Analisis Diskriminan

Library:

> # install.packages("knitr")
> # install.packages("rmarkdown")
> # install.packages("prettydoc")
> # install.packages("equatiomatic")

1 PENDAHULUAN

1.1 Latar Belakang

Penyakit jantung masih menjadi salah satu penyebab kematian utama di dunia dan terus menunjukkan tren peningkatan dari tahun ke tahun. Kondisi ini menegaskan pentingnya upaya deteksi dini terutama karena banyak kasus penyakit jantung tidak menunjukkan gejala pada tahap awal. Proses identifikasi risiko yang cepat dan akurat menjadi bagian fundamental dalam mencegah terjadinya komplikasi serius yang dapat mengancam nyawa. Dalam praktik klinis, berbagai indikator fisiologis sering digunakan untuk menilai kondisi kardiovaskular seseorang. Beberapa variabel yang kerap menjadi fokus adalah usia pasien (age), kadar kolesterol total (chol), dan detak jantung maksimum (thalch). Ketiga indikator tersebut memiliki pengaruh signifikan terhadap kesehatan jantung. Namun hubungan di antara variabel-variabel ini bersifat multivariat dan tidak dapat sepenuhnya dijelaskan melalui pendekatan analisis satu variabel saja. Permasalahan muncul ketika tenaga medis perlu mengelompokkan pasien ke dalam tingkat keparahan penyakit yang berbeda, karena pola pemisahan antar kelompok tidak selalu terlihat secara langsung. Variabel num, yang mengklasifikasikan kondisi jantung pasien ke dalam lima kategori (0–4), membutuhkan pendekatan statistik multivariat untuk memahami karakteristik pembeda antar tingkat keparahan tersebut. Tanpa metode analitik yang tepat, informasi klinis yang berharga dapat tidak terbaca atau dimaknai secara tidak optimal. Analisis Diskriminan Linear (LDA) menjadi salah satu metode yang relevan untuk mengatasi kebutuhan tersebut. LDA mampu membentuk kombinasi linier variabel fisiologis yang dapat memaksimalkan perbedaan antar kelompok keparahan penyakit jantung. LDA tidak hanya membantu mengidentifikasi pola multivariat, tetapi juga dapat digunakan untuk mengklasifikasikan pasien berdasarkan data fisiologis mereka, sehingga memiliki nilai praktis dalam proses screening risiko. Oleh karena itu, penelitian dilakukan untuk mengevaluasi kemampuan variabel age, chol, dan thalch dalam membedakan tingkat keparahan penyakit jantung yang direpresentasikan oleh variabel num, serta menilai efektivitas model diskriminan yang dihasilkan dalam proses klasifikasi.

1.2 Rumusan Masalah

1. Apakah data pada variabel age, chol, dan thalch terbebas dari outlier multivariat, sehingga layak digunakan dalam analisis lebih lanjut?
2. Apakah matriks ragam–kovarians antar kelompok num bersifat homogen, sebagaimana diuji melalui Box’s M test?
3. Apakah terdapat perbedaan rerata multivariat variabel age, chol, dan thalch antar kelompok num berdasarkan hasil MANOVA?
4. Apakah fungsi diskriminan kanonik yang dihasilkan signifikan, sehingga benar-benar mampu memisahkan kelompok berdasarkan kombinasi linier dari variabel prediktor?
5. Variabel mana yang memberikan kontribusi terbesar dalam membedakan kelompok keparahan penyakit jantung?
6. Seberapa baik model Analisis Diskriminan Linear (LDA) dalam mengklasifikasikan pasien ke dalam kelompok num?

1.3 Tujuan

1. Menganalisis apakah terdapat perbedaan rerata multivariat pada variabel age, chol, dan thalch antar kelompok keparahan penyakit jantung (num).
2. Membangun dan mengevaluasi model LDA yang mampu membedakan kelompok pasien berdasarkan variabel fisiologis tersebut.
3. Menilai tingkat ketepatan klasifikasi model sehingga dapat diketahui sejauh mana model mampu mengelompokkan pasien ke dalam tingkat keparahan penyakit jantung secara akurat.

1.4 Data

Data yang diperoleh di dapatkan dari Kaagle id,age,sex,dataset,cp,trestbps,chol,fbs,restecg,thalch,exang,oldpeak,slope,ca,thal,num 1,63,Male,Cleveland,typical angina,145.0,233.0,True,lv hypertrophy,150.0,False,2.3,downsloping,0.0,fixed defect,0 2,67,Male,Cleveland,asymptomatic,160.0,286.0,False,lv hypertrophy,108.0,True,1.5,flat,3.0,normal,2 3,67,Male,Cleveland,asymptomatic,120.0,229.0,False,lv hypertrophy,129.0,True,2.6,flat,2.0,reversable defect,1 4,37,Male,Cleveland,non-anginal,130.0,250.0,False,normal,187.0,False,3.5,downsloping,0.0,normal,0 5,41,Female,Cleveland,atypical angina,130.0,204.0,False,lv hypertrophy,172.0,False,1.4,upsloping,0.0,normal,0

2 SOURCE CODE

2.1 Library

> library(MVN)
> library(biotools) 
> library(MASS) 
> library(candisc)
> library(caret)

