Data extraction example jobs
I am seeking a skilled freelancer to execute some data entry tasks involving copying and pasting specifics - names, phone numbers and emails from certain websites that I have in mind. The ideal candidate should have: - Exceptional attention to detail - Proficiency in navigating websites - Experience in copy and paste data entry tasks Your main responsibilities will be: - Navigating through specified websites - Identifying and copying required data - Pasting data in an organized manner Prior experience and successful completion of similar projects will be highly advantageous. Please, when applying, indicate your availability and estimated timeline for completion.
I am looking for a Python developer who can create a code to parse data from the NSE India website. Requirements: - The code should be able to extract specific data from the website. - The extracted data should be saved in an Excel file format. Ideal Skills and Experience: - Proficiency in Python programming language. - Experience with web scraping using Python libraries such as BeautifulSoup and requests. - Familiarity with data extraction and manipulation techniques. - Knowledge of working with Excel files in Python. Please note that the code should be able to parse data from the NSE India website in a loop, allowing for the extraction of multiple data points.
I need a detailed extraction of data from a specific website. What I am looking for: - Scraping for names and contact details of journalists from this website: - I would like the list to be well-arranged, delivered in the form of CSV - This is a one-time job, so I will not require any continuous or periodic updates. If you have experience in web scraping, especially in gathering data from specific fields on a page, I would love to work with you. Proficiency in using various scraping tools and ability to clean and format data into CSV is necessary. Please provide examples of similar projects you have completed in the past. I am looking forward to seeing your proposals.
I am looking for a freelancer who can scrape all available contact information from This website is beautifully se...including: First Name Last Name Company City State Zipcode Country Phone Mobile Email I want to scrape all available information about members. The listing is provided on a state by state basis. I want the data from all states as well as the international group. Skills and experience required: - Proficiency in web scraping techniques and tools - Knowledge of data extraction and manipulation - Attention to detail to ensure accurate and complete data collection Please note that the selected freelancer should have access to the necessary tools and resources to efficiently scrape data from websites.
I'm seeking an experienced individual to parse product descriptions for items on my WooCommerce st...individual to parse product descriptions for items on my WooCommerce store. The goal is to convert these descriptions into table format with separated columns for each attribute. Required Duties: - Extraction of product descriptions directly from the website. - Conversion of text to table format, focusing specifically on the 'Product Name' as a key attribute. - Delivering the final results in an organized, easy-to-read format. Ideal freelancer should have: - Previous experience in data extraction and conversion. - Proficient understanding of WooCommerce. - Detail-oriented with high focus on data accuracy. - Strong technical skills, particularly...
I am looking for a freelancer who can fetch data values from an app in real-time and send them as a webhook URL. Data Values: - The data values that need to be fetched include text, numbers, and dates. Source: - There is a specific app from where the data values need to be fetched. Frequency: - The required frequency for fetching data values is in real-time. Skills and Experience: - Experience in web scraping and data extraction. - Proficiency in programming languages such as Python ,JavaScript,VB or C#. - Familiarity with API integration and webhook implementation. - Attention to detail and ability to handle real-time data updates. - Strong problem-solving skills to troubleshoot any issues that may arise during the data f...
...information drawn from a PDF file. The target browser is DuckDuckGo. Key requirements of the project include: - Development of a script or software to automate opening a web page on DuckDuckGo. - Extraction of relevant data from a PDF file. - Accurate insertion of the data into the form on the web page. As the form structure was not detailed, the ability to adjust to various form elements such as text fields, checkboxes, and dropdown selections is highly appreciated. Ideal freelancer should have: - Extensive experience in automation processes. - A strong capacity to work with PDF file data extraction. - Knowledge on working with DuckDuckGo or similar browsers for search engine tasks. - Good problem-solving skills to handle various kinds of form ...
My project involves the extraction of specific data from Google Maps. I am particularly interested in the business name, address, and phone number. My main goal for this scraped data is for lead generation to support my marketing efforts. Ideally, I would like the data to be delivered in a CSV file format. Ideal Skills/Experience: - Expertise in web scraping, particularly Google Maps - Proven experience in data extraction and delivery in CSV format - In-depth understanding of lead generation through data scraping - Demonstrated proficiency in ensuring the scraped data's relevance and accuracy
TradingView locked pine script extraction I have recently received access to a protected/private trading script on TradingView (written in PineScript) and I need your help to extract the source code. I can send you examples of the indicator but I can also give you access to my tradingview account, so you can take a look at the trading indicator to find out the logic behind it. (I already made a new email adress + passw. for giving others access to my tradingview so you can take a look into it and check it all out by yourself) Please note: There are 2-3 indicators on TradingView which are a bit similar BUT there is one nothing like the one im trying to replicate. Basically the indicator is plotting horizontal lines at structural levels which are representing Liquidity Levels in t...
