Upload 5 files

app.py

@@ -0,0 +1,114 @@
+# Import the libraries
+import joblib
+import pandas as pd
+import numpy as np
+import json
+import uuid
+from pathlib import Path
+import gradio as gr
+from sklearn.compose import make_column_transformer
+from sklearn.preprocessing import StandardScaler, OneHotEncoder
+from sklearn.impute import SimpleImputer
+from sklearn.pipeline import Pipeline
+ 
+
+# Run the training script placed in the same directory as app.py
+# The training script will train and persist a linear regression
+# model with the filename 'model.joblib'
+exec(open("train.py").read())
+
+#from commit_scheduler import CommitScheduler  
+
+# Load the freshly trained model from disk
+saved_model = joblib.load("random_forest_pipeline.pkl")
+print("Model loaded from random_forest_pipeline.pkl")
+
+# Prepare the logging functionality
+log_file = Path("logs/") / f"data_{uuid.uuid4()}.json"
+log_folder = log_file.parent
+log_folder.mkdir(parents=True, exist_ok=True)
+
+# Simple lock mechanism for logging
+class SimpleLock:
+    def __init__(self, lock_file="lockfile"):
+        self.lock_file = Path(lock_file)
+
+    def __enter__(self):
+        while self.lock_file.exists():
+            pass  # Simple spinlock
+        self.lock_file.touch()
+
+    def __exit__(self, exc_type, exc_val, exc_tb):
+        self.lock_file.unlink()
+
+scheduler = SimpleLock()
+
+
+#scheduler = CommitScheduler(
+#    repo_id="insurance-charge-mlops-logs",  # provide a name "insurance-charge-mlops-logs" for the repo_id
+#    repo_type="dataset",
+#    folder_path=log_folder,
+#    path_in_repo="data",
+#    every=2
+#)
+
+# Define the predict function which will take features, convert to dataframe and make predictions using the saved model
+# the functions runs when 'Submit' is clicked or when a API request is made
+
+def predict(age, bmi, children, sex, smoker, region):
+    # Create a DataFrame with the input data
+    data = {
+        'age': [age],
+        'bmi': [bmi],
+        'children': [children],
+        'sex': [sex],
+        'smoker': [smoker],
+        'region': [region]
+    }
+    df = pd.DataFrame(data)
+    # Make prediction using the loaded model
+    prediction = saved_model.predict(df)   
+    
+
+    # While the prediction is made, log both the inputs and outputs to a  log file
+    # While writing to the log file, ensure that the commit scheduler is locked to avoid parallel
+    # access
+
+#    with scheduler.lock:
+    with scheduler:
+        with log_file.open("a") as f:
+            f.write(json.dumps(
+                {
+                    'age': age,
+                    'bmi': bmi,
+                    'children': children,
+                    'sex': sex,
+                    'smoker': smoker,
+                    'region': region,
+                    'prediction': prediction[0]
+                }
+            ))
+            f.write("\n")
+
+    return prediction[0]
+
+
+
+# Set up UI components for input and output
+age_input = gr.Number(label="Age")
+bmi_input = gr.Number(label="BMI")
+children_input = gr.Number(label="Children")
+sex_input = gr.Radio(choices=['male', 'female'], label="Sex")
+smoker_input = gr.Radio(choices=['yes', 'no'], label="Smoker")
+region_input = gr.Dropdown(choices=['northeast', 'northwest', 'southeast', 'southwest'], label="Region")
+
+# Create the gradio interface, make title "HealthyLife Insurance Charge Prediction"
+demo = gr.Interface(
+    fn=predict,
+    inputs=[age_input, bmi_input, children_input, sex_input, smoker_input, region_input],
+    outputs="number",
+    title="HealthyLife Insurance Charge Prediction"
+)
+# Launch with a load balancer
+demo.queue()
+demo.launch(share=False, show_error=True)

insurance.csv

@@ -0,0 +1,1339 @@
+index,age,sex,bmi,children,smoker,region,charges
+0,19,female,27.9,0,yes,southwest,16884.924
+1,18,male,33.77,1,no,southeast,1725.5523
+2,28,male,33.0,3,no,southeast,4449.462
+3,33,male,22.705,0,no,northwest,21984.47061
+4,32,male,28.88,0,no,northwest,3866.8552
+5,31,female,25.74,0,no,southeast,3756.6216
+6,46,female,33.44,1,no,southeast,8240.5896
+7,37,female,27.74,3,no,northwest,7281.5056
+8,37,male,29.83,2,no,northeast,6406.4107
+9,60,female,25.84,0,no,northwest,28923.13692
+10,25,male,26.22,0,no,northeast,2721.3208
+11,62,female,26.29,0,yes,southeast,27808.7251
+12,23,male,34.4,0,no,southwest,1826.843
+13,56,female,39.82,0,no,southeast,11090.7178
+14,27,male,42.13,0,yes,southeast,39611.7577
+15,19,male,24.6,1,no,southwest,1837.237
+16,52,female,30.78,1,no,northeast,10797.3362
+17,23,male,23.845,0,no,northeast,2395.17155
+18,56,male,40.3,0,no,southwest,10602.385
+19,30,male,35.3,0,yes,southwest,36837.467
+20,60,female,36.005,0,no,northeast,13228.84695
+21,30,female,32.4,1,no,southwest,4149.736
+22,18,male,34.1,0,no,southeast,1137.011
+23,34,female,31.92,1,yes,northeast,37701.8768
+24,37,male,28.025,2,no,northwest,6203.90175
+25,59,female,27.72,3,no,southeast,14001.1338
+26,63,female,23.085,0,no,northeast,14451.83515
+27,55,female,32.775,2,no,northwest,12268.63225
+28,23,male,17.385,1,no,northwest,2775.19215
+29,31,male,36.3,2,yes,southwest,38711.0
+30,22,male,35.6,0,yes,southwest,35585.576
+31,18,female,26.315,0,no,northeast,2198.18985
+32,19,female,28.6,5,no,southwest,4687.797
+33,63,male,28.31,0,no,northwest,13770.0979
+34,28,male,36.4,1,yes,southwest,51194.55914
+35,19,male,20.425,0,no,northwest,1625.43375
+36,62,female,32.965,3,no,northwest,15612.19335
+37,26,male,20.8,0,no,southwest,2302.3
+38,35,male,36.67,1,yes,northeast,39774.2763
+39,60,male,39.9,0,yes,southwest,48173.361
+40,24,female,26.6,0,no,northeast,3046.062
+41,31,female,36.63,2,no,southeast,4949.7587
+42,41,male,21.78,1,no,southeast,6272.4772
+43,37,female,30.8,2,no,southeast,6313.759
+44,38,male,37.05,1,no,northeast,6079.6715
+45,55,male,37.3,0,no,southwest,20630.28351
+46,18,female,38.665,2,no,northeast,3393.35635
+47,28,female,34.77,0,no,northwest,3556.9223
+48,60,female,24.53,0,no,southeast,12629.8967
+49,36,male,35.2,1,yes,southeast,38709.176
+50,18,female,35.625,0,no,northeast,2211.13075
+51,21,female,33.63,2,no,northwest,3579.8287
+52,48,male,28.0,1,yes,southwest,23568.272
+53,36,male,34.43,0,yes,southeast,37742.5757
+54,40,female,28.69,3,no,northwest,8059.6791
+55,58,male,36.955,2,yes,northwest,47496.49445
+56,58,female,31.825,2,no,northeast,13607.36875
+57,18,male,31.68,2,yes,southeast,34303.1672
+58,53,female,22.88,1,yes,southeast,23244.7902
+59,34,female,37.335,2,no,northwest,5989.52365
+60,43,male,27.36,3,no,northeast,8606.2174
+61,25,male,33.66,4,no,southeast,4504.6624
+62,64,male,24.7,1,no,northwest,30166.61817
+63,28,female,25.935,1,no,northwest,4133.64165
+64,20,female,22.42,0,yes,northwest,14711.7438
+65,19,female,28.9,0,no,southwest,1743.214
+66,61,female,39.1,2,no,southwest,14235.072
+67,40,male,26.315,1,no,northwest,6389.37785
+68,40,female,36.19,0,no,southeast,5920.1041
+69,28,male,23.98,3,yes,southeast,17663.1442
+70,27,female,24.75,0,yes,southeast,16577.7795
+71,31,male,28.5,5,no,northeast,6799.458
+72,53,female,28.1,3,no,southwest,11741.726
+73,58,male,32.01,1,no,southeast,11946.6259
+74,44,male,27.4,2,no,southwest,7726.854
+75,57,male,34.01,0,no,northwest,11356.6609
+76,29,female,29.59,1,no,southeast,3947.4131
+77,21,male,35.53,0,no,southeast,1532.4697
+78,22,female,39.805,0,no,northeast,2755.02095
+79,41,female,32.965,0,no,northwest,6571.02435
+80,31,male,26.885,1,no,northeast,4441.21315
+81,45,female,38.285,0,no,northeast,7935.29115
+82,22,male,37.62,1,yes,southeast,37165.1638
+83,48,female,41.23,4,no,northwest,11033.6617
+84,37,female,34.8,2,yes,southwest,39836.519
+85,45,male,22.895,2,yes,northwest,21098.55405
+86,57,female,31.16,0,yes,northwest,43578.9394
+87,56,female,27.2,0,no,southwest,11073.176
+88,46,female,27.74,0,no,northwest,8026.6666
+89,55,female,26.98,0,no,northwest,11082.5772
+90,21,female,39.49,0,no,southeast,2026.9741
+91,53,female,24.795,1,no,northwest,10942.13205
+92,59,male,29.83,3,yes,northeast,30184.9367
+93,35,male,34.77,2,no,northwest,5729.0053
+94,64,female,31.3,2,yes,southwest,47291.055
+95,28,female,37.62,1,no,southeast,3766.8838
+96,54,female,30.8,3,no,southwest,12105.32
+97,55,male,38.28,0,no,southeast,10226.2842
+98,56,male,19.95,0,yes,northeast,22412.6485
+99,38,male,19.3,0,yes,southwest,15820.699
+100,41,female,31.6,0,no,southwest,6186.127
+101,30,male,25.46,0,no,northeast,3645.0894
+102,18,female,30.115,0,no,northeast,21344.8467
+103,61,female,29.92,3,yes,southeast,30942.1918
+104,34,female,27.5,1,no,southwest,5003.853
