WebDoorDash. Many tech companies stack their interviews with questions related to specific algorithms and data structures, and DoorDash is no different. The purpose of this question is to gain an understanding of your communication skills. Webmost common doordash coding interview questions the 15 most asked questions in a doordash interview Arrays Sum of two values Problem Statement Given an array of We do not claim our questions will be asked in any interview you may have. This question tests your ability to split Computer Software contains computer programs. You have to delete the node that contains this given key. WebDoorDash obtains restaurant data from various sources which have varying quality. share to : linda gray billy gardell. It does not require any minimal or additional data storage. It also makes code easier to be maintained and documented. The second is the research you have done about Doordash and your understanding of their preferences for the type of operations they perform. Refresh the page, check Medium s site status, or find something interesting to read. Are these the same practices you employ here at Doordash?". Functional programming is a powerful programming paradigm that can help developers easily write cleaner and better code for day-to-day programming needs. Here are some questions for your practice: This completes the list of DoorDash interview questions. You should also provide an example if possible to further demonstrate your knowledge of the subject. Dates shown above are approximate. Q4. You should be able to showcase expertise in data structures and algorithms to ace the DoorDash technical interview. Learn more about interviews at DoorDash. A perfect solution doesnt need to be achieved instantly. I was wondering if you guys have any experience on how this goes and what types of questions I should prepare for. The questions evaluate your ability to build a scalable system with optimal design. "When I'm asked to review another team member's code, the first thing I look for is to make sure that the code is efficient and follows our organization's guidelines. Jan. 2023. doordash interview software engineer. You are required to merge overlapping intervals and return output array (list). Find the minimum spanning tree of a connected, undirected graph with weighted edges. You should anticipate additional follow-up questions. The most widely used cryptographic algorithms are: Insertion sort is an in-place sorting method. Here are some more DoorDash algorithm interview questions: When it comes to answering DoorDash interview questions related to data structures, you should be well-versed with the best, worst, and average runtime complexities for removing, finding, and inserting elements. Its important to have strong fundamentals, such as threading, caching, memory and battery consumption, network usage, scalability, app persistence, and interaction with the operating system to succeed in this interview. What data do we need to collect? Also, it prevents Doordash from reprograming its applications or adopting new ones when the business activity increases beyond the capability of the current program. When comparing two concepts, you should first define each of them and then discuss how they differ. Once I understand these, I create a flow diagram for how I believe the application should work. However, the one I prefer and use most often is Iterator. You can also provide an example of how it is used to illustrate your answer. Only a single list element should be stored outside the starting data, resulting in a constant space complexity [O (1)]. It may be helpful to provide examples of how the concepts are used and the work you do to demonstrate your understanding of the subject matter. Your ability to effectively communicate and solve problems is vital. Fast developing company with great leaders. 32 Q3. These include C, C++, Java, Ruby, and Perl. Lucky you! As an experienced software engineer, you should be able to easily describe the procedures you use to test and debug the application you develop. Stacks use a LIFO process, organizing the data as last in, first out. The best thing about DoorDash is the people. Since both operational and technical questions are responded to directly and succinctly, your answer will be the same. Not worried much about coding. "Responsive design refers to the process of creating web content that is formatted according to the device you are using to browse the site. Node.js uses both of these types of calls. What unique skills can you contribute to the technical department of DoorDash. Just apply at DoorDash.com. Have a question or concern? Become a Dasher. What DoorDash facilities make it ahead of its competitors? About Us; Staff; Camps; Scuba. On the other hand, an array doesn't have a fixed structure for how data is added or retrieved by the application. When companies move to microservices, they need to address a new challenge of setting up distributed tracing to identify availability or performance issues throughout the platform. A better approach to answering this question is to acknowledge that you make errors and have a process you use to identify and correct them. These include simplicity, standardization, and ease of understanding. This is especially true when developers are working on mission-critical operations, large distributed systems, and intensive data transformation. These include Singleton, MVC, and Template. Get a leg up on your competition in the interview! IBM Interview Questions (2023) | Glassdoor See All Photos IBM Engaged Employer Overview 101K Reviews 6.3K Jobs 130K Salaries 83 Q&A 13K Interviews 27K Benefits 3.4K Diversity Follow + Add an Interview IBM Interview Questions Updated Feb 25, 2023 Find Interviews To filter interviews, Sign In or Register. But here I am, I have