Stock price web scraping työt

Dataset + python + finance concepts

I am in need of an experienced Algo / Python developer with a strong ...construction. As part of this project, you’ll be responsible for: Algo for Range breakout :-- - Developing algo in python for Range Breakout strategy - Test it & implement for the demat account in brokers- Upstock, Alice Blue, Dhan & 5paisa Ideal skills for this role include: - Extensive experience with Python specifically in the areas of automation and algorithm development - Familiarity with stock market - Strong ability to run effective algorithms Your role in this task is more tilted towards the developmental side, with the creation of an algorithm being the primary focus. You are expected to apply your Python skills to create a seamless, efficient automation system. Experience in similar ...

...but it's not functioning as expected. I need a developer to address these issues, described below. - **Issue Description**: The script is crashing when scraping certain Telegram groups, which is likely due to the fact that it's not respecting selections. The error presented is “ AttributeError: 'MessageMediaWebPage' object has no attribute 'document'” I can provide the script if you want to check how it’s working. I am open to a whole new script being made. So long as it functions in a similar way. If not familiar you can view telethon api - **Expected Behavior**: The scraping script is supposed to collect data that matches specific regex patterns. This means that it's not just supposed to collect all messages or o...

...visually appealing and easy to comprehend. Key Requirements: - The design should be Corporate, aligning with our brand identity. - The specification content that I'll provide must be effectively incorporated and highlighted in the design. - You'll need to source stock photos or graphics that complement the overall look of the datasheet. Ideal Skills: - Proficiency in Word, and experience in creating professional documents. - Strong design skills, especially in a corporate context. - Ability to source and incorporate suitable stock photos. - Good communication to understand and deliver on our specifications. - Previous experience in creating datasheets or similar marketing materials would be beneficial. I'm open to suggestions on the color scheme, as lon...

I need a script that can scrape the Google Play store specific data from ...result. Key Project Details: - I require the script to scrape app names, descriptions, emails, download counts, and URL of the app. - The scraped data should be compiled into an Excel spreadsheet format for my review and analysis. - deploy the script into my server The Ideal Freelancer: - Proficient in web scraping tools and techniques - Experience working with Google Play store data - Competent in automating data extraction and processing - Ability to deliver a reliable, daily scraping solution - python experts, node.js experts If you think you're the right person for this job, please get in touch with your relevant experience and a brief overview of your proposed approach. The scrip...

Functionality: Data Collection: Retrieve historical stock data (price and volume) for a given set of stocks from a reliable financial data provider (e.g., Yahoo Finance, Alpha Vantage). Store the data in a suitable format (e.g., CSV files or a database). Data Preprocessing: Clean and preprocess the collected data, handling missing values and ensuring consistent formatting. Calculate necessary technical indicators, such as moving averages (e.g., 50-day, 200-day), Relative Strength Index (RSI), and trading volume. Technical Analysis: Implement functions to identify bullish signals based on technical indicators, such as: Moving Average Crossovers: Detect when a shorter-term moving average crosses above a longer-term moving average (e.g., golden cross). RSI Oversold: Ide...

I'm on the hunt for a skillful coder proficient in web scraping, specifically for Website A. The goal of this project is for obtaining valuable and significant data for analysis, competitive intelligence, and price comparison. While there's no explicit mention of the type of data to be scraped, I anticipate that a capable offering will cater to a variety of needs such as: - Text content - Image content - Metadata Ideal Experience and Skills: - Proven experience with web scraping - High proficiency in handling large data sets - Comfort in navigating Website A - Ability to collect comprehensive data categories Looking forward to a potential collaboration to achieve this goal!

I need a developer to help me create an automated web scraper. - This scraper should be able to operate on multiple websites. The ideal candidate should have experience in web scraping, data extraction, and automation. The ability to adapt to different types of data and websites is essential. Thank you

As a growing company, we've fully set up our QuickBooks Online but it's in need of a thorough review and ongoing management. We're looking for a QuickBooks expert who can help in the following areas on a monthly basis: - Setting up sales and expenses - Managing stock - Budgeting Your responsibilities will involve keeping the system up-to-date, ensuring financial data consistency, and providing insights to support our decision-making process. The ideal candidate for this role would be an experienced accountant with previous QuickBooks Online experience. Knowledge of other accounting tools and financial acumen are also a plus.

