diff --git a/your-code/lab_boston_housing.ipynb b/your-code/lab_boston_housing.ipynb index 4a25b49..2779ace 100644 --- a/your-code/lab_boston_housing.ipynb +++ b/your-code/lab_boston_housing.ipynb @@ -17,6 +17,16 @@ "We will build models with several different parameters, which will change the goodness of fit for each. " ] }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -35,11 +45,323 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ - "# Your code here" + "# Your code here\n", + "boston = pd.read_csv('../data/boston_data.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 404 entries, 0 to 403\n", + "Data columns (total 14 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 crim 404 non-null float64\n", + " 1 zn 404 non-null float64\n", + " 2 indus 404 non-null float64\n", + " 3 chas 404 non-null float64\n", + " 4 nox 404 non-null float64\n", + " 5 rm 404 non-null float64\n", + " 6 age 404 non-null float64\n", + " 7 dis 404 non-null float64\n", + " 8 rad 404 non-null float64\n", + " 9 tax 404 non-null float64\n", + " 10 ptratio 404 non-null float64\n", + " 11 black 404 non-null float64\n", + " 12 lstat 404 non-null float64\n", + " 13 medv 404 non-null float64\n", + "dtypes: float64(14)\n", + "memory usage: 44.2 KB\n" + ] + } + ], + "source": [ + "boston.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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.............................................
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404 rows × 14 columns

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" + ], + "text/plain": [ + " crim zn indus chas nox rm age dis rad tax \\\n", + "0 0.15876 0.0 10.81 0.0 0.413 5.961 17.5 5.2873 4.0 305.0 \n", + "1 0.10328 25.0 5.13 0.0 0.453 5.927 47.2 6.9320 8.0 284.0 \n", + "2 0.34940 0.0 9.90 0.0 0.544 5.972 76.7 3.1025 4.0 304.0 \n", + "3 2.73397 0.0 19.58 0.0 0.871 5.597 94.9 1.5257 5.0 403.0 \n", + "4 0.04337 21.0 5.64 0.0 0.439 6.115 63.0 6.8147 4.0 243.0 \n", + ".. ... ... ... ... ... ... ... ... ... ... \n", + "399 9.32909 0.0 18.10 0.0 0.713 6.185 98.7 2.2616 24.0 666.0 \n", + "400 51.13580 0.0 18.10 0.0 0.597 5.757 100.0 1.4130 24.0 666.0 \n", + "401 0.01501 90.0 1.21 1.0 0.401 7.923 24.8 5.8850 1.0 198.0 \n", + "402 0.02055 85.0 0.74 0.0 0.410 6.383 35.7 9.1876 2.0 313.0 \n", + "403 0.08244 30.0 4.93 0.0 0.428 6.481 18.5 6.1899 6.0 300.0 \n", + "\n", + " ptratio black lstat medv \n", + "0 19.2 376.94 9.88 21.7 \n", + "1 19.7 396.90 9.22 19.6 \n", + "2 18.4 396.24 9.97 20.3 \n", + "3 14.7 351.85 21.45 15.4 \n", + "4 16.8 393.97 9.43 20.5 \n", + ".. ... ... ... ... \n", + "399 20.2 396.90 18.13 14.1 \n", + "400 20.2 2.60 10.11 15.0 \n", + "401 13.6 395.52 3.16 50.0 \n", + "402 17.3 396.90 5.77 24.7 \n", + "403 16.6 379.41 6.36 23.7 \n", + "\n", + "[404 rows x 14 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "boston" ] }, { @@ -52,11 +374,44 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ - "# Your plots here" + "# Your plots here\n", + "import seaborn as sns" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(boston, x_vars='medv', kind='reg')\n" ] }, { @@ -68,11 +423,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ - "# Your response here" + "# Your response here\n", + "#some varaibles seem to be high correlated and some don't" ] }, { @@ -84,11 +440,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ - "# Your response here" + "# Your response here\n", + "import matplotlib.pyplot as plt\n", + "plt.figure(figsize = (10,10))\n", + "sns.heatmap(boston.corr(), annot=True)\n", + "plt.show()" ] }, { @@ -102,11 +475,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "count 404.000000\n", + "mean 22.312376\n", + "std 8.837019\n", + "min 5.000000\n", + "25% 17.100000\n", + "50% 21.400000\n", + "75% 25.000000\n", + "max 50.000000\n", + "Name: medv, dtype: float64" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "# Your code here\n", + "boston['medv'].describe()" ] }, { @@ -128,7 +521,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -137,7 +530,8 @@ "def performance_metric(y_true, y_predict):\n", " \"\"\" Calculates and returns the performance score between \n", " true and predicted values based on the metric chosen. \"\"\"\n", - " # Your code here:" + " # Your code here:\n", + " return r2_score(y_true, y_predict)" ] }, { @@ -150,11 +544,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ - "# Your code here" + "# Your