diff --git a/chatbox.html b/chatbox.html
index dadf1d8b0740b23090f747691dfe90c3b9e9a7fb..8ae6a06f1be724f5f00b60f0f410173cf243abce 100644
--- a/chatbox.html
+++ b/chatbox.html
@@ -5,6 +5,7 @@
   <meta charset="UTF-8">
   <title>HHU Search Helper - Inner</title>
   <link rel="stylesheet" href="styles.css">
+  <link rel="stylesheet" href='https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/all.min.css'>
   <style> 
   body { 
     overflow: hidden;
@@ -16,9 +17,10 @@
   <div id="chatbox">
     <div id="chatbox-title">HHU Search Helper</div>
     <div id="messages"></div>
+    <div id="messageInfo"></div>
     <div id="input-container">
       <input type="text" id="user-input" placeholder="Try searching: 'minimum admission grade' or 'I'm from outside the EU'">
-      <button onclick="saveMessage()">Save</button>
+      <button onclick="saveMessage()">Send</button>
     </div>
   </div>
 
@@ -31,6 +33,7 @@
         window.frameElement.style.height = document.documentElement.scrollHeight + 'px';
       }
     }
+    
     window.addEventListener('load', adjustIframeSize);
   
     const observers = new MutationObserver(adjustIframeSize);
diff --git a/embeddings/largeEmbedding.json b/embeddings/largeEmbedding.json
index ee3faa4985904f6af61026e47eccaa56669dea42..40718334b392bef8004198f134ad8fd13d92994a 100644
--- a/embeddings/largeEmbedding.json
+++ b/embeddings/largeEmbedding.json
@@ -1,19305 +1,19305 @@
 {
-  "Bachelor certificate (or certificate of a comparable university degree) with final grade. You need a Bachelor's degree in either Mathematics, Computer \nScience, Natural Sciences (e.g. Physics, Chemistry, Biology, Psychology,\n Cognitive Sciences), Engineering (e.g. Electric, Mechanical, Computer \nEngineering...), Computational Linguistics, Economy, or a related area.\nTo be eligible for the application, you need a final grade of 2.5 or better (i.e. lower) in the German system.\nYou can use the following website to convert your grade to the German system:\nhttps://www.tum.de/en/studies/application/application-info-portal/grade-conversion-formula-for-grades-earned-outside-germany/\nWe have 40 slots per year for our Master's program and fill them \naccording to the grades in the Bachelor's degree, as is required by \nstate law.\nBecause our admission criteria are exclusively based on the grades \nand contents of your university education, the only way to increase your\n chances of being accepted is to achieve good grades in your Bachelor's \ndegree.\nIf you have not yet completed your Bachelor's degree, submit a \nprovisional certificate with an intermediate grade based on your \ncompleted courses. If your institution does not provide a provisional \ncertificate, you may use a transcript of records along with a \ntranslation to English or German that you prepared yourself, as a way to\n provide a preliminary degree certificate. We will need the full \ncertificate by the 30th of September, otherwise, we cannot enroll you.": {
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+  "Transcript of Records with your courses and grades ": {
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-  "Proof of your proficiency in English. If your Bachelor's degree was taught entirely in English, then \nyou do not need an extra certificate of English skills, and can instead \nprovide evidence of that.\nA remark on your transcript of records that your medium of instruction (MOI) was English is sufficient.\n \nThe following language certificates are accepted:\na) Test of English as Foreign Language (TOEFL), Paper-based (min 500 \npoints), Computer-based (min 200 points), or Internet-based Test (IBT, \nmin 80 points),\nb) IELTS test with a score of at least 6.0.\nc) Cambridge B2 First Certificate, formerly known as Cambridge English: First (FCE)\nd) German Abitur certificate, showing that English has been \nconstantly taken as a subject and passed with the grade of \"sufficient\" \nup to the end of the qualification level 1 (grade 11 at G8-Abitur, \notherwise grade 12).": {
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-  "If your degree was not obtained in EU, Norway, Liechtenstein or Iceland: Documentation from uni-assist if you got your degree outside of the EU (or Liechtenstein, Norway, Iceland or some other associated country).\nIt won't be possible to apply completely through uni-assist, but you \nwill have to go through MyAssist to obtain the preliminary review \ndocumentation (VPD) and with that go through the HHU application \nportal.\nPlease refrain from asking us about uni-assist, since we do not control uni-assist.\nIf your degree is from China, India or Vietnam, you additonally\n need the APS certificate. While it is possible to include a language \ncertificate with the APS certificate, this is not necessary. For any \nfurther questions about APS, please ask at studierendenservice@hhu.de": {
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-  "Is my bachelor degree recognized in Germany? For admission to a master program in Germany your academic \ndegrees should be equivalent to, or better than, a German bachelor \ndegree.\nTo find out how your degree formally compares to a German bachelor degree you can visit the website below. Unfortunately this website is entirely in German, but we give you some English instructions. Go here: anabin.kmk.org/no_cache/filter/hochschulabschluesse.html Click on \"Suchen nach Abschlüssen\", select your country from the drop down menu \"Länderauswahl\". Select the type of degree that you possess from the next dropdown menu below. Select the area in which you have your degree from the next dropdown menu below. Click on \"Suche starten\". Select your degree from the list at the bottom of the page. If you click on the \"+\" symbol, a pop up window will open. In the section \"Bewertung\" of that pop up window, in the second column, you find equivalent German degrees.\n If one of \"Bakkalaureus/Bachelor3j\", \"Bakkalaureus/Bachelor4j\", \n\"Diplomgrad(FH)\", \"Diplomgrad\" is there, then you are eligible for \nadmission to a master program in Germany.": {
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+  "I have a bachelor degree in mathematics/statistics/physics/engineering. Am I eligible? Concerning your degree: Yes. Of course you still have to satisfy the other prerequisites.": {
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-  "I will not have finished my bachelor degree at the time of the deadline. Can I still apply? Yes, but you need to have finished you bachelor degree at the \ntime of enrolment, and we need confirmation of this. See the point \"What\n documents do I have to submit with the application?\"": {
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-  "What minimum grade do I need in my bachelor degree for admission? To be eligible for the application you need a grade of 2.5 or \nbetter (i.e. lower) in the German system. We have 40 slots per year for \nthe master program and fill them according to the grades in the bachelor\n degree. Thus the lowest grade sufficient for acceptance varies each \nyear. Caution: in older documents possibly found elsewhere, the number \n\"2.2\" appears, which is not correct as of 2024.\nIf you care about your chances beyond eligibility:\nThere is a big distinction made internally (due to the law): if you \nhave certain ties to the German education system (comprehensive list: EU\n or Island, Liechtenstein or Norway passport, having done a \nBachelor degree in Germany, married to a person with German passport, \nparenting or grandparenting a child with German passport, being the \nchild or grandchild of someone holding a German passport) then you are \nin group \"EU\", for which we have a big part of the 40 slots reserved. In\n the second group are all applicants with no ties to Germany/EU in this \nsense. For example, if you're born in India, did your Bachelor's degree \nin India, and have a sister and an uncle with German passport, then \nyou're in the group \"Not-EU\". For group \"Not-EU\", the law requires us to\n reserve fewer slots, so the competition in terms of grades is much \nstronger. In group \"Not-EU\" in the past the worst admitted grade was a \n1.4 (in the German grading system, where 1.0 is the best and 4.0 the \nworst).\nIt is not possible to forecast accurately which grade will be enough \nfor an accepted application in the end, but with any grade above 1.4 the\n chances are quite high for everyone (also in group \"Not-EU\"); with a \ngrade above 2.0 the chances are not bad for a German or equivalent \n(Bildungsinländergleichgestellte, group \"EU\").": {
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+  "Can I apply through uni-assist? Do you need VPD (Vorprüfungsdokumentation)? No, you can not apply through uni-assist. You can can only apply through our own application portal.\nAs for Vorprüfungsdokumentation (VPD), as written above, you may need this if you're from outside the EU.": {
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-  "How do I convert my bachelor grade to the German system? You can convert grades to the German system by using the 'Bavarian Formula', see www.tum.de/en/studies/application/grade-conversion-formula-for-grades-earned-outside-germany/\n The outcome must be a number lower than or equal to 2.5, then you are \neliglible for application (lower numbers correspond to better grades in \nthe German system).\nFollowing a resolution of the German ministers of education, Dutch \ngrades should be converted putting a 9 as the highest possible grade in \nthe 'Bavarian formula', instead of the actual highest possible grade \nwhich is 10. Likewise, French grades are converted using 16 as the \nhighest possible grade.\nThis information is only here so that you can check for \nyourself whether you are eligible or not. In the application form always\n enter the grades and numbers from your local university system, as \nstated on your transcript.\nIf you get a different result from the Bavarian Formula in the HHU \napplication portal and elsewhere, pay attention to rounding error. The \ntool from TUM truncates the grade (which is a form of rounding) and \nuni-assist is also known to truncate/round numbers. We don't do this. \nExample: a German grade 1.475 is seen as a 1.4 for some, but we see it \nas close to 1.5 and it may be displayed as 1.5 within the application \nportal (even if no actual rounding happens in the data itself).\nSome universities have different thresholds for passing a single \ncourse and for passing the entire degree programme (lowest passing \ngrade). Please enter the degree-wide lowest passing grade (i.e. the \nlowest grade in your system which barely allows to obtain the degree). \nIf this differs from the lowest grade that the grading scale seems to \nallow, please include documentation about this (often, but not always, \nprinted on transcripts).": {
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-  "How can I prove my proficiency in English? The following language certificates are accepted:\na) Test of English as Foreign Language (TOEFL), Paper-based (min 500 \npoints), Computer-based (min 200 points), or Internet-based Test (IBT as\n well as IBT@Home, min 80 points),\nb) IELTS test with a score of at least 6.0.\nc) Cambridge B2 (or C1 or C2) First Certificate, formerly known as Cambridge English: First (FCE)\nd) Cambridge Linguaskill B2 (or C1)\ne) A German Abitur certificate, showing that English has been \nconstantly taken as a subject and passed with the grade of \"sufficient\" \nup to the end of the qualification level 1 (grade 11 at G8-Abitur, \notherwise grade 12).\nf) A bachelor or master degree that was entirely taught in English. \nThis fact should be stated on your transcript of records or some \nadditional document from your university.": {
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+  "Can I get an early admission letter to apply for a visa or a grant? No, we are legally not allowed to issue an acceptance letter before the application deadline.": {
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-  "What are the mathematical prerequisites for admission? You must have successfully completed mathematics courses worth \nthe equivalent of 30 credit points in the European ECTS system. These \ncourses need to be at a suffiently high level, and must cover the \nsubject areas of Analysis, Linear Algebra, Statistics/Stochastics or \nNumerical mathematics. The courses \"Mathematik für Informatiker 1--3\" \ntogether with the course \"Data Science\" in the Computer Science Bachelor\n at HHU are sufficient. The courses Analysis 1, Linear Algebra 1 and \nStochastics at HHU are not sufficient, since you wouldn't have covered \nhigherdimensional calculus. If you do in addition Analysis 2, you become\n eligible, and indeed very well prepared, for our master program.\nHere is the list of topics covered in the Mathematics courses at HHU \nthat that we would like our local students to have passed. The content \nof your mathematics courses does not have to match 100% with these, but \nshould go into the same direction.\nAnalysis I Real and complex numbers, sequences, convergence, \nCauchy sequences, limits, series, continuity, compactness, special \nfunctions, differential calculus, integration, squences of functions, \npower series, Taylor expansion\nAnalysis II calculus in many variables, mean value theorem and \nTaylor expansion in many variables, Implicit function Theorem, finding \nextrema with and without constraints, normed and metric spaces, Banach \nfixed point theorem, ordinary differential equations, existence and \nuniqueness theorems, special solution methods, linear differential \nequations, systems with constant coefficients, stability\nLinear Algebra I Sets, groups, rings, fields, complex numbers, \nfinite prime fields, vector spaces, linear independence, bases, sums and\n quotients of vector spaces, linear maps, matrices, kernel and image, \nisomorphism theorems, rank, systems of linear equations, endomorphisms, \ndeterminants, Laplace expansion, eigenvalues and eigenvectors, \ncharacteristic polynomial, diagonalizability, scalar products, lengths \nand angles, Gram-Schmidt orthogonalization, orthogonal and unitary \nendomorphisms\nProbability models for random experiments, applications in \ncomputer science and natural sciences, independence of random variables,\n generating functions, weak law of large numbers, central limit theorem,\n Maximum-Likelihood estimation, significance tests, linear regression\nIf you have completed mathematics courses on other subject \nmatters than the above, do include them in the list at the time of \napplication - they may contribute to the 30 Credits, even if they \ncovered different topics.": {
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+  "I could not find \"Artificial Intelligence and Data Science\" in the application portal You have to select \"Artificial Intelligence\". This is the same course programme.": {
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-  "How do I convert my local mathematics credit points into European ECTS credit points? The workload of an average semester in Europe is 30 ECTS credit\n points. This is also the number of ECTS credit points that we require \nfor the mathematics prerequisites. To determine the number of credit \npoints (in the local \"currency\" of your university) that you need from \nmathematics courses, just calculate the average number of credit points \nper semester in your program. That is: Take the total of credit points \nthat you needed for obtaining your degree, divided by the number of \nsemesters that your bachelor program is supposed to take. You should\n be aware that we might not count every credit from a mathematics course\n if the level seems to low or if some of the topics were too far from \nthe topics we listed.\nThis information is only here so that you can check for \nyourself whether you are eligible or not. In the application form, \nalways enter the credits counts from your local university system, as \nstated on your transcript.": {
