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  1. .ipynb_checkpoints/README-checkpoint.md +146 -0
  2. README.md +146 -0
  3. config.json +1 -0
  4. model.pkl +3 -0
.ipynb_checkpoints/README-checkpoint.md ADDED
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+
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+ # Model description
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+
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+ This is a Decision tree model trained on a phishing URL detection dataset. The dataset contains features from URLs and their webpage content. The model is trained to classify whether a website is legitimate (label 1) or an act of phishing (label 0).
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+
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+ ## Intended uses & limitations
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+
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+ This model is made for educational purposes and is not ready to be used in production.
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+
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+ ## Training Procedure
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+
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+ [More Information Needed]
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+
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+ ### Hyperparameters
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+
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+ <details>
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+ <summary> Click to expand </summary>
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+
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+ | Hyperparameter | Value |
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+ | :----------------------: | :----: |
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+ | ccp_alpha | 0.0 |
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+ | class_weight | None |
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+ | criterion | gini |
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+ | max_depth | 2 |
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+ | max_features | None |
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+ | max_leaf_nodes | None |
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+ | min_impurity_decrease | 0.0 |
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+ | min_samples_leaf | 0.2 |
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+ | min_samples_split | 0.2 |
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+ | min_weight_fraction_leaf | 0.0 |
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+ | monotonic_cst | None |
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+ | random_state | 67 |
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+ | splitter | random |
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+
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+ </details>
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+
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+ ### Model Plot
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+
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+ <style>#sk-container-id-2 {/* Definition of color scheme common for light and dark mode */--sklearn-color-text: #000;--sklearn-color-text-muted: #666;--sklearn-color-line: gray;/* Definition of color scheme for unfitted estimators */--sklearn-color-unfitted-level-0: #fff5e6;--sklearn-color-unfitted-level-1: #f6e4d2;--sklearn-color-unfitted-level-2: #ffe0b3;--sklearn-color-unfitted-level-3: chocolate;/* Definition of color scheme for fitted estimators */--sklearn-color-fitted-level-0: #f0f8ff;--sklearn-color-fitted-level-1: #d4ebff;--sklearn-color-fitted-level-2: #b3dbfd;--sklearn-color-fitted-level-3: cornflowerblue;/* Specific color for light theme */--sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));--sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));--sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));--sklearn-color-icon: #696969;@media (prefers-color-scheme: dark) {/* Redefinition of color scheme for dark theme */--sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));--sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));--sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));--sklearn-color-icon: #878787;}
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+ }#sk-container-id-2 {color: var(--sklearn-color-text);
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+ }#sk-container-id-2 pre {padding: 0;
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+ }#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;
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+ }#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed var(--sklearn-color-line);margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: var(--sklearn-color-background);
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+ }#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 thedefault 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;
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+ }#sk-container-id-2 div.sk-text-repr-fallback {display: none;
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+ }div.sk-parallel-item,
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+ div.sk-serial,
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+ div.sk-item {/* draw centered vertical line to link estimators */background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));background-size: 2px 100%;background-repeat: no-repeat;background-position: center center;
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+ }/* Parallel-specific style estimator block */#sk-container-id-2 div.sk-parallel-item::after {content: "";width: 100%;border-bottom: 2px solid var(--sklearn-color-text-on-default-background);flex-grow: 1;
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+ }#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: var(--sklearn-color-background);position: relative;
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+ }#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;
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+ }#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;
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+ }#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;
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+ }#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;
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+ }/* Serial-specific style estimator block */#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: var(--sklearn-color-background);padding-right: 1em;padding-left: 1em;
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+ }/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is
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+ clickable and can be expanded/collapsed.
