{"cells":[{"cell_type":"markdown","metadata":{"id":"r9vo3Yf30U-r"},"source":["---\n","

Credit Card Fraud Detection

\n","\n","---"]},{"cell_type":"markdown","metadata":{"id":"QF6Ikaqn0U-t"},"source":[""]},{"cell_type":"raw","metadata":{"id":"meVAlr6T0U-u"},"source":["\n","Throughout the financial sector, machine learning algorithms are being developed to detect fraudulent transactions. In this project, that is exactly what we are going to be doing as well. Using a dataset of of nearly 28,500 credit card transactions and multiple unsupervised anomaly detection algorithms, we are going to identify transactions with a high probability of being credit card fraud. In this project, we will build and deploy the following two machine learning algorithms:\n","\n","* Local Outlier Factor (LOF)\n","* Isolation Forest Algorithm\n","\n","Furthermore, using metrics suchs as precision, recall, and F1-scores, we will investigate why the classification accuracy for these algorithms can be misleading.\n","\n","In addition, we will explore the use of data visualization techniques common in data science, such as parameter histograms and correlation matrices, to gain a better understanding of the underlying distribution of data in our data set. Let's get started!"]},{"cell_type":"markdown","metadata":{"id":"2oqQhlgs0U-v"},"source":["## 1. Importing Necessary Libraries"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"Jqw0kjZv0U-w"},"outputs":[],"source":["# import the necessary packages\n","import numpy as np\n","import pandas as pd\n","import matplotlib.pyplot as plt\n","import seaborn as sns"]},{"cell_type":"markdown","metadata":{"id":"YG6BjULy0U-w"},"source":["### 2. Load The Data Set\n","In the following cells, we will import our dataset from a .csv file as a Pandas DataFrame. Furthermore, we will begin exploring the dataset to gain an understanding of the type, quantity, and distribution of data in our dataset. For this purpose, we will use Pandas' built-in describe feature, as well as parameter histograms and a correlation matrix."]},{"cell_type":"code","execution_count":null,"metadata":{"id":"G2nsgKBc0U-x","outputId":"a87715a5-37ce-44ad-f466-b211531ad54f"},"outputs":[{"name":"stdout","output_type":"stream","text":["(284807, 31)\n"," 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]\n"]}],"source":["# Load the dataset from the csv file using pandas\n","data = pd.read_csv('creditcard.csv')\n","print(data.shape)\n","print(data.head())"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"_9gG3G1B0U-y","outputId":"22dd35ef-a6ae-46e6-9421-c027d3324ac0"},"outputs":[{"name":"stdout","output_type":"stream","text":["Index(['Time', 'V1', 'V2', 'V3', 'V4', 'V5', 'V6', 'V7', 'V8', 'V9', 'V10',\n"," 'V11', 'V12', 'V13', 'V14', 'V15', 'V16', 'V17', 'V18', 'V19', 'V20',\n"," 'V21', 'V22', 'V23', 'V24', 'V25', 'V26', 'V27', 'V28', 'Amount',\n"," 'Class'],\n"," dtype='object')\n"]}],"source":["# Start exploring the dataset\n","print(data.columns)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"490ebrbW0U-y","outputId":"a23400c9-4b5c-45d1-9e17-34dc6aabb147"},"outputs":[{"data":{"text/html":["
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TimeV1V2V3V4V5V6V7V8V9...V21V22V23V24V25V26V27V28AmountClass
169876119907.0-0.611712-0.769705-0.149759-0.2248772.028577-2.0198870.292491-0.5230200.358468...-0.0752080.0455360.3807390.023440-2.220686-0.2011460.0665010.2211801.790
12746778340.0-0.8146821.3192191.3294150.027273-0.284871-0.6539850.3215520.435975-0.704298...-0.128619-0.3685650.0906600.401147-0.2610340.0806210.1624270.0594561.980
13790082382.0-0.3181931.1186180.969864-0.1270520.569563-0.5324840.706252-0.064966-0.463271...-0.305402-0.774704-0.123884-0.495687-0.0181480.1216790.2490500.0925160.890
2151331717.0-1.3282711.0183781.775426-1.574193-0.117696-0.4577330.681867-0.0316410.383872...-0.220815-0.419013-0.2391970.0099670.2328290.8141770.098797-0.00427315.980
13470080923.01.2767120.617120-0.5780140.8791730.061706-1.4720020.373692-0.287204-0.084482...-0.160161-0.430404-0.0767380.2587080.5521700.370701-0.0342550.0417090.760
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5 rows × 31 columns

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"],"text/plain":[" Time V1 V2 V3 V4 V5 V6 \\\n","169876 119907.0 -0.611712 -0.769705 -0.149759 -0.224877 2.028577 -2.019887 \n","127467 78340.0 -0.814682 1.319219 1.329415 0.027273 -0.284871 -0.653985 \n","137900 82382.0 -0.318193 1.118618 0.969864 -0.127052 0.569563 -0.532484 \n","21513 31717.0 -1.328271 1.018378 1.775426 -1.574193 -0.117696 -0.457733 \n","134700 80923.0 1.276712 0.617120 -0.578014 0.879173 0.061706 -1.472002 \n","\n"," V7 V8 V9 ... V21 V22 V23 \\\n","169876 0.292491 -0.523020 0.358468 ... -0.075208 0.045536 0.380739 \n","127467 0.321552 0.435975 -0.704298 ... -0.128619 -0.368565 0.090660 \n","137900 0.706252 -0.064966 -0.463271 ... -0.305402 -0.774704 -0.123884 \n","21513 0.681867 -0.031641 0.383872 ... -0.220815 -0.419013 -0.239197 \n","134700 0.373692 -0.287204 -0.084482 ... -0.160161 -0.430404 -0.076738 \n","\n"," V24 V25 V26 V27 V28 Amount Class \n","169876 0.023440 -2.220686 -0.201146 0.066501 0.221180 1.79 0 \n","127467 0.401147 -0.261034 0.080621 0.162427 0.059456 1.98 0 \n","137900 -0.495687 -0.018148 0.121679 0.249050 0.092516 0.89 0 \n","21513 0.009967 0.232829 0.814177 0.098797 -0.004273 15.98 0 \n","134700 0.258708 0.552170 0.370701 -0.034255 0.041709 0.76 0 \n","\n","[5 rows x 31 columns]"]},"execution_count":68,"metadata":{},"output_type":"execute_result"}],"source":["# take random rows for data\n","data = data.sample(frac=0.1, random_state = 1) # frac=0.1 means choose random float value\n","data.head()\n","# V1 - V28 are the results of a PCA Dimensionality reduction to protect user identities and sensitive features"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"yCyU6jBL0U-z","outputId":"793f86fe-fd1c-46f2-b53e-058188142211"},"outputs":[{"name":"stdout","output_type":"stream","text":["(28481, 31)\n"]}],"source":["# Print the shape of the data\n","print(data.shape)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"pd_TAwXK0U-z","outputId":"2de6ae20-4b40-4e91-e02e-d7fe6ce9fe16"},"outputs":[{"name":"stdout","output_type":"stream","text":[" Time V1 V2 V3 V4 \\\n","count 28481.000000 28481.000000 28481.000000 28481.000000 28481.000000 \n","mean 94705.035216 -0.001143 -0.018290 0.000795 0.000350 \n","std 47584.727034 1.994661 1.709050 1.522313 1.420003 \n","min 0.000000 -40.470142 -63.344698 -31.813586 -5.266509 \n","25% 53924.000000 -0.908809 -0.610322 -0.892884 -0.847370 \n","50% 84551.000000 0.031139 0.051775 0.178943 -0.017692 \n","75% 139392.000000 1.320048 0.792685 1.035197 0.737312 \n","max 172784.000000 2.411499 17.418649 4.069865 16.715537 \n","\n"," V5 V6 V7 V8 V9 \\\n","count 28481.000000 28481.000000 28481.000000 28481.000000 28481.000000 \n","mean -0.015666 0.003634 -0.008523 -0.003040 0.014536 \n","std 1.395552 1.334985 1.237249 1.204102 1.098006 \n","min -42.147898 -19.996349 -22.291962 -33.785407 -8.739670 \n","25% -0.703986 -0.765807 -0.562033 -0.208445 -0.632488 \n","50% -0.068037 -0.269071 0.028378 0.024696 -0.037100 \n","75% 0.603574 0.398839 0.559428 0.326057 0.621093 \n","max 28.762671 22.529298 36.677268 19.587773 8.141560 \n","\n"," ... V21 V22 V23 V24 \\\n","count ... 