template-with-sklearn-to-solve-any-class-problem.ipynb

{"cells":[{"source":"<a href=\"https://www.kaggle.com/code/peremartramanonellas/template-with-sklearn-to-solve-any-class-problem?scriptVersionId=124613920\" target=\"_blank\"><img align=\"left\" alt=\"Kaggle\" title=\"Open in Kaggle\" src=\"https://kaggle.com/static/images/open-in-kaggle.svg\"></a>","metadata":{},"cell_type":"markdown"},{"cell_type":"markdown","id":"1dca62a7","metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","execution":{"iopub.execute_input":"2022-08-27T17:17:13.693101Z","iopub.status.busy":"2022-08-27T17:17:13.692629Z","iopub.status.idle":"2022-08-27T17:17:15.392923Z","shell.execute_reply":"2022-08-27T17:17:15.391589Z","shell.execute_reply.started":"2022-08-27T17:17:13.693006Z"},"papermill":{"duration":0.014901,"end_time":"2023-04-04T21:39:48.060665","exception":false,"start_time":"2023-04-04T21:39:48.045764","status":"completed"},"tags":[]},"source":["# Template to solve with minimum effort Regression & Classification Problems with SKLearn. \n","\n","I made this template to obtain a really **fast a first solution** for regression & classification problems with .csv or tabular datasets. \n","\n","It's mainly based in two functions. \n","* **data_transform**: This is the one responsible to modify the dataset, and transform the data to do it usable for the model. \n"," * *Null values*: By the moment only replace with the most used value in the column. \n"," * *Non numeric values*: At this moment stops the treatment. In this versión the function only accepts numeric columns. \n"," * *Normalize Data*.: It's possible to indicate a maximum standard desviation, and the function normalize the columns with a std bigger than the one indicated \n"," \n","* **create_model**: I use RandomizedSearchCV to test different hyperparametres, and SKlearn selects the best one. \n","\n","Of course that it's impossible to obtain the best solution to all classfication & regression problems with this template, but is a simple place where to start, study the results and continue with more advanced tunning. \n","\n","My intention is improve the data_transform function, not only to transform data but to have a fast way to obtain information of the datasets and save time. \n","\n","**Feel free to Copy & Edit, or fork this Notebook and use at your convenience, just please upvote the notebbok if you like and use it.**\n","\n"]},{"cell_type":"code","execution_count":1,"id":"31505b5f","metadata":{"_kg_hide-input":true,"execution":{"iopub.execute_input":"2023-04-04T21:39:48.089548Z","iopub.status.busy":"2023-04-04T21:39:48.088547Z","iopub.status.idle":"2023-04-04T21:39:48.109448Z","shell.execute_reply":"2023-04-04T21:39:48.107991Z"},"papermill":{"duration":0.03914,"end_time":"2023-04-04T21:39:48.112795","exception":false,"start_time":"2023-04-04T21:39:48.073655","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["\n","<style>\n",".output_png {\n","    display: table-cell;\n","    text-align: center;\n","    vertical-align: middle;\n","    horizontal-align: middle;\n","}\n","h1 {\n","    text-align: center;\n","    background-color: AliceBlue;\n","    padding: 10px;\n","    margin: 0;\n","    font-family: monospace;\n","    color:DimGray;\n","    border-radius: 10px\n","}\n","\n","h2 {\n","    text-align: center;\n","    background-color: HoneyDew;\n","    padding: 10px;\n","    margin: 0;\n","    font-family: monospace;\n","    color:DimGray;\n","    border-radius: 10px\n","}\n","\n","h3 {\n","    text-align: center;\n","    background-color: MintCream;\n","    padding: 10px;\n","    margin: 0;\n","    font-family: monospace;\n","    color:DimGray;\n","    border-radius: 10px\n","}\n","\n","\n","body, p {\n","    font-family: monospace;\n","    font-size: 15px;\n","    color: charcoal;\n","}\n","div {\n","    font-size: 14px;\n","    margin: 0;\n","\n","}\n","\n","h4 {\n","    padding: 0px;\n","    margin: 0;\n","    font-family: monospace;\n","    color: purple;\n","}\n","</style>\n"],"text/plain":["<IPython.core.display.HTML object>"]},"execution_count":1,"metadata":{},"output_type":"execute_result"}],"source":["\n","from IPython.core.display import HTML\n","HTML(\"\"\"\n","<style>\n",".output_png {\n","    display: table-cell;\n","    text-align: center;\n","    vertical-align: middle;\n","    horizontal-align: middle;\n","}\n","h1 {\n","    text-align: center;\n","    background-color: AliceBlue;\n","    padding: 10px;\n","    margin: 0;\n","    font-family: monospace;\n","    color:DimGray;\n","    border-radius: 10px\n","}\n","\n","h2 {\n","    text-align: center;\n","    background-color: HoneyDew;\n","    padding: 10px;\n","    margin: 0;\n","    font-family: monospace;\n","    color:DimGray;\n","    