{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyN9S8nQX5DXlleu50BXiq4G"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"code","execution_count":1,"metadata":{"id":"IL286oQiS1Uh","executionInfo":{"status":"ok","timestamp":1752507124887,"user_tz":-330,"elapsed":2154,"user":{"displayName":"ADARSH MISRA","userId":"13700666875140334112"}}},"outputs":[],"source":["from sklearn.datasets import load_breast_cancer"]},{"cell_type":"code","source":["cancer = load_breast_cancer()"],"metadata":{"id":"wFMhoD8kkHrl","executionInfo":{"status":"ok","timestamp":1752507137358,"user_tz":-330,"elapsed":42,"user":{"displayName":"ADARSH MISRA","userId":"13700666875140334112"}}},"execution_count":2,"outputs":[]},{"cell_type":"code","source":["cancer.data"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"FOVDFBZMkMO0","executionInfo":{"status":"ok","timestamp":1752507168224,"user_tz":-330,"elapsed":62,"user":{"displayName":"ADARSH MISRA","userId":"13700666875140334112"}},"outputId":"bc760ce5-775f-44ba-ec41-74df1156d4ab"},"execution_count":4,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[1.799e+01, 1.038e+01, 1.228e+02, ..., 2.654e-01, 4.601e-01,\n"," 1.189e-01],\n"," [2.057e+01, 1.777e+01, 1.329e+02, ..., 1.860e-01, 2.750e-01,\n"," 8.902e-02],\n"," [1.969e+01, 2.125e+01, 1.300e+02, ..., 2.430e-01, 3.613e-01,\n"," 8.758e-02],\n"," ...,\n"," [1.660e+01, 2.808e+01, 1.083e+02, ..., 1.418e-01, 2.218e-01,\n"," 7.820e-02],\n"," [2.060e+01, 2.933e+01, 1.401e+02, ..., 2.650e-01, 4.087e-01,\n"," 1.240e-01],\n"," [7.760e+00, 2.454e+01, 4.792e+01, ..., 0.000e+00, 2.871e-01,\n"," 7.039e-02]])"]},"metadata":{},"execution_count":4}]},{"cell_type":"code","source":["X = cancer.data\n","X.shape"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Ire3cNookdx9","executionInfo":{"status":"ok","timestamp":1752507242004,"user_tz":-330,"elapsed":44,"user":{"displayName":"ADARSH MISRA","userId":"13700666875140334112"}},"outputId":"b9bd5e3d-8bc5-4f5a-d0a7-0d011c5ef10b"},"execution_count":8,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(569, 30)"]},"metadata":{},"execution_count":8}]},{"cell_type":"code","source":["y = cancer.target\n","y.shape"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"cvHJ2g0EkUHD","executionInfo":{"status":"ok","timestamp":1752507260157,"user_tz":-330,"elapsed":40,"user":{"displayName":"ADARSH MISRA","userId":"13700666875140334112"}},"outputId":"21605fe3-e39d-44d1-98fa-a66e2c09fd12"},"execution_count":9,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(569,)"]},"metadata":{},"execution_count":9}]},{"cell_type":"code","source":["cancer.target_names"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Ubw6yucfkYMe","executionInfo":{"status":"ok","timestamp":1752507198797,"user_tz":-330,"elapsed":43,"user":{"displayName":"ADARSH MISRA","userId":"13700666875140334112"}},"outputId":"6000ff8a-b546-4afc-e19c-ce65d3bdee61"},"execution_count":6,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array(['malignant', 'benign'], dtype='#sk-container-id-7 {\n"," /* Definition of color scheme common for light and dark mode */\n"," --sklearn-color-text: #000;\n"," --sklearn-color-text-muted: #666;\n"," --sklearn-color-line: gray;\n"," /* Definition of color scheme for unfitted estimators */\n"," --sklearn-color-unfitted-level-0: #fff5e6;\n"," --sklearn-color-unfitted-level-1: #f6e4d2;\n"," --sklearn-color-unfitted-level-2: #ffe0b3;\n"," --sklearn-color-unfitted-level-3: chocolate;\n"," /* Definition of color scheme for fitted estimators */\n"," --sklearn-color-fitted-level-0: #f0f8ff;\n"," --sklearn-color-fitted-level-1: #d4ebff;\n"," --sklearn-color-fitted-level-2: #b3dbfd;\n"," --sklearn-color-fitted-level-3: cornflowerblue;\n","\n"," /* Specific color for light theme */\n"," --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n"," --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n"," --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n"," --sklearn-color-icon: #696969;\n","\n"," @media (prefers-color-scheme: dark) {\n"," /* Redefinition of color scheme for dark theme */\n"," --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n"," --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n"," --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n"," --sklearn-color-icon: #878787;\n"," }\n","}\n","\n","#sk-container-id-7 {\n"," color: var(--sklearn-color-text);\n","}\n","\n","#sk-container-id-7 pre {\n"," padding: 0;\n","}\n","\n","#sk-container-id-7 input.sk-hidden--visually {\n"," border: 0;\n"," clip: rect(1px 1px 1px 1px);\n"," clip: rect(1px, 1px, 1px, 1px);\n"," height: 1px;\n"," margin: -1px;\n"," overflow: hidden;\n"," padding: 0;\n"," position: absolute;\n"," width: 1px;\n","}\n","\n","#sk-container-id-7 div.sk-dashed-wrapped {\n"," border: 1px dashed var(--sklearn-color-line);\n"," margin: 0 0.4em 0.5em 0.4em;\n"," box-sizing: border-box;\n"," padding-bottom: 0.4em;\n"," background-color: var(--sklearn-color-background);\n","}\n","\n","#sk-container-id-7 div.sk-container {\n"," /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n"," but bootstrap.min.css set `[hidden] { display: none !important; }`\n"," so we also need the `!important` here to be able to override the\n"," default hidden behavior on the sphinx rendered scikit-learn.org.\n"," See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n"," display: inline-block !important;\n"," position: relative;\n","}\n","\n","#sk-container-id-7 div.sk-text-repr-fallback {\n"," display: none;\n","}\n","\n","div.sk-parallel-item,\n","div.sk-serial,\n","div.sk-item {\n"," /* draw centered vertical line to link estimators */\n"," background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n"," background-size: 2px 100%;\n"," background-repeat: no-repeat;\n"," background-position: center center;\n","}\n","\n","/* Parallel-specific style estimator block */\n","\n","#sk-container-id-7 div.sk-parallel-item::after {\n"," content: \"\";\n"," width: 100%;\n"," border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n"," flex-grow: 1;\n","}\n","\n","#sk-container-id-7 div.sk-parallel {\n"," display: flex;\n"," align-items: stretch;\n"," justify-content: center;\n"," background-color: var(--sklearn-color-background);\n"," position: relative;\n","}\n","\n","#sk-container-id-7 div.sk-parallel-item {\n"," display: flex;\n"," flex-direction: column;\n","}\n","\n","#sk-container-id-7 div.sk-parallel-item:first-child::after {\n"," align-self: flex-end;\n"," width: 50%;\n","}\n","\n","#sk-container-id-7 div.sk-parallel-item:last-child::after {\n"," align-self: flex-start;\n"," width: 50%;\n","}\n","\n","#sk-container-id-7 div.sk-parallel-item:only-child::after {\n"," width: 0;\n","}\n","\n","/* Serial-specific style estimator block */\n","\n","#sk-container-id-7 div.sk-serial {\n"," display: flex;\n"," flex-direction: column;\n"," align-items: center;\n"," background-color: var(--sklearn-color-background);\n"," padding-right: 1em;\n"," padding-left: 1em;\n","}\n","\n","\n","/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n","clickable and can be expanded/collapsed.\n","- Pipeline and ColumnTransformer use this feature and define the default style\n","- Estimators will overwrite some part of the style using the `sk-estimator` class\n","*/\n","\n","/* Pipeline and ColumnTransformer style (default) */\n","\n","#sk-container-id-7 div.sk-toggleable {\n"," /* Default theme specific background. It is overwritten whether we have a\n"," specific estimator or a Pipeline/ColumnTransformer */\n"," background-color: var(--sklearn-color-background);\n","}\n","\n","/* Toggleable label */\n","#sk-container-id-7 label.sk-toggleable__label {\n"," cursor: pointer;\n"," display: flex;\n"," width: 100%;\n"," margin-bottom: 0;\n"," padding: 0.5em;\n"," box-sizing: border-box;\n"," text-align: center;\n"," align-items: start;\n"," justify-content: space-between;\n"," gap: 0.5em;\n","}\n","\n","#sk-container-id-7 label.sk-toggleable__label .caption {\n"," font-size: 0.6rem;\n"," font-weight: lighter;\n"," color: var(--sklearn-color-text-muted);\n","}\n","\n","#sk-container-id-7 label.sk-toggleable__label-arrow:before {\n"," /* Arrow on the left of the label */\n"," content: \"▸\";\n"," float: left;\n"," margin-right: 0.25em;\n"," color: var(--sklearn-color-icon);\n","}\n","\n","#sk-container-id-7 label.sk-toggleable__label-arrow:hover:before {\n"," color: var(--sklearn-color-text);\n","}\n","\n","/* Toggleable content - dropdown */\n","\n","#sk-container-id-7 div.sk-toggleable__content {\n"," max-height: 0;\n"," max-width: 0;\n"," overflow: hidden;\n"," text-align: left;\n"," /* unfitted */\n"," background-color: var(--sklearn-color-unfitted-level-0);\n","}\n","\n","#sk-container-id-7 div.sk-toggleable__content.fitted {\n"," /* fitted */\n"," background-color: var(--sklearn-color-fitted-level-0);\n","}\n","\n","#sk-container-id-7 div.sk-toggleable__content pre {\n"," margin: 0.2em;\n"," border-radius: 0.25em;\n"," color: var(--sklearn-color-text);\n"," /* unfitted */\n"," background-color: var(--sklearn-color-unfitted-level-0);\n","}\n","\n","#sk-container-id-7 div.sk-toggleable__content.fitted pre {\n"," /* unfitted */\n"," background-color: var(--sklearn-color-fitted-level-0);\n","}\n","\n","#sk-container-id-7 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n"," /* Expand drop-down */\n"," max-height: 200px;\n"," max-width: 100%;\n"," overflow: auto;\n","}\n","\n","#sk-container-id-7 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n"," content: \"▾\";\n","}\n","\n","/* Pipeline/ColumnTransformer-specific style */\n","\n","#sk-container-id-7 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n"," color: var(--sklearn-color-text);\n"," background-color: var(--sklearn-color-unfitted-level-2);\n","}\n","\n","#sk-container-id-7 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n"," background-color: var(--sklearn-color-fitted-level-2);\n","}\n","\n","/* Estimator-specific style */\n","\n","/* Colorize estimator box */\n","#sk-container-id-7 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n"," /* unfitted */\n"," background-color: var(--sklearn-color-unfitted-level-2);\n","}\n","\n","#sk-container-id-7 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n"," /* fitted */\n"," background-color: var(--sklearn-color-fitted-level-2);\n","}\n","\n","#sk-container-id-7 div.sk-label label.sk-toggleable__label,\n","#sk-container-id-7 div.sk-label label {\n"," /* The background is the default theme color */\n"," color: var(--sklearn-color-text-on-default-background);\n","}\n","\n","/* On hover, darken the color of the background */\n","#sk-container-id-7 div.sk-label:hover label.sk-toggleable__label {\n"," color: var(--sklearn-color-text);\n"," background-color: var(--sklearn-color-unfitted-level-2);\n","}\n","\n","/* Label box, darken color on hover, fitted */\n","#sk-container-id-7 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n"," color: var(--sklearn-color-text);\n"," background-color: var(--sklearn-color-fitted-level-2);\n","}\n","\n","/* Estimator label */\n","\n","#sk-container-id-7 div.sk-label label {\n"," font-family: monospace;\n"," font-weight: bold;\n"," display: inline-block;\n"," line-height: 1.2em;\n","}\n","\n","#sk-container-id-7 div.sk-label-container {\n"," text-align: center;\n","}\n","\n","/* Estimator-specific */\n","#sk-container-id-7 div.sk-estimator {\n"," font-family: monospace;\n"," border: 1px dotted var(--sklearn-color-border-box);\n"," border-radius: 0.25em;\n"," box-sizing: border-box;\n"," margin-bottom: 0.5em;\n"," /* unfitted */\n"," background-color: var(--sklearn-color-unfitted-level-0);\n","}\n","\n","#sk-container-id-7 div.sk-estimator.fitted {\n"," /* fitted */\n"," background-color: var(--sklearn-color-fitted-level-0);\n","}\n","\n","/* on hover */\n","#sk-container-id-7 div.sk-estimator:hover {\n"," /* unfitted */\n"," background-color: var(--sklearn-color-unfitted-level-2);\n","}\n","\n","#sk-container-id-7 div.sk-estimator.fitted:hover {\n"," /* fitted */\n"," background-color: var(--sklearn-color-fitted-level-2);\n","}\n","\n","/* Specification for estimator info (e.g. \"i\" and \"?\") */\n","\n","/* Common style for \"i\" and \"?