semvec/pypi-packages huggingface dataset:
kaggle-autolgb 0.0.6
tune with optuna and model LightGBM
Requires Python: >=3.6

## Authors

- [@Aditta-das](https://github.com/Aditta-das)


# kaggle-autolgb

kaggle autolgb is a combination of lightgbm and optuna. I tried to make kaggle monthly competition simple. Its only working with classification problem.

## Installation
```
pip install kaggle-autolgb
``` 
   
## Features

- autotune
- autotrain
- auto submission file generate
- auto prediction 


## Deployment

```
from autolgb import AutoLGB

model = AutoLGB(
    train_file = "trainning file path",
    test_file="testing file path",
    store_file= "store file path",
    storage_name = "store", # anything i.e: store/target/storage
    label="dataset label column name",
    num_folds=5, # num of num_folds
    direction="maximize", # maximize or minimize
    n_trials=2, # optuna trial
    gpu=False # gpu usage
)

best = model.train() # returns best params
model.predict(best)
model.submission_kaggle_format("kaggle submission file")
```

## License

[Apache 2.0](https://choosealicense.com/licenses/apache-2.0/)
packetvisualization 1.0.3
packet visualization
Requires Python: >=3.6

## Requirements

1. Have a local mongo db server installed and running. The program uses this to create a local db instance.
2. Install wireshark and tshark
3. Install suricata and modify `suricata.yaml` to export pcap file
   - Default Locations:
     - Windows: C:\Program Files\Suricata\suricata.yaml
     - Linux: /etc/suricata/suricata/yaml
```commandline
- pcap-log:
  - enabled: yes
  - filename: log.pcap
```
## Run
Once your changes are done and need to run the package as if you were a user of it. 
Follow these steps:
1. Run *pip install packetvisualization*
2. Run *python*
3. Type
    ``` 
    from packetvisualization import run
    run()
    ```
energicity 0.0.10.3
EnergiCity main python package, it's a toolkit

## Package Structure
- energicity
    - src
        - hello.py
        - powerleone.py
    - setup.py

**energicity** is the main package name and here is how you install the package:
```bash
pip install energicity
```

### hello
hello is a testing modul you use it by import it or import it's component, it's located in the `srs` directory
```python
import hello
```
or
```python
from hello import hello
```

### powerleone
powerleone contain all of the useful functionality for powerleone subsidery of EnergiCity in Sierra Leone, mostly this will be different than others because it will be in English and use PowerLeone technology like Africell SMS Gateway.