{"nbformat":4,"nbformat_minor":0,"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.8.8"},"colab":{"name":"Chapter_4_Lab.ipynb","provenance":[],"toc_visible":true}},"cells":[{"cell_type":"markdown","metadata":{"id":"DY5k-g3Sn0E4"},"source":["# Chapter 4 - Classification Laboratory"]},{"cell_type":"code","metadata":{"id":"ylx_lKlfn0E7","executionInfo":{"status":"ok","timestamp":1634472956721,"user_tz":-480,"elapsed":453,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}}},"source":["import pandas as pd\n","import numpy as np\n","\n","import statsmodels.api as sm\n","import statsmodels.formula.api as smf\n","\n","from sklearn.linear_model import LogisticRegression\n","from sklearn.discriminant_analysis import LinearDiscriminantAnalysis as LDA\n","from sklearn.discriminant_analysis import QuadraticDiscriminantAnalysis as QDA\n","from sklearn.naive_bayes import GaussianNB\n","from sklearn.neighbors import KNeighborsClassifier\n","\n","from sklearn.preprocessing import StandardScaler, scale\n","from sklearn.metrics import accuracy_score, confusion_matrix, ConfusionMatrixDisplay, classification_report,\\\n"," roc_curve, auc, RocCurveDisplay\n","\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","\n","%matplotlib inline\n","plt.style.use('seaborn-white')\n","sns.set_context(\"notebook\", font_scale=1.5, rc={\"lines.linewidth\": 2.5})"],"execution_count":40,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"bYTFHWLIn0E8"},"source":["## The Stock Market Data\n","We will begin by examining some numerical and graphical summaries of the `Smarket` data, which is part of the `ISLR2` library. This data set consists of percentage returns for the S\\&P 500 stock index over $1,250$~days, from the beginning of 2001 until the end of 2005. For each date, we have recorded the percentage returns for each of the five previous trading days, `lagone` through `lagfive`. We have also recorded `volume` (the number of shares traded on the previous day, in billions), `Today` (the percentage return on the date in question) and `direction` (whether the market was `Up` or `Down` on this date). Our goal is to predict `direction` (a qualitative response) using the other features."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"IcPS3euiTj8X","executionInfo":{"status":"ok","timestamp":1634471865760,"user_tz":-480,"elapsed":28102,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"e7a94976-1c09-420c-c348-16a0440313c4"},"source":["from google.colab import drive\n","drive.mount('/content/drive')"],"execution_count":2,"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":223},"id":"Q8CdoaD1n0E8","executionInfo":{"status":"ok","timestamp":1634471874413,"user_tz":-480,"elapsed":1724,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"002e8e01-2a9f-4a97-9d3d-023ce87c0fb4"},"source":["Smarket = pd.read_csv('/content/drive/MyDrive/NSYSU/00_Statistical_learning/Lab/Data/Smarket.csv')\n","print(Smarket.shape)\n","Smarket.head()"],"execution_count":3,"outputs":[{"output_type":"stream","name":"stdout","text":["(1250, 9)\n"]},{"output_type":"execute_result","data":{"text/html":["
"],"text/plain":[" Year Lag1 ... Today Direction\n","count 1250.000000 1250.000000 ... 1250.000000 1250\n","unique NaN NaN ... NaN 2\n","top NaN NaN ... NaN Up\n","freq NaN NaN ... NaN 648\n","mean 2003.016000 0.003834 ... 0.003138 NaN\n","std 1.409018 1.136299 ... 1.136334 NaN\n","min 2001.000000 -4.922000 ... -4.922000 NaN\n","25% 2002.000000 -0.639500 ... -0.639500 NaN\n","50% 2003.000000 0.039000 ... 0.038500 NaN\n","75% 2004.000000 0.596750 ... 0.596750 NaN\n","max 2005.000000 5.733000 ... 5.733000 NaN\n","\n","[11 rows x 9 columns]"]},"metadata":{},"execution_count":5}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"8eTTMZqEn0E-","executionInfo":{"status":"ok","timestamp":1634471911509,"user_tz":-480,"elapsed":3,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"4b13f898-ae5b-4705-8e15-73209dc672c2"},"source":["Smarket.info(memory_usage='deep')"],"execution_count":6,"outputs":[{"output_type":"stream","name":"stdout","text":["\n","RangeIndex: 1250 entries, 0 to 1249\n","Data columns (total 9 columns):\n"," # Column Non-Null Count Dtype \n","--- ------ -------------- ----- \n"," 0 Year 1250 non-null int64 \n"," 1 Lag1 1250 non-null float64\n"," 2 Lag2 1250 non-null float64\n"," 3 Lag3 1250 non-null float64\n"," 4 Lag4 1250 non-null float64\n"," 5 Lag5 1250 non-null float64\n"," 6 Volume 1250 non-null float64\n"," 7 Today 1250 non-null float64\n"," 8 Direction 1250 non-null object \n","dtypes: float64(7), int64(1), object(1)\n","memory usage: 151.4 KB\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":829},"id":"4Ha2-MnIn0E-","executionInfo":{"status":"ok","timestamp":1634471958622,"user_tz":-480,"elapsed":46492,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"234a134f-eb53-44ad-ec55-77f36b04a0f6"},"source":["sns.pairplot(data=Smarket, hue='Direction', diag_kind='hist')"],"execution_count":7,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":7},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"suLL40Srn0E_"},"source":["The `corr()` function produces a matrix that contains all of the pairwise correlations among the predictors in a data set."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":300},"id":"1HJqHacHn0E_","executionInfo":{"status":"ok","timestamp":1634471958623,"user_tz":-480,"elapsed":24,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"18741800-fbb3-45eb-d4ec-6b011f9c2616"},"source":["#produces a correlation matrix for all the numrical columns \n","corr = Smarket.corr()\n","corr"],"execution_count":8,"outputs":[{"output_type":"execute_result","data":{"text/html":["
"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"t95lUCBjn0FA"},"source":["As one would expect, the correlations between the lag variables and today's returns are close to zero. In other words, there appears to be little correlation between today's returns and previous days' returns. The only substantial correlation is between `Year` and `volume`. By plotting the data, which is ordered chronologically, we see that `volume` is increasing over time. In other words, the average number of shares traded daily increased from 2001 to 2005."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ePLcpaBNn0FB","executionInfo":{"status":"ok","timestamp":1634471959650,"user_tz":-480,"elapsed":14,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"b0c07be6-a010-4c5c-96bf-fbaae16c7b8f"},"source":["print(corr.iloc[:,-2:])"],"execution_count":10,"outputs":[{"output_type":"stream","name":"stdout","text":[" Volume Today\n","Year 0.539006 0.030095\n","Lag1 0.040910 -0.026155\n","Lag2 -0.043383 -0.010250\n","Lag3 -0.041824 -0.002448\n","Lag4 -0.048414 -0.006900\n","Lag5 -0.022002 -0.034860\n","Volume 1.000000 0.014592\n","Today 0.014592 1.000000\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":399},"id":"gW76Nrqun0FB","executionInfo":{"status":"ok","timestamp":1634471959651,"user_tz":-480,"elapsed":10,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"19474f8e-a633-422c-fd4d-7e6f74d75b01"},"source":["# we choose the x axis as index, chossing year will give a discrete plot\n","plt.figure(figsize = (12,6))\n","sns.scatterplot(x=Smarket.index, y=\"Volume\", data=Smarket)"],"execution_count":11,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":11},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"5GTZfFwhn0FC"},"source":["## Logistic Regression"]},{"cell_type":"markdown","metadata":{"id":"q6brd-uVn0FC"},"source":["Next, we will fit a logistic regression model in order to predict `direction` using `lagone` through `lagfive` and `volume`. The `glm()` function can be used to fit many types of generalized linear models , including logistic regression. The syntax of the `glm()` function is similar to that of `lm()`, except that we must pass in the argument `families.Binomial` in order to tell `Python` to run a logistic regression rather than some other type of generalized linear model."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":423},"id":"nZy5gy0hn0FC","executionInfo":{"status":"ok","timestamp":1634471979516,"user_tz":-480,"elapsed":559,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"29ad4bc2-1c8c-48e7-b185-ea1030ac76c1"},"source":["pd.concat([pd.get_dummies(Smarket.Direction), Smarket.Direction], axis=1)"],"execution_count":12,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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...
\n","
...
\n","
...
\n","
...
\n","
\n","
\n","
1245
\n","
0
\n","
1
\n","
Up
\n","
\n","
\n","
1246
\n","
1
\n","
0
\n","
Down
\n","
\n","
\n","
1247
\n","
0
\n","
1
\n","
Up
\n","
\n","
\n","
1248
\n","
1
\n","
0
\n","
Down
\n","
\n","
\n","
1249
\n","
1
\n","
0
\n","
Down
\n","
\n"," \n","
\n","
1250 rows × 3 columns
\n","
"],"text/plain":[" Down Up Direction\n","0 0 1 Up\n","1 0 1 Up\n","2 1 0 Down\n","3 0 1 Up\n","4 0 1 Up\n","... ... .. ...\n","1245 0 1 Up\n","1246 1 0 Down\n","1247 0 1 Up\n","1248 1 0 Down\n","1249 1 0 Down\n","\n","[1250 rows x 3 columns]"]},"metadata":{},"execution_count":12}]},{"cell_type":"markdown","metadata":{"id":"zEt_lHTHVWE4"},"source":["We choose the encoding to treat Up as 1 and Down as 0"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"qAODtS_Rn0FD","executionInfo":{"status":"ok","timestamp":1634471980167,"user_tz":-480,"elapsed":6,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"70ef4dbe-083f-4e5c-d7f6-0893b059b6b6"},"source":["Smarket['Direction2'] = pd.get_dummies(Smarket.Direction, drop_first=True)\n","Smarket.head()"],"execution_count":13,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","
\n"," \n","
\n","
\n","
Year
\n","
Lag1
\n","
Lag2
\n","
Lag3
\n","
Lag4
\n","
Lag5
\n","
Volume
\n","
Today
\n","
Direction
\n","
Direction2
\n","
\n"," \n"," \n","
\n","
0
\n","
2001
\n","
0.381
\n","
-0.192
\n","
-2.624
\n","
-1.055
\n","
5.010
\n","
1.1913
\n","
0.959
\n","
Up
\n","
1
\n","
\n","
\n","
1
\n","
2001
\n","
0.959
\n","
0.381
\n","
-0.192
\n","
-2.624
\n","
-1.055
\n","
1.2965
\n","
1.032
\n","
Up
\n","
1
\n","
\n","
\n","
2
\n","
2001
\n","
1.032
\n","
0.959
\n","
0.381
\n","
-0.192
\n","
-2.624
\n","
1.4112
\n","
-0.623
\n","
Down
\n","
0
\n","
\n","
\n","
3
\n","
2001
\n","
-0.623
\n","
1.032
\n","
0.959
\n","
0.381
\n","
-0.192
\n","
1.2760
\n","
0.614
\n","
Up
\n","
1
\n","
\n","
\n","
4
\n","
2001
\n","
0.614
\n","
-0.623
\n","
1.032
\n","
0.959
\n","
0.381
\n","
1.2057
\n","
0.213
\n","
Up
\n","
1
\n","
\n"," \n","
\n","