\" */\n","\n",".sk-estimator-doc-link,\n","a:link.sk-estimator-doc-link,\n","a:visited.sk-estimator-doc-link {\n"," float: right;\n"," font-size: smaller;\n"," line-height: 1em;\n"," font-family: monospace;\n"," background-color: var(--sklearn-color-background);\n"," border-radius: 1em;\n"," height: 1em;\n"," width: 1em;\n"," text-decoration: none !important;\n"," margin-left: 0.5em;\n"," text-align: center;\n"," /* unfitted */\n"," border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n"," color: var(--sklearn-color-unfitted-level-1);\n","}\n","\n",".sk-estimator-doc-link.fitted,\n","a:link.sk-estimator-doc-link.fitted,\n","a:visited.sk-estimator-doc-link.fitted {\n"," /* fitted */\n"," border: var(--sklearn-color-fitted-level-1) 1pt solid;\n"," color: var(--sklearn-color-fitted-level-1);\n","}\n","\n","/* On hover */\n","div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",".sk-estimator-doc-link:hover,\n","div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",".sk-estimator-doc-link:hover {\n"," /* unfitted */\n"," background-color: var(--sklearn-color-unfitted-level-3);\n"," color: var(--sklearn-color-background);\n"," text-decoration: none;\n","}\n","\n","div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",".sk-estimator-doc-link.fitted:hover,\n","div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",".sk-estimator-doc-link.fitted:hover {\n"," /* fitted */\n"," background-color: var(--sklearn-color-fitted-level-3);\n"," color: var(--sklearn-color-background);\n"," text-decoration: none;\n","}\n","\n","/* Span, style for the box shown on hovering the info icon */\n",".sk-estimator-doc-link span {\n"," display: none;\n"," z-index: 9999;\n"," position: relative;\n"," font-weight: normal;\n"," right: .2ex;\n"," padding: .5ex;\n"," margin: .5ex;\n"," width: min-content;\n"," min-width: 20ex;\n"," max-width: 50ex;\n"," color: var(--sklearn-color-text);\n"," box-shadow: 2pt 2pt 4pt #999;\n"," /* unfitted */\n"," background: var(--sklearn-color-unfitted-level-0);\n"," border: .5pt solid var(--sklearn-color-unfitted-level-3);\n","}\n","\n",".sk-estimator-doc-link.fitted span {\n"," /* fitted */\n"," background: var(--sklearn-color-fitted-level-0);\n"," border: var(--sklearn-color-fitted-level-3);\n","}\n","\n",".sk-estimator-doc-link:hover span {\n"," display: block;\n","}\n","\n","/* \"?\"-specific style due to the `` HTML tag */\n","\n","#sk-container-id-7 a.estimator_doc_link {\n"," float: right;\n"," font-size: 1rem;\n"," line-height: 1em;\n"," font-family: monospace;\n"," background-color: var(--sklearn-color-background);\n"," border-radius: 1rem;\n"," height: 1rem;\n"," width: 1rem;\n"," text-decoration: none;\n"," /* unfitted */\n"," color: var(--sklearn-color-unfitted-level-1);\n"," border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n","}\n","\n","#sk-container-id-7 a.estimator_doc_link.fitted {\n"," /* fitted */\n"," border: var(--sklearn-color-fitted-level-1) 1pt solid;\n"," color: var(--sklearn-color-fitted-level-1);\n","}\n","\n","/* On hover */\n","#sk-container-id-7 a.estimator_doc_link:hover {\n"," /* unfitted */\n"," background-color: var(--sklearn-color-unfitted-level-3);\n"," color: var(--sklearn-color-background);\n"," text-decoration: none;\n","}\n","\n","#sk-container-id-7 a.estimator_doc_link.fitted:hover {\n"," /* fitted */\n"," background-color: var(--sklearn-color-fitted-level-3);\n","}\n","

RandomForestClassifier(n_estimators=200)

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"]},"metadata":{},"execution_count":38}]},{"cell_type":"code","source":["model.score(X_train, y_train)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"3KOyLApwlTQf","executionInfo":{"status":"ok","timestamp":1752507588341,"user_tz":-330,"elapsed":62,"user":{"displayName":"ADARSH MISRA","userId":"13700666875140334112"}},"outputId":"86946a09-26b1-4596-d27c-1b6a2ff22a97"},"execution_count":39,"outputs":[{"output_type":"execute_result","data":{"text/plain":["1.0"]},"metadata":{},"execution_count":39}]},{"cell_type":"code","source":["model.score(X_test, y_test)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"98dK0uywlPZl","executionInfo":{"status":"ok","timestamp":1752507590447,"user_tz":-330,"elapsed":36,"user":{"displayName":"ADARSH MISRA","userId":"13700666875140334112"}},"outputId":"065d67e2-4957-47e4-baad-76f5dcce2eb3"},"execution_count":40,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.9627659574468085"]},"metadata":{},"execution_count":40}]}]}

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