2.2 Impor Data

> data <- read.csv("C:/Users/HP/Downloads/heart_disease_cleaned.csv")
> data
     id age    sex       dataset              cp trestbps   chol   fbs
1     1  63   Male     Cleveland  typical angina   145.00 233.00  True
2     2  67   Male     Cleveland    asymptomatic   160.00 286.00 False
3     3  67   Male     Cleveland    asymptomatic   120.00 229.00 False
4     4  37   Male     Cleveland     non-anginal   130.00 250.00 False
5     5  41 Female     Cleveland atypical angina   130.00 204.00 False
6     6  56   Male     Cleveland atypical angina   120.00 236.00 False
7     7  62 Female     Cleveland    asymptomatic   140.00 268.00 False
8     8  57 Female     Cleveland    asymptomatic   120.00 354.00 False
9     9  63   Male     Cleveland    asymptomatic   130.00 254.00 False
10   10  53   Male     Cleveland    asymptomatic   140.00 203.00  True
11   11  57   Male     Cleveland    asymptomatic   140.00 192.00 False
12   12  56 Female     Cleveland atypical angina   140.00 294.00 False
13   13  56   Male     Cleveland     non-anginal   130.00 256.00  True
14   14  44   Male     Cleveland atypical angina   120.00 263.00 False
15   15  52   Male     Cleveland     non-anginal   172.00 199.00  True
16   16  57   Male     Cleveland     non-anginal   150.00 168.00 False
17   17  48   Male     Cleveland atypical angina   110.00 229.00 False
18   18  54   Male     Cleveland    asymptomatic   140.00 239.00 False
19   19  48 Female     Cleveland     non-anginal   130.00 275.00 False
20   20  49   Male     Cleveland atypical angina   130.00 266.00 False
21   21  64   Male     Cleveland  typical angina   110.00 211.00 False
22   22  58 Female     Cleveland  typical angina   150.00 283.00  True
23   23  58   Male     Cleveland atypical angina   120.00 284.00 False
24   24  58   Male     Cleveland     non-anginal   132.00 224.00 False
25   25  60   Male     Cleveland    asymptomatic   130.00 206.00 False
26   26  50 Female     Cleveland     non-anginal   120.00 219.00 False
27   27  58 Female     Cleveland     non-anginal   120.00 340.00 False
28   28  66 Female     Cleveland  typical angina   150.00 226.00 False
29   29  43   Male     Cleveland    asymptomatic   150.00 247.00 False
30   30  40   Male     Cleveland    asymptomatic   110.00 167.00 False
31   31  69 Female     Cleveland  typical angina   140.00 239.00 False
32   32  60   Male     Cleveland    asymptomatic   117.00 230.00  True
33   33  64   Male     Cleveland     non-anginal   140.00 335.00 False
34   34  59   Male     Cleveland    asymptomatic   135.00 234.00 False
35   35  44   Male     Cleveland     non-anginal   130.00 233.00 False
36   36  42   Male     Cleveland    asymptomatic   140.00 226.00 False
37   37  43   Male     Cleveland    asymptomatic   120.00 177.00 False
38   38  57   Male     Cleveland    asymptomatic   150.00 276.00 False
39   39  55   Male     Cleveland    asymptomatic   132.00 353.00 False
40   40  61   Male     Cleveland     non-anginal   150.00 243.00  True
41   41  65 Female     Cleveland    asymptomatic   150.00 225.00 False
42   42  40   Male     Cleveland  typical angina   140.00 199.00 False
43   43  71 Female     Cleveland atypical angina   160.00 302.00 False
44   44  59   Male     Cleveland     non-anginal   150.00 212.00  True
45   45  61 Female     Cleveland    asymptomatic   130.00 330.00 False
46   46  58   Male     Cleveland     non-anginal   112.00 230.00 False
47   47  51   Male     Cleveland     non-anginal   110.00 175.00 False
48   48  50   Male     Cleveland    asymptomatic   150.00 243.00 False
49   49  65 Female     Cleveland     non-anginal   140.00 417.00  True
50   50  53   Male     Cleveland     non-anginal   130.00 197.00  True
51   51  41 Female     Cleveland atypical angina   105.00 198.00 False
52   52  65   Male     Cleveland    asymptomatic   120.00 177.00 False
53   53  44   Male     Cleveland    asymptomatic   112.00 290.00 False
54   54  44   Male     Cleveland atypical angina   130.00 219.00 False
55   55  60   Male     Cleveland    asymptomatic   130.00 253.00 False
56   56  54   Male     Cleveland    asymptomatic   124.00 266.00 False
57   57  50   Male     Cleveland     non-anginal   140.00 233.00 False
58   58  41   Male     Cleveland    asymptomatic   110.00 172.00 False
59   59  54   Male     Cleveland     non-anginal   125.00 273.00 False
60   60  51   Male     Cleveland  typical angina   125.00 213.00 False
61   61  51 Female     Cleveland    asymptomatic   130.00 305.00 False
62   62  46 Female     Cleveland     non-anginal   142.00 177.00 False
63   63  58   Male     Cleveland    asymptomatic   128.00 216.00 False
64   64  54 Female     Cleveland     non-anginal   135.00 304.00  True
65   65  54   Male     Cleveland    asymptomatic   120.00 188.00 False
66   66  60   Male     Cleveland    asymptomatic   145.00 282.00 False
67   67  60   Male     Cleveland     non-anginal   140.00 185.00 False
68   68  54   Male     Cleveland     non-anginal   150.00 232.00 False
69   69  59   Male     Cleveland    asymptomatic   170.00 326.00 False
70   70  46   Male     Cleveland     non-anginal   150.00 231.00 False
71   71  65 Female     Cleveland     non-anginal   155.00 269.00 False
72   72  67   Male     Cleveland    asymptomatic   125.00 254.00  True
73   73  62   Male     Cleveland    asymptomatic   120.00 267.00 False
74   74  65   Male     Cleveland    asymptomatic   110.00 248.00 False
75   75  44   Male     Cleveland    asymptomatic   110.00 197.00 False
76   76  65 Female     Cleveland     non-anginal   160.00 360.00 False
77   77  60   Male     Cleveland    asymptomatic   125.00 258.00 False
78   78  51 Female     Cleveland     non-anginal   140.00 308.00 False
79   79  48   Male     Cleveland atypical angina   130.00 245.00 False
80   80  58   Male     Cleveland    asymptomatic   150.00 270.00 False
81   81  45   Male     Cleveland    asymptomatic   104.00 208.00 False
82   82  53 Female     Cleveland    asymptomatic   130.00 264.00 False
83   83  39   Male     Cleveland     non-anginal   140.00 321.00 False
84   84  68   Male     Cleveland     non-anginal   180.00 274.00  True
85   85  52   Male     Cleveland atypical angina   120.00 325.00 False
86   86  44   Male     Cleveland     non-anginal   140.00 235.00 False
87   87  47   Male     Cleveland     non-anginal   138.00 257.00 False
88   88  53 Female     Cleveland     non-anginal   128.00 216.00 False
89   89  53 Female     Cleveland    asymptomatic   138.00 234.00 False
90   90  51 Female     Cleveland     non-anginal   130.00 256.00 False
91   91  66   Male     Cleveland    asymptomatic   120.00 302.00 False
92   92  62 Female     Cleveland    asymptomatic   160.00 164.00 False
93   93  62   Male     Cleveland     non-anginal   130.00 231.00 False
94   94  44 Female     Cleveland     non-anginal   108.00 141.00 False
95   95  63 Female     Cleveland     non-anginal   135.00 252.00 False
96   96  52   Male     Cleveland    asymptomatic   128.00 255.00 False
97   97  59   Male     Cleveland    asymptomatic   110.00 239.00 False
98   98  60 Female     Cleveland    asymptomatic   150.00 258.00 False
99   99  52   Male     Cleveland atypical angina   134.00 201.00 False
100 100  48   Male     Cleveland    asymptomatic   122.00 222.00 False
101 101  45   Male     Cleveland    asymptomatic   115.00 260.00 False
102 102  34   Male     Cleveland  typical angina   118.00 182.00 False
103 103  57 Female     Cleveland    asymptomatic   128.00 303.00 False
104 104  71 Female     Cleveland     non-anginal   110.00 265.00  True
105 105  49   Male     Cleveland     non-anginal   120.00 188.00 False
106 106  54   Male     Cleveland atypical angina   108.00 309.00 False
107 107  59   Male     Cleveland    asymptomatic   140.00 177.00 False
108 108  57   Male     Cleveland     non-anginal   128.00 229.00 False
109 109  61   Male     Cleveland    asymptomatic   120.00 260.00 False
110 110  39   Male     Cleveland    asymptomatic   118.00 219.00 False
111 111  61 Female     Cleveland    asymptomatic   145.00 307.00 False
112 112  56   Male     Cleveland    asymptomatic   125.00 249.00  True
113 113  52   Male     Cleveland  typical angina   118.00 186.00 False
114 114  43 Female     Cleveland    asymptomatic   132.00 341.00  True
115 115  62 Female     Cleveland     non-anginal   130.00 263.00 False
116 116  41   Male     Cleveland atypical angina   135.00 203.00 False
117 117  58   Male     Cleveland     non-anginal   140.00 211.00  True
118 118  35 Female     Cleveland    asymptomatic   138.00 183.00 False
119 119  63   Male     Cleveland    asymptomatic   130.00 330.00  True
120 120  65   Male     Cleveland    asymptomatic   135.00 254.00 False
121 121  48   Male     Cleveland    asymptomatic   130.00 256.00  True
122 122  63 Female     Cleveland    asymptomatic   150.00 407.00 False
123 123  51   Male     Cleveland     non-anginal   100.00 222.00 False
124 124  55   Male     Cleveland    asymptomatic   140.00 217.00 False
125 125  65   Male     Cleveland  typical angina   138.00 282.00  True
126 126  45 Female     Cleveland atypical angina   130.00 234.00 False
127 127  56 Female     Cleveland    asymptomatic   200.00 288.00  True
128 128  54   Male     Cleveland    asymptomatic   110.00 239.00 False
129 129  44   Male     Cleveland atypical angina   120.00 220.00 False
130 130  62 Female     Cleveland    asymptomatic   124.00 209.00 False
131 131  54   Male     Cleveland     non-anginal   120.00 258.00 False
132 132  51   Male     Cleveland     non-anginal    94.00 227.00 False
133 133  29   Male     Cleveland atypical angina   130.00 204.00 False
134 134  51   Male     Cleveland    asymptomatic   140.00 261.00 False
135 135  43 Female     Cleveland     non-anginal   122.00 213.00 False
136 136  55 Female     Cleveland atypical angina   135.00 250.00 False
137 137  70   Male     Cleveland    asymptomatic   145.00 174.00 False
138 138  62   Male     Cleveland atypical angina   120.00 281.00 False
139 139  35   Male     Cleveland    asymptomatic   120.00 198.00 False
140 140  51   Male     Cleveland     non-anginal   125.00 245.00  True
141 141  59   Male     Cleveland atypical angina   140.00 221.00 False
142 142  59   Male     Cleveland  typical angina   170.00 288.00 False
143 143  52   Male     Cleveland atypical angina   128.00 205.00  True
144 144  64   Male     Cleveland     non-anginal   125.00 309.00 False
145 145  58   Male     Cleveland     non-anginal   105.00 240.00 False
146 146  47   Male     Cleveland     non-anginal   108.00 243.00 False
147 147  57   Male     Cleveland    asymptomatic   165.00 289.00  True
148 148  41   Male     Cleveland     non-anginal   112.00 250.00 False
149 149  45   Male     Cleveland atypical angina   128.00 308.00 False
150 150  60 Female     Cleveland     non-anginal   102.00 318.00 False
151 151  52   Male     Cleveland  typical angina   152.00 298.00  True
152 152  42 Female     Cleveland    asymptomatic   102.00 265.00 False
153 153  67 Female     Cleveland     non-anginal   115.00 564.00 False
154 154  55   Male     Cleveland    asymptomatic   160.00 289.00 False
155 155  64   Male     Cleveland    asymptomatic   120.00 246.00 False
156 156  70   Male     Cleveland    asymptomatic   130.00 322.00 False
157 157  51   Male     Cleveland    asymptomatic   140.00 299.00 False
158 158  58   Male     Cleveland    asymptomatic   125.00 300.00 False
159 159  60   Male     Cleveland    asymptomatic   140.00 293.00 False
160 160  68   Male     Cleveland     non-anginal   118.00 277.00 False
161 161  46   Male     Cleveland atypical angina   101.00 197.00  True
162 162  77   Male     Cleveland    asymptomatic   125.00 304.00 False
163 163  54 Female     Cleveland     non-anginal   110.00 214.00 False
164 164  58 Female     Cleveland    asymptomatic   100.00 248.00 False
165 165  48   Male     Cleveland     non-anginal   124.00 255.00  True
166 166  57   Male     Cleveland    asymptomatic   132.00 207.00 False
167 167  52   Male     Cleveland     non-anginal   138.00 223.00 False
168 168  54 Female     Cleveland atypical angina   132.00 288.00  True
169 169  35   Male     Cleveland    asymptomatic   126.00 282.00 False
170 170  45 Female     Cleveland atypical angina   112.00 160.00 False
171 171  70   Male     Cleveland     non-anginal   160.00 269.00 False
172 172  53   Male     Cleveland    asymptomatic   142.00 226.00 False
173 173  59 Female     Cleveland    asymptomatic   174.00 249.00 False
174 174  62 Female     Cleveland    asymptomatic   140.00 394.00 False
175 175  64   Male     Cleveland    asymptomatic   145.00 212.00 False
176 176  57   Male     Cleveland    asymptomatic   152.00 274.00 False
177 177  52   Male     Cleveland    asymptomatic   108.00 233.00  True
178 178  56   Male     Cleveland    asymptomatic   132.00 184.00 False
179 179  43   Male     Cleveland     non-anginal   130.00 315.00 False
180 180  53   Male     Cleveland     non-anginal   130.00 246.00  True
181 181  48   Male     Cleveland    asymptomatic   124.00 274.00 False
182 182  56 Female     Cleveland    asymptomatic   134.00 409.00 False
183 183  42   Male     Cleveland  typical angina   148.00 244.00 False
184 184  59   Male     Cleveland  typical angina   178.00 270.00 False
185 185  60 Female     Cleveland    asymptomatic   158.00 305.00 False
186 186  63 Female     Cleveland atypical angina   140.00 195.00 False
187 187  42   Male     Cleveland     non-anginal   120.00 240.00  True
188 188  66   Male     Cleveland atypical angina   160.00 246.00 False
189 189  54   Male     Cleveland atypical angina   192.00 283.00 False
190 190  69   Male     Cleveland     non-anginal   140.00 254.00 False
191 191  50   Male     Cleveland     non-anginal   129.00 196.00 False
192 192  51   Male     Cleveland    asymptomatic   140.00 298.00 False
193 193  43   Male     Cleveland    asymptomatic   132.00 247.00  True
194 194  62 Female     Cleveland    asymptomatic   138.00 294.00  True
195 195  68 Female     Cleveland     non-anginal   120.00 211.00 False
196 196  67   Male     Cleveland    asymptomatic   100.00 299.00 False
197 197  69   Male     Cleveland  typical angina   160.00 234.00  True
198 198  45 Female     Cleveland    asymptomatic   138.00 236.00 False
199 199  50 Female     Cleveland atypical angina   120.00 244.00 False
200 200  59   Male     Cleveland  typical angina   160.00 273.00 False
201 201  50 Female     Cleveland    asymptomatic   110.00 254.00 False
202 202  64 Female     Cleveland    asymptomatic   180.00 325.00 False
203 203  57   Male     Cleveland     non-anginal   150.00 126.00  True
204 204  64 Female     Cleveland     non-anginal   140.00 313.00 False
205 205  43   Male     Cleveland    asymptomatic   110.00 211.00 False
206 206  45   Male     Cleveland    asymptomatic   142.00 309.00 False
207 207  58   Male     Cleveland    asymptomatic   128.00 259.00 False
208 208  50   Male     Cleveland    asymptomatic   144.00 200.00 False
209 209  55   Male     Cleveland atypical angina   130.00 262.00 False
210 210  62 Female     Cleveland    asymptomatic   150.00 244.00 False
211 211  37 Female     Cleveland     non-anginal   120.00 215.00 False
212 212  38   Male     Cleveland  typical angina   120.00 231.00 False
213 213  41   Male     Cleveland     non-anginal   130.00 214.00 False
214 214  66 Female     Cleveland    asymptomatic   178.00 228.00  True
215 215  52   Male     Cleveland    asymptomatic   112.00 230.00 False
216 216  56   Male     Cleveland  typical angina   120.00 193.00 False
217 217  46 Female     Cleveland atypical angina   105.00 204.00 False
218 218  46 Female     Cleveland    asymptomatic   138.00 243.00 False
219 219  64 Female     Cleveland    asymptomatic   130.00 303.00 False
220 220  59   Male     Cleveland    asymptomatic   138.00 271.00 False
221 221  41 Female     Cleveland     non-anginal   112.00 268.00 False
222 222  54 Female     Cleveland     non-anginal   108.00 267.00 False
223 223  39 Female     Cleveland     non-anginal    94.00 199.00 False
224 224  53   Male     Cleveland    asymptomatic   123.00 282.00 False
225 225  63 Female     Cleveland    asymptomatic   108.00 269.00 False
226 226  34 Female     Cleveland atypical angina   118.00 210.00 False
227 227  47   Male     Cleveland    asymptomatic   112.00 204.00 False
228 228  67 Female     Cleveland     non-anginal   152.00 277.00 False
229 229  54   Male     Cleveland    asymptomatic   110.00 206.00 False
230 230  66   Male     Cleveland    asymptomatic   112.00 212.00 False
231 231  52 Female     Cleveland     non-anginal   136.00 196.00 False
232 232  55 Female     Cleveland    asymptomatic   180.00 327.00 False
233 233  49   Male     Cleveland     non-anginal   118.00 149.00 False
234 234  74 Female     Cleveland atypical angina   120.00 269.00 False
235 235  54 Female     Cleveland     non-anginal   160.00 201.00 False
236 236  54   Male     Cleveland    asymptomatic   122.00 286.00 False
237 237  56   Male     Cleveland    asymptomatic   130.00 283.00  True
238 238  46   Male     Cleveland    asymptomatic   120.00 249.00 False
239 239  49 Female     Cleveland atypical angina   134.00 271.00 False
240 240  42   Male     Cleveland atypical angina   120.00 295.00 False
241 241  41   Male     Cleveland atypical angina   110.00 235.00 False
242 242  41 Female     Cleveland atypical angina   126.00 306.00 False
243 243  49 Female     Cleveland    asymptomatic   130.00 269.00 False
244 244  61   Male     Cleveland  typical angina   134.00 234.00 False
245 245  60 Female     Cleveland     non-anginal   120.00 178.00  True
246 246  67   Male     Cleveland    asymptomatic   120.00 237.00 False
247 247  58   Male     Cleveland    asymptomatic   100.00 234.00 False
248 248  47   Male     Cleveland    asymptomatic   110.00 275.00 False
249 249  52   Male     Cleveland    asymptomatic   125.00 212.00 False
250 250  62   Male     Cleveland atypical angina   128.00 208.00  True
251 251  57   Male     Cleveland    asymptomatic   110.00 201.00 False
252 252  58   Male     Cleveland    asymptomatic   146.00 218.00 False
253 253  64   Male     Cleveland    asymptomatic   128.00 263.00 False
254 254  51 Female     Cleveland     non-anginal   120.00 295.00 False
255 255  43   Male     Cleveland    asymptomatic   115.00 303.00 False
256 256  42 Female     Cleveland     non-anginal   120.00 209.00 False
257 257  67 Female     Cleveland    asymptomatic   106.00 223.00 False
258 258  76 Female     Cleveland     non-anginal   140.00 197.00 False
259 259  70   Male     Cleveland atypical angina   156.00 245.00 False
260 260  57   Male     Cleveland atypical angina   124.00 261.00 False
261 261  44 Female     Cleveland     non-anginal   118.00 242.00 False
262 262  58 Female     Cleveland atypical angina   136.00 319.00  True
263 263  60 Female     Cleveland  typical angina   150.00 240.00 False
264 264  44   Male     Cleveland     non-anginal   120.00 226.00 False
265 265  61   Male     Cleveland    asymptomatic   138.00 166.00 False
266 266  42   Male     Cleveland    asymptomatic   136.00 315.00 False
267 267  52   Male     Cleveland    asymptomatic   128.00 204.00  True
268 268  59   Male     Cleveland     non-anginal   126.00 218.00  True
269 269  40   Male     Cleveland    asymptomatic   152.00 223.00 False
270 270  42   Male     Cleveland     non-anginal   130.00 180.00 False
271 271  61   Male     Cleveland    asymptomatic   140.00 207.00 False
272 272  66   Male     Cleveland    asymptomatic   160.00 228.00 False
273 273  46   Male     Cleveland    asymptomatic   140.00 311.00 False
274 274  71 Female     Cleveland    asymptomatic   112.00 149.00 False
275 275  59   Male     Cleveland  typical angina   134.00 204.00 False
276 276  64   Male     Cleveland  typical angina   170.00 227.00 False
277 277  66 Female     Cleveland     non-anginal   146.00 278.00 False
278 278  39 Female     Cleveland     non-anginal   138.00 220.00 False
279 279  57   Male     Cleveland atypical angina   154.00 232.00 False
280 280  58 Female     Cleveland    asymptomatic   130.00 197.00 False
281 281  57   Male     Cleveland    asymptomatic   110.00 335.00 False
282 282  47   Male     Cleveland     non-anginal   130.00 253.00 False
283 283  55 Female     Cleveland    asymptomatic   128.00 205.00 False
284 284  35   Male     Cleveland atypical angina   122.00 192.00 False
285 285  61   Male     Cleveland    asymptomatic   148.00 203.00 False
286 286  58   Male     Cleveland    asymptomatic   114.00 318.00 False
287 287  58 Female     Cleveland    asymptomatic   170.00 225.00  True
288 288  58   Male     Cleveland atypical angina   125.00 220.00 False
289 289  56   Male     Cleveland atypical angina   130.00 221.00 False
290 290  56   Male     Cleveland atypical angina   120.00 240.00 False
291 291  67   Male     Cleveland     non-anginal   152.00 212.00 False
292 292  55 Female     Cleveland atypical angina   132.00 342.00 False
293 293  44   Male     Cleveland    asymptomatic   120.00 169.00 False
294 294  63   Male     Cleveland    asymptomatic   140.00 187.00 False
295 295  63 Female     Cleveland    asymptomatic   124.00 197.00 False
296 296  41   Male     Cleveland atypical angina   120.00 157.00 False
297 297  59   Male     Cleveland    asymptomatic   164.00 176.00  True
298 298  57 Female     Cleveland    asymptomatic   140.00 241.00 False
299 299  45   Male     Cleveland  typical angina   110.00 264.00 False
300 300  68   Male     Cleveland    asymptomatic   144.00 193.00  True
301 301  57   Male     Cleveland    asymptomatic   130.00 131.00 False
302 302  57 Female     Cleveland atypical angina   130.00 236.00 False
303 303  38   Male     Cleveland     non-anginal   138.00 175.00 False
304 304  28   Male     Cleveland atypical angina   130.00 132.00 False
305 305  29   Male       Hungary atypical angina   120.00 243.00 False
306 306  29   Male       Hungary atypical angina   140.00 240.48 False
307 307  30 Female       Hungary  typical angina   170.00 237.00 False
308 308  31 Female       Hungary atypical angina   100.00 219.00 False
309 309  32 Female       Hungary atypical angina   105.00 198.00 False
310 310  32   Male       Hungary atypical angina   110.00 225.00 False
311 311  32   Male       Hungary atypical angina   125.00 254.00 False
312 312  33   Male       Hungary     non-anginal   120.00 298.00 False
313 313  34 Female       Hungary atypical angina   130.00 161.00 False
314 314  34   Male       Hungary atypical angina   150.00 214.00 False
315 315  34   Male       Hungary atypical angina    98.00 220.00 False
316 316  35 Female       Hungary  typical angina   120.00 160.00 False
317 317  35 Female       Hungary    asymptomatic   140.00 167.00 False
318 318  35   Male       Hungary atypical angina   120.00 308.00 False
319 319  35   Male       Hungary atypical angina   150.00 264.00 False
320 320  36   Male       Hungary atypical angina   120.00 166.00 False
321 321  36   Male       Hungary     non-anginal   112.00 340.00 False
322 322  36   Male       Hungary     non-anginal   130.00 209.00 False
323 323  36   Male       Hungary     non-anginal   150.00 160.00 False
324 324  37 Female       Hungary atypical angina   120.00 260.00 False
325 325  37 Female       Hungary     non-anginal   130.00 211.00 False
326 326  37 Female       Hungary    asymptomatic   130.00 173.00 False
327 327  37   Male       Hungary atypical angina   130.00 283.00 False
328 328  37   Male       Hungary     non-anginal   130.00 194.00 False
329 329  37   Male       Hungary    asymptomatic   120.00 223.00 False
330 330  37   Male       Hungary    asymptomatic   130.00 315.00 False
331 331  38 Female       Hungary atypical angina   120.00 275.00 False
332 332  38   Male       Hungary atypical angina   140.00 297.00 False
333 333  38   Male       Hungary     non-anginal   145.00 292.00 False
334 334  39 Female       Hungary     non-anginal   110.00 182.00 False
335 335  39   Male       Hungary atypical angina   120.00 246.21 False
336 336  39   Male       Hungary atypical angina   120.00 200.00 False
337 337  39   Male       Hungary atypical angina   120.00 204.00 False
338 338  39   Male       Hungary atypical angina   130.00 267.99 False
339 339  39   Male       Hungary atypical angina   190.00 241.00 False
340 340  39   Male       Hungary     non-anginal   120.00 339.00 False
341 341  39   Male       Hungary     non-anginal   160.00 147.00  True
342 342  39   Male       Hungary    asymptomatic   110.00 273.00 False
343 343  39   Male       Hungary    asymptomatic   130.00 307.00 False
344 344  40   Male       Hungary atypical angina   130.00 275.00 False
345 345  40   Male       Hungary atypical angina   140.00 289.00 False
346 346  40   Male       Hungary     non-anginal   130.00 215.00 False
347 347  40   Male       Hungary     non-anginal   130.00 281.00 False
348 348  40   Male       Hungary     non-anginal   140.00 221.43 False
349 349  41 Female       Hungary atypical angina   110.00 250.00 False
350 350  41 Female       Hungary atypical angina   125.00 184.00 False
351 351  41 Female       Hungary atypical angina   130.00 245.00 False
352 352  41   Male       Hungary atypical angina   120.00 291.00 False
353 353  41   Male       Hungary atypical angina   120.00 295.00 False
354 354  41   Male       Hungary atypical angina   125.00 269.00 False
355 355  41   Male       Hungary    asymptomatic   112.00 250.00 False
356 356  42 Female       Hungary     non-anginal   115.00 211.00 False
357 357  42   Male       Hungary atypical angina   120.00 196.00 False
358 358  42   Male       Hungary atypical angina   120.00 198.00 False
359 359  42   Male       Hungary atypical angina   150.00 268.00 False
360 360  42   Male       Hungary     non-anginal   120.00 228.00 False
361 361  42   Male       Hungary     non-anginal   160.00 147.00 False
362 362  42   Male       Hungary    asymptomatic   140.00 358.00 False
363 363  43 Female       Hungary  typical angina   100.00 223.00 False
364 364  43 Female       Hungary atypical angina   120.00 201.00 False
365 365  43 Female       Hungary atypical angina   120.00 215.00 False
366 366  43 Female       Hungary atypical angina   120.00 249.00 False
367 367  43 Female       Hungary atypical angina   120.00 266.00 False
368 368  43 Female       Hungary atypical angina   150.00 186.00 False
369 369  43 Female       Hungary     non-anginal   150.00 201.40 False
370 370  43   Male       Hungary atypical angina   142.00 207.00 False
371 371  44 Female       Hungary    asymptomatic   120.00 218.00 False
372 372  44   Male       Hungary atypical angina   120.00 184.00 False
373 373  44   Male       Hungary atypical angina   130.00 215.00 False
374 374  44   Male       Hungary    asymptomatic   150.00 412.00 False
375 375  45 Female       Hungary atypical angina   130.00 237.00 False
376 376  45 Female       Hungary atypical angina   180.00 226.30 False
377 377  45 Female       Hungary    asymptomatic   132.00 297.00 False
378 378  45   Male       Hungary atypical angina   140.00 224.00  True
379 379  45   Male       Hungary     non-anginal   135.00 219.85 False
380 380  45   Male       Hungary    asymptomatic   120.00 225.00 False
381 381  45   Male       Hungary    asymptomatic   140.00 224.00 False
382 382  46 Female       Hungary    asymptomatic   130.00 238.00 False
383 383  46   Male       Hungary atypical angina   140.00 275.00 False
384 384  46   Male       Hungary     non-anginal   120.00 230.00 False
385 385  46   Male       Hungary     non-anginal   150.00 163.00 False
386 386  46   Male       Hungary    asymptomatic   110.00 238.00 False
387 387  46   Male       Hungary    asymptomatic   110.00 240.00 False
