2008 extract data spreadsheet jobs
...number ... - the time position/time code ... - the data detected ...... - e.g. the sharpness and this should be outputed in a JSON file per video file. Ideal Skillset: - Proficiency in Python - Experience with video processing libraries (like OpenCV, PyAV, or MoviePy) - Experiences with OOP (classes and lists) - Familiarity with JSON output format. Milestones: MS1: provide python OOP module to measure the blurness & sharpness quantification of images and videos data will be written in same filename but with .json as extension we will share you testing images and videos 2 modes required - demo mode with showing the video+persisting the demo video - performance mode, which only processes the data MS2 same as MS1, except now you extract the differe...
I need an Excel VBA code that can perform exact word matching within an Excel spreadsheet. - The code should generate a list of matched words.
For this project, I require an expert who can efficiently extract text content from two distinct webpages and input my data into an Excel file organized by rows. Given that all types of data hold equal importance to me, of essence is for the professional to: - Accurately scrape all text content from the specified webpages - Ensure no data is skewed or omitted during this process - Neatly organize the data by rows in the Excel file The ideal candidate for this job should be proficient in web scraping tools and techniques, possesses an acute attention to detail, and is experienced in using Excel to ensure data is properly formatted and easy to analyze. Please note that minimizing errors during this process is critical, as the data collected...
I am looking for a mid-level QA Tester from India, with experience in both mobile and web applications. The ideal candidate for the job should have: - Experience in testing iOS and Andr...for the job should have: - Experience in testing iOS and Android platforms, as well as web portals - Capable of performing functional and design testing - Proficient in testing user registration, login/authentication, and other functionalities as per the logic - Ability to carry out thorough functionality testing as per the given requirements - Ability to report bugs and issues in the Google Spreadsheet with proper description and snapshots Please note that mid-level experience is a must for this role. The chosen candidate is expected to ensure the quality and performance of our mobile app and w...
...on a monthly basis. The project involves: - Collating and organizing data: The dashboard should cover Attendance and leave records, Training and development, as well as metrics like age, experience, tenure, salary and location of our employees. Your ability to structure and organize these aspects will be key. - Creating an Excel-based system: I'm looking for a dashboard that's easy to dissect and understand. As such, I'd like the final product to be in Excel spreadsheet format. This means you should be very proficient in Excel, knowing how to integrate formulas, tables and other relevant features. - Monthly updates: The dashboard should be designed to be updated monthly. You should be dedicated to ensuring that the data is up-to-date and accurately...
...sales target tracking spreadsheet for my customers. This spreadsheet should have several key functionalities. Features Needed: - Customer Information: It should contain a section where I can input and maintain all my customer's details. - Sales Tracking: The spreadsheet should enable me to track my sales targets daily and provide a detailed analysis of my performance. - Target Achievement: The spreadsheet should also be able to analyze the achievement or shortfall of selected items target completion by each customer. Analysis Required: - I would love to have a feature that shows how well sales targets are being achieved as per defined targets. Ideal candidate should have great attention to detail, proficiency in Excel, and previous experience sha...
I'm looking for a freelancer to help with a simple Excel data entry task, as well as some basic formula work. I have a spreadsheet that primarily contains numbers. Your role would be to accurately type this data into the sheet, ensuring that every entry is correct and in the right format. This task is meant for particular record-keeping purposes, so precision and attention to detail are crucial. In addition to the data typing, I need some basic Excel formulas applied. Experience with Excel and knowledge of formulas is essential to ensure the data is well-organized and easy to work with. This task is not overly complex but will require someone who is proficient with Excel's formula functions.
I'm looking for a proficient practitioner in Tensorflow and machine learning to help develop a solution based on image and video data. Here's what I need: - Design and train a machine learning model that can extract meaningful information from our data. - The model should be capable of scene recognition in video and images. Your solution needs to reliably and accurately identify and classify different scenes. - You should be comfortable working with Tensorflow and have a solid understanding of its capabilities and limitations. Ideal skills and experience: Tensorflow proficiency, solid training in machine learning, experience in working with image and video data, and expertise in scene recognition algorithms. Your proposal should detail your plan ...
