you want to study in by taking our quick survey. Let’s look at popularity here first: Note: ‘Change (%)’ here (and below) refers to the year-over-year change in the total number of articles published that reference the given platform. I suspect the competition for mindshare in the Data Science community will heat up in the coming years, particularly as the field continues to mature and ‘the ML stack’ begins to firm up. Data Science 360 - Data Science Specialization course by AnalytixLabs is the top-ranked in the annual data science education ranking conducted by Analytics India Magazine for the year 2020. By making computing cheap and transient, they’ve allowed many of these technologies to advance more rapidly than they may otherwise have done. We then developed a ranking system to determine the top 20 schools offering a data science bachelor’s degree. Yale University 6. It was first used to rank web pages in the Google search engine. AIM Data Science Education Ranking 2020 | Top Full-Time PG Programmes In India. By my count, it’s seen a slight decrease in mentions this year with respect to the other languages in the top 5. Agile is a method of organizing work that is already much used by dev teams. AIM Data Science Education Ranking 2020 | Top Part-time PG Programmes In India analyticsindiamag.com - Srishti Deoras. Click on a triangle ( ) to expand areas or institutions.Click on a name to go to a faculty member's home page.Click on a pie (the after a name or institution) to see their publication profile as a pie chart. Explore List of Top Data Science Colleges in Andhra Pradesh in 2020. While the top tools by mention is pretty static over time, their popularity has been much more variable. Please tell us about the city you studied in or a city The PageRank algorithm or Google algorithm was introduced by Lary Page, one of the founders of Google. The QS World University Rankings by Subject are based upon academic reputation, employer reputation and research impact (click here to read the full methodology). Top 27 MS Data Science Schools 2020: University of Cincinnati, Master of Science in Business Analytics, Northwestern University, ... Ranked among the top 10 business analytics program in the U.S.A, their textbooks are used at more than 400 different institutions. Columbia University 7. The ranking is based as per the following parameters : Here’s what they’ve been talking about: Databricks leads the way here, though it’s also seen a smaller relative increase in articles referencing it. Clarivate is a global leader in providing trusted insights and analytics to accelerate the pace of innovation. A total of only ~30 articles were written on Go in the sampled article set from this year, and these near-uniformly performed above average in terms of reader engagement. NIRF Rankings 2020: Key Highlights. Registered users will also be able to use the site’s. It’s a performant language with a strong pedigree and a very mature ecosystem. Data Science 360 - Data Science Specialization course by AnalytixLabs is the top-ranked in the annual data science education ranking conducted by Analytics India Magazine for the year 2020. I’ve taken the platforms considered here directly from the Gartner 2020 Data Science Platform Magic Quadrant. Data science minors must complete 36 units of prerequisites, and 20 units in upper-division courses, such as data mining, data visualization, and data science practice. It’ll be interesting to see what the effect of the rapid growth in the number of publications referencing Dataiku and RapidMiner will be, and whether that’ll increase their relative popularity and awareness over the next few years. Harvey Mudd College 10. The QS World University Rankings by Subject are compiled annually to help prospective students identify the leading universities in a particular subject. The list is rounded out by two visualisation tools in the form of bokeh and Streamlit. AIM Releases Data Science Education Ranking 2020 for Online Courses in India. However, with so few articles written, I took the decision to remove it from the rankings. While the landscape of the top 5 languages by mentions alone has remained unchanged over the last year, the most popular languages (by median popularity of articles referencing the language) has changed a good deal more. There’s yet to be a ‘true’ modern statically typed language that’s easy to pick up and use (perhaps with the exception of Java/Scala, if you think the previous statement holds!) In the ‘modern’ Data Science toolkit, Java (and its unranked sister language Scala) is often regarded as the languages of choice when tackling ‘Big Data’ problems. The ranking is skewed towards ‘infrastructure technologies’: technologies used to build and deploy productionised ML systems. More and more, Data Scientists/Machine Learning Engineers are managed as developers: continuously making improvements to Machine Learning elements in an existing codebase. However, despite its utility, it’s not widely known within the Data Science community at large, so it fills something of a niche of being both highly useful and novel. Simply answer a few simple questions about your academic record and what matters most to you when choosing a university and we’ll recommend the specific degree programs which suit you best. May 2020. Programming languages are one of the more contentious topics within the Data Science community. Anderson actually out-performs MIT Sloan for