...team to create a comprehensive web crawler system. This system should scrape, structure, and update information from web pages, handle large projects, and be accessible via a powerful API. The system should offer user-friendly features for both individuals and businesses and include flexible user management for both customers and employees. Project Requirements 1. Web Crawling and Data Extraction -Develop a system capable of scraping entire websites and extracting data from each page. -The system should divide the scraped information into sections to facilitate easy reading and understanding. -For e-commerce sites, the system should identify and structure the following information: --Product category (including breadcrumbs for hierarchical structure) --Title...

I need a construction price comparison template tailored to my needs. - I'm specifically looking for a professional with a strong understanding of both construction and project management. The primary role here is to design a template that streamlines the comparison of costs for various aspects of a construction project. You'll need to focus on the following: - **Project Management:** Your expertise in this area is crucial. You should have a deep understanding of project management principles, particularly as they apply to construction projects. - **Price Comparison:** You'll be required to create a template that allows me to compare prices for different construction-related products and services. - **Task Scheduling:** This is a key feature that the templ...

Hi, I need the following scraped. You can use scraping software or script. YellowPages might be the easiest - law firms and lawyers - only name and email - Colorado, USA

...process for users to create accounts and log in. - Push Notifications: Utilizing notifications to engage with users and keep them updated with the latest offers, deals, and more. - Connected to WordPress Shop: The app should effectively fetch and display product data from the existing WordPress shop, ensuring real-time updates of the product catalog. - Custom Stock Management: Admin should have the capability to manage and update stock information with ease. - Bidding Auction System: A unique feature allowing customers to place offers on products, creating a dynamic shopping environment. - Custom Photo Upload: Customers should be able to upload custom photos from their devices to the WordPress shop. This feature will enhance personalization and engagement. Ideal candidate...

I'm in need of a skilled professional who can provide me with HD screenshots of successful stock trades made on the Robinhood platform. I will need at least 50 screenshots in total. The screenshots must include the following key details: - Trade date and time - Profit margins - Stock symbols and volume This project requires a meticulous and detail-oriented individual who is capable of accurately capturing and presenting the specified information. Experience with stock trading or familiarity with the Robinhood platform would be advantageous, but not mandatory. Thank you in advance for your help.

I need historical stock prices and income statement data, deliver python script to collect this data for an arbitrary stock from google finance.

Hello, This is a $20 project. Looking for a freelancer to develop a python script to retrieve restaurant data from Google Maps using the Maps/Places API. The script should target restaurants that have a phone number and *do not* have a website. The inputs I need to enter are: - Location (latitude and longitude) - Search Radius (in meters) - Ensure the business/place is a restaurant, bakery, etc. Key Data to Retrieve, output in a .CSV: - Business Name - Address - Phone Number - Google Maps URL Thank you, trooper501

I'm in need of a skilled professional to help me create a data mining script. The task involves mining emails, data from a certain website and delivering the data in...and delivering the data in a raw text file format. Key Requirements: - Develop a data miner script that can effectively scrape email data from websites. - Ensure the script can handle multiple sources and is scalable for future needs. - Deliver the mined data in a raw text file format. Ideal Skills: - Proficiency in web scraping and data mining techniques. - Experience with developing scripts for text data mining. - Strong knowledge of scripting languages suitable for scraping like Python/BeautifulSoup, R, etc. Please provide samples of your previous similar projects or portfolio that demonstra...

I'm looking for an Indian Python developer to create a script that can retrieve specific data from Telegram. Key Points: - The script should be able to fetch phone numbers and migration of users from Telegram. The ideal candidate should: - Have a strong background in Python development - Be familiar with working with API's - Have experience in web scraping - Have a good understanding of data privacy and security - Be able to deliver the project on a monthly basis. Looking forward to hearing from Python developers with relevant experience.

I'm seeking a skilled programmer, proficient in Python, who can develop a trading algorithm according to my exact specifications. The algorithm itself must integrate with the TD Ameritrade platform and take into consideration an array of varying factors such as: - Historical stock prices - Market trends - Earnings reports - The presence of candles twice as large as the previous candle sma cro - Ignoring red and green bars - 8 sma crossing 21 at any time frame - 20 sma crossing 200 at any time frame - 50 sma crossing 200 sma - Double tail bars at any time frame A solid understanding of financial markets as well as a proficiency in developing trading algorithms is necessary. This task is intricate and requires meticulous attention to detail, only experienced developers should...

