Date
stringdate 2012-07-20 00:00:00
2012-10-26 00:00:00
| Weekly_Sales
float64 43.7M
48.3M
| ARIMA_Forecast
float64 46.6M
48.3M
| Prophet_Forecast
float64 46.7M
46.8M
| LSTM_Forecast
float64 47.7M
47.9M
|
|---|---|---|---|---|
2012-07-20
| 46,059,543.45
| 47,017,744.248586
| 46,804,225.491593
| 47,870,916
|
2012-07-27
| 44,097,154.97
| 46,982,704.759579
| 46,758,341.918578
| 47,739,776
|
2012-08-03
| 47,485,899.56
| 48,324,935.032552
| 46,724,525.185973
| 47,838,940
|
2012-08-10
| 47,403,451.04
| 46,572,929.580229
| 46,701,827.349622
| 47,711,776
|
2012-08-17
| 47,354,452.05
| 47,698,441.440332
| 46,689,012.099354
| 47,810,388
|
2012-08-24
| 47,447,323.6
| 47,335,665.812209
| 46,684,612.380175
| 47,806,420
|
2012-08-31
| 47,159,639.43
| 47,658,387.676673
| 46,686,995.694501
| 47,818,252
|
2012-09-07
| 48,330,059.31
| 47,066,748.471705
| 46,694,434.746123
| 47,818,620
|
2012-09-14
| 44,226,038.65
| 47,615,074.661063
| 46,705,180.893531
| 47,826,630
|
2012-09-21
| 44,354,547.11
| 47,308,823.015218
| 46,717,537.771231
| 47,828,690
|
2012-09-28
| 43,734,899.4
| 47,479,669.235037
| 46,729,932.416966
| 47,831,080
|
2012-10-05
| 47,566,639.31
| 47,288,573.092424
| 46,740,981.311629
| 47,832,424
|
2012-10-12
| 46,128,514.25
| 47,506,975.109261
| 46,749,548.895275
| 47,833,704
|
2012-10-19
| 45,122,410.57
| 47,337,932.518058
| 46,754,796.362804
| 47,834,436
|
2012-10-26
| 45,544,116.29
| 47,440,702.623365
| 46,756,218.859141
| 47,835,016
|
Walmart Demand Forecast Dataset
Overview
This dataset contains demand forecasting results generated using historical Walmart sales data. The goal of this project is to predict future product demand using time series and machine learning techniques.
Models Used
- ARIMA
- Prophet
- LSTM (Deep Learning)
Dataset Description
The dataset includes forecasted weekly sales values based on historical trends. It is suitable for:
- Demand forecasting
- Time series analysis
- Retail analytics
- Machine learning practice
File Description
- forecast_results.csv: Contains predicted sales values generated from trained models.
Use Cases
- Retail demand planning
- Inventory optimization
- Sales forecasting projects
- Academic and portfolio projects
Source
Original data inspired by Walmart sales forecasting dataset from Kaggle.
License
This dataset is released under the Creative Commons Attribution 4.0 (CC BY 4.0) license.
- Downloads last month
- 15
Size of downloaded dataset files:
1.11 kB
Size of the auto-converted Parquet files:
3.24 kB
Number of rows:
15