28481.000000 28481.000000 28481.000000 28481.000000 \n","mean ... 0.004740 0.006719 -0.000494 -0.002626 \n","std ... 0.744743 0.728209 0.645945 0.603968 \n","min ... -16.640785 -10.933144 -30.269720 -2.752263 \n","25% ... -0.224842 -0.535877 -0.163047 -0.360582 \n","50% ... -0.029075 0.014337 -0.012678 0.038383 \n","75% ... 0.189068 0.533936 0.148065 0.434851 \n","max ... 22.588989 6.090514 15.626067 3.944520 \n","\n"," V25 V26 V27 V28 Amount \\\n","count 28481.000000 28481.000000 28481.000000 28481.000000 28481.000000 \n","mean -0.000917 0.004762 -0.001689 -0.004154 89.957884 \n","std 0.520679 0.488171 0.418304 0.321646 270.894630 \n","min -7.025783 -2.534330 -8.260909 -9.617915 0.000000 \n","25% -0.319611 -0.328476 -0.071712 -0.053379 5.980000 \n","50% 0.015231 -0.049750 0.000914 0.010753 22.350000 \n","75% 0.351466 0.253580 0.090329 0.076267 78.930000 \n","max 5.541598 3.118588 11.135740 15.373170 19656.530000 \n","\n"," Class \n","count 28481.000000 \n","mean 0.001720 \n","std 0.041443 \n","min 0.000000 \n","25% 0.000000 \n","50% 0.000000 \n","75% 0.000000 \n","max 1.000000 \n","\n","[8 rows x 31 columns]\n"]}],"source":["print(data.describe())"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"ZlnkosY80U-z","outputId":"ffbe0d46-ef3e-42dd-8ebc-c2abc97e9d2a"},"outputs":[{"data":{"text/plain":["Time 0\n","V1 0\n","V2 0\n","V3 0\n","V4 0\n","V5 0\n","V6 0\n","V7 0\n","V8 0\n","V9 0\n","V10 0\n","V11 0\n","V12 0\n","V13 0\n","V14 0\n","V15 0\n","V16 0\n","V17 0\n","V18 0\n","V19 0\n","V20 0\n","V21 0\n","V22 0\n","V23 0\n","V24 0\n","V25 0\n","V26 0\n","V27 0\n","V28 0\n","Amount 0\n","Class 0\n","dtype: int64"]},"execution_count":71,"metadata":{},"output_type":"execute_result"}],"source":["data.isna().sum() # no null value in any columns"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"3PnCJvg80U-0","outputId":"a10d0d75-3635-48ff-9d98-8d95a0bfcf1d"},"outputs":[{"name":"stdout","output_type":"stream","text":["\n","Int64Index: 28481 entries, 169876 to 97365\n","Data columns (total 31 columns):\n","Time 28481 non-null float64\n","V1 28481 non-null float64\n","V2 28481 non-null float64\n","V3 28481 non-null float64\n","V4 28481 non-null float64\n","V5 28481 non-null float64\n","V6 28481 non-null float64\n","V7 28481 non-null float64\n","V8 28481 non-null float64\n","V9 28481 non-null float64\n","V10 28481 non-null float64\n","V11 28481 non-null float64\n","V12 28481 non-null float64\n","V13 28481 non-null float64\n","V14 28481 non-null float64\n","V15 28481 non-null float64\n","V16 28481 non-null float64\n","V17 28481 non-null float64\n","V18 28481 non-null float64\n","V19 28481 non-null float64\n","V20 28481 non-null float64\n","V21 28481 non-null float64\n","V22 28481 non-null float64\n","V23 28481 non-null float64\n","V24 28481 non-null float64\n","V25 28481 non-null float64\n","V26 28481 non-null float64\n","V27 28481 non-null float64\n","V28 28481 non-null float64\n","Amount 28481 non-null float64\n","Class 28481 non-null int64\n","dtypes: float64(30), int64(1)\n","memory usage: 7.0 MB\n"]}],"source":["data.info() # No null value so we start plotting"]},{"cell_type":"markdown","metadata":{"id":"r-UyEji30U-0"},"source":["## Data Visualization"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"IiKHHVUX0U-0","outputId":"9394a035-8fe4-4a68-81db-23a6454d078b"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["# Plot histograms of each parameter\n","data.hist(figsize = (20, 20))\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"ETQzjbO20U-0","outputId":"ebd18ba6-8652-4ae9-8b39-86bbe40472cb"},"outputs":[{"name":"stdout","output_type":"stream","text":["0.0017234102419808666\n","Fraud Cases : 49\n","Valid Transactions: 28432\n"]}],"source":["# Determine number of fraud cases in dataset\n","\n","Fraud = data[data['Class'] == 1]\n","Valid = data[data['Class'] == 0]\n","\n","outlier_fraction = len(Fraud)/float(len(Valid))\n","print(outlier_fraction)\n","\n","print('Fraud Cases : {}'.format(len(data[data['Class'] == 1])))\n","print('Valid Transactions: {}'.format(len(data[data['Class'] == 0])))\n","\n"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"-DSDSMmq0U-1","outputId":"cc57ee8a-3a9a-438a-b267-fe5f087572fb"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["## Correlation matrix\n","corrmat=data.corr()\n","fig=plt.figure(figsize=(36,25))\n","\n","sns.heatmap(corrmat, vmax = .8, square = True,annot=True,cmap=\"coolwarm\",linewidth=2)\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"gPPgH9v60U-1"},"source":["# Data processing"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"nOdt1yz40U-1","outputId":"a30ff8bc-b7d2-4c97-8760-0bdaa856e0e2"},"outputs":[{"name":"stdout","output_type":"stream","text":["shape of data (28481, 31)\n","\n","X shape : (28481, 30)\n","Y shape : (28481,)\n"]}],"source":["# Get all the columns from the dataFrame\n","columns = data.columns.tolist()\n","# print(columns)\n","print(\"shape of data\",data.shape)\n","print()\n","# Filter the columns to remove data we do not want\n","columns = [c for c in columns if c not in [\"Class\"]] # remove class columns bcoz we want to target with Class so\n","# print(columns)\n","\n","# Store the variable we'll be predicting on\n","target = \"Class\"\n","\n","X = data[columns] # all the columns data there except class\n","Y = data[target] # only Class columns data there\n","\n","# Print shapes\n","print(\"X shape : \",X.shape)\n","print(\"Y shape : \",Y.shape)"]},{"cell_type":"markdown","metadata":{"id":"pNrrVOQ-0U-1"},"source":["## Split data into Train n test datset"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"QM4VwqKy0U-2"},"outputs":[],"source":["# split data into 80% train and 20% test data\n","from sklearn.model_selection import train_test_split\n","X_train,X_test,y_train,y_test=train_test_split(X,Y,test_size=0.2,random_state=1) #0.2 means 20% test n 80% train data"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"HIh6ha_s0U-2","outputId":"77dd7c0a-e30d-4efe-b73f-89a50a252cf7"},"outputs":[{"name":"stdout","output_type":"stream","text":["(22784, 30)\n","(5697, 30)\n","(22784,)\n","(5697,)\n"]}],"source":["print(X_train.shape)\n","print(X_test.shape)\n","print(y_train.shape)\n","print(y_test.shape)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"U3jVNOXO0U-2","outputId":"26cc08bd-6734-480e-e83b-baa1f3ab497a"},"outputs":[{"data":{"text/html":["