Project Description: I am looking for a skilled Data Analyst to help develop a system for classifying email messages as SPAM or HAM. This involves downloading data from a public source, processing it to extract and compute various features, and analyzing these to determine patterns indicative of SPAM. Responsibilities: Download email data from a specified public archive. Create R functions to extract and calculate over 20 variables from each email, such as the number of recipients, percentage of capitals, and URL presence. Analyze this data to explore variable relationships and determine SPAM/HAM status. Generate visual representations of the data and analysis findings. Provide a detailed report on the methodologies used, results obtained, ...
The attached PDF lists every musician who played for the St. Louis Symphony between 1907-1908 and 1978-1979. I would like the data copied into a spreadsheet. To illustrate the desired format, I have entered the first 11 rows into the attached spreadsheet. The PDF is 34 pages long and I estimate it lists 1500 musicians. I would estimate the job will take 15 person-hours to complete. Thanks for your consideration!
I need an expert in data capturing to mine specific information from websites and organize it efficiently into spreadsheets. The ideal candidate should be meticulous and comfortable with the following: - Data Capturing: The primary task involves extracting and compiling data from various websites. - Web Research: Ability to navigate and find required data efficiently. - Spreadsheet Proficiency: Experience with spreadsheets and data organization. Please bid if you have a strong eye for detail and a proven track record in data entry and web research.
...extracting metadata from the images, not manually added. - **Output Format:** I need the final points to be saved in KML format, for easy integration into Google Earth. - **Quality Assurance:** Accuracy is key, the points should correctly represent the image positions. They will be broken into 3 colours depending on the date they were taken, the data is in the folder name and file name. Ideal Skills: - **GPS Data Handling:** Understanding of how to extract and work with GPS metadata from images. - **Google Earth Proficiency:** Experience in creating KML files and working with Google Earth is a must. - **Automation:** Familiarity with tools or methods that can automate the process of generating points from image metadata would be a significant advantage. I...
...Key Requirements: - Extract data from PDF files: The freelancer should have experience in data extraction from PDFs. The goal is to extract content like questions, answers, and any other relevant details. This extractor should be able to be used for different exam boards - Organize data by year, subject, and difficulty level: The extracted data should be categorized based on these parameters. This is crucial for our business as it will help us create a user-friendly interface for our educational platform. - Be able to build an extractor that can be run in a google collab notebook, using whatever packages required, even if large language models are needed. Ideal Skills: - Proficiency in Python - Familiarity with Large Language models for data...
I require an experienced data analyst conversant with Excel to create a detailed spreadsheet and comprehendible report about compression pay between LPN & RN nurses, as well as nurse supervisors. Key data points to include: - Hourly pay rates of each role - Years of experience in each position - Total number of employees in each role - Comparison of compression pay between the nurse employees and nurse supervisors The compression pay should be calculated using a ratio comparison method, highlighting the variation in detail. I am also looking for a detailed analysis in the report explaining the compression shown. Required skills: - Proficient in Microsoft excel - Experience in generating analytical reports - Strong attention to detail - Understanding of th...
Hello, I'm looking for someone to create a Google Sheets spreadsheet filled with YouTube URLs that meet the following criteria: * License: Must be Creative Commons licensed. * Visuals: - Full face visible, speaking directly to the camera; the rest of the body can be included. - Only one person in the shot and speaking throughout the entire video (no cuts to other people). * Quality: High definition (HD or better), not grainy. * Editing: Minimal editing; should be a single take (intro and fade out are acceptable). * Audio: Clear speech; background noise or music is okay if it does not overpower the speech. * Occlusions: No obstructions, such as hands or microphones, in front of the face. * Emotion: Videos displaying significant emotional expression are preferred...
...xlsx) and easily editable. - **Data Required**: The spreadsheet should include Business Name, Address, Phone Number, Email (if available), and any other relevant contact details. - **Usage**: I'll be using this directory for sales lead generation, so it's crucial that all the information is up-to-date and well-organized. - **Categorization**: The businesses should be categorized by specific industry (e.g., Hospitality, Retail) to help with targeted marketing efforts. I would like this done for the retail/hospitality e.g. butchers, newsagents, cafes, and convenience stores. We are not targeting large chains or franchisees. **Ideal Freelancer**: - **Excel Expert**: Proficiency in Excel is a must for this project. - **Data Entry Specialist**: Experience in...
I'...successful freelancer must be capable of performing high-quality data scrapings, potentially for lead generation, market research, or data analysis. As a dedicated data professional, you should have a strong background in web scraping, data extraction, and data analysis. Please be sure to include in your application: - Your previous experience and samples of past work - A detailed project proposal outlining your approach. Your proficiency in using software and tools for data scraping, knowledge of data protection laws, and understanding of various databases will make you a top contender for this project. Time management skills and meticulous attention to detail are also crucial. The goal is to efficiently and accurately extrac...
