Web scraping vs data mining työt

...effectively scrape leads from LinkedIn, Facebook, and Instagram and all over the internet Key responsibilities: * Extracting Email leads, Phone number leads, and Social media leads. * Collecting specific data - Name, Job title, Company, and Location, email and phone numbers Ideal freelancers for this project should have: * Extensive experience in data scraping, especially on the platforms mentioned above. * Proficiency in data mining techniques and possessing advanced analytical skills. * Understanding of ethical data scraping practices. * Strong attention to detail - ensuring all data is accurate and up-to-date. * Proven track record of delivering quality leads in a short timeframe. Get in touch if you're up for the task...

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necesito persona que me ayude a hacer scripting en PHP- I need someone to help me do PHP scraping

I need a skilled Web Scraping specialist to write code in Python (preferably) that scrapes a specific table from a website for me (Website: ). The table contains WNBA player statistics, The goal is to extract all columns of this table, which is approximately 7 columns and write it to a CSV file (in the same column format). I'm a beginner level coder, and noticed that the table was created with that looks like a Shiny App in R. (I'm not even sure if extracting the table is possible). If it was only possible to use R, then I could potentially work with that. Website: I would like the data to go from the year 2020 to current. Regular Season data. Key Requirements: - Scraping Tables on websites If you're

I am looking to establish a long-term relationship with a talented person to scrap thousands of dating profiles from popular dating websites. This person should have years of experience dealing with the various countermeasures these sites will employ to discourage scraping. The use of proxies may be needed to achieve satisfactory results. The end goal to to have a system capable of delivering 20K - 40K profiles per day.

...looking for a US-based Virtual Assistant who is proficient in email marketing and skilled in data scraping. The ideal candidate should also be able to provide excellent customer support. Key Responsibilities: - Handle email marketing campaigns using Mailchimp and AWeber or something like that. - Scrape contact information from specified sources - Provide exceptional customer support as needed Ideal Skills: - Proficiency in Mailchimp and AWeber or something like that. - Experience in data scraping, particularly contact information - Excellent communication and customer support skills - Ability to handle multiple tasks efficiently - Attention to detail and accuracy in email marketing and data scraping Please only apply if you are a native Engli...

I need a VRBO scraper to extract property details, pricing, and availability. - The scraper should be built with Python and the output should be in CSV format. - The data points I need include property title, description, amenities, pricing, and availability. - The scraper should be able to handle multiple URLs at once. - The code should be well-structured and commented for easy maintenance. Ideal skills: - Proficiency in Python - Experience in web scraping - Understanding of VRBO website structure - Ability to handle and store data in CSV format

I need a web scraping professional to create a script to extract specific data from , a popular online marketplace for trading cards, please check attachement to get the idea. Key Requirements: - Scrapping: The primary task is to scrape the following information from the platform: - Card properties 1. Hero score for last 7 days 2. Hero rank for last 7 days 3. Stars 4. Rarity 5. Name 6. Quantity listed to purchase 7. Inflation data 8. Minted count - Buy prices List Price Last Price Order book (price and quantity see picture attached) - Bidding details bids book (bid and quantity see picture attached) - Twitter activity per card View Views+ Likes Likes+ Retweets Retweets+ Replies Replies+ Quotes Quotes+ Bookmarks Bookmarks+

I'm seeking a Python developer experienced with web scraping. This job involves setting up a Python script that can scrape a popular review site. Key details to extract: - Review text - Star rating - Date of review - Reviewer name - Star-ratings for sub-categories - Review ID - Reviewed person - Reviewed product name The site does not use captchas, so it should be reasonably straightforward. All reviews for a given provider should be scraped. It would be good to have an option to start with the newest and stop at a certain date. The specific review site can be seen in the sample URL in the attached PDF. I can send further details in a private message including screenshots. Preferred frameworks would be Beautifoulsoup 4 / Scrapy if sufficient and Selenium otherwise....

...in NodeRed Monitoring specific "HTML div elements" from different web pages using Node-Red (different flows). Objective: Identify when there is any change in the DIV section of the webpages (every "x" seconds) and notify me of the change. It is not necessary to show what the change was. Just send the hyperlink by Telegram, including the subject of the flow. Requirements: Create a Node-Red project that can detect changes on multiple websites by creating flows. Include 2 example flows to demonstrate how the monitoring works. Provide detailed instructions on how to create a new flow for a different webpages, indicating what needs to be extracted/copied to set up the new flow bymyself in the future. For example, on this web page, by pressing F12, yo...