"],"text/plain":[" Year Lag1 Lag2 Lag3 Lag4 Lag5 Volume Today Direction Direction2\n","0 2001 0.381 -0.192 -2.624 -1.055 5.010 1.1913 0.959 Up 1\n","1 2001 0.959 0.381 -0.192 -2.624 -1.055 1.2965 1.032 Up 1\n","2 2001 1.032 0.959 0.381 -0.192 -2.624 1.4112 -0.623 Down 0\n","3 2001 -0.623 1.032 0.959 0.381 -0.192 1.2760 0.614 Up 1\n","4 2001 0.614 -0.623 1.032 0.959 0.381 1.2057 0.213 Up 1"]},"metadata":{},"execution_count":13}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"XP6vNUQjn0FD","executionInfo":{"status":"ok","timestamp":1634471981204,"user_tz":-480,"elapsed":501,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"c30f2789-f115-440f-9d24-bdb1416901c6"},"source":["formula = 'Direction2 ~ Lag1+Lag2+Lag3+Lag4+Lag5+Volume'\n","model = smf.glm(formula=formula, data=Smarket, family=sm.families.Binomial())\n","result = model.fit()\n","print(result.summary())"],"execution_count":14,"outputs":[{"output_type":"stream","name":"stdout","text":[" Generalized Linear Model Regression Results \n","==============================================================================\n","Dep. Variable: Direction2 No. Observations: 1250\n","Model: GLM Df Residuals: 1243\n","Model Family: Binomial Df Model: 6\n","Link Function: logit Scale: 1.0000\n","Method: IRLS Log-Likelihood: -863.79\n","Date: Sun, 17 Oct 2021 Deviance: 1727.6\n","Time: 11:59:39 Pearson chi2: 1.25e+03\n","No. Iterations: 4 \n","Covariance Type: nonrobust \n","==============================================================================\n"," coef std err z P>|z| [0.025 0.975]\n","------------------------------------------------------------------------------\n","Intercept -0.1260 0.241 -0.523 0.601 -0.598 0.346\n","Lag1 -0.0731 0.050 -1.457 0.145 -0.171 0.025\n","Lag2 -0.0423 0.050 -0.845 0.398 -0.140 0.056\n","Lag3 0.0111 0.050 0.222 0.824 -0.087 0.109\n","Lag4 0.0094 0.050 0.187 0.851 -0.089 0.107\n","Lag5 0.0103 0.050 0.208 0.835 -0.087 0.107\n","Volume 0.1354 0.158 0.855 0.392 -0.175 0.446\n","==============================================================================\n"]}]},{"cell_type":"markdown","metadata":{"id":"qHvbPQDon0FD"},"source":["The smallest $p$-value here is associated with `lagone`. The negative coefficient for this predictor suggests that if the market had a positive return yesterday, then it is less likely to go up today. However, at a value of $0.15$, the $p$-value is still relatively large, and so there is no clear evidence of a real association between `lagone` and `direction`. \n","\n","We use the `params` function in order to access just the coefficients for this fitted model. https://www.statsmodels.org/dev/generated/statsmodels.genmod.generalized_linear_model.GLMResults.html"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Jprl85CLn0FD","executionInfo":{"status":"ok","timestamp":1634471983229,"user_tz":-480,"elapsed":424,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"4e724899-be6b-441c-a9fd-f8cf2699789f"},"source":["print(\"Coeffieients\")\n","print(result.params)\n","print(\"p-Values\")\n","print(result.pvalues)\n","print(\"Dependent variables\")\n","print(result.model.endog_names)"],"execution_count":15,"outputs":[{"output_type":"stream","name":"stdout","text":["Coeffieients\n","Intercept -0.126000\n","Lag1 -0.073074\n","Lag2 -0.042301\n","Lag3 0.011085\n","Lag4 0.009359\n","Lag5 0.010313\n","Volume 0.135441\n","dtype: float64\n","p-Values\n","Intercept 0.600700\n","Lag1 0.145232\n","Lag2 0.398352\n","Lag3 0.824334\n","Lag4 0.851445\n","Lag5 0.834998\n","Volume 0.392404\n","dtype: float64\n","Dependent variables\n","Direction2\n"]}]},{"cell_type":"markdown","metadata":{"id":"LaHdNK44n0FD"},"source":["The `predict()` function can be used to predict the probability that the market will go up, given values of the predictors. If no data set is supplied to the `predict()` function, then the probabilities are computed for the training data that was used to fit the logistic regression model. Here we have printed only the first ten probabilities. We know that these values correspond to the probability of the market going up, rather than down, because we have set the dummy variable with a 1 for `Up`."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"iy_7dSlxn0FE","executionInfo":{"status":"ok","timestamp":1634471985816,"user_tz":-480,"elapsed":5,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"9f51b32d-d62b-45f5-d128-3f6958e9de77"},"source":["predictions = result.predict()\n","print(predictions[:10])"],"execution_count":16,"outputs":[{"output_type":"stream","name":"stdout","text":["[0.50708413 0.48146788 0.48113883 0.51522236 0.51078116 0.50695646\n"," 0.49265087 0.50922916 0.51761353 0.48883778]\n"]}]},{"cell_type":"markdown","metadata":{"id":"jMwCbLavn0FE"},"source":["In order to make a prediction as to whether the market will go up or down on a particular day, we must convert these predicted probabilities into class labels, `Up` or `Down`. The following command create a vector of class predictions based on whether the predicted probability of a market increase is greater than or less than $0.5$."]},{"cell_type":"code","metadata":{"id":"A3AdAyNMn0FE","executionInfo":{"status":"ok","timestamp":1634472279225,"user_tz":-480,"elapsed":418,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}}},"source":["predictions_nominal = [ \"Up\" if x > 0.5 else \"Down\" for x in predictions]"],"execution_count":23,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"PKV3qIH4n0FE"},"source":["Given these predictions, the `confusion_matrix()` function can be used to produce a confusion matrix in order to determine how many observations were correctly or incorrectly classified."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"tiVWvUqan0FE","executionInfo":{"status":"ok","timestamp":1634472282040,"user_tz":-480,"elapsed":534,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"233a7c34-a061-4a15-d9c7-f23e354e75b6"},"source":["cm = confusion_matrix(Smarket.Direction, predictions_nominal)\n","cm"],"execution_count":24,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[145, 457],\n"," [141, 507]])"]},"metadata":{},"execution_count":24}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":313},"id":"eChyaos-Ig3H","executionInfo":{"status":"ok","timestamp":1634472746035,"user_tz":-480,"elapsed":517,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"89d0a230-ee37-4f5d-d90d-b053bd82472f"},"source":["ConfusionMatrixDisplay(cm, display_labels=[0,1]).plot()"],"execution_count":31,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":31},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"4t1FOejen0FE","executionInfo":{"status":"ok","timestamp":1634472795272,"user_tz":-480,"elapsed":556,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"4901958b-906a-4db2-c4ed-eed077dda301"},"source":["print(classification_report(Smarket.Direction, predictions_nominal, digits=3))"],"execution_count":32,"outputs":[{"output_type":"stream","name":"stdout","text":[" precision recall f1-score support\n","\n"," Down 0.507 0.241 0.327 602\n"," Up 0.526 0.782 0.629 648\n","\n"," accuracy 0.522 1250\n"," macro avg 0.516 0.512 0.478 1250\n","weighted avg 0.517 0.522 0.483 1250\n","\n"]}]},{"cell_type":"markdown","metadata":{"id":"96eoMywFn0FF"},"source":["The diagonal elements of the confusion matrix indicate correct predictions, while the off-diagonals represent incorrect predictions. Hence our model correctly predicted that the market would go up on $507$ days and that it would go down on $145$ days, for a total of $507+145 = 652$ correct predictions. The `classification_report()` function can be used to compute the fraction of days for which the prediction was correct. In this case, logistic regression correctly predicted the movement of the market $52.2$\\,\\% of the time.\n","\n","At first glance, it appears that the logistic regression model is working a little better than random guessing. However, this result is misleading because we trained and tested the model on the same set of $1,250$ observations. In other words,\n"," $100\\%-52.2\\%=47.8\\%$, is the *training* error rate. As we have seen previously, the training error rate is often overly optimistic---it tends to underestimate the test error rate. In order to better assess the accuracy of the logistic regression model in this setting, we can fit the model using part of the data, and then examine how well it predicts the *held out* data.\n","This will yield a more realistic error rate, in the sense that in practice we will be interested in our model's performance not on the data that we used to fit the model, but rather on days in the future for which the market's movements are unknown.\n","\n","To implement this strategy, we will first create a vector corresponding to the observations from 2001 through 2004. We will then use this vector to create a held out data set of observations from 2005."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"KkR0WmXxn0FF","executionInfo":{"status":"ok","timestamp":1634472808365,"user_tz":-480,"elapsed":552,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"3baf3a69-8dfa-447c-b18e-0a4ddb52e28d"},"source":["train_filter = Smarket.Year < 2005\n","# train_filter.value_counts()\n","X_test = Smarket.loc[~train_filter,]\n","y_test = Smarket.loc[~train_filter, 'Direction2']\n","y_test.shape"],"execution_count":33,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(252,)"]},"metadata":{},"execution_count":33}]},{"cell_type":"markdown","metadata":{"id":"0oTAstIWn0FF"},"source":["The data contains $1{,}250$ elements, corresponding to the observations in our data set. The output above indicates that there are 252 such observations in testset.\n","\n","We now fit a logistic regression model using only the subset of the observations that correspond to dates before 2005. We then obtain predicted probabilities of the stock market going up for each of the days in our test set---that is, for the days in 2005."]},{"cell_type":"code","metadata":{"id":"XwhLVUobn0FF","executionInfo":{"status":"ok","timestamp":1634472810162,"user_tz":-480,"elapsed":2,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}}},"source":["model = smf.glm(formula=formula, data=Smarket, subset=train_filter, family=sm.families.Binomial())\n","result = model.fit()"],"execution_count":34,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"2eaN30-Cn0FF"},"source":["Notice that we have trained and tested our model on two completely separate data sets: training was performed using only the dates before 2005, and testing was performed using only the dates in 2005.\n","Finally, we compute the predictions for 2005 and compare them to the actual movements of the market over that time period."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"eWKG9-D0n0FF","executionInfo":{"status":"ok","timestamp":1634472813202,"user_tz":-480,"elapsed":434,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"f3bba217-5e6a-4f6f-c4ac-66d0247139dc"},"source":["predictions = result.predict(X_test)\n","predictions_nominal = [ \"Up\" if x > 0.5 else \"Down\" for x in predictions]\n","print(classification_report(Smarket.loc[~train_filter, 'Direction'], predictions_nominal, digits=3))"],"execution_count":35,"outputs":[{"output_type":"stream","name":"stdout","text":[" precision recall f1-score support\n","\n"," Down 0.443 0.694 0.540 111\n"," Up 0.564 0.312 0.402 141\n","\n"," accuracy 0.480 252\n"," macro avg 0.503 0.503 0.471 252\n","weighted avg 0.511 0.480 0.463 252\n","\n"]}]},{"cell_type":"markdown","metadata":{"id":"7IGmL6kwn0FF"},"source":["The results are rather disappointing: the test error rate is $52$\\,\\%, which is worse than random guessing! Of course this result is not all that surprising, given that one would not generally expect to be able to use previous days' returns to predict future market performance. (After all, if it were possible to do so, then the authors of this book would be out striking it rich rather than writing a statistics textbook.)