...Microsoft Excel to build an efficient spreadsheet to monitor potential lost revenue due to late service deliveries. The ideal candidate would possess a strong background in creating financial models and understanding of revenue tracking. Key Requirements: - Proficient in Microsoft Excel, with emphasis on creating advanced, clear, and highly-functional spreadsheets. - Experience in financial modelling and understanding of revenue tracking. - Ability to automate the process as much as possible to minimize manual tracking. Objective: - Create an intuitive and efficient Excel spreadsheet to replace the current manual method of tracking potential lost revenue due to late service. Skills Needed: - Microsoft Excel - Financial modelling - Advanced spreadsheet creati...
I'm looking for an expert to assist with an important aspect of my Autocad project - calculating the material needed for ducts from drawing to excel sheet. Your main task will be to extract the dimensions and quantify each type of duct in the drawing. Key Responsibilities: - Extracting precise information from Autocad drawings - Accurately entering data in Excel for duct types and dimensions Skills and Experience: - Proficiency in Autocad and Excel - Strong understanding and experience in drafting and design - Excellent attention to detail - Experience with duct design or HVAC systems would be advantageous. Please note, material types are not specified for the ducts. This project primarily focuses on quantity and dimensions.
To help manage my work efficiently, I am in need of a proficient virtual assistant. Using Google Sheets, your initial task entails creating a spreadsheet listing festivals held in Louisiana and Mississippi. This sheet should include: - Festival names - Festival locations - Festival dates Apart from spreadsheet creation, I'll also require assistance with customer service tasks. This role best fits someone that is skilled in utilizing Google Sheets and who possesses excellent customer service skills. Prior experience in a similar role is a bonus, but not a must.
I'm seeking a proficient individual to help with a data entry project. I have about 40 URLs, from which I need to extract the product names, prices, and descriptions. The goal is to collate this information in a pre-defined Excel template. Key Aspects: - Extract product names, prices and descriptions from 40 URLs. - Populate an Excel file with the gathered data.
I'm seeking a skilled professional to help me with a research project. The specific deliverable is to find and provide 1,000 email addresses from Apollo. Key Requirements...professional to help me with a research project. The specific deliverable is to find and provide 1,000 email addresses from Apollo. Key Requirements: - Industry: The contacts should pertain to the industry I'll list for you. - Freshness: Email addresses need to be less than 3 months old. Ideal Skills: - Strong research skills: the ability to efficiently navigate through Apollo's platform to extract relevant email addresses. - Attention to detail: ensuring that the email addresses are recent and accurate. - Good understanding of various industries: to assist in collecting contacts aligned wit...
...multi-level marketing (MLM) databases, as well as knowledge of Dolibarr ERP. We need someone who can understand the complex terms associated with MLM compensation plans and create effective SQL queries to extract the necessary data, as well as integrate with Dolibarr ERP systems. Responsibilities: Develop advanced SQL queries to extract data from MLM databases. Understand and apply concepts of MLM compensation plans. Collaborate closely with the team to understand project requirements and goals. Integrate SQL solutions with Dolibarr ERP systems. Optimize query performance and ensure data integrity. Requirements: Demonstrable experience in SQL and PHP. Deep knowledge of relational databases and experience in query optimization. Previous experience wo...
In this project, I'm needing assistance to extract text data from printed documents and entering it into Google Sheets. This task involves meticulous attention to detail to ensure the accuracy of the data entered. The project requires a freelancer with strong data entry skills and the following qualifications: - Proficient in Google Sheets and Microsoft Excel - Excellent typing speed - Previous experience with data extraction - Ability to work with printed documents - Good at data categorization and organization - Proven track record of accuracy - Strong attention to detail If you have these skills, please bid for this project. Thanks in advance for your time and effort.
I need a skilled developer to create an automation bot for Telegram Channels. This bot will have the essential functions of: - Auto-joining channels - Extracting basic channel information including the description and links I want the bot to be able to extract the following specific information from the channels it joins: - Channel Name - Channel Description - Channel Links - Member Count The frequency of this extraction should be set to a weekly basis. Ideal skills and experience for this job would include proficiency in Python or a similar programming language, previous experience with Telegram's API, and prior experience creating chatbots or automation bots. Expertise in web scraping technologies is also a must.
