Extract data yellow pages trabalhos
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Performing an in-depth analysis to extract and verify essential metadata, assess document integrity, and identify any potential signs of tampering, ensuring a comprehensive evaluation of the provided files.
I'm looking for a web scraping expert who can extract Over/Under lines (all lines , not only the main one) for all MBL (Baseball) and NHL (Hockey) games from the past 5 seasons. The data should be delivered in an Excel (XLSX) format. Key Requirements: - Expertise in web scraping - Proficient in data handling and Excel - Familiarity with MBL and NHL data - Ability to extract specific betting lines The ideal freelancer for this project would be detail-oriented, with a proven track record in web data extraction, particularly in the sports and betting domain. The ultimate goal is to get comprehensive, clean data for analysis.
...Description: We are seeking a skilled developer with experience in Optical Character Recognition (OCR) to extract and process text from images and scanned documents. The objective is to develop or integrate a solution that converts these files into structured data with high accuracy, specifically leveraging Google Document AI. Requirements: - Proven experience in developing OCR solutions, with a strong preference for expertise in Google Document AI. - Familiarity with OCR tools such as Tesseract, Google Vision, AWS Textract, ABBYY, or similar is a plus. - Proficiency in Python, OpenCV, TensorFlow, Pytesseract, or related technologies. - Ability to clean, enhance, and structure extracted data. - Experience in image processing and optimizing OCR accuracy. - Experien...
...})); }); ("message", (data) => { const tx = (data); ("Pending TX:", tx); }); Replace DEX_CONTRACT_ADDRESS with the contract addresses of Uniswap, Sushiswap, etc. --- #### *B. Filter Transactions for Swaps* Look for transactions interacting with *DEX smart contracts* (e.g., Uniswap, SushiSwap): • Check toAddress to identify transactions interacting with swap contracts. • Decode input data ( data field) to extract *swap details*. Use ** to decode swap transactions: javascript const { ethers } = require("ethers"); const abi = ["function swapExactTokensForTokens(uint256,uint256,address[],address,uint256)"]; const iface = new (abi); const decodedData = ({ data: }); ...
I am in need of an engaging, dynamic logo for my golf travel and excursion business, Inside the Ropes Golf Escapes. Tagline is "Exclusive Golf. Insider Knowledge. Unforgettable Experiences.". Here's what I'm looking for: - A rich variety of color options including, but not limited to, blues and greens to represent the outdoor focus of my business along with vibrant colors such as sunshine yellow or gold to give it a spark of energy. - A subtle design inlcuding but not limited to blues and greens to represent the outdoor focus of my business. - A design that captures the nature of golf excursions and the adventurous spirit of my company. It should reflect not only accuracy and precision essential to golf but also the joy of travel and discovery. - I am open ...
My project involves creating WordPress landing pages identical to a specified example. The main goal of these pages is lead generation. target : "": Key Requirements: - Utilize **ThriveThemes** for page creation - Integrate the **** plugin - Match the style and design of the reference page - Ensure the pages are fast-loading I have all the original design files and assets, so you won't need to create them from scratch. The pages should include all the same elements as the reference: contact forms, call-to-action buttons, and customer testimonials. Ideal Skills and Experience: - Proven experience with ThriveThemes - Expertise in optimizing WordPress page speed - Strong attention to detail to ensure design accuracy Havana Start with the word &qu...
I require a Python web scraper utilizing Selenium to extract LLC and business entity details from the Massachusetts Secretary of State's website. The script needs to: - Source LLC names from a provided CSV file and execute searches on the website. - Extract and save data including Business Name, Entity Type, Status, Registration Number, Registered Agent, Address, and Officers. - Identify and handle variations in LLC names, with a mechanism for retrying searches as necessary. - Output results to a file named , with unmatched entries directed to Not_Found.csv. Requirements for the script: - Must be compatible with Python and Selenium (Chrome WebDriver). - Should robustly manage timeouts, CAPTCHAs, and variations in search queries. - Designed as an easy-to-run scr...
My project involves creating WordPress landing pages identical to a specified example. The main goal of these pages is lead generation. target : "": Key Requirements: - Utilize **ThriveThemes** for page creation - Integrate the **** plugin - Match the style and design of the reference page - Ensure the pages are fast-loading I have all the original design files and assets, so you won't need to create them from scratch. The pages should include all the same elements as the reference: contact forms, call-to-action buttons, and customer testimonials. Ideal Skills and Experience: - Proven experience with ThriveThemes - Expertise in optimizing WordPress page speed - Strong attention to detail to ensure design accuracy Havana Start with the word &qu...
