From 49557a1f771294f4738ab1dec8ce886469465bac Mon Sep 17 00:00:00 2001
From: frog24 <dlavsakogogovna228@gmail.com>
Date: Sun, 15 Sep 2024 20:27:11 +0300
Subject: [PATCH 1/2] lab 1 is done

---
 .gitignore           |    1 +
 dataset.csv          | 2773 ++++++++++++++++++++++++++++++++++++++++++
 lab1.ipynb           |  168 +++
 lab_1/1lab_1part.jpg |  Bin 0 -> 85818 bytes
 4 files changed, 2942 insertions(+)
 create mode 100644 dataset.csv
 create mode 100644 lab1.ipynb
 create mode 100644 lab_1/1lab_1part.jpg

diff --git a/.gitignore b/.gitignore
index ea6df70..4f8e624 100644
--- a/.gitignore
+++ b/.gitignore
@@ -26,3 +26,4 @@ ipython_config.py
 # Remove previous ipynb_checkpoints
 #   git rm -r .ipynb_checkpoints/
 
+/aimenv
\ No newline at end of file
diff --git a/dataset.csv b/dataset.csv
new file mode 100644
index 0000000..7e9cc0f
--- /dev/null
+++ b/dataset.csv
@@ -0,0 +1,2773 @@
+age,sex,bmi,children,smoker,region,charges
+19,female,27.9,0,yes,southwest,16884.924
+18,male,33.77,1,no,southeast,1725.5523
+28,male,33,3,no,southeast,4449.462
+33,male,22.705,0,no,northwest,21984.47061
+32,male,28.88,0,no,northwest,3866.8552
+31,female,25.74,0,no,southeast,3756.6216
+46,female,33.44,1,no,southeast,8240.5896
+37,female,27.74,3,no,northwest,7281.5056
+37,male,29.83,2,no,northeast,6406.4107
+60,female,25.84,0,no,northwest,28923.13692
+25,male,26.22,0,no,northeast,2721.3208
+62,female,26.29,0,yes,southeast,27808.7251
+23,male,34.4,0,no,southwest,1826.843
+56,female,39.82,0,no,southeast,11090.7178
+27,male,42.13,0,yes,southeast,39611.7577
+19,male,24.6,1,no,southwest,1837.237
+52,female,30.78,1,no,northeast,10797.3362
+23,male,23.845,0,no,northeast,2395.17155
+56,male,40.3,0,no,southwest,10602.385
+30,male,35.3,0,yes,southwest,36837.467
+60,female,36.005,0,no,northeast,13228.84695
+30,female,32.4,1,no,southwest,4149.736
+18,male,34.1,0,no,southeast,1137.011
+34,female,31.92,1,yes,northeast,37701.8768
+37,male,28.025,2,no,northwest,6203.90175
+59,female,27.72,3,no,southeast,14001.1338
+63,female,23.085,0,no,northeast,14451.83515
+55,female,32.775,2,no,northwest,12268.63225
+23,male,17.385,1,no,northwest,2775.19215
+31,male,36.3,2,yes,southwest,38711
+22,male,35.6,0,yes,southwest,35585.576
+18,female,26.315,0,no,northeast,2198.18985
+19,female,28.6,5,no,southwest,4687.797
+63,male,28.31,0,no,northwest,13770.0979
+28,male,36.4,1,yes,southwest,51194.55914
+19,male,20.425,0,no,northwest,1625.43375
+62,female,32.965,3,no,northwest,15612.19335
+26,male,20.8,0,no,southwest,2302.3
+35,male,36.67,1,yes,northeast,39774.2763
+60,male,39.9,0,yes,southwest,48173.361
+24,female,26.6,0,no,northeast,3046.062
+31,female,36.63,2,no,southeast,4949.7587
+41,male,21.78,1,no,southeast,6272.4772
+37,female,30.8,2,no,southeast,6313.759
+38,male,37.05,1,no,northeast,6079.6715
+55,male,37.3,0,no,southwest,20630.28351
+18,female,38.665,2,no,northeast,3393.35635
+28,female,34.77,0,no,northwest,3556.9223
+60,female,24.53,0,no,southeast,12629.8967
+36,male,35.2,1,yes,southeast,38709.176
+18,female,35.625,0,no,northeast,2211.13075
+21,female,33.63,2,no,northwest,3579.8287
+48,male,28,1,yes,southwest,23568.272
+36,male,34.43,0,yes,southeast,37742.5757
+40,female,28.69,3,no,northwest,8059.6791
+58,male,36.955,2,yes,northwest,47496.49445
+58,female,31.825,2,no,northeast,13607.36875
+18,male,31.68,2,yes,southeast,34303.1672
+53,female,22.88,1,yes,southeast,23244.7902
+34,female,37.335,2,no,northwest,5989.52365
+43,male,27.36,3,no,northeast,8606.2174
+25,male,33.66,4,no,southeast,4504.6624
+64,male,24.7,1,no,northwest,30166.61817
+28,female,25.935,1,no,northwest,4133.64165
+20,female,22.42,0,yes,northwest,14711.7438
+19,female,28.9,0,no,southwest,1743.214
+61,female,39.1,2,no,southwest,14235.072
+40,male,26.315,1,no,northwest,6389.37785
+40,female,36.19,0,no,southeast,5920.1041
+28,male,23.98,3,yes,southeast,17663.1442
+27,female,24.75,0,yes,southeast,16577.7795
+31,male,28.5,5,no,northeast,6799.458
+53,female,28.1,3,no,southwest,11741.726
+58,male,32.01,1,no,southeast,11946.6259
+44,male,27.4,2,no,southwest,7726.854
+57,male,34.01,0,no,northwest,11356.6609
+29,female,29.59,1,no,southeast,3947.4131
+21,male,35.53,0,no,southeast,1532.4697
+22,female,39.805,0,no,northeast,2755.02095
+41,female,32.965,0,no,northwest,6571.02435
+31,male,26.885,1,no,northeast,4441.21315
+45,female,38.285,0,no,northeast,7935.29115
+22,male,37.62,1,yes,southeast,37165.1638
+48,female,41.23,4,no,northwest,11033.6617
+37,female,34.8,2,yes,southwest,39836.519
+45,male,22.895,2,yes,northwest,21098.55405
+57,female,31.16,0,yes,northwest,43578.9394
+56,female,27.2,0,no,southwest,11073.176
+46,female,27.74,0,no,northwest,8026.6666
+55,female,26.98,0,no,northwest,11082.5772
+21,female,39.49,0,no,southeast,2026.9741
+53,female,24.795,1,no,northwest,10942.13205
+59,male,29.83,3,yes,northeast,30184.9367
+35,male,34.77,2,no,northwest,5729.0053
+64,female,31.3,2,yes,southwest,47291.055
+28,female,37.62,1,no,southeast,3766.8838
+54,female,30.8,3,no,southwest,12105.32
+55,male,38.28,0,no,southeast,10226.2842
+56,male,19.95,0,yes,northeast,22412.6485
+38,male,19.3,0,yes,southwest,15820.699
+41,female,31.6,0,no,southwest,6186.127
+30,male,25.46,0,no,northeast,3645.0894
+18,female,30.115,0,no,northeast,21344.8467
+61,female,29.92,3,yes,southeast,30942.1918
+34,female,27.5,1,no,southwest,5003.853
+20,male,28.025,1,yes,northwest,17560.37975
+19,female,28.4,1,no,southwest,2331.519
+26,male,30.875,2,no,northwest,3877.30425
+29,male,27.94,0,no,southeast,2867.1196
+63,male,35.09,0,yes,southeast,47055.5321
+54,male,33.63,1,no,northwest,10825.2537
+55,female,29.7,2,no,southwest,11881.358
+37,male,30.8,0,no,southwest,4646.759
+21,female,35.72,0,no,northwest,2404.7338
+52,male,32.205,3,no,northeast,11488.31695
+60,male,28.595,0,no,northeast,30259.99556
+58,male,49.06,0,no,southeast,11381.3254
+29,female,27.94,1,yes,southeast,19107.7796
+49,female,27.17,0,no,southeast,8601.3293
+37,female,23.37,2,no,northwest,6686.4313
+44,male,37.1,2,no,southwest,7740.337
+18,male,23.75,0,no,northeast,1705.6245
+20,female,28.975,0,no,northwest,2257.47525
+44,male,31.35,1,yes,northeast,39556.4945
+47,female,33.915,3,no,northwest,10115.00885
+26,female,28.785,0,no,northeast,3385.39915
+19,female,28.3,0,yes,southwest,17081.08
+52,female,37.4,0,no,southwest,9634.538
+32,female,17.765,2,yes,northwest,32734.1863
+38,male,34.7,2,no,southwest,6082.405
+59,female,26.505,0,no,northeast,12815.44495
+61,female,22.04,0,no,northeast,13616.3586
+53,female,35.9,2,no,southwest,11163.568
+19,male,25.555,0,no,northwest,1632.56445
+20,female,28.785,0,no,northeast,2457.21115
+22,female,28.05,0,no,southeast,2155.6815
+19,male,34.1,0,no,southwest,1261.442
+22,male,25.175,0,no,northwest,2045.68525
+54,female,31.9,3,no,southeast,27322.73386
+22,female,36,0,no,southwest,2166.732
+34,male,22.42,2,no,northeast,27375.90478
+26,male,32.49,1,no,northeast,3490.5491
+34,male,25.3,2,yes,southeast,18972.495
+29,male,29.735,2,no,northwest,18157.876
+30,male,28.69,3,yes,northwest,20745.9891
+29,female,38.83,3,no,southeast,5138.2567
+46,male,30.495,3,yes,northwest,40720.55105
+51,female,37.73,1,no,southeast,9877.6077
+53,female,37.43,1,no,northwest,10959.6947
+19,male,28.4,1,no,southwest,1842.519
+35,male,24.13,1,no,northwest,5125.2157
+48,male,29.7,0,no,southeast,7789.635
+32,female,37.145,3,no,northeast,6334.34355
+42,female,23.37,0,yes,northeast,19964.7463
+40,female,25.46,1,no,northeast,7077.1894
+44,male,39.52,0,no,northwest,6948.7008
+48,male,24.42,0,yes,southeast,21223.6758
+18,male,25.175,0,yes,northeast,15518.18025
+30,male,35.53,0,yes,southeast,36950.2567
+50,female,27.83,3,no,southeast,19749.38338
+42,female,26.6,0,yes,northwest,21348.706
+18,female,36.85,0,yes,southeast,36149.4835
+54,male,39.6,1,no,southwest,10450.552
+32,female,29.8,2,no,southwest,5152.134
+37,male,29.64,0,no,northwest,5028.1466
+47,male,28.215,4,no,northeast,10407.08585
+20,female,37,5,no,southwest,4830.63
+32,female,33.155,3,no,northwest,6128.79745
+19,female,31.825,1,no,northwest,2719.27975
+27,male,18.905,3,no,northeast,4827.90495
+63,male,41.47,0,no,southeast,13405.3903
+49,male,30.3,0,no,southwest,8116.68
+18,male,15.96,0,no,northeast,1694.7964
+35,female,34.8,1,no,southwest,5246.047
+24,female,33.345,0,no,northwest,2855.43755
+63,female,37.7,0,yes,southwest,48824.45
+38,male,27.835,2,no,northwest,6455.86265
+54,male,29.2,1,no,southwest,10436.096
+46,female,28.9,2,no,southwest,8823.279
+41,female,33.155,3,no,northeast,8538.28845
+58,male,28.595,0,no,northwest,11735.87905
+18,female,38.28,0,no,southeast,1631.8212
+22,male,19.95,3,no,northeast,4005.4225
+44,female,26.41,0,no,northwest,7419.4779
+44,male,30.69,2,no,southeast,7731.4271
+36,male,41.895,3,yes,northeast,43753.33705
+26,female,29.92,2,no,southeast,3981.9768
+30,female,30.9,3,no,southwest,5325.651
+41,female,32.2,1,no,southwest,6775.961
+29,female,32.11,2,no,northwest,4922.9159
+61,male,31.57,0,no,southeast,12557.6053
+36,female,26.2,0,no,southwest,4883.866
+25,male,25.74,0,no,southeast,2137.6536
+56,female,26.6,1,no,northwest,12044.342
+18,male,34.43,0,no,southeast,1137.4697
+19,male,30.59,0,no,northwest,1639.5631
+39,female,32.8,0,no,southwest,5649.715
+45,female,28.6,2,no,southeast,8516.829
+51,female,18.05,0,no,northwest,9644.2525
+64,female,39.33,0,no,northeast,14901.5167
+19,female,32.11,0,no,northwest,2130.6759
+48,female,32.23,1,no,southeast,8871.1517
+60,female,24.035,0,no,northwest,13012.20865
+27,female,36.08,0,yes,southeast,37133.8982
+46,male,22.3,0,no,southwest,7147.105
+28,female,28.88,1,no,northeast,4337.7352
+59,male,26.4,0,no,southeast,11743.299
+35,male,27.74,2,yes,northeast,20984.0936
+63,female,31.8,0,no,southwest,13880.949
+40,male,41.23,1,no,northeast,6610.1097
+20,male,33,1,no,southwest,1980.07
+40,male,30.875,4,no,northwest,8162.71625
+24,male,28.5,2,no,northwest,3537.703
+34,female,26.73,1,no,southeast,5002.7827
+45,female,30.9,2,no,southwest,8520.026
+41,female,37.1,2,no,southwest,7371.772
+53,female,26.6,0,no,northwest,10355.641
+27,male,23.1,0,no,southeast,2483.736
+26,female,29.92,1,no,southeast,3392.9768
+24,female,23.21,0,no,southeast,25081.76784
+34,female,33.7,1,no,southwest,5012.471
+53,female,33.25,0,no,northeast,10564.8845
+32,male,30.8,3,no,southwest,5253.524
+19,male,34.8,0,yes,southwest,34779.615
+42,male,24.64,0,yes,southeast,19515.5416
+55,male,33.88,3,no,southeast,11987.1682
+28,male,38.06,0,no,southeast,2689.4954
+58,female,41.91,0,no,southeast,24227.33724
+41,female,31.635,1,no,northeast,7358.17565
+47,male,25.46,2,no,northeast,9225.2564
+42,female,36.195,1,no,northwest,7443.64305
+59,female,27.83,3,no,southeast,14001.2867
+19,female,17.8,0,no,southwest,1727.785
+59,male,27.5,1,no,southwest,12333.828
+39,male,24.51,2,no,northwest,6710.1919
+40,female,22.22,2,yes,southeast,19444.2658
+18,female,26.73,0,no,southeast,1615.7667
+31,male,38.39,2,no,southeast,4463.2051
+19,male,29.07,0,yes,northwest,17352.6803
+44,male,38.06,1,no,southeast,7152.6714
+23,female,36.67,2,yes,northeast,38511.6283
+33,female,22.135,1,no,northeast,5354.07465
+55,female,26.8,1,no,southwest,35160.13457
+40,male,35.3,3,no,southwest,7196.867
+63,female,27.74,0,yes,northeast,29523.1656
+54,male,30.02,0,no,northwest,24476.47851
+60,female,38.06,0,no,southeast,12648.7034
+24,male,35.86,0,no,southeast,1986.9334
+19,male,20.9,1,no,southwest,1832.094
+29,male,28.975,1,no,northeast,4040.55825
+18,male,17.29,2,yes,northeast,12829.4551
+63,female,32.2,2,yes,southwest,47305.305
+54,male,34.21,2,yes,southeast,44260.7499
+27,male,30.3,3,no,southwest,4260.744
+50,male,31.825,0,yes,northeast,41097.16175
+55,female,25.365,3,no,northeast,13047.33235
+56,male,33.63,0,yes,northwest,43921.1837
+38,female,40.15,0,no,southeast,5400.9805
+51,male,24.415,4,no,northwest,11520.09985
+19,male,31.92,0,yes,northwest,33750.2918
+58,female,25.2,0,no,southwest,11837.16
+20,female,26.84,1,yes,southeast,17085.2676
+52,male,24.32,3,yes,northeast,24869.8368
+19,male,36.955,0,yes,northwest,36219.40545
+53,female,38.06,3,no,southeast,20462.99766
+46,male,42.35,3,yes,southeast,46151.1245
+40,male,19.8,1,yes,southeast,17179.522
+59,female,32.395,3,no,northeast,14590.63205
+45,male,30.2,1,no,southwest,7441.053
+49,male,25.84,1,no,northeast,9282.4806
+18,male,29.37,1,no,southeast,1719.4363
+50,male,34.2,2,yes,southwest,42856.838
+41,male,37.05,2,no,northwest,7265.7025
+50,male,27.455,1,no,northeast,9617.66245
+25,male,27.55,0,no,northwest,2523.1695
+47,female,26.6,2,no,northeast,9715.841
+19,male,20.615,2,no,northwest,2803.69785
+22,female,24.3,0,no,southwest,2150.469
+59,male,31.79,2,no,southeast,12928.7911
+51,female,21.56,1,no,southeast,9855.1314
+40,female,28.12,1,yes,northeast,22331.5668
+54,male,40.565,3,yes,northeast,48549.17835
+30,male,27.645,1,no,northeast,4237.12655
+55,female,32.395,1,no,northeast,11879.10405
+52,female,31.2,0,no,southwest,9625.92
+46,male,26.62,1,no,southeast,7742.1098
+46,female,48.07,2,no,northeast,9432.9253
+63,female,26.22,0,no,northwest,14256.1928
+59,female,36.765,1,yes,northeast,47896.79135
+52,male,26.4,3,no,southeast,25992.82104
+28,female,33.4,0,no,southwest,3172.018
+29,male,29.64,1,no,northeast,20277.80751
+25,male,45.54,2,yes,southeast,42112.2356
+22,female,28.82,0,no,southeast,2156.7518
+25,male,26.8,3,no,southwest,3906.127
+18,male,22.99,0,no,northeast,1704.5681
+19,male,27.7,0,yes,southwest,16297.846
+47,male,25.41,1,yes,southeast,21978.6769
+31,male,34.39,3,yes,northwest,38746.3551
+48,female,28.88,1,no,northwest,9249.4952
+36,male,27.55,3,no,northeast,6746.7425
+53,female,22.61,3,yes,northeast,24873.3849
+56,female,37.51,2,no,southeast,12265.5069
+28,female,33,2,no,southeast,4349.462
+57,female,38,2,no,southwest,12646.207
+29,male,33.345,2,no,northwest,19442.3535
+28,female,27.5,2,no,southwest,20177.67113
+30,female,33.33,1,no,southeast,4151.0287
+58,male,34.865,0,no,northeast,11944.59435
+41,female,33.06,2,no,northwest,7749.1564
+50,male,26.6,0,no,southwest,8444.474
+19,female,24.7,0,no,southwest,1737.376
+43,male,35.97,3,yes,southeast,42124.5153
+49,male,35.86,0,no,southeast,8124.4084
+27,female,31.4,0,yes,southwest,34838.873
+52,male,33.25,0,no,northeast,9722.7695
+50,male,32.205,0,no,northwest,8835.26495
+54,male,32.775,0,no,northeast,10435.06525
+44,female,27.645,0,no,northwest,7421.19455
+32,male,37.335,1,no,northeast,4667.60765
+34,male,25.27,1,no,northwest,4894.7533
+26,female,29.64,4,no,northeast,24671.66334
+34,male,30.8,0,yes,southwest,35491.64
+57,male,40.945,0,no,northeast,11566.30055
+29,male,27.2,0,no,southwest,2866.091
+40,male,34.105,1,no,northeast,6600.20595
+27,female,23.21,1,no,southeast,3561.8889
+45,male,36.48,2,yes,northwest,42760.5022
+64,female,33.8,1,yes,southwest,47928.03
+52,male,36.7,0,no,southwest,9144.565
+61,female,36.385,1,yes,northeast,48517.56315
+52,male,27.36,0,yes,northwest,24393.6224
+61,female,31.16,0,no,northwest,13429.0354
+56,female,28.785,0,no,northeast,11658.37915
+43,female,35.72,2,no,northeast,19144.57652
+64,male,34.5,0,no,southwest,13822.803
+60,male,25.74,0,no,southeast,12142.5786
+62,male,27.55,1,no,northwest,13937.6665
+50,male,32.3,1,yes,northeast,41919.097
+46,female,27.72,1,no,southeast,8232.6388
+24,female,27.6,0,no,southwest,18955.22017
+62,male,30.02,0,no,northwest,13352.0998
+60,female,27.55,0,no,northeast,13217.0945
+63,male,36.765,0,no,northeast,13981.85035
+49,female,41.47,4,no,southeast,10977.2063
+34,female,29.26,3,no,southeast,6184.2994
+33,male,35.75,2,no,southeast,4889.9995
+46,male,33.345,1,no,northeast,8334.45755
+36,female,29.92,1,no,southeast,5478.0368
+19,male,27.835,0,no,northwest,1635.73365
+57,female,23.18,0,no,northwest,11830.6072
+50,female,25.6,0,no,southwest,8932.084
+30,female,27.7,0,no,southwest,3554.203
+33,male,35.245,0,no,northeast,12404.8791
+18,female,38.28,0,no,southeast,14133.03775
+46,male,27.6,0,no,southwest,24603.04837
+46,male,43.89,3,no,southeast,8944.1151
+47,male,29.83,3,no,northwest,9620.3307
+23,male,41.91,0,no,southeast,1837.2819
+18,female,20.79,0,no,southeast,1607.5101
+48,female,32.3,2,no,northeast,10043.249
+35,male,30.5,1,no,southwest,4751.07
+19,female,21.7,0,yes,southwest,13844.506
+21,female,26.4,1,no,southwest,2597.779
+21,female,21.89,2,no,southeast,3180.5101
+49,female,30.78,1,no,northeast,9778.3472
+56,female,32.3,3,no,northeast,13430.265
+42,female,24.985,2,no,northwest,8017.06115
+44,male,32.015,2,no,northwest,8116.26885
+18,male,30.4,3,no,northeast,3481.868
+61,female,21.09,0,no,northwest,13415.0381
+57,female,22.23,0,no,northeast,12029.2867
+42,female,33.155,1,no,northeast,7639.41745
+26,male,32.9,2,yes,southwest,36085.219
+20,male,33.33,0,no,southeast,1391.5287
+23,female,28.31,0,yes,northwest,18033.9679
+39,female,24.89,3,yes,northeast,21659.9301
+24,male,40.15,0,yes,southeast,38126.2465
+64,female,30.115,3,no,northwest,16455.70785
+62,male,31.46,1,no,southeast,27000.98473
+27,female,17.955,2,yes,northeast,15006.57945
+55,male,30.685,0,yes,northeast,42303.69215
+55,male,33,0,no,southeast,20781.48892
+35,female,43.34,2,no,southeast,5846.9176
+44,male,22.135,2,no,northeast,8302.53565
+19,male,34.4,0,no,southwest,1261.859
+58,female,39.05,0,no,southeast,11856.4115
+50,male,25.365,2,no,northwest,30284.64294
+26,female,22.61,0,no,northwest,3176.8159
+24,female,30.21,3,no,northwest,4618.0799
+48,male,35.625,4,no,northeast,10736.87075
+19,female,37.43,0,no,northwest,2138.0707
+48,male,31.445,1,no,northeast,8964.06055
+49,male,31.35,1,no,northeast,9290.1395
+46,female,32.3,2,no,northeast,9411.005
+46,male,19.855,0,no,northwest,7526.70645
+43,female,34.4,3,no,southwest,8522.003
+21,male,31.02,0,no,southeast,16586.49771
+64,male,25.6,2,no,southwest,14988.432
+18,female,38.17,0,no,southeast,1631.6683
+51,female,20.6,0,no,southwest,9264.797
+47,male,47.52,1,no,southeast,8083.9198
+64,female,32.965,0,no,northwest,14692.66935
+49,male,32.3,3,no,northwest,10269.46
+31,male,20.4,0,no,southwest,3260.199
+52,female,38.38,2,no,northeast,11396.9002
+33,female,24.31,0,no,southeast,4185.0979
+47,female,23.6,1,no,southwest,8539.671
+38,male,21.12,3,no,southeast,6652.5288
+32,male,30.03,1,no,southeast,4074.4537
+19,male,17.48,0,no,northwest,1621.3402
+44,female,20.235,1,yes,northeast,19594.80965
+26,female,17.195,2,yes,northeast,14455.64405
+25,male,23.9,5,no,southwest,5080.096
+19,female,35.15,0,no,northwest,2134.9015
+43,female,35.64,1,no,southeast,7345.7266
+52,male,34.1,0,no,southeast,9140.951
+36,female,22.6,2,yes,southwest,18608.262
+64,male,39.16,1,no,southeast,14418.2804
+63,female,26.98,0,yes,northwest,28950.4692
+64,male,33.88,0,yes,southeast,46889.2612
+61,male,35.86,0,yes,southeast,46599.1084
+40,male,32.775,1,yes,northeast,39125.33225
+25,male,30.59,0,no,northeast,2727.3951
+48,male,30.2,2,no,southwest,8968.33
+45,male,24.31,5,no,southeast,9788.8659
+38,female,27.265,1,no,northeast,6555.07035
+18,female,29.165,0,no,northeast,7323.734819
+21,female,16.815,1,no,northeast,3167.45585
+27,female,30.4,3,no,northwest,18804.7524
+19,male,33.1,0,no,southwest,23082.95533
+29,female,20.235,2,no,northwest,4906.40965
+42,male,26.9,0,no,southwest,5969.723
+60,female,30.5,0,no,southwest,12638.195
+31,male,28.595,1,no,northwest,4243.59005
+60,male,33.11,3,no,southeast,13919.8229
+22,male,31.73,0,no,northeast,2254.7967
+35,male,28.9,3,no,southwest,5926.846
+52,female,46.75,5,no,southeast,12592.5345
+26,male,29.45,0,no,northeast,2897.3235
+31,female,32.68,1,no,northwest,4738.2682
+33,female,33.5,0,yes,southwest,37079.372
+18,male,43.01,0,no,southeast,1149.3959
+59,female,36.52,1,no,southeast,28287.89766
+56,male,26.695,1,yes,northwest,26109.32905
+45,female,33.1,0,no,southwest,7345.084
+60,male,29.64,0,no,northeast,12730.9996
+56,female,25.65,0,no,northwest,11454.0215
+40,female,29.6,0,no,southwest,5910.944
+35,male,38.6,1,no,southwest,4762.329
+39,male,29.6,4,no,southwest,7512.267
+30,male,24.13,1,no,northwest,4032.2407
+24,male,23.4,0,no,southwest,1969.614
+20,male,29.735,0,no,northwest,1769.53165
+32,male,46.53,2,no,southeast,4686.3887
+59,male,37.4,0,no,southwest,21797.0004
+55,female,30.14,2,no,southeast,11881.9696
+57,female,30.495,0,no,northwest,11840.77505
+56,male,39.6,0,no,southwest,10601.412
+40,female,33,3,no,southeast,7682.67
+49,female,36.63,3,no,southeast,10381.4787
+42,male,30,0,yes,southwest,22144.032
+62,female,38.095,2,no,northeast,15230.32405
+56,male,25.935,0,no,northeast,11165.41765
+19,male,25.175,0,no,northwest,1632.03625
+30,female,28.38,1,yes,southeast,19521.9682
+60,female,28.7,1,no,southwest,13224.693
+56,female,33.82,2,no,northwest,12643.3778
+28,female,24.32,1,no,northeast,23288.9284
+18,female,24.09,1,no,southeast,2201.0971
+27,male,32.67,0,no,southeast,2497.0383
+18,female,30.115,0,no,northeast,2203.47185
+19,female,29.8,0,no,southwest,1744.465
+47,female,33.345,0,no,northeast,20878.78443
+54,male,25.1,3,yes,southwest,25382.297
+61,male,28.31,1,yes,northwest,28868.6639
+24,male,28.5,0,yes,northeast,35147.52848
+25,male,35.625,0,no,northwest,2534.39375
+21,male,36.85,0,no,southeast,1534.3045
+23,male,32.56,0,no,southeast,1824.2854
+63,male,41.325,3,no,northwest,15555.18875
+49,male,37.51,2,no,southeast,9304.7019
+18,female,31.35,0,no,southeast,1622.1885
+51,female,39.5,1,no,southwest,9880.068
+48,male,34.3,3,no,southwest,9563.029
+31,female,31.065,0,no,northeast,4347.02335
+54,female,21.47,3,no,northwest,12475.3513
+19,male,28.7,0,no,southwest,1253.936
+44,female,38.06,0,yes,southeast,48885.13561
+53,male,31.16,1,no,northwest,10461.9794
+19,female,32.9,0,no,southwest,1748.774
+61,female,25.08,0,no,southeast,24513.09126
+18,female,25.08,0,no,northeast,2196.4732
+61,male,43.4,0,no,southwest,12574.049
+21,male,25.7,4,yes,southwest,17942.106
+20,male,27.93,0,no,northeast,1967.0227
+31,female,23.6,2,no,southwest,4931.647
+45,male,28.7,2,no,southwest,8027.968
+44,female,23.98,2,no,southeast,8211.1002
+62,female,39.2,0,no,southwest,13470.86
+29,male,34.4,0,yes,southwest,36197.699
+43,male,26.03,0,no,northeast,6837.3687
+51,male,23.21,1,yes,southeast,22218.1149
+19,male,30.25,0,yes,southeast,32548.3405
+38,female,28.93,1,no,southeast,5974.3847
+37,male,30.875,3,no,northwest,6796.86325
+22,male,31.35,1,no,northwest,2643.2685
+21,male,23.75,2,no,northwest,3077.0955
+24,female,25.27,0,no,northeast,3044.2133
+57,female,28.7,0,no,southwest,11455.28
+56,male,32.11,1,no,northeast,11763.0009
+27,male,33.66,0,no,southeast,2498.4144
+51,male,22.42,0,no,northeast,9361.3268
+19,male,30.4,0,no,southwest,1256.299
+39,male,28.3,1,yes,southwest,21082.16
+58,male,35.7,0,no,southwest,11362.755
+20,male,35.31,1,no,southeast,27724.28875
+45,male,30.495,2,no,northwest,8413.46305
+35,female,31,1,no,southwest,5240.765
+31,male,30.875,0,no,northeast,3857.75925
+50,female,27.36,0,no,northeast,25656.57526
+32,female,44.22,0,no,southeast,3994.1778
+51,female,33.915,0,no,northeast,9866.30485
+38,female,37.73,0,no,southeast,5397.6167
+42,male,26.07,1,yes,southeast,38245.59327
+18,female,33.88,0,no,southeast,11482.63485
+19,female,30.59,2,no,northwest,24059.68019
+51,female,25.8,1,no,southwest,9861.025
+46,male,39.425,1,no,northeast,8342.90875
+18,male,25.46,0,no,northeast,1708.0014
+57,male,42.13,1,yes,southeast,48675.5177
+62,female,31.73,0,no,northeast,14043.4767
+59,male,29.7,2,no,southeast,12925.886
+37,male,36.19,0,no,southeast,19214.70553
+64,male,40.48,0,no,southeast,13831.1152
+38,male,28.025,1,no,northeast,6067.12675
+33,female,38.9,3,no,southwest,5972.378
+46,female,30.2,2,no,southwest,8825.086
+46,female,28.05,1,no,southeast,8233.0975
+53,male,31.35,0,no,southeast,27346.04207
+34,female,38,3,no,southwest,6196.448
+20,female,31.79,2,no,southeast,3056.3881
+63,female,36.3,0,no,southeast,13887.204
+54,female,47.41,0,yes,southeast,63770.42801
+54,male,30.21,0,no,northwest,10231.4999
+49,male,25.84,2,yes,northwest,23807.2406
+28,male,35.435,0,no,northeast,3268.84665
+54,female,46.7,2,no,southwest,11538.421
+25,female,28.595,0,no,northeast,3213.62205
+43,female,46.2,0,yes,southeast,45863.205
+63,male,30.8,0,no,southwest,13390.559
+32,female,28.93,0,no,southeast,3972.9247
+62,male,21.4,0,no,southwest,12957.118
+52,female,31.73,2,no,northwest,11187.6567
+25,female,41.325,0,no,northeast,17878.90068
+28,male,23.8,2,no,southwest,3847.674
+46,male,33.44,1,no,northeast,8334.5896
+34,male,34.21,0,no,southeast,3935.1799
+35,female,34.105,3,yes,northwest,39983.42595
+19,male,35.53,0,no,northwest,1646.4297
+46,female,19.95,2,no,northwest,9193.8385
+54,female,32.68,0,no,northeast,10923.9332
+27,male,30.5,0,no,southwest,2494.022
+50,male,44.77,1,no,southeast,9058.7303
+18,female,32.12,2,no,southeast,2801.2588
+19,female,30.495,0,no,northwest,2128.43105
+38,female,40.565,1,no,northwest,6373.55735
+41,male,30.59,2,no,northwest,7256.7231
+49,female,31.9,5,no,southwest,11552.904
+48,male,40.565,2,yes,northwest,45702.02235
+31,female,29.1,0,no,southwest,3761.292
+18,female,37.29,1,no,southeast,2219.4451
+30,female,43.12,2,no,southeast,4753.6368
+62,female,36.86,1,no,northeast,31620.00106
+57,female,34.295,2,no,northeast,13224.05705
+58,female,27.17,0,no,northwest,12222.8983
+22,male,26.84,0,no,southeast,1664.9996
+31,female,38.095,1,yes,northeast,58571.07448
+52,male,30.2,1,no,southwest,9724.53
+25,female,23.465,0,no,northeast,3206.49135
+59,male,25.46,1,no,northeast,12913.9924
+19,male,30.59,0,no,northwest,1639.5631
+39,male,45.43,2,no,southeast,6356.2707
+32,female,23.65,1,no,southeast,17626.23951
+19,male,20.7,0,no,southwest,1242.816
+33,female,28.27,1,no,southeast,4779.6023
+21,male,20.235,3,no,northeast,3861.20965
+34,female,30.21,1,yes,northwest,43943.8761
+61,female,35.91,0,no,northeast,13635.6379
+38,female,30.69,1,no,southeast,5976.8311
+58,female,29,0,no,southwest,11842.442
+47,male,19.57,1,no,northwest,8428.0693
+20,male,31.13,2,no,southeast,2566.4707
+21,female,21.85,1,yes,northeast,15359.1045
+41,male,40.26,0,no,southeast,5709.1644
+46,female,33.725,1,no,northeast,8823.98575
+42,female,29.48,2,no,southeast,7640.3092
+34,female,33.25,1,no,northeast,5594.8455
+43,male,32.6,2,no,southwest,7441.501
+52,female,37.525,2,no,northwest,33471.97189
+18,female,39.16,0,no,southeast,1633.0444
+51,male,31.635,0,no,northwest,9174.13565
+56,female,25.3,0,no,southwest,11070.535
+64,female,39.05,3,no,southeast,16085.1275
+19,female,28.31,0,yes,northwest,17468.9839
+51,female,34.1,0,no,southeast,9283.562
+27,female,25.175,0,no,northeast,3558.62025
+59,female,23.655,0,yes,northwest,25678.77845
+28,male,26.98,2,no,northeast,4435.0942
+30,male,37.8,2,yes,southwest,39241.442
+47,female,29.37,1,no,southeast,8547.6913
+38,female,34.8,2,no,southwest,6571.544
+18,female,33.155,0,no,northeast,2207.69745
+34,female,19,3,no,northeast,6753.038
+20,female,33,0,no,southeast,1880.07
+47,female,36.63,1,yes,southeast,42969.8527
+56,female,28.595,0,no,northeast,11658.11505
+49,male,25.6,2,yes,southwest,23306.547
+19,female,33.11,0,yes,southeast,34439.8559
+55,female,37.1,0,no,southwest,10713.644
+30,male,31.4,1,no,southwest,3659.346
+37,male,34.1,4,yes,southwest,40182.246
+49,female,21.3,1,no,southwest,9182.17
+18,male,33.535,0,yes,northeast,34617.84065
+59,male,28.785,0,no,northwest,12129.61415
+29,female,26.03,0,no,northwest,3736.4647
+36,male,28.88,3,no,northeast,6748.5912
+33,male,42.46,1,no,southeast,11326.71487
+58,male,38,0,no,southwest,11365.952
+44,female,38.95,0,yes,northwest,42983.4585
+53,male,36.1,1,no,southwest,10085.846
+24,male,29.3,0,no,southwest,1977.815
+29,female,35.53,0,no,southeast,3366.6697
+40,male,22.705,2,no,northeast,7173.35995
+51,male,39.7,1,no,southwest,9391.346
+64,male,38.19,0,no,northeast,14410.9321
+19,female,24.51,1,no,northwest,2709.1119
+35,female,38.095,2,no,northeast,24915.04626
+39,male,26.41,0,yes,northeast,20149.3229
+56,male,33.66,4,no,southeast,12949.1554
+33,male,42.4,5,no,southwest,6666.243
+42,male,28.31,3,yes,northwest,32787.45859
+61,male,33.915,0,no,northeast,13143.86485
+23,female,34.96,3,no,northwest,4466.6214
+43,male,35.31,2,no,southeast,18806.14547
+48,male,30.78,3,no,northeast,10141.1362
+39,male,26.22,1,no,northwest,6123.5688
+40,female,23.37,3,no,northeast,8252.2843
+18,male,28.5,0,no,northeast,1712.227
+58,female,32.965,0,no,northeast,12430.95335
+49,female,42.68,2,no,southeast,9800.8882
+53,female,39.6,1,no,southeast,10579.711
+48,female,31.13,0,no,southeast,8280.6227
+45,female,36.3,2,no,southeast,8527.532
+59,female,35.2,0,no,southeast,12244.531
+52,female,25.3,2,yes,southeast,24667.419
+26,female,42.4,1,no,southwest,3410.324
+27,male,33.155,2,no,northwest,4058.71245
+48,female,35.91,1,no,northeast,26392.26029
+57,female,28.785,4,no,northeast,14394.39815
+37,male,46.53,3,no,southeast,6435.6237
+57,female,23.98,1,no,southeast,22192.43711
+32,female,31.54,1,no,northeast,5148.5526
+18,male,33.66,0,no,southeast,1136.3994
+64,female,22.99,0,yes,southeast,27037.9141
+43,male,38.06,2,yes,southeast,42560.4304
+49,male,28.7,1,no,southwest,8703.456
+40,female,32.775,2,yes,northwest,40003.33225
+62,male,32.015,0,yes,northeast,45710.20785
+40,female,29.81,1,no,southeast,6500.2359
+30,male,31.57,3,no,southeast,4837.5823
+29,female,31.16,0,no,northeast,3943.5954
+36,male,29.7,0,no,southeast,4399.731
+41,female,31.02,0,no,southeast,6185.3208
+44,female,43.89,2,yes,southeast,46200.9851
+45,male,21.375,0,no,northwest,7222.78625
+55,female,40.81,3,no,southeast,12485.8009
+60,male,31.35,3,yes,northwest,46130.5265
+56,male,36.1,3,no,southwest,12363.547
+49,female,23.18,2,no,northwest,10156.7832
+21,female,17.4,1,no,southwest,2585.269
+19,male,20.3,0,no,southwest,1242.26
+39,male,35.3,2,yes,southwest,40103.89
+53,male,24.32,0,no,northwest,9863.4718
+33,female,18.5,1,no,southwest,4766.022
+53,male,26.41,2,no,northeast,11244.3769
+42,male,26.125,2,no,northeast,7729.64575
+40,male,41.69,0,no,southeast,5438.7491
+47,female,24.1,1,no,southwest,26236.57997
+27,male,31.13,1,yes,southeast,34806.4677
+21,male,27.36,0,no,northeast,2104.1134
+47,male,36.2,1,no,southwest,8068.185
+20,male,32.395,1,no,northwest,2362.22905
+24,male,23.655,0,no,northwest,2352.96845
+27,female,34.8,1,no,southwest,3577.999
+26,female,40.185,0,no,northwest,3201.24515
+53,female,32.3,2,no,northeast,29186.48236
+41,male,35.75,1,yes,southeast,40273.6455
+56,male,33.725,0,no,northwest,10976.24575
+23,female,39.27,2,no,southeast,3500.6123
+21,female,34.87,0,no,southeast,2020.5523
+50,female,44.745,0,no,northeast,9541.69555
+53,male,41.47,0,no,southeast,9504.3103
+34,female,26.41,1,no,northwest,5385.3379
+47,female,29.545,1,no,northwest,8930.93455
+33,female,32.9,2,no,southwest,5375.038
+51,female,38.06,0,yes,southeast,44400.4064