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+ - Pipeline and ColumnTransformer use this feature and define the default style
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+ - Estimators will overwrite some part of the style using the `sk-estimator` class
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+ *//* Pipeline and ColumnTransformer style (default) */#sk-container-id-2 div.sk-toggleable {/* Default theme specific background. It is overwritten whether we have aspecific estimator or a Pipeline/ColumnTransformer */background-color: var(--sklearn-color-background);
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+ }/* Toggleable label */
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+ #sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: flex;width: 100%;margin-bottom: 0;padding: 0.5em;box-sizing: border-box;text-align: center;align-items: start;justify-content: space-between;gap: 0.5em;
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+ }#sk-container-id-2 label.sk-toggleable__label .caption {font-size: 0.6rem;font-weight: lighter;color: var(--sklearn-color-text-muted);
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+ }#sk-container-id-2 label.sk-toggleable__label-arrow:before {/* Arrow on the left of the label */content: "▸";float: left;margin-right: 0.25em;color: var(--sklearn-color-icon);
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+ }#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: var(--sklearn-color-text);
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+ }/* Toggleable content - dropdown */#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;/* unfitted */background-color: var(--sklearn-color-unfitted-level-0);
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+ }#sk-container-id-2 div.sk-toggleable__content.fitted {/* fitted */background-color: var(--sklearn-color-fitted-level-0);
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+ }#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;border-radius: 0.25em;color: var(--sklearn-color-text);/* unfitted */background-color: var(--sklearn-color-unfitted-level-0);
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+ }#sk-container-id-2 div.sk-toggleable__content.fitted pre {/* unfitted */background-color: var(--sklearn-color-fitted-level-0);
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+ }#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {/* Expand drop-down */max-height: 200px;max-width: 100%;overflow: auto;
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+ }#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: "▾";
72
+ }/* Pipeline/ColumnTransformer-specific style */#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {color: var(--sklearn-color-text);background-color: var(--sklearn-color-unfitted-level-2);
73
+ }#sk-container-id-2 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: var(--sklearn-color-fitted-level-2);
74
+ }/* Estimator-specific style *//* Colorize estimator box */
75
+ #sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {/* unfitted */background-color: var(--sklearn-color-unfitted-level-2);
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+ }#sk-container-id-2 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {/* fitted */background-color: var(--sklearn-color-fitted-level-2);
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+ }#sk-container-id-2 div.sk-label label.sk-toggleable__label,
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+ #sk-container-id-2 div.sk-label label {/* The background is the default theme color */color: var(--sklearn-color-text-on-default-background);
79
+ }/* On hover, darken the color of the background */
80
+ #sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {color: var(--sklearn-color-text);background-color: var(--sklearn-color-unfitted-level-2);
81
+ }/* Label box, darken color on hover, fitted */
82
+ #sk-container-id-2 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {color: var(--sklearn-color-text);background-color: var(--sklearn-color-fitted-level-2);
83
+ }/* Estimator label */#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;
84
+ }#sk-container-id-2 div.sk-label-container {text-align: center;
85
+ }/* Estimator-specific */
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+ #sk-container-id-2 div.sk-estimator {font-family: monospace;border: 1px dotted var(--sklearn-color-border-box);border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;/* unfitted */background-color: var(--sklearn-color-unfitted-level-0);
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+ }#sk-container-id-2 div.sk-estimator.fitted {/* fitted */background-color: var(--sklearn-color-fitted-level-0);
88
+ }/* on hover */
89
+ #sk-container-id-2 div.sk-estimator:hover {/* unfitted */background-color: var(--sklearn-color-unfitted-level-2);
90
+ }#sk-container-id-2 div.sk-estimator.fitted:hover {/* fitted */background-color: var(--sklearn-color-fitted-level-2);
91
+ }/* Specification for estimator info (e.g. "i" and "?") *//* Common style for "i" and "?" */.sk-estimator-doc-link,
92
+ a:link.sk-estimator-doc-link,
93
+ a:visited.sk-estimator-doc-link {float: right;font-size: smaller;line-height: 1em;font-family: monospace;background-color: var(--sklearn-color-background);border-radius: 1em;height: 1em;width: 1em;text-decoration: none !important;margin-left: 0.5em;text-align: center;/* unfitted */border: var(--sklearn-color-unfitted-level-1) 1pt solid;color: var(--sklearn-color-unfitted-level-1);
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+ }.sk-estimator-doc-link.fitted,
95
+ a:link.sk-estimator-doc-link.fitted,
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+ a:visited.sk-estimator-doc-link.fitted {/* fitted */border: var(--sklearn-color-fitted-level-1) 1pt solid;color: var(--sklearn-color-fitted-level-1);
97
+ }/* On hover */
98