I am looking for a freelancer who can help me retrieve full option chain data using the Zerodha Kite API. The specific requirements for the project are as follows: I need Python codes that can pull live option chain data of Nifty, Finnifty, & Banknifty using Zerodha Kite tic by tic (every sec) on an Excel Sheet and store the data in the sheet with timestamp. I will be needing the current expiry data along with the next 4 expiry data. So a total of 5 expiries each for Nifty, Finnifty & Banknifty. The spot price and the Futures price of the Indices should also be pulled and stored. I will provide the kite API credentials. The option chain data that has to be generated is the IV and the Greeks, for that we have many online resources which I ...
I am looking for a skilled developer who can integrate the USDT TRC20 API into my ASP.NET C# web application. Specifics: - The API credentials and documentation are already available, so there is no need...looking for a skilled developer who can integrate the USDT TRC20 API into my ASP.NET C# web application. Specifics: - The API credentials and documentation are already available, so there is no need for additional assistance in obtaining them. - The main functionality I expect after the API integration is data extraction. Skills and Experience: - Proficiency in ASP.NET C# development - Experience with API integration - Knowledge of USDT TRC20 API - Familiarity with data extraction techniques If you have the necessary skills and experience, please s...
...Excel. Specific Websites: - I require data to be scraped from multiple specific websites. Type of Data: - I am looking to scrape text data from these websites: Tender by Organizations ---> Organisation Name ---> Tender Count(hyperlink) Ongoing Data Scraping: - This will be an ongoing project, requiring regular data scraping from the specified websites. Skills and Experience: - Proficiency in Excel and web scraping tools and techniques is essential. - Experience with data extraction, data cleansing, and data manipulation in Excel is required. - Knowledge of web scraping libraries and frameworks, such as BeautifulSoup or Selenium, is preferred. - Attention to detail and the ability to handle large amounts of ...
I am looking for an intermediate level Excel VBA programmer to build a script that will optimise my data extraction and manipulation processes, and also automate my workbook. The script's specifics aren't set in stone, as I skipped mentioning them initially, but we'll discuss it as the work progresses. I value detailed project proposals, so in your application, please include: - How you approach this type of work, - Which strategies you would propose to seamlessly automate an Excel workbook, - Sample code snippets if possible, and - Relevant experience information and previous projects handled. By applying, you acknowledge that you have significant experience with VBA and are comfortable with intermediate level tasks. Please also note the role requires proa...
...betting sites. It's crucial to me that this crawler is capable of extracting data such as odds, betting lines, and team/player statistics. Upon the successful extraction of this data, I would prefer if it is stored in either CSV or JSON files for easy access and management. Ideal qualifications for this task include: - Proven experience in web crawling, preferably with betting or similar sites - Proficiency in extraction of specific data elements - Competence in storing extracted data into CSV or JSON files. - preferably to use python amd scrapy but any other suggestion is welcome This project offers an exciting opportunity to delve into the world of betting sites and create a tool that can bring valuable data to light. If th...
I'm seeking a skilled PHP developer to build a script that can read both text and numeric data from Google Sheets. The core requirement is to access data as an array each time the PHP script is executed. The ideal freelancer should: - Possess expertise in PHP and Google Sheets API integration - Have experience working with arrays and handling various data types in PHP - Understand how to optimally fetch data upon every script execution This task requires attention to detail and a thorough understanding of the explained requirements. In 2018, a freelancer from here named Vishal created a package of Scripps for me to read sheets with specific sheet ids. Yesterday google started throwing token expired or revoked error messages. Fatal error: Uncaught except...