...edit yourself or use help of , we will provide access. 5. Responding to user engagement The objective is to grow the social channels, increase engagement and drive more traffic to our website. Crafting engaging and relevant content tailored to each platform is super important. Automating tasks would be a big advantage although not necessary. You will need to keep track of posts in a spreadsheet that will include: time of post, length of content (text/video), number of views, likes, comments, shares after 1 day. We are open for more ideas! If you BREATH social media, this job is for you! You will be paid weekly milestones. In your proposal please include a weekly price for your work. Thanks and good luck!...
...handling sales inquiries and tracking orders. * **Chatbot Features** - The chatbot should be capable of handling customer support tasks, answering sales inquiries and tracking orders seamlessly. * **User Interaction** - The chatbot needs to be user-friendly for both Stone Crusher Owners and customers. * **Database Interaction** - The bot should interact with our MySQL database to extract data when needed. It doesn't need to update the database, just fetch necessary information when required. * **Skills and Experience** - Strong background in AI chatbot development. - Experience with Gen-AI platforms. - Proficiency in working with MySQL databases. - Knowledge about Stone Crusher operations would be a bonus. * **Sample QA** User: What is Ad...
I work for a security company. We needed a spreadsheet to track security units and track what they're doing. I have the code almost perfect, but it's buggy enough that it's hard to use. There's quite a bit of backend code and intermittent problems with it. I need someone who is great at project code to look at it, troubleshoot it and make it more user friendly.
We are searching for a highly skilled and experienced developer to assist us in building robust API integrations using CloudQuery. Our project involves extracting and integrating data from various sources into our system for advanced data analysis and reporting. We're looking for a developer who can effectively use CloudQuery to build these integrations in a scalable and efficient manner. Key Responsibilities: Design and implement API integrations using CloudQuery. Be able to write DBT transformations. Extract and manipulate data from various data sources (SQL, NoSQL, APIs, etc.). Ensure the integrations are scalable, efficient, and maintain high performance. Collaborate with our team to understand requirements and provide technical solutions. Writ...
...are seeking a skilled financial modeling specialist to create a comprehensive financial model for a vending project. This one-time task involves analyzing various metrics, such as conversion rates, visitor traffic, and other relevant data to forecast the profitability and feasibility of the project. Responsibilities: - Create a financial model based on the specific requirements of the vending project - Analyze conversion rates, visitor traffic, and other key metrics to predict profit margins - Utilize advanced spreadsheet techniques to organize and present data effectively - Provide recommendations and insights based on the financial analysis Requirements: - Proven experience with financial modeling, preferably in the vending industry - Proficiency in Excel, Googl...
I'm in need of a video editor with a knack for making videos sleek and engaging. The footage is a bit over 10 minutes long; thus, I need someone who can extract the most engaging parts, making it concise and appealing. Key Requirements and Responsibilities: - Trimming and cutting footage while maintaining the video's essence and message. - Incorporating calm and peaceful background music. The music's style should align with the video's content to ensure a seamless watch experience. Ideal Skills and Experience: - Proficient in video editing software (e.g., Adobe Premiere Pro, Final Cut Pro, etc.). - Prior experience in creating concise videos from longer footage. - A good understanding of music selection to create a cohesive video experience. If you're co...
We are looking for an expert in Machine Learning to help us extract value from our data. Ours is a data-intensive project demanding heavy analytics and normalisation of textual, numeric and image data RESPONSIBILITIES Understanding business objectives and developing models that help to achieve them, along with metrics to track their progress Develop scalable infrastructure that automates training and deployment of ML models Managing available resources such as hardware, data, and personnel so that deadlines are met Data visualizations and data comprehension Brainstorm and Design various POCs using ML/DL/NLP solutions for new or existing enterprise problems. Work with and mentor fellow Data and Software Engineers to build other parts...
I need a proficient data miner to help me extract student leads from the following websites - , college , , , mbauniverse.com. Key Information to Extract: - Student contact numbers As I require this data urgently, a prompt turnaround time is essential. Freelancers should possess the following skills and experience: - Expertise in web scraping - Familiarity with the aforementioned websites - Can deliver a high level of accuracy - Can ensure data is categorized correctly. Applications from freelancers who can demonstrate past experience in similar projects will be looked upon favorably. Immediate availability is preferred due to the urgent nature of this project.