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-  "Can you take a look at my transcript of records, and say whether I satisfy the prerequisites? No. We have no capacity of evaluating your documents in \nadvance, before the end of the application period. Please judge for \nyourself if you satisfy the criteria (see e.g. \"How do I convert my \nbachelor grade to the German system?\" and \"How do I convert my local \nmathematics credit points into European ECTS credit points?\"), and if \nyou think that yes, apply. Application is purely online and free of \ncharge.": {
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+  "Bachelor certificate (or certificate of a comparable university degree) with final grade. You need a Bachelor's degree in either Mathematics, Computer Science, Natural Sciences (e.g. Physics, Chemistry, Biology, Psychology, Cognitive Sciences), Engineering (e.g. Electric, Mechanical, Computer Engineering...), Computational Linguistics, Economy, or a related area.\nTo be eligible for the application, you need a final grade of 2.5 or better (i.e. lower) in the German system.\nYou can use the following website to convert your grade to the German system:\nhttps://www.tum.de/en/studies/application/application-info-portal/grade-conversion-formula-for-grades-earned-outside-germany/\nWe have 40 slots per year for our Master's program and fill them according to the grades in the Bachelor's degree, as is required by state law.\nBecause our admission criteria are exclusively based on the grades and contents of your university education, the only way to increase your chances of being accepted is to achieve good grades in your Bachelor's degree.\nIf you have not yet completed your Bachelor's degree, submit a provisional certificate with an intermediate grade based on your completed courses. If your institution does not provide a provisional certificate, you may use a transcript of records along with a translation to English or German that you prepared yourself, as a way to provide a preliminary degree certificate. We will need the full certificate by the 30th of September, otherwise, we cannot enroll you.": {
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-  "My bachelor program did not comprise \nsufficiently many mathematics courses. Can I do the missing courses \nafter admission, during the master program? No. Admission is only possible if you have successfully \ncompleted mathematics courses worth 30 CP, at a suffiently high level, \nin the subject areas of Analysis, Linear Algebra, Statistics/Stochastics\n or Numerical mathematics.": {
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-  "My bachelor program did not comprise \nsufficiently many mathematics courses. Can I do the missing courses \nbefore starting the master program (but not as part of my bachelor)? Yes. You can enroll at some university and complete courses covering our desired mathematical prerequisites before application.\n If you do not have written the exams at the time of application, you \ncan be admitted conditionally, but you need to provide proof that you \npassed exams before you can enroll.": {
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+  "Proof of your proficiency in English. If your Bachelor's degree was taught entirely in English, then you do not need an extra certificate of English skills, and can instead provide evidence of that.\nA remark on your transcript of records that your medium of instruction (MOI) was English is sufficient.\n \nThe following language certificates are accepted:\na) Test of English as Foreign Language (TOEFL), Paper-based (min 500 points), Computer-based (min 200 points), or Internet-based Test (IBT, min 80 points),\nb) IELTS test with a score of at least 6.0.\nc) Cambridge B2 First Certificate, formerly known as Cambridge English: First (FCE)\nd) German Abitur certificate, showing that English has been constantly taken as a subject and passed with the grade of \"sufficient\" up to the end of the qualification level 1 (grade 11 at G8-Abitur, otherwise grade 12).": {
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-  "My bachelor program did not comprise sufficiently many mathematics courses. Can I do the missing courses at HHU? Yes, you can enroll for some bachelor program at HHU and do the\n required mathematics courses. Note, however, that all bachelor programs\n at HHU, and also the mathematics lectures, are in German and you have \nto pass a C1 level German test for admission.": {
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+  "If your degree was not obtained in EU, Norway, Liechtenstein or Iceland: Documentation from uni-assist if you got your degree outside of the EU (or Liechtenstein, Norway, Iceland or some other associated country).\nIt won't be possible to apply completely through uni-assist, but you will have to go through MyAssist to obtain the preliminary review documentation (VPD) and with that go through the HHU application portal.\nPlease refrain from asking us about uni-assist, since we do not control uni-assist.\nIf your degree is from China, India or Vietnam, you additonally need the APS certificate. While it is possible to include a language certificate with the APS certificate, this is not necessary. For any further questions about APS, please ask at studierendenservice@hhu.de": {
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-  "Why do you not take into account anything other than grades and contents of my university education? The rules of our application process are implied by the law of \nthe state of North Rhine-Westphalia. We are legally bound by that. In \nparticular, there is no point in discussing these criteria with us, or \nlaying out how unfair they are in your case. We are sorry.": {
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+  "Is my bachelor degree recognized in Germany? For admission to a master program in Germany your academic degrees should be equivalent to, or better than, a German bachelor degree.\nTo find out how your degree formally compares to a German bachelor degree you can visit the website below. Unfortunately this website is entirely in German, but we give you some English instructions. Go here: anabin.kmk.org/no_cache/filter/hochschulabschluesse.html Click on \"Suchen nach Abschlüssen\", select your country from the drop down menu \"Länderauswahl\". Select the type of degree that you possess from the next dropdown menu below. Select the area in which you have your degree from the next dropdown menu below. Click on \"Suche starten\". Select your degree from the list at the bottom of the page. If you click on the \"+\" symbol, a pop up window will open. In the section \"Bewertung\" of that pop up window, in the second column, you find equivalent German degrees. If one of \"Bakkalaureus/Bachelor3j\", \"Bakkalaureus/Bachelor4j\", \"Diplomgrad(FH)\", \"Diplomgrad\" is there, then you are eligible for admission to a master program in Germany.": {
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-  "I already have a master degree. Will the grade of that master degree be taken into account? Only if your master degree is from a German university. In this\n case, given that you are eligible according to the other criteria, we \nrank you according to the final grade of your first master degree and \nsome extra social criteria. Otherwise admission will only take the final\n grade of your bachelor degree into account if you use your bachelor as \nMaster-access-diploma (MZB). You can, if the grade is better, use your \nfirst Master degree as Master-access-diploma (MZB) and then only this \nwill be taken into account, not your bachelor.\nThe only way your non-German master studies can be taken into \naccount, is if you did courses covering your mathematics prerequisites \nduring your master program - then they can count as part of your \nmathematics prerequisites, but will still not influence the calculation \nof your grade.\nThese special rules for German master degrees are not chosen by us, but implied by the state law.\nThe social criteria are available in German only here.": {
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+  "I will not have finished my bachelor degree at the time of the deadline. Can I still apply? Yes, but you need to have finished you bachelor degree at the time of enrolment, and we need confirmation of this. See the point \"What documents do I have to submit with the application?\"": {
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-  "I have a bachelor degree in economy. Am I eligible? A bachelor degree in economy is ok, but it does typically not \ncome with mathematics courses with the depth and and range of topics \nrequired for admission. Mathematics courses for economists do generally \nnot count towards the 30 CP that we require. If you have an economy \ndegree with a very strong mathematics emphasis this may be different \nthough.": {
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+  "What minimum grade do I need in my bachelor degree for admission? To be eligible for the application you need a grade of 2.5 or better (i.e. lower) in the German system. We have 40 slots per year for the master program and fill them according to the grades in the bachelor degree. Thus the lowest grade sufficient for acceptance varies each year. Caution: in older documents possibly found elsewhere, the number \"2.2\" appears, which is not correct as of 2024.\nIf you care about your chances beyond eligibility:\nThere is a big distinction made internally (due to the law): if you have certain ties to the German education system (comprehensive list: EU or Island, Liechtenstein or Norway passport, having done a Bachelor degree in Germany, married to a person with German passport, parenting or grandparenting a child with German passport, being the child or grandchild of someone holding a German passport) then you are in group \"EU\", for which we have a big part of the 40 slots reserved. In the second group are all applicants with no ties to Germany/EU in this sense. For example, if you're born in India, did your Bachelor's degree in India, and have a sister and an uncle with German passport, then you're in the group \"Not-EU\". For group \"Not-EU\", the law requires us to reserve fewer slots, so the competition in terms of grades is much stronger. In group \"Not-EU\" in the past the worst admitted grade was a 1.4 (in the German grading system, where 1.0 is the best and 4.0 the worst).\nIt is not possible to forecast accurately which grade will be enough for an accepted application in the end, but with any grade above 1.4 the chances are quite high for everyone (also in group \"Not-EU\"); with a grade above 2.0 the chances are not bad for a German or equivalent (Bildungsinländergleichgestellte, group \"EU\").": {
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-  "I have a bachelor degree in mathematics/statistics/physics/engineering. Am I eligible? Concerning your degree: Yes. Of course you still have to satisfy the other prerequisites.": {
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+  "How do I convert my bachelor grade to the German system? You can convert grades to the German system by using the 'Bavarian Formula', see www.tum.de/en/studies/application/grade-conversion-formula-for-grades-earned-outside-germany/ The outcome must be a number lower than or equal to 2.5, then you are eliglible for application (lower numbers correspond to better grades in the German system).\nFollowing a resolution of the German ministers of education, Dutch grades should be converted putting a 9 as the highest possible grade in the 'Bavarian formula', instead of the actual highest possible grade which is 10. Likewise, French grades are converted using 16 as the highest possible grade.\nThis information is only here so that you can check for yourself whether you are eligible or not. In the application form always enter the grades and numbers from your local university system, as stated on your transcript.\nIf you get a different result from the Bavarian Formula in the HHU application portal and elsewhere, pay attention to rounding error. The tool from TUM truncates the grade (which is a form of rounding) and uni-assist is also known to truncate/round numbers. We don't do this. Example: a German grade 1.475 is seen as a 1.4 for some, but we see it as close to 1.5 and it may be displayed as 1.5 within the application portal (even if no actual rounding happens in the data itself).\nSome universities have different thresholds for passing a single course and for passing the entire degree programme (lowest passing grade). Please enter the degree-wide lowest passing grade (i.e. the lowest grade in your system which barely allows to obtain the degree). If this differs from the lowest grade that the grading scale seems to allow, please include documentation about this (often, but not always, printed on transcripts).": {
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-  "Do I need to use uni-assist and/or VPD for application? Yes, if you got your degree outside of the EU (or Liechtenstein, Norway, Iceland or some other associated country).\nIt won't be possible to apply completely through uni-assist, but you \nwill have to go through MyAssist to obtain the preliminary review \ndocumentation (VPD) and with that go through the HHU application \nportal.\nPlease refrain from asking us about uni-assist, since we do not control uni-assist.": {
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+  "How can I prove my proficiency in English? The following language certificates are accepted:\na) Test of English as Foreign Language (TOEFL), Paper-based (min 500 points), Computer-based (min 200 points), or Internet-based Test (IBT as well as IBT@Home, min 80 points),\nb) IELTS test with a score of at least 6.0.\nc) Cambridge B2 (or C1 or C2) First Certificate, formerly known as Cambridge English: First (FCE)\nd) Cambridge Linguaskill B2 (or C1)\ne) A German Abitur certificate, showing that English has been constantly taken as a subject and passed with the grade of \"sufficient\" up to the end of the qualification level 1 (grade 11 at G8-Abitur, otherwise grade 12).\nf) A bachelor or master degree that was entirely taught in English. This fact should be stated on your transcript of records or some additional document from your university.": {
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-  "Can I re-use a VPD (from uni-assist) made for another University? No, this is (sadly) not possible.": {
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+  "What are the mathematical prerequisites for admission? You must have successfully completed mathematics courses worth the equivalent of 30 credit points in the European ECTS system. These courses need to be at a suffiently high level, and must cover the subject areas of Analysis, Linear Algebra, Statistics/Stochastics or Numerical mathematics. The courses \"Mathematik für Informatiker 1--3\" together with the course \"Data Science\" in the Computer Science Bachelor at HHU are sufficient. The courses Analysis 1, Linear Algebra 1 and Stochastics at HHU are not sufficient, since you wouldn't have covered higherdimensional calculus. If you do in addition Analysis 2, you become eligible, and indeed very well prepared, for our master program.\nHere is the list of topics covered in the Mathematics courses at HHU that that we would like our local students to have passed. The content of your mathematics courses does not have to match 100% with these, but should go into the same direction.\nAnalysis I Real and complex numbers, sequences, convergence, Cauchy sequences, limits, series, continuity, compactness, special functions, differential calculus, integration, squences of functions, power series, Taylor expansion\nAnalysis II calculus in many variables, mean value theorem and Taylor expansion in many variables, Implicit function Theorem, finding extrema with and without constraints, normed and metric spaces, Banach fixed point theorem, ordinary differential equations, existence and uniqueness theorems, special solution methods, linear differential equations, systems with constant coefficients, stability\nLinear Algebra I Sets, groups, rings, fields, complex numbers, finite prime fields, vector spaces, linear independence, bases, sums and quotients of vector spaces, linear maps, matrices, kernel and image, isomorphism theorems, rank, systems of linear equations, endomorphisms, determinants, Laplace expansion, eigenvalues and eigenvectors, characteristic polynomial, diagonalizability, scalar products, lengths and angles, Gram-Schmidt orthogonalization, orthogonal and unitary endomorphisms\nProbability models for random experiments, applications in computer science and natural sciences, independence of random variables, generating functions, weak law of large numbers, central limit theorem, Maximum-Likelihood estimation, significance tests, linear regression\nIf you have completed mathematics courses on other subject matters than the above, do include them in the list at the time of application - they may contribute to the 30 Credits, even if they covered different topics.": {
