the cluster. The within sum of squares for a single cluster is the average squared distance of each point in the cluster from the cluster’s centroid. The total within sum of squares is the sum of the within sum of squares of all the clusters. The total </span><b><strong class="CertTheme__textBold">WSS</strong></b><span> will decrease as the number of clusters increases, because each cluster will be smaller and tighter. The hope is that the rate at which the WSS decreases will slow down for k beyond the optimal number of clusters. In other words, the graph of </span><b><strong class="CertTheme__textBold">WSS</strong></b><span> versus k should flatten out beyond the optimal k, so the optimal k will be at the “elbow” of the graph. Unfortunately, this elbow can be difficult to see.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><b><strong class="CertTheme__textBold">CH Index (</strong></b><i><b><strong class="CertTheme__textBold CertTheme__textItalic">Calinski-Harabasz)</strong></b></i><b><strong class="CertTheme__textBold">:</strong></b><span> The </span><b><strong class="CertTheme__textBold">Calinski-Harabasz</strong></b><span> index of a clustering is the ratio of the between-cluster variance (which is essentially the variance of all the cluster centroids from the dataset’s grand centroid) to the total within-cluster variance (basically, the average WSS of the clusters). For a given dataset, the total sum of squares (TSS) is the squared distance of all the data points from the dataset’s centroid. The TSS is independent of the clustering. If WSS(k) is the total WSS of a clustering with k clusters, then the between sum of squares BSS(k) of the clustering is given by BSS(k) = TSS - WSS(k). WSS(k) measures how close the points in a cluster are to each other. BSS(k) measures how far apart the clusters are from each other. A good clustering has a small WSS(k) and a large BSS(k).The within-cluster variance W is given by WSS(k)/(n-k), where n is the number of points in the dataset. The between-cluster variance B is given by BSS(k)/(k-1). The within-cluster variance will decrease as “K” increases; the rate of decrease should slow down past the optimal k. The between-cluster variance will increase as k, but the rate of increase should slow down past the optimal k. So in theory, </span><b><strong class="CertTheme__textBold">the ratio of B to W should be maximized at the optimal k</strong></b><span>.</span></p><p class="CertTheme__paragraph" dir="ltr" data-mode="standard"><span>All these metrics can be evaluated to decide on the final value for K.</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></div></div></div></div></div></section></div></div><div class="sticky top-0 self-start max-h-screen overflow-y-auto w-full"><div class="w-full overflow-hidden pt-spacing32"><div class="px-spacing16 py-spacing20 rounded-xl border border-neutral-200 bg-white"><div class=""><h5 class="text-lg leading-6 text-mono-black font-bold">Want to Know More?</h5></div><form novalidate="" class="pt-spacing20 w-full"><div class="mb-spacing12"><div class=" relative  w-full  group h-11 flex direction-row justify-between rounded-lg border-none