+ div.sk-estimator:hover .sk-estimator-doc-link:hover,
99
+ .sk-estimator-doc-link:hover,
100
+ div.sk-label-container:hover .sk-estimator-doc-link:hover,
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+ .sk-estimator-doc-link:hover {/* unfitted */background-color: var(--sklearn-color-unfitted-level-3);color: var(--sklearn-color-background);text-decoration: none;
102
+ }div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,
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+ .sk-estimator-doc-link.fitted:hover,
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+ div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,
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+ .sk-estimator-doc-link.fitted:hover {/* fitted */background-color: var(--sklearn-color-fitted-level-3);color: var(--sklearn-color-background);text-decoration: none;
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+ }/* Span, style for the box shown on hovering the info icon */
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+ .sk-estimator-doc-link span {display: none;z-index: 9999;position: relative;font-weight: normal;right: .2ex;padding: .5ex;margin: .5ex;width: min-content;min-width: 20ex;max-width: 50ex;color: var(--sklearn-color-text);box-shadow: 2pt 2pt 4pt #999;/* unfitted */background: var(--sklearn-color-unfitted-level-0);border: .5pt solid var(--sklearn-color-unfitted-level-3);
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+ }.sk-estimator-doc-link.fitted span {/* fitted */background: var(--sklearn-color-fitted-level-0);border: var(--sklearn-color-fitted-level-3);
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+ }.sk-estimator-doc-link:hover span {display: block;
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+ }/* "?"-specific style due to the `<a>` HTML tag */#sk-container-id-2 a.estimator_doc_link {float: right;font-size: 1rem;line-height: 1em;font-family: monospace;background-color: var(--sklearn-color-background);border-radius: 1rem;height: 1rem;width: 1rem;text-decoration: none;/* unfitted */color: var(--sklearn-color-unfitted-level-1);border: var(--sklearn-color-unfitted-level-1) 1pt solid;
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+ }#sk-container-id-2 a.estimator_doc_link.fitted {/* fitted */border: var(--sklearn-color-fitted-level-1) 1pt solid;color: var(--sklearn-color-fitted-level-1);
112
+ }/* On hover */
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+ #sk-container-id-2 a.estimator_doc_link:hover {/* unfitted */background-color: var(--sklearn-color-unfitted-level-3);color: var(--sklearn-color-background);text-decoration: none;
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+ }#sk-container-id-2 a.estimator_doc_link.fitted:hover {/* fitted */background-color: var(--sklearn-color-fitted-level-3);
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+ }
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+ </style><div id="sk-container-id-2" class="sk-top-container" style="overflow: auto;"><div class="sk-text-repr-fallback"><pre>DecisionTreeClassifier(max_depth=2, min_samples_leaf=0.2, min_samples_split=0.2,random_state=67, splitter=&#x27;random&#x27;)</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 fitted 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 fitted sk-toggleable__label-arrow"><div><div>DecisionTreeClassifier</div></div><div><a class="sk-estimator-doc-link fitted" rel="noreferrer" target="_blank" href="https://scikit-learn.org/1.6/modules/generated/sklearn.tree.DecisionTreeClassifier.html">?<span>Documentation for DecisionTreeClassifier</span></a><span class="sk-estimator-doc-link fitted">i<span>Fitted</span></span></div></label><div class="sk-toggleable__content fitted"><pre>DecisionTreeClassifier(max_depth=2, min_samples_leaf=0.2, min_samples_split=0.2,random_state=67, splitter=&#x27;random&#x27;)</pre></div> </div></div></div></div>
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+
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+ ## Evaluation Results
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+
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+ [More Information Needed]
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+
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+ # How to Get Started with the Model
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+
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+ [More Information Needed]
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+
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+ # Model Card Authors
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+
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+ Anthony Martinez
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+
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+ # Model Card Contact
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+
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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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+
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+ # Citation
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+
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+ Below you can find information related to citation.
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+
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+ **BibTeX:**
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+ ```
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+ [More Information Needed]
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+ ```
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+
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+ # Intended uses & limitations
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+
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+ This model is made for educational purposes and is not ready to be used in production.