...________________________________________ 2 - Match sheet configuration - Automatic link between match sheets and player records. - Checks the correct operation of the statistics recorded in the player files. - Automatic synchronization of match data (goals, assists, cards, minutes played, etc.). ________________________________________ 3 - Creating and managing player files Information to be displayed on the player file Each player file must contain the following information: - Last name - First name - Date of birth and age - Height and weight (only displayed if data is entered) - Nationality - Jersey number - Position - Club and national team career (detailed below) - Transfer history (only for Moroccan players or players of Moroccan origin) Display and structure of the...
I need a web crawler who can extract a specific piece of text from the source code of a URL List of 300 e-commerce sites. The text to find is: nw_offcanvas-login For example: here do you find it: Here not: You will get a List of 300 URLs and we need a one-time check, if you have found the text in the source code of the home page / first page or not. Key Skills: - Web crawling and data extraction - Proficiency with programming languages (Python, Java, etc.) - Familiarity with e-commerce sites - Understanding of HTML and web source code The successful candidate will be able to efficiently navigate various e-commerce platforms, locate the information I need, and deliver it in a clear and usable format. Experience with web scraping software
I'm looking for a professional to help extract specific healthcare data from a country of my choosing (I will provide in chat) and guide me through the process(coding part). The data of interest includes: - Doctor's Name - Registration Number - Practicing End Date - Specialty - Place of Practice - Address of Place of Practice -Contain 18490 Record
My WooCommerce site currently shows cart content on the main shop page but not on the category inside pages. I need the cart content to be displayed on these pages as well, above the product listings. Attention: we will work via teamviewer or anydesk. No direct connections to clients website!!!! Just working along with me. Ideal Skills: - WooCommerce Expertise - PHP, HTML, CSS Knowledge - WordPress Development Experience Requirements: - Modify the category pages to include the cart content - Ensure the cart content appears in a separate section above the product listings - Maintain the existing layout and functionality of the site
I need an expert in MySQL for data analysis. The primary focus is descriptive analysis using data from CSV/Excel files. Key Responsibilities: - Analyze data from provided CSV/Excel files using MySQL. - Conduct descriptive and predictive data analysis to extract insights. Ideal Skills: - Proficiency in SQL. - Strong background in data analysis, particularly descriptive analysis. - Experience working with data from CSV/Excel files.
I'm looking for an expert in AWS and data processing to create an automated system for generating and sending extensive Excel reports based on credit card transactions data stored in an S3 datalake. Key Requirements: - Extract and process data using AWS Lambda - Generate 40 comprehensive reports on a weekly basis - Implement extensive data transformations and aggregations into the reports Ideal Skills: - Proficiency in AWS, particularly S3 and Lambda - Strong experience in data processing and transformation - Excellent skills in Excel - Prior experience in generating automated reports
I'm in need of a skilled graphic designer to create a minimalist logo for my brand. The ideal candidate will have a strong portfolio of minimalist designs, and a keen understanding of how to effectively use text and symbols in a logo. Key Requirements: - Design a minimalist logo incorporating both text and a symbol - Use a color palette of navy blue, white, and yellow - Align with minimalist design principles Ideal Skills: - Expertise in graphic design, particularly logo creation - Strong understanding of minimalist design - Ability to work with specific color palettes - Experience incorporating both text and symbols in logo design I'd like to see a few examples of work before deciding who to work with
python script or web scrping from a single website should be performed today. The data should include text content. The extracted data should be provided in CSV format. Please extract all available data from the website.
I am looking to have an advanced form set up on my website built on crazydomains. The form must be able to extract data and then automatically propagate/fill out other forms. For reference, the form set up would be something like this process: :hl:psr1_2112:startn: The online website form will propagate the data into is the 9 page pdf "Application form 2024". If you can do this, the workflow on the specifics will be provided as not all data is required to be set up for extraction and propagation.
