21110389_ca2_lab3.ipynb

{"cells":[{"cell_type":"markdown","metadata":{"collapsed":false,"id":"_GIq8Io_8Koq"},"source":["1. Analyze and Preprocess data - Check if the dataset has missing values or has any other problem.\n","2. Feature Engineering\n","3. Divide the dataset into 2 training and test sets\n","4. Use Pipeline\n","    4. a. Use scaler and dimensional reduction (if it is necessary).\n","    4. b. Use suitable Naive Bayes for this problem. \n","5. Perform model on training set and test set using gridsearch CV\n","6. Measure performance of the model.\n","7. Which metric is your main metric for this problem and why? What are your scaler, dimensional reduction and naive bayes model as well as their params? (<= 200 words, also input your opinion or conclusion here)\n","\n","\n","How can I measure your point:\n","1. Your function is callable and runs correctly\n","2. The performance of your model (in full pipeline) is acceptable. The final error based on my train and test set is low enough.\n","3. The data preprocessing is correct or make sense\n","4. The Feature engineering is correct or make sense\n","5. Any other additional process will be considered a small plus point."]},{"cell_type":"markdown","metadata":{"collapsed":false,"id":"SjhjJmx68Kou"},"source":["A Travel Company Is Offering Travel Insurance Packages To Their Customers. The new insurance plan also covers Covid-19. The Company Claims To Know Which Customers Are Interested To Buy It Based On The Company's Database History.\n","\n","* Age - Age Of The Customer\n","* Employment Type - The Sector In Which Customer Is Employed\n","GraduateOrNot - Whether The Customer Is College Graduate Or Not\n","* AnnualIncome - The Yearly Income Of The Customer In Indian Rupees\n","* FamilyMembers - Number Of Members In Customer's Family\n","* ChronicDisease - Whether The Customer Suffers From Any Major Disease Or Conditions Like Diabetes/High BP or Asthama,etc.\n","* FrequentFlyer - Derived Data Based On Customer's History Of Booking Air Tickets On Atleast 4 Different Instances In The Last 2 Years (2017-2019).\n","* EverTravelledAbroad - Has The Customer Ever Travelled To A Foreign Country\n","* TravelInsurance - Did The Customer Buy Travel Insurance Package During Introductory Offering Held In The Year 2019."]},{"cell_type":"markdown","metadata":{"collapsed":false,"id":"iDJN7fbU8Kov"},"source":["## Load Dataset"]},{"cell_type":"code","execution_count":143,"metadata":{"executionInfo":{"elapsed":389,"status":"ok","timestamp":1682216024645,"user":{"displayName":"Tài Quách","userId":"12299267968524943277"},"user_tz":-420},"id":"YfmW1_KdudmQ"},"outputs":[],"source":["import pandas as pd\n","import numpy as np\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","from google.colab import drive\n","\n","#drive.mount(\"/content/drive\")"]},{"cell_type":"code","execution_count":144,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":423},"executionInfo":{"elapsed":8,"status":"ok","timestamp":1682216026433,"user":{"displayName":"Tài Quách","userId":"12299267968524943277"},"user_tz":-420},"id":"G8aJO4Rj8Kov","outputId":"163982f4-f6ed-4937-e2cc-a2d3657ed379"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["      Age               Employment Type GraduateOrNot  AnnualIncome  \\\n","0      31             Government Sector           Yes        400000   \n","1      31  Private Sector/Self Employed           Yes       1250000   \n","2      34  Private Sector/Self Employed           Yes        500000   \n","3      28  Private Sector/Self Employed           Yes        700000   \n","4      28  Private Sector/Self Employed           Yes        700000   \n","...   ...                           ...           ...           ...   \n","1982   33  Private Sector/Self Employed           Yes       1500000   \n","1983   28  Private Sector/Self Employed           Yes       1750000   \n","1984   28  Private Sector/Self Employed           Yes       1150000   \n","1985   34  Private Sector/Self Employed           Yes       1000000   \n","1986   34  Private Sector/Self Employed           Yes        500000   \n","\n","      FamilyMembers  ChronicDiseases FrequentFlyer EverTravelledAbroad  \\\n","0                 6                1            No                  No   \n","1                 7                0            No                  No   \n","2                 4                1            No                  No   \n","3                 3                1            No                  No   \n","4                 8                1           Yes                  No   \n","...             ...              ...           ...                 ...   \n","1982              4                0           Yes                 Yes   \n","1983              5                1            No                 Yes   \n","1984              6                1            No                  No   \n","1985              6                0           Yes                 Yes   \n","1986              4                0            No                  No   \n","\n","      TravelInsurance  \n","0                   0  \n","1                   0  \n","2                   1  \n","3                   0  \n","4                   0  \n","...               ...  \n","1982                1  \n","1983                0  \n","1984                0  \n","1985                1  \n","1986                0  \n","\n","[1987 rows x 9 columns]"],"text/html":["\n","  <div id=\"df-656e15bf-4281-416a-b07e-1abd01d27ba1\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Age</th>\n","      <th>Employment Type</th>\n","      <th>GraduateOrNot</th>\n","      <th>AnnualIncome</th>\n","      <th>FamilyMembers</th>\n","      <th>ChronicDiseases</th>\n","      <th>FrequentFlyer</th>\n","      <th>EverTravelledAbroad</th>\n","      <th>TravelInsurance</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>31</td>\n","      <td>Government Sector</td>\n","      <td>Yes</td>\n","      <td>400000</td>\n","      <td>6</td>\n","      <td>1</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>31</td>\n","      <td>Private Sector/Self Employed</td>\n","      <td>Yes</td>\n","      <td>1250000</td>\n","      <td>7</td>\n","      <td>0</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>34</td>\n","      <td>Private Sector/Self Employed</td>\n","      <td>Yes</td>\n","      <td>500000</td>\n","      <td>4</td>\n","      <td>1</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>28</td>\n","      <td>Private Sector/Self Employed</td>\n","      <td>Yes</td>\n","      <td>700000</td>\n","      <td>3</td>\n","      <td>1</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>28</td>\n","      <td>Private Sector/Self Employed</td>\n","      <td>Yes</td>\n","      <td>700000</td>\n","      <td>8</td>\n","      <td>1</td>\n","      <td>Yes</td>\n","      <td>No</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>1982</th>\n","      <td>33</td>\n","      <td>Private Sector/Self Employed</td>\n","      <td>Yes</td>\n","      <td>1500000</td>\n","      <td>4</td>\n","      <td>0</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>1983</th>\n","      <td>28</td>\n","      <td>Private Sector/Self Employed</td>\n","      <td>Yes</td>\n","      <td>1750000</td>\n","      <td>5</td>\n","      <td>1</td>\n","      <td>No</td>\n","      <td>Yes</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1984</th>\n","      <td>28</td>\n","      <td>Private Sector/Self Employed</td>\n","      <td>Yes</td>\n","      <td>1150000</td>\n","      <td>6</td>\n","      <td>1</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1985</th>\n","      <td>34</td>\n","      <td>Private Sector/Self Employed</td>\n","      <td>Yes</td>\n","      <td>1000000</td>\n","      <td>6</td>\n","      <td>0</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>1986</th>\n","      <td>34</td>\n","      <td>Private Sector/Self Employed</td>\n","      <td>Yes</td>\n","      <td>500000</td>\n","      <td>4</td>\n","      <td>0</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>1987 rows × 9 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-656e15bf-4281-416a-b07e-1abd01d27ba1')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n","  </svg>\n","      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Visit the ' +\n","            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n","            + ' to learn more about interactive tables.';\n","          element.innerHTML = '';\n","          dataTable['output_type'] = 'display_data';\n","          await google.colab.output.renderOutput(dataTable, element);\n","          const docLink = document.createElement('div');\n","          docLink.innerHTML = docLinkHtml;\n","          element.appendChild(docLink);\n","        }\n","      </script>\n","    </div>\n","  </div>\n","  "]},"metadata":{},"execution_count":144}],"source":["import pandas as pd\n","PATH = \"/content/TravelInsurancePrediction.csv\" # Path to your file\n","\n","df = pd.read_csv(PATH, index_col=0)\n","df.head()\n","#ToDo: Show histogram of dataframe\n","df\n"]},{"cell_type":"code","execution_count":145,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":957},"executionInfo":{"elapsed":1795,"status":"ok","timestamp":1682216032549,"user":{"displayName":"Tài Quách","userId":"12299267968524943277"},"user_tz":-420},"id":"Un5vJ1ZR2dUX","outputId":"b19e0fa6-0572-451c-c659-c41a300a3ae9"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[<Axes: title={'center': 'Age'}>,\n","        <Axes: title={'center': 'AnnualIncome'}>],\n","       [<Axes: title={'center': 'FamilyMembers'}>,\n","        <Axes: title={'center': 'ChronicDiseases'}>],\n","       [<Axes: title={'center': 'TravelInsurance'}>, <Axes: >]],\n","      dtype=object)"]},"metadata":{},"execution_count":145},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x1000 with 6 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["df.hist(figsize=(10,10))"]},{"cell_type":"markdown","metadata":{"collapsed":false,"id":"mk4IrtwS8Kow"},"source":["## Data