\n","\n","We recall that the logistic regression model had very underwhelming $p$-values associated with all of the predictors, and that the smallest $p$-value, though not very small, corresponded to `lagone`. Perhaps by removing the variables that appear not to be helpful in predicting `direction`, we can obtain a more effective model. After all, using predictors that have no relationship with the response tends to cause a deterioration in the test error rate (since such predictors cause an increase in variance without a corresponding decrease in bias), and so removing such predictors may in turn yield an improvement.\n","\n","Below we have refit the logistic regression using just `lagone` and `lagtwo`, which seemed to have the highest predictive power in the original logistic regression model."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"wCCbIWTAn0FG","executionInfo":{"status":"ok","timestamp":1634472822664,"user_tz":-480,"elapsed":453,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"7ebd7ffa-6055-4b54-d697-7537d9c4345a"},"source":["logreg_stats = smf.glm(formula = 'Direction2 ~ Lag1+Lag2', data=Smarket, subset=train_filter, \n"," family=sm.families.Binomial()).fit()\n","print(logreg_stats.summary())"],"execution_count":36,"outputs":[{"output_type":"stream","name":"stdout","text":[" Generalized Linear Model Regression Results \n","==============================================================================\n","Dep. Variable: Direction2 No. Observations: 998\n","Model: GLM Df Residuals: 995\n","Model Family: Binomial Df Model: 2\n","Link Function: logit Scale: 1.0000\n","Method: IRLS Log-Likelihood: -690.70\n","Date: Sun, 17 Oct 2021 Deviance: 1381.4\n","Time: 12:13:41 Pearson chi2: 998.\n","No. Iterations: 4 \n","Covariance Type: nonrobust \n","==============================================================================\n"," coef std err z P>|z| [0.025 0.975]\n","------------------------------------------------------------------------------\n","Intercept 0.0322 0.063 0.508 0.611 -0.092 0.156\n","Lag1 -0.0556 0.052 -1.076 0.282 -0.157 0.046\n","Lag2 -0.0445 0.052 -0.861 0.389 -0.146 0.057\n","==============================================================================\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"mCvt-LtTn0FG","executionInfo":{"status":"ok","timestamp":1634472823114,"user_tz":-480,"elapsed":4,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"54cde8da-9004-404d-fc9e-0a71ea20d4b7"},"source":["X_test = Smarket.loc[~train_filter, ['Lag1', 'Lag2']]\n","y_test_pred = logreg_stats.predict(X_test)\n","y_test_pred_class = [1 if prob > 0.5 else 0 for prob in y_test_pred]\n","conf_mat = confusion_matrix(y_test, y_test_pred_class)\n","print(conf_mat)"],"execution_count":37,"outputs":[{"output_type":"stream","name":"stdout","text":["[[ 35 76]\n"," [ 35 106]]\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"dRa4OWFvn0FG","executionInfo":{"status":"ok","timestamp":1634472844748,"user_tz":-480,"elapsed":641,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"26e06ef2-8200-497c-c9f7-a494ff1f6b6e"},"source":["TP = conf_mat[1,1]\n","TN = conf_mat[0,0]\n","FP = conf_mat[0,1]\n","FN = conf_mat[1,0]\n","\n","# print(\"Accuracy: \", conf_mat.diagonal().sum()/conf_mat.sum() )\n","print(\"Accuracy: \", (TP+TN) / (TP+TN+FP+FN) )\n","print(\"Sensitivity: \", TP / (FN + TP) )\n","print(\"Precision: \", TP / (FP + TP) )\n","print(\"False Positive Rate: \", FP / (FP + TN) )"],"execution_count":38,"outputs":[{"output_type":"stream","name":"stdout","text":["Accuracy: 0.5595238095238095\n","Sensitivity: 0.75177304964539\n","Precision: 0.5824175824175825\n","False Positive Rate: 0.6846846846846847\n"]}]},{"cell_type":"markdown","metadata":{"id":"9LJBxdkvOuh6"},"source":["You can find many useful metrics in the sklearn module https://scikit-learn.org/stable/modules/model_evaluation.html#classification-metrics"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":329},"id":"lNQr3S7ILGPW","executionInfo":{"status":"ok","timestamp":1634473527001,"user_tz":-480,"elapsed":613,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"143f0a45-fcb2-4f20-cc1b-d48db8778861"},"source":["fpr, tpr, thresholds = roc_curve(y_test, y_test_pred_class)\n","print(fpr, tpr)\n","roc_auc = auc(fpr, tpr)\n","RocCurveDisplay(fpr=fpr, tpr=tpr, roc_auc=roc_auc, estimator_name='example estimator').plot()"],"execution_count":45,"outputs":[{"output_type":"stream","name":"stdout","text":["[0. 0.68468468 1. ] [0. 0.75177305 1. ]\n"]},{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":45},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{}}]},{"cell_type":"markdown","metadata":{"id":"DO_6sO-En0FG"},"source":["Now the results appear to be a little better: $56\\%$ of the daily movements have been correctly predicted. It is worth noting that in this case, a much simpler strategy of predicting that the market will increase every day will also be correct $56\\%$ of the time! Hence, in terms of overall error rate, the logistic regression method is no better than the naive approach. However, the confusion matrix shows that on days when logistic regression predicts an increase in the market, it has a $58\\%$ accuracy rate. This suggests a possible trading strategy of buying on days when the model predicts an increasing market, and avoiding trades on days when a decrease is predicted. Of course one would need to investigate more carefully whether this small improvement was real or just due to random chance."]},{"cell_type":"markdown","metadata":{"id":"3LilLCPwXq6R"},"source":["Suppose that we want to predict the returns associated with particular values of `lagone` and `lagtwo`. In particular, we want to predict `direction` on a day when `lagone` and `lagtwo` equal 1.2 and~1.1, respectively, and on a day when they equal 1.5 and $-$0.8.\n","We do this using the `predict()` function."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"aM4L2dv4n0FG","outputId":"d5981bf3-fc7e-4d64-cb51-dd8ff175ea37"},"source":["Up_Prob = logreg_stats.predict(pd.DataFrame([[1.2, 1.1], [1.5, -0.8]], \n"," columns=[\"Lag1\", \"Lag2\"])) # 0 is the 'Up' , 1 is the 'Down'\n","print(\"Up probabilities for the 2 samples are %s and %s\" % (Up_Prob[0], \n"," Up_Prob[1]))"],"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Up probabilities for the 2 samples are 0.47914623911039295 and 0.4960938729355764\n"]}]},{"cell_type":"markdown","metadata":{"id":"tCA-amz4n0FH"},"source":["## Linear Discriminant Analysis\n","\n","Now we will perform LDA on the `Smarket` data. In `Python`, we fit an LDA model using the `LDA()` function, which is part of the `sklearn` library. We fit the model using only the observations before 2005."]},{"cell_type":"code","metadata":{"id":"4duN1O9an0FH","executionInfo":{"status":"ok","timestamp":1634474392284,"user_tz":-480,"elapsed":447,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}}},"source":["X_train = Smarket.loc[train_filter, ['Lag1','Lag2']]\n","y_train = Smarket.loc[train_filter, 'Direction2']\n","\n","X_test = Smarket.loc[~train_filter, ['Lag1','Lag2']]\n","y_test = Smarket.loc[~train_filter, 'Direction2']\n","\n","lda = LDA()\n","model = lda.fit(X_train, y_train)"],"execution_count":46,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"HPSpZlbnn0FH","executionInfo":{"status":"ok","timestamp":1634474392740,"user_tz":-480,"elapsed":4,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"4cd12afa-0657-4768-cf6b-df7a1f79611f"},"source":["print('Prior Probs are - ',lda.priors_)\n","print('Class Means are - ',lda.means_)\n","print('Coeff are - ', lda.scalings_) # coefficients of ld"],"execution_count":47,"outputs":[{"output_type":"stream","name":"stdout","text":["Prior Probs are - [0.49198397 0.50801603]\n","Class Means are - [[ 0.04279022 0.03389409]\n"," [-0.03954635 -0.03132544]]\n","Coeff are - [[-0.64201904]\n"," [-0.51352928]]\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":225},"id":"aDSH3rDMn0FH","executionInfo":{"status":"ok","timestamp":1634474394284,"user_tz":-480,"elapsed":662,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"688d37fa-f71b-47fc-df15-dd7666b2581d"},"source":["# for plotting lda\n","ld_sc = X_train.iloc[:, 0] * lda.scalings_[0] + X_train.iloc[:, 1] * lda.scalings_[1]\n","\n","ld = pd.DataFrame({'groups': y_train, 'ld': ld_sc})\n","\n","g = sns.FacetGrid(ld, col='groups')\n","g.map(plt.hist, 'ld')\n","ax1, ax2 = g.axes[0]\n","ax1.set_xlabel(\"Down\")\n","ax2.set_xlabel(\"Up\")"],"execution_count":48,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 15.439999999999998, 'Up')"]},"metadata":{},"execution_count":48},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{}}]},{"cell_type":"markdown","metadata":{"id":"QIOwixWnn0FH"},"source":["The LDA output indicates that $\\hat\\pi_1=0.492$ and $\\hat\\pi_2=0.508$; in other words, $49.2$\\,\\% of the training observations correspond to days during which the market went down. It also provides the group means; these are the average of each predictor within each class, and are used by LDA as estimates of $\\mu_k$. These suggest that there is a tendency for the previous 2~days' returns to be negative on days when the market increases, and a tendency for the previous days' returns to be positive on days when the market declines.\n","\n","The *coefficients of linear discriminants* output provides the linear combination of `lagone` and `lagtwo` that are used to form the LDA decision rule. In other words, these are the multipliers of the elements of $X=x$ in (4.24). If $-0.642\\times `lagone` - 0.514 \\times `lagtwo`$ is large, then the LDA classifier will predict a market increase, and if it is small, then the LDA classifier will predict a market decline.\n","\n","The above plot produces plots of the *linear discriminants*, obtained by computing $-0.642\\times `lagone` - 0.514 \\times `lagtwo`$ for each of the training observations. The `Up` and `Down` observations are displayed separately."]},{"cell_type":"markdown","metadata":{"id":"FyZw1Cx0n0FH"},"source":["The `predict()` function returns LDA's predictions about the movement of the market. The `predict_proba` returns a matrix whose $k$th column contains the posterior probability that the corresponding observation belongs to the $k$th class, computed from (4.15)."]},{"cell_type":"code","metadata":{"id":"y9Jb9W-Zn0FH","executionInfo":{"status":"ok","timestamp":1634475513571,"user_tz":-480,"elapsed":502,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}}},"source":["pred = lda.predict(X_test)\n","post = lda.predict_proba(X_test)"],"execution_count":49,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"NKJcG_0Hn0FH"},"source":["The first element, `pred`, contains LDA's predictions about the movement of the market. The second element, `post`, is a matrix whose $k$th column contains the posterior probability that the corresponding observation belongs to the $k$th class, computed from (4.15)."]},{"cell_type":"markdown","metadata":{"id":"dcjJIDgJn0FI"},"source":["As we observed in Section 4.5, the LDA and logistic regression predictions are almost identical."