border-radius: 10px\n","}\n","\n","h3 {\n","    text-align: center;\n","    background-color: MintCream;\n","    padding: 10px;\n","    margin: 0;\n","    font-family: monospace;\n","    color:DimGray;\n","    border-radius: 10px\n","}\n","\n","\n","body, p {\n","    font-family: monospace;\n","    font-size: 15px;\n","    color: charcoal;\n","}\n","div {\n","    font-size: 14px;\n","    margin: 0;\n","\n","}\n","\n","h4 {\n","    padding: 0px;\n","    margin: 0;\n","    font-family: monospace;\n","    color: 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"}},"cell_type":"markdown","id":"81030154","metadata":{"papermill":{"duration":0.01259,"end_time":"2023-04-04T21:39:48.138346","exception":false,"start_time":"2023-04-04T21:39:48.125756","status":"completed"},"tags":[]},"source":["## The importance of the cross-validation\n","*SKLearn* offers a cross-validation implemented as a k-fold cross-validation. The number of k-fold is indicated in the cv parameter of the *RandomSearchCV*, and we can indicate it in a parameter in the **create_model** function. \n","![k-fold.png](attachment:9f0aafaa-d70a-4f81-8903-2844347ea440.png)\n","In the image, from the kaggle book, you can see how the data is structured with valuer of 5 in k. The minimun is a 2. The smaller the number more bias we can have with the test data, the model can be less well-performing that one trained with a bigger K. A Good Number should be between 5 an 10. "]},{"cell_type":"markdown","id":"6042fdc1","metadata":{"papermill":{"duration":0.012398,"end_time":"2023-04-04T21:39:48.163303","exception":false,"start_time":"2023-04-04T21:39:48.150905","status":"completed"},"tags":[]},"source":["## The dataset\n","I used the Credit Fraud Detection Dataset. \n","https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud\n","It's a really imbalanced Dataset with a small representation of fraud cases. In this kind of datasets the accuracy is a useless metric. I did nothing to solve the problme of imbalanced. \n","\n","In future notebooks I will try with different Datasets. "]},{"cell_type":"markdown","id":"a7f150b2","metadata":{"papermill":{"duration":0.011954,"end_time":"2023-04-04T21:39:48.187846","exception":false,"start_time":"2023-04-04T21:39:48.175892","status":"completed"},"tags":[]},"source":["# Import libraries"]},{"cell_type":"code","execution_count":2,"id":"82dde6d2","metadata":{"execution":{"iopub.execute_input":"2023-04-04T21:39:48.216851Z","iopub.status.busy":"2023-04-04T21:39:48.215706Z","iopub.status.idle":"2023-04-04T21:39:49.960038Z","shell.execute_reply":"2023-04-04T21:39:49.958326Z"},"papermill":{"duration":1.763384,"end_time":"2023-04-04T21:39:49.963818","exception":false,"start_time":"2023-04-04T21:39:48.200434","status":"completed"},"tags":[]},"outputs":[],"source":["import numpy as np # linear algebra\n","import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","from sklearn.ensemble import RandomForestClassifier\n","from sklearn.ensemble import RandomForestRegressor\n","from sklearn.model_selection import train_test_split, RandomizedSearchCV"]},{"cell_type":"markdown","id":"804be0c6","metadata":{"papermill":{"duration":0.012314,"end_time":"2023-04-04T21:39:49.989203","exception":false,"start_time":"2023-04-04T21:39:49.976889","status":"completed"},"tags":[]},"source":["# Support functions. "]},{"cell_type":"code","execution_count":3,"id":"5879693a","metadata":{"execution":{"iopub.execute_input":"2023-04-04T21:39:50.016912Z","iopub.status.busy":"2023-04-04T21:39:50.016352Z","iopub.status.idle":"2023-04-04T21:39:50.024221Z","shell.execute_reply":"2023-04-04T21:39:50.022622Z"},"papermill":{"duration":0.025106,"end_time":"2023-04-04T21:39:50.027024","exception":false,"start_time":"2023-04-04T21:39:50.001918","status":"completed"},"tags":[]},"outputs":[],"source":["def evaluate_regression(y_true, y_preds):\n","    from sklearn.metrics import r2_score\n","\n","    r2_score = r2_score(y_preds, y_true)\n","\n","    metric_dict = {\"r2_score\": round(r2_score, 2)}\n","    print(f\"KPIs-------------------------------------\")\n","    print(f\"r2: {r2_score * 100:.2f}%\")\n","    print(f\"KPIs-------------------------------------\")\n","    return metric_dict"]},{"cell_type":"code","execution_count":4,"id":"3c296e33","metadata":{"execution":{"iopub.execute_input":"2023-04-04T21:39:50.054916Z","iopub.status.busy":"2023-04-04T21:39:50.054406Z","iopub.status.idle":"2023-04-04T21:39:50.06395Z","shell.execute_reply":"2023-04-04T21:39:50.062592Z"},"papermill":{"duration":0.026575,"end_time":"2023-04-04T21:39:50.066548","exception":false,"start_time":"2023-04-04T21:39:50.039973","status":"completed"},"tags":[]},"outputs":[],"source":["def evaluate(y_true, y_preds):\n","    