Data Annotation Jobs

I need a fresh collection of face video from Indian and Indonesian participants to expand a training dataset for an AI-driven facial recognition model. The emphasis is on video variety (angles, lighting, backgrounds, expressions) so the algorithm learns to generalise accurately across real-world conditions. Every image must be accompanied by three demographic labels: • Age range 18- 99 years • Gender : Male & Female Skin Tone: Dark for all age groups Medium for 35+ only Deliverables (per participant) Need to upload the video in our Client portal. Technical notes FPS 30 and Minimum resolution 720 px. Mobile: Vertical Recording Laptop: Horizontal Recording I’m working on a tight timeline, so please mention how many distinct contributors you can source an...

I have a set of Excel spreadsheets that contain only text fields needing orderly transfer into our central database. Every cell must be copied exactly as shown, preserving line breaks, punctuation, and any special characters. The files are already well-structured, so accuracy and speed are my priorities rather than complex formatting or formula work. You’ll receive the spreadsheets through a shared drive, and I’d like the completed dataset returned as a single, clean CSV file. A quick turnaround and zero‐error output will be the key markers of success.

I need a reliable hand to draw clean, tight bounding boxes on a set of images so I can feed them straight into an object-detection pipeline. Every occurrence of the target object in each frame must be boxed precisely—no clipped edges or excessive margins—so the model learns from accurate ground-truth data. You are free to work in any mainstream annotation tool you prefer (LabelImg, CVAT, Labelbox, VGG, makes no difference to me) as long as the final export matches the format I’ll specify before we kick off—COCO JSON or YOLO-style TXT are both fine. Please keep category labels consistent across the entire batch. Deliverables • Fully annotated image set with bounding boxes around every instance of the specified object(s) • Corresponding annotation file...

I need a fresh, accurate list of mobile numbers for both residential and commercial property owners across Australia. Your sole data source should be reputable online databases; please avoid outdated directories or unverifiable scrapes. Each record must be up-to-date, free of duplicates, and fully compliant with Australian privacy regulations. Deliverables • Shared Google Sheet containing: owner’s full name, mobile number (04-format, no spaces), property type (residential/commercial), and full property address (suburb, state, postcode). • Validity rate high enough that random spot-checks confirm ownership; any failed entries must be replaced before final sign-off. I’ll keep the sheet open to track progress, so feel free to load rows as you go. Include a qui...

I’m working with a large collection of numeric datasets stored in CSV files and need them professionally cleaned so they’re ready for downstream reporting and analysis. The files contain only numbers—no text labels beyond the headers—yet they still suffer from common issues such as stray characters, inconsistent decimal formatting, empty rows, and duplicate records. Your job is to open each CSV, identify and correct every inconsistency, and return a set of error-free files that preserve the original column structure. Alongside the cleaned data, include a brief change log that lists what was fixed (e.g., “removed 27 duplicate rows in ”, “standardised thousand separators”, etc.) so the transformation is fully transparent. Deliverables &bu...

LOOKING FOR A RELIABLE DATA ENTRY PERSON. FOR DATENTRY WORK.

I have a collection of records sitting in several online databases that I need transcribed into a single, well-structured Word document. Each record contains a mix of text details and numerical values, so careful attention to both spelling and number accuracy is essential. You will receive login access to the web portals along with clear instructions on which fields to capture. Simply copy the relevant text and numbers, paste them into the template I provide, and keep the same order and headings so everything stays uniform. A quick spot-check of your first few pages will be done to confirm formatting and accuracy before you continue with the rest. The job is complete once the final Word file is delivered error-free and neatly formatted.

I have a stack of handwritten notes that contain mixed alphanumeric information—customer codes, small descriptions, and reference numbers—that all need to live in a clean, well-structured Excel workbook. Every character must be transcribed exactly as written, so a sharp eye for detail and the ability to decipher varied handwriting styles are critical. Speed matters: the sooner the sheet is finished, the better, but not at the expense of accuracy. I’m ready to supply high-resolution scans as soon as we agree to start, and I’ll be available for quick clarifications while you work. Deliverable • One Excel file with all entries arranged in the column layout I provide, free of typos and formatting issues. I’ll review the sheet row by row on receipt;...