code here\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(boston.iloc[:,0:-2], boston.iloc[:,-1:], train_size=0.8) " ] }, { @@ -167,6 +564,16 @@ "Next, we are going to build a Random Forest Regressor, and test its performance with several different parameter settings." ] }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.ensemble import RandomForestRegressor\n", + "from sklearn.model_selection import GridSearchCV" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -177,11 +584,88 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\Filipe Miguel Santos\\anaconda3\\envs\\main\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:531: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + "C:\\Users\\Filipe Miguel Santos\\anaconda3\\envs\\main\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:531: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + "C:\\Users\\Filipe Miguel Santos\\anaconda3\\envs\\main\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:531: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + "C:\\Users\\Filipe Miguel Santos\\anaconda3\\envs\\main\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:531: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + "C:\\Users\\Filipe Miguel Santos\\anaconda3\\envs\\main\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:531: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + "C:\\Users\\Filipe Miguel Santos\\anaconda3\\envs\\main\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:531: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + "C:\\Users\\Filipe Miguel Santos\\anaconda3\\envs\\main\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:531: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + "C:\\Users\\Filipe Miguel Santos\\anaconda3\\envs\\main\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:531: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + "C:\\Users\\Filipe Miguel Santos\\anaconda3\\envs\\main\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:531: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + "C:\\Users\\Filipe Miguel Santos\\anaconda3\\envs\\main\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:531: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + "C:\\Users\\Filipe Miguel Santos\\anaconda3\\envs\\main\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:531: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + "C:\\Users\\Filipe Miguel Santos\\anaconda3\\envs\\main\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:531: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + "C:\\Users\\Filipe Miguel Santos\\anaconda3\\envs\\main\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:531: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + "C:\\Users\\Filipe Miguel Santos\\anaconda3\\envs\\main\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:531: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + "C:\\Users\\Filipe Miguel Santos\\anaconda3\\envs\\main\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:531: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + "C:\\Users\\Filipe Miguel Santos\\anaconda3\\envs\\main\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:531: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + "C:\\Users\\Filipe Miguel Santos\\anaconda3\\envs\\main\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:531: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + "C:\\Users\\Filipe Miguel Santos\\anaconda3\\envs\\main\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:531: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + "C:\\Users\\Filipe Miguel Santos\\anaconda3\\envs\\main\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:531: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + "C:\\Users\\Filipe Miguel Santos\\anaconda3\\envs\\main\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:531: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + "C:\\Users\\Filipe Miguel Santos\\anaconda3\\envs\\main\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:531: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + "C:\\Users\\Filipe Miguel Santos\\anaconda3\\envs\\main\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:531: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + "C:\\Users\\Filipe Miguel Santos\\anaconda3\\envs\\main\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:531: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + "C:\\Users\\Filipe Miguel Santos\\anaconda3\\envs\\main\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:531: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + "C:\\Users\\Filipe Miguel Santos\\anaconda3\\envs\\main\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:531: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + "C:\\Users\\Filipe Miguel Santos\\anaconda3\\envs\\main\\lib\\site-packages\\sklearn\\model_selection\\_search.py:765: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n", + " self.best_estimator_.fit(X, y, **fit_params)\n" + ] + }, + { + "data": { + "text/plain": [ + "GridSearchCV(cv=5, estimator=RandomForestRegressor(),\n", + " param_grid={'max_depth': [2, 4, 6, 8, 10]}, scoring='r2')" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Five separate RFR here with the given max depths" + "# Five separate RFR here with the given max depths\n", + "\n", + "rfr = GridSearchCV(estimator = RandomForestRegressor(),\n", + " param_grid={\"max_depth\":[2, 4, 6, 8, 10]},\n", + " scoring='r2',\n", + " cv=5\n", + " )\n", + "rfr.fit(X_train, y_train)" ] }, { @@ -193,13 +677,210 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": { "scrolled": false }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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mean_fit_timestd_fit_timemean_score_timestd_score_timeparam_max_depthparamssplit0_test_scoresplit1_test_scoresplit2_test_scoresplit3_test_scoresplit4_test_scoremean_test_scorestd_test_scorerank_test_score
00.1977690.0215790.0128020.0017182{'max_depth': 2}0.7290680.5156100.7392620.6640860.5685240.6433100.0881965
10.2639590.0202060.0153970.0045424{'max_depth': 4}0.7758830.6355110.7579840.6891590.6691350.7055340.0532854
20.2854480.0521830.0145110.0022756{'max_depth': 6}0.8490980.6298230.7515460.7086550.7056810.7289610.0717303
30.3245490.0615190.0185980.0062488{'max_depth': 8}0.8458760.6474260.7545380.6740450.7353380.7314450.0692772
40.3407460.0553780.0161980.00487410{'max_depth': 10}0.8688310.6748700.7546910.7261290.7175990.7484240.0654141
\n", + "
" + ], + "text/plain": [ + " mean_fit_time std_fit_time mean_score_time std_score_time \\\n", + "0 0.197769 0.021579 0.012802 0.001718 \n", + "1 0.263959 0.020206 0.015397 0.004542 \n", + "2 0.285448 0.052183 0.014511 0.002275 \n", + "3 0.324549 0.061519 0.018598 0.006248 \n", + "4 0.340746 0.055378 0.016198 0.004874 \n", + "\n", + " param_max_depth params split0_test_score split1_test_score \\\n", + "0 2 {'max_depth': 2} 0.729068 0.515610 \n", + "1 4 {'max_depth': 4} 0.775883 0.635511 \n", + "2 6 {'max_depth': 6} 0.849098 0.629823 \n", + "3 8 {'max_depth': 8} 0.845876 0.647426 \n", + "4 10 {'max_depth': 10} 0.868831 0.674870 \n", + "\n", + " split2_test_score split3_test_score split4_test_score mean_test_score \\\n", + "0 0.739262 0.664086 0.568524 0.643310 \n", + "1 0.757984 0.689159 0.669135 0.705534 \n", + "2 0.751546 0.708655 0.705681 0.728961 \n", + "3 0.754538 0.674045 0.735338 0.731445 \n", + "4 0.754691 0.726129 0.717599 0.748424 \n", + "\n", + " std_test_score rank_test_score \n", + "0 0.088196 5 \n", + "1 0.053285 4 \n", + "2 0.071730 3 \n", + "3 0.069277 2 \n", + "4 0.065414 1 " + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Produce a plot with the score for the testing and training for the different max depths" + "# Produce a plot with the score for the testing and training for the different max depths\n", + "results = rfr.cv_results_\n", + "results_df = pd.DataFrame(results)\n", + "results_df" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.lineplot(x=results_df['param_max_depth'], y=results_df['mean_test_score'])" ] }, { @@ -211,11 +892,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ - "# Your response here" + "# Your response here\n", + "#the test score grows as the depth of the tree, however, after a certain point, it stabilizes and does not grow significantly." ] }, { @@ -228,11 +910,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ - "# Your response here" + "# Your response here\n", + "#High bias for max depth 1 and high variance for max depth 10" ] }, { @@ -245,11 +928,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "RandomForestRegressor(max_depth=10)" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your response here" + "# Your response here\n", + "rfr.best_estimator_" ] }, { @@ -267,11 +962,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ - "# Your response here" + "# Your response here\n", + "# How relevant today is data that was collected from 1978? - Not much since times change.