Analysis"]},{"cell_type":"code","execution_count":146,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":300},"executionInfo":{"elapsed":419,"status":"ok","timestamp":1682216032964,"user":{"displayName":"Tài Quách","userId":"12299267968524943277"},"user_tz":-420},"id":"XuDBdbhb30Iv","outputId":"5f0a5bbb-cc03-4d61-a9c6-ea4499e42759"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["               Age  AnnualIncome  FamilyMembers  ChronicDiseases  \\\n","count  1987.000000  1.987000e+03    1987.000000      1987.000000   \n","mean     29.650226  9.327630e+05       4.752894         0.277806   \n","std       2.913308  3.768557e+05       1.609650         0.448030   \n","min      25.000000  3.000000e+05       2.000000         0.000000   \n","25%      28.000000  6.000000e+05       4.000000         0.000000   \n","50%      29.000000  9.000000e+05       5.000000         0.000000   \n","75%      32.000000  1.250000e+06       6.000000         1.000000   \n","max      35.000000  1.800000e+06       9.000000         1.000000   \n","\n","       TravelInsurance  \n","count      1987.000000  \n","mean          0.357323  \n","std           0.479332  \n","min           0.000000  \n","25%           0.000000  \n","50%           0.000000  \n","75%           1.000000  \n","max           1.000000  "],"text/html":["\n","  <div id=\"df-afc5a6c3-559b-44ba-a1b3-818d5e9b445a\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Age</th>\n","      <th>AnnualIncome</th>\n","      <th>FamilyMembers</th>\n","      <th>ChronicDiseases</th>\n","      <th>TravelInsurance</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>count</th>\n","      <td>1987.000000</td>\n","      <td>1.987000e+03</td>\n","      <td>1987.000000</td>\n","      <td>1987.000000</td>\n","      <td>1987.000000</td>\n","    </tr>\n","    <tr>\n","      <th>mean</th>\n","      <td>29.650226</td>\n","      <td>9.327630e+05</td>\n","      <td>4.752894</td>\n","      <td>0.277806</td>\n","      <td>0.357323</td>\n","    </tr>\n","    <tr>\n","      <th>std</th>\n","      <td>2.913308</td>\n","      <td>3.768557e+05</td>\n","      <td>1.609650</td>\n","      <td>0.448030</td>\n","      <td>0.479332</td>\n","    </tr>\n","    <tr>\n","      <th>min</th>\n","      <td>25.000000</td>\n","      <td>3.000000e+05</td>\n","      <td>2.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>25%</th>\n","      <td>28.000000</td>\n","      <td>6.000000e+05</td>\n","    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\n"},"metadata":{}}],"source":["# Data analysis\n","# Todo: analyze your data here\n","sns.pairplot(df, hue='TravelInsurance')"]},{"cell_type":"code","execution_count":148,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":636},"executionInfo":{"elapsed":536,"status":"ok","timestamp":1682216047167,"user":{"displayName":"Tài Quách","userId":"12299267968524943277"},"user_tz":-420},"id":"S0rwFGMeDiRJ","outputId":"b8f4ed59-ff02-457b-d0c9-a9a21309ffa6"},"outputs":[{"output_type":"stream","name":"stdout","text":["['Employment Type', 'GraduateOrNot', 'FamilyMembers', 'FrequentFlyer', 'EverTravelledAbroad']\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1400x700 with 6 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math\n","categorical_features = [col for col in df.columns if df[col].dtypes=='O' or col=='FamilyMembers']\n","print(categorical_features)\n","\n","def draw_countplot(df, cols, n_rows):\n","  n_cols = math.ceil(len(cols)/n_rows)\n","  fig, axes = plt.subplots(n_rows, n_cols, figsize=(14,7), sharex=False, sharey=False) \n","  for i, col in enumerate(cols):\n","    sns.countplot(data=df, y=col, hue='TravelInsurance', ax=axes[i//(math.ceil(len(cols)/n_rows)), i%n_cols])\n","    \n","draw_countplot(df, categorical_features, 2)"]},{"cell_type":"code","execution_count":149,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":619},"executionInfo":{"elapsed":5,"status":"ok","timestamp":1682216047167,"user":{"displayName":"Tài Quách","userId":"12299267968524943277"},"user_tz":-420},"id":"UqSD77fi1H0H","outputId":"85092707-27a6-4cef-f778-e80b8eecd87a"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 700x700 with 2 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["import math\n","#Vẽ boxplot cho các continuous features\n","def draw_boxplot(df, cols):\n","  fig, axes = plt.subplots(2, figsize=(7,7), sharex=False, sharey=False) \n","  for i, col in enumerate(cols):\n","    sns.boxplot(data=df, x=col, palette='crest', ax=axes[i])\n","\n","continuous_columns = ['Age', 'AnnualIncome']\n","draw_boxplot(df, continuous_columns)\n","#No outliers"]},{"cell_type":"markdown","metadata":{"collapsed":false,"id":"flqsM83K8Kox"},"source":["## Preprocessing"]},{"cell_type":"code","execution_count":150,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":525,"status":"ok","timestamp":1682216053200,"user":{"displayName":"Tài Quách","userId":"12299267968524943277"},"user_tz":-420},"id":"V3tmt2zVqNfC","outputId":"392190fe-0560-49b8-fe36-71b045f43c21"},"outputs":[{"output_type":"stream","name":"stdout","text":["<class 'pandas.core.frame.DataFrame'>\n","Int64Index: 1987 entries, 