I need 20-50 pages of handwritten notes converted into a clean, well-structured Excel workbook. The notes include several tables and simple charts, so I’m counting on you to replicate those layouts faithfully inside Excel—not just dump the text. Accuracy is the priority: every word, number, row, and column must match the original pages. Where tables appear, keep their structure intact; where a quick chart accompanies a table, label the data clearly so I can recreate the visuals later if needed. Deliverables: • One Excel file with all text transcribed. • Tables reproduced exactly, each on its own sheet or clearly separated within a sheet. • Consistent formatting (headings, cell alignment, basic borders) that mirrors the handwritten layout. Before we wrap up...

I have several PDF and Word files that contain plain text tables and paragraphs which I need reorganised inside a clean .xlsx workbook. The data must be split across multiple sheets in a logical way—think one sheet per chapter, category, or section header that appears in the original documents. I will provide the source files and let you know the exact sheet names I want; beyond that, your job is to copy every character accurately, preserve basic formatting where it makes sense (dates, currency, percentages), and double-check for typos introduced during the transfer. Deliverables • One polished .xlsx workbook with the agreed-upon sheet structure • A quick summary sheet noting any ambiguities you discovered and how you handled them Before you return the file, please ...

I have a straightforward data-entry task that involves copying information from various sources and pasting it directly into a spreadsheet I will provide. Accuracy and consistent formatting are far more important to me than speed, so I need someone who double-checks each line before saving. The final deliverable is a clean, fully populated spreadsheet ready for immediate use.

I have a collection of digital files—mainly PDFs and Word documents—containing a mix of textual details and numeric values that need to be keyed by hand into an online form. Everything must be entered manually; no scripts or auto-fill tools, please, because field-by-field accuracy is essential. You will open each file, copy the required information exactly as shown, and submit it through the web form I provide. Before moving to the next record, double-check that names, dates, figures, and any special characters match the source document. I will share a brief set of validation rules so you know how to format numbers, handle blank fields, and flag anything that looks inconsistent. Deliverables • All assigned records fully submitted in the online form • A simpl...

I have a set of PDFs that contain plain text only—no tables or images—and I need every word moved accurately into an Excel workbook. All I’m after is a clean, line-for-line transfer so the content can be filtered and analysed later. Here’s what you’ll do: open each PDF, capture every piece of text exactly as it appears, and paste it into the appropriate Excel columns or rows without introducing extra spaces, line breaks, or formatting glitches. No data interpretation or re-typing of tables is required because the files contain text blocks only. Deliverable • One Excel file that mirrors the complete text from all supplied PDFs, ready for immediate use. When you respond, briefly outline your experience handling PDF-to-Excel work—just enough to sh...

I need an end-to-end AI solution that can ingest incoming invoices, pull out key information with at least 95 % accuracy, rename each file intelligently, and store everything in an organised folder structure (or another storage layer you recommend). Input formats are varied—PDFs, JPEG/PNG photos taken on phones, and scanned documents—so the pipeline has to be format-agnostic. My initial thought is a machine-learning-driven extractor that combines OCR with layout analysis, but I’m happy to hear alternative strategies if they boost reliability or speed. Here is the data I must capture on every invoice: • Supplier name • ABN • Invoice number • PO number • Invoice date • Total amount and GST • Line-item stock details (quantity,...

I have a stack of paper forms that need to be converted into an organised Excel workbook. Every form contains three key pieces of information—names and addresses, product details, and sales figures—and I want each of those categories placed on its own sheet for easy navigation. The work is straightforward but must be 100 % accurate. I will supply high-resolution scans of the forms. You enter the data exactly as shown, double-checking spelling, numbers, and formatting, and then save everything in one .xlsx file with three clearly labelled tabs. Deliverable • Final Excel workbook with separate sheets for “Names & Addresses”, “Product Details”, and “Sales Figures”, fully populated and error-free. If you have questions about any han...