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"fDmEKwu_n0FI","executionInfo":{"status":"ok","timestamp":1634475514283,"user_tz":-480,"elapsed":10,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"97264d8a-3b56-4235-a376-21081ad2be77"},"source":["cm = confusion_matrix(y_test,pred)\n","print(cm)"],"execution_count":50,"outputs":[{"output_type":"stream","name":"stdout","text":["[[ 35 76]\n"," [ 35 106]]\n"]}]},{"cell_type":"markdown","metadata":{"id":"u_F9dtD9n0FI"},"source":["Applying a $50$\\,\\% threshold to the posterior probabilities allows us to recreate the predictions contained in `pred`."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"eucZtLxDn0FI","executionInfo":{"status":"ok","timestamp":1634475515064,"user_tz":-480,"elapsed":56,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"1da422a8-88bb-42b0-b5e7-bf00f24e6e8e"},"source":["np.unique(post[:,0]>0.5, return_counts=True)"],"execution_count":51,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(array([False, True]), array([182, 70]))"]},"metadata":{},"execution_count":51}]},{"cell_type":"markdown","metadata":{"id":"qjCa7DCfn0FI"},"source":["Notice that the posterior probability output by the model corresponds to the probability that the market will *increase*:"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"BhFGuLVRn0FI","executionInfo":{"status":"ok","timestamp":1634475516162,"user_tz":-480,"elapsed":5,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"485f8c7a-13df-4b0d-88cf-31888545a34c"},"source":["post[:20, 0], pred[:20]"],"execution_count":52,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(array([0.49017925, 0.4792185 , 0.46681848, 0.47400107, 0.49278766,\n"," 0.49385615, 0.49510156, 0.4872861 , 0.49070135, 0.48440262,\n"," 0.49069628, 0.51199885, 0.48951523, 0.47067612, 0.47445929,\n"," 0.47995834, 0.49357753, 0.50308938, 0.49788061, 0.48863309]),\n"," array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1],\n"," dtype=uint8))"]},"metadata":{},"execution_count":52}]},{"cell_type":"markdown","metadata":{"id":"kfxir100n0FI"},"source":["If we wanted to use a posterior probability threshold other than $50$\\,\\% in order to make predictions, then we could easily do so. For instance, suppose that we wish to predict a market decrease only if we are very certain that the market will indeed decrease on that day---say, if the posterior probability\n","is at least $90$\\,\\%."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"x-4T-UVin0FI","executionInfo":{"status":"ok","timestamp":1634475519804,"user_tz":-480,"elapsed":519,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"e8099206-3c70-47d3-de85-0a8d9f254040"},"source":["np.unique(post[:,0]>0.9, return_counts=True)"],"execution_count":53,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(array([False]), array([252]))"]},"metadata":{},"execution_count":53}]},{"cell_type":"markdown","metadata":{"id":"usoD7fKBn0FI"},"source":["No days in 2005 meet that threshold! In fact, the greatest posterior probability of decrease in all of 2005 was $52.02$\\,\\%."]},{"cell_type":"markdown","metadata":{"id":"GUS8o-Zln0FJ"},"source":["## Quadratic Discriminant Analysis\n","\n","We will now fit a QDA model to the `Smarket` data."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"lc6TqxYmn0FJ","executionInfo":{"status":"ok","timestamp":1634475535140,"user_tz":-480,"elapsed":506,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"489b80d4-f9d2-41ec-c10e-2bfb64ca0467"},"source":["qda = QDA()\n","qda.fit(X_train,y_train)"],"execution_count":54,"outputs":[{"output_type":"execute_result","data":{"text/plain":["QuadraticDiscriminantAnalysis(priors=None, reg_param=0.0,\n"," store_covariance=False, tol=0.0001)"]},"metadata":{},"execution_count":54}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"focKMSEhn0FJ","executionInfo":{"status":"ok","timestamp":1634475535693,"user_tz":-480,"elapsed":5,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"0fab79a6-d956-475b-a2d5-aaf5f032c7a8"},"source":["print('Mean for class 0 is - ',qda.means_[0])\n","print('Mean for class 1 is - ',qda.means_[1])\n","print('Prior probalbilities - ',qda.priors_)"],"execution_count":55,"outputs":[{"output_type":"stream","name":"stdout","text":["Mean for class 0 is - [0.04279022 0.03389409]\n","Mean for class 1 is - [-0.03954635 -0.03132544]\n","Prior probalbilities - [0.49198397 0.50801603]\n"]}]},{"cell_type":"markdown","metadata":{"id":"qwKP_u7fn0FJ"},"source":["The output contains the group means. But it does not contain the coefficients of the linear discriminants, because the QDA classifier involves a quadratic, rather than a linear, function of the predictors. The `predict()` function works in exactly the same fashion as for LDA."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"k9caAV3gn0FJ","executionInfo":{"status":"ok","timestamp":1634475536803,"user_tz":-480,"elapsed":4,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"0a319c5f-e4ba-489c-9502-c440e7a147f3"},"source":["pred = qda.predict(X_test)\n","cm = confusion_matrix(y_test,pred)\n","print(cm)"],"execution_count":56,"outputs":[{"output_type":"stream","name":"stdout","text":["[[ 30 81]\n"," [ 20 121]]\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"eWys7M0Jn0FJ","executionInfo":{"status":"ok","timestamp":1634475537978,"user_tz":-480,"elapsed":4,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"c6ccc646-e6ed-4c60-f4b7-1061f807af2e"},"source":["print('Accuracy using QDA is ',accuracy_score(y_test,pred))"],"execution_count":57,"outputs":[{"output_type":"stream","name":"stdout","text":["Accuracy using QDA is 0.5992063492063492\n"]}]},{"cell_type":"markdown","metadata":{"id":"mnOdjj0Bn0FJ"},"source":["Interestingly, the QDA predictions are accurate almost $60$\\,\\% of the time, even though the 2005 data was not used to fit the model. This level of accuracy is quite impressive for stock market data, which is known to be quite hard to model accurately.\n","This suggests that the quadratic form assumed by QDA may capture the true relationship more accurately than the linear forms assumed by LDA and logistic regression.\n","\n","However, we recommend evaluating this method's performance on a larger test set before betting that this approach will consistently beat the market!"]},{"cell_type":"markdown","metadata":{"id":"q_p2nhian0FJ"},"source":["## Naive Bayes\n","\n","Next, we fit a naive Bayes model to the `Smarket` data. By default, this implementation of the naive Bayes classifier models each quantitative feature using a Gaussian distribution. However, a kernel density method can also be used to estimate the distributions.\n","\n","Meaning of `var_smoothing`\n","https://stackoverflow.com/questions/58046129/can-someone-give-a-good-math-stats-explanation-as-to-what-the-parameter-var-smoo"]},{"cell_type":"code","metadata":{"id":"-zOEP4TKn0FJ","executionInfo":{"status":"ok","timestamp":1634476130287,"user_tz":-480,"elapsed":731,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}}},"source":["gnb = GaussianNB(var_smoothing=0)\n","y_pred = gnb.fit(X_train, y_train)"],"execution_count":72,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"F0amFBOdn0FK","executionInfo":{"status":"ok","timestamp":1634476130954,"user_tz":-480,"elapsed":14,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"ae71c63a-2c09-4ca2-ae3e-e36388a0ce19"},"source":["gnb.class_prior_"],"execution_count":73,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([0.49198397, 0.50801603])"]},"metadata":{},"execution_count":73}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"8RxeCxybn0FK","executionInfo":{"status":"ok","timestamp":1634476130954,"user_tz":-480,"elapsed":10,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"5f7f38dc-80da-4525-cca6-af5b496ccf42"},"source":["gnb.theta_"],"execution_count":74,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[ 0.04279022, 0.03389409],\n"," [-0.03954635, -0.03132544]])"]},"metadata":{},"execution_count":74}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"3n3P1fCEn0FK","executionInfo":{"status":"ok","timestamp":1634476130955,"user_tz":-480,"elapsed":8,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"8df4c75d-ffc4-4ab8-97f8-24999204251b"},"source":["np.sqrt(gnb.sigma_)"],"execution_count":75,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[1.22619505, 1.23792871],\n"," [1.23045262, 1.21956089]])"]},"metadata":{},"execution_count":75}]},{"cell_type":"markdown","metadata":{"id":"-cMDruXwn0FK"},"source":["The output contains the estimated mean and standard deviation for each variable in each class. For example, the mean for `lagone` is $0.0428$ for `Direction=Down`, and the standard deviation is $1.226$. We can easily verify this:"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"a1S03KgXn0FK","executionInfo":{"status":"ok","timestamp":1634476130955,"user_tz":-480,"elapsed":6,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"5959fe5c-8a9d-4c0f-8339-489db762142e"},"source":["print(np.mean(X_train.loc[y_train==0]['Lag1']))\n","print(np.std(X_train.loc[y_train==0]['Lag1']))"],"execution_count":76,"outputs":[{"output_type":"stream","name":"stdout","text":["0.04279022403258651\n","1.2261950464925726\n"]}]},{"cell_type":"markdown","metadata":{"id":"ZCNYZVDjn0FK"},"source":["Notice that `R` calulates the standard deviation with `N - 1` as the denominator, and in `Python` as `Numpy` use `N`.\n","https://stackoverflow.com/questions/20708455/different-results-for-standard-deviation-using-numpy-and-r"]},{"cell_type":"markdown","metadata":{"id":"UxYAVb34n0FK"},"source":["The `predict()` function is straightforward."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"LEMVg2hWn0FK","executionInfo":{"status":"ok","timestamp":1634476135516,"user_tz":-480,"elapsed":4,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"72e74a3e-14b2-4343-c9c4-60fa9acf28c3"},"source":["pred = gnb.predict(X_test)\n","cm = confusion_matrix(y_test,pred)\n","print(cm)"],"execution_count":77,"outputs":[{"output_type":"stream","name":"stdout","text":["[[ 29 82]\n"," [ 20 121]]\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"wgzGIXg4n0FK","executionInfo":{"status":"ok","timestamp":1634476136027,"user_tz":-480,"elapsed":4,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"25e88835-5085-45ec-b97f-6eef966db8d4"},"source":["print('Accuracy using gnb is ',accuracy_score(y_test,pred))"],"execution_count":78,"outputs":[{"output_type":"stream","name":"stdout","text":["Accuracy using gnb is 0.5952380952380952\n"]}]},{"cell_type":"markdown","metadata":{"id":"3MpAZL7Cn0FL"},"source":["Naive Bayes performs very well on this data, with accurate predictions over $59.5\\%$ of the time. This is slightly worse than QDA, but much better than LDA.\n","\n","The `predict_prob()` function can generate estimates of the probability that each observation belongs to a particular class."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"XGQMbxcbn0FL","executionInfo":{"status":"ok","timestamp":1634476138322,"user_tz":-480,"elapsed":454,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"bf992ab1-eae9-4344-b6b5-5682b4e8fedf"},"source":["preds = gnb.predict_proba(Smarket.loc[Smarket.Year==2005,['Lag1', 'Lag2']])\n","preds[:5]"],"execution_count":79,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[0.4873288 , 0.5126712 ],\n"," [0.47623584, 0.52376416],\n"," [0.46529531, 0.53470469],\n"," [0.47484469, 0.52515531],\n"," [0.49020587, 0.50979413]])"]},"metadata":{},"execution_count":79}]},{"cell_type":"markdown","metadata":{"id":"rh4-0inun0FL"},"source":["## $K$-Nearest Neighbors\n","\n","We will now perform KNN using the `knn()` function."]