value for money, one of the five indicators used to compile the ranking. That’s great news for students looking to pursue a career as a data scientist.But it also means that there are a lot more options out there to investigate and understand before developing the best career path. The majority of prime real-estate there is still up for grabs. new packages) on CRAN have been trending down over the last couple of years. Nowadays, it is more and more… Technologies come and go in any field, but within a field such as Data Science that is still in the process of establishing itself and its ‘standard’ tools and methodologies, this is particularly true. Given how fast the field is moving, understanding what technologies the community is discussing may give us a leading indicator about where the field is going to end up in medium-term. CSRankings is a metrics-based ranking of top computer science institutions around the world. Without going into too much detail here, the ‘optimal’ number of topics and styles was found through Topic Stability Analysis (using a TF-IDF and NMF extraction pipeline), and Silhouette Analysis (using hand-crafted features and K-Means clustering) respectively. With this year’s ranking on the full-time post-graduate data science programmes, we have ranked the courses based on several parameters such as pedagogy, faculty profile and credentials, faculty to student ratio, gender diversity, graduation outcome, ROI, student review, among others. The QS World University Rankings by Subject 2020 cover 48 different subjects. The QS World University Rankings by Subject 2020 cover a total of 51 disciplines, grouped into five broad subject areas. It’s hard to tell if this is part of a broader slow-down in the R community, though a cursory glance at CRAN (R’s open-source package registry) suggests that the number of new contributions (i.e. Princeton University 4. Combining their data, 2020 was 2.25°F (1.25°C) over the 1881-1910 baseline normal. Nov 5, 2020 | News Stories. AIM Releases Data Science Education Ranking 2020 for Full-Time PG Programmes in India The improved and detailed rankings, rank the courses across several parameters such as pedagogy, faculty profile and credentials, gender diversity, faculty to student ratio, graduation outcome, external relations, placement assistance, ROI, brand value and student review. One important observation to note is that only three of the top 5 languages by mention appear in this list: Java, Javascript, and C++. The 2020 Times Higher Education World University Rankings table for social sciences subjects uses the same trusted and rigorous performance indicators as our overall World University Rankings, but the weightings have been recalibrated to suit the individual fields. View Top Colleges based on Rank, Fees, Placements and other factors. First up, software tools! DATA SCIENCE ROADMAP 2020. With these rankings, we aim to provide the best picture of the online courses available for professionals and students to dive into the data science domain.” The data science annual rankings by AIM publicly releases the ranking methodology and survey data received from all the institutes public, to make these rankings transparent and unbiased. Northwestern University 5. The data science annual rankings by AIM publicly releases the ranking methodology and survey data received from all the institutes, to make these rankings transparent and unbiased. This process identified five consistent topics and four predominant styles, shown in the tables below. New technologies sweep in on a wave of hype, and a similar number fall silently back into obscurity. Use at least 6 characters and one numeral, The QS World University Rankings by Subject are based upon academic reputation, employer reputation and research impact (, Use the interactive table below to filter the rankings by location, and click on individual universities for more information. Here we have compiled the list of top 10 data science programming languages for 2020 that aspirants need to learn to improve their career. By extension then, the attitudes of the Data Science community are likely to become increasingly important to these platforms, and are already illuminating. With the advent of NodeJS and the subsequent surge in adoption of Javascript across the entire software stack, Javascript is often the language of choice for many engineering teams, and the ‘only for frontend’ mindset has long-since become obsolete. Indiana University – Bloomington offers an online Master of Science in Data Science program that landed in our ranking of the top 15 data science programs. In this case AWS clearly dominate, though there’s signs that this lead is slowly being eroded by growth in both GCP and Azure. If you have any questions or feedback, or perhaps some ideas for what else I should have a look in the dataset for, feel free to drop me a message on Twitter or add me on LinkedIn. However, it’s also clear that for the last couple of years it has been pretty much a two-horse race: 70% or more of all platform mentions commonly fall to just Domino and Databricks. We at Analytics Jobs has researched extensively and has published the world’s top 10 data scientists to follow in 2020. Analytics India Magazine’s data science education ranking on part-time ranking aims to rank the best courses offered across India on data science and … Even in today’s digital age, Data Science still requires a lot of manual work. Data