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-  "Can I apply through uni-assist? Do you need VPD (Vorprüfungsdokumentation)? No, you can not apply through uni-assist. You can can only apply through our own application portal.\nAs for Vorprüfungsdokumentation (VPD), as written above, you may need this if you're from outside the EU.": {
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+  "How do I convert my local mathematics credit points into European ECTS credit points? The workload of an average semester in Europe is 30 ECTS credit points. This is also the number of ECTS credit points that we require for the mathematics prerequisites. To determine the number of credit points (in the local \"currency\" of your university) that you need from mathematics courses, just calculate the average number of credit points per semester in your program. That is: Take the total of credit points that you needed for obtaining your degree, divided by the number of semesters that your bachelor program is supposed to take. You should be aware that we might not count every credit from a mathematics course if the level seems to low or if some of the topics were too far from the topics we listed.\nThis information is only here so that you can check for yourself whether you are eligible or not. In the application form, always enter the credits counts from your local university system, as stated on your transcript.": {
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-  "Do I need to send any documents by mail? Not for the application. The application process is purely \nonline, and you can upload all required documents in our application \nportal. If you get accepted, you might or might not be required to send \ndocuments by mail - just wait for the instructions in your acceptance \nletter.": {
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+  "Can you take a look at my transcript of records, and say whether I satisfy the prerequisites? No. We have no capacity of evaluating your documents in advance, before the end of the application period. Please judge for yourself if you satisfy the criteria (see e.g. \"How do I convert my bachelor grade to the German system?\" and \"How do I convert my local mathematics credit points into European ECTS credit points?\"), and if you think that yes, apply. Application is purely online and free of charge.": {
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+  "My bachelor program did not comprise sufficiently many mathematics courses. Can I do the missing courses before starting the master program (but not as part of my bachelor)? Yes. You can enroll at some university and complete courses covering our desired mathematical prerequisites before application. If you do not have written the exams at the time of application, you can be admitted conditionally, but you need to provide proof that you passed exams before you can enroll.": {
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-  "What documents do I have to submit with the application? We will need from you the following documents:\n1. Bachelor certificate (or certificate of a comparable university \ndegree) with final grade. Alternatively, if you have not yet completed \nyour bachelor degree, submit a provisional certificate with an \nintermediate grade based on your completed courses. If your institution \ndoes not provide a provisional certificate, you may use a transcript of \nrecords along with a translation to English or German that you prepared \nyourself, as a way to provide a preliminary degree certificate. We will \nneed the full certificate until 30th of September, otherwise we can not \nenroll you.\n2. Transcript of Records with your courses and grades\n3. Enclose the syllabi of your mathematics courses.\n4. If you do not yet have your bachelor degree, we need a \nconfirmation from your supervisor that you are scheduled to submit your \nbachelor thesis, with the expected date of completion of your degree. If\n your bachelor degree does not involve writing a thesis, we need a \nconfirmation of this fact from your university.\n5. Proof of your proficiency in English. The following language certificates are accepted: \ta)\n Test of English as Foreign Language (TOEFL), Paper-based (min 500 \npoints), Computer-based (min 200 points), or Internet-based Test (IBT, \nmin 80 points), \tb) IELTS test with a score of at least 6.0. \tc) Cambridge B2 First Certificate, formerly known as Cambridge English: First (FCE) \td)\n German Abitur certificate, showing that English has been constantly \ntaken as a subject and passed with the grade of \"sufficient\" up to the \nend of the qualification level 1 (grade 11 at G8-Abitur, otherwise grade\n 12). If your bachelor course was taught entirely in \nEnglish, then you do not need an extra certificate of English skills, \nand can instead provide evidence of that. A remark on your transcript of\n records that your medium of instruction was English is sufficient.\n6. If you are eligible for preferential treatment, e.g. because of \nsome disability, we need a confirmation of that. The requirements are \nusually very strict, e.g. a disability doesn't change your outlook in \ngeneral - it needs to be so severe that the progression of the disease \nwould make it impractical to defer studying for another year. You will \nhave to look for information about that elsewhere, as it is not specific\n to this Master programme.": {
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+  "My bachelor program did not comprise sufficiently many mathematics courses. Can I do the missing courses at HHU? Yes, you can enroll for some bachelor program at HHU and do the required mathematics courses. Note, however, that all bachelor programs at HHU, and also the mathematics lectures, are in German and you have to pass a C1 level German test for admission.": {
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-  "How do I convert my bachelor grade to the German system? You can convert grades to the German system by using the 'Bavarian Formula', see www.tum.de/en/studies/application/grade-conversion-formula-for-grades-earned-outside-germany/\n The outcome must be a number lower than or equal to 2.5, then you are \neliglible for application (lower numbers correspond to better grades in \nthe German system).\nFollowing a resolution of the German ministers of education, Dutch \ngrades should be converted putting a 9 as the highest possible grade in \nthe 'Bavarian formula', instead of the actual highest possible grade \nwhich is 10. Likewise, French grades are converted using 16 as the \nhighest possible grade.\nThis information is only here so that you can check for \nyourself whether you are eligible or not. In the application form always\n enter the grades and numbers from your local university system, as \nstated on your transcript.": {
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+  "Why do you not take into account anything other than grades and contents of my university education? The rules of our application process are implied by the law of the state of North Rhine-Westphalia. We are legally bound by that. In particular, there is no point in discussing these criteria with us, or laying out how unfair they are in your case. We are sorry.": {
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-  "How can I prove my proficiency in English? The following language certificates are accepted:\na) Test of English as Foreign Language (TOEFL), Paper-based (min 500 \npoints), Computer-based (min 200 points), or Internet-based Test (IBT as\n well as IBT@Home, min 80 points),\nb) IELTS test with a score of at least 6.0.\nc) Cambridge B2 First Certificate, formerly known as Cambridge English: First (FCE)\nd) A German Abitur certificate, showing that English has been \nconstantly taken as a subject and passed with the grade of \"sufficient\" \nup to the end of the qualification level 1 (grade 11 at G8-Abitur, \notherwise grade 12).\ne) A bachelor or master degree that was entirely taught in English. \nThis fact should be stated on your transcript of records or some \nadditional document from your university.": {
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+  "I already have a master degree. Will the grade of that master degree be taken into account? Only if your master degree is from a German university. In this case, given that you are eligible according to the other criteria, we rank you according to the final grade of your first master degree and some extra social criteria. Otherwise admission will only take the final grade of your bachelor degree into account if you use your bachelor as Master-access-diploma (MZB). You can, if the grade is better, use your first Master degree as Master-access-diploma (MZB) and then only this will be taken into account, not your bachelor.\nThe only way your non-German master studies can be taken into account, is if you did courses covering your mathematics prerequisites during your master program - then they can count as part of your mathematics prerequisites, but will still not influence the calculation of your grade.\nThese special rules for German master degrees are not chosen by us, but implied by the state law.\nThe social criteria are available in German only here.": {
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-  "I already have a master degree. Will the grade of that master degree be taken into account? Only if your master degree is from a German university. In this\n case we rank you according to the final grade of your master degree. \nOtherwise admission will only take the final grade of your bachelor \ndegree into account. The only way your non-German master studies can be \ntaken into account, is if you did courses covering your mathematics \nprerequisites during your master program - then they can count as part \nof your mathematics prerequisites, but will still not influence the \ncalculation of your grade.\nThese special rules for German master degrees are not chosen by us, but implied by the state law.": {
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+  "I have a bachelor degree in economy. Am I eligible? A bachelor degree in economy is ok, but it does typically not come with mathematics courses with the depth and and range of topics required for admission. Mathematics courses for economists do generally not count towards the 30 CP that we require. If you have an economy degree with a very strong mathematics emphasis this may be different though.": {
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-  "When do the courses start? In early October. The exact date varies from year to year.": {
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+  "Do I need to use uni-assist and/or VPD for application? Yes, if you got your degree outside of the EU (or Liechtenstein, Norway, Iceland or some other associated country).\nIt won't be possible to apply completely through uni-assist, but you will have to go through MyAssist to obtain the preliminary review documentation (VPD) and with that go through the HHU application portal.\nPlease refrain from asking us about uni-assist, since we do not control uni-assist.": {
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-  "When will I get notice whether I am admitted? We start evaluating the applications immediately after the \ndeadline. We check the eligibility of the applicants and then hannd over\n to the administration who prepares a ranking, sends out acceptance \nletters and maintains a waiting list. We do not have any influence on \nthis process and can give you no information on how fast  this \nhappens. The first batch of acceptance letters shoud be sent out in the \nbeginning of August at latest. If you don't get an answer, by then it \nprobably means that you are on a waiting list. Please don't ask us about\n that - we don't maintain the waiting list.\nWe also evaluate some applications before the deadline and may give \nyou feedback on whether your application was incomplete, to give you the\n chance to augment missing information.\nIt is impossible for us to give you positive feedback on your \nadmission status before the deadline, but it might happen that you get \nnegative feedback (as in: the grade is too low) before the deadline.": {
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-  "Do I need an APS certificate (Akademische Prüfstelle)? If your degree is from China, India or Vietnam, you probably \nneed the APS certificate. While it is possible to include a language \ncertificate with the APS certificate, this is not necessary. For any \nfurther questions about APS, please ask at studierendenservice@hhu.de": {
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+  "What documents do I have to submit with the application? We will need from you the following documents:\n1. Bachelor certificate (or certificate of a comparable university degree) with final grade. Alternatively, if you have not yet completed your bachelor degree, submit a provisional certificate with an intermediate grade based on your completed courses. If your institution does not provide a provisional certificate, you may use a transcript of records along with a translation to English or German that you prepared yourself, as a way to provide a preliminary degree certificate. We will need the full certificate until 30th of September, otherwise we can not enroll you.\n2. Transcript of Records with your courses and grades\n3. Enclose the syllabi of your mathematics courses.\n4. If you do not yet have your bachelor degree, we need a confirmation from your supervisor that you are scheduled to submit your bachelor thesis, with the expected date of completion of your degree. If your bachelor degree does not involve writing a thesis, we need a confirmation of this fact from your university.\n5. Proof of your proficiency in English. The following language certificates are accepted: \ta) Test of English as Foreign Language (TOEFL), Paper-based (min 500 points), Computer-based (min 200 points), or Internet-based Test (IBT, min 80 points), \tb) IELTS test with a score of at least 6.0. \tc) Cambridge B2 First Certificate, formerly known as Cambridge English: First (FCE) \td) German Abitur certificate, showing that English has been constantly taken as a subject and passed with the grade of \"sufficient\" up to the end of the qualification level 1 (grade 11 at G8-Abitur, otherwise grade 12). If your bachelor course was taught entirely in English, then you do not need an extra certificate of English skills, and can instead provide evidence of that. A remark on your transcript of records that your medium of instruction was English is sufficient.\n6. If you are eligible for preferential treatment, e.g. because of some disability, we need a confirmation of that. The requirements are usually very strict, e.g. a disability doesn't change your outlook in general - it needs to be so severe that the progression of the disease would make it impractical to defer studying for another year. You will have to look for information about that elsewhere, as it is not specific to this Master programme.": {