},{"cell_type":"code","metadata":{"id":"DPm7OaRMn0FL","executionInfo":{"status":"ok","timestamp":1634476152544,"user_tz":-480,"elapsed":502,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}}},"source":["knn = KNeighborsClassifier(n_neighbors=1)\n","pred = knn.fit(X_train, y_train).predict(X_test)"],"execution_count":80,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"5Mj_6OOjn0FL","executionInfo":{"status":"ok","timestamp":1634476152988,"user_tz":-480,"elapsed":4,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"96049a43-60d6-41c2-fb94-47cd6f9f627b"},"source":["print(confusion_matrix(y_test, pred))\n","print(classification_report(y_test, pred, digits=3))"],"execution_count":81,"outputs":[{"output_type":"stream","name":"stdout","text":["[[43 68]\n"," [58 83]]\n"," precision recall f1-score support\n","\n"," 0 0.426 0.387 0.406 111\n"," 1 0.550 0.589 0.568 141\n","\n"," accuracy 0.500 252\n"," macro avg 0.488 0.488 0.487 252\n","weighted avg 0.495 0.500 0.497 252\n","\n"]}]},{"cell_type":"markdown","metadata":{"id":"9oMX50Wsn0FL"},"source":["The results using $K=1$ are not very good, since only $50$\\,\\% of the observations are correctly predicted. Of course, it may be that $K=1$ results in an overly flexible fit to the data. Below, we repeat the analysis using $K=3$."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"kVr4s60jn0FL","executionInfo":{"status":"ok","timestamp":1634476155875,"user_tz":-480,"elapsed":456,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"b468ecb3-2503-43da-db90-682d9f01598c"},"source":["knn = KNeighborsClassifier(n_neighbors=3)\n","pred = knn.fit(X_train, y_train).predict(X_test)\n","print(confusion_matrix(y_test, pred))\n","print(classification_report(y_test, pred, digits=3))"],"execution_count":82,"outputs":[{"output_type":"stream","name":"stdout","text":["[[48 63]\n"," [55 86]]\n"," precision recall f1-score support\n","\n"," 0 0.466 0.432 0.449 111\n"," 1 0.577 0.610 0.593 141\n","\n"," accuracy 0.532 252\n"," macro avg 0.522 0.521 0.521 252\n","weighted avg 0.528 0.532 0.529 252\n","\n"]}]},{"cell_type":"markdown","metadata":{"id":"m2ppRqKEn0FL"},"source":["The results have improved slightly. But increasing $K$ further turns out to provide no further improvements. It appears that for this data, QDA provides the best results of the methods that we have examined so far."]},{"cell_type":"markdown","metadata":{"id":"BJ309ErDn0FL"},"source":["KNN does not perform well on the `Smarket` data but it does often provide impressive results. As an example we will apply the KNN approach to the `Insurance` data set, which is part of the `ISLR2` library. This data set includes $85$ predictors that measure\n"," demographic characteristics for 5,822 individuals. The response variable is `Purchase`, which indicates whether or not a given individual purchases a caravan insurance policy. In this data set, only $6$\\,\\% of people purchased caravan insurance."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":342},"id":"zrjBrSVQn0FM","executionInfo":{"status":"ok","timestamp":1634476172353,"user_tz":-480,"elapsed":1198,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"dd366efe-3975-45c3-a9b9-a1e6e17123db"},"source":["Caravan = pd.read_csv('/content/drive/MyDrive/NSYSU/00_Statistical_learning/Lab/Data/Caravan.csv')\n","print(Caravan.shape)\n","print(Caravan.Purchase.value_counts())\n","print(Caravan.Purchase.value_counts()[1] / len(Caravan))\n","# Only around 6% of the people purchased the insurance\n","Caravan.tail()"],"execution_count":83,"outputs":[{"output_type":"stream","name":"stdout","text":["(5822, 86)\n","No 5474\n","Yes 348\n","Name: Purchase, dtype: int64\n","0.05977327378907592\n"]},{"output_type":"execute_result","data":{"text/html":["
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\n","
"],"text/plain":[" MOSTYPE MAANTHUI MGEMOMV MGEMLEEF ... AFIETS AINBOED ABYSTAND Purchase\n","5817 36 1 1 2 ... 0 0 0 No\n","5818 35 1 4 4 ... 0 0 0 No\n","5819 33 1 3 4 ... 0 0 0 Yes\n","5820 34 1 3 2 ... 0 0 0 No\n","5821 33 1 3 3 ... 0 0 0 No\n","\n","[5 rows x 86 columns]"]},"metadata":{},"execution_count":83}]},{"cell_type":"markdown","metadata":{"id":"vxWZZd5Nn0FM"},"source":["Because the KNN classifier predicts the class of a given test observation by identifying the observations that are nearest to it, the scale of the variables matters. Variables that are on a large scale will have a much larger effect on the *distance* between the observations, and hence on the KNN classifier, than variables that are on a small scale. For instance, imagine a data set that contains two variables, `salary` and `age` (measured in dollars and years, respectively). As far as KNN is concerned, a difference of $1,000$ in salary is enormous compared to a difference of $50$ years in age. Consequently, `salary` will drive the KNN classification results, and `age` will have almost no effect. This is contrary to our intuition that a salary difference of $1,000$ is quite small compared to an age difference of $50$ years.\n","\n","Furthermore, the importance of scale to the KNN classifier leads to another issue: if we measured `salary` in Japanese yen, or if we measured `age` in minutes, then we'd get quite different classification results from what we get if these two variables are measured in dollars and years."]},{"cell_type":"markdown","metadata":{"id":"JkUMTdS1n0FM"},"source":["A good way to handle this problem is to the data so that all variables are given a mean of zero and a standard deviation of one. Then all variables will be on a comparable scale. The `scale()` function does just this.\n"," In standardizing the data, we exclude column `Purchase` variable."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"vLDmxg-Kbool","executionInfo":{"status":"ok","timestamp":1634477185330,"user_tz":-480,"elapsed":506,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"d16f95b1-f313-41c3-8794-811a3148d088"},"source":["# From a sample of means if the observations it can be seen that the variables falls in different ranges\n","# We want all the variables to have a same range. \n","Caravan.mean()[:5]"],"execution_count":137,"outputs":[{"output_type":"execute_result","data":{"text/plain":["MOSTYPE 24.253349\n","MAANTHUI 1.110615\n","MGEMOMV 2.678805\n","MGEMLEEF 2.991240\n","MOSHOOFD 5.773617\n","dtype: float64"]},"metadata":{},"execution_count":137}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"5wKAe7Ddn0FM","executionInfo":{"status":"ok","timestamp":1634476177576,"user_tz":-480,"elapsed":695,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"d2bb893b-51e1-43d3-b10f-06282d8fa621"},"source":["y = Caravan.Purchase\n","X = Caravan.drop('Purchase', axis=1).astype('float64')\n","X_scaled = scale(X)\n","X_scaled.std(axis=0)"],"execution_count":84,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n"," 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n"," 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n"," 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n"," 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.])"]},"metadata":{},"execution_count":84}]},{"cell_type":"markdown","metadata":{"id":"6y87t499n0FM"},"source":["Now every column has a standard deviation of one and a mean of zero.\n","\n","We now split the observations into a test set, containing the first 1,000 observations, and a training set, containing the remaining observations. We fit a KNN model on the training data using $K=1$, and evaluate its performance on the test data."]},{"cell_type":"code","metadata":{"id":"uo2eXVRcn0FM","executionInfo":{"status":"ok","timestamp":1634476178583,"user_tz":-480,"elapsed":4,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}}},"source":["X_train = X_scaled[1000:,:]\n","y_train = y[1000:]\n","\n","X_test = X_scaled[:1000,:]\n","y_test = y[:1000]"],"execution_count":85,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"js8dtzIpn0FM","executionInfo":{"status":"ok","timestamp":1634476180558,"user_tz":-480,"elapsed":1292,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"faf9a8df-997b-4d04-ec35-58ca224bcd61"},"source":["knn = KNeighborsClassifier(n_neighbors=1) # K=1\n","knn.fit(X_train, y_train)\n","\n","y_pred = knn.predict(X_test) # returns class label \n","print(\"Test set error rate: \", (y_test != y_pred).mean() ) # manual calculatin"],"execution_count":86,"outputs":[{"output_type":"stream","name":"stdout","text":["Test set error rate: 0.118\n"]}]},{"cell_type":"markdown","metadata":{"id":"RqSRKvM-n0FM"},"source":["The KNN error rate on the 1,000 test observations is just under 12%. At first glance, this may appear to be fairly good. However, since only 6% of customers purchased insurance, we could get the error rate down to 6% by always predicting ${\\tt No}$ regardless of the values of the predictors!\n","\n","Suppose that there is some non-trivial cost to trying to sell insurance to a given individual. For instance, perhaps a salesperson must visit each potential customer. If the company tries to sell insurance to a random selection of customers, then the success rate will be only 6%, which may be far too low given the costs involved. \n","\n","Instead, the company would like to try to sell insurance only to customers who are likely to buy it. So the overall error rate is not of interest. Instead, the fraction of individuals that are correctly predicted to buy insurance is of interest.\n","\n","It turns out that KNN with $K = 1$ does far better than random guessing among the customers that are predicted to buy insurance. "]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"SGMMtI4Vn0FM","executionInfo":{"status":"ok","timestamp":1634476193302,"user_tz":-480,"elapsed":457,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"fe460ee1-580b-4c3b-8206-392812f6e95b"},"source":["cm = confusion_matrix(y_test, y_pred)\n","print(cm)\n","cm[1,1]/(cm[0,1]+cm[1,1])"],"execution_count":87,"outputs":[{"output_type":"stream","name":"stdout","text":["[[873 68]\n"," [ 50 9]]\n"]},{"output_type":"execute_result","data":{"text/plain":["0.11688311688311688"]},"metadata":{},"execution_count":87}]},{"cell_type":"markdown","metadata":{"id":"X_tYVX16n0FN"},"source":["Among $77$ such customers, $9$, or $11.7$\\,\\%, actually do purchase insurance. This is double the rate that one would obtain from random guessing."]},{"cell_type":"markdown","metadata":{"id":"oKqDTIhWn0FN"},"source":["Using $K=3$, the success rate increases to $20$\\,\\%, and with $K=5$ the rate is $26.7$\\,\\%. This is over four times the rate that results from random guessing. It appears that KNN is finding some real patterns in a difficult data set!"