White Space Finder in Pennsylvania, US

The "Blue Ocean" Map. Specific markets where category demand is high (active sentiments) but supply is thin (<5 competitors) in cities with 50k+ population. These records are the only locations in Pennsylvania that pass a strict tri-factor test for high density, severe market undersupply, and immediate micro-radius opportunity.

Total Records: 176
Location Type: State
Last Updated (weekly): 5/6/2026
Format:
CSV JSON Parquet
Six months of updates included
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176

Total Businesses

Within this dataset

4.3

Experience Level

100.0% with experience data

87.6K

Satisfaction Sentiments

498 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

Loading H3 map...

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

4.30 ★

Reviews Overview

Customer review metrics

88K

Satisfaction Sentiments

Across all businesses

498

Avg per Business

Median: 331

100%

Has Rating

176 businesses

85%

High Rated

4+ stars

Sentiment Trend

Customer sentiment over time

↘ 19.9%

Review Activity

Reviews received by period

484/30d

Digital & Social Presence

Analyze the digital footprint across social platforms. Understand follower reach, engagement patterns, content volume, and influencer concentration.

Social Reach

Platform comparison

32.4M

Total Followers

Instagram
Followers19.9M
Accounts100
Posts94.9K
Eng. Rate4.5%
TikTok
Followers12.5M
Accounts72
Hearts144.0M
Eng. Rate3.6%

Engagement Rate Trends

Platform engagement over time

Top Influencer Tiers

Follower concentration by tier

Top 1027.3M
IG: 17.3M
TT: 10.0M
Instagram
TikTok

Social Presence

Platform penetration %

Facebook
81%
Instagram
57%
Twitter
39%
LinkedIn
43%
TikTok
41%
YouTube
24%

Content Volume

Total content created

Instagram Posts

94.9K

AVG

959

TikTok Videos

14.4K

AVG

215

TikTok Hearts

144.0M

AVG

2.1M

Total Content109.3K

Contact Availability

Business contact data coverage

90%

Website

84%

Social

45%

Email

99%

Phone

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

13percentile
050100

Beam Scores

Quality metrics breakdown

Rating ScoreOverall rating quality
86%
Rating HealthRating trend stability
83%
Social PresenceSocial media activity
58%
Data CompletenessProfile data coverage
78%
Review ConfidenceReview authenticity
85%

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

City100.0%
State100.0%
Borough46.0%
Street Address100.0%
Postal Code100.0%
City Boundary99.4%
Neighborhood17.6%

Contact Coverage

Business contact availability

Website
90.3%
Social Media
84.1%
Email
45.5%
Phone
99.4%
Has Sentiment Data
100.0%
Location Verified
100.0%

Social Platform Coverage

Facebook81.3%
Instagram56.8%
LinkedIn42.6%
TikTok40.9%
Twitter/X39.2%
YouTube24.4%

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