zsdstools 0.2.4
For quickly create statistics analysis tools on Machine Learning models
Requires Python: >=3.7

# dstools

Create functions that help analyze models

## Instructions

1. Install:

```
pip install zsdstools
```

2. Create a single entropy report based on the probability output and target label

```python
  import zsdstools as dstools
  import numpy as np 
  import pandas as pd 
  fruit = pd.read_csv("example_output.csv")
  fruit.head()
```

OUTPUT:

|index|Target|0|1|2|3|
|---|---|---|---|---|---|
|0|APPLE|0\.5273084267289626|0\.0195542707477479|0\.0454055656042067|0\.0175861744248108|
|1|PEACH|0\.2444587226483518|0\.0016792361070194|0\.0104199440585952|0\.0101216447789426|
|2|MANGO|0\.2155941628311836|0\.0006081438828171|0\.002996750016832|0\.0071956575606295|
|3|APPLE|0\.4799842964085848|0\.0109675233663038|0\.0301269486808463|0\.011261835324509|
|4|BANABA|0\.0863417588391719|0\.0026766653871819|0\.0045768311542038|0\.0082518479425768|
``` python
fruit_report = dstools.create_single_df_entropy_report(prob = fruit.iloc[:, 1:] , target_label = fruit.iloc[:, 0], 'fruit')
```

OUTPUT:

|index|Target|entropy|dataset|
|---|---|---|---|
|0|APPLE|0\.6258577956631657|fruit|
|1|PEACH|0\.449146984292262|fruit|
|2|MANGO|0\.388219058634102|fruit|
|3|APPLE|0\.5578428515548817|fruit|
|4|BANABA|0\.2915844811919383|fruit|


3. Combine multiple entropy reports into one report

```python
  # create fruit report
  fruit_report = dstools.create_single_df_entropy_report(prob = fruit.iloc[:, 1:] , target_label = fruit.iloc[:, 0], 'fruit')
  # create vegetable report
  vegetable_report = dstools.create_single_df_entropy_report(prob = vegetable.iloc[:, 1:] , target_label = vegetable.iloc[:, 0], 'vegetable')
  # combine them together
  entropy_report = dstools.combine_entropy_reports([fruit_report, vegetable])
```

4. Generate Plot

```python
  dstools.entropy_plot(entropy_report)
```

![image.png](data:image/png;base64,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)

    Generate Statistical Plots on your entropy report

    Arguments:
    entropy_report (DataFrame Array): Takes a single dataframe as entropy report
    type_report (String): 
            summary   : Plot entropy on all target labels summary, 
            facetgrid : Plot entropy on facet of every kinds of target label
    type_report (String):
            histogram : Histogram plot
            boxplot: Boxplot
            violinplot: Violinplot
    Returns:
    dataframe: Entropy report all inputs

    Example:
    >>> dstools.entropy_plot(entropy_report, type_report = 'facetgrid', type_plot = 'violinplot')