Data scientist microsoft salary reddit Interestingly, my masters was pretty easy and often very basic. I can post my interview prep process tomorrow ig. Your time is better spent elsewhere. I’ll start: Google and Microsoft are well-known for their data science reputation and culture. 5 CAD/hour, no benefits and required you as a contractor to be incorporated. Post examples of people making 600K-700K TC with 5yoe at Big M. After four years in analytics and data science, i became a PM. It really depends on what team you’re on but I’ve seen data science work internally that touches everything from improved efficiency of text recognition in images for processing paperwork, causal analysis and improvements to clinical trials, and more traditional marketing Microsoft CEO Satya Nadella had only been on stage for 3,907 likes, 213 comments - verge on May 19, 2025: “A Microsoft employee disrupted the company’s Build developer conference this morning, protesting against the company’s cloud and AI contracts with the Israeli government. 22 votes, 68 comments. Because it is a completely natural explanation to say "someone offered me more money, greater scope, greater responsibilities,etc. How do we Dec 19, 2024 · At Microsoft, as a data scientist, you’ll be working using data science techniques such as anomaly detection, machine learning, expert systems, and so on. View the base salary, stock, and bonus breakdowns for Microsoft's total compensation packages. i suggest that when you do find some mock exams, may it be whizlabs, udemy, or measureup, try to review the adjacent materials and also try to read the docs. Full disclosure I’m in analytics not data science but I have some coding and ML skills so I work closely with them. It felt more liberated. A Data Scientist is someone who makes value out of data. Get involved in some of the online resources on YouTube (Base concepts: 3 Blue 1 Brown, StatsQuest), GitHub projects or online discussions (Daily Dev). With the key philosophical difference being a focus on y-hat over beta-hat ie: the fact that your stuff works, not necessarily that you know exactly how it We would like to show you a description here but the site won’t allow us. FOCUS on getting to advanced or Expert level SQL skills. Apr 11, 2025 · Designing and creating a suitable working environment for data science workloads. But yeah, the salaries are in the $300k range, which is good but not unusual. 5 yrs experience), an MBA, and fresh out of a data science boot camp. My healthcare insurance premium that I get through my employer costs a little over $100/month. With both data science and software engineering I've noticed having AWS/Azure or some other cloud platform certifications can be huge for hiring and getting promotions/raises. You can be a middling actuary and make 150-200k when you are an FSA. I graduated in 2022 with bachelor's degrees in economics and political science, and I'm currently getting my master's in data science and analytics and will graduate next year. D. $200,000 in the Valley is a very normal Data Scientist salary when you adjust for how much companies have to pay the average employee in the region. I know that salaries are going to be different depending on tech stack/location/company, so that's why I am asking here. Microsoft, lol no. The pay is not worth it later on, but starting salary for fresh grad is good (45k to 50k-ish). I preferred the SWE work to support the scientists. A degree is the starting point. 2k transportation Facebook Use our realtime data and tools to determine compensation percentiles with custom peer groups, Radford compatibility, equity, skill-based filters, over 1k locations, and more. View community ranking In the Top 5% of largest communities on Reddit. , banks). I'd argue that it's way better to start out as an analyst in a company that doesn't make up bullshit titles than to start out as a "data scientist" making the salary of a junior data analyst. Most people job hop from Big M to other companies to make big salary gains. think about what prestige even means. In 5ish years, cloud infrastructure, be it lake/data warehouse like snowflake/redshift/synapse, or just cloud vms, will likely be the only setups used. A Data Scientist at Microsoft makes $151k on average. background is in EE with a focus on developing an ML solution. Since then I have been back on 4% raises. CSCareerQuestions protests in solidarity with the developers who made third party reddit apps. 5 Base ,2. Maybe the top post that you've got is looking at data science certs in general, and not specifically cloud vendor certs. Only non-formulaic parts are stock appreciation and additional equity. The reputation factor is valid; reputation though is built through years of delivering value. If instead your resume shows Data Scientist to Sr. Mar 24, 2022 · The average base salary for Data Scientist at Microsoft is $140,407 while the average Data Scientist base salary is $123,183. Facebook, yes. my starting salary probably would have been ~$75,000 Microsoft CEO Satya Nadella had only been on stage for 3,907 likes, 213 comments - verge on May 19, 2025: “A Microsoft employee disrupted the company’s Build developer conference this morning, protesting against the company’s cloud and AI contracts with the Israeli government. ). Solo pa nila ang mga project kaya ang lungkot at hirap din. g. Microsoft CEO Satya Nadella Our salary bands are: £30k-£40k for junior/graduate DS, £40k-£50k for standard DS, £50k-£65k for Senior DS (~3-5 years exp. It is also worth noting that total comp is often dependent on company performance, so if Microsoft has a bad year, that total comp can suddenly be 10-20% less. Levels is kinda skewed low for MSFT. Skills: SQL, Tableau, R, Python, Excel. You aren't allowed to work more than 80 hours except under extreme circumstances. 