Website database extractemplois

I need a tool that extracts specific content (text and images) from PDF files and adds this data into a CSV file under designated headers. Key Requirements: - The tool should be designed specifically for Windows OS. PDF Data Extraction: - Need the tool to extract both text and images from the PDFs. CSV Insertion: - The extracted data should be sorted correctly under their respective column headers in a CSV file. Consistent PDF Structure: - It is important that the tool can handle data extraction from PDFs with a consistent structure. Ideal Skills and Experience: - Proficiency in developing Windows-based tools. - Experience with PDF data extraction. - Familiarity with CSV file manipulation in Python or related languages.

I'm looking for a freelancer who's great at web scraping to help with a project involving a specific website initially, with potential for more. I'll give you the specific data fields to extract. It'd be great if you: Are really good at web scraping and or Python. Know your way around MS SQL Server databases, not essential but definately an advantage. Understand how to extract data effectively. Understand the need for security and captcha integration if needed. Can work quickly since this project is a priority and needs to be done ASAP. Ultimately, I want to be able to manage the code with your ongoing help, so this could lead to a long-term partnership. I'll share the full details when needed. You will provide source code, documentation and d...

I need someone to extract the data from a PDF file and build it into a Word document. The purpose of this is to make the content editable. - The PDF is simple, with only text and no complicated layouts, images or tables. - I would like the extracted text in the Word document to have a specific formatting style applied where headings are large, words are small. Ideal candidates should have experience with PDF to Word conversion, and possess skills in editing and formatting. Being detail-oriented is a major plus. Please note that the extracted content must be accurate and the final Word document should maintain a professional finish. Do NOT deliver this as a simple export because I could easily do that. Run grammar checking for English (Australia)

...This project requires full-time engagement to achieve the best results possible. Specifically, I'm looking for someone with experience in Natural Language Processing (NLP). This project will involve analyzing large datasets of text and quotes, in order to develop a powerful natural language processing model. The model should have the ability to classify quotes by sentiment, recognize intent and extract entities from the text. There will also be opportunities to explore new techniques for natural language understanding and machine learning. The right candidate should have excellent problem-solving skills, knowledge of machine learning and natural language processing algorithms, as well as experience with data visualization tools such as Tableau. Additionally, the ideal per...

I need someone who is proficient in data analysis, particularly with unstructured data sets. The primary goal of this project is to extract insights from both text and numerical data. You'll also be required to perform machine learning techniques such as LDA and NMF. Key Responsibilities: - Extracting insights from unstructured text and numerical data - Utilizing machine learning techniques like LDA, NMF, etc. - Ensuring an ethical approach to data analysis - Asking the right questions for analysis and providing detailed insights Requirements: - Extensive experience in data analysis, particularly with unstructured data - Proficiency in machine learning techniques like LDA and NMF - Strong ethical understanding and the ability to consider ethical implications in data analysis...

...handle queue redirects - Human Simulation : mimic human behavior to avoid detection (randomized request intervals) - Technical requirements - use session management and different proxies/ips, implement captcha solving techniques or third-party captcha services if there is any available captcha yet to be solve, ensure scalability to handle high request volumes - Session tracking : the bot should extract and log the link for any session that successfully passes the queue The bot should be smart enough to navigate through the ticketing process of these platforms and complete the purchase. Experience in web scraping, automation, and ticketing bots, as well as knowledge of the mentioned platforms, is a must. If you can build a robust, reliable bot that meets these requirements, I&#...

...multiple tables(vary from 15-35, depend on each html file). Python to extract specific table and vertically stack them together to create an Excel file.(first column add html filename.) inside html file is encoded in chinese, so must use chinese to view it. table name/string partially e.g. "現金流量表" or "被投資公司名稱" or "資金貸與他人"or "轉投資大陸地區" or other name(later can be change). extract table based on table names/string. the table may not be there(depend on the html). If so just skip or single row blank. have to be easy to read and maintain in the future. .py file(source code) not .exe binary file (I think it's not very hard. I've wrote the code already. But only extract one file at a time, and unable to match specifi...