0 to 1986\n","Data columns (total 9 columns):\n"," #   Column               Non-Null Count  Dtype \n","---  ------               --------------  ----- \n"," 0   Age                  1987 non-null   int64 \n"," 1   Employment Type      1987 non-null   object\n"," 2   GraduateOrNot        1987 non-null   object\n"," 3   AnnualIncome         1987 non-null   int64 \n"," 4   FamilyMembers        1987 non-null   int64 \n"," 5   ChronicDiseases      1987 non-null   int64 \n"," 6   FrequentFlyer        1987 non-null   object\n"," 7   EverTravelledAbroad  1987 non-null   object\n"," 8   TravelInsurance      1987 non-null   int64 \n","dtypes: int64(5), object(4)\n","memory usage: 155.2+ KB\n"]}],"source":["df.info()"]},{"cell_type":"code","execution_count":151,"metadata":{"executionInfo":{"elapsed":2,"status":"ok","timestamp":1682216053574,"user":{"displayName":"Tài Quách","userId":"12299267968524943277"},"user_tz":-420},"id":"BsLrFNP-8Kox"},"outputs":[],"source":["def preprocessing_data(df):\n","    \"\"\"\n","    Preprocess your data (eg. Drop null datapoints or fill missing data)\n","    :param df: pandas DataFrame\n","    :return: pandas DataFrame\n","    \"\"\"\n","    # Todo: preprocess data\n","    df = df.dropna()\n","    return df"]},{"cell_type":"code","execution_count":152,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"executionInfo":{"elapsed":11,"status":"ok","timestamp":1682216055101,"user":{"displayName":"Tài Quách","userId":"12299267968524943277"},"user_tz":-420},"id":"dei_gmKb8Koy","outputId":"ca1dcc21-e02b-49b5-f0f8-ed84479958a8"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["   Age               Employment Type GraduateOrNot  AnnualIncome  \\\n","0   31             Government Sector           Yes        400000   \n","1   31  Private Sector/Self Employed           Yes       1250000   \n","2   34  Private Sector/Self Employed           Yes        500000   \n","3   28  Private Sector/Self Employed           Yes        700000   \n","4   28  Private Sector/Self Employed           Yes        700000   \n","\n","   FamilyMembers  ChronicDiseases FrequentFlyer EverTravelledAbroad  \\\n","0              6                1            No                  No   \n","1              7                0            No                  No   \n","2              4                1            No                  No   \n","3              3                1            No                  No   \n","4              8                1           Yes                  No   \n","\n","   TravelInsurance  \n","0                0  \n","1                0  \n","2                1  \n","3                0  \n","4                0  "],"text/html":["\n","  <div id=\"df-de8deffb-bf5a-4c8b-95bf-0211a2e66f3c\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    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Engineering"]},{"cell_type":"code","execution_count":153,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":1051,"status":"ok","timestamp":1682216061985,"user":{"displayName":"Tài Quách","userId":"12299267968524943277"},"user_tz":-420},"id":"6VQVAmTx8Koy","outputId":"3e7673e8-0f59-49e4-9dd7-bd78fcd218e1"},"outputs":[{"output_type":"stream","name":"stdout","text":["      Age  Employment Type  GraduateOrNot  AnnualIncome  FamilyMembers  \\\n","0      31                0              1        400000              6   \n","1      31                1              1       1250000              7   \n","2      34                1              1        500000              4   \n","3      28                1              1        700000              3   \n","4      28                1              1        700000              8   \n","...   ...              ...            ...           ...            ...   \n","1982   33                1              1       1500000              4   \n","1983   28                1              1       1750000              5   \n","1984   28                1              1       1150000              6   \n","1985   34                1              1       1000000              6   \n","1986   34                1              1        500000              4   \n","\n","      ChronicDiseases  FrequentFlyer  EverTravelledAbroad  TravelInsurance  \n","0                   1              0                    0                0  \n","1                   0              0                    0                0  \n","2                   1              0                    0                1  \n","3                   1              0                    0                0  \n","4                   1              1                    0                0  \n","...               ...            ...                  ...              ...  \n","1982                0              1                    1                1  \n","1983                1              0                    1                0  \n","1984                1              0                    0                0  \n","1985                0              1                    1                1  \n","1986                0              0                    0                0  \n","\n","[1987 rows x 9 columns]\n"]},{"output_type":"execute_result","data":{"text/plain":["<Axes: >"]},"metadata":{},"execution_count":153},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 2 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\n"},"metadata":{}}],"source":["# Heatmap\n","import seaborn as sns\n","def apply_feature_engineering(df):\n","    \"\"\"\n","    Apply all feature engineering to transform your data into number\n","    :param df: pandas DataFrame\n","    :return: pandas DataFrame\n","    \"\"\"\n","    # Todo: Normalize your data\n","    obj_cols = [col for col in df.columns if df[col].dtypes=='O']\n","    #temp = pd.get_dummies(df[obj_cols])\n","    #df.drop(obj_cols, axis=1, inplace=True)\n","    #df = pd.concat([temp, df], axis=1)\n","\n","    for col in obj_cols:\n","      df[col] = df[col].astype('category').cat.codes\n","    \n","    return df\n","\n","df = apply_feature_engineering(df)\n","print(df)\n","sns.heatmap(df.corr()) # Show heatmap after normalized data"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":2853,"status":"ok","timestamp":1682212232240,"user":{"displayName":"Tài Quách","userId":"12299267968524943277"},"user_tz":-420},"id":"GlgvQkXYFjvK","outputId":"dd8de4fb-79dc-4597-f73b-b1ce762965f2"},"outputs":[{"data":{"text/plain":["array([[<Axes: title={'center': 'Age'}>,\n","        <Axes: title={'center': 'Employment Type'}>,\n","        <Axes: title={'center': 'GraduateOrNot'}>],\n","       [<Axes: title={'center': 'AnnualIncome'}>,\n","        <Axes: title={'center': 'FamilyMembers'}>,\n","        <Axes: title={'center': 'ChronicDiseases'}>],\n","       [<Axes: title={'center': 'FrequentFlyer'}>,\n","        <Axes: title={'center': 'EverTravelledAbroad'}>,\n","        <Axes: title={'center': 'TravelInsurance'}>]], dtype=object)"]},"execution_count":15,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":["<Figure size 1000x1000 with 9 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["df.hist(figsize=(10,10))"]},{"cell_type":"code","execution_count":154,"metadata":{"executionInfo":{"elapsed":364,"status":"ok","timestamp":1682216069407,"user":{"displayName":"Tài Quách","userId":"12299267968524943277"},"user_tz":-420},"id":"kWoZ3iLO8Koz"},"outputs":[],"source":["def prepare_X_y(df):\n","    \"\"\"\n","    Feature engineering and create X and y\n","    :param df: pandas dataframe\n","    :return: (X, y) output feature matrix (dataframe), target (series)\n","    \"\"\"\n","    # Todo: Split data into X and y (using sklearn train_test_split). Return two dataframes\n","    X = df.drop('TravelInsurance', axis=1).values# Todo: Select features\n","    y = df['TravelInsurance'].values# Todo: Select label\n","    return X, y\n","\n","X, y = prepare_X_y(df)"]},{"cell_type":"markdown","metadata":{"collapsed":false,"id":"prlZ55S68Koz"},"source":["# Apply machine learning model"]},{"cell_type":"markdown","metadata":{"collapsed":false,"id":"uwkqQnmZ8Ko0"},"source":["## Train-test split"]},{"cell_type":"code","execution_count":178,"metadata":{"executionInfo":{"elapsed":1020,"status":"ok","timestamp":1682216729877,"user":{"displayName":"Tài Quách","userId":"12299267968524943277"},"user_tz":-420},"id":"AgohjEzw8Ko0"},"outputs":[],"source":["from sklearn.model_selection import train_test_split\n","RANDOM_STATE = 1\n","TRAIN_SIZE = 0.7\n","\n","trainX, testX ,trainY, testY = train_test_split(X, y, train_size=TRAIN_SIZE, random_state=RANDOM_STATE)"]},{"cell_type":"markdown","metadata":{"collapsed":false,"id":"Xy5y6NEO8Ko0"},"source":["## Build SK-learn model"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":7570,"status":"ok","timestamp":1682212329427,"user":{"displayName":"Tài Quách","userId":"12299267968524943277"},"user_tz":-420},"id":"5u2r_IlU_EDC","outputId":"38d33efa-6b7c-4dc2-dc94-d6f34e5720b0"},"outputs":[{"name":"stdout","output_type":"stream","text":["Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n","Collecting git+https://github.com/remykarem/mixed-naive-bayes\n","  Cloning https://github.com/remykarem/mixed-naive-bayes to /tmp/pip-req-build-fuvc4ek0\n","  Running command git clone --filter=blob:none --quiet https://github.com/remykarem/mixed-naive-bayes /tmp/pip-req-build-fuvc4ek0\n","  Resolved https://github.com/remykarem/mixed-naive-bayes to commit 6d90de8adf75dbef032ad51029ad3782190ec577\n","  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n","Requirement already satisfied: numpy>=1.22.0 in /usr/local/lib/python3.9/dist-packages (from mixed-naive-bayes==0.0.4) (1.22.4)\n","Building wheels for collected packages: mixed-naive-bayes\n","  Building wheel for mixed-naive-bayes (setup.py) ... \u001b[?25l\u001b[?25hdone\n","  Created wheel for mixed-naive-bayes: filename=mixed_naive_bayes-0.0.4-py3-none-any.whl size=10881 sha256=7305d27a5d5cd0e09b512123a4183e577ddcb4913783958a387a3a60e78ddda0\n","  Stored in directory: /tmp/pip-ephem-wheel-cache-sb9yezek/wheels/16/0d/9f/929c7af51d4b12da89d0ac3c6ce4f4981214fee69d9440028e\n","Successfully