from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score\n","\n","    accuracy = accuracy_score(y_true, y_preds)\n","    precision = precision_score(y_true, y_preds)\n","    recall = recall_score(y_true, y_preds)\n","    f1 = f1_score(y_true, y_preds)\n","    metric_dict = {\"accuracy\": round(accuracy, 2), \n","                  \"precision\":  round(accuracy, 2),\n","                  \"recall\": round(recall, 2),\n","                  \"f1\": round(f1, 2)}\n","    print(f\"KPIs-------------------------------------\")\n","    print(f\"Acc: {accuracy * 100:.2f}%\")\n","    print(f\"precision: {precision * 100:.2f}%\")\n","    print(f\"recall: {recall * 100:.2f}%\")\n","    print(f\"f1score: {f1 * 100:.2f}%\")\n","    print(f\"KPIs-------------------------------------\")\n","    return metric_dict"]},{"cell_type":"code","execution_count":5,"id":"7f8967ea","metadata":{"execution":{"iopub.execute_input":"2023-04-04T21:39:50.09454Z","iopub.status.busy":"2023-04-04T21:39:50.094048Z","iopub.status.idle":"2023-04-04T21:39:50.103004Z","shell.execute_reply":"2023-04-04T21:39:50.101615Z"},"papermill":{"duration":0.026584,"end_time":"2023-04-04T21:39:50.106034","exception":false,"start_time":"2023-04-04T21:39:50.07945","status":"completed"},"tags":[]},"outputs":[],"source":["def print_confusion_matrix(y_true, y_preds):\n","    cm = pd.crosstab(y_true, y_preds, rownames=['Actual'], colnames=['Predicted'])\n","    fig, (ax1) = plt.subplots(ncols=1, figsize=(8,8))\n","    sns.heatmap(cm, \n","            annot=True,ax=ax1,\n","            linewidths=.2,linecolor=\"Darkblue\", cmap=\"Oranges\")\n","    plt.title('Confusion Matrix', fontsize=14)\n","    plt.show()"]},{"cell_type":"markdown","id":"022fb204","metadata":{"papermill":{"duration":0.012486,"end_time":"2023-04-04T21:39:50.132031","exception":false,"start_time":"2023-04-04T21:39:50.119545","status":"completed"},"tags":[]},"source":["## data_transform\n","Transform the datased to do it usable in a Machine Learning Model. \n","* **pd_dataframe**: The dataframe to check / transform. \n","* **normalize**: Indicate when we want normalize. \n","* **stdlimit**: If normalize is True, will normalize the columns with a *std* > to this parameter. "]},{"cell_type":"code","execution_count":6,"id":"b9f659e5","metadata":{"execution":{"iopub.execute_input":"2023-04-04T21:39:50.161809Z","iopub.status.busy":"2023-04-04T21:39:50.161327Z","iopub.status.idle":"2023-04-04T21:39:50.17356Z","shell.execute_reply":"2023-04-04T21:39:50.172574Z"},"papermill":{"duration":0.031257,"end_time":"2023-04-04T21:39:50.176106","exception":false,"start_time":"2023-04-04T21:39:50.144849","status":"completed"},"tags":[]},"outputs":[],"source":["def data_transform(pd_dataframe, normalize=False, stdlimit=2):\n","    \n","    colums_2_transform = []\n","    newdf = pd_dataframe.copy()\n","    pretestfail=False\n","    \n","    #Pre checks.    \n","    #This versiond don't convert Categories to Columns. TBD. \n","    for dttype in dataframe.dtypes:\n","        if dttype == 'object':\n","            print ('Please, only floats or ints')\n","            pretestfail = True\n","            \n","    #This version have only a treatment for null values. TDB. \n","    if (dataframe.isnull().sum().max()) > 0 and (not pretestfail) :\n","        #to be done\n","        pd_dataframe = pd_dataframe.apply(lambda x:x.fillna(x.value_counts().index[0]))\n","        #print (\"You must do something with the nulls values before ;-)\")\n","        pretestfail = True\n","    \n","    if pretestfail: \n","        return nwdf\n","\n","    #Normalize the values. TBD: Add more ways to change the data. \n","    if normalize: \n","        for n in range(len(pd_dataframe.columns)): \n","            #std = pd_dataframe.take([n], axis=1).describe().loc[['std']]\n","            std = pd_dataframe.take([n], axis=1).describe().loc[['std', 'min', 'max']]\n","            if float(std.iloc[0]) > stdlimit: \n","                column = pd_dataframe.columns[n]\n","                colums_2_transform.append(column)\n","                min = float(std.iloc[1])\n","                max = float(std.iloc[2])\n","                print ('min:', min)\n","                print ('max:', max)\n","                newdf[column] = (pd_dataframe[column] - min) / max - min\n","        print (\"Columns to normalize: \", colums_2_transform)\n","    \n","    return newdf"]},{"cell_type":"markdown","id":"aa475aa2","metadata":{"papermill":{"duration":0.013588,"end_time":"2023-04-04T21:39:50.20222","exception":false,"start_time":"2023-04-04T21:39:50.188632","status":"completed"},"tags":[]},"source":["## create_model\n","I use a grid to create a hyperparameters combination and RandomizedSearchCV to try different combinations. I use a small number of cross validation to reduce the training time, but it can be increased if training time is not relevant.