I am in need of a Python expert, specializing in web scraping. I require someone who can proficiently extract data from various websites. The specifics of the data may vary from text content, images, links, to contact information. Your key responsibilities will include: - Writing effective and efficient Python scripts to scrape data - Ensuring the data is extracted accurately and in a structured format - Delivering the data in a timely manner The ideal candidate should have: - Proficient experience in Python and web scraping - A strong understanding of data extraction techniques - Proven experience in handling and parsing a variety of data types - Excellent communication skills and the ability to meet deadlines Please be prepared to provide examples of your previous work in we...

We're seeking a detail-oriented and web-savvy freelancer/contractor to build a comprehensive database of sign manufacturers/companies in France. Project Scope: • Research and identify qualified sign manufacturers/companies/suppliers/sellers/stores across France. • Utilize various online resources, including: o Search engines (Google, Bing, etc.) o Social media platforms (Facebook, Instagram, LinkedIn) o Industry directories and publications (list specific resources if known) o Business databases (mention specific databases if known) • Gather and verify contact information (name, email, phone number) for each lead. • Compile lead data into a Excel format . Qualifications: • French reading and understanding - ONLY • Excellent research and data coll...

I'm looking for someone to convert a PDF document into a Word document. The main purpose of this conversion is to extract text from the PDF content which has complex formatting, including elements such as tables and footnotes. Key Requirements: - Accurate Extraction: The primary goal here is to ensure that all text is accurately extracted from the PDF file and transferred to the Word document without any loss or distortion. - Formatting Preservation: While the layout may be complex, I'm looking for the freelancer to maintain the font styles and sizes as they appear in the original document. The ideal candidate for this job would have: - Proficiency in PDF and Word processing tools - Experience with maintaining formatting during content transfer - Attention to detail to ...

I'm looking for an experienced hacker who specializes in database scraping to assist with lead generation. My main aim is to get detailed contacts to grow my business. - Specific Tasks: - Database scraping - Extract contact details - Contact Information: - Email addresses - Phone numbers Ideal candidates should have previous experience in the field. Proficiency in data mining and scraping is a must, along with an understanding of lead generation strategies. Strong grips and successful track records on obtaining accurate contact details are key to perform this job efficiently.

I'm seeking a Python expert to delve into a specific set of emails and tackle both sentiment analysis and classification tasks. Key Tasks: - Sentiment Analysis: I want to understand the overall sentiment of the email data. You will be required to identify and extract the prevailing sentiment from the emails. - Email Classification: The project includes categorizing the emails into predefined categories. This will involve analyzing the content and context of the emails to sort them into different classes. Requirements: - Proficient in Python: As Python is my preferred language for this, you should have a strong grasp of Python and its libraries for carrying out sentiment analysis and text classification. - Email Analysis Experience: Experience in analyzing text data from ema...

I'm looking for a...developer to help with real-time text data scraping via API and management using BeautifulSoup. This project is primarily focused on retrieving text data and storing it in a database. Key Responsibilities: - Implement an API scraper to continuously retrieve text data in real-time - Utilize BeautifulSoup for data extraction and management - Develop a robust database to store all the scraped text data The ideal candidate should have: - Proficiency in Python programming language - Strong experience with API scraping and BeautifulSoup - Previous work involving real-time data scraping - A good understanding of database management It is important that the data scraping runs seamlessly and accurately in real-time. Prior experience with similar pr...

I want someone who can create a database in MS Access for Invoices Log (tracking for already processed invoices) with the following features. 1- A list of all invoices (Master List) with the field names I will provide. 2- A list of all Contracts with the field names I will provide. 3- A list of all Purchase Orders. 4- A list of Approvers who is approving the invoices. 5- A list of Accounts. 5- All of these list should be linked with each other. The database should have a login page. After Login, there should be a a Main Page, with link to the above mentioned list pages plus, Add Invoice, Search Invoice, Search Approver, Search Contract, Search PO, Search Account and Reports pages. For Add New Invoice page, I should be able to add an invoice details in it, and if it's...

