{"id":730329,"date":"2024-10-08T08:50:05","date_gmt":"2024-10-08T13:50:05","guid":{"rendered":"https:\/\/www.capgemini.com\/us-en\/?p=730329&#038;preview=true&#038;preview_id=730329"},"modified":"2025-03-06T04:43:08","modified_gmt":"2025-03-06T09:43:08","slug":"insights-expert-perspetives-navigating-knowledge-bases-efficiently-the-power-of-gen-ai-and-snowflake-cortex-ai","status":"publish","type":"post","link":"https:\/\/www.capgemini.com\/us-en\/insights\/expert-perspectives\/insights-expert-perspetives-navigating-knowledge-bases-efficiently-the-power-of-gen-ai-and-snowflake-cortex-ai\/","title":{"rendered":"Navigating knowledge bases efficiently: The power of Gen AI and Snowflake Cortex AI"},"content":{"rendered":"\n<header class=\"wp-block-cg-blocks-hero-blogs header-hero-blogs\"><div class=\"container\"><div class=\"hero-blogs\"><div class=\"hero-blogs-content-wrapper\"><div class=\"row\"><div class=\"col-12\"><div class=\"header-title\"><h1>Navigating knowledge bases efficiently: The power of Gen AI and Snowflake Cortex AI<\/h1><\/div><\/div><\/div><\/div><div class=\"hero-blogs-bottom\"><div class=\"header-author\"><div class=\"author-img\"><img decoding=\"async\" src=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/09\/Dawid-Benski.jpg?w=200&amp;quality=10\" alt=\"\" loading=\"lazy\"\/><\/div><div class=\"author-name-date\"><h5 class=\"author-name\">Dawid Benski<\/h5><h5 class=\"blog-date\">7th October 2024<\/h5><\/div><\/div><div class=\"brand-image\"> <\/div><\/div><\/div><\/div><\/header>\n\n\n\n<section class=\"wp-block-cg-blocks-group undefined section section--article-content\"><div class=\"article-main-content\"><div class=\"container\"><div class=\"row\"><div class=\"col-12 col-md-1\"><nav class=\"article-social\"><ul class=\"social-nav\"><li class=\"ip-order-fb\"><a href=\"https:\/\/www.facebook.com\/sharer\/sharer.php?u=https:\/\/www.capgemini.com\/insights\/expert-perspectives\/how-to-safeguard-and-protect-our-global-forest-ecosystems\/\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"opens in a new window\"><i aria-hidden=\"true\" class=\"icon-fb\"><\/i><span class=\"sr-only\">Facebook<\/span><\/a><\/li><li class=\"ip-order-tw\"><a href=\"https:\/\/twitter.com\/intent\/tweet?url=https:\/\/www.capgemini.com\/insights\/expert-perspectives\/how-to-safeguard-and-protect-our-global-forest-ecosystems\/&amp;text=How%20to%20safeguard%20and%20protect%20our%20global%20forest%20ecosystems%3F%C2%A0\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"opens in a new window\"><i aria-hidden=\"true\" class=\"icon-tw\"><\/i><span class=\"sr-only\">Twitter<\/span><\/a><\/li><li class=\"ip-order-li\"><a href=\"https:\/\/www.linkedin.com\/shareArticle?url=https:\/\/www.capgemini.com\/insights\/expert-perspectives\/how-to-safeguard-and-protect-our-global-forest-ecosystems\/&amp;text=How%20to%20safeguard%20and%20protect%20our%20global%20forest%20ecosystems%3F%C2%A0\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"opens in a new window\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><span class=\"sr-only\">Linkedin<\/span><\/a><\/li><\/ul><\/nav><\/div><div class=\"col-12 col-md-11 col-lg-10\"><div class=\"article-text article-quote-text\">\n<h3 class=\"wp-block-heading has-black-color has-text-color\" id=\"h-most-companies-that-rely-heavily-on-document-stores-for-knowledge-sharing-and-team-collaboration-often-end-up-with-many-pages-created-by-users\">Most companies that rely heavily on document stores for knowledge sharing and team collaboration often end up with many pages created by users.<\/h3>\n\n\n\n<p>The rapid growth and constant evolution of these knowledge bases pose significant challenges in finding relevant content. Despite diligent documentation, navigating to the pertinent information remains difficult \u2013 one either knows where the document is or the exact keywords to find it.<\/p>\n\n\n\n<p><strong>Real customer scenario<\/strong><\/p>\n\n\n\n<p>At one of Capgemini\u2019s clients, a team operating and building a new data platform was entangled in customer support, reducing its ability to create new functionalities.<\/p>\n\n\n\n<p>Allow me to briefly explain what a typical support request entailed:<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>The customer raises a question to the platform team.<\/li>\n\n\n\n<li>A dedicated person from the platform team browses available Wiki documentation and searches for relevant information.<\/li>\n\n\n\n<li>Several minutes or even hours later, the person passes the information (a link) to the requestor.<\/li>\n\n\n\n<li>The answer may not be clear, prompting the need for another question to be asked.<\/li>\n<\/ol>\n\n\n\n<p>The weekly effort spent on customer support is increasing, and it is projected to reach 2.5 \u201cFTE\u201d permanently occupied with customer support activity by the end of 2024, as the number of platform users grows. Moreover, the response time for support requests is too long, leading to a poor customer experience.<\/p>\n\n\n\n<p><strong>Talk to your data with Gen AI<\/strong><\/p>\n\n\n\n<p>The client uses several cloud technologies, including Snowflake, as the core database and data warehouse solution. Capgemini experts were quick to consider Snowflake Cortex AI technology as the key to creating a cutting-edge solution for tomorrow, addressing the client\u2019s issues with operational costs.