All Restaurants in Iowa, US

Complete state-level restaurant data for Iowa. This dataset captures every active restaurant listing filtered by the Restaurants category group, providing comprehensive coverage for statewide market research. Includes ratings, reviews, sentiment data, and competitive metrics. Refreshed weekly.

Category: The Census Series

Total Records: 6,968

Location Type: State

Last Updated (weekly): 5/5/2026

Format:

CSV JSON Parquet

Six months of updates included

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Overview Data Fields Sample Data Pricing

7.0K

Total Businesses

Within this dataset

4.1

Experience Level

94.9% with experience data

2.3M

Satisfaction Sentiments

333 avg per business

100.0%

Data Freshness

Updated in last 30 days

Geographic Intelligence

Explore the geographic distribution. Understand neighborhood density and business concentration to identify prime locations and underserved areas.

City Overview

Regional location of dataset

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Neighborhood Density

Business distribution by area

H3 Competition Map

Interactive hex-level density and beam score view

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Market Landscape

Understand the competitive structure scene. Explore category distribution, pricing strategies, and market composition to identify opportunities and gaps.

Market Composition

Category market share

Top Categories

By venue count

Price Distribution

By price tier

Experience Level & Sentiment

Gauge customer satisfaction through ratings, reviews, and sentiment analysis. Track how experiences are trending over time to benchmark performance against market standards.

Rating Distribution

Star ratings breakdown

4.14 ★

Reviews Overview

Customer review metrics

2.3M

Satisfaction Sentiments

Across all businesses

333

Avg per Business

Median: 235

95%

Has Rating

7K businesses

68%

High Rated

4+ stars

Sentiment Trend

Customer sentiment over time

↘ 21.5%

Review Activity

Reviews received by period

10.1K/30d

Beam Competitive Analysis

Analyze competitive density and market positioning. Understand how businesses rank against competitors and identify market opportunities.

Competitor Density

Avg competitors within 2km

Popularity Index

Market position percentile

23percentile

050100

Beam Scores

Quality metrics breakdown

Rating ScoreOverall rating quality

83%

Rating HealthRating trend stability

76%

Social PresenceSocial media activity

46%

Data CompletenessProfile data coverage

71%

Review ConfidenceReview authenticity

73%

Data Quality & Coverage

Ensure data reliability with comprehensive quality metrics. Track data freshness, address verification rates, and completeness scores to maintain confidence in your insights.

Location Data

Geographic data completeness

City99.9%

State100.0%

Borough17.6%

Street Address98.5%

Postal Code99.0%

City Boundary99.1%

Neighborhood17.1%

Contact Coverage

Business contact availability

Website

80.5%

Social Media

66.2%

38.2%

Phone

94.9%

Has Sentiment Data

86.5%

Location Verified

99.5%

Social Platform Coverage

Facebook65.2%

Instagram49.6%

Twitter/X40.0%

LinkedIn33.2%

YouTube30.3%

TikTok29.6%

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Exp. Level

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Beam Score

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