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model_card update'
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XxRemsteelexX committed Aug 5, 2024
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- Model type: python "RandomForestClassifier" (default parameters)

## Intended Use
- Classifies people who make more or less than 50k per year into different buckets
- This model is used to predict the income level of individuals based off attiributes such as demographic and employment-related featues. These values are then used to predict an individuals salary being above or below 50k.

## Training Data
- US cencus data provided by Udacity
- US cencus data provided by Udacity, its source is located here: https: (// archive.ics.uci.edu/ml/datasets/census+income).
- This data contains information pertaining to individuals, it was from 1994 Census Bureau data from the UCI Machine Learning Repository.

## Evaluation Data
- US cencus data provided by Udacity
- The data was split to test and train the model at 20% and 80%.

## Metrics
- A random Forest Classifier model was used with the default parameters.
- This model achieved the metric scores below:
- Metric Performance: Precision: 0.7369 | Recall: 0.6294 | F1: 0.6789

## Ethical Considerations
- This model contains features and variables that should not be used for evaluation.
- This model would not be considered a fair representation because it uses demgraphics that include sage, sex and race, and therefore should nmot be used in a descision making process when evaluating individuals.

## Caveats and Recommendations
- Default parameters were used, for a more accurate result other models and parameters could be used.
- The Census database used is from 1994, the data provided is most likely out of date and inacurate.
- Individuals that are under represented in these demographics may not be acuratly portrayed.

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