5k yearly stock That's because DS is vague lol. at Microsoft by the cost of living, then the average base salary for Data Scientist at Microsoft is in the top 76% compared to all other companies. I'm a senior PM with a psychology background. I have had the opportunity to work in 2 different teams - Cloud data science, Search and Intelligence team improving the experience of M365 users. Get a job at a startup doing BI/analytics, crush expectations and take on true data science responsibilities, then get the title change to data scientist and use that to apply to other companies (or just put the title on your resume when applying). Implementing pipelines. Interview Questions I just landed a $75k salary One needs to hire more Data Scientists if more new features are created to have dedicated, specialized Data Scientists to learn about the said feature and develop models for it (e. It's always a good idea to include the perks of the job the company will provide, such as: With 25k gross you’re getting 18k net. At least for UK, salaries seem to be exaggerated. Data scientists aren't valued equally across industries and tech companies will generally pay significantly more, and more again if they are international companies. I’d need to study the problem and determine a way forward but it could lead anywhere. 5k/month + $5k signing bonus Relocation/Housing Stipend: $7k lump sum for relocation or intern housing, $1. Can work full time or as your own consultant business. Meta's salary, bonus, and stock refreshers are banded/formulaic by level/performance bonus. Probably slight supply/demand imbalance as more companies are trying to make better use of their data. Since college days nag sstart na ko bumuo ng portfolio sa Data Science (Kaggle competitions, Technical blogs, git repos). Which is good salary for senior but if you specialise in infra, data engineering, ml or go for staff or manager you’ll easily get over 20k net. I feel like I'm the only… Studying statistics with a data science emphasis. I remember someone mentioned this on the Super Data Science podcast and the host, who had been a consultant in the past was like “dude, what?” Data scientists have a great community and we share all sorts of things like the open source packages and experiences and tips. Explore internship opportunities for aspiring data scientists at Microsoft and contribute to innovative solutions in the field of data science. Also it’s vested over years and completely controlled by OpenAI, not available all at once. My psychology honours was much better analytical training. I have not had a chance to push the model into production. Congratulations on passing the DP-100 exam! Your story is inspiring and it's great to hear about your journey to becoming a Microsoft Certified Azure Data Scientist Associate. The rest is “semi equity” which is generous if weird, but also not that unusual. I understand what you are trying to convey but I think a lot of your points are inaccurate or may be old data. Hope that helps! Edit: these are gross values. Hey guys! I'm considering getting my MS in Data Science but I'm not entirely sure if it's worth the time and loans if I can advance just as far in my career by teaching myself the same skills using cheap and/or free resources like Microsoft certifications, classes on Udsmy and whatnot. Deciding between staying at my current company as a Data Scientist at a midsized for-profit company based in Houston that is remote (2 yoe) or moving to small defense contractor to get a secret security clearance. TC means base salary + RSUs. Moving to data science got me up around 80k to start, with variable bonus structure (5-20%, depending on how projects go). Worked as a data consulting intern last summer at a large accounting firm doing a lot of data engineering-type work. Microsoft CTC for experienced hires is much higher than 13L and Microsoft is one of the underpaid companies… Most of the people I know are from normal colleges/universities with <5 years of experience. So there's been some surge of data science and to support that you need data engineers. data engineer = data scientist+software engineer and a good data engineer needs to have both the skills. com - job board of only remote jobs in the best tech companies. 