Hi, The task is to scrape a pdf that is downloaded on website. Steps: 1. Go to website 2. Enter code in search and click search. (We provide list code) 3. On the results page Click on pdf document and open or download it 4. Extract 14 pieces of data from the PDF and export into excel sheet. There are about 150.000. Some codes do not have any data then skip. I have attached a word document with pictures and flow for you to review. Thanks!
I'm looking for a skilled developer to build me a web scraper for the Kumon UK website. The scraping needs to be able to: - Extract the names of tutors - Retrieve their addresses - Fetch contact information like phone numbers or email addresses The scraping process should be set to run just once, and must be accurate and reliable. The data should be presented in a structured format, ideally a XLSX file. Please provide an overview of your experience with web scraping and any similar projects you've worked on.
I need a financial expert to help me with a range of tasks on ...budgeting, and tax preparation. - Specific tasks include: - Creating a detailed breakdown of financial plans and budgets - Ensuring high accuracy in financial planning and budgeting I expect the ideal candidate to be comfortable working with Excel/Spreadsheet, as this is the tool we'll be using to integrate the financial plan and budget. Ideal Skills: - Proficiency in financial planning, budgeting and tax preparation - Proven experience in creating detailed financial breakdowns - Advanced understanding and experience with Excel/Spreadsheet - Excellent analytical and problem-solving skills This project requires someone who pays extreme attention to detail, is comfortable with numbers, and can adher...
I am in immediate need of a Python expert who can extract data from external website and store in an MS SQL database. freelancer with extensive experience in data extraction from varied sources would be highly desirable. The skills and experience required for this job includes: - Extensive knowledge on Python-based data extraction methods - Proven experience with managing and manipulating MS SQL databases - Ability to adapt to multiple and potentially unexpected data sources - willing to work via anydesk for final installation of the project Given the urgent nature of this project, only those who can demonstrate a commitment to quick turnaround times need apply.
I am seeking an...transfer of TikTok users' video data into a Google Spreadsheet immediately upon posting a new video. Key Focus Areas: - Integration: The automation has to be seamless, with video data transferred automatically into the spreadsheet after a new video is posted by the user. - Data Extraction: The data to be fetched includes: Username, Likes, Views, Date Posted, Total videos to date and whether the weekly goal has been met. - Visualization: Data should be visually represented with Bar Graphs. Ideal Candidate: - Should have experience with automation software. - Should have proficiency in coding, preferably with a background in data extraction. - Should have good understanding of TikTok's API. - Should have e...
Job Description: As a Software Auditor, you will be crucial in conducting thorough assessments of software usage within client organizations. You will analyze software licenses, usage patterns, and deployment data to ensure compliance with licensing agreements and identify potential areas of risk or non-compliance. Roles and Responsibilities: • Conduct software audits for client organizations to assess compliance with software licensing agreements. • Analyze software deployment data, license entitlements, and usage metrics. • Verify the accuracy of software license records and documentation. • Identify discrepancies, unauthorized software usage, or potential non-compliance issues. • Prepare detailed audit reports outlining findings and recommendati...
Scrape license data from the FL DBPR website and deliver into an excel spreadsheet. Two counties: Osceola and Polk. Two license types: Vacation Rental - Dwelling and Vacation Rental - Condo. In the attached spreadsheet the required fields to identify the license type and county are shown in screenshots and the second tab as an example. The extracted data is then to put into tabs for each county and license type. Multiple rental locations for a primary name should have multiple entries (rows) with the license details repeated and only the rental location being different each row. There maybe some dynamic features in the website that complicates data extraction. Website:
I need an experienced data scraper to extract specific financial information from the NASDAQ and HKEX stock markets. Your task will be to focus on: - Stock prices - Company financials - Last 5 Years ROE - Last 5 Years EPS - NAV - P/E Ratio - P/B Ratio -Net Cash Flow Other economic indicators(US & HK) -Interest rate -Unemployment rate -Inflation rate The ideal freelancer for this job should have experience in data scraping and familiarity with financial data. The requirements involve pulling data from the past five years. All data should be delivered in a CSV file format. The ability to achieve high-accuracy and precision in data extraction is critical for this role.