I require a one-time data scraping project completed on multiple websites. - TASK: The task involves scraping text content from: Google searches: Commercial Real estate agency Saudi Arabia Commercial Real estate agency UAE Commercial Real estate agency Qatar Commercial Real estate agency Kuwait Commercial Real estate agency Bahrain I have made a start to the spreadsheet with a template for each of the regions which can be continued to be filled in. In the Google searches, just take the first 3 pages with the main agent listings and see what agent names/ email addresses you can find. - DATA REQUIRED: The primary data needed is text content. - TIMELINE: This is a one-time task, with no ongoing scraping requirements. Skills/Experience: - P...

...management, email list building and segmentation, and data scraping and extraction. Key responsibilities include: - Creating and managing weekly email campaigns: I'm looking for someone who can help me set up and run email campaigns on AWeber or something else. This includes not only executing the campaigns themselves, but also monitoring their performance and making adjustments as necessary. - Building and segmenting email lists: You'll be responsible for helping me grow and organize my email lists. This will involve not only sourcing new leads, but also ensuring that existing leads are properly segmented based on various criteria. - Data scraping and extraction: Part of this role will involve sourcing and extracting relevant data to sup...

I'm looking to test database scraping on a website to extract names and potentially contact emails (if available). The data doesn't necessarily need to be organized or cleaned post-extraction. Ideal Skills: - Proficiency in web scraping tools - Understanding of database structures - Familiarity with handling contact information The data should be organized in an excel and csv based on the desired layout.

I require a specialized web scraping professional with experience in extracting text and images from multiple websites. Your task will involve the following: - Scrape data from Sephora, Cult Beauty, Space nk - Extract specifically the Text, Images, Titles, Descriptions, and Prices A strong background in web scraping, data extraction, and working proficiently across different websites is critical for this project. Knowledge in web parsing methods and ability to bypass potential anti-scraping tools or blocks set up on these websites will be highly advantageous. Your goal is to accurately scrape the necessary information without causing disruption to the target websites, and ensure the data is comprehensible and ready for fur...

I need an experienced Python developer to assist with a project. The specific tasks will be discussed directly with the successful bidder. I am looking for someone who is well-versed in Python and has a strong foundation in programming. Expectations: - Ability to work independently and problem-solve - Can communicate effectively and provide updates - P...developer to assist with a project. The specific tasks will be discussed directly with the successful bidder. I am looking for someone who is well-versed in Python and has a strong foundation in programming. Expectations: - Ability to work independently and problem-solve - Can communicate effectively and provide updates - Previous experience with Python is a must - Familiarity with data analysis, web scraping, ...

Start your offer with the word in the attachment, otherwise we dropp you out. We are looking for a database with websites, HAVING EMBEDDED YOUTUBE Videos on their sites...the site, PLZ, City, State, Phone, Mail, Website Niches: Construction Systems in Austria, Germany and Switzerland Phsiotherapeuts in Austria, Germany and Switzerland I would like to have at least 2000 websites with top-quality data. Delivered in 1 day. Delivery in one Excel file. Time of delivery is a key element in our decision. Offer a price for 2.000 data entries. We extend our partners for this kind of task´s. With all of them we have a longterm Partnership. To decide who is our partner and to see your understanding, please provide a sample with at least 50 data entries within 2 hours o...

scrape data from darty site and export it into excel file.

I'm looking for a Python developer to assist with a variety of tasks on a medium-scale project. This would include web development, data analysis, automation scripting, and web scraping. Your responsibilities would cover: - Web Development: Creating and maintaining web applications using Python frameworks. - Data Analysis: Handling and analyzing data to derive insights. - Automation Scripting: Developing scripts to automate manual tasks. - Web Scraping: Extracting and structuring data from websites. Communication is key, and I'd prefer to receive regular updates and progress reports via email. The ideal candidate for this position will have experience with each of these tasks and be able to work on a m...

I need a Python Selenium application that can scrape blog posts from Site A and post them on Site B. Key Requirements: - The Python app should be built using Selenium for web scraping and automation. - It should be able to extract blog posts from Site A, specifically. - The extracted data must be posted on an existing blog section of Site B. Ideal Skills & Experience: - Proficient in Python, with experience in building web scrapers. - Strong knowledge of Selenium for web automation. - Previous experience with data extraction and manipulation. - Understanding of web protocols and site structures. - Familiarity with blog post formatting and publishing is a plus.