... We need **two branding sticker designs** to be placed on our **packaging** for brand visibility and customer engagement. Both stickers should have a **matching theme** using our ** logo colors (Red & Yellow)** to maintain brand identity. --- ### **1️⃣ Square Sticker (Branding)** ✅ **Purpose:** To showcase our brand on packaging. ✅ **Size:** Square (approx. 3x3 inches, but flexible). ✅ **Elements to Include:** - ** Logo** (provided). - **WhatsApp Number:** `86550 95365` with a small **WhatsApp icon** (??). ✅ **Colors:** **Red & Yellow** (matching brand theme). ✅ **Background:** Preferably **transparent** or **neutral**. ✅ **Style:** Eye-catching, vibrant, and premium. --- ### **2️⃣ Square/Rectangle Sticker (Customer Engagement)**...
...my contour data. I have a .shp file containing this data which needs to be transformed into a color graded Slope Map. This model should visually represent the slope (or gradient) at each point. From Google description: "A GIS map showing slope is called a "slope map" and is created by using a digital elevation model (DEM) to calculate the steepness of the terrain at each point, usually represented by color gradients where darker colors indicate steeper slopes and lighter colors represent flatter areas; this is typically done within GIS software like ArcGIS by utilizing the "Slope" tool to analyze the DEM data. " Key requirements: - The final product should be a file type compatible with QGIS, specifically both a raster and a .shp. - T...
I need about 5-7 pages made up about RX3 Founder profiles, strategy, portfolio of investments etc
I'm looking for a professional with a technical background to create a PowerPoint presentation with 50 slides from a book with 78 Pages that you need to summarize well. The primary purpose of this presentation is for educational and training purposes. Key Responsibilities: - Summarizing key concepts and definitions from the book into the slides - Designing the slides with appropriate shapes, transitions, and movements to engage the audience Ideal Skills and Experience: - Proficient in Microsoft PowerPoint - Technical background with experience in shape design - Ability to create visually appealing slides with charts, graphs, images and illustrations, and tables - Prior experience in creating educational/training PowerPoint presentations
...all photographs on the website and converting them into text-based content. This includes accurately describing the content of each image, with moderate detail. The key goals of this project are: - Enhancing the website's accessibility. - Improving SEO performance. - Creating a text-based version of the content for improved usability and future updates. Review all images across our website. Extract or describe any visible text, captions, or important information in the images. Create alt text descriptions for each image to enhance accessibility. Ensure all text is accurately transcribed and formatted properly for web use. Deliver the migrated content in a format we can easily integrate into our site (e.g., CSV, Word, or other preferred formats). Optionally, if applicable, ...
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I'm looking for a C# developer to create a small application. This application will use the spaCy NLP library (or any other library that fits the requirements) for data extraction and parsing from simple user-input sentences. Key Requirements: - The app should extract machine names, components, and point numbers from user-input sentences. - It should handle three scenarios: Create a machine, Delete a machine, and Duplicate a Machine. - The application needs to be built on Visual Studio 2019 or 2022 and should run without any external API usage or dependencies. Everything should be embedded within the app, allowing it to run just by copying the Debug folder. - A simple graphical user interface (GUI) is required for the application. (Very simple, Mockup provided) - The co...
I'm looking for a talented graphic designer to create a modern, clean logo for my brand. The color scheme for this logo is black and yellow, so a good understanding of color contrast and design aesthetics in these colors is key. The logo will primarily be used on my website, flyers and t-shirts so it should be designed with web compatibility in mind. Ideal Skills and Experience: - Proficiency in graphic design software (e.g., Adobe Illustrator, Photoshop) - Previous experience designing logos - Strong understanding of color theory and design principles - Ability to create a design that is web-friendly - Portfolio showcasing modern and clean designs.
...craftsmanship with a cartoon-style character and bold typography. Design Requirements: ✔ Logo Name: "Chainsaw Edge" ✔ Main Elements: Lumberjack character with safety gear (helmet, goggles, and green overalls) Chainsaw with bright orange and metallic details Bold and sharp typography with a rugged feel Dynamic background with orange and yellow gradients for energy ✔ Typography & Colors: Strong, impactful font with 3D effects Color Palette: Black, white, orange, and yellow for a high-energy look A powerful, industrial aesthetic ✔ Style & Format: Vector-based design for scalability High-resolution files suitable for digital & print Modern, bold, and easily recognizable Deliverables: ✅ High-resolution PNG & JPEG files ✅ Transparent background version ...