...comprehensive data collection. • Extend the data collection across all significant food delivery apps available in the specified city. • Store collected data in a structured format for easy access and analysis. • Conduct data mining to extract meaningful insights from the collected data set. 3. Deliverables The vendor is expected to provide the following deliverables: 1. Data Collection Framework: A detailed plan and the tools or technologies proposed to be used for data collection and management. 2. Structured Data Repository: Access to a structured database or repository containing all collected data. 3. Analysis Report: A comprehensive report detailing the findings from the data mining process, including but not limited to trends, preferences, pricing st...

...data from specific websites using CRM and CID numbers. The goal is to develop a script or tool that will: Look up Doctor's Specialization: Use CRM numbers to search on the website: CFM Doctors Search Extract doctor's information including their specialization. Look up Disease Descriptions: Use CID numbers to search on the website: MedicinaNet CID10 Search Extract the disease description. Deliverables: ( ) A script or tool that can take a list of CRM and CID numbers as input. Automate the search process on the specified websites. Extract the required data and compile it into an Excel file with separate sheets for doctors' information and disease descriptions. Requirements: Programming Language: Preferably

...suppliers. These suppliers will send us three specific types of data through their APIs - customer information, product information, and order information. Key Requirements: - Connect the webapp with Supplier A, Supplier B, and Supplier C APIs. - Extract and process customer information, product information, and order information sent by these suppliers. - Display this data on the webpages of the application. - Store this data efficiently in a database. Skills and Experience: - Proficient in PHP and API integration. - Strong understanding of database management. - Experience in handling customer, product, and order data. - Detail-oriented to ensure accurate data extraction and display. - Ability to create a seamless user experience through webpage data presentatio...

I am seeking an expert who can help me automate the process of saving PDF attachments from Outlook emails. Key Requirements: - Extract PDFs based on dates within the PDF text: The PDFs should be saved based on a specific criterion - dates within the PDF text. Your role will be to parse these dates and save the files in a designated folder on my computer. Skills and Experience: - Proficiency in Outlook: A deep understanding of Outlook's email management functionalities is a must for this project. - PDF Parsing: Experience with parsing text within PDFs is essential. - Automation: The ability to create a script or use a tool that can automate the process of saving the PDFs according to the specified criteria. - Efficiency: The project needs to be completed urgently, so the idea...

I'm looking for a developer to create a Chrome extension that will communicate with a server. The extension should be able to: - Extract the first value from the first document that is loaded - Select the second value from the second document that is loaded The communication between the Chrome extension and the server should be seamless and efficient. The server should be able to receive and process the values extracted by the extension. Iam using a multiple AWS windows instances upto 16. So in every instance I use chrome Browser for my Business to customers daily. So I run a Extension in chrome for Auto click drop-down &radio button That extension developed by other freelancer So Every instance& chrome extension has to connect to the server and if we change the...

I'm looking for a developer to create a Chrome extension that will communicate with a server. The extension should be able to: - Extract the first value from the first document that is loaded - Select the second value from the second document that is loaded The communication between the Chrome extension and the server should be seamless and efficient. The server should be able to receive and process the values extracted by the extension. Iam using a multiple AWS windows instances upto 16. So in every instance I use chrome Browser for my Business to customers daily. So I run a Extension in chrome for Auto click drop-down &radio button That extension developed by other freelancer So Every instance& chrome extension has to connect to the server and if we change the...

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...This includes extracting data from the app and setting up conditional actions based on the app's content. Please note that this is not a simple open/close app task, but rather more complex interactions within the app itself. Ideal Skills and Experience: - Prior experience with MacroDroid or other automation tools for Android. - Strong understanding of Android app behavior and the ability to extract relevant data. - Experience with setting up conditional actions and advanced automation scenarios. - Ability to problem-solve independently and accurately implement the specified actions within the app. External Devices or Services: - The automated tasks are meant to operate solely within the app itself; no interaction with external devices or services is required. The succes...

I'm looking for someone to convert a PDF document into a Word document. The main purpose of this conversion is to extract text from the PDF content which has complex formatting, including elements such as tables and footnotes. Key Requirements: - Accurate Extraction: The primary goal here is to ensure that all text is accurately extracted from the PDF file and transferred to the Word document without any loss or distortion. - Formatting Preservation: While the layout may be complex, I'm looking for the freelancer to maintain the font styles and sizes as they appear in the original document. The ideal candidate for this job would have: - Proficiency in PDF and Word processing tools - Experience with maintaining formatting during content transfer - Attention to detail to ...