+105,20,male,28.025,1,yes,northwest,17560.37975
+106,19,female,28.4,1,no,southwest,2331.519
+107,26,male,30.875,2,no,northwest,3877.30425
+108,29,male,27.94,0,no,southeast,2867.1196
+109,63,male,35.09,0,yes,southeast,47055.5321
+110,54,male,33.63,1,no,northwest,10825.2537
+111,55,female,29.7,2,no,southwest,11881.358
+112,37,male,30.8,0,no,southwest,4646.759
+113,21,female,35.72,0,no,northwest,2404.7338
+114,52,male,32.205,3,no,northeast,11488.31695
+115,60,male,28.595,0,no,northeast,30259.99556
+116,58,male,49.06,0,no,southeast,11381.3254
+117,29,female,27.94,1,yes,southeast,19107.7796
+118,49,female,27.17,0,no,southeast,8601.3293
+119,37,female,23.37,2,no,northwest,6686.4313
+120,44,male,37.1,2,no,southwest,7740.337
+121,18,male,23.75,0,no,northeast,1705.6245
+122,20,female,28.975,0,no,northwest,2257.47525
+123,44,male,31.35,1,yes,northeast,39556.4945
+124,47,female,33.915,3,no,northwest,10115.00885
+125,26,female,28.785,0,no,northeast,3385.39915
+126,19,female,28.3,0,yes,southwest,17081.08
+127,52,female,37.4,0,no,southwest,9634.538
+128,32,female,17.765,2,yes,northwest,32734.1863
+129,38,male,34.7,2,no,southwest,6082.405
+130,59,female,26.505,0,no,northeast,12815.44495
+131,61,female,22.04,0,no,northeast,13616.3586
+132,53,female,35.9,2,no,southwest,11163.568
+133,19,male,25.555,0,no,northwest,1632.56445
+134,20,female,28.785,0,no,northeast,2457.21115
+135,22,female,28.05,0,no,southeast,2155.6815
+136,19,male,34.1,0,no,southwest,1261.442
+137,22,male,25.175,0,no,northwest,2045.68525
+138,54,female,31.9,3,no,southeast,27322.73386
+139,22,female,36.0,0,no,southwest,2166.732
+140,34,male,22.42,2,no,northeast,27375.90478
+141,26,male,32.49,1,no,northeast,3490.5491
+142,34,male,25.3,2,yes,southeast,18972.495
+143,29,male,29.735,2,no,northwest,18157.876
+144,30,male,28.69,3,yes,northwest,20745.9891
+145,29,female,38.83,3,no,southeast,5138.2567
+146,46,male,30.495,3,yes,northwest,40720.55105
+147,51,female,37.73,1,no,southeast,9877.6077
+148,53,female,37.43,1,no,northwest,10959.6947
+149,19,male,28.4,1,no,southwest,1842.519
+150,35,male,24.13,1,no,northwest,5125.2157
+151,48,male,29.7,0,no,southeast,7789.635
+152,32,female,37.145,3,no,northeast,6334.34355
+153,42,female,23.37,0,yes,northeast,19964.7463
+154,40,female,25.46,1,no,northeast,7077.1894
+155,44,male,39.52,0,no,northwest,6948.7008
+156,48,male,24.42,0,yes,southeast,21223.6758
+157,18,male,25.175,0,yes,northeast,15518.18025
+158,30,male,35.53,0,yes,southeast,36950.2567
+159,50,female,27.83,3,no,southeast,19749.38338
+160,42,female,26.6,0,yes,northwest,21348.706
+161,18,female,36.85,0,yes,southeast,36149.4835
+162,54,male,39.6,1,no,southwest,10450.552
+163,32,female,29.8,2,no,southwest,5152.134
+164,37,male,29.64,0,no,northwest,5028.1466
+165,47,male,28.215,4,no,northeast,10407.08585
+166,20,female,37.0,5,no,southwest,4830.63
+167,32,female,33.155,3,no,northwest,6128.79745
+168,19,female,31.825,1,no,northwest,2719.27975
+169,27,male,18.905,3,no,northeast,4827.90495
+170,63,male,41.47,0,no,southeast,13405.3903
+171,49,male,30.3,0,no,southwest,8116.68
+172,18,male,15.96,0,no,northeast,1694.7964
+173,35,female,34.8,1,no,southwest,5246.047
+174,24,female,33.345,0,no,northwest,2855.43755
+175,63,female,37.7,0,yes,southwest,48824.45
+176,38,male,27.835,2,no,northwest,6455.86265
+177,54,male,29.2,1,no,southwest,10436.096
+178,46,female,28.9,2,no,southwest,8823.279
+179,41,female,33.155,3,no,northeast,8538.28845
+180,58,male,28.595,0,no,northwest,11735.87905
+181,18,female,38.28,0,no,southeast,1631.8212
+182,22,male,19.95,3,no,northeast,4005.4225
+183,44,female,26.41,0,no,northwest,7419.4779
+184,44,male,30.69,2,no,southeast,7731.4271
+185,36,male,41.895,3,yes,northeast,43753.33705
+186,26,female,29.92,2,no,southeast,3981.9768
+187,30,female,30.9,3,no,southwest,5325.651
+188,41,female,32.2,1,no,southwest,6775.961
+189,29,female,32.11,2,no,northwest,4922.9159
+190,61,male,31.57,0,no,southeast,12557.6053
+191,36,female,26.2,0,no,southwest,4883.866
+192,25,male,25.74,0,no,southeast,2137.6536
+193,56,female,26.6,1,no,northwest,12044.342
+194,18,male,34.43,0,no,southeast,1137.4697
+195,19,male,30.59,0,no,northwest,1639.5631
+196,39,female,32.8,0,no,southwest,5649.715
+197,45,female,28.6,2,no,southeast,8516.829
+198,51,female,18.05,0,no,northwest,9644.2525
+199,64,female,39.33,0,no,northeast,14901.5167
+200,19,female,32.11,0,no,northwest,2130.6759
+201,48,female,32.23,1,no,southeast,8871.1517
+202,60,female,24.035,0,no,northwest,13012.20865
+203,27,female,36.08,0,yes,southeast,37133.8982
+204,46,male,22.3,0,no,southwest,7147.105
+205,28,female,28.88,1,no,northeast,4337.7352
+206,59,male,26.4,0,no,southeast,11743.299
+207,35,male,27.74,2,yes,northeast,20984.0936
+208,63,female,31.8,0,no,southwest,13880.949
+209,40,male,41.23,1,no,northeast,6610.1097
+210,20,male,33.0,1,no,southwest,1980.07
+211,40,male,30.875,4,no,northwest,8162.71625
+212,24,male,28.5,2,no,northwest,3537.703
+213,34,female,26.73,1,no,southeast,5002.7827
+214,45,female,30.9,2,no,southwest,8520.026
+215,41,female,37.1,2,no,southwest,7371.772
+216,53,female,26.6,0,no,northwest,10355.641
+217,27,male,23.1,0,no,southeast,2483.736
+218,26,female,29.92,1,no,southeast,3392.9768
+219,24,female,23.21,0,no,southeast,25081.76784
+220,34,female,33.7,1,no,southwest,5012.471
+221,53,female,33.25,0,no,northeast,10564.8845
+222,32,male,30.8,3,no,southwest,5253.524
+223,19,male,34.8,0,yes,southwest,34779.615
+224,42,male,24.64,0,yes,southeast,19515.5416
+225,55,male,33.88,3,no,southeast,11987.1682
+226,28,male,38.06,0,no,southeast,2689.4954
+227,58,female,41.91,0,no,southeast,24227.33724
+228,41,female,31.635,1,no,northeast,7358.17565
+229,47,male,25.46,2,no,northeast,9225.2564
+230,42,female,36.195,1,no,northwest,7443.64305
+231,59,female,27.83,3,no,southeast,14001.2867
+232,19,female,17.8,0,no,southwest,1727.785
+233,59,male,27.5,1,no,southwest,12333.828
+234,39,male,24.51,2,no,northwest,6710.1919
+235,40,female,22.22,2,yes,southeast,19444.2658
+236,18,female,26.73,0,no,southeast,1615.7667
+237,31,male,38.39,2,no,southeast,4463.2051
+238,19,male,29.07,0,yes,northwest,17352.6803
+239,44,male,38.06,1,no,southeast,7152.6714
+240,23,female,36.67,2,yes,northeast,38511.6283
+241,33,female,22.135,1,no,northeast,5354.07465
+242,55,female,26.8,1,no,southwest,35160.13457
+243,40,male,35.3,3,no,southwest,7196.867
+244,63,female,27.74,0,yes,northeast,29523.1656
+245,54,male,30.02,0,no,northwest,24476.47851
+246,60,female,38.06,0,no,southeast,12648.7034
+247,24,male,35.86,0,no,southeast,1986.9334
+248,19,male,20.9,1,no,southwest,1832.094
+249,29,male,28.975,1,no,northeast,4040.55825
+250,18,male,17.29,2,yes,northeast,12829.4551
+251,63,female,32.2,2,yes,southwest,47305.305
+252,54,male,34.21,2,yes,southeast,44260.7499
+253,27,male,30.3,3,no,southwest,4260.744
+254,50,male,31.825,0,yes,northeast,41097.16175
+255,55,female,25.365,3,no,northeast,13047.33235
+256,56,male,33.63,0,yes,northwest,43921.1837
+257,38,female,40.15,0,no,southeast,5400.9805
+258,51,male,24.415,4,no,northwest,11520.09985
+259,19,male,31.92,0,yes,northwest,33750.2918
+260,58,female,25.2,0,no,southwest,11837.16
+261,20,female,26.84,1,yes,southeast,17085.2676
+262,52,male,24.32,3,yes,northeast,24869.8368
+263,19,male,36.955,0,yes,northwest,36219.40545
+264,53,female,38.06,3,no,southeast,20462.99766
+265,46,male,42.35,3,yes,southeast,46151.1245
+266,40,male,19.8,1,yes,southeast,17179.522
+267,59,female,32.395,3,no,northeast,14590.63205
+268,45,male,30.2,1,no,southwest,7441.053
+269,49,male,25.84,1,no,northeast,9282.4806
+270,18,male,29.37,1,no,southeast,1719.4363
+271,50,male,34.2,2,yes,southwest,42856.838
+272,41,male,37.05,2,no,northwest,7265.7025
+273,50,male,27.455,1,no,northeast,9617.66245
+274,25,male,27.55,0,no,northwest,2523.1695
+275,47,female,26.6,2,no,northeast,9715.841
+276,19,male,20.615,2,no,northwest,2803.69785
+277,22,female,24.3,0,no,southwest,2150.469
+278,59,male,31.79,2,no,southeast,12928.7911
+279,51,female,21.56,1,no,southeast,9855.1314
+280,40,female,28.12,1,yes,northeast,22331.5668
+281,54,male,40.565,3,yes,northeast,48549.17835
+282,30,male,27.645,1,no,northeast,4237.12655
+283,55,female,32.395,1,no,northeast,11879.10405
+284,52,female,31.2,0,no,southwest,9625.92
+285,46,male,26.62,1,no,southeast,7742.1098
+286,46,female,48.07,2,no,northeast,9432.9253
+287,63,female,26.22,0,no,northwest,14256.1928
+288,59,female,36.765,1,yes,northeast,47896.79135
+289,52,male,26.4,3,no,southeast,25992.82104
+290,28,female,33.4,0,no,southwest,3172.018