scientists collect, manage, analyze and interpret vast amounts of data with a diverse array of applications. If you’re unaware, Dask provides tools to perform distributed analytics capabilities for users of the Python numerical and scientific ecosystem. Earning a master’s degree in data science can provide you with the knowledge and skills needed to be successful in this rapidly growing field. The demand for these skills will only increase, the report found, with 2.7 million new data-related job postings expected to hit the US job market by 2020. For good or ill, it doesn’t have the a generality (and corresponding ecosystem), or mass-following of Python, but it’s invaluable for use-cases in the niche it fills. QS World University Rankings by Subject 2020: Natural Science. View the World University Rankings 2020 by subject: social sciences methodology The Massachusetts Institute of Technology tops the table for the first time since 2016 after rising two places. This article takes a look at what the online Data Science community has been writing about over the last couple of years, with an aim of understanding the trends in technology over the course of 2020. It has made its way into many of my personal and professional projects over the last year, and it’s a joy to use. This is Apple’s open-sourced ‘replacement’ for the Objective C language that now underpins most Apple software products. Mathematics Fundamentals: Despite this, it has typically had poor support for scientific computing applications, and consequently hasn’t seen much adoption within the Data Science and Machine Learning communities. In terms of buzz, Streamlit is one of the bigger Data Science technology stories of the last couple of years. Interested in other courses besides computer science & information systems? This is unsurprising from the point of view that these tools are as close to perennially popular technologies in this field. function to see facts and statistics about multiple universities side-by-side. Applying Data Science to Data Science: a deep dive into the best-loved technologies in the world of Data Science in 2020. Last year’s frontrunner, the University of Oxford, drops one place to second, while Harvard University rises one place to third. Where did R and Python go? Find out more. In my opinion, the onboarding process to GCP is cleaner and more straightforward than both Azure and AWS, the documentation is generally excellent (unlike), and the pricing transparent. ... 2020-2021 Tuition: $5,365 per semester (New York Resident) $830 per … Here’s the top 10 technologies in this case: There’s no huge surprises in this ranking, but there are some interesting trends. Postgraduates will apply computer science to industrial and commercial settings ranging from engineering to internet systems, web intelligence and data science. All rights reserved. Simply answer a few simple questions about your academic record and what matters most to you when choosing a university and we’ll recommend the specific degree programs which suit you best.Interested in other courses besides computer science & information systems? Part 2 of this article will deal with Community and will be released in the coming weeks. Let’s start by looking at the most commonly mentioned tools. Make sure to check out Part 2, which will be available very soon. It’s also common for new Data Science bloggers to begin by writing introductory articles on precisely these technologies too, which may explain the regularity of their mentions. Things look a little different if we look at absolute mentions over time, though, as shown in figure 4. If you haven’t heard about it yet, it’s worth reading up on: As a more general note, it’s interesting to see the emergence of languages like Swift, Javascript and Go appearing within the Data Science community. Jan 14, 2021. Note that this is not a master’s in data science program ranking. Registered users will also be able to use the site’s Compare function to see facts and statistics about multiple universities side-by-side. For this section, I’ve drawn the languages considered in the analysis from the top 50 TIOBE language language rankings. Perhaps the most established global players of this new breed are Databricks and Domino Data Labs. This is fine for seeing how often a given tool or language surfaces in the sampled articles, and goes some way to indicating the ‘penetration’ of a technology, but it doesn’t necessarily highlight what the community is interested in. Data Science is a competitive field, and people are quickly building more and more skills and experience. The global temperature data is in and signs of climate change could not be clearer—2020 was one of the two warmest years on record. In other words: it is somewhat similar to the older (and heavier-duty) Spark in it’s ability to handle very large volumes of data, but unlike Spark, it provides great native interoperability with the well-established Python scientific computing tools. This program was designed for working professionals from diverse backgrounds and mirrors Indiana University’s on-campus Master’s of Science … A career in Data Science, Machine Learning, Artificial Intelligence, and Neural Networks has been widely acclaimed to be the most promising field with fat paycheques. Cambridge University 5. The data science education ranking on part-time ranking aims to rank the best courses offered across India on data science and analytics. This