Baselight

Air Quality Monitoring From EcoCity

Air Quality Monitoring in Vinnytsia city and region

@kaggle.vbmokin_air_quality_monitoring_from_ecocity

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About this Dataset

Air Quality Monitoring From EcoCity

Context

The dataset contains data from public monitoring of air quality in Ukraine (for Vinnytsia city and region - population: 1 575 808, square: 26513 sq. km).

Content

Many stations monitor air quality day and night according to the following indicators:

  • pm1 - PM1.0 (dust particles with a size of 1 μm), mkg/cub.m
  • pm25 - PM2.5 (dust particles with a size of 2.5 μm), mkg/cub.m
  • pm10 - PM10 (dust particles with a size of 10 μm), mkg/cub.m
  • CO2 - carbon dioxide, mkg/cub.m
  • temperature - temperature, in degrees Celsius
  • humidity - Humidity, %
  • pressure - Pressure, pascals (Pa)

In some stations, there may be additional indicators.

The stations belong to the monitoring network "Eco-City".
Data are measured at intervals of 15 seconds to several minutes (145 seconds or more). Sometimes longer periods of time are possible, due to power outages and/or communications.

Acknowledgments

I thank service "Eco-City" for the opportunity to download data.

Inspiration

It is interesting to solve the following problems, which are typical for other cities and regions around the world:

  1. Analyze the basic patterns of data change in the city or regions as a whole and for each station separately (seasonality, anomalies, etc.).
  2. Forecast data for the following dates, which is easy to check for new data from service "Eco-City". New data in the dataset will be updated periodically.
  3. Forecast the data for the current day. For comparison, they can be downloaded from service "Eco-City" via API.
  4. Compare public monitoring data with state monitoring data available through API.

I will prepare baseline notebooks to solve these problems and invite others to improve them.

Tables

Ecocity 20 Minute 1825–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_20_minute_1825_2023
  • 866.19 kB
  • 102,720 rows
  • 5 columns
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CREATE TABLE ecocity_20_minute_1825_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity 20 Minute 1825–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_20_minute_1825_2024
  • 1.76 MB
  • 205,396 rows
  • 5 columns
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CREATE TABLE ecocity_20_minute_1825_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity 20 Minute 1830–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_20_minute_1830_2023
  • 572.62 kB
  • 71,258 rows
  • 5 columns
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CREATE TABLE ecocity_20_minute_1830_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity 20 Minute 1830–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_20_minute_1830_2024
  • 1.48 MB
  • 175,435 rows
  • 5 columns
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CREATE TABLE ecocity_20_minute_1830_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity 20 Minute 1834–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_20_minute_1834_2023
  • 675.65 kB
  • 83,306 rows
  • 5 columns
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CREATE TABLE ecocity_20_minute_1834_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity 20 Minute 1834–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_20_minute_1834_2024
  • 1.57 MB
  • 190,357 rows
  • 5 columns
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CREATE TABLE ecocity_20_minute_1834_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity 20 Minute 1864–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_20_minute_1864_2023
  • 262.81 kB
  • 28,642 rows
  • 5 columns
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CREATE TABLE ecocity_20_minute_1864_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity 20 Minute 1864–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_20_minute_1864_2024
  • 965.74 kB
  • 108,698 rows
  • 5 columns
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CREATE TABLE ecocity_20_minute_1864_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity 20 Minute 1866–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_20_minute_1866_2023
  • 423.31 kB
  • 50,589 rows
  • 5 columns
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CREATE TABLE ecocity_20_minute_1866_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity 20 Minute 1866–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_20_minute_1866_2024
  • 1.31 MB
  • 158,375 rows
  • 5 columns
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CREATE TABLE ecocity_20_minute_1866_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity 20 Minute 1872–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_20_minute_1872_2023
  • 279.94 kB
  • 31,104 rows
  • 5 columns
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CREATE TABLE ecocity_20_minute_1872_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity 20 Minute 1872–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_20_minute_1872_2024
  • 1.03 MB
  • 120,720 rows
  • 5 columns
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CREATE TABLE ecocity_20_minute_1872_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity 20 Minute 1874–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_20_minute_1874_2023
  • 172.11 kB
  • 18,670 rows
  • 5 columns
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CREATE TABLE ecocity_20_minute_1874_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity 20 Minute 1874–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_20_minute_1874_2024
  • 401.01 kB
  • 44,678 rows
  • 5 columns
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CREATE TABLE ecocity_20_minute_1874_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity 20 Minute 1876–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_20_minute_1876_2023
  • 208.82 kB
  • 24,090 rows
  • 5 columns
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CREATE TABLE ecocity_20_minute_1876_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity 20 Minute 1876–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_20_minute_1876_2024
  • 1.01 MB
  • 116,400 rows
  • 5 columns
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CREATE TABLE ecocity_20_minute_1876_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity 20 Minute 197–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_20_minute_197_2023
  • 73.06 kB
  • 7,285 rows
  • 5 columns
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CREATE TABLE ecocity_20_minute_197_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity 20 Minute 197–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_20_minute_197_2024
  • 73.06 kB
  • 7,285 rows
  • 5 columns
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CREATE TABLE ecocity_20_minute_197_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity 20 Minute 337–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_20_minute_337_2023
  • 2.78 MB
  • 322,740 rows
  • 5 columns
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CREATE TABLE ecocity_20_minute_337_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity 20 Minute 337–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_20_minute_337_2024
  • 2.78 MB
  • 322,740 rows
  • 5 columns
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CREATE TABLE ecocity_20_minute_337_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity 20 Minute 400–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_20_minute_400_2023
  • 465.32 kB
  • 47,234 rows
  • 5 columns
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CREATE TABLE ecocity_20_minute_400_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity 20 Minute 400–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_20_minute_400_2024
  • 465.32 kB
  • 47,234 rows
  • 5 columns
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CREATE TABLE ecocity_20_minute_400_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity 20 Minute 564–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_20_minute_564_2023
  • 1.03 MB
  • 105,893 rows
  • 5 columns
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CREATE TABLE ecocity_20_minute_564_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity 20 Minute 564–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_20_minute_564_2024
  • 1.03 MB
  • 105,893 rows
  • 5 columns
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CREATE TABLE ecocity_20_minute_564_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity 20 Minute 566–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_20_minute_566_2023
  • 507.54 kB
  • 52,786 rows
  • 5 columns
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CREATE TABLE ecocity_20_minute_566_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

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