I'm seeking to secure funding for a multi-industry workers' accommodation project. The accommodation caters to construction, seasonal farm, wind farm, abattoir, and gold mine workers. For this, I need a professionally crafted project proposal and a corresponding financial model in Excel. Ideal freelancers for this project should possess: - Proven experience...Excel. Ideal freelancers for this project should possess: - Proven experience in drafting project proposals related to housing or accommodation - In-depth knowledge in the creation of financial models using Excel - A strong understanding of multi-industry accommodations - Great analytical and strategic thinking skills - Familiarity in the Construction, Agriculture, Energy, Food Processing, and Mining Industries wo...

...crypto mining but I have a strong interest in it. My main goal is to generate passive income through this method, but I'm also eager to learn more about the technology and support the network. I'm looking for a consultant who can guide me through the following aspects of crypto mining: • Mining hardware selection: I need assistance with understanding what kind of hardware is necessary for efficient mining. • Mining software setup and configuration: I require help setting up and configuring the mining software on my hardware. • Mining profitability analysis: I would like a detailed breakdown of the potential profitability of my mining operation, including the costs and potential returns. Ideal skills and ...

I'm in need of a skilled freelancer who can perform daily scraping of job titles from Indeed. Ideal Skills and Experience: - Proficient in web scraping, particularly from Indeed - Able to automate the scraping process on a daily basis - Competent in delivering data in CSV format Data Update Frequency: - It's essential that the scraping is carried out daily Delivery Format: - The scraped data should be provided in a CSV file Looking forward to your proposals.

...ideal candidate will have experience and expertise in web scraping, particularly from social media profiles, professional networking sites, and company websites. Key Responsibilities: - Collect email addresses from social media profiles, professional networking sites, and company websites. - Ensure the collection is accurate and up-to-date. - Provide the email addresses in a well-organized manner, making it easy to integrate into our marketing campaign. Target Industries: The primary focus for this collection is media, video production, photo production, TV production, film production, and music production. This means that your understanding of the sectors is crucial for the success of this project. Skills required: - Web scraping - Data collectio...

I am looking for someone that has listened to the Drake vs Kendrick Diss tracks many times. I need someone that is very active with the culture & knows almost everything thats going on in this beef. I need someone that has seen all the memes around the beef. And knows the history of the beef. I'm looking to put together some content around this beef. And I need someone that can guide me. 1. How old are you? 2. Where do you live? 3. Who do you think won the battle and why? 4. If I needed you to defend the loser, could you do so? 5. Tell me something interesting about this beef? 6. What social media platforms are you active on? 7. Did you auto generate this application you sent me, or did you type it out?

I'm seeking a skilled Senior Python Developer to assist with a project that involves a blend of web scraping and data analysis, with a focus on the following tasks: - Extracting data from multiple websites - Automating data extraction and parsing - Analyzing and visualizing scraped data The ideal candidate should have: - Proficiency in Python, with a strong understanding of AI and Machine Learning - Hands-on experience with web scraping, particularly working with diverse data sources - Ability to automate data extraction and processing efficiently - Adept at data analysis, with the ability to visualize and interpret data Although I haven't specified any particular tools or libraries, your famili...

In this project, I'm searching for an experienced Python Developer who exhibits strong proficiency in web scraping, artificial intelligence, and machine learning. Key Responsibilities: - Utilize your expertise in Python, specifically focusing on AI-related tasks. - Web scraping will also be a significant part of the project, though details on the targeted data type are yet to be defined. Ideal Skillset: - Extensive experience with Python - High proficiency with AI and machine learning algorithms - Proven record of successful web scraping projects Please include samples of relevant Python, AI, or web scraping projects you've completed as part of your bid. I look forward to collaborating on this project.

I'm a digital affiliate marketer who needs a comprehensive product cross-referencing and price comparison tool developed for my e-commerce website. The tool should be capable of processing data from around 30,000 products across 5-10 different stores. Key Requirements: - Cross-reference 30,000 products from 5-10 stores: The tool should be able to analyze and compare prices for a substantial number of products across multiple listed stores. - Avoiding Captcha and ad blockers: The tool should be designed to function effectively while avoiding common barriers like Captcha or ad blockers. - User-friendly filters: The tool should offer a variety of filters to help users refine their search results. - Display results directly on product pages: The comparison results should be in...