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"MdDYqoAJn0FN","executionInfo":{"status":"ok","timestamp":1634476196614,"user_tz":-480,"elapsed":1713,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"7c0fd390-c926-4e46-f0fe-750cd8652d8c"},"source":["knn = KNeighborsClassifier(n_neighbors=3) # K=1\n","knn.fit(X_train, y_train)\n","\n","y_pred = knn.predict(X_test) # returns class label \n","cm = confusion_matrix(y_test, y_pred)\n","print(cm)\n","print(cm[1,1]/(cm[0,1]+cm[1,1]))\n","\n","knn = KNeighborsClassifier(n_neighbors=5) # K=1\n","knn.fit(X_train, y_train)\n","\n","y_pred = knn.predict(X_test) # returns class label \n","cm = confusion_matrix(y_test, y_pred)\n","print(cm)\n","cm[1,1]/(cm[0,1]+cm[1,1])"],"execution_count":88,"outputs":[{"output_type":"stream","name":"stdout","text":["[[921 20]\n"," [ 54 5]]\n","0.2\n","[[930 11]\n"," [ 55 4]]\n"]},{"output_type":"execute_result","data":{"text/plain":["0.26666666666666666"]},"metadata":{},"execution_count":88}]},{"cell_type":"markdown","metadata":{"id":"9EWAhjjTn0FN"},"source":["However, while this strategy is cost-effective, it is worth noting that only 15 customers are predicted to purchase insurance using KNN with $K=5$. In practice, the insurance company may wish to expend resources on convincing more than just 15 potential customers to buy insurance.\n","\n","As a comparison, we can also fit a logistic regression model to the data. If we use $0.5$ as the predicted probability cut-off for the classifier, then we have a problem: only seven of the test observations are predicted to purchase insurance. Even worse, we are wrong about all of these!\n"," However, we are not required to use a cut-off of $0.5$. If we instead predict a purchase any time the predicted probability of purchase exceeds $0.25$, we get much better results: we predict that 33 people will purchase insurance, and we are correct for about $33$\\,\\% of these people. This is over five times better than random guessing!"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"v5Rbbq48n0FN","executionInfo":{"status":"ok","timestamp":1634476197523,"user_tz":-480,"elapsed":911,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"8ace0e11-46cd-41f8-d420-5c0a349e938b"},"source":["log_reg = LogisticRegression(solver='newton-cg', C=1e9)\n","log_reg.fit(X_train, y_train)\n","\n","y_pred = log_reg.predict(X_test) # returns class labels based on threshold=0.5\n","cm = confusion_matrix(y_test, y_pred)\n","print(cm)\n","TP = cm[1,1]\n","TN = cm[0,0]\n","FP = cm[0,1]\n","FN = cm[1,0]\n","print(\"Accuracy: \", (TP+TN) / (TP+TN+FP+FN) )\n","print(\"Sensitivity(Recall): \", TP / (FN + TP) )\n","print(\"Precision: \", TP / (FP + TP) )\n","print(\"False Positive Rate: \", FP / (FP + TN) )"],"execution_count":89,"outputs":[{"output_type":"stream","name":"stdout","text":["[[934 7]\n"," [ 59 0]]\n","Accuracy: 0.934\n","Sensitivity(Recall): 0.0\n","Precision: 0.0\n","False Positive Rate: 0.007438894792773645\n"]}]},{"cell_type":"code","metadata":{"id":"wnoxWMoun0FN","executionInfo":{"status":"ok","timestamp":1634476199935,"user_tz":-480,"elapsed":4,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}}},"source":["y_pred_prob = log_reg.predict_proba(X_test) # returns prob of class labels\n","y_pred_sensitized = ['Yes' if prob>0.25 else 'No' for prob in y_pred_prob[:,1]]"],"execution_count":90,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"EkHhzteJn0FN","executionInfo":{"status":"ok","timestamp":1634476202006,"user_tz":-480,"elapsed":4,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"94227926-f001-422c-9714-b13123cec5dc"},"source":["cm = confusion_matrix(y_test, y_pred_sensitized)\n","print(cm)\n","\n","TP = cm[1,1]\n","TN = cm[0,0]\n","FP = cm[0,1]\n","FN = cm[1,0]\n","print(\"Accuracy: \", (TP+TN) / (TP+TN+FP+FN) )\n","print(\"Sensitivity(Recall): \", TP / (FN + TP) )\n","print(\"Precision: \", TP / (FP + TP) )\n","print(\"False Positive Rate: \", FP / (FP + TN) )"],"execution_count":91,"outputs":[{"output_type":"stream","name":"stdout","text":["[[919 22]\n"," [ 48 11]]\n","Accuracy: 0.93\n","Sensitivity(Recall): 0.1864406779661017\n","Precision: 0.3333333333333333\n","False Positive Rate: 0.023379383634431455\n"]}]},{"cell_type":"markdown","metadata":{"id":"uj6QzPL1n0FN"},"source":["## Poisson Regression\n","\n","Finally, we fit a Poisson regression model to the `Bikeshare` data set, which measures the number of bike rentals (`bikers`) per hour in Washington, DC. The data can be found in the `ISLR2` library."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":313},"id":"234vMoBwn0FN","executionInfo":{"status":"ok","timestamp":1634476313895,"user_tz":-480,"elapsed":1135,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"1c25849a-5e8e-492f-f16d-cd1915f6642c"},"source":["Bikeshare = pd.read_csv('/content/drive/MyDrive/NSYSU/00_Statistical_learning/Lab/Data/Bikeshare.csv', index_col=0)\n","Bikeshare.index = Bikeshare.index - 1 \n","print(Bikeshare.shape)\n","print(Bikeshare.columns)\n","# Only around 6% of the people purchased the insurance\n","Bikeshare.tail()"],"execution_count":92,"outputs":[{"output_type":"stream","name":"stdout","text":["(8645, 15)\n","Index(['season', 'mnth', 'day', 'hr', 'holiday', 'weekday', 'workingday',\n"," 'weathersit', 'temp', 'atemp', 'hum', 'windspeed', 'casual',\n"," 'registered', 'bikers'],\n"," dtype='object')\n"]},{"output_type":"execute_result","data":{"text/html":["
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"],"text/plain":[" season mnth day hr ... windspeed casual registered bikers\n","8640 1 Dec 365 19 ... 0.2239 19 73 92\n","8641 1 Dec 365 20 ... 0.2239 8 63 71\n","8642 1 Dec 365 21 ... 0.1940 2 50 52\n","8643 1 Dec 365 22 ... 0.1343 2 36 38\n","8644 1 Dec 365 23 ... 0.0000 4 27 31\n","\n","[5 rows x 15 columns]"]},"metadata":{},"execution_count":92}]},{"cell_type":"markdown","metadata":{"id":"zaWKZ_whn0FO"},"source":["We begin by fitting a least squares linear regression model to the data."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Fuonh-jcn0FO","executionInfo":{"status":"ok","timestamp":1634476313895,"user_tz":-480,"elapsed":9,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"e5bedc43-c0af-49f9-ce58-e7065dcad13e"},"source":["Bikeshare.info()"],"execution_count":93,"outputs":[{"output_type":"stream","name":"stdout","text":["\n","Int64Index: 8645 entries, 0 to 8644\n","Data columns (total 15 columns):\n"," # Column Non-Null Count Dtype \n","--- ------ -------------- ----- \n"," 0 season 8645 non-null int64 \n"," 1 mnth 8645 non-null object \n"," 2 day 8645 non-null int64 \n"," 3 hr 8645 non-null int64 \n"," 4 holiday 8645 non-null int64 \n"," 5 weekday 8645 non-null int64 \n"," 6 workingday 8645 non-null int64 \n"," 7 weathersit 8645 non-null object \n"," 8 temp 8645 non-null float64\n"," 9 atemp 8645 non-null float64\n"," 10 hum 8645 non-null float64\n"," 11 windspeed 8645 non-null float64\n"," 12 casual 8645 non-null int64 \n"," 13 registered 8645 non-null int64 \n"," 14 bikers 8645 non-null int64 \n","dtypes: float64(4), int64(9), object(2)\n","memory usage: 1.1+ MB\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"2LEDG5Q0n0FP","executionInfo":{"status":"ok","timestamp":1634476314622,"user_tz":-480,"elapsed":88,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"b82e5b1c-4a80-42d0-c339-6120c9820fa4"},"source":["Bikeshare['hr'] = Bikeshare['hr'].astype('category')\n","Bikeshare['mnth'] = Bikeshare['mnth'].astype('category')\n","Bikeshare.info()"],"execution_count":94,"outputs":[{"output_type":"stream","name":"stdout","text":["\n","Int64Index: 8645 entries, 0 to 8644\n","Data columns (total 15 columns):\n"," # Column Non-Null Count Dtype \n","--- ------ -------------- ----- \n"," 0 season 8645 non-null int64 \n"," 1 mnth 8645 non-null category\n"," 2 day 8645 non-null int64 \n"," 3 hr 8645 non-null category\n"," 4 holiday 8645 non-null int64 \n"," 5 weekday 8645 non-null int64 \n"," 6 workingday 8645 non-null int64 \n"," 7 weathersit 8645 non-null object \n"," 8 temp 8645 non-null float64 \n"," 9 atemp 8645 non-null float64 \n"," 10 hum 8645 non-null float64 \n"," 11 windspeed 8645 non-null float64 \n"," 12 casual 8645 non-null int64 \n"," 13 registered 8645 non-null int64 \n"," 14 bikers 8645 non-null int64 \n","dtypes: category(2), float64(4), int64(8), object(1)\n","memory usage: 963.7+ KB\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"r7VhA0eAn0FP","executionInfo":{"status":"ok","timestamp":1634476315721,"user_tz":-480,"elapsed":8,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"743b35ca-45f5-4668-caea-6714a6967744"},"source":["print(Bikeshare.mnth)\n","levels = Bikeshare.mnth.unique()\n","levels"],"execution_count":95,"outputs":[{"output_type":"stream","name":"stdout","text":["0 Jan\n","1 Jan\n","2 Jan\n","3 Jan\n","4 Jan\n"," ... \n","8640 Dec\n","8641 Dec\n","8642 Dec\n","8643 Dec\n","8644 Dec\n","Name: mnth, Length: 8645, dtype: category\n","Categories (12, object): ['April', 'Aug', 'Dec', 'Feb', ..., 'May', 'Nov', 'Oct', 'Sept']\n"]},{"output_type":"execute_result","data":{"text/plain":["['Jan', 'Feb', 'March', 'April', 'May', ..., 'Aug', 'Sept', 'Oct', 'Nov', 'Dec']\n","Length: 12\n","Categories (12, object): ['Jan', 'Feb', 'March', 'April', ..., 'Sept', 'Oct', 'Nov', 'Dec']"]},"metadata":{},"execution_count":95}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ZG5WjBEon0FP","executionInfo":{"status":"ok","timestamp":1634476316199,"user_tz":-480,"elapsed":7,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"4eae379c-3199-48f2-942b-2cde5ac70d03"},"source":["Bikeshare.mnth.cat.reorder_categories(levels, inplace=True)\n","Bikeshare.mnth"],"execution_count":96,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0 Jan\n","1 Jan\n","2 Jan\n","3 Jan\n","4 Jan\n"," ... \n","8640 Dec\n","8641 Dec\n","8642 Dec\n","8643 Dec\n","8644 Dec\n","Name: mnth, Length: 8645, dtype: category\n","Categories (12, object): ['Jan', 'Feb', 'March', 'April', ..., 'Sept', 'Oct', 'Nov', 'Dec']"]},"metadata":{},"execution_count":96}]},{"cell_type":"markdown","metadata":{"id":"0b4jwq2Hb95V"},"source":["Here, we use Jan and 0 as baseline"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"zJWg3-Q0n0FP","executionInfo":{"status":"ok","timestamp":1634476317305,"user_tz":-480,"elapsed":6,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"ad10b999-49f8-4943-d2bc-e75526891039"},"source":["# Note double quote is needed fot the reference string!\n","est = smf.ols('bikers ~ C(mnth, Treatment(\"Jan\")) + C(hr, Treatment(0)) + workingday + temp + weathersit',data = Bikeshare).fit()\n","print(est.summary())"],"execution_count":97,"outputs":[{"output_type":"stream","name":"stdout","text":[" OLS Regression Results \n","==============================================================================\n","Dep. Variable: bikers R-squared: 0.675\n","Model: OLS Adj. R-squared: 0.673\n","Method: Least Squares F-statistic: 457.3\n","Date: Sun, 17 Oct 2021 Prob (F-statistic): 0.00\n","Time: 13:11:56 Log-Likelihood: -49743.