I will send you a batch of PDF or plain-text source files that contain a mix of words and numbers. Your task is to key every piece of information into a clean Excel spreadsheet, grouping the entries logically by category or type so the file is easy to filter and analyse later. Absolute accuracy is essential: please double-check spelling, numerical values, column alignment, and any required formatting before you hand the file back. If you run into fields that are illegible or ambiguous, mark them clearly in a separate colour or with a simple comment so I can review them quickly. Deliverable • One fully populated Excel workbook, neatly organised by category/type, with any uncertain items visibly highlighted. Once I confirm the data is complete and consistent, the project is done. Let...

We are looking for experienced Robotics Video Annotation Specialists to support an ongoing video annotation project. Prior experience with robotics data annotation is required. Experience working on Annotask or similar annotation platforms is strongly preferred, as familiarity with annotation workflows and task-based interfaces will be helpful. What you will do You will review robotics-related video data and complete annotation tasks based on detailed project guidelines. Accuracy and strict adherence to the provided rules are important. The initial requirement is to complete 2 tasks within 6 hours after receiving access and the assigned tasks. Qualification process Before starting paid tasks, selected candidates will receive the project guidelines and will need to complete a short qu...

I publish a steady stream of short workshop and industrial tutorial clips and need an extra pair of eyes for the captioning stage. Each workday you will sit with about an hour’s worth of footage, watch each segment in full, and write concise captions that: • call out every tool by name and explain how it is being used • note any safety guideline demonstrated or violated • lay out each step of the process so a viewer could replicate it without sound Hand positions and tool handling are critical, so your wording has to be exact—no guesswork or skipped motions. I usually work inside simple web-based caption editors (Veed, YouTube Studio, or similar), but if you prefer something like ELAN or the VIA annotator, that’s fine as long as the final files arri...

I need a clean, ready-to-use Excel file containing 5,000 unique, Practicing Chartered Accountants based in Mumbai. Each record must include: • Full name • Mobile number • Email ID • Office or residential address (Mumbai only) • Firm name • Years of experience Accuracy is critical. I will randomly verify at least 500 entries by phone; if duplicate or incorrect records push overall accuracy below 90 %, the assignment will be cancelled. When the sample passes, I will immediately release the agreed AUD 15 and we can discuss a larger follow-on batch. Please source the data ethically, avoid web-scraping any site that disallows it, and respect privacy regulations. Deliver exactly one Excel workbook, neatly structured with clear column headers.

I have a collection of scanned documents that need to be transcribed accurately into a pre-formatted Excel sheet. This is straightforward Excel data entry—no formulas, just clear, error-free text transfer. Every line of text from the scans must go into the correct column I will specify so that the file is ready for sorting and filtering once you hand it back. Because the material arrives as images, solid experience reading and typing from scanned sources (think fast, accurate “captcha-style” typing) is essential. Consistency in spelling, punctuation, and spacing matters; I will be spot-checking against the originals. You will receive: • PDF batches (roughly 30–40 pages each) • An Excel template with named columns On delivery I expect: • A single ...

I have a collection of digital files that needs to be transferred accurately into a clean, well-structured Google Sheet. All information is already stored electronically, so the job is pure data copying—no manual transcription from paper and no complex analysis. I will supply the source files and a basic template; feel free to refine the sheet’s layout if it improves readability. What matters most to me is flawless accuracy, consistent formatting, and a quick turnaround. When you finish, I should receive a shareable Google Sheet containing every record from the originals, checked for duplicates and obvious errors. If you’re comfortable working inside Google Workspace and enjoy meticulous data work, this will be a straightforward task.