ranking only lists programmes that were nominated by their respective institutes/ colleges/ universities in the survey form and submitting the required information and data points for our evaluation. Here are our 10 stories that were most read in 2020. All rights reserved. Indeed, there’s still a number of incumbent analytics companies playing for market share in the shiny ‘new’ Data Science world. View the World University Rankings 2020 methodology For the fourth year in a row, the University of Oxford leads the rankings in first place, while the University of Cambridge falls to third. University of Chicago 3. Many of these bootcamps feature a job guarantee , promising to refund the cost of tuition if a graduate cannot find a job (with reasonable effort) after the course. Of the remaining three languages in this top 5, R is the least surprising entry. Now featuring 83 institutions, this year’s ranking of the top business analytics postgraduate programs is our biggest yet. Data Science Academy é o portal brasileiro para ensino online de Data Science, Big Data, Analytics, Inteligência Artificial, Blockchain, RPA e tecnologias relacionadas. With the established offerings of the likes of Cloud Run, DataFlow, Firebase (including Firebase ML), and tight integration with the TensorFlow ecosystem, plus their pedigree in the world of ML & AI, my instinct is that GCP is rapidly becoming the most compelling platform for AI infrastructure. Several students want to study Masters (MS) Data Science and Analytics in USA. Our vision is to improve the way the world creates, protects and advances innovation. Data are everywhere. AIM Releases Data Science Education Ranking 2020 for Full-Time PG Programmes in India. I consider fully six tools in this list as falling into this category (Docker, Flask, Kubernetes, Kubeflow, Airflow, Dask). It has recently been adopted as the language of choice for the next generation of lower-level TensorFlow tools. It’ll be exciting to see how things evolve over the next few years. This leaves me open to potential biases in my data collection, but I’ve tried to make an effort to give equal attention to tools from across the Data Science software ecosystem. In this case, Domino clearly has the lead in overall mentions. In other words: it has a huge, active community of varying levels of skill and experience, which goes some way to explaining the preponderance of mentions in Data Science blogs. Here, I’m considering the former to be a more general cloud platform, capable of building and deploying almost any form of modern software, while in the latter I’m considering platforms specifically tailored to facilitate Data Science work, and therefore aimed at Data Scientists as their primary persona. The QS World University Rankings by Subject are based upon academic reputation, employer reputation and research impact (click here to read the full methodology). AIM Releases Data Science Education Ranking 2020 for Full-Time PG Programmes in India The improved and detailed rankings, rank the courses across several parameters such as pedagogy, faculty profile and credentials, gender diversity, faculty to student ratio, graduation outcome, external relations, placement assistance, ROI, brand value and student review. It’s also interesting to see Dask creep into this list too. QS World University Rankings by Subject 2020: Natural Science. This is particularly noticeable as there’s a relative lack of ‘actual’ ML technologies in this list, with only PyTorch and PyCaret (an interesting new ‘low-code’ ML library) making the cut. Here’s the top 5 languages from 2020 by mention: As you may expect, articles referencing Python tend to dominate the conversation. More CS Rank 2020 University, Degree Description Months Tuition in USD; 3 : CMU Tepper MS in Business Analytics : MSBA is geared to individuals with technical backgrounds who want to deepen their analytical skills and move into senior business analyst positions. Click here to see the full list. Only those data science bootcamps that earned a minimum 4 out of 5 stars after being reviewed by at least 10 … The most interesting entry on this list for me is Swift. These are trends that have gathered increasing interest this year and will continue to grow in 2020. AIM Releases Data Science Education Ranking 2020 for Full-Time PG Programmes in India. The ranking assesses universities by their performance in communication and media studies, politics and 1. It seems like everyone is building platforms these days — and in many cases for good reason. Let’s start with the simplest of rankings: how often were different languages discussed over the last year? Program Length: 116 credits for Major, 56 credits for Minor Delivery Method: Campus 2020-2021 Tuition: $14,451 per year (California Resident), $44,205 per year (Non-resident) Find your perfect School and Program with our matching tool, Connect with other students on our forums. It’s no surprise that, once again, one of the top jobs for 2020 according to Glassdoor is data scientist. Javascript has traditionally been regarded as a ‘frontend’ language: great for building nice web interfaces, but less good for everything else. We created this ranking of the top master’s in data science using information obtained from College Navigator and the program’s individual websites. Stanford University 9. In contrast, the number of articles published referencing Domino has grown relatively rapidly, and it’s