34 votes, 26 comments. Exploring data. On average, the Microsoft data scientist’s salary is $164,511 per year. I worked as a software engineer and then switched to Data Engineering, my salary and prestige both increased - because I now understand the data and it's aspects while implementing what software engineers do, but on a larger scale. Stop meddling with the deeper AI (deep learning and stuff) for now. Running jobs to prepare for production. Starting at 6M, the first 3 annual salary increase cycles, I only got small 4% raises but on the 4th annual salary increase, I got a really hefty 40% raise. My first step didn’t have to be “exploratory analysis of the data” or “ETL”. I have a PhD, a completed post doctoral position, over 3 years of work experience as an independent contractor in a variety of industries as a data scientist and was honestly surprised by the low hourly rate. If you experienced that massive market value increase, it was probably because the lack of experienced data scientists in the recent years. You don't yet have the qualifications to be a data scientist and 99% of data analyst don't use those skills. 5 years after my PhD). Pretty much the question But also some tips on how to your first job and at the end of the day is it even worth it I'm… Unfortunately even within FAANGs salaries dropped. true. Search feature -> Search Data Scientist, Product Personalization -> Personalization Data Scientist, Recommendation Engine -> Data Scientist). I know data scientists with less experience than I do earn over 100k. Are the glassdoor salary ranges completely off? based on my knowledge , these "refreshes" add a few brand new questions into the pool, and also change the possible choices of the existing ones. On the other hand, data engineers might earn up to $116,000 per year. Those are… 53 votes, 47 comments. From our Master’s in Data Science Salary (Updated for 2024): The average data science master’s salary after graduation is $126,830 For entry-level positions, a master’s degree resulted in around a $5,000 salary increase For mid-career positions, a master’s degree resulted in around a $13,000 salary increase Completely agree. Warsaw has more opportunities than other big cities and have some big players. We would like to show you a description here but the site won’t allow us. May 15, 2025 · The estimated total pay range for a Data Scientist at Microsoft is $170K–$248K per year, which includes base salary and additional pay. In that company, the applied scientist role is actually the top position for scientists. Writes whatever code is needed to produce the required report. there are other sources of possible materials out there but i dont want to mention them lol According to Glassdoor, the average salary for a Data Scientist at this company is around $95K, but $110K for data scientists at the same company and area as me I do think getting a salary competitive with a fellow as a middling data scientist will be difficult. Lead DS is more flexible on the upper end. Information Science from Good C. AZ-900 is the entry level that basically anyone can take and pass without much time invested. Better money. 3 L, stocks - 5000 usd/3 ) 62 subscribers in the likeremote community. That's because DS is vague lol. 103 votes, 74 comments. Pros: solid work-life balance good compensation, especially as you gain more skills and experience In the recent years data science was exploding, while now it's getting more saturated. 1. In both companies, new phds came in as senior data scientist whereas new masters holders came in as data scientists (usually) or associate data scientists (more rare). I’m in healthcare insurance, so wages about on par with most other financial services (e. Used mostly SQL and python. SQL Developer. BI Developer. Data Scientist to Manager of Data Science - even if each jump happened after 1 year, no one will question the moves. Glassdoor has a data engineer in meta, Dublin on an AVG of 89k and a software engineer in Microsoft on a max of 105k with AVG additional comp of 7k. But after psychology I became a data analyst and did a master's in business analytics. Microsoft Data Scientist Interview Tips. The average Data Scientist base salary at Microsoft is $157K per year. Title: Data scientist Tenure length: 1. 5 years Location: Ireland Salary: €65,500 Company/Industry: Tech Education: MSc in data science, PhD in computer science Prior Experience: n/a Relocation/Signing Bonus: n/a Stock and/or recurring bonuses: up to 10% bonus Total comp: €72,050 3 days ago · Data Scientist compensation in United States at Microsoft ranges from $177K per year for 59 to $559K per year for 67. It should also be noted as others mentioned that the salary for data scientists, especially at senior level, will vary a lot by company and industry. Hi guys, I am expecting offer from microsoft for the position of Data and Applied Scientist-2 L61 or L62 level. I’m in NL. The annual salary range for data and applied scientists at Microsoft varies between ₹13,55,305 and ₹26,00,000. Writes SQL code. They pay well, but no one there is getting $800k salary a year. Some companies and industries use the title for Data Analysts who have a minimum proficiency in scripting languages. Already mentioned, ChatGPT is going to be able to give you general context. At our company, including those positions you mentioned, people work a flexible 80 hour schedule (over two weeks). It’s just so much more broad. Can get better money by also advising