...SUBJECT_PATTERN="Gmail Forwarding Confirmation" # Function to log messages with timestamps log_message() { echo "$(date +"%Y-%m-%d %H:%M:%S") - $1" >> "$2" } # Read email from stdin (this is how Postfix pipes it to the script) EMAIL_CONTENT=$(cat) # Extract the subject from the email SUBJECT=$(echo "$EMAIL_CONTENT" | grep -i "^Subject:") # Extract the email address after "Receive Mail from" in the subject FORWARD_ADDRESS=$(echo "$SUBJECT" | grep -oP "(?<=Receive Mail from )[a-zA-Z0-9._%+-]+@[a-zA-Z0-9.-]+.[a-zA-Z]{2,}") # Extract the body of the...
...Audience Total Budget Budget Remaining (formula-calculated) Event Website URL Section 2: Speaker Management Grid Columns: Speaker Name Justification/Value Proposition Proposed Fee Home Airport Status (Data Validation Dropdown) Client Reviewing Client Approved Client Declined Offer Extended Speaker Accepted Speaker Declined Final Agreed Fee Travel Requirements Flight Class Accommodation Needs Ground Transport Section 3: Availability Grid Create a sub-grid showing dates of the event Use conditional formatting for: Green: Available Red: Unavailable Yellow: Tentative Section 4: Session Details Session Time Format (Dropdown) Keynote In Conversation Hybrid Delivery (short keynote rolling into a fireside) Session Duration ...
5 Hours Work for Landing Pages and their on page SEO
...process by: Fetching company data (milestones, benchmarks, achievements) to personalize emails dynamically. Integrating FluentCRM to automate email sending and tracking. Project Scope: 1. Automate Company Research & Data Extraction Use APIs (Google Custom Search, LinkedIn, Crunchbase, Clearbit, etc.) to pull relevant company insights. Extract key milestones, funding rounds, partnerships, product launches, and notable achievements. Format extracted data cleanly (JSON or text) to inject into AI-generated emails. 2. Enhance AI Email Generation in Flowise Ensure company insights are seamlessly integrated into OpenAI-generated email prompts. Optimize prompt structure for concise, personalized, and compelling messaging. Implement quality filtering to prevent i...
I have a 2D data file (.dat) that ENVI can open and visualize. It is a datacube, in which every pixel has its own graph. It is in that sense a 3D data. I would like to do Principal Component Analyses on this data file to extract meaningful data, such as the variations and representative graphs / regions etc. I need someone who can write a code to do statistical analyses on a .dat file using python in jupyter notebook. Key Requirements: - Experience in Python, specifically in Jupyter Notebook - Proficient especially in using NumPy and SciPy for statistical analysis - Able to interpret and visualize data The data is structured in a gridded format with spatial dimensions. Each pixel in the datacube corresponds to a specific spatial location. ...
I'm looking for a skilled WordPress developer familiar with the Avada theme to help me modify two pages on my site. I need to add a few sections formatted in a specific way. I'll provide a screenshot as an example of the formatted area. Key Requirements: - Add a few sections to two pages of my Avada WordPress site - Modify the pages according to a provided screenshot - Replicate the layout structure and text content from the screenshot - Ensure the visual style matches the existing site Ideal Skills: - Proficient in WordPress and Avada theme - Excellent attention to detail - Ability to replicate complex layouts and content Please note, the modifications are quite simple and straightforward. The modifications need to be completed within 1-2 days.
AI/NLP Consultant (Multimodal Data Pipeline Supervision) Position Overview: We are developing an advanced AI chatbot that leverages authoritative texts and research papers to provide accurate, source-backed responses. We are seeking an experienced consultant to supervise and engineer a pipeline that processes PDFs (text + images), reduces redundancy, and structures data for fine-tuning large language models. This role requires expertise in NLP, computer vision, and workflow automation, with a focus on ensuring data accuracy and compliance. Key Responsibilities: PDF & Image Processing: Extract text and images from PDFs using tools like PyMuPDF, pdfplumber, and OCR solutions (e.g., Tesseract, Google Vision). Convert diagrams and tables into text via captio...