I require an advanced database to streamline church operations. It must include: - Member management: This involves recording personal details of each member, tracking attendance, and allocating to the right departments. Each member's record should also include household and family details, with specific fields for spouse and children. - Functionalities: Capacity to sort data based on each individual (organize by member). It should also capture other input fields like gender, age, membership status, notes, and whether they serve as workers or ministers. - Financial management: The platform should have capabilities for recording and tracking financial contributions. Ideal freelancers will have experience in building similar database systems, with a keen understanding ...

I need a skilled Pine Script coder for TradingView to help with extracting code from a restricted invite-only script. This script is accessible to me but is otherwise restricted. Key Responsibilities: - Extract the code from the restricted script - Perform major modifications as needed (e.g., changing algorithm, adding/removing features) Ideal Skills and Experience: - Strong experience in Pine Script coding for TradingView - Proven track record of extracting and modifying code from restricted or invite-only scripts - Ability to make significant changes to a given algorithm, indicator or strategy

I need to Extract followers of group members of the link I will provide

I need a professional who can help me with scraping data API from a specific website or platform. I'm looking to extract specific data points or information and potentially set up a regular scraping process. Key Requirements: - Proficiency in Web Scraping: I need someone who has experience with web scraping tools and techniques. - Data Mining Skills: The ability to identify and extract the specific data points I require is crucial. - Automation Expertise: If you have experience setting up automated scraping processes, that would be a huge advantage.

I am looking for a skilled Elasticsearch expert to help with data indexing and analysis for a large dataset. The data to be indexed is primarily textual and it is sourced from database entries. Experience with database management and textual data analysis is a crucial requirement for this project. The primary tasks include: - Analyzing and indexing a large dataset from database entries - Setting up Elasticsearch for efficient data analysis - Implementing indexing strategies for textual data Proficiency in Elasticsearch, data indexing, and database management is benefit for this project. Familiarity with handling large datasets and textual data is a must.

I'm seeking a data entry specialist with a knack for precision to type data from PDFs into an online database. Key Requirements: - As a data entry specialist, you will be responsible for the accurate and timely entry of data from PDFs into our online database. - The data format should match the original PDFs, with no specific validation rules needed. - The ideal candidate will be detail-oriented, with a proven track record of data entry. If you're someone who enjoys working with data and has an eye for detail, this could be an ideal project for you.

I'm in need of a talented professional who can help me with a custom web crawler project. Key Requirements: - **Web Crawler Customization:** The ideal candidate will need to adapt an existing web crawler code to include specific features I require. This includes the ability to extract and filter data from multiple websites. - **Data Management:** I expect the total scale of the data to be relatively small, so the freelancer should have experience handling data sets of this size. - **Data Analysis:** After the information is extracted, I intend to use it primarily for data analysis. The freelancer should have a good understanding of how to structure data for this purpose. Ideal Skills & Experience: - Proven experience in customizing web crawlers and managing data. - Profi...

I'm in need of an experienced developer to help with fetching and displaying user transaction details from WordPress to a React front-end in a headless WordP...details from WordPress to a React front-end in a headless WordPress project. Key tasks include: - Fetching user credit and debit details from WordPress: This data should be gathered and displayed in a user-friendly interface on our React front-end. As mentioned, we're looking to do this as soon as possible. The ideal candidate should have: - Strong experience in WordPress: knowledge of how to extract specific user data. - Proficient in React: able to work on a headless WordPress setup. - Good communication skills: as this project needs to be completed quickly. Please get in touch if you have the required experien...

Build an ISO for a raspberry pi (with cellular notecard) to scan for unique cell phones in a specific range and log the unique phone ID and timestamps/ping (distance) from the raspberry pi and store in mysql database using cellular adapter.

I want someone who can help me To extract leads

I am seeking a skilled data miner to initially extract at least 1,000 company names, telephone numbers, and emails of translation agencies in the United States. We will provide the names of the cities, and the data miner will be responsible for searching local translation agencies on Google that meet these requirements. The database is to be created on a Google Spreadsheet. Based on this information, please tell us how many entries you can complete per hour and your best rate per hour.

