bobbert/UNI-PROG3-CW2-MLWP
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Part A Q2

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bobbert committed 2026-04-25 22:16:44 +01:00
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Q2.ipynb
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@@ -15,8 +15,8 @@
{ {
"metadata": { "metadata": {
"ExecuteTime": { "ExecuteTime": {
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} }
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"cell_type": "code", "cell_type": "code",
@@ -32,20 +32,20 @@
], ],
"id": "76e70b2ed9af0b56", "id": "76e70b2ed9af0b56",
"outputs": [], "outputs": [],
"execution_count": 5 "execution_count": 19
}, },
{ {
"metadata": { "metadata": {
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} }
}, },
"cell_type": "code", "cell_type": "code",
"source": "df = pd.read_csv('data/googleplaystore_new_new.csv')", "source": "df = pd.read_csv('data/googleplaystore_new_new.csv')",
"id": "f44380615d3aba25", "id": "f44380615d3aba25",
"outputs": [], "outputs": [],
"execution_count": 6 "execution_count": 20
}, },
{ {
"metadata": {}, "metadata": {},
@@ -63,8 +63,8 @@
{ {
"metadata": { "metadata": {
"ExecuteTime": { "ExecuteTime": {
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} }
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"cell_type": "code", "cell_type": "code",
@@ -74,13 +74,13 @@
], ],
"id": "f6fd7137bf91f31e", "id": "f6fd7137bf91f31e",
"outputs": [], "outputs": [],
"execution_count": 7 "execution_count": 21
}, },
{ {
"metadata": { "metadata": {
"ExecuteTime": { "ExecuteTime": {
"end_time": "2026-04-25T20:51:48.542093600Z", "end_time": "2026-04-25T21:15:54.877630200Z",
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"cell_type": "code", "cell_type": "code",
@@ -90,52 +90,52 @@
], ],
"id": "b5daf475a5d5ca15", "id": "b5daf475a5d5ca15",
"outputs": [], "outputs": [],
"execution_count": 8 "execution_count": 22
}, },
{ {
"metadata": { "metadata": {
"ExecuteTime": { "ExecuteTime": {
"end_time": "2026-04-25T20:51:48.568373500Z", "end_time": "2026-04-25T21:15:54.890619Z",
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} }
}, },
"cell_type": "code", "cell_type": "code",
"source": "X = pd.get_dummies(X_raw, columns=['Content Rating'])", "source": "X = pd.get_dummies(X_raw, columns=['Content Rating'])",
"id": "99a441c665dcc19b", "id": "99a441c665dcc19b",
"outputs": [], "outputs": [],
"execution_count": 9 "execution_count": 23
}, },
{ {
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"end_time": "2026-04-25T20:51:48.586290600Z", "end_time": "2026-04-25T21:15:54.896884800Z",
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} }
}, },
"cell_type": "code", "cell_type": "code",
"source": "X_temp, X_test, y_temp, y_test = train_test_split(X, y, test_size=0.2, random_state=101)", "source": "X_temp, X_test, y_temp, y_test = train_test_split(X, y, test_size=0.2, random_state=101)",
"id": "c6eb622c0f7ec63c", "id": "c6eb622c0f7ec63c",
"outputs": [], "outputs": [],
"execution_count": 10 "execution_count": 24
}, },
{ {
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} }
}, },
"cell_type": "code", "cell_type": "code",
"source": "X_train, X_val, y_train, y_val = train_test_split(X_temp, y_temp, test_size=0.25, random_state=101)", "source": "X_train, X_val, y_train, y_val = train_test_split(X_temp, y_temp, test_size=0.25, random_state=101)",
"id": "89e8f117f057e0e2", "id": "89e8f117f057e0e2",
"outputs": [], "outputs": [],
"execution_count": 11 "execution_count": 25
}, },
{ {
"metadata": { "metadata": {
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"cell_type": "code", "cell_type": "code",
@@ -147,7 +147,7 @@
], ],
"id": "d529991171fafb3e", "id": "d529991171fafb3e",
"outputs": [], "outputs": [],
"execution_count": 12 "execution_count": 26
}, },
{ {
"metadata": {}, "metadata": {},
@@ -158,8 +158,8 @@
{ {
"metadata": { "metadata": {
"ExecuteTime": { "ExecuteTime": {
"end_time": "2026-04-25T20:51:48.668048800Z", "end_time": "2026-04-25T21:15:54.935689400Z",
"start_time": "2026-04-25T20:51:48.607804Z" "start_time": "2026-04-25T21:15:54.915006600Z"
} }
}, },
"cell_type": "code", "cell_type": "code",
@@ -175,7 +175,7 @@
"LogisticRegression(max_iter=1000)" "LogisticRegression(max_iter=1000)"
], ],
"text/html": [ "text/html": [
"<style>#sk-container-id-1 {\n", "<style>#sk-container-id-3 {\n",
" /* Definition of color scheme common for light and dark mode */\n", " /* Definition of color scheme common for light and dark mode */\n",
" --sklearn-color-text: #000;\n", " --sklearn-color-text: #000;\n",
" --sklearn-color-text-muted: #666;\n", " --sklearn-color-text-muted: #666;\n",
@@ -192,7 +192,7 @@
" --sklearn-color-fitted-level-3: cornflowerblue;\n", " --sklearn-color-fitted-level-3: cornflowerblue;\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-1.light {\n", "#sk-container-id-3.light {\n",
" /* Specific color for light theme */\n", " /* Specific color for light theme */\n",
" --sklearn-color-text-on-default-background: black;\n", " --sklearn-color-text-on-default-background: black;\n",
" --sklearn-color-background: white;\n", " --sklearn-color-background: white;\n",
@@ -200,22 +200,22 @@
" --sklearn-color-icon: #696969;\n", " --sklearn-color-icon: #696969;\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-1.dark {\n", "#sk-container-id-3.dark {\n",
" --sklearn-color-text-on-default-background: white;\n", " --sklearn-color-text-on-default-background: white;\n",
" --sklearn-color-background: #111;\n", " --sklearn-color-background: #111;\n",