388 388  46   Male       Hungary    asymptomatic   180.00 280.00 False
389 389  47 Female       Hungary atypical angina   140.00 257.00 False
390 390  47 Female       Hungary     non-anginal   130.00 227.53 False
391 391  47   Male       Hungary  typical angina   110.00 249.00 False
392 392  47   Male       Hungary atypical angina   160.00 263.00 False
393 393  47   Male       Hungary    asymptomatic   140.00 276.00  True
394 394  48 Female       Hungary atypical angina   134.02 308.00 False
395 395  48 Female       Hungary atypical angina   120.00 230.06  True
396 396  48 Female       Hungary atypical angina   120.00 284.00 False
397 397  48 Female       Hungary     non-anginal   120.00 195.00 False
398 398  48 Female       Hungary    asymptomatic   108.00 163.00 False
399 399  48 Female       Hungary    asymptomatic   120.00 254.00 False
400 400  48 Female       Hungary    asymptomatic   150.00 227.00 False
401 401  48   Male       Hungary atypical angina   100.00 224.66 False
402 402  48   Male       Hungary atypical angina   130.00 245.00 False
403 403  48   Male       Hungary atypical angina   140.00 238.00 False
404 404  48   Male       Hungary     non-anginal   110.00 211.00 False
405 405  49 Female       Hungary atypical angina   110.00 212.08 False
406 406  49 Female       Hungary atypical angina   110.00 212.94 False
407 407  49 Female       Hungary atypical angina   124.00 201.00 False
408 408  49 Female       Hungary     non-anginal   130.00 207.00 False
409 409  49   Male       Hungary atypical angina   100.00 253.00 False
410 410  49   Male       Hungary     non-anginal   140.00 187.00 False
411 411  49   Male       Hungary    asymptomatic   120.00 297.00 False
412 412  49   Male       Hungary    asymptomatic   140.00 227.88 False
413 413  50 Female       Hungary atypical angina   110.00 202.00 False
414 414  50 Female       Hungary    asymptomatic   120.00 328.00 False
415 415  50   Male       Hungary atypical angina   120.00 168.00 False
416 416  50   Male       Hungary atypical angina   140.00 216.00 False
417 417  50   Male       Hungary atypical angina   170.00 209.00 False
418 418  50   Male       Hungary    asymptomatic   140.00 129.00 False
419 419  50   Male       Hungary    asymptomatic   150.00 215.00 False
420 420  51 Female       Hungary atypical angina   160.00 194.00 False
421 421  51 Female       Hungary     non-anginal   110.00 190.00 False
422 422  51 Female       Hungary     non-anginal   130.00 220.00 False
423 423  51 Female       Hungary     non-anginal   150.00 200.00 False
424 424  51   Male       Hungary atypical angina   125.00 188.00 False
425 425  51   Male       Hungary atypical angina   130.00 224.00 False
426 426  51   Male       Hungary    asymptomatic   130.00 179.00 False
427 427  52 Female       Hungary atypical angina   120.00 210.00 False
428 428  52 Female       Hungary atypical angina   140.00 215.54 False
429 429  52 Female       Hungary     non-anginal   125.00 272.00 False
430 430  52 Female       Hungary    asymptomatic   130.00 180.00 False
431 431  52   Male       Hungary atypical angina   120.00 284.00 False
432 432  52   Male       Hungary atypical angina   140.00 100.00 False
433 433  52   Male       Hungary atypical angina   160.00 196.00 False
434 434  52   Male       Hungary     non-anginal   140.00 259.00 False
435 435  53 Female       Hungary atypical angina   113.00 468.00 False
436 436  53 Female       Hungary atypical angina   140.00 216.00 False
437 437  53 Female       Hungary     non-anginal   120.00 274.00 False
438 438  53   Male       Hungary atypical angina   120.00 213.46 False
439 439  53   Male       Hungary atypical angina   140.00 320.00 False
440 440  53   Male       Hungary     non-anginal   120.00 195.00 False
441 441  53   Male       Hungary    asymptomatic   124.00 260.00 False
442 442  53   Male       Hungary    asymptomatic   130.00 182.00 False
443 443  53   Male       Hungary    asymptomatic   140.00 243.00 False
444 444  54 Female       Hungary atypical angina   120.00 221.00 False
445 445  54 Female       Hungary atypical angina   120.00 230.00  True
446 446  54 Female       Hungary atypical angina   120.00 273.00 False
447 447  54 Female       Hungary atypical angina   130.00 253.00 False
448 448  54 Female       Hungary atypical angina   140.00 309.00 False
449 449  54 Female       Hungary atypical angina   150.00 230.00 False
450 450  54 Female       Hungary atypical angina   160.00 312.00 False
451 451  54   Male       Hungary  typical angina   120.00 171.00 False
452 452  54   Male       Hungary atypical angina   110.00 208.00 False
453 453  54   Male       Hungary atypical angina   120.00 238.00 False
454 454  54   Male       Hungary atypical angina   120.00 246.00 False
455 455  54   Male       Hungary atypical angina   160.00 195.00 False
456 456  54   Male       Hungary atypical angina   160.00 305.00 False
457 457  54   Male       Hungary     non-anginal   120.00 217.00 False
458 458  54   Male       Hungary     non-anginal   150.00 216.86 False
459 459  54   Male       Hungary    asymptomatic   150.00 365.00 False
460 460  55 Female       Hungary atypical angina   110.00 344.00 False
461 461  55 Female       Hungary atypical angina   122.00 320.00 False
462 462  55 Female       Hungary atypical angina   130.00 394.00 False
463 463  55   Male       Hungary atypical angina   120.00 256.00  True
464 464  55   Male       Hungary atypical angina   140.00 196.00 False
465 465  55   Male       Hungary atypical angina   145.00 326.00 False
466 466  55   Male       Hungary     non-anginal   110.00 277.00 False
467 467  55   Male       Hungary     non-anginal   120.00 220.00 False
468 468  55   Male       Hungary    asymptomatic   120.00 270.00 False
469 469  55   Male       Hungary    asymptomatic   140.00 229.00 False
470 470  56 Female       Hungary     non-anginal   130.00 219.00 False
471 471  56   Male       Hungary atypical angina   130.00 184.00 False
472 472  56   Male       Hungary     non-anginal   130.00 229.53 False
473 473  56   Male       Hungary     non-anginal   130.00 276.00 False
474 474  56   Male       Hungary    asymptomatic   120.00  85.00 False
475 475  57 Female       Hungary  typical angina   130.00 308.00 False
476 476  57 Female       Hungary    asymptomatic   180.00 347.00 False
477 477  57   Male       Hungary atypical angina   140.00 260.00  True
478 478  58   Male       Hungary atypical angina   130.00 230.00 False
479 479  58   Male       Hungary atypical angina   130.00 251.00 False
480 480  58   Male       Hungary     non-anginal   140.00 179.00 False
481 481  58   Male       Hungary    asymptomatic   135.00 222.00 False
482 482  59 Female       Hungary atypical angina   130.00 188.00 False
483 483  59   Male       Hungary atypical angina   140.00 287.00 False
484 484  59   Male       Hungary     non-anginal   130.00 318.00 False
485 485  59   Male       Hungary     non-anginal   180.00 213.00 False
486 486  59   Male       Hungary    asymptomatic   140.00 235.04 False
487 487  60   Male       Hungary     non-anginal   120.00 246.00 False
488 488  61 Female       Hungary    asymptomatic   130.00 294.00 False
489 489  61   Male       Hungary    asymptomatic   125.00 292.00 False
490 490  62 Female       Hungary  typical angina   160.00 193.00 False
491 491  62   Male       Hungary atypical angina   140.00 271.00 False
492 492  31   Male       Hungary    asymptomatic   120.00 270.00 False
493 493  33 Female       Hungary    asymptomatic   100.00 246.00 False
494 494  34   Male       Hungary  typical angina   140.00 156.00 False
495 495  35   Male       Hungary atypical angina   110.00 257.00 False
496 496  36   Male       Hungary atypical angina   120.00 267.00 False
497 497  37   Male       Hungary    asymptomatic   140.00 207.00 False
498 498  38   Male       Hungary    asymptomatic   110.00 196.00 False
499 499  38   Male       Hungary    asymptomatic   120.00 282.00 False
500 500  38   Male       Hungary    asymptomatic    92.00 117.00 False
501 501  40   Male       Hungary    asymptomatic   120.00 466.00 False
502 502  41   Male       Hungary    asymptomatic   110.00 289.00 False
503 503  41   Male       Hungary    asymptomatic   120.00 237.00 False
504 504  43   Male       Hungary    asymptomatic   150.00 247.00 False
505 505  46   Male       Hungary    asymptomatic   110.00 202.00 False
506 506  46   Male       Hungary    asymptomatic   118.00 186.00 False
507 507  46   Male       Hungary    asymptomatic   120.00 277.00 False
508 508  47   Male       Hungary     non-anginal   140.00 193.00 False
509 509  47   Male       Hungary    asymptomatic   150.00 226.00 False
510 510  48   Male       Hungary    asymptomatic   106.00 263.00  True
511 511  48   Male       Hungary    asymptomatic   120.00 260.00 False
512 512  48   Male       Hungary    asymptomatic   160.00 268.00 False
513 513  49 Female       Hungary     non-anginal   160.00 180.00 False
514 514  49   Male       Hungary     non-anginal   115.00 265.00 False
515 515  49   Male       Hungary    asymptomatic   130.00 206.00 False
516 516  50 Female       Hungary     non-anginal   140.00 288.00 False
517 517  50   Male       Hungary    asymptomatic   145.00 264.00 False
518 518  51 Female       Hungary    asymptomatic   160.00 303.00 False
519 519  52   Male       Hungary    asymptomatic   130.00 225.00 False
520 520  54   Male       Hungary    asymptomatic   125.00 216.00 False
521 521  54   Male       Hungary    asymptomatic   125.00 224.00 False
522 522  55   Male       Hungary    asymptomatic   140.00 201.00 False
523 523  57   Male       Hungary atypical angina   140.00 265.00 False
524 524  58   Male       Hungary     non-anginal   130.00 213.00 False
525 525  59 Female       Hungary    asymptomatic   130.00 338.00  True
526 526  60   Male       Hungary    asymptomatic   100.00 248.00 False
527 527  63   Male       Hungary    asymptomatic   150.00 223.00 False
528 528  65   Male       Hungary    asymptomatic   140.00 306.00  True
529 529  32   Male       Hungary    asymptomatic   118.00 529.00 False
530 530  38   Male       Hungary    asymptomatic   110.00 271.85 False
531 531  39   Male       Hungary    asymptomatic   110.00 280.00 False
532 532  40 Female       Hungary    asymptomatic   150.00 392.00 False
533 533  43   Male       Hungary  typical angina   120.00 291.00 False
534 534  45   Male       Hungary    asymptomatic   130.00 219.00 False
535 535  46   Male       Hungary    asymptomatic   120.00 231.00 False
536 536  46   Male       Hungary    asymptomatic   130.00 222.00 False
537 537  48   Male       Hungary    asymptomatic   122.00 275.00  True
538 538  48   Male       Hungary    asymptomatic   160.00 193.00 False
539 539  48   Male       Hungary    asymptomatic   160.00 329.00 False
540 540  48   Male       Hungary    asymptomatic   160.00 355.00 False
541 541  50   Male       Hungary    asymptomatic   130.00 233.00 False
542 542  52   Male       Hungary    asymptomatic   120.00 182.00 False
543 543  52   Male       Hungary    asymptomatic   170.00 269.10 False
544 544  53   Male       Hungary    asymptomatic   120.00 246.00 False
545 545  54   Male       Hungary     non-anginal   120.00 237.00 False
546 546  54   Male       Hungary    asymptomatic   130.00 242.00 False
547 547  54   Male       Hungary    asymptomatic   130.00 603.00  True
548 548  54   Male       Hungary    asymptomatic   140.00 304.50 False
549 549  54   Male       Hungary    asymptomatic   200.00 198.00 False
550 550  55   Male       Hungary    asymptomatic   140.00 268.00 False
551 551  56   Male       Hungary    asymptomatic   150.00 213.00  True
552 552  57   Male       Hungary    asymptomatic   150.00 255.00 False
553 553  58   Male       Hungary     non-anginal   160.00 211.00  True
554 554  58   Male       Hungary    asymptomatic   130.00 263.00 False
555 555  41   Male       Hungary    asymptomatic   130.00 172.00 False
556 556  43   Male       Hungary    asymptomatic   120.00 175.00 False
557 557  44   Male       Hungary atypical angina   150.00 288.00 False
558 558  44   Male       Hungary    asymptomatic   130.00 290.00 False
559 559  46   Male       Hungary  typical angina   140.00 272.00  True
560 560  47 Female       Hungary     non-anginal   135.00 248.00  True
561 561  48 Female       Hungary    asymptomatic   138.00 214.00 False
562 562  49   Male       Hungary    asymptomatic   130.00 341.00 False
563 563  49   Male       Hungary    asymptomatic   140.00 234.00 False
564 564  51   Male       Hungary     non-anginal   135.00 160.00 False
565 565  52   Male       Hungary    asymptomatic   112.00 342.00 False
566 566  52   Male       Hungary    asymptomatic   130.00 298.00 False
567 567  52   Male       Hungary    asymptomatic   140.00 404.00 False
568 568  52   Male       Hungary    asymptomatic   160.00 246.00 False
569 569  53   Male       Hungary     non-anginal   145.00 518.00 False
570 570  53   Male       Hungary    asymptomatic   180.00 285.00 False
571 571  54   Male       Hungary    asymptomatic   140.00 216.00 False
572 572  55   Male       Hungary  typical angina   140.00 295.00 False
573 573  55   Male       Hungary atypical angina   160.00 292.00  True
574 574  55   Male       Hungary    asymptomatic   145.00 248.00 False
575 575  56 Female       Hungary atypical angina   120.00 279.00 False
576 576  56   Male       Hungary    asymptomatic   150.00 230.00 False
577 577  56   Male       Hungary    asymptomatic   170.00 388.00 False
578 578  58   Male       Hungary atypical angina   136.00 164.00 False
579 579  59   Male       Hungary    asymptomatic   130.00 307.02 False
580 580  59   Male       Hungary    asymptomatic   140.00 264.00  True
581 581  65   Male       Hungary    asymptomatic   170.00 263.00  True
582 582  66   Male       Hungary    asymptomatic   140.00 253.50 False
583 583  41   Male       Hungary    asymptomatic   120.00 336.00 False
584 584  43   Male       Hungary    asymptomatic   140.00 288.00 False
585 585  44   Male       Hungary    asymptomatic   135.00 491.00 False
586 586  47 Female       Hungary    asymptomatic   120.00 205.00 False
587 587  47   Male       Hungary    asymptomatic   160.00 291.00 False
588 588  49   Male       Hungary    asymptomatic   128.00 212.00 False
589 589  49   Male       Hungary    asymptomatic   150.00 222.00 False
590 590  50   Male       Hungary    asymptomatic   140.00 231.00 False
591 591  50   Male       Hungary    asymptomatic   140.00 341.00 False
592 592  52   Male       Hungary    asymptomatic   140.00 266.00 False
593 593  52   Male       Hungary    asymptomatic   160.00 331.00 False
594 594  54 Female       Hungary     non-anginal   130.00 294.00 False
595 595  56   Male       Hungary    asymptomatic   155.00 342.00  True
596 596  58 Female       Hungary atypical angina   180.00 393.00 False
597 597  65   Male       Hungary    asymptomatic   130.00 275.00 False
598 598  32   Male   Switzerland  typical angina    95.00   0.00 False
599 599  34   Male   Switzerland    asymptomatic   115.00   0.00 False
600 600  35   Male   Switzerland    asymptomatic   122.45   0.00 False
601 601  36   Male   Switzerland    asymptomatic   110.00   0.00 False
602 602  38 Female   Switzerland    asymptomatic   105.00   0.00 False
603 603  38 Female   Switzerland    asymptomatic   110.00   0.00 False
604 604  38   Male   Switzerland     non-anginal   100.00   0.00 False
605 605  38   Male   Switzerland     non-anginal   115.00   0.00 False
606 606  38   Male   Switzerland    asymptomatic   135.00   0.00 False
607 607  38   Male   Switzerland    asymptomatic   150.00   0.00 False
608 608  40   Male   Switzerland    asymptomatic    95.00   0.00 False
609 609  41   Male   Switzerland    asymptomatic   125.00   0.00 False
610 610  42   Male   Switzerland    asymptomatic   105.00   0.00 False
611 611  42   Male   Switzerland    asymptomatic   145.00   0.00 False
612 612  43   Male   Switzerland    asymptomatic   100.00   0.00 False
613 613  43   Male   Switzerland    asymptomatic   115.00   0.00 False
614 614  43   Male   Switzerland    asymptomatic   140.00   0.00 False
615 615  45   Male   Switzerland     non-anginal   110.00   0.00 False
616 616  46   Male   Switzerland    asymptomatic   100.00   0.00 False
617 617  46   Male   Switzerland    asymptomatic   115.00   0.00 False
618 618  47   Male   Switzerland     non-anginal   110.00   0.00 False
619 619  47   Male   Switzerland     non-anginal   155.00   0.00 False
620 620  47   Male   Switzerland    asymptomatic   110.00   0.00 False
621 621  47   Male   Switzerland    asymptomatic   160.00   0.00 False
622 622  48   Male   Switzerland    asymptomatic   115.00   0.00 False
623 623  50 Female   Switzerland    asymptomatic   160.00   0.00 False
624 624  50   Male   Switzerland    asymptomatic   115.00   0.00 False
625 625  50   Male   Switzerland    asymptomatic   120.00   0.00 False
626 626  50   Male   Switzerland    asymptomatic   145.00   0.00 False
627 627  51 Female   Switzerland    asymptomatic   120.00   0.00 False
628 628  51   Male   Switzerland    asymptomatic   110.00   0.00 False
629 629  51   Male   Switzerland    asymptomatic   120.00   0.00  True
630 630  51   Male   Switzerland    asymptomatic   130.00   0.00 False
631 631  51   Male   Switzerland    asymptomatic   130.00   0.00 False
632 632  51   Male   Switzerland    asymptomatic   140.00   0.00 False
633 633  51   Male   Switzerland    asymptomatic    95.00   0.00 False
634 634  52   Male   Switzerland    asymptomatic   130.00   0.00 False
635 635  52   Male   Switzerland    asymptomatic   135.00   0.00 False
636 636  52   Male   Switzerland    asymptomatic   165.00   0.00 False
637 637  52   Male   Switzerland    asymptomatic    95.00   0.00 False
638 638  53   Male   Switzerland atypical angina   120.00   0.00 False
639 639  53   Male   Switzerland atypical angina   130.00   0.00 False
640 640  53   Male   Switzerland     non-anginal   105.00   0.00 False
641 641  53   Male   Switzerland     non-anginal   160.00   0.00 False
642 642  53   Male   Switzerland    asymptomatic   120.00   0.00 False
643 643  53   Male   Switzerland    asymptomatic   125.00   0.00 False
644 644  53   Male   Switzerland    asymptomatic   130.00   0.00 False
645 645  53   Male   Switzerland    asymptomatic    80.00   0.00 False
646 646  54   Male   Switzerland    asymptomatic   120.00   0.00 False
647 647  54   Male   Switzerland    asymptomatic   130.00   0.00 False
648 648  54   Male   Switzerland    asymptomatic   180.00   0.00 False
649 649  55   Male   Switzerland atypical angina   140.00   0.00 False
650 650  55   Male   Switzerland    asymptomatic   115.00   0.00 False
651 651  55   Male   Switzerland    asymptomatic   120.00   0.00 False
652 652  55   Male   Switzerland    asymptomatic   140.00   0.00 False
653 653  56   Male   Switzerland     non-anginal   120.00   0.00 False
654 654  56   Male   Switzerland     non-anginal   125.00   0.00 False
655 655  56   Male   Switzerland     non-anginal   155.00   0.00 False
656 656  56   Male   Switzerland    asymptomatic   115.00   0.00 False
657 657  56   Male   Switzerland    asymptomatic   120.00   0.00 False
658 658  56   Male   Switzerland    asymptomatic   120.00   0.00 False
659 659  56   Male   Switzerland    asymptomatic   125.00   0.00  True
660 660  56   Male   Switzerland    asymptomatic   140.00   0.00 False
661 661  57   Male   Switzerland     non-anginal   105.00   0.00 False
662 662  57   Male   Switzerland    asymptomatic   110.00   0.00 False
663 663  57   Male   Switzerland    asymptomatic   140.00   0.00 False
664 664  57   Male   Switzerland    asymptomatic   140.00   0.00 False
665 665  57   Male   Switzerland    asymptomatic   160.00   0.00 False
666 666  57   Male   Switzerland    asymptomatic    95.00   0.00 False
667 667  58   Male   Switzerland    asymptomatic   115.00   0.00 False
668 668  58   Male   Switzerland    asymptomatic   130.00   0.00 False
669 669  58   Male   Switzerland    asymptomatic   170.00   0.00 False
670 670  59   Male   Switzerland     non-anginal   125.00   0.00 False
671 671  59   Male   Switzerland    asymptomatic   110.00   0.00 False
672 672  59   Male   Switzerland    asymptomatic   120.00   0.00 False
673 673  59   Male   Switzerland    asymptomatic   125.00   0.00 False
674 674  59   Male   Switzerland    asymptomatic   135.00   0.00 False
675 675  60   Male   Switzerland     non-anginal   115.00   0.00 False
676 676  60   Male   Switzerland    asymptomatic   125.00   0.00 False
677 677  60   Male   Switzerland    asymptomatic   130.00   0.00 False
678 678  60   Male   Switzerland    asymptomatic   135.00   0.00 False
679 679  60   Male   Switzerland    asymptomatic   160.00   0.00 False
680 680  60   Male   Switzerland    asymptomatic   160.00   0.00 False
681 681  61   Male   Switzerland     non-anginal   200.00   0.00 False
682 682  61   Male   Switzerland    asymptomatic   105.00   0.00 False
683 683  61   Male   Switzerland    asymptomatic   110.00   0.00 False
684 684  61   Male   Switzerland    asymptomatic   125.00   0.00 False
685 685  61   Male   Switzerland    asymptomatic   130.00   0.00 False
686 686  61   Male   Switzerland    asymptomatic   130.00   0.00 False
687 687  61   Male   Switzerland    asymptomatic   150.00   0.00 False
688 688  61   Male   Switzerland    asymptomatic   150.00   0.00 False
689 689  61   Male   Switzerland    asymptomatic   160.00   0.00  True
690 690  62 Female   Switzerland  typical angina   140.00   0.00 False
691 691  62 Female   Switzerland    asymptomatic   120.00   0.00 False
692 692  62   Male   Switzerland  typical angina   120.00   0.00 False
693 693  62   Male   Switzerland     non-anginal   160.00   0.00 False
694 694  62   Male   Switzerland    asymptomatic   115.00   0.00 False
695 695  62   Male   Switzerland    asymptomatic   115.00   0.00 False
696 696  62   Male   Switzerland    asymptomatic   150.00   0.00 False
697 697  63   Male   Switzerland    asymptomatic   100.00   0.00 False
698 698  63   Male   Switzerland    asymptomatic   140.00   0.00 False
699 699  63   Male   Switzerland    asymptomatic   150.00   0.00 False
700 700  63   Male   Switzerland    asymptomatic   150.00   0.00 False
701 701  63   Male   Switzerland    asymptomatic   185.00   0.00 False
702 702  64 Female   Switzerland    asymptomatic   200.00   0.00 False
703 703  64 Female   Switzerland    asymptomatic    95.00   0.00 False
704 704  64   Male   Switzerland    asymptomatic   110.00   0.00 False
705 705  65   Male   Switzerland    asymptomatic   115.00   0.00 False
706 706  65   Male   Switzerland    asymptomatic   145.00   0.00 False
707 707  65   Male   Switzerland    asymptomatic   155.00   0.00 False
708 708  65   Male   Switzerland    asymptomatic   160.00   0.00  True
709 709  66 Female   Switzerland    asymptomatic   155.00   0.00 False
710 710  66   Male   Switzerland    asymptomatic   150.00   0.00 False
711 711  67   Male   Switzerland  typical angina   145.00   0.00 False
712 712  68   Male   Switzerland    asymptomatic   135.00   0.00 False
713 713  68   Male   Switzerland    asymptomatic   145.00   0.00 False
714 714  69   Male   Switzerland    asymptomatic   135.00   0.00 False
715 715  69   Male   Switzerland    asymptomatic   141.47   0.00 False
716 716  70   Male   Switzerland    asymptomatic   115.00   0.00 False
717 717  70   Male   Switzerland    asymptomatic   140.00   0.00  True
718 718  72   Male   Switzerland     non-anginal   160.00   0.00 False
719 719  73 Female   Switzerland     non-anginal   160.00   0.00 False
720 720  74   Male   Switzerland atypical angina   145.00   0.00 False
721 721  63   Male VA Long Beach    asymptomatic   140.00 260.00 False
722 722  44   Male VA Long Beach    asymptomatic   130.00 209.00 False
723 723  60   Male VA Long Beach    asymptomatic   132.00 218.00 False
724 724  55   Male VA Long Beach    asymptomatic   142.00 228.00 False
725 725  66   Male VA Long Beach     non-anginal   110.00 213.00  True
726 726  66   Male VA Long Beach     non-anginal   120.00   0.00 False
727 727  65   Male VA Long Beach    asymptomatic   150.00 236.00  True
728 728  60   Male VA Long Beach     non-anginal   180.00   0.00 False
729 729  60   Male VA Long Beach     non-anginal   120.00   0.00 False
730 730  60   Male VA Long Beach atypical angina   160.00 267.00  True
731 731  56   Male VA Long Beach atypical angina   126.00 166.00 False
732 732  59   Male VA Long Beach    asymptomatic   140.00   0.00 False
733 733  62   Male VA Long Beach    asymptomatic   110.00   0.00 False
734 734  63   Male VA Long Beach     non-anginal   142.38   0.00 False
735 735  57   Male VA Long Beach    asymptomatic   128.00   0.00  True
736 736  62   Male VA Long Beach    asymptomatic   120.00 220.00 False
737 737  63   Male VA Long Beach    asymptomatic   170.00 177.00 False
738 738  46   Male VA Long Beach    asymptomatic   110.00 236.00 False
739 739  63   Male VA Long Beach    asymptomatic   126.00   0.00 False
740 740  60   Male VA Long Beach    asymptomatic   152.00   0.00 False
741 741  58   Male VA Long Beach    asymptomatic   116.00   0.00 False
742 742  64   Male VA Long Beach    asymptomatic   120.00   0.00  True
743 743  63   Male VA Long Beach     non-anginal   130.00   0.00 False
744 744  74   Male VA Long Beach     non-anginal   142.74   0.00 False
745 745  52   Male VA Long Beach     non-anginal   128.00   0.00 False
746 746  69   Male VA Long Beach    asymptomatic   130.00   0.00  True
747 747  51   Male VA Long Beach    asymptomatic   132.48   0.00  True
748 748  60   Male VA Long Beach    asymptomatic   130.00 186.00  True
749 749  56   Male VA Long Beach    asymptomatic   120.00 100.00 False
750 750  55   Male VA Long Beach     non-anginal   132.60 228.00 False
751 751  54   Male VA Long Beach    asymptomatic   131.46   0.00 False
752 752  77   Male VA Long Beach    asymptomatic   124.00 171.00 False
753 753  63   Male VA Long Beach    asymptomatic   160.00 230.00  True
754 755  52   Male VA Long Beach     non-anginal   122.00   0.00 False
755 756  64   Male VA Long Beach    asymptomatic   144.00   0.00 False
756 757  60   Male VA Long Beach    asymptomatic   136.15 281.00 False
757 758  60   Male VA Long Beach    asymptomatic   120.00   0.00 False
758 759  58   Male VA Long Beach    asymptomatic   140.71 203.00  True
759 760  59   Male VA Long Beach    asymptomatic   154.00   0.00 False
760 761  61   Male VA Long Beach     non-anginal   120.00   0.00 False
761 762  40   Male VA Long Beach    asymptomatic   125.00   0.00  True
762 763  61   Male VA Long Beach    asymptomatic   136.75   0.00  True
763 764  41   Male VA Long Beach    asymptomatic   104.00   0.00 False
764 765  57   Male VA Long Beach    asymptomatic   151.89 277.00  True
765 766  63   Male VA Long Beach    asymptomatic   136.00   0.00 False
766 767  59   Male VA Long Beach    asymptomatic   122.00 233.00 False
767 768  51   Male VA Long Beach    asymptomatic   128.00   0.00 False
768 769  59   Male VA Long Beach     non-anginal   131.96   0.00 False
769 770  42   Male VA Long Beach     non-anginal   134.00 240.00 False
770 771  55   Male VA Long Beach     non-anginal   120.00   0.00 False
771 772  63 Female VA Long Beach atypical angina   143.17   0.00 False
772 773  62   Male VA Long Beach    asymptomatic   152.00 153.00 False
773 774  56   Male VA Long Beach atypical angina   124.00 224.00  True
774 775  53   Male VA Long Beach    asymptomatic   126.00   0.00 False
775 776  68   Male VA Long Beach    asymptomatic   138.00   0.00 False
776 777  53   Male VA Long Beach    asymptomatic   154.00   0.00 False