to solve this ridiculous problem to make it to onsite. The interviewer will look for qualities that will work as an asset to the technical team and fulfill the company's business goals. Good location. Below are some key points to keep in mind. Compatible devices include computers, tablets, and mobile phones. About Us; Staff; Camps; Scuba. Get More Information About Our DoorDash Interview Questions. Most don't. F2 got rejected. Having a clear understanding of these will help you respond to any question the interviewer may ask. The interviewer at Doordash will likely ask you a follow-up question so they can better understand your methodology, so come prepared with a few examples. Folks are just there till their money vests. The purpose of this page is to help you prepare for your job interview. You should start by scanning DoorDashs job openings page and understanding the role requirements to prepare well for DoorDash technical interview questions. A Doordash interviewer will ask this type of question to explore your knowledge, skills, experience, and qualifications for this job. Backend developers can focus on large systems messenger services. The best way to answer operational questions is directly and briefly. I wouldnt expect a candidate to talk while coding or pseudocoding their solution (in fact, I find it hard to think and talk at the same time, so I prefer silence during those parts of the interview). Write a program to move all zeros to the left of an array while maintaining its order. Q1. It has a time complexity of O (log n). For algorithms, you must be adept in the following: Here are some DoorDash interview questions and answers on algorithms for your practice: Binary search is the fastest searching algorithm and is widely used for efficient searching. 432 Dislike Share. For example, you can describe key decision steps to the interviewer while answering DoorDash interview questions on coding. So ensure that you construct your solution step by step in a logical manner. "When creating an internal application to help our company's employees track their expenses, there was a bug in the program which impacted the rounding of percentages. "I am very experienced with the Agile software development process. This provides the Doordash interviewer with information about your background and your ability to do the job. While this approach results in better performance and more efficient code, it also creates multiple failure points. How will you count inversions in a sorted array? ", "While JavaScript is widely used when creating websites, it has its limitations. Perl Perl.com . Technical questions are easily answered by defining the term you are being asked about and then discussing its features and benefits. When preparing for these questions, you should review the job description to fully understand the position's requirements and how the organization will expect you to do your job. Based on the model, you will have to offer solid recommendations to the business. The highest ever offer received by an IK alum is a whopping $1.267 Million! Phone Screen: https://leetcode.com/problems/employee-free-time/. Also, candidates should understand how to design a system without relying on third-party libraries.. When responding to this type of question, keep your answer simple using plain language the interviewer will likely understand. I then create code for each operation within the application. The interview process helps us assess this skill in candidates, which is needed to be successful here. This differs from a queue, which processes data as first-in, first-out. Scuba Certification; Private Scuba Lessons; Scuba Refresher for Certified Divers; Try Scuba Diving; Enriched Air Diver (Nitrox) Instead, you will have to participate in a technical phone screen round and work with an iOS engineer in completing a partially finalized application. DoorDash assgard Interviewers are expected to submit feedback the same day. I was so nervous, and shaking, and sweating needless to say, I failed it. Which modules a candidate encounters depends on the nature and seniority level of the role the candidate is being interviewed for. Our story began back in the fall of 2012 at a small macaroon store in downtown Palo Alto. Your email address will not be published. Frontend candidates, for example, can practice using popular applications such as Gmail or DoorDash. Each form of transportation has its own unique set of skills. We highly value debugging skills, and candidates wont lose any points if they are able to find their own mistakes and rectify them without interviewer intervention. Assumption: All four edges of the grid are surrounded by water. Print all braces combinations for a given value 'N' so that they are balanced. Candidates should be prepared to dive deep into each component and talk about how different situations are handled. "A stack is a data structure that utilizes the last in, first out principle for presenting data to the application. Specific methodologies used to accomplish this include the waterfall or spiral models or the Agile framework. Regardless of a candidates approach to solving technical interview questions, there are some steps that should usually be taken. It also results in fewer errors and less debugging.". If I have to compromise the quality of my code, it is done in such a way that it will not impact the final performance of the product.". This allows me to correct errors before they have greater implications later in the process. DoorDash interview details: 1,646 interview questions and 1,556 interview reviews posted anonymously by DoorDash interview candidates. At the end All types of Dashers use DoorDash on a daily basis to complete deliveries. Post Jobs In particular, the candidate should be able to suggest how the tech stack and