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-  "Can I get an early admission letter to apply for a visa or a grant? No, we are legally not allowed to issue an acceptance letter before the application deadline.": {
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+  "How do I convert my bachelor grade to the German system? You can convert grades to the German system by using the 'Bavarian Formula', see www.tum.de/en/studies/application/grade-conversion-formula-for-grades-earned-outside-germany/ The outcome must be a number lower than or equal to 2.5, then you are eliglible for application (lower numbers correspond to better grades in the German system).\nFollowing a resolution of the German ministers of education, Dutch grades should be converted putting a 9 as the highest possible grade in the 'Bavarian formula', instead of the actual highest possible grade which is 10. Likewise, French grades are converted using 16 as the highest possible grade.\nThis information is only here so that you can check for yourself whether you are eligible or not. In the application form always enter the grades and numbers from your local university system, as stated on your transcript.": {
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-  "Do foreign applicants have to send any additional documents? Maybe. The application process is identical for Germans, non \nGerman EU-citizens, and non EU-citizens, except thatnon-EU-Citizens \nmight need to provide a VPD (\"Vorprüfungsdokumentation\") fom uni-assist.\n Our administration has indicated that this might be the case from 2024 \non, but we have been left in the dark whether it will actually happen.\nNote: If your documents are in a different language than German, \nEnglish or French, (this is independent of your passport, it's just \nabout where you finished your degree), they have to be translated to \nGerman or English or French. Upon application, this translation can be \ndone by yourself and doesn't need to be officially certified.": {
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+  "How can I prove my proficiency in English? The following language certificates are accepted:\na) Test of English as Foreign Language (TOEFL), Paper-based (min 500 points), Computer-based (min 200 points), or Internet-based Test (IBT as well as IBT@Home, min 80 points),\nb) IELTS test with a score of at least 6.0.\nc) Cambridge B2 First Certificate, formerly known as Cambridge English: First (FCE)\nd) A German Abitur certificate, showing that English has been constantly taken as a subject and passed with the grade of \"sufficient\" up to the end of the qualification level 1 (grade 11 at G8-Abitur, otherwise grade 12).\ne) A bachelor or master degree that was entirely taught in English. This fact should be stated on your transcript of records or some additional document from your university.": {
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-  "In which form do you want the mathematics syllabi? If you have official documents, e.g. a module handbook with the\n syllabi of the courses of your program, then please include those. If \nyour course has a whole module handbook, then include only the pages \nthat are about your listed mathematics courses - do not attach the whole module handbook!\nIf you have official documents, but only in a language other than \nEnglish or German, then include them and attach a translation for us - \nit can be your own translation, it need not be done by a translator.\n If you have no official documents with syllabi, then write your own \nsummary of the treated topics. Try to get a confirmation from a member \nof your university that your summary of the maths syllabi is correct. If that is impossiblle, try to give us some evidence that your summary is correct, e.g. by links to course homepages.": {
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-  "Can you tell me what is the status of my application? No. We start evaluating the applications immediately after the \ndeadline and try to send out acceptance letters within a week. We hold \nback rejection letters for a bit longer, because if accepted applicants \ndo not take their place, we go further down the list and accept more \npeople.\nPlease refrain from sending us emails inquiring about the status of your application. Whenever your application reaches a clear status, we let you know immediately. Before that there is nothing we can say.\nIf you did not get any acceptance or rejection letter until the 15th \nof October, that is a mistake on our part, but by then you can assume \nthat your application was rejected. The most common cause for rejection \nis missing maths credits (which you might have already noticed upon \napplication) or not high enough overall grade in your Bachelor degree.": {
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+  "When will I get notice whether I am admitted? We start evaluating the applications immediately after the deadline. We check the eligibility of the applicants and then hannd over to the administration who prepares a ranking, sends out acceptance letters and maintains a waiting list. We do not have any influence on this process and can give you no information on how fast  this happens. The first batch of acceptance letters shoud be sent out in the beginning of August at latest. If you don't get an answer, by then it probably means that you are on a waiting list. Please don't ask us about that - we don't maintain the waiting list.\nWe also evaluate some applications before the deadline and may give you feedback on whether your application was incomplete, to give you the chance to augment missing information.\nIt is impossible for us to give you positive feedback on your admission status before the deadline, but it might happen that you get negative feedback (as in: the grade is too low) before the deadline.": {
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+  "Do I need an APS certificate (Akademische Prüfstelle)? If your degree is from China, India or Vietnam, you probably need the APS certificate. While it is possible to include a language certificate with the APS certificate, this is not necessary. For any further questions about APS, please ask at studierendenservice@hhu.de": {
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-  "You did not answer my email! Why? What can I do? This can have several reasons. \tWe need time to process your request - up to 7 days, not counting weekends, is normal, since we have many other duties. \tWe\n need more time to process your complicated request - up to two weeks is\n possible, if we need to inquire other parts of the university \nadministration, for example. If it takes longer than that, we will \nusually tell you. \tYou used an email server provided by \nMicrosoft (like Hotmail or Outlook) - they frequently blacklist large IP\n blocks, and this has happened to HHU as well. We simply might not have \nreceived your email at all (though we do check our spam folder daily, so\n this is not the issue) or you might have never received our answer to \nit (this happened quite often already). \tWe answered, but the \nanswer did not reach you, because your inbox is full (this happens more \noften than you might think) or some other technical problem on your \nside. We sometimes are notified about this, but there is nothing we can \ndo to tell you. \tWe falsely think that we answered all of your \nquestions already, if we already had a conversation. This is a simple \nmistake on our part. \tYou ended up in the spam folder and your email looked to suspicious that we did not identify it as non-spam upon review. \tWe made some other human error. It happens. What you can do: \tWait. Stay kind. We also do this a lot. \tAfter\n two weeks, you may of course just write again, to inquire about your \nquestion (depending on how urgent it actually is, this you have to judge\n yourself). Please make sure to include your original email, as it might\n have never reached us in the first place. \tIf you use a \nMicrosoft-based email server and failed to get an answer from us twice, \ntry using a different email address the third time.": {
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+  "Do foreign applicants have to send any additional documents? Maybe. The application process is identical for Germans, non German EU-citizens, and non EU-citizens, except that non-EU-Citizens might need to provide a VPD (\"Vorprüfungsdokumentation\") fom uni-assist. This depends on whether you earned your degree at an institution outside the European Union.\nNote: If your documents are in a different language than German, English or French, (this is independent of your passport, it's just about where you finished your degree), they have to be translated to German or English or French. At the time of application application, this translation can be done by yourself and doesn't need to be officially certified, but at the time of matriculation you might need to present a certified translation.": {
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+  "In which form do you want the mathematics syllabi? If you have official documents, e.g. a module handbook with the syllabi of the courses of your program, then please include those. If your course has a whole module handbook, then include only the pages that are about your listed mathematics courses - do not attach the whole module handbook!\nIf you have official documents, but only in a language other than English or German, then include them and attach a translation for us - it can be your own translation, it need not be done by a translator. If you have no official documents with syllabi, then write your own summary of the treated topics. Try to get a confirmation from a member of your university that your summary of the maths syllabi is correct. If that is impossiblle, try to give us some evidence that your summary is correct, e.g. by links to course homepages.": {
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-  "The portal says I applied to Master Artificial Intelligence and Data Science 7 (2021), 1. Subject-related semester This is a bit confusing, but correct, as the formal \nrequirements were fixed in a document with legal date 2021, which is \nwhat this line refers to. So if you see this, you're not applying in the\n past.": {
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+  "Can you tell me what is the status of my application? No. We start evaluating the applications immediately after the deadline and try to send out acceptance letters within a week. We hold back rejection letters for a bit longer, because if accepted applicants do not take their place, we go further down the list and accept more people.\nPlease refrain from sending us emails inquiring about the status of your application. Whenever your application reaches a clear status, we let you know immediately. Before that there is nothing we can say.\nIf you did not get any acceptance or rejection letter until the 15th of October, that is a mistake on our part, but by then you can assume that your application was rejected. The most common cause for rejection is missing maths credits (which you might have already noticed upon application) or not high enough overall grade in your Bachelor degree.": {
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-  "What goes into the motivation and recommendation letters? Nothing!\nIf these fields are not required in the application portal (the only \nexception seems to be if you already have done a Master's degree in \nGermany before), then you should not upload anything there, since we \ndon't read it and won't take it into account.\nAny time you spend on motivation letters or recommendation letters is ultimately time you could have spent otherwise.\nOn the other hand, if you upload something, we might even read it - \nbut we are not allowed to let that change your chances of getting a seat\n in our programme. In particular, it won't hurt.": {
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+  "You did not answer my email! Why? What can I do? This can have several reasons. \tWe need time to process your request - up to 7 days, not counting weekends, is normal, since we have many other duties. \tWe need more time to process your complicated request - up to two weeks is possible, if we need to inquire other parts of the university administration, for example. If it takes longer than that, we will usually tell you. \tYou used an email server provided by Microsoft (like Hotmail or Outlook) - they frequently blacklist large IP blocks, and this has happened to HHU as well. We simply might not have received your email at all (though we do check our spam folder daily, so this is not the issue) or you might have never received our answer to it (this happened quite often already). \tWe answered, but the answer did not reach you, because your inbox is full (this happens more often than you might think) or some other technical problem on your side. We sometimes are notified about this, but there is nothing we can do to tell you. \tWe falsely think that we answered all of your questions already, if we already had a conversation. This is a simple mistake on our part. \tYou ended up in the spam folder and your email looked to suspicious that we did not identify it as non-spam upon review. \tWe made some other human error. It happens. What you can do: \tWait. Stay kind. We also do this a lot. \tAfter two weeks, you may of course just write again, to inquire about your question (depending on how urgent it actually is, this you have to judge yourself). Please make sure to include your original email, as it might have never reached us in the first place. \tIf you use a Microsoft-based email server and failed to get an answer from us twice, try using a different email address the third time.": {
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-  "I submitted my application but now I need to change or amend something Before the deadline:\nYou can withdraw your application, then you can change something (such as adding additional documents), and then resubmit.\nRemark: we do not like to see half-finished applications submitted \nthat are supposed to be filled in later via resubmit. Please try to \nsubmit only complete applications. In particular, please do not upload \nblank placeholder PDFs or something like that.\nAfter the deadline:\nDo not withdraw your application unless you want to withdraw forever!\nIt is not possible to re-submit a withdrawn application after the application deadline.": {
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+  "What goes into the motivation and recommendation letters? Nothing!\nIf these fields are not required in the application portal (the only exception seems to be if you already have done a Master's degree in Germany before), then you should not upload anything there, since we don't read it and won't take it into account.\nAny time you spend on motivation letters or recommendation letters is ultimately time you could have spent otherwise.\nOn the other hand, if you upload something, we might even read it - but we are not allowed to let that change your chances of getting a seat in our programme. In particular, it won't hurt.": {