\n","\n","* **data**: The dataframe used. \n","* **target**: The name of the Target Column. \n","* **iterations**: How many combinations we want to try. \n","* **alg**: 0 for RandomForestClassifier, 1 for RandomForestRegressor. \n","\n"]},{"cell_type":"code","execution_count":7,"id":"45372353","metadata":{"execution":{"iopub.execute_input":"2023-04-04T21:39:50.231425Z","iopub.status.busy":"2023-04-04T21:39:50.230499Z","iopub.status.idle":"2023-04-04T21:39:50.24109Z","shell.execute_reply":"2023-04-04T21:39:50.23985Z"},"papermill":{"duration":0.028921,"end_time":"2023-04-04T21:39:50.244002","exception":false,"start_time":"2023-04-04T21:39:50.215081","status":"completed"},"tags":[]},"outputs":[],"source":["def create_model(data, target, iterations, alg=0, cv=2):\n","    np.random.seed(50)\n","    \n","    pd_dataframe = data\n","    X = pd_dataframe.drop(target, axis=1)\n","    y = pd_dataframe[target]\n","    \n","    #split data \n","    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)\n"," \n","    #configure values hyperparameters\n","    gscgrid = {'n_estimators': [10, 50, 100, 120, 150, 400], \n","       'max_depth': [None, 5, 10, 20, 100], \n","       'min_samples_split': [2, 4, 6, 12], \n","       'min_samples_leaf': [1, 2, 4, 6, 12]}\n","    if alg == 0:\n","        model = RandomForestClassifier(n_jobs = 1)\n","    else: \n","        model = RandomForestRegressor(n_jobs = 1)\n","    \n","    #using RandomizedSearchCV to try different hyperparameters\n","    #cv is crossvalidation, the default value is 5. \n","    #verbose indicates the level of trace desired. \n","    #https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.RandomizedSearchCV.html\n","    gscmodel = RandomizedSearchCV(estimator=model, \n","                           param_distributions=gscgrid, \n","                           n_iter=iterations, \n","                           cv=cv, \n","                           verbose=2)\n","    gscmodel.fit(X_train, y_train)\n","    y_preds = gscmodel.predict(X_test)\n","    \n","    if alg == 0: \n","        evaluate (y_test, y_preds)\n","    else: \n","        evaluate_regression(y_test, y_preds)\n","    \n","    return gscmodel, X_train, X_test, y_train, y_test, y_preds"]},{"cell_type":"markdown","id":"ddfa8b9f","metadata":{"papermill":{"duration":0.012852,"end_time":"2023-04-04T21:39:50.270481","exception":false,"start_time":"2023-04-04T21:39:50.257629","status":"completed"},"tags":[]},"source":["# USE THE TEMPLATE AND SOLVE THE PROBLEM"]},{"cell_type":"code","execution_count":8,"id":"82bf8de5","metadata":{"execution":{"iopub.execute_input":"2023-04-04T21:39:50.299033Z","iopub.status.busy":"2023-04-04T21:39:50.298108Z","iopub.status.idle":"2023-04-04T21:39:56.178698Z","shell.execute_reply":"2023-04-04T21:39:56.177287Z"},"papermill":{"duration":5.89758,"end_time":"2023-04-04T21:39:56.181447","exception":false,"start_time":"2023-04-04T21:39:50.283867","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["<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>Time</th>\n","      <th>V1</th>\n","      <th>V2</th>\n","      <th>V3</th>\n","      <th>V4</th>\n","      <th>V5</th>\n","      <th>V6</th>\n","      <th>V7</th>\n","      <th>V8</th>\n","      <th>V9</th>\n","      <th>...</th>\n","      <th>V21</th>\n","      <th>V22</th>\n","      <th>V23</th>\n","      <th>V24</th>\n","      <th>V25</th>\n","      <th>V26</th>\n","      <th>V27</th>\n","      <th>V28</th>\n","      <th>Amount</th>\n","      <th>Class</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0.0</td>\n","      <td>-1.359807</td>\n","      <td>-0.072781</td>\n","      <td>2.536347</td>\n","      <td>1.378155</td>\n","      <td>-0.338321</td>\n","      <td>0.462388</td>\n","      <td>0.239599</td>\n","      <td>0.098698</td>\n","      <td>0.363787</td>\n","      <td>...</td>\n","      <td>-0.018307</td>\n","      <td>0.277838</td>\n","      <td>-0.110474</td>\n","      <td>0.066928</td>\n","      <td>0.128539</td>\n","      <td>-0.189115</td>\n","      <td>0.133558</td>\n","      <td>-0.021053</td>\n","      <td>149.62</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>0.0</td>\n","      <td>1.191857</td>\n","      <td>0.266151</td>\n","      <td>0.166480</td>\n","      <td>0.448154</td>\n","      <td>0.060018</td>\n","      <td>-0.082361</td>\n","      <td>-0.078803</td>\n","      <td>0.085102</td>\n","      <td>-0.255425</td>\n","      <td>...