Task at hand is to extract vocals from a highly distorted audio file OF APPROXIMATELY 8 MINUTES. I DO HAVE OTHER FILES I WOULD LIKE DONE AS WELL, IF EXTRACTION IS SUCCESSFUL. As a client, my ultimate target is related to: - Enhancing intelligibility within the dialogue to bring utmost clarity. - Identifying specific words or phrases that may prove crucial. - The file is from a criminal setup with the audio of a father setting up his son; thus every word could change the narrative. The audio clip has been intentionally distorted over crucial conversation. Do whatever it takes to make the conversation extremely clear irrespective of the overall audio quality. Those offering skills and experience in forensic audio analysis, audio software engineering will ideally match the job req...

I'm in need of a skilled Delphi developer who can quickly generate a program that can dive into the registry of a Windows machine and extract the names of all programs listed in the "Add/Remove Programs" section. Key Requirements: - The code should be written in Delphi. - It should effectively scan the registry. - Extracted program names should be displayed in a listbox. This is a simple task, but it's important that the code is efficient and free from bugs.

I want a mobile application for iOS that can effectively extract text from images captured by the camera and then accurately highlights specific words. Key Features: - **Text Extraction:** Accurate OCR technology that can interpret and transcribe text from images with precision. - **Word Highlighting:** The app should be able to highlight certain words based on user input. I prefer these highlights to be done via color changes. - **Image Handling:** The app should allow users to take photos from within the application itself or upload from gallery Ideal Skills: - Proficiency in iOS app development. - Experience with Optical Character Recognition (OCR) technology. - Knowledge of effective text highlighting within a mobile app. - Familiarity with designing a user-friendly inter...

For this task, I am searching for a freelancer skilled in audio editing to extract names from a 20-minute audio. The quality of the recording is good. What is needed: - Eliminate names using a beep sound. The outcome should not interrupt the flow of dialogue, maintaining as natural a progression as possible. - Post redaction, convert the audio file to MP3 format. Ideal Skills and Qualifications: - Experience with audio editing, specifically redaction. - Expertise in manipulating sound while minimising disruption to surrounding audio. - Proficient in converting audio files to different formats. Please ensure you have the correct software and expertise before bidding. This project requires precision and attention to detail for effective completion.

...complete but due to some error while connecting to the database some code is missing and the connection is not completed. You have to find out where the problem is and fix it properly. I will help you in everything ******* I'm seeking a skilled PHP developer to assist with a project that involves fixing a PHP file and combining a Php ,MySQL database. The main tasks for this project include: - Resolving a database connection issue in the PHP file. - Combining the MySQL database in the backend of the PHP file. Your role will be crucial in ensuring that the database is correctly integrated into the PHP file and that the database connection is stable and error-free. The PHP file should be able to successfully communicate with the MySQL ...

I need a skilled Wordpress professional to update and arrange my blog posts on my Elementor site. The updates include text editing, adding and replacing images, and adjusting the layout. Key Tasks: - Update 4 blog posts: The main task is to rewrite some of the content and add or replace images where necessary. This update should be done ...use and publish them on the site. - Elementor and Wordpress proficiency: You must have a good understanding of Elementor and Wordpress to carry out the necessary updates and arrangements. The project is of top priority and needs to be completed ASAP. I'm looking for someone who can work efficiently, collaborate with me well, and ensure the tasks are completed to a high standard. You need to extract images from pdf's You need to uplo...

As the project owner, I'm seeking a professional skilled in Pine Script with experience in retrieving code from private scripts on Trading view. The key objectives of this project include: - Extracting the Pine Script code from a specific invite-only script (the script name will be shared privately upon project commencement). Unfortunately, it's currently unknown which specific script to be used, but clarity will be provided as the project progresses. - Discern the implemented functions within the script. The functionalities mainly centered around recognizable trading indicators like Moving averages, Pivots, Fibonacci and MACD. - The code extraction should consider compatibility with variable timeframes. Whilst exact timeframes aren't specified yet, flexibility should be ...