+49,male,28.69,3,no,northwest,10264.4421
+31,female,30.495,3,no,northeast,6113.23105
+36,female,27.74,0,no,northeast,5469.0066
+18,male,35.2,1,no,southeast,1727.54
+50,female,23.54,2,no,southeast,10107.2206
+43,female,30.685,2,no,northwest,8310.83915
+20,male,40.47,0,no,northeast,1984.4533
+24,female,22.6,0,no,southwest,2457.502
+60,male,28.9,0,no,southwest,12146.971
+49,female,22.61,1,no,northwest,9566.9909
+60,male,24.32,1,no,northwest,13112.6048
+51,female,36.67,2,no,northwest,10848.1343
+58,female,33.44,0,no,northwest,12231.6136
+51,female,40.66,0,no,northeast,9875.6804
+53,male,36.6,3,no,southwest,11264.541
+62,male,37.4,0,no,southwest,12979.358
+19,male,35.4,0,no,southwest,1263.249
+50,female,27.075,1,no,northeast,10106.13425
+30,female,39.05,3,yes,southeast,40932.4295
+41,male,28.405,1,no,northwest,6664.68595
+29,female,21.755,1,yes,northeast,16657.71745
+18,female,40.28,0,no,northeast,2217.6012
+41,female,36.08,1,no,southeast,6781.3542
+35,male,24.42,3,yes,southeast,19361.9988
+53,male,21.4,1,no,southwest,10065.413
+24,female,30.1,3,no,southwest,4234.927
+48,female,27.265,1,no,northeast,9447.25035
+59,female,32.1,3,no,southwest,14007.222
+49,female,34.77,1,no,northwest,9583.8933
+37,female,38.39,0,yes,southeast,40419.0191
+26,male,23.7,2,no,southwest,3484.331
+23,male,31.73,3,yes,northeast,36189.1017
+29,male,35.5,2,yes,southwest,44585.45587
+45,male,24.035,2,no,northeast,8604.48365
+27,male,29.15,0,yes,southeast,18246.4955
+53,male,34.105,0,yes,northeast,43254.41795
+31,female,26.62,0,no,southeast,3757.8448
+50,male,26.41,0,no,northwest,8827.2099
+50,female,30.115,1,no,northwest,9910.35985
+34,male,27,2,no,southwest,11737.84884
+19,male,21.755,0,no,northwest,1627.28245
+47,female,36,1,no,southwest,8556.907
+28,male,30.875,0,no,northwest,3062.50825
+37,female,26.4,0,yes,southeast,19539.243
+21,male,28.975,0,no,northwest,1906.35825
+64,male,37.905,0,no,northwest,14210.53595
+58,female,22.77,0,no,southeast,11833.7823
+24,male,33.63,4,no,northeast,17128.42608
+31,male,27.645,2,no,northeast,5031.26955
+39,female,22.8,3,no,northeast,7985.815
+47,female,27.83,0,yes,southeast,23065.4207
+30,male,37.43,3,no,northeast,5428.7277
+18,male,38.17,0,yes,southeast,36307.7983
+22,female,34.58,2,no,northeast,3925.7582
+23,male,35.2,1,no,southwest,2416.955
+33,male,27.1,1,yes,southwest,19040.876
+27,male,26.03,0,no,northeast,3070.8087
+45,female,25.175,2,no,northeast,9095.06825
+57,female,31.825,0,no,northwest,11842.62375
+47,male,32.3,1,no,southwest,8062.764
+42,female,29,1,no,southwest,7050.642
+64,female,39.7,0,no,southwest,14319.031
+38,female,19.475,2,no,northwest,6933.24225
+61,male,36.1,3,no,southwest,27941.28758
+53,female,26.7,2,no,southwest,11150.78
+44,female,36.48,0,no,northeast,12797.20962
+19,female,28.88,0,yes,northwest,17748.5062
+41,male,34.2,2,no,northwest,7261.741
+51,male,33.33,3,no,southeast,10560.4917
+40,male,32.3,2,no,northwest,6986.697
+45,male,39.805,0,no,northeast,7448.40395
+35,male,34.32,3,no,southeast,5934.3798
+53,male,28.88,0,no,northwest,9869.8102
+30,male,24.4,3,yes,southwest,18259.216
+18,male,41.14,0,no,southeast,1146.7966
+51,male,35.97,1,no,southeast,9386.1613
+50,female,27.6,1,yes,southwest,24520.264
+31,female,29.26,1,no,southeast,4350.5144
+35,female,27.7,3,no,southwest,6414.178
+60,male,36.955,0,no,northeast,12741.16745
+21,male,36.86,0,no,northwest,1917.3184
+29,male,22.515,3,no,northeast,5209.57885
+62,female,29.92,0,no,southeast,13457.9608
+39,female,41.8,0,no,southeast,5662.225
+19,male,27.6,0,no,southwest,1252.407
+22,female,23.18,0,no,northeast,2731.9122
+53,male,20.9,0,yes,southeast,21195.818
+39,female,31.92,2,no,northwest,7209.4918
+27,male,28.5,0,yes,northwest,18310.742
+30,male,44.22,2,no,southeast,4266.1658
+30,female,22.895,1,no,northeast,4719.52405
+58,female,33.1,0,no,southwest,11848.141
+33,male,24.795,0,yes,northeast,17904.52705
+42,female,26.18,1,no,southeast,7046.7222
+64,female,35.97,0,no,southeast,14313.8463
+21,male,22.3,1,no,southwest,2103.08
+18,female,42.24,0,yes,southeast,38792.6856
+23,male,26.51,0,no,southeast,1815.8759
+45,female,35.815,0,no,northwest,7731.85785
+40,female,41.42,1,no,northwest,28476.73499
+19,female,36.575,0,no,northwest,2136.88225
+18,male,30.14,0,no,southeast,1131.5066
+25,male,25.84,1,no,northeast,3309.7926
+46,female,30.8,3,no,southwest,9414.92
+33,female,42.94,3,no,northwest,6360.9936
+54,male,21.01,2,no,southeast,11013.7119
+28,male,22.515,2,no,northeast,4428.88785
+36,male,34.43,2,no,southeast,5584.3057
+20,female,31.46,0,no,southeast,1877.9294
+24,female,24.225,0,no,northwest,2842.76075
+23,male,37.1,3,no,southwest,3597.596
+47,female,26.125,1,yes,northeast,23401.30575
+33,female,35.53,0,yes,northwest,55135.40209
+45,male,33.7,1,no,southwest,7445.918
+26,male,17.67,0,no,northwest,2680.9493
+18,female,31.13,0,no,southeast,1621.8827
+44,female,29.81,2,no,southeast,8219.2039
+60,male,24.32,0,no,northwest,12523.6048
+64,female,31.825,2,no,northeast,16069.08475
+56,male,31.79,2,yes,southeast,43813.8661
+36,male,28.025,1,yes,northeast,20773.62775
+41,male,30.78,3,yes,northeast,39597.4072
+39,male,21.85,1,no,northwest,6117.4945
+63,male,33.1,0,no,southwest,13393.756
+36,female,25.84,0,no,northwest,5266.3656
+28,female,23.845,2,no,northwest,4719.73655
+58,male,34.39,0,no,northwest,11743.9341
+36,male,33.82,1,no,northwest,5377.4578
+42,male,35.97,2,no,southeast,7160.3303
+36,male,31.5,0,no,southwest,4402.233
+56,female,28.31,0,no,northeast,11657.7189
+35,female,23.465,2,no,northeast,6402.29135
+59,female,31.35,0,no,northwest,12622.1795
+21,male,31.1,0,no,southwest,1526.312
+59,male,24.7,0,no,northeast,12323.936
+23,female,32.78,2,yes,southeast,36021.0112
+57,female,29.81,0,yes,southeast,27533.9129
+53,male,30.495,0,no,northeast,10072.05505
+60,female,32.45,0,yes,southeast,45008.9555
+51,female,34.2,1,no,southwest,9872.701
+23,male,50.38,1,no,southeast,2438.0552
+27,female,24.1,0,no,southwest,2974.126
+55,male,32.775,0,no,northwest,10601.63225
+37,female,30.78,0,yes,northeast,37270.1512
+61,male,32.3,2,no,northwest,14119.62
+46,female,35.53,0,yes,northeast,42111.6647
+53,female,23.75,2,no,northeast,11729.6795
+49,female,23.845,3,yes,northeast,24106.91255
+20,female,29.6,0,no,southwest,1875.344
+48,female,33.11,0,yes,southeast,40974.1649
+25,male,24.13,0,yes,northwest,15817.9857
+25,female,32.23,1,no,southeast,18218.16139
+57,male,28.1,0,no,southwest,10965.446
+37,female,47.6,2,yes,southwest,46113.511
+38,female,28,3,no,southwest,7151.092
+55,female,33.535,2,no,northwest,12269.68865
+36,female,19.855,0,no,northeast,5458.04645
+51,male,25.4,0,no,southwest,8782.469
+40,male,29.9,2,no,southwest,6600.361
+18,male,37.29,0,no,southeast,1141.4451
+57,male,43.7,1,no,southwest,11576.13
+61,male,23.655,0,no,northeast,13129.60345
+25,female,24.3,3,no,southwest,4391.652
+50,male,36.2,0,no,southwest,8457.818
+26,female,29.48,1,no,southeast,3392.3652
+42,male,24.86,0,no,southeast,5966.8874
+43,male,30.1,1,no,southwest,6849.026
+44,male,21.85,3,no,northeast,8891.1395
+23,female,28.12,0,no,northwest,2690.1138
+49,female,27.1,1,no,southwest,26140.3603
+33,male,33.44,5,no,southeast,6653.7886
+41,male,28.8,1,no,southwest,6282.235
+37,female,29.5,2,no,southwest,6311.952
+22,male,34.8,3,no,southwest,3443.064
+23,male,27.36,1,no,northwest,2789.0574
+21,female,22.135,0,no,northeast,2585.85065
+51,female,37.05,3,yes,northeast,46255.1125
+25,male,26.695,4,no,northwest,4877.98105
+32,male,28.93,1,yes,southeast,19719.6947
+57,male,28.975,0,yes,northeast,27218.43725
+36,female,30.02,0,no,northwest,5272.1758
+22,male,39.5,0,no,southwest,1682.597
+57,male,33.63,1,no,northwest,11945.1327
+64,female,26.885,0,yes,northwest,29330.98315
+36,female,29.04,4,no,southeast,7243.8136
+54,male,24.035,0,no,northeast,10422.91665
+47,male,38.94,2,yes,southeast,44202.6536
+62,male,32.11,0,no,northeast,13555.0049
+61,female,44,0,no,southwest,13063.883
+43,female,20.045,2,yes,northeast,19798.05455
+19,male,25.555,1,no,northwest,2221.56445
+18,female,40.26,0,no,southeast,1634.5734
+19,female,22.515,0,no,northwest,2117.33885
+49,male,22.515,0,no,northeast,8688.85885
+60,male,40.92,0,yes,southeast,48673.5588
+26,male,27.265,3,no,northeast,4661.28635
+49,male,36.85,0,no,southeast,8125.7845
+60,female,35.1,0,no,southwest,12644.589
+26,female,29.355,2,no,northeast,4564.19145
+27,male,32.585,3,no,northeast,4846.92015
+44,female,32.34,1,no,southeast,7633.7206
+63,male,39.8,3,no,southwest,15170.069
+32,female,24.6,0,yes,southwest,17496.306
+22,male,28.31,1,no,northwest,2639.0429
+18,male,31.73,0,yes,northeast,33732.6867
+59,female,26.695,3,no,northwest,14382.70905
+44,female,27.5,1,no,southwest,7626.993
+33,male,24.605,2,no,northwest,5257.50795
+24,female,33.99,0,no,southeast,2473.3341
+43,female,26.885,0,yes,northwest,21774.32215
+45,male,22.895,0,yes,northeast,35069.37452
+61,female,28.2,0,no,southwest,13041.921
+35,female,34.21,1,no,southeast,5245.2269
+62,female,25,0,no,southwest,13451.122
+62,female,33.2,0,no,southwest,13462.52
+38,male,31,1,no,southwest,5488.262
+34,male,35.815,0,no,northwest,4320.41085
+43,male,23.2,0,no,southwest,6250.435
+50,male,32.11,2,no,northeast,25333.33284
+19,female,23.4,2,no,southwest,2913.569
+57,female,20.1,1,no,southwest,12032.326
+62,female,39.16,0,no,southeast,13470.8044
+41,male,34.21,1,no,southeast,6289.7549
+26,male,46.53,1,no,southeast,2927.0647
+39,female,32.5,1,no,southwest,6238.298
+46,male,25.8,5,no,southwest,10096.97
+45,female,35.3,0,no,southwest,7348.142
+32,male,37.18,2,no,southeast,4673.3922
+59,female,27.5,0,no,southwest,12233.828
+44,male,29.735,2,no,northeast,32108.66282
+39,female,24.225,5,no,northwest,8965.79575
+18,male,26.18,2,no,southeast,2304.0022
+53,male,29.48,0,no,southeast,9487.6442
+18,male,23.21,0,no,southeast,1121.8739
+50,female,46.09,1,no,southeast,9549.5651
+18,female,40.185,0,no,northeast,2217.46915
+19,male,22.61,0,no,northwest,1628.4709
+62,male,39.93,0,no,southeast,12982.8747
+56,female,35.8,1,no,southwest,11674.13
+42,male,35.8,2,no,southwest,7160.094
+37,male,34.2,1,yes,northeast,39047.285
+42,male,31.255,0,no,northwest,6358.77645
+25,male,29.7,3,yes,southwest,19933.458
+57,male,18.335,0,no,northeast,11534.87265
+51,male,42.9,2,yes,southeast,47462.894
+30,female,28.405,1,no,northwest,4527.18295
+44,male,30.2,2,yes,southwest,38998.546
+34,male,27.835,1,yes,northwest,20009.63365
+31,male,39.49,1,no,southeast,3875.7341
+54,male,30.8,1,yes,southeast,41999.52
+24,male,26.79,1,no,northwest,12609.88702
+43,male,34.96,1,yes,northeast,41034.2214
+48,male,36.67,1,no,northwest,28468.91901
+19,female,39.615,1,no,northwest,2730.10785
+29,female,25.9,0,no,southwest,3353.284
+63,female,35.2,1,no,southeast,14474.675
+46,male,24.795,3,no,northeast,9500.57305
+52,male,36.765,2,no,northwest,26467.09737
+35,male,27.1,1,no,southwest,4746.344
+51,male,24.795,2,yes,northwest,23967.38305
+44,male,25.365,1,no,northwest,7518.02535
+21,male,25.745,2,no,northeast,3279.86855
+39,female,34.32,5,no,southeast,8596.8278
+50,female,28.16,3,no,southeast,10702.6424
+34,female,23.56,0,no,northeast,4992.3764
+22,female,20.235,0,no,northwest,2527.81865
+19,female,40.5,0,no,southwest,1759.338
+26,male,35.42,0,no,southeast,2322.6218
+29,male,22.895,0,yes,northeast,16138.76205
+48,male,40.15,0,no,southeast,7804.1605
+26,male,29.15,1,no,southeast,2902.9065
+45,female,39.995,3,no,northeast,9704.66805
+36,female,29.92,0,no,southeast,4889.0368
+54,male,25.46,1,no,northeast,25517.11363
+34,male,21.375,0,no,northeast,4500.33925
+31,male,25.9,3,yes,southwest,19199.944
+27,female,30.59,1,no,northeast,16796.41194
+20,male,30.115,5,no,northeast,4915.05985
+44,female,25.8,1,no,southwest,7624.63
+43,male,30.115,3,no,northwest,8410.04685
+45,female,27.645,1,no,northwest,28340.18885
+34,male,34.675,0,no,northeast,4518.82625
+24,female,20.52,0,yes,northeast,14571.8908
+26,female,19.8,1,no,southwest,3378.91
+38,female,27.835,2,no,northeast,7144.86265
+50,female,31.6,2,no,southwest,10118.424
+38,male,28.27,1,no,southeast,5484.4673
+27,female,20.045,3,yes,northwest,16420.49455
+39,female,23.275,3,no,northeast,7986.47525
+39,female,34.1,3,no,southwest,7418.522
+63,female,36.85,0,no,southeast,13887.9685
+33,female,36.29,3,no,northeast,6551.7501
+36,female,26.885,0,no,northwest,5267.81815
+30,male,22.99,2,yes,northwest,17361.7661
+24,male,32.7,0,yes,southwest,34472.841
+24,male,25.8,0,no,southwest,1972.95
+48,male,29.6,0,no,southwest,21232.18226
+47,male,19.19,1,no,northeast,8627.5411
+29,male,31.73,2,no,northwest,4433.3877
+28,male,29.26,2,no,northeast,4438.2634
+47,male,28.215,3,yes,northwest,24915.22085
+25,male,24.985,2,no,northeast,23241.47453
+51,male,27.74,1,no,northeast,9957.7216
+48,female,22.8,0,no,southwest,8269.044
+43,male,20.13,2,yes,southeast,18767.7377
+61,female,33.33,4,no,southeast,36580.28216
+48,male,32.3,1,no,northwest,8765.249
+38,female,27.6,0,no,southwest,5383.536
+59,male,25.46,0,no,northwest,12124.9924
+19,female,24.605,1,no,northwest,2709.24395
+26,female,34.2,2,no,southwest,3987.926
+54,female,35.815,3,no,northwest,12495.29085
+21,female,32.68,2,no,northwest,26018.95052
+51,male,37,0,no,southwest,8798.593
+22,female,31.02,3,yes,southeast,35595.5898
+47,male,36.08,1,yes,southeast,42211.1382
+18,male,23.32,1,no,southeast,1711.0268
+47,female,45.32,1,no,southeast,8569.8618
+21,female,34.6,0,no,southwest,2020.177
+19,male,26.03,1,yes,northwest,16450.8947
+23,male,18.715,0,no,northwest,21595.38229
+54,male,31.6,0,no,southwest,9850.432
+37,female,17.29,2,no,northeast,6877.9801
+46,female,23.655,1,yes,northwest,21677.28345
+55,female,35.2,0,yes,southeast,44423.803
+30,female,27.93,0,no,northeast,4137.5227
+18,male,21.565,0,yes,northeast,13747.87235
+61,male,38.38,0,no,northwest,12950.0712
+54,female,23,3,no,southwest,12094.478
+22,male,37.07,2,yes,southeast,37484.4493
+45,female,30.495,1,yes,northwest,39725.51805
+22,male,28.88,0,no,northeast,2250.8352
+19,male,27.265,2,no,northwest,22493.65964
+35,female,28.025,0,yes,northwest,20234.85475
+18,male,23.085,0,no,northeast,1704.70015
+20,male,30.685,0,yes,northeast,33475.81715
+28,female,25.8,0,no,southwest,3161.454
+55,male,35.245,1,no,northeast,11394.06555
+43,female,24.7,2,yes,northwest,21880.82
+43,female,25.08,0,no,northeast,7325.0482
+22,male,52.58,1,yes,southeast,44501.3982
+25,female,22.515,1,no,northwest,3594.17085
+49,male,30.9,0,yes,southwest,39727.614
+44,female,36.955,1,no,northwest,8023.13545
+64,male,26.41,0,no,northeast,14394.5579
+49,male,29.83,1,no,northeast,9288.0267
+47,male,29.8,3,yes,southwest,25309.489
+27,female,21.47,0,no,northwest,3353.4703
+55,male,27.645,0,no,northwest,10594.50155
+48,female,28.9,0,no,southwest,8277.523
+45,female,31.79,0,no,southeast,17929.30337
+24,female,39.49,0,no,southeast,2480.9791
+32,male,33.82,1,no,northwest,4462.7218
+24,male,32.01,0,no,southeast,1981.5819
+57,male,27.94,1,no,southeast,11554.2236
+59,male,41.14,1,yes,southeast,48970.2476
+36,male,28.595,3,no,northwest,6548.19505
+29,female,25.6,4,no,southwest,5708.867
+42,female,25.3,1,no,southwest,7045.499
+48,male,37.29,2,no,southeast,8978.1851
+39,male,42.655,0,no,northeast,5757.41345
+63,male,21.66,1,no,northwest,14349.8544
+54,female,31.9,1,no,southeast,10928.849
+37,male,37.07,1,yes,southeast,39871.7043
+63,male,31.445,0,no,northeast,13974.45555
+21,male,31.255,0,no,northwest,1909.52745
+54,female,28.88,2,no,northeast,12096.6512
+60,female,18.335,0,no,northeast,13204.28565
+32,female,29.59,1,no,southeast,4562.8421
+47,female,32,1,no,southwest,8551.347
+21,male,26.03,0,no,northeast,2102.2647
+28,male,31.68,0,yes,southeast,34672.1472
+63,male,33.66,3,no,southeast,15161.5344
+18,male,21.78,2,no,southeast,11884.04858
+32,male,27.835,1,no,northwest,4454.40265
+38,male,19.95,1,no,northwest,5855.9025
+32,male,31.5,1,no,southwest,4076.497
+62,female,30.495,2,no,northwest,15019.76005
+39,female,18.3,5,yes,southwest,19023.26
+55,male,28.975,0,no,northeast,10796.35025
+57,male,31.54,0,no,northwest,11353.2276
+52,male,47.74,1,no,southeast,9748.9106
+56,male,22.1,0,no,southwest,10577.087
+47,male,36.19,0,yes,southeast,41676.0811
+55,female,29.83,0,no,northeast,11286.5387
+23,male,32.7,3,no,southwest,3591.48
+22,female,30.4,0,yes,northwest,33907.548
+50,female,33.7,4,no,southwest,11299.343
+18,female,31.35,4,no,northeast,4561.1885
+51,female,34.96,2,yes,northeast,44641.1974
+22,male,33.77,0,no,southeast,1674.6323
+52,female,30.875,0,no,northeast,23045.56616
+25,female,33.99,1,no,southeast,3227.1211
+33,female,19.095,2,yes,northeast,16776.30405
+53,male,28.6,3,no,southwest,11253.421
+29,male,38.94,1,no,southeast,3471.4096
+58,male,36.08,0,no,southeast,11363.2832
+37,male,29.8,0,no,southwest,20420.60465
+54,female,31.24,0,no,southeast,10338.9316
+49,female,29.925,0,no,northwest,8988.15875
+50,female,26.22,2,no,northwest,10493.9458
+26,male,30,1,no,southwest,2904.088
+45,male,20.35,3,no,southeast,8605.3615
+54,female,32.3,1,no,northeast,11512.405
+38,male,38.39,3,yes,southeast,41949.2441
+48,female,25.85,3,yes,southeast,24180.9335
+28,female,26.315,3,no,northwest,5312.16985
+23,male,24.51,0,no,northeast,2396.0959
+55,male,32.67,1,no,southeast,10807.4863
+41,male,29.64,5,no,northeast,9222.4026
+25,male,33.33,2,yes,southeast,36124.5737
+33,male,35.75,1,yes,southeast,38282.7495
+30,female,19.95,3,no,northwest,5693.4305
+23,female,31.4,0,yes,southwest,34166.273
+46,male,38.17,2,no,southeast,8347.1643
+53,female,36.86,3,yes,northwest,46661.4424
+27,female,32.395,1,no,northeast,18903.49141
+23,female,42.75,1,yes,northeast,40904.1995
+63,female,25.08,0,no,northwest,14254.6082
+55,male,29.9,0,no,southwest,10214.636
+35,female,35.86,2,no,southeast,5836.5204
+34,male,32.8,1,no,southwest,14358.36437
+19,female,18.6,0,no,southwest,1728.897
+39,female,23.87,5,no,southeast,8582.3023
+27,male,45.9,2,no,southwest,3693.428
+57,male,40.28,0,no,northeast,20709.02034
+52,female,18.335,0,no,northwest,9991.03765
+28,male,33.82,0,no,northwest,19673.33573
+50,female,28.12,3,no,northwest,11085.5868
+44,female,25,1,no,southwest,7623.518
+26,female,22.23,0,no,northwest,3176.2877
+33,male,30.25,0,no,southeast,3704.3545
+19,female,32.49,0,yes,northwest,36898.73308
+50,male,37.07,1,no,southeast,9048.0273
+41,female,32.6,3,no,southwest,7954.517
+52,female,24.86,0,no,southeast,27117.99378
+39,male,32.34,2,no,southeast,6338.0756
+50,male,32.3,2,no,southwest,9630.397
+52,male,32.775,3,no,northwest,11289.10925
+60,male,32.8,0,yes,southwest,52590.82939
+20,female,31.92,0,no,northwest,2261.5688
+55,male,21.5,1,no,southwest,10791.96
+42,male,34.1,0,no,southwest,5979.731
+18,female,30.305,0,no,northeast,2203.73595
+58,female,36.48,0,no,northwest,12235.8392
+43,female,32.56,3,yes,southeast,40941.2854
+35,female,35.815,1,no,northwest,5630.45785
+48,female,27.93,4,no,northwest,11015.1747
+36,female,22.135,3,no,northeast,7228.21565
+19,male,44.88,0,yes,southeast,39722.7462
+23,female,23.18,2,no,northwest,14426.07385
+20,female,30.59,0,no,northeast,2459.7201
+32,female,41.1,0,no,southwest,3989.841
+43,female,34.58,1,no,northwest,7727.2532
+34,male,42.13,2,no,southeast,5124.1887
+30,male,38.83,1,no,southeast,18963.17192
+18,female,28.215,0,no,northeast,2200.83085
+41,female,28.31,1,no,northwest,7153.5539
+35,female,26.125,0,no,northeast,5227.98875
+57,male,40.37,0,no,southeast,10982.5013
+29,female,24.6,2,no,southwest,4529.477
+32,male,35.2,2,no,southwest,4670.64
+37,female,34.105,1,no,northwest,6112.35295
+18,male,27.36,1,yes,northeast,17178.6824
+43,female,26.7,2,yes,southwest,22478.6
+56,female,41.91,0,no,southeast,11093.6229
+38,male,29.26,2,no,northwest,6457.8434
+29,male,32.11,2,no,northwest,4433.9159
+22,female,27.1,0,no,southwest,2154.361
+52,female,24.13,1,yes,northwest,23887.6627
+40,female,27.4,1,no,southwest,6496.886
+23,female,34.865,0,no,northeast,2899.48935
+31,male,29.81,0,yes,southeast,19350.3689
+42,female,41.325,1,no,northeast,7650.77375
+24,female,29.925,0,no,northwest,2850.68375
+25,female,30.3,0,no,southwest,2632.992
+48,female,27.36,1,no,northeast,9447.3824
+23,female,28.49,1,yes,southeast,18328.2381
+45,male,23.56,2,no,northeast,8603.8234
+20,male,35.625,3,yes,northwest,37465.34375
+62,female,32.68,0,no,northwest,13844.7972
+43,female,25.27,1,yes,northeast,21771.3423
+23,female,28,0,no,southwest,13126.67745
+31,female,32.775,2,no,northwest,5327.40025
+41,female,21.755,1,no,northeast,13725.47184
+58,female,32.395,1,no,northeast,13019.16105
+48,female,36.575,0,no,northwest,8671.19125
+31,female,21.755,0,no,northwest,4134.08245
+19,female,27.93,3,no,northwest,18838.70366
+19,female,30.02,0,yes,northwest,33307.5508
+41,male,33.55,0,no,southeast,5699.8375
+40,male,29.355,1,no,northwest,6393.60345
+31,female,25.8,2,no,southwest,4934.705
+37,male,24.32,2,no,northwest,6198.7518
+46,male,40.375,2,no,northwest,8733.22925
+22,male,32.11,0,no,northwest,2055.3249
+51,male,32.3,1,no,northeast,9964.06
+18,female,27.28,3,yes,southeast,18223.4512
+35,male,17.86,1,no,northwest,5116.5004
+59,female,34.8,2,no,southwest,36910.60803
+36,male,33.4,2,yes,southwest,38415.474
+37,female,25.555,1,yes,northeast,20296.86345
+59,male,37.1,1,no,southwest,12347.172
+36,male,30.875,1,no,northwest,5373.36425
+39,male,34.1,2,no,southeast,23563.01618
+18,male,21.47,0,no,northeast,1702.4553
+52,female,33.3,2,no,southwest,10806.839
+27,female,31.255,1,no,northwest,3956.07145
+18,male,39.14,0,no,northeast,12890.05765
+40,male,25.08,0,no,southeast,5415.6612
+29,male,37.29,2,no,southeast,4058.1161
+46,female,34.6,1,yes,southwest,41661.602
+38,female,30.21,3,no,northwest,7537.1639
+30,female,21.945,1,no,northeast,4718.20355
+40,male,24.97,2,no,southeast,6593.5083
+50,male,25.3,0,no,southeast,8442.667
+20,female,24.42,0,yes,southeast,26125.67477
+41,male,23.94,1,no,northeast,6858.4796
+33,female,39.82,1,no,southeast,4795.6568
+38,male,16.815,2,no,northeast,6640.54485
+42,male,37.18,2,no,southeast,7162.0122
+56,male,34.43,0,no,southeast,10594.2257
+58,male,30.305,0,no,northeast,11938.25595
+52,male,34.485,3,yes,northwest,60021.39897
+20,female,21.8,0,yes,southwest,20167.33603
+54,female,24.605,3,no,northwest,12479.70895
+58,male,23.3,0,no,southwest,11345.519
+45,female,27.83,2,no,southeast,8515.7587
+26,male,31.065,0,no,northwest,2699.56835
+63,female,21.66,0,no,northeast,14449.8544
+58,female,28.215,0,no,northwest,12224.35085
+37,male,22.705,3,no,northeast,6985.50695
+25,female,42.13,1,no,southeast,3238.4357
+52,male,41.8,2,yes,southeast,47269.854
+64,male,36.96,2,yes,southeast,49577.6624
+22,female,21.28,3,no,northwest,4296.2712
+28,female,33.11,0,no,southeast,3171.6149
+18,male,33.33,0,no,southeast,1135.9407
+28,male,24.3,5,no,southwest,5615.369
+45,female,25.7,3,no,southwest,9101.798
+33,male,29.4,4,no,southwest,6059.173
+18,female,39.82,0,no,southeast,1633.9618
+32,male,33.63,1,yes,northeast,37607.5277
+24,male,29.83,0,yes,northeast,18648.4217
+19,male,19.8,0,no,southwest,1241.565
+20,male,27.3,0,yes,southwest,16232.847
+40,female,29.3,4,no,southwest,15828.82173
+34,female,27.72,0,no,southeast,4415.1588
+42,female,37.9,0,no,southwest,6474.013
+51,female,36.385,3,no,northwest,11436.73815
+54,female,27.645,1,no,northwest,11305.93455
+55,male,37.715,3,no,northwest,30063.58055
+52,female,23.18,0,no,northeast,10197.7722
+32,female,20.52,0,no,northeast,4544.2348
+28,male,37.1,1,no,southwest,3277.161
+41,female,28.05,1,no,southeast,6770.1925
+43,female,29.9,1,no,southwest,7337.748
+49,female,33.345,2,no,northeast,10370.91255
+64,male,23.76,0,yes,southeast,26926.5144
+55,female,30.5,0,no,southwest,10704.47
+24,male,31.065,0,yes,northeast,34254.05335
+20,female,33.3,0,no,southwest,1880.487
+45,male,27.5,3,no,southwest,8615.3
+26,male,33.915,1,no,northwest,3292.52985
+25,female,34.485,0,no,northwest,3021.80915
+43,male,25.52,5,no,southeast,14478.33015
+35,male,27.61,1,no,southeast,4747.0529
+26,male,27.06,0,yes,southeast,17043.3414
+57,male,23.7,0,no,southwest,10959.33
+22,female,30.4,0,no,northeast,2741.948
+32,female,29.735,0,no,northwest,4357.04365
+39,male,29.925,1,yes,northeast,22462.04375
+25,female,26.79,2,no,northwest,4189.1131
+48,female,33.33,0,no,southeast,8283.6807
+47,female,27.645,2,yes,northwest,24535.69855
+18,female,21.66,0,yes,northeast,14283.4594
+18,male,30.03,1,no,southeast,1720.3537
+61,male,36.3,1,yes,southwest,47403.88
+47,female,24.32,0,no,northeast,8534.6718
+28,female,17.29,0,no,northeast,3732.6251
+36,female,25.9,1,no,southwest,5472.449
+20,male,39.4,2,yes,southwest,38344.566
+44,male,34.32,1,no,southeast,7147.4728
+38,female,19.95,2,no,northeast,7133.9025
+19,male,34.9,0,yes,southwest,34828.654
+21,male,23.21,0,no,southeast,1515.3449
+46,male,25.745,3,no,northwest,9301.89355
+58,male,25.175,0,no,northeast,11931.12525
+20,male,22,1,no,southwest,1964.78
+18,male,26.125,0,no,northeast,1708.92575
+28,female,26.51,2,no,southeast,4340.4409
+33,male,27.455,2,no,northwest,5261.46945
+19,female,25.745,1,no,northwest,2710.82855
+45,male,30.36,0,yes,southeast,62592.87309
+62,male,30.875,3,yes,northwest,46718.16325
+25,female,20.8,1,no,southwest,3208.787
+43,male,27.8,0,yes,southwest,37829.7242
+42,male,24.605,2,yes,northeast,21259.37795
+24,female,27.72,0,no,southeast,2464.6188
+29,female,21.85,0,yes,northeast,16115.3045
+32,male,28.12,4,yes,northwest,21472.4788
+25,female,30.2,0,yes,southwest,33900.653
+41,male,32.2,2,no,southwest,6875.961
+42,male,26.315,1,no,northwest,6940.90985
+33,female,26.695,0,no,northwest,4571.41305
+34,male,42.9,1,no,southwest,4536.259
+19,female,34.7,2,yes,southwest,36397.576
+30,female,23.655,3,yes,northwest,18765.87545
+18,male,28.31,1,no,northeast,11272.33139
+19,female,20.6,0,no,southwest,1731.677
+18,male,53.13,0,no,southeast,1163.4627
+35,male,39.71,4,no,northeast,19496.71917
+39,female,26.315,2,no,northwest,7201.70085
+31,male,31.065,3,no,northwest,5425.02335
+62,male,26.695,0,yes,northeast,28101.33305
+62,male,38.83,0,no,southeast,12981.3457
+42,female,40.37,2,yes,southeast,43896.3763
+31,male,25.935,1,no,northwest,4239.89265
+61,male,33.535,0,no,northeast,13143.33665
+42,female,32.87,0,no,northeast,7050.0213
+51,male,30.03,1,no,southeast,9377.9047
+23,female,24.225,2,no,northeast,22395.74424
+52,male,38.6,2,no,southwest,10325.206
+57,female,25.74,2,no,southeast,12629.1656
+23,female,33.4,0,no,southwest,10795.93733
+52,female,44.7,3,no,southwest,11411.685
+50,male,30.97,3,no,northwest,10600.5483
+18,female,31.92,0,no,northeast,2205.9808
+18,female,36.85,0,no,southeast,1629.8335
+21,female,25.8,0,no,southwest,2007.945
+61,female,29.07,0,yes,northwest,29141.3603
+23,male,34.4,0,no,southwest,1826.843
+56,female,39.82,0,no,southeast,11090.7178
+27,male,42.13,0,yes,southeast,39611.7577
+19,male,24.6,1,no,southwest,1837.237
+52,female,30.78,1,no,northeast,10797.3362
+23,male,23.845,0,no,northeast,2395.17155
+56,male,40.3,0,no,southwest,10602.385
+30,male,35.3,0,yes,southwest,36837.467
+58,female,28.215,0,no,northwest,12224.35085
+37,male,22.705,3,no,northeast,6985.50695
+25,female,42.13,1,no,southeast,3238.4357
+52,male,41.8,2,yes,southeast,47269.854
+64,male,36.96,2,yes,southeast,49577.6624
+22,female,21.28,3,no,northwest,4296.2712
+28,female,33.11,0,no,southeast,3171.6149
+18,male,33.33,0,no,southeast,1135.9407
+28,male,24.3,5,no,southwest,5615.369
+45,female,25.7,3,no,southwest,9101.798
+33,male,29.4,4,no,southwest,6059.173
+18,female,39.82,0,no,southeast,1633.9618
+32,male,33.63,1,yes,northeast,37607.5277
+19,female,23.4,2,no,southwest,2913.569
+57,female,20.1,1,no,southwest,12032.326
+62,female,39.16,0,no,southeast,13470.8044
+41,male,34.21,1,no,southeast,6289.7549
+26,male,46.53,1,no,southeast,2927.0647
+39,female,32.5,1,no,southwest,6238.298
+46,male,25.8,5,no,southwest,10096.97
+45,female,35.3,0,no,southwest,7348.142
+32,male,37.18,2,no,southeast,4673.3922
+59,female,27.5,0,no,southwest,12233.828
+44,male,29.735,2,no,northeast,32108.66282
+39,female,24.225,5,no,northwest,8965.79575
+18,male,26.18,2,no,southeast,2304.0022
+53,male,29.48,0,no,southeast,9487.6442
+18,male,23.21,0,no,southeast,1121.8739
+26,female,34.2,2,no,southwest,3987.926
+54,female,35.815,3,no,northwest,12495.29085
+21,female,32.68,2,no,northwest,26018.95052
+51,male,37,0,no,southwest,8798.593
+22,female,31.02,3,yes,southeast,35595.5898
+47,male,36.08,1,yes,southeast,42211.1382
+18,male,23.32,1,no,southeast,1711.0268
+47,female,45.32,1,no,southeast,8569.8618
+21,female,34.6,0,no,southwest,2020.177
+19,male,26.03,1,yes,northwest,16450.8947
+23,male,18.715,0,no,northwest,21595.38229
+54,male,31.6,0,no,southwest,9850.432
+19,female,27.9,0,yes,southwest,16884.924
+18,male,33.77,1,no,southeast,1725.5523
+28,male,33,3,no,southeast,4449.462
+33,male,22.705,0,no,northwest,21984.47061
+32,male,28.88,0,no,northwest,3866.8552
+31,female,25.74,0,no,southeast,3756.6216
+46,female,33.44,1,no,southeast,8240.5896
+37,female,27.74,3,no,northwest,7281.5056
+37,male,29.83,2,no,northeast,6406.4107
+60,female,25.84,0,no,northwest,28923.13692
+25,male,26.22,0,no,northeast,2721.3208
+62,female,26.29,0,yes,southeast,27808.7251
+23,male,34.4,0,no,southwest,1826.843
+56,female,39.82,0,no,southeast,11090.7178
+27,male,42.13,0,yes,southeast,39611.7577
+19,male,24.6,1,no,southwest,1837.237
+52,female,30.78,1,no,northeast,10797.3362
+23,male,23.845,0,no,northeast,2395.17155
+56,male,40.3,0,no,southwest,10602.385
+30,male,35.3,0,yes,southwest,36837.467
+60,female,36.005,0,no,northeast,13228.84695
+30,female,32.4,1,no,southwest,4149.736
+18,male,34.1,0,no,southeast,1137.011
+34,female,31.92,1,yes,northeast,37701.8768
+37,male,28.025,2,no,northwest,6203.90175
+59,female,27.72,3,no,southeast,14001.1338
+63,female,23.085,0,no,northeast,14451.83515
+55,female,32.775,2,no,northwest,12268.63225
+23,male,17.385,1,no,northwest,2775.19215
+31,male,36.3,2,yes,southwest,38711
+22,male,35.6,0,yes,southwest,35585.576
+18,female,26.315,0,no,northeast,2198.18985
+19,female,28.6,5,no,southwest,4687.797
+63,male,28.31,0,no,northwest,13770.0979
+28,male,36.4,1,yes,southwest,51194.55914
+19,male,20.425,0,no,northwest,1625.43375
+62,female,32.965,3,no,northwest,15612.19335
+26,male,20.8,0,no,southwest,2302.3
+35,male,36.67,1,yes,northeast,39774.2763
+60,male,39.9,0,yes,southwest,48173.361
+24,female,26.6,0,no,northeast,3046.062
+31,female,36.63,2,no,southeast,4949.7587
+41,male,21.78,1,no,southeast,6272.4772
+37,female,30.8,2,no,southeast,6313.759
+38,male,37.05,1,no,northeast,6079.6715
+55,male,37.3,0,no,southwest,20630.28351
+18,female,38.665,2,no,northeast,3393.35635
+28,female,34.77,0,no,northwest,3556.9223
+60,female,24.53,0,no,southeast,12629.8967
+36,male,35.2,1,yes,southeast,38709.176