+291,29,male,29.64,1,no,northeast,20277.80751
+292,25,male,45.54,2,yes,southeast,42112.2356
+293,22,female,28.82,0,no,southeast,2156.7518
+294,25,male,26.8,3,no,southwest,3906.127
+295,18,male,22.99,0,no,northeast,1704.5681
+296,19,male,27.7,0,yes,southwest,16297.846
+297,47,male,25.41,1,yes,southeast,21978.6769
+298,31,male,34.39,3,yes,northwest,38746.3551
+299,48,female,28.88,1,no,northwest,9249.4952
+300,36,male,27.55,3,no,northeast,6746.7425
+301,53,female,22.61,3,yes,northeast,24873.3849
+302,56,female,37.51,2,no,southeast,12265.5069
+303,28,female,33.0,2,no,southeast,4349.462
+304,57,female,38.0,2,no,southwest,12646.207
+305,29,male,33.345,2,no,northwest,19442.3535
+306,28,female,27.5,2,no,southwest,20177.67113
+307,30,female,33.33,1,no,southeast,4151.0287
+308,58,male,34.865,0,no,northeast,11944.59435
+309,41,female,33.06,2,no,northwest,7749.1564
+310,50,male,26.6,0,no,southwest,8444.474
+311,19,female,24.7,0,no,southwest,1737.376
+312,43,male,35.97,3,yes,southeast,42124.5153
+313,49,male,35.86,0,no,southeast,8124.4084
+314,27,female,31.4,0,yes,southwest,34838.873
+315,52,male,33.25,0,no,northeast,9722.7695
+316,50,male,32.205,0,no,northwest,8835.26495
+317,54,male,32.775,0,no,northeast,10435.06525
+318,44,female,27.645,0,no,northwest,7421.19455
+319,32,male,37.335,1,no,northeast,4667.60765
+320,34,male,25.27,1,no,northwest,4894.7533
+321,26,female,29.64,4,no,northeast,24671.66334
+322,34,male,30.8,0,yes,southwest,35491.64
+323,57,male,40.945,0,no,northeast,11566.30055
+324,29,male,27.2,0,no,southwest,2866.091
+325,40,male,34.105,1,no,northeast,6600.20595
+326,27,female,23.21,1,no,southeast,3561.8889
+327,45,male,36.48,2,yes,northwest,42760.5022
+328,64,female,33.8,1,yes,southwest,47928.03
+329,52,male,36.7,0,no,southwest,9144.565
+330,61,female,36.385,1,yes,northeast,48517.56315
+331,52,male,27.36,0,yes,northwest,24393.6224
+332,61,female,31.16,0,no,northwest,13429.0354
+333,56,female,28.785,0,no,northeast,11658.37915
+334,43,female,35.72,2,no,northeast,19144.57652
+335,64,male,34.5,0,no,southwest,13822.803
+336,60,male,25.74,0,no,southeast,12142.5786
+337,62,male,27.55,1,no,northwest,13937.6665
+338,50,male,32.3,1,yes,northeast,41919.097
+339,46,female,27.72,1,no,southeast,8232.6388
+340,24,female,27.6,0,no,southwest,18955.22017
+341,62,male,30.02,0,no,northwest,13352.0998
+342,60,female,27.55,0,no,northeast,13217.0945
+343,63,male,36.765,0,no,northeast,13981.85035
+344,49,female,41.47,4,no,southeast,10977.2063
+345,34,female,29.26,3,no,southeast,6184.2994
+346,33,male,35.75,2,no,southeast,4889.9995
+347,46,male,33.345,1,no,northeast,8334.45755
+348,36,female,29.92,1,no,southeast,5478.0368
+349,19,male,27.835,0,no,northwest,1635.73365
+350,57,female,23.18,0,no,northwest,11830.6072
+351,50,female,25.6,0,no,southwest,8932.084
+352,30,female,27.7,0,no,southwest,3554.203
+353,33,male,35.245,0,no,northeast,12404.8791
+354,18,female,38.28,0,no,southeast,14133.03775
+355,46,male,27.6,0,no,southwest,24603.04837
+356,46,male,43.89,3,no,southeast,8944.1151
+357,47,male,29.83,3,no,northwest,9620.3307
+358,23,male,41.91,0,no,southeast,1837.2819
+359,18,female,20.79,0,no,southeast,1607.5101
+360,48,female,32.3,2,no,northeast,10043.249
+361,35,male,30.5,1,no,southwest,4751.07
+362,19,female,21.7,0,yes,southwest,13844.506
+363,21,female,26.4,1,no,southwest,2597.779
+364,21,female,21.89,2,no,southeast,3180.5101
+365,49,female,30.78,1,no,northeast,9778.3472
+366,56,female,32.3,3,no,northeast,13430.265
+367,42,female,24.985,2,no,northwest,8017.06115
+368,44,male,32.015,2,no,northwest,8116.26885
+369,18,male,30.4,3,no,northeast,3481.868
+370,61,female,21.09,0,no,northwest,13415.0381
+371,57,female,22.23,0,no,northeast,12029.2867
+372,42,female,33.155,1,no,northeast,7639.41745
+373,26,male,32.9,2,yes,southwest,36085.219
+374,20,male,33.33,0,no,southeast,1391.5287
+375,23,female,28.31,0,yes,northwest,18033.9679
+376,39,female,24.89,3,yes,northeast,21659.9301
+377,24,male,40.15,0,yes,southeast,38126.2465
+378,64,female,30.115,3,no,northwest,16455.70785
+379,62,male,31.46,1,no,southeast,27000.98473
+380,27,female,17.955,2,yes,northeast,15006.57945
+381,55,male,30.685,0,yes,northeast,42303.69215
+382,55,male,33.0,0,no,southeast,20781.48892
+383,35,female,43.34,2,no,southeast,5846.9176
+384,44,male,22.135,2,no,northeast,8302.53565
+385,19,male,34.4,0,no,southwest,1261.859
+386,58,female,39.05,0,no,southeast,11856.4115
+387,50,male,25.365,2,no,northwest,30284.64294
+388,26,female,22.61,0,no,northwest,3176.8159
+389,24,female,30.21,3,no,northwest,4618.0799
+390,48,male,35.625,4,no,northeast,10736.87075
+391,19,female,37.43,0,no,northwest,2138.0707
+392,48,male,31.445,1,no,northeast,8964.06055
+393,49,male,31.35,1,no,northeast,9290.1395
+394,46,female,32.3,2,no,northeast,9411.005
+395,46,male,19.855,0,no,northwest,7526.70645
+396,43,female,34.4,3,no,southwest,8522.003
+397,21,male,31.02,0,no,southeast,16586.49771
+398,64,male,25.6,2,no,southwest,14988.432
+399,18,female,38.17,0,no,southeast,1631.6683
+400,51,female,20.6,0,no,southwest,9264.797
+401,47,male,47.52,1,no,southeast,8083.9198
+402,64,female,32.965,0,no,northwest,14692.66935
+403,49,male,32.3,3,no,northwest,10269.46
+404,31,male,20.4,0,no,southwest,3260.199
+405,52,female,38.38,2,no,northeast,11396.9002
+406,33,female,24.31,0,no,southeast,4185.0979
+407,47,female,23.6,1,no,southwest,8539.671
+408,38,male,21.12,3,no,southeast,6652.5288
+409,32,male,30.03,1,no,southeast,4074.4537
+410,19,male,17.48,0,no,northwest,1621.3402
+411,44,female,20.235,1,yes,northeast,19594.80965
+412,26,female,17.195,2,yes,northeast,14455.64405
+413,25,male,23.9,5,no,southwest,5080.096
+414,19,female,35.15,0,no,northwest,2134.9015
+415,43,female,35.64,1,no,southeast,7345.7266
+416,52,male,34.1,0,no,southeast,9140.951
+417,36,female,22.6,2,yes,southwest,18608.262
+418,64,male,39.16,1,no,southeast,14418.2804
+419,63,female,26.98,0,yes,northwest,28950.4692
+420,64,male,33.88,0,yes,southeast,46889.2612
+421,61,male,35.86,0,yes,southeast,46599.1084
+422,40,male,32.775,1,yes,northeast,39125.33225
+423,25,male,30.59,0,no,northeast,2727.3951
+424,48,male,30.2,2,no,southwest,8968.33
+425,45,male,24.31,5,no,southeast,9788.8659
+426,38,female,27.265,1,no,northeast,6555.07035
+427,18,female,29.165,0,no,northeast,7323.734819
+428,21,female,16.815,1,no,northeast,3167.45585
+429,27,female,30.4,3,no,northwest,18804.7524
+430,19,male,33.1,0,no,southwest,23082.95533
+431,29,female,20.235,2,no,northwest,4906.40965
+432,42,male,26.9,0,no,southwest,5969.723
+433,60,female,30.5,0,no,southwest,12638.195
+434,31,male,28.595,1,no,northwest,4243.59005
+435,60,male,33.11,3,no,southeast,13919.8229
+436,22,male,31.73,0,no,northeast,2254.7967
+437,35,male,28.9,3,no,southwest,5926.846
+438,52,female,46.75,5,no,southeast,12592.5345
+439,26,male,29.45,0,no,northeast,2897.3235
+440,31,female,32.68,1,no,northwest,4738.2682
+441,33,female,33.5,0,yes,southwest,37079.372
+442,18,male,43.01,0,no,southeast,1149.3959
+443,59,female,36.52,1,no,southeast,28287.89766
+444,56,male,26.695,1,yes,northwest,26109.32905
+445,45,female,33.1,0,no,southwest,7345.084
+446,60,male,29.64,0,no,northeast,12730.9996
+447,56,female,25.65,0,no,northwest,11454.0215
+448,40,female,29.6,0,no,southwest,5910.944
+449,35,male,38.6,1,no,southwest,4762.329
+450,39,male,29.6,4,no,southwest,7512.267
+451,30,male,24.13,1,no,northwest,4032.2407
+452,24,male,23.4,0,no,southwest,1969.614
+453,20,male,29.735,0,no,northwest,1769.53165
+454,32,male,46.53,2,no,southeast,4686.3887
+455,59,male,37.4,0,no,southwest,21797.0004
+456,55,female,30.14,2,no,southeast,11881.9696
+457,57,female,30.495,0,no,northwest,11840.77505
+458,56,male,39.6,0,no,southwest,10601.412
+459,40,female,33.0,3,no,southeast,7682.67
+460,49,female,36.63,3,no,southeast,10381.4787
+461,42,male,30.0,0,yes,southwest,22144.032
+462,62,female,38.095,2,no,northeast,15230.32405
+463,56,male,25.935,0,no,northeast,11165.41765
+464,19,male,25.175,0,no,northwest,1632.03625
+465,30,female,28.38,1,yes,southeast,19521.9682
+466,60,female,28.7,1,no,southwest,13224.693
+467,56,female,33.82,2,no,northwest,12643.3778
+468,28,female,24.32,1,no,northeast,23288.9284
+469,18,female,24.09,1,no,southeast,2201.0971
+470,27,male,32.67,0,no,southeast,2497.0383
+471,18,female,30.115,0,no,northeast,2203.47185
+472,19,female,29.8,0,no,southwest,1744.465
+473,47,female,33.345,0,no,northeast,20878.78443
+474,54,male,25.1,3,yes,southwest,25382.297
+475,61,male,28.31,1,yes,northwest,28868.6639
+476,24,male,28.5,0,yes,northeast,35147.52848