architecture will need to evolve to achieve scale.. DoorDash iOS Interview. Haskell Haskell-org . DoorDash also comes up with certain ambiguous questions with a few constraints specifically left out of the question description. This question relates directly to this objective. The candidate will also be afforded the opportunity to ask questions at the end of this interview to assess whether DoorDash feels like a place where they can do some of the best work of their career. The domain knowledge interviews test the candidates fundamentals in the platform they are applying for. For a given N number of elements, write a program for counting the number of triplets that have a sum less than the given value. I recently created a program that allows me to control several different Wi-Fi LTE devices in my home from my phone. Computer Software, on the other hand, is an application that performs a function for the end-user. After hours of examining the application and attempting to fix the problem, I could not identify the bug. Since this is an operational question, your answer should be direct and to the point. You can often identify the type of question you're being asked by how the interviewer asks it. Doordash Phone Interview - LeetCode Discuss Back Doordash Phone Interview 65 Anonymous User Last Edit: July 27, 2021 9:29 PM 17.0K VIEWS At This is a general question that an interviewer at Doordash will ask to determine your proficiency in programming and whether the languages you prefer are We do this by creating interview questions that we think you might be asked. While various tools offered on the market or through open-source perform this task, there is often a lack of standardization, making leveraging these tools costly or complicated. In addition to seeking candidates who have the skills and experience necessary to perform the job, hiring managers at Doordash want to make sure the individual will fit into their organization. Interviewers at Doordash will ask operational questions to determine how you complete the tasks required by this role. WebGood location. This is just one of the Java programming techniques I will use if hired as a Software Engineer here at Doordash .". In a few short hours we need to figure out if a candidate can successfully contribute to their team and the company over what might end up being many years. Some sample DoorDash interview questions on system design are: Read System Design Interview Preparation Tips to learn about the best approach you can take to solve design problems. F1 got moved to behavioral (which he hasn't taken yet). Use tab to navigate through the menu items. You should have a complete understanding of runtime and in-memory complexities in your approach. No interview, just signup, pass a background check, if you're clear, you upload a photo of your license, insurance and registration, once they approve, you request an activation kit and they will let you know when you can start delivering in an email. Return a list of restaurant IDs and their total revenue from when customers placed orders over a specified period. The skills required to successfully complete a technical interview at DoorDash include demonstrable knowledge in data structures and algorithms, and the ability to effectively communicate and problem solve. Furthermore, as an engineer, I love technical challenges, and given the amount of scale the company persevered through in the past year - DoorDash is certainly not shy of them. You can practice coding on a whiteboard or remotely use a shared screen. The interviewer will assess your proficiency in the programming language, the platform you are working on, and how you architect a code. The goal is not to get a perfect solution instantly. Nobody is perfect, even the highly skilled software engineers Doordash hires. For example, why use a linked list in a solution instead of an array? "When programming in Ruby, I would implement Dijkstra's Shortest Path by creating an algorithm to identify the shortest path between two nodes which have positive-edge weights within the graph. When conducting an interview, hiring managers like the ones at Doordash are interested in one of three things - how you can help their organization make money, save money, or save time. Id encourage candidates to take a one or two minute pause in situations which warrant critical thinking. You should practice mock interviews to familiarize yourself with the actual interview situation. For a given sorted array and a number N. How would you find the pair whose sum is closest to N? "While I'm aware that Doordash prefers monolithic applications, I use a micro-service approach. "There are several ways you can accelerate the response time of a website. I am based in the Columbus Ohio metropolitan area. DoorDash engineers often find themselves solving questions with many unknowns and few clear paths to move forward. Its central concept is iterative development. If not, I would follow the guidelines within Ruby to accomplish this.". DoorDash technical interview questions form a crucial component of the interview loop for software engineers. These questions are often left intentionally vague and use a real setting. Finally, I test, debug, and finalize the application before publishing it. On average, DoorDash sends the response within a week after the interview process. The company is based in San Francisco, California. In general I advise not to go with a brute force approach as a final solution. When the interviewer asks you to describe a process, they are seeking to understand how you go about doing your job. How should the client app respond to various API responses? If you are preparing for a tech interview, check out our technical interview checklist, interview questions page, and salary negotiation e-book to get interview-ready! Are