diff --git a/your-code/lab_boston_housing.ipynb b/your-code/lab_boston_housing.ipynb index 4a25b49..55569a2 100644 --- a/your-code/lab_boston_housing.ipynb +++ b/your-code/lab_boston_housing.ipynb @@ -35,11 +35,436 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ - "# Your code here" + "# Your code here\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "%matplotlib inline\n", + "\n", + "boston = pd.read_csv('../data/boston_data.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "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: 44.3 KB\n" + ] + } + ], + "source": [ + "boston.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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crimzninduschasnoxrmagedisradtaxptratioblacklstatmedv
00.158760.010.810.00.4135.96117.55.28734.0305.019.2376.949.8821.7
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40.0433721.05.640.00.4396.11563.06.81474.0243.016.8393.979.4320.5
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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ - "# Your plots here" + "# Your plots here\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "%matplotlib inline\n", + "\n", + "sns.pairplot(boston[['crim', 'rm', 'dis', 'lstat', 'medv']])" ] }, { @@ -102,11 +555,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "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": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "# Your code here\n", + "boston['medv'].describe()" ] }, { @@ -128,7 +601,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -137,7 +610,8 @@ "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 +624,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ - "# Your code here" + "# Your code here\n", + "\n", + "# 1. define X and y (features and target)\n", + "X = boston.drop(columns=\"medv\")\n", + "y = boston[\"medv\"]\n", + "\n", + "# 2. data splitting\n", + "from sklearn.model_selection import train_test_split\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=8)" ] }, { @@ -177,11 +659,34 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "RandomForestRegressor(max_depth=10, random_state=0)" + ] + }, + "execution_count": 15, + "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", + "from sklearn.ensemble import RandomForestRegressor\n", + "RFR_2 = RandomForestRegressor(max_depth=2, random_state=0)\n", + "RFR_4 = RandomForestRegressor(max_depth=4, random_state=0)\n", + "RFR_6 = RandomForestRegressor(max_depth=6, random_state=0)\n", + "RFR_8 = RandomForestRegressor(max_depth=8, random_state=0)\n", + "RFR_10 = RandomForestRegressor(max_depth=10, random_state=0)\n", + "\n", + "RFR_2.fit(X_train, y_train)\n", + "RFR_4.fit(X_train, y_train)\n", + "RFR_6.fit(X_train, y_train)\n", + "RFR_8.fit(X_train, y_train)\n", + "RFR_10.fit(X_train, y_train)" ] }, { @@ -193,13 +698,57 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "scrolled": false - }, - "outputs": [], + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "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", + "depths = [2, 4, 6, 8, 10]\n", + "r2_score_train = []\n", + "r2_score_test = []\n", + "\n", + "for depth in depths:\n", + " RFR = RandomForestRegressor(max_depth=depth, random_state=0)\n", + " RFR.fit(X_train, y_train)\n", + " y_train_pred = RFR.predict(X_train)\n", + " y_test_pred = RFR.predict(X_test)\n", + " r2_score_train.append(performance_metric(y_train, y_train_pred))\n", + " r2_score_test.append(performance_metric(y_test, y_test_pred))\n", + "\n", + "# create first figure and ax\n", + "fig, ax = plt.subplots(figsize = (7, 7))\n", + "\n", + "# we add a title to the figure or the ax\n", + "ax.set_title('r2 Score', fontsize=20)\n", + "\n", + "# we plot the different lines\n", + "ax.plot(depths, r2_score_train, c='blue', label='Train')\n", + "ax.plot(depths, r2_score_test, c='red', label='Test')\n", + "\n", + "ax.legend()" ] }, { @@ -211,11 +760,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "The result prove that allowing more depth of the trees improves the performance, but has a limit where there is\n", + "no more improvement.\n", + "\n" + ] + } + ], "source": [ - "# Your response here" + "# Your response here\n", + "print('''\n", + "The result prove that allowing more depth of the trees improves the performance, but has a limit where there is\n", + "no more improvement.\n", + "''')" ] }, { @@ -245,11 +809,58 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "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", + "# Produce a plot with the score for the testing and training for the different max depths\n", + "depths = range(1, 21)\n", + "r2_score_train = []\n", + "r2_score_test = []\n", + "\n", + "for depth in depths:\n", + " RFR = RandomForestRegressor(max_depth=depth, random_state=0)\n", + " RFR.fit(X_train, y_train)\n", + " y_train_pred = RFR.predict(X_train)\n", + " y_test_pred = RFR.predict(X_test)\n", + " r2_score_train.append(performance_metric(y_train, y_train_pred))\n", + " r2_score_test.append(performance_metric(y_test, y_test_pred))\n", + "\n", + "# create first figure and ax\n", + "fig, ax = plt.subplots(figsize = (7, 7))\n", + "\n", + "# we add a title to the figure or the ax\n", + "ax.set_title('r2 Score', fontsize=20)\n", + "\n", + "# we plot the different