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5 rows × 30 columns

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"],"text/plain":[" Time V1 V2 V3 V4 V5 V6 \\\n","20637 31172.0 1.081380 -0.808354 -0.075382 -2.219655 -0.696680 -0.523893 \n","215628 140152.0 -0.219573 0.364497 0.650628 -0.245234 0.657173 0.824911 \n","272210 164968.0 2.050245 -0.346468 -2.571895 -1.156155 1.369042 0.625456 \n","224227 143702.0 -6.122199 4.091185 -3.495669 -0.304348 -2.637439 -0.855252 \n","86493 61258.0 -1.933338 1.883129 -0.736065 -0.742869 -0.603784 0.184637 \n","\n"," V7 V8 V9 ... V20 V21 V22 \\\n","20637 -0.261545 0.000618 1.679131 ... 0.095880 0.308749 0.889073 \n","215628 0.700127 0.198098 0.563869 ... 0.005662 -0.079944 -0.001599 \n","272210 0.196785 0.141313 0.278761 ... -0.293740 0.134582 0.507608 \n","224227 -2.441024 3.913505 -0.701046 ... -1.026459 0.046612 -0.948586 \n","86493 0.961916 0.876091 -1.204311 ... -0.593771 -0.202868 -0.906577 \n","\n"," V23 V24 V25 V26 V27 V28 Amount \n","20637 -0.305266 -0.237899 0.703002 -0.597632 0.067376 0.023303 99.99 \n","215628 0.397672 -1.145711 -1.432307 -0.656639 0.137209 0.040315 85.06 \n","272210 0.078827 -0.878924 0.008064 1.063248 -0.107996 -0.111011 3.02 \n","224227 0.155294 0.550086 1.064556 -0.396596 -1.615856 -0.431825 30.19 \n","86493 -0.009884 -0.902972 -0.149118 0.011736 -0.569260 -0.176868 194.85 \n","\n","[5 rows x 30 columns]"]},"execution_count":79,"metadata":{},"output_type":"execute_result"}],"source":["X_train.head()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"e5J-Y69N0U-2","outputId":"859c0b11-bc1d-4a1a-923b-5d2c0624bc45"},"outputs":[{"data":{"text/html":["
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TimeV1V2V3V4V5V6V7V8V9...V20V21V22V23V24V25V26V27V28Amount
231988147004.0-0.472661-1.430584-0.116832-2.5289590.9750271.077347-0.4369590.426111-2.597479...-0.020614-0.074423-0.1275880.561987-0.803431-1.137093-0.4083300.2087160.218764100.00
223080143238.0-0.2986870.932025-0.460979-0.9228860.321475-1.4226440.7731470.1703590.025994...-0.4919930.4548231.210077-0.065351-0.020786-0.816140-0.4069270.1126480.1873845.34
35943073.01.188739-0.110925-0.247423-0.056450-0.230669-0.8847350.252123-0.107019-0.128072...-0.053187-0.339530-1.2480460.070858-0.0037540.1487660.706722-0.132117-0.00813458.92
14774588926.00.0809750.866882-0.367443-0.6205090.801360-0.5308500.7677270.137662-0.093225...-0.070243-0.291797-0.7981810.1281680.560247-0.5316330.0972310.2113350.0718505.49
11088272013.0-0.5231680.5040642.3271591.033996-0.2562160.9200080.1230600.4528470.348782...-0.110084-0.211943-0.1845780.0538970.224449-0.507835-0.6539840.2324710.16289420.00
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5 rows × 30 columns

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"],"text/plain":[" Time V1 V2 V3 V4 V5 V6 \\\n","231988 147004.0 -0.472661 -1.430584 -0.116832 -2.528959 0.975027 1.077347 \n","223080 143238.0 -0.298687 0.932025 -0.460979 -0.922886 0.321475 -1.422644 \n","3594 3073.0 1.188739 -0.110925 -0.247423 -0.056450 -0.230669 -0.884735 \n","147745 88926.0 0.080975 0.866882 -0.367443 -0.620509 0.801360 -0.530850 \n","110882 72013.0 -0.523168 0.504064 2.327159 1.033996 -0.256216 0.920008 \n","\n"," V7 V8 V9 ... V20 V21 V22 \\\n","231988 -0.436959 0.426111 -2.597479 ... -0.020614 -0.074423 -0.127588 \n","223080 0.773147 0.170359 0.025994 ... -0.491993 0.454823 1.210077 \n","3594 0.252123 -0.107019 -0.128072 ... -0.053187 -0.339530 -1.248046 \n","147745 0.767727 0.137662 -0.093225 ... -0.070243 -0.291797 -0.798181 \n","110882 0.123060 0.452847 0.348782 ... -0.110084 -0.211943 -0.184578 \n","\n"," V23 V24 V25 V26 V27 V28 Amount \n","231988 0.561987 -0.803431 -1.137093 -0.408330 0.208716 0.218764 100.00 \n","223080 -0.065351 -0.020786 -0.816140 -0.406927 0.112648 0.187384 5.34 \n","3594 0.070858 -0.003754 0.148766 0.706722 -0.132117 -0.008134 58.92 \n","147745 0.128168 0.560247 -0.531633 0.097231 0.211335 0.071850 5.49 \n","110882 0.053897 0.224449 -0.507835 -0.653984 0.232471 0.162894 20.00 \n","\n","[5 rows x 30 columns]"]},"execution_count":80,"metadata":{},"output_type":"execute_result"}],"source":["X_test.head()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"Dc5MXGlN0U-2","outputId":"e251b4be-ceb0-433a-8513-0183082228f9"},"outputs":[{"data":{"text/plain":["20637 0\n","215628 0\n","272210 0\n","224227 0\n","86493 0\n","Name: Class, dtype: int64"]},"execution_count":81,"metadata":{},"output_type":"execute_result"}],"source":["y_train.head()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"77QSUry80U-3","outputId":"32d1c642-e294-446d-c45c-beddc3fe518f"},"outputs":[{"data":{"text/plain":["231988 0\n","223080 0\n","3594 0\n","147745 0\n","110882 0\n","Name: Class, dtype: int64"]},"execution_count":82,"metadata":{},"output_type":"execute_result"}],"source":["y_test.head()"]},{"cell_type":"markdown","metadata":{"id":"KyCGTlv00U-3"},"source":["### Feature Scaling\n","#### Converting different units and magnitude data in one unit."]},{"cell_type":"code","execution_count":null,"metadata":{"id":"UNYFUrar0U-3","outputId":"727517da-9a1e-40c9-e7c0-50f412fcf253"},"outputs":[{"data":{"text/plain":["dtype('float64')"]},"execution_count":83,"metadata":{},"output_type":"execute_result"}],"source":["from sklearn.preprocessing import StandardScaler\n","sc=StandardScaler()\n","X_train_sc=sc.fit_transform(X_train) # convert all data into float data type\n","X_test_sc=sc.transform(X_test)\n","X_test_sc.dtype"]},{"cell_type":"markdown","metadata":{"id":"gd4t8Ifu0U-3"},"source":["# Machine Learning Model Building"]},{"cell_type":"markdown","metadata":{"id":"fWp3RivO0U-3"},"source":["#### We have clean data to build the Ml model. But which Machine learning algorithm is best for the data we have to find. The output is a categorical format so we will use supervised classification machine learning algorithms.\n","\n","#### To build the best model, we have to train and test the dataset with multiple Machine Learning algorithms then we can find the best ML model."]