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 Daily 1315–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_1315_2024
  • 50.56 kB
  • 5,930 rows
  • 5 columns
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CREATE TABLE ecocity_daily_1315_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 1434–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_1434_2023
  • 21.38 kB
  • 1,536 rows
  • 5 columns
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CREATE TABLE ecocity_daily_1434_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 1434–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_1434_2024
  • 21.38 kB
  • 1,536 rows
  • 5 columns
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CREATE TABLE ecocity_daily_1434_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 1488–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_1488_2024
  • 6.46 kB
  • 180 rows
  • 5 columns
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CREATE TABLE ecocity_daily_1488_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 1523–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_1523_2023
  • 12.65 kB
  • 858 rows
  • 5 columns
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CREATE TABLE ecocity_daily_1523_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 1523–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_1523_2024
  • 17.95 kB
  • 1,398 rows
  • 5 columns
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CREATE TABLE ecocity_daily_1523_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 154–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_154_2023
  • 21.99 kB
  • 1,274 rows
  • 5 columns
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CREATE TABLE ecocity_daily_154_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 154–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_154_2024
  • 21.99 kB
  • 1,274 rows
  • 5 columns
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CREATE TABLE ecocity_daily_154_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 1596–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_1596_2023
  • 10.08 kB
  • 454 rows
  • 5 columns
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CREATE TABLE ecocity_daily_1596_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 1596–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_1596_2024
  • 10.08 kB
  • 454 rows
  • 5 columns
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CREATE TABLE ecocity_daily_1596_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 1612–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_1612_2023
  • 8.47 kB
  • 381 rows
  • 5 columns
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CREATE TABLE ecocity_daily_1612_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 1612–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_1612_2024
  • 21.95 kB
  • 1,725 rows
  • 5 columns
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CREATE TABLE ecocity_daily_1612_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 1769–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_1769_2023
  • 22.19 kB
  • 1,740 rows
  • 5 columns
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CREATE TABLE ecocity_daily_1769_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 1769–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_1769_2024
  • 33.48 kB
  • 2,860 rows
  • 5 columns
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CREATE TABLE ecocity_daily_1769_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 1811–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_1811_2023
  • 18.03 kB
  • 1,255 rows
  • 5 columns
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CREATE TABLE ecocity_daily_1811_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 1811–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_1811_2024
  • 33.41 kB
  • 2,823 rows
  • 5 columns
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CREATE TABLE ecocity_daily_1811_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 1813–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_1813_2023
  • 15.27 kB
  • 1,076 rows
  • 5 columns
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CREATE TABLE ecocity_daily_1813_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 1813–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_1813_2024
  • 27.56 kB
  • 2,343 rows
  • 5 columns
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CREATE TABLE ecocity_daily_1813_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 1825–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_1825_2023
  • 18.38 kB
  • 1,442 rows
  • 5 columns
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CREATE TABLE ecocity_daily_1825_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 1825–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_1825_2024
  • 32.93 kB
  • 2,961 rows
  • 5 columns
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CREATE TABLE ecocity_daily_1825_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 1830–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_1830_2023
  • 15.07 kB
  • 980 rows
  • 5 columns
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CREATE TABLE ecocity_daily_1830_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 1830–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_1830_2024
  • 30.42 kB
  • 2,514 rows
  • 5 columns
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CREATE TABLE ecocity_daily_1830_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 1834–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_1834_2023
  • 15.73 kB
  • 1,154 rows
  • 5 columns
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CREATE TABLE ecocity_daily_1834_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 1834–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_1834_2024
  • 30.69 kB
  • 2,715 rows
  • 5 columns
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CREATE TABLE ecocity_daily_1834_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 1864–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_1864_2023
  • 8.25 kB
  • 366 rows
  • 5 columns
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CREATE TABLE ecocity_daily_1864_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

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