+18,female,35.625,0,no,northeast,2211.13075
+21,female,33.63,2,no,northwest,3579.8287
+48,male,28,1,yes,southwest,23568.272
+36,male,34.43,0,yes,southeast,37742.5757
+40,female,28.69,3,no,northwest,8059.6791
+58,male,36.955,2,yes,northwest,47496.49445
+58,female,31.825,2,no,northeast,13607.36875
+18,male,31.68,2,yes,southeast,34303.1672
+53,female,22.88,1,yes,southeast,23244.7902
+34,female,37.335,2,no,northwest,5989.52365
+43,male,27.36,3,no,northeast,8606.2174
+25,male,33.66,4,no,southeast,4504.6624
+64,male,24.7,1,no,northwest,30166.61817
+28,female,25.935,1,no,northwest,4133.64165
+20,female,22.42,0,yes,northwest,14711.7438
+19,female,28.9,0,no,southwest,1743.214
+61,female,39.1,2,no,southwest,14235.072
+40,male,26.315,1,no,northwest,6389.37785
+40,female,36.19,0,no,southeast,5920.1041
+28,male,23.98,3,yes,southeast,17663.1442
+27,female,24.75,0,yes,southeast,16577.7795
+31,male,28.5,5,no,northeast,6799.458
+53,female,28.1,3,no,southwest,11741.726
+58,male,32.01,1,no,southeast,11946.6259
+44,male,27.4,2,no,southwest,7726.854
+57,male,34.01,0,no,northwest,11356.6609
+29,female,29.59,1,no,southeast,3947.4131
+21,male,35.53,0,no,southeast,1532.4697
+22,female,39.805,0,no,northeast,2755.02095
+41,female,32.965,0,no,northwest,6571.02435
+31,male,26.885,1,no,northeast,4441.21315
+45,female,38.285,0,no,northeast,7935.29115
+22,male,37.62,1,yes,southeast,37165.1638
+48,female,41.23,4,no,northwest,11033.6617
+37,female,34.8,2,yes,southwest,39836.519
+45,male,22.895,2,yes,northwest,21098.55405
+57,female,31.16,0,yes,northwest,43578.9394
+56,female,27.2,0,no,southwest,11073.176
+46,female,27.74,0,no,northwest,8026.6666
+55,female,26.98,0,no,northwest,11082.5772
+21,female,39.49,0,no,southeast,2026.9741
+53,female,24.795,1,no,northwest,10942.13205
+59,male,29.83,3,yes,northeast,30184.9367
+35,male,34.77,2,no,northwest,5729.0053
+64,female,31.3,2,yes,southwest,47291.055
+28,female,37.62,1,no,southeast,3766.8838
+54,female,30.8,3,no,southwest,12105.32
+55,male,38.28,0,no,southeast,10226.2842
+56,male,19.95,0,yes,northeast,22412.6485
+38,male,19.3,0,yes,southwest,15820.699
+41,female,31.6,0,no,southwest,6186.127
+30,male,25.46,0,no,northeast,3645.0894
+18,female,30.115,0,no,northeast,21344.8467
+61,female,29.92,3,yes,southeast,30942.1918
+34,female,27.5,1,no,southwest,5003.853
+20,male,28.025,1,yes,northwest,17560.37975
+19,female,28.4,1,no,southwest,2331.519
+26,male,30.875,2,no,northwest,3877.30425
+29,male,27.94,0,no,southeast,2867.1196
+63,male,35.09,0,yes,southeast,47055.5321
+54,male,33.63,1,no,northwest,10825.2537
+55,female,29.7,2,no,southwest,11881.358
+37,male,30.8,0,no,southwest,4646.759
+21,female,35.72,0,no,northwest,2404.7338
+52,male,32.205,3,no,northeast,11488.31695
+60,male,28.595,0,no,northeast,30259.99556
+58,male,49.06,0,no,southeast,11381.3254
+29,female,27.94,1,yes,southeast,19107.7796
+49,female,27.17,0,no,southeast,8601.3293
+37,female,23.37,2,no,northwest,6686.4313
+44,male,37.1,2,no,southwest,7740.337
+18,male,23.75,0,no,northeast,1705.6245
+20,female,28.975,0,no,northwest,2257.47525
+44,male,31.35,1,yes,northeast,39556.4945
+47,female,33.915,3,no,northwest,10115.00885
+26,female,28.785,0,no,northeast,3385.39915
+19,female,28.3,0,yes,southwest,17081.08
+52,female,37.4,0,no,southwest,9634.538
+32,female,17.765,2,yes,northwest,32734.1863
+38,male,34.7,2,no,southwest,6082.405
+59,female,26.505,0,no,northeast,12815.44495
+61,female,22.04,0,no,northeast,13616.3586
+53,female,35.9,2,no,southwest,11163.568
+19,male,25.555,0,no,northwest,1632.56445
+20,female,28.785,0,no,northeast,2457.21115
+22,female,28.05,0,no,southeast,2155.6815
+19,male,34.1,0,no,southwest,1261.442
+22,male,25.175,0,no,northwest,2045.68525
+54,female,31.9,3,no,southeast,27322.73386
+22,female,36,0,no,southwest,2166.732
+34,male,22.42,2,no,northeast,27375.90478
+26,male,32.49,1,no,northeast,3490.5491
+34,male,25.3,2,yes,southeast,18972.495
+29,male,29.735,2,no,northwest,18157.876
+30,male,28.69,3,yes,northwest,20745.9891
+29,female,38.83,3,no,southeast,5138.2567
+46,male,30.495,3,yes,northwest,40720.55105
+51,female,37.73,1,no,southeast,9877.6077
+53,female,37.43,1,no,northwest,10959.6947
+19,male,28.4,1,no,southwest,1842.519
+35,male,24.13,1,no,northwest,5125.2157
+48,male,29.7,0,no,southeast,7789.635
+32,female,37.145,3,no,northeast,6334.34355
+42,female,23.37,0,yes,northeast,19964.7463
+40,female,25.46,1,no,northeast,7077.1894
+44,male,39.52,0,no,northwest,6948.7008
+48,male,24.42,0,yes,southeast,21223.6758
+18,male,25.175,0,yes,northeast,15518.18025
+30,male,35.53,0,yes,southeast,36950.2567
+50,female,27.83,3,no,southeast,19749.38338
+42,female,26.6,0,yes,northwest,21348.706
+18,female,36.85,0,yes,southeast,36149.4835
+54,male,39.6,1,no,southwest,10450.552
+32,female,29.8,2,no,southwest,5152.134
+37,male,29.64,0,no,northwest,5028.1466
+47,male,28.215,4,no,northeast,10407.08585
+20,female,37,5,no,southwest,4830.63
+32,female,33.155,3,no,northwest,6128.79745
+19,female,31.825,1,no,northwest,2719.27975
+27,male,18.905,3,no,northeast,4827.90495
+63,male,41.47,0,no,southeast,13405.3903
+49,male,30.3,0,no,southwest,8116.68
+18,male,15.96,0,no,northeast,1694.7964
+35,female,34.8,1,no,southwest,5246.047
+24,female,33.345,0,no,northwest,2855.43755
+63,female,37.7,0,yes,southwest,48824.45
+38,male,27.835,2,no,northwest,6455.86265
+54,male,29.2,1,no,southwest,10436.096
+46,female,28.9,2,no,southwest,8823.279
+41,female,33.155,3,no,northeast,8538.28845
+58,male,28.595,0,no,northwest,11735.87905
+18,female,38.28,0,no,southeast,1631.8212
+22,male,19.95,3,no,northeast,4005.4225
+44,female,26.41,0,no,northwest,7419.4779
+44,male,30.69,2,no,southeast,7731.4271
+36,male,41.895,3,yes,northeast,43753.33705
+26,female,29.92,2,no,southeast,3981.9768
+30,female,30.9,3,no,southwest,5325.651
+41,female,32.2,1,no,southwest,6775.961
+29,female,32.11,2,no,northwest,4922.9159
+61,male,31.57,0,no,southeast,12557.6053
+36,female,26.2,0,no,southwest,4883.866
+25,male,25.74,0,no,southeast,2137.6536
+56,female,26.6,1,no,northwest,12044.342
+18,male,34.43,0,no,southeast,1137.4697
+19,male,30.59,0,no,northwest,1639.5631
+39,female,32.8,0,no,southwest,5649.715
+45,female,28.6,2,no,southeast,8516.829
+51,female,18.05,0,no,northwest,9644.2525
+64,female,39.33,0,no,northeast,14901.5167
+19,female,32.11,0,no,northwest,2130.6759
+48,female,32.23,1,no,southeast,8871.1517
+60,female,24.035,0,no,northwest,13012.20865
+27,female,36.08,0,yes,southeast,37133.8982
+46,male,22.3,0,no,southwest,7147.105
+28,female,28.88,1,no,northeast,4337.7352
+59,male,26.4,0,no,southeast,11743.299
+35,male,27.74,2,yes,northeast,20984.0936
+63,female,31.8,0,no,southwest,13880.949
+40,male,41.23,1,no,northeast,6610.1097
+20,male,33,1,no,southwest,1980.07
+40,male,30.875,4,no,northwest,8162.71625
+24,male,28.5,2,no,northwest,3537.703
+34,female,26.73,1,no,southeast,5002.7827
+45,female,30.9,2,no,southwest,8520.026
+41,female,37.1,2,no,southwest,7371.772
+53,female,26.6,0,no,northwest,10355.641
+27,male,23.1,0,no,southeast,2483.736
+26,female,29.92,1,no,southeast,3392.9768
+24,female,23.21,0,no,southeast,25081.76784
+34,female,33.7,1,no,southwest,5012.471
+53,female,33.25,0,no,northeast,10564.8845
+32,male,30.8,3,no,southwest,5253.524
+19,male,34.8,0,yes,southwest,34779.615
+42,male,24.64,0,yes,southeast,19515.5416
+55,male,33.88,3,no,southeast,11987.1682
+28,male,38.06,0,no,southeast,2689.4954
+58,female,41.91,0,no,southeast,24227.33724
+41,female,31.635,1,no,northeast,7358.17565
+47,male,25.46,2,no,northeast,9225.2564
+42,female,36.195,1,no,northwest,7443.64305
+59,female,27.83,3,no,southeast,14001.2867
+19,female,17.8,0,no,southwest,1727.785
+59,male,27.5,1,no,southwest,12333.828
+39,male,24.51,2,no,northwest,6710.1919
+40,female,22.22,2,yes,southeast,19444.2658
+18,female,26.73,0,no,southeast,1615.7667
+31,male,38.39,2,no,southeast,4463.2051
+19,male,29.07,0,yes,northwest,17352.6803
+44,male,38.06,1,no,southeast,7152.6714
+23,female,36.67,2,yes,northeast,38511.6283
+33,female,22.135,1,no,northeast,5354.07465
+55,female,26.8,1,no,southwest,35160.13457
+40,male,35.3,3,no,southwest,7196.867
+63,female,27.74,0,yes,northeast,29523.1656
+54,male,30.02,0,no,northwest,24476.47851
+60,female,38.06,0,no,southeast,12648.7034
+24,male,35.86,0,no,southeast,1986.9334
+19,male,20.9,1,no,southwest,1832.094
+29,male,28.975,1,no,northeast,4040.55825
+18,male,17.29,2,yes,northeast,12829.4551
+63,female,32.2,2,yes,southwest,47305.305
+54,male,34.21,2,yes,southeast,44260.7499
+27,male,30.3,3,no,southwest,4260.744
+50,male,31.825,0,yes,northeast,41097.16175
+55,female,25.365,3,no,northeast,13047.33235
+56,male,33.63,0,yes,northwest,43921.1837
+38,female,40.15,0,no,southeast,5400.9805
+51,male,24.415,4,no,northwest,11520.09985
+19,male,31.92,0,yes,northwest,33750.2918
+58,female,25.2,0,no,southwest,11837.16
+20,female,26.84,1,yes,southeast,17085.2676
+52,male,24.32,3,yes,northeast,24869.8368
+19,male,36.955,0,yes,northwest,36219.40545
+53,female,38.06,3,no,southeast,20462.99766
+46,male,42.35,3,yes,southeast,46151.1245
+40,male,19.8,1,yes,southeast,17179.522
+59,female,32.395,3,no,northeast,14590.63205
+45,male,30.2,1,no,southwest,7441.053
+49,male,25.84,1,no,northeast,9282.4806
+18,male,29.37,1,no,southeast,1719.4363
+50,male,34.2,2,yes,southwest,42856.838
+41,male,37.05,2,no,northwest,7265.7025
+50,male,27.455,1,no,northeast,9617.66245
+25,male,27.55,0,no,northwest,2523.1695
+47,female,26.6,2,no,northeast,9715.841
+19,male,20.615,2,no,northwest,2803.69785
+22,female,24.3,0,no,southwest,2150.469
+59,male,31.79,2,no,southeast,12928.7911
+51,female,21.56,1,no,southeast,9855.1314
+40,female,28.12,1,yes,northeast,22331.5668
+54,male,40.565,3,yes,northeast,48549.17835
+30,male,27.645,1,no,northeast,4237.12655
+55,female,32.395,1,no,northeast,11879.10405
+52,female,31.2,0,no,southwest,9625.92
+46,male,26.62,1,no,southeast,7742.1098
+46,female,48.07,2,no,northeast,9432.9253
+63,female,26.22,0,no,northwest,14256.1928
+59,female,36.765,1,yes,northeast,47896.79135
+52,male,26.4,3,no,southeast,25992.82104
+28,female,33.4,0,no,southwest,3172.018
+29,male,29.64,1,no,northeast,20277.80751
+25,male,45.54,2,yes,southeast,42112.2356
+22,female,28.82,0,no,southeast,2156.7518
+25,male,26.8,3,no,southwest,3906.127
+18,male,22.99,0,no,northeast,1704.5681
+19,male,27.7,0,yes,southwest,16297.846
+47,male,25.41,1,yes,southeast,21978.6769
+31,male,34.39,3,yes,northwest,38746.3551
+48,female,28.88,1,no,northwest,9249.4952
+36,male,27.55,3,no,northeast,6746.7425
+53,female,22.61,3,yes,northeast,24873.3849
+56,female,37.51,2,no,southeast,12265.5069
+28,female,33,2,no,southeast,4349.462
+57,female,38,2,no,southwest,12646.207
+29,male,33.345,2,no,northwest,19442.3535
+28,female,27.5,2,no,southwest,20177.67113
+30,female,33.33,1,no,southeast,4151.0287
+58,male,34.865,0,no,northeast,11944.59435
+41,female,33.06,2,no,northwest,7749.1564
+50,male,26.6,0,no,southwest,8444.474
+19,female,24.7,0,no,southwest,1737.376
+43,male,35.97,3,yes,southeast,42124.5153
+49,male,35.86,0,no,southeast,8124.4084
+27,female,31.4,0,yes,southwest,34838.873
+52,male,33.25,0,no,northeast,9722.7695
+50,male,32.205,0,no,northwest,8835.26495
+54,male,32.775,0,no,northeast,10435.06525
+44,female,27.645,0,no,northwest,7421.19455
+32,male,37.335,1,no,northeast,4667.60765
+34,male,25.27,1,no,northwest,4894.7533
+26,female,29.64,4,no,northeast,24671.66334
+34,male,30.8,0,yes,southwest,35491.64
+57,male,40.945,0,no,northeast,11566.30055
+29,male,27.2,0,no,southwest,2866.091
+40,male,34.105,1,no,northeast,6600.20595
+27,female,23.21,1,no,southeast,3561.8889
+45,male,36.48,2,yes,northwest,42760.5022
+64,female,33.8,1,yes,southwest,47928.03
+52,male,36.7,0,no,southwest,9144.565
+61,female,36.385,1,yes,northeast,48517.56315
+52,male,27.36,0,yes,northwest,24393.6224
+61,female,31.16,0,no,northwest,13429.0354
+56,female,28.785,0,no,northeast,11658.37915
+43,female,35.72,2,no,northeast,19144.57652
+64,male,34.5,0,no,southwest,13822.803
+60,male,25.74,0,no,southeast,12142.5786
+62,male,27.55,1,no,northwest,13937.6665
+50,male,32.3,1,yes,northeast,41919.097
+46,female,27.72,1,no,southeast,8232.6388
+24,female,27.6,0,no,southwest,18955.22017
+62,male,30.02,0,no,northwest,13352.0998
+60,female,27.55,0,no,northeast,13217.0945
+63,male,36.765,0,no,northeast,13981.85035
+49,female,41.47,4,no,southeast,10977.2063
+34,female,29.26,3,no,southeast,6184.2994
+33,male,35.75,2,no,southeast,4889.9995
+46,male,33.345,1,no,northeast,8334.45755
+36,female,29.92,1,no,southeast,5478.0368
+19,male,27.835,0,no,northwest,1635.73365
+57,female,23.18,0,no,northwest,11830.6072
+50,female,25.6,0,no,southwest,8932.084
+30,female,27.7,0,no,southwest,3554.203
+33,male,35.245,0,no,northeast,12404.8791
+18,female,38.28,0,no,southeast,14133.03775
+46,male,27.6,0,no,southwest,24603.04837
+46,male,43.89,3,no,southeast,8944.1151
+47,male,29.83,3,no,northwest,9620.3307
+23,male,41.91,0,no,southeast,1837.2819
+18,female,20.79,0,no,southeast,1607.5101
+48,female,32.3,2,no,northeast,10043.249
+35,male,30.5,1,no,southwest,4751.07
+19,female,21.7,0,yes,southwest,13844.506
+21,female,26.4,1,no,southwest,2597.779
+21,female,21.89,2,no,southeast,3180.5101
+49,female,30.78,1,no,northeast,9778.3472
+56,female,32.3,3,no,northeast,13430.265
+42,female,24.985,2,no,northwest,8017.06115
+44,male,32.015,2,no,northwest,8116.26885
+18,male,30.4,3,no,northeast,3481.868
+61,female,21.09,0,no,northwest,13415.0381
+57,female,22.23,0,no,northeast,12029.2867
+42,female,33.155,1,no,northeast,7639.41745
+26,male,32.9,2,yes,southwest,36085.219
+20,male,33.33,0,no,southeast,1391.5287
+23,female,28.31,0,yes,northwest,18033.9679
+39,female,24.89,3,yes,northeast,21659.9301
+24,male,40.15,0,yes,southeast,38126.2465
+64,female,30.115,3,no,northwest,16455.70785
+62,male,31.46,1,no,southeast,27000.98473
+27,female,17.955,2,yes,northeast,15006.57945
+55,male,30.685,0,yes,northeast,42303.69215
+55,male,33,0,no,southeast,20781.48892
+35,female,43.34,2,no,southeast,5846.9176
+44,male,22.135,2,no,northeast,8302.53565
+19,male,34.4,0,no,southwest,1261.859
+58,female,39.05,0,no,southeast,11856.4115
+50,male,25.365,2,no,northwest,30284.64294
+26,female,22.61,0,no,northwest,3176.8159
+24,female,30.21,3,no,northwest,4618.0799
+48,male,35.625,4,no,northeast,10736.87075
+19,female,37.43,0,no,northwest,2138.0707
+48,male,31.445,1,no,northeast,8964.06055
+49,male,31.35,1,no,northeast,9290.1395
+46,female,32.3,2,no,northeast,9411.005
+46,male,19.855,0,no,northwest,7526.70645
+43,female,34.4,3,no,southwest,8522.003
+21,male,31.02,0,no,southeast,16586.49771
+64,male,25.6,2,no,southwest,14988.432
+18,female,38.17,0,no,southeast,1631.6683
+51,female,20.6,0,no,southwest,9264.797
+47,male,47.52,1,no,southeast,8083.9198
+64,female,32.965,0,no,northwest,14692.66935
+49,male,32.3,3,no,northwest,10269.46
+31,male,20.4,0,no,southwest,3260.199
+52,female,38.38,2,no,northeast,11396.9002
+33,female,24.31,0,no,southeast,4185.0979
+47,female,23.6,1,no,southwest,8539.671
+38,male,21.12,3,no,southeast,6652.5288
+32,male,30.03,1,no,southeast,4074.4537
+19,male,17.48,0,no,northwest,1621.3402
+44,female,20.235,1,yes,northeast,19594.80965
+26,female,17.195,2,yes,northeast,14455.64405
+25,male,23.9,5,no,southwest,5080.096
+19,female,35.15,0,no,northwest,2134.9015
+43,female,35.64,1,no,southeast,7345.7266
+52,male,34.1,0,no,southeast,9140.951
+36,female,22.6,2,yes,southwest,18608.262
+64,male,39.16,1,no,southeast,14418.2804
+63,female,26.98,0,yes,northwest,28950.4692
+64,male,33.88,0,yes,southeast,46889.2612
+61,male,35.86,0,yes,southeast,46599.1084
+40,male,32.775,1,yes,northeast,39125.33225
+25,male,30.59,0,no,northeast,2727.3951
+48,male,30.2,2,no,southwest,8968.33
+45,male,24.31,5,no,southeast,9788.8659
+38,female,27.265,1,no,northeast,6555.07035
+18,female,29.165,0,no,northeast,7323.734819
+21,female,16.815,1,no,northeast,3167.45585
+27,female,30.4,3,no,northwest,18804.7524
+19,male,33.1,0,no,southwest,23082.95533
+29,female,20.235,2,no,northwest,4906.40965
+42,male,26.9,0,no,southwest,5969.723
+60,female,30.5,0,no,southwest,12638.195
+31,male,28.595,1,no,northwest,4243.59005
+60,male,33.11,3,no,southeast,13919.8229
+22,male,31.73,0,no,northeast,2254.7967
+35,male,28.9,3,no,southwest,5926.846
+52,female,46.75,5,no,southeast,12592.5345
+26,male,29.45,0,no,northeast,2897.3235
+31,female,32.68,1,no,northwest,4738.2682
+33,female,33.5,0,yes,southwest,37079.372
+18,male,43.01,0,no,southeast,1149.3959
+59,female,36.52,1,no,southeast,28287.89766
+56,male,26.695,1,yes,northwest,26109.32905
+45,female,33.1,0,no,southwest,7345.084
+60,male,29.64,0,no,northeast,12730.9996
+56,female,25.65,0,no,northwest,11454.0215
+40,female,29.6,0,no,southwest,5910.944
+35,male,38.6,1,no,southwest,4762.329
+39,male,29.6,4,no,southwest,7512.267
+30,male,24.13,1,no,northwest,4032.2407
+24,male,23.4,0,no,southwest,1969.614
+20,male,29.735,0,no,northwest,1769.53165
+32,male,46.53,2,no,southeast,4686.3887
+59,male,37.4,0,no,southwest,21797.0004
+55,female,30.14,2,no,southeast,11881.9696
+57,female,30.495,0,no,northwest,11840.77505
+56,male,39.6,0,no,southwest,10601.412
+40,female,33,3,no,southeast,7682.67
+49,female,36.63,3,no,southeast,10381.4787
+42,male,30,0,yes,southwest,22144.032
+62,female,38.095,2,no,northeast,15230.32405
+56,male,25.935,0,no,northeast,11165.41765
+19,male,25.175,0,no,northwest,1632.03625
+30,female,28.38,1,yes,southeast,19521.9682
+60,female,28.7,1,no,southwest,13224.693
+56,female,33.82,2,no,northwest,12643.3778
+28,female,24.32,1,no,northeast,23288.9284
+18,female,24.09,1,no,southeast,2201.0971
+27,male,32.67,0,no,southeast,2497.0383
+18,female,30.115,0,no,northeast,2203.47185
+19,female,29.8,0,no,southwest,1744.465
+47,female,33.345,0,no,northeast,20878.78443
+54,male,25.1,3,yes,southwest,25382.297
+61,male,28.31,1,yes,northwest,28868.6639
+24,male,28.5,0,yes,northeast,35147.52848
+25,male,35.625,0,no,northwest,2534.39375
+21,male,36.85,0,no,southeast,1534.3045
+23,male,32.56,0,no,southeast,1824.2854
+63,male,41.325,3,no,northwest,15555.18875
+49,male,37.51,2,no,southeast,9304.7019
+18,female,31.35,0,no,southeast,1622.1885
+51,female,39.5,1,no,southwest,9880.068
+48,male,34.3,3,no,southwest,9563.029
+31,female,31.065,0,no,northeast,4347.02335
+54,female,21.47,3,no,northwest,12475.3513
+19,male,28.7,0,no,southwest,1253.936
+44,female,38.06,0,yes,southeast,48885.13561
+53,male,31.16,1,no,northwest,10461.9794
+19,female,32.9,0,no,southwest,1748.774
+61,female,25.08,0,no,southeast,24513.09126
+18,female,25.08,0,no,northeast,2196.4732
+61,male,43.4,0,no,southwest,12574.049
+21,male,25.7,4,yes,southwest,17942.106
+20,male,27.93,0,no,northeast,1967.0227
+31,female,23.6,2,no,southwest,4931.647
+45,male,28.7,2,no,southwest,8027.968
+44,female,23.98,2,no,southeast,8211.1002
+62,female,39.2,0,no,southwest,13470.86
+29,male,34.4,0,yes,southwest,36197.699
+43,male,26.03,0,no,northeast,6837.3687
+51,male,23.21,1,yes,southeast,22218.1149
+19,male,30.25,0,yes,southeast,32548.3405
+38,female,28.93,1,no,southeast,5974.3847
+37,male,30.875,3,no,northwest,6796.86325
+22,male,31.35,1,no,northwest,2643.2685
+21,male,23.75,2,no,northwest,3077.0955
+24,female,25.27,0,no,northeast,3044.2133
+57,female,28.7,0,no,southwest,11455.28
+56,male,32.11,1,no,northeast,11763.0009
+27,male,33.66,0,no,southeast,2498.4144
+51,male,22.42,0,no,northeast,9361.3268
+19,male,30.4,0,no,southwest,1256.299
+39,male,28.3,1,yes,southwest,21082.16
+58,male,35.7,0,no,southwest,11362.755
+20,male,35.31,1,no,southeast,27724.28875
+45,male,30.495,2,no,northwest,8413.46305
+35,female,31,1,no,southwest,5240.765
+31,male,30.875,0,no,northeast,3857.75925
+50,female,27.36,0,no,northeast,25656.57526
+32,female,44.22,0,no,southeast,3994.1778
+51,female,33.915,0,no,northeast,9866.30485
+38,female,37.73,0,no,southeast,5397.6167
+42,male,26.07,1,yes,southeast,38245.59327
+18,female,33.88,0,no,southeast,11482.63485
+19,female,30.59,2,no,northwest,24059.68019
+51,female,25.8,1,no,southwest,9861.025
+46,male,39.425,1,no,northeast,8342.90875
+18,male,25.46,0,no,northeast,1708.0014
+57,male,42.13,1,yes,southeast,48675.5177
+62,female,31.73,0,no,northeast,14043.4767
+59,male,29.7,2,no,southeast,12925.886
+37,male,36.19,0,no,southeast,19214.70553
+64,male,40.48,0,no,southeast,13831.1152
+38,male,28.025,1,no,northeast,6067.12675
+33,female,38.9,3,no,southwest,5972.378
+46,female,30.2,2,no,southwest,8825.086
+46,female,28.05,1,no,southeast,8233.0975
+53,male,31.35,0,no,southeast,27346.04207
+34,female,38,3,no,southwest,6196.448
+20,female,31.79,2,no,southeast,3056.3881
+63,female,36.3,0,no,southeast,13887.204
+54,female,47.41,0,yes,southeast,63770.42801
+54,male,30.21,0,no,northwest,10231.4999
+49,male,25.84,2,yes,northwest,23807.2406
+28,male,35.435,0,no,northeast,3268.84665
+54,female,46.7,2,no,southwest,11538.421
+25,female,28.595,0,no,northeast,3213.62205
+43,female,46.2,0,yes,southeast,45863.205
+63,male,30.8,0,no,southwest,13390.559
+32,female,28.93,0,no,southeast,3972.9247
+62,male,21.4,0,no,southwest,12957.118
+52,female,31.73,2,no,northwest,11187.6567
+25,female,41.325,0,no,northeast,17878.90068
+28,male,23.8,2,no,southwest,3847.674
+46,male,33.44,1,no,northeast,8334.5896
+34,male,34.21,0,no,southeast,3935.1799
+35,female,34.105,3,yes,northwest,39983.42595
+19,male,35.53,0,no,northwest,1646.4297
+46,female,19.95,2,no,northwest,9193.8385
+54,female,32.68,0,no,northeast,10923.9332
+27,male,30.5,0,no,southwest,2494.022
+50,male,44.77,1,no,southeast,9058.7303
+18,female,32.12,2,no,southeast,2801.2588
+19,female,30.495,0,no,northwest,2128.43105
+38,female,40.565,1,no,northwest,6373.55735
+41,male,30.59,2,no,northwest,7256.7231
+49,female,31.9,5,no,southwest,11552.904
+48,male,40.565,2,yes,northwest,45702.02235
+31,female,29.1,0,no,southwest,3761.292
+18,female,37.29,1,no,southeast,2219.4451
+30,female,43.12,2,no,southeast,4753.6368
+62,female,36.86,1,no,northeast,31620.00106
+57,female,34.295,2,no,northeast,13224.05705
+58,female,27.17,0,no,northwest,12222.8983
+22,male,26.84,0,no,southeast,1664.9996
+31,female,38.095,1,yes,northeast,58571.07448
+52,male,30.2,1,no,southwest,9724.53
+25,female,23.465,0,no,northeast,3206.49135
+59,male,25.46,1,no,northeast,12913.9924
+19,male,30.59,0,no,northwest,1639.5631
+39,male,45.43,2,no,southeast,6356.2707
+32,female,23.65,1,no,southeast,17626.23951
+19,male,20.7,0,no,southwest,1242.816
+33,female,28.27,1,no,southeast,4779.6023
+21,male,20.235,3,no,northeast,3861.20965
+34,female,30.21,1,yes,northwest,43943.8761
+61,female,35.91,0,no,northeast,13635.6379
+38,female,30.69,1,no,southeast,5976.8311
+58,female,29,0,no,southwest,11842.442
+47,male,19.57,1,no,northwest,8428.0693
+20,male,31.13,2,no,southeast,2566.4707
+21,female,21.85,1,yes,northeast,15359.1045
+41,male,40.26,0,no,southeast,5709.1644
+46,female,33.725,1,no,northeast,8823.98575
+42,female,29.48,2,no,southeast,7640.3092
+34,female,33.25,1,no,northeast,5594.8455
+43,male,32.6,2,no,southwest,7441.501
+52,female,37.525,2,no,northwest,33471.97189
+18,female,39.16,0,no,southeast,1633.0444
+51,male,31.635,0,no,northwest,9174.13565
+56,female,25.3,0,no,southwest,11070.535
+64,female,39.05,3,no,southeast,16085.1275
+19,female,28.31,0,yes,northwest,17468.9839
+51,female,34.1,0,no,southeast,9283.562
+27,female,25.175,0,no,northeast,3558.62025
+59,female,23.655,0,yes,northwest,25678.77845
+28,male,26.98,2,no,northeast,4435.0942
+30,male,37.8,2,yes,southwest,39241.442
+47,female,29.37,1,no,southeast,8547.6913
+38,female,34.8,2,no,southwest,6571.544
+18,female,33.155,0,no,northeast,2207.69745
+34,female,19,3,no,northeast,6753.038
+20,female,33,0,no,southeast,1880.07
+47,female,36.63,1,yes,southeast,42969.8527
+56,female,28.595,0,no,northeast,11658.11505
+49,male,25.6,2,yes,southwest,23306.547
+19,female,33.11,0,yes,southeast,34439.8559
+55,female,37.1,0,no,southwest,10713.644
+30,male,31.4,1,no,southwest,3659.346
+37,male,34.1,4,yes,southwest,40182.246
+49,female,21.3,1,no,southwest,9182.17
+18,male,33.535,0,yes,northeast,34617.84065
+59,male,28.785,0,no,northwest,12129.61415
+29,female,26.03,0,no,northwest,3736.4647
+36,male,28.88,3,no,northeast,6748.5912
+33,male,42.46,1,no,southeast,11326.71487
+58,male,38,0,no,southwest,11365.952
+44,female,38.95,0,yes,northwest,42983.4585
+53,male,36.1,1,no,southwest,10085.846
+24,male,29.3,0,no,southwest,1977.815
+29,female,35.53,0,no,southeast,3366.6697
+40,male,22.705,2,no,northeast,7173.35995
+51,male,39.7,1,no,southwest,9391.346
+64,male,38.19,0,no,northeast,14410.9321
+19,female,24.51,1,no,northwest,2709.1119
+35,female,38.095,2,no,northeast,24915.04626
+39,male,26.41,0,yes,northeast,20149.3229
+56,male,33.66,4,no,southeast,12949.1554
+33,male,42.4,5,no,southwest,6666.243
+42,male,28.31,3,yes,northwest,32787.45859
+61,male,33.915,0,no,northeast,13143.86485
+23,female,34.96,3,no,northwest,4466.6214
+43,male,35.31,2,no,southeast,18806.14547
+48,male,30.78,3,no,northeast,10141.1362
+39,male,26.22,1,no,northwest,6123.5688
+40,female,23.37,3,no,northeast,8252.2843
+18,male,28.5,0,no,northeast,1712.227
+58,female,32.965,0,no,northeast,12430.95335
+49,female,42.68,2,no,southeast,9800.8882
+53,female,39.6,1,no,southeast,10579.711
+48,female,31.13,0,no,southeast,8280.6227
+45,female,36.3,2,no,southeast,8527.532
+59,female,35.2,0,no,southeast,12244.531
+52,female,25.3,2,yes,southeast,24667.419
+26,female,42.4,1,no,southwest,3410.324
+27,male,33.155,2,no,northwest,4058.71245
+48,female,35.91,1,no,northeast,26392.26029
+57,female,28.785,4,no,northeast,14394.39815
+37,male,46.53,3,no,southeast,6435.6237
+57,female,23.98,1,no,southeast,22192.43711
+32,female,31.54,1,no,northeast,5148.5526
+18,male,33.66,0,no,southeast,1136.3994
+64,female,22.99,0,yes,southeast,27037.9141
+43,male,38.06,2,yes,southeast,42560.4304
+49,male,28.7,1,no,southwest,8703.456
+40,female,32.775,2,yes,northwest,40003.33225
+62,male,32.015,0,yes,northeast,45710.20785
+40,female,29.81,1,no,southeast,6500.2359
+30,male,31.57,3,no,southeast,4837.5823
+29,female,31.16,0,no,northeast,3943.5954
+36,male,29.7,0,no,southeast,4399.731
+41,female,31.02,0,no,southeast,6185.3208
+44,female,43.89,2,yes,southeast,46200.9851
+45,male,21.375,0,no,northwest,7222.78625
+55,female,40.81,3,no,southeast,12485.8009
+60,male,31.35,3,yes,northwest,46130.5265
+56,male,36.1,3,no,southwest,12363.547
+49,female,23.18,2,no,northwest,10156.7832
+21,female,17.4,1,no,southwest,2585.269
+19,male,20.3,0,no,southwest,1242.26
+39,male,35.3,2,yes,southwest,40103.89
+53,male,24.32,0,no,northwest,9863.4718
+33,female,18.5,1,no,southwest,4766.022
+53,male,26.41,2,no,northeast,11244.3769
+42,male,26.125,2,no,northeast,7729.64575
+40,male,41.69,0,no,southeast,5438.7491
+47,female,24.1,1,no,southwest,26236.57997
+27,male,31.13,1,yes,southeast,34806.4677
+21,male,27.36,0,no,northeast,2104.1134
+47,male,36.2,1,no,southwest,8068.185
+20,male,32.395,1,no,northwest,2362.22905
+24,male,23.655,0,no,northwest,2352.96845
+27,female,34.8,1,no,southwest,3577.999
+26,female,40.185,0,no,northwest,3201.24515
+53,female,32.3,2,no,northeast,29186.48236
+41,male,35.75,1,yes,southeast,40273.6455
+56,male,33.725,0,no,northwest,10976.24575
+23,female,39.27,2,no,southeast,3500.6123
+21,female,34.87,0,no,southeast,2020.5523
+50,female,44.745,0,no,northeast,9541.69555
+53,male,41.47,0,no,southeast,9504.3103
+34,female,26.41,1,no,northwest,5385.3379
+47,female,29.545,1,no,northwest,8930.93455
+33,female,32.9,2,no,southwest,5375.038
+51,female,38.06,0,yes,southeast,44400.4064
+49,male,28.69,3,no,northwest,10264.4421
+31,female,30.495,3,no,northeast,6113.23105
+36,female,27.74,0,no,northeast,5469.0066
+18,male,35.2,1,no,southeast,1727.54
+50,female,23.54,2,no,southeast,10107.2206
+43,female,30.685,2,no,northwest,8310.83915
+20,male,40.47,0,no,northeast,1984.4533
+24,female,22.6,0,no,southwest,2457.502
+60,male,28.9,0,no,southwest,12146.971
+49,female,22.61,1,no,northwest,9566.9909
+60,male,24.32,1,no,northwest,13112.6048
+51,female,36.67,2,no,northwest,10848.1343
+58,female,33.44,0,no,northwest,12231.6136
+51,female,40.66,0,no,northeast,9875.6804
+53,male,36.6,3,no,southwest,11264.541
+62,male,37.4,0,no,southwest,12979.358
+19,male,35.4,0,no,southwest,1263.249
+50,female,27.075,1,no,northeast,10106.13425
+30,female,39.05,3,yes,southeast,40932.4295
+41,male,28.405,1,no,northwest,6664.68595
+29,female,21.755,1,yes,northeast,16657.71745
+18,female,40.28,0,no,northeast,2217.6012
+41,female,36.08,1,no,southeast,6781.3542
+35,male,24.42,3,yes,southeast,19361.9988
+53,male,21.4,1,no,southwest,10065.413
+24,female,30.1,3,no,southwest,4234.927
+48,female,27.265,1,no,northeast,9447.25035
+59,female,32.1,3,no,southwest,14007.222
+49,female,34.77,1,no,northwest,9583.8933
+37,female,38.39,0,yes,southeast,40419.0191
+26,male,23.7,2,no,southwest,3484.331
+23,male,31.73,3,yes,northeast,36189.1017
+29,male,35.5,2,yes,southwest,44585.45587
+45,male,24.035,2,no,northeast,8604.48365
+27,male,29.15,0,yes,southeast,18246.4955
+53,male,34.105,0,yes,northeast,43254.41795
+31,female,26.62,0,no,southeast,3757.8448
+50,male,26.41,0,no,northwest,8827.2099
+50,female,30.115,1,no,northwest,9910.35985
+34,male,27,2,no,southwest,11737.84884
+19,male,21.755,0,no,northwest,1627.28245
+47,female,36,1,no,southwest,8556.907
+28,male,30.875,0,no,northwest,3062.50825
+37,female,26.4,0,yes,southeast,19539.243
+21,male,28.975,0,no,northwest,1906.35825
+64,male,37.905,0,no,northwest,14210.53595
+58,female,22.77,0,no,southeast,11833.7823
+24,male,33.63,4,no,northeast,17128.42608
+31,male,27.645,2,no,northeast,5031.26955
+39,female,22.8,3,no,northeast,7985.815
+47,female,27.83,0,yes,southeast,23065.4207
+30,male,37.43,3,no,northeast,5428.7277
+18,male,38.17,0,yes,southeast,36307.7983
+22,female,34.58,2,no,northeast,3925.7582
+23,male,35.2,1,no,southwest,2416.955
+33,male,27.1,1,yes,southwest,19040.876
+27,male,26.03,0,no,northeast,3070.8087
+45,female,25.175,2,no,northeast,9095.06825
+57,female,31.825,0,no,northwest,11842.62375
+47,male,32.3,1,no,southwest,8062.764
+42,female,29,1,no,southwest,7050.642
+64,female,39.7,0,no,southwest,14319.031
+38,female,19.475,2,no,northwest,6933.24225
+61,male,36.1,3,no,southwest,27941.28758
+53,female,26.7,2,no,southwest,11150.78
+44,female,36.48,0,no,northeast,12797.20962
+19,female,28.88,0,yes,northwest,17748.5062
+41,male,34.2,2,no,northwest,7261.741
+51,male,33.33,3,no,southeast,10560.4917
+40,male,32.3,2,no,northwest,6986.697
+45,male,39.805,0,no,northeast,7448.40395
+35,male,34.32,3,no,southeast,5934.3798
+53,male,28.88,0,no,northwest,9869.8102