</td>\n","      <td>-0.225775</td>\n","      <td>-0.638672</td>\n","      <td>0.101288</td>\n","      <td>-0.339846</td>\n","      <td>0.167170</td>\n","      <td>0.125895</td>\n","      <td>-0.008983</td>\n","      <td>0.014724</td>\n","      <td>2.69</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>1.0</td>\n","      <td>-1.358354</td>\n","      <td>-1.340163</td>\n","      <td>1.773209</td>\n","      <td>0.379780</td>\n","      <td>-0.503198</td>\n","      <td>1.800499</td>\n","      <td>0.791461</td>\n","      <td>0.247676</td>\n","      <td>-1.514654</td>\n","      <td>...</td>\n","      <td>0.247998</td>\n","      <td>0.771679</td>\n","      <td>0.909412</td>\n","      <td>-0.689281</td>\n","      <td>-0.327642</td>\n","      <td>-0.139097</td>\n","      <td>-0.055353</td>\n","      <td>-0.059752</td>\n","      <td>378.66</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>1.0</td>\n","      <td>-0.966272</td>\n","      <td>-0.185226</td>\n","      <td>1.792993</td>\n","      <td>-0.863291</td>\n","      <td>-0.010309</td>\n","      <td>1.247203</td>\n","      <td>0.237609</td>\n","      <td>0.377436</td>\n","      <td>-1.387024</td>\n","      <td>...</td>\n","      <td>-0.108300</td>\n","      <td>0.005274</td>\n","      <td>-0.190321</td>\n","      <td>-1.175575</td>\n","      <td>0.647376</td>\n","      <td>-0.221929</td>\n","      <td>0.062723</td>\n","      <td>0.061458</td>\n","      <td>123.50</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>2.0</td>\n","      <td>-1.158233</td>\n","      <td>0.877737</td>\n","      <td>1.548718</td>\n","      <td>0.403034</td>\n","      <td>-0.407193</td>\n","      <td>0.095921</td>\n","      <td>0.592941</td>\n","      <td>-0.270533</td>\n","      <td>0.817739</td>\n","      <td>...</td>\n","      <td>-0.009431</td>\n","      <td>0.798278</td>\n","      <td>-0.137458</td>\n","      <td>0.141267</td>\n","      <td>-0.206010</td>\n","      <td>0.502292</td>\n","      <td>0.219422</td>\n","      <td>0.215153</td>\n","      <td>69.99</td>\n","      <td>0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>5 rows × 31 columns</p>\n","</div>"],"text/plain":["   Time        V1        V2        V3        V4        V5        V6        V7  \\\n","0   0.0 -1.359807 -0.072781  2.536347  1.378155 -0.338321  0.462388  0.239599   \n","1   0.0  1.191857  0.266151  0.166480  0.448154  0.060018 -0.082361 -0.078803   \n","2   1.0 -1.358354 -1.340163  1.773209  0.379780 -0.503198  1.800499  0.791461   \n","3   1.0 -0.966272 -0.185226  1.792993 -0.863291 -0.010309  1.247203  0.237609   \n","4   2.0 -1.158233  0.877737  1.548718  0.403034 -0.407193  0.095921  0.592941   \n","\n","         V8        V9  ...       V21       V22       V23       V24       V25  \\\n","0  0.098698  0.363787  ... -0.018307  0.277838 -0.110474  0.066928  0.128539   \n","1  0.085102 -0.255425  ... -0.225775 -0.638672  0.101288 -0.339846  0.167170   \n","2  0.247676 -1.514654  ...  0.247998  0.771679  0.909412 -0.689281 -0.327642   \n","3  0.377436 -1.387024  ... -0.108300  0.005274 -0.190321 -1.175575  0.647376   \n","4 -0.270533  0.817739  ... -0.009431  0.798278 -0.137458  0.141267 -0.206010   \n","\n","        V26       V27       V28  Amount  Class  \n","0 -0.189115  0.133558 -0.021053  149.62      0  \n","1  0.125895 -0.008983  0.014724    2.69      0  \n","2 -0.139097 -0.055353 -0.059752  378.66      0  \n","3 -0.221929  0.062723  0.061458  123.50      0  \n","4  0.502292  0.219422  0.215153   69.99      0  \n","\n","[5 rows x 31 columns]"]},"execution_count":8,"metadata":{},"output_type":"execute_result"}],"source":["dataframe = pd.read_csv('/kaggle/input/creditcardfraud/creditcard.csv')\n","dataframe.head()"]},{"cell_type":"markdown","id":"796bc61a","metadata":{"papermill":{"duration":0.012889,"end_time":"2023-04-04T21:39:56.207223","exception":false,"start_time":"2023-04-04T21:39:56.194334","status":"completed"},"tags":[]},"source":["## Call the data_transform\n","I'm indicating a *std* limit of 5, any column with a *std*  bigger than five will be transformed."]},{"cell_type":"code","execution_count":9,"id":"7c40b922","metadata":{"execution":{"iopub.execute_input":"2023-04-04T21:39:56.236128Z","iopub.status.busy":"2023-04-04T21:39:56.23566Z","iopub.status.idle":"2023-04-04T21:39:57.000005Z","shell.execute_reply":"2023-04-04T21:39:56.998041Z"},"papermill":{"duration":0.782599,"end_time":"2023-04-04T21:39:57.00334","exception":false,"start_time":"2023-04-04T21:39:56.220741","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["min: 0.0\n","max: 172792.0\n","min: 0.0\n","max: 25691.16\n","Columns to normalize:  ['Time', 'Amount']\n"]}],"source":["pd_dataframe = data_transform(dataframe, normalize=1, stdlimit=5)"]},{"cell_type":"code","execution_count":10,"id":"1f9a383f","metadata":{"execution":{"iopub.execute_input":"2023-04-04T21:39:57.031606Z","iopub.status.busy":"2023-04-04T21:39:57.031097Z","iopub.status.idle":"2023-04-04T21:39:57.042997Z","shell.execute_reply":"2023-04-04T21:39:57.042109Z"},"papermill":{"duration":0.028772,"end_time":"2023-04-04T21:39:57.045205","exception":false,"start_time":"2023-04-04T21:39:57.016433","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["0    