on what are good and bad metrics for a dashb It’s been 6 months since starting a data science management role, and now have been laid off. The tricky part is that you'll find Data Scientists (by title) who don't do any predictive (or prescriptive) analytics. Up to significantly more now. I know paying for childcare for toddlers here in Boston costs about $2000-$3000 per month. ** Above salary figures are subject to change. my starting salary probably would have been ~$75,000 it seems like many people in my network get their Masters in Analyticsafterwards and then work a nice cushy data science job at a FAANG orsimilar company paying $150-200k+. I make about 65k euro, 38 hours, as a medior (1. Get new jobs at… As I complete my 18 months in Microsoft as a Data Scientist I am excited to talk to the people of reddit about what are they working on in exciting world of Data Science. Indeed you would. In other-words all Data Scientists are Data Analysts, but not all Data Analysts are Data Scientists, imo. I have a few questions from blinders that would highly help me making a decision. Udemy and coursera courses are worth it. How do we 2023: $60k ($77k total comp, Business Data Analyst, fully remote). You chose 3 totally different certifications. The key reason why economics (supposedly) works well with data science is that a lot of the key stats theory that underpins econometrics also underpins a significant portion of data science. Their packages sit north of 60L. LikeRemote. I have worked for companies where DEs were viewed as DA's that can build an ETL pipeline with some drag & drop user interface, while others expected them to be fully fleshed out SWEs with a focus on database design and management, platform engineering and API design while also being familiar with fundamental data science concepts and being proficient with a number of BI 40 - 55k for Data Science positions. On the other hand Warsaw, as other big cities, has crazy apartment prices. I never saw a new hire with a PhD come in at a grade level lower than senior data scientist. Self I have been working in data science in the retail industry for almost 3 years, the first 1. Oct 28, 2024 · The average annual pay for a Microsoft Data and Applied Scientist is a whopping ₹17,53,992. Next year, since our sales have been good this year due to the increased foreign involvement with the semicon chip industry, they hinted maybe I Feb 13, 2025 · With an ever-increasing global revenue of over $245 billion in 2024, Microsoft is among the tech giants that have changed the personal computing and enterprise software world. E. Once I've completed all of the possible/relevant Microsoft Learn and Codecademy modules/certificates, then maybe employers won't give a shit that I don't have a It is absolutely useless to you. The research scientist role is for people that are weaker at software engineering (sometimes people that don't do well in the coding interview are offered a research scientist role). Big M is very frugal. View more Data Scientist salary ranges with breakdowns by base, stock, and bonus amounts. Every year a lot of people ask what salaries people earn for different types of jobs and what they can get after their… I've been a health care data analyst for five years. , so I took it". How do we But yeah, the salaries are in the $300k range, which is good but not unusual. One government contract is 60% of that and then when I quit my job they kept me on as a contractor at double my old salary on a half time agreement. 25 years as a data scientist. I have 3 years experience as a Data Analyst and a certificate (not a degree) an online Data Science program. It's a bit different now, as there are already a lot of data scientists with 1-2 years tenure, with increasing trend. 9K votes, 293 comments. I have an offer from Amazon for an Applied Scientist role (heavy on NLP and ML) and a Data Scientist role at Google. 5k Microsoft SWE internship Own Company for 2 years Microsoft (return offer) Title: Software Engineering Intern Location: Sunnyvale, California (Bay Area) Duration: 12 weeks Salary: $8. Get new jobs at… I got a rimilar impression. Gusto ko sana maverify if nagrereflect yung nasa internet sa actual na salary ng data scientist sa pinas?? Tama ba na ganun yung salary range nya?? What if naman kapag fresh grad, ganun din ba salary? Thank uuuu Special Science Teacher I 2022-present, 1month Data Entry (38k Salary) Salary: 900k php per month Reddit account age: Created 3 days ago I’ve always worked with data scientists or as a data scientist. There are so many free resources. Microsoft and Amazon have a reputation for doing big things at great scale; therefore an employee who worked there likely has experienced building things at scale using best practices. Yeah I suppose in Europe it's a trade off, I'd likely get paid a higher salary in the US for the position I'm in, but on the other hand I'm also getting over a month of paid vacation time in Europe, don't have to worry about healthcare costs or dental care, education costs for children, or paying back student loans. That seems low for Ireland in general. Kaso mahirap makahanap ng entry level Data Science job 2+ years ago at need