},{"cell_type":"markdown","metadata":{"id":"cfqoBtm_0U-3"},"source":["#### import packages"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"WUtwHIgx0U-3"},"outputs":[],"source":["from sklearn.metrics import confusion_matrix, classification_report, accuracy_score"]},{"cell_type":"markdown","metadata":{"id":"LXfAnoOc0U-4"},"source":["## 1. Support vector Classifier"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"C-hWPhJE0U-4","outputId":"52561b5a-81fe-4ff6-a56b-67f1666bc1ad"},"outputs":[{"data":{"text/plain":["0.9989468141126909"]},"execution_count":116,"metadata":{},"output_type":"execute_result"}],"source":["from sklearn.svm import SVC\n","svc_classifier=SVC()\n","svc_classifier.fit(X_train,y_train)\n","y_pred_svc=svc_classifier.predict(X_test)\n","accuracy_score(y_test,y_pred_svc)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"qB7VrrDO0U-4","outputId":"b3bbd429-697e-4d21-8f5a-3c719849d3c5"},"outputs":[{"data":{"text/plain":["0.9991223450939091"]},"execution_count":86,"metadata":{},"output_type":"execute_result"}],"source":["# Trained With Standard Sclaer data\n","svc_clf_sc=SVC()\n","svc_clf_sc.fit(X_train_sc,y_train)\n","y_pred_svc_sc=svc_clf_sc.predict(X_test_sc)\n","accuracy_score(y_test,y_pred_svc_sc)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"phpRhm2Y0U-4"},"outputs":[],"source":[]},{"cell_type":"markdown","metadata":{"id":"oYJ8YFJ40U-4"},"source":["## 2. Logistic Regression"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"70pYa4yr0U-4","outputId":"6934fa6b-e2ef-484c-d33e-9a80b690d836"},"outputs":[{"name":"stderr","output_type":"stream","text":["C:\\Users\\patid\\AppData\\Roaming\\Python\\Python36\\site-packages\\sklearn\\linear_model\\_logistic.py:939: ConvergenceWarning: lbfgs failed to converge (status=1):\n","STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n","\n","Increase the number of iterations (max_iter) or scale the data as shown in:\n"," https://scikit-learn.org/stable/modules/preprocessing.html.\n","Please also refer to the documentation for alternative solver options:\n"," https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n"," extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n"]},{"data":{"text/plain":["0.9992978760751272"]},"execution_count":120,"metadata":{},"output_type":"execute_result"}],"source":["from sklearn.linear_model import LogisticRegression\n","lr_clf=LogisticRegression(random_state=1,penalty=\"l2\")\n","lr_clf.fit(X_train,y_train)\n","y_pred_lr=lr_clf.predict(X_test)\n","accuracy_score(y_test,y_pred_lr)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"1a9w5UvX0U-9","outputId":"816de013-9b23-48c9-a9c5-3a47f8c832b7"},"outputs":[{"data":{"text/plain":["0.9989468141126909"]},"execution_count":88,"metadata":{},"output_type":"execute_result"}],"source":["## trained with Standard Scalar data\n","lr_clf_sc=LogisticRegression(random_state=1,penalty=\"l2\")\n","lr_clf_sc.fit(X_train_sc,y_train)\n","y_pred_lr_sc=lr_clf_sc.predict(X_test_sc)\n","accuracy_score(y_test,y_pred_lr_sc)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"DzPQB1sw0U-9"},"outputs":[],"source":[]},{"cell_type":"markdown","metadata":{"id":"awiQFVIq0U--"},"source":["## 3. K-Nearest Neighbors Classifier"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"EpwKCTh80U--","outputId":"32780acc-79ea-45e8-9b84-2fa0c6e6203e"},"outputs":[{"data":{"text/plain":["0.9989468141126909"]},"execution_count":89,"metadata":{},"output_type":"execute_result"}],"source":["# K-Nearest Neighbour Classifier\n","from sklearn.neighbors import KNeighborsClassifier\n","knn_clf=KNeighborsClassifier(n_neighbors=3,metric=\"minkowski\",p=1)\n","knn_clf.fit(X_train,y_train)\n","y_pred_knn=knn_clf.predict(X_test)\n","accuracy_score(y_test,y_pred_knn)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"8bHuE3Ug0U--","outputId":"a52e8f0a-e057-47ad-d239-043f4f75ea6f"},"outputs":[{"data":{"text/plain":["0.9996489380375636"]},"execution_count":90,"metadata":{},"output_type":"execute_result"}],"source":["# Train with Standard scalar data\n","knn_clf_sc=KNeighborsClassifier(n_neighbors=3,metric=\"minkowski\",p=1)\n","knn_clf_sc.fit(X_train_sc,y_train)\n","y_pred_knn_sc=knn_clf_sc.predict(X_test_sc)\n","accuracy_score(y_test,y_pred_knn_sc)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"L1cEhx8T0U--"},"outputs":[],"source":[]},{"cell_type":"markdown","metadata":{"id":"-WaITyUL0U--"},"source":["## 4. Naive bayes Classifier"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"cTOaqOnt0U-_","outputId":"33be1cbd-da78-4a5f-ef2e-a32d68c50354"},"outputs":[{"data":{"text/plain":["0.9903457960329998"]},"execution_count":91,"metadata":{},"output_type":"execute_result"}],"source":["# Naive Bayes Classifier\n","from sklearn.naive_bayes import GaussianNB\n","nb_clf=GaussianNB()\n","nb_clf.fit(X_train,y_train)\n","y_pred_nb=nb_clf.predict(X_test)\n","accuracy_score(y_test,y_pred_nb)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"L67w10tv0U-_","outputId":"0a95a1ed-761a-4196-bc57-b376940d5708"},"outputs":[{"data":{"text/plain":["0.9733192908548359"]},"execution_count":92,"metadata":{},"output_type":"execute_result"}],"source":["# train with Standard Scalar\n","nb_clf_sc=GaussianNB()\n","nb_clf_sc.fit(X_train_sc,y_train)\n","y_pred_nb_sc=nb_clf_sc.predict(X_test_sc)\n","accuracy_score(y_test,y_pred_nb_sc)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"l4gFYV9R0U-_"},"outputs":[],"source":[]},{"cell_type":"markdown","metadata":{"id":"FEEgV0IT0U-_"},"source":["## 5. Decision Tree Classifier"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"S1guN_Q40U-_","outputId":"1118f557-1878-4ada-c359-0a024be302fe"},"outputs":[{"data":{"text/plain":["0.9994734070563455"]},"execution_count":93,"metadata":{},"output_type":"execute_result"}],"source":["# Decision tree Classifier\n","from sklearn.tree import DecisionTreeClassifier\n","dt_clf=DecisionTreeClassifier(criterion=\"entropy\",random_state=5)\n","dt_clf.fit(X_train,y_train)\n","y_pred_dt=dt_clf.predict(X_test)\n","accuracy_score(y_test,y_pred_dt)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"qNjAIGVj0U-_","outputId":"e8e834c7-8a90-4da1-ad51-2fb68ac0c7fd"},"outputs":[{"data":{"text/plain":["0.9994734070563455"]},"execution_count":94,"metadata":{},"output_type":"execute_result"}],"source":["# train with Standard Scalar\n","dt_clf_sc=DecisionTreeClassifier(criterion=\"entropy\",random_state=5)\n","dt_clf_sc.fit(X_train_sc,y_train)\n","y_pred_dt_sc=dt_clf_sc.predict(X_test_sc)\n","accuracy_score(y_test,y_pred_dt_sc)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"Gr8v5nqZ0U_A"},"outputs":[],"source":[]},{"cell_type":"markdown","metadata":{"id":"1fY3UiMf0U_A"},"source":["## 6. Random Forest Classifier"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"PDqG9bdu0U_A","outputId":"459b5a51-eb75-470b-95e7-3b08d9e09b31"},"outputs":[{"data":{"text/plain":["0.9996489380375636"]},"execution_count":95,"metadata":{},"output_type":"execute_result"}],"source":["# Random forest classifier\n","from sklearn.ensemble import RandomForestClassifier\n","rf_clf=RandomForestClassifier(n_estimators=20,criterion=\"entropy\",random_state=5)\n","rf_clf.fit(X_train,y_train)\n","y_pred_rf=rf_clf.predict(X_test)\n","accuracy_score(y_test,y_pred_rf)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"pVdRhGya0U_A","outputId":"e2fa409d-6e84-4055-a5ec-dedc03b48c69"},"outputs":[{"data":{"text/plain":["0.9996489380375636"]},"execution_count":96,"metadata":{},"output_type":"execute_result"}],"source":["# train