I am looking for a freelancer who can help me automate my web search for bid opportunities (RFPs) for my telecom company. Currently, I rely on searching manually, but this process is time-consuming and not as efficient as I'd like. Key Project Requirements: - You will be responsible for setting up an automated search that looks for RFPs related to "fiber optic" or other telecom-specific keywords, which are due every May 2024 or similar queries. - This automated search needs to run every 2-3 weeks, ensuring that I stay up-to-date with new bid opportunities and future due dates. - You should have a deep understanding of web scraping and automation to accomplish this task. Additional Information: - I would like to receive notifications about new bid o...

...money. The Project: Monitoring specific "HTML div elements" from different web pages using Node-Red (different flows). Objective: Identify when there is any change in the DIV section of the webpage (every "x" seconds) and notify me of the change. It is not necessary to show what the change was. Just send the hyperlink by Telegram, including the subject of the flow. Requirements: Create a Node-Red project that can detect changes on multiple websites by creating flows. Include 2 example flows to demonstrate how the monitoring works. Provide detailed instructions on how to create a new flow for a different webpage, indicating what needs to be extracted/copied to set up the new flow. For example, on this web page, by pressing F12, you can see that...

I'm searching for a skilled individual who can help me scrape data from a website. The data I'm interested in is text content and tables, specifically contact information. Ideal Skills: - Proficiency in web scraping tools - Strong experience with scraping text content and tables - Expertise in extracting specific information - Familiarity with structured data formats The contact information on the website is in a structured format. Your ability to navigate this and provide me with a clean, organized dataset will be crucial. Looking forward to collaborating with a detail-oriented and reliable professional. Attached is a sample format. The site is: Final file must contain all records for all schools on all pages

I'm completely new to crypto mining and eager to start my own operation. I'm seeking an expert to guide me through the essentials. Key Project Deliverables: - Explanation of the crypto mining fundamentals - Recommendations on hardware selection - Assistance with software configuration - Tips on optimizing energy efficiency The ideal candidate should have: - Extensive experience with crypto mining - Proficiency in hardware and software selection - Knowledge of energy-efficient setups - Strong teaching and communication skills Ultimately, I'm looking for someone to mentor me through the process, ensuring I start my crypto mining operation on the right foot.

I'm in need of a Chrome extension that can automate certain tasks within the browser. Here's what I'm looking for: (I have some 3-5 extensions I want, so if you give attractive bid and do good work, you can expect to get more chrome...good work, you can expect to get more chrome extension projects from me) - **Functionality:** The primary purpose of this extension would be to check specific elements on the pages the user visits. - **Elements to Check:** The extension should be able to read and process the text content and links on the page. Ideal candidates should have experience in: - Chrome extension development - Web scraping and automation - JavaScript and possibly other relevant technologies for extension development. Please provide examples of your...

...visualizations based on three years worth of data. The focus of this analysis will be to compare regional data against a national average. Key Responsibilities: - Conduct a descriptive data analysis on the provided datasets - Generate Excel charts and graphs that visually represent the insights from the analysis - Highlight significant differences and similarities between regional and national data The ideal candidate for this job should possess: - Strong proficiency in data analysis, particularly descriptive analysis - Proven experience with using Excel for data visualization - A keen eye for detail and accuracy in data interpretation - Ability to clearly present complex data findings in an easy-to-understand manner - Prior exp...

...to create some chrome extensions Key Tasks: - Develop a user-friendly Chrome extension - Implement data extraction techniques to collect and organize information from various web sources. The ability to filter and manage this data is crucial. - Set up the extension for browser automation tasks. It should be able to perform repetitive actions on a webpage without manual intervention. Communication: I prefer to manage communication with the selected freelancer through the messaging feature available on Freelancer.com. Ideal Candidate: The ideal candidate for this project should have a proven track record in developing Chrome extensions, particularly those involving web scraping and data extraction. Experience in browser automation is a plus...