777 778  60   Male VA Long Beach     non-anginal   143.74 316.00  True
778 779  62   Male VA Long Beach atypical angina   138.22   0.00 False
779 780  59   Male VA Long Beach    asymptomatic   178.00   0.00  True
780 781  51   Male VA Long Beach    asymptomatic   131.88 218.00  True
781 782  61   Male VA Long Beach    asymptomatic   110.00   0.00 False
782 783  57   Male VA Long Beach    asymptomatic   130.00 311.00 False
783 784  56   Male VA Long Beach     non-anginal   170.00   0.00 False
784 785  58   Male VA Long Beach atypical angina   126.00   0.00  True
785 786  69   Male VA Long Beach     non-anginal   140.00   0.00 False
786 787  67   Male VA Long Beach  typical angina   142.00 270.00  True
787 788  58   Male VA Long Beach    asymptomatic   120.00   0.00 False
788 789  65   Male VA Long Beach    asymptomatic   138.25   0.00 False
789 790  63   Male VA Long Beach atypical angina   137.91 217.00  True
790 791  55   Male VA Long Beach atypical angina   110.00 214.00  True
791 792  57   Male VA Long Beach    asymptomatic   140.00 214.00 False
792 793  65   Male VA Long Beach  typical angina   139.24 252.00 False
793 794  54   Male VA Long Beach    asymptomatic   136.00 220.00 False
794 795  72   Male VA Long Beach     non-anginal   120.00 214.00 False
795 796  75   Male VA Long Beach    asymptomatic   170.00 203.00  True
796 797  49   Male VA Long Beach  typical angina   130.00   0.00 False
797 798  51   Male VA Long Beach     non-anginal   136.39 339.00 False
798 799  60   Male VA Long Beach    asymptomatic   142.00 216.00 False
799 800  64 Female VA Long Beach    asymptomatic   142.00 276.00 False
800 801  58   Male VA Long Beach    asymptomatic   132.00 458.00  True
801 802  61   Male VA Long Beach    asymptomatic   146.00 241.00 False
802 803  67   Male VA Long Beach    asymptomatic   160.00 384.00  True
803 804  62   Male VA Long Beach    asymptomatic   135.00 297.00 False
804 805  65   Male VA Long Beach    asymptomatic   136.00 248.00 False
805 806  63   Male VA Long Beach    asymptomatic   130.00 308.00 False
806 807  69   Male VA Long Beach    asymptomatic   140.00 208.00 False
807 808  51   Male VA Long Beach    asymptomatic   129.68 227.00  True
808 809  62   Male VA Long Beach    asymptomatic   158.00 210.00  True
809 810  55   Male VA Long Beach     non-anginal   132.81 245.00  True
810 811  75   Male VA Long Beach    asymptomatic   136.00 225.00 False
811 812  40   Male VA Long Beach     non-anginal   106.00 240.00 False
812 813  67   Male VA Long Beach    asymptomatic   120.00   0.00  True
813 814  58   Male VA Long Beach    asymptomatic   110.00 198.00 False
814 815  60   Male VA Long Beach    asymptomatic   138.66 195.00 False
815 816  63   Male VA Long Beach    asymptomatic   160.00 267.00  True
816 817  35   Male VA Long Beach     non-anginal   130.86 161.00 False
817 818  62   Male VA Long Beach  typical angina   112.00 258.00 False
818 819  43   Male VA Long Beach    asymptomatic   122.00   0.00 False
819 820  63   Male VA Long Beach     non-anginal   130.00   0.00  True
820 821  68   Male VA Long Beach     non-anginal   150.00 195.00  True
821 822  65   Male VA Long Beach    asymptomatic   150.00 235.00 False
822 823  48   Male VA Long Beach     non-anginal   102.00   0.00 False
823 824  63   Male VA Long Beach    asymptomatic    96.00 305.00 False
824 825  64   Male VA Long Beach    asymptomatic   130.00 223.00 False
825 826  61   Male VA Long Beach    asymptomatic   120.00 282.00 False
826 827  50   Male VA Long Beach    asymptomatic   144.00 349.00 False
827 828  59   Male VA Long Beach    asymptomatic   124.00 262.21 False
828 829  55   Male VA Long Beach    asymptomatic   150.00 160.00 False
829 830  45   Male VA Long Beach     non-anginal   127.18 236.00 False
830 831  65   Male VA Long Beach    asymptomatic   133.75 312.00 False
831 832  61   Male VA Long Beach atypical angina   131.97 283.00 False
832 833  49   Male VA Long Beach     non-anginal   132.83 142.00 False
833 834  72   Male VA Long Beach    asymptomatic   141.06 211.00 False
834 835  50   Male VA Long Beach    asymptomatic   131.10 218.00 False
835 836  64   Male VA Long Beach    asymptomatic   142.52 306.00  True
836 837  55   Male VA Long Beach    asymptomatic   116.00 186.00  True
837 838  63   Male VA Long Beach    asymptomatic   110.00 252.00 False
838 839  59   Male VA Long Beach    asymptomatic   125.00 222.00 False
839 840  56   Male VA Long Beach    asymptomatic   139.69   0.00 False
840 841  62   Male VA Long Beach     non-anginal   139.97   0.00  True
841 842  74   Male VA Long Beach    asymptomatic   150.00 258.00  True
842 843  54   Male VA Long Beach    asymptomatic   130.00 202.00  True
843 844  57   Male VA Long Beach    asymptomatic   110.00 197.00 False
844 845  62   Male VA Long Beach     non-anginal   137.47 204.00 False
845 846  76   Male VA Long Beach     non-anginal   104.00 239.87 False
846 847  54 Female VA Long Beach    asymptomatic   138.00 274.00 False
847 848  70   Male VA Long Beach    asymptomatic   170.00 192.00 False
848 849  61 Female VA Long Beach atypical angina   140.00 298.00  True
849 850  48   Male VA Long Beach    asymptomatic   132.61 272.00 False
850 851  48   Male VA Long Beach     non-anginal   132.00 220.00  True
851 852  61   Male VA Long Beach  typical angina   142.00 200.00  True
852 853  66   Male VA Long Beach    asymptomatic   112.00 261.00 False
853 854  68   Male VA Long Beach  typical angina   144.97 181.00  True
854 855  55   Male VA Long Beach    asymptomatic   172.00 260.00 False
855 856  62   Male VA Long Beach     non-anginal   120.00 220.00 False
856 857  71   Male VA Long Beach     non-anginal   140.76 221.00 False
857 858  74   Male VA Long Beach  typical angina   144.96 216.00  True
858 859  53   Male VA Long Beach     non-anginal   155.00 175.00  True
859 860  58   Male VA Long Beach     non-anginal   150.00 219.00 False
860 861  75   Male VA Long Beach    asymptomatic   160.00 310.00  True
861 862  56   Male VA Long Beach     non-anginal   144.74 208.00  True
862 863  58   Male VA Long Beach     non-anginal   136.84 232.00 False
863 864  64   Male VA Long Beach    asymptomatic   134.00 273.00 False
864 865  54   Male VA Long Beach     non-anginal   137.71 203.00 False
865 866  54   Male VA Long Beach atypical angina   135.66 182.00 False
866 867  59   Male VA Long Beach    asymptomatic   140.00 274.00 False
867 868  55   Male VA Long Beach    asymptomatic   137.05 204.00  True
868 869  57   Male VA Long Beach    asymptomatic   144.00 270.00  True
869 870  61   Male VA Long Beach    asymptomatic   136.96 292.00 False
870 871  41   Male VA Long Beach    asymptomatic   150.00 171.00 False
871 872  71   Male VA Long Beach    asymptomatic   130.00 221.00 False
872 873  38   Male VA Long Beach    asymptomatic   110.00 289.00 False
873 874  55   Male VA Long Beach    asymptomatic   158.00 217.00 False
874 875  56   Male VA Long Beach    asymptomatic   128.00 223.00 False
875 876  69   Male VA Long Beach    asymptomatic   144.50 268.02  True
876 877  64   Male VA Long Beach    asymptomatic   150.00 193.00 False
877 878  72   Male VA Long Beach    asymptomatic   160.00 288.30  True
878 879  69   Male VA Long Beach    asymptomatic   146.00 210.00  True
879 880  56   Male VA Long Beach    asymptomatic   145.52 282.00  True
880 881  62   Male VA Long Beach    asymptomatic   148.74 170.00 False
881 882  67   Male VA Long Beach    asymptomatic   147.45 369.00 False
882 883  57   Male VA Long Beach    asymptomatic   156.00 173.00 False
883 884  69   Male VA Long Beach    asymptomatic   155.85 289.00  True
884 885  51   Male VA Long Beach    asymptomatic   135.90 277.93  True
885 886  48   Male VA Long Beach    asymptomatic   140.00 241.15 False
886 887  69   Male VA Long Beach    asymptomatic   122.00 216.00  True
887 888  69   Male VA Long Beach     non-anginal   141.36 271.00 False
888 889  64   Male VA Long Beach    asymptomatic   141.56 244.00  True
889 890  57   Male VA Long Beach atypical angina   180.00 285.00  True
890 891  53   Male VA Long Beach    asymptomatic   124.00 243.00 False
891 892  37   Male VA Long Beach     non-anginal   118.00 240.00 False
892 893  67   Male VA Long Beach    asymptomatic   140.00 219.00 False
893 894  74   Male VA Long Beach     non-anginal   140.00 237.00  True
894 895  63   Male VA Long Beach atypical angina   142.67 165.00 False
895 896  58   Male VA Long Beach    asymptomatic   100.00 213.00 False
896 897  61   Male VA Long Beach    asymptomatic   190.00 287.00  True
897 898  64   Male VA Long Beach    asymptomatic   130.00 258.00  True
898 899  58   Male VA Long Beach    asymptomatic   160.00 256.00  True
899 900  60   Male VA Long Beach    asymptomatic   130.00 186.00  True
900 901  57   Male VA Long Beach    asymptomatic   122.00 264.00 False
901 902  55   Male VA Long Beach     non-anginal   138.38 248.60 False
902 903  55   Male VA Long Beach    asymptomatic   120.00 226.00 False
903 904  56   Male VA Long Beach    asymptomatic   130.00 203.00  True
904 905  57   Male VA Long Beach    asymptomatic   130.00 207.00 False
905 906  61   Male VA Long Beach     non-anginal   140.29 284.00 False
906 907  61   Male VA Long Beach     non-anginal   120.00 337.00 False
907 908  58   Male VA Long Beach     non-anginal   150.00 219.00 False
908 909  74   Male VA Long Beach    asymptomatic   155.00 310.00 False
909 910  68   Male VA Long Beach     non-anginal   134.00 254.00  True
910 911  51 Female VA Long Beach    asymptomatic   114.00 258.00  True
911 912  62   Male VA Long Beach    asymptomatic   160.00 254.00  True
912 913  53   Male VA Long Beach    asymptomatic   144.00 300.00  True
913 914  62   Male VA Long Beach    asymptomatic   158.00 170.00 False
914 915  46   Male VA Long Beach    asymptomatic   134.00 310.00 False
915 916  54 Female VA Long Beach    asymptomatic   127.00 333.00  True
916 917  62   Male VA Long Beach  typical angina   143.06 139.00 False
917 918  55   Male VA Long Beach    asymptomatic   122.00 223.00  True
918 919  58   Male VA Long Beach    asymptomatic   150.81 385.00  True
919 920  62   Male VA Long Beach atypical angina   120.00 254.00 False
             restecg thalch exang oldpeak       slope ca              thal num
1     lv hypertrophy 150.00 False   2.300 downsloping  0      fixed defect   0
2     lv hypertrophy 108.00  True   1.500        flat  3            normal   2
3     lv hypertrophy 129.00  True   2.600        flat  2 reversable defect   1
4             normal 187.00 False   3.500 downsloping  0            normal   0
5     lv hypertrophy 172.00 False   1.400   upsloping  0            normal   0
6             normal 178.00 False   0.800   upsloping  0            normal   0
7     lv hypertrophy 160.00 False   3.600 downsloping  2            normal   3
8             normal 163.00  True   0.600   upsloping  0            normal   0
9     lv hypertrophy 147.00 False   1.400        flat  1 reversable defect   2
10    lv hypertrophy 155.00  True   3.100 downsloping  0 reversable defect   1
11            normal 148.00 False   0.400        flat  0      fixed defect   0
12    lv hypertrophy 153.00 False   1.300        flat  0            normal   0
13    lv hypertrophy 142.00  True   0.600        flat  1      fixed defect   2
14            normal 173.00 False   0.000   upsloping  0 reversable defect   0
15            normal 162.00 False   0.500   upsloping  0 reversable defect   0
16            normal 174.00 False   1.600   upsloping  0            normal   0
17            normal 168.00 False   1.000 downsloping  0 reversable defect   1
18            normal 160.00 False   1.200   upsloping  0            normal   0
19            normal 139.00 False   0.200   upsloping  0            normal   0
20            normal 171.00 False   0.600   upsloping  0            normal   0
21    lv hypertrophy 144.00  True   1.800        flat  0            normal   0
22    lv hypertrophy 162.00 False   1.000   upsloping  0            normal   0
23    lv hypertrophy 160.00 False   1.800        flat  0            normal   1
24    lv hypertrophy 173.00 False   3.200   upsloping  2 reversable defect   3
25    lv hypertrophy 132.00  True   2.400        flat  2 reversable defect   4
26            normal 158.00 False   1.600        flat  0            normal   0
27            normal 172.00 False   0.000   upsloping  0            normal   0
28            normal 114.00 False   2.600 downsloping  0            normal   0
29            normal 171.00 False   1.500   upsloping  0            normal   0
30    lv hypertrophy 114.00  True   2.000        flat  0 reversable defect   3
31            normal 151.00 False   1.800   upsloping  2            normal   0
32            normal 160.00  True   1.400   upsloping  2 reversable defect   2
33            normal 158.00 False   0.000   upsloping  0            normal   1
34            normal 161.00 False   0.500        flat  0 reversable defect   0
35            normal 179.00  True   0.400   upsloping  0            normal   0
36            normal 178.00 False   0.000   upsloping  0            normal   0
37    lv hypertrophy 120.00  True   2.500        flat  0 reversable defect   3
38    lv hypertrophy 112.00  True   0.600        flat  1      fixed defect   1
39            normal 132.00  True   1.200        flat  1 reversable defect   3
40            normal 137.00  True   1.000        flat  0            normal   0
41    lv hypertrophy 114.00 False   1.000        flat  3 reversable defect   4
42            normal 178.00  True   1.400   upsloping  0 reversable defect   0
43            normal 162.00 False   0.400   upsloping  2            normal   0
44            normal 157.00 False   1.600   upsloping  0            normal   0
45    lv hypertrophy 169.00 False   0.000   upsloping  0            normal   1
46    lv hypertrophy 165.00 False   2.500        flat  1 reversable defect   4
47            normal 123.00 False   0.600   upsloping  0            normal   0
48    lv hypertrophy 128.00 False   2.600        flat  0 reversable defect   4
49    lv hypertrophy 157.00 False   0.800   upsloping  1            normal   0
50    lv hypertrophy 152.00 False   1.200 downsloping  0            normal   0
51            normal 168.00 False   0.000   upsloping  1            normal   0
52            normal 140.00 False   0.400   upsloping  0 reversable defect   0
53    lv hypertrophy 153.00 False   0.000   upsloping  1            normal   2
54    lv hypertrophy 188.00 False   0.000   upsloping  0            normal   0
55            normal 144.00  True   1.400   upsloping  1 reversable defect   1
56    lv hypertrophy 109.00  True   2.200        flat  1 reversable defect   1
57            normal 163.00 False   0.600        flat  1 reversable defect   1
58    lv hypertrophy 158.00 False   0.000   upsloping  0 reversable defect   1
59    lv hypertrophy 152.00 False   0.500 downsloping  1            normal   0
60    lv hypertrophy 125.00  True   1.400   upsloping  1            normal   0
61            normal 142.00  True   1.200        flat  0 reversable defect   2
62    lv hypertrophy 160.00  True   1.400 downsloping  0            normal   0
63    lv hypertrophy 131.00  True   2.200        flat  3 reversable defect   1
64            normal 170.00 False   0.000   upsloping  0            normal   0
65            normal 113.00 False   1.400        flat  1 reversable defect   2
66    lv hypertrophy 142.00  True   2.800        flat  2 reversable defect   2
67    lv hypertrophy 155.00 False   3.000        flat  0            normal   1
68    lv hypertrophy 165.00 False   1.600   upsloping  0 reversable defect   0
69    lv hypertrophy 140.00  True   3.400 downsloping  0 reversable defect   2
70            normal 147.00 False   3.600        flat  0            normal   1
71            normal 148.00 False   0.800   upsloping  0            normal   0
72            normal 163.00 False   0.200        flat  2 reversable defect   3
73            normal  99.00  True   1.800        flat  2 reversable defect   1
74    lv hypertrophy 158.00 False   0.600   upsloping  2      fixed defect   1
75    lv hypertrophy 177.00 False   0.000   upsloping  1            normal   1
76    lv hypertrophy 151.00 False   0.800   upsloping  0            normal   0
77    lv hypertrophy 141.00  True   2.800        flat  1 reversable defect   1
78    lv hypertrophy 142.00 False   1.500   upsloping  1            normal   0
79    lv hypertrophy 180.00 False   0.200        flat  0            normal   0
80    lv hypertrophy 111.00  True   0.800   upsloping  0 reversable defect   3
81    lv hypertrophy 148.00  True   3.000        flat  0            normal   0
82    lv hypertrophy 143.00 False   0.400        flat  0            normal   0
83    lv hypertrophy 182.00 False   0.000   upsloping  0            normal   0
84    lv hypertrophy 150.00  True   1.600        flat  0 reversable defect   3
85            normal 172.00 False   0.200   upsloping  0            normal   0
86    lv hypertrophy 180.00 False   0.000   upsloping  0            normal   0
87    lv hypertrophy 156.00 False   0.000   upsloping  0            normal   0
88    lv hypertrophy 115.00 False   0.000   upsloping  0            normal   0
89    lv hypertrophy 160.00 False   0.000   upsloping  0            normal   0
90    lv hypertrophy 149.00 False   0.500   upsloping  0            normal   0
91    lv hypertrophy 151.00 False   0.400        flat  0            normal   0
92    lv hypertrophy 145.00 False   6.200 downsloping  3 reversable defect   3
93            normal 146.00 False   1.800        flat  3 reversable defect   0
94            normal 175.00 False   0.600        flat  0            normal   0
95    lv hypertrophy 172.00 False   0.000   upsloping  0            normal   0
96            normal 161.00  True   0.000   upsloping  1 reversable defect   1
97    lv hypertrophy 142.00  True   1.200        flat  1 reversable defect   2
98    lv hypertrophy 157.00 False   2.600        flat  2 reversable defect   3
99            normal 158.00 False   0.800   upsloping  1            normal   0
100   lv hypertrophy 186.00 False   0.000   upsloping  0            normal   0
101   lv hypertrophy 185.00 False   0.000   upsloping  0            normal   0
102   lv hypertrophy 174.00 False   0.000   upsloping  0            normal   0
103   lv hypertrophy 159.00 False   0.000   upsloping  1            normal   0
104   lv hypertrophy 130.00 False   0.000   upsloping  1            normal   0
105           normal 139.00 False   2.000        flat  3 reversable defect   3
106           normal 156.00 False   0.000   upsloping  0 reversable defect   0
107           normal 162.00  True   0.000   upsloping  1 reversable defect   2
108   lv hypertrophy 150.00 False   0.400        flat  1 reversable defect   1
109           normal 140.00  True   3.600        flat  1 reversable defect   2
110           normal 140.00 False   1.200        flat  0 reversable defect   3
111   lv hypertrophy 146.00  True   1.000        flat  0 reversable defect   1
112   lv hypertrophy 144.00  True   1.200        flat  1            normal   1
113   lv hypertrophy 190.00 False   0.000        flat  0      fixed defect   0
114   lv hypertrophy 136.00  True   3.000        flat  0 reversable defect   2
115           normal  97.00 False   1.200        flat  1 reversable defect   2
116           normal 132.00 False   0.000        flat  0      fixed defect   0
117   lv hypertrophy 165.00 False   0.000   upsloping  0            normal   0
118           normal 182.00 False   1.400   upsloping  0            normal   0
119   lv hypertrophy 132.00  True   1.800   upsloping  3 reversable defect   3
120   lv hypertrophy 127.00 False   2.800        flat  1 reversable defect   2
121   lv hypertrophy 150.00  True   0.000   upsloping  2 reversable defect   3
122   lv hypertrophy 154.00 False   4.000        flat  3 reversable defect   4
123           normal 143.00  True   1.200        flat  0            normal   0
124           normal 111.00  True   5.600 downsloping  0 reversable defect   3
125   lv hypertrophy 174.00 False   1.400        flat  1            normal   1
126   lv hypertrophy 175.00 False   0.600        flat  0            normal   0
127   lv hypertrophy 133.00  True   4.000 downsloping  2 reversable defect   3
128           normal 126.00  True   2.800        flat  1 reversable defect   3
129           normal 170.00 False   0.000   upsloping  0            normal   0
130           normal 163.00 False   0.000   upsloping  0            normal   0
131   lv hypertrophy 147.00 False   0.400        flat  0 reversable defect   0
132           normal 154.00  True   0.000   upsloping  1 reversable defect   0
133   lv hypertrophy 202.00 False   0.000   upsloping  0            normal   0
134   lv hypertrophy 186.00  True   0.000   upsloping  0            normal   0
135           normal 165.00 False   0.200        flat  0            normal   0
136   lv hypertrophy 161.00 False   1.400        flat  0            normal   0
137           normal 125.00  True   2.600 downsloping  0 reversable defect   4
138   lv hypertrophy 103.00 False   1.400        flat  1 reversable defect   3
139           normal 130.00  True   1.600        flat  0 reversable defect   1
140   lv hypertrophy 166.00 False   2.400        flat  0            normal   0
141           normal 164.00  True   0.000   upsloping  0            normal   0
142   lv hypertrophy 159.00 False   0.200        flat  0 reversable defect   1
143           normal 184.00 False   0.000   upsloping  0            normal   0
144           normal 131.00  True   1.800        flat  0 reversable defect   1
145   lv hypertrophy 154.00  True   0.600        flat  0 reversable defect   0
146           normal 152.00 False   0.000   upsloping  0            normal   1
147   lv hypertrophy 124.00 False   1.000        flat  3 reversable defect   4
148           normal 179.00 False   0.000   upsloping  0            normal   0
149   lv hypertrophy 170.00 False   0.000   upsloping  0            normal   0
150           normal 160.00 False   0.000   upsloping  1            normal   0
151           normal 178.00 False   1.200        flat  0 reversable defect   0
152   lv hypertrophy 122.00 False   0.600        flat  0            normal   0
153   lv hypertrophy 160.00 False   1.600        flat  0 reversable defect   0
154   lv hypertrophy 145.00  True   0.800        flat  1 reversable defect   4
155   lv hypertrophy  96.00  True   2.200 downsloping  1            normal   3
156   lv hypertrophy 109.00 False   2.400        flat  3            normal   1
157           normal 173.00  True   1.600   upsloping  0 reversable defect   1
158   lv hypertrophy 171.00 False   0.000   upsloping  2 reversable defect   1
159   lv hypertrophy 170.00 False   1.200        flat  2 reversable defect   2
160           normal 151.00 False   1.000   upsloping  1 reversable defect   0
161           normal 156.00 False   0.000   upsloping  0 reversable defect   0
162   lv hypertrophy 162.00  True   0.000   upsloping  3            normal   4
163           normal 158.00 False   1.600        flat  0            normal   0
164   lv hypertrophy 122.00 False   1.000        flat  0            normal   0
165           normal 175.00 False   0.000   upsloping  2            normal   0
166           normal 168.00  True   0.000   upsloping  0 reversable defect   0
167           normal 169.00 False   0.000   upsloping  0            normal   0
168   lv hypertrophy 159.00  True   0.000   upsloping  1            normal   0
169   lv hypertrophy 156.00  True   0.000   upsloping  0 reversable defect   1
170           normal 138.00 False   0.000        flat  0            normal   0
171           normal 112.00  True   2.900        flat  1 reversable defect   3
172   lv hypertrophy 111.00  True   0.000   upsloping  0 reversable defect   0
173           normal 143.00  True   0.000        flat  0            normal   1
174   lv hypertrophy 157.00 False   1.200        flat  0            normal   0
175   lv hypertrophy 132.00 False   2.000        flat  2      fixed defect   4
176           normal  88.00  True   1.200        flat  1 reversable defect   1
177           normal 147.00 False   0.100   upsloping  3 reversable defect   0
178   lv hypertrophy 105.00  True   2.100        flat  1      fixed defect   1
179           normal 162.00 False   1.900   upsloping  1            normal   0
180   lv hypertrophy 173.00 False   0.000   upsloping  3            normal   0
181   lv hypertrophy 166.00 False   0.500        flat  0 reversable defect   3
182   lv hypertrophy 150.00  True   1.900        flat  2 reversable defect   2
183   lv hypertrophy 178.00 False   0.800   upsloping  2            normal   0
184   lv hypertrophy 145.00 False   4.200 downsloping  0 reversable defect   0
185   lv hypertrophy 161.00 False   0.000   upsloping  0            normal   1
186           normal 179.00 False   0.000   upsloping  2            normal   0
187           normal 194.00 False   0.800 downsloping  0 reversable defect   0
188           normal 120.00  True   0.000        flat  3      fixed defect   2
189   lv hypertrophy 195.00 False   0.000   upsloping  1 reversable defect   1
190   lv hypertrophy 146.00 False   2.000        flat  3 reversable defect   2
191           normal 163.00 False   0.000   upsloping  0            normal   0
192           normal 122.00  True   4.200        flat  3 reversable defect   3
193   lv hypertrophy 143.00  True   0.100        flat  0 reversable defect   1
194           normal 106.00 False   1.900        flat  3            normal   2
195   lv hypertrophy 115.00 False   1.500        flat  0            normal   0
196   lv hypertrophy 125.00  True   0.900        flat  2            normal   3
197   lv hypertrophy 131.00 False   0.100        flat  1            normal   0
198   lv hypertrophy 152.00  True   0.200        flat  0            normal   0
199           normal 162.00 False   1.100   upsloping  0            normal   0
200   lv hypertrophy 125.00 False   0.000   upsloping  0            normal   1
201   lv hypertrophy 159.00 False   0.000   upsloping  0            normal   0
202           normal 154.00  True   0.000   upsloping  0            normal   0
203           normal 173.00 False   0.200   upsloping  1 reversable defect   0
204           normal 133.00 False   0.200   upsloping  0 reversable defect   0
205           normal 161.00 False   0.000   upsloping  0 reversable defect   0
206   lv hypertrophy 147.00  True   0.000        flat  3 reversable defect   3
207   lv hypertrophy 130.00  True   3.000        flat  2 reversable defect   3
208   lv hypertrophy 126.00  True   0.900        flat  0 reversable defect   3
209           normal 155.00 False   0.000   upsloping  0            normal   0
210           normal 154.00  True   1.400        flat  0            normal   1
211           normal 170.00 False   0.000   upsloping  0            normal   0
212           normal 182.00  True   3.800        flat  0 reversable defect   4
213   lv hypertrophy 168.00 False   2.000        flat  0            normal   0
214           normal 165.00  True   1.000        flat  2 reversable defect   3
215           normal 160.00 False   0.000   upsloping  1            normal   1
216   lv hypertrophy 162.00 False   1.900        flat  0 reversable defect   0
217           normal 172.00 False   0.000   upsloping  0            normal   0
218   lv hypertrophy 152.00  True   0.000        flat  0            normal   0
219           normal 122.00 False   2.000        flat  2            normal   0
220   lv hypertrophy 182.00 False   0.000   upsloping  0            normal   0