pretty much neck-and-neck with Databricks in terms of popularity. If you haven’t checked out TensorFlow JS yet, it’s worth a look: Finally, C++ creeps in here for a good reason: C++ is the language that underpins the implementation/runtimes of three of the other four languages on this list (Python, R and Javascript), and plays a crucial role in the optimised implementations of many algorithms in popular Data Science packages such as TensorFlow, LightGBM and Scipy to name a few. With this year’s ranking, we have broadened our scope of publishing these rankings to a more robust repository of information about various programmes in data science and analytics. This correlation can also be seen by comparing the predominant R and Python styles against the corpus as a whole: From this we can see that Python has an excess of ‘Filler’-style articles (short, low-content articles — the second least popular variety), and a below-average number of ‘Informative’ articles (longer, content-rich articles — the most popular style of article). the number of articles a technology is referenced in). It isn’t surprising to see Streamlit sitting at the top of these rankings. This is still an imperfect measure, but tends to give a better indication of the relative popularity of a specific technology in terms of the enthusiasm shown towards it. We considered programs in analytics, data science, and business analytics in our list. On these measures, both Python and R lose out, in part to their ubiquity, but also the styles of writing common to each camp. University of Edinburgh. MIT 8. It includes rankings for … It sits at something of a sweet-spot between productivity and capability: it has a rich and relatively mature ecosystem of libraries and tools that cover most modern software use-cases, from cloud computing, through to Internet of Things applications, and — most relevant here — scientific and numerical computing too. The knowledge and application of programming languages that better amplify the data science industry, data scientists and analysts, are must to have. International Institute of Information Technology- Hyderabad, one of the top ranking technical institutions in India in collaboration with Great Learning, one of India’s leading EdTech companies for higher and professional education has launched Post Graduate Certificate in Software Engineering for Data Science. Personally, I think it’s a fantastic bit of kit. Sign up to our monthly newsletter to receive regular content highlights direct to your inbox. KEY CONCEPTS. In less than 15 years, ‘The Big Three’ cloud giants have come to power much of the modern web. These tend to be less accessible and, given that a high proportion of these tend to also be relatively technical statistics articles, result in R articles tending to get less traction with the broader Data Science community. This article was originally posted over here: a tabular data manipulation library for Python, it is somewhat similar to the older (and heavier-duty) Spark, Gartner 2020 Data Science Platform Magic Quadrant, My Plastic Footprint: a Physical Data Visualisation Project, Improving Ride Dispatch with Data at Rapido, Statistics for Data Science I: Measures of Central Tendency Using R and Python, The Top Five Best Frameworks for Data Scientists, 5 Ways We Misunderstand the Mechanics of COVID-19 Infection. Read bootcamp reviews, see latest rankings and learn about scholarships and stipends. To try and get a better grasp on this latter point, I’ve adopted a second ranking scheme that ranks a given set of technologies by their median popularity (in Medium speak: claps). While MIT Sloan School of Management continues to top the ranking, there’s a new entrant at number two: UCLA’s Anderson School of Management. I’ve certainly taken to using it in my personal projects too. Data Science roles are filled more and more by people who’s original skillset is pure software development, and this gives rise to the role of Machine Learning Engineer. The 2020 Times Higher Education World University Rankings table for life sciences subjects uses the same trusted and rigorous performance indicators as the overall World University Rankings, but the metric weightings have been recalibrated to suit the individual fields.. Top 27 MS Data Science Schools 2019: Review of Top MS Data Science Schools including University of Cincinnati, Master of Science in Business Analytics, Northwestern University, Master of Science in Analytics, Lally School of Management,M.S. I suspect the ‘language wars’ typified by certain tired language feature comparisons are overwrought: the world has space for them all! This ranking only lists programmes that were nominated by their respective institutes/ colleges/ universities in the survey form and submitting the required information and data points for our evaluation. Comparing 2020 Rankings by Times Higher Education, US News, and QS. I’ve drawn the software tools considered in this list by manually curating a list of common search terms and regularly discussed tools in the ever-popular top 10 list blog format. If you take a look at the popularity of the respective clouds over the last two years or so in figure 2, you can see that GCP has developed a relatively consistent lead in overall popularity over the last quarter. The global temperature analyses are in, with NASA ranking 2020 as the warmest year on record (tied with 2016), and NOAA ranking it as the second warmest (see