" --sklearn-color-border-box: white;\n", " --sklearn-color-border-box: white;\n",
" --sklearn-color-icon: #878787;\n", " --sklearn-color-icon: #878787;\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-1 {\n", "#sk-container-id-3 {\n",
" color: var(--sklearn-color-text);\n", " color: var(--sklearn-color-text);\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-1 pre {\n", "#sk-container-id-3 pre {\n",
" padding: 0;\n", " padding: 0;\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-1 input.sk-hidden--visually {\n", "#sk-container-id-3 input.sk-hidden--visually {\n",
" border: 0;\n", " border: 0;\n",
" clip: rect(1px 1px 1px 1px);\n", " clip: rect(1px 1px 1px 1px);\n",
" clip: rect(1px, 1px, 1px, 1px);\n", " clip: rect(1px, 1px, 1px, 1px);\n",
@@ -227,7 +227,7 @@
" width: 1px;\n", " width: 1px;\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-1 div.sk-dashed-wrapped {\n", "#sk-container-id-3 div.sk-dashed-wrapped {\n",
" border: 1px dashed var(--sklearn-color-line);\n", " border: 1px dashed var(--sklearn-color-line);\n",
" margin: 0 0.4em 0.5em 0.4em;\n", " margin: 0 0.4em 0.5em 0.4em;\n",
" box-sizing: border-box;\n", " box-sizing: border-box;\n",
@@ -235,7 +235,7 @@
" background-color: var(--sklearn-color-background);\n", " background-color: var(--sklearn-color-background);\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-1 div.sk-container {\n", "#sk-container-id-3 div.sk-container {\n",
" /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n", " /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
" but bootstrap.min.css set `[hidden] { display: none !important; }`\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", " so we also need the `!important` here to be able to override the\n",
@@ -245,7 +245,7 @@
" position: relative;\n", " position: relative;\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-1 div.sk-text-repr-fallback {\n", "#sk-container-id-3 div.sk-text-repr-fallback {\n",
" display: none;\n", " display: none;\n",
"}\n", "}\n",
"\n", "\n",
@@ -261,14 +261,14 @@
"\n", "\n",
"/* Parallel-specific style estimator block */\n", "/* Parallel-specific style estimator block */\n",
"\n", "\n",
"#sk-container-id-1 div.sk-parallel-item::after {\n", "#sk-container-id-3 div.sk-parallel-item::after {\n",
" content: \"\";\n", " content: \"\";\n",
" width: 100%;\n", " width: 100%;\n",
" border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n", " border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
" flex-grow: 1;\n", " flex-grow: 1;\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-1 div.sk-parallel {\n", "#sk-container-id-3 div.sk-parallel {\n",
" display: flex;\n", " display: flex;\n",
" align-items: stretch;\n", " align-items: stretch;\n",
" justify-content: center;\n", " justify-content: center;\n",
@@ -276,28 +276,28 @@
" position: relative;\n", " position: relative;\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-1 div.sk-parallel-item {\n", "#sk-container-id-3 div.sk-parallel-item {\n",
" display: flex;\n", " display: flex;\n",
" flex-direction: column;\n", " flex-direction: column;\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-1 div.sk-parallel-item:first-child::after {\n", "#sk-container-id-3 div.sk-parallel-item:first-child::after {\n",
" align-self: flex-end;\n", " align-self: flex-end;\n",
" width: 50%;\n", " width: 50%;\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-1 div.sk-parallel-item:last-child::after {\n", "#sk-container-id-3 div.sk-parallel-item:last-child::after {\n",
" align-self: flex-start;\n", " align-self: flex-start;\n",
" width: 50%;\n", " width: 50%;\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-1 div.sk-parallel-item:only-child::after {\n", "#sk-container-id-3 div.sk-parallel-item:only-child::after {\n",
" width: 0;\n", " width: 0;\n",
"}\n", "}\n",
"\n", "\n",
"/* Serial-specific style estimator block */\n", "/* Serial-specific style estimator block */\n",
"\n", "\n",
"#sk-container-id-1 div.sk-serial {\n", "#sk-container-id-3 div.sk-serial {\n",
" display: flex;\n", " display: flex;\n",
" flex-direction: column;\n", " flex-direction: column;\n",
" align-items: center;\n", " align-items: center;\n",
@@ -315,14 +315,14 @@
"\n", "\n",
"/* Pipeline and ColumnTransformer style (default) */\n", "/* Pipeline and ColumnTransformer style (default) */\n",
"\n", "\n",
"#sk-container-id-1 div.sk-toggleable {\n", "#sk-container-id-3 div.sk-toggleable {\n",
" /* Default theme specific background. It is overwritten whether we have a\n", " /* Default theme specific background. It is overwritten whether we have a\n",
" specific estimator or a Pipeline/ColumnTransformer */\n", " specific estimator or a Pipeline/ColumnTransformer */\n",
" background-color: var(--sklearn-color-background);\n", " background-color: var(--sklearn-color-background);\n",
"}\n", "}\n",
"\n", "\n",
"/* Toggleable label */\n", "/* Toggleable label */\n",
"#sk-container-id-1 label.sk-toggleable__label {\n", "#sk-container-id-3 label.sk-toggleable__label {\n",
" cursor: pointer;\n", " cursor: pointer;\n",
" display: flex;\n", " display: flex;\n",
" width: 100%;\n", " width: 100%;\n",
@@ -335,13 +335,13 @@
" gap: 0.5em;\n", " gap: 0.5em;\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-1 label.sk-toggleable__label .caption {\n", "#sk-container-id-3 label.sk-toggleable__label .caption {\n",
" font-size: 0.6rem;\n", " font-size: 0.6rem;\n",
" font-weight: lighter;\n", " font-weight: lighter;\n",