+477,25,male,35.625,0,no,northwest,2534.39375
+478,21,male,36.85,0,no,southeast,1534.3045
+479,23,male,32.56,0,no,southeast,1824.2854
+480,63,male,41.325,3,no,northwest,15555.18875
+481,49,male,37.51,2,no,southeast,9304.7019
+482,18,female,31.35,0,no,southeast,1622.1885
+483,51,female,39.5,1,no,southwest,9880.068
+484,48,male,34.3,3,no,southwest,9563.029
+485,31,female,31.065,0,no,northeast,4347.02335
+486,54,female,21.47,3,no,northwest,12475.3513
+487,19,male,28.7,0,no,southwest,1253.936
+488,44,female,38.06,0,yes,southeast,48885.13561
+489,53,male,31.16,1,no,northwest,10461.9794
+490,19,female,32.9,0,no,southwest,1748.774
+491,61,female,25.08,0,no,southeast,24513.09126
+492,18,female,25.08,0,no,northeast,2196.4732
+493,61,male,43.4,0,no,southwest,12574.049
+494,21,male,25.7,4,yes,southwest,17942.106
+495,20,male,27.93,0,no,northeast,1967.0227
+496,31,female,23.6,2,no,southwest,4931.647
+497,45,male,28.7,2,no,southwest,8027.968
+498,44,female,23.98,2,no,southeast,8211.1002
+499,62,female,39.2,0,no,southwest,13470.86
+500,29,male,34.4,0,yes,southwest,36197.699
+501,43,male,26.03,0,no,northeast,6837.3687
+502,51,male,23.21,1,yes,southeast,22218.1149
+503,19,male,30.25,0,yes,southeast,32548.3405
+504,38,female,28.93,1,no,southeast,5974.3847
+505,37,male,30.875,3,no,northwest,6796.86325
+506,22,male,31.35,1,no,northwest,2643.2685
+507,21,male,23.75,2,no,northwest,3077.0955
+508,24,female,25.27,0,no,northeast,3044.2133
+509,57,female,28.7,0,no,southwest,11455.28
+510,56,male,32.11,1,no,northeast,11763.0009
+511,27,male,33.66,0,no,southeast,2498.4144
+512,51,male,22.42,0,no,northeast,9361.3268
+513,19,male,30.4,0,no,southwest,1256.299
+514,39,male,28.3,1,yes,southwest,21082.16
+515,58,male,35.7,0,no,southwest,11362.755
+516,20,male,35.31,1,no,southeast,27724.28875
+517,45,male,30.495,2,no,northwest,8413.46305
+518,35,female,31.0,1,no,southwest,5240.765
+519,31,male,30.875,0,no,northeast,3857.75925
+520,50,female,27.36,0,no,northeast,25656.57526
+521,32,female,44.22,0,no,southeast,3994.1778
+522,51,female,33.915,0,no,northeast,9866.30485
+523,38,female,37.73,0,no,southeast,5397.6167
+524,42,male,26.07,1,yes,southeast,38245.59327
+525,18,female,33.88,0,no,southeast,11482.63485
+526,19,female,30.59,2,no,northwest,24059.68019
+527,51,female,25.8,1,no,southwest,9861.025
+528,46,male,39.425,1,no,northeast,8342.90875
+529,18,male,25.46,0,no,northeast,1708.0014
+530,57,male,42.13,1,yes,southeast,48675.5177
+531,62,female,31.73,0,no,northeast,14043.4767
+532,59,male,29.7,2,no,southeast,12925.886
+533,37,male,36.19,0,no,southeast,19214.70553
+534,64,male,40.48,0,no,southeast,13831.1152
+535,38,male,28.025,1,no,northeast,6067.12675
+536,33,female,38.9,3,no,southwest,5972.378
+537,46,female,30.2,2,no,southwest,8825.086
+538,46,female,28.05,1,no,southeast,8233.0975
+539,53,male,31.35,0,no,southeast,27346.04207
+540,34,female,38.0,3,no,southwest,6196.448
+541,20,female,31.79,2,no,southeast,3056.3881
+542,63,female,36.3,0,no,southeast,13887.204
+543,54,female,47.41,0,yes,southeast,63770.42801
+544,54,male,30.21,0,no,northwest,10231.4999
+545,49,male,25.84,2,yes,northwest,23807.2406
+546,28,male,35.435,0,no,northeast,3268.84665
+547,54,female,46.7,2,no,southwest,11538.421
+548,25,female,28.595,0,no,northeast,3213.62205
+549,43,female,46.2,0,yes,southeast,45863.205
+550,63,male,30.8,0,no,southwest,13390.559
+551,32,female,28.93,0,no,southeast,3972.9247
+552,62,male,21.4,0,no,southwest,12957.118
+553,52,female,31.73,2,no,northwest,11187.6567
+554,25,female,41.325,0,no,northeast,17878.90068
+555,28,male,23.8,2,no,southwest,3847.674
+556,46,male,33.44,1,no,northeast,8334.5896
+557,34,male,34.21,0,no,southeast,3935.1799
+558,35,female,34.105,3,yes,northwest,39983.42595
+559,19,male,35.53,0,no,northwest,1646.4297
+560,46,female,19.95,2,no,northwest,9193.8385
+561,54,female,32.68,0,no,northeast,10923.9332
+562,27,male,30.5,0,no,southwest,2494.022
+563,50,male,44.77,1,no,southeast,9058.7303
+564,18,female,32.12,2,no,southeast,2801.2588
+565,19,female,30.495,0,no,northwest,2128.43105
+566,38,female,40.565,1,no,northwest,6373.55735
+567,41,male,30.59,2,no,northwest,7256.7231
+568,49,female,31.9,5,no,southwest,11552.904
+569,48,male,40.565,2,yes,northwest,45702.02235
+570,31,female,29.1,0,no,southwest,3761.292
+571,18,female,37.29,1,no,southeast,2219.4451
+572,30,female,43.12,2,no,southeast,4753.6368
+573,62,female,36.86,1,no,northeast,31620.00106
+574,57,female,34.295,2,no,northeast,13224.05705
+575,58,female,27.17,0,no,northwest,12222.8983
+576,22,male,26.84,0,no,southeast,1664.9996
+577,31,female,38.095,1,yes,northeast,58571.07448
+578,52,male,30.2,1,no,southwest,9724.53
+579,25,female,23.465,0,no,northeast,3206.49135
+580,59,male,25.46,1,no,northeast,12913.9924
+581,19,male,30.59,0,no,northwest,1639.5631
+582,39,male,45.43,2,no,southeast,6356.2707
+583,32,female,23.65,1,no,southeast,17626.23951
+584,19,male,20.7,0,no,southwest,1242.816
+585,33,female,28.27,1,no,southeast,4779.6023
+586,21,male,20.235,3,no,northeast,3861.20965
+587,34,female,30.21,1,yes,northwest,43943.8761
+588,61,female,35.91,0,no,northeast,13635.6379
+589,38,female,30.69,1,no,southeast,5976.8311
+590,58,female,29.0,0,no,southwest,11842.442
+591,47,male,19.57,1,no,northwest,8428.0693
+592,20,male,31.13,2,no,southeast,2566.4707
+593,21,female,21.85,1,yes,northeast,15359.1045
+594,41,male,40.26,0,no,southeast,5709.1644
+595,46,female,33.725,1,no,northeast,8823.98575
+596,42,female,29.48,2,no,southeast,7640.3092
+597,34,female,33.25,1,no,northeast,5594.8455
+598,43,male,32.6,2,no,southwest,7441.501
+599,52,female,37.525,2,no,northwest,33471.97189
+600,18,female,39.16,0,no,southeast,1633.0444
+601,51,male,31.635,0,no,northwest,9174.13565
+602,56,female,25.3,0,no,southwest,11070.535
+603,64,female,39.05,3,no,southeast,16085.1275
+604,19,female,28.31,0,yes,northwest,17468.9839
+605,51,female,34.1,0,no,southeast,9283.562
+606,27,female,25.175,0,no,northeast,3558.62025
+607,59,female,23.655,0,yes,northwest,25678.77845
+608,28,male,26.98,2,no,northeast,4435.0942
+609,30,male,37.8,2,yes,southwest,39241.442
+610,47,female,29.37,1,no,southeast,8547.6913
+611,38,female,34.8,2,no,southwest,6571.544
+612,18,female,33.155,0,no,northeast,2207.69745
+613,34,female,19.0,3,no,northeast,6753.038
+614,20,female,33.0,0,no,southeast,1880.07
+615,47,female,36.63,1,yes,southeast,42969.8527
+616,56,female,28.595,0,no,northeast,11658.11505
+617,49,male,25.6,2,yes,southwest,23306.547
+618,19,female,33.11,0,yes,southeast,34439.8559
+619,55,female,37.1,0,no,southwest,10713.644
+620,30,male,31.4,1,no,southwest,3659.346
+621,37,male,34.1,4,yes,southwest,40182.246
+622,49,female,21.3,1,no,southwest,9182.17
+623,18,male,33.535,0,yes,northeast,34617.84065
+624,59,male,28.785,0,no,northwest,12129.61415
+625,29,female,26.03,0,no,northwest,3736.4647
+626,36,male,28.88,3,no,northeast,6748.5912
+627,33,male,42.46,1,no,southeast,11326.71487
+628,58,male,38.0,0,no,southwest,11365.952
+629,44,female,38.95,0,yes,northwest,42983.4585
+630,53,male,36.1,1,no,southwest,10085.846
+631,24,male,29.3,0,no,southwest,1977.815
+632,29,female,35.53,0,no,southeast,3366.6697
+633,40,male,22.705,2,no,northeast,7173.35995
+634,51,male,39.7,1,no,southwest,9391.346
+635,64,male,38.19,0,no,northeast,14410.9321
+636,19,female,24.51,1,no,northwest,2709.1119
+637,35,female,38.095,2,no,northeast,24915.04626
+638,39,male,26.41,0,yes,northeast,20149.3229
+639,56,male,33.66,4,no,southeast,12949.1554
+640,33,male,42.4,5,no,southwest,6666.243
+641,42,male,28.31,3,yes,northwest,32787.45859
+642,61,male,33.915,0,no,northeast,13143.86485
+643,23,female,34.96,3,no,northwest,4466.6214
+644,43,male,35.31,2,no,southeast,18806.14547
+645,48,male,30.78,3,no,northeast,10141.1362
+646,39,male,26.22,1,no,northwest,6123.5688
+647,40,female,23.37,3,no,northeast,8252.2843
+648,18,male,28.5,0,no,northeast,1712.227
+649,58,female,32.965,0,no,northeast,12430.95335
+650,49,female,42.68,2,no,southeast,9800.8882
+651,53,female,39.6,1,no,southeast,10579.711
+652,48,female,31.13,0,no,southeast,8280.6227
+653,45,female,36.3,2,no,southeast,8527.532
+654,59,female,35.2,0,no,southeast,12244.531
+655,52,female,25.3,2,yes,southeast,24667.419
+656,26,female,42.4,1,no,southwest,3410.324
+657,27,male,33.155,2,no,northwest,4058.71245
+658,48,female,35.91,1,no,northeast,26392.26029
+659,57,female,28.785,4,no,northeast,14394.39815
+660,37,male,46.53,3,no,southeast,6435.6237
+661,57,female,23.98,1,no,southeast,22192.43711
+662,32,female,31.54,1,no,northeast,5148.5526
+663,18,male,33.66,0,no,southeast,1136.3994