...creating an ER diagram, relational schema, database dump, SQL files, and queries for a library database system. Requirements: - ER Diagram: An ER diagram is required with rationalities similar to the example provided in this link: - Relational Schema: Develop a relational schema that effectively models the database. - Database Dump: Provide a database dump for the system. - SQL Files and Queries: The project should include a set of SQL files and queries that effectively interact with the database. - Managerial Queries: Develop a minimum of 20 managerial queries that will be used to analyze and manage the library database. Deadline: This project must be completed by Monday. Ideal Skills: - Proficiency in database design and SQ...

I am looking for a freelancer to assist with cleaning and analyzing a small dataset in Microsoft Excel. Key Responsibilities: - Data Cleaning: The dataset includes multiple columns and rows that need to be checked for inconsistencies, errors, and duplicates. - Data Analysis: After cleaning, I need the freelancer to perform basic data analysis to extract meaningful insights from the dataset. Ideal Skills: - Proficiency in Microsoft Excel and experience with data cleaning and analysis. - Attention to detail to ensure the dataset is thoroughly cleaned. - Basic data analysis skills to interpret the dataset and present the findings in a clear manner. Please note that the project does not require any specific tools or methods for analysis, but any experience with Pivot Tables, Statis...

...complex backend development and database integration tasks and run code as offline. Key Responsibilities: Develop, test, and maintain robust, scalable, high-quality software solutions. Design and implement new features and functionality. Write clean, maintainable, and efficient code. Develop RESTful APIs to support front-end functionality. Integrate user-facing elements developed by front-end developers with server-side logic. - In-depth understanding and experience of backend operations using Python Django. - Managing and integration of the database with the application. - Maintenance and improvement of existing codebase for optimal functionality. Desirable Skills: - Proven experience in Python Django for backend development. - Hands-on experience in database ...

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.

As the client, I’m engaging this project for an in-depth investigation purpose. I have numerous photographs capturing crimes and betrayals, some of which have been under or over exposed on purpose. My key requirement hinges on using comprehensive digital image processing techniques to extract hidden information from these photos. The ideal freelancer for this task would have a strong background in this field, with proven expertise and enhanced skills. Expectations from the investigation include: • High level of detail: I need precise features clearly identified, even clear text if possible. The ultimate goal is to achieve the best possible clarity on the obscured parts of these crucial images. Therefore, this job best suits individuals who are proficient in digital f...

I've compiled a comprehensive global leads database with 8 million entries. The database includes a variety of details such as name, email, contact number, website, profession, and even Instagram username. - **Purpose**: This database is specifically designed for sales leads generation. It's meant to help businesses and organizations reach out to potential customers and grow their sales. - **Categorization**: The leads are not just categorized by one specific filter. Instead, they're a mix of different categories from various industries, countries, and professions. This eclectic mix provides a wide range of opportunities for potential buyers. - **Delivery Method**: I'm looking to sell this database through a CSV file, online access...

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.

...proficient in Python, specially trained in Chatgpt, to build a web-based AI application for my business. I need the application to be specialized in natural language processing and sentiment analysis, and subsequently serve as a recommender system to provide information and answer queries. Key Features: - Natural Language Processing: The system should be capable of comprehending textual data, extract relevant details and produce appropriate outcomes. - Sentiment Analysis: Enable the detection and understanding of sentiments within the processed text. - Recommender System: The goal is to provide customized information based on the user's interests or preferences. - Information Provider: The AI should function as chatbot, furnishing necessary details upon a user's reques...

I'm seeking a skilled analyst to develop a geographic profile map that displays crime rates within the city. The goal of this representation is to visualize and understand patterns in city-level criminal activities. Ideal Skills and Experience: - ...the city. The goal of this representation is to visualize and understand patterns in city-level criminal activities. Ideal Skills and Experience: - Proficient in Geographic Information Systems (GIS) or similar software for cartographic design - Background in criminology or relevant areas is beneficial - Familiarity with data extraction from various online sources Project Responsibilities: - Extract data from internet sources - Analyze and present the data in a geo-visual format - Maintain accuracy in representing crime rates ...