221   lv hypertrophy 172.00  True   0.000   upsloping  0            normal   0
222   lv hypertrophy 167.00 False   0.000   upsloping  0            normal   0
223           normal 179.00 False   0.000   upsloping  0            normal   0
224           normal  95.00  True   2.000        flat  2 reversable defect   3
225           normal 169.00  True   1.800        flat  2            normal   1
226           normal 192.00 False   0.700   upsloping  0            normal   0
227           normal 143.00 False   0.100   upsloping  0            normal   0
228           normal 172.00 False   0.000   upsloping  1            normal   0
229   lv hypertrophy 108.00  True   0.000        flat  1            normal   3
230   lv hypertrophy 132.00  True   0.100   upsloping  1            normal   2
231   lv hypertrophy 169.00 False   0.100        flat  0            normal   0
232 st-t abnormality 117.00  True   3.400        flat  0            normal   2
233   lv hypertrophy 126.00 False   0.800   upsloping  3            normal   1
234   lv hypertrophy 121.00  True   0.200   upsloping  1            normal   0
235           normal 163.00 False   0.000   upsloping  1            normal   0
236   lv hypertrophy 116.00  True   3.200        flat  2            normal   3
237   lv hypertrophy 103.00  True   1.600 downsloping  0 reversable defect   2
238   lv hypertrophy 144.00 False   0.800   upsloping  0 reversable defect   1
239           normal 162.00 False   0.000        flat  0            normal   0
240           normal 162.00 False   0.000   upsloping  0            normal   0
241           normal 153.00 False   0.000   upsloping  0            normal   0
242           normal 163.00 False   0.000   upsloping  0            normal   0
243           normal 163.00 False   0.000   upsloping  0            normal   0
244           normal 145.00 False   2.600        flat  2            normal   2
245           normal  96.00 False   0.000   upsloping  0            normal   0
246           normal  71.00 False   1.000        flat  0            normal   2
247           normal 156.00 False   0.100   upsloping  1 reversable defect   2
248   lv hypertrophy 118.00  True   1.000        flat  1            normal   1
249           normal 168.00 False   1.000   upsloping  2 reversable defect   3
250   lv hypertrophy 140.00 False   0.000   upsloping  0            normal   0
251           normal 126.00  True   1.500        flat  0      fixed defect   0
252           normal 105.00 False   2.000        flat  1 reversable defect   1
253           normal 105.00  True   0.200        flat  1 reversable defect   0
254   lv hypertrophy 157.00 False   0.600   upsloping  0            normal   0
255           normal 181.00 False   1.200        flat  0            normal   0
256           normal 173.00 False   0.000        flat  0            normal   0
257           normal 142.00 False   0.300   upsloping  2            normal   0
258 st-t abnormality 116.00 False   1.100        flat  0            normal   0
259   lv hypertrophy 143.00 False   0.000   upsloping  0            normal   0
260           normal 141.00 False   0.300   upsloping  0 reversable defect   1
261           normal 149.00 False   0.300        flat  1            normal   0
262   lv hypertrophy 152.00 False   0.000   upsloping  2            normal   3
263           normal 171.00 False   0.900   upsloping  0            normal   0
264           normal 169.00 False   0.000   upsloping  0            normal   0
265   lv hypertrophy 125.00  True   3.600        flat  1            normal   4
266           normal 125.00  True   1.800        flat  0      fixed defect   2
267           normal 156.00  True   1.000        flat  0 reversable defect   2
268           normal 134.00 False   2.200        flat  1      fixed defect   2
269           normal 181.00 False   0.000   upsloping  0 reversable defect   1
270           normal 150.00 False   0.000   upsloping  0            normal   0
271   lv hypertrophy 138.00  True   1.900   upsloping  1 reversable defect   1
272   lv hypertrophy 138.00 False   2.300   upsloping  0      fixed defect   0
273           normal 120.00  True   1.800        flat  2 reversable defect   2
274           normal 125.00 False   1.600        flat  0            normal   0
275           normal 162.00 False   0.800   upsloping  2            normal   1
276   lv hypertrophy 155.00 False   0.600        flat  0 reversable defect   0
277   lv hypertrophy 152.00 False   0.000        flat  1            normal   0
278           normal 152.00 False   0.000        flat  0            normal   0
279   lv hypertrophy 164.00 False   0.000   upsloping  1            normal   1
280           normal 131.00 False   0.600        flat  0            normal   0
281           normal 143.00  True   3.000        flat  1 reversable defect   2
282           normal 179.00 False   0.000   upsloping  0            normal   0
283 st-t abnormality 130.00  True   2.000        flat  1 reversable defect   3
284           normal 174.00 False   0.000   upsloping  0            normal   0
285           normal 161.00 False   0.000   upsloping  1 reversable defect   2
286 st-t abnormality 140.00 False   4.400 downsloping  3      fixed defect   4
287   lv hypertrophy 146.00  True   2.800        flat  2      fixed defect   2
288           normal 144.00 False   0.400        flat  0 reversable defect   0
289   lv hypertrophy 163.00 False   0.000   upsloping  0 reversable defect   0
290           normal 169.00 False   0.000 downsloping  0            normal   0
291   lv hypertrophy 150.00 False   0.800        flat  0 reversable defect   1
292           normal 166.00 False   1.200   upsloping  0            normal   0
293           normal 144.00  True   2.800 downsloping  0      fixed defect   2
294   lv hypertrophy 144.00  True   4.000   upsloping  2 reversable defect   2
295           normal 136.00  True   0.000        flat  0            normal   1
296           normal 182.00 False   0.000   upsloping  0            normal   0
297   lv hypertrophy  90.00 False   1.000        flat  2      fixed defect   3
298           normal 123.00  True   0.200        flat  0 reversable defect   1
299           normal 132.00 False   1.200        flat  0 reversable defect   1
300           normal 141.00 False   3.400        flat  2 reversable defect   2
301           normal 115.00  True   1.200        flat  1 reversable defect   3
302   lv hypertrophy 174.00 False   0.000        flat  1            normal   1
303           normal 173.00 False   0.000   upsloping  0            normal   0
304   lv hypertrophy 185.00 False   0.000   upsloping  0            normal   0
305           normal 160.00 False   0.000   upsloping  0            normal   0
306           normal 170.00 False   0.000   upsloping  0            normal   0
307 st-t abnormality 170.00 False   0.000   upsloping  0      fixed defect   0
308 st-t abnormality 150.00 False   0.000   upsloping  0            normal   0
309           normal 165.00 False   0.000   upsloping  0            normal   0
310           normal 184.00 False   0.000   upsloping  0            normal   0
311           normal 155.00 False   0.000   upsloping  0            normal   0
312           normal 185.00 False   0.000   upsloping  0            normal   0
313           normal 190.00 False   0.000   upsloping  0            normal   0
314 st-t abnormality 168.00 False   0.000   upsloping  0            normal   0
315           normal 150.00 False   0.000   upsloping  0            normal   0
316 st-t abnormality 185.00 False   0.000   upsloping  0            normal   0
317           normal 150.00 False   0.000   upsloping  0            normal   0
318   lv hypertrophy 180.00 False   0.000   upsloping  0            normal   0
319           normal 168.00 False   0.000   upsloping  0            normal   0
320           normal 180.00 False   0.000   upsloping  0            normal   0
321           normal 184.00 False   1.000        flat  0            normal   0
322           normal 178.00 False   0.000   upsloping  0            normal   0
323           normal 172.00 False   0.000   upsloping  0            normal   0
324           normal 130.00 False   0.000   upsloping  0            normal   0
325           normal 142.00 False   0.000        flat  0            normal   0
326 st-t abnormality 184.00 False   0.000   upsloping  0            normal   0
327 st-t abnormality  98.00 False   0.000        flat  0            normal   0
328           normal 150.00 False   0.000   upsloping  0            normal   0
329           normal 168.00 False   0.000   upsloping  0            normal   0
330           normal 158.00 False   0.000   upsloping  0            normal   0
331           normal 129.00 False   0.000        flat  0            normal   0
332           normal 150.00 False   0.000   upsloping  0            normal   0
333           normal 130.00 False   0.000   upsloping  0            normal   0
334 st-t abnormality 180.00 False   0.000   upsloping  0            normal   0
335 st-t abnormality 146.00 False   2.000   upsloping  0            normal   0
336           normal 160.00  True   1.000        flat  0            normal   0
337           normal 145.00 False   0.000   upsloping  0            normal   0
338           normal 120.00 False   0.000   upsloping  0            normal   0
339           normal 106.00 False   0.000   upsloping  0            normal   0
340           normal 170.00 False   0.000   upsloping  0            normal   0
341           normal 160.00 False   0.000   upsloping  0            normal   0
342           normal 132.00 False   0.000   upsloping  0            normal   0
343           normal 140.00 False   0.000   upsloping  0            normal   0
344           normal 150.00 False   0.000   upsloping  0            normal   0
345           normal 172.00 False   0.000   upsloping  0            normal   0
346           normal 138.00 False   0.000   upsloping  0            normal   0
347           normal 167.00 False   0.000   upsloping  0            normal   0
348           normal 188.00 False   0.000   upsloping  0            normal   0
349 st-t abnormality 142.00 False   0.000   upsloping  0            normal   0
350           normal 180.00 False   0.000   upsloping  0            normal   0
351           normal 150.00 False   0.000   upsloping  0            normal   0
352 st-t abnormality 160.00 False   0.000   upsloping  0            normal   0
353           normal 170.00 False   0.000   upsloping  0            normal   0
354           normal 144.00 False   0.000   upsloping  0            normal   0
355           normal 142.00 False   0.000   upsloping  0            normal   0
356 st-t abnormality 137.00 False   0.000   upsloping  0            normal   0
357           normal 150.00 False   0.000   upsloping  0            normal   0
358           normal 155.00 False   0.000   upsloping  0            normal   0
359           normal 136.00 False   0.000   upsloping  0            normal   0
360           normal 152.00  True   1.500        flat  0            normal   0
361           normal 146.00 False   0.000   upsloping  0            normal   0
362           normal 170.00 False   0.000   upsloping  0            normal   0
363           normal 142.00 False   0.000        flat  0            normal   0
364           normal 165.00 False   0.000   upsloping  0            normal   0
365 st-t abnormality 175.00 False   0.000   upsloping  0            normal   0
366 st-t abnormality 176.00 False   0.000   upsloping  0            normal   0
367           normal 118.00 False   0.000        flat  0            normal   0
368           normal 154.00 False   0.000   upsloping  0            normal   0
369           normal 175.00 False   0.000   upsloping  0            normal   0
370           normal 138.00 False   0.000   upsloping  0            normal   0
371 st-t abnormality 115.00 False   0.000        flat  0            normal   0
372           normal 142.00 False   1.000        flat  0            normal   0
373           normal 135.00 False   0.000   upsloping  0            normal   0
374           normal 170.00 False   0.000   upsloping  0            normal   0
375           normal 170.00 False   0.000   upsloping  0            normal   0
376           normal 180.00 False   0.000   upsloping  0            normal   0
377           normal 144.00 False   0.000        flat  0            normal   0
378           normal 122.00 False   0.000   upsloping  0            normal   0
379           normal 110.00 False   0.000        flat  0 reversable defect   0
380           normal 140.00 False   0.000   upsloping  0            normal   0
381           normal 144.00 False   0.000   upsloping  0            normal   0
382           normal  90.00 False   0.000        flat  0            normal   0
383           normal 165.00  True   0.000   upsloping  0            normal   0
384           normal 150.00 False   0.000        flat  0            normal   0
385           normal 116.00 False   0.000   upsloping  0 reversable defect   0
386 st-t abnormality 140.00  True   1.000        flat  0            normal   0
387 st-t abnormality 140.00 False   0.000   upsloping  0            normal   0
388 st-t abnormality 120.00 False   0.000   upsloping  0            normal   0
389           normal 135.00 False   1.000   upsloping  0            normal   0
390           normal 145.00 False   2.000        flat  0            normal   0
391           normal 150.00 False   0.000   upsloping  0            normal   0
392           normal 174.00 False   0.000   upsloping  0            normal   0
393           normal 125.00  True   0.000        flat  0 reversable defect   0
394 st-t abnormality 143.64 False   2.000   upsloping  0            normal   0
395 st-t abnormality 148.00 False   0.000        flat  0            normal   0
396           normal 120.00 False   0.000        flat  0            normal   0
397           normal 125.00 False   0.000        flat  0            normal   0
398           normal 175.00 False   2.000   upsloping  0            normal   0
399 st-t abnormality 110.00 False   0.000        flat  0            normal   0
400           normal 130.00  True   1.000        flat  0            normal   0
401           normal 100.00 False   0.000        flat  0 reversable defect   0
402           normal 160.00 False   0.000   upsloping  0            normal   0
403           normal 118.00 False   0.000        flat  0 reversable defect   0
404           normal 138.00 False   0.000        flat  0      fixed defect   0
405           normal 160.00 False   0.000   upsloping  0            normal   0
406           normal 160.00 False   0.000   upsloping  0            normal   0
407           normal 164.00 False   0.000   upsloping  0            normal   0
408 st-t abnormality 135.00 False   0.000        flat  0            normal   0
409           normal 174.00 False   0.000   upsloping  0            normal   0
410           normal 172.00 False   0.000   upsloping  0            normal   0
411           normal 132.00 False   1.000        flat  0            normal   0
412           normal 130.00 False   0.000        flat  0      fixed defect   0
413           normal 145.00 False   0.000        flat  0            normal   0
414           normal 110.00  True   1.000        flat  0            normal   0
415           normal 160.00 False   0.000   upsloping  0            normal   0
416           normal 170.00 False   0.000   upsloping  0            normal   0
417 st-t abnormality 116.00 False   0.000   upsloping  0 reversable defect   0
418           normal 135.00 False   0.000   upsloping  0 reversable defect   0
419           normal 140.00  True   0.000        flat  0 reversable defect   0
420           normal 170.00 False   0.000   upsloping  0            normal   0
421           normal 120.00 False   0.000        flat  0            normal   0
422           normal 160.00  True   2.000   upsloping  0            normal   0
423           normal 120.00 False   0.500   upsloping  0            normal   0
424           normal 145.00 False   0.000   upsloping  0 reversable defect   0
425           normal 150.00 False   0.000   upsloping  0            normal   0
426           normal 100.00 False   0.000        flat  0 reversable defect   0
427           normal 148.00 False   0.000        flat  0            normal   0
428           normal 140.00 False   0.000        flat  0 reversable defect   0
429           normal 139.00 False   0.000   upsloping  0            normal   0
430           normal 140.00  True   1.500        flat  0            normal   0
431           normal 118.00 False   0.000        flat  0 reversable defect   0
432           normal 138.00  True   0.000        flat  0 reversable defect   0
433           normal 165.00 False   0.000   upsloping  0            normal   0
434 st-t abnormality 170.00 False   0.000   upsloping  0            normal   0
435           normal 127.00 False   0.000   upsloping  0 reversable defect   0
436           normal 142.00  True   2.000        flat  0 reversable defect   0
437           normal 130.00 False   0.000        flat  0            normal   0
438           normal 132.00 False   0.000   upsloping  0 reversable defect   0
439           normal 162.00 False   0.000   upsloping  0            normal   0
440           normal 140.00 False   0.000   upsloping  0 reversable defect   0
441 st-t abnormality 112.00  True   3.000        flat  0 reversable defect   0
442           normal 148.00 False   0.000   upsloping  0 reversable defect   0
443           normal 155.00 False   0.000   upsloping  0            normal   0
444           normal 138.00 False   1.000   upsloping  0 reversable defect   0
445           normal 140.00 False   0.000        flat  0 reversable defect   0
446           normal 150.00 False   1.500        flat  0 reversable defect   0
447 st-t abnormality 155.00 False   0.000   upsloping  0 reversable defect   0
448 st-t abnormality 140.00 False   0.000   upsloping  0 reversable defect   0
449           normal 130.00 False   0.000        flat  0 reversable defect   0
450           normal 130.00 False   0.000        flat  0 reversable defect   0
451           normal 137.00 False   2.000   upsloping  0 reversable defect   0
452           normal 142.00 False   0.000   upsloping  0 reversable defect   0
453           normal 154.00 False   0.000   upsloping  0 reversable defect   0
454           normal 110.00 False   0.000        flat  0 reversable defect   0
455 st-t abnormality 130.00 False   1.000   upsloping  0 reversable defect   0
456           normal 175.00 False   0.000   upsloping  0            normal   0
457           normal 137.00 False   0.000   upsloping  0 reversable defect   0
458           normal 122.00 False   0.000   upsloping  0 reversable defect   0
459 st-t abnormality 134.00 False   1.000   upsloping  0 reversable defect   0
460 st-t abnormality 160.00 False   0.000   upsloping  0 reversable defect   0
461           normal 155.00 False   0.000        flat  0            normal   0
462   lv hypertrophy 150.00 False   0.000        flat  0            normal   0
463           normal 137.00 False   0.000   upsloping  0 reversable defect   0
464           normal 150.00 False   0.000   upsloping  0 reversable defect   0
465           normal 155.00 False   0.000   upsloping  0 reversable defect   0
466           normal 160.00 False   0.000   upsloping  0 reversable defect   0
467   lv hypertrophy 134.00 False   0.000   upsloping  0 reversable defect   0
468           normal 140.00 False   0.000   upsloping  0 reversable defect   0
469           normal 110.00  True   0.500        flat  0 reversable defect   0
470 st-t abnormality 164.00 False   0.000   upsloping  0 reversable defect   0
471           normal 100.00 False   0.000        flat  0 reversable defect   0
472           normal 114.00 False   0.000        flat  0 reversable defect   0
473           normal 128.00  True   1.000   upsloping  0      fixed defect   0
474           normal 140.00 False   0.000   upsloping  0 reversable defect   0
475           normal  98.00 False   1.000        flat  0            normal   0
476 st-t abnormality 126.00  True   0.800        flat  0            normal   0
477           normal 140.00 False   0.000        flat  0      fixed defect   0
478           normal 150.00 False   0.000        flat  0 reversable defect   0
479           normal 110.00 False   0.000        flat  0 reversable defect   0
480           normal 160.00 False   0.000   upsloping  0 reversable defect   0
481           normal 100.00 False   0.000        flat  0 reversable defect   0
482           normal 124.00 False   1.000        flat  0            normal   0
483           normal 150.00 False   0.000        flat  0      fixed defect   0
484           normal 120.00  True   1.000        flat  0            normal   0
485           normal 100.00 False   0.000        flat  0 reversable defect   0
486           normal 140.00 False   0.000        flat  0 reversable defect   0
487   lv hypertrophy 135.00 False   0.000        flat  0 reversable defect   0
488 st-t abnormality 120.00  True   1.000        flat  0            normal   0
489 st-t abnormality 115.00  True   0.000        flat  0 reversable defect   0
490           normal 116.00 False   0.000        flat  0            normal   0
491           normal 152.00 False   1.000   upsloping  0 reversable defect   0
492           normal 153.00  True   1.500        flat  0 reversable defect   1
493           normal 150.00  True   1.000        flat  0            normal   1
494           normal 180.00 False   0.000   upsloping  0            normal   1
495           normal 140.00 False   0.000        flat  0      fixed defect   1
496           normal 160.00 False   3.000        flat  0            normal   1
497           normal 130.00  True   1.500        flat  0 reversable defect   1
498           normal 166.00 False   0.000   upsloping  0            normal   1
499           normal 170.00 False   0.000        flat  0      fixed defect   1
500           normal 134.00  True   2.500        flat  0      fixed defect   1
501           normal 152.00  True   1.000        flat  0      fixed defect   1
502           normal 170.00 False   0.000        flat  0      fixed defect   1
503           normal 138.00  True   1.000        flat  0 reversable defect   1
504           normal 130.00  True   2.000        flat  0 reversable defect   1
505           normal 150.00  True   0.000        flat  0      fixed defect   1
506           normal 124.00 False   0.000        flat  0 reversable defect   1
507           normal 125.00  True   1.000        flat  0 reversable defect   1
508           normal 145.00  True   1.000        flat  0 reversable defect   1
509           normal  98.00  True   1.500        flat  0 reversable defect   1
510           normal 110.00 False   0.000        flat  0 reversable defect   1
511           normal 115.00 False   2.000        flat  0 reversable defect   1
512           normal 103.00  True   1.000        flat  1 reversable defect   1
513           normal 156.00 False   1.000        flat  0            normal   1
514           normal 175.00 False   0.000        flat  0            normal   1
515           normal 170.00 False   0.000        flat  0 reversable defect   1
516           normal 140.00  True   0.000        flat  0 reversable defect   1
517           normal 150.00 False   0.000        flat  0 reversable defect   1
518           normal 150.00  True   1.000        flat  0 reversable defect   1
519           normal 120.00  True   2.000        flat  1 reversable defect   1
520           normal 140.00 False   0.000        flat  0 reversable defect   1
521           normal 122.00 False   2.000        flat  1 reversable defect   1
522           normal 130.00  True   3.000        flat  1 reversable defect   1
523 st-t abnormality 145.00  True   1.000        flat  0      fixed defect   1
524 st-t abnormality 140.00 False   0.000        flat  0      fixed defect   1
525 st-t abnormality 130.00  True   1.500        flat  0 reversable defect   1
526           normal 125.00 False   1.000        flat  1 reversable defect   1
527           normal 115.00 False   0.000        flat  0 reversable defect   1
528           normal  87.00  True   1.500        flat  0 reversable defect   1
529           normal 130.00 False   0.000        flat  0      fixed defect   1
530           normal 150.00  True   1.000        flat  0      fixed defect   1
531           normal 150.00 False   0.000        flat  0      fixed defect   1
532           normal 130.00 False   2.000        flat  0      fixed defect   1
533 st-t abnormality 155.00 False   0.000        flat  0      fixed defect   1
534 st-t abnormality 130.00  True   1.000        flat  0 reversable defect   1
535           normal 115.00  True   0.000        flat  0 reversable defect   1
536           normal 112.00 False   0.000        flat  0 reversable defect   1
537 st-t abnormality 150.00  True   2.000 downsloping  0 reversable defect   1
538           normal 102.00  True   3.000        flat  0 reversable defect   1
539           normal  92.00  True   1.500        flat  0 reversable defect   1
540           normal  99.00  True   2.000        flat  2 reversable defect   1
541           normal 121.00  True   2.000        flat  1 reversable defect   1
542           normal 150.00 False   0.000        flat  0 reversable defect   1
543           normal 126.00  True   1.500        flat  0 reversable defect   1
544           normal 116.00  True   0.000        flat  0 reversable defect   1
545           normal 150.00  True   1.500        flat  0 reversable defect   1
546           normal  91.00  True   1.000        flat  1 reversable defect   1
547           normal 125.00  True   1.000        flat  0 reversable defect   1
548           normal 118.00  True   0.000        flat  0 reversable defect   1
549           normal 142.00  True   2.000        flat  1 reversable defect   1
550           normal 128.00  True   1.500        flat  0 reversable defect   1
551           normal 125.00  True   1.000        flat  0 reversable defect   1
552           normal  92.00  True   3.000        flat  1 reversable defect   1
553 st-t abnormality  92.00 False   0.000        flat  1      fixed defect   1
554           normal 140.00  True   2.000        flat  1 reversable defect   1
555 st-t abnormality 130.00 False   2.000        flat  0 reversable defect   1
556           normal 120.00  True   1.000        flat  0 reversable defect   1
557           normal 150.00  True   3.000        flat  0 reversable defect   1
558           normal 100.00  True   2.000        flat  0 reversable defect   1
559           normal 175.00 False   2.000        flat  0 reversable defect   1
560           normal 170.00 False   0.000        flat  0            normal   1
561           normal 108.00  True   1.500        flat  0 reversable defect   1
562           normal 120.00  True   1.000        flat  0 reversable defect   1
563           normal 140.00  True   1.000        flat  0 reversable defect   1
564           normal 150.00 False   2.000        flat  0 reversable defect   1
565 st-t abnormality  96.00  True   1.000        flat  1 reversable defect   1
566           normal 110.00  True   1.000        flat  0 reversable defect   1
567           normal 124.00  True   2.000        flat  0 reversable defect   1
568 st-t abnormality  82.00  True   4.000        flat  1 reversable defect   1
569           normal 130.00 False   0.000        flat  0      fixed defect   1