+30,male,24.4,3,yes,southwest,18259.216
+18,male,41.14,0,no,southeast,1146.7966
+51,male,35.97,1,no,southeast,9386.1613
+50,female,27.6,1,yes,southwest,24520.264
+31,female,29.26,1,no,southeast,4350.5144
+35,female,27.7,3,no,southwest,6414.178
+60,male,36.955,0,no,northeast,12741.16745
+21,male,36.86,0,no,northwest,1917.3184
+29,male,22.515,3,no,northeast,5209.57885
+62,female,29.92,0,no,southeast,13457.9608
+39,female,41.8,0,no,southeast,5662.225
+19,male,27.6,0,no,southwest,1252.407
+22,female,23.18,0,no,northeast,2731.9122
+53,male,20.9,0,yes,southeast,21195.818
+39,female,31.92,2,no,northwest,7209.4918
+27,male,28.5,0,yes,northwest,18310.742
+30,male,44.22,2,no,southeast,4266.1658
+30,female,22.895,1,no,northeast,4719.52405
+58,female,33.1,0,no,southwest,11848.141
+33,male,24.795,0,yes,northeast,17904.52705
+42,female,26.18,1,no,southeast,7046.7222
+64,female,35.97,0,no,southeast,14313.8463
+21,male,22.3,1,no,southwest,2103.08
+18,female,42.24,0,yes,southeast,38792.6856
+23,male,26.51,0,no,southeast,1815.8759
+45,female,35.815,0,no,northwest,7731.85785
+40,female,41.42,1,no,northwest,28476.73499
+19,female,36.575,0,no,northwest,2136.88225
+18,male,30.14,0,no,southeast,1131.5066
+25,male,25.84,1,no,northeast,3309.7926
+46,female,30.8,3,no,southwest,9414.92
+33,female,42.94,3,no,northwest,6360.9936
+54,male,21.01,2,no,southeast,11013.7119
+28,male,22.515,2,no,northeast,4428.88785
+36,male,34.43,2,no,southeast,5584.3057
+20,female,31.46,0,no,southeast,1877.9294
+24,female,24.225,0,no,northwest,2842.76075
+23,male,37.1,3,no,southwest,3597.596
+47,female,26.125,1,yes,northeast,23401.30575
+33,female,35.53,0,yes,northwest,55135.40209
+45,male,33.7,1,no,southwest,7445.918
+26,male,17.67,0,no,northwest,2680.9493
+18,female,31.13,0,no,southeast,1621.8827
+44,female,29.81,2,no,southeast,8219.2039
+60,male,24.32,0,no,northwest,12523.6048
+64,female,31.825,2,no,northeast,16069.08475
+56,male,31.79,2,yes,southeast,43813.8661
+36,male,28.025,1,yes,northeast,20773.62775
+41,male,30.78,3,yes,northeast,39597.4072
+39,male,21.85,1,no,northwest,6117.4945
+63,male,33.1,0,no,southwest,13393.756
+36,female,25.84,0,no,northwest,5266.3656
+28,female,23.845,2,no,northwest,4719.73655
+58,male,34.39,0,no,northwest,11743.9341
+36,male,33.82,1,no,northwest,5377.4578
+42,male,35.97,2,no,southeast,7160.3303
+36,male,31.5,0,no,southwest,4402.233
+56,female,28.31,0,no,northeast,11657.7189
+35,female,23.465,2,no,northeast,6402.29135
+59,female,31.35,0,no,northwest,12622.1795
+21,male,31.1,0,no,southwest,1526.312
+59,male,24.7,0,no,northeast,12323.936
+23,female,32.78,2,yes,southeast,36021.0112
+57,female,29.81,0,yes,southeast,27533.9129
+53,male,30.495,0,no,northeast,10072.05505
+60,female,32.45,0,yes,southeast,45008.9555
+51,female,34.2,1,no,southwest,9872.701
+23,male,50.38,1,no,southeast,2438.0552
+27,female,24.1,0,no,southwest,2974.126
+55,male,32.775,0,no,northwest,10601.63225
+37,female,30.78,0,yes,northeast,37270.1512
+61,male,32.3,2,no,northwest,14119.62
+46,female,35.53,0,yes,northeast,42111.6647
+53,female,23.75,2,no,northeast,11729.6795
+49,female,23.845,3,yes,northeast,24106.91255
+20,female,29.6,0,no,southwest,1875.344
+48,female,33.11,0,yes,southeast,40974.1649
+25,male,24.13,0,yes,northwest,15817.9857
+25,female,32.23,1,no,southeast,18218.16139
+57,male,28.1,0,no,southwest,10965.446
+37,female,47.6,2,yes,southwest,46113.511
+38,female,28,3,no,southwest,7151.092
+55,female,33.535,2,no,northwest,12269.68865
+36,female,19.855,0,no,northeast,5458.04645
+51,male,25.4,0,no,southwest,8782.469
+40,male,29.9,2,no,southwest,6600.361
+18,male,37.29,0,no,southeast,1141.4451
+57,male,43.7,1,no,southwest,11576.13
+61,male,23.655,0,no,northeast,13129.60345
+25,female,24.3,3,no,southwest,4391.652
+50,male,36.2,0,no,southwest,8457.818
+26,female,29.48,1,no,southeast,3392.3652
+42,male,24.86,0,no,southeast,5966.8874
+43,male,30.1,1,no,southwest,6849.026
+44,male,21.85,3,no,northeast,8891.1395
+23,female,28.12,0,no,northwest,2690.1138
+49,female,27.1,1,no,southwest,26140.3603
+33,male,33.44,5,no,southeast,6653.7886
+41,male,28.8,1,no,southwest,6282.235
+37,female,29.5,2,no,southwest,6311.952
+22,male,34.8,3,no,southwest,3443.064
+23,male,27.36,1,no,northwest,2789.0574
+21,female,22.135,0,no,northeast,2585.85065
+51,female,37.05,3,yes,northeast,46255.1125
+25,male,26.695,4,no,northwest,4877.98105
+32,male,28.93,1,yes,southeast,19719.6947
+57,male,28.975,0,yes,northeast,27218.43725
+36,female,30.02,0,no,northwest,5272.1758
+22,male,39.5,0,no,southwest,1682.597
+57,male,33.63,1,no,northwest,11945.1327
+64,female,26.885,0,yes,northwest,29330.98315
+36,female,29.04,4,no,southeast,7243.8136
+54,male,24.035,0,no,northeast,10422.91665
+47,male,38.94,2,yes,southeast,44202.6536
+62,male,32.11,0,no,northeast,13555.0049
+61,female,44,0,no,southwest,13063.883
+43,female,20.045,2,yes,northeast,19798.05455
+19,male,25.555,1,no,northwest,2221.56445
+18,female,40.26,0,no,southeast,1634.5734
+19,female,22.515,0,no,northwest,2117.33885
+49,male,22.515,0,no,northeast,8688.85885
+60,male,40.92,0,yes,southeast,48673.5588
+26,male,27.265,3,no,northeast,4661.28635
+49,male,36.85,0,no,southeast,8125.7845
+60,female,35.1,0,no,southwest,12644.589
+26,female,29.355,2,no,northeast,4564.19145
+27,male,32.585,3,no,northeast,4846.92015
+44,female,32.34,1,no,southeast,7633.7206
+63,male,39.8,3,no,southwest,15170.069
+32,female,24.6,0,yes,southwest,17496.306
+22,male,28.31,1,no,northwest,2639.0429
+18,male,31.73,0,yes,northeast,33732.6867
+59,female,26.695,3,no,northwest,14382.70905
+44,female,27.5,1,no,southwest,7626.993
+33,male,24.605,2,no,northwest,5257.50795
+24,female,33.99,0,no,southeast,2473.3341
+43,female,26.885,0,yes,northwest,21774.32215
+45,male,22.895,0,yes,northeast,35069.37452
+61,female,28.2,0,no,southwest,13041.921
+35,female,34.21,1,no,southeast,5245.2269
+62,female,25,0,no,southwest,13451.122
+62,female,33.2,0,no,southwest,13462.52
+38,male,31,1,no,southwest,5488.262
+34,male,35.815,0,no,northwest,4320.41085
+43,male,23.2,0,no,southwest,6250.435
+50,male,32.11,2,no,northeast,25333.33284
+19,female,23.4,2,no,southwest,2913.569
+57,female,20.1,1,no,southwest,12032.326
+62,female,39.16,0,no,southeast,13470.8044
+41,male,34.21,1,no,southeast,6289.7549
+26,male,46.53,1,no,southeast,2927.0647
+39,female,32.5,1,no,southwest,6238.298
+46,male,25.8,5,no,southwest,10096.97
+45,female,35.3,0,no,southwest,7348.142
+32,male,37.18,2,no,southeast,4673.3922
+59,female,27.5,0,no,southwest,12233.828
+44,male,29.735,2,no,northeast,32108.66282
+39,female,24.225,5,no,northwest,8965.79575
+18,male,26.18,2,no,southeast,2304.0022
+53,male,29.48,0,no,southeast,9487.6442
+18,male,23.21,0,no,southeast,1121.8739
+50,female,46.09,1,no,southeast,9549.5651
+18,female,40.185,0,no,northeast,2217.46915
+19,male,22.61,0,no,northwest,1628.4709
+62,male,39.93,0,no,southeast,12982.8747
+56,female,35.8,1,no,southwest,11674.13
+42,male,35.8,2,no,southwest,7160.094
+37,male,34.2,1,yes,northeast,39047.285
+42,male,31.255,0,no,northwest,6358.77645
+25,male,29.7,3,yes,southwest,19933.458
+57,male,18.335,0,no,northeast,11534.87265
+51,male,42.9,2,yes,southeast,47462.894
+30,female,28.405,1,no,northwest,4527.18295
+44,male,30.2,2,yes,southwest,38998.546
+34,male,27.835,1,yes,northwest,20009.63365
+31,male,39.49,1,no,southeast,3875.7341
+54,male,30.8,1,yes,southeast,41999.52
+24,male,26.79,1,no,northwest,12609.88702
+43,male,34.96,1,yes,northeast,41034.2214
+48,male,36.67,1,no,northwest,28468.91901
+19,female,39.615,1,no,northwest,2730.10785
+29,female,25.9,0,no,southwest,3353.284
+63,female,35.2,1,no,southeast,14474.675
+46,male,24.795,3,no,northeast,9500.57305
+52,male,36.765,2,no,northwest,26467.09737
+35,male,27.1,1,no,southwest,4746.344
+51,male,24.795,2,yes,northwest,23967.38305
+44,male,25.365,1,no,northwest,7518.02535
+21,male,25.745,2,no,northeast,3279.86855
+39,female,34.32,5,no,southeast,8596.8278
+50,female,28.16,3,no,southeast,10702.6424
+34,female,23.56,0,no,northeast,4992.3764
+22,female,20.235,0,no,northwest,2527.81865
+19,female,40.5,0,no,southwest,1759.338
+26,male,35.42,0,no,southeast,2322.6218
+29,male,22.895,0,yes,northeast,16138.76205
+48,male,40.15,0,no,southeast,7804.1605
+26,male,29.15,1,no,southeast,2902.9065
+45,female,39.995,3,no,northeast,9704.66805
+36,female,29.92,0,no,southeast,4889.0368
+54,male,25.46,1,no,northeast,25517.11363
+34,male,21.375,0,no,northeast,4500.33925
+31,male,25.9,3,yes,southwest,19199.944
+27,female,30.59,1,no,northeast,16796.41194
+20,male,30.115,5,no,northeast,4915.05985
+44,female,25.8,1,no,southwest,7624.63
+43,male,30.115,3,no,northwest,8410.04685
+45,female,27.645,1,no,northwest,28340.18885
+34,male,34.675,0,no,northeast,4518.82625
+24,female,20.52,0,yes,northeast,14571.8908
+26,female,19.8,1,no,southwest,3378.91
+38,female,27.835,2,no,northeast,7144.86265
+50,female,31.6,2,no,southwest,10118.424
+38,male,28.27,1,no,southeast,5484.4673
+27,female,20.045,3,yes,northwest,16420.49455
+39,female,23.275,3,no,northeast,7986.47525
+39,female,34.1,3,no,southwest,7418.522
+63,female,36.85,0,no,southeast,13887.9685
+33,female,36.29,3,no,northeast,6551.7501
+36,female,26.885,0,no,northwest,5267.81815
+30,male,22.99,2,yes,northwest,17361.7661
+24,male,32.7,0,yes,southwest,34472.841
+24,male,25.8,0,no,southwest,1972.95
+48,male,29.6,0,no,southwest,21232.18226
+47,male,19.19,1,no,northeast,8627.5411
+29,male,31.73,2,no,northwest,4433.3877
+28,male,29.26,2,no,northeast,4438.2634
+47,male,28.215,3,yes,northwest,24915.22085
+25,male,24.985,2,no,northeast,23241.47453
+51,male,27.74,1,no,northeast,9957.7216
+48,female,22.8,0,no,southwest,8269.044
+43,male,20.13,2,yes,southeast,18767.7377
+61,female,33.33,4,no,southeast,36580.28216
+48,male,32.3,1,no,northwest,8765.249
+38,female,27.6,0,no,southwest,5383.536
+59,male,25.46,0,no,northwest,12124.9924
+19,female,24.605,1,no,northwest,2709.24395
+26,female,34.2,2,no,southwest,3987.926
+54,female,35.815,3,no,northwest,12495.29085
+21,female,32.68,2,no,northwest,26018.95052
+51,male,37,0,no,southwest,8798.593
+22,female,31.02,3,yes,southeast,35595.5898
+47,male,36.08,1,yes,southeast,42211.1382
+18,male,23.32,1,no,southeast,1711.0268
+47,female,45.32,1,no,southeast,8569.8618
+21,female,34.6,0,no,southwest,2020.177
+19,male,26.03,1,yes,northwest,16450.8947
+23,male,18.715,0,no,northwest,21595.38229
+54,male,31.6,0,no,southwest,9850.432
+37,female,17.29,2,no,northeast,6877.9801
+46,female,23.655,1,yes,northwest,21677.28345
+55,female,35.2,0,yes,southeast,44423.803
+30,female,27.93,0,no,northeast,4137.5227
+18,male,21.565,0,yes,northeast,13747.87235
+61,male,38.38,0,no,northwest,12950.0712
+54,female,23,3,no,southwest,12094.478
+22,male,37.07,2,yes,southeast,37484.4493
+45,female,30.495,1,yes,northwest,39725.51805
+22,male,28.88,0,no,northeast,2250.8352
+19,male,27.265,2,no,northwest,22493.65964
+35,female,28.025,0,yes,northwest,20234.85475
+18,male,23.085,0,no,northeast,1704.70015
+20,male,30.685,0,yes,northeast,33475.81715
+28,female,25.8,0,no,southwest,3161.454
+55,male,35.245,1,no,northeast,11394.06555
+43,female,24.7,2,yes,northwest,21880.82
+43,female,25.08,0,no,northeast,7325.0482
+22,male,52.58,1,yes,southeast,44501.3982
+25,female,22.515,1,no,northwest,3594.17085
+49,male,30.9,0,yes,southwest,39727.614
+44,female,36.955,1,no,northwest,8023.13545
+64,male,26.41,0,no,northeast,14394.5579
+49,male,29.83,1,no,northeast,9288.0267
+47,male,29.8,3,yes,southwest,25309.489
+27,female,21.47,0,no,northwest,3353.4703
+55,male,27.645,0,no,northwest,10594.50155
+48,female,28.9,0,no,southwest,8277.523
+45,female,31.79,0,no,southeast,17929.30337
+24,female,39.49,0,no,southeast,2480.9791
+32,male,33.82,1,no,northwest,4462.7218
+24,male,32.01,0,no,southeast,1981.5819
+57,male,27.94,1,no,southeast,11554.2236
+59,male,41.14,1,yes,southeast,48970.2476
+36,male,28.595,3,no,northwest,6548.19505
+29,female,25.6,4,no,southwest,5708.867
+42,female,25.3,1,no,southwest,7045.499
+48,male,37.29,2,no,southeast,8978.1851
+39,male,42.655,0,no,northeast,5757.41345
+63,male,21.66,1,no,northwest,14349.8544
+54,female,31.9,1,no,southeast,10928.849
+37,male,37.07,1,yes,southeast,39871.7043
+63,male,31.445,0,no,northeast,13974.45555
+21,male,31.255,0,no,northwest,1909.52745
+54,female,28.88,2,no,northeast,12096.6512
+60,female,18.335,0,no,northeast,13204.28565
+32,female,29.59,1,no,southeast,4562.8421
+47,female,32,1,no,southwest,8551.347
+21,male,26.03,0,no,northeast,2102.2647
+28,male,31.68,0,yes,southeast,34672.1472
+63,male,33.66,3,no,southeast,15161.5344
+18,male,21.78,2,no,southeast,11884.04858
+32,male,27.835,1,no,northwest,4454.40265
+38,male,19.95,1,no,northwest,5855.9025
+32,male,31.5,1,no,southwest,4076.497
+62,female,30.495,2,no,northwest,15019.76005
+39,female,18.3,5,yes,southwest,19023.26
+55,male,28.975,0,no,northeast,10796.35025
+57,male,31.54,0,no,northwest,11353.2276
+52,male,47.74,1,no,southeast,9748.9106
+56,male,22.1,0,no,southwest,10577.087
+47,male,36.19,0,yes,southeast,41676.0811
+55,female,29.83,0,no,northeast,11286.5387
+23,male,32.7,3,no,southwest,3591.48
+22,female,30.4,0,yes,northwest,33907.548
+50,female,33.7,4,no,southwest,11299.343
+18,female,31.35,4,no,northeast,4561.1885
+51,female,34.96,2,yes,northeast,44641.1974
+22,male,33.77,0,no,southeast,1674.6323
+52,female,30.875,0,no,northeast,23045.56616
+25,female,33.99,1,no,southeast,3227.1211
+33,female,19.095,2,yes,northeast,16776.30405
+53,male,28.6,3,no,southwest,11253.421
+29,male,38.94,1,no,southeast,3471.4096
+58,male,36.08,0,no,southeast,11363.2832
+37,male,29.8,0,no,southwest,20420.60465
+54,female,31.24,0,no,southeast,10338.9316
+49,female,29.925,0,no,northwest,8988.15875
+50,female,26.22,2,no,northwest,10493.9458
+26,male,30,1,no,southwest,2904.088
+45,male,20.35,3,no,southeast,8605.3615
+54,female,32.3,1,no,northeast,11512.405
+38,male,38.39,3,yes,southeast,41949.2441
+48,female,25.85,3,yes,southeast,24180.9335
+28,female,26.315,3,no,northwest,5312.16985
+23,male,24.51,0,no,northeast,2396.0959
+55,male,32.67,1,no,southeast,10807.4863
+41,male,29.64,5,no,northeast,9222.4026
+25,male,33.33,2,yes,southeast,36124.5737
+33,male,35.75,1,yes,southeast,38282.7495
+30,female,19.95,3,no,northwest,5693.4305
+23,female,31.4,0,yes,southwest,34166.273
+46,male,38.17,2,no,southeast,8347.1643
+53,female,36.86,3,yes,northwest,46661.4424
+27,female,32.395,1,no,northeast,18903.49141
+23,female,42.75,1,yes,northeast,40904.1995
+63,female,25.08,0,no,northwest,14254.6082
+55,male,29.9,0,no,southwest,10214.636
+35,female,35.86,2,no,southeast,5836.5204
+34,male,32.8,1,no,southwest,14358.36437
+19,female,18.6,0,no,southwest,1728.897
+39,female,23.87,5,no,southeast,8582.3023
+27,male,45.9,2,no,southwest,3693.428
+57,male,40.28,0,no,northeast,20709.02034
+52,female,18.335,0,no,northwest,9991.03765
+28,male,33.82,0,no,northwest,19673.33573
+50,female,28.12,3,no,northwest,11085.5868
+44,female,25,1,no,southwest,7623.518
+26,female,22.23,0,no,northwest,3176.2877
+33,male,30.25,0,no,southeast,3704.3545
+19,female,32.49,0,yes,northwest,36898.73308
+50,male,37.07,1,no,southeast,9048.0273
+41,female,32.6,3,no,southwest,7954.517
+52,female,24.86,0,no,southeast,27117.99378
+39,male,32.34,2,no,southeast,6338.0756
+50,male,32.3,2,no,southwest,9630.397
+52,male,32.775,3,no,northwest,11289.10925
+60,male,32.8,0,yes,southwest,52590.82939
+20,female,31.92,0,no,northwest,2261.5688
+55,male,21.5,1,no,southwest,10791.96
+42,male,34.1,0,no,southwest,5979.731
+18,female,30.305,0,no,northeast,2203.73595
+58,female,36.48,0,no,northwest,12235.8392
+43,female,32.56,3,yes,southeast,40941.2854
+35,female,35.815,1,no,northwest,5630.45785
+48,female,27.93,4,no,northwest,11015.1747
+36,female,22.135,3,no,northeast,7228.21565
+19,male,44.88,0,yes,southeast,39722.7462
+23,female,23.18,2,no,northwest,14426.07385
+20,female,30.59,0,no,northeast,2459.7201
+32,female,41.1,0,no,southwest,3989.841
+43,female,34.58,1,no,northwest,7727.2532
+34,male,42.13,2,no,southeast,5124.1887
+30,male,38.83,1,no,southeast,18963.17192
+18,female,28.215,0,no,northeast,2200.83085
+41,female,28.31,1,no,northwest,7153.5539
+35,female,26.125,0,no,northeast,5227.98875
+57,male,40.37,0,no,southeast,10982.5013
+29,female,24.6,2,no,southwest,4529.477
+32,male,35.2,2,no,southwest,4670.64
+37,female,34.105,1,no,northwest,6112.35295
+18,male,27.36,1,yes,northeast,17178.6824
+43,female,26.7,2,yes,southwest,22478.6
+56,female,41.91,0,no,southeast,11093.6229
+38,male,29.26,2,no,northwest,6457.8434
+29,male,32.11,2,no,northwest,4433.9159
+22,female,27.1,0,no,southwest,2154.361
+52,female,24.13,1,yes,northwest,23887.6627
+40,female,27.4,1,no,southwest,6496.886
+23,female,34.865,0,no,northeast,2899.48935
+31,male,29.81,0,yes,southeast,19350.3689
+42,female,41.325,1,no,northeast,7650.77375
+24,female,29.925,0,no,northwest,2850.68375
+25,female,30.3,0,no,southwest,2632.992
+48,female,27.36,1,no,northeast,9447.3824
+23,female,28.49,1,yes,southeast,18328.2381
+45,male,23.56,2,no,northeast,8603.8234
+20,male,35.625,3,yes,northwest,37465.34375
+62,female,32.68,0,no,northwest,13844.7972
+43,female,25.27,1,yes,northeast,21771.3423
+23,female,28,0,no,southwest,13126.67745
+31,female,32.775,2,no,northwest,5327.40025
+41,female,21.755,1,no,northeast,13725.47184
+58,female,32.395,1,no,northeast,13019.16105
+48,female,36.575,0,no,northwest,8671.19125
+31,female,21.755,0,no,northwest,4134.08245
+19,female,27.93,3,no,northwest,18838.70366
+19,female,30.02,0,yes,northwest,33307.5508
+41,male,33.55,0,no,southeast,5699.8375
+40,male,29.355,1,no,northwest,6393.60345
+31,female,25.8,2,no,southwest,4934.705
+37,male,24.32,2,no,northwest,6198.7518
+46,male,40.375,2,no,northwest,8733.22925
+22,male,32.11,0,no,northwest,2055.3249
+51,male,32.3,1,no,northeast,9964.06
+18,female,27.28,3,yes,southeast,18223.4512
+35,male,17.86,1,no,northwest,5116.5004
+59,female,34.8,2,no,southwest,36910.60803
+36,male,33.4,2,yes,southwest,38415.474
+37,female,25.555,1,yes,northeast,20296.86345
+59,male,37.1,1,no,southwest,12347.172
+36,male,30.875,1,no,northwest,5373.36425
+39,male,34.1,2,no,southeast,23563.01618
+18,male,21.47,0,no,northeast,1702.4553
+52,female,33.3,2,no,southwest,10806.839
+27,female,31.255,1,no,northwest,3956.07145
+18,male,39.14,0,no,northeast,12890.05765
+40,male,25.08,0,no,southeast,5415.6612
+29,male,37.29,2,no,southeast,4058.1161
+46,female,34.6,1,yes,southwest,41661.602
+38,female,30.21,3,no,northwest,7537.1639
+30,female,21.945,1,no,northeast,4718.20355
+40,male,24.97,2,no,southeast,6593.5083
+50,male,25.3,0,no,southeast,8442.667
+20,female,24.42,0,yes,southeast,26125.67477
+41,male,23.94,1,no,northeast,6858.4796
+33,female,39.82,1,no,southeast,4795.6568
+38,male,16.815,2,no,northeast,6640.54485
+42,male,37.18,2,no,southeast,7162.0122
+56,male,34.43,0,no,southeast,10594.2257
+58,male,30.305,0,no,northeast,11938.25595
+52,male,34.485,3,yes,northwest,60021.39897
+20,female,21.8,0,yes,southwest,20167.33603
+54,female,24.605,3,no,northwest,12479.70895
+58,male,23.3,0,no,southwest,11345.519
+45,female,27.83,2,no,southeast,8515.7587
+26,male,31.065,0,no,northwest,2699.56835
+63,female,21.66,0,no,northeast,14449.8544
+58,female,28.215,0,no,northwest,12224.35085
+37,male,22.705,3,no,northeast,6985.50695
+25,female,42.13,1,no,southeast,3238.4357
+52,male,41.8,2,yes,southeast,47269.854
+64,male,36.96,2,yes,southeast,49577.6624
+22,female,21.28,3,no,northwest,4296.2712
+28,female,33.11,0,no,southeast,3171.6149
+18,male,33.33,0,no,southeast,1135.9407
+28,male,24.3,5,no,southwest,5615.369
+45,female,25.7,3,no,southwest,9101.798
+33,male,29.4,4,no,southwest,6059.173
+18,female,39.82,0,no,southeast,1633.9618
+32,male,33.63,1,yes,northeast,37607.5277
+24,male,29.83,0,yes,northeast,18648.4217
+19,male,19.8,0,no,southwest,1241.565
+20,male,27.3,0,yes,southwest,16232.847
+40,female,29.3,4,no,southwest,15828.82173
+34,female,27.72,0,no,southeast,4415.1588
+42,female,37.9,0,no,southwest,6474.013
+51,female,36.385,3,no,northwest,11436.73815
+54,female,27.645,1,no,northwest,11305.93455
+55,male,37.715,3,no,northwest,30063.58055
+52,female,23.18,0,no,northeast,10197.7722
+32,female,20.52,0,no,northeast,4544.2348
+28,male,37.1,1,no,southwest,3277.161
+41,female,28.05,1,no,southeast,6770.1925
+43,female,29.9,1,no,southwest,7337.748
+49,female,33.345,2,no,northeast,10370.91255
+64,male,23.76,0,yes,southeast,26926.5144
+55,female,30.5,0,no,southwest,10704.47
+24,male,31.065,0,yes,northeast,34254.05335
+20,female,33.3,0,no,southwest,1880.487
+45,male,27.5,3,no,southwest,8615.3
+26,male,33.915,1,no,northwest,3292.52985
+25,female,34.485,0,no,northwest,3021.80915
+43,male,25.52,5,no,southeast,14478.33015
+35,male,27.61,1,no,southeast,4747.0529
+26,male,27.06,0,yes,southeast,17043.3414
+57,male,23.7,0,no,southwest,10959.33
+22,female,30.4,0,no,northeast,2741.948
+32,female,29.735,0,no,northwest,4357.04365
+39,male,29.925,1,yes,northeast,22462.04375
+25,female,26.79,2,no,northwest,4189.1131
+48,female,33.33,0,no,southeast,8283.6807
+47,female,27.645,2,yes,northwest,24535.69855
+18,female,21.66,0,yes,northeast,14283.4594
+18,male,30.03,1,no,southeast,1720.3537
+61,male,36.3,1,yes,southwest,47403.88
+47,female,24.32,0,no,northeast,8534.6718
+28,female,17.29,0,no,northeast,3732.6251
+36,female,25.9,1,no,southwest,5472.449
+20,male,39.4,2,yes,southwest,38344.566
+44,male,34.32,1,no,southeast,7147.4728
+38,female,19.95,2,no,northeast,7133.9025
+19,male,34.9,0,yes,southwest,34828.654
+21,male,23.21,0,no,southeast,1515.3449
+46,male,25.745,3,no,northwest,9301.89355
+58,male,25.175,0,no,northeast,11931.12525
+20,male,22,1,no,southwest,1964.78
+18,male,26.125,0,no,northeast,1708.92575
+28,female,26.51,2,no,southeast,4340.4409
+33,male,27.455,2,no,northwest,5261.46945
+19,female,25.745,1,no,northwest,2710.82855
+45,male,30.36,0,yes,southeast,62592.87309
+62,male,30.875,3,yes,northwest,46718.16325
+25,female,20.8,1,no,southwest,3208.787
+43,male,27.8,0,yes,southwest,37829.7242
+42,male,24.605,2,yes,northeast,21259.37795
+24,female,27.72,0,no,southeast,2464.6188
+29,female,21.85,0,yes,northeast,16115.3045
+32,male,28.12,4,yes,northwest,21472.4788
+25,female,30.2,0,yes,southwest,33900.653
+41,male,32.2,2,no,southwest,6875.961
+42,male,26.315,1,no,northwest,6940.90985
+33,female,26.695,0,no,northwest,4571.41305
+34,male,42.9,1,no,southwest,4536.259
+19,female,34.7,2,yes,southwest,36397.576
+30,female,23.655,3,yes,northwest,18765.87545
+18,male,28.31,1,no,northeast,11272.33139
+19,female,20.6,0,no,southwest,1731.677
+18,male,53.13,0,no,southeast,1163.4627
+35,male,39.71,4,no,northeast,19496.71917
+39,female,26.315,2,no,northwest,7201.70085
+31,male,31.065,3,no,northwest,5425.02335
+62,male,26.695,0,yes,northeast,28101.33305
+62,male,38.83,0,no,southeast,12981.3457
+42,female,40.37,2,yes,southeast,43896.3763
+31,male,25.935,1,no,northwest,4239.89265
+61,male,33.535,0,no,northeast,13143.33665
+42,female,32.87,0,no,northeast,7050.0213
+51,male,30.03,1,no,southeast,9377.9047
+23,female,24.225,2,no,northeast,22395.74424
+52,male,38.6,2,no,southwest,10325.206
+57,female,25.74,2,no,southeast,12629.1656
+23,female,33.4,0,no,southwest,10795.93733
+52,female,44.7,3,no,southwest,11411.685
+50,male,30.97,3,no,northwest,10600.5483
+18,female,31.92,0,no,northeast,2205.9808
+18,female,36.85,0,no,southeast,1629.8335
+21,female,25.8,0,no,southwest,2007.945
+61,female,29.07,0,yes,northwest,29141.3603
+23,male,34.4,0,no,southwest,1826.843
+56,female,39.82,0,no,southeast,11090.7178
+27,male,42.13,0,yes,southeast,39611.7577
+19,male,24.6,1,no,southwest,1837.237
+52,female,30.78,1,no,northeast,10797.3362
+23,male,23.845,0,no,northeast,2395.17155
+56,male,40.3,0,no,southwest,10602.385
+30,male,35.3,0,yes,southwest,36837.467
+58,female,28.215,0,no,northwest,12224.35085
+37,male,22.705,3,no,northeast,6985.50695
+25,female,42.13,1,no,southeast,3238.4357
+52,male,41.8,2,yes,southeast,47269.854
+64,male,36.96,2,yes,southeast,49577.6624
+22,female,21.28,3,no,northwest,4296.2712
+28,female,33.11,0,no,southeast,3171.6149
+18,male,33.33,0,no,southeast,1135.9407
+28,male,24.3,5,no,southwest,5615.369
+45,female,25.7,3,no,southwest,9101.798
+33,male,29.4,4,no,southwest,6059.173
+18,female,39.82,0,no,southeast,1633.9618
+32,male,33.63,1,yes,northeast,37607.5277
+19,female,23.4,2,no,southwest,2913.569
+57,female,20.1,1,no,southwest,12032.326
+62,female,39.16,0,no,southeast,13470.8044
+41,male,34.21,1,no,southeast,6289.7549
+26,male,46.53,1,no,southeast,2927.0647
+39,female,32.5,1,no,southwest,6238.298
+46,male,25.8,5,no,southwest,10096.97
+45,female,35.3,0,no,southwest,7348.142
+32,male,37.18,2,no,southeast,4673.3922
+59,female,27.5,0,no,southwest,12233.828
+44,male,29.735,2,no,northeast,32108.66282
+39,female,24.225,5,no,northwest,8965.79575
+18,male,26.18,2,no,southeast,2304.0022
+53,male,29.48,0,no,southeast,9487.6442
+18,male,23.21,0,no,southeast,1121.8739
+26,female,34.2,2,no,southwest,3987.926
+54,female,35.815,3,no,northwest,12495.29085
+21,female,32.68,2,no,northwest,26018.95052
+51,male,37,0,no,southwest,8798.593
+22,female,31.02,3,yes,southeast,35595.5898
+47,male,36.08,1,yes,southeast,42211.1382
+18,male,23.32,1,no,southeast,1711.0268
+47,female,45.32,1,no,southeast,8569.8618
+21,female,34.6,0,no,southwest,2020.177
+19,male,26.03,1,yes,northwest,16450.8947
+23,male,18.715,0,no,northwest,21595.38229
+54,male,31.6,0,no,southwest,9850.432
\ No newline at end of file
diff --git a/lab1.ipynb b/lab1.ipynb
new file mode 100644
index 0000000..ddc8b48
--- /dev/null
+++ b/lab1.ipynb
@@ -0,0 +1,168 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Index(['age', 'sex', 'bmi', 'children', 'smoker', 'region', 'charges'], dtype='object')\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "df = pd.read_csv(\"./dataset.csv\")\n",
+    "print(df.columns)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Данная диаграмма отображает зависимость курения от стоимости страховки, что позволяет сделать вывод о том, что курящие люди платят больше за страховку"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: xlabel='smoker', ylabel='charges'>"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df.plot.scatter(x=\"smoker\", y=\"charges\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Данная диаграмма отображает зависимость количества детей от стоимости страховки, что позволяет сделать вывод о том, что люди с двумя и тремя детьми платят наиболее высокую цену за страховку. Однако в силу других факторов люди с одним ребенком или без детей могут платить даже большую цену"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 5\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: title={'center': 'charges'}, xlabel='children'>"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "print(df[\"children\"].min(), df[\"children\"].max())\n",
+    "df.boxplot(column=\"charges\", by=\"children\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Данная диаграмма отображает зависимость возраста от стоимости страховки, что позволяет сделать вывод о том, что более старые люди платят большую цену за страховку. Желтым цветом составлен тот же самый график, но только на срезе с первой по тридцатую строку, он показывает, что на мельшей выборке можно проследить общую динамику, но сам график становится менее точным"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: xlabel='age'>"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "avg = df.groupby('age')['charges'].mean()\n",
+    "avg.plot.line()\n",
+    "\n",
+    "subset = df.iloc[0:30]\n",
+    "avg = subset.groupby('age')['charges'].mean()\n",
+    "avg.plot.line()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/lab_1/1lab_1part.jpg b/lab_1/1lab_1part.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..280166e8a75d02c0e90bccad9bdc2cf78290ef3f
GIT binary patch
literal 85818
zcmeFa1wdR&wkX;J5<+ly2=4CM2^zF<mjri$(`ba??oQCg2_8IxySux)>u-{CX6C$^
z``(%P^X8p9cUINjwaTkjty)!GviolQZXSRpEg>ZVfPsMlynrge-6G7ml&Gk_f)YqV
zN>&`|0RX_X1E2uM3IJH!INB>oiagcO)Ord(4}gKHAMnc1;q_1KZ@!_SPDg)+9b)>M
zA^!J{2u8*ZhR`7U(1+3<nmM#gSWq0x^e0Yxj~o2N1@Cbe$JdU~Fbem$y^4}36gPt6
zw5ET78~g=s_}czHd@wYOptY6LeO~u)UppjY8&zef`55{T0UQ8I07-zzef^<!DA;BI
z0K6vv0Brc5-3$@{fa(tb0N&)E-6%f-0H{6yKvmzL-Tq9I*RSkf{YVZD`hH+y0stIB
z003l7006Te0C=MP!w>rUFUs~5>O}-Cmn~G80;~YWfTsW{fDOP9zzoIM0jvNv0QcP#
zKokH63wy8OVBsFZ!99HR1pW~ekP)6deu9dOhK7oaih_=bhlP%Ti-CfQO@xh$k55QQ
zh=xT>N=!hCM?gq$p9l=x!-tO^K0<<rM<PH+MJM>X;qDs%{qcjohX7a@a=-(07+7?e
zyJlzwU;qzb?-}t=01F56;Nhdk@K9d@sK*cZlP3V?0kjs6?j`|9u+W%juxQW*yLNW5
z<y%re7W|yy;*g42(xVaCQ>W<6Ue1ePjfL=dv;h~=wmfw#INNK`Z6t%wz|+s4{3&Vx
z67RKiQ7wDnBAq7mEsm0*5?SU0mw$WTSan*ve&#vRWLILBs*UR^#P?I=LLViC=EfM(
zrX-U+`NN{egcii|8dB-LmpQoEaq;C$itI0|R5bmAZ(s-7j?QuxOh)BWg<d)pv|#%)
zATSdhitv0so7g&+u_RbgWnOU#M&llamLalrg=dpA*^SDuba{-}gq%mRCgp-6v(O=F
zU5e|rO*r+{M3Tn5kQ@WAttdjXQzl>W{E<e}Gv>jM_XH6@OYTQ0?T|q?EnO=nzNL;a
z1nDko^g$K}wKq==d*)O@?}E4jqaf`F>A0Sff$oAFZm8@B?hROtFWqR*$w!pxJf0<u
zxSpgvyVYJM2A`IIT~Hb`+QQVG<AhMs*wh?-facelL!=q!vj#%)9tEkFV;=L{hg>Qt
z^1L!=n{q8`vvJ+*C#4s!HtFmh=4U&fzva{*G=!}&?8$60?Fy34?-NaC5=Zk&xd<9r
zJry=6;BT5awB_+uRDUPn;fdX(9*QXflsf|oCNH0)3T~{Ec(_dxVQCbrJNRO1uknM1
zyafuEj`vRL2e0R3T5|-1lfKZXn+A_DRlabloi04wFok@#Bnc(KR32_y^#jG@9_P?I
z)J|s(UaY@S0MNYA{|InAUVB5F%9@C_(Lqlx{X@yr=n7|P%;wSS+1ZKdDdI+pub_kf
zwMbMVzr5K7UuM>7=&xvYi6FErG5m1S<cFax+eeqw82)jV5mXIhacsjMBdFryENV3n
z=7~|fUQ_!xf+xNl>p4#h&)cRe5A1((*GHH-g4o*%38m<z#mwq!x2>47WYnxsluuu1
zy`Dh37m2?QP|~)5ftOAtYqcKD$D<ynZNejZK5`Z%vU}&ZdpIu|=6u#~fH7Mhq>>4_
zO(J7mmnY9WUsf-ljl%xbb0b_%N-13Zp9e|<s*aO47easY(V?-jc=P)j=Wm31$j^3&
zYVkKbey`K~A^-LJ$u}_PH(p=%y`v_MGf>l()?HHf{kHs84sSnR`yC4i*mBLrx};U4
z7=wu1n~7kD$mdzIV2<tpo1<=!rAU^oz3vhkP{@~cTVmlmK<aAAx(*%ftv+F&|8=ty
z$68<E)_IfprTo`p=y3Zx;We1p>-o+z*n_=sZ{Fb}J=@tHThmr&&mdrmWq-MT_PMRY
z#hws2wO%;Q;mB4JwX*z3zQlV#a;?-UyV&+)^)iRys(T|dq#~?({=j4EI1Ri0&`tdg
zAl=&}95!l)(wBB-wx61oOAl_++wUVeMHM{Qd&xJ0xxUW-yE_Z)`}VDS;=>E~zK<v_
zpRkA5?d{*>n;}}K`kl4>Z7^QJ(59!SA7QYv@)|y<4^GhU@fn6g1=&9UzZUHui26&E
zpL|iq+WwsaDVY8Lz47***1w;B{<`8v(>8s0XU|~#Qa}=m(hXLxcW7kqr;z^ukhq6T
zERn1O1Z_(X^VTl)GQ|&g8oU@+7F)A4;#`ZHYI=G$vt;vv&L{$RP#7v0js>gp{_bWJ
zJR>Y`73v3oLFx;Gb0McP9xO$rOv&q)xp94`AHY>TN{g3{V7eRj^b;?0k~k2*zmRDn
zhFcodmdf8-B~+o-?Sn8!0N&qd?E4w?-v>VlE&Z+YQ&}Nn0V4f>6NLBLrke8f<KI`;
zzYL9nN>S1-lnZzO5$JN@0%~Mm+yS_O+L0;E2!DU7FeMys+$Dj~h(sik`r+;h0QjV^
zVa&sl=R2x!%MafCWyZf7|3#=iC`x6%m;=K%wQS8kb2|$sX;_9Yq1?Zsc=5+j<kb%>
z+FQT;GBUv@9yeMJtR5JiG$pN{eCF|TDRUb!93>;U1MqBM*(zWAZB&$q;1@S0&c*3k
zj1&+!@@_OqCnFAz#^%xFEIEUOm~yEi<K(MyUac$nGqsiKXQ~Z&{9c-|MXXY7PKCT1
zC%T0By6kiTUkSilbYUy@655(A0fxIBER)oO;Y)~mYBi3|*7zxs*FzmL_<H^S+o9S?