+664,64,female,22.99,0,yes,southeast,27037.9141
+665,43,male,38.06,2,yes,southeast,42560.4304
+666,49,male,28.7,1,no,southwest,8703.456
+667,40,female,32.775,2,yes,northwest,40003.33225
+668,62,male,32.015,0,yes,northeast,45710.20785
+669,40,female,29.81,1,no,southeast,6500.2359
+670,30,male,31.57,3,no,southeast,4837.5823
+671,29,female,31.16,0,no,northeast,3943.5954
+672,36,male,29.7,0,no,southeast,4399.731
+673,41,female,31.02,0,no,southeast,6185.3208
+674,44,female,43.89,2,yes,southeast,46200.9851
+675,45,male,21.375,0,no,northwest,7222.78625
+676,55,female,40.81,3,no,southeast,12485.8009
+677,60,male,31.35,3,yes,northwest,46130.5265
+678,56,male,36.1,3,no,southwest,12363.547
+679,49,female,23.18,2,no,northwest,10156.7832
+680,21,female,17.4,1,no,southwest,2585.269
+681,19,male,20.3,0,no,southwest,1242.26
+682,39,male,35.3,2,yes,southwest,40103.89
+683,53,male,24.32,0,no,northwest,9863.4718
+684,33,female,18.5,1,no,southwest,4766.022
+685,53,male,26.41,2,no,northeast,11244.3769
+686,42,male,26.125,2,no,northeast,7729.64575
+687,40,male,41.69,0,no,southeast,5438.7491
+688,47,female,24.1,1,no,southwest,26236.57997
+689,27,male,31.13,1,yes,southeast,34806.4677
+690,21,male,27.36,0,no,northeast,2104.1134
+691,47,male,36.2,1,no,southwest,8068.185
+692,20,male,32.395,1,no,northwest,2362.22905
+693,24,male,23.655,0,no,northwest,2352.96845
+694,27,female,34.8,1,no,southwest,3577.999
+695,26,female,40.185,0,no,northwest,3201.24515
+696,53,female,32.3,2,no,northeast,29186.48236
+697,41,male,35.75,1,yes,southeast,40273.6455
+698,56,male,33.725,0,no,northwest,10976.24575
+699,23,female,39.27,2,no,southeast,3500.6123
+700,21,female,34.87,0,no,southeast,2020.5523
+701,50,female,44.745,0,no,northeast,9541.69555
+702,53,male,41.47,0,no,southeast,9504.3103
+703,34,female,26.41,1,no,northwest,5385.3379
+704,47,female,29.545,1,no,northwest,8930.93455
+705,33,female,32.9,2,no,southwest,5375.038
+706,51,female,38.06,0,yes,southeast,44400.4064
+707,49,male,28.69,3,no,northwest,10264.4421
+708,31,female,30.495,3,no,northeast,6113.23105
+709,36,female,27.74,0,no,northeast,5469.0066
+710,18,male,35.2,1,no,southeast,1727.54
+711,50,female,23.54,2,no,southeast,10107.2206
+712,43,female,30.685,2,no,northwest,8310.83915
+713,20,male,40.47,0,no,northeast,1984.4533
+714,24,female,22.6,0,no,southwest,2457.502
+715,60,male,28.9,0,no,southwest,12146.971
+716,49,female,22.61,1,no,northwest,9566.9909
+717,60,male,24.32,1,no,northwest,13112.6048
+718,51,female,36.67,2,no,northwest,10848.1343
+719,58,female,33.44,0,no,northwest,12231.6136
+720,51,female,40.66,0,no,northeast,9875.6804
+721,53,male,36.6,3,no,southwest,11264.541
+722,62,male,37.4,0,no,southwest,12979.358
+723,19,male,35.4,0,no,southwest,1263.249
+724,50,female,27.075,1,no,northeast,10106.13425
+725,30,female,39.05,3,yes,southeast,40932.4295
+726,41,male,28.405,1,no,northwest,6664.68595
+727,29,female,21.755,1,yes,northeast,16657.71745
+728,18,female,40.28,0,no,northeast,2217.6012
+729,41,female,36.08,1,no,southeast,6781.3542
+730,35,male,24.42,3,yes,southeast,19361.9988
+731,53,male,21.4,1,no,southwest,10065.413
+732,24,female,30.1,3,no,southwest,4234.927
+733,48,female,27.265,1,no,northeast,9447.25035
+734,59,female,32.1,3,no,southwest,14007.222
+735,49,female,34.77,1,no,northwest,9583.8933
+736,37,female,38.39,0,yes,southeast,40419.0191
+737,26,male,23.7,2,no,southwest,3484.331
+738,23,male,31.73,3,yes,northeast,36189.1017
+739,29,male,35.5,2,yes,southwest,44585.45587
+740,45,male,24.035,2,no,northeast,8604.48365
+741,27,male,29.15,0,yes,southeast,18246.4955
+742,53,male,34.105,0,yes,northeast,43254.41795
+743,31,female,26.62,0,no,southeast,3757.8448
+744,50,male,26.41,0,no,northwest,8827.2099
+745,50,female,30.115,1,no,northwest,9910.35985
+746,34,male,27.0,2,no,southwest,11737.84884
+747,19,male,21.755,0,no,northwest,1627.28245
+748,47,female,36.0,1,no,southwest,8556.907
+749,28,male,30.875,0,no,northwest,3062.50825
+750,37,female,26.4,0,yes,southeast,19539.243
+751,21,male,28.975,0,no,northwest,1906.35825
+752,64,male,37.905,0,no,northwest,14210.53595
+753,58,female,22.77,0,no,southeast,11833.7823
+754,24,male,33.63,4,no,northeast,17128.42608
+755,31,male,27.645,2,no,northeast,5031.26955
+756,39,female,22.8,3,no,northeast,7985.815
+757,47,female,27.83,0,yes,southeast,23065.4207
+758,30,male,37.43,3,no,northeast,5428.7277
+759,18,male,38.17,0,yes,southeast,36307.7983
+760,22,female,34.58,2,no,northeast,3925.7582
+761,23,male,35.2,1,no,southwest,2416.955
+762,33,male,27.1,1,yes,southwest,19040.876
+763,27,male,26.03,0,no,northeast,3070.8087
+764,45,female,25.175,2,no,northeast,9095.06825
+765,57,female,31.825,0,no,northwest,11842.62375
+766,47,male,32.3,1,no,southwest,8062.764
+767,42,female,29.0,1,no,southwest,7050.642
+768,64,female,39.7,0,no,southwest,14319.031
+769,38,female,19.475,2,no,northwest,6933.24225
+770,61,male,36.1,3,no,southwest,27941.28758
+771,53,female,26.7,2,no,southwest,11150.78
+772,44,female,36.48,0,no,northeast,12797.20962
+773,19,female,28.88,0,yes,northwest,17748.5062
+774,41,male,34.2,2,no,northwest,7261.741
+775,51,male,33.33,3,no,southeast,10560.4917
+776,40,male,32.3,2,no,northwest,6986.697
+777,45,male,39.805,0,no,northeast,7448.40395
+778,35,male,34.32,3,no,southeast,5934.3798
+779,53,male,28.88,0,no,northwest,9869.8102
+780,30,male,24.4,3,yes,southwest,18259.216
+781,18,male,41.14,0,no,southeast,1146.7966
+782,51,male,35.97,1,no,southeast,9386.1613
+783,50,female,27.6,1,yes,southwest,24520.264
+784,31,female,29.26,1,no,southeast,4350.5144
+785,35,female,27.7,3,no,southwest,6414.178
+786,60,male,36.955,0,no,northeast,12741.16745
+787,21,male,36.86,0,no,northwest,1917.3184
+788,29,male,22.515,3,no,northeast,5209.57885
+789,62,female,29.92,0,no,southeast,13457.9608
+790,39,female,41.8,0,no,southeast,5662.225
+791,19,male,27.6,0,no,southwest,1252.407
+792,22,female,23.18,0,no,northeast,2731.9122
+793,53,male,20.9,0,yes,southeast,21195.818
+794,39,female,31.92,2,no,northwest,7209.4918
+795,27,male,28.5,0,yes,northwest,18310.742
+796,30,male,44.22,2,no,southeast,4266.1658
+797,30,female,22.895,1,no,northeast,4719.52405
+798,58,female,33.1,0,no,southwest,11848.141
+799,33,male,24.795,0,yes,northeast,17904.52705
+800,42,female,26.18,1,no,southeast,7046.7222
+801,64,female,35.97,0,no,southeast,14313.8463
+802,21,male,22.3,1,no,southwest,2103.08
+803,18,female,42.24,0,yes,southeast,38792.6856
+804,23,male,26.51,0,no,southeast,1815.8759
+805,45,female,35.815,0,no,northwest,7731.85785
+806,40,female,41.42,1,no,northwest,28476.73499
+807,19,female,36.575,0,no,northwest,2136.88225
+808,18,male,30.14,0,no,southeast,1131.5066
+809,25,male,25.84,1,no,northeast,3309.7926
+810,46,female,30.8,3,no,southwest,9414.92
+811,33,female,42.94,3,no,northwest,6360.9936
+812,54,male,21.01,2,no,southeast,11013.7119
+813,28,male,22.515,2,no,northeast,4428.88785
+814,36,male,34.43,2,no,southeast,5584.3057
+815,20,female,31.46,0,no,southeast,1877.9294
+816,24,female,24.225,0,no,northwest,2842.76075
+817,23,male,37.1,3,no,southwest,3597.596
+818,47,female,26.125,1,yes,northeast,23401.30575
+819,33,female,35.53,0,yes,northwest,55135.40209
+820,45,male,33.7,1,no,southwest,7445.918
+821,26,male,17.67,0,no,northwest,2680.9493
+822,18,female,31.13,0,no,southeast,1621.8827
+823,44,female,29.81,2,no,southeast,8219.2039
+824,60,male,24.32,0,no,northwest,12523.6048
+825,64,female,31.825,2,no,northeast,16069.08475
+826,56,male,31.79,2,yes,southeast,43813.8661
+827,36,male,28.025,1,yes,northeast,20773.62775
+828,41,male,30.78,3,yes,northeast,39597.4072
+829,39,male,21.85,1,no,northwest,6117.4945
+830,63,male,33.1,0,no,southwest,13393.756
+831,36,female,25.84,0,no,northwest,5266.3656
+832,28,female,23.845,2,no,northwest,4719.73655
+833,58,male,34.39,0,no,northwest,11743.9341
+834,36,male,33.82,1,no,northwest,5377.4578
+835,42,male,35.97,2,no,southeast,7160.3303
+836,36,male,31.5,0,no,southwest,4402.233
+837,56,female,28.31,0,no,northeast,11657.7189
+838,35,female,23.465,2,no,northeast,6402.29135
+839,59,female,31.35,0,no,northwest,12622.1795
+840,21,male,31.1,0,no,southwest,1526.312
+841,59,male,24.7,0,no,northeast,12323.936
+842,23,female,32.78,2,yes,southeast,36021.0112
+843,57,female,29.81,0,yes,southeast,27533.9129
+844,53,male,30.495,0,no,northeast,10072.05505
+845,60,female,32.45,0,yes,southeast,45008.9555
+846,51,female,34.2,1,no,southwest,9872.701
+847,23,male,50.38,1,no,southeast,2438.0552
+848,27,female,24.1,0,no,southwest,2974.126
+849,55,male,32.775,0,no,northwest,10601.63225