lines\n", + "ax.plot(depths, r2_score_train, c='blue', label='Train')\n", + "ax.plot(depths, r2_score_test, c='red', label='Test')\n", + "\n", + "ax.legend()" ] }, { @@ -278,9 +889,9 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python 3", + "display_name": "myenv", "language": "python", - "name": "python3" + "name": "myenv" }, "language_info": { "codemirror_mode": { @@ -292,9 +903,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.2" + "version": "3.8.2" } }, "nbformat": 4, - "nbformat_minor": 1 + "nbformat_minor": 4 } diff --git a/your-code/lab_overfitting.ipynb b/your-code/lab_overfitting.ipynb index 9739877..20c0271 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": [ @@ -36,6 +36,26 @@ "X, y = make_circles(noise=0.2, factor=0.5, random_state=1)" ] }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.5577702707798867" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X.std()" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -56,11 +76,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ - "# Your code here\n" + "# Your code here\n", + "from sklearn.svm import SVC\n", + "from sklearn.pipeline import make_pipeline\n", + "from sklearn.preprocessing import StandardScaler\n", + "\n", + "clf_1 = make_pipeline(StandardScaler(), SVC(gamma=0.001))\n", + "clf_1.fit(X, y)\n", + "\n", + "clf_2 = make_pipeline(StandardScaler(), SVC(gamma=1))\n", + "clf_2.fit(X, y)\n", + "\n", + "clf_3 = make_pipeline(StandardScaler(), SVC(gamma=20))\n", + "clf_3.fit(X, y)\n", + "\n", + "classifiers = [clf_1, clf_2, clf_3]" ] }, { @@ -72,9 +106,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "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 +131,8 @@ "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 +179,10 @@ "metadata": {}, "outputs": [], "source": [ - "# Your response here" + "# Your response here\n", + "print('''\n", + "The one that fits better is the one with gamma=20. But probably is starting to overfit the data.\n", + "''')" ] }, { @@ -146,11 +195,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.91" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "# Your code here\n", + "clf_4 = make_pipeline(StandardScaler(), SVC(gamma=0.7))\n", + "clf_4.fit(X, y)\n", + "clf_4.score(X, y)" ] }, { @@ -162,11 +225,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.95" + ] + }, + "execution_count": 26, + "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, test_size=0.2, random_state=123)\n", + "\n", + "clf_5 = make_pipeline(StandardScaler(), SVC(gamma=20))\n", + "clf_5.fit(X_train, y_train)\n", + "y_test_pred = clf_5.predict(X_test)\n", + "clf_5.score(X_test, y_test)" ] }, { @@ -178,11 +259,54 