...looking for an expert to manage and promote my Etsy shop, as well as open my google business shop. I have an inventory of handmade and unique items, and I need help with both platforms for better visibility and improved customer engagement. Your tasks would primarily include: - Inventory Management: Keeping track of existing inventory, update listing details if necessary and coordinate to replenish stock. Knowledge of Etsy’s listing system is necessary. - Promotion: Create and execute Social Media promotion strategies for both Etsy Shop and Google Business. You should have experience in leveraging different social media platforms for business promotion. Ideal candidate would have prior experience managing Etsy shops and Google Business listings, with proven results in i...

We are a curly hair ecommerce in Italy and we are looking for a AR beauty experience professional to create this type of videos :// We need Someone to add in our team who brings unique set of skills and idea to the table. We only have products pictures so the animate of the product will be recreated from a 'fake 3d' of the .png image You must find the video to use free from copyright so it's need for us for you to have a stock repository like or istock Bind with correct and final price keeping in mind we will need 2 video every month

I'm looking for a Filipina social media expert to create engaging and inspiring content for women aged 40 and over. Your main tasks will be to create 2 different posts every Monday, Wednesday, and Friday, and post them 3 times per week across...Content Creation: Ability to create original, inspirational quotes, educational tips, success stories, and motivational posts. - Design Skills: Familiarity with tools like Canva or similar apps to create visually appealing content. Extra Notes: - The content should be 80% original and 20% famous quotes. - You should include a small logo and/or add the owner's name to each post. - Utilize free stock photos 80% of the time to enhance and deliver the message. - The end goal is to deliver content that empowers, educates, and motivates ...

...Experience in GEO Fencing, QRCODE/Barcode scanning, Face Recognition - API integration with Google services This project will require rigorous testing to ensure quality and functional assurances. I am looking for experts with a keen eye for detail and the ability to deliver under deadlines. 1. Programmer has to use our web app url as attached in WebView framework of android. We need to provide link for camera and upload from gallary feature from many pages of our web app. kindly let us know how will programmer provide it?. 2. We only need use camera and file upload from mobile gallary into our webserver file folder via ftp and related data entry in sql server database. we will provide necessary tables, fields, data types, views and database connection strings to prog...

I'm looking for an experienced freelancer who can create an Excel calculator for historical cryptocurrency prices from Binance and Luno. The calculator should also include fiat exchange rates for major currencies such as ZAR/USD bank sell rates Key Requirements: - Retrieve historical price data from Binance and Luno - Incorporate USD, and ZAR exchange rates - Organize the data and create user-friendly interface - Ensure accuracy and reliability of the calculator - Prioritizing the preservation of data privacy Ideal Skills: - Proficiency in Excel and data manipulation - Familiarity with cryptocurrency exchange APIs - Knowledge of major fiat currency exchange rates - Strong analytical and problem-solving abilities Please include your relevant experience in your application. Th...

...(if available ) d) Google map location (if available) after successful registration customer can login and request quotations 3. All the products details like: Product Name, photo, description, features, pdf (data sheet), warranty information, stock (available quantity), sale prices etc. can be uploaded directly through portal and mobile app and also can be uploaded through excel sheet with serial number of all products. 4. Customer can see all the uploaded products and can request for quotation. There is no need to show the available quantity (stock) to customers. 5. Admin can see the requested quotes where the prices and quantity will be reflected of all the products in quotation. Admin can edit the prices manually and can share and download the requested quotation to a...

I'm looking for someone who can...for someone who can create a WordPress plugin for scraping manga websites. Plugin Requirements: 1. Grab per chapter by link. 2. Grab full chapter by link. 3. Grab new manga by link. 4. Compatible with various manga themes. 5. Images from the scraped content should be uploaded to s3 storage. 6. Must have 10 sources for scraping (with a guarantee that if one source fails or the website goes down, it can switch to another source). Usage Flow: 1. I create a manga post and fill in the manga link in the metabox. 2. The plugin will automatically fill in the chapter links, scrape HTML images, and create posts. It will also automatically fill in the chapter number and the manga post ID number based on the manga link. Note: Speed during sc...

...only. (No commercial licenses for stock photos needed). Key requirements include: - Utilization of both stock and available video clips that you source/find. - *** I will provide a detailed list of the types of clips that should be included in the video. *** - Tone: The video should exude an inspirational vibe throughout the entire duration. It should speak to the soul, lifting spirits and encouraging reflection, HOPE, PEACE, JOY. - Color Scheme: The color palette for this video should be bright and vibrant. This choice is intentional, meant to further enhance the uplifting and positive nature of the video. The ideal candidate for this task should possess: - Proficiency in video editing tools and techniques. - Experience in curating and blending stock video cl...