with standard Scalar\n","rf_clf_sc=RandomForestClassifier(n_estimators=20,criterion=\"entropy\",random_state=5)\n","rf_clf_sc.fit(X_train_sc,y_train)\n","y_pred_rf_sc=rf_clf_sc.predict(X_test_sc)\n","accuracy_score(y_test,y_pred_rf_sc)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"FicadYsK0U_A"},"outputs":[],"source":[]},{"cell_type":"markdown","metadata":{"id":"CMDX16h70U_A"},"source":["## 7. AdaBoost Classifier"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"NIHCVKja0U_A","outputId":"4973bf0d-cad4-4989-e302-7de94ab2e3c4"},"outputs":[{"data":{"text/plain":["0.9994734070563455"]},"execution_count":97,"metadata":{},"output_type":"execute_result"}],"source":["# Adaboost classifier\n","from sklearn.ensemble import AdaBoostClassifier\n","abd_clf=AdaBoostClassifier(DecisionTreeClassifier(criterion=\"entropy\",random_state=20),\n"," n_estimators=200,\n"," learning_rate=0.1,\n"," algorithm=\"SAMME.R\",\n"," random_state=1, )\n","\n","abd_clf.fit(X_train,y_train)\n","y_pred_abd=abd_clf.predict(X_test)\n","accuracy_score(y_test,y_pred_abd)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"NhbvSoY70U_B","outputId":"fa317a1a-19f8-442c-efee-284024adf7a6"},"outputs":[{"data":{"text/plain":["0.9994734070563455"]},"execution_count":98,"metadata":{},"output_type":"execute_result"}],"source":["# Train with Standard Scalar\n","abd_clf_sc=AdaBoostClassifier(DecisionTreeClassifier(criterion=\"entropy\",random_state=20),\n"," n_estimators=200,\n"," learning_rate=0.1,\n"," algorithm=\"SAMME.R\",\n"," random_state=1,)\n","abd_clf_sc.fit(X_train_sc,y_train)\n","y_pred_abd_sc=abd_clf_sc.predict(X_test_sc)\n","accuracy_score(y_test,y_pred_abd_sc)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"BckLIOSS0U_B"},"outputs":[],"source":[]},{"cell_type":"markdown","metadata":{"id":"EqMvL-dl0U_B"},"source":["## 8. XGBoost Classifier"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"45lZ_o7f0U_B","outputId":"a78196d5-16c3-49f7-89c0-fb72748369be"},"outputs":[{"data":{"text/plain":["0.9996489380375636"]},"execution_count":99,"metadata":{},"output_type":"execute_result"}],"source":["from xgboost import XGBClassifier\n","xgb_clf=XGBClassifier()\n","xgb_clf.fit(X_train,y_train)\n","y_pred_xgb=xgb_clf.predict(X_test)\n","accuracy_score(y_test,y_pred_xgb)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"Brb8KzpE0U_B","outputId":"81c938a6-b5c2-4f6f-c513-8182a4b78d22"},"outputs":[{"data":{"text/plain":["0.9996489380375636"]},"execution_count":100,"metadata":{},"output_type":"execute_result"}],"source":["# Train with Standard Scalar\n","xgb_clf_sc=XGBClassifier()\n","xgb_clf_sc.fit(X_train_sc,y_train)\n","y_pred_xgb_sc=xgb_clf_sc.predict(X_test_sc)\n","accuracy_score(y_test,y_pred_xgb_sc)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"bpVIlqlM0U_B"},"outputs":[],"source":[]},{"cell_type":"markdown","metadata":{"id":"DhFt2Ggp0U_B"},"source":["## XGBoost Parameter Tuning Ramdomized Search"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"YsDY7WLz0U_B"},"outputs":[],"source":["# XGBoost classifier most required parameters\n","params={\n"," \"learning_rate\" : [0.05, 0.10, 0.15, 0.20, 0.25, 0.30 ] ,\n"," \"max_depth\" : [ 3, 4, 5, 6, 8, 10, 12, 15],\n"," \"min_child_weight\" : [ 1, 3, 5, 7 ],\n"," \"gamma\" : [ 0.0, 0.1, 0.2 , 0.3, 0.4 ],\n"," \"colsample_bytree\" : [ 0.3, 0.4, 0.5 , 0.7 ]\n","}"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"z8Wh9LVk0U_B","outputId":"5d589f15-177a-4b2e-84c1-8cf68c8b0e1d"},"outputs":[{"name":"stdout","output_type":"stream","text":["Fitting 5 folds for each of 10 candidates, totalling 50 fits\n"]},{"name":"stderr","output_type":"stream","text":["[Parallel(n_jobs=-1)]: Using backend LokyBackend with 4 concurrent workers.\n","[Parallel(n_jobs=-1)]: Done 24 tasks | elapsed: 1.5min\n","[Parallel(n_jobs=-1)]: Done 50 out of 50 | elapsed: 2.9min finished\n"]},{"data":{"text/plain":["RandomizedSearchCV(cv=None, error_score=nan,\n"," estimator=XGBClassifier(base_score=0.5, booster='gbtree',\n"," colsample_bylevel=1,\n"," colsample_bynode=1,\n"," colsample_bytree=1, gamma=0,\n"," learning_rate=0.1, max_delta_step=0,\n"," max_depth=3, min_child_weight=1,\n"," missing=None, n_estimators=100,\n"," n_jobs=1, nthread=None,\n"," objective='binary:logistic',\n"," random_state=0, reg_alpha=0,\n"," reg_lambda=1...\n"," verbosity=1),\n"," iid='deprecated', n_iter=10, n_jobs=-1,\n"," param_distributions={'colsample_bytree': [0.3, 0.4, 0.5,\n"," 0.7],\n"," 'gamma': [0.0, 0.1, 0.2, 0.3, 0.4],\n"," 'learning_rate': [0.05, 0.1, 0.15, 0.2,\n"," 0.25, 0.3],\n"," 'max_depth': [3, 4, 5, 6, 8, 10, 12,\n"," 15],\n"," 'min_child_weight': [1, 3, 5, 7]},\n"," pre_dispatch='2*n_jobs', random_state=None, refit=True,\n"," return_train_score=False, scoring='roc_auc', verbose=3)"]},"execution_count":102,"metadata":{},"output_type":"execute_result"}],"source":["# Randomized Search\n","from sklearn.model_selection import RandomizedSearchCV\n","random_search=RandomizedSearchCV(xgb_clf,param_distributions=params,scoring='roc_auc', n_jobs=-1,verbose=3)\n","random_search.fit(X_train,y_train)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"QdIGBYHu0U_C"},"outputs":[],"source":[]},{"cell_type":"code","execution_count":null,"metadata":{"id":"ZBQ2tZnp0U_C","outputId":"1e60737b-f392-42f6-faac-4396e9282259"},"outputs":[{"data":{"text/plain":["{'min_child_weight': 7,\n"," 'max_depth': 6,\n"," 'learning_rate': 0.2,\n"," 'gamma': 0.1,\n"," 'colsample_bytree': 0.5}"]},"execution_count":103,"metadata":{},"output_type":"execute_result"}],"source":["random_search.best_params_"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"JIPsWKZd0U_C","outputId":"e9f531dc-94d1-4637-a29d-abc566909742"},"outputs":[{"data":{"text/plain":["XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n"," colsample_bynode=1, colsample_bytree=0.5, gamma=0.1,\n"," learning_rate=0.2, max_delta_step=0, max_depth=6,\n"," min_child_weight=7, missing=None, n_estimators=100, n_jobs=1,\n"," nthread=None, objective='binary:logistic', random_state=0,\n"," reg_alpha=0, reg_lambda=1, scale_pos_weight=1, seed=None,\n"," silent=None, subsample=1, verbosity=1)"]},"execution_count":104,"metadata":{},"output_type":"execute_result"}],"source":["random_search.best_estimator_"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"gf1aW_LT0U_C"},"outputs":[],"source":[]},{"cell_type":"code","execution_count":null,"metadata":{"id":"BiMZDuCJ0U_C","outputId":"bcfe9e37-07fa-4cba-cee7-6449053e3f48"},"outputs":[{"data":{"text/plain":["0.9996489380375636"]},"execution_count":105,"metadata":{},"output_type":"execute_result"}],"source":["# Training