\n", + "# Are the features present in the data sufficient to describe a home? - It might exist a lot more factors\n", + "# Is the model robust enough to make consistent predictions? - Don't think so.\n", + "# Would data collected in an urban city like Boston be applicable in a rural city? - No. The location may have a big influence." ] } ], @@ -292,7 +991,20 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.2" + "version": "3.7.9" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false } }, "nbformat": 4, diff --git a/your-code/lab_overfitting.ipynb b/your-code/lab_overfitting.ipynb index 9739877..df6f8a0 100644 --- a/your-code/lab_overfitting.ipynb +++ b/your-code/lab_overfitting.ipynb @@ -21,7 +21,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -56,11 +56,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[SVC(gamma=0.001), SVC(gamma=1), SVC(gamma=20)]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here\n" + "# Your code here\n", + "from sklearn import svm\n", + "classifiers =[svm.SVC(gamma=0.001),svm.SVC(gamma=1),svm.SVC(gamma=20)]\n", + "classifiers" ] }, { @@ -72,9 +86,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from matplotlib.colors import ListedColormap\n", "\n", @@ -86,7 +111,8 @@ "xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n", " np.arange(y_min, y_max, h))\n", "cm = plt.cm.RdBu\n", - "cm_bright = ListedColormap(['#FF0000', '#0000FF'])\nnames = ['gamma = 0.001', 'gamma = 1', 'gamma = 20']\n", + "cm_bright = ListedColormap(['#FF0000', '#0000FF'])\n", + "names = ['gamma = 0.001', 'gamma = 1', 'gamma = 20']\n", "\n", "# iterate over classifiers\n", "for name, clf in zip(names, classifiers):\n", @@ -133,7 +159,8 @@ "metadata": {}, "outputs": [], "source": [ - "# Your response here" + "# Your response here\n", + "#both plots when gamma = 1 and gamma=2 seem okay." ] }, { @@ -146,11 +173,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.93" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "# Your code here\n", + "svm.SVC(gamma=0.7).fit(X,y).score(X,y)" ] }, { @@ -162,11 +201,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.975" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "# Your code here\n", + "from sklearn.model_selection import train_test_split\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.8, random_state=42)\n", + "\n", + "svc_s = svm.SVC(gamma=20)\n", + "svc_s.fit(X_train, y_train)\n", + "svc_s.score(X_train, y_train)" ] }, { @@ -178,11 +234,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "train 1 score= 0.9 | test 1 score= 0.8\n", + "train 2 score= 0.925 | test 2 score= 0.9\n", + "train 3 score= 0.925 | test 3 score= 0.9\n", + "train 4 score= 0.925 | test 4 score= 0.95\n", + "train 5 score= 0.9375 | test 5 score= 0.95\n", + "train 6 score= 0.95 | test 6 score= 0.95\n", + "train 7 score= 0.95 | test 7 score= 0.95\n", + "train 8 score= 0.95 | test 8 score= 0.95\n", + "train 9 score= 0.95 | test 9 score= 0.95\n", + "train 10 score= 0.9625 | test 10 score= 0.95\n", + "train 11 score= 0.9625 | test 11 score= 0.95\n", + "train 12 score= 0.9625 | test 12 score= 0.95\n", + "train 13 score= 0.9625 | test 13 score= 0.95\n", + "train 14 score= 0.9625 | test 14 score= 0.95\n", + "train 15 score= 0.975 | test 15 score= 0.95\n", + "train 16 score= 0.975 | test 16 score= 0.95\n", + "train 17 score= 0.975 | test 17 score= 0.95\n", + "train 18 score= 0.975 | test 18 score= 0.95\n", + "train 19 score= 0.975 | test 19 score= 0.95\n" + ] + } + ], "source": [ - "# Your code here" + "# Your code here\n", + "for gamma in range(1,20):\n", + " X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.8, random_state=42)\n", + " print('train', gamma,'score=', svm.SVC(gamma=gamma).fit(X_train,y_train).score(X_train,y_train), '| test',gamma,'score=', svm.SVC(gamma=gamma).fit(X_test,y_test).score(X_test,y_test))\n" ] }, { @@ -194,11 +279,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ - "# Your response here" + "# Your response here\n", + "# since the model performs better on the training set than on the test set, it is likely to be overfitting." ] } ], @@ -218,7 +304,20 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.2" + "version": "3.7.9" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false } }, "nbformat": 4,