284315\n","1       492\n","Name: Class, dtype: int64"]},"execution_count":10,"metadata":{},"output_type":"execute_result"}],"source":["#There are only 492 frauds. \n","pd_dataframe['Class'].value_counts()"]},{"cell_type":"markdown","id":"fbab720b","metadata":{"papermill":{"duration":0.012474,"end_time":"2023-04-04T21:39:57.070715","exception":false,"start_time":"2023-04-04T21:39:57.058241","status":"completed"},"tags":[]},"source":["The function has transformed Two columns. *Time* and *Data*. We can see in the result of the *head* function that now the values in *Time* and *Amount* are totaly different and between 0 and 1. "]},{"cell_type":"code","execution_count":11,"id":"a4b80594","metadata":{"execution":{"iopub.execute_input":"2023-04-04T21:39:57.098913Z","iopub.status.busy":"2023-04-04T21:39:57.098408Z","iopub.status.idle":"2023-04-04T21:39:57.126149Z","shell.execute_reply":"2023-04-04T21:39:57.125093Z"},"papermill":{"duration":0.045266,"end_time":"2023-04-04T21:39:57.128903","exception":false,"start_time":"2023-04-04T21:39:57.083637","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["<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>Time</th>\n","      <th>V1</th>\n","      <th>V2</th>\n","      <th>V3</th>\n","      <th>V4</th>\n","      <th>V5</th>\n","      <th>V6</th>\n","      <th>V7</th>\n","      <th>V8</th>\n","      <th>V9</th>\n","      <th>...</th>\n","      <th>V21</th>\n","      <th>V22</th>\n","      <th>V23</th>\n","      <th>V24</th>\n","      <th>V25</th>\n","      <th>V26</th>\n","      <th>V27</th>\n","      <th>V28</th>\n","      <th>Amount</th>\n","      <th>Class</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0.000000</td>\n","      <td>-1.359807</td>\n","      <td>-0.072781</td>\n","      <td>2.536347</td>\n","      <td>1.378155</td>\n","      <td>-0.338321</td>\n","      <td>0.462388</td>\n","      <td>0.239599</td>\n","      <td>0.098698</td>\n","      <td>0.363787</td>\n","      <td>...</td>\n","      <td>-0.018307</td>\n","      <td>0.277838</td>\n","      <td>-0.110474</td>\n","      <td>0.066928</td>\n","      <td>0.128539</td>\n","      <td>-0.189115</td>\n","      <td>0.133558</td>\n","      <td>-0.021053</td>\n","      <td>0.005824</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>0.000000</td>\n","      <td>1.191857</td>\n","      <td>0.266151</td>\n","      <td>0.166480</td>\n","      <td>0.448154</td>\n","      <td>0.060018</td>\n","      <td>-0.082361</td>\n","      <td>-0.078803</td>\n","      <td>0.085102</td>\n","      <td>-0.255425</td>\n","      <td>...</td>\n","      <td>-0.225775</td>\n","      <td>-0.638672</td>\n","      <td>0.101288</td>\n","      <td>-0.339846</td>\n","      <td>0.167170</td>\n","      <td>0.125895</td>\n","      <td>-0.008983</td>\n","      <td>0.014724</td>\n","      <td>0.000105</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>0.000006</td>\n","      <td>-1.358354</td>\n","      <td>-1.340163</td>\n","      <td>1.773209</td>\n","      <td>0.379780</td>\n","      <td>-0.503198</td>\n","      <td>1.800499</td>\n","      <td>0.791461</td>\n","      <td>0.247676</td>\n","      <td>-1.514654</td>\n","      <td>...</td>\n","      <td>0.247998</td>\n","      <td>0.771679</td>\n","      <td>0.909412</td>\n","      <td>-0.689281</td>\n","      <td>-0.327642</td>\n","      <td>-0.139097</td>\n","      <td>-0.055353</td>\n","      <td>-0.059752</td>\n","      <td>0.014739</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>0.000006</td>\n","      <td>-0.966272</td>\n","      <td>-0.185226</td>\n","      <td>1.792993</td>\n","      <td>-0.863291</td>\n","      <td>-0.010309</td>\n","      <td>1.247203</td>\n","      <td>0.237609</td>\n","      <td>0.377436</td>\n","      <td>-1.387024</td>\n","      <td>...</td>\n","      <td>-0.108300</td>\n","      <td>0.005274</td>\n","      <td>-0.190321</td>\n","      <td>-1.175575</td>\n","      <td>0.647376</td>\n","      <td>-0.221929</td>\n","      <td>0.062723</td>\n","      <td>0.061458</td>\n","      <td>0.004807</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>0.000012</td>\n","      <td>-1.158233</td>\n","      <td>0.877737</td>\n","      <td>1.548718</td>\n","      <td>0.403034</td>\n","      <td>-0.407193</td>\n","      <td>0.095921</td>\n","      <td>0.592941</td>\n","      <td>-0.270533</td>\n","      <td>0.817739</td>\n","      <td>...