570 st-t abnormality 120.00  True   1.500        flat  0 reversable defect   1
571           normal 105.00 False   1.500        flat  0 reversable defect   1
572   lv hypertrophy 136.00 False   0.000        flat  0      fixed defect   1
573           normal 143.00  True   2.000        flat  0 reversable defect   1
574           normal  96.00  True   2.000        flat  1 reversable defect   1
575           normal 150.00 False   1.000        flat  0 reversable defect   1
576 st-t abnormality 124.00  True   1.500        flat  0 reversable defect   1
577 st-t abnormality 122.00  True   2.000        flat  0 reversable defect   1
578 st-t abnormality  99.00  True   2.000        flat  1 reversable defect   1
579           normal 125.00 False   0.000        flat  0 reversable defect   1
580   lv hypertrophy 119.00  True   0.000        flat  0 reversable defect   1
581           normal 112.00  True   2.000        flat  1 reversable defect   1
582           normal  94.00  True   1.000        flat  1 reversable defect   1
583           normal 118.00  True   3.000        flat  0 reversable defect   1
584           normal 135.00  True   2.000        flat  0 reversable defect   1
585           normal 135.00 False   0.000        flat  0            normal   1
586           normal  98.00  True   2.000        flat  0      fixed defect   1
587 st-t abnormality 158.00  True   3.000        flat  0      fixed defect   1
588           normal  96.00  True   0.000        flat  0 reversable defect   1
589           normal 122.00 False   2.000        flat  0 reversable defect   1
590 st-t abnormality 140.00  True   5.000        flat  0 reversable defect   1
591 st-t abnormality 125.00  True   2.500        flat  0 reversable defect   1
592           normal 134.00  True   2.000        flat  1 reversable defect   1
593           normal  94.00  True   2.500        flat  1 reversable defect   1
594 st-t abnormality 100.00  True   0.000        flat  0 reversable defect   1
595           normal 150.00  True   3.000        flat  0 reversable defect   1
596           normal 110.00  True   1.000        flat  0 reversable defect   1
597 st-t abnormality 115.00  True   1.000        flat  1 reversable defect   1
598           normal 127.00 False   0.700   upsloping  0 reversable defect   1
599           normal 154.00 False   0.200   upsloping  0            normal   1
600           normal 130.00  True   1.108        flat  0 reversable defect   3
601           normal 125.00  True   1.000        flat  0      fixed defect   1
602           normal 166.00 False   2.800   upsloping  0            normal   2
603           normal 156.00 False   0.000        flat  0            normal   1
604           normal 179.00 False  -1.100   upsloping  0            normal   0
605           normal 128.00  True   0.000        flat  0 reversable defect   1
606           normal 150.00 False   0.000        flat  0            normal   2
607           normal 120.00  True   1.550        flat  0            normal   1
608 st-t abnormality 144.00 False   0.000   upsloping  0            normal   2
609           normal 176.00 False   1.600   upsloping  0 reversable defect   2
610           normal 128.00  True  -1.500 downsloping  0      fixed defect   1
611           normal  99.00  True   0.000        flat  0 reversable defect   2
612           normal 122.00 False   1.500 downsloping  0 reversable defect   3
613           normal 145.00  True   2.000        flat  0 reversable defect   4
614 st-t abnormality 140.00  True   0.500   upsloping  0 reversable defect   2
615           normal 138.00 False  -0.100   upsloping  0 reversable defect   0
616 st-t abnormality 133.00 False  -2.600        flat  1      fixed defect   1
617           normal 113.00  True   1.500        flat  0 reversable defect   1
618           normal 120.00  True   0.000        flat  0            normal   1
619           normal 118.00  True   1.000        flat  0            normal   3
620 st-t abnormality 149.00 False   2.100   upsloping  1 reversable defect   2
621           normal 124.00  True   0.000        flat  0 reversable defect   1
622           normal 128.00 False   0.000        flat  1      fixed defect   2
623           normal 110.00 False   0.000        flat  0            normal   1
624           normal 120.00  True   0.500        flat  0      fixed defect   3
625 st-t abnormality 156.00  True   0.000   upsloping  1      fixed defect   3
626           normal 139.00  True   0.700        flat  0 reversable defect   1
627           normal 127.00  True   1.500   upsloping  0 reversable defect   2
628           normal  92.00 False   0.000        flat  2            normal   4
629           normal 104.00 False   0.000        flat  2            normal   3
630           normal 170.00 False  -0.700   upsloping  1 reversable defect   2
631 st-t abnormality 163.00 False   0.000        flat  1 reversable defect   1
632           normal  60.00 False   0.000        flat  1            normal   2
633           normal 126.00 False   2.200        flat  1 reversable defect   2
634           normal 120.00 False   0.000        flat  1 reversable defect   2
635           normal 128.00  True   2.000        flat  1 reversable defect   2
636           normal 122.00  True   1.000   upsloping  0 reversable defect   2
637           normal  82.00  True   0.590        flat  1 reversable defect   2
638           normal  95.00 False   0.000        flat  2            normal   3
639 st-t abnormality 120.00 False   0.700 downsloping  0 reversable defect   0
640           normal 115.00 False   0.000        flat  0 reversable defect   1
641   lv hypertrophy 122.00  True   0.000        flat  1 reversable defect   1
642           normal 120.00 False   0.000        flat  0 reversable defect   1
643           normal 120.00 False   1.500   upsloping  2 reversable defect   4
644   lv hypertrophy 135.00  True   1.000        flat  1 reversable defect   2
645           normal 141.00  True   2.000 downsloping  0 reversable defect   0
646           normal 155.00 False   0.000        flat  1 reversable defect   2
647           normal 110.00  True   3.000        flat  1 reversable defect   3
648           normal 150.00 False   1.500        flat  0 reversable defect   1
649 st-t abnormality 150.00 False   0.200   upsloping  0 reversable defect   0
650           normal 155.00 False   0.100        flat  1 reversable defect   1
651 st-t abnormality  92.00 False   0.300   upsloping  2 reversable defect   4
652           normal  83.00 False   0.000        flat  1 reversable defect   2
653           normal  97.00 False   0.000        flat  0 reversable defect   0
654           normal  98.00 False  -2.000        flat  2 reversable defect   2
655 st-t abnormality  99.00 False   0.000        flat  1            normal   2
656 st-t abnormality  82.00 False  -1.000   upsloping  1 reversable defect   1
657 st-t abnormality 100.00  True  -1.000 downsloping  1 reversable defect   2
658 st-t abnormality 148.00 False   0.000        flat  1 reversable defect   2
659           normal 103.00  True   1.000        flat  2 reversable defect   3
660           normal 121.00  True   1.800   upsloping  0 reversable defect   1
661           normal 148.00 False   0.300        flat  1 reversable defect   1
662 st-t abnormality 131.00  True   1.400   upsloping  1 reversable defect   3
663           normal 120.00  True   2.000        flat  1      fixed defect   2
664           normal 100.00  True   0.000        flat  2      fixed defect   3
665           normal  98.00  True   2.000        flat  1 reversable defect   2
666           normal 182.00 False   0.700 downsloping  1 reversable defect   1
667           normal 138.00 False   0.500   upsloping  2 reversable defect   1
668 st-t abnormality 100.00  True   1.000        flat  1      fixed defect   4
669 st-t abnormality 105.00  True   0.000        flat  1            normal   1
670           normal 175.00 False   2.600        flat  2 reversable defect   1
671           normal  94.00 False   0.000        flat  2      fixed defect   3
672           normal 115.00 False   0.000        flat  2            normal   2
673           normal 119.00  True   0.900   upsloping  0 reversable defect   1
674           normal 115.00  True   1.000        flat  1 reversable defect   1
675           normal 143.00 False   2.400   upsloping  2 reversable defect   1
676           normal 110.00 False   0.100   upsloping  2 reversable defect   3
677 st-t abnormality 130.00  True   1.100 downsloping  1 reversable defect   1
678           normal  63.00  True   0.500   upsloping  2 reversable defect   3
679 st-t abnormality  99.00  True   0.500        flat  2 reversable defect   3
680           normal 149.00 False   0.400        flat  0 reversable defect   1
681 st-t abnormality  70.00 False   0.000        flat  2            normal   3
682           normal 110.00  True   1.500   upsloping  1 reversable defect   1
683           normal 113.00 False   1.400        flat  1 reversable defect   1
684           normal 105.00  True   0.000 downsloping  2 reversable defect   3
685   lv hypertrophy 115.00 False   0.000        flat  2 reversable defect   3
686           normal  77.00 False   2.500        flat  2 reversable defect   3
687           normal 105.00  True   0.000        flat  1 reversable defect   1
688           normal 117.00  True   2.000        flat  1 reversable defect   2
689 st-t abnormality 145.00 False   1.000        flat  2 reversable defect   2
690           normal 143.00 False   0.000        flat  2            normal   2
691 st-t abnormality 123.00  True   1.700 downsloping  1 reversable defect   1
692   lv hypertrophy 134.00 False  -0.800        flat  2            normal   1
693           normal  72.00  True   0.000        flat  2            normal   3
694           normal 128.00  True   2.500 downsloping  1 reversable defect   2
695           normal  72.00  True  -0.500        flat  2            normal   1
696 st-t abnormality  78.00 False   2.000        flat  1 reversable defect   3
697           normal 109.00 False  -0.900        flat  2            normal   1
698   lv hypertrophy 149.00 False   2.000   upsloping  2 reversable defect   2
699           normal  86.00  True   2.000        flat  2 reversable defect   3
700 st-t abnormality 154.00 False   3.700   upsloping  2 reversable defect   3
701           normal  98.00  True   0.000   upsloping  1 reversable defect   1
702           normal 140.00  True   1.000        flat  0            normal   3
703           normal 145.00 False   1.100 downsloping  0            normal   1
704           normal 114.00  True   1.300 downsloping  1 reversable defect   1
705           normal  93.00  True   0.000        flat  1 reversable defect   1
706 st-t abnormality  67.00 False   2.134        flat  1      fixed defect   3
707           normal 154.00 False   1.000   upsloping  0 reversable defect   0
708 st-t abnormality 122.00 False   2.001        flat  2 reversable defect   3
709           normal  90.00 False   0.000        flat  0 reversable defect   1
710           normal 108.00  True   2.000        flat  1 reversable defect   3
711   lv hypertrophy 125.00 False   0.000        flat  2            normal   2
712 st-t abnormality 120.00  True   0.000   upsloping  2 reversable defect   3
713           normal 136.00 False   1.800   upsloping  2 reversable defect   1
714           normal 130.00 False   0.000        flat  0      fixed defect   1
715 st-t abnormality 120.85  True   2.368        flat  1 reversable defect   3
716 st-t abnormality  92.00  True   0.000        flat  1 reversable defect   1
717           normal 157.00  True   2.000        flat  2 reversable defect   3
718   lv hypertrophy 114.00 False   1.600        flat  2 reversable defect   0
719 st-t abnormality 121.00 False   0.000   upsloping  0            normal   1
720 st-t abnormality 123.00 False   1.300   upsloping  1 reversable defect   1
721 st-t abnormality 112.00  True   3.000        flat  2 reversable defect   2
722 st-t abnormality 127.00 False   0.000        flat  0 reversable defect   0
723 st-t abnormality 140.00  True   1.500 downsloping  1      fixed defect   2
724 st-t abnormality 149.00  True   2.500   upsloping  1 reversable defect   1
725   lv hypertrophy  99.00  True   1.300        flat  0 reversable defect   0
726 st-t abnormality 120.00 False  -0.500   upsloping  0 reversable defect   0
727 st-t abnormality 105.00  True   0.000        flat  2 reversable defect   3
728 st-t abnormality 140.00  True   1.500        flat  0 reversable defect   0
729           normal 141.00  True   2.000   upsloping  2 reversable defect   3
730 st-t abnormality 157.00 False   0.500        flat  0 reversable defect   1
731 st-t abnormality 140.00 False   0.000        flat  0 reversable defect   0
732 st-t abnormality 117.00  True   1.000        flat  1 reversable defect   1
733           normal 120.00  True   0.500        flat  0            normal   1
734   lv hypertrophy 129.76  True   1.841        flat  0 reversable defect   1
735 st-t abnormality 148.00  True   1.000        flat  0 reversable defect   1
736 st-t abnormality  86.00 False   0.000        flat  0 reversable defect   0
737           normal  84.00  True   2.500 downsloping  0 reversable defect   4
738           normal 125.00  True   2.000        flat  1 reversable defect   1
739 st-t abnormality 120.00 False   1.500 downsloping  0 reversable defect   0
740 st-t abnormality 118.00  True   0.000        flat  0 reversable defect   0
741           normal 124.00 False   1.000   upsloping  2 reversable defect   2
742 st-t abnormality 106.00 False   2.000        flat  1 reversable defect   1
743 st-t abnormality 111.00  True   0.000        flat  1 reversable defect   3
744           normal 124.21 False   2.012        flat  0 reversable defect   0
745 st-t abnormality 180.00 False   3.000   upsloping  0 reversable defect   2
746 st-t abnormality 129.00 False   1.000        flat  1      fixed defect   2
747 st-t abnormality 127.79  True   1.784        flat  0 reversable defect   2
748 st-t abnormality 140.00  True   0.500        flat  0 reversable defect   1
749           normal 120.00  True   1.500        flat  0 reversable defect   1
750 st-t abnormality 133.88  True   2.623        flat  1 reversable defect   3
751 st-t abnormality 121.53  True   1.980        flat  1 reversable defect   3
752 st-t abnormality 110.00  True   2.000   upsloping  1 reversable defect   3
753           normal 105.00  True   1.000        flat  2 reversable defect   3
754           normal 110.00  True   2.000 downsloping  1 reversable defect   2
755 st-t abnormality 122.00  True   1.000        flat  1 reversable defect   3
756 st-t abnormality 126.81  True   2.688        flat  2 reversable defect   2
757           normal 133.00  True   2.000   upsloping  0 reversable defect   0
758           normal 118.80  True   2.415        flat  0 reversable defect   1
759 st-t abnormality 131.00  True   1.500        flat  0 reversable defect   0
760           normal  80.00  True   0.000        flat  2 reversable defect   3
761           normal 165.00 False   0.000        flat  0 reversable defect   1
762 st-t abnormality  86.00 False   1.500        flat  2 reversable defect   3
763 st-t abnormality 111.00 False   0.000   upsloping  0 reversable defect   0
764 st-t abnormality 117.10  True   3.394 downsloping  0 reversable defect   4
765           normal  84.00  True   0.000        flat  2 reversable defect   2
766           normal 117.00  True   1.300 downsloping  0 reversable defect   1
767           normal 107.00 False   0.000        flat  0 reversable defect   0
768           normal 128.00  True   2.000 downsloping  1 reversable defect   2
769           normal 160.00 False   0.000        flat  0            normal   0
770 st-t abnormality 125.00  True   2.500        flat  1 reversable defect   1
771           normal 124.64  True   2.256        flat  0 reversable defect   0
772 st-t abnormality  97.00  True   1.600   upsloping  1 reversable defect   2
773           normal 161.00 False   2.000        flat  0 reversable defect   0
774           normal 106.00 False   0.000        flat  2 reversable defect   1
775           normal 130.00  True   3.000        flat  2 reversable defect   2
776 st-t abnormality 140.00  True   1.500        flat  0 reversable defect   2
777 st-t abnormality 123.20  True   3.026        flat  1 reversable defect   3
778           normal 123.41  True   2.187        flat  0 reversable defect   0
779   lv hypertrophy 120.00  True   0.000        flat  0 reversable defect   1
780   lv hypertrophy 117.55  True   1.812        flat  0 reversable defect   0
781           normal 108.00  True   2.000 downsloping  1 reversable defect   2
782 st-t abnormality 148.00  True   2.000        flat  1 reversable defect   1
783   lv hypertrophy 123.00  True   2.500 downsloping  0 reversable defect   4
784           normal 110.00  True   2.000        flat  1 reversable defect   2
785 st-t abnormality 118.00 False   2.500 downsloping  1 reversable defect   2
786           normal 125.00 False   2.500   upsloping  2 reversable defect   3
787   lv hypertrophy 106.00  True   1.500 downsloping  0 reversable defect   1
788           normal 120.37  True   2.117        flat  1 reversable defect   1
789 st-t abnormality 127.71  True   2.180        flat  1 reversable defect   1
790 st-t abnormality 180.00 False   1.445        flat  0            normal   0
791 st-t abnormality 144.00  True   2.000        flat  1      fixed defect   2
792           normal 128.87  True   2.263        flat  0 reversable defect   0
793           normal 140.00  True   3.000        flat  1 reversable defect   3
794           normal 102.00  True   1.000        flat  2 reversable defect   3
795 st-t abnormality 108.00 False   0.000        flat  0 reversable defect   1
796 st-t abnormality 145.00 False   3.000        flat  0 reversable defect   2
797           normal 131.61  True   3.358        flat  1 reversable defect   3
798           normal 110.00  True   2.500        flat  1 reversable defect   2
799           normal 140.00  True   1.000        flat  0 reversable defect   1
800           normal  69.00 False   1.000 downsloping  0 reversable defect   0
801           normal 148.00  True   3.000 downsloping  2      fixed defect   2
802 st-t abnormality 130.00  True   0.000        flat  2 reversable defect   2
803           normal 130.00  True   1.000        flat  1 reversable defect   2
804           normal 140.00  True   4.000 downsloping  2 reversable defect   4
805           normal 138.00  True   2.000        flat  2 reversable defect   2
806 st-t abnormality 140.00  True   2.000        flat  1 reversable defect   3
807 st-t abnormality 127.35  True   1.852        flat  0 reversable defect   0
808           normal 112.00  True   3.000 downsloping  0 reversable defect   1
809 st-t abnormality 140.56  True   1.972        flat  1 reversable defect   1
810           normal 112.00  True   3.000        flat  1 reversable defect   3
811           normal  80.00  True   0.000        flat  0 reversable defect   0
812           normal 150.00 False   1.500 downsloping  2 reversable defect   3
813           normal 110.00 False   0.000        flat  1 reversable defect   1
814           normal 123.97  True   2.221        flat  0 reversable defect   0
815 st-t abnormality  88.00  True   2.000        flat  1 reversable defect   3
816 st-t abnormality 151.36 False   1.870        flat  0            normal   0
817 st-t abnormality 150.00  True   1.831        flat  0 reversable defect   1
818           normal 120.00 False   0.500   upsloping  0 reversable defect   1
819 st-t abnormality 160.00 False   3.000        flat  0      fixed defect   0
820           normal 132.00 False   0.000        flat  0      fixed defect   1
821           normal 120.00  True   1.500        flat  0 reversable defect   3
822 st-t abnormality 110.00  True   1.000 downsloping  0 reversable defect   1
823 st-t abnormality 121.00  True   1.000   upsloping  1 reversable defect   1
824 st-t abnormality 128.00 False   0.500        flat  0 reversable defect   0
825 st-t abnormality 135.00  True   4.000 downsloping  2      fixed defect   3
826   lv hypertrophy 120.00  True   1.000   upsloping  0 reversable defect   1
827           normal 117.00  True   1.000        flat  0 reversable defect   1
828 st-t abnormality 150.00 False   0.000        flat  0 reversable defect   0
829           normal 147.71 False   1.673        flat  0            normal   0
830   lv hypertrophy 126.02  True   3.220 downsloping  2 reversable defect   3
831           normal 129.12  True   1.750        flat  0 reversable defect   0
832           normal 136.15  True   2.721        flat  2 reversable defect   3
833           normal 123.49  True   2.477        flat  0 reversable defect   1
834           normal 116.20  True   2.013        flat  1 reversable defect   1
835 st-t abnormality 121.14  True   3.190        flat  2 reversable defect   3
836 st-t abnormality 102.00 False   0.000        flat  1      fixed defect   2
837 st-t abnormality 140.00  True   2.000        flat  1      fixed defect   2
838           normal 135.00  True   2.500 downsloping  1      fixed defect   3
839   lv hypertrophy 121.31  True   2.324        flat  0 reversable defect   1
840 st-t abnormality 123.13 False   2.306 downsloping  2 reversable defect   2
841 st-t abnormality 130.00  True   4.000 downsloping  2      fixed defect   3
842           normal 112.00  True   2.000        flat  1 reversable defect   1
843   lv hypertrophy 100.00 False   0.000        flat  0 reversable defect   0
844 st-t abnormality 122.94  True   2.237        flat  1 reversable defect   1
845   lv hypertrophy 120.00 False   3.500 downsloping  1 reversable defect   4
846           normal 105.00  True   1.500        flat  0 reversable defect   1
847 st-t abnormality 129.00  True   3.000 downsloping  0      fixed defect   2
848           normal 120.00  True   0.000        flat  0 reversable defect   0
849 st-t abnormality 129.07  True   1.989        flat  0 reversable defect   0
850 st-t abnormality 162.00 False   0.000        flat  0      fixed defect   1
851 st-t abnormality 100.00 False   1.500 downsloping  2 reversable defect   3
852           normal 140.00 False   1.500   upsloping  0 reversable defect   1
853 st-t abnormality 123.69  True   2.183        flat  0 reversable defect   0
854           normal  73.00 False   2.000        flat  1 reversable defect   3
855   lv hypertrophy  86.00 False   0.000        flat  0 reversable defect   0
856           normal 120.83  True   3.229 downsloping  0 reversable defect   3
857           normal 118.86 False   2.963 downsloping  0 reversable defect   3
858 st-t abnormality 160.00 False   2.269        flat  0      fixed defect   0
859 st-t abnormality 118.00  True   0.000        flat  1 reversable defect   2
860           normal 112.00  True   2.000 downsloping  0 reversable defect   0
861 st-t abnormality 118.34  True   2.902 downsloping  0 reversable defect   4
862 st-t abnormality 127.54  True   2.481 downsloping  1      fixed defect   2
863           normal 102.00  True   4.000 downsloping  2 reversable defect   4
864 st-t abnormality 135.10  True   2.246        flat  0 reversable defect   0
865 st-t abnormality 131.90  True   2.191        flat  0 reversable defect   0
866           normal 154.00  True   2.000        flat  0 reversable defect   0
867 st-t abnormality 116.58  True   2.440        flat  1 reversable defect   1
868 st-t abnormality 160.00  True   2.000        flat  2 reversable defect   3
869 st-t abnormality 121.14  True   3.207        flat  2 reversable defect   3
870           normal 128.00  True   1.500        flat  0 reversable defect   0
871 st-t abnormality 115.00  True   0.000        flat  0 reversable defect   3
872           normal 105.00  True   1.500 downsloping  0 reversable defect   1
873           normal 110.00  True   2.500        flat  1 reversable defect   1
874 st-t abnormality 119.00  True   2.000 downsloping  1      fixed defect   2
875           normal 125.47  True   2.640        flat  2 reversable defect   2
876 st-t abnormality 135.00  True   0.500        flat  1      fixed defect   2
877   lv hypertrophy 130.00 False   1.500 downsloping  0 reversable defect   2
878 st-t abnormality 119.13  True   2.535 downsloping  0 reversable defect   2
879           normal 126.17  True   2.545        flat  0 reversable defect   1
880 st-t abnormality 120.00  True   3.000 downsloping  0 reversable defect   4
881           normal 124.73  True   2.968 downsloping  0 reversable defect   3
882   lv hypertrophy 119.00  True   3.000 downsloping  0 reversable defect   3
883 st-t abnormality 122.03  True   2.844 downsloping  2 reversable defect   3
884   lv hypertrophy 121.47  True   2.187        flat  0 reversable defect   1
885           normal 159.00  True   1.500   upsloping  0 reversable defect   3
886   lv hypertrophy  84.00  True   0.000        flat  2 reversable defect   2
887   lv hypertrophy 127.21  True   2.224        flat  0 reversable defect   0
888 st-t abnormality 120.64  True   2.399        flat  2 reversable defect   2
889 st-t abnormality 120.00 False   0.800        flat  0 reversable defect   1
890           normal 122.00  True   2.000        flat  1 reversable defect   1
891   lv hypertrophy 165.00 False   1.000        flat  0            normal   0
892 st-t abnormality 122.00  True   2.000        flat  1 reversable defect   3
893           normal  94.00 False   0.000        flat  0      fixed defect   1
894 st-t abnormality 119.97  True   2.203        flat  0 reversable defect   0
895 st-t abnormality 110.00 False   0.000        flat  0 reversable defect   0
896   lv hypertrophy 150.00  True   2.000 downsloping  0 reversable defect   4
897   lv hypertrophy 130.00 False   0.000        flat  2      fixed defect   2
898   lv hypertrophy 113.00  True   1.000   upsloping  2 reversable defect   3
899   lv hypertrophy 140.00  True   0.500        flat  0 reversable defect   1
900   lv hypertrophy 100.00 False   0.000        flat  0      fixed defect   1
901 st-t abnormality 132.84  True   2.156        flat  0 reversable defect   0
902   lv hypertrophy 127.00  True   1.700 downsloping  0 reversable defect   1
903           normal  98.00 False   1.500        flat  0 reversable defect   1
904 st-t abnormality  96.00  True   1.000        flat  0 reversable defect   0
905           normal 126.20  True   2.249        flat  0 reversable defect   1
906           normal  98.00  True   0.000        flat  2 reversable defect   3
907 st-t abnormality 118.00  True   0.000        flat  1            normal   2
908           normal 112.00  True   1.500 downsloping  0 reversable defect   2
909           normal 151.00  True   0.000        flat  0            normal   0
910   lv hypertrophy  96.00 False   1.000   upsloping  0            normal   0
911 st-t abnormality 108.00  True   3.000        flat  1 reversable defect   4
912 st-t abnormality 128.00  True   1.500        flat  0 reversable defect   3
913 st-t abnormality 138.00  True   0.000        flat  0 reversable defect   1
914           normal 126.00 False   0.000        flat  0            normal   2
915 st-t abnormality 154.00 False   0.000        flat  0            normal   1
916 st-t abnormality 119.94  True   2.042        flat  0 reversable defect   0
917 st-t abnormality 100.00 False   0.000        flat  1      fixed defect   2
918   lv hypertrophy 110.63  True   2.181        flat  0 reversable defect   0
919   lv hypertrophy  93.00  True   0.000        flat  1 reversable defect   1