zR_h#}ejS43=hBk-OL{fV?*N%VKGI*Fj!Ooq>XT!eIEke{fLat#C@u^d{<YhI)8tmm
zmkwaVmKr=#1w3z9G$lU}^|BhS-NtlmnXliZB@b0<Ylkx2;Jbd_P~jWC@uWYByJ90+
zch{!D9do$E2hVyJ6ghPcH5H~hubFBcvAYow>4oeJKL5SE0<*+&De~4x@5`@~mxLi%
zyOgLn{0SmcBfFFcQJ#<iJuLMP*bCyWihnRfp_K1q-LJC-qN`h%5|V-=$*~LX>?YpQ
zkgKzIfj|*2vyHGJ0@LLip~&oj9Jxpdg5@sj_DKIE39C_i$_y&7++gdgVxK%QDa)jC
z7!FKy20iExE>WuhqE&xu^y=||Mr6(L0os6nzG8kn{xykU(V~5=AIc6j-9j$`ZAr(e
z?ohFT)TDXQSYq2Is8`(M<&cBaAPAIPI<3AA+h`ITI?j*MlV8hgZe#$tV1rR;HkPkj
zy$8B3j=eJq_ftS}B(^Izdp0FqZnwJ}ZFb%u5=4D35HNMb^+3>jw8zVE?&M^s4YYAu
z!q;<#DfzzSlDx0m=Js7&_u0oL(}eULNy7I#1B+IdBd+?-C)Fd;hCcqEc<GRs<PgRR
z#S`Escg*<aAwxl;Wr(!pyTtjN&veC4{;-HcXAi<hvLR2zr!Z|>7md@Lu4}XBvn{JO
z`x_IlIrYWU2zI)TtyW3>PN^`KxIV;EQ1+O~Y^sG!bQIHRQmT9=urgN8S2YxopvT4D
zew2hS31e+arJAm4rmBUl_TgWKeAU!`Sm4^~WaO|3$8Vc%1TgHmlqdBDzIW2kxxN<i
za_CxDt(fJLFLpmX)#<Hoiod~qTW~2+b|K>xz!F)s6ASiIZy>?m_4D(aW9XjP&ECIq
zmy0^e^_F4rJ7wQao(1MhlA|2f8}CUAwuu(&J!<rcE`IZW;)x&rFl!~pZ)9FNtp6++
zgJy|Cf!aa2;vY*@238#v25&!hoD*pWv=NrCUR|u$cO3&Uhj?#5Jmy$iDY6%Skg$!Z
zQOLzy&4~SC;`Zl*lr|1{#kG?#v7@+x{8bAl9Yjghuc`dI1a+avhgShc8@va^W7K75
z(+QYac?bjcr~J}f^53J3YS)GZEKYw1_3+q_CPJ^MKJgttAm-^W1F)^$un;z-9i8QR
z`7P|%;_7)#zi5C3AMPn^g*_LAG_859g#=9{9#vhgA5{vOE!j1MAD-O2Ika=fwyWC8
zY#%@V-qN-UAK5fZgnaeBQ~UVI!Ne(oYwa1**S5Wa2p(}3a!3Y|woA(s&r+q`Oq2hs
zD#hL2Y6uJ!8P9%*3^;oXtj-Ute=Ox|0Q0kSzoW7Kiy%LR3sD4I2IU`2(Q)8E{VA^D
zl$ycjwkm;Fj^I_(*apd=H68i+zx#(Dz)ry9y-f*4F-0W%GZ>VlbxpwI>_Sa3sy~_v
z!>0tGZ8Uxe2Lx&a$jL<np#Omsfz40y1)9o<4?)*>*9%@Y=@CinaA<Q$jDMNJBV-Gl
zc=PBr{ukpMxx`nLl10*fTAxbZb>??T$1~H#E{4};1?7uu#v*p|G3ViI`qyW$n1srF
zhD2B8Gtmc0XAFL<%4Nz&42)+s_*k8&p`EY6LL1b{8?^c0@~v&bD$R3ryFT^j&*Fwv
z!IE??oZ{01s?!7F+tB4^JKSMJPf^5vhr_txht~t$)!6p24*CX0ngImJlOc(P6FJ7c
zPAxVggk01;k9J<$jA(P=*NN#3euNf*Hi+m7mT?Ij8b_}uB!o&Wb#-{C>vhHRN(?i2
ziQAC3yXFi27xtI<U)Yk>@V^-nTIPK2?6HeU4E(~%fV8Nf_8I`wx_yBPdP|CE3pr?#
zOGUf`z@8|6?OooVs|y7&ndX5f?Y7ES8mL~he}Q=>R^SlomwYraCR(uM2_k90%er=%
zTD$24lFc0*N8!8i?O&>H-NNrWnPhsO%rWTq)uoCyoaz;HUWUPE)Z+lzZs41@ojgkP
z=MIG`lvFRgor%t8=OC+Y_%$~qq>@Q(M_w#l8#j{UUJtK!55EpEnxdIvlqNIqw)b){
zJA_18EhQ1_es0JL^bH4Jo<j0MlQ&M9NKay~+)jCQ`HqXgdt$F}*Urb*OJKK9Vr0DJ
z`$TO!kH@lU*7QH(O&zgFk$iry<cN-4Lp)BAWU=zz#yeuaagU`Rwq>&y!OZaE?8{}B
zg!;gnQ(Nw^k0frS@`9tYVO%*2$&c)kAH6mOz~bYz+G(`fnXn~WSoAWsas+<C>t%ZR
zo>%SlBUzZGh9C%O_x7#N@dc*H{ta`HbnQ_?q1~ZVa->sv2eBV1{HwNar#c?Qam2b_
zST(&Kwmipz7jCzfyCpm0*IUOrZfxhan+>C~rUYOT(hV&B3*)BDmYt-dzW#dOdcDXy
zK-%`<=|)IuqnFx9Z%Jl*pw9k@{Zd`yc_IGRs)aj=30KQWc05+A9c{NE{<rer1dKH+
zqbY0WC;>w{C6ZY1mTr$RQ3%HyU#o=&3P=lpR#AMq_N_4HlgCHsm!&JrXTH&Ul@Iix
z8*Q9u02o-f2Y`og4`ARPJb;A?;rop?bPUXgSlCa=DcByNalB@K$x24asetp0OO*S$
zICKl{F?8Dw=HUYjT)Omc*-iD8fk&btD4e|gOMhvowA}#=u<Diqj`$4RBo)%kKIi4o
zyKd0o6M<r!1hq6LWn>sdhPu;S$ICjnh=#XGV(~$g!I?|xF&ZQ8s~H}Wde(`lne(xn
zTHuJz5i!EH-qYA)PvCQ0s?MJ8H#{JgVJy~z=@cQ%O^pa4IZ#>ivAQzfr^O~SbE90V
z{n}IsYI(9tZ+~m}VL>WXVo4;_WKYiEs3La0iowDegpwRkh1K{)ZVu$-aVeJBvgZ><
zid-WrDcK|0_>-JIvCjpn!re=25g9a@%Xfh1-u=exH4*(FdNa4u=qM?C<5FbKsH}bA
z`&@V%5n^bl+PD+w=AC4V0`{B}ROGoKhIy1yoG&0>T30V}A@`Yl+3zl~x&yorReq9@
zk<Ho5)i?uoszuN!fD6ISPqRf$doUYlCV<g(-1!}(_~a|?Ex$w%oIhWv#h}uuTDkw=
zHv;@kywmxGJd@UT#mH&|LK%vUsE`yBCxI!X=+F?iBkhN!$O4-P8*{RoK6e0-Cr&A8
zE7_Swd79GEC0Au{kGRz;%h2usyvvTDg2LD;>9F^KtCtu@L?r<-NSB#$k-p;I^kWV6
z$##u7O->vpYRwWwmYZ8MT7#f?dbQ+?Jc#9@bB%I%AYEN4BhoTiuq|aUO|fKF8D$_x
z#J6PVrog41Yu-hEq7D7W%h(r`D=!N|VOt_Too5naUTBbP6vSVe%8yAXj`9asP)TJ6
zT_ih3BbfpRjj^${25QQ`6JcY2+S!(vOvA9r4{VM#)(%#&+`NESs{l(1P^e2sAXiDX
ze@_c6=XYDLDyvNiyd16Bb7Oc>L#(ps#R<I0d#Lk*Cp_3MTms^SY{_3Rd75Q;B&Aki
zlN&=53tY8JE;O?r>5hml%fe<Iwjl15*ud`)YjYuY#267<t+8QKBvo(cuk`U7yso1&
zC|WVkn_XKWKaAeX%P$VhNsSA)X8+pRBJ2F|MV6buc752D;T<49FtbR=mJZukXRlX^
zemOQ_+DD3`U{UdqOS^4^J7qeIH3o?e{4g`5GjKr|7-dqW;#3F;0CTF1j<zXcg7Gq?
zYB<9qvq?TMffP@aPmR;gqmz5Y1u;4=($)gapE|~jD0A$#DR*G&N*aLboo1Y6eEZ7e
zAuk<bx^8BI)k`iYZLFaSHDg9E0*Z2~5+^Oqe`~x)JMFXjqwDTOlOgVeik=*64)Y}0
z$zLtl8jvb?(_gg-qq4S~HCM&x&~J=^0WRfhCc{)s<?S^C|B>*>h=GjkxT__t5+@L;
zvcz0nVv&kAlC#ulByMw>SzZdc)Qk0@9jN^AI-tOj`qZ`E{lv!vXinwHNt9I*BNfUs
z7|t(6%GO*UfYm!9sdUEvPNMp;f$`@PgP{R#tPd|Gq{qn}WAyTEcXeFu0A!4+ToI$%
znyqCC-Ni#pe5f6WO4rejlR6_7(HfbXF+`!a;tYvnU~E;7z-s*pRgPz&_6^^sBA+X*
zlk(6}M$}9&kgU&4#Gy3j-cFwv>FinzORr_CtlP#t%ukSPzfix5(kXP}5mLom%`;r2
z%U{W&E=tY7;9mT|Wiiw`D_7`P##n}~%7CF&AGPyPEPCtK$%1!yNLfyfi}T;zkf8AH
z8OY}6gh)iM52g?(XG%Mo%ZJeY$Laq*CHQ?~H>6(d4IT02icGqCgAPgAZb3uSe%;<t
z$7f_mq|o6qW4R`@V6IEOjM`o&XlV&7F^27AE*+(Mh*mlM!IIolos7s%U0puHUe$p=
zvfQER^N%!GMuucN_p&YKgy1RKReDqjCJFKrdqw0i${SjTLG+$_o|5gu*-oa29S8jf
zs!AjM9eoF-(i52;pw;v9MZc)5+{la^0tp9M-@;h6=S1ELc4Zxu!5<<VuB`@d3i2&3
z=$jw~?$i3iVF}YSE)R8|%gJ@h=^u{`vN!7Sgo{gWnC>XH2r>rwi0g?o$`SchBAVpp
z#PS&h^dIb6Sw5-?=c8Kj{<Wyy*M%{{$en6KW(zf&y=jQw)$O9EB?l_wyA<yLt9~49
z3WtMTtw%bX_73)Ho?LBC%AuEb^yEukaf@^{I5*;Q3o-S}vm6~a2F;<MLMn%ql1qm$
zPnHqsO$+|@`9wb-$Ku6{$=)#h;~Q^6$+jB`weT@dxl+E(c(06Q18=-!^`SJ0JHUZc
zy^(6$EwA^|2Vx`@xm<{`4DS0ofIh4s(muzRPA%RI!kf16i?Bm5c$Yc9I`T5<Lw-sA
znyW=(Ac=c$@p6tlVVGFnf`vI>$LIWNPk9F&q!CqR(Gy}vm3pMtc4+-a*H(^>F%foi
zG6y4qj)Ij>>^Vtg_hYa)JV7lZhZslGJVDQSNc-&B>`CRTGJ{`uWkq~qJNSOW_0WZK
z{aowu(y}YRKc9_uP(l70iW=_l!JKUWu-!4~93N`@9e`$IS9BHFvEtY(<z8S^tj=X=
z6{MC`iAa=EmYQvHL)Grlb|F|msKcGg-9Q%d@EsREh!7b`eIs<oQ2SEmzFuCb%fg1&
zX^@(~Nbb`87ay-5J}f^ol7VJ)=^lAc3k$Fic30=%)8r7o#p8HUZDg^uY`!1C;v$_;
zU!^|zrqxSgk?*u%p4iz-SJ^1gn)>(X=#h$(fJ@XLS-Gagfe5K1^YPM%LSiC2#|@Lh
zb0AjNAzT925-Bu!C6Fv9aTS%qP}f!8)O`BSQyof;jw`t{1cwy?g!JhVv-+X#$D~xy
zUUhgt<wR;3Zi`P}O1Ha`6QNWPrun&7*)g&WajsLHJ;!ClrYkI<CmWJICLfKBTI7VS
z)BjaYS-xI~D0<`6L2>7OKui?r9l-mS<k~ost!7zWza(cW-m<!WU4joL`P+t)Rl#!8
z^F#d~y*%zmFTXF(jZg=)aahgY%M!dCdKAz3H3#{BqGcJQ`B%AjBlLq^N4Su(-UqLc
zt-PYo=l@hXQGTo@6?guV-IF%+KTnb3>dKG~qf^OwbMTO<B@59P<avvY^>MO69<3)y
zDqO}3Uf&DT?s{pdPJ1FoCmTq1WM-<%Q1^bj;Rx=A@O_W@$>LyLa`J6a146WM-)3&I
zQe=N?Q42zaN#9}a^h)I1e@BZJO<U9tai-54Xp0knU>^3{m#+Y~SK#{t@K18bmfXTm
zCQ=I(rH2g4At^}dv}eTafX*3AJ&dM<o~G0{qa+5Fo?zP+JD6xKJDhJqh6lvkmt^ER
zgpSLPG^#Qqq|N3!#9~-h$U@z0RFB3`itQQe1KIf#12o~110y>WDp{5%uq-<*KP3Ao
zNwH8C8FMMAdfUEhI6fL2>1tO&^8(V`kBEmOcYrTfq5>OZ&BmQlr<l?k%U8;`kB0ax
zbLLM+1`Z+{HE1nf6=Y@)$Vj#F2jbYpuqliv+8CY-F73w{W7|Hd?9E#gVD?6uT~ri`
z`8H6gz3}PdrkWIupO|nOoo;LMYEwwa?*94+W=IGjF@s^!m6IwZb}2c9!ux}ZpQMPn
ztUS&QjX@vG;8&59_TNw>rl)|2QSNgIu%^Vzchi_)mLp8~Y=3ip^&f}7rpF6!(w}T+
zrHM#p#P}h+42Kbl8MFl9Flv<ks|{P8A568Qs<X@y-Yd$7^gq>@csgb>_p^ufQDkIn
zcRQO1a1bYicDI=rma|R92Xvk{i9bKTPQI6?UC>j2usedE+DMqUMY<Q>rEiEIokFg$
zyK3E1HTOq3qI0L7m7Tv6)=Yb7c!6tIzO|UZcs$&%CijprW~7q!kSO?AO0h!@Yj*{*
ztJtBlE88pI<mU1v*~dRzT}75*_LjKMiN31VDJJFwWE&uKcu*24&9c+$k&K!5G%?2j
zwQc!+rjn}FbWUn)|9Og<j?q7Xo@O#_pFO28<yx0wHFMDbk|<0ci*G(}&4|3TvGk!{
zh=DvWJFqCIMX}IkDKAZq1zU=ZhERrKu1#4=Aoruwi}2R4cYy@1ZU@8~jGx3xPZrvW
z9@a*m4v|<JYNSoSy!Mj+F~1UP9+EeQa1JG!_i(NzI>_<m!*X&HBKv-S^=aJdkB2;t
z(Ei!qe$MVvRn%W-%FvnO*qP!e^)fEu;(cyuWoEMr3f3|Bx3nzVbfo@lxO{Den*_pa
z7bWWyx`Dx=F8JAp_3WMPnx|F+jdI<Sk`z={4(v*Nn)D2bbL4#3YHHl#2>~oK^a~C-
zsr=3f)pXQGw444(JhSErAVQJ}!igXir7E+Qg141GH@A3;MD`3iN>wrH{C8<Pj{0T!
z<VMpGJN7dyH(GR>oVJO)v(U~HGf=bHPAPd|aR-?9%$*&!G<sW{|CLzpII;jbmeK=f
z?6G48X=onGmJ}{o%pdTQds<;tB53upH{!Vl#@4<IDBsA4!Lb3x7LHDK=HaUg$w}Ks
z_qWLPh?S&jfgNInhNrE#hMHULF*kEFUaaNii!EMQH0e4jwso;w70ahlt<X{?6o)pt
z6s#7$z2+=nFxxbO%!6t9>p=|cZ9<Nxkr@pU!>VdhSXUN=G(;CwipGmkT)iK*$b+!L
zLRH7~1x$@F+8ADpX3~grRva~-jcumjg9y%m1t5@OYnQ0V`ts9jFG-J!e68a2qlp*F
zc#0vG{&W-af&R;uiXo(glu)^WH=cCnK(KPi&HYJBjR`bs7U`Oq6G*%EHik{2NAbcu
zk0J}S9qt9BX!MwzZK?Q>#YAR~_(Dr$5GVZK-tx3{evYEi8&tQ}y{+1i&rvDioZCBs
zKba|@Vrmh*JrDqkwe{&g>bDf=AEZ(ZYu`)b(!WNn6yopA6OFnYFjbY0?uE__pVUTY
z8w`s?X3H{1rdGyq@K*-s#^%sU^XH6yMYg02M3F{#mAkxQt~%nlEjcVsIO-ayQ6nvt
zPplH4j%_c)VL|2^6TKT&`3RdU?;#)O21d4u+frVr=Br|<0LzUGQxoEpT2Je|fTPm|
zF?o>`{hN%?D*jO>2Z1coKb47dCj>Jxq$EGjYD<+K1cZ)L48%Yxby000Co0AmjzKC}
z)nmsxb6UF1ya~`WWQl&AsGVQ6=PmEX(o&7I^khX|dcIbGYt3jQzd79n|Kr(}92=Ec
zQbk0A#Z6Vs?<3p^+tSP!IE;33u(94KDWu}ko2tICMghFFZ-+5DcqAb7((1|#xq2Cj
z(w%`CZpU{3=ryV_5EU_&BO7#H4ee-y&E<oxPErdaG=3_n#7cic2^A!!DXz%Lz2mT&
zW)yL+>VH&<{af6y1s6exM5bcy9~j~EkB3Ce37hs1Sx)-wh&ZPUD5T`d57Ss+RwDez
z;rGzvl|DzKM{k@M2`eO+Zt02Zx71&dFKs4$0}5U&P}Ujo-WMM3uM)FH0!3;({cut$
z4wq)({Z(7(9R1n{U3OL}=16JelwMaiL@Xvm{9}Purv{jEYslX0oMx3ggnF6mZAr=7
z$hwFeqvPvLnnEqVA`h-!_r>MBH4sj=1W#O+hZFYJU}2uLmibz4AYVbcuj!%VKzC=t
zwIUzAu_0d~-($;+LTUUNWjRG||Iu^<fkMYEg)^zCFkbNEWyk>@Tz<%)a9-()UGb1u
zx&)rnC(>to@2aFHGoaH*m%haN-?gdfFZD5WauOo3G4_(6BQYWDT)WEavOaC8wm#1A
z!IAIk;xfgNL1D3h)QW1)pR0<L7@nKYJ+M=f6m37iJVaD(?hq_{?NV$_IiTJ@R1=(?
zt>P=sEXker-jV!9xBzxTSG>74Xr?&q31pymvV%8(<Tgb;fX6oh70zifYqO)}s}IMw
zs5Tn>agAIqVQJIt^@)v^0*z#+OlfU?Y2C=C5Gi6fL=5O+WbsGHvOy?!^S2*`PZ+4u
z@SuYDRP4v5V)*?uhQ4X>;Bc?&BBnbsf9S8p75Q(68u>pzuMfRAVjx&jMwaDb9sd45
z)+q1ZOB>p~xDozg95D<a_4oYS>LF-lIfQ{y<>wc~N2_7yha=c%U8t0+Lo)h`6W#(C
z&u+~h^XU%qB-(IdH;j7ul`JdyrxzPLdYgEYLIu&l9e|(~w~xWqF_8EC#Hwe(sd<-&
z4%bhT3W)ZJ36&_?-peohqcLY$KiA2hqmT|--3miztVuBqriCY|<)dzWnp;Buz0u$w
zHOjmNW=&jsKs%D;wYWBZdg8yKrkP1=>tIN14$Ob@;istk*dn6~pRc#l700YoWB<Px
zzZHjn5|42r>pDMUL$Uu#aK?$O{5Jak67+u)6)K7Ux-35m=*awDmF-8?@ESSU??S3X
z+W)jF_IuI49YLcEN2Hw`?;hgg@$S`6h{uclO~Mp5wQ|(aI0Dene>0($pkEg0L|X1w
z>h728{)>=*JATKRLqtecnx%BMnu-GDh*g#YWzua`S>Arbb#NXsE*0mAm{o^qUSK4@
z+qs3F$=s39IR$;<3Lmp=fe@95x^ielFsr`<LC6)AoZM-Mmmx65Sey2vyi8<)o^WHi
z<!w(Qk5tEzR!ZBbunVd))AnU-x|TTgD5m;z*qPp;jKQ1d#Hy0F$z@eIE_P%w<;`-P
z1Ii)xLRo`ZY+r?sk3g!(?9Y{vr4bmgE{FwX)ucNFD-R`!*!d2^yts5M2Svb3Ie|gZ
zS<4<}(0zqG4Q2TY9BKc|2!aqcnVXD+D4H8}CI)==9*n^Qn-K5=(j~p!2E!Txty!Z)
zywL~?qw!e@7s?T(Z^5^u^AV~=VSFgv!epZDDk}C-O_j>coz1UK42#-#Z8-PDAy@no
z6`JGEstK<fvzqkOq$pWUCS5#hNZlhAbft)rrSAZ>G`C2Qd~1n{-k=-vz%_D*6HaEw
zYf*h%jypiQMhpfOkt$XngV8(O(LT&1=|U~Hh6auK93vfqj2HIGjI!x@a|%-D8%t8=
zN^0E|D4pTO5J!~s9LM4kt75AvNAzpuhF5Dkw{7HdoQ~Tb1FdVSVjY@_4`ncl;~tGD
zGe*=h-j+t)gbiVstz3tFn6QWr6_n1UjLay;eQ{gyLC{`oZLs}}J7JSO*11I9Q9L^i
z3wop`XC>Ey9wJX(UebEtq;ir;`Ytn~MVyjLj!~1vh)wJcKr}KWQKZ!hk^-s9fSQ$6
zOQS0~;HT2&^TE>DmjV&IZgjl2z#aW&DRr7#E<O;(x6wNQeWJ6fNc}?<r6I))($f}n
zurL{YC@{>4K2owYh2r~^tHBFH23}qU3-U{6T0;1t;eFLRz{apri;AOxiXnQ)6<3JG
zO-8_{wp&7)**P1zNGVB0NkuNJin3w;NQ8|UEGHf#Y}#GnPzz0>VK=3L7Ky&AF0w$p
z^dGvS1xcYLht|NC)?f%HK0QcQ;obrGWx1nbc<=qrzO|xjZHyLyW*$kg>Q#&M`RdiM
z$VTQnsz6{}p5A8Il`ZtNAP+j=!Gi}dFppp#!9BV^D+oO;h>r0<5f%*&>nR!Ab4+#x
zY}RKlU!^}(vU@|$A@aI(|Lxa<9|s1ZpZWm8tWWA?I4rL0c<2b1w3dUqny1|Y`sOdd
zrHd!LHFhhl<L7ZCDoxcv{h<8s)R1C4-7mwu*Mv$`B+NE#Z9Qx2*OnnP!i=SwZt+X1
zi2EMXhzTtH3yV6uBd%qw2g1}@D?1bRr#kKedTD2OfV#~Z`!>9-P*uV>U>un5^+M~!
zXWp967t!-;hu#M$eI4DUU8siV-lofoRUWCzw^!~YgP`b}zIu{_L62shRqy3kgSD-&
z71PfRVJ5XK%A_h(<voxQF#0l3c>?X(fou*H+vV14eT?-o%(RYA{$eb9QA1b!Ub?u6
z*J-<MUUGf(DQB>a^DfgUS8q*Zs3JRz$}|~c{|ShJjfc)1fZ{d`f}_JgdVs&?m)MpA
zq`j6s6l(n3;Gt<~Si6w<tInvw?lQKY(5X^qiur>f0bE;)E4_iBiqWuNb$pVAQCyi`
zhdb5wzuIW2IdCpHoICauShVdyt@NlIx&ws9d*pgU0@CtUPP)BpaWuxydDGxA=NCPQ
zq_OE$@|3crWBvgnw=@ihORcKpvNv>wYuRyW;8HktiE?x4wRm*Urm-(MGFB3lw&Fc-
zytL*@`(9WEB<rPk5w(yS=`N|cUfTyUy9_)z;G+76^8Ry~#WGvEm+%E<wIl?mC+IZN
zkL<HqL(gKvBQ0L$(^sgP<qxQ+VrxM$Y;m=~A}9uZi7P_g{{OtR*c7gHI_=EO)8L~n
zWJ!geVB7?caeIBfw~8<Ot%5?mpd2hO)bS-5;a{g!PY)dUmuUBNrdXGE_%1n^<vmR7
z1;)5rRvS-+KQ(yhbdG<W0aqBdP1-3m9Sfs)G^k$_kHv``DgfD~HiRf6-9R$#sVOvt
zH&Slr3uyjg<miumM9BVGh_`*!Z+98*XJ&tM>rv{@;V5JOjQ`xAtd=cbY9m-$r2+cy
zOc?tiEzU2lu6o4Fd!LG*F<s#;#nr^pXB<5h-M;2?Cpu>qmJH-=3V7`-$N>tSxNuwF
z0g=est+WwLjqeCvyf!G4mgT!}SX=6y<0);Q{93_mHH+BO*96(N<B21%lESCGDi#*3
zu`edc1mPl?*`Ott)O97+$84#%c~K<!k$BKWguPs7ql&cc%Ko{D`uzx(LbRunm<B>)
zytvwPXi`5BYb#jT>&2BMA1Q2g;c=umRQvi`KZwLoDLu>&ev|46I?yFl^W_@m*j^?C
zIy~`1hbI`=2XJr?9{+iGdH{<-t_X+ulnf1v?fJ`B*sSc&6qM5U?cTgCeaInV@H*n_
zz`~Ca3OcR<VfOQD&920`l(k|;EPZQShVop9Ya`=E<d{pI=U$~GVe7fcjOLfBaXA^~
z@aJYv=P85o+<o&$_@uqRw|ZEX!0;)b@vp01Mi1sH)D|8%O<tTZx2Rj>iEd_8OQ!4E
zRI}`Q0MXS^=DM4_iplFYH#4k<Hz5@#+C`H^>Y!33`K`}&pip5h<?v|QbLW}--OuT`
zOzOrhmRtHwUv!W!nfUWcrk6^lYOn@&mf+By|D#&+TB7bV+a8?DJFaJSrxf4#4J%Ry
zCG&{=c?(WPbS(u9SL3Q}lOppsHN{u2Y_D#vqV?)Wn5MmMw=TWs(!b2Q6xBE&=gl2-
zx~uqH5vNDZu(^c|)hKUw<_Bg!!InZCgcIJ5-lUNNT1Xj{oxy)UKxK$d6Ni3g=EQWs
z1A2By|F)AhXNI>w-HSImxi(Z+0?C5Z`@L}jyZ#X=@G(fX{R(<Ej5ANnne^+?q%cZG
z@-&IaZd-U==`!;+7_si3)v<o2V=k#0c7%JNhnw5DIjB{w)iQE(O@F1Yl;KU}m7+2d
zu)1s0$K&7(u1hNKnVw0YpqI^K&+3f&7aI|cGqs28>>TH8=f;%hWRk&=&KqgxA~Srv
z!l8Enmv!MMF%zTAD1H+<k^^(QH}F&Q>Kh}5J0*+t%&$9_5|}2w30%4YD^K)}psceu
z0`vpQXU(_&v%to!urU99`#>H2!nVS~F!Y#Nzm8Ds63x}EUqq%e_bS3aYwmNOPC@Nv
z*<!`)`r71md(rDLqS_`UzwcB2x%YOj2IY}GU~rRsws31hh&#b4*S6*OSZRr&-v2wR
zUtE)FOpKJr!1A`0y6uOmg_2!GTi>Fryc_7I2GmWs@4l^!mz2CY!Cizgx(f{UcYs6X
z=GViQz+G^cK-j2T-AS9IcMB;*=bto%{Bv_Ot*T@G24G=h?Ryow_#_!uh%%$?Lp6V(
z*S-4PE7!eR)6mzSF{qy@;|lbLdU825l4j?<Ex8=_CqPq${h9JlJL(gwnc~Ib>R^y{
zYi9XX8?to%GJ65{2=)g3>&Cp{5B3c7uYJZlfz9V#-kWKQuW>gQUA1gfH@nnGahvT^
zTr=M{sjBae+q|};3bNSpRksLa8j*E#k3KVHX7GyGxdRMVVsr9ONAu~cy4^IA1n=^S
zbJ1^fxIM{;VSW<JlJ91=FrudGb<0<JcGXf4I-;p0%)KI2)TjJQc^?$mka2XX4D+{q
zABdH;5SP}&VIKLerB-xF-jm3vy)t!7ifVH>rh>yOAV~1758@YJ)3tJiSSlx<_WW$u
zz&{LnQ^bbRLdhp{Xe;~N8#*A#LT^_+fQ3bP^Z*_n1|AN2z3Kt<x)nMb274qNCK<<b
zk%*`TG;&TwyY#28uqc#Xzbzej$okU2KI3Z{<ug%*cl!s}h7OKg%5O5i{c`K-5%9tG
zcm?$L=ejmdOR3eLUgmcIaQS1MPUR>v|HW;%L(?PKn>4k>JwBP$A~Czd3ObPoJhy6z
zpLH-N-=k*@)gFtQk%-d?RtOHrqgMvaOgj4`C3LK0FBeG?&AD}_HiWDvf6eJW6i1=+
zG)`C__tDBa6eq{4lK-kPF14^4#ydjDuljAGyf<K$k^;vxs#`VA$4XC4S)j^q8x!4X
zDx|=ne+DX+xZtTfO_S()L5K3_@~j&%1t7ZIaCWKHc=1VF{xW+Em?7%QYO&EbG&y}-
z0uNcly60v0BqDpejWflL%Q8<1zgpU0<CMVdFRpVJ$Oj}`vC~did8B8oJZ&-Jyxi6l
zR=nb8lfcW_;h}aG>z}mg0ktGu7a&da#haUousos4$kfdDd;H-`&+=%ZwozF^MPrz!