+850,37,female,30.78,0,yes,northeast,37270.1512
+851,61,male,32.3,2,no,northwest,14119.62
+852,46,female,35.53,0,yes,northeast,42111.6647
+853,53,female,23.75,2,no,northeast,11729.6795
+854,49,female,23.845,3,yes,northeast,24106.91255
+855,20,female,29.6,0,no,southwest,1875.344
+856,48,female,33.11,0,yes,southeast,40974.1649
+857,25,male,24.13,0,yes,northwest,15817.9857
+858,25,female,32.23,1,no,southeast,18218.16139
+859,57,male,28.1,0,no,southwest,10965.446
+860,37,female,47.6,2,yes,southwest,46113.511
+861,38,female,28.0,3,no,southwest,7151.092
+862,55,female,33.535,2,no,northwest,12269.68865
+863,36,female,19.855,0,no,northeast,5458.04645
+864,51,male,25.4,0,no,southwest,8782.469
+865,40,male,29.9,2,no,southwest,6600.361
+866,18,male,37.29,0,no,southeast,1141.4451
+867,57,male,43.7,1,no,southwest,11576.13
+868,61,male,23.655,0,no,northeast,13129.60345
+869,25,female,24.3,3,no,southwest,4391.652
+870,50,male,36.2,0,no,southwest,8457.818
+871,26,female,29.48,1,no,southeast,3392.3652
+872,42,male,24.86,0,no,southeast,5966.8874
+873,43,male,30.1,1,no,southwest,6849.026
+874,44,male,21.85,3,no,northeast,8891.1395
+875,23,female,28.12,0,no,northwest,2690.1138
+876,49,female,27.1,1,no,southwest,26140.3603
+877,33,male,33.44,5,no,southeast,6653.7886
+878,41,male,28.8,1,no,southwest,6282.235
+879,37,female,29.5,2,no,southwest,6311.952
+880,22,male,34.8,3,no,southwest,3443.064
+881,23,male,27.36,1,no,northwest,2789.0574
+882,21,female,22.135,0,no,northeast,2585.85065
+883,51,female,37.05,3,yes,northeast,46255.1125
+884,25,male,26.695,4,no,northwest,4877.98105
+885,32,male,28.93,1,yes,southeast,19719.6947
+886,57,male,28.975,0,yes,northeast,27218.43725
+887,36,female,30.02,0,no,northwest,5272.1758
+888,22,male,39.5,0,no,southwest,1682.597
+889,57,male,33.63,1,no,northwest,11945.1327
+890,64,female,26.885,0,yes,northwest,29330.98315
+891,36,female,29.04,4,no,southeast,7243.8136
+892,54,male,24.035,0,no,northeast,10422.91665
+893,47,male,38.94,2,yes,southeast,44202.6536
+894,62,male,32.11,0,no,northeast,13555.0049
+895,61,female,44.0,0,no,southwest,13063.883
+896,43,female,20.045,2,yes,northeast,19798.05455
+897,19,male,25.555,1,no,northwest,2221.56445
+898,18,female,40.26,0,no,southeast,1634.5734
+899,19,female,22.515,0,no,northwest,2117.33885
+900,49,male,22.515,0,no,northeast,8688.85885
+901,60,male,40.92,0,yes,southeast,48673.5588
+902,26,male,27.265,3,no,northeast,4661.28635
+903,49,male,36.85,0,no,southeast,8125.7845
+904,60,female,35.1,0,no,southwest,12644.589
+905,26,female,29.355,2,no,northeast,4564.19145
+906,27,male,32.585,3,no,northeast,4846.92015
+907,44,female,32.34,1,no,southeast,7633.7206
+908,63,male,39.8,3,no,southwest,15170.069
+909,32,female,24.6,0,yes,southwest,17496.306
+910,22,male,28.31,1,no,northwest,2639.0429
+911,18,male,31.73,0,yes,northeast,33732.6867
+912,59,female,26.695,3,no,northwest,14382.70905
+913,44,female,27.5,1,no,southwest,7626.993
+914,33,male,24.605,2,no,northwest,5257.50795
+915,24,female,33.99,0,no,southeast,2473.3341
+916,43,female,26.885,0,yes,northwest,21774.32215
+917,45,male,22.895,0,yes,northeast,35069.37452
+918,61,female,28.2,0,no,southwest,13041.921
+919,35,female,34.21,1,no,southeast,5245.2269
+920,62,female,25.0,0,no,southwest,13451.122
+921,62,female,33.2,0,no,southwest,13462.52
+922,38,male,31.0,1,no,southwest,5488.262
+923,34,male,35.815,0,no,northwest,4320.41085
+924,43,male,23.2,0,no,southwest,6250.435
+925,50,male,32.11,2,no,northeast,25333.33284
+926,19,female,23.4,2,no,southwest,2913.569
+927,57,female,20.1,1,no,southwest,12032.326
+928,62,female,39.16,0,no,southeast,13470.8044
+929,41,male,34.21,1,no,southeast,6289.7549
+930,26,male,46.53,1,no,southeast,2927.0647
+931,39,female,32.5,1,no,southwest,6238.298
+932,46,male,25.8,5,no,southwest,10096.97
+933,45,female,35.3,0,no,southwest,7348.142
+934,32,male,37.18,2,no,southeast,4673.3922
+935,59,female,27.5,0,no,southwest,12233.828
+936,44,male,29.735,2,no,northeast,32108.66282
+937,39,female,24.225,5,no,northwest,8965.79575
+938,18,male,26.18,2,no,southeast,2304.0022
+939,53,male,29.48,0,no,southeast,9487.6442
+940,18,male,23.21,0,no,southeast,1121.8739
+941,50,female,46.09,1,no,southeast,9549.5651
+942,18,female,40.185,0,no,northeast,2217.46915
+943,19,male,22.61,0,no,northwest,1628.4709
+944,62,male,39.93,0,no,southeast,12982.8747
+945,56,female,35.8,1,no,southwest,11674.13
+946,42,male,35.8,2,no,southwest,7160.094
+947,37,male,34.2,1,yes,northeast,39047.285
+948,42,male,31.255,0,no,northwest,6358.77645
+949,25,male,29.7,3,yes,southwest,19933.458
+950,57,male,18.335,0,no,northeast,11534.87265
+951,51,male,42.9,2,yes,southeast,47462.894
+952,30,female,28.405,1,no,northwest,4527.18295
+953,44,male,30.2,2,yes,southwest,38998.546
+954,34,male,27.835,1,yes,northwest,20009.63365
+955,31,male,39.49,1,no,southeast,3875.7341
+956,54,male,30.8,1,yes,southeast,41999.52
+957,24,male,26.79,1,no,northwest,12609.88702
+958,43,male,34.96,1,yes,northeast,41034.2214
+959,48,male,36.67,1,no,northwest,28468.91901
+960,19,female,39.615,1,no,northwest,2730.10785
+961,29,female,25.9,0,no,southwest,3353.284
+962,63,female,35.2,1,no,southeast,14474.675
+963,46,male,24.795,3,no,northeast,9500.57305
+964,52,male,36.765,2,no,northwest,26467.09737
+965,35,male,27.1,1,no,southwest,4746.344
+966,51,male,24.795,2,yes,northwest,23967.38305
+967,44,male,25.365,1,no,northwest,7518.02535
+968,21,male,25.745,2,no,northeast,3279.86855
+969,39,female,34.32,5,no,southeast,8596.8278
+970,50,female,28.16,3,no,southeast,10702.6424
+971,34,female,23.56,0,no,northeast,4992.3764
+972,22,female,20.235,0,no,northwest,2527.81865
+973,19,female,40.5,0,no,southwest,1759.338
+974,26,male,35.42,0,no,southeast,2322.6218
+975,29,male,22.895,0,yes,northeast,16138.76205
+976,48,male,40.15,0,no,southeast,7804.1605
+977,26,male,29.15,1,no,southeast,2902.9065
+978,45,female,39.995,3,no,northeast,9704.66805
+979,36,female,29.92,0,no,southeast,4889.0368
+980,54,male,25.46,1,no,northeast,25517.11363
+981,34,male,21.375,0,no,northeast,4500.33925
+982,31,male,25.9,3,yes,southwest,19199.944
+983,27,female,30.59,1,no,northeast,16796.41194
+984,20,male,30.115,5,no,northeast,4915.05985
+985,44,female,25.8,1,no,southwest,7624.63
+986,43,male,30.115,3,no,northwest,8410.04685
+987,45,female,27.645,1,no,northwest,28340.18885
+988,34,male,34.675,0,no,northeast,4518.82625
+989,24,female,20.52,0,yes,northeast,14571.8908
+990,26,female,19.8,1,no,southwest,3378.91
+991,38,female,27.835,2,no,northeast,7144.86265
+992,50,female,31.6,2,no,southwest,10118.424
+993,38,male,28.27,1,no,southeast,5484.4673
+994,27,female,20.045,3,yes,northwest,16420.49455
+995,39,female,23.275,3,no,northeast,7986.47525
+996,39,female,34.1,3,no,southwest,7418.522
+997,63,female,36.85,0,no,southeast,13887.9685
+998,33,female,36.29,3,no,northeast,6551.7501
+999,36,female,26.885,0,no,northwest,5267.81815
+1000,30,male,22.99,2,yes,northwest,17361.7661
+1001,24,male,32.7,0,yes,southwest,34472.841
+1002,24,male,25.8,0,no,southwest,1972.95
+1003,48,male,29.6,0,no,southwest,21232.18226
+1004,47,male,19.19,1,no,northeast,8627.5411
+1005,29,male,31.73,2,no,northwest,4433.3877
+1006,28,male,29.26,2,no,northeast,4438.2634
+1007,47,male,28.215,3,yes,northwest,24915.22085
+1008,25,male,24.985,2,no,northeast,23241.47453
+1009,51,male,27.74,1,no,northeast,9957.7216
+1010,48,female,22.8,0,no,southwest,8269.044
+1011,43,male,20.13,2,yes,southeast,18767.7377
+1012,61,female,33.33,4,no,southeast,36580.28216
+1013,48,male,32.3,1,no,northwest,8765.249
+1014,38,female,27.6,0,no,southwest,5383.536
+1015,59,male,25.46,0,no,northwest,12124.9924
+1016,19,female,24.605,1,no,northwest,2709.24395
+1017,26,female,34.2,2,no,southwest,3987.926
+1018,54,female,35.815,3,no,northwest,12495.29085
+1019,21,female,32.68,2,no,northwest,26018.95052
+1020,51,male,37.0,0,no,southwest,8798.593
+1021,22,female,31.02,3,yes,southeast,35595.5898
+1022,47,male,36.08,1,yes,southeast,42211.1382
+1023,18,male,23.32,1,no,southeast,1711.0268
+1024,47,female,45.32,1,no,southeast,8569.8618
+1025,21,female,34.6,0,no,southwest,2020.177
+1026,19,male,26.03,1,yes,northwest,16450.8947
+1027,23,male,18.715,0,no,northwest,21595.38229
+1028,54,male,31.6,0,no,southwest,9850.432
+1029,37,female,17.29,2,no,northeast,6877.9801
+1030,46,female,23.655,1,yes,northwest,21677.28345
+1031,55,female,35.2,0,yes,southeast,44423.803
+1032,30,female,27.93,0,no,northeast,4137.5227
+1033,18,male,21.565,0,yes,northeast,13747.87235
+1034,61,male,38.38,0,no,northwest,12950.0712