<\/p>\n\n\n\n<p>Why not ramp down on operational costs and ramp up customer interactions to a new level like this?<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>Go straight to the chatbot and ask the question.<\/li>\n\n\n\n<li>Still have a question? Ask another question.<\/li>\n\n\n\n<li>Is the chatbot not able to answer your question? Contact a relevant person from the platform team.<\/li>\n<\/ol>\n\n\n\n<p>With this vision in mind, Capgemini set out to implement a Gen AI-based chatbot that could answer customer questions efficiently. The chatbot, powered by the company\u2019s extensive knowledge repositories, ensured that the provided answers were accurate and relevant. Additionally, the chatbot referenced the source Wiki documentation link as part of its responses, making it easier for users to find the information they needed.<\/p>\n\n\n\n<p>The solution worked 24\/7, ensuring that customers could get help at any time of the day or night. This innovative approach aimed to reduce the burden on the customer support team and enhance the overall customer experience. By leveraging the power of Cortex AI and Retrieval-augmented generation \u201cRAG\u201d-based Gen AI, Capgemini was poised to revolutionize how customer support was handled, paving the way for a more efficient future.<\/p>\n\n\n\n<p><strong>High-level architecture<\/strong><\/p>\n\n\n\n<p>The RAG architecture Capgemini proposed for the Cortex AI chatbot consisted of three service types:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<strong>Cortex <\/strong><strong>AI<\/strong> <strong>F<\/strong><strong>unctions<\/strong> for large language model (LLM) support: EMBED_TEXT_768, VECTOR_L2_DISTANCE, and COMPLETE)<\/li>\n\n\n\n<li><strong>Snowpark Container Services<\/strong> for retrieval front-end.<\/li>\n\n\n\n<li><strong>Snowflake tables<\/strong> as a vector store (native support of vectors as data types in Snowflake).<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img decoding=\"async\" src=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/10\/Snowflake.jpg?w=960\" alt=\"\" class=\"wp-image-1064267\" style=\"width:600px\"\/><\/figure>\n\n\n\n<p>Let me explain some basic terms:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>RAG<\/strong> is an architectural approach that enhances the capabilities of large language models by incorporating an information retrieval system. This system retrieves relevant data or documents and provides them as context for the LLM, improving the accuracy and relevance of the generated responses.<\/li>\n\n\n\n<li><strong>Snowflake<\/strong><strong> <\/strong><strong>Cortex<\/strong><strong> AI<\/strong> is an intelligent, fully managed service within Snowflake that allows businesses to leverage the power of artificial intelligence (AI) that enables users to quickly analyze data and build AI applications without the need for extensive technical expertise.<\/li>\n\n\n\n<li><strong>Snowflake <\/strong><strong>Cortex AI Functions<\/strong> are a set of pre-built LLM functions that allow users to perform advanced data analysis and AI tasks directly within the Snowflake platform. These functions include capabilities such as text completion, sentiment analysis, and text summarization.<\/li>\n\n\n\n<li><strong>Snowflake Container Services<\/strong> is a fully managed container offering that allows users to deploy, manage, and scale containerized applications within the Snowflake data platform.<\/li>\n<\/ul>\n\n\n\n<p>By implementing a Gen AI chatbot based on Snowflake Cortex AI technology, evaluated by Capgemini, the client can streamline the customer support processes, reduce operational costs, and enhance customer interactions. This innovative solution leverages the power of AI to provide accurate and timely answers, ensuring that users can easily navigate through vast knowledge bases and find the information they need.<br><\/p>\n\n\n\n<p><strong>Cortex Search<\/strong><\/p>\n\n\n\n<p>I described the way Capgemini built a search tool for the client\u2019s use case. The latest introduction of Cortex Search replaces the need for standalone vector tables and a self-managed embedding process with a fully managed RAG engine. This advancement not only streamlines development but also elevates the quality of outcomes with sophisticated retrieval and ranking techniques that merge semantic and lexical search. This effective approach is undoubtedly a game changer in building Gen AI RAG-based solutions.<\/p>\n\n\n\n<p><strong>Capgemini and Snowflake<\/strong><\/p>\n\n\n\n<p>The collaboration between Capgemini and Snowflake leverages Snowflake\u2019s AI data cloud to enable businesses to unify and connect to a single copy of all data with ease. This partnership allows for the creation of collaborative data ecosystems, where businesses can effortlessly share and consume shared data and data services.<\/p>\n\n\n\n<p>Capgemini and Snowflake are collaborating to develop generative AI solutions that leverage Snowflake&#8217;s advanced AI Data Cloud technology to drive innovation and enhance business outcomes across various industries.<\/p>\n\n\n\n<p>This strategic relationship has led to Snowflake naming Capgemini the 2023 EMEA Global SI Partner of the Year.