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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NjaAChZWISFr79FMYMcIvHrtgAYwc6e979AhcWIrpMKCISBravx9Gj4Zf/hJ27PCBdd99EFnTNecorERE0sysWfCjH8HSpX66oz/+Ec44I3RVYekwoIhImlixAr73PejZ0/espk/3wZXrQQUKKxGR4D7/HH76Ux9Kr74Kv/0tvP8+9O6dvUPR46XDgCIigRw4ABMnwt13w+bN/lqpBx+E448PXVn6UViJiATwz3/Cf/0XvPsuXHABvPginH126KrSlw4Dioik0Jo1frbzCy/0vaknn/TBpaA6PPWsRERSYOdOfy7qt7/156Huu8+fp2rQIHRlmUFhJSKSRM7BlCl+/r6SEt+r+t//hVatQleWWXQYUEQkSYqLoUsXuPZaOO44f7jvyScVVFWhsBIRSbBPPoGbb/bLw69cCY88Am+/7YNLqkaHAUVEEmTvXnj4YXjgAf/vO+6Ae+6Bo44KXVnmU1iJiFSTczBjBvzkJ7Bqlb+Y9/e/h5NPDl1Z9tBhQBGRanj/fb8y7+WXQ926fnqk6dMVVImmsBIRqYItW+C22/zSHfPnw5//7JfuuPji0JVlJx0GFBGJQ2kpFBbCL37h5/QbPhx+9Sto3Dh0ZdlNYSUiEqOXX/ZLdyxeDN27+6U72rcPXVVu0GFAEZFKrFwJffr4Q3y7d8Nzz/ngUlCljsJKRKQC27fDz38O7drB3/8ODz0ES5b44NLSHamlw4AiImUcPPjl0h0bN365dEezZqEry10KKxGRKP/6l1+6Y/58OP98eP55OOec0FWJDgOKiABr1/o5/Lp08dMlPf64Dy4FVXpQz0pEctquXfC73/mZ0J3zQ9J/9jM44ojQlUk0hZWI5CTnYNo0v6bU2rVw9dV+ranWrUNXJuXRYUARyTnz5/uVegcMgCZN4NVXYepUBVU6U1iJSM7YuBGGDPHnoZYtg3HjoKjIB5ekNx0GFJGst3evn7vvgQdgzx748Y/h3nvh6KNDVyaxUliJSNZyDmbO9OG0ciVcdhn84Q9wyimhK5N46TCgiGSlJUugZ0+/tlStWvDSS/6aKQVVZlJYiUhW+ewz+MEPoEMHv5T8ww/DwoU+uCRz6TCgiGSF0lIYO9afi9q2Db7/fbj/fj/aTzKfelYikvHmzIFOnWDECDjzTHj3XRg1SkGVTRRWIpKxVq2CK66AHj1g50545hkfXB06hK5MEk1hJSIZZ8cOuOsuv3THyy/Dr3/tB1T07aulO7KVzlmJSMY4eBAmT/ZB9ckncOON8JvfwAknhK5Mkk1hJSIZ4Y03/NIdxcVw7rkwfTp07hy6KkkVHQYUkbRWUgLXXQcXXADr18Njj/ngUlDlFvWsRCQt7d4Nv/+9X0r+wAG45x6/xHzDhqErkxAUViKSVpyDp5+GO+6ANWvgqqv80h1t24auTELSYUARSRvvvgvf/rZfW+qYY+Af/4CnnlJQicJKRNLApk0wdCicfTYsXQpjxvg1p7797dCVSbrQYUARCWbfPsjP99Mi7doFP/yhX1a+UaPQlUm6UViJSMo5By++CD/6EaxYAb16+aU7TjstdGWSrnQYUERSaulSH06XXQY1asALL/ibgkoOR2ElIimxdas/zNe+Pbz5Jvzf//mlO3r1Cl2ZZAIdBhSRpCothfHj/XVSn33mB1I88AA0bRq6Mskk6lmJSNLMnQtnnQXDh8M3vgHvvAOFhQoqiZ/CSkQSbvVquPJK6NYNtm/3F/nOnQsdO4auTDKVwkpEEuaLL+C//9sv3fG3v8H//I8fUHHllVq6Q6pH56xEpNoOHoS//AXuvBM2bIDrr/dz+jVvHroyyRYKKxGplrfe8kt3vP22nwn92WfhvPNCVyXZRocBRaRK1q2DG26A88+HtWth0iQ/JF1BJcmgnpWIxGX3bn+N1K9/7Yel33WXvx15ZOjKJJsprEQkJs7BM8/AT38KH30EffvC734HJ54YujLJBTEdBjSznma2zMxWmtmd5Tzf2szmmNlCM/uHmbVIfKkiEsp778F3vgP9+vke1Jw5PrgUVJIqlYaVmdUERgKXAu2Aa8ysXZlmvwcmO+c6APcDv0l0oSKSeps3w7Bh/sLe99+HUaP8hb3duoWuTHJNLIcBOwMrnXOrAcxsCtAHWBLVph3w48i/5wLPJbBGkZxz8KC/hbJ/v59p4le/8tdO3X47/PKXfkFEkRBiOQzYHFgb9bgksi3ae0DfyL+vAI40s8bVL0+k+vbvh5EjoVUruPBCvzSFc6Gr+qrSUpg50x9qa9AAatcOd2vQAH78Yz+yb+FC+NOfFFQSVqIGWNwBFJjZQOA1YB1woGwjMxsKDAVo1apVgj5apHzO+Wt+7rrLr5l0wQV+YMB3v+tn/r7zTr98eq3Aw4wWLvTDvh9/HDZuhCZNYPBgaNYsbF3nnAMXX6yZJyQ9xPJrug5oGfW4RWTbvznn1hPpWZlZQ+BK59y2sm/knBsLjAXIy8tLw//bSrb417/gjjv8Bavt2vkeS69evpf15JPw29/Cddf5qYHuuAMGDfK9iVTZtAmeeMKH1IIFvjdz2WVw001w6aVQp07qahHJBLEcBiwCTjaztmZWBxgAzIhuYGZNzOzQe90FTEhsmSKxWbbMD6nu0gU+/tgvTfHee743ZeZD4KabYNEimD4djj8ebrsN2rSBBx/0ay4ly759vqfXp4+fhuhHP4KaNeHPf4b16798TkEl8lWVhpVzrhS4DZgFLAWmOecWm9n9ZtY70qwrsMzMlgNfAx5MUr0i5dq4EW69Fc44A15+2a+XtGKFP5xW3mG+GjWgd2944w149VXIy/PrLbVq5a8jWr8+MXU5B0VFPhCbNfMTuhYV+aB6/30oLvaDF5o0SczniWQrc4HONOfl5bni4uIgny3ZY+dO+MMf/MWpe/bA978Pv/gFHHdc/O/13nv+8OCUKT7gbrjBB9epp8b/XuvX+4ldJ02CJUugbl24/HIYOBB69Ah/nkwkXZnZfOdcXtntmhtQMlJpKYwbByed5IdUX3IJLF4MBQVVCyqAM8/0gxxWrIAhQ/y/Tz8drrrK94Aqs3u3Px/Wsye0bAk//zk0agRjxsAnn/gQ7NlTQSVSFQorySjOwfPPQ4cOfnn0E0/0gymefhpOOSUxn3HiiX6o+0cf+ZGEr7ziR8b16OH/HX0wwjn/+UOH+vNf117r12+6+25YvvzL5xo1SkxtIrlKhwElYxQV+cNyr77qg+mhh/yhtWQPrd6+3feO/vhHv1bT2Wf7c06rV8PkybBypR9JeNVVfvBG167+nJiIxK+iw4AKK0l7q1f7nsrUqf4Q3333+cN0tWunto69e+Gxx/x5rRUr/LauXf15qCuvhIYNU1uPSDaqKKx09FzS1pYtfln0kSN9MN17r+9ZhVqKom5dH5KDBsFrr0Hbtn7Iu4gkn8JK0s7u3f7ao9/8Bnbs8MPP77sPTjghdGVezZp+BnIRSR2FlaSNAwf8cO977oGSEj+jw0MP+WunRCS36TSwpIXZs/3AhYED/ai6uXP9qD8FlYiAwkoCW7DAT5Z6ySV+1N2UKTBvnh+4ICJyiMJKglizxg/zPussmD/fDwtfuhT699ewbxH5Kp2zkpTats0PnHj4Yf/4Zz/zS3XoolkRORyFlaTEgQOQn+8nmN261c+798ADfuJYEZHK6ICLpMSYMX7Wh7w8eOcdP8GrgkpEYqWelSSdczBqlA+qWbNCVyMimUhhJUn3r3/5GdEfeSR0JSKSqXQYUJKusBCOPtqP9BMRqQqFlSTVp5/CU0/5ARVHHBG6GhHJVAorSapJk2DfPr+Cr4hIVSmsJGkOHvSjALt0gW98I3Q1IpLJFFaSNHPn+nWfhg0LXYmIZDqFlSRNYSE0buwXJhQRqQ6FlSTFhg3w3HN+ocJ69UJXIyKZTmElSTFhApSWwtChoSsRkWygsJKEO3AAxo2D7t3h5JNDVyMi2UBhJQk3axZ8/LEGVohI4iisJOEKC/1qv336hK5ERLKFwkoSas0aeOEFGDwYatcOXY2IZAuFlSTU+PF+lvVbbgldiYhkE4WVJMz+/T6sLr0UWrcOXY2IZBMtESIJ8/zz/vqqMWNCVyIi2UY9K0mYMWOgZUvo1St0JSKSbRRWkhCrVsHs2f5cVc2aoasRkWyjsJKEGDvWh9TgwaErEZFspLCSatu710+v1KcPnHBC6GpEJBsprKTann3WrwisBRZFJFkUVlJthYVw4onQo0foSkQkWymspFqWLoXXXvO9qhr6aRKRJNGfF6mWMWP8tEqDBoWuRESymcJKqmzXLpg0Ca66Cpo2DV2NiGQzhZVU2bRpsG2blgIRkeRTWEmVFRbC6afDt74VuhIRyXYKK6mSBQtg3jw/sMIsdDUiku0UVlIlY8ZAvXpw442hKxGRXKCwkrjt2AF/+QsMGADHHBO6GhHJBQoridsTT8AXX2hghYikjsJK4uIcjB4NHTtC586hqxGRXKGwkri8/Ta8954GVohIaimsJC6FhdCwIVx3XehKRCSXKKwkZlu3wtSpPqiOPDJ0NSKSSxRWErPHHoPdu7UUiIiknsJKYuKcPwR47rnQqVPoakQk19QKXYBkhn/+0y8H8uijoSsRkVyknpXEpLAQjj4arr46dCUikosUVlKpTZvg6afhppugQYPQ1YhILlJYSaUmToT9+zWwQkTCUVjJYR08CGPHwoUXQrt2oasRkVylsJLDmjMHVq3SPIAiEpbCSg6rsBCaNIG+fUNXIiK5TGElFVq/HqZPh0GDoG7d0NWISC5TWEmFHnkEDhyAoUNDVyIiuU5hJeU6cADGjYOLLoKTTgpdjYjkOoWVlOull2DtWg2sEJH0EFNYmVlPM1tmZivN7M5ynm9lZnPN7F0zW2hmvRJfqqRSYSE0awbf+17oSkREYggrM6sJjAQuBdoB15hZ2Stu7gGmOec6AQOAUYkuVFLn44/hxRdhyBCoXTt0NSIisfWsOgMrnXOrnXP7gClAnzJtHHBU5N9HA+sTV6Kk2rhxfhXgIUNCVyIi4sUy63pzYG3U4xLg3DJt7gNmm9ntwBFAj4RUJym3fz+MHw+9ekGrVqGrERHxEjXA4hpgonOuBdALeMzMvvLeZjbUzIrNrHjz5s0J+mhJpOnTYeNGDawQkfQSS1itA1pGPW4R2RZtMDANwDn3JlAPaFL2jZxzY51zec65vKZNm1atYkmqMWN8j6pnz9CViIh8KZawKgJONrO2ZlYHP4BiRpk2a4DuAGZ2Oj6s1HXKMCtWwCuv+IuAa9YMXY2IyJcqDSvnXClwGzALWIof9bfYzO43s96RZj8BbjGz94AngYHOOZesoiU5xo6FWrXg