+1035,54,female,23.0,3,no,southwest,12094.478
+1036,22,male,37.07,2,yes,southeast,37484.4493
+1037,45,female,30.495,1,yes,northwest,39725.51805
+1038,22,male,28.88,0,no,northeast,2250.8352
+1039,19,male,27.265,2,no,northwest,22493.65964
+1040,35,female,28.025,0,yes,northwest,20234.85475
+1041,18,male,23.085,0,no,northeast,1704.70015
+1042,20,male,30.685,0,yes,northeast,33475.81715
+1043,28,female,25.8,0,no,southwest,3161.454
+1044,55,male,35.245,1,no,northeast,11394.06555
+1045,43,female,24.7,2,yes,northwest,21880.82
+1046,43,female,25.08,0,no,northeast,7325.0482
+1047,22,male,52.58,1,yes,southeast,44501.3982
+1048,25,female,22.515,1,no,northwest,3594.17085
+1049,49,male,30.9,0,yes,southwest,39727.614
+1050,44,female,36.955,1,no,northwest,8023.13545
+1051,64,male,26.41,0,no,northeast,14394.5579
+1052,49,male,29.83,1,no,northeast,9288.0267
+1053,47,male,29.8,3,yes,southwest,25309.489
+1054,27,female,21.47,0,no,northwest,3353.4703
+1055,55,male,27.645,0,no,northwest,10594.50155
+1056,48,female,28.9,0,no,southwest,8277.523
+1057,45,female,31.79,0,no,southeast,17929.30337
+1058,24,female,39.49,0,no,southeast,2480.9791
+1059,32,male,33.82,1,no,northwest,4462.7218
+1060,24,male,32.01,0,no,southeast,1981.5819
+1061,57,male,27.94,1,no,southeast,11554.2236
+1062,59,male,41.14,1,yes,southeast,48970.2476
+1063,36,male,28.595,3,no,northwest,6548.19505
+1064,29,female,25.6,4,no,southwest,5708.867
+1065,42,female,25.3,1,no,southwest,7045.499
+1066,48,male,37.29,2,no,southeast,8978.1851
+1067,39,male,42.655,0,no,northeast,5757.41345
+1068,63,male,21.66,1,no,northwest,14349.8544
+1069,54,female,31.9,1,no,southeast,10928.849
+1070,37,male,37.07,1,yes,southeast,39871.7043
+1071,63,male,31.445,0,no,northeast,13974.45555
+1072,21,male,31.255,0,no,northwest,1909.52745
+1073,54,female,28.88,2,no,northeast,12096.6512
+1074,60,female,18.335,0,no,northeast,13204.28565
+1075,32,female,29.59,1,no,southeast,4562.8421
+1076,47,female,32.0,1,no,southwest,8551.347
+1077,21,male,26.03,0,no,northeast,2102.2647
+1078,28,male,31.68,0,yes,southeast,34672.1472
+1079,63,male,33.66,3,no,southeast,15161.5344
+1080,18,male,21.78,2,no,southeast,11884.04858
+1081,32,male,27.835,1,no,northwest,4454.40265
+1082,38,male,19.95,1,no,northwest,5855.9025
+1083,32,male,31.5,1,no,southwest,4076.497
+1084,62,female,30.495,2,no,northwest,15019.76005
+1085,39,female,18.3,5,yes,southwest,19023.26
+1086,55,male,28.975,0,no,northeast,10796.35025
+1087,57,male,31.54,0,no,northwest,11353.2276
+1088,52,male,47.74,1,no,southeast,9748.9106
+1089,56,male,22.1,0,no,southwest,10577.087
+1090,47,male,36.19,0,yes,southeast,41676.0811
+1091,55,female,29.83,0,no,northeast,11286.5387
+1092,23,male,32.7,3,no,southwest,3591.48
+1093,22,female,30.4,0,yes,northwest,33907.548
+1094,50,female,33.7,4,no,southwest,11299.343
+1095,18,female,31.35,4,no,northeast,4561.1885
+1096,51,female,34.96,2,yes,northeast,44641.1974
+1097,22,male,33.77,0,no,southeast,1674.6323
+1098,52,female,30.875,0,no,northeast,23045.56616
+1099,25,female,33.99,1,no,southeast,3227.1211
+1100,33,female,19.095,2,yes,northeast,16776.30405
+1101,53,male,28.6,3,no,southwest,11253.421
+1102,29,male,38.94,1,no,southeast,3471.4096
+1103,58,male,36.08,0,no,southeast,11363.2832
+1104,37,male,29.8,0,no,southwest,20420.60465
+1105,54,female,31.24,0,no,southeast,10338.9316
+1106,49,female,29.925,0,no,northwest,8988.15875
+1107,50,female,26.22,2,no,northwest,10493.9458
+1108,26,male,30.0,1,no,southwest,2904.088
+1109,45,male,20.35,3,no,southeast,8605.3615
+1110,54,female,32.3,1,no,northeast,11512.405
+1111,38,male,38.39,3,yes,southeast,41949.2441
+1112,48,female,25.85,3,yes,southeast,24180.9335
+1113,28,female,26.315,3,no,northwest,5312.16985
+1114,23,male,24.51,0,no,northeast,2396.0959
+1115,55,male,32.67,1,no,southeast,10807.4863
+1116,41,male,29.64,5,no,northeast,9222.4026
+1117,25,male,33.33,2,yes,southeast,36124.5737
+1118,33,male,35.75,1,yes,southeast,38282.7495
+1119,30,female,19.95,3,no,northwest,5693.4305
+1120,23,female,31.4,0,yes,southwest,34166.273
+1121,46,male,38.17,2,no,southeast,8347.1643
+1122,53,female,36.86,3,yes,northwest,46661.4424
+1123,27,female,32.395,1,no,northeast,18903.49141
+1124,23,female,42.75,1,yes,northeast,40904.1995
+1125,63,female,25.08,0,no,northwest,14254.6082
+1126,55,male,29.9,0,no,southwest,10214.636
+1127,35,female,35.86,2,no,southeast,5836.5204
+1128,34,male,32.8,1,no,southwest,14358.36437
+1129,19,female,18.6,0,no,southwest,1728.897
+1130,39,female,23.87,5,no,southeast,8582.3023
+1131,27,male,45.9,2,no,southwest,3693.428
+1132,57,male,40.28,0,no,northeast,20709.02034
+1133,52,female,18.335,0,no,northwest,9991.03765
+1134,28,male,33.82,0,no,northwest,19673.33573
+1135,50,female,28.12,3,no,northwest,11085.5868
+1136,44,female,25.0,1,no,southwest,7623.518
+1137,26,female,22.23,0,no,northwest,3176.2877
+1138,33,male,30.25,0,no,southeast,3704.3545
+1139,19,female,32.49,0,yes,northwest,36898.73308
+1140,50,male,37.07,1,no,southeast,9048.0273
+1141,41,female,32.6,3,no,southwest,7954.517
+1142,52,female,24.86,0,no,southeast,27117.99378
+1143,39,male,32.34,2,no,southeast,6338.0756
+1144,50,male,32.3,2,no,southwest,9630.397
+1145,52,male,32.775,3,no,northwest,11289.10925
+1146,60,male,32.8,0,yes,southwest,52590.82939
+1147,20,female,31.92,0,no,northwest,2261.5688
+1148,55,male,21.5,1,no,southwest,10791.96
+1149,42,male,34.1,0,no,southwest,5979.731
+1150,18,female,30.305,0,no,northeast,2203.73595
+1151,58,female,36.48,0,no,northwest,12235.8392
+1152,43,female,32.56,3,yes,southeast,40941.2854
+1153,35,female,35.815,1,no,northwest,5630.45785
+1154,48,female,27.93,4,no,northwest,11015.1747
+1155,36,female,22.135,3,no,northeast,7228.21565
+1156,19,male,44.88,0,yes,southeast,39722.7462
+1157,23,female,23.18,2,no,northwest,14426.07385
+1158,20,female,30.59,0,no,northeast,2459.7201
+1159,32,female,41.1,0,no,southwest,3989.841
+1160,43,female,34.58,1,no,northwest,7727.2532
+1161,34,male,42.13,2,no,southeast,5124.1887
+1162,30,male,38.83,1,no,southeast,18963.17192
+1163,18,female,28.215,0,no,northeast,2200.83085
+1164,41,female,28.31,1,no,northwest,7153.5539
+1165,35,female,26.125,0,no,northeast,5227.98875
+1166,57,male,40.37,0,no,southeast,10982.5013
+1167,29,female,24.6,2,no,southwest,4529.477
+1168,32,male,35.2,2,no,southwest,4670.64
+1169,37,female,34.105,1,no,northwest,6112.35295
+1170,18,male,27.36,1,yes,northeast,17178.6824
+1171,43,female,26.7,2,yes,southwest,22478.6
+1172,56,female,41.91,0,no,southeast,11093.6229
+1173,38,male,29.26,2,no,northwest,6457.8434
+1174,29,male,32.11,2,no,northwest,4433.9159
+1175,22,female,27.1,0,no,southwest,2154.361
+1176,52,female,24.13,1,yes,northwest,23887.6627
+1177,40,female,27.4,1,no,southwest,6496.886
+1178,23,female,34.865,0,no,northeast,2899.48935
+1179,31,male,29.81,0,yes,southeast,19350.3689
+1180,42,female,41.325,1,no,northeast,7650.77375
+1181,24,female,29.925,0,no,northwest,2850.68375
+1182,25,female,30.3,0,no,southwest,2632.992
+1183,48,female,27.36,1,no,northeast,9447.3824
+1184,23,female,28.49,1,yes,southeast,18328.2381
+1185,45,male,23.56,2,no,northeast,8603.8234
+1186,20,male,35.625,3,yes,northwest,37465.34375
+1187,62,female,32.68,0,no,northwest,13844.7972
+1188,43,female,25.27,1,yes,northeast,21771.3423
+1189,23,female,28.0,0,no,southwest,13126.67745
+1190,31,female,32.775,2,no,northwest,5327.40025
+1191,41,female,21.755,1,no,northeast,13725.47184
+1192,58,female,32.395,1,no,northeast,13019.16105
+1193,48,female,36.575,0,no,northwest,8671.19125
+1194,31,female,21.755,0,no,northwest,4134.08245
+1195,19,female,27.93,3,no,northwest,18838.70366
+1196,19,female,30.02,0,yes,northwest,33307.5508
+1197,41,male,33.55,0,no,southeast,5699.8375
+1198,40,male,29.355,1,no,northwest,6393.60345
+1199,31,female,25.8,2,no,southwest,4934.705
+1200,37,male,24.32,2,no,northwest,6198.7518
+1201,46,male,40.375,2,no,northwest,8733.22925
+1202,22,male,32.11,0,no,northwest,2055.3249
+1203,51,male,32.3,1,no,northeast,9964.06
+1204,18,female,27.28,3,yes,southeast,18223.4512
+1205,35,male,17.86,1,no,northwest,5116.5004
+1206,59,female,34.8,2,no,southwest,36910.60803
+1207,36,male,33.4,2,yes,southwest,38415.474
+1208,37,female,25.555,1,yes,northeast,20296.86345
+1209,59,male,37.1,1,no,southwest,12347.172
+1210,36,male,30.875,1,no,northwest,5373.36425
+1211,39,male,34.1,2,no,southeast,23563.01618
+1212,18,male,21.47,0,no,northeast,1702.4553
+1213,52,female,33.3,2,no,southwest,10806.839
+1214,27,female,31.255,1,no,northwest,3956.07145
+1215,18,male,39.14,0,no,northeast,12890.05765
+1216,40,male,25.08,0,no,southeast,5415.6612
