Geospatial dataset

Gain a deep understanding of customer behaviors and
business performance.

  • Evaluate any business, brand or industry around the globe.
  • Data from +130 review and social channels
  • Get the full geospatial dataset or a subset
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Geospatial dataset
                              {
  "poi_id": "73ed3ed0443478417464302156adc0dd355420b5",
  "name": "T Hotel",
  "street_address": "Leliegracht 18 Amsterdam",
  "latitude": "52.375161",
  "longitude": "4.887147",
  "industry": "Hospitality",
  "category": "Hotel",
  "date_refreshed": "2023-09-15",
  "country": "netherlands",
  "state": "noord-holland",
  "county": "amsterdam",
  "city": "amsterdam",
  "stars": "3",
  "rooms": "8",
  "price_class": "2",
  "sentiment": "90.43",
  "popularity": "75.53",
  "hours_popular": "",
  "main_clusters": [
    {"cluster": "Atmosphere", "sentiment": 84.22},
    {"cluster": "Cleanliness", "sentiment": 100.00},
    {"cluster": "Costs", "sentiment": 35.71},
    {"cluster": "Food", "sentiment": 95.40},
    {"cluster": "Hotel Staff", "sentiment": 96.46},
    {"cluster": "Internet", "sentiment": 100.00},
    {"cluster": "Parking Availability", "sentiment": 0.00},
    {"cluster": "Room", "sentiment": 85.83},
    {"cluster": "Services", "sentiment": 70.73},
    {"cluster": "Structure", "sentiment": 100.00}
  ],
  "most_discussed_topics": [
    {"topic": "staff", "sentiment": 98.91},
    {"topic": "room", "sentiment": 87.90},
    {"topic": "breakfast", "sentiment": 95.41},
    {"topic": "stair", "sentiment": 9.52},
    {"topic": "everything", "sentiment": 89.66}
  ],
  "spoken_languages": [
    {"language": "en", "sentiment": 91.70, "percentage": 63.07},
    {"language": "fr", "sentiment": 89.60, "percentage": 9.95},
    {"language": "nl", "sentiment": 93.08, "percentage": 7.88},
    {"language": "de", "sentiment": 87.99, "percentage": 7.46},
    {"language": "pt", "sentiment": 85.26, "percentage": 4.56},
    {"language": "other", "sentiment": 89.71, "percentage": 7.08}
  ],
  "traveler_origin": [
    {"country": "gb", "sentiment": 92.85, "percentage": 16.93},
    {"country": "us", "sentiment": 89.28, "percentage": 15.63},
    {"country": "fr", "sentiment": 90.21, "percentage": 8.46},
    {"country": "be", "sentiment": 91.28, "percentage": 8.14},
    {"country": "de", "sentiment": 81.21, "percentage": 6.84},
    {"country": "other", "sentiment": 90.14, "percentage": 44.00}
  ],
  "traveler_type": [
    {"type": "couple", "sentiment": 89.64, "percentage": 50.02},
    {"type": "family", "sentiment": 90.68, "percentage": 32.16},
    {"type": "groups", "sentiment": 91.22, "percentage": 13.37},
    {"type": "solo", "sentiment": 90.57, "percentage": 4.45}
  ],
  "phone": "+31 20 422 2741",
  "website": "http://www.thotel.nl/",
  "date_first_presence": "2016-01-03",
  "date_closed": ""
}
                              
                            

Geospatial barcode dataset sample

This third party geospatial dataset has over 260+ million POIs across 170 countries, 20 industries, and 800+ categories. This is a modular dataset starting with Basic POI data with additional data points per your need.

Flexible pricing, starting from $.01/record

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Geospatial dataset datasets tailored to your needs

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Data subscription

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File output formats

JSON, NDJSON, JSON Lines, CSV, Parquet. Optional .gz compression.

Flexible delivery

Snowflake, Amazon S3 bucket, Google Cloud, Azure, and SFTP.

Scalable data

Scale without worrying about infra, proxy servers, or blocks.

Cost savings

Customize any dataset using filters and formatting options.

Code maintenance

Datasets are maintained based on website structure changes.

Simplified integrations

Benefit from integrations with Snowflake and AWS.

24/7 support

A dedicated team of data professionals is here to help.

Leaders in compliance

Data is ethically obtained and compliant with all privacy laws.

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High-volume web data

With our unblocking capabilities and round-the-clock IP rotation we ensure access to all data points on a website.

Data for immediate use

Every aspect of the data collection process is thoroughly validated as part of our robust data validation process.

Automated data flow

Create custom schedules to automate data delivery and watch the data flow seamlessly into your storage.

How companies use Geospatial dataset datasets

Discover new areas

Discover areas using geospatial datasets with the ideal resource mix, accessibility, and population density for business operations, investments, and infrastructure projects.
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Identify growth opportunities

Evaluate risk

Use geospatial datasets to support and evaluate risks associated with geographic factors such as natural disasters, environmental hazards, and socio-economic conditions.
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Assess spatial risks

Location specific metrics

Analyze geospatial datasets to track and report location-specific performance metrics, including market penetration, customer demographics, and competitor analysis.
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Monitor geographic performance

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