> #CEK OUTLIER
> testnorm = mvn(data[,c("age","chol","thalch")], multivariate_outlier_method = 'adj',show_new_data = TRUE)
> testnorm
$multivariate_normality
           Test Statistic p.value     Method          MVN
1 Henze-Zirkler    10.684  <0.001 asymptotic ✗ Not normal

$univariate_normality
              Test Variable Statistic p.value    Normality
1 Anderson-Darling      age     2.757  <0.001 ✗ Not normal
2 Anderson-Darling     chol    53.767  <0.001 ✗ Not normal
3 Anderson-Darling   thalch     1.743  <0.001 ✗ Not normal

$descriptives
  Variable   n    Mean Std.Dev Median Min Max  25th 75th   Skew Kurtosis
1      age 919  53.509   9.430     54  28  77  47.0   60 -0.195    2.610
2     chol 919 200.791 109.214    224   0 603 178.5  268 -0.653    3.162
3   thalch 919 136.816  25.371    138  60 202 120.0  156 -0.137    2.570

$multivariate_outliers
    Observation Mahalanobis.Distance
1           547               61.250
2           153               50.639
3           529               48.406
4           632               40.044
5           678               38.119
6           706               37.511
7           681               36.358
8           693               35.967
9           695               35.967
10          569               35.896
11          717               34.873
12          744               34.819
13          720               34.796
14          686               34.768
15          696               34.662
16          716               34.400
17          719               34.180
18          760               34.144
19          637               33.832
20          718               33.703
21          765               33.655
22          656               33.532
23          652               33.352
24          709               33.351
25          699               33.306
26          762               33.004
27          705               32.669
28          611               32.430
29          812               32.315
30          714               32.151
31          785               32.134
32          746               32.128
33          666               32.120
34          715               32.087
35          713               31.854
36          628               31.838
37          598               31.785
38          670               31.730
39          707               31.686
40          775               31.658
41          712               31.643
42          651               31.589
43          701               31.540
44          585               31.456
45          671               31.443
46          710               31.406
47          819               31.392
48          711               31.154
49          638               31.121
50          742               30.945
51          679               30.854
52          726               30.814
53          653               30.770
54          700               30.750
55          665               30.670
56          654               30.617
57          763               30.584
58          668               30.471
59          703               30.470
60          655               30.468
61          788               30.428
62          697               30.417
63          708               30.387
64          664               30.384
65          704               30.362
66          800               30.344
67          657               30.323
68          601               30.322
69          698               30.322
70          684               30.321
71          687               30.321
72          743               30.264
73          607               30.240
74          702               30.198
75          745               30.165
76          600               30.129
77          755               30.030
78          781               30.026
79          659               29.911
80          682               29.850
81          669               29.843
82          629               29.794
83          739               29.767
84          787               29.730
85          676               29.645
86          771               29.635
87          683               29.614
88          734               29.586
89          690               29.551
90          685               29.476
91          733               29.470
92          774               29.440
93          767               29.371
94          691               29.364
95          840               29.360
96          688               29.354
97          778               29.352
98          784               29.314
99          689               29.288
100         605               29.285
101         692               29.273
102         694               29.264
103         822               29.235
104         680               29.172
105         617               29.124
106         604               29.084
107         740               29.063
108         672               29.053
109         674               29.053
110         623               29.041
111         599               28.981
112         647               28.967
113         754               28.951
114         732               28.916
115         675               28.858
116         818               28.831
117         673               28.794
118         729               28.784
119         728               28.753
120         779               28.739
121         677               28.659
122         757               28.646
123         630               28.616
124         612               28.608
125         609               28.544
126         768               28.438
127         640               28.416
128         759               28.390
129         619               28.385
130         663               28.382
131         741               28.350
132         610               28.230
133         661               28.209
134         735               28.209
135         660               28.181
136         618               28.177
137         602               28.169
138         839               28.162
139         667               28.154
140         650               28.120
141         783               28.067
142         639               27.985
143         642               27.985
144         643               27.985
145         624               27.963
146         658               27.961
147         634               27.951
148         606               27.950
149         662               27.948
150         751               27.938
151         631               27.934
152         603               27.915
153         646               27.898
154         641               27.840
155         770               27.836
156         761               27.834
157         649               27.829
158         621               27.809
159         636               27.798
160         608               27.671
161         648               27.625
162         633               27.508
163         627               27.449
164         622               27.436
165         635               27.433
166         747               27.406
167         625               27.321
168         614               27.303
169         616               27.282
170         644               27.277
171         645               27.240
172         776               27.236
173         613               27.166
174         615               27.146
175         626               26.992
176         796               26.927
177         620               26.924
178         501               26.810
179         435               24.300
180          49               16.537
181         374               16.008
182         532               14.465
183         122               14.169
184         182               13.243