ko na din agad ng work since breadwinner ako so nag work ako as Software Engineer. I joined a consulting firm in NYC as a data scientist with a background in financial risk management (2. If this visual was labeled as "base salary" I could maybe see it being slightly more credible, but $200-210k total comp in north america onshore market in any industry is definitely underpaid for VP / chief data scientist level, and implies an industry/company that hasn't figured out / proven the business case behind data within their org. Imo it shows you understand that data science isn't just "write model," a ton of work and infrastructure goes into deployment and front end use. Complete relevant knowledge/modules for Data Science Skills with "Microsoft Learn" and "Codecademy" Just apply for entry-level/junior data sci jobs to get the experience under my belt. I've recently been hired as a data scientist at an agricultural firm specialising in cattle ranching. As someone who's hired people, 30k is a decent starting salary for a data analyst. However, according to Glassdoor a Chief Data Scientist makes around $206k on average. For example, it says that an entry level SWE at Google or Meta in London gets around $120 K, but all the salaries I found on reddit where around £80 k (= $100 K). 6 days ago · Founded in 1998, MSR Asia has grown into a world-class research lab, with more than 300 scientists and engineers and conducts research in: natural user interface, artificial intelligence, cloud and edge computing, big data and knowledge mining, computer science fundamentals, intelligent multimedia, and computational science. reddit's new API changes kill third party apps that offer accessibility features, mod tools, and other features not found in the first party app. Even in industry, companies are struggling to figure out what exactly constitutes a data scientist vs data analyst vs excel wizard and the term "data scientist" has just become a hot buzzword. I was upset about the role but my boss assured me there were “big things” in the pipeline. 386 subscribers in the likeremote community. The average additional pay is $47K per year, which could include cash bonus, stock, commission, profit sharing or tips. My initial interest in switching to a data analyst/data science/data career sort of revolved around sports analytics. 25 years as a data science intern & later 1. Year 1: Data Analyst 60k Year 2: Senior Data Analyst 65k Year 2, 2nd half: 85k Year 3, Data Scientist 150k Yes I jumped from 70k to 150k in 8 months😅 I started the year at 65k, company got bought and switched roles for 8 months and went up to 85k. Two promotions later I’m at $130k + bonus. Incredibly difficult I imagine. Data Scientist vs Data Engineer Salary: According to a review by glassdoor, you may make up to $137,000 per year as a data scientist. This is because Microsoft intern convert TC is wayyyyy higher than for industry hires. Started in Jan 2020 at $90k. The entry level candidates to data science positions far exceeds the demand. Mmmm well I looked at the average salary for junior data scientists in south Florida and the average was 75k, I get 80k but they give me great health insurance, plus you can earn 3 performances bonuses, first two are 10k each and the year end bonus is 20k. Something to note is that the daily work of a DS will depend on the size of the company or data team. Training machine learning models. For smaller companies/startups, as a DS you will usually do everything in a Data Science project, from extracting data (Web scraping, creating ETL pipelines, querying from database/data warehouse/big data ecosystem), feature engineering, data modeling/machine 40 - 55k for Data Science positions. S. Average Microsoft Data Scientist monthly pay in the United States is approximately $10,738, which is 45% above the national average. Recently I studied 9261 job listings in Data Science, Machine Learning and ML OPS and found that job listings for Machine Learning Engineers quote 15%-40% higher salaries than for Data Scientists at an equivalent comparable seniority level (data from the United States - ranges quoted in job listings were converted into mid-points: avg(min, max) ). Data Science is probably less time consuming, but a harder career path. Education: B. It's commendable that you dedicated time to studying and preparing for the exam while balancing work and personal commitments. The salaries are pretty close if justified by the location. Company: Microsoft Location: US 📍 Salary: 98K - 250K 💰 Date Posted: June 27, 2024 📅 Apply & Description 👉… Don’t pay. BS. They’ve made popular open source data science packages, they host two of the three most popular cloud platforms, they own data science related companies (Kaggle and GitHub), and they always get the best data science talent. A data scientist is a sexy statistician. Using language models for building AI applications. Then likely the companies with more need for data engineers (relatively speaking) are those handling larger datasets. Such a person proactively fetches information from various sources and analyzes it for better understanding about how the business performs, and to build AI tools that automate certain processes within the company. Start with Python for Everyone, then go Intermediate Python, then Data Visualization, then Data Science. Salary information comes from 1,101 data points collected directly from employees, users, and past and present job advertisements on Indeed in the past 36 months. 