A brief outline of the changes users can expect from the Assessor's open data offerings.

A complete list of live websites using the Auto Refresh Post Page technology, compiled through global website indexing conducted by WebTechSurvey.

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Comprehensive dataset containing 72 verified PC Refresh locations in Netherlands with complete contact information, ratings, reviews, and location data.

The Rapid Refresh (RAP) numerical weather model took the place of the Rapid Update Cycle (RUC) on May 1, 2012. Run by the National Centers for Environmental Prediction (NCEP), RAP runs with two versions. The first generates weather data on a 13-km (8-mile) resolution horizontal grid and the second, the High-Resolution Rapid Refresh (HRRR), generates data down to a 3-km (2-mile) resolution grid for smaller regions of interest. RAP forecasts are generated every hour with forecast lengths going out 18 hours with a 1 hour temporal resolution. Multiple data sources go into the generation of RAP forecasts: commercial aircraft weather data, balloon data, radar data, surface observations, and satellite data. This dataset contains a 13 km horizontal resolution Lambert Conformal grid covering the Continental United States (CONUS) domain.

The Forager.ai Global Dataset is a leading source of firmographic data, backed by advanced AI and offering the highest refresh rate in the industry.

| Volume and Stats |

• Over 70M total records, the highest volume in the industry today.
• Every company record refreshed twice a month, offering an unparalleled update frequency.
• Delivery is made every hour, ensuring you have the latest data at your fingertips.
• Each record is the result of an advanced AI-driven process, ensuring high-quality, accurate data.

| Use Cases |

Sales Platforms, ABM and Intent Data Platforms, Identity Platforms, Data Vendors:

Example applications include:

1. Uncover trending technologies or tools gaining popularity.

2. Pinpoint lucrative business prospects by identifying similar solutions utilized by a specific company.

3. Study a company's tech stacks to understand the technical capability and skills available within that company.

B2B Tech Companies:

• Enrich leads that sign-up through the Company Search API (available separately).
• Identify and map every company that fits your core personas and ICP.
• Build audiences to target, using key fields like location, company size, industry, and description.

Venture Capital and Private Equity:

• Discover new investment opportunities using company descriptions and industry-level data.
• Review the growth of private companies and benchmark their strength against competitors.
• Create high-level views of companies competing in popular verticals for investment.

| Delivery Options |

• Flat files via S3 or GCP
• PostgreSQL Shared Database
• PostgreSQL Managed Database
• API
• Other options available upon request, depending on the scale required

Our dataset provides a unique blend of volume, freshness, and detail that is perfect for Sales Platforms, B2B Tech, VCs & PE firms, Marketing Automation, ABM & Intent. It stands as a cornerstone in our broader data offering, ensuring you have the information you need to drive decision-making and growth.

Tags: Company Data, Company Profiles, Employee Data, Firmographic Data, AI-Driven Data, High Refresh Rate, Company Classification, Private Market Intelligence, Workforce Intelligence, Public Companies.

Explore the historical Whois records related to refresh-data.com (Domain). Get insights into ownership history and changes over time.

This dataset tracks the updates made on the dataset "API update/Refresh" as a repository for previous versions of the data and metadata.

Comprehensive dataset containing 29 verified Refresh Dental locations in United States with complete contact information, ratings, reviews, and location data.

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Build highly targeted, custom datasets from a database of 200 million global contacts to match your target audience profile, and receive quarterly refreshes that are powered by Leadbook's proprietary A.I. powered data technology.

Build your dataset with custom attributes and conditions like: - Usage of a specific technology - Minimum number of records per organisation - Data matching against a list of area codes - Data matching against a list of business registration numbers - Specific headquarter and branch location combinations

Complimentary de-duplication is provided to ensure that you only pay for contacts that you don't already own.

All records include: - Contact name - Job title - Contact email address - Contact phone number - Contact location - Organisation name - Organisation type - Organisation headcount - Primary industry

Additional information like social media handles, secondary industries, and organisation websites may be provided where available.

Pricing includes a one-time data processing fee and additional fees per data refresh.

Explore Indian Refresh Tears export data with HS codes, pricing, ports, and a verified list of Refresh Tears exporters and suppliers from India with complete shipment insights.

As per data from a recent report, in 2020, ** percent of respondents mentioned that they refreshed their data center servers every 2 to 3 years, whilst ** percent stated that they did so every year.

Scale your HR Tech, B2B Sales, and Market Intelligence engines with the world’s most comprehensive database of public professional profiles. This dataset offers a structured, historical view of the global workforce, capturing the career trajectories, educational backgrounds, and skill sets of over 830,042,175 professionals across 190+ countries.