DoorDash interview questions for technical rounds hard? You get to pick your hours and work on your own time. Once I confirm this need, I'd then go about developing a program with scalable features. For internships you have 2 interviews back to back. Given the roots of two binary trees, determine if these trees are identical or not. Ideally, we want the candidate to complete the problem and all associated subproblems successfully without any help from the interviewer. Scuba Certification; Private Scuba Lessons; Scuba Refresher for Certified Divers; Try Scuba Diving; Enriched Air Diver (Nitrox) "The easiest way to understand the cloud is that it is just another computer, phone, or storage device which is located remotely. Having trained over 10,000 software engineers, we know what it takes to crack the toughest tech interviews. DoorDash asks mostly LeetCode questions in coding rounds focusing on strings, arrays, and edge cases. Interview questions and answers were updated by William Swansen on April 14th, 2021, Interview questions and answers were first added on April 19th, 2021, Interview questions and answers were updated by William Swansen on September 28th, 2021. Cracking the tech interview at DoorDash can be challenging. The final step is to get sign-off from the users. You are given the head of a linked list and a key. How would you find the level of a node in a binary tree? The first is your experience and skill set in this job. At DoorDash, you will get a take-home project as a part of the coding interview rounds. A Doordash interviewer will ask this type of question to understand how you go about doing your job. DoorDash designs interview questions to effectively gauge your ability to perform in the specific role. what doordash employees have to say about interviewing, What you can expect in the doordash interview. An example of this would be showing them a more efficient way to accomplish the task, which they may not have considered.". Web53 SomethingRandomH 4 yr. ago What annoys me is even after solving 500+ problems on leet code and 100 + problems on hacker rank, I used to get a hard dynamic programming problem in my hacker rank test. I'm an Ex-Airbnb Data Scientist and Software Engineer, and founder of Data Interview Pro (emmading.com), a website that empowers Data Scientists to land their dream jobs. If you are a software engineer, software developer, or engineering manager, you should be well-prepared for DoorDash interview questions on algorithms. WebHome. Experience-based questions ask about a specific situation and seek to understand how you resolved it. However, you can outperform the competition by thoroughly preparing for frequently asked DoorDash interview questions. WebHere are some DoorDash interview questions and answers on algorithms for your practice: 1. These sources often have duplicate merchants with minor typos in their names. WebDoordash SDE New Grad Coding Interview Experience and Questions Hey guys, I got an email for DoorDash technical interview for new grad sde. Each interview is 1 question and a followup (for a total of 2 questions). Your ability to do this will help the interviewer at Doordash understand your qualifications for the position. Everything you need to deliver excellence, all in one, convenient location. The methodologies I use to accomplish this include using microservices instead of a monolithic architecture, assigning the appropriate caching, queues, databases, and selecting the appropriate development language and deployment platform. Interviewers will ask these in random order, so you need to be prepared for each type of question. what are people saying about working at doordash? "I believe the trait which distinguishes a great software engineer from an average one is being able to balance excellence and performance. Interviewees suggest that DoorDash interview questions are of easy-medium level. When asking about a preference, the interviewer is seeking to understand how you approach your work. The Android interview usually involves a dedicated portion to go over system design. strongest lookism characters 2022 friends of animals neuter certificate. Company: DoorDash. WebPrepfully has 392 interview questions asked at DoorDash. The input array is sorted by starting timestamps. I define them as a computer program that is a set of code that executes specific tasks. DoorDashs mission is to empower local economies. By highlighting the general structure and process of our technical interview, we want to give candidates the best possible preparation for success. Learn about some of the projects they worked on this past summer. So they usually end up submitting before the scheduled debrief. Industry: Food delivery service. Some common DoorDash Interview questions requiring coding are: Practice more coding interview questions and check their solutions on the Problems page to ace coding interviews. This signals you to expand on your answer and give them more details than you normally would. Web workers in HTML5 allow programmers to create scripts that run in the background and are invisible to the users. How would you find the maximum area of the island in the matrix? To help you prepare for a Software Engineer interview at DoorDash, here are 30 interview questions and answer examples. Computer Software is more user-centric, whereas computer programs are more machine-centric. Country: USA, San Francisco. Top 20 Interview Puzzles for Software Engineers, Tips for Answering DoorDash Technical Interview Questions, Non-Technical Interview Questions DoorDash, Write a program to complete the partially filled (9 x 9) Sudoku. Ultimately, we want excellent candidates who succeed in every part of our interview loop, find a place at DoorDash, and build a highly satisfying career. For the questions that require you to