...tasks, mainly focused on data analysis, process automation, and digital marketing. Key Responsibilities: - Develop and implement an autonomous agent platform with Libraries of tasks, agents, tools to be organized by a user into Crews. - Ensure the agents are capable of accessing and interpreting data from a variety of sources, including databases, APIs, and websites. - Create a user-friendly Panel front end for the CrewAI platform that presents the user insights and controls of Crews in a clear and intuitive manner. Ideal Skills and Experience: - Proven experience in developing autonomous agents. Previous experience with AI, data analysis, process automation, and digital marketing would be highly desirable. - Proficiency in working with databases, APIs, and web...

I am currently in need of a professional who can assist in completing a database for o...Key Project Details: - You will be required to include accurate and up-to-date contact information including phone numbers and email addresses. - In addition to the contact details, each company's key contact person's name must also be included in the database. The ideal freelancer for this project will have: - Prior experience with database generation and management. - Proficiency in data mining and web scraping techniques. - Exceptional attention to detail to ensure accuracy of information. - Proven track record in generating sales leads through database creation. This project is crucial for our sales outreach and we are looking for a diligent professional who ...

I need assistance with scraping data from a website and delivering it in an Excel file. The specifics of the project are as follows: I am looking for a person who will conduct scraping sessions for our business on a regular basis. Desired skills are knowledge of screen-scraper software, sql, Someone with Python knowledge will be better. Willing to follow instructions. Not cramped up with other jobs or other side hustles. Need to have solid internet connection. Expected work takes 5-10 hours per week, once fully trained. Must be responsible. Able to accept PayPal. - The source of the data is a website. This means the freelancer needs to have experience in web scraping. - The data should be delivered in an Excel file. Proficiency in handl...

I'm looking for a freelancer to help me with email scraping to build a targeted email list in the education sector. Specifically, I'm interested in parents who are seeking tuition services for their children. Key Responsibilities: - Conducting research online to identify and extract email addresses of parents seeking tuition services for their children - Organizing the list in an easily accessible format that I can utilize for email marketing campaigns Skills and Experience: - Proficiency in email scraping and list-building - Prior experience in targeting the education sector is desirable - Understanding of lead generation and email marketing best practices

I am presently seeking a highly skilled freelancer for an email extraction project from two highly popular social media platforms - Facebook and Instagram. Key Project Specifications: - Scrape email addresses from both Facebook and Instagram. - Selection of the profiles for scraping should be primarily based on the following criteria: levels of user engagement and followers count. - Along with the email addresses, extract additional user information namely: the account name and its location. Ideal Candidate Profile: - Must have experience in deducing complex social media algorithms. - Understanding of digital privacy laws to ensure compliance during the extraction process. - Fluency in software that can automate this extraction process would be advantageous. My ultimat...

I'm in need of an expert who can help me compile two separate GitHub projects that are written in C++, using the Visual Studio Community Edition for Windows. I will require that you provide me with written instructions on how to make the compiled projects work after you've successfully compiled them. Key Requirements: - Compilation of C++ projects using VS Community Edition - Preparation of clear, detailed instructions Additional Information: - I do not have the necessary dependencies, so you will need to ensure that all required libraries and frameworks are included in the compilation. Your task will be to: - Compile each project separately - Provide written instructions on how to use the compiled projects together Ideal Skills/Experience: - Proficient in C++ and Vis...

I'm seeking an expert in web scraping to specifically help extract data (price, stock availability, description, review content,..) from e-commerce platforms. Your specific task will entail: - Identifying and implementing the most efficient and effective way to scrape data. - extracting all data related to a product (picture, price, description, reviews, rating,...). Your method should maintain adherence to all legal and ethical guidelines - I'll need details on this as your bid. This project will require: - Proficiency in web scraping tools and techniques. - Sound knowledge of data extraction and storing processes. - Ability to work with undisclosed e-commerce platforms. - Familiarity with review structures on e-commerce...

I'm in need of a skilled professional who can scrape data from Google. The project requires the extraction of names and email addresses for specific profiles to be used as a potential leads database. Upon successful extraction, the data needs to be presented in an Excel spreadsheet, CSV, etc. Ideal Skills and Experience: - Proven experience in data extraction from websites - Proficiency in Excel - Strong attention to detail and accuracy - Experience in extracting usernames and emails is a plus Deliverables: - The extracted Data - The data must be clean, organized, and formatted in an Excel spreadsheet I look forward to receiving your proposals!