XGBoost Classifier with best parameters\n","xgb_classifier_pt = XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n"," colsample_bynode=1, colsample_bytree=0.4, gamma=0.2,\n"," learning_rate=0.1, max_delta_step=0, max_depth=15,\n"," min_child_weight=1, missing=None, n_estimators=100, n_jobs=1,\n"," nthread=None, objective='binary:logistic', random_state=0,\n"," reg_alpha=0, reg_lambda=1, scale_pos_weight=1, seed=None,\n"," silent=None, subsample=1, verbosity=1)\n","\n","xgb_classifier_pt.fit(X_train,y_train)\n","y_pred_xgb_pt=xgb_classifier_pt.predict(X_test)\n","accuracy_score(y_test,y_pred_xgb_pt)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"nInTH2hF0U_C"},"outputs":[],"source":[]},{"cell_type":"markdown","metadata":{"id":"wdfcj97d0U_C"},"source":["## Confusion Matrix"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"xBw90MmS0U_C","outputId":"15911a65-c1d8-4020-f416-e34c11029d6a"},"outputs":[{"data":{"text/plain":["array([[5690, 1],\n"," [ 1, 5]], dtype=int64)"]},"execution_count":106,"metadata":{},"output_type":"execute_result"}],"source":["cm=confusion_matrix(y_test,y_pred_xgb_pt)\n","cm"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"9Z42Nsao0U_C","outputId":"63039abb-ccca-4a25-ca77-10d7e9231b40"},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAWcAAAENCAYAAADT16SxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8li6FKAAAfNUlEQVR4nO3df5xVVb3/8ddnhuFHGgImOPwwqTBFyx8gkj8Sw4LSxO/t2kVLqexiXn34o/qW3iz1FuWtrt+ulT4elArWNUKlRMiUi5qZPwh/pYg/EAadQFAERFMcZj7fP9Ya3Z4558yZYZizZvN+Ph77cc6svfZea5+zz+ess9bae8zdERGRtNRUuwIiItKWgrOISIIUnEVEEqTgLCKSIAVnEZEEKTiLiCSo08HZzPY2MzezWV1YH9nBzKy/mV1hZg1mti2+hwdVu14dZWafMLN7zWxjPIbfd0OZs2JZe+/osnYWZnZJfE0nVLsuqelV7Qp0tfhlMQ0Y6e4N1a1Nkn4InAEsAH4FNAMvVLVGHRSD483AJuBa4BXgySpWaadlZncBR7u7VbsueZO74CztOh542t0/Xe2KbIdjgb7A19z9+m4s90LgMuDv3Vhm3v0MmAM8V+2KpEbBeeczFLi72pXYTkPj45ruLNTd1wJru7PMvHP3l4CXql2PJLl7pxZgb8CBWfH5HMKL/AawFDi+zLYnA3cCG2P+5cBFQJ8ieU8Efg08DbwGvAo8CJwD1BTk9RJLQybPXTGtDvgO8Gysw5PAv2byfQV4DHgdaAQuLSwv5vsCcBOwMuZ9BfgL8PkSx95afh/ge8AqYGusx8VA7w6+D/XAz4EG4E3gRWAeMKZEuYXLXRWWMxy4Angmvl4vA0uAbxfJOya+Juvjsa0GrgTqi+SdFeuxN6G75bG4/3XATGC3TN4JZd7jCTFPQ/b9LijrkmzeTPpRwC3xfd5K6Oa5H7i4VF2L7PuzhC+9zfE8eIzQ0i52TjfE5V3Ajwitxq3ACuCbgHXg/W99X7v1fObtz3/ZcypzrP2By+PzJuCSUu8J4Txz4L+K1O/0uG5RsfrnaemKlvN7CR/SlYQ+zEHAvwA3m9mx7n5nNrOZXQ18iXCCzCP0G44HvgtMNLOPu/u2zCaXAS3AA4Sfk7sBHwP+GzgUODWT91JCMD8wrt8U0zfR1hzgMOAPhJPln4GZZtYEfJjQb70AWAycQDjx/wH8Z8F+rgKeIHww1wK7A58CfmVmH3T3b5d43ebG+t8Yy59COFHHmtkJHs/EcsxsJHAPoSV5B/AbYARwEnCcmX3G3RfE7LMIH+SLCcFyVkxvqKCcscBthPf2bsL79i5gdKzzdzN5jyd8uC0e22pCsD4TmGJmR3jxsYAfApMIQfJ24BjgX4EPEN7v1rpeSgjSRwOzM/Vv9zhKHNtkYCEhCM0nnGODgP2Af4vltbeP7xMC8UvA9YQGxCeB7wOT4jndVLBZHeE4hwK3AtsI5+5lhC6bdsst0N3n86ZYxy8QYkC2vg0F++xNOD8HxWN+hdAoKeXrwOHA+WZ2h7svBDCz0YTAvY7wZdFS7gXp8Tob1XnnN2dhC2NSTP9DkW9lJ3y4+xWsuySuO7cg/f1Fyq4hfDAdOKxg3SxKtG4KWhp/BQZk0t9HaHluJJw4wzLrBhA+eC8CvSqoX2/Ch6Apu5+C8p8GBmbS+wL3xXWnVvge3Bbzf6sg/XDCh30DsGvBuopby5ljWRW3O6XI+hGZ57vG16kZOKog3zfjPm4v8X49B+yVSe9FCBAOjCtxrkwoUp8GOtByJnyROHBgkfzvae/cAj6Sqf+eBfW/Ja779yJ1dEIg7ZdJH0wIepuAugrfnyTO5zL1az3W/wV2qeQ9iekfIATxF4FhQD/g8XhuHVvp+duTl85v+HZwbgBqi6xfDbxUkPZwfIMHFMlfG0+YJRWWf0gs/zsF6W0+QCVO5olF1t0R132pyLpr47r3Vli/f4r5TytRfpsAzNs/2++sYP/DY97VxT7IhF8xxcrvaHD+TNzm5gryfi7mvb7Iul68HeSzQbj1/fpykW2+GNedXZBe9AMd1zXQueC8TwXH1+bcAn4R06YXyb9PDCYri9TRgQ8U2aa10XFAhe9PEudzme1aj7XNl18F7+XUuO5PwDXx+fcqPXd7+tIV3RqPuHtzkfTnCa0KAMzsXYTuhpeA88yKzrzZSvg5SWa73YH/S/hp9T5gl4JthnWy3kuLpLUOMD1YZF3rCP1wQkBsrd9ehFbhRGAvwjd8JfX7U5G0PxNavAeX2CarNc+fve1PZggfzM/HfNdVsL9SxsfHWyvIe0im7Hdw921mdjfhS/1g2o7OF3s/no+PAysou7P+hxB4HjCz3xLGQv7i7o0Vbl/umJ82s0ZgpJkNcPds99pmd19RZH+dPeZqn8/lvAH8raMbufscM5sIfBn4KKEL7+JOlN8jdUVwLtafCyHIZC9yGUjoh9yDCl9gMxtA+Lk2ktCvfR1hIGob4afZuYSBtQ5z980l6gxhUKfUurpM/d4X6zWQEFhvj9s2E4LQtDL1W1ekTs1mtoHw87Y9u8XHUrMHWtMHVLCvclq3r2T62PbUqdh51Pqa11ZQdqe4+7zYT/41wljIGQBm9iBwobsvamcXlRzzXjFf9hjLfW6gg8ecwPlcznqPTeFOuJEQnAF+WqIhmEvdOZWu9QR52N0PKZvzbV8mBOZL3f2S7Aoz+wghOFfTVwkDJl9091nZFWZ2MuFkLmUIBa1HM6uN+3ulgrJbX889S6yvL8jXWa1BpJIWU3fVqZwWQh9pMUW/qDwMOC00s10Ig2rHEwYwF5jZwe7+RJnyssf8bJH13XHMXWV7zudyOhWYzew9wNWEgUuAn5jZne7+Yifr0aN027013P1VYBmwv5kNqnCzD8THm4qsO7rENq3frDustZXRmfqVW38U4Qvz4QrKbs1zpJkV+5I9Jj4+VMG+yrk/Pn6yA3WaULgi1vHILqpTORuBIWZWV2Td2HIbuvtr7n6Hu3+VMNOiN+0fd7lj/gCh22BVQZdGqjr9eYsNiy5jod9zFqFRcG5c6oHrrESfaN50942PLiec8NfELot3MLOBZpZtVTfExwkF+Q4mTF0qZkN83Gu7alqZhvg4IZtoZpN4+6dYKd82s7f6Fc2sL/CD+Oe17RUc+0QXEX5unldQ/mHAKYRA9bv29tWOWwjHeUJsPb2DmWVb1L8ndDudbGbjC7KeRxgz+F9335FXgy0hfMF9saCeXwCOKMxsZhPNrLBfFcIvG3i71VbKNfHxIjPbI7PfWuDHhM/Y1RXVvPoa4uOEbGI75/OO+rx9FTgOmOvuv3T3XxKmC04mjEHlXrdeIeju15jZGML80WfN7DbCT/tBhO6LjxIC01fiJtcR3oifmNkxhAsgRhF+ds4jzKcutDhu8wszu5Ew53STu/9sBxzSlYQgcIOZ3UTolz2AcALNLVG/VsuBZbGOrfOc30+Yc/urCsv/CuECgR+Z2ScIg0Kt85xbCD9Pt3T0oLLc/U0zO4nQ/3i9mZ1BaE33JQzeTiSeR+7+qpl9CbgB+JOZ3UB4f8cAnyBc3HHG9tSnAj8lvCdXxcGk5wkD0YcT5vkeX5D/v4C94z0iGgjTz8YQ5lavJgSEktz9XjP7IfAN4PH4fr5GaHEfQBjE+lFXHFg36Mz5vJhwvs0zsz8QLlxZ7e6VnsNtmNmhhIbKKmB6ZtUZhGsDZpjZ3e5+f7Htc6Oz0zzIXCFYYv1dlJhiQ/iALCBcQfYm4UO7hHDF3L4FeUcTLg5YTzjpHyR8i5csn/Ctu5ww+8MpcoVgiXrNovQVYJdQfD7m4YSR+o3AFsKH8UTenhZ3SbHXhbZXCK4kDJS2uaKsnfdhGOHCgdXxtXyJ0II9tET+Dk2ly2y3F+HDuyqWs4FwYdC3iuQ9lNBifzHmfS7WcWgHX/NSr2HR9yKz/kjCHOl/EPrvFxIuxGizHeHKvt8QvvhfjfkfB2YAe3SgrlPje7+FMDthGfAtoG+RvA108CrGMu9Ltc/nWkIX0EpCI+Md51e5Yy1WD8LA6cp43owrkn8s4fPSQJEpuXlaLB6wdBPdxUtEKqGb7YuIJEjBWUQkQQrOIiIJUp+ziEiCdvhUuoV1H1T0lzZ+MHlmtasgCbrnlqO3e6C8IzHnuKankh2YV7eGiEiC9G+qRCRXrC7ZxnCHKDiLSK7U9uuO2+rseArOIpIrNb3UchYRSY66NUREEqSWs4hIgtRyFhFJkFrOIiIJqu2dj8s3FJxFJFesRi1nEZHkWK1aziIiyampVctZRCQ56tYQEUmQBgRFRBJkNQrOIiLJUbeGiEiCNCAoIpIgtZxFRBKkPmcRkQTV1ik4i4gkR90aIiIJUreGiEiC8tJyzsdXjIhIZDVW8dLuvswazOwxM3vEzJbGtEFmtsjMnomPAzP5LzSzFWb2lJlNyqSPiftZYWZXmFm7hSs4i0iu1PSqrXip0DHufpC7j41/XwAsdvdRwOL4N2Y2GpgK7A9MBq40s9ZCrgKmA6PiMrnd46i0diIiPUFNrVW8dNIUYHZ8Phs4MZM+x923uvsqYAUwzszqgf7ufp+7O3BdZpvSx9HZ2omIpKgj3RpmNt3MlmaW6QW7c+B2M3sws26Iu68FiI+DY/ow4PnMto0xbVh8XphelgYERSRXOjJbw91nAjPLZDnC3deY2WBgkZk9Wa7oYkWUSS9LwVlEcqUrZ2u4+5r4uN7MfgeMA9aZWb27r41dFutj9kZgRGbz4cCamD68SHpZ6tYQkVzpqtkaZraLmb279TnwCeBxYD4wLWabBtwcn88HpppZHzMbSRj4WxK7PraY2fg4S+O0zDYlqeUsIrnSgVkY7RkC/C7OeusFXO/ufzSzvwJzzex04DngJAB3X2Zmc4EngG3AWe7eHPd1JjAL6AfcGpeyFJxFJFe66gpBd18JHFgkfQMwscQ2M4AZRdKXAgd0pHwFZxHJl/av7+gRFJxFJFfycvm2grOI5IpufCQikiC1nEVEEtSFszWqSsFZRHJFLWcRkRSpz1lEJD0V3Cq5R1BwFpFc0WwNEZEEmQYERUTSowFBEZEEmalbQ0QkPWo5i4ikRwOCIiIJUp+ziEiCrFazNURE0qNuDRGR9OgKwZ3AMc8sZturr+HNLfi2Zv4y/jPvWP++r57O0FM+DUBNbS277vd+FtV/hKaNmztdZk3vOg689ofsdsj+vPnyJh4+5XxeX/13+u01lDE3/BRqa6np1YuGK3/NczPnbNfxSXVdeM4+HH7o7mzc3MRpZy+tdnXyQy3nncP9x06jacPGoutWXn41Ky+/GoDBxx3DyHO/UHFg7vfeYRx49Q+4/9jT3pE+4ksn0bTpFe7a7xPUf/ZT7Pv9r/Pw587njbUvcu9RU2l5s4naXd7FRx+5hXW33MHWtetLlCCp+8Piddy0cA0Xnb9vtauSKzvNgKCZ7QtMAYYBDqwB5rv78h1ctx5l6L8cx5rfLnjr72GnnMDeZ5+K9a5j05JHefzsS6Glpd39DPn0x3j6uz8D