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/section>\n\n\n\n<section class=\"wp-block-cg-blocks-wrapper-people-slider section section--expert-slider wrapper-people-slider undefined\"><div class=\"container\"><div class=\"content-title\"><h2 data-maxlength=\"34\" class=\"people-heading-title\">Author<\/h2><\/div><\/div><div class=\"slider slider-boxed\"><div class=\"container\"><div class=\"slider-window\"><div class=\"slider-list\">\t\t<div class=\"slide\">\n\t\t\t<div class=\"box\">\n\t\t\t\t<div class=\"row\">\n\t\t\t\t\t<div class=\"col-md-6 col-lg-4 box-img-wrapper\">\n\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2024\/10\/Dawid-Benski.jpg\" alt=\"Dawid Benski\"\/>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"col-md-6 col-lg-8 box-inner\">\n\t\t\t\t\t\t<div class=\"row title-social-media-header\">\n\t\t\t\t\t\t\t<div class=\"col-md-12 col-lg-6 mbl-social-icon\">\n\t\t\t\t\t\t\t\t<ul class=\"social-nav\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li>\n\t\t\t\t\t\t\t\t\t\t\t<a class=\"subnav-button--form\" href=\"javascript:void(0)\" aria-label=\"contact us\" data-bs-toggle=\"modal\" data-bs-target=\"#WPBb8e852e7_afe8_4819_b136_4c3cb98e7db4\" data-bs-expert-title=\"1\">\n\t\t\t\t\t\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"ico-form\"><\/i>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li><a aria-label=\"Linkedin\" target=\"_blank\" title=\"Opens in a new window\" href=\"https:\/\/www.linkedin.com\/in\/dawid-benski-799a1916a\/\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><\/a><\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"col-md-12 col-lg-6 box-container\">\n\t\t\t\t\t\t\t\t<div class=\"box-title\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"people-profile-title\">Dawid Benski<\/h3>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>Delivery Architect Director, Capgemini<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"col-md-12 col-lg-6 social-box-container dkt-social-icon\">\n\t\t\t\t\t\t\t\t<ul class=\"social-nav\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li>\n\t\t\t\t\t\t\t\t\t\t\t<a class=\"subnav-button--form\" href=\"javascript:void(0)\" aria-label=\"contact us\" data-bs-toggle=\"modal\" data-bs-target=\"#WPBb8e852e7_afe8_4819_b136_4c3cb98e7db4\" data-bs-expert-title=\"Dawid Benski\">\n\t\t\t\t\t\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"ico-form\"><\/i>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li><a aria-label=\"Linkedin\" target=\"_blank\" title=\"Opens in a new window\" href=\"https:\/\/www.linkedin.com\/in\/dawid-benski-799a1916a\/\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><\/a><\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"people-info\">Dawid is a delivery architect who is focused on Big Data and Cloud, mainly working in sectors like Telco and Automotive. Experienced working directly with customers as well as remote team management, both in Germany and India.<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"modal\" id=\"WPBb8e852e7_afe8_4819_b136_4c3cb98e7db4\">\n\t\t\t\t\t<div class=\"modal-dialog modal-dialog-centered modal-lg modal-dialog-scrollable landing-page-modals\">\n\t\t\t\t\t\t<div class=\"modal-content\">\n\t\t\t\t\t\t\t<div class=\"modal-header\">\n\t\t\t\t\t\t\t\t<button type=\"button\" class=\"btn-close\" aria-label=\"close\" data-bs-dismiss=\"modal\"><\/button>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"modal-body\">\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t<div class=\"mf_forms__container \">\n\t\t\t\t\t\t\t\t<form id=\"mf_form_613082_623018463\" class=\"mf_form__form row needs-validation\" action=\"\" method=\"post\" enctype=\"multipart\/form-data\" data-nosnippet>\n\n\t\t\t\t<div class=\"mf-field-wrapper form-floating col-sm-12\"><input type=\"text\" class=\"form-control\" id=\"_mf_613076_3576_2595680554\" name=\"_mf_613076_3576\" placeholder=\"First Name\" required \/><label for=\"_mf_613076_3576_2595680554\" class=\"form-label\">First Name <span class=\"star-required\">*<\/span><\/label><div class=\"invalid-feedback-frm\" role=\"alert\">First Name is not valid.<\/div><\/div><div class=\"mf-field-wrapper form-floating col-sm-12\"><input type=\"text\" class=\"form-control\" id=\"_mf_613076_9936_1168158764\" name=\"_mf_613076_9936\" placeholder=\"Last Name\" required \/><label for=\"_mf_613076_9936_1168158764\" class=\"form-label\">Last Name <span class=\"star-required\">*<\/span><\/label><div class=\"invalid-feedback-frm\" role=\"alert\">Last Name is not valid.<\/div><\/div><div class=\"mf-field-wrapper form-floating col-sm-12\"><input type=\"text\" class=\"form-control\" id=\"_mf_613076_8904_3457533486\" name=\"_mf_613076_8904\" placeholder=\"Company\" required \/><label for=\"_mf_613076_8904_3457533486\" class=\"form-label\">Company <span class=\"star-required\">*<\/span><\/label><div class=\"invalid-feedback-frm\" role=\"alert\">Company is not valid.