README.md ADDED
@@ -0,0 +1,146 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+
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+ # Model description
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+
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+ This is a Decision tree model trained on a phishing URL detection dataset. The dataset contains features from URLs and their webpage content. The model is trained to classify whether a website is legitimate (label 1) or an act of phishing (label 0).
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+
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+ ## Intended uses & limitations
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+
8
+ This model is made for educational purposes and is not ready to be used in production.
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+
10
+ ## Training Procedure
11
+
12
+ [More Information Needed]
13
+
14
+ ### Hyperparameters
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+
16
+ <details>
17
+ <summary> Click to expand </summary>
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+
19
+ | Hyperparameter | Value |
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+ | :----------------------: | :----: |
21
+ | ccp_alpha | 0.0 |
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+ | class_weight | None |
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+ | criterion | gini |
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+ | max_depth | 2 |
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+ | max_features | None |
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+ | max_leaf_nodes | None |
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+ | min_impurity_decrease | 0.0 |
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+ | min_samples_leaf | 0.2 |
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+ | min_samples_split | 0.2 |
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+ | min_weight_fraction_leaf | 0.0 |
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+ | monotonic_cst | None |
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+ | random_state | 67 |
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+ | splitter | random |
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+
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+ </details>
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+
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+ ### Model Plot
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+
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+ <style>#sk-container-id-2 {/* Definition of color scheme common for light and dark mode */--sklearn-color-text: #000;--sklearn-color-text-muted: #666;--sklearn-color-line: gray;/* Definition of color scheme for unfitted estimators */--sklearn-color-unfitted-level-0: #fff5e6;--sklearn-color-unfitted-level-1: #f6e4d2;--sklearn-color-unfitted-level-2: #ffe0b3;--sklearn-color-unfitted-level-3: chocolate;/* Definition of color scheme for fitted estimators */--sklearn-color-fitted-level-0: #f0f8ff;--sklearn-color-fitted-level-1: #d4ebff;--sklearn-color-fitted-level-2: #b3dbfd;--sklearn-color-fitted-level-3: cornflowerblue;/* Specific color for light theme */--sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));--sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));--sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));--sklearn-color-icon: #696969;@media (prefers-color-scheme: dark) {/* Redefinition of color scheme for dark theme */--sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));--sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));--sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));--sklearn-color-icon: #878787;}
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+ }#sk-container-id-2 {color: var(--sklearn-color-text);
41
+ }#sk-container-id-2 pre {padding: 0;
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+ }#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;
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+ }#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed var(--sklearn-color-line);margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: var(--sklearn-color-background);
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+ }#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 thedefault 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;
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+ }#sk-container-id-2 div.sk-text-repr-fallback {display: none;
46
+ }div.sk-parallel-item,
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+ div.sk-serial,
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+ div.sk-item {/* draw centered vertical line to link estimators */background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));background-size: 2px 100%;background-repeat: no-repeat;background-position: center center;
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+ }/* Parallel-specific style estimator block */#sk-container-id-2 div.sk-parallel-item::after {content: "";width: 100%;border-bottom: 2px solid var(--sklearn-color-text-on-default-background);flex-grow: 1;
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+ }#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: var(--sklearn-color-background);position: relative;
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+ }#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;
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+ }#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;
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+ }#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;
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+ }#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;
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+ }/* Serial-specific style estimator block */#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: var(--sklearn-color-background);padding-right: 1em;padding-left: 1em;
56
+ }/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is
57
+ clickable and can be expanded/collapsed.