" color: var(--sklearn-color-text-muted);\n", " color: var(--sklearn-color-text-muted);\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-1 label.sk-toggleable__label-arrow:before {\n", "#sk-container-id-3 label.sk-toggleable__label-arrow:before {\n",
" /* Arrow on the left of the label */\n", " /* Arrow on the left of the label */\n",
" content: \"▸\";\n", " content: \"▸\";\n",
" float: left;\n", " float: left;\n",
@@ -349,25 +349,25 @@
" color: var(--sklearn-color-icon);\n", " color: var(--sklearn-color-icon);\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {\n", "#sk-container-id-3 label.sk-toggleable__label-arrow:hover:before {\n",
" color: var(--sklearn-color-text);\n", " color: var(--sklearn-color-text);\n",
"}\n", "}\n",
"\n", "\n",
"/* Toggleable content - dropdown */\n", "/* Toggleable content - dropdown */\n",
"\n", "\n",
"#sk-container-id-1 div.sk-toggleable__content {\n", "#sk-container-id-3 div.sk-toggleable__content {\n",
" display: none;\n", " display: none;\n",
" text-align: left;\n", " text-align: left;\n",
" /* unfitted */\n", " /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-0);\n", " background-color: var(--sklearn-color-unfitted-level-0);\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-1 div.sk-toggleable__content.fitted {\n", "#sk-container-id-3 div.sk-toggleable__content.fitted {\n",
" /* fitted */\n", " /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-0);\n", " background-color: var(--sklearn-color-fitted-level-0);\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-1 div.sk-toggleable__content pre {\n", "#sk-container-id-3 div.sk-toggleable__content pre {\n",
" margin: 0.2em;\n", " margin: 0.2em;\n",
" border-radius: 0.25em;\n", " border-radius: 0.25em;\n",
" color: var(--sklearn-color-text);\n", " color: var(--sklearn-color-text);\n",
@@ -375,78 +375,78 @@
" background-color: var(--sklearn-color-unfitted-level-0);\n", " background-color: var(--sklearn-color-unfitted-level-0);\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-1 div.sk-toggleable__content.fitted pre {\n", "#sk-container-id-3 div.sk-toggleable__content.fitted pre {\n",
" /* unfitted */\n", " /* unfitted */\n",
" background-color: var(--sklearn-color-fitted-level-0);\n", " background-color: var(--sklearn-color-fitted-level-0);\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n", "#sk-container-id-3 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
" /* Expand drop-down */\n", " /* Expand drop-down */\n",
" display: block;\n", " display: block;\n",
" width: 100%;\n", " width: 100%;\n",
" overflow: visible;\n", " overflow: visible;\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n", "#sk-container-id-3 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
" content: \"▾\";\n", " content: \"▾\";\n",
"}\n", "}\n",
"\n", "\n",
"/* Pipeline/ColumnTransformer-specific style */\n", "/* Pipeline/ColumnTransformer-specific style */\n",
"\n", "\n",
"#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", "#sk-container-id-3 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
" color: var(--sklearn-color-text);\n", " color: var(--sklearn-color-text);\n",
" background-color: var(--sklearn-color-unfitted-level-2);\n", " background-color: var(--sklearn-color-unfitted-level-2);\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-1 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", "#sk-container-id-3 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
" background-color: var(--sklearn-color-fitted-level-2);\n", " background-color: var(--sklearn-color-fitted-level-2);\n",
"}\n", "}\n",
"\n", "\n",
"/* Estimator-specific style */\n", "/* Estimator-specific style */\n",
"\n", "\n",
"/* Colorize estimator box */\n", "/* Colorize estimator box */\n",
"#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", "#sk-container-id-3 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
" /* unfitted */\n", " /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-2);\n", " background-color: var(--sklearn-color-unfitted-level-2);\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-1 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", "#sk-container-id-3 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
" /* fitted */\n", " /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-2);\n", " background-color: var(--sklearn-color-fitted-level-2);\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-1 div.sk-label label.sk-toggleable__label,\n", "#sk-container-id-3 div.sk-label label.sk-toggleable__label,\n",
"#sk-container-id-1 div.sk-label label {\n", "#sk-container-id-3 div.sk-label label {\n",
" /* The background is the default theme color */\n", " /* The background is the default theme color */\n",
" color: var(--sklearn-color-text-on-default-background);\n", " color: var(--sklearn-color-text-on-default-background);\n",
"}\n", "}\n",
"\n", "\n",
"/* On hover, darken the color of the background */\n", "/* On hover, darken the color of the background */\n",
"#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {\n", "#sk-container-id-3 div.sk-label:hover label.sk-toggleable__label {\n",
" color: var(--sklearn-color-text);\n", " color: var(--sklearn-color-text);\n",
" background-color: var(--sklearn-color-unfitted-level-2);\n", " background-color: var(--sklearn-color-unfitted-level-2);\n",
"}\n", "}\n",
"\n", "\n",
"/* Label box, darken color on hover, fitted */\n", "/* Label box, darken color on hover, fitted */\n",