I am looking for a web scraping expert to extract textual data from a specific website and deliver it in a Google Sheet format. The ideal candidate should have experience in web scraping and be proficient in handling data in Google Sheets. Skills and experience required: - Web scraping - Data extraction - Google Sheets proficiency
...skills and experience: Specifics: - The task primarily involves creating a tool enabling regular downloading pricing information and property details from real estate listings from the whole server - location the whole Czech Republic Region: - the whole Czech Republic Data Format: - The preferred format for the downloaded data is an Excel spreadsheet. Skills and Experience: - The ideal freelancer should have experience in web scraping and data extraction. - Proficiency in Excel is required to ensure accurate and organized data entry. Timeline and Budget: - The project deadline and budget can be discussed further with the selected freelancer. If you have the necessary skills and experience to complete this project, please submit your proposal. Fee...
...freelancer to extract invaluable information from these sources. While the precise data specifications weren't identified, the successful freelancer might expect to collect details surrounding tender details, bidding specifics, and closing dates among other factors. Your application screams success if it includes: - Past projects that you've worked on; showcasing your experience and aptitude for similar tasks. The ideal candidate for this task boasts the following skills and experience: - Proficiency in data extraction from complex websites - Understanding of tender processes for context comprehension - Ample experience handling similar tasks - Proven track record of delivering error-free, well-presented data - Excellent attention to detail...and...
Looking for a Python developer to scrape data from Instagram and clean and organize it. The data should be delivered in a CSV file format. Skills and Experience Required: - Proficiency in Python programming language - Experience with web scraping using Python libraries such as BeautifulSoup, Selenium, or Scrapy - Knowledge of data cleaning and manipulation techniques - Familiarity with CSV file format and data formatting - Attention to detail to ensure accurate and organized data extraction
I'm seeking an experienced freelancer who can effectively scrape data from equip-bid.com. Essential skills include data extraction, web scraping, and proficiency in Python or other web scraping tools. Noteworthy experience, especially in the retail sector, will be highly prioritized. Your tasks are outlined as follows: - Scrape product data from selected website - The primary data points to extract are product name and product price - Lastly, compare the scraped prices to Amazon's top non-sponsored products and provide a comprehensive report. Your application should display your relevant experience in web scraping and data analysis. Prior experience in a similar project would be a bonus.
I'm searching for an experienced T-shirt designer who excels in creating vintage-style designs. To capture my ideal vintage aesthetic, the design must incorporate: I need to add the cartoon and text Cali up and Nation Down and in the board notice CNB - Text quotes - Abstract shapes The ideal candidate has an understanding of compositional properties and can appropriately incorporate vibrant and monochromatic colors to create a visually compelling design. If you have a knack for blending old-school charm with modern color schemes, I would love to hear from you. Your previous work in designing vintage-styled T-shirts will be highly regarded.
...than two words. Generate a chat error for invalid search terms. TC-SEARCH-X-003 Objective: Reject search terms with URLs. Generate a chat error for search terms containing URLs. TC-SEARCH-X-004 Objective: Allow entry of questions with <=2 words. Use unique frontend chat ID for database entry. Retrieve tweets using the search term. Check user tokens for retrieval. Connect to OpenAI for tweet extraction and response. Record response in the database. Send response to frontend. TC-SEARCH-X-005 Objective: Load previous chat conversation from the homepage. Retrieve previous chat using the ID. Display relevant info on the homepage. TC-SEARCH-X-006 Objective: Display stacked images, search term, and response. Retrieve and add response to the database. Send response to the frontend...
...contacts. I need help with data extraction from specific websites. Primarily, these will be websites belonging to fairs and hotels. The core information required is contact details and e-mail addresses of relevant individuals, which is crucial for building my targeted mailing list. Additional to the contact details, I need the role or position of the contact extracted. Understanding their position within their organization will help tailor our communications effectively. For this project, ideal skills would include: 1. Experience in data extraction 2. Familiarity with the hotel and event industry, or a willingness to research 3. Ability to accurately categorize data into relevant fields. If you have a keen attention to detail and experience in ...
I'm in need of a robust and cost-...OCR tasks on various invoices and capture key data fields. While I'm open to suggestions on OCR technology or software, I hope to bank on your expertise for this. The solution should be able to accurately pick: - Vendor details - Vendor Reference - Total Owed - VAT - Date of Invoice - Pay by (Date) Additionally, I'm seeking a feature that enables the export of captured data into an Excel spreadsheet. A seamless and well-structured output is vital for this project. The perfect fit would be a developer experienced with OCR technology and data extraction, coupled with a strong skill set in building web-based data collection tools. A working knowledge of Excel data manipulations and a keen eye for...
