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docs: add dependency graphs and update README
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README.md
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# References
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## Inspiration:
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* Tradfi is plagued by NPAs [(Nonperforming assets)] but still ultimately fall back to some sort of credit score establishment [[Spectral finance](https://www.spectral.finance/) solving this, but still an open problem].
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* But still, most credit score methods would rely on onchain history for credit establishment, we are moving towards privacy-centric defi is this approach extendable to that idea? [Homomorphic encryption could provide a solution]
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# Docs creation
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## [pydeps](https://github.com/thebjorn/pydeps) Python module depenency visualization
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```shell
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pydeps src --max-bacon=3 --cluster --max-cluster-size=3 --rankdir BT -o docs/module-dependency-graph/src.svg
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```
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## [code2flow](https://github.com/scottrogowski/code2flow) Call graphs for a pretty good estimate of project structure
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### Logistic
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```shell
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code2flow src/models/logistic_train_model.py -o docs/call-graph/logistic_train_model.svg
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```
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```shell
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code2flow src/models/logistic_model.py -o docs/call-graph/logistic_model.svg
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```
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### Xgboost
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```shell
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code2flow src/models/xgboost_train_model.py -o docs/call-graph/xgboost_train_model.svg
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```
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```shell
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code2flow src/models/xgboost_model.py -o docs/call-graph/xgboost_model.svg
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```
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### utils
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```shell
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code2flow src/models/util_test.py -o docs/call-graph/util_test.svg
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```
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```shell
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code2flow src/models/util_predict_model_threshold.py -o docs/call-graph/util_predict_model_threshold.svg
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```
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```shell
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code2flow src/models/util_predict_model.py -o docs/call-graph/util_predict_model.svg
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```
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```shell
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code2flow src/models/util_model_comparison.py -o docs/call-graph/util_model_comparison.svg
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```
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# Docs creation
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## [pydeps](https://github.com/thebjorn/pydeps) Python module depenency visualization
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*Delete __init__.py and __main__.py* then run the following
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### App and clusters
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```shell
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pydeps src/app.py --max-bacon=5 --cluster --rankdir BT -o docs/module-dependency-graph/src-app-clustered.svg
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```
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### App and links
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Features, models, & visualization links:
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```shell
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pydeps src/app.py --only features models visualization --max-bacon=4 --rankdir BT -o docs/module-dependency-graph/src-feature-model-visualization.svg
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```
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### Only features
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```shell
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pydeps src/app.py --only features --max-bacon=5 --cluster --max-cluster-size=3 --rankdir BT -o docs/module-dependency-graph/src-features.svg
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```
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### Only models
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```shell
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pydeps src/app.py --only models --max-bacon=5 --cluster --max-cluster-size=15 --rankdir BT -o docs/module-dependency-graph/src-models.svg
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```
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## [code2flow](https://github.com/scottrogowski/code2flow) Call graphs for a pretty good estimate of project structure
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### Logistic
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```shell
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code2flow src/models/logistic_train_model.py -o docs/call-graph/logistic_train_model.svg
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```
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```shell
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code2flow src/models/logistic_model.py -o docs/call-graph/logistic_model.svg
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```
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### Xgboost
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```shell
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code2flow src/models/xgboost_train_model.py -o docs/call-graph/xgboost_train_model.svg
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```
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```shell
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code2flow src/models/xgboost_model.py -o docs/call-graph/xgboost_model.svg
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```
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### utils
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```shell
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code2flow src/models/util_test.py -o docs/call-graph/util_test.svg
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```
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```shell
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code2flow src/models/util_predict_model_threshold.py -o docs/call-graph/util_predict_model_threshold.svg
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```
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```shell
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code2flow src/models/util_predict_model.py -o docs/call-graph/util_predict_model.svg
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```
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```shell
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code2flow src/models/util_model_comparison.py -o docs/call-graph/util_model_comparison.svg
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```
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# References
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## Inspiration:
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* Tradfi is plagued by NPAs [(Nonperforming assets)] but still ultimately fall back to some sort of credit score establishment [[Spectral finance](https://www.spectral.finance/) solving this, but still an open problem].
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* But still, most credit score methods would rely on onchain history for credit establishment, we are moving towards privacy-centric defi is this approach extendable to that idea? [Homomorphic encryption could provide a solution]
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docs/module-dependency-graph/src-app-clustered.svg
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docs/module-dependency-graph/src-feature-model-visualization.svg
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docs/module-dependency-graph/src-features.svg
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docs/module-dependency-graph/src-models.svg
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docs/module-dependency-graph/src.svg
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