"#sk-container-id-1 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n", "#sk-container-id-3 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
" color: var(--sklearn-color-text);\n", " color: var(--sklearn-color-text);\n",
" background-color: var(--sklearn-color-fitted-level-2);\n", " background-color: var(--sklearn-color-fitted-level-2);\n",
"}\n", "}\n",
"\n", "\n",
"/* Estimator label */\n", "/* Estimator label */\n",
"\n", "\n",
"#sk-container-id-1 div.sk-label label {\n", "#sk-container-id-3 div.sk-label label {\n",
" font-family: monospace;\n", " font-family: monospace;\n",
" font-weight: bold;\n", " font-weight: bold;\n",
" line-height: 1.2em;\n", " line-height: 1.2em;\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-1 div.sk-label-container {\n", "#sk-container-id-3 div.sk-label-container {\n",
" text-align: center;\n", " text-align: center;\n",
"}\n", "}\n",
"\n", "\n",
"/* Estimator-specific */\n", "/* Estimator-specific */\n",
"#sk-container-id-1 div.sk-estimator {\n", "#sk-container-id-3 div.sk-estimator {\n",
" font-family: monospace;\n", " font-family: monospace;\n",
" border: 1px dotted var(--sklearn-color-border-box);\n", " border: 1px dotted var(--sklearn-color-border-box);\n",
" border-radius: 0.25em;\n", " border-radius: 0.25em;\n",
@@ -456,18 +456,18 @@
" background-color: var(--sklearn-color-unfitted-level-0);\n", " background-color: var(--sklearn-color-unfitted-level-0);\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-1 div.sk-estimator.fitted {\n", "#sk-container-id-3 div.sk-estimator.fitted {\n",
" /* fitted */\n", " /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-0);\n", " background-color: var(--sklearn-color-fitted-level-0);\n",
"}\n", "}\n",
"\n", "\n",
"/* on hover */\n", "/* on hover */\n",
"#sk-container-id-1 div.sk-estimator:hover {\n", "#sk-container-id-3 div.sk-estimator:hover {\n",
" /* unfitted */\n", " /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-2);\n", " background-color: var(--sklearn-color-unfitted-level-2);\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-1 div.sk-estimator.fitted:hover {\n", "#sk-container-id-3 div.sk-estimator.fitted:hover {\n",
" /* fitted */\n", " /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-2);\n", " background-color: var(--sklearn-color-fitted-level-2);\n",
"}\n", "}\n",
@@ -558,7 +558,7 @@
"\n", "\n",
"/* \"?\"-specific style due to the `<a>` HTML tag */\n", "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
"\n", "\n",
"#sk-container-id-1 a.estimator_doc_link {\n", "#sk-container-id-3 a.estimator_doc_link {\n",
" float: right;\n", " float: right;\n",
" font-size: 1rem;\n", " font-size: 1rem;\n",
" line-height: 1em;\n", " line-height: 1em;\n",
@@ -573,7 +573,7 @@
" border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n", " border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-1 a.estimator_doc_link.fitted {\n", "#sk-container-id-3 a.estimator_doc_link.fitted {\n",
" /* fitted */\n", " /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-0);\n", " background-color: var(--sklearn-color-fitted-level-0);\n",
" border: var(--sklearn-color-fitted-level-1) 1pt solid;\n", " border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
@@ -581,14 +581,14 @@
"}\n", "}\n",
"\n", "\n",
"/* On hover */\n", "/* On hover */\n",
"#sk-container-id-1 a.estimator_doc_link:hover {\n", "#sk-container-id-3 a.estimator_doc_link:hover {\n",
" /* unfitted */\n", " /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-3);\n", " background-color: var(--sklearn-color-unfitted-level-3);\n",
" color: var(--sklearn-color-background);\n", " color: var(--sklearn-color-background);\n",
" text-decoration: none;\n", " text-decoration: none;\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-1 a.estimator_doc_link.fitted:hover {\n", "#sk-container-id-3 a.estimator_doc_link.fitted:hover {\n",
" /* fitted */\n", " /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-3);\n", " background-color: var(--sklearn-color-fitted-level-3);\n",
"}\n", "}\n",
@@ -725,7 +725,7 @@
" height: 14px;\n", " height: 14px;\n",
" cursor: pointer;\n", " cursor: pointer;\n",
"}\n", "}\n",
"</style><body><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LogisticRegression(max_iter=1000)</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-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>LogisticRegression</div></div><div><a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.8/modules/generated/sklearn.linear_model.LogisticRegression.html\">?<span>Documentation for LogisticRegression</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></div></label><div class=\"sk-toggleable__content fitted\" data-param-prefix=\"\">\n", "</style><body><div id=\"sk-container-id-3\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LogisticRegression(max_iter=1000)</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-3\" type=\"checkbox\" checked><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>LogisticRegression</div></div><div><a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.8/modules/generated/sklearn.linear_model.LogisticRegression.html\">?<span>Documentation for LogisticRegression</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></div></label><div class=\"sk-toggleable__content fitted\" data-param-prefix=\"\">\n",
" <div class=\"estimator-table\">\n", " <div class=\"estimator-table\">\n",
" <details>\n", " <details>\n",
" <summary>Parameters</summary>\n", " <summary>Parameters</summary>\n",
@@ -1074,34 +1074,34 @@
" }\n", " }\n",
