- Kaggle compitition of Austin Animal Center
- www.kaggle.com/c/shelter-animal-outcomes
- 838th on Public leaderboard (log loss 0.86108)
- Multiclass classification
- Shelter_EDA
- Preprocessing
- Graphworks
- Shelter_Classification
- Apply classification model
- Submit
| EDA & Preprocessing |
Model Selection |
Model Validation |
|---|---|---|
| Dummification Data Cleaning |
Feature Selection Cross Validation |
logloss |
- Animal outcome data from October 1st, 2013 to March, 2016
| Set | Rows | Columns |
|---|---|---|
| Train | 26730 | 10 |
| Test | 11457 | 8 |
| Index | Values | Type | Description |
|---|---|---|---|
| 1 | AnimalID | Category | Unique ID for each animal |
| 2 | Name | Category | Each animal's name. if not have, NaN |
| 3 | DateTime | Numeric | Time when outcome occurs |
| 4 | AnimalType | Category | 2 variables |
| 5 | SexuponOutcome | Category | 5 variables |
| 6 | AgeuponOutcome | Numeric | The age of animals |
| 7 | Breed | Category | 1380 variables |
| 8 | Color | Category | 366 variables |
| Index | Values | Type | Description |
|---|---|---|---|
| 1 | OutcomeType | Category | 5 variables |
| 2 | OutcomeSubtype | Category | 16 variables |