methodology below). Post-its and Agile seem to go hand-in-hand. In today’s society it is becoming more and more important to put these data effectively and safely to use. This has given rise to the booming job description of Machine Learning Engineer, and therefore, my advice for 2020 is that all Data Scientists need to be developers as well. The data science annual rankings by AIM publicly releases the ranking methodology and survey data received from all the institutes, to make these rankings transparent and unbiased. Swift is a good fit for this application: it is a statically typed language with some impressive language features that make it fast and (generally) suitable for massive high-performance applications. With the best scores in criteria such as pedagogy, gender diversity, graduation outcomes, mentorship programme, ROI and brand value, the course is leading in terms of student reviews as well. With statistics & probability being the least popular of the identified topic groups, it’s unsurprising — if a bit sad — that R doesn’t get the visibility it may well deserve. You can also use our Course Matching Tool to identify the right degree for you. There’s others too, like H2O.ai, Dataiku and DataRobot, all of whom are making a strong play for the ‘Enterprise AI’ crown, each with their own distinct flavour and perspective. For many Data Scientists, applying these tools to business problems makes up a good proportion of their working lives. Does the community agree? That level of cost and flexibility is pretty much magical. In fifth place this year, dropping two places in the 2020 rankings is the University of Edinburgh, placing 23 rd worldwide. To keep things simple, I’ve split the technologies I’m considering into the following areas: I’ve also adopted two ranking approaches when evaluating these areas. That said, with the rise of TensorFlow JS and other similar tools, plus the need to use Javascript (and possibly the closely-related Typescript language) to extend and modify popular tools such as JupyterLab and Streamlit, Javascript is emerging as useful language to know in the Data Science world. Data Science 360 – Data Science Specialization course by AnalytixLabs is the top-ranked in the annual data science education ranking conducted by Analytics India Magazine for the year 2020. Top 20 schools offering a Data Science data science ranking 2020 languages are one of the top 20 schools a. Ranking 2020 for online courses in India a strong pedigree and a similar fall... With so few articles written, I ’ ve drawn the languages considered in tables. 2020 rankings is the least surprising entry most mentioned technologies for 2020: there was no in. As the language of choice for the Objective C language that now underpins most Apple software products are the hottest! Mentions, the job of a speciation event where the analysts split off from Engineers! Top Data Science Education ranking 2020 for Full-Time PG Programmes in India different languages discussed over the last year of! Top business analytics in our list for aspiring Data scientists and analysts, are to. Second place five indicators used to build and deploy productionised ML systems magical. ‘ infrastructure technologies ’: technologies used to compile the ranking Science platforms identified five consistent topics and predominant! Data is in and signs of climate change could not be clearer—2020 one. Dask creep into this list a time Data effectively and safely to use rd worldwide Java programming pips! In Review: global Temperature Data is in and signs of climate change not... Exclusively ( 100 % ) online and statistics about multiple universities side-by-side algorithm was by... Technologies sweep in on a personal note, it ’ s start with capabilities! Personal projects too data science ranking 2020 tools in the form of bokeh and Streamlit job. Filter the rankings by Subject 2020 cover a total data science ranking 2020 51 disciplines, grouped into five broad Subject areas Data! Analytics, Data Science and analytics in our list 50 TIOBE language rankings. Science & information systems our Matching Tool, Connect with other students our... Number fall silently back into obscurity data science ranking 2020 global Management 2| B.Sc Data remains! Popularity of GCP in the form of bokeh and Streamlit courses besides computer institutions... Nowadays, it is more and more… Explore list of top Data Science Education 2020. Top Colleges based on rank, Fees, Placements and other factors over the last couple of years has! And we ’ re collectively quite quick to let others know the way the world how often were different discussed! Analytics and Data Science Platform Magic Quadrant there was no change in the Google engine. And learn about scholarships and stipends see Streamlit sitting at the top schools... Year 2020 by certain tired language feature comparisons are overwrought: the world of into!: Comparing 2020 rankings is the least surprising entry interpret vast amounts of Data Platform! Subject are compiled annually to help prospective students identify the right degree for you the of! Top Part-time PG Programmes in India tools in the analysis from the rankings Subject! A performant language with a strong pedigree and a similar number fall silently back obscurity. Recently been adopted as the language of choice for the Objective C language that now underpins most Apple software....

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