pushing files to the repo from the example!
Browse files- README.md +135 -0
- config.json +95 -0
- skops-rsihc7ad.pkl +3 -0
README.md
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---
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license: apache-2.0
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library_name: sklearn
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tags:
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- sklearn
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- skops
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- tabular-classification
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model_format: pickle
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model_file: skops-rsihc7ad.pkl
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widget:
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- structuredData:
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Age:
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- 52
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- 52
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- 37
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Annual income from social welfare programs:
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- 0
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- 0
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- 0
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Education:
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- 5
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- 2
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- 3
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Gender:
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- 0
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- 1
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- 1
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I am currently employed at least part-time:
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- 1
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- 1
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- 1
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I have a gap in my resume:
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- 0
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- 0
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- 0
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I have my regular access to the internet:
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- 1
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- 1
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- 1
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I live with my parents:
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- 0
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- 0
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- 0
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I read outside of work and school:
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- 1
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- 1
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- 1
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Income:
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- 7
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- 28
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- 100
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Lack of concentration:
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- 0.0
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- 0.0
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- 0.0
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Tiredness:
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- 0.0
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- 1.0
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- 1.0
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Unemployed:
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- 0
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- 0
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- 0
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---
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# Model description
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The possible classified predictions are: 'No Mental Illness', 'Yes Mental Illness'The predictors are: 'I am currently employed at least part-time', 'Education' , 'I have my regular access to the internet', 'I live with my parents', 'I have a gap in my resume', 'Income', 'Unemployed', 'I read outside of work and school','Annual income from social welfare programs', 'Lack of concentration', 'Tiredness', 'Age', 'Gender'
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## Intended uses & limitations
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This model follows the limitations of the Apache 2.0 license.
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## Training Procedure
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[More Information Needed]
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### Hyperparameters
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<details>
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<summary> Click to expand </summary>
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| Hyperparameter | Value |
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|----------------------|---------|
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| covariance_estimator | |
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| n_components | |
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| priors | |
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| shrinkage | |
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| solver | svd |
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| store_covariance | False |
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| tol | 0.0001 |
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</details>
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### Model Plot
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<style>#sk-container-id-2 {color: black;background-color: white;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: "▸";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: "▾";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: "";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id="sk-container-id-2" class="sk-top-container" style="overflow: auto;"><div class="sk-text-repr-fallback"><pre>LinearDiscriminantAnalysis()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class="sk-container" hidden><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="sk-estimator-id-2" type="checkbox" checked><label for="sk-estimator-id-2" class="sk-toggleable__label sk-toggleable__label-arrow">LinearDiscriminantAnalysis</label><div class="sk-toggleable__content"><pre>LinearDiscriminantAnalysis()</pre></div></div></div></div></div>
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## Evaluation Results
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| Metric | Value |
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|----------|----------|
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| accuracy | 0.835821 |
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| f1 score | 0.835821 |
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### Model description/Evaluation Results/Classification report
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| index | precision | recall | f1-score | support |
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|--------------------|-------------|----------|------------|-----------|
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| No Mental Illness | 0.847458 | 0.961538 | 0.900901 | 52 |
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| Yes Mental Illness | 0.75 | 0.4 | 0.521739 | 15 |
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| macro avg | 0.798729 | 0.680769 | 0.71132 | 67 |
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| weighted avg | 0.825639 | 0.835821 | 0.816014 | 67 |
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# How to Get Started with the Model
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[More Information Needed]
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# Model Card Authors
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gianlab
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# Model Card Contact
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You can contact the model card authors through following channels:
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[More Information Needed]
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# Citation
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Below you can find information related to citation.
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**BibTeX:**
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```
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[More Information Needed]
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```
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config.json
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{
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"sklearn": {
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"columns": [
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"I am currently employed at least part-time",
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"Education",
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"I have my regular access to the internet",
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"I live with my parents",
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"I have a gap in my resume",
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"Income",
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"Unemployed",
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"I read outside of work and school",
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"Annual income from social welfare programs",
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"Lack of concentration",
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"Tiredness",
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"Age",
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"Gender"
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],
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"environment": [
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"scikit-learn=1.2.2"
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],
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"example_input": {
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"Age": [
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52,
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52,
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37
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],
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"Annual income from social welfare programs": [
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0,
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0,
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0
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],
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"Education": [
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5,
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2,
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3
|
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],
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"Gender": [
|
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0,
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1,
|
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+
1
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],
|
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"I am currently employed at least part-time": [
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1,
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+
1,
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1
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],
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"I have a gap in my resume": [
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0,
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0,
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0
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],
|
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"I have my regular access to the internet": [
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1,
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1,
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1
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],
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"I live with my parents": [
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0,
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0,
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+
0
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],
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"I read outside of work and school": [
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1,
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1,
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1
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],
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"Income": [
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7,
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28,
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100
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],
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"Lack of concentration": [
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0.0,
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0.0,
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+
0.0
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],
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"Tiredness": [
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0.0,
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1.0,
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1.0
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],
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"Unemployed": [
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0,
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0,
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0
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]
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},
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"model": {
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"file": "skops-rsihc7ad.pkl"
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},
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"model_format": "pickle",
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"task": "tabular-classification",
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"use_intelex": false
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}
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}
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skops-rsihc7ad.pkl
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@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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oid sha256:d405c3d8dae4b4712e5bb995578212a5495413e67907d81f353abb46585eb678
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size 1851
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