\n","No. Observations: 8645 AIC: 9.957e+04\n","Df Residuals: 8605 BIC: 9.985e+04\n","Df Model: 39 \n","Covariance Type: nonrobust \n","======================================================================================================\n"," coef std err t P>|t| [0.025 0.975]\n","------------------------------------------------------------------------------------------------------\n","Intercept -68.6317 5.307 -12.932 0.000 -79.035 -58.229\n","C(mnth, Treatment(\"Jan\"))[T.Feb] 6.8452 4.287 1.597 0.110 -1.559 15.250\n","C(mnth, Treatment(\"Jan\"))[T.March] 16.5514 4.301 3.848 0.000 8.120 24.983\n","C(mnth, Treatment(\"Jan\"))[T.April] 41.4249 4.972 8.331 0.000 31.678 51.172\n","C(mnth, Treatment(\"Jan\"))[T.May] 72.5571 5.641 12.862 0.000 61.499 83.615\n","C(mnth, Treatment(\"Jan\"))[T.June] 67.8187 6.544 10.364 0.000 54.992 80.646\n","C(mnth, Treatment(\"Jan\"))[T.July] 45.3245 7.081 6.401 0.000 31.444 59.205\n","C(mnth, Treatment(\"Jan\"))[T.Aug] 53.2430 6.640 8.019 0.000 40.227 66.259\n","C(mnth, Treatment(\"Jan\"))[T.Sept] 66.6783 5.925 11.254 0.000 55.064 78.293\n","C(mnth, Treatment(\"Jan\"))[T.Oct] 75.8343 4.950 15.319 0.000 66.130 85.538\n","C(mnth, Treatment(\"Jan\"))[T.Nov] 60.3100 4.610 13.083 0.000 51.273 69.347\n","C(mnth, Treatment(\"Jan\"))[T.Dec] 46.4577 4.271 10.878 0.000 38.086 54.829\n","C(hr, Treatment(0))[T.1] -14.5793 5.699 -2.558 0.011 -25.750 -3.408\n","C(hr, Treatment(0))[T.2] -21.5791 5.733 -3.764 0.000 -32.817 -10.341\n","C(hr, Treatment(0))[T.3] -31.1408 5.778 -5.389 0.000 -42.468 -19.814\n","C(hr, Treatment(0))[T.4] -36.9075 5.802 -6.361 0.000 -48.281 -25.534\n","C(hr, Treatment(0))[T.5] -24.1355 5.737 -4.207 0.000 -35.381 -12.890\n","C(hr, Treatment(0))[T.6] 20.5997 5.704 3.612 0.000 9.419 31.781\n","C(hr, Treatment(0))[T.7] 120.0931 5.693 21.095 0.000 108.934 131.253\n","C(hr, Treatment(0))[T.8] 223.6619 5.690 39.310 0.000 212.509 234.815\n","C(hr, Treatment(0))[T.9] 120.5819 5.693 21.182 0.000 109.423 131.741\n","C(hr, Treatment(0))[T.10] 83.8013 5.705 14.689 0.000 72.618 94.985\n","C(hr, Treatment(0))[T.11] 105.4234 5.722 18.424 0.000 94.207 116.640\n","C(hr, Treatment(0))[T.12] 137.2837 5.740 23.916 0.000 126.032 148.536\n","C(hr, Treatment(0))[T.13] 136.0359 5.760 23.617 0.000 124.745 147.327\n","C(hr, Treatment(0))[T.14] 126.6361 5.776 21.923 0.000 115.313 137.959\n","C(hr, Treatment(0))[T.15] 132.0865 5.780 22.852 0.000 120.756 143.417\n","C(hr, Treatment(0))[T.16] 178.5206 5.772 30.927 0.000 167.206 189.836\n","C(hr, Treatment(0))[T.17] 296.2670 5.749 51.537 0.000 284.998 307.536\n","C(hr, Treatment(0))[T.18] 269.4409 5.736 46.976 0.000 258.198 280.684\n","C(hr, Treatment(0))[T.19] 186.2558 5.714 32.596 0.000 175.055 197.457\n","C(hr, Treatment(0))[T.20] 125.5492 5.704 22.012 0.000 114.369 136.730\n","C(hr, Treatment(0))[T.21] 87.5537 5.693 15.378 0.000 76.393 98.714\n","C(hr, Treatment(0))[T.22] 59.1226 5.689 10.392 0.000 47.970 70.275\n","C(hr, Treatment(0))[T.23] 26.8376 5.688 4.719 0.000 15.688 37.987\n","weathersit[T.cloudy/misty] -12.8903 1.964 -6.562 0.000 -16.741 -9.040\n","weathersit[T.heavy rain/snow] -109.7446 76.667 -1.431 0.152 -260.031 40.542\n","weathersit[T.light rain/snow] -66.4944 2.965 -22.425 0.000 -72.307 -60.682\n","workingday 1.2696 1.784 0.711 0.477 -2.228 4.768\n","temp 157.2094 10.261 15.321 0.000 137.095 177.324\n","==============================================================================\n","Omnibus: 288.526 Durbin-Watson: 0.519\n","Prob(Omnibus): 0.000 Jarque-Bera (JB): 518.512\n","Skew: 0.273 Prob(JB): 2.55e-113\n","Kurtosis: 4.068 Cond. No. 131.\n","==============================================================================\n","\n","Warnings:\n","[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"]}]},{"cell_type":"markdown","metadata":{"id":"LpcIw4NJn0FP"},"source":["In `ols`, the first level of `hr` (0) and `mnth` (Jan) are treated as the baseline values by specifying the reference and explicity cated to categorical variable. Therefore, no coefficient estimates are provided for them: implicitly, their coefficient estimates are zero, and all other levels are measured relative to these baselines. For example, the Feb coefficient of $6.845$ signifies that, holding all other variables constant, there are on average about 7 more riders in February than in January. Similarly there are about 16.5 more riders in March than in January.\n","\n","https://github.com/statsmodels/statsmodels/blob/main/examples/python/contrasts.py\n","\n","The results seen in Section 4.6.1 used a slightly different coding of the variables `hr` and `mnth`, as follows:"]},{"cell_type":"code","metadata":{"id":"qzhSyuSfn0FP","executionInfo":{"status":"ok","timestamp":1634476331873,"user_tz":-480,"elapsed":562,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}}},"source":["from patsy.contrasts import Sum\n","contrast1 = Sum().code_without_intercept(list(range(24)))\n","#print(contrast.matrix)\n","contrast2 = Sum().code_without_intercept(list(range(12)))"],"execution_count":98,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"7xZYT5fHn0FP","executionInfo":{"status":"ok","timestamp":1634476332395,"user_tz":-480,"elapsed":8,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"011c0d1d-945c-45a6-8800-312c72131dc0"},"source":["est2 = smf.ols('bikers ~ C(mnth, contrast2) + C(hr, contrast1) + workingday + temp + weathersit',data = Bikeshare).fit()\n","print(est2.summary())"],"execution_count":99,"outputs":[{"output_type":"stream","name":"stdout","text":[" OLS Regression Results \n","==============================================================================\n","Dep. Variable: bikers R-squared: 0.675\n","Model: OLS Adj. R-squared: 0.673\n","Method: Least Squares F-statistic: 457.3\n","Date: Sun, 17 Oct 2021 Prob (F-statistic): 0.00\n","Time: 13:12:10 Log-Likelihood: -49743.\n","No. Observations: 8645 AIC: 9.957e+04\n","Df Residuals: 8605 BIC: 9.985e+04\n","Df Model: 39 \n","Covariance Type: nonrobust \n","=================================================================================================\n"," coef std err t P>|t| [0.025 0.975]\n","-------------------------------------------------------------------------------------------------\n","Intercept 73.5974 5.132 14.340 0.000 63.537 83.658\n","C(mnth, contrast2)[S.0] -46.0871 4.085 -11.281 0.000 -54.096 -38.079\n","C(mnth, contrast2)[S.1] -39.2419 3.539 -11.088 0.000 -46.179 -32.304\n","C(mnth, contrast2)[S.2] -29.5357 3.155 -9.361 0.000 -35.721 -23.351\n","C(mnth, contrast2)[S.3] -4.6622 2.741 -1.701 0.089 -10.034 0.710\n","C(mnth, contrast2)[S.4] 26.4700 2.851 9.285 0.000 20.882 32.058\n","C(mnth, contrast2)[S.5] 21.7317 3.465 6.272 0.000 14.939 28.524\n","C(mnth, contrast2)[S.6] -0.7626 3.908 -0.195 0.845 -8.424 6.899\n","C(mnth, contrast2)[S.7] 7.1560 3.535 2.024 0.043 0.227 14.085\n","C(mnth, contrast2)[S.8] 20.5912 3.046 6.761 0.000 14.621 26.561\n","C(mnth, contrast2)[S.9] 29.7472 2.700 11.019 0.000 24.455 35.039\n","C(mnth, contrast2)[S.10] 14.2229 2.860 4.972 0.000 8.616 19.830\n","C(hr, contrast1)[S.0] -96.1420 3.955 -24.307 0.000 -103.895 -88.389\n","C(hr, contrast1)[S.1] -110.7213 3.966 -27.916 0.000 -118.496 -102.947\n","C(hr, contrast1)[S.2] -117.7212 4.016 -29.310 0.000 -125.594 -109.848\n","C(hr, contrast1)[S.3] -127.2828 4.081 -31.191 0.000 -135.282 -119.283\n","C(hr, contrast1)[S.4] -133.0495 4.117 -32.319 0.000 -141.119 -124.980\n","C(hr, contrast1)[S.5] -120.2775 4.037 -29.794 0.000 -128.191 -112.364\n","C(hr, contrast1)[S.6] -75.5424 3.992 -18.925 0.000 -83.367 -67.718\n","C(hr, contrast1)[S.7] 23.9511 3.969 6.035 0.000 16.172 31.730\n","C(hr, contrast1)[S.8] 127.5199 3.950 32.284 0.000 119.777 135.263\n","C(hr, contrast1)[S.9] 24.4399 3.936 6.209 0.000 16.724 32.155\n","C(hr, contrast1)[S.10] -12.3407 3.936 -3.135 0.002 -20.056 -4.625\n","C(hr, contrast1)[S.11] 9.2814 3.945 2.353 0.019 1.549 17.014\n","C(hr, contrast1)[S.12] 41.1417 3.957 10.397 0.000 33.385 48.899\n","C(hr, contrast1)[S.13] 39.8939 3.975 10.036 0.000 32.102 47.686\n","C(hr, contrast1)[S.14] 30.4940 3.991 7.641 0.000 22.671 38.317\n","C(hr, contrast1)[S.15] 35.9445 3.995 8.998 0.000 28.114 43.775\n","C(hr, contrast1)[S.16] 82.3786 3.988 20.655 0.000 74.561 90.197\n","C(hr, contrast1)[S.17] 200.1249 3.964 50.488 0.000 192.355 207.895\n","C(hr, contrast1)[S.18] 173.2989 3.956 43.806 0.000 165.544 181.054\n","C(hr, contrast1)[S.19] 90.1138 3.940 22.872 0.000 82.390 97.837\n","C(hr, contrast1)[S.20] 29.4071 3.936 7.471 0.000 21.691 37.123\n","C(hr, contrast1)[S.21] -8.5883 3.933 -2.184 0.029 -16.298 -0.878\n","C(hr, contrast1)[S.22] -37.0194 3.934 -9.409 0.000 -44.732 -29.307\n","weathersit[T.cloudy/misty] -12.8903 1.964 -6.562 0.000 -16.741 -9.040\n","weathersit[T.heavy rain/snow] -109.7446 76.667 -1.431 0.152 -260.031 40.542\n","weathersit[T.light rain/snow] -66.4944 2.965 -22.425 0.000 -72.307 -60.682\n","workingday 1.2696 1.784 0.711 0.477 -2.228 4.768\n","temp 157.2094 10.261 15.321 0.000 137.095 177.324\n","==============================================================================\n","Omnibus: 288.526 Durbin-Watson: 0.519\n","Prob(Omnibus): 0.000 Jarque-Bera (JB): 518.512\n","Skew: 0.273 Prob(JB): 2.55e-113\n","Kurtosis: 4.068 Cond. No. 127.\n","==============================================================================\n","\n","Warnings:\n","[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"]}]},{"cell_type":"markdown","metadata":{"id":"i3I5y-c9n0FQ"},"source":["What is the difference between the two codings? In `est2`, a coefficient estimate is reported for all but the last level of `hr` and `mnth`. Importantly, in `est2`, the coefficient estimate for the last level of `mnth` is not zero: instead, it equals the *negative of the sum of the coefficient estimates for all of the other levels*. Similarly, in `est2`, the coefficient estimate for the last level of `hr` is the negative of the sum of the coefficient estimates for all of the other levels. This means that the coefficients of `hr` and `mnth` in `est2` will always sum to zero, and can be interpreted as the difference from the mean level. For example, the coefficient for January of $-46.087$ indicates that, holding all other variables constant, there are typically 46 fewer riders in January relative to the yearly average.\n","\n","It is important to realize that the choice of coding really does not matter, provided that we interpret the model output correctly in light of the coding used. For example, we see that the predictions from the linear model are the same regardless of coding:"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"21NpNvdQn0FQ","executionInfo":{"status":"ok","timestamp":1634476333860,"user_tz":-480,"elapsed":5,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"1e7b49cf-a5a6-4900-ff49-bba08d74af54"},"source":["np.sum((est.predict() - est2.predict())**2)"],"execution_count":100,"outputs":[{"output_type":"execute_result","data":{"text/plain":["1.5405746571538684e-20"]},"metadata":{},"execution_count":100}]},{"cell_type":"markdown","metadata":{"id":"SrUOfFnsn0FQ"},"source":["The sum of squared differences is zero. We can also see this using the `np.allclose()` function:"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"MriJjkuon0FQ","executionInfo":{"status":"ok","timestamp":1634476337907,"user_tz":-480,"elapsed":6,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"59b74a52-29f7-4d10-9123-9d5c0c6cbd0a"},"source":["np.allclose(est.predict(), est2.predict())"],"execution_count":101,"outputs":[{"output_type":"execute_result","data":{"text/plain":["True"]},"metadata":{},"execution_count":101}]},{"cell_type":"markdown","metadata":{"id":"GRK6ZTtSn0FQ"},"source":["To reproduce the left-hand side of Figure 4.13, we must first obtain the coefficient estimates associated with `mnth`. The coefficients for January through November can be obtained directly from the `est2` object. The coefficient for December must be explicitly computed as the negative sum of all the other months."]