4IWbbuOA//4OAN7UhMc8NX1652a60M7s0WWb2XNwn2pXI39ychFK2aMws28CcwADlgB/jc9/Y2YX7PjqVZnDYbdezZEP3MSIL3+2ZLaafn3ZY9JRvDDvdgB23fd91J/0Se796MncM/ZEaG5hWOz+aE/foUN44/m1ofjmZpo2b6Fu94Fh3fA9Oeqh+UxcdRfP/vgXajWLFGG1tRUvKWuv5Xw6sL+7N2UTzexyYBlwWbGNzGw6MB3g7JrBTK4Z0AVV7X73Hn0yW9eup/cegzjsj9fy2pMrefmetn2DQ44/ho33PvRWl8buH/sIux1yAEfcfyMAtX37snX9BgDG3PAz+o0cTk1dHf32qufIpb8HoOGn19E4e17x/xzsoc38RuML/PmQE+hTP5ixN/2ctTfdxptxvyIS7STdGi3AUGB1QXp9XFeUu88EZgIsrPugl8qXutaW6ZsvvswLv1/EgEM/XDQ4D/3scaz57cK3/jYzGn/1O5666PI2eR886WygdJ/zG39/gb4j6nnj7+uw2lrqdns3TS9valOvLU88w6Ajx/LCvNu2+zhF8iQvXX7tHcV5wGIzu9XMZsblj8Bi4NwdX73qqX1XP2p33eWt53t8/Ai2LHumTb5e/Xdl0EcPZd38xW+lvXTHfdT/0yR67zEIgLqBu9Fvr6EVlbtuwR0MP/X/ALDnZybx0p33A9B32BBq+ob+yV4D+jPwI4fw2tOrOn+AInllVvmSsLItZ3f/o5ntA4wjDAga0Aj81d2bu6F+VdN7yO6MvfHnQOjDWjNnAS/e/mf2mj4V4K1pbHue+HFeWvQXmv/x+lvbvrr8WZ66+CeMu/UarKYGb2ri8XP+g9efW9Nuuc9fcyMHzfoRE5bfTtPGzTz0ufMB2HXf97Pfjy4IXRxmrPx/17Dl8ae7+rClG13y9f046EO7MaB/HfOuHc/V1zewcNEL1a5Wz5eTlrO579heh57crSE7zg8mz6x2FSRB99xy9HY3Z1//1fcqjjn9Tr0o2eaz5jmLSL7kZCqdgrOI5EtOZmvk4ytGRCQyq6l4qWx/VmtmD5vZgvj3IDNbZGbPxMeBmbwXmtkKM3vKzCZl0seY2WNx3RVWwQ1AFJxFJF9qrPKlMucC2SuiLwAWu/sowsy1CwDMbDQwFdgfmAxcaWatV7pcRbj2Y1RcJrd7GJXWTkSkR7Caypf2dmU2HDgO+GUmeQowOz6fDZyYSZ/j7lvdfRWwAhhnZvVAf3e/z8MMjOsy25SkPmcRyZcOXJadvZo5mhkvomv1E+AbwLszaUPcfS2Au681s8ExfRhwfyZfY0xris8L08tScBaRfOnAbI3s1cxtdmN2PLDe3R80swmVlFysiDLpZSk4i0i+dN1sjSOAE8zsU0BfoL+Z/RpYZ2b1sdVcD7TegawRGJHZfjjhLp6N8XlhelnqcxaRfOmiPmd3v9Ddh7v73oSBvjvc/fPAfGBazDYNuDk+nw9MNbM+ZjaSMPC3JHaBbDGz8XGWxmmZbUpSy1lE8mXH3zPjMmCumZ0OPAecBODuy8xsLvAEsA04K3ObizOBWUA/4Na4lKXgLCL5sgPureHudwF3xecbgIkl8s0AZhRJXwoc0JEyFZxFJF9q0r6JfqUUnEUkX3JyVzoFZxHJl8Tv01wpBWcRyRfdlU5EJEFqOYuIpMcT/6/alVJwFpF8UbeGiEiCFJxFRNLj6nMWEUmQWs4iIglSy1lEJD2arSEikiJ1a4iIpMcVnEVEEqQ+ZxGR9KjlLCKSIt3PWUQkPboIRUQkRerWEBFJj6OWs4hIcjQgKCKSIgVnEZH0tGi2hohIgjRbQ0QkPepzFhFJkGZriIgkSC1nEZEUqc9ZRCQ9LZaP2Rr5aP+LiERuNRUv5ZhZXzNbYmaPmtkyM7s0pg8ys0Vm9kx8HJjZ5kIzW2FmT5nZpEz6GDN7LK67wqz95r2Cs4jkimMVL+3YCnzM3Q8EDgImm9l44AJgsbuPAhbHvzGz0cBUYH9gMnCl2VvN+KuA6cCouExur3AFZxHJla5qOXvwavyzLi4OTAFmx/TZwInx+RRgjrtvdfdVwApgnJnVA/3d/T53d+C6zDYlKTiLSK64WcWLmU03s6WZZXp2X2ZWa2aPAOuBRe7+ADDE3dcCxMfBMfsw4PnM5o0xbVh8XphelgYERSRXOjIg6O4zgZll1jcDB5nZAOB3ZnZAmd0V6yfxMullqeUsIrnShX3Ob+/TfRNwF6GveF3sqiA+ro/ZGoERmc2GA2ti+vAi6WUpOItIrnThbI09YosZM+sHHAs8CcwHpsVs04Cb4/P5wFQz62NmIwkDf0ti18cWMxsfZ2mcltmmJHVriEiudOHl2/XA7DjjogaY6+4LzOw+YK6ZnQ48B5wE4O7LzGwu8ASwDTgrdosAnAnMAvoBt8alLAVnEcmVrrp8293/BhxcJH0DMLHENjOAGUXSlwLl+qvb2OHB+QeTS/a1i4h0Od34SEQkQS05GUpTcBaRXHEFZxGR9KhbQ0QkQQrOIiIJUnAWEUmQgrOISIJaXAOCIiLJUctZRCRBCs4iIglyV3AWEUlOi1rOIiLp0YCgiEiC1OcsIpIg9TmLiCRILWcRkQSp5SwikqCWalegiyg4i0iuaLaGiEiC1K0hIpIgDQiKiCSoxatdg66h4CwiuaKWs4hIgtTnLCKSoGYFZxGR9KjlLCKSINeAoIhIejQgKCKSoLxMpcvHdY4iIlFLi1W8lGNmI8zsTjNbbmbLzOzcmD7IzBaZ2TPxcWBmmwvNbIWZPWVmkzLpY8zssbjuCjNrt3mv4CwiudKCVby0YxvwNXffDxgPnGVmo4ELgMXuPgpYHP8mrpsK7A9MBq40s9q4r6uA6cCouExur3AFZxHJFffKl/L78bXu/lB8vgVYDgwDpgCzY7bZwInx+RRgjrtvdfdVwApgnJnVA/3d/T53d+C6zDYlKTiLSK64W8WLmU03s6WZZXqxfZrZ3sDBwAPAEHdfG8rytcDgmG0Y8Hxms8aYNiw+L0wvSwOCIpIrHRkQdPeZwMxyecxsV+Am4Dx3f6VMd3GxFV4mvSy1nEUkV7qqWwPAzOoIgfl/3H1eTF4XuyqIj+tjeiMwIrP5cGBNTB9eJL0sBWcRyZVmt4qXcuKMiquB5e5+eWbVfGBafD4NuDmTPtXM+pjZSMLA35LY9bHFzMbHfZ6W2aYkdWuISK504RWCRwCnAo+Z2SMx7d+By4C5ZnY68BxwUijXl5nZXOAJwkyPs9y9OW53JjAL6AfcGpeyFJxFJFe6Kji7+z0U7y8GmFhimxnAjCLpS4EDOlK+grOI5EqLbnwkIpIe3fhIRCRBzS3VrkHXUHAWkVzR/ZxFRBKkbg0RkQTl5ZahCs4ikitqOYuIJEjBWUQkQZqtISKSoBYFZxGR9KhbQ0QkQQrOUrELz9mHww/dnY2bmzjt7KXVro4k5IZfHsY/Xt9GSws0Nztf/upD1a5Sj6epdFKxPyxex00L13DR+ftWuyqSoHO+9SibX9lW7Wrkhneo6Zzu1YQKzt3g0WWb2XNwn2pXQ2Sn0Nzcfp6eQMFZpIoc5/L/+DA43PzHtcy/bW21q9Tj7fR9zmb2RXe/tsS66cB0gPd/6Gvs+d5Pd7YYkVw78xuPsOHlNxmwWx0/+e6HWd34Dx5dtrna1erR8tLnvD3/Q/DSUivcfaa7j3X3sQrMIqVtePlNADZtbuLu+15i9D7vrnKNer6u/Aev1VS25Wxmfyu1ChjS9dUR2Xn07VOD1Rivv95M3z41HHrwQGbNWV3tavV43qGmc88dEBwCTAI2FqQbcO8OqVEOXfL1/TjoQ7sxoH8d864dz9XXN7Bw0QvVrpZU2aABvfn+t/YHoLbWWPSn9TzwUOFHTTpqZ7l8ewGwq7s/UrjCzO7aITXKoUt+vLzaVZAErVn3Bl8458FqVyN3WnLS6Vw2OLv76WXWndL11RER2T6p9yVXSlPpRCRXFJxFRBLUkpPorOAsIrniO8mAoIhIj9LcrJaziEhyOnbjo3QpOItIruRkJp2Cs4jkS8euEEzX9txbQ0QkOV15bw0zu8bM1pvZ45m0QWa2yMyeiY8DM+suNLMVZvaUmU3KpI8xs8fiuivMrN3rxhWcRSRXWlq84qUCs4DJBWkXAIvdfRSwOP6NmY0GpgL7x22uNLPauM1VhDt1jopL4T7bUHAWkVxpafaKl/a4+93AywXJU4DZ8fls4MRM+hx33+ruq4AVwDgzqwf6u/t9HkYrr8tsU5L6nEUkV7rhIpQh7r4WwN3XmtngmD4MuD+TrzGmNcXnhellqeUsIrni7hUvZjbdzJZmlunbUXSxfmQvk16WWs4ikisduSudu88EZnawiHVmVh9bzfXA+pjeCIzI5BsOrInpw4ukl6WWs4jkSjf8J5T5wLT4fBpwcyZ9qpn1MbORhIG/JbELZIuZjY+zNE7LbFOSWs4ikivNXXi3fTP7DTABeI+ZNQIXA5cBc83sdOA54CQAd19mZnOBJ4BtwFnu3vq/wM8kzPzoB9wal7IUnEUkV7ryIhR3P7nEqokl8s8AZhRJXwoc0JGyFZxFJFfycoWggrOI5EpOYrOCs4jki1rOIiIJ0i1DRUQS1JWzNapJwVlEckXdGiIiCVJwFhFJkP77tohIgtRyFhFJkGZriIgkqHmbZmuIiCRHLWcRkQR5i1rOIiLJ6cjN9lOm4CwiuaJuDRGRBLVoQFBEJD0truAsIpIcXYQiIpIgBWcRkQRpQFBEJEEtmucsIpKelubmalehSyg4i0iuqM9ZRCRBCs4iIgnSPGcRkQSp5SwikiDdlU5EJEGarSEikiDdMlREJEHq1hARSZAGBEVEEuSaSicikp6WbfkYELS83MGpJzCz6e4+s9r1kLTovJBiaqpdgZ3M9GpXQJKk80LaUHAWEUmQgrOISIIUnLuX+hWlGJ0X0oYGBEVEEqSWs4hIghScRUQSpODcTcxsspk9ZWYrzOyCatdHqs/MrjGz9Wb2eLXrIulRcO4GZlYL/Bz4JDAaONnMRle3VpKAWcDkaldC0qTg3D3GASvcfaW7vwnMAaZUuU5SZe5+N/ByteshaVJw7h7DgOczfzfGNBGRohScu4cVSdMcRhEpScG5ezQCIzJ/DwfWVKkuItIDKDh3j78Co8xspJn1BqYC86tcJxFJmIJzN3D3bcDZwG3AcmCuuy+rbq2k2szsN8B9wAfNrNHMTq92nSQdunxbRCRBajmLiCRIwVlEJEEKziIiCVJwFhFJkIKziEiCFJxFRBKk4CwikqD/D8fEqgp5LWd8AAAAAElFTkSuQmCC","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.title(\"heatmap of confusion matrix\",fontsize=20)\n","sns.heatmap(cm,annot=True,cmap=\"coolwarm\")\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"Tg4HJu7K0U_D"},"outputs":[],"source":[]},{"cell_type":"markdown","metadata":{"id":"cYeerwFN0U_D"},"source":["## Classification report of model"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"XaowkBji0U_D","outputId":"95fcaeb4-a063-4efe-d677-5068cb095f8e"},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 1.00 1.00 1.00 5691\n"," 1 0.83 0.83 0.83 6\n","\n"," accuracy 1.00 5697\n"," macro avg 0.92 0.92 0.92 5697\n","weighted avg 1.00 1.00 1.00 5697\n","\n"]}],"source":["print(classification_report(y_test,y_pred_xgb_pt))"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"Uw97O_nb0U_D"},"outputs":[],"source":[]},{"cell_type":"markdown","metadata":{"id":"dtCShdJE0U_D"},"source":["### Define Xgb_model_pt2"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"ZiirdClA0U_D","outputId":"6e52025f-6199-429b-959f-e3d1e2870d0e"},"outputs":[{"data":{"text/plain":["XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n"," colsample_bynode=1, colsample_bytree=1, gamma=0,\n"," learning_rate=0.1, max_delta_step=0, max_depth=3,\n"," min_child_weight=1, missing=None, n_estimators=100, n_jobs=1,\n"," nthread=None, objective='binary:logistic', random_state=0,\n"," reg_alpha=0, reg_lambda=1, scale_pos_weight=1, seed=None,\n"," silent=None, subsample=1, verbosity=1)"]},"execution_count":109,"metadata":{},"output_type":"execute_result"}],"source":["# create xgb_model_pt2 estimator\n","xgb_model_pt2=XGBClassifier()\n","xgb_model_pt2.fit(X_train,y_train)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"4P8NrHtm0U_D"},"outputs":[],"source":[]},{"cell_type":"markdown","metadata":{"id":"oZ3Z1c6P0U_D"},"source":["## Cross-validation of the ML model"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"pgfYYoH10U_D","outputId":"fa1f5c04-50a2-4f0f-93f7-f8a1342ecbde"},"outputs":[{"name":"stdout","output_type":"stream","text":["Cross validation of XGBoost model (in mean) = 0.9990783120764041\n","Cross validation accuracy of XGBoost model = [0.99868363 1. 