built mixed-naive-bayes\n","Installing collected packages: mixed-naive-bayes\n","Successfully installed mixed-naive-bayes-0.0.4\n"]}],"source":["!pip install git+https://github.com/remykarem/mixed-naive-bayes\n","from sklearn.base import BaseEstimator, ClassifierMixin\n","from mixed_naive_bayes import MixedNB\n","\n","\n","class MixedNaiveBayes(BaseEstimator, ClassifierMixin):\n","  def __init__(self, categorical_features, var_smoothing=1e-9, alpha=0.05, max_categories=None):\n","    self.categorical_features=categorical_features\n","    self.var_smoothing=var_smoothing\n","    self.alpha = alpha\n","    self.max_categories = max_categories\n","    self.model = MixedNB(categorical_features=self.categorical_features, var_smoothing=self.var_smoothing, alpha=self.alpha, max_categories=self.max_categories)\n","\n","  def fit(self, X,y):\n","    self.model.fit(X,y)\n","    return self\n","  def predict(self, x):\n","    y_pred = self.model.predict(x)\n","    return y_pred"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"vakDLoA9gUP5"},"outputs":[],"source":["from sklearn.pipeline import Pipeline\n","from sklearn.model_selection import GridSearchCV, StratifiedKFold\n","from sklearn.decomposition import PCA\n","from sklearn.naive_bayes import GaussianNB, MultinomialNB, BernoulliNB, CategoricalNB\n","from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score, classification_report\n","from sklearn.preprocessing import StandardScaler, MinMaxScaler"]},{"cell_type":"code","execution_count":179,"metadata":{"executionInfo":{"elapsed":3,"status":"ok","timestamp":1682216731267,"user":{"displayName":"Tài Quách","userId":"12299267968524943277"},"user_tz":-420},"id":"o6-O2j1s7O7p"},"outputs":[],"source":["def calculate_performance(y_true, y_pred):\n","    \"\"\"\n","    :param y_true: ground truth values\n","    :param y_pred: predictions\n","    :return:\n","    \"\"\"\n","    # Todo: return your error value like accuracy, f1score, ...\n","    print(\"precision\", precision_score(y_true, y_pred))\n","    print(\"recall\", recall_score(y_true, y_pred))\n","    print(\"accuracy\", accuracy_score(y_true, y_pred))\n","    print(\"F1\", f1_score(y_true, y_pred))\n","    print('classification_report\\n', classification_report(y_true, y_pred))\n","    # Todo: Only choose one of them as your score for the question 7\n","    main_score = f1_score(y_true, y_pred)\n","    return main_score"]},{"cell_type":"markdown","metadata":{"id":"1obGfVWd6PZM"},"source":["Build Gaussian Model"]},{"cell_type":"code","execution_count":185,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":3162,"status":"ok","timestamp":1682216877784,"user":{"displayName":"Tài Quách","userId":"12299267968524943277"},"user_tz":-420},"id":"7didfvP5hDTW","outputId":"00d3474b-30b0-4249-9355-0527cc161a2f"},"outputs":[{"output_type":"stream","name":"stdout","text":["{'model__var_smoothing': 0.01}\n","On Train Set\n","precision 0.6983240223463687\n","recall 0.5040322580645161\n","accuracy 0.7453237410071942\n","F1 0.585480093676815\n","classification_report\n","               precision    recall  f1-score   support\n","\n","           0       0.76      0.88      0.82       894\n","           1       0.70      0.50      0.59       496\n","\n","    accuracy                           0.75      1390\n","   macro avg       0.73      0.69      0.70      1390\n","weighted avg       0.74      0.75      0.73      1390\n","\n","0.585480093676815\n","On Test Set\n","precision 0.7581699346405228\n","recall 0.5420560747663551\n","accuracy 0.7738693467336684\n","F1 0.6321525885558583\n","classification_report\n","               precision    recall  f1-score   support\n","\n","           0       0.78      0.90      0.84       383\n","           1       0.76      0.54      0.63       214\n","\n","    accuracy                           0.77       597\n","   macro avg       0.77      0.72      0.73       597\n","weighted avg       0.77      0.77      0.76       597\n","\n","0.6321525885558583\n"]}],"source":["def build_gaussian_model(X, y):\n","  model = GaussianNB()\n","  pca = PCA()\n","  pipeline = Pipeline(steps=[\n","      ('pca', pca),\n","      ('model', model)\n","  ])\n","  param_grid = {\n","      'model__var_smoothing': np.logspace(-2, -9, num=100)\n","  }\n","  cv = StratifiedKFold(n_splits=5, shuffle=True, random_state = RANDOM_STATE)\n","  grid = GridSearchCV(pipeline, param_grid, cv=cv, scoring='f1')\n","  grid.fit(X,y)\n","  return grid\n","\n","#build gaussian model \n","model = build_gaussian_model(trainX, trainY)\n","print(model.best_params_)\n","pred = model.predict(trainX)\n","print('On Train Set')\n","print(calculate_performance(trainY, pred))\n","pred = model.predict(testX)\n","print('On Test Set')\n","print(calculate_performance(testY, pred))\n"]},{"cell_type":"markdown","metadata":{"id":"XnLXD_uL6So_"},"source":["Build Bernoulli Model"]},{"cell_type":"code","execution_count":186,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":570,"status":"ok","timestamp":1682216960994,"user":{"displayName":"Tài