},{"cell_type":"code","metadata":{"id":"yAxIMd9en0FQ","executionInfo":{"status":"ok","timestamp":1634476340524,"user_tz":-480,"elapsed":8,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}}},"source":["y1 = list(est2.params[1:12])\n","y1.append(-np.sum(est2.params[1:12]))"],"execution_count":102,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":502},"id":"XGudS9Ezn0FQ","executionInfo":{"status":"ok","timestamp":1634476340525,"user_tz":-480,"elapsed":8,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"d0d5d54d-a999-4cbe-f84a-ec54b37fec98"},"source":["ax = sns.lineplot(x=range(1,13), y=y1, marker=\"o\")\n","ax.set_xlabel(\"Month\")\n","ax.set_ylabel(\"Coefficien\")\n","ax.set_xticks(range(1,13))\n","ax.set_xticklabels([\"J\", \"F\", \"M\", \"A\", \"M\", \"J\", \"J\", \"A\", \"S\", \"O\", \"N\", \"D\"])"],"execution_count":103,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[Text(0, 0, 'J'),\n"," Text(0, 0, 'F'),\n"," Text(0, 0, 'M'),\n"," Text(0, 0, 'A'),\n"," Text(0, 0, 'M'),\n"," Text(0, 0, 'J'),\n"," Text(0, 0, 'J'),\n"," Text(0, 0, 'A'),\n"," Text(0, 0, 'S'),\n"," Text(0, 0, 'O'),\n"," Text(0, 0, 'N'),\n"," Text(0, 0, 'D')]"]},"metadata":{},"execution_count":103},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{}}]},{"cell_type":"markdown","metadata":{"id":"LxysWIuLn0FQ"},"source":["Reproducing the right-hand side of Figure 4.13 follows a similar process."]},{"cell_type":"code","metadata":{"id":"Pe4Gsrgxn0FQ","executionInfo":{"status":"ok","timestamp":1634476341360,"user_tz":-480,"elapsed":9,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}}},"source":["y2 = list(est2.params[12:35])\n","y2.append(-np.sum(est2.params[12:35]))"],"execution_count":104,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":311},"id":"fojbet0wn0FQ","executionInfo":{"status":"ok","timestamp":1634476342024,"user_tz":-480,"elapsed":672,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"b8521700-d0a2-4551-c3a7-6292890459db"},"source":["ax = sns.lineplot(x=range(1,25), y=y2, marker=\"o\")\n","ax.set_xlabel(\"Hour\")\n","ax.set_ylabel(\"Coefficien\")"],"execution_count":105,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0, 0.5, 'Coefficien')"]},"metadata":{},"execution_count":105},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{}}]},{"cell_type":"markdown","metadata":{"id":"JXK05Ysrn0FR"},"source":["We can once again use the `predict()` function to obtain the fitted values (predictions) from this Poisson regression model. "]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Cejr8wJtn0FR","executionInfo":{"status":"ok","timestamp":1634476347334,"user_tz":-480,"elapsed":7,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"4879cf39-5e5b-4941-a8fc-03ac797dce24"},"source":["len(result.predict())"],"execution_count":110,"outputs":[{"output_type":"execute_result","data":{"text/plain":["8645"]},"metadata":{},"execution_count":110}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":313},"id":"s1x3Lf2Xn0FS","executionInfo":{"status":"ok","timestamp":1634476385408,"user_tz":-480,"elapsed":37624,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"cbdb000e-e99e-4f24-f5f1-7e1472dd084f"},"source":["linear_p = est2.predict()\n","poisson_p = result.predict()\n","ax = sns.lineplot(x=linear_p, y=poisson_p)\n","ax.set_xlabel(\"Linear prediction\")\n","ax.set_ylabel(\"Poisson prediction\")"],"execution_count":111,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0, 0.5, 'Poisson prediction')"]},"metadata":{},"execution_count":111},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{}}]},{"cell_type":"markdown","metadata":{"id":"mFtbZRsxn0FS"},"source":["The predictions from the Poisson regression model are correlated with those from the linear model; however, the former are non-negative. As a result the Poisson regression predictions tend to be larger than those from the linear model for either very low or very high levels of ridership.\n","\n","In this section, we used the `glm()` function with the argument `families.Poisson` in order to perform Poisson regression. Earlier in this lab we used the `glm()` function with `families.Binomial` to perform logistic regression. Other choices for the `families` argument can be used to fit other types of GLMs. For instance, `families.Gamma` fits a gamma regression model."]},{"cell_type":"markdown","metadata":{"id":"BoGavDGzn0FS"},"source":["## Logistic regression in Sklearn"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"NU4NrSXPn0FS","executionInfo":{"status":"ok","timestamp":1634476385408,"user_tz":-480,"elapsed":7,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"13688898-853c-41cf-f6bc-d6b6c3a020a5"},"source":["Smarket['Direction2'] = pd.get_dummies(Smarket.Direction, drop_first=True)\n","Smarket.head()"],"execution_count":112,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","
\n"," \n","
\n","
\n","
Year
\n","
Lag1
\n","
Lag2
\n","
Lag3
\n","
Lag4
\n","
Lag5
\n","
Volume
\n","
Today
\n","
Direction
\n","
Direction2
\n","
\n"," \n"," \n","
\n","
0
\n","
2001
\n","
0.381
\n","
-0.192
\n","
-2.624
\n","
-1.055
\n","
5.010
\n","
1.1913
\n","
0.959
\n","
Up
\n","
1
\n","
\n","
\n","
1
\n","
2001
\n","
0.959
\n","
0.381
\n","
-0.192
\n","
-2.624
\n","
-1.055
\n","
1.2965
\n","
1.032
\n","
Up
\n","
1
\n","
\n","
\n","
2
\n","
2001
\n","
1.032
\n","
0.959
\n","
0.381
\n","
-0.192
\n","
-2.624
\n","
1.4112
\n","
-0.623
\n","
Down
\n","
0
\n","
\n","
\n","
3
\n","
2001
\n","
-0.623
\n","
1.032
\n","
0.959
\n","
0.381
\n","
-0.192
\n","
1.2760
\n","
0.614
\n","
Up
\n","
1
\n","
\n","
\n","
4
\n","
2001
\n","
0.614
\n","
-0.623
\n","
1.032
\n","
0.959
\n","
0.381
\n","
1.2057
\n","
0.213
\n","
Up
\n","
1
\n","
\n"," \n","
\n","
"],"text/plain":[" Year Lag1 Lag2 Lag3 Lag4 Lag5 Volume Today Direction Direction2\n","0 2001 0.381 -0.192 -2.624 -1.055 5.010 1.1913 0.959 Up 1\n","1 2001 0.959 0.381 -0.192 -2.624 -1.055 1.2965 1.032 Up 1\n","2 2001 1.032 0.959 0.381 -0.192 -2.624 1.4112 -0.623 Down 0\n","3 2001 -0.623 1.032 0.959 0.381 -0.192 1.2760 0.614 Up 1\n","4 2001 0.614 -0.623 1.032 0.959 0.381 1.2057 0.213 Up 1"]},"metadata":{},"execution_count":112}]},{"cell_type":"markdown","metadata":{"id":"zXZxCdDwYkFy"},"source":["C is a regularization term where a higher C indicates less penalty on the magnitude of the coefficients and. We set C to be arbitrarily high such that there is effectively no regulariation."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"pcHAuuNJn0FS","executionInfo":{"status":"ok","timestamp":1634476685344,"user_tz":-480,"elapsed":616,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"99e527fa-c1ba-4ac9-dd7e-e58601d2eb13"},"source":["X = Smarket.loc[:, 'Lag1':'Volume']\n","y = Smarket.Direction2\n","logreg = LogisticRegression(solver='newton-cg', C=1e42) #large C for no regularization\n","logreg.fit(X, y)"],"execution_count":118,"outputs":[{"output_type":"execute_result","data":{"text/plain":["LogisticRegression(C=1e+42, class_weight=None, dual=False, fit_intercept=True,\n"," intercept_scaling=1, l1_ratio=None, max_iter=100,\n"," multi_class='auto', n_jobs=None, penalty='l2',\n"," random_state=None, solver='newton-cg', tol=0.0001, verbose=0,\n"," warm_start=False)"]},"metadata":{},"execution_count":118}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"has5ZD_jn0FS","executionInfo":{"status":"ok","timestamp":1634476687410,"user_tz":-480,"elapsed":9,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"77c1896b-e4a3-46b7-d7ab-087ea927b468"},"source":["print(\"Intercept:\", logreg.intercept_)\n","list(zip(X.columns, logreg.coef_[0]) ) # coefficients"],"execution_count":119,"outputs":[{"output_type":"stream","name":"stdout","text":["Intercept: [-0.1259998]\n"]},{"output_type":"execute_result","data":{"text/plain":["[('Lag1', -0.07307368882753643),\n"," ('Lag2', -0.04230133955673153),\n"," ('Lag3', 0.01108516992336594),\n"," ('Lag4', 0.009358899763344914),\n"," ('Lag5', 0.010313090846417865),\n"," ('Volume', 0.1354403650521096)]"]},"metadata":{},"execution_count":119}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"XevWRRE8n0FS","executionInfo":{"status":"ok","timestamp":1634476474882,"user_tz":-480,"elapsed":7,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"78006c2f-eca5-49b9-db09-b37d043b1a5b"},"source":["list( zip(X.index, logreg.predict_proba(X=X)[:10, 1]) )"],"execution_count":115,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[(0, 0.5070841630730092),\n"," (1, 0.481467927868841),\n"," (2, 0.4811388544967818),\n"," (3, 0.5152223784683023),\n"," (4, 0.510781205065993),\n"," (5, 0.5069564651153065),\n"," (6, 0.49265092350090733),\n"," (7, 0.5092291586044031),\n"," (8, 0.5176135774773881),\n"," (9, 0.4888378035325095)]"]},"metadata":{},"execution_count":115}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"jWVI8HlGn0FS","executionInfo":{"status":"ok","timestamp":1634476740300,"user_tz":-480,"elapsed":477,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"4abf8842-3636-4ee4-dde0-12556027a552"},"source":["y_pred_class = logreg.predict(X=X)\n","y_pred_class.sum()"],"execution_count":120,"outputs":[{"output_type":"execute_result","data":{"text/plain":["964"]},"metadata":{},"execution_count":120}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"j872dHUSn0FT","executionInfo":{"status":"ok","timestamp":1634476742353,"user_tz":-480,"elapsed":6,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"04cf795c-436f-4e4d-a51a-a02556f10f3f"},"source":["(y == y_pred_class).sum() "],"execution_count":121,"outputs":[{"output_type":"execute_result","data":{"text/plain":["652"]},"metadata":{},"execution_count":121}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"WnLd9O_Bn0FT","executionInfo":{"status":"ok","timestamp":1634476767404,"user_tz":-480,"elapsed":423,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"5c8b00ac-9495-416b-d1f2-d30c29256e8b"},"source":["print(\"Accuracy: \", accuracy_score(y, y_pred_class)) # Accuracy\n","print(\"Accuracy (manual calculation): %0.7f \" % (y == y_pred_class).mean() )"],"execution_count":122,"outputs":[{"output_type":"stream","name":"stdout","text":["Accuracy: 0.5216\n","Accuracy (manual calculation): 0.5216000 \n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"TEpCkUvun0FT","executionInfo":{"status":"ok","timestamp":1634476787590,"user_tz":-480,"elapsed":457,"user":{"displayName":"思齊鍾","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"00591983406172857081"}},"outputId":"b00c2684-cbd5-45f0-be4a-658c21b02a19"},"source":["logreg.predict([[1.2,1.1,1,1,1,1],\n"," [1.5,-0.8,1,1,1,1]])"],"execution_count":123,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([0, 0], dtype=uint8)"]},"metadata":{},"execution_count":123}]},{"cell_type":"markdown","metadata":{"id":"L37U94UFn0FV"},"source":["## Optional\n","\n","### Poisson regression with sklearn and column transform\n","https://scikit-learn.org/stable/auto_examples/linear_model/plot_poisson_regression_non_normal_loss.html\n","\n","### Yellowbric's plot\n","https://www.scikit-yb.org/en/latest/api/classifier/index.html#"]}]}