+1217,29,male,37.29,2,no,southeast,4058.1161
+1218,46,female,34.6,1,yes,southwest,41661.602
+1219,38,female,30.21,3,no,northwest,7537.1639
+1220,30,female,21.945,1,no,northeast,4718.20355
+1221,40,male,24.97,2,no,southeast,6593.5083
+1222,50,male,25.3,0,no,southeast,8442.667
+1223,20,female,24.42,0,yes,southeast,26125.67477
+1224,41,male,23.94,1,no,northeast,6858.4796
+1225,33,female,39.82,1,no,southeast,4795.6568
+1226,38,male,16.815,2,no,northeast,6640.54485
+1227,42,male,37.18,2,no,southeast,7162.0122
+1228,56,male,34.43,0,no,southeast,10594.2257
+1229,58,male,30.305,0,no,northeast,11938.25595
+1230,52,male,34.485,3,yes,northwest,60021.39897
+1231,20,female,21.8,0,yes,southwest,20167.33603
+1232,54,female,24.605,3,no,northwest,12479.70895
+1233,58,male,23.3,0,no,southwest,11345.519
+1234,45,female,27.83,2,no,southeast,8515.7587
+1235,26,male,31.065,0,no,northwest,2699.56835
+1236,63,female,21.66,0,no,northeast,14449.8544
+1237,58,female,28.215,0,no,northwest,12224.35085
+1238,37,male,22.705,3,no,northeast,6985.50695
+1239,25,female,42.13,1,no,southeast,3238.4357
+1240,52,male,41.8,2,yes,southeast,47269.854
+1241,64,male,36.96,2,yes,southeast,49577.6624
+1242,22,female,21.28,3,no,northwest,4296.2712
+1243,28,female,33.11,0,no,southeast,3171.6149
+1244,18,male,33.33,0,no,southeast,1135.9407
+1245,28,male,24.3,5,no,southwest,5615.369
+1246,45,female,25.7,3,no,southwest,9101.798
+1247,33,male,29.4,4,no,southwest,6059.173
+1248,18,female,39.82,0,no,southeast,1633.9618
+1249,32,male,33.63,1,yes,northeast,37607.5277
+1250,24,male,29.83,0,yes,northeast,18648.4217
+1251,19,male,19.8,0,no,southwest,1241.565
+1252,20,male,27.3,0,yes,southwest,16232.847
+1253,40,female,29.3,4,no,southwest,15828.82173
+1254,34,female,27.72,0,no,southeast,4415.1588
+1255,42,female,37.9,0,no,southwest,6474.013
+1256,51,female,36.385,3,no,northwest,11436.73815
+1257,54,female,27.645,1,no,northwest,11305.93455
+1258,55,male,37.715,3,no,northwest,30063.58055
+1259,52,female,23.18,0,no,northeast,10197.7722
+1260,32,female,20.52,0,no,northeast,4544.2348
+1261,28,male,37.1,1,no,southwest,3277.161
+1262,41,female,28.05,1,no,southeast,6770.1925
+1263,43,female,29.9,1,no,southwest,7337.748
+1264,49,female,33.345,2,no,northeast,10370.91255
+1265,64,male,23.76,0,yes,southeast,26926.5144
+1266,55,female,30.5,0,no,southwest,10704.47
+1267,24,male,31.065,0,yes,northeast,34254.05335
+1268,20,female,33.3,0,no,southwest,1880.487
+1269,45,male,27.5,3,no,southwest,8615.3
+1270,26,male,33.915,1,no,northwest,3292.52985
+1271,25,female,34.485,0,no,northwest,3021.80915
+1272,43,male,25.52,5,no,southeast,14478.33015
+1273,35,male,27.61,1,no,southeast,4747.0529
+1274,26,male,27.06,0,yes,southeast,17043.3414
+1275,57,male,23.7,0,no,southwest,10959.33
+1276,22,female,30.4,0,no,northeast,2741.948
+1277,32,female,29.735,0,no,northwest,4357.04365
+1278,39,male,29.925,1,yes,northeast,22462.04375
+1279,25,female,26.79,2,no,northwest,4189.1131
+1280,48,female,33.33,0,no,southeast,8283.6807
+1281,47,female,27.645,2,yes,northwest,24535.69855
+1282,18,female,21.66,0,yes,northeast,14283.4594
+1283,18,male,30.03,1,no,southeast,1720.3537
+1284,61,male,36.3,1,yes,southwest,47403.88
+1285,47,female,24.32,0,no,northeast,8534.6718
+1286,28,female,17.29,0,no,northeast,3732.6251
+1287,36,female,25.9,1,no,southwest,5472.449
+1288,20,male,39.4,2,yes,southwest,38344.566
+1289,44,male,34.32,1,no,southeast,7147.4728
+1290,38,female,19.95,2,no,northeast,7133.9025
+1291,19,male,34.9,0,yes,southwest,34828.654
+1292,21,male,23.21,0,no,southeast,1515.3449
+1293,46,male,25.745,3,no,northwest,9301.89355
+1294,58,male,25.175,0,no,northeast,11931.12525
+1295,20,male,22.0,1,no,southwest,1964.78
+1296,18,male,26.125,0,no,northeast,1708.92575
+1297,28,female,26.51,2,no,southeast,4340.4409
+1298,33,male,27.455,2,no,northwest,5261.46945
+1299,19,female,25.745,1,no,northwest,2710.82855
+1300,45,male,30.36,0,yes,southeast,62592.87309
+1301,62,male,30.875,3,yes,northwest,46718.16325
+1302,25,female,20.8,1,no,southwest,3208.787
+1303,43,male,27.8,0,yes,southwest,37829.7242
+1304,42,male,24.605,2,yes,northeast,21259.37795
+1305,24,female,27.72,0,no,southeast,2464.6188
+1306,29,female,21.85,0,yes,northeast,16115.3045
+1307,32,male,28.12,4,yes,northwest,21472.4788
+1308,25,female,30.2,0,yes,southwest,33900.653
+1309,41,male,32.2,2,no,southwest,6875.961
+1310,42,male,26.315,1,no,northwest,6940.90985
+1311,33,female,26.695,0,no,northwest,4571.41305
+1312,34,male,42.9,1,no,southwest,4536.259
+1313,19,female,34.7,2,yes,southwest,36397.576
+1314,30,female,23.655,3,yes,northwest,18765.87545
+1315,18,male,28.31,1,no,northeast,11272.33139
+1316,19,female,20.6,0,no,southwest,1731.677
+1317,18,male,53.13,0,no,southeast,1163.4627
+1318,35,male,39.71,4,no,northeast,19496.71917
+1319,39,female,26.315,2,no,northwest,7201.70085
+1320,31,male,31.065,3,no,northwest,5425.02335
+1321,62,male,26.695,0,yes,northeast,28101.33305
+1322,62,male,38.83,0,no,southeast,12981.3457
+1323,42,female,40.37,2,yes,southeast,43896.3763
+1324,31,male,25.935,1,no,northwest,4239.89265
+1325,61,male,33.535,0,no,northeast,13143.33665
+1326,42,female,32.87,0,no,northeast,7050.0213
+1327,51,male,30.03,1,no,southeast,9377.9047
+1328,23,female,24.225,2,no,northeast,22395.74424
+1329,52,male,38.6,2,no,southwest,10325.206
+1330,57,female,25.74,2,no,southeast,12629.1656
+1331,23,female,33.4,0,no,southwest,10795.93733
+1332,52,female,44.7,3,no,southwest,11411.685
+1333,50,male,30.97,3,no,northwest,10600.5483
+1334,18,female,31.92,0,no,northeast,2205.9808
+1335,18,female,36.85,0,no,southeast,1629.8335
+1336,21,female,25.8,0,no,southwest,2007.945
+1337,61,female,29.07,0,yes,northwest,29141.3603

random_forest_pipeline.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1fcd56e37864a9f27f239fbd6fc9f1a83428eb6989de3fcf2ac89a086795fef4
+size 2491568

requirements.txt

@@ -0,0 +1,7 @@
+scikit-learn==1.3.0
+joblib==1.2.0
+numpy==1.24.3
+scipy==1.11.1
+threadpoolctl==2.2.0  # Installing correct version 3.1.0 if necessary
+pandas==2.0.3
+gradio==4.36.1

train.py

@@ -0,0 +1,88 @@
+
+import joblib
+import pandas as pd
+import numpy as np
+from sklearn.preprocessing import StandardScaler, OneHotEncoder
+from sklearn.compose import make_column_transformer
+from sklearn.impute import SimpleImputer
+from sklearn.pipeline import Pipeline
+from sklearn.model_selection import train_test_split
+from sklearn.ensemble import RandomForestRegressor
+from sklearn.metrics import mean_squared_error, r2_score, mean_absolute_error
+
+# Load the dataset
+df = pd.read_csv("insurance.csv")
+
+# Define features and target
+target = 'charges'
+numerical_features = ['age', 'bmi', 'children']
+categorical_features = ['sex', 'smoker', 'region']
+
+print("Creating data subsets")
+
+X = df[numerical_features + categorical_features]
+y = df[target]
+
+Xtrain, Xtest, ytrain, ytest = train_test_split(
+    X, y,
+    test_size=0.2,
+    random_state=42
+)
+
+# Define the numerical and categorical pipelines
+numerical_pipeline = Pipeline([
+    ('imputer', SimpleImputer(strategy='median')),
+    ('scaler', StandardScaler())
+])
+
+categorical_pipeline = Pipeline([
+    ('imputer', SimpleImputer(strategy='most_frequent')),
+    ('onehot', OneHotEncoder(handle_unknown='ignore'))
+])
+
+preprocessor = make_column_transformer(
+    (numerical_pipeline, numerical_features),
+    (categorical_pipeline, categorical_features)
+)
+
+# Define the Random Forest model with the best parameters
+model_random_forest = RandomForestRegressor(
+    n_estimators=125,
+    min_samples_split=3,
+    min_samples_leaf=4,
+    max_depth=25,
+    random_state=42,
+    n_jobs=-1
+)
+
+print("Estimating Best Model Pipeline")
+
+model_pipeline = Pipeline([
+    ('preprocessor', preprocessor),
+    ('regressor', model_random_forest)
+])
+
+# Train the model
+model_pipeline.fit(Xtrain, ytrain)
+
+# Predict on the test set
+y_pred = model_pipeline.predict(Xtest)
+
+# Calculate evaluation metrics
+mae = mean_absolute_error(ytest, y_pred)
+mse = mean_squared_error(ytest, y_pred)
+rmse = np.sqrt(mse)
+r2 = r2_score(ytest, y_pred)
+
+print("Logging Metrics")
+print(f"Mean Absolute Error (MAE): {mae}")
+print(f"Mean Squared Error (MSE): {mse}")
+print(f"Root Mean Squared Error (RMSE): {rmse}")
+print(f"R-squared (R²): {r2}")
+
+print("Serializing Model")
+
+# Save the model to a file
+saved_model_path = "random_forest_pipeline.pkl"
+joblib.dump(model_pipeline, saved_model_path)
+print(f"Model saved as {saved_model_path}")