...with data extraction for a medium priority project that needs to be completed within a week. Data Entry Work: - The main task will be data extraction, where you will be required to gather specific information from various sources. - The data entry work will involve extracting and compiling data from different platforms or websites. Source for Data Extraction: - I do not have a specific source for the data extraction, so I need suggestions from the freelancer. This means that you will have the flexibility to find and extract data from reliable sources that align with the project requirements. Skills and Experience: - Proficiency in data extraction techniques and tools is essential for th...
I want to extract the pdf content and perform entity and relationship extraction on the data. Extract entity and relationship should be visualized on networkx graph in meaningful way. I can provide sample code and explain as required Visualization should be something like this
...scraping preventions. Key Project Details: - The objective is to harvest car listings details. This will include the price, make, model, year, mileage, location, features - essentially everything in the listing. - The extracted data should be properly organized, ensuring easy analysis and interpretation. Skills & Experience Required: - Knowledge of programming languages suitable for web crawling or scrapping. - Prior experience in similar tasks is preferable. - Attention to detail to ensure all the needed fields are captured. - Excellent organizational skills for proper data arrangement. Your commitment will significantly contribute to our market research, helping us understand the latest trends and preferences. If you have the expertise to deliver this project suc...
I'm in need of assistance to extract specific information from MSP for an Excel report. The data required for the assignment are: - Task Information: Specifically, start and end dates, as well as the status of these tasks What's unique about the project is the format of the report. Although it's being developed in Excel, I have a custom layout in mind that we will need to follow. Ideal freelancers for this job are those who have experience in data extraction, particularly from MSP to Excel, and can manipulate Excel to follow custom formats. If you can work swiftly and efficiently, ensuring the task is completed by Sunday night, your skills will be highly valued for this task.
I am looking for an experienced mobile app data scraper who can overcome obstacles to scrape necessary data. You will develop an Android or iOS app data scraper that can scrape data (text and images, if possible) from one mobile application (data source). The scraper should have the capability to update the scraped data on a weekly basis. The output will be 3 csv tables. Scraping requirements will be provided to qualified bidders. Skills and Experience: - Strong proficiency in Android/iOS app development - Experience in web scraping and data extraction from Android - Familiarity with coding to update new/changed data regularly
In this project, I aim to accurately extract length and area dimensions from lines within the provided AutoCAD file. Crucially, I need these extracted to the nearest meter. - KEY TASKS: The prime focus is on extracting precise lengths and areas from specific lines within the AutoCAD file, refining those measurements to the nearest meter. The AutoCAD file along with detailed information of exact dimensions to be extracted will be supplied by me. - SKILL REQUIREMENTS: Accurate application and understanding of AutoCAD is required. Fluency in interpreting and manipulating different objects, particularly ‘lines’, within an AutoCAD file is essential. Lastly, possessing a keen eye for precision in numeric measurement is absolutely needed, given the precision level desired in this ...
As a client, I'm in need of an Datadome expert to bypass the login of a yet-to-be-determined website or platform for data scraping purposes. Ideal skills: - Web scraping expertise - Datadome experience - Knowledge of bypassing logins for data extraction - Proficiency in data management and storage
Hello, I have one website need to scrape. budget is $10 fix I have multiple work for you. I am looking for a web scraping expert to scrape data from a specific website. The project involves extracting both text and images from the website and organizing the data in Excel format. bid only if you can start work immediately need urgent data or script type “ROBO” on your proposal auto bid will be deleted. Thanks Skills and experience required: - Proficiency in web scraping techniques and tools - Knowledge of HTML and CSS - Experience in handling and manipulating data in Excel - Attention to detail and accuracy in data extraction and organization
I am looking for a freelancer to help with a project for my existing business. The main task is to extract information from a spreadsheet that conta...looking for a freelancer to help with a project for my existing business. The main task is to extract information from a spreadsheet that contains 5000 rows of data. We would like the freelancer to provide us with formulas and templates that will allow us to reproduce this information every week. The output file should be in XLSX format. We do not require additional assistance in interpreting the extracted data; we only need the data extraction itself. Ideal skills and experience for this job include: - Advanced knowledge of Excel and experience with creating formulas and templates - Attention to detail to ...