zMOSaiJ0@y-usQU$gvr&Y(TP{<v6#dmjApxoX<^FRICU?Lc}rpNT6RwR^a{dz(WwE*
z0K#f#hhV}=`V6ayfwpsUVf}J^xvBB`samWvw7!;by=sv329G-8+eaM!Xg<YLX<&{w
z0`J2^^2|&fC3?7Vqadsgs7<YrCcXD0jaD*0&0=c39^9!kS?mbOAIdQC`eIhrOPU}R
zYmYq9G1Y-YYhMAXTrT_$&whxL$R{eivb!^<f;LMSkdnl>eWm;z#?_~Xr;Isivr9&<
z!fG4c)Fi1(+CCJ&s?t<`w)I$%Jvck~<9F&ufV{X!|9*ShbV>Ah0g0;STM*~=i80xG
z^f~#hym312gbq^<$)qbaM>--7-00)bmRVox9Cha+#+?b9E|YETY9Wl1qwTaFR^=X3
z3Xz^*i1{Mt0PIGbVdW=s98+%dZp}NuQ7O;sWSzqD2~Xw}f8CUVbj-R5Uu1T$+zsJs
z1)LeYafdHs>J*pJPW8$-6~G~ifuGwggBX=2HndeP)d0%Ml-t7->lwxmhWwBxf({hO
zTr`#*RwWHITJmc>n)2(linm5+Nlt!bv%N9LX-{xwmaw89_i8n9C`evgmsQ*x3&KL#
zH$jvzQU2Wg{PuEGk@zF*kY!V?35J8|<POWxK8(@s0L-2chwYJke;+SX10ASB9-lXU
z!_?S@qbiVtGa<@ZD+oEm>q&o*f3F4aM)GqLbGPzbhzSK|@N=BoED%Lhv%iL~RInBq
z&@LrV$&!f)k-b-Z7GKDh7+EM}Gmt0=)b&ZHb-a9ol#_3s(9khS(xt1k0dw4>;!4pN
zMYGy2f*sa#&{XjWS^}p=sKj3SWW{1**h%n%@3cvMG|-zw!tGLt)b_(P-Z8!kb;X*W
zMcCcsLI<fa*sY@;5tomrOi9FTUkaN!pv;_JiJ#Vyju@>)$A9-DPl}-}_r9!W?MM=Z
z#WXYTeR1n!i1GN%<InZ$ok;PiJ=HAg=46i*mY0$|1$ujEo{^!*KZVVXPkN5IbMj37
zA)Ej540K)URI4QCLjsIlJaS0_&n*^f)EVKYjORFg3ZU(a4F50vJ60Cd+a30?H^mcz
z&K<4zuoWxm03)!av5DO*S(nKNw1k{x9M4Iwj&h?N-bmlxOEFG)51|>!N3=fZPbm8=
z<yDR{Iu;RI*nDO8tZ&`1lTgjSH(mE-=yexWET5*TX=VeZPZ8rMaXgt;{RCmnm<7zj
zZ&JVBMlWI4WrZ|P>?k}4D3b4;pp9LK@$>IxTJC1<xy72|f6B~47Ns3tE_F^Tf0{7I
z4cF(Wp<8j~Wzjd9#8JbB$x%NuWjY@)t{b1x%pyTWof_cmNy^Crm$XH=15A76c8xF4
zYETI);hTilYwzudiD3!<_)|p$k_owiOLBd(Zd0e3w+=a9wW+yzIdDXb`qgFI730Q~
zJLr{|4^wKK<87yFFfz)BW*+BEcm^M$n4cm|WRHk5jZ0F;^FS>P<e(X2?8`59XQCJ#
z<=>NnJoAFMW8eytCTQjLk2%WlB$E+1%t^WJZ<JXPIJ~r|&hKe}zhTSCg!kx`-ISwO
z-%IFc3j-p>16dIkP08?QQb!#ptn53=-)4y*$rz(GiLIWvB+~97HP41nJDUsM0rplC
zu_F<gcY#7IdcZ{7Pb(&vNR8kwsb;vvYIi9!a9#C!Af74bj<fk};=shQPX8+7kabg~
zaNlJVx^8CStx69Dp-;RBWtLKY;VCU2pJvb3loSHTj1c6I_HpsmVUy?^Gr#9Ga>t$W
zjN8{1@#0-|QacjVyX5wJ<#NpltGy5$M&6t+vdE8hlVqf3)(*GrJ|LOco`h;yqfW>#
zj%v9Pc9lj6SmUb&iT28NEQn(~<=88?#+MRU-4P@Ebd*)ZXLXGo|8j8;dl9#w95ln>
zvRLo$;ET+LYvD1BFv$(;LRZd}6U9Zi+#8T}m>L!(Q@RK!Z;5-I=5#&k{2c~+!`hp3
zwjtt`pjl+k#0Q$%jb1vwq>;HZoR4C>;;U4Y3%GP4Xe5P-#8dMyVHlJ=2-ChTKxa9V
z`3hfe!1p)EuTH9(7Cjo!O{`h13`%Tb6Kiws01mZ|wY8mF428vIzcn(MMry0oHfOX8
zoNS8zIH;<z>R&>R%wLpFl>N6=_{G*gcr)gd+<+-pFu}zxXC+G`Bc}>EKk*?jy2Ovd
zQASuOAM}O|;7o}PdqXs-*4lsR+#8(JXI`h99u%Eu%ks9ogbZXBXf07bHAilG!H%1>
zM!GT;c|+X(GQ7L6z6k3$7ZnYUlt*f#c(zq>QPfiL)wg&%YeDMt?*Zsb--2LzDFk{|
zhc*+?h@J*m;BPR^Ze<E)zvonFe}z<$0KO%$cq|sx9DLES^D5Ij%{cnG9l8%bB?oTo
znTzZl09R9xXuO^_0lk?f_RJkr&RFpTjn70Uezqt(JUZKg6{!OP<UW25vw#S@eDJub
zprLx-7>(%REPA!Gx<FXwT6U}qT0(s1kiZ3WGzvb{zg4^*@G%kIVsm+0fg5F}sAUC0
zc^Z5qOGx5)yv@ODiXli^SZ*OAJNNEVO%;Vwu$ZD#_L6wA_>$8ZXh`&m=1m{Dou+_D
z;K8EFIN7Jmk)cw~lsayy^yr*9D!42TSI-U3s#>r!@n;C)=QHl>Mq(DwJKO9l-H**r
zp{GQaZI(fmSDMYqNM_r~L~q3ROuqV#71lAq@HQn;Bib4#%Fez(&cOa?j@TRQ!vQfe
zrcS{OYT+>`jy5?!=%hMJQS*nC+s0t}zAkL+$hjQqKPn#K^;uy7E^(8A1r&#Fo_5js
zE-ucCC6m3am`Ryl)PgLG+eXFsahD6_l1cLTKRv>AtN!wO7K`^Ih>y@(Ry1O{TTXr}
z!(TmM^(K-!i4In#A{DcvT}NM{?+h9Ex)$iU@bPfM)l9HTj{ub^&i8$n@qZltLytcY
zJCH!x(isjHy5HEiwropxJvLkqxt?>_@4vk1`!2e521G_JxenukiO;Zh$$T345((aE
zMKuNQ<-&ThT%ovis(FRBzq+_~z+*9m7BZX%nH{Dmc%Lq5T%VzI7k)=`DMA+s=KK6z
z?UvowZ)~yS9h@@a^IE0JP$GN#0Jxddp$)|)(J<_EEXh|9wYW4hn$DUJI2GSMPW0Ky
z2>vMUlF-?4S%wE5>X{_jDZ+JsYJ|_IpIIR#yP>ZCqQl!vq7%sisqb<_VbNHj6UzdV
zx5K25p3s}x<xF#c+tofLCo9&mEZ3Qat}2Bt{c9&+5hoUZL+vpB{bN(QsKQv9+q`2k
zXBT|iD@Xv|I86TT7B{}a<VAUzL!c~x%SH1u_}*4+qaSS)k-_<xz&-0QhCf$qkN52~
zP)$?tvEt%$vv*80-aLxz{=kaG7FTQYsTb>uWuGI6CppRNDkf=;6iMhJ8o|d=eTIw~
zBi6NV*bJ&1_>WRs6;hT^hvA+%Unyrr^C>2*eKk6es|)Vrxe^uc<BGLCTtBp<F~Ql5
zY7BWiOQ~V9%l}wQZ0|^|lQlT)MO<8x$FM{%BBz40`Syv({%pU0r<WTrI6eL3ybKk3
z^Hu4l2zj<k+;^9x1k^LOz3A3L`{BaNKiiA;6VGCX(S@3#2_<;SYC^Cf+9P7tO84Ln
zKnu+E9vDXpqQ%p+G{YC1J1{yZ^C;kZLaZ5Nnpv13SSVrI6WwUhtUsYCp=3vMl8NGh
zqYqE#hk@tc%@kCrIjR7DS^pe?H3VWDVSK?lfgWDpsEZ>SzT9Gg^PbM*l4W8ZnGDC-
zWWJ0s(cV`}7l0fb`MrA7+FLc;$Pg_<bcn|-IyVtT>WY;91D-K$LP?L&oRk4x;h;11
zQ2MZIh->1P%i0iB#xN5~mp!g`o<vw45rM<JiO;WB28@~{&0ETF2-i3-1YKXxe`n}z
zp3Cq2*gNo<kMMdJbZdH@Ae-}Os=FQp{UF4MYuff^O1imA9)CG{tp6l1+wu-jo<DX6
zFjXzN?Jdy12~^lTarw!w?TgF(Mc@4xK<0^BDzp<=jBEBCE(uLs;a}R**GOQcuDYl2
zjl$DKppkuh%!;^_dHUyH8Y9x*#KDvk5RXeGY7>XAgdpA|TF+I?nSNrQn;0M<QQ%4)
zz7VwYdxCF9o@72BM#f&5GH84Rid+VN4tFM+s%sJVi*37<wa1O?5~nVE+eNlI9gtGj
zeFumPfdx;#+RRwNchv}BcsiOeDt$r3xCFNY{a{bHNyj@ufnsPNqA125AN0JQid=kd
zd094gcb_Yd{%7QmMSus^oHKxyfD~?<gHB~lLB>epT#BsJA?|33;}=xM**uSua`Dx-
zJyHshQkr#r<;!Gq;20D{S~4moIZusQKUU`YqI9<}th_!lInZ6<_QbGV8aMOwT3dkf
zU9x0DPM3LXf}EDCXKVD;teI3g&`oKG{uUwiyBa7b(RjJSCt+5O{GvnPG2gnWx@N0E
z?`c)7<#Q8*=1J2tDyWoc$<prOW34#0%IJsvYVIqDJ?gkD2i#BCMhP_29WaTK*_9?B
z)vr1KCCjTcs6^TI`r+gq2=&;%R)ESZzeT942M|lR2}>|0J!r}V94*5!RNf<&tjWpW
z5O)+C2K;KyLvn=VPn>F>Se*=(OHxw?4~a#<;qus(j70I^dv@NZv1rm|zdc-7_pM@z
zu3U0HQ?pBSOIS2hc8jhgi$nuOjZu0u>}qgbgS~$@KFJIRl4%Z#@f6hAVBYeQ<GEH3
z{?OvuuJd;r%8fEu2IXp9H{amz%g{AvI~aCN`}##=8HGR)xPw=W+u)_c9RSjU@V;9r
zr#(Xq45*kHRtmv>n=Zfx>S2`#FkbF+nw2{`6n!{LAx2)t;Un97TNe2$45O<~J{0;#
z6Nj>jfwFtlQ37>MnbaXj6AJ?JgS|#=$q03FQD4m(PLp)OX2ppV+#xggpxP^Q7Ov!8
z!6M$y?~_UD;wo&g2Cna|j4K<-Vy9!)0vZ=!4@9>PjOT93?*NDtuHoh3Vg_0%+_Ze#
z5sR41#wa$7r!qzZqL*+Y0mrQ9_#7HS{BDJ#M&&vCTAb$V+|X+?b3Mj33f3#=MD1Ey
z+J^2NPdjdd@XAba`iP#II^3!f2tIRXP5&fv?bviKiDs{nwxh{xp(XG^sDPTSW3kyP
zk~u+TvO8y5!Kg+BzRW;EIa9XyD(CS89qE-}c)3~mY`<P0g^2-TjYI<GjZQ!X@AVLH
zAmfn<9IreJU38$$V)_bDBKRd6dAlA6eLNv+?<?xyBXJafsBO<3pbcdV!#t=W1=bi}
zv$f-?;JoP69YA?c#?%OSo9><WYwe$7Qib6eNVvXJNJz=r`eIyPb)){K3v7J};l4?V
z)pm}GHHTc3z{DO-o#??btyFK;Kho~99dSjfj-AWj$G2r_Qk`d?)%Gg*i>UulaD8c4
z^rxbDd{w=wvkq52s4b`^)8}5a&>s37+DvD{q=BTW;(usB(dQIy`qSLwpg9C*nL8;X
zAc~CxL2A5U{D4EzP{tW;l9GzXypnX6xqH$}zXmD=mO2h!_`NhF6qG!~Q4}Q$5KN*c
zCLS}#WSQgx4jF!Z!w!ZqzZQ(!d8|kg)!JeBm{SofP%(^4lk}Nq<qWGQ;;ZYxqEN&Y
z#Su&7r5Mr2w9}NeP!*ml<~h@qQnr?NU_l8m8V>Z6T})U0P~pSgWtb#xiSvN)!$?%}
z1ENGm%!=kOO%|S{w2X<gonk#eV_b^IEjDy)$x7yRwSeU9AfD;0U+Q%&KN{#wotQVj
zp6|*}pNbL)d7tqg%fAr~m?*8GD^o}3ub^XMhFJ7W0Cb_>ne^dbYe!x(7VflZZ4cJ|
z%WFmNygR_i6b_~NxbLuau5d90N6?w>>BrvXRmM9&Zz>VGvt2>m>9^Zhg;&pFo#{Fn
z<top~K44&}8Bi0gq;AicY>Sf?x~fgPSJlU=BQ?KyrCCPF?%iW7(Y+G2{B`z~HM8oe
zaZ<;70rUk<i6OG6A!)M-@d&z@0?z*3jxzsk@l;^0FYK)I#AQYZ2AtW46tb5vgWY|V
zMt)I72ZnGi1w6%pV<LDF?5?Le)>ytv9{pbc0a!Efso&+hghvvc`Pf*oWP}D-s0e91
zVp;tKxbnC|2pvyF{SVmfKA>ei1(7pxCEsLagp073G0$I8+7}O_J|G<<hWp%rMgFdP
z9$Y<i-9nYv(TT?K5K@JrJha(~-r_6LmOg7u=H1%#E&ziQ69<!QCR50ij~vaw4km%5
zbpWVE_WCWxQ1hb*>8%EffG-Fi(w+-u>7O0lvRFl(W|oV2s#qYY-2qS!HK)^R!r_*c
zhVXCoyDm<7zTZzba4*wtbc+{gQvD3f%X8dWmwTLhedg33Q=L9~kwH|1Z9Ii|sfnYA
zq4cs8p}u~ot<Sp|FY#5+q&5?nf-!d{9Ysk|1Us?*Sa8@X{qSQ@vNc&^xwLs=PfG;8
z++x!tO@1(I=FO|lj&S)dE_|^LuShny&ML-^l&ek@1L~La(F+X;<z_Kxh$}eB1`!RP
ztz^~eCxfWpJ`sxQ=<FvBxY)i{#?sgk9JPWVq=AyawA`5-NCLq9$<Z+K@ibcKYIvJf
zBIP5Vw2o7XPBMuybgE={gkF82lvobGq~vY07?Y4htLEk@?vK1pnlE(|0+miw>9kBu
z4kNTQzxuyavs#ZVYc?3g<CG2@DL35%n^o!t65^wOLXJ(&qXW}v(Fgs1?0pAVluNQG
zISw%7Av1&_hanC!faIJJ0m&I8BM6A1<eY}g0Fn`rERvKQhKvZ31ct04l2lN@H+uH&
zp53?m-Z^{kyYKG3r>DODyX)`jQ2+mT^;CCPPpZBD%9DVZ-p`smJh#akK?7U^(!`wU
z5K<F^KVR@<aswUl+mA=x57|~m`@`;tP+shHs()$xo2avEG33(e2|(Kdl+_Fsa<#XZ
z>VH}scT<^aE}Huf^#2E*AoS7yHh7NP11z+3JT6TrX@|87{Bil8$%3Rf@s`zS%zvqP
zK3voXg|AsH5bh^&aX0PlE#`CnEmC41Pz%=}ez(5r>v@3D4IQdp)?xlpdm<n+<Xb7h
z72#9(N9LwC;M>v6;HJ`h%=4H2hStikK=Y30^<BkT`suhG7NMJ(ceCC_;!0D|1r#Gh
zGZt3Q9-Tt`iOge0Y<Q++tsjek_Ju##?`=IBpSzKH_2oe>y2qt-<i%G7ybT1ka#Svr
ze+DY<vyb`m!{K9ZDo1^31a%b^-B(j{sxWiKeElQG56I{<MJGx|H1p;+hUU73hDN^_
z;!@^<g2MK@&5*`}c=o<$K!4|BwElq7K0q)h#|CEqQD!gS_)wi3KnOEfmk`SkyZxzv
z!O4z}izkX~(9`LyP~IJ}dxsXGCHj?4l?MLF)QKFP`T6D_$y07Yf;*t9D@>Z(@-G7P
zNv=}naVC|JQ8iuBKd;GM0b7VgPUv{cL6%H3d~`>zE<A&!NEfZ292-o4iKN`QdX|Ed
zZ?H^1jkb@WLS=b{2u{3*U(9TKZ0Ga~zsPNJE0CI2gbjG0Dn5#=UvN?>>|qr0%?383
z+kB17&kLDaD)2seZhyxbKMVYoNPE6>`%{1m%rx|gtC4GT-<F%KcxT}g`FWd{BV2AB
zxlK|9i7VQ0gB!5@0h#AF+~YtC$xsyz`=dPGdX;d2k1j0VF{W?rCWa-Nt5U;Ra(t~F
z$My?pAiTCJ{konjeqnhH8TbvzslGAEG#-fa?WtYA+mQ=t!3nx2;EA56j)Ky`yZ6_X
z?0qwuUrdfm_{DsBQsJSunrZAr&StqZw*Mw;5!7(;$W56DyC64TyGeI5;a$Y@I~^t;
za$|UcM@FwnNJmqUJ@eQ#^;dNE&nzI$7bn-1n_Idj*w3eMB<3)l)UqVRe^pRub9GSn
z=W7TAbu_O!Za*a(v54LhQufO#ZqqhcF0b-3dL_;0&XiSUW@S*{UThbj)cY<fYL=9=
znvUK?Q1}n@{|}zDW0Y`O&LQWRVed}`^P%iw;|xOcruM?$2hxR`f53lL4!FizGKfFF
z2g3X-=573@e_6XEI)J*=8ua`S455!czO^vrTjU`f);O|k)F{^ge$a%JvGC@rnXSW2
z650rl`XuVuxOPr&kIaTQ+VJQdjJzrsxG=T|bldfQFi=o2>j+%#*pU_5&ZEwrlhw`N
zI>1U)yDc5amjBe4#=+Jl*zI`FF5lv=n9`xvc!{022~cC9q%e)8?tn(4zZ>_uj?bG|
zZEaakReIP$J#y4J5(<`kC?t3hfyhvE?VqtbWo`_L0Ge+e?XeR*RFjTM&=wNmS~#6T
z>t&(xo7A1N(=oY+h@~QAzdq8}KWOa_*Rj==f|OR-I&=84UY+=~=N&01G4;i|i^k?%
z*r&ijLa9i#MdDY`iG*RRr+Kg{Z({Vbg4mV}b*g4ru8aDv@(d7d4B>nI*8yG9I#cny
zupvs{pcEeZOLHw7nMX<^oGQr+=ETZH0mZsbsS&)qiKZSmc*10A>UbS|1WQ$@ToCn7
z6|OPLTkp%jc|8H$wM#2gC2)EdUKJy{W4}9sjT*ij8KM~dpj$lcjP&_b1l$>vtE0*4
z6Ok}-^Rw5rEY(CY85M}Mn^b{(mn6W?EUo$KGr)1#-1Cmrcob?qcM+HY<e@Jr;L?aJ
zZ6<WBnd(nkh*hXCx+lO3YAA)~C-l0+UR*HVH8sz?Ki*SFL(%&Jqi~)`be-nBO9Jsl
zt+t0qNT+|bQ%_-B(Gymb6F+vDFJV%FrJ@H(70lG7eDBurHP2bN)HaJ^S>#S;(|!|x
z;EGZ@+*CTc^B4>}(@{%td$!s+7UHt~P%R>Zy4NSC568zJW1vdE1huh6>Ch8H#q@SU
zR-@TfXY4pCy?OQPO5tkWsCdoT2XdC&yM;%?CCH#d|F$KiEvac$dPzFoxXn!qdl^}3
z+0bT%l0+G}YlBw5ITXId>3t}fp(m>rRicaZ_dR~OH$vScS>mxwcE$QuUK9><Autu%
zF?Z}{E~}P6MWA-v;&b9QKjY5FYM7xMljDL~c3$W^J9{o6vJj>#MTD*p2$l^WvF+5T
z@y_V=@syUh!>&*^7*@mjJ}c>F%4Q=dh84O~C;&{;Eqi6tY-Zl%&+uZ&)I>4nA=28q
zn$)qr+}5Vuz^bORD5OxsQ_5g{8jKj9@GmU-R)Pzb28=e(vwUu(i-Z=pHl>O#9%FRx
zz16(Rt{d)P+DFJ1t-QON5Bmk*_VYTt`AAASs`L3uTJ!B0K#Hd6jQ-`45^CA9+k$c|
z_l3iDqS<=X<)`eK)w9sf3{WJcg~6DGqyDp<%dn_X-iu691rp8+FKrpOZ^~Q8s+mq@
z(_(#YvQM#J41dR3DIC1mG-Z+7`Hppc->zvkDh-$brQONALssmapZ~Qz5R!kzj=+wt
zRNBD>KVDxd-}9mm0JWtn6%WPP6x<h)$~Q&};Pkm|AGx<Pmv&BrJa&c1R~7CTBT^eY
zsSs5L-Hc-bMO+4@65Z9248!Hkh2Dp(UNdc-!?6_~&$U)N?}!E7F3eP1uYzAAjDL7&
z!pa{pU=UPILHh^lKZ+C1-)eZ%;udmOgO}XrSUD{E`nAo1;%-t<3fZl5*T7Yt#>8gT
zA5!JZ9J6@;0smDwU~<^*_WDcOPp#sjg_(+lqh3_BXlrZ7qNC8sgPE3*CZvPV6aGMq
zLQ(0n<?#4@)s~K$nE}B2eT$hM=RpbSxX+#vuY!EabV;nXrGiVNjVPn(k~uqbLUZLB
zXZRL8MMPAliyMeK7gZK-!80@}c?}|$%}^)smXbt69A=0#0f!U<rR3W1psD$zB>Vy>
zqaG<Uijevk0wzkks#BYgm90y>j;nH4P^!5d2Hc3~XWRCaFLV_Pr1xX@zx_?H@j-(#
z4H-U7LAgXA#{;wH93AhPB3P;WzL_p+q{xwXuL$TubThDa(4IblQ}TDi1-Yrf1_UqO
zCi6MpTKGDYRm4rlEM^ZgdU~Y%$q@Wtmzq!W^okg753e^zn&GtaMBfCd?%-UO`SQ8o
z@|OFOCNrf}(EYLf8LQI>a>u>7xO|TcUrwMaSFei7*vuuL05#G5qc}hv?)lVa{X9mm
zJ24J!L4B6~$bp#<`i}Lug<X}N*Oy7BI(nET%Vh?VM`#~!dT+U_7ZyG-W_=eU`4N=j
z&4S1~P40-3^V!E_d7yQVz4bS%6RvxTKv1xoO3=*9qY%MrL7gOYPyBd!QXyh~M0|^5
zFW7Q~Qyw+l%G=PGV?MmjNx}q`4!ZHlkUdMsU_(Y0x2eIJXQp)ICMO_|T8%kp;n?fw
zX^Do49jP8PEw*($_bpGLIj*ysU?_51QR?Ml;3fYUNRZut8{)H{jTrCZCV}XZz88#O
zNNY+?k-DHv18Ag{sDTo%+Roi|o>?nZVMglF+!66C=t%eG&TxWy5)TQ#m(}dID5_iU
za^DO$JxXx7{*h)$xm}^8FPi)0Dw!ApA)iUPp)}=tbyGza|GXLEOe!owRMV6aqReyb
zUQ_1KfIaY(Jyz#pXMWD$0fS25&4KHRj5G!F%q#_4#aqt~bb?2(=k=)EM!;J-&!0~>
zb-+3RT?FY7BoNPN28(=}ovj8ppF+>*ZzCRiCmFfT0_skET_sCzT?$cP_=a5Wu;pjX
zmeI}Jj#`;w7FJJ%S=A1)7~qY|$~;(~Z6zftYSk&r`=Ge@c7B4k`r*|r1{&`Yr|_2(
z=J~KQSx-~2?wb{7C*v^bJ?|A2?8k`jSdT2fT$h`j4Df&R=K#@}M8_?Ot~)Xk=a*zc
zGGR>5KC&z<yKL5_ztB1p_#b?MI9Gn;a>jfX(tjv<{}nXcDIe`s1Cc*wsUBT!{XN+1
zU$O}Eb@(>ih1t3G?nA7v<{-1w4FAKdkRH;`g0fvkb|;+49Va-<9F^qxL!cN$lR{PF
zJvbF^ujNs;5zCkt#55`JO*`kT%y!UQn|4+-=G>{@L)8GYH!uTm8+BCQdlKV2Hm7<(
z^9|MU9T4Hokm5wU{9uHvo*x2rmy<8GFOJH<BcTJ~p-Ly3)qLL!Ox>Bk*=QflL&NzZ
z9C&-WZvm=0Ar4!drHej0gG7mOA{1^hmn+B^I%}-Fnzv~`a=D8rNkVLwJdJTK^yqBa
zoyx<La=|7wv>8QpNoFzM03#gtH_jIsy>?d^sOOokvuOuE%j4hxH=0@%GBr(3!xdxq
z1@~UFdVSQCdUa;1?l{QuSt@X9)*DfpaNT+TS^l0A0@wLP8cj_{=Uz)(*Jd823|!r9
zSaC%6IFrsb=>t@>V<A}lOfR<4we49{-UL}z@SKH-__H^${Tsz!+~dd8rzWnmCeElW
zfG->Xi&L`Fs7sH?b#dr;f4OE8$|AG!ww?3w?Wu&f01hD`j^lG0*wu-B)5`NkLp99F
zjgO_X@=#{^iv@YEMHy47@>`Foy?OZgGns4U7;9@JcHGBbXG{aMBy+WO-b|5i#8Fc3
zAx1Q6^z4rU12ei}<zv1n=CPWLLjyZ#JC{yu_7WA8W29gh-7c^*W@fUXEBNPBS@|0W
z95>*LSF6{Toip=ow#dE6y==xM47mkv$l8TzbEMFg0eky}<O2eVc=y()RTe#t-8^cZ
zr|qmtV~I7!_c?UxH|eLRWH9u^PBT>C2v3&e8z&pAn$tNk&Az$;RoQ??62&N!8m4Ww
z6!%ZiJR#K@rT$XbC5gBTjHYzl5^bJw*90h(HNEgj+@2USJ_$%yjH2;xgD%?pPJOyC
zXd5E<`dIiShRrQS<BII@z&+8YE%eVycO(oK(5cL7(hm0dA)2qu4id$E%aQafSC|~C
z8pNVA%(gc@uLMiuXKzYrfjY9>maR>#I;SOIXN{pbw&VFIn)R3vc4TgmgREy*o^4R6
ztH0mW(SBlv84$ggK<D{MX@4fnye6FpuTewp>qigoqejabyWCb<ME%6YYnO%hT)}FZ
zG`LsBra`^8jto^xNgbz4B^;Po-tJB-^xPGYAsEP~^MLP7+zU{mV78`_itV10_)=*S
zX7OfQsL;0Wl3I<Uxd+iKBl>nKnePFf#-N(%<Lg-|s<s77+Oo19fhy*jaVl8}qMNgY
zSxc%!3q7%x$eO;!NriJUu?MupE+SuCPM;y3IHGSjG=7k7UX=t8Nc;E)c4Rib8}z@V
zRIbdUf2vVORm3L{SY8$w9JZx9zIz9bN;v0)#dvY4f0UKTKaG&g>}wG`_7n>|H;9DV
zV!MfBrT{NCHPntiDr`Sp8MWH`8!yKqvHHJ^8x9LDGoS5QtEIsA2@;6tv1BD#JGf35
z-U_Gv1NooDkbu^(^AEc%=zwRWPg<=!d*6G}-|%T)ike#%{sZ}+#*j{hkjuKWixKIM
z3iRi%FiQq`P+Kdpq95L#)#P@xSsT)MEIh-EyWf_e#C`PNgAtwd2>2^pV6Li*0GEeY
z_W0B`JB?|O%+lCPCl@HtQ)xo^<(qADwGh$=J*0YqIvVi<aluT~3KXsPu?SN#Rc93$
zvv*e|_5}~taTnqM)%aVBtDWaI$I47RBNROG<IWy4F5ar7P*6Br%x^+g&+F4vV^Afi
zga!=G_13-WYPdHLIWf1V=kak9d0bb4+f&(25LEXDb$o^C4W*Rf3a|Nd;6hnRzkiFb
z0K1(R*%wMW8S23ij;;`}=?(nOT;-8s>fXdF#7m)}MNhkePrG)$@UC_Si(mVEK0Cc$
zn?idl=yB<Q6)XSl;dS-+cKEeFkpFoMskqo##~kOmTzc>LFl=()@C7|*Af@xm{ep*T
zF|<p2`B#1lklNShvtcX$Se86q`t^n`oAB!AnZHK-CA?SXbjSTK`8-~@cFpDsCSLLK
z2eO5OIfsCWdNG*)*DlcTe{;r-@jqNa#$HLKldRhUW<90e2)_`ZwhKStRN%$P`-AH?
z;qB+Nuh)LT)b&{1Bl+0avG?cb=U)=6I$;O{XVAOt!g1etA7L`m4=>30P}zgYj-UT$
z$-k8Kqo_Z-N+()b-l|{RqXoU!e!=1#1vi?w1spMYRU!5L_Qo^CgoPL?4=-cnX^0`E
zTC$CXYotu)X8G2elkZsB;()5yJY#$3%4#C#4^BHxO}Y#giJvX}+@!L@5FA*3posGB
zp8oRPi|qWAj}`Crl6xcYm<yToI2TGLNi{LsaVO41zqZ%4=Lf!xD7F-FQuj8&tixSU
zJHEAr7>_wqbw1kF=UK_5{u&4*ZpxX>a^Va{o@A#7`AX~}zwumiX;XM-VRlmh6>qfH
zKqnz8!XxGQ!IjnKTVgn=G9v$?>x()p1?;#*4@n_s^6o6(J5~e==j(Pb$!03E2+tnr
zT-{ST3EcDN>q51Z?9+(Rrx9O!A+trP#{5>gx=^3SUffiF-Uxa}ga<MGjmsCyW?TE+
znD+D~-9(zih*EE$Wzon@j@t=hImE4lcNI>iFHDG{7)q8JrR)X*oon;O5ml8WU}pNv
z1VbT(x)IlsAqbJf^;^2>st&%7jnO=GJf1I%jl*AZDS|xmgFTffNmNdzn#IMCd9RB+
z(49*YHb)Ki1#e<Mj=~fWRi>Vkx_4#$JZc4GyQ8_d_Gaoo3JI`#<m@<=+}?uRrN1%R
zBqWXP-yGspu3I9pD3mzXqSv*h40TKP*eN*_=hY_{ccOdqK~~&#`bc@@S;?28{X0q0
zrVcovnGX%?N|5F~{(*K`<6`F-Zqz#V!)2EiT*(adb8w~L&<=LY`DfDGZ#%{ZBnt07
z-*LV^6wft6zwor&@gtT7x_-2yzNLzj-lDHuq0%n;Dq+FRebn(d#x9YG`US<p>9cL5
zc~s9xU}o;H>W9gj8B<@ocII__2w*f)_Ac`)?mU-BO21gZQ8W9;Q^6dLga^>K_HJ?t
z%WAAzXC1fKFQU&vrxj!M8SyH~!3x1$ndcXG#Da1SWyP5v<XCNct%_t!;hEurte$9L
z>KS8jtTfeYWaloHa$<GQqbY1wh*b6@$CIkTwm*)8=iF5zhEqB&b-sB;$++}h!GqE^
zw}RE}iOH{3bA+w>ZYzybW2-y$7c7pr>CE8RA(_7Nnw2B*k;Os1L-HBsy@p}O$)nC<
zxh#VD@%iAZ9Se7%B(Dnc=Ni2siWv;>yp6^Dj*!`f^8&?j7iRw=v#Ak%XZ=gZ#^~YP
zdB{3u8F-tc)9K=OECH>!lh%4P<_JG?w-OcS8PBcaOCxjey^#d$e$b0F7ya96NlbTy
z2Bol%0{}W@hO9~}UU`(vNz<~_z$E9D_pnLz#y3MnBo8UUevthRsbqe3r6yOACJzHU
zw`M~g5mgEqsDlfm=czNn*h+#K%mlTqWh=b5e#O((#bvRg2gxKnHj|ltYzP{BrCw&m
z#!Z{--0$CfbmZvCN8NVU<DKv%<U3XuSFb@ii39X@0gv=~mhPJ@udx-+(_&J8J6DhX
zRgRZsN{8MH`EPFXAS&`PZQEQoz>ljLsb+^uHE#>Q***#&=Q406DEu<owAl=wO7yX}
zgFwy{Jhm#El%@AKWtf%BReVtEH{vw=?vhMSuP<d~+uqWphQteR$>fZ<CY|Ko3B<F^
zK@&C0%6$owJ`)PmjqOq;<w;ah6VFc)SaP+mmniGJdSG-r&(WZyd0@ubUXN*ZVe{=1
zk5ZnKz1z-i?Gu|vprw26%Ss<*wR9Jpy;h|xX4Y0q3VkXsIKM)$^P7S{!~NqJ8Cn<a
z;Bz|@m}m7d4%?5OgGZVcRLn|_zxKHlJ^S`h!l$MCb8gY}($Q@r0hcY;f*GRb+z!ot
zbL8XW4<MgKB_YVg>$+Y$0_p*=X}%`yc+4h#NF!uoZKI5FbW&#~u6JJ*8f&#Z4e9u>
zU!pSJFRR4f2ORY1o!ojC4%a~*_xeluv0P#4Xb<ECt}ERE=GLTkXvSZ=D?U}~QUXxq
z)0`I^|NKF(f5t^m)P*PbOWf+^o$^cu!~X+x`Rq*!(W-jM3>Gae9E6<-mL^<Q#S34f
z=5=w?SSiBo7c2oc?LU_%1p|xW@A&Q~tt%{sMaZ7SCMr0%oUdYxst5rwR=#lX@bR%Q
zHYG6!QU5eTX?F;Q8cr+vrWGFmA2jr!*+qS9uNvI{lhqV#1u&(KI&}6<qH{Xi#e`L#
z(KEvvRZm`-z7q(bZI6GW>Q(XsQNuWu`W@?pTfC2&5%@ruDoa*|$xLia$Jg(q&)5l(
zS<2z|K6%|2?lZS{OYL~G>0WQNHu$MpapwzC4;(k1fpz~IBCm_dA<V+^DcIP|dKGRJ
zI#M^KvNBJ!`{Kn}GN^)5bO&EFD<Sdn;&QDWw<KPMvfyp9<|6Qi&A5iH_oR0lY*D}%
z5%G>QxVC~ZyWIo_4T4(-x2jLHpBRWDKZXa%er2a{nG6;_vmG*+kS7XGBV+(<&Dchj
zz!ZEGc#H`XmGum^diRSI3z9)c%l!e}S*yt0xHwC(+)*0a3F;vc9g^aP>}&lzQ3S-=
z>W0DKuYArr_l%};ds!>VDTRU2K$TB2Msia=>q&eMo7@hynO!BShl=0{vG*Sr_Fwkl
z>C?Tjr$-XBW{gC`pEBN*#ATeK?9Y~x>bJFRN)+aQ5!bh#=;~_B&~l{FTV)2JP*3(H
zs?(WKf~RLwx~_YtQ@`>O-=$t37bTaemSA@gNTXN|oQXo#sgv00Ng`VxUE9qbf<%@R
zc4|^cKG97>Dg|BZg{p(Ilx4SONr}N(B9NU72&9$DnrnG5=Q(vQLxq<ZWAqGr0DGsl
zNo%6U)jaOucLH3{ZIs$@M#-aSj~fUX8IXLhVWsbdZog=TGaa*ccW~Vdt&(w0a#&&@
z!0{Fm&ZrNyO*P3&ol}z==GQ0ocTnQMJ6O!Co(<ulh;PFGjzzvwOCr9_8ybE~nQA-g
zDImI9VTvQr`~-TcWu#<G{p#%YZF0@H8G30>em#LZGKm&GO_{rMGxUJYT4&0-vYTku
zwmzw8QhyLax_L(fv=T8J0yTCI!eKH@))PcIgJ2SAhzLEP#$s6$ITftQ5uteN5%C&P
zLv|Uq+3kTBB+ZVo^KT_8QD6D+AAVD%j*!HewwM$$EB0)ljb96W2IeOq%9S6Bl!U0R
zDS2;RGxswuWTW!!k~oSsAD-I~#uwBO-4ZDz1X-#Wg*0!CModqsl{idG4p$B+-u;dh
zsBi|;@pHRhyu(Mg_bT{17C^2qYu%`Il6F5%n%9PS_i!RQP>($)_9Z1VZ?xg{X_SRF
zIb<FBdELQHqp(f5-<;6ciOs;9<CY;{(VMY}_xTMp#lyEz0*W3@+JmMb5=X;CJ%9{D
z9Cn4Cg92;n(-<ygWi}oLS{8Z=y+MwF#2dPJK}eCrny3;jI~x0AVm`VwuI%{yJi+Lv
z>t)=jhA`oK*p9jBgSdon)#acut2|NW)TgP3z48_b4X6Z!|J$gQu_u!_mW;h}^tL>0
z%F}Vvq~v@q@ixRc-$ZM!5NVAWb&|i#ajYus!0cjbUf=i}*=Ay9^B|e9QPfRh$2cxI
zs5pyDbGRv3r82{I`xEnCX?}LsFv^VIRCMa8vjgmCGVxB1+{Y9(JG)UlUE8?=wfmk#
z=H?8XDLoaNw_IPhrYaIGk<~X2!nqjS`H1ZUMDI9>lUnh0@+_>Vlp(Np@OnC-9xi!r
z(-YWAMUm;8apY#v=>nD0(=7=xmHoiB{;fyRQb|b~5$@c%<=k=H-Fx_4i93Qka0a*z
zlPNxj($jD~20d?V!ueYe-seaqV?LGPJVbP<`1(@#(_vojSw$W&4szvQV)#ksMsGGz
zubeFV)MnJc{g)G1YuST*=!AjfTlAhZK8W007h_&*$4Xe$xSoOGJ7{lkNlDqJCk#<m
zBNtOH<2oD2Xr3E{+rDU#;&1<j)57oMqm-r*Pb?$!iE$i15%#n6@p3R@R70=f##B+d
zGH{P?q_G(SG>sZ?U=@oh=RaCd3%<EFr^fG;XWqK-EpiaX6)UQ-73;>a{)TjD(Ygpr
zg_wV>YzXhAS=!MD91@zRsV<;wBk(j1fu=OoEVDh0I%|f#cd}}Pp4}H0MG3te1F(Z}
z#UpwmFV2+fq7q7^%)2^o`-I^-i97gE>JNR>wZbfLHvU{S);!oAZC=6x&xiUI+_fl~
zDk_bEd@#CSJBxGSUHXXGdT3eOftr$?#F5M+vzxK+Y55GSi1ERW@o-;r6D`%rA?Tb>
zHk-Oy_gm`lvAo3z&FI2{`aIjL#3=6j2UU-B9jN?x{h)$v>qYg475o-zAzVeYpB+KL
z@Q3I<@8yj|!dR|>wK{+(BgAdiVN;N>jojI3B>fb0QWe3%L#Hifa&UTpmTv=-5Hgyb
zAfT6R-e1|)bC8E+rEnnoXYbRi79^BRg-`}GBbQXVmW@6-Jg>LuhAWb42dOMen+@wP
zzf0{l(i6uag(e(J6Z?*}&n_S=IQmU=w$RnBNmm)Oho+6y?w7*}|6=W&LbOpL_9drA
z634&j1+SBeQpq5LoA_6rGtXZ)h|V|bFD?FQ>YaTyw(^sx+xkGSS}9a8$7Qz|o{!ze
zl;uw0hZzxuTqKu?djxhwM~j?75mPhc&?Fc`!r{hy#*zl{Pg)-oAVaj2NSAlrcQO#f
zzLzAX+Oaid*MMNRArX_v13I3CL}$ld)4JEJQ^5lSb2*^ubg>8z_uy||onCS(HudHB
z$UBaSratbO$U=i%UFMvkRiq!B`XCb%4#lmlVIAyBNqVTO8Ag^7hEORd5#Q=wW4vbM
zn29UR06WtfY4{l}$Xxi;nhg-Gr%X?D=qJHI?tCb?N~*4vBZEhb+28)=PT0cP2i)X*
zx@8L5R*6@A+1=)$+I%`f=5q8+4|k`>XW~+%?S?aWs_IWZ7p5Mv%osn8vpP}%xSmKH
z>rdx+$_9;V1@)wAWRvk|8WFkjP^ceOL>^03hk?wQ!C?e#Pja8VPbOr1pm7csN?)y@
zYg#j1j$;7PPDeu|Y&R{^nI$P2QdVL12-R2GI4z;IL=QYXr8zTSnxQurr3Wov)KMB$
zGsL+o^+qP3(rOspW$un?M?v7ZP`d|UZSL<_&cpg6;yPgiw&EM9dsp^c2+~n?r5<)#
z^?XPPMl4Wb?xT}&|9i1lcXEk`TDxxw*0UK=I1M~Lxsl{l^}4@vX>wMiEFF%qKDIWR
zgWN#+C;Lvw48eAo|8;_y(94hPU*QqEM--*Q@+p4=|0Vcvz*+ya8P%7FQ9PUzR}W$J
zl)0fMG3N!0eU)YV>&tg6GIG_s>Nyi+fECX7kWUg#QDW=ik&i~z!`-761MMueYRq!>
zCB}ysmh0ZHea>Yy1g~XXu|EVCLuQDyP3I?_7T<O4y>OYH|BjUfNQ^EGjd=P-lQ3ES
zNXhUPuT3fsHkH&W7;!%;u27xJ7H#SzchUcbS+x)S7O;LiVrzDw%=8i&Ay1;rM&dQt
z+V?6X1?EFK|4{KxFX|E3SnHRv2HIM7dtPK4u`u#}nP21p4(*@}-2SeYPHOF&WnRMl
zSERC3%Up5SI-;;vrAlY%IB^V`(^xMDH7uH>lVYI?MMk>Sc48JsGCJrnSHGY=;u;3H
zs<&(Uw1J*)o%6w-!wpo3W;?T&nNyP_M7}9S<Q;KpnA7A4O-d-?E2TgPC!N{0`c`f0
zEeUqM2}>qi!q(B7JpdmSE6T#I&o<(_dtoSU{aB{)==pAUQ|=E|k!{}yhME()s_z%u
zH{08Va$D5Mau%;kgb2RqjuzZ#zq+AKkgX!(+IHqEc)bZi{Yb?ql-;xaCRW^Ld!m|X
zxV1N-iUaxUw<4je{r90zC6}db4xF4dgcxS?q}+&hg`7%TH!Xp|_=Y5BBopm@qjwG@
zuU>vi9}ANg(FSIWQz=NOd`S3Aa}nN`7Fn)rU6NjP)VLl~*Bz)~Ij9%3Z>!kMU;%T%
zxu|ez$>@7|ZsJ7x;q^<Z5hPwqfr+!osKlIGY{t7E7GH^C%?=N~fPil>$4LC?0cW@Q
zh;A-#`VDKkp>uD}BTZ)T*5_g<W-X<>AeLNuBQ)CnOz<b>2V9HjBi#bl6Q2>6D<Nt|
z52v{i`i8_}B<Owb5+0;l{O6}5l#)Hq-O3PF!y?&SjzW4K$!tia_*}{>ioR;th%C4@
z*=`!nXfM?#$>MmhH}A}NJ2kJ?b-Q)+=x)?q@_>O!=p!qi-Z}0U5k(?8ngNlT*I-}G
z9GBN#U`(+HM<h6tTw95WkDhZyKXB;&u(rJQHo;nx@7^Y7+U|qrY!@GY^&K2t<=2S8
zNoz=AHv;NjA1jOkr5VFNAn5AQoZN&D^!AXp*C5flX=|<Z9K$lq+?_tU2h?z*D34U9
zXqn=8PV&a0XQ$ae@;kal&NtTj&c{BHfreKsApYK1w9ydjqceMTa;YUxhlI2ZPfe~l
zU_pOmSrQH#JFwO5lKWUbdFWE%@A`wvQ!&L9O01D`L?OTv@a`Ycf4~h^Le7ToSSg>w
zl>fI2<b?*uQ8Zm~HZ9*<j@uz*?NS*@rJOzMOyl*05+F$#2X3bGUNb1854wgSI<4Sg
zh!(YG(V_L^ZlJ>EHwSSur}74ueLn8)%Iy68&sSQwwCE-(`5nwuX45D-wI+$1JC}XA
zy?D|c9_zP;o!WtvfRSLLL0}~F7Y9nVwSuClAAQ5JmF{8WLp2<1IIt)~@-fXR#2$C$
zG)|vGKY+vzP}`eAV3cVoj~gVJV?IIcSj=O_lx##V#Hd#(^%)Ez#XAfF03La&<3%qp
zZ~5_Z3`tB2h%?`MtJ1&`0BP;xAj(Q#(gh@GNoQz;&)BlYX81<(0|=O3>Nv>1KNF$~
zFr+`_aXFD?J5JxIQx$WkV)uEA?JX-Ps-t4XAtQAK$-VIv1ncM*8!aQ27ST-Mc<8tz
z#@>i<rz@d#wk&iCyhCQwv!nAmd`O(PSVM}9=CEJEGoMg&%M9pL)5V?EE$rDy)R>B7
zBK`tpqSsR6>=9%zPo=~j0{J}vEtDt2`ex;fFS*=vTFb-mZVJowf5(czU$`J2I<K!E
zePz2<6+|V?>DsCdOh;*^wK4sDcxKlJHga<!?iBrwg|~MZ<8bNocTX;$KNb1WRE&K4
z%Z1@rqw&8Poc{|&V;wc>_rf;5WBm{}f4YnhG>@65?)8`Rmfp*~Bz7PUrA#I8=`#sK
zyCtTYv^lWN{ODHBH_V<0UlTYGX3XI-9i@5vYNpD*4_`2^ds)gKu-!%h8eAIhI;aro
ze#|J|%5y!P+DK@mMSPFXsNa@dWO(|7@iHa%Bv4_eyV9}Rg%u7<g;+07m(9ic+kKp4
z9FQ8js|r~1&!|HfFT~~;Uh@5=Cp)j_6E_ncI2S>Ok)GQ0UeX_QMJ)@XZ<DrK_3qRA
zbo@7rtWA|eY88}6B+j~0ehP%>kcf;fX_2JS4ZqXn7e4|`zPbsor8fOagzFA*e=zGp
zY7*c1*u0ZSZpEkG32@`l3Z;KmgxI!&{0maWOWJK?a(O*o<yv@Wg-bJuFGZxldLe``
zF^?PWBr#^78N*E>A6NV;cZWh$rIm-3883ycKl;&d2wzC*nqdu?IqfyCbMmGE8)-H!
zVZXh`fXI{6v`08#M<#~1obPFrX;3SzwI!L=9%GeJaLyTAEjdv|wDsDtxIh|jjXp6=
z_^sAZD0fM)7(cOzWv@-sJC%87we&=eky7oK+B7QKf~ZYzK$MGIzZtQFWrYo1f4nmr
ztBmo!ipf<vhVkCB`k)C{osk4~COz=TfD<9+giUEZAGJ^c1wTs0Vy3ZXNT<ozS=i9_
zU6z!uo{4cj?A2l~d+R2NnTFan&equ@*FYhsPY761>??!`?ax^7o?Dt|yMwr8#MptS
z!tCoN;C^k<hz(9TqV1syvlN$U$=eX1Az*_fBz{oHex<d~Z@G1Nv|Jz$tOCt664NzW
z`$n9g_iCWpg7D^6g4&7#*DWUmMIQIQG)TZyrFF9wQW7!%R(Y|KVqilyES8fON5Jte
z(szUEVzbCpiHSys6HXYJK22HGo!-Z{XMd=fNewrqGd7EWNgcbrfV~rKF^^m4Aufdv
zn=~4)(6qkbq7QH9_U9NO5c(>GATGq0|Bm%(51`hd%6mh#m?JW~a`aN+#}_@~gkLpm
zugl7U=xYoL)F(%w7vQoyF^)TA0lQI=&qhQ4`v9uZi3-Y?M4_<pvv(>Uph?sG1%T7H
zz$Lo|s(9)ufBb&U0cF+mU;bWYKy}mzY%uoi=uf)_E=3N*63%Tfi#GnJ#UdD7yKoxm
z>VA2HN&w~ZJ|ZtKet{DdcO}9Q=`LS{4ih;&pDe`;35CC7z0cgx(oQzJtK|6#th#hA
zGrF94GdH5=JPGweWTxL$fknroD7%y1czLg(LYrzi+=Y8E*;(M4zThiSN2hLGchwK4
zg>(<2BM2PIkfNpWtXqMQWKI<Ile?Qcj+}7z2=dV+!6EWfnk7$U8@krieu8aY7~0bZ
zm6cS1Y*H-49yX6cp;Z~118(CmA<1&{6OV*Ayyi5&NS-Z*_au<{wnA&(@D&AYiS+S!
z2JU2LHShH4`?=l}Y?(wGnra$w*ydQ*XaH0I9;f_;OMt*QC$?_hwlW^6d9nP8{kkN?
zLBg#9UrNAnSz8it1xe&WVh6+6g760?2IcBFk7d(lDeY0CnHy$36B1nh)aT5+ZwtxL
z$zg-+_a^kBZc$xx0<k@-i=SG1v&GC~?7%dnVFAoR64QSuq+2T_es$x9+hemQ47FDn
z{ED{&0w4tfd|pig!Z>U%#i>{Yd0><#N)RE5PrCNed;&lOyii{!k*MEL2Fd8xBq~!V
zmoUWUE2+y(5NFJ~4iPkKoHNRk8^oETLFDPNb(P*kfJA(10_BLMqXpj<5?YriRp<1;
z)32Hozog6}kY-DVTl7!?iL#8o0o2&Dnplkth)QGH27`M@FGsh&W3l}hp={yj+$Lr!