<\/div><\/div><div class=\"mf-field-wrapper form-floating col-sm-12\"><input type=\"email\" class=\"form-control\" id=\"_mf_613082_3616_35091513\" name=\"_mf_613082_3616\" placeholder=\"Email (Business Email only)\" required \/><label for=\"_mf_613082_3616_35091513\" class=\"form-label\">Email (Business Email only) <span class=\"star-required\">*<\/span><\/label><div class=\"invalid-feedback-frm\" role=\"alert\">email_address<\/div><\/div><div class=\"mf-field-wrapper form-floating col-sm-12\"><input type=\"text\" pattern=\"^[0-9\\-\\+\\s]+$\"  class=\"form-control\" id=\"_mf_613082_3512_1731891997\" name=\"_mf_613082_3512\" oninput=\"validateInput(this)\" maxlength=\"14\" placeholder=\"Phone\"  \/><label for=\"_mf_613082_3512_1731891997\" class=\"form-label\">Phone (optional)<\/label><\/div>\t\t<div class=\"mf_field mf_field--country mf_field--select floating form-country-select-parent mf-required\">\n\n\t\t\t<label for=\"_mf_613076_4465_4229489954\" class=\"floating__label form-country-select-label\" data-content=\"Country\">\n\t\t\t\t<span class=\"floating-label-content\">Country<\/span>\n\t\t\t<\/label>\n\n\t\t\t<div class=\"select-wrap\">\n<i class=\"icon icon-zodiak-chevron-down\"><\/i>\n\t\t\t\t<select id=\"_mf_613076_4465_4229489954\" class=\"mf_field__input empty mf-country-selectbox form_country_select\" name=\"_mf_613076_4465\" data-validate=\"select\" required>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"\" >Country<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"AF\" >Afghanistan<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"AX\" >Aland Islands<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"AL\" >Albania<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"DZ\" >Algeria<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"AS\" >American Samoa<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"AD\" >Andorra<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"AO\" >Angola<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"AI\" >Anguilla<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"AQ\" >Antarctica<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"AG\" >Antigua And Barbuda<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"AR\" >Argentina<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"AM\" >Armenia<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"AW\" >Aruba<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"AU\" >Australia<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"AT\" >Austria<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"AZ\" >Azerbaijan<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BS\" >Bahamas<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BH\" >Bahrain<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BD\" >Bangladesh<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BB\" >Barbados<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BY\" >Belarus<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BE\" >Belgium<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BZ\" >Belize<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BJ\" >Benin<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BM\" >Bermuda<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BT\" >Bhutan<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BO\" >Bolivia<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BA\" >Bosnia And Herzegovina<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BW\" >Botswana<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BV\" >Bouvet Island<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BR\" >Brazil<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"IO\" >British Indian Ocean Territory<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BN\" >Brunei Darussalam<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BG\" >Bulgaria<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BF\" >Burkina Faso<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BI\" >Burundi<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"KH\" >Cambodia<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CM\" >Cameroon<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CA\" >Canada<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CV\" >Cape Verde<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"KY\" >Cayman Islands<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CF\" >Central African Republic<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"TD\" >Chad<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CL\" >Chile<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CN\" >China<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CX\" >Christmas Island<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CC\" >Cocos (Keeling) Islands<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CO\" >Colombia<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"KM\" >Comoros<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CG\" >Congo<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CD\" >Congo, Democratic Republic<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CK\" >Cook Islands<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CR\" >Costa Rica<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CI\" >Cote D&#039;Ivoire<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"HR\" >Croatia<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CU\" >Cuba<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CY\" >Cyprus<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CZ\" >Czech Republic<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"DK\" >Denmark<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"DJ\" >Djibouti<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"DM\" >Dominica<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"DO\" >Dominican Republic<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"EC\" >Ecuador<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"EG\" >Egypt<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SV\" >El