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 1864–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_1864_2024
  • 20.2 kB
  • 1,551 rows
  • 5 columns
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CREATE TABLE ecocity_daily_1864_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 1866–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_1866_2023
  • 11.27 kB
  • 672 rows
  • 5 columns
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CREATE TABLE ecocity_daily_1866_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 1866–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_1866_2024
  • 26.45 kB
  • 2,240 rows
  • 5 columns
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CREATE TABLE ecocity_daily_1866_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 1872–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_1872_2023
  • 8.54 kB
  • 384 rows
  • 5 columns
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CREATE TABLE ecocity_daily_1872_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 1872–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_1872_2024
  • 21.96 kB
  • 1,716 rows
  • 5 columns
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CREATE TABLE ecocity_daily_1872_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 1874–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_1874_2023
  • 7.29 kB
  • 260 rows
  • 5 columns
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CREATE TABLE ecocity_daily_1874_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 1874–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_1874_2024
  • 13 kB
  • 750 rows
  • 5 columns
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CREATE TABLE ecocity_daily_1874_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 1876–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_1876_2023
  • 7.58 kB
  • 294 rows
  • 5 columns
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CREATE TABLE ecocity_daily_1876_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 1876–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_1876_2024
  • 21.14 kB
  • 1,638 rows
  • 5 columns
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CREATE TABLE ecocity_daily_1876_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 197–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_197_2023
  • 5.64 kB
  • 120 rows
  • 5 columns
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CREATE TABLE ecocity_daily_197_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 197–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_197_2024
  • 5.64 kB
  • 120 rows
  • 5 columns
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CREATE TABLE ecocity_daily_197_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 337–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_337_2023
  • 52.79 kB
  • 4,818 rows
  • 5 columns
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CREATE TABLE ecocity_daily_337_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 337–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_337_2024
  • 52.79 kB
  • 4,818 rows
  • 5 columns
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CREATE TABLE ecocity_daily_337_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 400–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_400_2023
  • 12.09 kB
  • 719 rows
  • 5 columns
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CREATE TABLE ecocity_daily_400_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 400–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_400_2024
  • 12.09 kB
  • 719 rows
  • 5 columns
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CREATE TABLE ecocity_daily_400_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 564–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_564_2023
  • 22.41 kB
  • 1,505 rows
  • 5 columns
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CREATE TABLE ecocity_daily_564_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 564–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_564_2024
  • 22.41 kB
  • 1,505 rows
  • 5 columns
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CREATE TABLE ecocity_daily_564_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 566–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_566_2023
  • 15.24 kB
  • 911 rows
  • 5 columns
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CREATE TABLE ecocity_daily_566_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 566–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_566_2024
  • 15.24 kB
  • 911 rows
  • 5 columns
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CREATE TABLE ecocity_daily_566_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 611–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_611_2023
  • 18.15 kB
  • 1,289 rows
  • 5 columns
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CREATE TABLE ecocity_daily_611_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 611–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_611_2024
  • 18.15 kB
  • 1,289 rows
  • 5 columns
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CREATE TABLE ecocity_daily_611_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 650–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_650_2023
  • 71.61 kB
  • 6,712 rows
  • 5 columns
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CREATE TABLE ecocity_daily_650_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 650–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_650_2024
  • 81.47 kB
  • 8,149 rows
  • 5 columns
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CREATE TABLE ecocity_daily_650_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 767–2023

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_767_2023
  • 39.6 kB
  • 3,840 rows
  • 5 columns
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CREATE TABLE ecocity_daily_767_2023 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

Ecocity Daily 767–2024

@kaggle.vbmokin_air_quality_monitoring_from_ecocity.ecocity_daily_767_2024
  • 45.83 kB
  • 4,590 rows
  • 5 columns
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CREATE TABLE ecocity_daily_767_2024 (
  "id_station" BIGINT,
  "datetime" TIMESTAMP,
  "indicator_name" VARCHAR,
  "indicator_dimension" VARCHAR,
  "value" DOUBLE
);

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