zYU=X{@=PIXK)1l9hN9;WmMFK-TW@cXJTTzLzgk6$^U&m9F6h?tgv%~r;QZcC9m~+=
z&kMrsu_MRYM%=mwTsJDh&UM~QiWSm3UEk~>c!!j=ce1`|Pw*S5{J%Fa^dFSZe^h<`
z-{n(M+r76p`KK;}M}F!;>oMW|o9cz-?u?3$nx7^lFhy3TJZ9y7CcP&O7Bl+fMIUA<
zmAC@u1DjPE$8(Lsf!W|<m3zC+vCfK9RF62BsU_6%UU0^Rgb^&L;|}PReB+j;rLz~-
z-mq}S92$ksF1%|QNyq<OC%aU++Jq;;GRjtykPbzBQ~v=y8@gy2nHnLOucfP#(Z-DC
zrf5y%?_GZ``I6yj^5m)3JnrVny<E!9B1s>rk+kN9P_rIuC#|D2iB~nM9GZPG%yQgX
zI^_+IX8GED-JCbxFdU50#Za_G#cLTM9WHMO9;n2JHa>XJgXfje`WpZ35yqN$Y_Fq-
zBv;XldrFcVu|s?zmBPYY-f*a~r}lefB;w8h$LQ+;S4WL7wr&*2Drt&3)ZSks7fsrx
z>FI>}MmlklQ*9=mLCyb65b$<(vNc0ASa59Dr#&rq%WIp!Q#*>wAu~Sb5wN8vaqS?f
z;v`Y+W_H$N-cgQq29ASUpCMUPM+_H^Z}Rv!Qg}sg(zQFLKw#@SzAT<*r>#nD%<Jhv
zg{R7NZ=GvsD8e7slyAhb2pbf_Ox#hk-DN8C<hZSXZ@!UIDUqY;Eb`1d39M9nm2ryU
zV#0W>NoK`ES!95`QV!$*m+01T-Vxbs81V`DAxu}CSKc3H9QzihmRTR?HDK^@mC)Tt
zEo42>r?jY1t!i&#Fx~UKO}Os!wlrJ~Um<cN8)yhztt*d8wY(8PE9R2#gxN>PTBFz8
zzh*gVsMqP+6m`Tgib8w%RycAwR<yy2)$;INgqKTE9||4G)$bs=K->fB%!E*qdpZOo
zqLp5>!n`U_H}Lv8sBc8n3<m0tM96?REY$7z{CXd0$IdduXYMZCiT38|i7T+Ql5~=6
z7^0mf$&tNb=`2`E+^2-cgD)Pvrbp&;7jQjpojZlMGpIp1<4WdJfl+Fsf~l^p!&5xw
zdjdVpj>lu4*?HxJtUZ(C*hIc@^Db(r{aUZ|Fb54;VvQhT{LF@HtimSsBB7_8-M>n(
z#9+ouLYSx*m_9R&!(%E*jMzCp9z)NyXfK^=CIHfB-OjC=+*<kN%%9BQ$M=W@ccG)B
z^Q|0h4X54x`X8;Uf9cgBy_!H}KHiB@4u|Sj`VDk_waLCnS1h11q|Oc8v+AJt8dz%h
zBk=EH0@-`KIh`T%WQDDa(N8(-=`j><C1!LbW<1q$c;eel4qiP%KQit!s*EnzC(|lq
z%!Etw2f6=&{!iyg3fI{?8H<3hyPkNhMpXBYyAux>DgD&NY@G*tb3;1mBJ^{B_8;dp
zuP5fZ9MR_(6YVje6_;f+Zd~Ev=ZwSNx{-k{7!chUVo)g?NO}PyW@5Zv|0XR$({-S1
zIBy}1pBvr)iJ|rL-6(}}B<e(?)0#B>u2YgsXsN2^?4)P7SmX>KVq=B{Q_=d;2fCc&
zswBE~j>mM3UW}gsZpMbUO8hq=kk#hw?!oQK7b(w53`%_+Gqn4&Y5R2zt*Kb<Ov7WG
z@Jx;+c|$*-*PrRAH3k<y-c^&@A(q4IXSp9Fc{AF%EPzLI*vP$IOMhZF(YM!U(Svmt
zNn98OMaGR}Y=ymoQ*rwi>vtC6UNJo-Ma-^c-76CL_TDg-G&&|i8A9UwZ2sP(hIsVV
z?^xL3<Jp+u==evUth-Mf2wMjWNGsCBBQK_OAAGn)GPyhK9$#v(t!d;j_=t53kG+Vt
zf09`0aGK#@JPqX|q!^tef)lLW>omN1c`Q1nCE2T9;g1v`u3xjK$-f5IQPcYDuM`Q1
z&lYpfodES-$)xckS|9H9>6earHyCanxv69p>`VB_!A^@_agYc9L40$3KNsU1t2d4n
zwVO{wj^K3qJMcYE!vn2!<9Lp%S^m?+4oD7KexEz3x(_N%2Xi1Z#CN2q^sZAYxauY?
zNW+ARgj6Epa&z@G)Itu#ukDFSfGV`BN?8*U)50UEhv*ZiSnXaqP?hhrXRIHx5Y!4D
zOv^L(S{gGkGa1Kl+-nKXXxL{JyBrHaGf6~!(Epkk`QWt7LY#5JS9p70WCk+|b^@I0
zOy_P{P4e#tU-uvB$apSWcy0NpcKzna^Rmy|@=@;vXppUzVJ-CL{Gtx$VEc5Fnxc!Y
z(Mwd~4yfQs+~WKn-hU1c29Tjs%{e;spG_QqbZD>tu0TAj6WX-|F+kOt7zJ%&z~HYz
zJ3eTWhl5X{w-5$Tj-dGXM2`b@sHaI81>$_-lk)&_F;)(9)YP0uvrfNXYX&kt<~MIj
zhpIe$lDrj>uslhoTT5an!4xTI5N?blu_Mr-cMS&hCPC$0W0-8yVR~j@{DOYy_@2E3
z&JpPYZO^_SAF8<q4FH6!k|FMOMsoK_|3Q^LqA$IL99`qnZ?x%=#-CPloytiUbVVaW
zs(9UBWIAW|@V1l}?ez1+_zK8EY3dL!eW>!t4L=pzzWW<=*B|p~x%-N?;YV__=NcGp
zL@%-^=Rhy69(-XYVaYP*_lPUx?O(4TRM7#+B*&F;?dyURFege&a-+q4z7h!x=Z@H@
zDX3R+%fygDx#i+^k=tq<YszeupypfDQpI5My^JbwlGFyC&ekhK7$mwZuFrbc=PT(I
zrw7qV0d#_qrUQh=#Sn?IF?e`@eMly&c)XgLMxoi;O%i**Vap_YjfJfAsNv)ZIAf0l
zr;H<a1DCkU=I(c_oj2lKpbEUA{INEB=hKH1_FFCY28Mq0A$L8oh=3Xst;ruYOgVS@
zw>FB5EOrpAFG!WKyMg|B+4y_IRuKWBecj~vqYLbZn&<eT46zB}UZimK;+1yfrw`fn
zMW*e==s0-LCu$E4x5XAc!D&3;4Q?lbavz7W+<+TpaGCgzY0oO$@2Oj1of+Aro+6d`
z$I=xmO^%_Vy;15ot-fmZ7=wv)TmfpKS$KY#t_f`^m%H)thu*~LR0a+Rw?ci6Fiz}%
zaC`aUH%2^ARE}F;A;6+4BpxbkV3_Ykxa~Y6qw5jWWly&Y?`<`1h%FNj+)$1%j9@;w
zKW`LSBI+aV-IcNLqy+KYd)S)i>#jEER3uR44}Nj%;bmlg#4)g~MZwUM>h+2X%J)fS
zMn#{NR7yG*w#g@4U*%Y@iLP2&f;c2Qzl`Iy^+(wXK7NW6<(<qT-V*PR-p4wGk1(U5
zhM-CoYe#GG_XIJ%fQ_8$`B1CyQckmr9Fy`Ca0XXKSN3<TtB7>PoD%!UK%5}Wl9RKr
z1+DbWS!Wyd?9ahrE*K9pi}j}<Uqjw;Rn0XLZ7Reg%~xgbi~{(sWE5!WmGc<=f%qGK
zRK4^p<}XlFSb$~I+N`_&oRR&1<C*e@VU{FU=coxy=W1lc{da{rRxg(<fo~#`kI(O$
z7n(%@CJt^LSO7<~=lUlYWK&;|KUDMFRLUJDE<O;4Cf@ZI7Uy{NZbK(Dt|wMWE3h(B
z3zZ|It_i1kjlKj{-=zj6NS(kMGEI|ey@$RH<Zi`g#A}#>!ckf`uS5%+CI;~8Qawon
z!90X!Sa~~Llf$cL8j~tFu(NEnN#Ts<0W^$^J>1K6r)mr(3T2FUI(4|~THVfFk8M^2
zCk1UbaYB_X-CyyX1pWd4iX4E|?KQz0!cs}aN9jxa8|&=<`28aecqvSA>p{R=!f<Up
zqtCyR2jUT*X$tf>V&Ao=%?5B*zf-^VD*5pvGDDW@MvNtlC0A<80<1LNwWrPkXDMd`
zz}1)}$|k=g!X)|g?Ww;jWYYc`&4T|!0{!Cu5KQWd<^cl2|0l78x$E?*rahxTV^=`9
z>=w=Mkz&c=jTq7QGyleSrdI!0{{6^bORr1<)4o45;8$(?Ghd>sFr4{&H~t!(`m@ow
zc7K*M>bJ=nA54)XLq_zXc$5&u8b-JHNPY=wPL=IqVpnLg|AfCnQ}DO9e$puZl8~^h
z9g_ejH90)>AumVj!+4zgW$`%ayGB+dIN^LGIQNso({~MMaBS$)xy<P-E(FBJ8b7r+
z2_^`+<T;wtsb)2a4c9U>UZcSWE7C;a8K`1oW>Xc3l%nET43eu%6)gp!!@p#z^rL`u
zUJgXDCJjEGkt((#aGG+O2A|7-hJ}PY3QR_+VMIA)gsF}8&jwwg!PGMy(~`75x2b>x
z)2KhiFsXiqtT3$u|2f6aAf`of*HZz8<!xUf<MdfPqshui0nOs^h|k5&W&J&~nbbZ*
z6r4GAmzCeK(vnL22gni@m2VKvt(T;z$UM+;PjHyxq#JOqb=IJc|0)4<4GHtL5*<;=
zu}-w{Q(Z@iI1uIbCDw<CYBoKz!>t_MJ#xfj9sVY8;1A6uk)wm=%3@_326NDIr;#s^
z5<k^ht}D_hLv$KOJM{!r)77M88LF|7U9eGV8IAR$xO*i}#OnC?Tq@KVG!0QhrGB^!
z>b}gHd6}_xW|3>(u?|Gg%J+?y*3!+MDYid!yLro^xqnym?ApoA=|))}XrHS;gEA$a
zQ=D!H7!Q)JCb-P?d_EbQFP(aA5ml=&&OoXhnh^Usa?H|y=4Azf_sV+YORWJh#0TPZ
zGjd<prOcsW39GVUZ76^wP$q6b;EUjdC>k^ad+0k9&V)*md^ET$s#J-sFc$>g=9rR7
zvipw3uy09GZ_CM{!6}{w01~e&Ws@?eK@;uKY;2&fp#WVGfJSH$oA;$Pr&QgeWb=so
z(V+*Jf$>WQf21bZg8@e%noL*ap$k)Uh7o*0!COT<Cv%?)!5N8+uaIF^B#uvuqO($M
z_rbCBSDFxKHAf;@_Y^A3)fgDyTm7VP1e_8I#i@YvmXEo``qv$v#hnvr6RBsC6F3SP
zLP>HP15Scj4$To)KUn8NYWcSl<@*l=jodk75dsgM*rTuXGv?j9%b=9D<#Y)A=%1LE
zpr*TN|D2U3=RIcKEc-PL>b8tbW^q>a#0#Kr(uBE$GwwHj9wSSD4_w7h;iGk28>f+j
z;y|m95>co6k>RZ2d!_l-SdHcQQ$C;fIsjG&Lwg}&GbIaK9~a6|>Mh*JF5E*@-nQdW
zD5L8_g4wg|fI@)eNzV2e4rRt>x!}AGMOYHfFiQ84&ve<%x7*E-SIqUMcSk8(8yRUY
z5ahjds&Eq(G<Dxg?zS~x{(uQheZS{A=TqVhuwDS(k&}dqiQ!l%b>=Ht_XX7&{F)==
zlwJVYC13MiF!w=Wcsc8Ie(R`_!|HT{@Ved=QcvmT{8JrOk94;|W9p3FAcOuVAE>k>
zeUfE}uX0ls#6=O?C6j^yQ8@^sYyz{vh}KC>5W=W(Udza^s!20tL=>$$kT0^nBnp#>
z3&u{K3!{0Myi3Jl7X&L7H#8Ev*lq<0a}FN)IAk+Yi%Z@rfoB?v2i0=nFdt+_o5xhM
zkYQ$x#cNgc)I^bA$$WC?EOq85MD0<Ljuq3T2y^>~rkTKo5X_SCIpAZh8mE0bcJ0XW
zGc|!Nn7oM2hLnAr5i?}plR@G%M2Rs9fF^mUg%T8_)4W5>Rm^KMlP>dSlnrxo<L6DW
zUJYX}7)6bGGotmAz1BcXA5FV{$vxCda>upBM4yC2x1LU&)31*!>Byicxj--(I>gnN
z?bavy(GYeg6NsrEj2VFWYE>E-lA(?j;XW710&@J;>LtkejME%3hVU<F_B$^@+XIs&
z86(7uyMu(r>Fz771WYVcM2Y@k>(+6ZP!xBjiWE7Q^+)OlDDHPFDZ*Jolqt_jHLKhW
z>1$Q#k0)P?<5!odk>W`dx<NTcXRt#MIrd5pe#-cC1VRTEuBvxej`%~zw?{y^>yAVf
zD*#K$brh$gKx=Ba(fTLQmm*e#v6@kj`lgneguUkapgD`}3=OM~1AO%oA9DnN*YLf8
z)@O9<%Qq4Xy@Up;p3&Jan<Y?s397a>(yhmRxFB<ubpp)lF-B@nA<Lbk2Y}hF^DlX*
zR0!2MYHn~tpr48ol)ECJCL1JQ&gxG2tEKX<f5*z`I<>)U6b9g8W8q-oVzv_lZSB<9
zuVP^}0@$%giNf))dX%tiiGbZiqW6gaC3vE^ctA8J86FUaSON<d2$1|%TU~`gU>r6P
z2Um9wJ39`0Nh}dI8863uyi!s@tgBch@kCfCuKS8ahjCn@*f3EdETATPDvlDOhgp=E
z9Ycr74@(&!+6N#aVh{f<KqA;UD%d#89?m2v+E*Zo^MFW+R7$13^8A;Y{1%^-$OJ6H
z3dVwMB>%Gz{aecU2WbTV0sgn3;aFJsfVBwT`XM5mWMKtKoP+znh3sb<I2JZdH~wk4
ze?`CPbc<j(F>m+pp~V3i-T%$$f1MCh=a)L{-M>ct<}il#pLYKqT8V$UR4gnSECMad
zf07<UyP->e+-1^-`3Qffqrt+TNl<Xr5$z-Yos>W7jEDIKe?af=r~MP<FZ939r}^Eb
z{e=MYd_e@jzr=rQ=trl6q2=rs{jC&#oeqwL8v%eS;{g?aFC1XX#lP?5Lr+gdySDDK
zeS_q$bN<IMJOLsMEnot+5&2JaS-Tio!iFJMA572rdm$D>i+BIrr>HD-6R+_Aur2hD
zYxy^KMDc#m*7pG%e!f}1@6FJ_&=Ncltycv!_5sBE01cA>;}Jp8QRc>>|4VMr(J3rZ
zEOMpWJ;rKpDSL6(u7b3$N>oQN`{{xHuaBIQ2#XgB&v%IVp8*XFEn)r6Zn$vT7U(1Z
z&@cc;kNg&)Mg&d*VQ9%yh{bxNxD2B3u$Az7)Uj;;hN1r;3j9%L?BhxJKLZjNS_;3N
z(<t^S5-e;rQ7R&KWqca!tN);^U!k#ahcUDO#UV;I@yUrhee#zdYZ`X+zKxRqhF7#m
z5JQW1@cZ70e|zwW7}|f{Vaoj{dn|(=<;pW@b^q?d@pymI{%*Qo2(JEY?>|*(ECVdA
zz9a}cR~8Teyn0{twP(N*@_6;UeT1+Pvv4fz{I>llS<@&o5M%CRBU<YAB>CNh8+tGf
ztyK0&W}t5jv*OIi`(v$p{(5j<jiZlUwO_9D9`{;3%G7Vdx{949>M#7j8!8sMNqx-)
zI=Oo9(^c#7<i?BLP=gBYlhkwn9gJ2x1mdI1j0V48m6SJF=IvQYe(r<N@QuNXw>JJr
zbDGC}4|4C#s_6%7)2Sym(tVQtD64x3-pw<hA4YE|F-C82aq+P6v2ZYEZ+>tCo6;_A
z8f;h$RrEzS0NEe(92gvm+WK7m#pn$tkpl3mI~fj@apo8Pka3us`)f_lK&|UG{TJiC
zX&J09uD_kx*BVs<79CA4C&{!db3OGuJmT!q`lRpjMRLlDvH5?o_a^Xce%-=ogcxFq
zDG04G#8@<j>L4+T(j>$X)Z7}YT3VEf6g5vp6|D#%#-ip@bBj)9MN84Dq19?BrSwbx
z|8w5=oO{pryXQUkocDg`+?V~^Yp=EUex79IdG^|S?Y-8@TT#oq&0iw?dEH+ofGRSQ
zIT8Ukd}23ys>-L{d2Xg%u%qI2GQvuwyZM8*^+IpthLlvCsq^LAa?i!i*wha{qYoRu
zEPXvjm+rmwbJD_L^lajK%+&qs9kJ0@QV)*R)=yhGbpZE1*!yn>tUDZS%+$Y&yj1_G
zdidmrb$#Tn`f+?p-TQ8D{Tz#@8TbM1(bc!@5(TG_Vf(?mn8+#ld44m!t>y*GjO{6S
z#ZSnoyU0)Pb$q{e%o{+H)pdNXnLKNlpJf^GNj`2kdu$G;gIm0Ls)J%~*|BuXoIWtR
z8qKLP6Ca<mqKio}RYxH1gsD~^f4Egp`L_$RzX(5x9}<Q$pYAJM@14oKnwrlscp=K{
zd)Yorc4j%=yLi&7?J8Wwc+)Qj|Acyb)Bi|+hf>W4wE1ZIF|+mQT7>+lbL=mGfewD_
z7vSvVTVGFgiBY>(R;OTVb3ivsXQ$v#YU-K?zW`2pFMQ}Vr`iiUo|>T%sU8LIccsex
z^;Eokd31lKnNHk2?_(b~B5_{t<t_+08B`tg)9a?}Zm+7`$1vocVaWB}v@x9#X|2)+
zX1GWyrlHCwUfb963o=9a+yP{GwKtLSf`|yuJY|@H?RX(2>$SS4J-q2;IGY-)sg*a5
zi!*cHe0*y--icqcgl{%Vwl#8RW3!+r@E72Wm2T+Hrflx$UdP9k$(30i>LevUH}@A{
z_>NvREV2+0<}VK49a?*-q7}9v^VSTJGFP(r{{H#o4<Dq*azE{2qcgB&-DHOUy^V*<
z55H_K-X~l4h5lwq=eGGl{-piqxE&d*$_<HUX42-=Ux1RH+f=j0<%G5qSs|f{U%nFN
z-&vTI6b`?uuKa3i6RK2kB5V8}X7wdJ_<Tm|g8?V||IQUAl8bxawj-@PH%-ke%SNs}
zdof%bx~8j>No?Q|r11pD%pO<Wx<#80zuubWq*ot;*U7~+h3srdWB9Laz}{@W8}9va
zB`jn`Jl8_zPS^Cc?l#|-!jiLhk@Dq5A3uu^?t6KwdPA+A-Ceo=A|F%pVR2iJ{tKXv
z*qK{fPla72mSK0djX?J>oF_7&p$O%#aD;{ZyW$4}X6G|9Uc%w`Fy<#RvqKe>zvBOU
zkxeoNc5r)<m*;fMv=-#}SIV3ogV)t;1EV4<J9CnG&nALwMHHL62#>+lYJ@;?MUs%C
zOZnpe*+egu!GtTx8FT9gOHY?u^)qmMDyn7A=wTQPk{Fy-(m!f?adQGJB!23R?&-#v
z3-(35kA&CKZyosUhl*Kg+So_3(9J$~<6aW^^UvH~I&2#U#{_tNV4>ff5L!GNyhRyk
zu@*2J@Ga$T`o`=(d_gO(V12>2^&oEh-5uQG_S(<hyS%*bBl>ULwe3+*lFq36BZGGw
z9{BvE?%Kx3dq1zq{|`hmF3+rA-s2B25n#*y$N{ek8h-RJ2$tMv7CgT4!Qkl?ZkExo
zwefce58KivuU^eiT>ol#^=hbe^=Dban|Imke*i{h#+x_4+oaq6(M0Zoz|~OxfFeeA
zkI}?9WBsd<)2wmsaMK^vjIwFP!vUecT<5Pn{|~A1PI{Er)bzTlDv|@zTW=!v>FBq)
zCw2yI7y<7U!%4%8i7OuskkZ%S_mE-__Dr%4BZ4ur{`*J1$Yq$H*TS~1pE3LNjrVNu
z7r7E|@s~yQI3>h~4`+*RWj8Lq*03)51!#3oM?dqGX#54BW5%3{KJ0zbR#Zs+{8TLS
z7eHL|;AgT!&gT;^?*qNtuNI`n!C-e!*apB*clGLjB!}0w^G}()xXzl~IFZWx{awzb
zrc>+(2Xlcs{-4EVAMxqFyyuv{ySRs2Q@YY&$Jii{f6TD7yd-rp?n3|nVgJ4L+k3P^
zwY-}nc%1z1hjfLEu%ODT5%Atk7z{pHv{t@+p!7g*@<d{qPbqcU^qP`P6Q{J0TAlW2
zWsvim1fPCtWo(Oua<W}ag5vM;y{FQ$uaQ(lWy(h-=~GXo6Y3BZ{~u@lh6={1TieH^
z9rWuIE5FDbrCCk5mzs_F&1ibJOL&aT*Ok9y87Z(ch&*v3<Br4gdi}uB(7Kp_@A7<S
zLf!mz_ioi+iLNYq>)#%J@oH|<m3tjouG$erUtSD^zPoEUZxVp}A~)(EI)5bEJnqxF
z*=4;qGH?Bxj{GeCeoA|HuYOmWMu_zMADTQyru2BOFFl~&@*TwRE@ZQCl%BmMFd-*X
zyb_UfC!L|*w<^ynzG`(YQn2Q@`L#3rCw0@7*t3-O%ywWt8{Zx$CA)vM_AWb9%dJxx
zc|Axf-rV#PvS4Tvzw$IS10xuG+>AwUjYBK%m3NiMC^6D^^k<TU*nY%ww_tDDdm7t@
zuQc9OC9L7vqs(Osbfq@8F2+gbO5~L~ZwJrLr)7)@pmXi&o%?GyOwQ=d9={@hk!fnH
zm0nrA12?=9T{U!R;>x1FfKuqgGw-DgiatriVlYCXtH-W>5`VcJRln3yaMuizT^=eZ
zt9Y^SA_jT&;EsS9^5Nc7F^iT6#{;)hZ1P8&4so1mL1bd!{PBiV+}~2LSu8C*zq^-v
z#+YGY`}a%wW<kzBj*qYGmxTZL=zV{2{><mEDsJAp1yeKMcAZ-oD~N`W!)#G+8Cm@A
z?9b9d$UV0B1%)do&It5woH)bW`2}8kGXCQkw`&5gvU?lhwJPy`e>7IO0<VR?`f`Go
z`FA^kUaOA^R|FsOoJ<wy{7qzJjLv`5{BtHzL=<cGZ<nerQ#s#y0UsH~fe2XLjqE%~
zinKn`uvL;(9yk}M^*9e-T21>giiWQmlkq0w5iS?kItRmaP07t;W~dR}L#AOg0SBG^
zyFkH9xAx;%n|NsOiny?n!p}-hB6n-dE%+}!ys|be9I}cK%(XDj&fkpQ`h4G=nui=-
z&PawuY^@1Ah<agQ*099-3^syHunI(sYYHg%Qtu2GnR{!$FMc&*QOM1?94)nfJVK<c
z?7|yeLib?;w^r^{l_>a*tbHYi>6nxPY=X6rJ3^Aky?jg^yWm_<v3mVgy}oRQ@h`xF
z`|c6y9^~WWTiz>0qk|shJh|gnE?4Kp_hfo~41v6geL|w2;ANVT%QL%zyMM=GnkOl_
zp5eAnOp}Y~W8s?dy5asJWqIm?4(?0L-Md#URFK0@@%P%5Mhtxdy|U9XmNUJX&9=k|
zH*Hb`KZ|Y5%Hu2zON*qZwZ#}B&P_1ROy64HvpBhF%-K+CKgsN}MUZ!obEei*<NJ<s
zGla7pEPY>qY%k+(JnBo>{AaxZkcExmEBCkJ;7`2)&Q&UX_zOdC5LH+^50UKJz`Cei
zB%%IrmJ9r?H}E@sHc#JUC9B)^<CMMtKCeqx_D2)%&B!S@i&sx7Yw1mn)sAyD8GEh6
zy1a{Xsu6kuyRvh<Q*N3p2bF^yaFr$wrMI)D{*Ia{;;``X4uM@c-GxaJizjyTbKfoS
z&t<E7>GrYHuD!)O1{Xiwlz3`Ae}Ip#e?8A(-jBI;18*jqapY$*M8+({tpNG)(hrp_
z|EC_(dZx$`qb^Ny$O2V-VW}dXh3|*AnNprpd0q%y<p~tcp89MbBf)cM^jO>*e#z7k
zA{NbZ-G;}kn_Xrzn%`Th^m(x3u_c{Cc@EiT*%pY&@^euc%VQ-)u=(yZdRzvdM0OYV
zEvJqw0p(+I`1$A!Z)1*U%IuO}uRC6diTH-`;dAzJ5(hf}zRkJ6>N;Vm&+cglti64B
z>s7&{WS70j1%p1M=F!0*?^6|QW_%6(bK9|2hlE|rLcTm1Obwaof8FBCSWW9P97TCR
zvJ~Ru?x_#Fj57aPyd;wfKXLoVFF@jEIi~o(ICbon?V|DrtF4Zi)SA(H3PQe~#?@IW
zdvlkn_x35g!;tagVo`Fh;nEh(m`H)az;m*c7tmAU0u~B~-ggP6(dOS5BfaPOwtw(8
zx7An4reTxwE6rm>5CXa}vJ08T?=|_~7mr}1ir+srk(X;8x)me4Q!3i|_VhCmfv)-J
zKDEeiDLLWtJH7Dm_o@SJ;rGAz%Z5A58@2EsYs<Yh2ZY=P*B?G>*2Xy5{sbvid-<gd
z1diBB-Sj9WUz)St*|g(UOp$upu~U=!cA%tG^g@V*L^p3yMA4mNC%!atvb{1**AIDg
z((r{vVruw94vc_Urj`n2y4$l<IJUH<rEDiE)bOJD&7X^+Pn6A1*@{0Ef17pMb(}ZR
zuVW>?e#!Vi<%0n${0Z(MhezWQLjhub5zSMu`JO0Z;`NE)8_sw%>BWbk%r7!A{kRix
zZ_15wMjUZbq%Xe!)ItpIQCRK6zUs^G+iH99xq;m$5Dv8|qUZ9L+$J5v{eQxDQaK`7
z`$rwmzdZCcJ<ohj&qG7x7hq=^y_NE6aZ<24M)t~?2j17*415?-`z$T!DUL@ou$E@Z
zwcGs{90CgVwfNNii*Iu|1D|RZdgcz*J@@iQYPyOa`O@%V-uGqqWI@b*J<hY&p>01^
zLU)MY{#%i`Ty4X%^!!IUVzqXViz4s&g!0c1tu&D@(FAlZhnH^je*V0RNV?i{{h3?n
zlY1h2SJfV$*g8->sixHGpFHy8(ooFFS*x3=$2iIK5`K3%cx$Ak`OAV>zSax*Uamd&
zzv^{-gS^lqtQ?G<Ka3N%zNj}rlvq>Y-O9eX`&9qwb1%ElDo$R_Lf55w<r5PzH*<$-
zz7e5^ef4|(CsmOh`L_4-V)RN$dFSN*-~UO69K1eK^z&GrZ(^wXjX6u~&O+kc-j}yX
z<VwRkk9bFD$o+PX?$F-Ildhp+miV6i152SL*~bSpNrhXm6Eb-bMZBk2KJ;*eS{{Z+
z^!g*SKpX~Z3n!2{%~uXq3e+|ELO;bG7G-<bw8m6F25*1*S^W0T!TsEfzmC9v%ZSZV
z^qu%)2IC%G=b#DevXq0FgEwF$0)x=vMjtoB%gJvo+P(f=sZE6=MQI{>JZ$Juu0R0s
z&vfYD+4=9)O!0Dx@7|fIk!$n&90sq;LtP(BpHJl>Kt8@3E~~6x-7(~k8z}D}Un~l5
zdi@@nynFa)Sn%!r1ffSiFUg(n$ZEu#xvBN-^5V_YI^u#jlW!Bk>213Elb!RGHuFao
z*FVZl;tdyMGJnj8VM`f)#&!8PDok!3q>2z(H!iHaZ<0sM?ZxGuUQEmjw1i@1M=-bA
zY7Q$X!QbYezcwdx`%G&-Rbk%b7WI*J$osS!2S!A0Q8tNkMu3-dn54VVy<60|OF<6n
zmWdGq!vQV2D%<i#kKQdez5X9um25h{r$09Gaq8gfkjLrCy*DCH#5mTJ`Yz2+Uih&0
z6m5K4=Nsr-OngXtd)-R-y!(@VwVjlfki4Ay1@pP&<2Q~7C-yCDgtVRg+Y4V_3g2>`
zo3c#1C1Ln-J8d^x%UDrPNraP6M=o0_&+_%~!B?2mn;!z+@JB?xXrlI_)Z&vvFYjH~
z<8C_oyy=cYUQ=Fy+x(%X^ru0|uW!FU(HwScJ%^Jk_v6m`;$urakC4i%49RJdn5`^$
z=^${M5sF0okCFJ*PrIRnsc`8=XZEVw-AbNc{-+~qnZ(ti?+$0Vd5c2ws#bN6-#pKe
za>AXjInbgsNq;eUcDQwxS^~HG#(MnC@Ig+s+;$=FGsp}%#My$!sx5FUp1E@ZRQ*-X
zbLdjOhP*`YvE&71>!Q>GurpcaK;QDWbQ|#PQvV*37r%ULvB^gxZ#1XROaVzd8ao<p
zwG<#<7(W~s@Ujad!=C(kMCyg&)%_)d-pd->vKvlq8y-4wvm-JQMMI<EKKC5C&Ysv_
zHmi1+tHmTn-ehLjf;An#UyJGE*4i)}aNt8kw}eSmO~&&?>q3?d3jdSA=yTiBJ-2-7
zqN>K<FNp;t{sN4xacMsZ>bVt?(;JZZ<5f7rS=6fo@x4grhC@dfD#_Lt4=UGm|3y}7
zo^xO50Ceg)NcB2T2b=AU`(5L2SHA>@=(ZiY&LH#LXAu@|>-XP`oip{{eDw=p`suGl
z|4qz}`jdhi6<w2WSH%M}gucMTe}Wh3_z!Q_eqZ9}Ax3{T`-$MY=NZ`{li#I3vOiJW
z7=vazABtzm>FU*bZ^AMXJE5@=_4yfp>hM87!-VT-!N=@)?3V>3B{wIqhvl&g_u@{$
zl!8@1fnF&d*xPK@oF}r$-H-?q@WM=ch7ap3j~EKnAB*8+o#cr#iI@A37vfTD^|(!d
zPsK%^l~&$%u>$4<DG60=Jjk~qAYVI#kCtBVmaVoZ;_$C&v}hc)>mhr8F>6!zzO0|Z
z(Qr%1BWF_kN966D5Kg{sDgKS{i*~XzALX>{<#LyDGbgRpo5?&Sr&x<(nJ>yKUtoD{
znqO<afe87=-+Q;3f8;&q^GF4-+JM(lKT}CE+nyA={?Ai-tzox(xkB92)@c0s5}G3J
z=;E{|p}M!qey8|V%c3Jpj{?=FUHo&s$Kjbs*|_Xln{be_dSzjmh57^id4#2~ZQ{DT
zG{38PxI=(&D)ey-9C7AwQ1pbbfdDPPDXDR%aaLuAa_9Ji1L`e{FQRq63Gi&e70#Wb
z=UzDUC07&E<ybnn7~d%}cI-|cGB+Yx(Tu|-OHZY7V{upRNDrP8jmprED*h7QA;DOr
zD?=EIbH?sIGs_<lZ5XR`CIFw5`j-uK*D%ht5F!~ke=#b()<q44{YyX_$jueq+q46U
zk+QC+-bYK)h}@a|rwM}Hxg3KhEO85$QUx+Y@{4-kAC^aK95adkgD8zmr9G0dWi9#z
zST56Iy|+~G{rCyuM-F2z&;hlkiDtxBZXdjcaH}jGtI+%Ka;WV@Jw=5pqX+72H^zmV
zw7DeGBYYStsaj1QFGd@tFGg7z7)me81mk9`Us))e2Ev=ORxIj9NLUsXK3$_kLoc6f
zZB5bV?z-qHV-{}Cpd;p`KX-Yi`4xw~0oyLyG2Y>|gZ$}<D9178W(EKEN4f9FWY7|P
z&oTn$8EaV@X_17|kB&9bd=K#j)9XQxvY!r{`5Upmr$`o~>uA136E!mqVB=B4tvH!D
zG#?Z>=CP&WD3pJ^nS}zD=D{5jv8a0qUNLO-E}hyWkBuiuJsA~EehNK8!8T|CrUH{-
zQIFy}YjfX>->~pFi;Rt%NJ8FF=7ZrlYneK_a}m+XHcy7htU?O<{rJYhAg8)d&8+XG
z%#9HWt6+Ow@Ry5mnx>>Mx`z6CZ>L3+3X0MnUkS``fCgE)0<06Vu%<Nt?P6=bP27<&
z)660_A2r5dCNo1(AoPZfss`698WMy?ImuCFiWRNJO6rB1hQu_b6`0KHn$B+A0YPNa
zJq#K8Ci<y+pQuvf7i$w!8kjB1tnGlx4Vlm6==9SK*cvO!a+mK3OD4ZoWdt(544>dn
zqy*AD9W3MWdW(>fS?#PEr&^6JE1k}|#dW9_Hwet(dLNXWlQ$2f^<!nAF-@BW3fBUx
zpH<Y|5ySAP(3()5$v)M9c2vm&`^{YmjdQI?Q##QCX_T!pUT9#HMI|H}yL@Y&!U!sM
zA#8bze*y5q()CSjQg&`!5WChPL7F3WEw1V{a~$nm(5}PkyYxbTRt;LGmP0Jncr|uc
zJFqu6TiI~s(%3^y3A|EgjRH`Jd?T%f=&gO2s;<CVXD6QEAhv6Uknw^EwgWd)HhmyC
z=Ahb<waFDs88^JXNk3Q;*|RPhT&0`l>g8qBS6F10EcuowZ2HdcGE0mhx;hEKW+W*W
z(Vk0rpVk!-sQ*Mc5%zdR7(qKPWB&qCzr=x6F|qFQc?*quS=B0u_JUS%GAy^e=wv}d
zQM)@;5~e5J@Kq=hFor+hOF|h`SqA~BU@26|OW<J_BYI|LuG1?~)8#Sru;R;0ViqxB
zF(rV9w)#i08SDgAR0TBn=%#*sOXJr&DIqZm>$oa#MIk|Vim%-nF+maWE>C!4<HLGu
zKiWD?*@pE-8QU<r;`Sl15}Bi%MY6e8Q!<*WJi6ZM>*!mpNw$5SUa!uA5vDa<WyabT
zbJ{$p5V~Jq(SnO^R}R|cH?tCksaWL93_D%V`LQ&aQ1J^;`;eaBy5&15d9ApV>;!3L
zM7vgTIs&=$N}dWm_3BdC+;CQrOOt{AO+?~RUZ{+;f*Y8=a9{979JTYXg>tR(1M}3I
zDPM#$NT8T<idq=ZmY=l?G}Ppx=0HiA<P*+mwf2P@UBzAnBV1v%YIk<UC`>=gvh^yQ
zMzF;guScx~QPW`UG)}d18T;!e6G!FxgvRw}i$rVdZNA1SC|EHpQLBvJGST_rE>zzu
zI^=6Q8ekzoKR*`pW^&K)0mxb&SG=aO<sBs`t!bK~(BV^p!12LMin%C*sFJf-#Td#F
zQ^V%oV?bTO3dw99>54-pWwtZRQh5F5c%qi$ro=(tv#1n^PqD|tON8LmCly0FC`6o`
zL7}tj29qa%Rt}M>=f*Q%sPP(7;V-;ui@}o%xne4qzuor=CpT~!x+Sv2w%tJcSNW88
z1+V$O(u*`+USsV`L6w_3j6aH9XL?)DREgA>C-^uMM<(zyFk|;}gYaq_+B<1ec7~yH
zJH9}i$-H84*UD%`*x`qipZ+m`jh2e-(v=VAhd>(51T|)~I=!OSx+%m~DB1I^lCju3
zrZj)Ew4et^j}JN>9;wT`<iIIZM}_efc@NWLP!$e`Q(ro>_!8=g=B$KjhS%FbZ}u`T
zu<#`0^+hBfD<ESCthoD{Gey~_h7EIW`I4HhY)XYHhpXk$%4erXM+7F)ip(!$3Aa{#
zm2xK-+4~K1RBCd`I_cgflsfDxoG&ZH_@dDyJ~11OJe9uC;i$Bk7`199?90kx>jEC~
z^VkeKNs1CC1D2y(UUoTyFTIvx$mt@6yU0ekZVVXD?qWd-#28oJNK<1P1PsM3TOAU+
z3mhj;DS2v>IZmkhHCQq+BdXO{8Z+aBLyt%bj^uj1im@`^ydQTx>WpG9Rg%=oX+-61
z;4Rnh>en)m3UWyzl0=WR>OL0LEjI47^BI-b##*h>Zn~-v-xItxlUCk#tpeBwGU8GU
ztXzM-Nd^kXC}!uky`~*bVXp|o8AY{OSeSyCsEHM_&n_y|SICA5DXO$h_YEg}?{!kf
z1tUbn9{AOY=(=!S_nC)yOtBC(>^*ZGwFa9ouu?ESySp!dk0G^)K|aSDJLg?!I<$cd
zN4!O*FaYPp+CW3a40CXLf<T;w=&;<r;Nt|D8vN2*ChuYmrATW?7776EKKpGJ0u{p6
zlZZ3)6K9m`1^D<14G1@#ikXEhu(`uso>T5<dnOjT3Uu7TI)Xb{K7iW##!Jo0Jz$um
z;161>yibHZ?H`6VA@_lCI)cwV=-S2Pt|x@UMYE2T*kti#cBh;D@APXaM%atv_E*^y
z*<<y&^x2as%l)=J?`S2-{;Vmy`p3gOSWv);<%Hopl`a4|#x6f$#{Z)sjhmBX4b8~w
z+%0y|g}$b@s^enfpznVk)qD2Xut7T3Xv}BByO`)wW$4EdLky%`8w@Ynlod`ybH?i`
zDGT1K;!Ad#qYZw4af#$K>_f(29B!B=0b+aym6c>D^yNqOO!^8S<wAchZ=eD+DU<&b
z6bpdPBhJEAn5K0B@ij&i{8MFEvm>t?iNpnDZ#n845=Si3A1$)ljg{}MITs~nE|)A~
z@u<^|Fr-_Ler<g&d+PqD)EuUd#zH=0qSE#3-!5eNhBCX2C71)nrwtUvM;!1oG=o6V
z+<6ynaH|piU6hSr;p~)tCf``uB1A?L<f5=6A%O{jw0e2qKThqlIa9N0(<`3iS+ZLb
z4U;E{=!oj$;jt9(dyRM_lD2ir2Xq_j&3cs>D}goUyNb0{!|3fjB{vue3~&(QbH_DZ
zfh2KpLX3Itcy+OBagwo|2}hub5vuG0s7wWAvot{;`D=XKnLy$g*ORXmfcG5OgiIqV
zxTm19>H;ml9(SQ(b0_i#PlAp$6lYW;9`zX(fuu_M2zulD)MIYC74}RE>zjAp#wP4b
zg7o?6KtT?I&s=>x%!ZyEjM6o@*jh2bE~xE-=Ttba{=OhVfL##KK+u(rR%T<W0BRZp
zR8kwfL!8`qF$sS1D5!9hai(N4b(CJ{V_le7Usx3UabL-)7$w3T2XK4cx9+yq336;^
z-epA5X};m3AS5|*!`AL3T=X+HJv*wH|C!|Go`{e=#NIlloNZ!PzffV(jzVb}Dh&2_
z*wQ_`ma9L2sqTzBo2FWg0)uY}`oWZ0W2itwF#+7oE)!hEj$5=U`SmXVBE?Tc3AL%W
z&63PqNcsi<cnL;sT90<5>zc4|OXDMdOeUj)*=j7AbXeXBkp4B$S5CF&=oN^QhgeGH
zqjkuEEDQggQBw0S0Fa;Ei(TN3yoRMm{=l(}%d$&m&u;w%4X+>lzkExc8eY_SKtAvy
zN2mP10#a{nqjA?ij6(#`$`7nQ8Zv~XVgJ6Vxa9IlqMAN^a14Mmsgic5@AD~_FpsD5
z%OAeKICL|pjD1U4d0W!c;O80V{T18*!4v>1Cm9KEr-4eKxi7Bwesvw<mOjQuo=z#2
zL~-#(mhCx#YSG@0O?a-CA`wDou$u?-`sRg9<CTkhyCo&Dby-9<+mDyYNqSvj!WBxH
zWJ3|beNol*Z(CuIi$~8kCS1^HR?aI0s2r&-%Us=8`lMpVYT*J{mKL>sb_wPMj<H`y
zwOo&<k5&BWyGnYe(nz^$bU5y$<oA<e;J5JTp%~8^E+4+1Le5+95wEu#^OR4gWBL@k
zHB>&wXd<OY1VN2lD-2(hoRo2T7(y&q20+fPKAO&xpf3wSiC=+xciP&_nw-06PShxe
zwzl?q_%LE6i0}zHWER4@KFnzhaWyE;#sptT%cekq&3x?+)RN;lwS}wzoZqU%nf>Ag
zDFGjWcT&E^jnrH1st*+|vJ+dBIiCfY!1#=6j6g^jpAS4~rJs^qsb4<JdJtbq7ycG$
zQt-4(84HO4v0;NI9B#<7M(bx{0o<u20yU{9WZXNG(xFH5jw?e6lH_A_V<_vmKLp0j
z#lmt~`KQYL)Ix;QxE$hig<eW-f$Ml$Ln}A)%#kr1U$LKiFsD()Y6sy3a1(}fd+Fph
z!r!Y~{{DJGE9)=75!0EH*&M~(@3`e;HDxoe;kxd`lI+UX=G8$iwn8qBECA^NHGNAk
zp<?g5VxyO$*Xn&c6ATv<%R>N`*9I7)hW9b=OhXD`nq$knJg;8@Bnzv$S8x(csSk}<
z3-oQ`0E$f3FZiM~U`Dx9d4_<?R1gyX`srmtD2Y>b3?M93tQ`^LW6g|e@ansN|KM5Q
zR;GZPoFQ7&0iBOV5lnZJ6M}1o;j&ugsH<0lyzO%!4+W#;@v*0~qEq($AA|CX3@pZl
zutESr=OOo_iPK?+c#9^Uy<-O(uZT9gEd*sqhxLk5=^&_*iT)hTY)gs~b{-E`qb40f
zA%E`MCzv9JSiHM#=^b!u8^_<=&%3{Rp`)zzpk!_LAI1M#KBU_1WzWr<yev2s{^Q$+
zzbjyvZVdgK_r!p1nC3$5NigFinbDo_z4y@E;9|qE{#p0HG}($0p(C{MUjW{pW`2)K
z85^^`*-uv^|HOU)dJwbP*5(NO$X%}oHeDKDQ(YRkR_pQi5`{>4XsnNZUm;I}G6JG2
z_bii^(871w_VCHZ^{OIsgK?}btp_=*MQQcUoOq!5cBuC(qRF^YwN`D?$kkw+OCqhh
zZr|sqLJ*U+6SR-g!d!_0Y+2c9@m_hgC>NMsaWSr>U{4}m<@VTKgL<ngFiu$iRUZ)T
zW=|+LU$!;nnhEemu>-PCx;*0l2@tZ~v(a71G9jTTj$zd`6KKzN)E?zJP(hVlSNYC_
z<4X1QObMVD*;2o%+@VzDMtqZ9lr@SPXYa48Z|VQZht3X;09mG`Ef4mX7F$&{Gfd>M
z;HYS(UjV5m;Bg2TSk8x~m{;Tk810g*ck4&hy0CZBC`YV?cRg>onX$6eBUlT1$~wOW
zRwvrjQ4U#4HE`&u06Z^bE=iW$IbPl@1+>0v0SKzjY}zC?pg3)dg<Q0<m;jWV{)}&%
z@hD(*dB*O2hq#*DuUF7$SlzO6D%M;YN*4qbtLD!N!VK&HuH@ukVPVwfx~w=zh1js(
zZN_)sfp@bObOL^o1aLVVV;v-@fWazOa+f)U4QbRrCZi)~=7Fugi6t>kUOwMtnlTxR
z_OAi6mn)ehcHJ~4`l~zMF{`qXXe*?+MZ-#TQWam8u=o%K%F{xhBxJg4c$HKa<i!p~
z5uqo$NnwnLFrFLmy4`}noEo!LwLvyHCZ20qk!Okv*TSG+#)*RM!=(P86q8Nw&sg5$
ziq^-0q%Lo(VuA1v%tk;SyfVagE9cpH`=We7PEm->Fnw(F)B{CDKtE9w*%GP|XF5}*
zGT5eVnX%Inl4S@d2@{L17E6@L)hC0<{a!Pb$bp(D0^EyhqEV;3@x&O1>K5oJ&B>Ln
zTF<1p4h?f0r$c520e~<7|0^{agZkZJL&b|xELs5BOd6~RS^esT>}vp0`%S6B<-&n`
zLzNG2(?<zte6_C`72t2w`erM(P~AAcP>+?#bImhW3Q?)TT-760$lpj}m!@(!XeLgw
zlGe&&kYWboaJjaC;IbfU=Rj<qq_a-12<#YudEz$bX3e+dXkrjEDQI{*cOxnO+>8|A
zWS;F0;rs;Sc1{5E(2vB+Gd^1eqX#G5M@w#?*P|nQR-cEGxclBImM(oQJ6z+vLcYOJ
zcu$4@eh=SNI(+ne1+MGd^^J?{Te+-wN%@>=gN;-f;szLc)Tb+~mn-IUh!YZA_|Rva
z)fnvpZZLNyOn`B<^g`>YE}Pa{%&O!l|4seKs-v5-eiKMvLjVviNj&$->ie5O<HHpD
zWQGrw5cgtUBh;GBc=1(*S3`OFoHlfDiOsBB$^=Cc-?*DaYC;cKK^mnqCupvXeY`f!
