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README.md

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+---
+library_name: sklearn
+tags:
+- sklearn
+- skops
+- tabular-classification
+model_format: pickle
+model_file: model.pkl
+widget:
+  structuredData:
+    Age at enrollment:
+    - 20
+    - 19
+    - 19
+    Application mode:
+    - 8
+    - 6
+    - 1
+    Application order:
+    - 5
+    - 1
+    - 5
+    Course:
+    - 2
+    - 11
+    - 5
+    Curricular units 1st sem (approved):
+    - 0
+    - 6
+    - 0
+    Curricular units 1st sem (credited):
+    - 0
+    - 0
+    - 0
+    Curricular units 1st sem (enrolled):
+    - 0
+    - 6
+    - 6
+    Curricular units 1st sem (evaluations):
+    - 0
+    - 6
+    - 0
+    Curricular units 1st sem (grade):
+    - 0.0
+    - 14.0
+    - 0.0
+    Curricular units 1st sem (without evaluations):
+    - 0
+    - 0
+    - 0
+    Curricular units 2nd sem (approved):
+    - 0
+    - 6
+    - 0
+    Curricular units 2nd sem (credited):
+    - 0
+    - 0
+    - 0
+    Curricular units 2nd sem (enrolled):
+    - 0
+    - 6
+    - 6
+    Curricular units 2nd sem (evaluations):
+    - 0
+    - 6
+    - 0
+    Curricular units 2nd sem (grade):
+    - 0.0
+    - 13.666666666666666
+    - 0.0
+    Curricular units 2nd sem (without evaluations):
+    - 0
+    - 0
+    - 0
+    Daytime/evening attendance:
+    - 1
+    - 1
+    - 1
+    Debtor:
+    - 0
+    - 0
+    - 0
+    Displaced:
+    - 1
+    - 1
+    - 1
+    Educational special needs:
+    - 0
+    - 0
+    - 0
+    Father's occupation:
+    - 10
+    - 4
+    - 10
+    Father's qualification:
+    - 10
+    - 3
+    - 27
+    GDP:
+    - 1.74
+    - 0.79
+    - 1.74
+    Gender:
+    - 1
+    - 1
+    - 1
+    Inflation rate:
+    - 1.4
+    - -0.3
+    - 1.4
+    International:
+    - 0
+    - 0
+    - 0
+    Marital status:
+    - 1
+    - 1
+    - 1
+    Mother's occupation:
+    - 6
+    - 4
+    - 10
+    Mother's qualification:
+    - 13
+    - 1
+    - 22
+    Nacionality:
+    - 1
+    - 1
+    - 1
+    Previous qualification:
+    - 1
+    - 1
+    - 1
+    Scholarship holder:
+    - 0
+    - 0
+    - 0
+    Tuition fees up to date:
+    - 1
+    - 0
+    - 0
+    Unemployment rate:
+    - 10.8
+    - 13.9
+    - 10.8
+---
+
+# Model description
+
+[More Information Needed]
+
+## Intended uses & limitations
+
+[More Information Needed]
+
+## Training Procedure
+
+[More Information Needed]
+
+### Hyperparameters
+
+<details>
+<summary> Click to expand </summary>
+
+| Hyperparameter           | Value   |
+|--------------------------|---------|
+| bootstrap                | True    |
+| ccp_alpha                | 0.0     |
+| class_weight             |         |
+| criterion                | gini    |
+| max_depth                |         |
+| max_features             | sqrt    |
+| max_leaf_nodes           |         |
+| max_samples              |         |
+| min_impurity_decrease    | 0.0     |
+| min_samples_leaf         | 1       |
+| min_samples_split        | 2       |
+| min_weight_fraction_leaf | 0.0     |
+| n_estimators             | 100     |
+| n_jobs                   |         |
+| oob_score                | False   |
+| random_state             |         |
+| verbose                  | 0       |
+| warm_start               | False   |
+
+</details>
+
+### Model Plot
+
+<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>RandomForestClassifier()</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">RandomForestClassifier</label><div class="sk-toggleable__content"><pre>RandomForestClassifier()</pre></div></div></div></div></div>
+
+## Evaluation Results
+
+| Metric   |   Value |
+|----------|---------|
+| accuracy |  0.9041 |
+| roc_auc  |  0.9157 |
+
+# How to Get Started with the Model
+
+[More Information Needed]
+
+# Model Card Authors
+
+This model card is written by following authors:
+
+[More Information Needed]
+
+# Model Card Contact
+
+You can contact the model card authors through following channels:
+[More Information Needed]
+
+# Citation
+
+Below you can find information related to citation.
+
+**BibTeX:**
+```
+[More Information Needed]
+```
+
+# model_description
+
+This is a RandomForest Classifier trained on student academic performance data.
+
+# limitations
+
+This model is trained for educational purposes.
+
+# Confusion Matrix
+
+![Confusion Matrix](confusion_matrix.png)

