This dataset includes some macroeconomic indicators for South Korea in 2021-2022.
Project description
kmi2122-dataset: A Collection of Korea Macroeconomic Indicators from 2021-2022 (Monthly, 24 Sequences)
Install
pip install kmi2122
or simply download the raw dataset:
curl -LO https://raw.githubusercontent.com/DSDanielPark/kmi2122-dataset/master/kmi2122_dataset/dataset.json
Usage
from kmi2122_dataset import KMI2122
kmi = KMI2122()
df = kmi.get_df()
dict_column_info = dict(kmi.column_info())
Stats
- 24 monthly sequences from Jan, 2022 to Dec, 2023
- 2,201 Korean statistical columns from 57 tables in one dataframe
Description
This dataset merges monthly economic indicators provided by the Korean Statistical Information Service (KOSIS) into a single data frame. The data covers a total of 24 sequences from January 2021 to December 2022 and includes information in 24 columns.
To solve the problem of encoding Korean characters and having many columns in one data frame, the column names were changed to table{int}_col{int}. This change is reflected in the data, making it easy to use, as demonstrated in the following example.
This dataset provides valuable information for time series data analysis and modeling, enabling users to extract information on which indicators require more focus and predict values using several economic indicators. It is expected that this data and lagging techniques will enable the identification of the successors of economic indicators.
Contents
-
This dataset has a total of 2201 columns with 24 sequences (monthly from 2021.01 to 2022.12) as the number of columns.
-
Those 2201 columns were extracted from 57 tables.
-
Missing values do not exist.
-
The published statistical data were original, and no separate preprocessing was performed.
file_name description_in_eng 0 table0 ELW Trading Volume 1 table1 ELW Investor Trading Volume 2 table2 ETF Trading Volume 3 table3 ETF Investor Trading Volume 4 table4 ETN Trading Volume 5 table5 ETN Investor Trading Volume 6 table6 KRX 100 7 table7 KRX 300 8 table8 KRX Dividend Yield 9 table9 KRX Listed Stock Trading Volume 10 table10 KRX Listed Stock Summary 11 table11 KRX Listed Stock Investor Trading Volume 12 table12 KRX Price to Book Ratio (PBR) 13 table13 KRX Price to Earnings Ratio (PER) 14 table14 KRX Major Price Index 15 table15 KTOP 30 16 table16 Composite Stock Price Index 2015100 10th 17 table17 Composite Stock Price Index 2015100 Composition Index Time Series 10th 18 table18 Expected Inflation Rate National Monthly 19 table19 Production Diffusion Index 20 table20 Consumer Price Index 2020100 21 table21 Consumer Price Index Including Self-Contained Housing 2020100 22 table22 Monthly Consumer Price Index Fluctuation Rate 23 table23 Korea Exchange Securities Trading Volume and Trading Volume per Trade 24 table24 Korea Exchange Securities Trading Volume 25 table25 Korea Exchange Securities Industry Market Capitalization 26 table26 Korea Exchange Securities Listed Company Dividend Status 27 table27 Korea Exchange Securities Listed Company Revenue Status 28 table28 Korea Exchange Securities Listed Stock Summary 29 table29 Korea Exchange Securities Investor Trading Volume 30 table30 Korea Exchange Securities Program Trading Trading Volume 31 table31 Consumer Price Index Including Self-Contained Housing 2020100 32 table32 Consumer Price Index by Expenditure Purpose Including Items 2020100 33 table33 KOSDAQ 150 Sector Index 34 table34 KOSDAQ Trading Volume 35 table35 KOSDAQ Dividend Yield 36 table36 KOSDAQ Industry Revenue Status 37 table37 KOSDAQ Industry Financial Status 38 table38 KOSDAQ Industry Stock Price Index 39 table39 KOSDAQ Industry Investment Indicators 40 table40 KOSDAQ Listed Company Dividend Status 41 table41 KOSDAQ Listed Company Revenue Status 42 table42 KOSDAQ Price to Book Ratio (PBR) 43 table43 KOSDAQ Price to Earnings Ratio (PER) 44 table44 KOSDAQ Major Price Index 45 table45 KOSDAQ Index 46 table46 KOSDAQ Investor Trading Volume 47 table47 KOSPI 200 Sector Index 48 table48 KOSPI 200 Index 49 table49 KOSPI Dividend Yield 50 table50 KOSPI Industry Stock Price Index 51 table51 KOSPI Industry Investment Indicators 52 table52 KOSPI Price to Book Ratio (PBR) 53 table53 KOSPI Price to Earnings Ratio (PER) 54 table54 KOSPI Major Price Index 55 table55 KOSPI Index 56 table56 Consumer Price Index by Item and Item Characteristic 2020100 57 table57 Consumer Price Index by Item Characteristic 2020100
The column names of the dataset have been maintained in Korean. In addition, you can check the 57 statistics file names in Korean through the key value of table_list in kmi_dataset_column_info. We apologize for the inconvenience, but we do not provide English-translated values as changing Korean to English can make it difficult for users to compare with the original data on KOSIS.
Also, if there are columns with missing values in some tables, the columns with missing values have been removed. Therefore, please note that the entire dataset does not have any missing values.
Format
{
'kmi_dataset_column_info': {'table0_col1': 'Number of trading days',
'table0_col10': 'Trading volume',
'table0_col11': 'Trading value (unit: million KRW)',
'table0_col12': 'Trading value (unit: million KRW)',
'table0_col13': 'Trading value (unit: million KRW)',
...
'table9_date': 'Trading volume of listed stocks'
},
'kmi_dataset_main': '{"date":{"0":2021.01,"1":2021.02,"2":2021.03,"3":2021.04,"4" ....}' ....}
}
How to Cite
If you extend or use this work, please cite the paper where it was introduced:
Data provided by The Korean Statistical Information Service(KOSIS), "KMI-2122" dataset, accessed from the 'kmi2122-dataset' repository on GitHub (https://github.com/DSDanielPark/kmi2122-dataset) on {Data Citation Date}
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![kmi2122-dataset](https://img.shields.io/badge/pypi-kmi2122-blue)
Further Reading
What is the Korean Statistical Information Service (KOSIS)?
The Korean Statistical Information Service (KOSIS) is a one-stop statistical service provided by the National Statistical Office. It helps users find the statistics they need by collecting key domestic, international, and North Korean statistics in one place. KOSIS contains all government-approved statistics on the economy, society, and environment from over 400 organizations. It also provides the latest statistics on international finance and economy from the IMF, Worldbank, and OECD.
Through an easy and convenient search function, various contents, and statistical explanatory data services that even the general public can understand, KOSIS allows users to quickly and accurately find the statistical data they need.
DataSets
You can find datasets on the latest macroeconomic indicators for Korea from official data providers such as the Bank of Korea (https://www.bok.or.kr/) or the Korea Statistics Portal (https://kosis.kr/)
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- Macroeconomic indicators for each country
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