diff --git a/your-code/lab_boston_housing.ipynb b/your-code/lab_boston_housing.ipynb index 4a25b49..b152f2d 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 pandas as pd\n", + "import numpy as np" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -35,11 +45,230 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
crimzninduschasnoxrmagedisradtaxptratioblacklstatmedv
00.158760.010.810.00.4135.96117.55.28734.0305.019.2376.949.8821.7
10.1032825.05.130.00.4535.92747.26.93208.0284.019.7396.909.2219.6
20.349400.09.900.00.5445.97276.73.10254.0304.018.4396.249.9720.3
32.733970.019.580.00.8715.59794.91.52575.0403.014.7351.8521.4515.4
40.0433721.05.640.00.4396.11563.06.81474.0243.016.8393.979.4320.5
\n", + "
" + ], + "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", + " 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 " + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "# Your code here\n", + "\n", + "df = pd.read_csv(\"../data/boston_data.csv\")\n", + "df.head(5)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "crim 0\n", + "zn 0\n", + "indus 0\n", + "chas 0\n", + "nox 0\n", + "rm 0\n", + "age 0\n", + "dis 0\n", + "rad 0\n", + "tax 0\n", + "ptratio 0\n", + "black 0\n", + "lstat 0\n", + "medv 0\n", + "dtype: int64" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.isna().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "crim float64\n", + "zn float64\n", + "indus float64\n", + "chas float64\n", + "nox float64\n", + "rm float64\n", + "age float64\n", + "dis float64\n", + "rad float64\n", + "tax float64\n", + "ptratio float64\n", + "black float64\n", + "lstat float64\n", + "medv float64\n", + "dtype: object" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.dtypes" ] }, { @@ -52,11 +281,92 @@ }, { "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": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.regplot(x=\"age\", y=\"medv\", data=df);" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.lmplot(x=\"medv\", y=\"dis\", data=df, x_jitter=.05);" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "plt.figure(figsize = (12,12))\n", + "sns.heatmap(df.corr(), annot=True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# it is needed to drop either tax or rad due that they are correlated \n", + "df.drop(columns=\"rad\", inplace=True)" ] }, { @@ -68,11 +378,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ - "# Your response here" + "# Your response here\n", + "# I expected more correlation between the variables and the house price" ] }, { @@ -84,11 +395,36 @@ }, { "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", + "plt.figure(figsize = (12,12))\n", + "sns.heatmap(df.corr(), annot=True)" ] }, { @@ -102,11 +438,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "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": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "# Your code here\n", + "df[\"medv\"].describe()" ] }, { @@ -128,7 +484,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -137,7 +493,8 @@ "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 accuracy_score(y_true, y_predict), r2_score(y_true, y_predict)" ] }, { @@ -150,11 +507,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ - "# Your code here" + "# Your code here\n", + "from sklearn.model_selection import train_test_split\n", + "df_target = df[\"medv\"]\n", + "df_features = df.drop(columns = \"medv\")\n", + "X_train, X_test, y_train, y_test = train_test_split(df_features, df_target, test_size =0.2, random_state=43, shuffle=True)" ] }, { @@ -177,11 +538,41 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ - "# Five separate RFR here with the given max depths" + "# Five separate RFR here with the given max depths\n", + "\n", + "from sklearn.ensemble import RandomForestRegressor\n", + "from sklearn.model_selection import GridSearchCV\n", + "\n", + "Random_Forest_Regressor = GridSearchCV(estimator=RandomForestRegressor(),\n", + " param_grid={\"max_depth\":[2, 4, 6, 8, 10]},\n", + " scoring='r2',\n", + " cv=5\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "GridSearchCV(cv=5, estimator=RandomForestRegressor(),\n", + " param_grid={'max_depth': [2, 4, 6, 8, 10]}, scoring='r2')" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Random_Forest_Regressor.fit(X_train, y_train)" ] }, { @@ -193,13 +584,45 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": { "scrolled": false }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "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", + "\n", + "\n", + "Random_Forest_Regressor_results = Random_Forest_Regressor.cv_results_\n", + " \n", + "results = pd.DataFrame(Random_Forest_Regressor_results['mean_test_score'], \n", + " columns=['Train R2'], \n", + " index = Random_Forest_Regressor.param_grid['max_depth'])\n", + " \n", + "sns.lineplot(data=results, linewidth=2.5)" ] }, { @@ -211,11 +634,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ - "# Your response here" + "# Your response here\n", + "# the bigger number, the best" ] }, { @@ -228,11 +652,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ - "# Your response here" + "# Your response here\n", + "# With a maximum depth of 1 the model will have high bias and with10 the model will have high variance" ] }, { @@ -245,11 +670,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "RandomForestRegressor(max_depth=8)" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your response here" + "# Your response here\n", + "Random_Forest_Regressor.best_estimator_" ] }, { @@ -267,12 +704,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ - "# Your response here" + "# Your response here\n", + "\n", + "# Is not remalcable, since city has change a lot\n", + "# there are mone needed\n", + "# the cuantity of data is not enough to make predictions\n", + "# no as the area is really important \n" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -292,7 +741,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.2" + "version": "3.8.3" } }, "nbformat": 4, diff --git a/your-code/lab_overfitting.ipynb b/your-code/lab_overfitting.ipynb index 9739877..993c8ef 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 +56,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ - "# Your code here\n" + "# Your code here\n", + "from sklearn.svm import SVC\n", + "\n", + "classifiers = []\n", + "gamma = [0.001,1,20]\n", + "\n", + "for i in gamma:\n", + " classifiers.append(SVC(gamma=i))" ] }, { @@ -72,9 +79,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "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 +104,8 @@ "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", @@ -129,11 +148,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ - "# Your response here" + "# Your response here\n", + "\n", + "\n", + "# if the gama is big, there are better classes predicted" ] }, { @@ -146,11 +168,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.93" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "# Your code here\n", + "SVC(gamma=0.7).fit(X,y).score(X,y)" ] }, { @@ -162,11 +196,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.92" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "# Your code here\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import accuracy_score\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y)\n", + "\n", + "accuracy_score(y_test,\n", + " SVC(gamma=20).fit(X_train, y_train).predict(X_test))" ] }, { @@ -182,7 +234,7 @@ "metadata": {}, "outputs": [], "source": [ - "# Your code here" + "# Your code here\n" ] }, { @@ -218,7 +270,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.2" + "version": "3.8.3" } }, "nbformat": 4,