0.99956121 0.99868363 0.99912204 0.99868306\n"," 0.99956102 1. 0.99912204 0.99956102]\n","\n","Cross validation mean accuracy of XGBoost model = 0.99929776433374\n"]}],"source":["# Cross validation\n","from sklearn.model_selection import cross_val_score\n","cross_validation = cross_val_score(estimator = xgb_model_pt2, X = X_train_sc, y = y_train, cv = 10)\n","# print(\"Cross validation of XGBoost model = \",cross_validation)\n","print(\"Cross validation of XGBoost model (in mean) = \",cross_validation.mean())\n","from sklearn.model_selection import cross_val_score\n","cross_validation = cross_val_score(estimator = xgb_classifier_pt, X = X_train_sc,y = y_train, cv = 10)\n","print(\"Cross validation accuracy of XGBoost model = \", cross_validation)\n","print(\"\\nCross validation mean accuracy of XGBoost model = \", cross_validation.mean())"]},{"cell_type":"markdown","metadata":{"id":"sxEYtyB20U_D"},"source":["### Save as Pickle"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"fzGJhE6s0U_E","outputId":"4b13feb8-722e-4277-e3cc-a782ecbc6543"},"outputs":[{"name":"stdout","output_type":"stream","text":["Confusion matrix of XGBoost model: \n"," [[5690 1]\n"," [ 1 5]] \n","\n","Accuracy of XGBoost model= 0.9996489380375636\n"]}],"source":["## pickle\n","import pickle\n","\n","# Save model\n","pickle.dump(xgb_classifier_pt,open('CreditCard_fraud.pickle','wb'))\n","\n","# load model\n","breast_cancer_detector_model=pickle.load(open('CreditCard_fraud.pickle','rb'))\n","\n","# predict the output\n","y_pred=breast_cancer_detector_model.predict(X_test)\n","\n","# Confusion matrix\n","print(\"Confusion matrix of XGBoost model: \\n\",confusion_matrix(y_test,y_pred),'\\n')\n","\n","# show the accuracy\n","print(\"Accuracy of XGBoost model= \",accuracy_score(y_test,y_pred))"]},{"cell_type":"markdown","metadata":{"id":"XnBECdLL0U_E"},"source":["### We got a accuracy **99.96%** with XGBoost model"]},{"cell_type":"markdown","metadata":{"id":"UTGftdsr0U_E"},"source":["---\n","## 3. Unsupervised Outlier Detection\n","\n","Now that we have processed our data, we can begin deploying our machine learning algorithms. We will use the following techniques:\n","\n","**Local Outlier Factor (LOF)**\n","\n","The anomaly score of each sample is called Local Outlier Factor. It measures the local deviation of density of a\n","given sample with respect to its neighbors. It is local in that the anomaly score depends on how isolated the\n","object is with respect to the surrounding neighborhood.\n","\n","\n","**Isolation Forest Algorithm**\n","\n","The IsolationForest ‘isolates’ observations by randomly selecting a feature and then randomly selecting\n","a split value between the maximum and minimum values of the selected feature.\n","\n","Since recursive partitioning can be represented by a tree structure, the number of splittings required to\n","isolate a sample is equivalent to the path length from the root node to the terminating node.\n","\n","This path length, averaged over a forest of such random trees, is a measure of normality and our decision function.\n","\n","Random partitioning produces noticeably shorter paths for anomalies. Hence, when a forest of random trees\n","collectively produce shorter path lengths for particular samples, they are highly likely to be anomalies."]},{"cell_type":"code","execution_count":null,"metadata":{"id":"qFftUIzq0U_E"},"outputs":[],"source":["from sklearn.metrics import classification_report, accuracy_score\n","from sklearn.ensemble import IsolationForest\n","from sklearn.neighbors import LocalOutlierFactor\n","\n","# define random states\n","state = 1\n","\n","# define outlier detection tools to be compared\n","classifiers = {\n"," \"Isolation Forest\": IsolationForest(max_samples=len(X),\n"," contamination=outlier_fraction,\n"," random_state=state),\n"," \"Local Outlier Factor\": LocalOutlierFactor(\n"," n_neighbors=20,\n"," contamination=outlier_fraction)}"]},{"cell_type":"markdown","metadata":{"id":"wIUHGoVj0U_E"},"source":["## Fit the model\n"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"cHnZxI7U0U_E","outputId":"8ebcb1bf-bc43-4fbc-f3cf-187dbbcdd240"},"outputs":[{"name":"stdout","output_type":"stream","text":["Isolation Forest: 71\n","Accuracy score : 0.99750711000316\n","\n"," precision recall f1-score support\n","\n"," 0 1.00 1.00 1.00 28432\n"," 1 0.28 0.29 0.28 49\n","\n"," accuracy 1.00 28481\n"," macro avg 0.64 0.64 0.64 28481\n","weighted avg 1.00 1.00 1.00 28481\n","\n","Local Outlier Factor: 97\n","Accuracy score : 0.9965942207085425\n","\n"," precision recall f1-score support\n","\n"," 0 1.00 1.00 1.00 28432\n"," 1 0.02 0.02 0.02 49\n","\n"," accuracy 1.00 28481\n"," macro avg 0.51 0.51 0.51 28481\n","weighted avg 1.00 1.00 1.00 28481\n","\n"]},{"data":{"text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.figure(figsize=(9, 7))\n","n_outliers = len(Fraud)\n","\n","\n","for i, (clf_name, clf) in enumerate(classifiers.items()):\n","\n"," # fit the data and tag outliers\n"," if clf_name == \"Local Outlier Factor\":\n"," y_pred = clf.fit_predict(X)\n"," scores_pred = clf.negative_outlier_factor_\n"," else:\n"," clf.fit(X)\n"," scores_pred = clf.decision_function(X)\n"," y_pred = clf.predict(X)\n","\n"," # Reshape the prediction values to 0 for valid, 1 for fraud.\n"," y_pred[y_pred == 1] = 0\n"," y_pred[y_pred == -1] = 1\n","\n"," n_errors = (y_pred != Y).sum()\n","\n"," # Run classification metrics\n"," print('{}: {}'.format(clf_name, n_errors))\n"," print(\"Accuracy score : \",accuracy_score(Y, y_pred))\n"," print()\n"," print(classification_report(Y, y_pred))\n"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"oiRNO5_R0U_F"},"outputs":[],"source":[]}],"metadata":{"colab":{"provenance":[{"file_id":"https://github.com/AnilNITT/Credit-Card-Fraud-Detection/blob/master/Scripts/Credit%20Card%20Fraud%20Detection.ipynb","timestamp":1727798699402}],"toc_visible":true},"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":"3.6.8"}},"nbformat":4,"nbformat_minor":0}