zAcgOCl<M*$7+D0M<cJWy$v1RU#NBOVGj8waC2FUFmm$nTqqn6hWWipYu7#{xa(`w_
z?#GXeyLj{5=3NvT2KJlTNcrm4E@IVA4*{H*X~f3reFG_ap}jcwYn4=JClW*+udpR}
zj%u8i1e6;`6WZP1Jb%L(h!^KxcG#TE;B^O4^b`f`gHNIu>tyqg(KGv>|HX*)nzC!m
zg1xI>HZZE}^{na@mk=;!%Cm3;M^M3X-H=QM+&)uXPaWW(N@qz|l}LW`QwTJsyqS+s
zTRNAAqJU!*OW3Sf?a~&s>W%o&aNHympUr9Df$_sj(ULb0_;)g<BF?n<?x9*DCm+>~
zL7`DN1AtSQ0|5d>Nh#PQxn-R(=CL^je_mD6sJ&WU$;nw=@}^<9bXPa6_vjQ$bl>#D
zfDL<cG&;6l%C67hY<91h+Y-)Ch;kD7PZyv61^7Ma9Z39ftAB-=wcVNv552dy_-uRb
z@cBnO-%f5nx%2taiI))@OV>W99{oq<KbY{pc@lE)3%Riju?`7j4B@@vzXuqTsnq!k
zTFzGMs$A?`&n~5~XIkj9XTDS8z(Jt7nG=E)5P6U_iK)JX*XfITa=Tm?8szo~sZhSA
zRC7@bV%!lE!gv)Li#)U0Zt_(T)0jPMCrO;$01hT&E+HcUJ1wdcZ48hpY?mGtG<>GS
zr*W#*q3~L-=xG2L3n@Q;G<PR|w0G%|d=<ltPk@0;{zgu2@V*H@W4`}L9=UO>H2!(G
zrSHOJXGV3j>YzfCzK@gc?x}*#Hpa)F2_gA8ohEUXvoaTIXbjNhU1CHs9r{MuZ#g!h
zArwK4nOvB!_JSs)9Ib4e7IDsRA^}tdtO^2!L8b^<_NYcyhPJ)LQy<HpTM3HkFct_9
z08#+JR|%?XYS$JEy&T<!?Cd9;DqZPuKu*+KCys*0v+U(n1S@wl({c3{DFB>;u#@9|
zf-?nF#4fR;45fw7iCh*YAi&b;oKbci+M*Cn7n?r8dKrZi+c*|7xxe0_bJW>e=~)<|
zv%p$V7#$HA^_znYBR;deY#QD<(arvXe9DK=(Z<(It|*~3_<KNwgxwVq8E0BA<TLD1
z4tLb2Fnd80n|nA~Kulexa^?m$>)a{P@`khuYcEcljF_K=V&-j+7R|ha+C3+dgi$L5
z4q4ZkG!lT%gtIVE`gMJQLmE`1P>POO@eBmAPZ*w7e+TKp@E22H0n5i=heRQsQ-*}j
zTEc}_&l<~ntFrN;=4a{97huU+<pzxH*c+q|!0^E_VY5ht?<v$!4NP1LXtE>7!+455
z1tp{(jq1cAFeX-O{E|p_*x(%q0Ysgi`~~Ramo-h7HjMu#!1vwX1|`X);_oQ(CktBG
zu#sgS!_T-cT$2!ZwR7)D@Ap&kwHqf><NqIsB$)e-a57`Clw9=O(u>oXiZFfP-$4$P
zT`=pt6)(?kDVuMmlkpGq-{c1Btpe8i|2E^Fv*=EvAVDA^lev|;Ovr8_3?vh~tFz1h
ze&iTuea*wmB>QzX{;ndble}Rhd4&BPI|l3nmfR{GWyHt)Er%mM`qfHiQ*4GvO5r9?
zr{f`9{RFU&&uKP#?aH~n!66k;Utld1M5#LNk5h55LBA{qmcJ(uBFS|#+F(q0T)hU?
z!R@$W58z4+0Zqvyq-9hXskr1^Oh@{i`cpLSy>gcsuJw0w@T#u#$THP6bcnWY@X2_<
z>Iyr}B`#@WXfBF@-32<ym_p474h{uhPD3kvR#&ID4g~+DOx>$ozE}AUMo6{YIoy{B
zRko{j>AJznC8GBC0*syKzupQQWp2$pPQ3XL_>gj2BWzLP!^|JkZQtUH2{jF#i4mN7
z)Q%mw3vV7?`7vk}@1hvYI)0#5QAVBy_<q<?9*O~wf<Q%|{`i6oBmRdws@0<WP#z=C
z>PolX(@R^mm)&+ra)gIhSp3ocDUD&6WlJg+qa+kC>AU#^c`9wNht6_xAA@g5TJZTu
z;DiwIxt{n5PI7&fGFkxyrNRNaZ;FL3^>W01`N$dq#<TP*H{@oCQ~(c0WuZ_?!j1;>
zYQwWoBDH+Y9|k2koe!23EW@&9((yNV-ZDu6Z(GrNc*4iK%`i$lQT|?pG5D^EjWm?%
zqC&8fe!iNqY+xS4?bF||xo47Bi*q4^j#?8qE4ckJB0_xLUOAi{yQ0x#Y-W*ckp(wY
z)iDY@9%U*MsJ(EU8ExR9T4o|^v1ke*<KY}pdFq_?U7Y}uP4Re%g78q#_N5D*ID07f
z(*u@yBR3Km!Q{g6A=(F$r_Yw<AsL~bo&=ysvH%q{IbUB#DO0E{tG>>=W3{v+Wh3Iw
z$}HBUz_Vl?)~HSCRm>3$As!S)d-Lc0-RpCIEKQx{hSzp;=n-j9Xrz0kx7;fOB@g==
zu7>KPn(fr8oX6(s$(n8%Ok8%%zy{Lz^@kEAO1srKYZ5@P`Pd-qccpwdNeT<VT`1$;
zmrL*`uy%@aTJi0s1WSSu;=>4U(K~$=irJi=oM0v+Yd6DVXRIEJ+WUB|*@Y@Ttd*1;
zYIi5aazSBeOHqa5k!-ElW~dPVxdfrpbd4erTo)>vTMn&cb~VFBR9i||!5_fVyyrI9
zm(q;r&rS0tTb;F`=m@fVVSKR)pxhas7aX3%R_9@~+p8JLz*Sr<8DPQ;SUcN^aIgWb
zkdM81!)b~dBV)l#fyh&<nKpM}E2K;*scQtv4NEb{_?^^S<-PiILi97(B`wr43D~U#
zarF+4M}M#zu9b6>1UcGBx(%s#soBiq@QDbj!%Dk>^bkr+DkyvIpoN&J*%u!s9W;jP
zj_*#VfEm78uo7po7?$*Zz6L&yjVI9<Kb>HWvxbp7f1GEHq7G?W@a`CRULFSCaMll)
z{dR6UPrGfZed+mUt$@%6*PiFi`u&6WpUjXi*i&y&k4RdNdbN#VaCkY#@XJ4cp-Z`(
z>z3^Kd^*w>4d2Fh38Yva)1d|$&d2u%#L9D7isY;7xLxf1{~O9HzY{UX?{K7STlLL!
z9FhcQG4hqU|K%iD5P>b!j{^PyV*bSb%fT<e$Y1ZlN1v~--SFrbJpAP;3L<!KVD0-K
z3c%?V5%gl2&zUgdxq;7GXF}_)J-;>Ucki3WcAh|+s$#UTUaj}fqmDYOG5U*)s9vC-
zpZ_`*eqP&+Ybf_-8h+eRt?tk5JD}`6Se+O7{D``_OTXO6K<St+V8SRx1<lv=N;HLL
zS0(7MIUAvVy~)ei?~dwr>T(k_s~iNRCRZ8YE*`y1*ER700Prn_h%B!&tdKI43ZStl
zp>bwfu|x$dbN*dMp6@RJwujHbx~cxEYyN5CI13UC080)*s~(djNi^D&pM1Q5phdBI
z1zN@PS!k=D5G@;2KE~Hpk{J_k7tAcV7Ui%5W3a^^M2fals(83E2vH@|=_=W%fF6ud
zkX#?@a5)10pnu6F_7hkpK}r9}MmcaXj+O)DsokTMnq$`G1~5pItJd$hi6~M%2q-&Y
zxtAbi#K~uDooljW<O>8qs{l1M1AMV=L&kQ>v5C)ehFxO2-%>}E=d<vMC{{j9F*d<F
zAp!47q$X)5F`<6}s?7Q0=0$^vO<$={GFCBRId-A)Z66n`ub$I$pY6pjK<Ph=c@Y0(
z;g5YwwkY;xko8G!4gxc=TIh`@@q_7$I-{WAuF3=W#ZXkKIk&>_>7d<c)?Q?oCMl@J
zOD>K@2wL7c1lYrn=YgP@LT`7s#Ou6>3@{2o!kN=S<1APQMQ{~!;Sq|qaU~r<BT&bE
zoKHCT5+Nc0#t!g}&)ZeW)3VgWP#2Bk<?9*znYGHe?w6J~?JQVUiJcr|+Xw*)SsGl9
z5gdhB-Dxa?oL=+MGO87SmUP;>M1`E7pLw2-ajw~UnTn;<yyaGx_~OIP!mJ>O7+-jl
zn34&@XTi%|U%1bceSv8JvgS>=n$T^~(U|%k(9^3ITn=jEKzxjS+{<<&p3k`)VHyc&
zL^nrqW&N`;pDYE8LPZzQMpz06q(cy{<`-C`i&iN$<wW2X1({fgazaT8)_?#(cH!fw
z0RoY+YrIAHt#$j$b4*{EmQ$3}wBgfrwtps*W1^PgD&Bo8`ZBwSj0t<Miwr;vnP*i$
zeYa%nlUAvB!*PqUX@AR6pDX_${--kpFwVtnJA~!^#I8uT6QlVbsdD~P+VuPa{4uH?
zcJx5TW2dQE);14P3nVr_9a!oS15$UFo-+(?zkRU0s~fa3TKaE+lJ)<6-M`u4-%C8G
zUl}!Zlv5U7XFAh;-KCBxik9O${jzDn+;i*Hq-n$IM{gR(enR9Wnt{bD&L<Vi*P5g1
zzJqR9U&#IWWcOU9!i9E)gH9~+NxH4|UIv9K9rr55Sgkaw0b8-(W8@rxmDDH)=yo`T
zWv+7CnuGNCjM@bJrIfKm(KSIZNyUZ~zsy{WAWO%kT#O$%Cl4<KSrEuh-hr9ovl;Ob
zhQ>OMhNB6bmnd&vNYsS3!XY%)r>ysh?l-32uv2uQ#N9N(*=-l5ghICM??N2GON9iB
zXeYJasFy=@w$_GCj}06bIlEr49`Rs8?eOvQLxA#TnO^`AEg%I6xHLXWjJRRX7%M?T
zE!czk7IrTvOSiQ2>Dl2ON`(PhurD4s<+p+~FI`^rN-u`16D;nVe8iWvPGVrmGN!JF
zBueS+w=2Lc?ozy9Fp2_bCjeFpK}{7>5NskywcV5hkS*gD_9UPZ;csB!HR3+Ea>oq^
zqJ!EA%;WmH#|p&(4HR+=^lb52-t@6$=8&$<i%XIucOx<wMxnGTGi<@1B7^|MDkiov
z?mD~pXj54hpDv+#>4~V#AI_Wm%|Rg*!i>Q{q_5kihP}GOw|M$wq+@`yXI+rWncAJ(
zfvw+wNf_Iap_62A4b#5ykirUabcN-Tm4uj~6>fB`cGqQOX*ZE@oj>(;c5pI~?X)P{
zApqKzO+`8?R17AFV=`0zPCJ|94gh#_T@t8{GgMaS4;aznu;buy#ZCu_iomC=hox^I
znTA(*UVIvsHPr;5nN&IYEkTxUgZ;6a^dndF30V%xg+{{46f`IfITyzyXk>1G*Z3MD
zE$vbaMCQs3gNfy&%)}%hsWv!!wOoirQjR1P#~ZWds%V@X8qD-Vl&@PPfpklnl{lv6
zr?pH7HUdT2+>zPFhCcL&qT~>v-IoT;*(V6&oJ6=;9uS;Ru3u(JG*MglNLYkQX`fdr
zf1)Xzi5v#GiwWbqY=i4-iGo5%MAev`q=Z{%gw5HP4(9hamfi^RVaW+r<*GdggHJPA
zMjGmg6dB3q{R3Tz$As;qHJ(0GPPe&=d0Wivm9Rz<WQ{JeP{TpVoq4t>c#WytH~k0N
z4Q<0EDiCPPh}wtey~UZtJ|b}Q#uicVS^3*e79Y=&2NJ<Sl9DO_qNl91H@XN+w^NL(
z0G{|rr`<HJqtWX5xC=Y2d4V!Y`nRn)3?!x>8)6i(3%BI_RmRQ0yZDT3UWIoEB_Gsu
z0+2acay~kWC9MXcjUmN`HdoU?tkpTP_74c-KtxoLTHIHDWs(SoDSx7*$uMg^I;yh9
z7~%-#P_0U&0=%eM5G%N3uOgoz3v|2)GHflLg#Zqaqy^PC{4QH~i5cRjkGeAsC4|ST
zI~sc-X`lq|QL$%Bbn)1y04Qab_m6c>;m+P&8Jt`{CF{P6^Xj#iUw@|+TkGvxvu8pN
z(B=Su!`Uc)85*5rvM04h8UP4FNlX_=r^wq`BNK^3?L6sfE|<vZ;?l?@-o8^f6vK@u
zGux10Z@ecdnN8XwXm6RF<zf=J0eyI#1Ryr+?q||$g}mK}H06@a;p<}^!~P^YPJl`y
zX@w^-b_vB9<MufFWzA=j0vV}x+j=zJLL_vF*$=IpiMufD|5R+4$(KDYE{-hY#&z<8
zoO^lJwW@tRJ=coI=ZBQ60n8}9%?_o5f+mBF?IBK}Y^I%-Vo6r;Po9m%C#i=|g#3L$
z<mO***h^l~m)so}-g)p1`0+WSBCKJ3zf~f2ft&Zq8~l7r4oV@r{#fI*uE2%uysK?b
zIv6H)-1qkw3(9j&pWCL}-}Zz2Jznks)7cU6ZjsE-XPW%pJh<{aPy52u!z-U=ntm&2
zp3gM?CjJxlpAR~!9$x9?j7=Up5Y(Gef0S;ds2Q?#|2M03Ei2p$#tx`9kJPEi=hZif
zF5|7)DL3f*Cr#(WX(A+<@|iOjmkj)A7kIVU;d{4s3&y7R)lq^Zz<4Y0$uN39bAa$F
zPf#WLxrpk8ER{yS$9yn)toL0Zb4(hk-q-kq*+W(|1#6FD9wXmwL3Zh5hHA`BPhA!1
z1je3KU9HX+4r)ZeB_%m8+fog$*9_?61Z#v3*E&fD0i^isc@j|#(OglkKAFvp1g9yH
zywT8LOv>3Cq5@Btu2i^`O4*U(Tg+oHSO}~5F_<g827n$n<h?vXOnvSm<p(TJ(#v_!
zddKI!R1jxwSKzBfLwzG+jiM8&m9ITVK$_hNlRoHrxON5@E=jkEH|8%om&B*MrgX%_
z8p<V_=?NSY&UzP$pkaD!43(|a^f=yAApr&>)z1wfvjfC>5PJ+W;R;#8U8##XBi@3b
z6jieBuF&Q83NQ_lFJqMv{BXp&J#XbI?0O1u{Kh#Zzphn2|N1F=qy8!zN0&ea4YDK6
z2TeoaK!$*5QrxS1r3ZJhSZmc}XTQOrCL#Uw)5%e2!Q>wM(_MH;QkIy#PmKKF@45WY
z&xjYdyteiYJ_A{5d6WadFm#Ornj|QMuO46VxE9-R$(VjLX>MzR!%dP2)vr)C{9BEr
z0!?~i1PAul=znzi(z7QQTQ7zuM|G)Zjz|lgo&n(#E8<ErL@U<>-AJ{U#jg_0DdO=g
zK_;deFqfmy5tJ0=5`>M}!LM!{O!4Jly3KPM;=;9M`~W}c-~mrhw7{W6rL3_TDxesE
z*W(*;vG>xn@P??vHp4meo><p2)Q>7SCo`i7RwcmtOTlJ9RoPe2TR0G_?SB~t=AU_G
zlTY?dzbaY>*&%ldLa=J*kd;roM44()G!^sA2lZw-&Ya?8PflUc;dCEKc02sz6>;gC
zJ25w10n+!YSfxGZCrFQSxR3f*ytm#$0i@~uEf9Bk$tP+|Q5flu?4pC8I#@HFYZ{q*
zy=%~p*JD)$b~ko2J=Clg%Q@x%sNhe`h~XR)N3pUDzHhS%4Ic1UDK58(u7c;^NH-$o
zM`1F`TOS)uSX8>FG5fUTz(i6hzW}QGMJN_4>0;j*;3z@}9drnwx5fJ+Lo2@>K%_zV
zXwYLC->Xw)b{K9$IKFnQ>;>sbTrPI$nZ(v}j;waHd^-32K~RO3%F%P#-ydAFPhih%
zsND8;{t~B_YXAlnd>E?{V1hOf$0H(lN%S~QR`Tk-xpM^zEk%ay;w`@bGrv`eZ+M@~
z7T(4v_*AE}O_cuvMF0Gc`0o9WdHj8OV#5=bfD-&kDoAe*O<)>2_50IE0csRZdPhbN
z{movj|KbSrZ!e%0WKfPBANg1eFUimRmWuFO(X3f+&ZweS@=_@V;*S--F5Y=^G{qgX
z1X{W~2JA<zvcrD?I=WEoU<Ll(oG1!<8O-+M`||ZuA57K#I>y~l<b+BWn{R~^-kSM1
zw8K@#&mGk5@z$MP4WD@78!b4|iBE+c{&g+yen9o)N_5+j<1H2(mz?iJAzRj_%orN+
zRLx?#MLEHv6+e-A+vB)u(w8AAq4EW23*0}`ZQ1Y@0KWxx&!Wd1g}?(;D3meX#IRAK
z`Oyo>ku4YIPJ^7J(nLib-dxpD>~#gbVp{fQzBv$YU6++vu4JudtFshfv}loq@l!m6
z)l?AGPewr6Wuk=4^zo=n@>HD6WFTJ|lVS{0ajj&1>qIXZ_^P(E{9&|=lOrnGg(Uaf
zNeXS&zyzd5vC~9vKm7DrM;n+^DpYy&N1qP`?QOiW=`N87hs2U|Sri1M#pd;whQQ<K
z{U`Mo^~L=VH_C*fI?8+``=#MSJvlO%;79S&gODZp1Rfetu)_L~^wBY0s<#cU%GR!V
zYpZAoZQ2AN#*x)V!S4_dB$|L^6y>+-Y@REj`z2p@q@4r@+Uh5IQ;0s9!=XJ6-L)uY
zFSYqAVGnE|c16N=CerAB;VWK+!so`6@4_%{#2y3YC^c2=I0#D+QDBX_0vd<ao4kOP
z=SFouJJPah{tHkiZQ+@XYWC&D7q)#toPdvgnA60zn$4|I3BgGuVmiv?I*Nrg&BQR6
zvDK*OaZw>gS;R%r7t>&q@wI#ld*}A?dQc%4*r;HTe#&-V@50T+^`PAL+q<#H&@XPt
z#ScGsh}*Sa90v_x5P<tRI{bwW32J?|XY3jqz={;1ptJW1obHbbm#s1z1zHa$BXec7
z#@ZOsW<cUqPb<&nT#dnS;uQM{qn?nTM6F&c4-=Zn{5uHof-)*Lv#`3B{$5SW9F2jO
zJx(9!uj&y&0XP!dUB1v%u4E}0@j;T5khf|N6ANQnV6n*08QuKklPc$Gbm)XFY-giT
zG`H*G9b2$*RG+!E+^6wpEO#4)Xsq2u9C_jjafyl_hs&GG^Q{u?%K)|G#x>2_qB$|{
zFq%amuC36e%Fz&nic{3a?<Ll~1}Pc%3=fr`WB)3{Y$p$NS8t*oxIBa?0E4ht)z4R2
z%MehNY~h5I(lk52)-E{v5&S@8EwMqtr#tTmvaiFQDI*_VW$LnBLs0t#=&!7e=2k^U
z3D&Y8Si~JJMoW5bI89Rbdz@5{7>y<S2_^#wUA|%(CtSeDJ{Q)lMneC2rkk~btm&{~
zBe?X3ZI;-X1r|v#eUb9^hZnin%lKoAm?;8fXbl{CH}obV^M|Q^qop8u2+x1<IRA4)
zBzq!I&IDncIy4?YBb*JuGi3|Kv|mejv0wfmFyU53{le#Jm|N>>uqRVIs@xuf3D7KZ
zBB=tN133MK9KgIkcfP>8BJ89QBX&h@oxJBQ5X=m#(mxh_jEP?db9c0|za>>^&aBlv
z=<!POH?b1neqgH$^{qMJ$b3U&8asK20yzK0l23;brYHJ81m6A!`~64n_n*;^D@U=I
zdECX%kjhe$b^5x*@A+ktAj0DMdB}#&&G_CEmQo9WyaI6{`3AiUhvol4{5vruu13TU
zeZCj0hGR%Ly*Q+vL@(^m^~-G5ScPIFQgi=#`?UZ1Xuy@cYxOg4N@hQ4ZF@I8wD<?{
z@5GQ{DU>KKYPAf_0*qER?)^Pgy#BD_+8RT*4><T=<(+3#6Z^Kn2TbS)gai;30!Rr>
zq>1q$fgmWM1R*r(Aci8MfF%eCNC`ziDT!Q^1c?v`NL5kk5fC`iq=*f{LQy~|Vt{bt
zIrqGE?tAa^{c=C;*|XQoUi-gh&HUG%{oA`G2`q<&5?grRp=}_Zeg5}_Y)xlKcF!nb
zpOtX_43OqlP^N`0c)10MLi2E;r}fZDYic8C5a`8N7Jr{Z!9@d0`CnZfJ-l*29K?`{
z(6wdi9PRBc_5f=~?GDmnYon9R4Y6uw_a-k?s<b7f@LL0tJy$WPCb-7x3v*vfN6zNX
zZQxJuol>ij;nmvb56(FyYB>@>I#`m1l*XCxc5<&{+I0;a*o5v;uQ=cQai3H~CZgjK
z!65Rw=8{(x5Ocjr)++w$8C62cD0ZVGxy_1nLSQ7UTF}Ap4VelpXEncUnT(F#mj*^b
z4f!hYjFhu{UmM&>I&%l@G`5Zi5_vC^P2<SPi@(<9a);Cl*>M=LrS<3ekG&LK&&L0#
z;I*mvyT|AmqwFxne%{8DyZg}6;a|A{uDXl}h2c5w<Y$*;4E?VY=B<I#Dy!>zxg(Js
zpFPTHeB}*dw<y9Dmh?*xW~z)##zt(6wt*a_R+XgSy$+W<)Wr(*Bc64rAF<zc==*v0
z`<&!o2azA%=M?cwKTQJvIP*&s{yW9>OFN(VH}DPn3-#*x3xvy62Ngp85Bl}zE!zIH
z^++e!|8dd(;=}%5KRG0OVIF6flko4H-Cx=-n{?q{!Tc+xKSckpi2fGF|7Z~$rsZSw
z;QYVny}kPaHOO=NIa-K-Ws;r%KvNgWqb!vIS(we^o$9+y*fT{_`Rh(3dzd&eY4>3b
zpQ2^U-!x+SCn?jDHumii2+GHjY3U5iCZfV;D(kap4%w=Y7>_KPQIp^Z@p9QuB^B3|
z6+jPKZL@x=GacSTVnAVC>p6+aA~6M0e$Td~-?kLTp_i-{26sOOO&t$v`DE)tOf}gz
znZwEQ4<&XNDw$4mR9t-vl_UmLUvksb!ie!Oj2dIH?a+R*jN;mQVHR7~XKg*{O@HcE
zR||XYN)}`rsGB-j%DH0ww#7{P#-+k{><3>j6=iR3+M}lwYu9-?G5VXS!^(OxGzBMd
zLp*0wh)XJT|1Amfx!!u!l8D9pW;xkiLzEKVS6;6!wrt{h({cPV85C`Zk!kr-!M0dv
zGt44o&7`*Gyf!OVWb*1m1MjdgPXc4n6F06AyKkK(6*@{9a4jEuDzK->Z+Y9%!UG20
zDK#d_K|f-JFUAWPaE17Zt+$JQO1AL`Lzx(bM5NiIMf|{;5(lL3&&@_#bKuRONl0C-
zt!b|KSE)PIg^p57>ik8yn`#O@r)Id)1H7M01YUpB+Yi<m>ZeRzObSV)nh2)0-Wl8m
z_PysVf$NezOmRqEs8IQww1n?%hFM}MyHJ_nupsB(;IwHvsjsoB5*@c5r&QwoZ9(dV
zOd^fxn=~wOxP1ncUX8%fd>fYnM##YR<KfqE!FPqZeHK+Z?>39R>$RCNQ*mDfN;j#i
znRcgb>m>V+<$k(L?XwA}x<1%vU$b_bybWAV&!2Xcd&FLuMb7Wv$ZT2ja_HSczqxfP
zoQ|+llZkU@siH39oWBb8<v3SIY-CY&)#9Zf$}zkSM6&#ZW(t>Bg3uAED26(rbQO=C
zDF{_dC?2O#(m7_P!6@sYd-Fs)WY;#3uyvS+w`%y<sn9AM&wk8DnnY#UBB9oBnNh}^
ze8yd*GlLI{k&il$GqYX!AYRH0_vgRr`{q=wh8sow(jfl;e)ZbHl4_e49f=-0<AYVs
z)Bvm+gL5M1)0&@HfjGlZp+Iv5oOg~|hdgm+?eSW!9FIn{QIo<~LpTMYKRnD{AzqK@
zG~b=`6uK%T@1UBbo1FB>=j=0@g;GlS%-~oF-4H&26RYQNY`x#4)rcs}?Xl@W;anft
zD-WY7C3NlJP=*Y?wyUIK6UDGVLOQdDqEo)AVxiJ6N4;9ok23W5XXp2Ob`8CEOpP@v
zGC1Kkiu{D*biDf}VqgR>M&BFor^;^CcL;<}b7{u)Bvlarh6RTp)OIIhY5L6K(fCra
zW|cr|5qtq+(X3^`d!oBU%N<A?P}VkWJ2L36N+zeKx-AQO8)E=E9!&Gb-q-PkK!Gxm
zM5|CoalNirQui*G{y=VE)-rx*Kuo0?zKAL$`u<~ON9aod#Wked0VpX^Q;DxPNZ&%s
zf<0%20`8*k*y!ckoxK$t)nKql#XzDSKEHn0MuyKK7s#W_T8D#k#3UWvKyty0D?t_-
zsC2{H2{<<JGeRd_1}i#}-6*F(qRI7?10rRTXXI*~-1sT!+VxGx<9_gSZ~5teaSQAX
z8uqez%))%G6ZP{Z<FZPO^^9K!n>$;vTu(@#+(JRe#>pNh6MPE_l;62D#7;5FG^|n>
z^GEzil{++7lox#^yDpF<qHce`a|_Ptyf>=QTvx*V^vI_26w#7BRBEGE+oZgrTC>8v
zQ`q2hwDbDdv7x@?>yfNe+d$Ll_eE)`_UBB04{)+meHy#GW9A)eKWo!jX~EXwxVdH(
zvrxYVcr-ffUQTbBlcW2~I^wG+L*5VMPige`rjb7PuP{{GXd#p&v{~JS8}Tr6yr~CA
z-MKSCM_JqcCYy+Eo)<n+gFu7Y+m)Z&T_bhpR%oHx{JDXG$KtUA&agAD@9|*`@iPL^
zZSK71AKG}+b#|V)r}9+NNxEf(<w0gMts<?z@|Hm~VQJ*V;ANOcr4sol4gP^#4q$fI
z)ahheWQ3DNMr00pLF6U;B`0L>Pv*Qhcjz8{5y8b{-^S%|?amlJq?%C0TGrelE+pfY
zFO1s)MS3F&P1GF)FJ@1l<|wyXAE-gqs@6n9>N`B;@>hdr=thR;F>`?}%fVYm{b6OL
zaD+&37_4n1FzHg*(__2=pbsqYBeBo&G54uF{?B|Wm%v{Pgi~Pm?w`_vYaLso->7dA
zx!LQJ5tr=!pg#Zk4(NQYlqJ+<Xh{=wU-W72s9#Za8B-fnv!`I+0OfN2YUYu&EyWOu
z;KchJ5PNvvp3gH{Rlb?o?GX*^>Qp_gDDl0kds@Q;u3m;p!+o{;#HwPyl<}eVhO@O*
znJ7m{ZiFRduqQs?z!NJJ9|^$v4w=n3uG&pC>{qB!C{Nf5Zhsj7kWlIus)~!f?z5~;
zr0L!s5wX)j-K^&aL&3U;>*0;i##%6{z+AU(f6`f4=!LvB3ZJCF2=LOM8X~M(Uig77
zByK6K_q7cKNz|7Vj+HJMJ#5l+8kB%0GaGE<z0!Pv^rH_a(YAiV6ZQIdu;7W#Z&4#?
zzu-O(x5oPP1RY5_p|o})M$d`vbLm6P0EA>hXGTo25g<t?e(joj--Sbz5(>a`RX{`L
zHlSuKE`mgO9GJ`g!nCPPsDyyh_DQ<MlwBCIfsABN=s>Spkzn0^o$YNRZrX?+dQ5}{
zL$+Q+Enq>k04M{Op-p0^gX}ysRrQ>(^OpvTZ5(`2Xe+STL;20;)LUu+vC3sfpNm#m
z7TDg4d<%jJl<kZ^>we`UF8OhwGVm(M$gqBRe5a)z40A_doY~<*i&w5!rn!`tTThE?
zC$x%!`EcR)$&05|;36k&#l#zS>i5@|!)oBF4S4Iofb;T5oIjRNzZ^s}j|)Y0Bz32!
zMJ0#X?a_qF!tqyiaKkopZ5XfpKJ>3zyNZhFKMM?4+>bdd2OoCFo<o@#1cIdj1Q}zk
zyQhoWb$nRAl!bP`lVP<rKJM^y|3=;ldp33bcHLdiE`_MFUF}plfMx<o7mu1WZQa!?
zo*jpZG#>AZE+0lat}bhnqIXYuy;OA?7ox9VpkYok6OdlXyQ_7qwTnkxy(ug}Fdx9p
zds9rKTtU4_T`tm+ypeMR!EFFmS007z3R+00;F@#Wp2d~f2!XNUawi|Vq@8aZ(~LhA
zGUj5o{5<Wxkm!Z{q1DXf9<P7k=e(e8&bk#}wek$UKf`I<wCa?wK5BF=aR5~!YOzbK
zckF;R!Lx3OKMZ#+Eo>W5NqQ8v)V+$*mR7QFuI8nasf!w{R(-+ZLtE$=-mrxlL51|&
z*&*%P#bTNtV?O!BmhWOZ8MAVOgY%oFeRtpoH#jkmR#&e@Mr%8t^zsygRn>XzA{ask
zK^SSLvewZXFA38r8?wj{PvvWG-d>FL4}e85AOrGM@uv3K4dlX}68GA~M|gIeq8D%Q
zW<7XhfMBy=VkwD*!Q5w}*b!DAxpzwRrdgdi8|gRak<p2)j%Be6iO41;){8j5<GYJm
z=?Mj@B2kX|!WgNN;2Hg_p3fWcWiP@6Di#`Dagk!Z6%PfAuSkmM(?kh;NPi>*n(80Z
z_8jv71ys3Q)pfsH^W)a(z8@4S$x@1!M(33%^NOT0>tK;p^gLWMuQvt>4q)Yqbv1(V
zdQdoW5KBOV1YGq?pg2FzSywAoXes=4Mi|Z|F{ScN+tV|&Tzwfh!o&LwJcEzHP@|Rq
zh%z^qG=!uz1fQ*JIzti$#I-`Cf<nf?U3nf48=U08G-jyqF*Vz01D*M*SA0oWfEGHt
z^_*JZJQTIrhdw!Lsx&(*RyPsnx2xjQA)@5)Cl}Mwt*p&FYSQngSw5+8yq1}2N=4sI
z9KIhMV+D+{BDbvO-A9qm=M3kmL7uZlI+@kou47d}EJIEdyJFKWV3EbLBlKS$nmRb3
zzY8<Ip1U5W=E5rxnG&6BALIH+tA`pA@5pg;6uUP9IAQz0T(LFH(5+NFOZMCbx~9&#
z5v*6fnS7b%s&CmHfs1D#lLZd!HDdpGIJ@<`Tgnr*$`M4vp8YZ*G1+g6GIAeRxE`Dz
zBAzp!)jrYxT~*Ac#;qxeRBvYpUK3nbB=7W391ZaQ=2m&~iPNQNffT-MvnQ|1Z>h)y
z)#`M@4h&u0WFIMz_dIP?sVZ7y8N6mE!LAdV7&pF&dphbuj96LCBYz&rYfr2w4|%QY
z{?=5B<sQw7?wdE<ou`PW2n8?h;N&ezxZ%-L@*^Dz>&bOE2Oqrs_vQI>!|qvY(H!{~
r^M)ZumUM{`YLzzZsKjL>GO@02Zo|rJ_JGl5d$2Snbx+aF?U(-qQ(IJ=

literal 0
HcmV?d00001

-- 
2.25.1


From 726f644b68a4340adcb604eb4e865982d1f21b21 Mon Sep 17 00:00:00 2001
From: frog24 <dlavsakogogovna228@gmail.com>
Date: Sun, 22 Sep 2024 00:25:20 +0300
Subject: [PATCH 2/2] =?UTF-8?q?=D1=84=D0=B8=D0=BA=D1=81=D1=8B=20=D0=BF?=
 =?UTF-8?q?=D0=BE=20=D0=BE=D1=84=D0=BE=D1=80=D0=BC=D0=BB=D0=B5=D0=BD=D0=B8?=
 =?UTF-8?q?=D1=8E?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 README.md                      |  4 ++++
 lab1.ipynb => lab_1/lab1.ipynb | 16 ++++++++--------
 2 files changed, 12 insertions(+), 8 deletions(-)
 rename lab1.ipynb => lab_1/lab1.ipynb (99%)

diff --git a/README.md b/README.md
index e20fc9b..03c1910 100644
--- a/README.md
+++ b/README.md
@@ -1,3 +1,7 @@
 # AIM-PIbd-31-Barsukov-P-O
 
+ПИбд-31 Барсуков Павел Олегович
+Вариант: 5
+Ссылка на датасет: https://www.kaggle.com/datasets/harishkumardatalab/medical-insurance-price-prediction
+
 (￣o￣) . z Z
\ No newline at end of file
diff --git a/lab1.ipynb b/lab_1/lab1.ipynb
similarity index 99%
rename from lab1.ipynb
rename to lab_1/lab1.ipynb
index ddc8b48..28eeb99 100644
--- a/lab1.ipynb
+++ b/lab_1/lab1.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -15,7 +15,7 @@
    ],
    "source": [
     "import pandas as pd\n",
-    "df = pd.read_csv(\"./dataset.csv\")\n",
+    "df = pd.read_csv(\"../dataset.csv\")\n",
     "print(df.columns)"
    ]
   },
@@ -28,7 +28,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -37,7 +37,7 @@
        "<Axes: xlabel='smoker', ylabel='charges'>"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -65,7 +65,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -81,7 +81,7 @@
        "<Axes: title={'center': 'charges'}, xlabel='children'>"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -110,7 +110,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -119,7 +119,7 @@
        "<Axes: xlabel='age'>"
       ]
      },
-     "execution_count": 30,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     },
-- 
2.25.1