...marked as spam. Your past freelance feedback should clearly show that you have completed similar tasks. I require a specialist in web scraping to extract the body text from articles on Google News. The information will be earmarked for natural language processing, hence, accuracy of extraction and correct formatting into an excel file is of utmost importance. Key responsibilities and skills: - Experience in web scraping, specifically from news websites. - Knowledge of creating Python or PHP scraping scripts or using API. - Ability to deliver results fast, as the project needs to be completed ASAP. Please note that the sole requirement is to extract the body of the news articles with no need for the title, date or author. Let me know your approach and estimated timefra...
Everyday I have to extract some datas from around 100 invoices (PDF files) and copy it to an Excel file. I do it manually (copy/paste), but I need a tool to have it done automatically. These invoices have a consistent format structure, and the fields I need to copy to Excel are always the same. They are informations like: invoice number, date, customer's name, product code, price, etc. All the fields that need to be on Excel are highlighted in color red on the 2 files I'm providing as an example. Any other info not highlighted in red, doesn't need to be on Excel file. The automation process must execute without fail, ensuring that the location of highlighted fields - which are always the same in every file - does not affect the extraction. The only difference you�...
...developer to create a desktop application that will allow me to access artist reports from Spotify and manage playlists easily. Key requirements and tasks include: - Desktop Application: The application should be desktop-based, enabling me to efficiently access and interact with Spotify artist data. - Playlist Management: The application will be designed to build and maintain playlists from a FileMaker database, which I have already set up. The tool should allow for seamless playlist management based on the data present in the database. - Spotify Artist Report Access: The primary functionality of the application will be the extraction of artist reports from Spotify. The reports will be related to a variety of indie bands. It's crucial that the developer can integrate...
I'm seeking an expert to merge and de-dupe around 700 account / contact records to enable us to obtain a clear deduped prospec...encapsulates around 10 key fields: Customer type and association, Store Name, Contact Name, Email, Phone, Mobile, Email, Address, Job Title and notes. Ideal Skills and Experience: - Proficiency in Excel and other spreadsheet tools - Experience with data cleansing and deduplication - Attention to detail and accuracy - Experience with handling sensitive data securely Tasks Involved: - Merging duplicate contacts (based on a specific criteria which I will provide - manual deduplication may be required) - Removing duplicate records while retaining only unique entries - Ensuring no loss of data during the process (this is essential. ...
I am looking for a freelancer with expertise in PowerBi and Excel. The task will revolve around creating a one-time report/dashboard on PowerBi sourced from a single Excel spreadsheet. The ideal candidate should have: - Previous experience with PowerBi and Excel - Proven track record of data analysis - Attention to detail Please note that the Excel file won't be changing over time, so there is no requirement for the PowerBi report/dashboard to be updated. Content Description: I have statistics from every UFC fight and want basic visualizations made (I have a rubric)
I need assistance with data entry. I have printed documents containing text data that I need to be accurately transcribed into a spreadsheet. Key Requirements: - The data is text-based and will require accurate transcription. - The data will be provided in printed documents. - The output format required is a spreadsheet. Ideal Freelancer: - Proficient in data entry with high attention to detail. - Experienced in working with printed documents. - Skilled in using spreadsheet software. Your role will be crucial in ensuring the accurate and efficient transfer of the information from these printed documents to a digital spreadsheet. The ability to maintain precision in transcription is key.
I'm seeking a skilled developer to take my existing demo code and bring it to the next level. The application is web-based and is intended to automate the extraction of data from Word and Excel documents, and then compare the data for consistency. Key Responsibilities: - **Improved Data Extraction Accuracy:** The code should be enhanced to improve the accuracy of the data extraction process. The developer should implement robust methods to ensure that all necessary data is correctly captured. - **Enhanced Comparison Algorithm:** The comparison algorithm should be optimized to better handle the extracted data. The developer should ensure that the comparison is done accurately and efficiently. - **User-Friendly Interface:** The current demo cod...
MATLAB USERS Visual Processing and Object Detection: The first task will be to detect and segment objects in images using traditional computer vision methods. It will be necessary to automatically separate the balls from the background and evaluate the accuracy of the segmentation. Feature Calculation: The second task will be to extract texture and shape features. By using appropriate algorithms to calculate the shape attributes of the balls, it will then obtain textural attributes with gray level collaborative matrices. Object Tracking: The third and final task will be to track the movement of a ball by applying a Kalman filter. Working with real and noisy coordinates, it will create a tracking algorithm and compare the tracked path with the real one. summarize this in 250 words