I'm seeking an experienced Amazon account manager to take over and optimize multiple aspects of my Amazon account. - Product Listing and Optimization: Your role will include adding new products to the store, ensuring that listings are well-optimized using SEO and relevant keywords. - Inventory Management: You'll be responsible for keeping track of product stock levels, coordinating with suppliers, and ensuring a healthy inventory turnover rate. - Advertising Campaigns: You'll be tasked with creating and managing advertising campaigns on Amazon, ensuring that they are cost-effective and drive sales. Ideal candidates should have hands-on experience with Amazon seller accounts and possess a deep understanding of e-commerce best practices. Prior experience with produc...

...from Google. We want to increase our platforms to include Bing, Yelp Trip Advisor, and so on... We also want to work closely to get really high ranked backlinks (preferably not a birdwatcher's blog from Siberia with 2 followers). Everything we post is authentic, including pictures, AI and videos. We never want to see a cross-post on another website anywhere in the world of the same picture, no stock photos, only unique pictures and contents. We, as a company will help create a lot of these, it's about creating and establishing a great communication flow to archive high-end results, and there are many apps for that. This is a fulltime position for a person with many years of experience landing companies on the "first page". GBP is way more important as a tool...

I'm in need of a professional who can consistently extract data from a specific website on a daily basis. Key Requirements: - Data Extraction: Extracting various forms of data from a website. - Ongoing basis: This is not a one-time job. I'm looking for long-term cooperation, with the extraction ideally happening on a daily schedule. Ideal Skills and Experience: - Web Scraping: Proficiency in web scraping tools and techniques is a must. - Automation: Experience with automating the extraction process to make it efficient. - Consistency: Ability to maintain a daily extraction schedule accurately is crucial. Please include in your bid how you plan to approach this sort of ongoing data extraction.

I need a professional who can extract data from a website on a daily basis. Key Responsibilities: - Extracting data from a specified website - Ensuring the data is accurate and up to date - Delivering the data in a specified format Skills and Experience: - Proficient in web scraping and data extraction - Experience in automating data extraction processes - Ability to maintain data accuracy and consistency - Knowledge of relevant data formats for delivery - Strong attention to detail and reliability This is an ongoing project, and I need someone who can commit to daily extractions. Be sure to include relevant experience in your bid.

...that the software is designed to run on Windows OS. Website Accessibility: - Restricted access: Websites that require restricted access or login should be identified and reported separately. The software should skip such pages and indicate them as inaccessible. Ideal candidates should possess: - Proficiency in software development and experience in creating similar tools. - Familiarity with web scraping, data extraction, and bulk processing. - Prior experience in creating Windows-compatible software. - Strong attention to detail and the ability to accurately handle and report inaccessible URLs. As the client, I am open to the choice of programming language(s), as the final product is more important to me. The primary goal is to have a reliable and efficient tool that c...

I require an efficient programmer equipped with the crucial skills in Pine Editor coding. The project involves designing a script based on the 'Trading View' platform to automate my stock market trading strategy. The strategy revolves around Multiple EMA (Exponential Moving Average) crossing. For this specific task, a system with three different EMA lines is preferred. Ideal Skills & Experience: - In-depth knowledge of Pine Editor; - Familiarity with Trading View platform; - A fine understanding of EMA and its implementation in trading strategies; - Previous track record demonstrating similar tasks completed. I emphasize clarity and efficiency in the script to enhance my trading decisions. Please, get in touch if you can confidently handle these specifications.

...the process across both instances. Must be able to get Unleashed platform to talk to our clients unleashed account. Providing live stock updates order from one to another live and automating all this. This will need to be completed this week and no later as we have a tight deadline to achieve this. Flow Chart, Shopify Order > Unleashed > (Updates stock levels on clients unleashed as well as our own)> Send order to clients unleashed. Client uploads new stock > updates our unleashed account. Key Tasks: - Inventory Management: Ensure that inventory data is synchronized in real-time between the two instances of Unleashed. This will help in managing the stock levels effectively, avoiding overstock or stockouts, and improving customer satisfaction...

...that aims to replicate the functionalities of Tally. The portal should have the following main features: - Accounting Features - Inventory Management Features - Sales Management Features In terms of the accounting features, I require: - General Ledger - Accounts Receivable - Accounts Payable For the inventory management features, it's essential that the portal includes: - Inventory Tracking - Stock Alerts - Purchase Order Management Given the complexity of the project, I am looking for a professional with prior experience in creating similar online portals. Proficiency in both back-end and front-end development is crucial. A good understanding of accounting and inventory principles is a bonus, as this will help in making the portal more intuitive and user-friendly. Pl...