Project Title: Web Scrapping Website: Single website Data to scrape: Contact information Scraping frequency: One-time Ideal Skills and Experience: - Experience in web scraping and data extraction - Proficiency in programming languages such as Python, PHP, or JavaScript - Familiarity with web scraping tools and frameworks like BeautifulSoup or Scrapy - Ability to navigate and parse HTML and CSS - Understanding of data storage and management techniques - Attention to detail and accuracy in extracting contact information - Knowledge of proxy management to handle potential IP blocking - Strong problem-solving and troubleshooting skills - Ability to work independently and meet project deadlines
In need of a skilled individual experienced in Selenium automation scripting. You'll be developing a script that is: - Specifically for Google Chrome. - Geared towards navigating an Information portal. Key tasks for the script include: - Seamlessly navigating through various webpages. - Extracting valuable data from the same pages. Ideal candidate must be highly knowledgeable and experienced in automation scripting, Google Chrome, and data extraction methods.
...effectively carry out data extraction tasks, specifically focusing on email activity. Your primary role will be to aid us in improving our email marketing campaigns. Key responsibilities include: - Extracting conversion data from emails: Your core task will be to extract data about conversions from our emails in HubSpot. An understanding of email conversion data is important to successfully complete this task. - Integrating with CRM: I'd like the extracted data to be delivered via an integrated CRM system. Hence, proficiency in integrating CRM systems with HubSpot would be immensely beneficial. Continued support and enhancement services will be required as we anticipate the need for future modifications. Ideal candidates will have a...
I am seeking a skilled programmer to create a tool that consolidates various file types from a folder (xlsx, docx, docm, xlsm, pdf, outlook ...creating its PDF equivalent. • Create a .pdf report with the file list (name and type), date/hour of the operation, warnings and erros idenfied. • Compatibility with Microsoft Windows 10. • Must not require administrator privileges. • No need of the source code. • The tool must run localy and offline. The ideal candidate for this job will have a strong understanding of file manipulation and data extraction, and deep knowledge of PDF generation techniques. Experience in handling different file types and their structures (xlsx, pdf, outlook msg, docx) is crucial. Also, being capable of creating efficient and err...
I am looking for a Python-Django developer to create a generative AI application that can accurately extract job description informatio...description information from popular websites like LinkedIn. The desired outcome of this application is to find the best match for job seekers and improve the efficiency of job search. Skills and experience required for this project include: - Strong proficiency in Python and Django - Experience with generative AI algorithms and natural language processing - Familiarity with web scraping and data extraction from websites like LinkedIn - Ability to ensure high accuracy in the parsing and matching of job descriptions The application should specifically search for matches on LinkedIn, and a high level of accuracy is critical for the success...
...search website algorithm for finding retail deals. Skills and experience required: - Strong knowledge of web scraping and data mining techniques - Proficiency in programming languages such as Python or Java - Experience in developing algorithms for web searching and data extraction - Familiarity with various websites and platforms for finding retail deals Requirements: - The algorithm should be able to search for deals on specific websites that I have in mind - It should search for new deals every hour to ensure the latest deals are captured - The algorithm should be able to extract relevant information such as product details, prices, and availability - The extracted data should be stored in a structured format for easy analysis and presentation If you h...
Project Title: Phone Data Extraction for iPhone - Immediate Deadline Skills and Experience: - Proficient in phone data extraction techniques - Strong knowledge of iPhone security systems and protocols - Experience with extracting data from iPhones - Familiarity with forensic tools and software for data extraction Project Description: I am looking for a skilled professional who can assist me with phone data extraction for an iPhone. The specific service required is the extraction of data from the phone within a 24-hour timeframe. Requirements: - Expertise in phone data extraction, particularly for iPhones - In-depth understanding of iPhone security systems and protocols - Experience in extracting ...
I am looking for a freelancer to convert a PDF financial document into an Excel spreadsheet. The PDF document is a total of 180 pages in size, but much of this can easily be copy and pasted. I do not need any formulas to be implemented in Excel, just the extraction of the data. Ideal Skills and Experience: - Experience in converting PDF documents to Excel spreadsheets - Proficiency in Excel and data extraction - Attention to detail to ensure accurate conversion of the financial data I've provided both a pdf and excel file that was created from exporting from PDF software. It is expected that the excel document you create will generally look like the pdf.