5ptDVyIi8p8sVKbk5eW54uLiIJ8tX7VnD7RoAV27+oUWRURCMLP5zrm8sts1g4UA8MwzsGWLBlaISHpSWAngZ6w46STo1i10JSIiX6WwEhYvhtdf98vW19BPhIikIf1pEsaMgTp1YODA0JWIiJRPYZXjdu6EyZOhXz+/IrCISDpSWOW4qVPh88/9IUARkXSlsMpxhYXQrh106RK6EhGRiimsctj8+VBU5Ierm4WuRkSkYgqrHDZmDNSvDzfcELoSEZHDU1jlqO3b4Ykn4JproFGj0NWIiByewipHPf64HwmoGStEJBMorHKQczB6NHTqBHlfmYFLRCT9xLJSsGSZt96CRYv8OSsNrBCRTKCeVQ4qLIQjj/Tnq0REMoHCKsd89pm/EPj6631giYhkAoVVjpk8Gfbu1YwVIpJZFFY5xDl/CPD88+HMM0NXIyISOw2wyCGvvgrLlsHEiaErERGJj3pWOaSw0F8AfPXVoSsREYmPwipHbNwIzz7r16yqXz90NSIi8VFY5YhHH4X9+zWwQkQyk8IqBxw44C8A7toVTjstdDUiIvFTWOWAF16Ajz6C224LXYmISNUorHJAfj60aAF9+oSuRESkahRWWW7pUnjlFRg+HGrpQgURyVAKqyw3ciTUqQNDhoSuRESk6hRWWWz7dpg0CQYMgOOOC12NiEjVKayy2KRJ8MUXGlghIplPYZWlDh6EggI491w455zQ1YiIVI9OuWepV16B5cvhscdCVyIiUn3qWWWpggJ/nqpfv9CViIhUn8IqC61eDTNnwtChULdu6GpERKpPYZWFRo+GGjVg2LDQlYiIJIbCKsvs2gWPPAJ9+0Lz5qGrERFJDIVVlnniCdi6FW6/PXQlIiKJo7DKIs75eQA7dIAuXUJXIyKSOBq6nkVefx0WLoRx48AsdDUiIomjnlUWyc+HY46Ba68NXYmISGIprLLEunV+2frBg6FBg9DViIgklsIqSxQW+imWhg8PXYmISOIprLLA3r0wdixcdhmceGLoakREEk9hlQWeego2bdLs6iKSvRRWWaCgAE49FXr0CF2JiEhyKKwyXFERzJsHI0b4KZZERLKR/rxluIICaNgQbropdCUiIsmjsMpgmzbBlCk+qI46KnQ1IiLJo7DKYOPHw759GlghItlPYZWhSkv9UiA9esBpp4WuRkQkuTQ3YIaaPh1KSmDkyNCViIgkn3pWGSo/H9q0ge9+N3QlIiLJp7DKQIsWwauvwq23Qs2aoasREUk+hVUGKiiAevXg5ptDVyIikhoKqwyzdSv85S9w3XXQuHHoakREUkNhlWEefRR27dJwdRHJLQqrDHLwoB/916ULdOwYuhoRkdRRWGWQl16C1avVqxKR3KOwyiAFBdCsGfTtG7oSEZHUUlhliOXL4W9/g2HDoHbt0NWIiKSWwipDjBrlQ2ro0NCViIiknsIqA3zxhR8F2K8fHH986GpERFJPYZUBHnsMtm+H228PXYmISBgKqzTnnB9YcfbZcO65oasREQkjprAys55mtszMVprZneU8/0czWxC5LTezbQmvNEfNnQtLlvhelVnoakREwqh0iRAzqwmMBC4CSoAiM5vhnFtyqI1z7kdR7W8HOiWh1pyUnw9NmkD//qErEREJJ5aeVWdgpXNutXNuHzAF6HOY9tcATyaiuFz38ccwYwbccoufuFZEJFfFElbNgbVRj0si277CzFoDbYG/V780GT3a3w8bFrYOEZHQEj3AYgDwtHPuQHlPmtlQMys2s+LNmzcn+KOzy+7dMH48XH45tGoVuhoRkbBiCat1QMuoxy0i28ozgMMcAnTOjXXO5Tnn8po2bRp7lTloyhTYskXzAIqIQGxhVQScbGZtzawOPpBmlG1kZqcBxwBvJrbE3OOcH1hxxhnQtWvoakREwqs0rJxzpcBtwCxgKTDNObfYzO43s95RTQcAU5xzLjml5o4334R33/W9Kg1XFxEBC5UteXl5rri4OMhnp7trr4UXX4SSEmjYMHQ1IiKpY2bznXN5ZbdrBos0s2EDPPUUDBqkoBIROURhlWbGjoXSUhgxInQlIiLpQ2GVRvbtg8JCuPRSOOmk0NWIiKQPhVUaefZZ+OQTza4uIlKWwiqN5Of7HtUll4SuREQkvSis0sQ778Abb/hzVTW0V0RE/oP+LKaJggJo0AAGDgxdiYhI+lFYpYEtW+CJJ+DGG6FRo9DViIikH4VVGhg/Hvbu1XB1EZGKKKwCO3AARo2C73wHvvGN0NWIiKQnhVVgzz8Pa9ZodnURkcNRWAVWUAAtW0Lv3pW3FRHJVQqrgJYsgTlzYPhwqFUrdDUiIulLYRXQyJFQty4MGRK6EhGR9KawCuTzz2HSJBgwALRosojI4SmsApk0CXbu1DyAIiKxUFgFcPCgH1hx3nlw9tmhqxERSX8KqwBefhlWrFCvSkQkVgqrAPLz4Wtfg6uuCl2JiEhmUFil2KpV8OKL8P3vQ506oasREckMCqsUGzUKatb0YSUiIrFRWKXQzp0wYQJceSWccELoakREMofCKoUefxy2bdM8gCIi8VJYpYhzfrh6x45wwQWhqxERySyakS5FXnsNFi3ya1eZha5GRCSzqGeVIgUFcOyxcO21oSsREck8CqsUWLsW/vpXGDwY6tcPXY2ISOZRWKXAmDF+iqVbbw1diYhIZlJYJdmePTB2LHzve9CmTehqREQyk8IqyZ56CjZv1jyAIiLVobBKsvx8OO006N49dCUiIplLYZVEb78NRUX+ImANVxcRqTqFVRLl58ORR8KNN4auREQksymskmTjRpg2DQYO9IElIiJVp7BKknHjYN8+GDEidCUiIplPYZUE+/dDYSFcfDGcemroakREMp/mBkyC556Ddetg9OjQlYiIZAf1rJKgoADatoVevUJXIiKSHRRWCbZwoZ9h/dZb/YrAIiJSfQqrBCso8JPV3nxz6EpERLKHwiqBPvsM/vIXuO46vxyIiIgkhsIqgR59FHbv1jyAIiKJprBKkAMHYORIuPBC6NAhdDUiItlFYZUgL70EH37o5wEUEZHEUlglSH4+NG8Ol18euhIRkeyjsEqAZctg9mwYNgxq1w5djYhI9lFYJcDIkVCnDgwdGroSEZHspLCqph07YOJEuPpqOO640NWIiGQnhVU1TZ7sA0vD1UVEkkdhVQ3O+RkrzjkHOncOXY2ISPbSrOvVMGcOfPCB712JiEjyqGdVDQUF0LSpP18lIiLJo7Cqoo8+guef9yMA69YNXY2ISHZTWFXR6NFg5q+tEhGR5FJYVcHu3TB+PFxxBbRoEboaEZHsp7Cqgief9MuBaB5AEZHUUFjFyTk/D2D79n6GdRERST4NXY/TG2/AggUwZow/ZyUiIsmnnlWc8vOhUSO/GrCIiKSGwioO69fDM8/AzTfDEUeErkZEJHcorOIwZoxfEfjWW0NXIiKSWxRWMdq3z4dVr17w9a+HrkZEJLfEFFZm1tPMlpnZSjO7s4I2V5vZEjNbbGZPJLbM8J5+GjZu1OzqIiIhVDoa0MxqAiOBi4ASoMjMZjjnlkS1ORm4C7jAObfVzLJuZaeCAjj5ZLjootCViIjknlh6Vp2Blc651c65fcAUoE+ZNrcAI51zWwGcc5sSW2ZY8+fDm2/6i4Br6MCpiEjKxfKntzmwNupxSWRbtFOAU8zsX2b2lpn1TFSB6aCgwI/+u+mm0JWIiOSmRF0UXAs4GegKtABeM7P2zrlt0Y3MbCgwFKBVq1YJ+ujk2rzZT680eDAcfXToakREclMsPat1QMuoxy0i26KVADOcc/udcx8Cy/Hh9R+cc2Odc3nOubymTZtWteaUeuQR2LsXRowIXYmISO6KJayKgJPNrK2Z1QEGADPKtHkO36vCzJrgDwuuTlyZYZSWwqhR0L07tGsXuhoRkdxVaVg550qB24BZwFJgmnNusZndb2a9I81mAVvMbAkwF/ipc25LsopOleefh7VrNbu6iEho5pwL8sF5eXmuuLg4yGfHqls3WLUKVq+GmjVDVyMikv3MbL5zLq/sdg3ErsDixTB3rp9aSUElIhKWwqoCBQVQrx4MGRK6EhERUViVY9s2mDwZrrkGGjcOXY2IiCisyjFxIuzapYEVIiLpQmFVxsGDMHIkfPObcNZZoasRERFQWH3FrFmwcqVmVxcRSScKqzIKCuD446Fv39CViIjIIQqrKCtXwksvwbBhUKdO6GpEROQQhVWUUaP8NVVDh4auREREoimsIr74AiZMgH79oFmz0NWIiEg0hVXE44/D559ruLqISDpSWAHOQX6+H6p+/vmhqxERkbIStfhiRnv1VT8X4IQJYBa6GhERKUs9K3yvqnFjGDAgdCUiIlKenA+rNWvguef8hLX164euRkREypPzYVVY6O+HDw9bh4iIVCynw2rPHhg3Dnr3htatQ1cjIiIVyemwmjoVPv1U8wCKiKS7nA2rQ8PV27WD73wndDUiInI4OTt0fd48mD/fT7Gk4eoiIuktZ3tWBQVw1FFwww2hKxERkcrkZFh98glMmwaDBkHDhqGrERGRyuRkWI0bB/v3w623hq5ERERikXNhtX+/v7aqZ0845ZTQ1YiISCxyboDFX/8K69fD2LGhKxERkVjlXM8qPx9OPBEuvTR0JSIiEqucCqsFC+D112HECKiRU1+5iEhmy6k/2QUF0KCBHwUoIiKZI2fC6rPP/GrA118PxxwTuhoREYlHzoTVI4/4iWu1bL2ISObJibA6cMBPq/Ttb0P79qGrERGReOVEWL3wAnz0kWZXFxHJVDkRVgUF0KIF9OkTuhIREamKrA+rDz6Al1/2KwHXyrlLoEVEskPWh9XIkVCnDgwZEroSERGpqqwOq+3bYeJEGDAAjjsudDUiIlJVWR1WkyfDF19ouLqISKbL2rA6eNAPrDj3XDjnnNDViIhIdWTtkIM5c2DZMnjssdCViIhIdWVtzyo/35+n6tcvdCUiIlJdWRlWH34IM2fC0KFQt27oakREpLqyMqxGjfJLgAwbFroSERFJhKwLq127/KS1fftC8+ahqxERkUTIurB64gnYulXzAIqIZJOsCivn/HD1Dh2gS5fQ1YiISKJk1dD111+H996DcePALHQ1IiKSKFnVsyoo8KsAX3tt6EpERCSRsias1q2DZ56BwYOhQYPQ1YiISCJlTViNGeOnWBo+PHQlIiKSaFkRVnv3+rC67DI48cTQ1YiISKJlRVg9/TRs2qTZ1UVEslVWhFV+Ppx6KvToEboSERFJhowPq6IimDcPRozwUyyJiEj2yfg/7wUF0LAh3HRT6EpERCRZMjqsNm+GKVN8UB11VOhqREQkWTI6rMaNg337