I have a collection of digital files that needs to be transferred accurately into a clean, well-structured Google Sheet. All information is already stored electronically, so the job is pure data copying—no manual transcription from paper and no complex analysis. I will supply the source files and a basic template; feel free to refine the sheet’s layout if it improves readability. What matters most to me is flawless accuracy, consistent formatting, and a quick turnaround. When you finish, I should receive a shareable Google Sheet containing every record from the originals, checked for duplicates and obvious errors. If you’re comfortable working inside Google Workspace and enjoy meticulous data work, this will be a straightforward task.

I’m expanding SparePe’s Indian-market catalogue of genuine vehicle spares, and the automated scraping pipeline has hit a wall: on marketplace listings, the OEM part number is often missing altogether. That single data point is critical for us, because without it I can’t link a part to the right brand, model, or year. Your job is to track down those absent numbers, confirm they’re accurate, and send them back in a clean, structured format. What you’ll work with • A spreadsheet of marketplace URLs where the part number field is blank. • Any contextual hints from the listing itself (images, description, price, packaging). • Optional access to the scraped data we already hold from manufacturer sites and other storefronts. What I need back ...

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I’m building a dataset to train computer-vision models, and I need recordings from 100 native residents of India performing simple head gestures. Each participant will record a short video in which they: • Nod up-and-down • Shake side-to-side A neutral background, steady lighting and the phone held at eye level are all that’s required; no special equipment beyond a standard smartphone camera is necessary. The clip can be silent, rotated in portrait or landscape, and should last roughly 15–20 seconds so both motions are clearly visible. Deliverables for you: 1. One MP4 or MOV video per participant labelled with a unique ID. 2. A brief text file (CSV or XLSX) mapping each ID to age range and gender for diversity tracking. 3. Written confirmation that ...

# Financial Statement Data Extraction Specialist – 800+ Scanned PDFs I am looking for an experienced **Data Extraction / OCR / Data Engineering specialist** to extract financial data from approximately **800 phone-scanned financial statements** for academic research. The documents cover **multiple companies and multiple years**, and the final output must be structured as a **panel dataset in Excel** using the template I provide. ### Pilot Test I have uploaded **5 financial statements as a pilot sample**. The freelancer should extract the pilot documents into my Excel template exactly as the full project would be processed. The pilot will be used to evaluate the extraction method and accuracy before awarding the full project. ### What Must Be Extracted For each company/year: ...

I have a batch of scanned bank statements that must be run through OCR and parsed so I receive clean, structured JSON containing only the account-holder information (name, address, account number and any other clearly labeled personal identifiers that appear on the statements). Accuracy and consistency are critical. I will verify the JSON against the original PDFs, so the output must match every field exactly as it appears, without spelling mistakes or truncation. Feel free to employ any combination of Tesseract, ABBYY FineReader, AWS Textract, or another OCR engine that can handle mixed fonts and occasional background noise—use whatever delivers the best character recognition rate. Deliverables • A single JSON file per statement, named to match the original document &bull...

I’m assembling a training corpus for a math-focused large-language model and need a calculus specialist to enrich selected research papers with clear, accurate explanations of every sophisticated step. You’ll read each PDF, insert concise LaTeX-formatted comments that unravel dense derivations, and flag any ambiguous notation so the model grasps the intended meaning. Deliverables • Annotated PDF (or .TEX) with inline clarifications • Companion JSON that maps each comment to its passage and supplies a one-sentence paraphrase Acceptance criteria • All non-trivial calculus moves are explained in ≤3 sentences, free of factual error • Original math notation preserved; added text compiles in LaTeX • File names and JSON keys match the template I...

I need an extra pair of hands for ongoing data processing work. Your main focus will be taking raw data I supply—spreadsheets, CSVs, or occasional PDFs—and turning it into clean, well-structured tables ready for analysis or upload to our internal tools. Accuracy and consistency matter more to me than speed, but prompt delivery is still important because the information feeds directly into daily reports. Here is what you can expect once we start: I will share a sample data set plus clear formatting rules. You process it, return the finished file, and if everything matches the rules (no missing rows, correct column order, validated totals), we move on to the next batch. I handle quality checks within 24 hours and give feedback right away so you always know where you stand. Plea...