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-  "How are the applications ranked? We have 40 places per year. According to the state law we have \nto reserve 90% of the places for EU-applicants, 5% for \nnon-EU-applicants, 3% for people already having a German master degree \nand 2% for Germans with special conditions like disabilities.\nIn practice the EU-applicants don't exhaust all their places, so the \nreal percentage for the other groups is much higher: Currently almost \nhalf of our students are non-EU-citizens.\nThe EU-applicants are ranked by their bachelor grades. All bachelor grades are transformed into the German system by the so-called Bavarian formula.\nAmong the non-EU-applicants the following system is in place:\n Applicants are separated by their nationalities. The applicants of each\n country are ranked among themselves by their bachelor grades. Then the \nfirst ranked applicant of each country is admitted, then the second \nranked of each country etc. If there are e.g. more people second ranked \nin their country than there are remaining places, then their grades are \nconverted into German grades using the so-called Bavarian formula,\n the second ranked people are among themselves ranked by those grades, \nand the remaining admission letters sent out to the top ranked persons \nin this final group.\nThe applicants with a German master degree need to \nwrite a letter, giving reasons why they need a second master degree. \nThey are ranked based on their grades and this letter, following the \nguidelines given here: https://recht.nrw.de/lmi/owa/br_show_anlage?p_id=41581\nThe German applicants with special conditions are ranked according to the severeness of the condition and their grades. For details please inquire here: https://www.hhu.de/en/bbst": {
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-  "Last year, what was the lowest grade still sufficient to get admitted? Please see the item \"How are the applications ranked?\" in this \nFAQ: applicants are divided into four groups. Among those, only the \nEU-applicants are ranked by grade.\nIn the past years the EU-applicants didn't exhaust their allocated \nplaces, so the lowest grade to get in was the minimum grade for \neligibility, i.e. the German grade 2.5.\nFor the other groups, the admission system is such that the past \ngrades and admission numbers don't allow serious estimations for the \nupcoming application rounds.": {
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+  "I submitted my application but now I need to change or amend something Before the deadline:\nYou can withdraw your application, then you can change something (such as adding additional documents), and then resubmit.\nRemark: we do not like to see half-finished applications submitted that are supposed to be filled in later via resubmit. Please try to submit only complete applications. In particular, please do not upload blank placeholder PDFs or something like that.\nAfter the deadline:\nDo not withdraw your application unless you want to withdraw forever!\nIt is not possible to re-submit a withdrawn application after the application deadline.": {
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-  "I could not find \"Artificial Intelligence and Data Science\" in the application portal You have to select \"Artificial Intelligence\". This is the same course programme.": {
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+  "How are the applications ranked? We have 40 places per year. According to the state law we have to reserve 90% of the places for EU-applicants, 5% for non-EU-applicants, 3% for people already having a German master degree and 2% for Germans with special conditions like disabilities.\nIn practice the EU-applicants don't exhaust all their places, so the real percentage for the other groups is much higher: Currently almost half of our students are non-EU-citizens.\nThe EU-applicants are ranked by their bachelor grades. All bachelor grades are transformed into the German system by the so-called Bavarian formula.\nAmong the non-EU-applicants the following system is in place: Applicants are separated by their nationalities. The applicants of each country are ranked among themselves by their bachelor grades. Then the first ranked applicant of each country is admitted, then the second ranked of each country etc. If there are e.g. more people second ranked in their country than there are remaining places, then their grades are converted into German grades using the so-called Bavarian formula, the second ranked people are among themselves ranked by those grades, and the remaining admission letters sent out to the top ranked persons in this final group.\nThe applicants with a German master degree need to write a letter, giving reasons why they need a second master degree. They are ranked based on their grades and this letter, following the guidelines given here: https://recht.nrw.de/lmi/owa/br_show_anlage?p_id=41581\nThe German applicants with special conditions are ranked according to the severeness of the condition and their grades. For details please inquire here: https://www.hhu.de/en/bbst": {
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-  "Are there any study fees? None, except a fee of 300 Euros per semester. In exchange you \nbecome eligible for cheap student housing, get student prices in the \nmensa and a ticket for local traffic in the state of \nNorthrhine-Westphalia": {
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+  "Last year, what was the lowest grade still sufficient to get admitted? Please see the item \"How are the applications ranked?\" in this FAQ: applicants are divided into four groups. Among those, only the EU-applicants are ranked by grade.\nIn the past years the EU-applicants didn't exhaust their allocated places, so the lowest grade to get in was the minimum grade for eligibility, i.e. the German grade 2.5.\nFor the other groups, the admission system is such that the past grades and admission numbers don't allow serious estimations for the upcoming application rounds.": {
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-  "Can I study as a part time student? No. The master program is intended as a full time presence course. There is no part time mode.": {
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-  "How much presence is required? The master program is intended as a full time presence course. The is no part time mode.\nLecture times for future semesters are not fixed yet, but as an \nexample here are the lecture times for the first semester master \nstudents of the winter semester 2019/20: Monday 10:30-12:00 Machine Learning, Tuesday 10:30-12:15 Maths for AI Wednesday 12:30-14:00 Machine Learning Thursday 12:30-14:00 Advanced Programming -every 2nd Thursday 14:30-16:00 Advanced Programming exercise class Friday 10:30-12:15 Maths for AI\nAdditionally you have to choose one of Tuesday 16:30-18:00   OR   Wednesday 10:30-12:00 Maths for AI exercise class\nand one of Monday 18:30-20:00   OR   Friday 12:30-14:00 Machine Learning exercise class\nThere were two one week block projects in the Advanced Programming \nCourse in February, one voluntary, one compulsory - these required the \npresence of the students the whole time.\nIn the second and third semesters, additionally to the lecture \ncourses, you will have to participate in \"lab rotations\". This means \nthat you need to join a research group of the university or some unit in\n a company for six weeks and work full time with them, handling their \ndata. This can be done outside the lecturing period, and it is probably \neasier to organize this way.\nThe concrete requirements, including your required presence times, \nwill depend on the group hosting you. Your time of work should \naltogether comprise around 300 hours.": {
+  "How much presence is required? The master program is intended as a full time presence course. The is no part time mode.\nLecture times for future semesters are not fixed yet, but as an example here are the lecture times for the first semester master students of the winter semester 2019/20: Monday 10:30-12:00 Machine Learning, Tuesday 10:30-12:15 Maths for AI Wednesday 12:30-14:00 Machine Learning Thursday 12:30-14:00 Advanced Programming -every 2nd Thursday 14:30-16:00 Advanced Programming exercise class Friday 10:30-12:15 Maths for AI\nAdditionally you have to choose one of Tuesday 16:30-18:00   OR   Wednesday 10:30-12:00 Maths for AI exercise class\nand one of Monday 18:30-20:00   OR   Friday 12:30-14:00 Machine Learning exercise class\nThere were two one week block projects in the Advanced Programming Course in February, one voluntary, one compulsory - these required the presence of the students the whole time.\nIn the second and third semesters, additionally to the lecture courses, you will have to participate in \"lab rotations\". This means that you need to join a research group of the university or some unit in a company for six weeks and work full time with them, handling their data. This can be done outside the lecturing period, and it is probably easier to organize this way.\nThe concrete requirements, including your required presence times, will depend on the group hosting you. Your time of work should altogether comprise around 300 hours.": {
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@@ -19685,7 +19685,7 @@
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-  "Can I take German courses at HHU? Yes, there are German courses for international students: asta.hhu.de/beratung-service/deutschkurse-german-classes/deutschkurse-fuer-internationale-studierende/\nYou do, however, not need to speak German to be admitted in our \nmaster program, to follow our courses or to get along in Germany in \ngeneral.": {
+  "Can I take German courses at HHU? Yes, there are German courses for international students: asta.hhu.de/beratung-service/deutschkurse-german-classes/deutschkurse-fuer-internationale-studierende/\nYou do, however, not need to speak German to be admitted in our master program, to follow our courses or to get along in Germany in general.": {
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@@ -20071,7 +20071,7 @@
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-  "Is it possible to obtain funding for the master studies? There are no funding opportunities attached to our program. We can not offer you any jobs, loans or grants.\n To cover your expenses in Düsseldorf, you can either apply for grants \nfrom other institutions or take up a small job: with a student visa in \nGermany you are allowed to work up to a certain number of hours per \nmonth. Our students have usually succeeded in finding jobs that are \nwell-paid enough to cover their living expenses.\nHere are one link and  one more link where you may find funding opportunities on your own, but we can not help you with this.\nNote that for obtaining a student visa you might be required to deposit around 10.000 Euros on a bank account in advance, to cover your expenses for a year.": {
+  "Is it possible to obtain funding for the master studies? There are no funding opportunities attached to our program. We can not offer you any jobs, loans or grants. To cover your expenses in Düsseldorf, you can either apply for grants from other institutions or take up a small job: with a student visa in Germany you are allowed to work up to a certain number of hours per month. Our students have usually succeeded in finding jobs that are well-paid enough to cover their living expenses.\nHere are one link and  one more link where you may find funding opportunities on your own, but we can not help you with this.\nNote that for obtaining a student visa you might be required to deposit around 10.000 Euros on a bank account in advance, to cover your expenses for a year.": {
     "0": 0.09200000017881393,
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@@ -20457,7 +20457,7 @@
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-  "How do I get my German student visa? To move to Germany you may need to apply for a student visa \nafter getting our letter of acceptance. The procedures for this vary \nfrom country to country - you will have to check with a German embassy \nin your country.": {
+  "How do I get my German student visa? To move to Germany you may need to apply for a student visa after getting our letter of acceptance. The procedures for this vary from country to country - you will have to check with a German embassy in your country.": {
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@@ -20843,7 +20843,7 @@
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-  "Can I apply for a university dorm room? Students from previous years have successfully applied for dorm rooms, so it is definitely possible. Here is a link to the application site (unfortunately it only seems to exist in German). \n You might need an acceptance letter from our master program to apply \nfor a dorm room. The application deadline is the same for most master \nprograms at HHU, so if you in fact do need an acceptance letter, you \nwill not be too late in relation to others.  Since these informations only seem to be available in German, you can probably ask for assistance from the international office of HHU.": {
+  "Can I apply for a university dorm room? Students from previous years have successfully applied for dorm rooms, so it is definitely possible. Here is a link to the application site (unfortunately it only seems to exist in German).  You might need an acceptance letter from our master program to apply for a dorm room. The application deadline is the same for most master programs at HHU, so if you in fact do need an acceptance letter, you will not be too late in relation to others.  Since these informations only seem to be available in German, you can probably ask for assistance from the international office of HHU.": {
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     "2": 0.03200000151991844,
diff --git a/embeddings/smallEmbedding.json b/embeddings/smallEmbedding.json
index 1570663ba7ab5bcb7ccea664dab003835a94cc01..3906693d67456a8affac7979abfdbb73c5daf418 100644
--- a/embeddings/smallEmbedding.json
+++ b/embeddings/smallEmbedding.json
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 {
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-  "if you got your degree outside of the EU (or Liechtenstein, Norway, Iceland or some other associated country).": {
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-  "For admission to a master program in Germany your academic \ndegrees should be equivalent to, or better than, a German bachelor \ndegree.": {
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-  "In the section \"Bewertung\" of that pop up window, in the second column, you find equivalent German degrees.": {
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+  "Concerning your degree: Yes.": {
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-  "We have 40 slots per year for \nthe master program and fill them according to the grades in the bachelor\n degree.": {
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+  "No, this is (sadly) not possible.": {
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-  "Thus the lowest grade sufficient for acceptance varies each \nyear.": {
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-  "If you care about your chances beyond eligibility:\nThere is a big distinction made internally (due to the law): if you \nhave certain ties to the German education system (comprehensive list: EU\n or Island, Liechtenstein or Norway passport, having done a \nBachelor degree in Germany, married to a person with German passport, \nparenting or grandparenting a child with German passport, being the \nchild or grandchild of someone holding a German passport) then you are \nin group \"EU\", for which we have a big part of the 40 slots reserved.": {
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-  "In group \"Not-EU\" in the past the worst admitted grade was a \n1.4 (in the German grading system, where 1.0 is the best and 4.0 the \nworst).": {
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-  "You can convert grades to the German system by using the 'Bavarian Formula', see www.tum.de/en/studies/application/grade-conversion-formula-for-grades-earned-outside-germany/\n The outcome must be a number lower than or equal to 2.5, then you are \neliglible for application (lower numbers correspond to better grades in \nthe German system).": {
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-  "Following a resolution of the German ministers of education, Dutch \ngrades should be converted putting a 9 as the highest possible grade in \nthe 'Bavarian formula', instead of the actual highest possible grade \nwhich is 10.": {