NLBCRCTbZWxYlZbC6NF+UMVpp4WuRkREkilj5wZ0Du6/X9dViYjkgowNq9q1YdCg0FWIiEgqZOxhQBERyR0KKxERSXsKKxERSXsxhZWZ9TSzZWa20szuLOf5gWa22cwWRG5DEl+qiIjkqkoHWJhZTWAkcBFQAhSZ2Qzn3JIyTac653TFk4iIJFwsPavOwErn3Grn3D5gCtAnuWWJiIh8KZawag6sjXpcEtlW1pVmttDMnjazlgmpTkREhMQNsHgeaOOc6wC8DEwqr5GZDTWzYjMr3rx5c4I+WkREsl0sYbUOiO4ptYhs+zfn3Bbn3N7Iw/HA2eW9kXNurHMuzzmX17Rp06rUKyIiOSiWsCoCTjaztmZWBxgAzIhuYGbNoh72BpYmrkQREcl1lY4GdM6VmtltwCygJjDBObfYzO4Hip1zM4AfmFlvoBT4DBiYxJpFRCTHmHMuyAfn5eW54uLiIJ8tIiLpyczmO+fyym7XDBYiIpL2FFYiIpL2FFYiIpL2gp2zMrPNwDbg83KePjqO7U2ATxNaXHwqqjWV7xXr62Jpd7g28eyXdNxXEH5/xfOaytpWZV9V9Fw67q/Q+yqe16Xyd6ui7dmyv1o75756bZNzLtgNGFvd7fgRiWn3NaTyvWJ9XSztDtcmzv2SdvsqHfZXPK+prG1V9lUm7a/Q+yqe16XydysX9ld5t9CHAZ9P0PaQEllTVd8r1tfF0u5wbeLZL+m4ryD8/ornNZW1rcq+qui5dNxfofdVPK9L5e9WrJ+XakmtKdhhwEQxs2JXzjBHST/aV5lF+yuzZPv+Ct2zSoSxoQuQmGlfZRbtr8yS1fsr43tWIiKS/bKhZyUiIllOYSUiImlPYSUiImlPYSUiImkvq8PKzC43s3FmNtXMLg5dj1TMzE40s0fM7OnQtUj5zOwIM5sU+Z26LnQ9UrFs/H1K27AyswlmtsnM3i+zvaeZLTOzlWZ25+Hewzn3nHPuFmAY0D+Z9eayBO2r1c65wcmtVMqKc9/1BZ6O/E71TnmxOS6efZWNv09pG1bARKBn9AYzqwmMBC4F2gHXmFk7M2tvZjPL3I6Leuk9kddJckwkcftKUmsiMe47oAWwNtLsQAprFG8ise+rrFPpSsGhOOdeM7M2ZTZ3BlY651YDmNkUoI9z7jfAZWXfw8wMeAh4yTn3TpJLzlmJ2FcSRjz7DijBB9YC0vs/ulkpzn21JMXlJV2m/cA158v/2YH/5Wl+mPa3Az2Aq8xsWDILk6+Ia1+ZWWMzKwQ6mdldyS5ODquiffcscKWZjSY956bLReXuq2z8fUrbnlUiOOf+DPw5dB1SOefcFvy5RUlTzrmdwKDQdUjlsvH3KdN6VuuAllGPW0S2SfrRvspc2neZI2f2VaaFVRFwspm1NbM6wABgRuCapHzaV5lL+y5z5My+StuwMrMngTeBU82sxMwGO+dKgduAWcBSYJpzbnHIOkX7KpNp32WOXN9XmnVdRETSXtr2rERERA5RWImISNpTWImISNpTWImISNpTWImISNpTWImISNpTWImISNpTWImISNr7f8YzBKjvA/6LAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ - "# Your code here" + "# Your code here\n", + "gammas = [0.01, 0.05, 0.1, 0.2, 0.3, 0.5, 0.7, 1, 10, 20]\n", + "scores = []\n", + "\n", + "for gamma in gammas:\n", + " clf = make_pipeline(StandardScaler(), SVC(gamma=gamma))\n", + " clf.fit(X_train, y_train)\n", + " y_test_pred = clf.predict(X_test)\n", + " scores.append(clf.score(X_train, y_train))\n", + " \n", + "# create first figure and ax\n", + "fig, ax = plt.subplots(figsize = (7, 7))\n", + "\n", + "# we add a title to the figure or the ax\n", + "ax.set_title('Accuracy Score', fontsize=20)\n", + "ax.set_xscale('log')\n", + "\n", + "# we plot the different lines\n", + "ax.plot(gammas, scores, c='blue', label='Score')\n", + "\n", + "ax.legend()" ] }, { @@ -204,9 +328,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "myenv", "language": "python", - "name": "python3" + "name": "myenv" }, "language_info": { "codemirror_mode": { @@ -218,9 +342,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.2" + "version": "3.8.2" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 }