Project Title: Pyspark Data Engineering Training Overview: I am a beginner/intermediate in Pyspark and I am looking for a training program that focuses on data processing. I prefer one on one and written guides as the format for the training. Skills and Experience Required: - Strong expertise in Pyspark and data engineering - Excellent knowledge of data processing techniques - Experience in creating and optimizing data pipelines - Familiarity with data manipulation and transformation using Pyspark - Ability to explain complex concepts in a clear and concise manner through written guides - Understanding of best practices for data processing in Pyspark Training Topics: The training should primarily focus on data processing. The foll...
...freelancer who can extract data from line graphs and create new figures in EXCEL format for a report. The ideal candidate should have experience in data extraction and visualization. Skills required: - Proficiency in data extraction from line graphs - Strong knowledge of data visualization techniques - Experience in creating figures in Modified format - All figures are mentioned in attached PDF. The project involves the following tasks: 1. Extracting data from line graphs provided in the report. 2. Using the extracted data to create new figures in JPG format. 3. Ensuring the new figures accurately represent the data from the line graphs. 4. Delivering the completed figures within the specified deadline. If you have the n...
Scrape Website with Scrapy Overview: I am looking for a skilled developer to scrape multiple specific websites using Scrapy. The goal is to extract text data and save it in JSON format. Requirements: - Data Extraction: The developer should be able to extract text data from multiple specific websites. - Scrapy: Proficiency in Scrapy is required to efficiently scrape the websites. - JSON Format: The scraped data should be saved in JSON format. - Attention to Detail: The developer should have a keen eye for detail to ensure accurate and complete data extraction. - Timeliness: The project should be completed within the agreed-upon timeframe. Ideal Skills and Experience: - Experience with Scrapy: The ideal candidate should have prior experie...
I am looking for a seasoned expert in Epicor programming to work on an exciting project. Your role will involve enabling our ERP system to serve our unique business needs better. Most importantly, you'll bring your experience of data extraction and reporting to redefine our current system. Key Responsibilities: - Customize our ERP functionalities to improve business processes - Create insightful reports and dashboards for data-driven decision making - Integrate our ERP system with third-party applications for seamless operations Although not a requirement, having experience in .NET programming is a plus. In your application, be sure to include a detailed project proposal, specifying how you intend to execute the tasks at hand. Your approach to these tasks,...
I need a freelancer to convert a very large PDF file into a Word document. The primary purpose of this project is text extraction. Ideal skills would include: - Proficiency in using conversion tools - Rectifying any conversion errors - Maintaining text legibility The completed Word document should meet the following specifications: - The text should be converted to plain text and retain simple formatting like bullets etc. Experience in similar projects is preferred. This task should be completed meticulously in order to ensure all text is accurately extracted and remains legible.
I'm looking for a developer capable of creating a XYZ coordinates system that can effectively track physical objects in 3D space. • Object positioning within a 3D coordinates field (Topographic file) Please note, the end purpose isn't just restricted to mapping or data graph plotting. I need a system that promises accuracy and real-time results. Ideal freelancers for this project should have: • Proficiency in 3D modeling and geograpical coordinates data extraction. • Good understanding of physical objects' behavior in a 3D plane. AutoCAD LISP script.
As a client, I am presently in need of a skilled Python expert with a specialty in data extraction, data analysis and web scraping. The focus of this project is: • Data extraction from pdfs • Data Analysis • Web Scraping The chosen freelancer will be tasked with performing thorough data extraction, data analysis and subsequent web scraping. Key requirements: • For this task, I am flexible with the tool used for my project demands. • Previous experience in Python is crucial for the successful completion of this task. In your application, kindly highlight essential experiences relating to Python, data extraction, data analysis and web scraping. This will help determine the ...
...Strong knowledge of reliable data extraction from various sources including machine learning. 2) Owner of a powerful scraper platform this project can be built on. Consisting of: + Universal web crawler supporting all usual web technologies (downloading raw text data) + Intelligent data extractor from various sources including machine learning So NO development starting from the scratch necessary! Your web crawler module should support almost any web technology so that it can handle almost any page type. The co-working extraction module may be developed or just adapted. Both should extract specific event data periodically from tenthousands of given event web pages. A page training process may be supported to increase reliability. At fir...