58
+ - Pipeline and ColumnTransformer use this feature and define the default style
59
+ - Estimators will overwrite some part of the style using the `sk-estimator` class
60
+ *//* Pipeline and ColumnTransformer style (default) */#sk-container-id-2 div.sk-toggleable {/* Default theme specific background. It is overwritten whether we have aspecific estimator or a Pipeline/ColumnTransformer */background-color: var(--sklearn-color-background);
61
+ }/* Toggleable label */
62
+ #sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: flex;width: 100%;margin-bottom: 0;padding: 0.5em;box-sizing: border-box;text-align: center;align-items: start;justify-content: space-between;gap: 0.5em;
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+ }#sk-container-id-2 label.sk-toggleable__label .caption {font-size: 0.6rem;font-weight: lighter;color: var(--sklearn-color-text-muted);
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+ }#sk-container-id-2 label.sk-toggleable__label-arrow:before {/* Arrow on the left of the label */content: "▸";float: left;margin-right: 0.25em;color: var(--sklearn-color-icon);
65
+ }#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: var(--sklearn-color-text);
66
+ }/* Toggleable content - dropdown */#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;/* unfitted */background-color: var(--sklearn-color-unfitted-level-0);
67
+ }#sk-container-id-2 div.sk-toggleable__content.fitted {/* fitted */background-color: var(--sklearn-color-fitted-level-0);
68
+ }#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;border-radius: 0.25em;color: var(--sklearn-color-text);/* unfitted */background-color: var(--sklearn-color-unfitted-level-0);
69
+ }#sk-container-id-2 div.sk-toggleable__content.fitted pre {/* unfitted */background-color: var(--sklearn-color-fitted-level-0);
70
+ }#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {/* Expand drop-down */max-height: 200px;max-width: 100%;overflow: auto;
71
+ }#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: "▾";
72
+ }/* Pipeline/ColumnTransformer-specific style */#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {color: var(--sklearn-color-text);background-color: var(--sklearn-color-unfitted-level-2);
73
+ }#sk-container-id-2 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: var(--sklearn-color-fitted-level-2);
74
+ }/* Estimator-specific style *//* Colorize estimator box */
75
+ #sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {/* unfitted */background-color: var(--sklearn-color-unfitted-level-2);
76
+ }#sk-container-id-2 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {/* fitted */background-color: var(--sklearn-color-fitted-level-2);
77
+ }#sk-container-id-2 div.sk-label label.sk-toggleable__label,
78
+ #sk-container-id-2 div.sk-label label {/* The background is the default theme color */color: var(--sklearn-color-text-on-default-background);
79
+ }/* On hover, darken the color of the background */
80
+ #sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {color: var(--sklearn-color-text);background-color: var(--sklearn-color-unfitted-level-2);
81
+ }/* Label box, darken color on hover, fitted */
82
+ #sk-container-id-2 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {color: var(--sklearn-color-text);background-color: var(--sklearn-color-fitted-level-2);
83
+ }/* Estimator label */#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;
84
+ }#sk-container-id-2 div.sk-label-container {text-align: center;
85
+ }/* Estimator-specific */
86
+ #sk-container-id-2 div.sk-estimator {font-family: monospace;border: 1px dotted var(--sklearn-color-border-box);border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;/* unfitted */background-color: var(--sklearn-color-unfitted-level-0);
87
+ }#sk-container-id-2 div.sk-estimator.fitted {/* fitted */background-color: var(--sklearn-color-fitted-level-0);
88
+ }/* on hover */
89
+ #sk-container-id-2 div.sk-estimator:hover {/* unfitted */background-color: var(--sklearn-color-unfitted-level-2);
90
+ }#sk-container-id-2 div.sk-estimator.fitted:hover {/* fitted */background-color: var(--sklearn-color-fitted-level-2);
91
+ }/* Specification for estimator info (e.g. "i" and "?") *//* Common style for "i" and "?" */.sk-estimator-doc-link,
92
+ a:link.sk-estimator-doc-link,
93
+ a:visited.sk-estimator-doc-link {float: right;font-size: smaller;line-height: 1em;font-family: monospace;background-color: var(--sklearn-color-background);border-radius: 1em;height: 1em;width: 1em;text-decoration: none !important;margin-left: 0.5em;text-align: center;/* unfitted */border: var(--sklearn-color-unfitted-level-1) 1pt solid;color: var(--sklearn-color-unfitted-level-1);