"}\n", "}\n",
"\n", "\n",
"forceTheme('sk-container-id-1');</script></body>" "forceTheme('sk-container-id-3');</script></body>"
] ]
}, },
"execution_count": 13, "execution_count": 27,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
], ],
"execution_count": 13 "execution_count": 27
}, },
{ {
"metadata": { "metadata": {
"ExecuteTime": { "ExecuteTime": {
"end_time": "2026-04-25T20:51:48.694210900Z", "end_time": "2026-04-25T21:15:54.948876Z",
"start_time": "2026-04-25T20:51:48.680578900Z" "start_time": "2026-04-25T21:15:54.937689300Z"
} }
}, },
"cell_type": "code", "cell_type": "code",
"source": "y_val_pred_log = log_model.predict(scaled_X_val)", "source": "y_val_pred_log = log_model.predict(scaled_X_val)",
"id": "965e16ce48443c97", "id": "965e16ce48443c97",
"outputs": [], "outputs": [],
"execution_count": 14 "execution_count": 28
}, },
{ {
"metadata": { "metadata": {
"ExecuteTime": { "ExecuteTime": {
"end_time": "2026-04-25T20:51:48.714470600Z", "end_time": "2026-04-25T21:15:54.976908500Z",
"start_time": "2026-04-25T20:51:48.695211200Z" "start_time": "2026-04-25T21:15:54.948876Z"
} }
}, },
"cell_type": "code", "cell_type": "code",
@@ -1121,7 +1121,7 @@
] ]
} }
], ],
"execution_count": 15 "execution_count": 29
}, },
{ {
"metadata": {}, "metadata": {},
@@ -1132,8 +1132,8 @@
{ {
"metadata": { "metadata": {
"ExecuteTime": { "ExecuteTime": {
"end_time": "2026-04-25T20:51:48.736063Z", "end_time": "2026-04-25T21:15:54.988744700Z",
"start_time": "2026-04-25T20:51:48.715973100Z" "start_time": "2026-04-25T21:15:54.977907500Z"
} }
}, },
"cell_type": "code", "cell_type": "code",
@@ -1143,13 +1143,13 @@
], ],
"id": "8c4835d7a413a6e6", "id": "8c4835d7a413a6e6",
"outputs": [], "outputs": [],
"execution_count": 16 "execution_count": 30
}, },
{ {
"metadata": { "metadata": {
"ExecuteTime": { "ExecuteTime": {
"end_time": "2026-04-25T20:51:48.791235200Z", "end_time": "2026-04-25T21:15:55.029426700Z",
"start_time": "2026-04-25T20:51:48.736063Z" "start_time": "2026-04-25T21:15:54.989744500Z"
} }
}, },
"cell_type": "code", "cell_type": "code",
@@ -1182,13 +1182,13 @@
] ]
} }
], ],
"execution_count": 17 "execution_count": 31
}, },
{ {
"metadata": { "metadata": {
"ExecuteTime": { "ExecuteTime": {
"end_time": "2026-04-25T20:51:48.823877400Z", "end_time": "2026-04-25T21:15:55.045639100Z",
"start_time": "2026-04-25T20:51:48.792239400Z" "start_time": "2026-04-25T21:15:55.030432300Z"
} }
}, },
"cell_type": "code", "cell_type": "code",
@@ -1196,7 +1196,7 @@
"knn_final = KNeighborsClassifier(n_neighbors=best_k)\n", "knn_final = KNeighborsClassifier(n_neighbors=best_k)\n",
"knn_final.fit(scaled_X_train, y_train)" "knn_final.fit(scaled_X_train, y_train)"
], ],
"id": "96026b80f506bf93", "id": "9644f7a78b4ff687",
"outputs": [ "outputs": [
{ {
"data": { "data": {
@@ -1204,7 +1204,7 @@
"KNeighborsClassifier(n_neighbors=3)" "KNeighborsClassifier(n_neighbors=3)"
], ],
"text/html": [ "text/html": [
"<style>#sk-container-id-2 {\n", "<style>#sk-container-id-4 {\n",
" /* Definition of color scheme common for light and dark mode */\n", " /* Definition of color scheme common for light and dark mode */\n",
" --sklearn-color-text: #000;\n", " --sklearn-color-text: #000;\n",
" --sklearn-color-text-muted: #666;\n", " --sklearn-color-text-muted: #666;\n",
@@ -1221,7 +1221,7 @@
" --sklearn-color-fitted-level-3: cornflowerblue;\n", " --sklearn-color-fitted-level-3: cornflowerblue;\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-2.light {\n", "#sk-container-id-4.light {\n",
" /* Specific color for light theme */\n", " /* Specific color for light theme */\n",
" --sklearn-color-text-on-default-background: black;\n", " --sklearn-color-text-on-default-background: black;\n",
" --sklearn-color-background: white;\n", " --sklearn-color-background: white;\n",
@@ -1229,22 +1229,22 @@
" --sklearn-color-icon: #696969;\n", " --sklearn-color-icon: #696969;\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-2.dark {\n", "#sk-container-id-4.dark {\n",
" --sklearn-color-text-on-default-background: white;\n", " --sklearn-color-text-on-default-background: white;\n",
" --sklearn-color-background: #111;\n", " --sklearn-color-background: #111;\n",
" --sklearn-color-border-box: white;\n", " --sklearn-color-border-box: white;\n",
" --sklearn-color-icon: #878787;\n", " --sklearn-color-icon: #878787;\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-2 {\n", "#sk-container-id-4 {\n",
" color: var(--sklearn-color-text);\n", " color: var(--sklearn-color-text);\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-2 pre {\n", "#sk-container-id-4 pre {\n",
" padding: 0;\n", " padding: 0;\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-2 input.sk-hidden--visually {\n", "#sk-container-id-4 input.sk-hidden--visually {\n",
" border: 0;\n", " border: 0;\n",
" clip: rect(1px 1px 1px 1px);\n", " clip: rect(1px 1px 1px 1px);\n",
" clip: rect(1px, 1px, 1px, 1px);\n", " clip: rect(1px, 1px, 1px, 1px);\n",
@@ -1256,7 +1256,7 @@
" width: 1px;\n", " width: 1px;\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-2 div.sk-dashed-wrapped {\n", "#sk-container-id-4 div.sk-dashed-wrapped {\n",
" border: 1px dashed var(--sklearn-color-line);\n", " border: 1px dashed var(--sklearn-color-line);\n",
" margin: 0 0.4em 0.5em 0.4em;\n", " margin: 0 0.4em 0.5em 0.4em;\n",
" box-sizing: border-box;\n", " box-sizing: border-box;\n",
@@ -1264,7 +1264,7 @@
" background-color: var(--sklearn-color-background);\n", " background-color: var(--sklearn-color-background);\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-2 div.sk-container {\n", "#sk-container-id-4 div.sk-container {\n",