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-  "In the application form always\n enter the grades and numbers from your local university system, as \nstated on your transcript.": {
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-  "The following language certificates are accepted:\na) Test of English as Foreign Language (TOEFL), Paper-based (min 500 \npoints), Computer-based (min 200 points), or Internet-based Test (IBT as\n well as IBT@Home, min 80 points),\nb) IELTS test with a score of at least 6.0.": {
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-  "Here is the list of topics covered in the Mathematics courses at HHU \nthat that we would like our local students to have passed.": {
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+  "What you can do: \tWait.": {
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-  "Analysis I Real and complex numbers, sequences, convergence, \nCauchy sequences, limits, series, continuity, compactness, special \nfunctions, differential calculus, integration, squences of functions, \npower series, Taylor expansion\nAnalysis II calculus in many variables, mean value theorem and \nTaylor expansion in many variables, Implicit function Theorem, finding \nextrema with and without constraints, normed and metric spaces, Banach \nfixed point theorem, ordinary differential equations, existence and \nuniqueness theorems, special solution methods, linear differential \nequations, systems with constant coefficients, stability\nLinear Algebra I Sets, groups, rings, fields, complex numbers, \nfinite prime fields, vector spaces, linear independence, bases, sums and\n quotients of vector spaces, linear maps, matrices, kernel and image, \nisomorphism theorems, rank, systems of linear equations, endomorphisms, \ndeterminants, Laplace expansion, eigenvalues and eigenvectors, \ncharacteristic polynomial, diagonalizability, scalar products, lengths \nand angles, Gram-Schmidt orthogonalization, orthogonal and unitary \nendomorphisms\nProbability models for random experiments, applications in \ncomputer science and natural sciences, independence of random variables,\n generating functions, weak law of large numbers, central limit theorem,\n Maximum-Likelihood estimation, significance tests, linear regression\nIf you have completed mathematics courses on other subject \nmatters than the above, do include them in the list at the time of \napplication - they may contribute to the 30 Credits, even if they \ncovered different topics.": {
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-  "To determine the number of credit \npoints (in the local \"currency\" of your university) that you need from \nmathematics courses, just calculate the average number of credit points \nper semester in your program.": {
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-  "That is: Take the total of credit points \nthat you needed for obtaining your degree, divided by the number of \nsemesters that your bachelor program is supposed to take.": {
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-  "You should\n be aware that we might not count every credit from a mathematics course\n if the level seems to low or if some of the topics were too far from \nthe topics we listed.": {
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-  "The only way your non-German master studies can be taken into \naccount, is if you did courses covering your mathematics prerequisites \nduring your master program - then they can count as part of your \nmathematics prerequisites, but will still not influence the calculation \nof your grade.": {
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-  "No, this is (sadly) not possible.": {
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-  "As for Vorprüfungsdokumentation (VPD), as written above, you may need this if you're from outside the EU.": {
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-  "2. Transcript of Records with your courses and grades\n3.": {
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-  "The following language certificates are accepted: \ta)\n Test of English as Foreign Language (TOEFL), Paper-based (min 500 \npoints), Computer-based (min 200 points), or Internet-based Test (IBT, \nmin 80 points), \tb) IELTS test with a score of at least 6.0.": {
+  "The following language certificates are accepted:\na) Test of English as Foreign Language (TOEFL), Paper-based (min 500 points), Computer-based (min 200 points), or Internet-based Test (IBT, min 80 points),\nb) IELTS test with a score of at least 6.0.": {
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-  "c) Cambridge B2 First Certificate, formerly known as Cambridge English: First (FCE) \td)\n German Abitur certificate, showing that English has been constantly \ntaken as a subject and passed with the grade of \"sufficient\" up to the \nend of the qualification level 1 (grade 11 at G8-Abitur, otherwise grade\n 12).": {
+  "c) Cambridge B2 First Certificate, formerly known as Cambridge English: First (FCE)\nd) German Abitur certificate, showing that English has been constantly taken as a subject and passed with the grade of \"sufficient\" up to the end of the qualification level 1 (grade 11 at G8-Abitur, otherwise grade 12).": {
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-  "If your bachelor course was taught entirely in \nEnglish, then you do not need an extra certificate of English skills, \nand can instead provide evidence of that.": {
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+  "If you care about your chances beyond eligibility:\nThere is a big distinction made internally (due to the law): if you have certain ties to the German education system (comprehensive list: EU or Island, Liechtenstein or Norway passport, having done a Bachelor degree in Germany, married to a person with German passport, parenting or grandparenting a child with German passport, being the child or grandchild of someone holding a German passport) then you are in group \"EU\", for which we have a big part of the 40 slots reserved.": {
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-  "We check the eligibility of the applicants and then hannd over\n to the administration who prepares a ranking, sends out acceptance \nletters and maintains a waiting list.": {
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-  "Maybe. The application process is identical for Germans, non \nGerman EU-citizens, and non EU-citizens, except thatnon-EU-Citizens \nmight need to provide a VPD (\"Vorprüfungsdokumentation\") fom uni-assist.": {
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+  "To determine the number of credit points (in the local \"currency\" of your university) that you need from mathematics courses, just calculate the average number of credit points per semester in your program.": {
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-  "If you have no official documents with syllabi, then write your own \nsummary of the treated topics.": {
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-  "Try to get a confirmation from a member \nof your university that your summary of the maths syllabi is correct.": {
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-  "No. We start evaluating the applications immediately after the \ndeadline and try to send out acceptance letters within a week.": {
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-  "We hold \nback rejection letters for a bit longer, because if accepted applicants \ndo not take their place, we go further down the list and accept more \npeople.": {
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-  "Please try to \nsubmit only complete applications.": {
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-  "more people second ranked \nin their country than there are remaining places, then their grades are \nconverted into German grades using the so-called Bavarian formula,\n the second ranked people are among themselves ranked by those grades, \nand the remaining admission letters sent out to the top ranked persons \nin this final group.": {
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+  "You used an email server provided by Microsoft (like Hotmail or Outlook) - they frequently blacklist large IP blocks, and this has happened to HHU as well.": {
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-  "Please see the item \"How are the applications ranked?\" in this \nFAQ: applicants are divided into four groups.": {
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-  "For the other groups, the admission system is such that the past \ngrades and admission numbers don't allow serious estimations for the \nupcoming application rounds.": {
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+    "383": -0.009999999776482582
+  },
+  "So if you see this, you're not applying in the past.": {
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-  "Lecture times for future semesters are not fixed yet, but as an \nexample here are the lecture times for the first semester master \nstudents of the winter semester 2019/20: Monday 10:30-12:00 Machine Learning, Tuesday 10:30-12:15 Maths for AI Wednesday 12:30-14:00 Machine Learning Thursday 12:30-14:00 Advanced Programming -every 2nd Thursday 14:30-16:00 Advanced Programming exercise class Friday 10:30-12:15 Maths for AI\nAdditionally you have to choose one of Tuesday 16:30-18:00   OR   Wednesday 10:30-12:00 Maths for AI exercise class\nand one of Monday 18:30-20:00   OR   Friday 12:30-14:00 Machine Learning exercise class\nThere were two one week block projects in the Advanced Programming \nCourse in February, one voluntary, one compulsory - these required the \npresence of the students the whole time.": {
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-  "This can be done outside the lecturing period, and it is probably \neasier to organize this way.": {
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+  "Please see the item \"How are the applications ranked?\" in this FAQ: applicants are divided into four groups.": {
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-  "Yes, there are German courses for international students: asta.hhu.de/beratung-service/deutschkurse-german-classes/deutschkurse-fuer-internationale-studierende/\nYou do, however, not need to speak German to be admitted in our \nmaster program, to follow our courses or to get along in Germany in \ngeneral.": {
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+  "In exchange you become eligible for cheap student housing, get student prices in the mensa and a ticket for local traffic in the state of Northrhine-Westphalia": {
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+  "Lecture times for future semesters are not fixed yet, but as an example here are the lecture times for the first semester master students of the winter semester 2019/20: Monday 10:30-12:00 Machine Learning, Tuesday 10:30-12:15 Maths for AI Wednesday 12:30-14:00 Machine Learning Thursday 12:30-14:00 Advanced Programming -every 2nd Thursday 14:30-16:00 Advanced Programming exercise class Friday 10:30-12:15 Maths for AI\nAdditionally you have to choose one of Tuesday 16:30-18:00   OR   Wednesday 10:30-12:00 Maths for AI exercise class\nand one of Monday 18:30-20:00   OR   Friday 12:30-14:00 Machine Learning exercise class\nThere were two one week block projects in the Advanced Programming Course in February, one voluntary, one compulsory - these required the presence of the students the whole time.": {
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+  "Yes, there are German courses for international students: asta.hhu.de/beratung-service/deutschkurse-german-classes/deutschkurse-fuer-internationale-studierende/\nYou do, however, not need to speak German to be admitted in our master program, to follow our courses or to get along in Germany in general.": {
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-  "You might need an acceptance letter from our master program to apply \nfor a dorm room.": {
+  "You might need an acceptance letter from our master program to apply for a dorm room.": {
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@@ -95341,7 +94955,7 @@
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   },
-  "The application deadline is the same for most master \nprograms at HHU, so if you in fact do need an acceptance letter, you \nwill not be too late in relation to others.": {
+  "The application deadline is the same for most master programs at HHU, so if you in fact do need an acceptance letter, you will not be too late in relation to others.": {
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-    "302": 0.006000000052154064,
-    "303": -0.03999999910593033,
-    "304": 0.007000000216066837,
-    "305": 0.03999999910593033,
-    "306": 0.010999999940395355,
-    "307": 0.028999999165534973,
-    "308": 0.01899999938905239,
-    "309": 0.02199999988079071,
-    "310": 0.010999999940395355,
-    "311": -0.023000000044703484,
-    "312": 0.14900000393390656,
-    "313": 0.007000000216066837,
-    "314": -0.10100000351667404,
-    "315": 0.0560000017285347,
-    "316": -0.05000000074505806,
-    "317": 0.004000000189989805,
-    "318": 0.0430000014603138,
-    "319": 0,
-    "320": -0.04899999871850014,
-    "321": -0.07000000029802322,
-    "322": -0.019999999552965164,
-    "323": 0.028999999165534973,
-    "324": -0.02800000086426735,
-    "325": -0.07699999958276749,
-    "326": -0.04899999871850014,
-    "327": 0.039000000804662704,
-    "328": -0.041999999433755875,
-    "329": 0.004000000189989805,
-    "330": -0.039000000804662704,
-    "331": 0.04800000041723251,
-    "332": -0.07500000298023224,
-    "333": -0.032999999821186066,
-    "334": -0.02199999988079071,
-    "335": -0.061000000685453415,
-    "336": 0.014000000432133675,
-    "337": 0.05999999865889549,
-    "338": -0.0010000000474974513,
-    "339": 0.0560000017285347,
-    "340": 0.010999999940395355,
-    "341": 0.029999999329447746,
-    "342": 0.10599999874830246,
-    "343": -0.019999999552965164,
-    "344": -0.05700000002980232,
-    "345": 0.02500000037252903,
-    "346": -0.052000001072883606,
-    "347": -0.019999999552965164,
-    "348": -0.012000000104308128,
-    "349": -0.06499999761581421,
-    "350": -0.035999998450279236,
-    "351": 0.08100000023841858,
-    "352": 0.03799999877810478,
-    "353": -0.014999999664723873,
-    "354": 0.013000000268220901,
-    "355": 0.019999999552965164,
-    "356": -0.06700000166893005,
-    "357": -0.007000000216066837,
-    "358": -0.041999999433755875,
-    "359": -0.010999999940395355,
-    "360": 0.06400000303983688,
-    "361": -0.050999999046325684,
-    "362": 0.017000000923871994,
-    "363": 0.014000000432133675,
-    "364": 0.0729999989271164,
-    "365": 0,
-    "366": -0.07999999821186066,
-    "367": -0.04100000113248825,
-    "368": 0.054999999701976776,
-    "369": -0.052000001072883606,
-    "370": -0.05999999865889549,
-    "371": -0.03500000014901161,
-    "372": -0.04600000008940697,
-    "373": 0.04399999976158142,
-    "374": -0.07000000029802322,
-    "375": 0.0949999988079071,
-    "376": 0.026000000536441803,
-    "377": -0.032999999821186066,
-    "378": 0.04699999839067459,
-    "379": -0.0010000000474974513,
-    "380": 0.07500000298023224,
-    "381": -0.02800000086426735,
-    "382": -0.03700000047683716,
-    "383": 0.04699999839067459
   }
 }
\ No newline at end of file
diff --git a/index.js b/index.js
index 937227c59ef17d6d9b6c85c03e141f8f8085a63e..bf1a78efe0ccee92da679cead4b35eda716930c7 100644
--- a/index.js
+++ b/index.js
@@ -1,4 +1,4 @@
-import { sendMessage } from './modules/ui.js';
+import { sendMessage, copyToClipboard } from './modules/ui.js';
 import { tokenizeText } from './modules/semanticSearch.js';
 import { extractFAQfromHTML } from './modules/faqData.js';
 import { loadEmbedding, removeOutdatedEntries } from './modules/embeddings.js'
@@ -12,8 +12,13 @@ const textData = await extractFAQfromHTML("FAQ.html");
 