config.json

@@ -0,0 +1,221 @@
+{
+    "sklearn": {
+        "columns": [
+            "Marital status",
+            "Application mode",
+            "Application order",
+            "Course",
+            "Daytime/evening attendance",
+            "Previous qualification",
+            "Nacionality",
+            "Mother's qualification",
+            "Father's qualification",
+            "Mother's occupation",
+            "Father's occupation",
+            "Displaced",
+            "Educational special needs",
+            "Debtor",
+            "Tuition fees up to date",
+            "Gender",
+            "Scholarship holder",
+            "Age at enrollment",
+            "International",
+            "Curricular units 1st sem (credited)",
+            "Curricular units 1st sem (enrolled)",
+            "Curricular units 1st sem (evaluations)",
+            "Curricular units 1st sem (approved)",
+            "Curricular units 1st sem (grade)",
+            "Curricular units 1st sem (without evaluations)",
+            "Curricular units 2nd sem (credited)",
+            "Curricular units 2nd sem (enrolled)",
+            "Curricular units 2nd sem (evaluations)",
+            "Curricular units 2nd sem (approved)",
+            "Curricular units 2nd sem (grade)",
+            "Curricular units 2nd sem (without evaluations)",
+            "Unemployment rate",
+            "Inflation rate",
+            "GDP"
+        ],
+        "environment": [
+            "scikit-learn"
+        ],
+        "example_input": {
+            "Age at enrollment": [
+                20,
+                19,
+                19
+            ],
+            "Application mode": [
+                8,
+                6,
+                1
+            ],
+            "Application order": [
+                5,
+                1,
+                5
+            ],
+            "Course": [
+                2,
+                11,
+                5
+            ],
+            "Curricular units 1st sem (approved)": [
+                0,
+                6,
+                0
+            ],
+            "Curricular units 1st sem (credited)": [
+                0,
+                0,
+                0
+            ],
+            "Curricular units 1st sem (enrolled)": [
+                0,
+                6,
+                6
+            ],
+            "Curricular units 1st sem (evaluations)": [
+                0,
+                6,
+                0
+            ],
+            "Curricular units 1st sem (grade)": [
+                0.0,
+                14.0,
+                0.0
+            ],
+            "Curricular units 1st sem (without evaluations)": [
+                0,
+                0,
+                0
+            ],
+            "Curricular units 2nd sem (approved)": [
+                0,
+                6,
+                0
+            ],
+            "Curricular units 2nd sem (credited)": [
+                0,
+                0,
+                0
+            ],
+            "Curricular units 2nd sem (enrolled)": [
+                0,
+                6,
+                6
+            ],
+            "Curricular units 2nd sem (evaluations)": [
+                0,
+                6,
+                0
+            ],
+            "Curricular units 2nd sem (grade)": [
+                0.0,
+                13.666666666666666,
+                0.0
+            ],
+            "Curricular units 2nd sem (without evaluations)": [
+                0,
+                0,
+                0
+            ],
+            "Daytime/evening attendance": [
+                1,
+                1,
+                1
+            ],
+            "Debtor": [
+                0,
+                0,
+                0
+            ],
+            "Displaced": [
+                1,
+                1,
+                1
+            ],
+            "Educational special needs": [
+                0,
+                0,
+                0
+            ],
+            "Father's occupation": [
+                10,
+                4,
+                10
+            ],
+            "Father's qualification": [
+                10,
+                3,
+                27
+            ],
+            "GDP": [
+                1.74,
+                0.79,
+                1.74
+            ],
+            "Gender": [
+                1,
+                1,
+                1
+            ],
+            "Inflation rate": [
+                1.4,
+                -0.3,
+                1.4
+            ],
+            "International": [
+                0,
+                0,
+                0
+            ],
+            "Marital status": [
+                1,
+                1,
+                1
+            ],
+            "Mother's occupation": [
+                6,
+                4,
+                10
+            ],
+            "Mother's qualification": [
+                13,
+                1,
+                22
+            ],
+            "Nacionality": [
+                1,
+                1,
+                1
+            ],
+            "Previous qualification": [
+                1,
+                1,
+                1
+            ],
+            "Scholarship holder": [
+                0,
+                0,
+                0
+            ],
+            "Tuition fees up to date": [
+                1,
+                0,
+                0
+            ],
+            "Unemployment rate": [
+                10.8,
+                13.9,
+                10.8
+            ]
+        },
+        "model": {
+            "file": "model.pkl"
+        },
+        "model_format": "pickle",
+        "task": "tabular-classification",
+        "use_intelex": false
+    }
+}

model.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c44d5903aef2ec6fbf024188543c20aec62641a8f13ff85bd01206b3449355bf
+size 6937033