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fill="#2E52B2" d="M0 0h256.5v190H0z"></path><g fill="white"><path d="M47.8 141.9l-4-12.8-4.3 12.8H26.3l10.7 7.7-4 12.8 10.8-7.9 10.7 7.9-4.2-12.8 10.9-7.7zM104.2 141.9l-4.1-12.8-4.2 12.8H82.7l10.7 7.7-4.1 12.8 10.8-7.9 10.7 7.9-4-12.8 10.8-7.7zM160.6 141.9l-4.2-12.8-4 12.8h-13.5l10.9 7.7-4.2 12.8 10.8-7.9 10.9 7.9-4.2-12.8 10.8-7.7zM216.9 141.9l-4.1-12.8-4.2 12.8h-13.2l10.7 7.7-4 12.8 10.7-7.9 10.8 7.9-4.2-12.8 10.9-7.7zM100.1 78.3l-4.2 12.8H82.7L93.4 99l-4.1 12.6 10.8-7.8 10.7 7.8-4-12.6 10.8-7.9h-13.4zM43.8 78.3l-4.3 12.8H26.3L37 99l-4 12.6 10.8-7.8 10.7 7.8L50.3 99l10.9-7.9H47.8zM156.4 78.3l-4 12.8h-13.5l10.9 7.9-4.2 12.6 10.8-7.8 10.9 7.8-4.2-12.6 10.8-7.9h-13.3zM212.8 78.3l-4.2 12.8h-13.2l10.7 7.9-4 12.6 10.7-7.8 10.8 7.8-4.2-12.6 10.9-7.9h-13.4zM43.8 27.7l-4.3 12.6H26.3L37 48.2l-4 12.7L43.8 53l10.7 7.9-4.2-12.7 10.9-7.9H47.8zM100.1 27.7l-4.2 12.6H82.7l10.7 7.9-4.1 12.7 10.8-7.9 10.7 7.9-4-12.7 10.8-7.9h-13.4zM156.4 27.7l-4 12.6h-13.5l10.9 7.9-4.2 12.7 10.8-7.9 10.9 7.9-4.2-12.7 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 14.867 10.796-5.661 17.461 14.843-10.806 14.866 10.795-5.684-17.474 14.854-10.795z"></path><path d="M119.59 134.89l-5.684-17.474-5.673 17.474-18.365.011 14.867 10.795-5.661 17.462 14.844-10.807 14.866 10.796-5.685-17.474 14.856-10.794z"></path><path d="M150.846 166.146l-5.683-17.473-5.673 17.473-18.364.011 14.866 10.796-5.661 17.461 14.843-10.806 14.866 10.795-5.683-17.474 14.855-10.794z"></path><path d="M182.103 197.403l-5.683-17.474-5.672 17.474-18.366.011 14.866 10.795-5.66 17.462 14.843-10.807 14.866 10.796-5.684-17.473 14.855-10.795z"></path><path d="M213.359 228.659l-5.683-17.472-5.672 17.472-18.365.012 14.866 10.795-5.66 17.462 14.842-10.806 14.866 10.794-5.683-17.473 14.855-10.795z"></path><path d="M244.616 259.916l-5.683-17.473-5.672 17.473-18.366.012 14.867 10.795-5.661 17.462 14.844-10.807 14.866 10.794-5.685-17.472 14.855-10.794z"></path><path d="M275.872 291.173L270.19 273.7l-5.673 17.473-18.365.011 14.867 10.796-5.661 17.461 14.843-10.806 14.866 10.795-5.683-17.474 14.853-10.794z"></path><path d="M307.13 322.43l-5.683-17.474-5.674 17.474-18.364.011 14.866 10.795-5.661 17.462 14.844-10.807 14.866 10.796-5.684-17.474 14.855-10.794z"></path><path d="M338.386 353.686l-5.683-17.472-5.672 17.472-18.365.012 14.866 10.795-5.661 17.462 14.843-10.807 14.866 10.795-5.683-17.472 14.855-10.796z"></path><path d="M369.643 384.943l-5.683-17.473-5.672 17.473-18.366.012 14.866 10.794-5.66 17.463 14.843-10.807 14.866 10.795-5.684-17.473 14.855-10.795z"></path><path d="M395.216 398.727l-5.672 17.472-18.365.012 14.394 10.453h19.278l14.414-10.476-18.366.011z"></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">Bosnia and Herzegovina +387</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 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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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 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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-83.205-124.807m114.407 104.006l-83.205-124.808M689.187 230.644l-83.205-124.807M720.39 209.843L637.184 85.036m114.407 104.006L668.386 64.234"></path></g><path stroke="white" stroke-width="12.5" d="M205.6 462.897l31.202-20.8m389.981-259.989l36.444-24.296m31.202-20.801l31.202-20.801"></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, Republic of South Korea +82</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="#0052B4" d="M0 0h512v341.34H0z"></path><g fill="white"><path d="M220.72 42.63l7.95 16.11 17.77 2.58-12.86 12.54 3.04 17.7-15.9-8.36-15.9 8.36 3.03-17.7-12.86-12.54 17.78-2.58zM291.28 42.57l7.95 16.1 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 17.77-2.59zM353.36 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 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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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