I am looking to develop a web-based job extractor that's capable of aggregating job listing from various platforms across multiple countries with the following features: # Source Selection : The ability to select multiple sources for job scraping, including Google jobs. # Comprehensive Job Details: Extraction of all details included in the job listing, such as job title, company name, location, job description, requirements, etc. # Web Interface: A user-friendly web interface where users can enter the URL of the job listings page and initiate the scraping process. # Downloadable in .csv Format: The scraped job data should be downloadable in .csv format for easy analysis and storage. # Filtering Options: Ability to filter job listings bas...

I am looking for an expert in web scraping who can efficiently extract business leads. While the primary purpose of the project was not specified, it is undeniable that these leads will play a pivotal role in marketing efforts, like sales lead generation, market research, and contact information collection. Although I did not mention a specific source site, note that the target is business owners, and their revenue and contact information. Therefore, having experience in scraping from professional networking and business directory websites such as LinkedIn or Yellow Pages would be welcomed. Lastly, the exact number of leads that I need hasn't been defined, so I am open to both small and large-scale operations. Ultimately, their quality is of more importance tha...

I'm currently using a Python scraping bot for my project, but I need to make some adjustments. Key Requirements: - The primary modification involves segmenting the scraped data by day. To achieve this, I would like to have a timestamp column added that differentiates data on a daily basis. This will allow me to have a better understanding of the data collected each day. Your Proposal: In your application, please provide a detailed project proposal. I'm interested in freelancers who can clearly articulate how they will approach this task and ensure its successful implementation. Ideal Skills and Experience: - Proven experience in Python scraping bot modification - Familiarity with data segmentation and timestamping

...experienced individual who specializes in website crawling and data extraction to help gather specific information from various websites on a daily basis. - The purpose of the project is to extract data; specifically URLs, contact details (telephone, email), date created, a description, and pricing details. - The desired frequency of website crawling and data extraction is daily, so a high level of commitment is required to ensure consistent data retrieval. Skills & Experience: - The ideal candidate should have experience in website crawling, data extraction, and data mining. - A background in programming or website development would be highly advantageous. - Accuracy and attention to detail are paramount for this project, a...

...help me with my day-to-day tasks. Key responsibilities include: - Social Media Management: Creating and scheduling posts, engaging with followers, and increasing online presence. - Data Entry: Assisting with inputting and managing crucial data for my projects. - Graphic Design: Developing simple yet eye-catching designs for online content. You should be proficient in: - Managing emails (sending and reviewing) - Social media platforms (scheduling posts on all social media platforms) - Graphic design tools (be able to edit images and be creative, creating cool images) - Data entry and analysis (data scraping and finding the relevant emails for individuals in companies, etc) Please note that in addition to the above tasks, there might be a few ad hoc ...

I need assistance in scraping the entirety of Grainger's online catalog and compiling it into a CSV. The CSV will need to include specific details about each product, including but not limited to the product name, description, price, manufacturer, Grainger number and SKU number. Key Responsibilities: - Scraping the Grainger website for all product details. - Compiling the scraped data into a CSV file. - Ensuring that the data is organized and categorized correctly. Ideal Skills for this Project: - Proficiency in web scraping tools and techniques. - Experience in organizing and compiling large datasets. - Understanding of CSV file format and its use. - Familiarity with Grainger's website and the ability to navigate it effectively. It&#...

I'm looking for a professional to assist me with a new GST registration for my service-based business. Key Tasks: - Complete the GST registration process for a new business - Ensure all necessary information and documentation is correctly prepared - Advise on the best approach for state-wise or single state registrati...registration Ideal Freelancer: - Experience in GST registration for service-based businesses - Familiarity with the requirements for new GST registration - Ability to offer guidance on state-wise or single state registration Please provide details of your experience in the field of GST registration in your bid. Your understanding of the process and capacity to provide insightful advice on state-wise vs. single state registration will be key in my decision-...

...experienced Python developer to partake in a web development project. The specific tasks were not explicitly listed, but based on the nature of the project, they may encompass: - Building and deploying web applications - Managing data & user interfaces - Testing and debugging The desired Python libraries or frameworks were not specified, so freelancers with a broad Python knowledge will be more suited to adapt to the project's requirements. Critical skills and experience include: - Python programming expertise - Familiarity with typical Python libraries and frameworks - Proven experience in web development - Knowledge of web scraping, data analysis, and API integration (optional). The main purpose of the Python application ...