Salvador<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GQ\" >Equatorial Guinea<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"ER\" >Eritrea<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"EE\" >Estonia<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"ET\" >Ethiopia<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"FK\" >Falkland Islands (Malvinas)<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"FO\" >Faroe Islands<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"FJ\" >Fiji<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"FI\" >Finland<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"FR\" >France<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GF\" >French Guiana<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"PF\" >French Polynesia<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"TF\" >French Southern Territories<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GA\" >Gabon<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GM\" >Gambia<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GE\" >Georgia<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"DE\" >Germany<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GH\" >Ghana<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GI\" >Gibraltar<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GR\" >Greece<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GL\" >Greenland<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GD\" >Grenada<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GP\" >Guadeloupe<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GU\" >Guam<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GT\" >Guatemala<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GG\" >Guernsey<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GN\" >Guinea<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GW\" >Guinea-Bissau<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GY\" >Guyana<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"HT\" >Haiti<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"HM\" >Heard Island &amp; Mcdonald Islands<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"VA\" >Holy See (Vatican City State)<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"HN\" >Honduras<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"HK\" >Hong Kong<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"HU\" >Hungary<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"IS\" >Iceland<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"IN\" >India<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"ID\" >Indonesia<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"IR\" >Iran, Islamic Republic Of<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"IQ\" >Iraq<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"IE\" >Ireland<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"IM\" >Isle Of Man<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"IL\" >Israel<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"IT\" >Italy<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"JM\" >Jamaica<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"JP\" >Japan<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"JE\" >Jersey<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"JO\" >Jordan<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"KZ\" >Kazakhstan<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"KE\" >Kenya<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"KI\" >Kiribati<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"KR\" >Korea<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"KW\" >Kuwait<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"KG\" >Kyrgyzstan<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"LA\" >Lao People&#039;s Democratic Republic<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"LV\" >Latvia<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"LB\" >Lebanon<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"LS\" >Lesotho<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"LR\" >Liberia<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"LY\" >Libyan Arab Jamahiriya<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"LI\" >Liechtenstein<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"LT\" >Lithuania<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"LU\" >Luxembourg<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MO\" >Macao<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MK\" >Macedonia<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MG\" >Madagascar<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MW\" >Malawi<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MY\" >Malaysia<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MV\" >Maldives<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"ML\" >Mali<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MT\" >Malta<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MH\" >Marshall Islands<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MQ\" >Martinique<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MR\" >Mauritania<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MU\" >Mauritius<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"YT\" >Mayotte<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MX\" >Mexico<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"FM\" >Micronesia, Federated