Unlike static contact lists, our Professional Identity Graph provides a dynamic view of an individual's career. We map the relationships between People, Companies, Skills, and Schools, allowing you to answer complex questions about talent migration, skill supply, and organizational hierarchies.

All profiles are matched to a public Linkedin URL

Key Use Cases 1. B2B Data Enrichment & CRM Hygiene Turn a simple email address or name into a full 360-degree prospect profile.

Append: Add currentCompanies, jobTitle, and industry to your existing leads.

Lead Scoring: Use connectionsCount and recommendations as proxies for influence and decision-making power.

Refresh: Identify when a prospect has changed jobs (lastUpdated) to trigger "New Role" outreach campaigns.

1. Talent Intelligence & Recruitment Build the next generation of hiring tools.

Sourcing: Query by complex skill combinations (e.g., "Python" + "TensorFlow" + "5 Years Experience").

Alumni Targeting: Use educations data to find candidates from target universities.

DEI Analytics: Leverage pronoun and volunteerExperiences data for diversity and inclusion benchmarking.

1. Investment & Labor Market Analysis

Headcount Growth: Track currentCompanies vs. previousCompanies to measure company growth or attrition rates in real-time.

Skill Trends: Analyze the rise of specific skills (e.g., "Generative AI") across specific industries or regions.

Data Dictionary & Schema Attributes Our schema is normalized for easy ingestion. We provide over 30 rich attributes per profile, grouped into five core intelligence clusters:

1. Identity & Social (The "Who")

publicId / vanity: The unique handle for the profile (e.g., /in/john-doe).

urn: The immutable, system-unique identifier.

fullName, firstName, lastName: Parsed name fields.

headline & summary: The professional's self-described bio and taglines.

pronoun: Self-identified pronouns (he/him, she/her, etc.).

logoUrl: Profile image link.

openToWork: Indicator of active job-seeking status.

1. Professional Graph (The "What")

currentCompanies: Detailed object containing Company Name, Title, Start Date.

previousCompanies: Historical array of past roles, creating a full resume view.

industry: Standardized industry classification.

1. Capability & Skills (The "How")

skills: Array of endorsed skills (e.g., "Project Management", "SQL").

languages: Spoken languages and proficiency levels.

certifications: Professional licenses and validity dates.

courses & honors: Academic and professional awards.

educations: Full academic history including Degree, School, and Dates.

1. Influence & Content (The "Reach")

connectionsCount: Total network size.

followersCount: Measure of audience reach.

recommendations: Text of received professional endorsements.

organizations: Memberships in professional bodies or non-profits.

patents, projects, publications: Intellectual property and portfolio items.

1. Location & Metadata

locationName: City/Metro area (e.g., "Greater New York City Area").

locationCountry: ISO-2 Country Code.

lastUpdated: Timestamp of the most recent data refresh.

fullName: 830042175 - Fill Rate: 99.99% firstName: 830023323 - Fill Rate: 99.98% lastName: 822995392 - Fill Rate: 99.14% publicId / vanity: 830159658 - Fill Rate: 100% urn: 830159658 - Fill Rate: 100% headline: 829660649 - Fill Rate: 99.94% summary: 154826408 - Fill Rate: 18.65% industry: 569584072 - Fill Rate: 68.61% locationName: 829491476 - Fill Rate: 99.92% locationCountry: 830159658 - Fill Rate: 100% logoUrl: 225683142 - Fill Rate: 27.19% connectionsCount: 563236676 - Fill Rate: 67.85% followersCount: 569950689 - Fill Rate: 68.66% currentCompanies: 544595655 - Fill Rate: 65.6% previousCompanies: 244822218 - Fill Rate: 29.49% educations: 378348844 - Fill Rate: 45.58% volunteerExperiences: 33804455 - Fill Rate: 4.07% skills: 296336188 - Fill Rate: 35.7% pronoun: 38741090 - Fill Rate: 4.67% related: 576329691 - Fill Rate: 69.42% languages: 73444194 - Fill Rate: 8.85% recommendations: 27940603 - Fill Rate: 3.37% certifications: 65446443 - Fill Rate: 7.88% courses: 21095553 - Fill Rate: 2.54% honors: 17348831 - Fill Rate: 2.09% organizations: 14691528 - Fill Rate: 1.77% patents: 1012239 - Fill Rate: 0.12% projects: 16879774 - Fill Rate: 2.03% publications: 9748127 - Fill Rate: 1.17% lastUpdated: 830159658 - Fill Rate: 100% openToWork: 42157137 - Fill Rate: 5.08%

Compliance & Data Governance We understand that compliance is paramount when handling professional data.