" /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n", " /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
" but bootstrap.min.css set `[hidden] { display: none !important; }`\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", " so we also need the `!important` here to be able to override the\n",
@@ -1274,7 +1274,7 @@
" position: relative;\n", " position: relative;\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-2 div.sk-text-repr-fallback {\n", "#sk-container-id-4 div.sk-text-repr-fallback {\n",
" display: none;\n", " display: none;\n",
"}\n", "}\n",
"\n", "\n",
@@ -1290,14 +1290,14 @@
"\n", "\n",
"/* Parallel-specific style estimator block */\n", "/* Parallel-specific style estimator block */\n",
"\n", "\n",
"#sk-container-id-2 div.sk-parallel-item::after {\n", "#sk-container-id-4 div.sk-parallel-item::after {\n",
" content: \"\";\n", " content: \"\";\n",
" width: 100%;\n", " width: 100%;\n",
" border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n", " border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
" flex-grow: 1;\n", " flex-grow: 1;\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-2 div.sk-parallel {\n", "#sk-container-id-4 div.sk-parallel {\n",
" display: flex;\n", " display: flex;\n",
" align-items: stretch;\n", " align-items: stretch;\n",
" justify-content: center;\n", " justify-content: center;\n",
@@ -1305,28 +1305,28 @@
" position: relative;\n", " position: relative;\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-2 div.sk-parallel-item {\n", "#sk-container-id-4 div.sk-parallel-item {\n",
" display: flex;\n", " display: flex;\n",
" flex-direction: column;\n", " flex-direction: column;\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-2 div.sk-parallel-item:first-child::after {\n", "#sk-container-id-4 div.sk-parallel-item:first-child::after {\n",
" align-self: flex-end;\n", " align-self: flex-end;\n",
" width: 50%;\n", " width: 50%;\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-2 div.sk-parallel-item:last-child::after {\n", "#sk-container-id-4 div.sk-parallel-item:last-child::after {\n",
" align-self: flex-start;\n", " align-self: flex-start;\n",
" width: 50%;\n", " width: 50%;\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-2 div.sk-parallel-item:only-child::after {\n", "#sk-container-id-4 div.sk-parallel-item:only-child::after {\n",
" width: 0;\n", " width: 0;\n",
"}\n", "}\n",
"\n", "\n",
"/* Serial-specific style estimator block */\n", "/* Serial-specific style estimator block */\n",
"\n", "\n",
"#sk-container-id-2 div.sk-serial {\n", "#sk-container-id-4 div.sk-serial {\n",
" display: flex;\n", " display: flex;\n",
" flex-direction: column;\n", " flex-direction: column;\n",
" align-items: center;\n", " align-items: center;\n",
@@ -1344,14 +1344,14 @@
"\n", "\n",
"/* Pipeline and ColumnTransformer style (default) */\n", "/* Pipeline and ColumnTransformer style (default) */\n",
"\n", "\n",
"#sk-container-id-2 div.sk-toggleable {\n", "#sk-container-id-4 div.sk-toggleable {\n",
" /* Default theme specific background. It is overwritten whether we have a\n", " /* Default theme specific background. It is overwritten whether we have a\n",
" specific estimator or a Pipeline/ColumnTransformer */\n", " specific estimator or a Pipeline/ColumnTransformer */\n",
" background-color: var(--sklearn-color-background);\n", " background-color: var(--sklearn-color-background);\n",
"}\n", "}\n",
"\n", "\n",
"/* Toggleable label */\n", "/* Toggleable label */\n",
"#sk-container-id-2 label.sk-toggleable__label {\n", "#sk-container-id-4 label.sk-toggleable__label {\n",
" cursor: pointer;\n", " cursor: pointer;\n",
" display: flex;\n", " display: flex;\n",
" width: 100%;\n", " width: 100%;\n",
@@ -1364,13 +1364,13 @@
" gap: 0.5em;\n", " gap: 0.5em;\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-2 label.sk-toggleable__label .caption {\n", "#sk-container-id-4 label.sk-toggleable__label .caption {\n",
" font-size: 0.6rem;\n", " font-size: 0.6rem;\n",
" font-weight: lighter;\n", " font-weight: lighter;\n",
" color: var(--sklearn-color-text-muted);\n", " color: var(--sklearn-color-text-muted);\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-2 label.sk-toggleable__label-arrow:before {\n", "#sk-container-id-4 label.sk-toggleable__label-arrow:before {\n",
" /* Arrow on the left of the label */\n", " /* Arrow on the left of the label */\n",
" content: \"▸\";\n", " content: \"▸\";\n",
" float: left;\n", " float: left;\n",
@@ -1378,25 +1378,25 @@
" color: var(--sklearn-color-icon);\n", " color: var(--sklearn-color-icon);\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {\n", "#sk-container-id-4 label.sk-toggleable__label-arrow:hover:before {\n",
" color: var(--sklearn-color-text);\n", " color: var(--sklearn-color-text);\n",
"}\n", "}\n",
"\n", "\n",
"/* Toggleable content - dropdown */\n", "/* Toggleable content - dropdown */\n",
"\n", "\n",
"#sk-container-id-2 div.sk-toggleable__content {\n", "#sk-container-id-4 div.sk-toggleable__content {\n",
" display: none;\n", " display: none;\n",
" text-align: left;\n", " text-align: left;\n",
" /* unfitted */\n", " /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-0);\n", " background-color: var(--sklearn-color-unfitted-level-0);\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-2 div.sk-toggleable__content.fitted {\n", "#sk-container-id-4 div.sk-toggleable__content.fitted {\n",