Quách","userId":"12299267968524943277"},"user_tz":-420},"id":"3zyfg1mNgtmX","outputId":"6ae70bd8-e0ec-4d13-e18f-755fb5b7e426"},"outputs":[{"output_type":"stream","name":"stdout","text":["{'model__alpha': 1e-05}\n","On Train Set\n","precision 0.6929824561403509\n","recall 0.4778225806451613\n","accuracy 0.7381294964028777\n","F1 0.5656324582338902\n","classification_report\n","               precision    recall  f1-score   support\n","\n","           0       0.75      0.88      0.81       894\n","           1       0.69      0.48      0.57       496\n","\n","    accuracy                           0.74      1390\n","   macro avg       0.72      0.68      0.69      1390\n","weighted avg       0.73      0.74      0.72      1390\n","\n","0.5656324582338902\n","On Test Set\n","precision 0.7368421052631579\n","recall 0.5233644859813084\n","accuracy 0.7621440536013401\n","F1 0.6120218579234972\n","classification_report\n","               precision    recall  f1-score   support\n","\n","           0       0.77      0.90      0.83       383\n","           1       0.74      0.52      0.61       214\n","\n","    accuracy                           0.76       597\n","   macro avg       0.75      0.71      0.72       597\n","weighted avg       0.76      0.76      0.75       597\n","\n","0.6120218579234972\n"]}],"source":["def build_bernoulli_model(X, y):\n","  model = BernoulliNB()\n","  scaler = MinMaxScaler()\n","  pipeline = Pipeline(steps=[\n","      ('scaler', scaler),\n","      ('model', model)\n","  ])\n","  param_grid = {\n","      'model__alpha':np.arange(1e-5,2,0.1)\n","  }\n","  cv = StratifiedKFold(n_splits=5, shuffle=True, random_state = RANDOM_STATE)\n","  grid = GridSearchCV(pipeline, param_grid, cv=cv, scoring='recall')\n","  grid.fit(X,y)\n","  return grid\n","\n","#build bernoulli model \n","model = build_bernoulli_model(trainX, trainY)\n","print(model.best_params_)\n","print('On Train Set')\n","pred = model.predict(trainX)\n","print(calculate_performance(trainY, pred))\n","pred = model.predict(testX)\n","print('On Test Set')\n","print(calculate_performance(testY, pred))"]},{"cell_type":"markdown","metadata":{"id":"Ok8CADBn6U5Y"},"source":["Build Categorical Model"]},{"cell_type":"code","execution_count":187,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":31253,"status":"ok","timestamp":1682217025158,"user":{"displayName":"Tài Quách","userId":"12299267968524943277"},"user_tz":-420},"id":"U_CV65bskf0p","outputId":"cc1feb3b-8987-40d6-b4c6-62b7aa009f1c"},"outputs":[{"output_type":"stream","name":"stdout","text":["{'model__alpha': 0.10001}\n","On Train Set\n","precision 0.8614232209737828\n","recall 0.4637096774193548\n","accuracy 0.7820143884892087\n","F1 0.6028833551769331\n","classification_report\n","               precision    recall  f1-score   support\n","\n","           0       0.76      0.96      0.85       894\n","           1       0.86      0.46      0.60       496\n","\n","    accuracy                           0.78      1390\n","   macro avg       0.81      0.71      0.73      1390\n","weighted avg       0.80      0.78      0.76      1390\n","\n","0.6028833551769331\n","On Test Set\n","precision 0.8974358974358975\n","recall 0.49065420560747663\n","accuracy 0.7973199329983249\n","F1 0.6344410876132931\n","classification_report\n","               precision    recall  f1-score   support\n","\n","           0       0.77      0.97      0.86       383\n","           1       0.90      0.49      0.63       214\n","\n","    accuracy                           0.80       597\n","   macro avg       0.84      0.73      0.75       597\n","weighted avg       0.82      0.80      0.78       597\n","\n","0.6344410876132931\n"]}],"source":["def build_categorical_model(X, y):\n","  model = CategoricalNB()\n","  pipeline = Pipeline(steps=[\n","      ('model', model)\n","  ])\n","  param_grid = {\n","      'model__alpha':np.arange(1e-5,5,0.1)\n","  }\n","  cv = StratifiedKFold(n_splits=5, shuffle=True, random_state = RANDOM_STATE)\n","  grid = GridSearchCV(pipeline, param_grid, cv=cv, scoring='f1')\n","  grid.fit(X,y)\n","  return grid\n","\n","#build bernoulli model without scaler and pca\n","model = build_categorical_model(trainX, trainY)\n","\n","print(model.best_params_)\n","pred = model.predict(trainX)\n","print('On Train Set')\n","print(calculate_performance(trainY, pred))\n","pred = model.predict(testX)\n","print('On Test Set')\n","print(calculate_performance(testY, pred))\n","\n"]},{"cell_type":"markdown","metadata":{"id":"Ga2kuTF76XFX"},"source":["Build Mixed Model (Main Model)"]},{"cell_type":"code","execution_count":183,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":8,"status":"ok","timestamp":1682216768143,"user":{"displayName":"Tài Quách","userId":"12299267968524943277"},"user_tz":-420},"id":"ynEHqurCW5Je","outputId":"9b0fcd95-1792-4f9c-c414-e3f26dbeb220"},"outputs":[{"output_type":"stream","name":"stdout","text":["Best parameter (CV score=0.601):\n","{'model__var_smoothing': 0.01}\n","On Train Set\n","precision 