I have a spreadsheet ready and need my mixed dataset transferred into it with absolute accuracy. The numeric figures will come to you as digital files, while the accompanying commentary and labels are written in clear-hand handwriting. Your task is to key everything into the correct rows and columns, verify that totals still add up after entry, and return a clean, well-formatted Excel file. Because this is a straightforward data-entry project, I welcome detail-oriented newcomers who want to earn their first review—just show me you can meet the standards below. Deliverable • Completed Excel workbook with every numeric value and handwritten note entered exactly as supplied, no spelling or calculation errors.

I need a freelancer for data entry, specifically filling out Excel spreadsheets. The data will be a mix of text and numerical inputs. Key Requirements: - Proficiency in Excel - Attention to detail - Ability to accurately input mixed data types Ideal Skills and Experience: - Previous experience with form filling on Excel - Speed and accuracy in data entry - Good organizational skills

Multilingual Transcriptionist & Voice Data Contributor Kurdish | Pashto | Quechua | Fulah Remote | Freelance / Independent Contractor | Flexible Hours Record Your Voice. Transcribe Conversations. Choose Your Hours. Agents Only is looking for Kurdish, Pashto, Quechua, and Fulah speakers to participate in remote voice and language data projects. As a contributor, you’ll help collect high-quality language data by recording natural speech, participating in conversations, transcribing audio, and reviewing language content. Your contributions may support linguistic research, language preservation, and the development of language technologies. Languages Currently in Scope We are currently prioritizing speakers of: •Kurdish •Pashto •Quechua •Fulah Fluency in at...

I need a clean, up-to-date list of 5,000 business contact emails that use Aliyun-hosted domains and belong to Chinese manufacturers or suppliers. I’m not limiting this to a particular sector—electronics, textiles, automotive, anything is welcome—as long as the companies are based in China and the addresses are genuine corporate inboxes, not personal or public-domain accounts. The file must arrive as a single Excel spreadsheet (.xlsx) with three columns: • Email address (Aliyun-powered domain only) • Company name • Website URL I’ll run the list through my own Aliyun email sorter as soon as I receive it, so accuracy is critical. Duplicates, bounces, or non-Aliyun domains will be rejected. If you’re confident in your data sources and can ...

I need a reliable typist who can accurately solve text-based captchas as they come in. The daily load will stay under 500 captchas and, once I send a batch, I expect the decoded text returned within one hour so I can keep my workflow moving. Accuracy matters more than raw speed, yet both are essential. Please be comfortable maintaining consistency over the course of a full day, and let me know the method you prefer for receiving and returning the captchas (Google Sheets, CSV, direct platform entry, etc.). Deliverables • Correctly typed response for every captcha received • Turnaround time: ≤ 60 minutes from the moment I submit a batch • Running accuracy report (simple count of solved vs. total) at the end of each day If this volume and timeline fit your routi...

I’m assembling a small, highly-skilled team of mathematics domain experts to help me refine a large-language model. Your main responsibility will be data annotation: taking raw mathematical questions, proofs, theorems, solution outlines, and related explanatory text and tagging them with the precise metadata the model needs (topic, sub-topic, difficulty level, prerequisite concepts, step-by-step reasoning, common misconceptions, etc.). Because this work directly feeds the model’s training loop and later evaluation, accuracy matters more than speed. You should feel comfortable distinguishing between, say, elementary number theory and analytic number theory, or spotting a subtle gap in a proof that could mislead the model. Familiarity with JSON-based annotation formats, Python...