94
+ }.sk-estimator-doc-link.fitted,
95
+ a:link.sk-estimator-doc-link.fitted,
96
+ a:visited.sk-estimator-doc-link.fitted {/* fitted */border: var(--sklearn-color-fitted-level-1) 1pt solid;color: var(--sklearn-color-fitted-level-1);
97
+ }/* On hover */
98
+ div.sk-estimator:hover .sk-estimator-doc-link:hover,
99
+ .sk-estimator-doc-link:hover,
100
+ div.sk-label-container:hover .sk-estimator-doc-link:hover,
101
+ .sk-estimator-doc-link:hover {/* unfitted */background-color: var(--sklearn-color-unfitted-level-3);color: var(--sklearn-color-background);text-decoration: none;
102
+ }div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,
103
+ .sk-estimator-doc-link.fitted:hover,
104
+ div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,
105
+ .sk-estimator-doc-link.fitted:hover {/* fitted */background-color: var(--sklearn-color-fitted-level-3);color: var(--sklearn-color-background);text-decoration: none;
106
+ }/* Span, style for the box shown on hovering the info icon */
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+ .sk-estimator-doc-link span {display: none;z-index: 9999;position: relative;font-weight: normal;right: .2ex;padding: .5ex;margin: .5ex;width: min-content;min-width: 20ex;max-width: 50ex;color: var(--sklearn-color-text);box-shadow: 2pt 2pt 4pt #999;/* unfitted */background: var(--sklearn-color-unfitted-level-0);border: .5pt solid var(--sklearn-color-unfitted-level-3);
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+ }.sk-estimator-doc-link.fitted span {/* fitted */background: var(--sklearn-color-fitted-level-0);border: var(--sklearn-color-fitted-level-3);
109
+ }.sk-estimator-doc-link:hover span {display: block;
110
+ }/* "?"-specific style due to the `<a>` HTML tag */#sk-container-id-2 a.estimator_doc_link {float: right;font-size: 1rem;line-height: 1em;font-family: monospace;background-color: var(--sklearn-color-background);border-radius: 1rem;height: 1rem;width: 1rem;text-decoration: none;/* unfitted */color: var(--sklearn-color-unfitted-level-1);border: var(--sklearn-color-unfitted-level-1) 1pt solid;
111
+ }#sk-container-id-2 a.estimator_doc_link.fitted {/* fitted */border: var(--sklearn-color-fitted-level-1) 1pt solid;color: var(--sklearn-color-fitted-level-1);
112
+ }/* On hover */
113
+ #sk-container-id-2 a.estimator_doc_link:hover {/* unfitted */background-color: var(--sklearn-color-unfitted-level-3);color: var(--sklearn-color-background);text-decoration: none;
114
+ }#sk-container-id-2 a.estimator_doc_link.fitted:hover {/* fitted */background-color: var(--sklearn-color-fitted-level-3);
115
+ }
116
+ </style><div id="sk-container-id-2" class="sk-top-container" style="overflow: auto;"><div class="sk-text-repr-fallback"><pre>DecisionTreeClassifier(max_depth=2, min_samples_leaf=0.2, min_samples_split=0.2,random_state=67, splitter=&#x27;random&#x27;)</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 fitted 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 fitted sk-toggleable__label-arrow"><div><div>DecisionTreeClassifier</div></div><div><a class="sk-estimator-doc-link fitted" rel="noreferrer" target="_blank" href="https://scikit-learn.org/1.6/modules/generated/sklearn.tree.DecisionTreeClassifier.html">?<span>Documentation for DecisionTreeClassifier</span></a><span class="sk-estimator-doc-link fitted">i<span>Fitted</span></span></div></label><div class="sk-toggleable__content fitted"><pre>DecisionTreeClassifier(max_depth=2, min_samples_leaf=0.2, min_samples_split=0.2,random_state=67, splitter=&#x27;random&#x27;)</pre></div> </div></div></div></div>
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+
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+ ## Evaluation Results
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+
120
+ [More Information Needed]
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+
122
+ # How to Get Started with the Model
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+
124
+ [More Information Needed]
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+
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+ # Model Card Authors
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+
128
+ Anthony Martinez
129
+
130
+ # Model Card Contact
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+
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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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+
135
+ # Citation
136
+
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+ Below you can find information related to citation.