States Of<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MD\" >Moldova<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MC\" >Monaco<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MN\" >Mongolia<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"ME\" >Montenegro<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MS\" >Montserrat<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MA\" >Morocco<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MZ\" >Mozambique<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MM\" >Myanmar<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"NA\" >Namibia<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"NR\" >Nauru<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"NP\" >Nepal<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"NL\" >Netherlands<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"AN\" >Netherlands Antilles<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"NC\" >New Caledonia<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"NZ\" >New Zealand<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"NI\" >Nicaragua<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"NE\" >Niger<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"NG\" >Nigeria<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"NU\" >Niue<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"NF\" >Norfolk Island<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MP\" >Northern Mariana Islands<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"NO\" >Norway<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"OM\" >Oman<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"PK\" >Pakistan<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"PW\" >Palau<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"PS\" >Palestinian Territory, Occupied<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"PA\" >Panama<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"PG\" >Papua New Guinea<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"PY\" >Paraguay<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"PE\" >Peru<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"PH\" >Philippines<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"PN\" >Pitcairn<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"PL\" >Poland<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"PT\" >Portugal<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"PR\" >Puerto Rico<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"QA\" >Qatar<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"RE\" >Reunion<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"RO\" >Romania<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"RU\" >Russian Federation<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"RW\" >Rwanda<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"BL\" >Saint Barthelemy<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SH\" >Saint Helena<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"KN\" >Saint Kitts And Nevis<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"LC\" >Saint Lucia<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"MF\" >Saint Martin<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"PM\" >Saint Pierre And Miquelon<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"VC\" >Saint Vincent And Grenadines<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"WS\" >Samoa<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SM\" >San Marino<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"ST\" >Sao Tome And Principe<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SA\" >Saudi Arabia<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SN\" >Senegal<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"RS\" >Serbia<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SC\" >Seychelles<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SL\" >Sierra Leone<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SG\" >Singapore<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SK\" >Slovakia<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SI\" >Slovenia<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SB\" >Solomon Islands<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SO\" >Somalia<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"ZA\" >South Africa<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"GS\" >South Georgia And Sandwich Isl.<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"ES\" >Spain<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"LK\" >Sri Lanka<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SD\" >Sudan<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SR\" >Suriname<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SJ\" >Svalbard And Jan Mayen<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SZ\" >Swaziland<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SE\" >Sweden<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"CH\" >Switzerland<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"SY\" >Syrian Arab Republic<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option value=\"TW\" >Taiwan<\/option>\n\t\t\t\t\t\t\t\t\t\t\t<option 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