Commit From AutoTrain
Browse files- .gitattributes +3 -0
- README.md +51 -0
- config.json +3 -0
- model.joblib +3 -0
.gitattributes
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README.md
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---
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tags:
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- autotrain
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- tabular
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- classification
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- tabular-classification
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datasets:
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- fyhao/autotrain-data-sentiment-analysis
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co2_eq_emissions:
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emissions: 0.0803280731181239
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---
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# Model Trained Using AutoTrain
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- Problem type: Multi-class Classification
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- Model ID: 2435575634
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- CO2 Emissions (in grams): 0.0803
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## Validation Metrics
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- Loss: 0.186
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- Accuracy: 0.873
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- Macro F1: 0.870
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- Micro F1: 0.873
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- Weighted F1: 0.868
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- Macro Precision: 0.938
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- Micro Precision: 0.873
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- Weighted Precision: 0.896
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- Macro Recall: 0.833
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- Micro Recall: 0.873
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- Weighted Recall: 0.873
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## Usage
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```python
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import json
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import joblib
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import pandas as pd
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model = joblib.load('model.joblib')
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config = json.load(open('config.json'))
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features = config['features']
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# data = pd.read_csv("data.csv")
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data = data[features]
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data.columns = ["feat_" + str(col) for col in data.columns]
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predictions = model.predict(data) # or model.predict_proba(data)
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```
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config.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:67799b4c17654bc5dbfa1242dfb973f279554248331d0efc1a93776335292f0d
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size 146
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model.joblib
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version https://git-lfs.github.com/spec/v1
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oid sha256:ea8d037457c0eb7c8b5610456eafe7ee1844e5dbb2d7b9eb857f9c06274bf97d
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size 63846
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