I am looking for an experienced freelancer to complete a Data Entry and Excel Data Cleaning project. The task will involve entering, checking, cleaning, and organizing data in Microsoft Excel. Project Requirements: 1. Enter data accurately into Excel. 2. Clean and standardize the existing data. 3. Remove duplicate records. 4. Correct spelling and formatting inconsistencies. 5. Standardize names, dates, numbers, and other fields. 6. Identify and handle missing or incorrect data. 7. Format the Excel file in a clean and professional way. 8. Check the final data for accuracy. 9. Provide the completed and cleaned Excel file. Required Skills: • Microsoft Excel • Data Entry • Data Cleaning • Data Processing • Excel Formatting • Attention to Detail The freelancer...

I have a batch of text-only information that needs to be transcribed from various websites into either Excel or Google Sheets. Every entry must preserve simple, standard text formatting—no custom columns beyond the default sheet layout. Accuracy is critical, so you will need to double-check each line for spelling, stray spaces, or missing characters before you mark the file as complete. The scope is straightforward: copy the assigned website content, paste it neatly into the spreadsheet, keep the basic cell structure intact, and deliver the finished file by the agreed deadline. If you are dependable and detail-oriented, let’s get started right away.

Estoy buscando a alguien que rastree y recopile oportunidades de empleo específicamente para un puesto de Analista de datos dentro del sector tecnológico. Necesito apoyo en la búsqueda de ofertas, no en la redacción de CV ni en la preparación para entrevistas. Lo que espero de tu trabajo: • Crear una hoja de cálculo o documento compartido que incluya para cada vacante: título del puesto, nombre de la empresa, enlace directo a la oferta, ubicación (o si es remoto), requisitos clave y fecha de publicación. • Cubrir distintas fuentes relevantes (portales de empleo, LinkedIn, bolsas especializadas, sitios corporativos). • Entregar un primer lote de resultados claros y actualizados; después, una revisi...

I have a collection of handwritten notes that have already been scanned to PDF. Each page contains mixed data—names, short text remarks, and numerical figures—that all need to be captured faithfully in a single spreadsheet. Your task is straightforward but demands care: open each PDF, read the handwriting, and type the information into the designated columns of my Excel (or Google Sheets) file, keeping the text exactly as written and the numbers in their correct numerical format. Consistency in capitalization, date style, and number alignment is important because the sheet will feed directly into a database once complete. Accuracy matters more than speed, yet I do want steady progress; please flag any illegible words or ambiguous figures rather than guessing. When you fin...

I’m looking for a detail-oriented tester to strengthen both my web application and the AI models behind it. Your first responsibility will be hands-on QA of the web interface, concentrating on functionality and usability. I’ll provide access to staging builds; you’ll explore user flows, replicate edge cases, and log concise bug reports with steps to reproduce, environment details, screenshots or screencasts. In parallel, I need rigorous evaluation of our AI. You’ll review and score text outputs, voice replies, and image-recognition results, flagging inaccuracies and explaining why an answer is off target. Clear, data-rich feedback is essential so the research team can iterate quickly. Where needed, you’ll annotate text, audio transcripts, or image labels to b...

I am refreshing my Freelancer presence and need a polished, keyword-rich profile that instantly sells my data-driven abilities. The focus is squarely on my skills and expertise—namely data entry, Excel proficiency, and data analysis—so the wording has to showcase these strengths with authority while still sounding approachable. I also hold relevant certifications in these areas that must be woven in naturally to build credibility without feeling forced. What I’m after is a short, compelling overview paragraph, a skills section that hits the right search terms (data entry, Microsoft Excel, spreadsheets, pivot tables, basic analytics, etc.), a concise certifications blurb, plus a short menu of typical services or micro-tasks I can deliver on the platform. I’d like ev...