" /* fitted */\n", " /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-0);\n", " background-color: var(--sklearn-color-fitted-level-0);\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-2 div.sk-toggleable__content pre {\n", "#sk-container-id-4 div.sk-toggleable__content pre {\n",
" margin: 0.2em;\n", " margin: 0.2em;\n",
" border-radius: 0.25em;\n", " border-radius: 0.25em;\n",
" color: var(--sklearn-color-text);\n", " color: var(--sklearn-color-text);\n",
@@ -1404,78 +1404,78 @@
" background-color: var(--sklearn-color-unfitted-level-0);\n", " background-color: var(--sklearn-color-unfitted-level-0);\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-2 div.sk-toggleable__content.fitted pre {\n", "#sk-container-id-4 div.sk-toggleable__content.fitted pre {\n",
" /* unfitted */\n", " /* unfitted */\n",
" background-color: var(--sklearn-color-fitted-level-0);\n", " background-color: var(--sklearn-color-fitted-level-0);\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n", "#sk-container-id-4 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
" /* Expand drop-down */\n", " /* Expand drop-down */\n",
" display: block;\n", " display: block;\n",
" width: 100%;\n", " width: 100%;\n",
" overflow: visible;\n", " overflow: visible;\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n", "#sk-container-id-4 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
" content: \"▾\";\n", " content: \"▾\";\n",
"}\n", "}\n",
"\n", "\n",
"/* Pipeline/ColumnTransformer-specific style */\n", "/* Pipeline/ColumnTransformer-specific style */\n",
"\n", "\n",
"#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", "#sk-container-id-4 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
" color: var(--sklearn-color-text);\n", " color: var(--sklearn-color-text);\n",
" background-color: var(--sklearn-color-unfitted-level-2);\n", " background-color: var(--sklearn-color-unfitted-level-2);\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-2 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", "#sk-container-id-4 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
" background-color: var(--sklearn-color-fitted-level-2);\n", " background-color: var(--sklearn-color-fitted-level-2);\n",
"}\n", "}\n",
"\n", "\n",
"/* Estimator-specific style */\n", "/* Estimator-specific style */\n",
"\n", "\n",
"/* Colorize estimator box */\n", "/* Colorize estimator box */\n",
"#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", "#sk-container-id-4 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
" /* unfitted */\n", " /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-2);\n", " background-color: var(--sklearn-color-unfitted-level-2);\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-2 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", "#sk-container-id-4 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
" /* fitted */\n", " /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-2);\n", " background-color: var(--sklearn-color-fitted-level-2);\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-2 div.sk-label label.sk-toggleable__label,\n", "#sk-container-id-4 div.sk-label label.sk-toggleable__label,\n",
"#sk-container-id-2 div.sk-label label {\n", "#sk-container-id-4 div.sk-label label {\n",
" /* The background is the default theme color */\n", " /* The background is the default theme color */\n",
" color: var(--sklearn-color-text-on-default-background);\n", " color: var(--sklearn-color-text-on-default-background);\n",
"}\n", "}\n",
"\n", "\n",
"/* On hover, darken the color of the background */\n", "/* On hover, darken the color of the background */\n",
"#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {\n", "#sk-container-id-4 div.sk-label:hover label.sk-toggleable__label {\n",
" color: var(--sklearn-color-text);\n", " color: var(--sklearn-color-text);\n",
" background-color: var(--sklearn-color-unfitted-level-2);\n", " background-color: var(--sklearn-color-unfitted-level-2);\n",
"}\n", "}\n",
"\n", "\n",
"/* Label box, darken color on hover, fitted */\n", "/* Label box, darken color on hover, fitted */\n",
"#sk-container-id-2 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n", "#sk-container-id-4 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
" color: var(--sklearn-color-text);\n", " color: var(--sklearn-color-text);\n",
" background-color: var(--sklearn-color-fitted-level-2);\n", " background-color: var(--sklearn-color-fitted-level-2);\n",
"}\n", "}\n",
"\n", "\n",
"/* Estimator label */\n", "/* Estimator label */\n",
"\n", "\n",
"#sk-container-id-2 div.sk-label label {\n", "#sk-container-id-4 div.sk-label label {\n",
" font-family: monospace;\n", " font-family: monospace;\n",
" font-weight: bold;\n", " font-weight: bold;\n",
" line-height: 1.2em;\n", " line-height: 1.2em;\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-2 div.sk-label-container {\n", "#sk-container-id-4 div.sk-label-container {\n",
" text-align: center;\n", " text-align: center;\n",
"}\n", "}\n",
"\n", "\n",
"/* Estimator-specific */\n", "/* Estimator-specific */\n",
"#sk-container-id-2 div.sk-estimator {\n", "#sk-container-id-4 div.sk-estimator {\n",
" font-family: monospace;\n", " font-family: monospace;\n",
" border: 1px dotted var(--sklearn-color-border-box);\n", " border: 1px dotted var(--sklearn-color-border-box);\n",
" border-radius: 0.25em;\n", " border-radius: 0.25em;\n",
@@ -1485,18 +1485,18 @@