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+
139
+ **BibTeX:**
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+ ```
141
+ [More Information Needed]
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+ ```
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+
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+ # Intended uses & limitations
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+
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+ This model is made for educational purposes and is not ready to be used in production.
config.json ADDED
@@ -0,0 +1 @@
 
 
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+ {"sklearn": {"columns": ["URL", "URLLength", "Domain", "DomainLength", "IsDomainIP", "TLD", "URLSimilarityIndex", "CharContinuationRate", "TLDLegitimateProb", "URLCharProb", "TLDLength", "NoOfSubDomain", "HasObfuscation", "NoOfObfuscatedChar", "ObfuscationRatio", "NoOfLettersInURL", "LetterRatioInURL", "NoOfDegitsInURL", "DegitRatioInURL", "NoOfEqualsInURL", "NoOfQMarkInURL", "NoOfAmpersandInURL", "NoOfOtherSpecialCharsInURL", "SpacialCharRatioInURL", "IsHTTPS", "LineOfCode", "LargestLineLength", "HasTitle", "Title", "DomainTitleMatchScore", "URLTitleMatchScore", "HasFavicon", "Robots", "IsResponsive", "NoOfURLRedirect", "NoOfSelfRedirect", "HasDescription", "NoOfPopup", "NoOfiFrame", "HasExternalFormSubmit", "HasSocialNet", "HasSubmitButton", "HasHiddenFields", "HasPasswordField", "Bank", "Pay", "Crypto", "HasCopyrightInfo", "NoOfImage", "NoOfCSS", "NoOfJS", "NoOfSelfRef", "NoOfEmptyRef", "NoOfExternalRef"], "environment": ["scikit-learn=1.0.2"], "example_input": {"URL": ["https://example.com", "http://phishing-site.net", "https://bank.com"], "URLLength": [23, 28, 19], "Domain": ["example", "phishing-site", "bank"], "DomainLength": [7, 13, 4], "IsDomainIP": [0, 0, 0], "TLD": ["com", "net", "com"], "URLSimilarityIndex": [85, 45, 92], "CharContinuationRate": [12, 25, 8], "TLDLegitimateProb": [0.95, 0.35, 0.98], "URLCharProb": [0.88, 0.42, 0.91], "TLDLength": [3, 3, 3], "NoOfSubDomain": [1, 3, 1], "HasObfuscation": [0, 1, 0], "NoOfObfuscatedChar": [0, 8, 0], "ObfuscationRatio": [0, 32, 0], "NoOfLettersInURL": [18, 15, 14], "LetterRatioInURL": [0.78, 0.54, 0.74], "NoOfDegitsInURL": [0, 3, 0], "DegitRatioInURL": [0, 12, 0], "NoOfEqualsInURL": [0, 2, 0], "NoOfQMarkInURL": [0, 3, 0], "NoOfAmpersandInURL": [0, 4, 0], "NoOfOtherSpecialCharsInURL": [2, 8, 1], "SpacialCharRatioInURL": [0.09, 0.29, 0.05], "IsHTTPS": [1, 0, 1], "LineOfCode": [150, 45, 200], "LargestLineLength": [120, 250, 110], "HasTitle": [1, 0, 1], "Title": ["Example Domain", "Login Required", "Secure Banking"], "DomainTitleMatchScore": [85, 25, 90], "URLTitleMatchScore": [80, 20, 85], "HasFavicon": [1, 0, 1], "Robots": [1, 0, 1], "IsResponsive": [1, 0, 1], "NoOfURLRedirect": [0, 5, 1], "NoOfSelfRedirect": [0, 0, 0], "HasDescription": [1, 0, 1], "NoOfPopup": [0, 3, 0], "NoOfiFrame": [0, 2, 0], "HasExternalFormSubmit": [0, 1, 0], "HasSocialNet": [0, 0, 1], "HasSubmitButton": [0, 1, 1], "HasHiddenFields": [0, 1, 0], "HasPasswordField": [0, 1, 1], "Bank": [0, 0, 1], "Pay": [0, 1, 0], "Crypto": [0, 0, 0], "HasCopyrightInfo": [1, 0, 1], "NoOfImage": [5, 2, 8], "NoOfCSS": [3, 1, 4], "NoOfJS": [2, 5, 3], "NoOfSelfRef": [12, 3, 15], "NoOfEmptyRef": [0, 4, 0], "NoOfExternalRef": [3, 8, 2]}, "model": {"file": "model.pkl"}, "task": "tabular-classification"}}
model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:8433585644974babefbe8af6ad8428c6e09e308cebb1f0974ac487863d49da8a
3
+ size 25723