Comparto una selfie y necesito un informe completo de todos los lugares en Internet donde mi rostro aparezca. 1. Ejecuta búsquedas de imagen inversa en: • Google • TinEye • Bing 2. Incluye también la revisión en redes sociales; en este caso solo requiero Instagram. 3. Para cada coincidencia, entrega: • Enlace directo a la página o publicación. • Breve descripción del contexto (sitio, fecha aproximada, tipo de contenido). El resultado puede entregarse en un documento o una hoja de cálculo, siempre que los enlaces sean totalmente clicables. La información es confidencial, así que agradezco trato discreto y un trabajo minucioso que no deje posibles coincidencias sin revi...

I’m assembling a small team to enrich our Bodo language AI models with fresh, high-quality transcription data. Your role is simple yet critical: listen to short Bodo audio snippets and produce precise, clean text transcriptions that follow our formatting guidelines. You’ll be working exclusively with text data; no images or other media are involved. Accuracy and consistency matter far more than sheer speed, so I’m looking for someone who already has hands-on experience transcribing low-resource or regional languages. If you’ve handled dialect variations, speaker overlaps, or noisy recordings before, please mention that background—experience is the one detail I need to evaluate your fit. The workflow is web-based, and you may use any keyboard tool or text...

I have several batches of printed documents that need to be transformed into a clean, well-structured Excel workbook. The pages contain both numbers and text—product codes beside descriptions, dates next to remarks, and similar mixed fields—so accurate transcription is critical. As you type the information into the spreadsheet, a light layer of quality control is expected: spot obvious typos in the originals, normalise inconsistent date or number formats, and flag anything that looks ambiguous rather than guessing. I will supply scans of the documents (PDF or high-resolution images) along with a simple template that shows the required column order. Deliverable: the completed Excel file, free of stray spaces or format mismatches, ready for immediate analysis on my side. A ...

I need a detail-oriented freelancer to handle data entry for an upcoming project. The core requirement is straightforward: take the raw information I supply and enter it quickly and accurately into the target format I specify—most often spreadsheets or an online database. Data entry is the primary expertise I’m after, so please highlight your speed, accuracy rate, and any relevant tools you regularly use (for example, Excel, Google Sheets, or data-import add-ons). While this assignment centers on basic entry, I may also need help with adjacent tasks such as manual entry, data migration, or light data cleaning as the project evolves, so flexibility is appreciated. Quality control is crucial. I will perform spot checks, and I’m open to any process suggestions you have tha...

I have several Excel/CSV files that contain a mix of text and numeric fields. They need a thorough data-cleaning pass so the information is analysis-ready: duplicates removed, spelling and capitalization standardized, numeric columns properly typed, and obvious entry errors fixed. You’re welcome to use the tools you know best—Excel functions, Power Query, VBA, or Python (Pandas) all work for me—as long as the final output is a clean, well-structured CSV plus a short log that explains the key transformations you performed.

I need a clean, well-structured spreadsheet that gives me only the business names and full street addresses located within a short list of specific PIN codes I will supply as soon as we start. The focus is strictly on the Retail and Healthcare sectors; hospitality or any other categories can be ignored for now. Accuracy is the priority—every row should match an actual, currently operating establishment, with no duplicates and the correct PIN code attached. I will spot-check a sample before accepting the file. Deliverable • Excel or CSV file containing: Business Name | Street Address | PIN Code | Industry (Retail or Healthcare) If you already have access to reliable local directories, verified web scraping methods, or up-to-date government datasets that make this task quicke...

Project MARS is a large-scale cultural data annotation initiative. Contributors review and annotate AI-generated responses to ensure they accurately reflect authentic English (Singapore) cultural and personal values. Your work directly helps train Large Language Models such as ChatGPT, Gemini, and Claude to respond in culturally appropriate ways. WHAT YOU'LL DO: Each session consists of two stages: Stage 1 — Questionnaire Survey (~30 minutes) - Complete three validated surveys covering your demographics, personal value priorities, and cultural identity Stage 2 — Cultural Value Annotation (~150 minutes, minimum 10 annotation sets) - Select culturally relevant topics reflecting current Singapore norms - Articulate and rank 3–5 cultural value principles per...