I'm looking for a modern, sleek logo for my sports betting advice service called 'PRO PLAYS'. The logo should be text only - no icons or symbols. It should have texture to it including some kind of shadow behind the text. See the image attached in yellow and white, but much more textured and brought to life like the second image. Key Requirements: - Logo should embody a modern style - Use a combination of bright and neutral colors - Text-only design Ideal Skills: - Graphic Design - Branding - Typography Experience: - Previous work with modern logo design - Proven track record in text-based designs - Portfolio demonstrating use of bright and neutral color combinations.
...We are looking for an experienced freelancer or team to extract data from a large volume of PDF files. Due to the scale of this task, we prefer candidates who can develop automated scripts for efficient data extraction or those with a team capable of handling bulk processing. Requirements: • Expertise in Python or other relevant programming languages for PDF parsing • Experience with libraries such as PyPDF2, PDFMiner, or similar tools • Ability to extract structured data accurately (tables, text, etc.) • Handling of different PDF formats and layouts • Data output must be in Excel (.xlsx) format per template provided. Preferred Qualifications: • Prior experience with large-scale data extraction • Stron...
I'm in need of a proficient data scraper who can extract the staff list from a specified university website. The data fields I require are: - Name - Email - Phone number - Department - Designation The scraped data needs to be delivered in CSV format. This is a one-time project, so I won't need recurring updates. Ideal skills and experience include: - Proficiency in data scraping tools and software - Experience with web scraping from .edu websites - Strong attention to detail for data accuracy - Ability to deliver data in specified format (CSV) Looking forward to your proposals.
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I'm looking for a designer to create a circular diagram that illustrates de-escalation communication techniques, stages of escalation and de-escalation, and sample scenarios, similar to the National Use of Force framework. - This diagram needs to be visually engaging, using a warm color scheme (red, orange, yellow) to signify different elements. - It should clearly represent communication techniques, stages of escalation and de-escalation, and various sample scenarios. Ideal skills for this project would include graphic design, with experience in creating infographics or similar visual aids, and a strong understanding of de-escalation communication techniques. A creative approach to visualising complex information in a clear and engaging way is essential.
I need a bold and eye-catching flyer that can grab the attention of potential partners. The current layout is not appealing, and I would like a total redesign that stands out. Key Aspects: - Use a variety of the colors: blue, white, red, green and splashes of yellow. - Make it bold and eye-catching. - Remove the word "Legally". - Update the wording for Chinedu Okoro to: "Discover how the Okoro family scaled their family business to $20 Million annually utilizing Government and Corporate Contracts - And How You Can Partner with Him on New Deals in 2025." - Include the tax season message: "Just in time for tax season, Tracy Tate will highlight new updates for business owners for 2025 Tax filings. Learn the opportunities to partner and work with Tracy." -...
I am looking for a skilled pr...and Terraform. The project involves automating infrastructure on the cloud, specifically AWS Key Responsibilities: - Automate cloud-based infrastructure using Terraform - Process data using Python - Ensure efficient and streamlined operations Ideal Skills: - Strong proficiency in Python - Extensive experience with Terraform - Familiarity with AWS - Background in data processing Please bid if you have the relevant experience and skills. The expected timeline for this project is less than 1 month. The project will involve ETL (Extract, Transform, Load) processes for data handling. The expected volume of data to be processed is small. Provide regular progress updates during the automation process. Provide daily progress ...
We are looking for an experienced freelancer to migrate our manga platform from React/Express to and migrate data from a WordPress website with a MySQL database. The goal is to maintain all current features while leveraging benefits like improved SEO, performance, and developer experience. The WordPress data migration must be seamless, ensuring no data loss and proper integration. Key Responsibilities: 1. Migration: Convert the React/Express app to , maintaining all features. Audit React components for SSR compatibility. Migrate Express API routes to API routes. Implement SSR for manga listing pages and ISR for detail pages. Optimize images using next/image and update routing with next/navigation. Update authentication to use session management
I got 3D logo and a small animation of my brand name made from a designer cum animator. But he left the work in between and ran away with my money. Now I need someone to complete his work. Logo and animation is already designed. Only it has to be made better and animation needs to be comp...the work in between and ran away with my money. Now I need someone to complete his work. Logo and animation is already designed. Only it has to be made better and animation needs to be completed The logo contains atom which will consist of 3 protons of saffron color , 3 neutrons of green color in the nucleus and 3 electrons of red color will slowly orbit the nucleus. Protons will emit positive yellow rays and nucleus will also move very slowly Pls see existing logo & animation attached wit...