" background-color: var(--sklearn-color-unfitted-level-0);\n", " background-color: var(--sklearn-color-unfitted-level-0);\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-2 div.sk-estimator.fitted {\n", "#sk-container-id-4 div.sk-estimator.fitted {\n",
" /* fitted */\n", " /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-0);\n", " background-color: var(--sklearn-color-fitted-level-0);\n",
"}\n", "}\n",
"\n", "\n",
"/* on hover */\n", "/* on hover */\n",
"#sk-container-id-2 div.sk-estimator:hover {\n", "#sk-container-id-4 div.sk-estimator:hover {\n",
" /* unfitted */\n", " /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-2);\n", " background-color: var(--sklearn-color-unfitted-level-2);\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-2 div.sk-estimator.fitted:hover {\n", "#sk-container-id-4 div.sk-estimator.fitted:hover {\n",
" /* fitted */\n", " /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-2);\n", " background-color: var(--sklearn-color-fitted-level-2);\n",
"}\n", "}\n",
@@ -1587,7 +1587,7 @@
"\n", "\n",
"/* \"?\"-specific style due to the `<a>` HTML tag */\n", "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
"\n", "\n",
"#sk-container-id-2 a.estimator_doc_link {\n", "#sk-container-id-4 a.estimator_doc_link {\n",
" float: right;\n", " float: right;\n",
" font-size: 1rem;\n", " font-size: 1rem;\n",
" line-height: 1em;\n", " line-height: 1em;\n",
@@ -1602,7 +1602,7 @@
" border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n", " border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-2 a.estimator_doc_link.fitted {\n", "#sk-container-id-4 a.estimator_doc_link.fitted {\n",
" /* fitted */\n", " /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-0);\n", " background-color: var(--sklearn-color-fitted-level-0);\n",
" border: var(--sklearn-color-fitted-level-1) 1pt solid;\n", " border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
@@ -1610,14 +1610,14 @@
"}\n", "}\n",
"\n", "\n",
"/* On hover */\n", "/* On hover */\n",
"#sk-container-id-2 a.estimator_doc_link:hover {\n", "#sk-container-id-4 a.estimator_doc_link:hover {\n",
" /* unfitted */\n", " /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-3);\n", " background-color: var(--sklearn-color-unfitted-level-3);\n",
" color: var(--sklearn-color-background);\n", " color: var(--sklearn-color-background);\n",
" text-decoration: none;\n", " text-decoration: none;\n",
"}\n", "}\n",
"\n", "\n",
"#sk-container-id-2 a.estimator_doc_link.fitted:hover {\n", "#sk-container-id-4 a.estimator_doc_link.fitted:hover {\n",
" /* fitted */\n", " /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-3);\n", " background-color: var(--sklearn-color-fitted-level-3);\n",
"}\n", "}\n",
@@ -1754,7 +1754,7 @@
" height: 14px;\n", " height: 14px;\n",
" cursor: pointer;\n", " cursor: pointer;\n",
"}\n", "}\n",
"</style><body><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>KNeighborsClassifier(n_neighbors=3)</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>KNeighborsClassifier</div></div><div><a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.8/modules/generated/sklearn.neighbors.KNeighborsClassifier.html\">?<span>Documentation for KNeighborsClassifier</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></div></label><div class=\"sk-toggleable__content fitted\" data-param-prefix=\"\">\n", "</style><body><div id=\"sk-container-id-4\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>KNeighborsClassifier(n_neighbors=3)</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-4\" type=\"checkbox\" checked><label for=\"sk-estimator-id-4\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>KNeighborsClassifier</div></div><div><a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.8/modules/generated/sklearn.neighbors.KNeighborsClassifier.html\">?<span>Documentation for KNeighborsClassifier</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></div></label><div class=\"sk-toggleable__content fitted\" data-param-prefix=\"\">\n",
" <div class=\"estimator-table\">\n", " <div class=\"estimator-table\">\n",
" <details>\n", " <details>\n",
" <summary>Parameters</summary>\n", " <summary>Parameters</summary>\n",
@@ -2007,15 +2007,15 @@
" }\n", " }\n",
"}\n", "}\n",
"\n", "\n",
"forceTheme('sk-container-id-2');</script></body>" "forceTheme('sk-container-id-4');</script></body>"
] ]
}, },
"execution_count": 18, "execution_count": 32,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
], ],
"execution_count": 18 "execution_count": 32
}, },
{ {
"metadata": {}, "metadata": {},
@@ -2033,15 +2033,15 @@
{ {
"metadata": { "metadata": {
"ExecuteTime": { "ExecuteTime": {
"end_time": "2026-04-25T20:51:48.841953400Z", "end_time": "2026-04-25T21:15:55.065809200Z",
"start_time": "2026-04-25T20:51:48.825877800Z" "start_time": "2026-04-25T21:15:55.059661900Z"
} }
}, },
"cell_type": "code", "cell_type": "code",
"source": "", "source": "",
"id": "65e55b70ad44b2dc", "id": "65e55b70ad44b2dc",
"outputs": [], "outputs": [],
"execution_count": 18 "execution_count": 32
}, },
{ {
"metadata": {}, "metadata": {},
@@ -2059,15 +2059,15 @@
{ {
"metadata": { "metadata": {
"ExecuteTime": { "ExecuteTime": {
"end_time": "2026-04-25T20:51:48.861351100Z", "end_time": "2026-04-25T21:15:55.070341Z",
"start_time": "2026-04-25T20:51:48.842953500Z" "start_time": "2026-04-25T21:15:55.066313200Z"
} }
}, },
"cell_type": "code", "cell_type": "code",
"source": "", "source": "",
"id": "f3535461938f94f5", "id": "f3535461938f94f5",
"outputs": [], "outputs": [],
"execution_count": 18 "execution_count": 32
} }
], ],
"metadata": { "metadata": {