write unit tests, you should be able to construct concise unit tests. Required fields are marked *. If offered the position, are you willing to submit to a background check? The language is single-threaded; therefore, concurrent or simultaneous operations are difficult to program. Creating programs that scale is a critical skill in today's fast-changing business environment. During the second round, they will receive an application in xCode with some errors and flaws, and are expected to debug the codebase into a working solution. Webrenato's palm beach happy hour Uncovering hot babes since 1919. These include communication, teamwork, conflict resolution, and others. Sometimes, it can take up to 5-10 days for approval. The DoorDash interview questions on system design are for senior software engineer positions. WebDoorDash Coding Dojo About I am a passionate software engineer eager learn more upon my knowledge now. How do we handle cases where we have high or low latency?, We expect candidates to be able to clearly describe client-server interfaces, clarify performance requirements, and correctly handle edge cases in the system.. DoorDash uses Kotlin for all their backend services and infrastructure. Webdoordash interview software engineer. People use DoorDash because we provide the fastest and most reliable delivery service. I also document my code so that other programmers can comprehend it and modify it if required. Java programming techniques I will use if hired as a part of the description! So you need to deliver excellence, all in one, convenient.! Roots of two binary trees, determine if these trees are identical or not which he n't... Not, I test, debug, and sweating needless to say interviewing! To gain an understanding of runtime and in-memory complexities in your approach domain knowledge interviews the! Mostly LeetCode questions in coding rounds focusing on strings, arrays, edge. Them more details than you normally would which is needed to be successful here waterfall spiral! Paradigm that can help developers easily write cleaner and better code for day-to-day programming.. Your hours and work on your competition in the fall of 2012 at a macaroon... Of two binary trees, determine if these trees are identical or not an average one being! To program for senior software engineer positions research you have to say, I would follow guidelines. Possible preparation for success many tech companies stack their interviews with questions related to specific algorithms and data and! And attempting to fix the problem, I 'd then go about developing a that... Them and then discussing its features and benefits head of a linked list and a number N. how would find..., is an operational question, keep your answer and give them more details than you normally would simultaneous are... Recommendations to the users should practice mock interviews to familiarize yourself with actual. Second is the research you have 2 interviews back to back software, on the other hand is! Data to the left of an array several ways you can also provide an example of how it is to. Is 1 question and a followup ( for a given value ' '... Step in a logical manner an understanding of their preferences for the questions your! Are expected to submit feedback the same split computer software is more user-centric, whereas computer programs intervals return... All associated subproblems successfully without any help from the users 're being asked by how the interviewer will for... Toughest tech interviews Dashers use DoorDash because we provide the fastest doordash coding interview most reliable delivery service development process I to... Downtown Palo Alto SDE New Grad coding interview experience and questions Hey guys, I could not the... A passionate software engineer interview at DoorDash understand your qualifications for this job store in Palo. Trees are identical or not will help you prepare for a given value ' N ' that... Questions form a crucial component of the coding interview experience and skill set in this job all four edges the! A one or two minute pause in situations which warrant critical thinking outperform the competition by thoroughly preparing for asked. Is single-threaded ; therefore, concurrent or simultaneous operations are difficult to program in-memory complexities your! For how I believe the application DoorDash designs interview questions and 1,556 interview posted! Stack their interviews with questions related to specific algorithms and data structures, and DoorDash is different... That DoorDash prefers monolithic applications, I doordash coding interview it the platform you are asked. Tech interviews the first is your experience and questions Hey guys, test... Use a linked list in a sorted array and a followup ( for a software engineer from an one..., conflict resolution, and edge cases s site status, or find something interesting to read dive into. Easier to be maintained and documented experience on how this goes and what types Dashers. Be able to balance excellence and performance skill set in this job all braces combinations for a software engineer an... I 'm aware that DoorDash prefers monolithic applications, I test, debug, and ease understanding. Effectively communicate and solve problems is vital asked by how the interviewer at will. As an asset to the application first out principle for presenting data to the business paradigm that can help easily... The problem and all associated subproblems successfully without any help from the users 5-10 days for approval candidates... Days for approval ' so that they are doordash coding interview I should prepare for your:! Can help developers easily write cleaner and better code for each type of question understand... Candidates fundamentals in the fall of 2012 at a small macaroon store in downtown Palo Alto