4. Good money. My Ph. Applied scientists may even be expected to know more in their field. I've worked in places where entry-level data scientists earn around 40k. I won't disclose how much I currently earn, however. Which companies handle larger datasets? On point 2, I don’t think this is true at all. The highest offer I've gotten as a senior data scientist is about 140k. The salary was 46. This is only applicable for our junior roles. Managing, deploying, and monitoring scalable machine learning solutions. Existing contacts. Can anyone please guide me how much I can expect from microsoft? Also i am currently serving notice period so l have one offer in hand already. 0 GPA. 2023: $60k ($77k total comp, Business Data Analyst, fully remote). In the recent years data science was exploding, while now it's getting more saturated. For smaller companies/startups, as a DS you will usually do everything in a Data Science project, from extracting data (Web scraping, creating ETL pipelines, querying from database/data warehouse/big data ecosystem), feature engineering, data modeling/machine This is the main issue. 6 days ago · The Data and Artificial Intelligence team in Microsoft’s Developer Division is seeking an entrepreneurial and creative Senior Research Scientist to lead groundbreaking research projects, taking these from research into product. The median total compensation package for a Senior Data Scientist at Microsoft is $236,428. Get the latest insights on AI, hardware, and AR + VR engineer compensation. Data scientists tend to earn a bit more on the average than software engineers, but there are way less positions open at any given point in time. Till now, I have mostly worked on projects from POC to market test / backtest. Facebook stock has done really well this year. I've watched the best data scientist do better work than the average data scientist in 1/20th of the time. A space for data science professionals to engage in discussions and debates on the subject of data science. My E3/E4 salary at Meta (circa 4 years ago) went: $110k -> $121k (GE) -> $160k (E4 promo) E3 salary these days based on levels fyi seems to be around $137k, with $37. Offered TC: 34. From my research so far, it looks like the average mid-level salary fluctuates depending on where you look - talent at ~125k, Seek at ~110-130k, indeed at <110k, glassdoor at 100-140k etc. state school Prior Experience: FAANG Business Intelligence Engineering internship Data Analytics internship with school Company/Industry: Tech Title: Associate Data Scientist Tenure length: Location: DC metro area Salary: $95k Relocation/Signing Bonus: $7. Hi, based on my research on avg ay 60k to 80k ang starting salary ng data scientist. Build a portfolio. If we normalize the salaries . The role was sold as a data science manager, yet ended up doing admin work and touched on very small amounts of actual data science projects. Can you use Window Functions, correlated subqueries, etc. There are few examples of people fast tracked into Staff roles at Facebook. . Once you think you are good enough, create portfolio projects on LinkedIn. That's going to be a red flag. It is indeed because of job market as there’s far more available talent. Why employ a middle of the road scientist when you can get the best in on a 3k a day contract? And you save money. 67 votes, 93 comments. 5 LPA (27. The median yearly compensation in United States package totals $220K. Microsoft CEO Satya Nadella We would like to show you a description here but the site won’t allow us. Source: ML engineer who's been certified as an Azure Data Engineer I think the future of data science is going to be hugely skewed to the top 1% of talent. I personally knew some data science (not those data engineers or business intelligence ang function pero data science nilalagay sa title) Sobrang stressed and burned-out daw sila sa work nila. it seems like many people in my network get their Masters in Analyticsafterwards and then work a nice cushy data science job at a FAANG orsimilar company paying $150-200k+. It might be possible. Focus on Data Science and Data Vis and learning the concepts. 16 votes, 16 comments. Members Online [UPDATE]: I open-sourced the app I use to do my data science work faster! Almost everyone in data science has a degree and cloud certificates are no substitute as they're completely different things. 2 L - PF + retirals, bonus - 3. But there's so few jobs, where they pay you so little, and who knows if you even have a voice in these organizations. 86 votes, 589 comments. Really good to have this perspective when someone tells you their salary. Salary negotiation is far more difficult when the final round has 3 candidates for the role and HR is hedging for the one who accepts with least resistance. chdychu vrnhu xmpr owhbsg ikfp lzali dhk nkje cpx amyfges
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