...of organizations. The ideal freelancer for this project should have: - Experience in web scraping, particularly with LinkedIn data - Ability to extract data at scale - Proficiency in organizing and structuring data for clear analysis - Strong attention to detail to ensure data accuracy The project involves: - Using the provided list of target companies to source employees' data - Identifying individuals who have previously worked at the provided specific companies - Compiling the data in a spreadsheet format for delivery The successful applicant should not only have the required technical skills but also the capability to deliver quality and timely results. Please showcase your experience in web scraping and the relevant tools you intend to use to ens...

1. *Data Collection and Analysis:* Gather historical and real-time cryptocurrency market data, cleaning and processing it for meaningful insights. 2. *Algorithm Development:* Utilize Python's machine learning libraries to create predictive models capable of identifying potential trading opportunities. 3. *Risk Management Integration:* Implement risk mitigation strategies within the algorithm to minimize potential losses during volatile market conditions. 4. *Backtesting and Optimization:* Test the algorithm's performance using historical data to refine and optimize its effectiveness. 5. *Live Testing and Deployment:* Gradually introduce the algorithm to live market conditions, continuously monitoring and fine-tuning its performance.

I need a Python developer to create a bot that scrapes data from APIs on an hourly basis. - The bot's primary function is to scrape data - The data will be sourced from APIs - The bot needs to run on an hourly basis Ideal candidate: - Proficient in Python and API data scraping - Familiarity with creating bots - Able to ensure smooth hourly operation, possibly using a scheduling library such as APScheduler

I'm looking for a...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. I value clear communication and timely delivery. Looking f...

I'm looking to set up a platform where I can sell digital products. Key Requirements: - I'd like customers to be able to download their purchased products directly after they make a purchase. - The platform should support cryptocurrency payments for the purchases. Ideal Skills and Experience: - Experience in setting up online sales platforms, preferably for digital products. - Knowledge of cryptocurrency payment systems. - Understanding of user-friendly download processes for customers. Please let me know your experience in this area and how you would approach this project.

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

Beginner level freealancer to create an mcq list for moodle quiz website in Aiken formatting. Aiken format I am following is Frusemide tablets 40mg tablets are in stock. How many would you give for a dose of 120mg? A) 3 tabs B) 2 tabs C) 4 tabs D) 5 tabs ANSWER: A Sulphasalazine tablets 500mg are on hand. The dosage required is 2g. How many tablets are required? A) 3 tabs B) 2 tabs C) 4 tabs D) 5 tabs ANSWER: C So can you create options like a teacher, you don't need to know a lot about the topics. If you are wondering, It is nursing mcq (multiple choice questions). I have the questions and answers ready in a pdf. The first 428 questions are ready. Once the Question and Answer pdf is given, In the format mentioned above, just add another 3 options in Google sheet, and writ...

...smooth order submission process for our agents. Ideal Skills: - Proficient in PHP - Strong experience in web development - Knowledge in creating secure web forms - Experience in agent-based systems would be a plus Please bid for this project if you believe you have the skills and experience needed to deliver a high-quality, efficient, and secure PHP page for our agents. Our customer sells products (not online, but in shop). He wants to receive orders from agents. I have an excel file containing the products that he wants to sell. The excel file has 5 columns: 1st columns is for Brand 2nd column is for Model 3rd column is for Color 4th column is for Price 5th colums is for Quantity in Stock We want to realize a simple php page with a form to send an em...

I need an AI website that shows daily stock picks, weekly stock picks and monthly stock picks but there must be limited number of picks and there must be a paid version that shows special picks. For example, AI picks 10 stocks daily but shows only 7 of them, does not show the best first 3 stocks to buy and users need to pay monthly fee to see first 3 stocks.

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

...media manager who can help me in creating and scheduling 200 posts for LinkedIn, Facebook, and Instagram. The posts will aim to target the Saudi market, focusing on Saudi public holidays, patriotism, and more. The requirements for this job are as follows: - Create 200 posts: The posts should be engaging, creative, and tailored for a Saudi audience. They should include high-quality, royalty-free stock photos and be bilingual in both English and Arabic. - Schedule posts: Utilizing Odoo Social Marketing, the successful candidate will be responsible for scheduling these posts for optimal times to reach the target audience. - Target Saudi Market: Understanding the Saudi culture and market is crucial. The posts should resonate with the local audience, focusing on themes such as patrio...

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.

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 handl...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 d...

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....