Source: All data is aggregated strictly from Public Web Sources. We do not hack, credential-stuff, or access data behind login walls....

The High-Resolution Rapid Refresh (HRRR) is a NOAA real-time 3-km resolution, hourly updated, cloud-resolving, convection-allowing atmospheric model, initialized by 3km grids with 3km radar assimilation. Radar data is assimilated in the HRRR every 15 min over a 1-h period adding further detail to that provided by the hourly data assimilation from the 13km radar-enhanced Rapid Refresh. For more information, see the HRRR Info Page from NOAA ESRL. In addition to the real-time data that is continuously updated, archived data is now available for HRRR forecasts. This data dates back as far as 2014, and is one of the most complete publicly-available archives of HRRR data. This dataset includes a Pub/Sub topic you can subscribe to in order to be notified of updates. Subscribe to the topic 'projects/gcp-public-data-weather/topics/gcp-public-data-hrrr'. Use the Pub/Sub Quickstarts guide to learn more. This public dataset is hosted in Google Cloud Storage and available free to use. Use this quick start guide to quickly learn how to access public datasets on Google Cloud Storage.

The Rapid Refresh (RAP) numerical weather model took the place of the Rapid Update Cycle (RUC) on May 1, 2012. Run by the National Centers for Environmental Prediction (NCEP), RAP runs with two versions. The first generates weather data on a 13-km (8-mile) resolution horizontal grid and the second, the High-Resolution Rapid Refresh (HRRR), generates data down to a 3-km (2-mile) resolution grid for smaller regions of interest. RAP forecasts are generated every hour with forecast lengths going out 18 hours with a 1 hour temporal resolution. Multiple data sources go into the generation of RAP forecasts: commercial aircraft weather data, balloon data, radar data, surface observations, and satellite data. This dataset contains a 20 km horizontal resolution Lambert Conformal grid covering the Continental United States (CONUS) domain.

Forager.ai's Global Job Postings Dataset stands unmatched! We meticulously track every public posting and capture all publicly available information for each record.

| Volume and Stats |

• 850M+ total records, constantly growing.
• 97M+ updates/month, the highest refresh rate in the industry.
• AI-driven data curation — we fuel the world's top sales and recruitment platforms with our robust data.
• Our delivery frequency is the industry's fastest, offering hourly updates.
• Delivery formats: JSONL, CSV.

| Datapoints |

• Key fields: Job Title, Normalized Job Title, Job Description, Company, Employment Type, Industries, Salary, Recruiter, Benefits, Company Address, Required Experience, Required Qualifications.
• Easily linkable to Forager's Company Dataset for deeper insights into company firmographics.

| Use Cases |

Sales Platforms, ABM Vendors, Intent Data Companies, AdTech and more: - Integrate our job postings data to provide your end-users with real-time insights into which companies are actively hiring. - Extract intent data based on future company departmental growth. - Advertising tech: Deliver targeted ads to potential candidates for recruiting clients, in combination with our people data.

Venture Capital and Private Equity: - Discover emerging startups that are beginning to hire. - Gain insights into high-growth startups' departmental growth plans. - Keep track of your portfolio companies' hiring strategies and job interest through job post lifecycle. - Empower your portfolio companies with competitor hiring practices insights. - Identify trending, high-demand industries with rapid hiring activities.

HR Tech, ATS Platforms, Recruitment Solutions, Executive Search Agencies: - Embed our job postings data into your platform to give your end-users unprecedented business opportunities. - Generate outreach signals for recruiters and business development teams using job postings open for over 60 days. - Identify new companies that could benefit from executive placement or headhunting services. - Match open roles for existing executive clients.

| Delivery Options | - Flat files via S3 or GCP - PostgreSQL Shared Database - PostgreSQL Managed Database - REST API - Other options available upon request, depending on the scale required.

Tags: Jobs Data, Job Postings, Workforce Intelligence, Economic Signals, Talent, Jobs Database, Hiring Data, Intent Data.

This complete version of the dataset contains traffic citations issued in Somerville by Somerville police officers since 2017. Citations include both written warnings and those with a monetary fine. Every citation is composed of one or more violations. Each row in the dataset represents a violation. This data set should be refreshed daily with data appearing with a one-month delay (e.g. citations issued on 1/1 will appear on 2/1). If a daily update does not refresh, please email data@somervillema.gov.