---
license: cc-by-4.0
task_categories:
  - tabular-regression
  - tabular-classification
language:
  - ru
  - kk
tags:
  - real-estate
  - housing
  - prices
  - central-asia
  - kazakhstan
  - astana
  - property
pretty_name: Astana Real Estate Dataset
size_categories:
  - 10K<n<100K
---

# Astana Real Estate Dataset

A comprehensive dataset of apartment listings from Astana, Kazakhstan with prices, features, and locations.

## Dataset Description

This dataset contains **18,388 real estate listings** scraped from krisha.kz (the largest real estate platform in Kazakhstan) in December 2025 - January 2026.

### Why this dataset?

- **Largest public real estate dataset from Kazakhstan** on Hugging Face
- **Rich features**: 27 columns including GPS coordinates, residential complex info
- **Dual currency**: prices in both KZT (original) and USD
- **Real market data**: actual prices from active listings
- **Growing market**: Astana is one of the fastest-developing cities in Central Asia

### Use Cases

- Housing price prediction models
- Real estate market analysis for emerging markets
- Residential complex comparison
- Urban development research
- Geographic price analysis

## Dataset Structure

### Data Fields

| Field | Type | Fill % | Description |
|-------|------|--------|-------------|
| `listing_id` | int | 100% | Unique listing identifier |
| `url` | string | 100% | Original listing URL (krisha.kz) |
| `city` | string | 100% | City name (astana) |
| `price_kzt` | int | 100% | Original price in KZT (tenge) |
| `price_usd` | int | 100% | Price in USD (converted at 508.91 KZT/USD) |
| `price_per_m2_usd` | int | 100% | Price per square meter in USD |
| `rooms` | int | 100% | Number of rooms |
| `total_area_m2` | float | 100% | Total area in square meters |
| `kitchen_area_m2` | float | 41% | Kitchen area in square meters |
| `floor` | float | 95% | Floor number |
| `total_floors` | float | 95% | Total floors in building |
| `ceiling_height` | float | 83% | Ceiling height in meters |
| `building_type` | string | 94% | Building material type |
| `year_built` | int | 100% | Year of construction |
| `condition` | string | 41% | Apartment condition |
| `bathroom` | string | 61% | Bathroom configuration |
| `balcony` | string | 51% | Balcony presence/type |
| `parking` | string | 69% | Parking availability |
| `furniture` | string | 49% | Furniture included |
| `flooring` | string | 43% | Floor covering type |
| `security` | string | 45% | Security features |
| `residential_complex_name` | string | 79% | Name of residential complex (ЖК) |
| `address` | string | 100% | Full address |
| `district` | string | 96% | City district |
| `latitude` | float | 100% | GPS latitude |
| `longitude` | float | 100% | GPS longitude |
| `parsed_at` | string | 100% | Parsing timestamp (ISO 8601) |

### Categorical Values (in Russian)

**building_type**: монолитный (monolithic), кирпичный (brick), панельный (panel), иной (other)

**condition**: свежий ремонт (fresh renovation), черновая отделка (rough finish), требует ремонта (needs repair)

**district**: Есильский р-н, Сарыарка р-н, Алматы р-н, Нура р-н, Байконыр р-н

### Data Splits

| Split | Examples |
|-------|----------|
| train | 18,388 |

### Price Statistics

| Metric | Value |
|--------|-------|
| Median price | $72,000 |
| Mean price | $95,626 |
| Min price | $7,980 |
| Max price | $3,000,000 |
| Median price/m² | $1,200 |

## Quick Start

```python
from datasets import load_dataset

dataset = load_dataset("raimbekovm/astana-real-estate")
df = dataset['train'].to_pandas()

# Price statistics
print(f"Total listings: {len(df)}")
print(f"Median price: ${df['price_usd'].median():,.0f}")
print(f"Median price/m²: ${df['price_per_m2_usd'].median():,.0f}")

# Price by district
print(df.groupby('district')['price_usd'].median().sort_values(ascending=False))

# Most popular residential complexes
print(df['residential_complex_name'].value_counts().head(10))
```

## Dataset Creation

### Source
- **Website**: krisha.kz
- **Period**: December 2025 - January 2026
- **Location**: Astana, Kazakhstan

### Processing
- Extracted from parsed database
- Removed empty columns (<1% fill rate)
- No duplicates found
- UTF-8 encoding
- **Currency conversion**: Original prices in KZT converted to USD using NBRK exchange rate 508.91 KZT/USD (January 8, 2026)

## Geographic Coverage

The dataset covers all districts of Astana:
- Есильский район (Yesil district) - central/business
- Сарыарка район (Saryarka district) - northern
- Алматы район (Almaty district) - southern
- Нура район (Nura district) - eastern
- Байконыр район (Baikonur district) - western

## Considerations

### Biases
- Only listings from krisha.kz platform
- Prices are asking prices, not final sale prices
- New construction heavily represented (79% have residential complex info)

### Limitations
- No photos included (yet)
- No historical price changes
- Some fields have partial coverage

## Related Datasets

- [raimbekovm/bishkek-real-estate](https://huggingface.co/datasets/raimbekovm/bishkek-real-estate) - Real estate from Bishkek, Kyrgyzstan (with photos)

## Citation

```bibtex
@dataset{astana_real_estate_2025,
  title={Astana Real Estate Dataset},
  author={raimbekovm},
  year={2025},
  publisher={Hugging Face},
  url={https://huggingface.co/datasets/raimbekovm/astana-real-estate}
}
```

## License

This dataset is released under [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/).

## Updates

- **v1.1** (January 8, 2026): Added original KZT prices, recalculated USD using NBRK rate (508.91)
- **v1.0** (January 2026): Initial release with 18,388 listings
- Photos will be added in future updates