...variations Support for different shape files (SVG/DXF) as a base Interchangeable Plugs: Different plug types: Hex Closed – Solid cover for accents Hex Ring – Small ring for keychains Hex Ring Big – Bigger keychain ring Hex Hook – Hook for additional items Plugs should be placed randomly for visualization but remain modular Material & Color Customization: Options to change plug colors (White, Orange, Yellow) Easy integration for future color expansions Export & File Management: Ability to export STL files for 3D printing Modular code structure for easy updates & modifications Ideal Candidate Should Have: ✅ Strong OpenSCAD programming skills ✅ Experience with parametric modeling ✅ Knowledge of 3D printing & STL export ✅ Ability to import a...
Looking for a skilled designer to create a unique and appealing T-shirt design. Ideal candidates: - Must be creative and able to propose original ideas. - Experience in T-shirt design is essential. - Strong graphic design skills are a plus. The text of the shirt is below. The first letter of each of the fi...a unique and appealing T-shirt design. Ideal candidates: - Must be creative and able to propose original ideas. - Experience in T-shirt design is essential. - Strong graphic design skills are a plus. The text of the shirt is below. The first letter of each of the first four words should be emphasized (i.e. made bold, made larger) The colors used in the shirt should be red, green, black and yellow. Despicable Opportunists Gutting Everything but their own tax cuts and ...
I'm looking for a professional with a technical background to create a detailed summary of 78 pages in Agile Project Management. This summary will be used to create a PowerPoint presentation for educational and training purposes. Key Responsibilities: - Summarizing key concepts and definitions from the book into the slides - Incorporating relevant graphs and charts from the book into the slides Ideal skills and experience for the job include: - Strong understanding of Agile Project Management - Excellent summarization and technical writing skills - Proficiency in PowerPoint - Ability to create visually engaging presentations Please note that the target audience's familiarity with Agile Project Management has not been defined, and specific aspects of Agile Project Manage...
...exports them into a structured Excel spreadsheet. Requirements - The macro should extract the following details from each comment: - Author (name and email) - Date and time of the comment - Comment resolution status - Line number associated with the highlighted main text - Main text that the comment is based on - Section header, if the main text falls within a chapter or section of the document - Page number for the highlighted main text - Subsequent comments or replies, structured in additional columns rather than additional rows Excel Output Requirements - Each comment should be recorded as a single row in the spreadsheet. - Responses to comments should appear in additional columns, not additional rows. - Data should follow a predefined template, ensuring consistency ...
...recommendations. Increase average cart value. Strengthen customer engagement. Proposed Approach We plan to use Nosto, a SaaS solution, to: Manage data import, storage, and transformation. Easily integrate a personalized recommendation system. Accelerate implementation and quickly validate the concept during a beta test phase. Looking for a Service Provider We are looking for a data engineering expert to handle the technical and operational aspects of the project. The main tasks include: 1. Data Collection and Preparation Extract data from the online store and customer interactions. Structure and clean the data to make it usable by Nosto. Set up data flows and updates in real-time or on a regular basis. 2. Nosto Configuration...
**Project Description:** Looking for a talented UI/UX designer to reimagine and redesign two essential pages of our website (Homepage + Listing page). This is an initial project that could lead to a larger collaboration for our complete website redesign. **Scope of work:** - Full creative freedom to propose new visual directions - Design modern and engaging user experiences - Create high-fidelity mockups in Figma - Limited scope: 2 pages only for this first phase **Required Deliverables:** - Mood boards with visual inspiration - 2-3 design direction proposals - Final Figma mockups for both pages - Basic design guidelines **Required Skills:** - Strong UI/UX design portfolio - Figma expertise - Creative mindset - Good communication skills **Great opportunity for:** -...
I need an HTML developer with experiences with integration of Stripe () form payments. No .Net, no C#, no PHP, no Python, no third party controls, no compiled objects. Inside a static HTML page I need to implement a form to allow user to complete a payment. The form will be integrated with existing styles (.css). I not need to collect VISA/AMEX/MASTERCARD data. Here the official development documentation of Stripe Here official example of integration No upfront. No payment before successful completion of all tests. Source-code required for test Unnecessary images, files, libraries, ... must be removed. The source code is required to have a good level of comments, to allow bug-fixing