 
 /** import precompiled embeddings and check for missing entries */
+console.time("loadLargeEmbeddings");
 let embeddingStack = await loadEmbedding('largeEmbedding', './embeddings/largeEmbedding.json');
+console.timeEnd("loadLargeEmbeddings");
+
+console.time("loadSamllEmbeddings");
 let tokenEmbeddingStack = await loadEmbedding('smallEmbedding', './embeddings/smallEmbedding.json');
+console.timeEnd("loadSamllEmbeddings");
 
 /** throw out embeddings for entries not present on site any more */
 const checkFAQ = new Set(textData.map(faq => faq.qPlusA));
@@ -33,9 +38,10 @@ localStorage.setItem('smallEmbedding', JSON.stringify(tokenEmbeddingStack));
 const inputElement = document.getElementById('user-input');
 const resultsIframe = parent.document.getElementById('resultsIframe');
 
-
+let content = "";
 
 inputElement.addEventListener('input', function (event) {
+  window.focus();
   const query = event.target.value.trim();
   
   const results = resultsIframe.contentDocument || resultsIframe.contentWindow.document;
@@ -49,12 +55,13 @@ inputElement.addEventListener('input', function (event) {
     }, 500);
     return;
   }
-  
+  let resultLinks;
   resultsIframe.style.display = 'block';
   resultsContainer.innerHTML = '';
   
   processQuery(query, worker, function (outputs) {
-    outputs.forEach(output => {
+    window.focus();
+    outputs.forEach(async output => {
   
       const resultLink = results.createElement('a');
       resultLink.href = 'javascript:void(0);';
@@ -79,14 +86,20 @@ inputElement.addEventListener('input', function (event) {
       bestTokenDiv.textContent = tokenText;
       resultLink.appendChild(bestTokenDiv);
 
+      window.focus();
       resultLink.onclick = function () {
-        linkToPanel(output.buttonId, output.akkordeonId, output.bestToken);
+        window.focus();
+        copyToClipboard(output.question);
+
       };
+      
       resultsContainer.appendChild(resultLink);
     });
   });
 });
 
+
+
 /** search for query on enter press and put it in chat */
 document.getElementById('user-input').addEventListener('keypress', function (event) {
   if (event.key === 'Enter') {
@@ -100,7 +113,7 @@ document.getElementById('user-input').addEventListener('keypress', function (eve
 worker.onmessage = (events) => handleWorker(events);
 
 
-/** show results in chat window if "save" is clicked */
+/** show results in chat window if "send" is clicked */
 function saveMessage(){
   return sendMessage(worker);
 }
diff --git a/modules/embeddings.js b/modules/embeddings.js
index 956e6679ffc3b04bdbcbe81ac12737a91d3cacf7..2efa3d2497b49fc2ccfe7fa2cbf0289340f0d828 100644
--- a/modules/embeddings.js
+++ b/modules/embeddings.js
@@ -17,9 +17,10 @@ async function loadJsonData(filePath) {
 export async function loadEmbedding(key, filePath) {
   const retrievedEmb = JSON.parse(localStorage.getItem(key));
   if (retrievedEmb && Object.keys(retrievedEmb).length > 0) {
+
     return convertToFloat32(retrievedEmb);
   } else {
-    return await loadJsonData(filePath) || {};
+    return loadJsonData(filePath) || {};
   }
 }
 
diff --git a/modules/feedback.js b/modules/feedback.js
index 9ec47b47fa039820e8d96cbb4ccbc06709fbb114..44cf2d41dd5bbda914077fffb10060cb7401fe05 100644
--- a/modules/feedback.js
+++ b/modules/feedback.js
@@ -11,12 +11,11 @@ export function submitFeedback(query, bestToken, feedback) {
   let message = '';
 
 
-  
   if (feedback === 'up') {
     subject = 'Positive Feedback: FAQ Search Feature';
     message = `Hello,
     \nI used your FAQ search feature and was pleased with the result. Details below:
-    \nQuery: ${query}\nBest Token: ${bestToken}\nFeedback: ${feedback}\nTimestamp: ${timestamp}
+    \nQuery: ${query}\nBest Tokens: ${bestToken}\nFeedback: ${feedback}\nTimestamp: ${timestamp}
     \nI also have some additional suggestions: 
     \nKeep it up!
     \nBest regards`;
@@ -25,7 +24,7 @@ export function submitFeedback(query, bestToken, feedback) {
     subject = 'Negative Feedback: FAQ Search Feature';
     message = `Hello,
     \nI tried used FAQ search feature, and unfortunately, I was not satisfied with this result. Detail below:
-    \nQuery: ${query}\nBest Token: ${bestToken}\nFeedback: ${feedback}\nTimestamp: ${timestamp}
+    \nQuery: ${query}\nBest Tokens: ${bestToken}\nFeedback: ${feedback}\nTimestamp: ${timestamp}
     \nI also have some additional suggestions: 
     \nI hope this feedback lets you improve the experience.
     \nBest regards`;
diff --git a/modules/semanticSearch.js b/modules/semanticSearch.js
index 5d1fd4309708e49bb91f5f0dc93b92be6cff5702..d78ed551e43afb9ab7e8665c949a750e3b081324 100644
--- a/modules/semanticSearch.js
+++ b/modules/semanticSearch.js
@@ -22,8 +22,11 @@ export async function initializeModel() {
   embedder = await pipeline(
         'feature-extraction', 
         'Xenova/all-MiniLM-L6-v2'
+      
   );
 
+  console.log("Model Loaded");
+
 }
 
 /** cosine similarity works out of the box */
@@ -88,7 +91,6 @@ export async function getCachedEmbedding(text, cache) {
   if (cache[text]) {
     return cache[text];
   }
-
   const emb = await getAndRoundEmbedding(text);
   cache[text] = emb;
 
diff --git a/modules/ui.js b/modules/ui.js
index 43050d4cf481a7094843919ba8296710750bdbf2..a1ca67158949370b60299002ef1fb14680ccfd0b 100644
--- a/modules/ui.js
+++ b/modules/ui.js
@@ -1,4 +1,3 @@
-import { highlightText } from "./highlightText.js";
 import { submitFeedback } from "./feedback.js";
 
 /** handle what needs to be displayed in chat container */
@@ -12,6 +11,8 @@ export function appendMessage(content, className, linkId = null, akkordeonId = n
     messageDiv.className = className;
     messageContainer.appendChild(messageDiv);
 
+    
+
   } else {
 
     /** drawing what chat response looks like */
@@ -28,39 +29,18 @@ export function appendMessage(content, className, linkId = null, akkordeonId = n
     const panelDiv = document.createElement('div');
     panelDiv.textContent = '➜';
     panelDiv.className = 'info-panel';
+    /** now the user can copy the relevant question to clipboard and use the browser search */
     panelDiv.onclick = function () {
-
-      linkToPanel(linkId, akkordeonId, bestToken);
-    };
-
-    const feedbackContainer = document.createElement('div');
-    feedbackContainer.className = 'feedback-container';
-    
-    const plusButton = document.createElement('button');
-    plusButton.innerHTML = '+';
-    plusButton.className = 'feedback-button thumbs-up';
-    plusButton.onclick = function () {
-      
-      submitFeedback(query, bestToken, 'up');
-    };
-    
-    const minusButton = document.createElement('button');
-    minusButton.innerHTML = '-';
-    minusButton.className = 'feedback-button thumbs-down';
-    minusButton.onclick = function () {
-      
-      submitFeedback(query, bestToken, 'down');
+      copyToClipboard(content);
     };
     
     messageContainer.appendChild(numberBox);
     messageContainer.appendChild(messageDiv);
     messageContainer.appendChild(panelDiv);
-
-    feedbackContainer.appendChild(plusButton);
-    feedbackContainer.appendChild(minusButton);
-    messageContainer.appendChild(feedbackContainer);
   }
   
+  
+  
   const messagesDiv = document.getElementById('messages');
   messagesDiv.appendChild(messageContainer);
   messagesDiv.scrollTop = messagesDiv.scrollHeight;
@@ -69,12 +49,15 @@ export function appendMessage(content, className, linkId = null, akkordeonId = n
 /** gets query from input field and performs search*/
 export function sendMessage(worker) {
 
+
   const userInput = document.getElementById('user-input');
   const message = userInput.value.trim();
 
 
   if (message !== "") {
+
     appendMessage(message, 'user-message');
+
     userInput.value = '';
     worker.postMessage({
       act: 'semanticSearch',
@@ -83,27 +66,88 @@ export function sendMessage(worker) {
   }
 }
 