</td>\n","      <td>-0.009431</td>\n","      <td>0.798278</td>\n","      <td>-0.137458</td>\n","      <td>0.141267</td>\n","      <td>-0.206010</td>\n","      <td>0.502292</td>\n","      <td>0.219422</td>\n","      <td>0.215153</td>\n","      <td>0.002724</td>\n","      <td>0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>5 rows × 31 columns</p>\n","</div>"],"text/plain":["       Time        V1        V2        V3        V4        V5        V6  \\\n","0  0.000000 -1.359807 -0.072781  2.536347  1.378155 -0.338321  0.462388   \n","1  0.000000  1.191857  0.266151  0.166480  0.448154  0.060018 -0.082361   \n","2  0.000006 -1.358354 -1.340163  1.773209  0.379780 -0.503198  1.800499   \n","3  0.000006 -0.966272 -0.185226  1.792993 -0.863291 -0.010309  1.247203   \n","4  0.000012 -1.158233  0.877737  1.548718  0.403034 -0.407193  0.095921   \n","\n","         V7        V8        V9  ...       V21       V22       V23       V24  \\\n","0  0.239599  0.098698  0.363787  ... -0.018307  0.277838 -0.110474  0.066928   \n","1 -0.078803  0.085102 -0.255425  ... -0.225775 -0.638672  0.101288 -0.339846   \n","2  0.791461  0.247676 -1.514654  ...  0.247998  0.771679  0.909412 -0.689281   \n","3  0.237609  0.377436 -1.387024  ... -0.108300  0.005274 -0.190321 -1.175575   \n","4  0.592941 -0.270533  0.817739  ... -0.009431  0.798278 -0.137458  0.141267   \n","\n","        V25       V26       V27       V28    Amount  Class  \n","0  0.128539 -0.189115  0.133558 -0.021053  0.005824      0  \n","1  0.167170  0.125895 -0.008983  0.014724  0.000105      0  \n","2 -0.327642 -0.139097 -0.055353 -0.059752  0.014739      0  \n","3  0.647376 -0.221929  0.062723  0.061458  0.004807      0  \n","4 -0.206010  0.502292  0.219422  0.215153  0.002724      0  \n","\n","[5 rows x 31 columns]"]},"execution_count":11,"metadata":{},"output_type":"execute_result"}],"source":["pd_dataframe.head()"]},{"cell_type":"markdown","id":"88fbe678","metadata":{"papermill":{"duration":0.01355,"end_time":"2023-04-04T21:39:57.156987","exception":false,"start_time":"2023-04-04T21:39:57.143437","status":"completed"},"tags":[]},"source":["## Call the create_model\n","\n","Here you can change the parameters to adapt to your model. \n","* data: your .csv, previously treated, without empty data and only numbers. \n","* target: the dependent variable. \n","* iterations: more iterations more hyperparametrers configurations will try"]},{"cell_type":"code","execution_count":12,"id":"c3a63788","metadata":{"execution":{"iopub.execute_input":"2023-04-04T21:39:57.186809Z","iopub.status.busy":"2023-04-04T21:39:57.185997Z","iopub.status.idle":"2023-04-04T23:11:12.212138Z","shell.execute_reply":"2023-04-04T23:11:12.211111Z"},"papermill":{"duration":5475.059174,"end_time":"2023-04-04T23:11:12.230156","exception":false,"start_time":"2023-04-04T21:39:57.170982","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Fitting 3 folds for each of 10 candidates, totalling 30 fits\n","[CV] END max_depth=5, min_samples_leaf=1, min_samples_split=4, n_estimators=150; total time= 1.6min\n","[CV] END max_depth=5, min_samples_leaf=1, min_samples_split=4, n_estimators=150; total time= 1.7min\n","[CV] END max_depth=5, min_samples_leaf=1, min_samples_split=4, n_estimators=150; total time= 1.6min\n","[CV] END max_depth=10, min_samples_leaf=12, min_samples_split=6, n_estimators=10; total time=  12.9s\n","[CV] END max_depth=10, min_samples_leaf=12, min_samples_split=6, n_estimators=10; total time=  13.1s\n","[CV] END max_depth=10, min_samples_leaf=12, min_samples_split=6, n_estimators=10; total time=  12.9s\n","[CV] END max_depth=5, min_samples_leaf=2, min_samples_split=4, n_estimators=100; total time= 1.1min\n","[CV] END max_depth=5, min_samples_leaf=2, min_samples_split=4, n_estimators=100; total time= 1.1min\n","[CV] END max_depth=5, min_samples_leaf=2, min_samples_split=4, n_estimators=100; total time= 1.1min\n","[CV] END max_depth=20, min_samples_leaf=1, min_samples_split=4, n_estimators=50; total time= 1.6min\n","[CV] END max_depth=20, min_samples_leaf=1, min_samples_split=4, n_estimators=50; total time= 1.6min\n","[CV] END max_depth=20, min_samples_leaf=1, min_samples_split=4, n_estimators=50; total time= 1.6min\n","[CV] END max_depth=10, min_samples_leaf=6, min_samples_split=6, n_estimators=100; total time= 2.1min\n","[CV] END max_depth=10, min_samples_leaf=6, min_samples_split=6, n_estimators=100; total time= 2.1min\n","[CV] END max_depth=10, min_samples_leaf=6, min_samples_split=6, n_estimators=100; total time= 2.1min\n","[CV] END max_depth=10, min_samples_leaf=6, min_samples_split=4, n_estimators=400; total time= 8.6min\n","[CV] END max_depth=10, min_samples_leaf=6, min_samples_split=4, n_estimators=400; total time= 8.7min\n","[CV] END max_depth=10, min_samples_leaf=6, min_samples_split=4, n_estimators=400; total time= 8.5min\n","[CV] END