0.7231638418079096\n","recall 0.5161290322580645\n","accuracy 0.7568345323741007\n","F1 0.6023529411764705\n","classification_report\n","               precision    recall  f1-score   support\n","\n","           0       0.77      0.89      0.82       894\n","           1       0.72      0.52      0.60       496\n","\n","    accuracy                           0.76      1390\n","   macro avg       0.75      0.70      0.71      1390\n","weighted avg       0.75      0.76      0.75      1390\n","\n","On Test Set\n","precision 0.7718120805369127\n","recall 0.5373831775700935\n","accuracy 0.7772194304857621\n","F1 0.6336088154269972\n","classification_report\n","               precision    recall  f1-score   support\n","\n","           0       0.78      0.91      0.84       383\n","           1       0.77      0.54      0.63       214\n","\n","    accuracy                           0.78       597\n","   macro avg       0.78      0.72      0.74       597\n","weighted avg       0.78      0.78      0.77       597\n","\n"]},{"output_type":"execute_result","data":{"text/plain":["0.6336088154269972"]},"metadata":{},"execution_count":183}],"source":["def build_mixed_model(X, y):\n","    \"\"\"\n","    Design your model and train it (including your best params)\n","    :param X: feature matrix\n","    :param y: target\n","    :return: a model\n","    \"\"\" \n","    model = MixedNaiveBayes(categorical_features=[1,2,5,6,7])\n","    scaler = MinMaxScaler()\n","    # Todo: Input your scaler and logistic model into pipeline\n","    pipeline = Pipeline(steps=[\n","        ('scaler', scaler),\n","        ('model', model)\n","    ])\n","    param_grid={\n","        'model__var_smoothing': np.logspace(-2, -9, num=10)\n","    }\n","    # Todo: fit your model with X, y\n","    cv = StratifiedKFold(n_splits=5, shuffle=True, random_state = RANDOM_STATE)\n","    grid = GridSearchCV(pipeline, param_grid, scoring='f1', cv=cv)\n","    grid.fit(X, y)\n","    return grid\n","\n","model = build_mixed_model(trainX, trainY)\n","print(\"Best parameter (CV score=%0.3f):\" % model.best_score_)\n","print(model.best_params_)\n","# Compare on training dataset\n","pred=model.predict(trainX)\n","print('On Train Set')\n","calculate_performance(trainY, pred)\n","print('On Test Set')\n","pred = model.predict(testX)\n","calculate_performance(testY, pred)"]},{"cell_type":"code","source":["model = build_mixed_model(X, y)"],"metadata":{"id":"Ta1q0jvf4XbQ","executionInfo":{"status":"ok","timestamp":1682216768691,"user_tz":-420,"elapsed":550,"user":{"displayName":"Tài Quách","userId":"12299267968524943277"}}},"execution_count":184,"outputs":[]},{"cell_type":"code","execution_count":137,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":105},"executionInfo":{"elapsed":353,"status":"ok","timestamp":1682215847143,"user":{"displayName":"Tài Quách","userId":"12299267968524943277"},"user_tz":-420},"id":"T0UDQCc48Ko1","outputId":"8187187f-bd10-44f1-9e39-42b4e7b0a19e"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["'7. Metric chính là f1, vì f1 là kết hợp của recall và precision và trong bài toán này, cả recall và precision đều quan trọng. Ta mong muốn tìm được càng nhiều người có thể sẽ mua bảo hiểm càng tốt để tăng doanh thu, tuy nhiên cũng không thể để FP (dự đoán mua bảo hiểm nhưng không mua) quá cao vì như thế sẽ tốn kém thêm chi phí để tiếp cận những người nàyOther conclusion: MixedNB là model cho bài toán này vì dữ liệu có sự kết hợp của cả continuous features và categorical features, MinMaxScaler sẽ là scaler tương thích tốt với MixedNB vì nó scale continous features và giữ lại tính chất của các giá trị từ categorical features (các categorical features ở bài này có dạng là binary variables do đó khi áp dụng MinMax sẽ không có sự thay đổi)'"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{},"execution_count":137}],"source":["def get_conclusion():\n","    # Todo: Please return your answer, conclusion and opinion right here\n","\n","    return \"7. Metric chính là f1, vì f1 là kết hợp của recall và precision và trong bài toán này, cả recall và precision đều quan trọng. Ta mong muốn tìm được càng nhiều người có thể sẽ mua bảo hiểm càng tốt để tăng doanh thu, tuy nhiên cũng không thể để FP (dự đoán mua bảo hiểm nhưng không mua) quá cao vì như thế sẽ tốn kém thêm chi phí để tiếp cận những người này\" \\\n","           \"Other conclusion: MixedNB là model cho bài toán này vì dữ liệu có sự kết hợp của cả continuous features và categorical features, MinMaxScaler sẽ là scaler tương thích tốt với MixedNB vì nó scale continous features và giữ lại tính chất của các giá trị từ categorical features (các categorical features ở bài này có dạng là binary variables do đó khi áp dụng MinMax sẽ không có sự thay đổi)\"\n","get_conclusion()"]}],"metadata":{"colab":{"provenance":[{"file_id":"1TxwcFSF7_wnqwEe7FigBepiDdzXcEHmr","timestamp":1681829002920}]},"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":2},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython2","version":"2.7.6"}},"nbformat":4,"nbformat_minor":0}