-/** scrolls to the relavant panel and shows hidden answer text */
-export function linkToPanel(buttonId, akkordeonId, bestToken) {
+window.copyToClipboard = copyToClipboard;
+
+export function copyToClipboard(text) {
+
+  window.navigator.clipboard.writeText(text)
+    .then(() => {
+      copySuccsess();
+    })
+}
+
+/** show user that clipboard action was successful */
+export function copySuccsess() {
   
-  const selector = (window !== window.parent.parent) ? window.parent.parent.document : document;
+  const confirm = document.createElement('div');
+  confirm.innerText = 'Copied to clipboard!';
+  confirm.classList.add('confirm');
+  document.body.appendChild(confirm);
+
+  setTimeout(() => {
+    confirm.classList.add('visible');
+  }, 10);
+
+  setTimeout(() => {
+    confirm.classList.remove('visible');
+    setTimeout(() => {
+      confirm.remove();
+    }, 500);
+  }, 2000);
+}
+
+/** new feedback buttons with font-awesome style */
+export function drawFeedbackButtons(query, bestTokens) {
+
+  const messagesDiv = document.getElementById('messages');
+  const feedbackContainer = document.createElement('div');
+  feedbackContainer.className = 'feedback-container';
+
   
-  const parentContainer = selector.querySelector(`#${akkordeonId}`);
-  const panelButton = parentContainer.querySelector(`#${buttonId}`);
-  if (panelButton.classList.contains('collapsed')) {
-    panelButton.click();
-  }
   
-  panelButton.scrollIntoView({ behavior: 'smooth', block: 'center' });
-  /** might leave highlighing out; works, but highlights are persistent until DOM is reloaded */
-  setTimeout(() => { highlightText(bestToken); }, 1000);
+  const plusButton = document.createElement('button');
+  plusButton.innerHTML = '<i class="fa-solid fa-thumbs-up"></i>';
+  plusButton.className = 'feedback-button thumbs-up';
+  plusButton.onclick = function () {
+    submitFeedback(query, bestTokens, 'up');
+
+  };
+
+  const minusButton = document.createElement('button');
+  minusButton.innerHTML = '<i class="fa-solid fa-thumbs-down"></i>';
+  minusButton.className = 'feedback-button thumbs-down';
+  minusButton.onclick = function () {
+
+    submitFeedback(query, bestTokens, 'down');
+  };
+
+  feedbackContainer.appendChild(plusButton);
+  feedbackContainer.appendChild(minusButton);
+  messagesDiv.appendChild(feedbackContainer);
 }
 
-/** lets results in results iframe scroll to right panel */
-window.linkToPanel = linkToPanel;
+/** Intro panel for chat resonses*/
+export function drawUserInfo() {
+
+  const messagesDiv = document.getElementById('messages');
+  const infoDiv = document.createElement('div');
+
+  infoDiv.className = 'bot-message';
+  infoDiv.innerHTML = "These question panels might be useful to you:<br>";
 
+  messagesDiv.appendChild(infoDiv);
+}
 
+/** new message to inform user of the limited usability */
+export function discloseLimitations() {
 
+  const messagesDiv = document.getElementById('messages');
+  const infoDiv = document.createElement('div');
 
+  infoDiv.className = 'info-for-user';
+  infoDiv.innerHTML = "Unfortunately, we're unable to provide direct links to the panel due to technical and policy restrictions.<br><ln><ln>Please copy the relevant question to your clipboard and use your browser's search function to locate the relevant panel on this page.";
+  
+  messagesDiv.appendChild(infoDiv);
+}
 
 
diff --git a/modules/workerInterface.js b/modules/workerInterface.js
index 9144b303d5e32605ff04da38a39c72e7a8e3a6a2..1cb6abd3eae61a2e3facb13a924a97d1ae3f512d 100644
--- a/modules/workerInterface.js
+++ b/modules/workerInterface.js
@@ -1,4 +1,4 @@
-import { appendMessage } from './ui.js';
+import { appendMessage, drawFeedbackButtons, drawUserInfo, discloseLimitations } from './ui.js';
 
 
 let processQueryCache = null;
@@ -10,15 +10,23 @@ export function handleWorker(events){
       switch (act) {
         case 'initialized':
           localStorage.setItem('largeEmbedding', JSON.stringify(updatedCache));
-          
+          /** use only to download the new embeddings */
+          //exportAsJson(JSON.parse(localStorage.getItem("largeEmbedding")), "largeEmbeddings");
           break;
           
         case 'tokeninit':
           localStorage.setItem('smallEmbedding', JSON.stringify(updatedTokenCache));
-          
+          /** use only to download the new embeddings */
+          //exportAsJson(JSON.parse(localStorage.getItem("smallEmbedding")), "smallEmbedding");
           break;
     
         case 'searchResults':
+
+          const bestTokens = results.map(result => result.bestToken);
+
+          drawFeedbackButtons(query, bestTokens);
+          drawUserInfo();
+
           /** pass our three results to ui so they can be displayed and worked with in chat */
           results.forEach(result => {
             appendMessage(
@@ -30,6 +38,9 @@ export function handleWorker(events){
               query
             );
           });
+
+          discloseLimitations();
+
           break;
     
         case 'topResults':
@@ -49,6 +60,7 @@ export function handleWorker(events){
       }
 }
 
+
 export function processQuery(query, worker, cache) {
   processQueryCache = cache;
   worker.postMessage({
@@ -57,3 +69,18 @@ export function processQuery(query, worker, cache) {
   });
 }
 
+
+/** export as json; not needed in production */
+function exportAsJson(data, fileName) {
+
+  const jsonString = JSON.stringify(data, null, 2); 
+  const blob = new Blob([jsonString], { type: 'application/json' }); 
+  const url = URL.createObjectURL(blob);
+  
+  const link = document.createElement('a');
+  link.href = url;
+  link.download = fileName;
+  
+  link.click();
+  URL.revokeObjectURL(url);
+}
\ No newline at end of file
diff --git a/results.html b/results.html
index 59536a1df77d3a67962b9dab97b04b57d213a79a..a14bdd98a47dc7ff92337d017251c518b8361e25 100644
--- a/results.html
+++ b/results.html
@@ -17,7 +17,7 @@
   </main>
 
   <script>
-
+    
     /** make iframes grow and informs about growth */
     function adjustIframeSize() {
       if (window.frameElement) {
diff --git a/semSearch.html b/semSearch.html
index cf864fd6602ba0c671e28a90c9b1f2cbee425b02..6bd18e110803a8d5fb8f4ac647606d811adfcbc1 100644
--- a/semSearch.html
+++ b/semSearch.html
@@ -16,6 +16,7 @@
 
     <script>
         /** make iframes grow with iframes inside it */
+        
         function adjustIframeSize() {
 
           const chatIframe = document.getElementById('chatIframe');
diff --git a/styles.css b/styles.css
index da987e991aadc0efb78ce7fc5cff4fddb55effb9..255f9a17a7c0dcd271dbf10a9363f3513832e1c6 100644
--- a/styles.css
+++ b/styles.css
@@ -29,6 +29,7 @@
 
         #messages {
             flex: 1;
+            left: 10px;
             padding: 10px;
             display: flex;
             max-height: 270px;
@@ -71,6 +72,9 @@
             background-color: #0056b3;
         }
 
+        
+
+
         .user-message {
             align-self: flex-end;
             background-color: #007bff;
@@ -87,17 +91,45 @@
             align-self: flex-start;
             background-color: #003865;
             color: white;
+            margin-left: 10px;
             margin: 10px 2;
             max-width: 60%;
             word-wrap: break-word;
             text-align: middle;
         }
 
+
+        .info-for-user {
+            position: relative;
+            margin-right: auto;
+            word-wrap: break-word;
+            left: 10px;
+            background-color: rgb(0, 0, 0, 0.8);
+            color: white;
+            flex-direction: row;
+            max-width: 150px;
+            text-align: left;
+            display: inline-flex;
+            align-items: center;
+            height: auto;
+            position: relative;
+            gap: 20px;
+            padding: 50px;
+            border-radius: 4px;
+            font-size: 14px;
+            max-width: 50%;   
+
+            vertical-align: top;
+            margin-right: 20px;
+            
+        }
+
         .bot-message-container {
              display: flex;
              align-items: stretch;
         }
 
+
         .info-panel {
             background-color: #0056b3;
             color: rgb(255, 255, 255);
@@ -116,9 +148,9 @@
         }
 
         .info-panel::before {
-            content: "More Info"; 
-            position: absolute; 
-            background-color: rgb(0, 0, 0, 0.8);
+            content: "Copy to Clipboard";
+            position: absolute;
+            background-color: rgba(0, 0, 0, 0.8);
             color: white;
             padding: 10px;
             border-radius: 4px;
@@ -127,8 +159,9 @@
             visibility: hidden;
             pointer-events: none;
             transition: opacity 0.2s;
-            white-space: nowrap;
-            left: 50px; 
+            white-space: normal;
+            left: 50px;
+            max-width: 300px;
         }
         
         .info-panel:hover::before {
@@ -149,21 +182,15 @@
             align-items: center;
         }
 
-        .bot-message-container {
-            position: relative;
-            display: flex;
-            align-items: stretch;
-        }
-        
+
         .feedback-container {
-            position: absolute;
-            left: 3px;
-            bottom: -3px; 
-            background-color: #003865;
+            position: relative;
+            margin-left: auto;
+            
+            left: -20px;
             color: #000;
             cursor: pointer;
             max-width: 10px;
-            text-align: center;
             display: flex;
             align-items: center;
             justify-content: center;
@@ -174,11 +201,12 @@
         }
 
         .feedback-container::after {
-            content: "Is this helpful? Let us know.";
+            content: "Did the suggestions answer your question? Let us know.";
             position: absolute;
-            bottom: 150%;
-            left: 50%;
-            transform: translateX(-30%);
+            max-width: 100px;
+            bottom: -50px;
+            right: 300%;
+            transform: translateX(20%);
             background-color: rgb(0, 0, 0, 0.8);
             color: white;
             padding: 10px;
@@ -193,6 +221,7 @@
         .feedback-container:hover::after {
             opacity: 1;
             visibility: visible;
+            
         }
         
         .feedback-button {
@@ -200,7 +229,7 @@
             margin: 0 2px;
             border: 0px;
             background: transparent;
-            color: #ffffff;
+            color: #072665;
             cursor: pointer;
             font-size: 20px;
             transition: transform 0.1s ease;
@@ -250,6 +279,25 @@
             overflow: hidden;
             font-size: 18px;
         }
+
+        .confirm {
+            position: fixed;
+            top: 60px;
+            right: 20px;
+            background-color: #50bd54;
+            color: #fff;
+            padding: 10px 15px;
+            border-radius: 5px;
+            opacity: 0;
+            transition: opacity 0.5s ease-in-out;
+            pointer-events: none;
+            z-index: 5;
+        }
+        
+        .confirm.visible {
+            opacity: 1;
+        }
+  
           
 
           
diff --git a/worker.js b/worker.js
index b97bdccde317a1d4203ea99282fb26f0aaa7a0d0..08d5f913d149e7fe068e59f7ee4dda663b23c06f 100644
--- a/worker.js
+++ b/worker.js
@@ -20,16 +20,18 @@ self.onmessage = async function (event) {
   
   switch (act) {
     case 'initialize':
-
+      console.time("calcEmbeddings");
       await initializeModel();
       textData = newtextData;
       setCaches(embeddingStack, tokenEmbeddingStack);
       
       faqEmbeddings = await calcFAQEmbeddings(textData, "qPlusA");
-      await precalcTokenEmbeddings(textData);
       
+      await precalcTokenEmbeddings(textData);
+      console.timeEnd("calcEmbeddings");
       postMessage({ act: 'initialized', embeddingCache: getEmbeddingCache() });
       postMessage({ act: 'tokeninit', tokenEmbeddingCache: getTokenEmbeddingCache() });
+      console.log("Ready");
       break;
     
     case 'semanticSearch':