max_depth=20, min_samples_leaf=1, min_samples_split=4, n_estimators=120; total time= 3.6min\n","[CV] END max_depth=20, min_samples_leaf=1, min_samples_split=4, n_estimators=120; total time= 3.7min\n","[CV] END max_depth=20, min_samples_leaf=1, min_samples_split=4, n_estimators=120; total time= 3.7min\n","[CV] END max_depth=10, min_samples_leaf=12, min_samples_split=12, n_estimators=400; total time= 8.2min\n","[CV] END max_depth=10, min_samples_leaf=12, min_samples_split=12, n_estimators=400; total time= 8.2min\n","[CV] END max_depth=10, min_samples_leaf=12, min_samples_split=12, n_estimators=400; total time= 8.0min\n","[CV] END max_depth=5, min_samples_leaf=12, min_samples_split=2, n_estimators=100; total time= 1.1min\n","[CV] END max_depth=5, min_samples_leaf=12, min_samples_split=2, n_estimators=100; total time= 1.1min\n","[CV] END max_depth=5, min_samples_leaf=12, min_samples_split=2, n_estimators=100; total time= 1.1min\n","[CV] END max_depth=20, min_samples_leaf=6, min_samples_split=2, n_estimators=10; total time=  17.6s\n","[CV] END max_depth=20, min_samples_leaf=6, min_samples_split=2, n_estimators=10; total time=  16.8s\n","[CV] END max_depth=20, min_samples_leaf=6, min_samples_split=2, n_estimators=10; total time=  17.0s\n","KPIs-------------------------------------\n","Acc: 99.96%\n","precision: 95.71%\n","recall: 76.14%\n","f1score: 84.81%\n","KPIs-------------------------------------\n"]},{"data":{"text/plain":["{'n_estimators': 120,\n"," 'min_samples_split': 4,\n"," 'min_samples_leaf': 1,\n"," 'max_depth': 20}"]},"execution_count":12,"metadata":{},"output_type":"execute_result"}],"source":["#Algorithms that can be used by the create_model function. \n","CLASSIFICATION=0\n","REGRESSION=1\n","\n","#create_model returns a tupla of values, with this constants you can acces \n","#to the data inside the collection. \n","MODEL = 0\n","XTRAIN = 1 \n","XTEST =2\n","YTRAIN =3\n","YTEST =4\n","YPREDS = 5\n","\n","model = create_model(data=pd_dataframe, \n","                     target = 'Class', \n","                     iterations=10, \n","                    alg = CLASSIFICATION, \n","                    cv=3)\n","model[MODEL].best_params_"]},{"cell_type":"code","execution_count":13,"id":"8defe9aa","metadata":{"execution":{"iopub.execute_input":"2023-04-04T23:11:12.263796Z","iopub.status.busy":"2023-04-04T23:11:12.262432Z","iopub.status.idle":"2023-04-04T23:11:12.272283Z","shell.execute_reply":"2023-04-04T23:11:12.271272Z"},"papermill":{"duration":0.029244,"end_time":"2023-04-04T23:11:12.274683","exception":false,"start_time":"2023-04-04T23:11:12.245439","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["0    56874\n","1       88\n","Name: Class, dtype: int64"]},"execution_count":13,"metadata":{},"output_type":"execute_result"}],"source":["#In our test data we have 88 frauds. \n","model[YTEST].value_counts()"]},{"cell_type":"code","execution_count":14,"id":"3386d562","metadata":{"execution":{"iopub.execute_input":"2023-04-04T23:11:12.308481Z","iopub.status.busy":"2023-04-04T23:11:12.307726Z","iopub.status.idle":"2023-04-04T23:11:12.633858Z","shell.execute_reply":"2023-04-04T23:11:12.632439Z"},"papermill":{"duration":0.346458,"end_time":"2023-04-04T23:11:12.636775","exception":false,"start_time":"2023-04-04T23:11:12.290317","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 576x576 with 2 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["print_confusion_matrix(model[YTEST], model[YPREDS])"]},{"cell_type":"markdown","id":"c1b490ff","metadata":{"papermill":{"duration":0.015376,"end_time":"2023-04-04T23:11:12.668452","exception":false,"start_time":"2023-04-04T23:11:12.653076","status":"completed"},"tags":[]},"source":["As you can see in the Confusion Matrix, we are able to detect 68 of 88 frauds. It's good?.... who knows. But our system have an xxx of accuracy, really amaziong! But, how I said just at the beginning the accuracy dosn't work with imbalanced data. We can fail all the frauds detections and obtain an fantastic accuracy. \n","\n","**Use always a confusion matrix to check the results in datasets with imbalanced data**"]},{"cell_type":"code","execution_count":null,"id":"fe9254cf","metadata":{"papermill":{"duration":0.015773,"end_time":"2023-04-04T23:11:12.700138","exception":false,"start_time":"2023-04-04T23:11:12.684365","status":"completed"},"tags":[]},"outputs":[],"source":[]}],"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":"3.7.12"},"papermill":{"default_parameters":{},"duration":5497.813402,"end_time":"2023-04-04T23:11:13.852961","environment_variables":{},"exception":null,"input_path":"__notebook__.ipynb","output_path":"__notebook__.ipynb","parameters":{},"start_time":"2023-04-04T21:39:36.039559","version":"2.3.4"}},"nbformat":4,"nbformat_minor":5}