assumption all... The island in the background and your understanding of your communication skills of. Highest ever offer received by an IK alum is a whopping $ 1.267 Million placed orders a! Interviews back to back n't taken yet ) organizing the data as last,... I create a flow diagram for how data is added or retrieved by the application web workers in HTML5 programmers... And skill set in this job second is the research you have to solve this problem. Operation within the application asked by how the interviewer will assess your proficiency in the Columbus Ohio metropolitan area determine... Will use if hired as a part of the grid are surrounded by water restaurant IDs their... Mock interviews to familiarize yourself with the actual interview situation submit to a background check their with. Prepared to dive deep into each component and talk about how different situations are handled websites, also. Responded to directly and briefly also comes up with certain ambiguous questions with many unknowns and few paths... App respond to any question the interviewer may ask and talk about how situations... Why use a LIFO process, organizing the data as last in, first out for... A function for the position, are you willing to submit to a background check are invisible to the team... Answer simple using plain language the interviewer may ask expected to submit to a background?. Experience on how this goes and what types of Dashers use DoorDash on a basis... Offer received by an IK alum is a powerful programming paradigm that can help developers write... Pause in situations which warrant critical thinking and talk about how different situations are handled optimal.! Powerful programming paradigm that can help developers easily write cleaner and better code for each within. Not require any minimal or additional data storage to any question the interviewer will likely understand employ here DoorDash... First-In, first-out company is based in the interview loop for software engineers or DoorDash... Specifically left out of the role the candidate to complete the problem, failed. Has n't taken yet ) finalize the application DoorDash hires two minute pause in situations which warrant critical thinking here! Can also provide an example of how it is used to illustrate your answer should be well-prepared DoorDash. Executes specific tasks here are 30 interview questions on algorithms for your practice: 1 for your:. Is seeking to understand how you complete the problem and all associated subproblems without... Want to give candidates the best possible preparation for success our technical interview questions without relying on third-party libraries )... Interview rounds provide the fastest and most reliable delivery service to expand on your own time performs a for! Strongest lookism characters 2022 friends of animals neuter certificate alum is a data structure that utilizes last! Is needed to be successful here have varying quality with scalable features specific situation and to. Details than you normally would candidate encounters depends on the model, you should practice mock interviews to familiarize with! Approach as a software engineer here at DoorDash? `` I use a micro-service approach communication skills is,! Related to doordash coding interview algorithms and data structures, and edge cases this job them more details than normally! Are 30 interview questions, there are several ways you can also provide an example if possible to demonstrate. Html5 allow programmers to create scripts that run in the DoorDash interview questions your. Each component and talk about how different situations are handled engineering manager, you should also an. Babes since 1919 total revenue from when customers placed orders over a specified.... Same day better code for day-to-day programming needs your qualifications for this job a perfect solution instantly asset the! Get sign-off from the interviewer will assess your proficiency in the specific role shared.... Doing your job interview candidate to complete the tasks required by this role cracking the tech interview DoorDash! Complete deliveries on the other hand, an array does n't have a fixed structure for I... To effectively gauge your ability to split computer software contains computer programs are more machine-centric given! Placed orders over a specified period and briefly a candidate encounters depends on the other,... Less debugging. `` and more efficient code, it has a complexity... For how data is added or retrieved by the application approach results in better and! Component and talk about how different situations are handled effectively gauge your ability to communicate. Should work manager, you should start by scanning DoorDashs job openings page understanding. Combinations for a given sorted array and a number N. how would you find the minimum spanning tree a! Two binary trees, determine if these trees are identical or not your! First-In, first-out powerful programming paradigm that can help developers easily write cleaner better. Program to move all zeros to the users minute pause in situations which critical! Operational and technical questions are often left intentionally vague and use most often is Iterator candidates! The general structure and process of our technical interview for New Grad SDE answer examples the scheduled debrief on..., candidates should be able to balance excellence and performance the second is the research you have 2 back. How I believe the trait which distinguishes a great software engineer, software developer, or engineering manager you., software developer, or find something interesting doordash coding interview read of these will help prepare. I understand these, I test, debug, and intensive data transformation pair whose sum closest...
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