$new_data
    age   chol thalch
1    63 233.00 150.00
2    67 286.00 108.00
3    67 229.00 129.00
4    37 250.00 187.00
5    41 204.00 172.00
6    56 236.00 178.00
7    62 268.00 160.00
8    57 354.00 163.00
9    63 254.00 147.00
10   53 203.00 155.00
11   57 192.00 148.00
12   56 294.00 153.00
13   56 256.00 142.00
14   44 263.00 173.00
15   52 199.00 162.00
16   57 168.00 174.00
17   48 229.00 168.00
18   54 239.00 160.00
19   48 275.00 139.00
20   49 266.00 171.00
21   64 211.00 144.00
22   58 283.00 162.00
23   58 284.00 160.00
24   58 224.00 173.00
25   60 206.00 132.00
26   50 219.00 158.00
27   58 340.00 172.00
28   66 226.00 114.00
29   43 247.00 171.00
30   40 167.00 114.00
31   69 239.00 151.00
32   60 230.00 160.00
33   64 335.00 158.00
34   59 234.00 161.00
35   44 233.00 179.00
36   42 226.00 178.00
37   43 177.00 120.00
38   57 276.00 112.00
39   55 353.00 132.00
40   61 243.00 137.00
41   65 225.00 114.00
42   40 199.00 178.00
43   71 302.00 162.00
44   59 212.00 157.00
45   61 330.00 169.00
46   58 230.00 165.00
47   51 175.00 123.00
48   50 243.00 128.00
50   53 197.00 152.00
51   41 198.00 168.00
52   65 177.00 140.00
53   44 290.00 153.00
54   44 219.00 188.00
55   60 253.00 144.00
56   54 266.00 109.00
57   50 233.00 163.00
58   41 172.00 158.00
59   54 273.00 152.00
60   51 213.00 125.00
61   51 305.00 142.00
62   46 177.00 160.00
63   58 216.00 131.00
64   54 304.00 170.00
65   54 188.00 113.00
66   60 282.00 142.00
67   60 185.00 155.00
68   54 232.00 165.00
69   59 326.00 140.00
70   46 231.00 147.00
71   65 269.00 148.00
72   67 254.00 163.00
73   62 267.00  99.00
74   65 248.00 158.00
75   44 197.00 177.00
76   65 360.00 151.00
77   60 258.00 141.00
78   51 308.00 142.00
79   48 245.00 180.00
80   58 270.00 111.00
81   45 208.00 148.00
82   53 264.00 143.00
83   39 321.00 182.00
84   68 274.00 150.00
85   52 325.00 172.00
86   44 235.00 180.00
87   47 257.00 156.00
88   53 216.00 115.00
89   53 234.00 160.00
90   51 256.00 149.00
91   66 302.00 151.00
92   62 164.00 145.00
93   62 231.00 146.00
94   44 141.00 175.00
95   63 252.00 172.00
96   52 255.00 161.00
97   59 239.00 142.00
98   60 258.00 157.00
99   52 201.00 158.00
100  48 222.00 186.00
101  45 260.00 185.00
102  34 182.00 174.00
103  57 303.00 159.00
104  71 265.00 130.00
105  49 188.00 139.00
106  54 309.00 156.00
107  59 177.00 162.00
108  57 229.00 150.00
109  61 260.00 140.00
110  39 219.00 140.00
111  61 307.00 146.00
112  56 249.00 144.00
113  52 186.00 190.00
114  43 341.00 136.00
115  62 263.00  97.00
116  41 203.00 132.00
117  58 211.00 165.00
118  35 183.00 182.00
119  63 330.00 132.00
120  65 254.00 127.00
121  48 256.00 150.00
123  51 222.00 143.00
124  55 217.00 111.00
125  65 282.00 174.00
126  45 234.00 175.00
127  56 288.00 133.00
128  54 239.00 126.00
129  44 220.00 170.00
130  62 209.00 163.00
131  54 258.00 147.00
132  51 227.00 154.00
133  29 204.00 202.00
134  51 261.00 186.00
135  43 213.00 165.00
136  55 250.00 161.00
137  70 174.00 125.00
138  62 281.00 103.00
139  35 198.00 130.00
140  51 245.00 166.00
141  59 221.00 164.00
142  59 288.00 159.00
143  52 205.00 184.00
144  64 309.00 131.00
145  58 240.00 154.00
146  47 243.00 152.00
147  57 289.00 124.00
148  41 250.00 179.00
149  45 308.00 170.00
150  60 318.00 160.00
151  52 298.00 178.00
152  42 265.00 122.00
154  55 289.00 145.00
155  64 246.00  96.00
156  70 322.00 109.00
157  51 299.00 173.00
158  58 300.00 171.00
159  60 293.00 170.00
160  68 277.00 151.00
161  46 197.00 156.00
162  77 304.00 162.00
163  54 214.00 158.00
164  58 248.00 122.00
165  48 255.00 175.00
166  57 207.00 168.00
167  52 223.00 169.00
168  54 288.00 159.00
169  35 282.00 156.00
170  45 160.00 138.00
171  70 269.00 112.00
172  53 226.00 111.00
173  59 249.00 143.00
174  62 394.00 157.00
175  64 212.00 132.00
176  57 274.00  88.00
177  52 233.00 147.00
178  56 184.00 105.00
179  43 315.00 162.00
180  53 246.00 173.00
181  48 274.00 166.00
183  42 244.00 178.00
184  59 270.00 145.00
185  60 305.00 161.00
186  63 195.00 179.00
187  42 240.00 194.00
188  66 246.00 120.00
189  54 283.00 195.00
190  69 254.00 146.00
191  50 196.00 163.00
192  51 298.00 122.00
193  43 247.00 143.00
194  62 294.00 106.00
195  68 211.00 115.00
196  67 299.00 125.00
197  69 234.00 131.00
198  45 236.00 152.00
199  50 244.00 162.00
200  59 273.00 125.00
201  50 254.00 159.00
202  64 325.00 154.00
203  57 126.00 173.00
204  64 313.00 133.00
205  43 211.00 161.00
206  45 309.00 147.00
207  58 259.00 130.00
208  50 200.00 126.00
209  55 262.00 155.00
210  62 244.00 154.00
211  37 215.00 170.00
212  38 231.00 182.00
213  41 214.00 168.00
214  66 228.00 165.00
215  52 230.00 160.00
216  56 193.00 162.00
217  46 204.00 172.00
218  46 243.00 152.00
219  64 303.00 122.00
220  59 271.00 182.00
221  41 268.00 172.00
222  54 267.00 167.00
223  39 199.00 179.00
224  53 282.00  95.00
225  63 269.00 169.00
226  34 210.00 192.00
227  47 204.00 143.00
228  67 277.00 172.00
229  54 206.00 108.00
230  66 212.00 132.00
231  52 196.00 169.00
232  55 327.00 117.00
233  49 149.00 126.00
234  74 269.00 121.00
235  54 201.00 163.00
236  54 286.00 116.00
237  56 283.00 103.00
238  46 249.00 144.00
239  49 271.00 162.00
240  42 295.00 162.00
241  41 235.00 153.00
242  41 306.00 163.00
243  49 269.00 163.00
244  61 234.00 145.00
245  60 178.00  96.00
246  67 237.00  71.00
247  58 234.00 156.00
248  47 275.00 118.00
249  52 212.00 168.00
250  62 208.00 140.00
251  57 201.00 126.00
252  58 218.00 105.00
253  64 263.00 105.00
254  51 295.00 157.00
255  43 303.00 181.00
256  42 209.00 173.00
257  67 223.00 142.00
258  76 197.00 116.00
259  70 245.00 143.00
260  57 261.00 141.00
261  44 242.00 149.00
262  58 319.00 152.00
263  60 240.00 171.00
264  44 226.00 169.00
265  61 166.00 125.00
266  42 315.00 125.00
267  52 204.00 156.00
268  59 218.00 134.00
269  40 223.00 181.00
270  42 180.00 150.00
271  61 207.00 138.00
272  66 228.00 138.00
273  46 311.00 120.00
274  71 149.00 125.00
275  59 204.00 162.00
276  64 227.00 155.00
277  66 278.00 152.00
278  39 220.00 152.00
279  57 232.00 164.00
280  58 197.00 131.00
281  57 335.00 143.00
282  47 253.00 179.00
283  55 205.00 130.00
284  35 192.00 174.00
285  61 203.00 161.00
286  58 318.00 140.00
287  58 225.00 146.00
288  58 220.00 144.00
289  56 221.00 163.00
290  56 240.00 169.00
291  67 212.00 150.00
292  55 342.00 166.00
293  44 169.00 144.00
294  63 187.00 144.00
295  63 197.00 136.00
296  41 157.00 182.00
297  59 176.00  90.00
298  57 241.00 123.00
299  45 264.00 132.00
300  68 193.00 141.00
301  57 131.00 115.00
302  57 236.00 174.00
303  38 175.00 173.00
304  28 132.00 185.00
305  29 243.00 160.00
306  29 240.48 170.00
307  30 237.00 170.00
308  31 219.00 150.00
309  32 198.00 165.00
310  32 225.00 184.00
311  32 254.00 155.00
312  33 298.00 185.00
313  34 161.00 190.00
314  34 214.00 168.00
315  34 220.00 150.00
316  35 160.00 185.00
317  35 167.00 150.00
318  35 308.00 180.00
319  35 264.00 168.00
320  36 166.00 180.00
321  36 340.00 184.00
322  36 209.00 178.00
323  36 160.00 172.00
324  37 260.00 130.00
325  37 211.00 142.00
326  37 173.00 184.00
327  37 283.00  98.00
328  37 194.00 150.00
329  37 223.00 168.00
330  37 315.00 158.00
331  38 275.00 129.00
332  38 297.00 150.00
333  38 292.00 130.00
334  39 182.00 180.00
335  39 246.21 146.00
336  39 200.00 160.00
337  39 204.00 145.00
338  39 267.99 120.00
339  39 241.00 106.00
340  39 339.00 170.00
341  39 147.00 160.00
342  39 273.00 132.00
343  39 307.00 140.00
344  40 275.00 150.00
345  40 289.00 172.00
346  40 215.00 138.00
347  40 281.00 167.00
348  40 221.43 188.00
349  41 250.00 142.00
350  41 184.00 180.00
351  41 245.00 150.00
352  41 291.00 160.00
353  41 295.00 170.00
354  41 269.00 144.00
355  41 250.00 142.00
356  42 211.00 137.00
357  42 196.00 150.00
358  42 198.00 155.00
359  42 268.00 136.00
360  42 228.00 152.00
361  42 147.00 146.00
362  42 358.00 170.00
363  43 223.00 142.00
364  43 201.00 165.00
365  43 215.00 175.00
366  43 249.00 176.00
367  43 266.00 118.00
368  43 186.00 154.00
369  43 201.40 175.00
370  43 207.00 138.00
371  44 218.00 115.00
372  44 184.00 142.00
373  44 215.00 135.00
375  45 237.00 170.00
376  45 226.30 180.00
377  45 297.00 144.00
378  45 224.00 122.00
379  45 219.85 110.00
380  45 225.00 140.00
381  45 224.00 144.00
382  46 238.00  90.00
383  46 275.00 165.00
384  46 230.00 150.00
385  46 163.00 116.00
386  46 238.00 140.00
387  46 240.00 140.00
388  46 280.00 120.00
389  47 257.00 135.00
390  47 227.53 145.00
391  47 249.00 150.00
392  47 263.00 174.00
393  47 276.00 125.00
394  48 308.00 143.64
395  48 230.06 148.00
396  48 284.00 120.00
397  48 195.00 125.00
398  48 163.00 175.00
399  48 254.00 110.00
400  48 227.00 130.00
401  48 224.66 100.00
402  48 245.00 160.00
403  48 238.00 118.00
404  48 211.00 138.00
405  49 212.08 160.00
406  49 212.94 160.00
407  49 201.00 164.00
408  49 207.00 135.00
409  49 253.00 174.00
410  49 187.00 172.00
411  49 297.00 132.00
412  49 227.88 130.00
413  50 202.00 145.00
414  50 328.00 110.00
415  50 168.00 160.00
416  50 216.00 170.00
417  50 209.00 116.00
418  50 129.00 135.00
419  50 215.00 140.00
420  51 194.00 170.00
421  51 190.00 120.00
422  51 220.00 160.00
423  51 200.00 120.00
424  51 188.00 145.00
425  51 224.00 150.00
426  51 179.00 100.00
427  52 210.00 148.00
428  52 215.54 140.00
429  52 272.00 139.00
430  52 180.00 140.00
431  52 284.00 118.00
432  52 100.00 138.00
433  52 196.00 165.00
434  52 259.00 170.00
436  53 216.00 142.00
437  53 274.00 130.00
438  53 213.46 132.00
439  53 320.00 162.00
440  53 195.00 140.00
441  53 260.00 112.00
442  53 182.00 148.00
443  53 243.00 155.00
444  54 221.00 138.00
445  54 230.00 140.00
446  54 273.00 150.00
447  54 253.00 155.00
448  54 309.00 140.00
449  54 230.00 130.00
450  54 312.00 130.00
451  54 171.00 137.00
452  54 208.00 142.00
453  54 238.00 154.00
454  54 246.00 110.00
455  54 195.00 130.00
456  54 305.00 175.00
457  54 217.00 137.00
458  54 216.86 122.00
459  54 365.00 134.00
460  55 344.00 160.00
461  55 320.00 155.00
462  55 394.00 150.00
463  55 256.00 137.00
464  55 196.00 150.00
465  55 326.00 155.00
466  55 277.00 160.00
467  55 220.00 134.00
468  55 270.00 140.00
469  55 229.00 110.00
470  56 219.00 164.00
471  56 184.00 100.00
472  56 229.53 114.00
473  56 276.00 128.00
474  56  85.00 140.00
475  57 308.00  98.00
476  57 347.00 126.00
477  57 260.00 140.00
478  58 230.00 150.00
479  58 251.00 110.00
480  58 179.00 160.00
481  58 222.00 100.00
482  59 188.00 124.00
483  59 287.00 150.00
484  59 318.00 120.00
485  59 213.00 100.00
486  59 235.04 140.00
487  60 246.00 135.00
488  61 294.00 120.00
489  61 292.00 115.00
490  62 193.00 116.00
491  62 271.00 152.00
492  31 270.00 153.00
493  33 246.00 150.00
494  34 156.00 180.00
495  35 257.00 140.00
496  36 267.00 160.00
497  37 207.00 130.00
498  38 196.00 166.00
499  38 282.00 170.00
500  38 117.00 134.00
502  41 289.00 170.00
503  41 237.00 138.00
504  43 247.00 130.00
505  46 202.00 150.00
506  46 186.00 124.00
507  46 277.00 125.00
508  47 193.00 145.00
509  47 226.00  98.00
510  48 263.00 110.00
511  48 260.00 115.00
512  48 268.00 103.00
513  49 180.00 156.00
514  49 265.00 175.00
515  49 206.00 170.00
516  50 288.00 140.00
517  50 264.00 150.00
518  51 303.00 150.00
519  52 225.00 120.00
520  54 216.00 140.00
521  54 224.00 122.00
522  55 201.00 130.00
523  57 265.00 145.00
524  58 213.00 140.00
525  59 338.00 130.00
526  60 248.00 125.00
527  63 223.00 115.00
528  65 306.00  87.00
530  38 271.85 150.00
531  39 280.00 150.00
533  43 291.00 155.00
534  45 219.00 130.00
535  46 231.00 115.00
536  46 222.00 112.00
537  48 275.00 150.00
538  48 193.00 102.00
539  48 329.00  92.00
540  48 355.00  99.00
541  50 233.00 121.00
542  52 182.00 150.00
543  52 269.10 126.00
544  53 246.00 116.00
545  54 237.00 150.00
546  54 242.00  91.00
548  54 304.50 118.00
549  54 198.00 142.00
550  55 268.00 128.00
551  56 213.00 125.00
552  57 255.00  92.00
553  58 211.00  92.00
554  58 263.00 140.00
555  41 172.00 130.00
556  43 175.00 120.00
557  44 288.00 150.00
558  44 290.00 100.00
559  46 272.00 175.00
560  47 248.00 170.00
561  48 214.00 108.00
562  49 341.00 120.00
563  49 234.00 140.00
564  51 160.00 150.00
565  52 342.00  96.00
566  52 298.00 110.00
567  52 404.00 124.00
568  52 246.00  82.00
570  53 285.00 120.00
571  54 216.00 105.00
572  55 295.00 136.00
573  55 292.00 143.00
574  55 248.00  96.00
575  56 279.00 150.00
576  56 230.00 124.00
577  56 388.00 122.00
578  58 164.00  99.00
579  59 307.02 125.00
580  59 264.00 119.00
581  65 263.00 112.00
582  66 253.50  94.00
583  41 336.00 118.00
584  43 288.00 135.00
586  47 205.00  98.00
587  47 291.00 158.00
588  49 212.00  96.00
589  49 222.00 122.00
590  50 231.00 140.00
591  50 341.00 125.00
592  52 266.00 134.00
593  52 331.00  94.00
594  54 294.00 100.00
595  56 342.00 150.00
596  58 393.00 110.00
597  65 275.00 115.00
721  63 260.00 112.00
722  44 209.00 127.00
723  60 218.00 140.00
724  55 228.00 149.00
725  66 213.00  99.00
727  65 236.00 105.00
730  60 267.00 157.00
731  56 166.00 140.00
736  62 220.00  86.00
737  63 177.00  84.00
738  46 236.00 125.00
748  60 186.00 140.00
749  56 100.00 120.00
750  55 228.00 133.88
752  77 171.00 110.00
753  63 230.00 105.00
756  60 281.00 126.81
758  58 203.00 118.80
764  57 277.00 117.10
766  59 233.00 117.00
769  42 240.00 160.00
772  62 153.00  97.00
773  56 224.00 161.00
777  60 316.00 123.20
780  51 218.00 117.55
782  57 311.00 148.00
786  67 270.00 125.00
789  63 217.00 127.71
790  55 214.00 180.00
791  57 214.00 144.00
792  65 252.00 128.87
793  54 220.00 140.00
794  72 214.00 102.00
795  75 203.00 108.00
797  51 339.00 131.61
798  60 216.00 110.00
799  64 276.00 140.00
801  61 241.00 148.00
802  67 384.00 130.00
803  62 297.00 130.00
804  65 248.00 140.00
805  63 308.00 138.00
806  69 208.00 140.00
807  51 227.00 127.35
808  62 210.00 112.00
809  55 245.00 140.56
810  75 225.00 112.00
811  40 240.00  80.00
813  58 198.00 110.00
814  60 195.00 123.97
815  63 267.00  88.00
816  35 161.00 151.36
817  62 258.00 150.00
820  68 195.00 132.00
821  65 235.00 120.00
823  63 305.00 121.00
824  64 223.00 128.00
825  61 282.00 135.00
826  50 349.00 120.00
827  59 262.21 117.00
828  55 160.00 150.00
829  45 236.00 147.71
830  65 312.00 126.02
831  61 283.00 129.12
832  49 142.00 136.15
833  72 211.00 123.49
834  50 218.00 116.20
835  64 306.00 121.14
836  55 186.00 102.00
837  63 252.00 140.00
838  59 222.00 135.00
841  74 258.00 130.00
842  54 202.00 112.00
843  57 197.00 100.00
844  62 204.00 122.94
845  76 239.87 120.00
846  54 274.00 105.00
847  70 192.00 129.00
848  61 298.00 120.00
849  48 272.00 129.07
850  48 220.00 162.00
851  61 200.00 100.00
852  66 261.00 140.00
853  68 181.00 123.69
854  55 260.00  73.00
855  62 220.00  86.00
856  71 221.00 120.83
857  74 216.00 118.86
858  53 175.00 160.00
859  58 219.00 118.00
860  75 310.00 112.00
861  56 208.00 118.34
862  58 232.00 127.54
863  64 273.00 102.00
864  54 203.00 135.10
865  54 182.00 131.90
866  59 274.00 154.00
867  55 204.00 116.58
868  57 270.00 160.00
869  61 292.00 121.14
870  41 171.00 128.00
871  71 221.00 115.00
872  38 289.00 105.00
873  55 217.00 110.00
874  56 223.00 119.00
875  69 268.02 125.47
876  64 193.00 135.00
877  72 288.30 130.00
878  69 210.00 119.13
879  56 282.00 126.17
880  62 170.00 120.00
881  67 369.00 124.73
882  57 173.00 119.00
883  69 289.00 122.03
884  51 277.93 121.47
885  48 241.15 159.00
886  69 216.00  84.00
887  69 271.00 127.21
888  64 244.00 120.64
889  57 285.00 120.00
890  53 243.00 122.00
891  37 240.00 165.00
892  67 219.00 122.00
893  74 237.00  94.00
894  63 165.00 119.97
895  58 213.00 110.00
896  61 287.00 150.00
897  64 258.00 130.00
898  58 256.00 113.00
899  60 186.00 140.00
900  57 264.00 100.00
901  55 248.60 132.84
902  55 226.00 127.00
903  56 203.00  98.00
904  57 207.00  96.00
905  61 284.00 126.20
906  61 337.00  98.00
907  58 219.00 118.00
908  74 310.00 112.00
909  68 254.00 151.00
910  51 258.00  96.00
911  62 254.00 108.00
912  53 300.00 128.00
913  62 170.00 138.00
914  46 310.00 126.00
915  54 333.00 154.00
916  62 139.00 119.94
917  55 223.00 100.00
918  58 385.00 110.63
919  62 254.00  93.00

$data
    age   chol thalch
1    63 233.00 150.00
2    67 286.00 108.00
3    67 229.00 129.00
4    37 250.00 187.00
5    41 204.00 172.00
6    56 236.00 178.00
7    62 268.00 160.00
8    57 354.00 163.00
9    63 254.00 147.00
10   53 203.00 155.00
11   57 192.00 148.00
12   56 294.00 153.00
13   56 256.00 142.00
14   44 263.00 173.00
15   52 199.00 162.00
16   57 168.00 174.00
17   48 229.00 168.00
18   54 239.00 160.00
19   48 275.00 139.00
20   49 266.00 171.00
21   64 211.00 144.00
22   58 283.00 162.00
23   58 284.00 160.00
24   58 224.00 173.00
25   60 206.00 132.00
26   50 219.00 158.00
27   58 340.00 172.00
28   66 226.00 114.00
29   43 247.00 171.00
30   40 167.00 114.00
31   69 239.00 151.00
32   60 230.00 160.00
33   64 335.00 158.00
34   59 234.00 161.00
35   44 233.00 179.00
36   42 226.00 178.00
37   43 177.00 120.00
38   57 276.00 112.00
39   55 353.00 132.00
40   61 243.00 137.00
41   65 225.00 114.00
42   40 199.00 178.00
43   71 302.00 162.00
44   59 212.00 157.00
45   61 330.00 169.00
46   58 230.00 165.00
47   51 175.00 123.00
48   50 243.00 128.00
49   65 417.00 157.00
50   53 197.00 152.00
51   41 198.00 168.00
52   65 177.00 140.00
53   44 290.00 153.00
54   44 219.00 188.00
55   60 253.00 144.00
56   54 266.00 109.00
57   50 233.00 163.00
58   41 172.00 158.00
59   54 273.00 152.00
60   51 213.00 125.00
61   51 305.00 142.00
62   46 177.00 160.00
63   58 216.00 131.00
64   54 304.00 170.00
65   54 188.00 113.00
66   60 282.00 142.00
67   60 185.00 155.00
68   54 232.00 165.00
69   59 326.00 140.00
70   46 231.00 147.00
71   65 269.00 148.00
72   67 254.00 163.00
73   62 267.00  99.00
74   65 248.00 158.00
75   44 197.00 177.00
76   65 360.00 151.00
77   60 258.00 141.00
78   51 308.00 142.00
79   48 245.00 180.00
80   58 270.00 111.00
81   45 208.00 148.00
82   53 264.00 143.00
83   39 321.00 182.00
84   68 274.00 150.00
85   52 325.00 172.00
86   44 235.00 180.00
87   47 257.00 156.00
88   53 216.00 115.00
89   53 234.00 160.00
90   51 256.00 149.00
91   66 302.00 151.00
92   62 164.00 145.00
93   62 231.00 146.00
94   44 141.00 175.00
95   63 252.00 172.00
96   52 255.00 161.00
97   59 239.00 142.00
98   60 258.00 157.00
99   52 201.00 158.00
100  48 222.00 186.00
101  45 260.00 185.00
102  34 182.00 174.00
103  57 303.00 159.00
104  71 265.00 130.00
105  49 188.00 139.00
106  54 309.00 156.00
107  59 177.00 162.00
108  57 229.00 150.00
109  61 260.00 140.00
110  39 219.00 140.00
111  61 307.00 146.00
112  56 249.00 144.00
113  52 186.00 190.00
114  43 341.00 136.00
115  62 263.00  97.00
116  41 203.00 132.00
117  58 211.00 165.00
118  35 183.00 182.00
119  63 330.00 132.00
120  65 254.00 127.00
121  48 256.00 150.00
122  63 407.00 154.00
123  51 222.00 143.00
124  55 217.00 111.00
125  65 282.00 174.00
126  45 234.00 175.00
127  56 288.00 133.00
128  54 239.00 126.00
129  44 220.00 170.00
130  62 209.00 163.00
131  54 258.00 147.00
132  51 227.00 154.00
133  29 204.00 202.00
134  51 261.00 186.00
135  43 213.00 165.00
136  55 250.00 161.00
137  70 174.00 125.00
138  62 281.00 103.00
139  35 198.00 130.00
140  51 245.00 166.00
141  59 221.00 164.00
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858  53 175.00 160.00
859  58 219.00 118.00
860  75 310.00 112.00
861  56 208.00 118.34
862  58 232.00 127.54
863  64 273.00 102.00
864  54 203.00 135.10
865  54 182.00 131.90
866  59 274.00 154.00
867  55 204.00 116.58
868  57 270.00 160.00
869  61 292.00 121.14
870  41 171.00 128.00
871  71 221.00 115.00
872  38 289.00 105.00
873  55 217.00 110.00
874  56 223.00 119.00
875  69 268.02 125.47
876  64 193.00 135.00
877  72 288.30 130.00
878  69 210.00 119.13
879  56 282.00 126.17
880  62 170.00 120.00
881  67 369.00 124.73
882  57 173.00 119.00
883  69 289.00 122.03
884  51 277.93 121.47
885  48 241.15 159.00
886  69 216.00  84.00
887  69 271.00 127.21
888  64 244.00 120.64
889  57 285.00 120.00
890  53 243.00 122.00
891  37 240.00 165.00
892  67 219.00 122.00
893  74 237.00  94.00
894  63 165.00 119.97
895  58 213.00 110.00
896  61 287.00 150.00
897  64 258.00 130.00
898  58 256.00 113.00
899  60 186.00 140.00
900  57 264.00 100.00
901  55 248.60 132.84
902  55 226.00 127.00
903  56 203.00  98.00
904  57 207.00  96.00
905  61 284.00 126.20
906  61 337.00  98.00
907  58 219.00 118.00
908  74 310.00 112.00
909  68 254.00 151.00
910  51 258.00  96.00
911  62 254.00 108.00
912  53 300.00 128.00
913  62 170.00 138.00
914  46 310.00 126.00
915  54 333.00 154.00
916  62 139.00 119.94
917  55 223.00 100.00
918  58 385.00 110.63
919  62 254.00  93.00

$subset
NULL

$outlierMethod
[1] "adj"

attr(,"class")
[1] "mvn"
> newdata <- testnorm$new_data
> result = mvn(newdata,mvn_test = 'mardia',alpha = 0.05)
> result
$multivariate_normality
             Test Statistic p.value     Method          MVN
1 Mardia Skewness    35.785  <0.001 asymptotic ✗ Not normal
2 Mardia Kurtosis    -2.619   0.009 asymptotic ✗ Not normal

$univariate_normality
              Test Variable Statistic p.value    Normality
1 Anderson-Darling      age     1.437   0.001 ✗ Not normal
2 Anderson-Darling     chol     1.871  <0.001 ✗ Not normal
3 Anderson-Darling   thalch     1.834  <0.001 ✗ Not normal

$descriptives
  Variable   n    Mean Std.Dev Median Min Max  25th 75th   Skew Kurtosis
1      age 735  52.909   9.479     54  28  77  46.0   59 -0.099    2.622
2     chol 735 242.712  48.908    238  85 404 210.5  274  0.289    3.254
3   thalch 735 140.239  24.456    140  71 202 122.0  160 -0.131    2.391

$data
    age   chol thalch
1    63 233.00 150.00
2    67 286.00 108.00
3    67 229.00 129.00
4    37 250.00 187.00
5    41 204.00 172.00
6    56 236.00 178.00
7    62 268.00 160.00
8    57 354.00 163.00
9    63 254.00 147.00
10   53 203.00 155.00
11   57 192.00 148.00
12   56 294.00 153.00
13   56 256.00 142.00
14   44 263.00 173.00
15   52 199.00 162.00
16   57 168.00 174.00
17   48 229.00 168.00
18   54 239.00 160.00
19   48 275.00 139.00
20   49 266.00 171.00
21   64 211.00 144.00
22   58 283.00 162.00
23   58 284.00 160.00
24   58 224.00 173.00
25   60 206.00 132.00
26   50 219.00 158.00
27   58 340.00 172.00
28   66 226.00 114.00
29   43 247.00 171.00
30   40 167.00 114.00
31   69 239.00 151.00
32   60 230.00 160.00
33   64 335.00 158.00
34   59 234.00 161.00
35   44 233.00 179.00
36   42 226.00 178.00
37   43 177.00 120.00
38   57 276.00 112.00
39   55 353.00 132.00
40   61 243.00 137.00
41   65 225.00 114.00
42   40 199.00 178.00
43   71 302.00 162.00
44   59 212.00 157.00
45   61 330.00 169.00
46   58 230.00 165.00
47   51 175.00 123.00
48   50 243.00 128.00
50   53 197.00 152.00
51   41 198.00 168.00
52   65 177.00 140.00
53   44 290.00 153.00
54   44 219.00 188.00
55   60 253.00 144.00
56   54 266.00 109.00
57   50 233.00 163.00
58   41 172.00 158.00
59   54 273.00 152.00
60   51 213.00 125.00
61   51 305.00 142.00
62   46 177.00 160.00
63   58 216.00 131.00
64   54 304.00 170.00
65   54 188.00 113.00
66   60 282.00 142.00
67   60 185.00 155.00
68   54 232.00 165.00
69   59 326.00 140.00
70   46 231.00 147.00
71   65 269.00 148.00
72   67 254.00 163.00
73   62 267.00  99.00
74   65 248.00 158.00
75   44 197.00 177.00
76   65 360.00 151.00
77   60 258.00 141.00
78   51 308.00 142.00
79   48 245.00 180.00
80   58 270.00 111.00
81   45 208.00 148.00
82   53 264.00 143.00
83   39 321.00 182.00
84   68 274.00 150.00
85   52 325.00 172.00
86   44 235.00 180.00
87   47 257.00 156.00
88   53 216.00 115.00
89   53 234.00 160.00
90   51 256.00 149.00
91   66 302.00 151.00
92   62 164.00 145.00
93   62 231.00 146.00
94   44 141.00 175.00
95   63 252.00 172.00
96   52 255.00 161.00
97   59 239.00 142.00
98   60 258.00 157.00
99   52 201.00 158.00
100  48 222.00 186.00
101  45 260.00 185.00
102  34 182.00 174.00
103  57 303.00 159.00
104  71 265.00 130.00
105  49 188.00 139.00
106  54 309.00 156.00
107  59 177.00 162.00
108  57 229.00 150.00
109  61 260.00 140.00
110  39 219.00 140.00
111  61 307.00 146.00
112  56 249.00 144.00
113  52 186.00 190.00
114  43 341.00 136.00
115  62 263.00  97.00
116  41 203.00 132.00
117  58 211.00 165.00
118  35 183.00 182.00
119  63 330.00 132.00
120  65 254.00 127.00
121  48 256.00 150.00
123  51 222.00 143.00
124  55 217.00 111.00
125  65 282.00 174.00
126  45 234.00 175.00
127  56 288.00 133.00
128  54 239.00 126.00
129  44 220.00 170.00
130  62 209.00 163.00
131  54 258.00 147.00
132  51 227.00 154.00
133  29 204.00 202.00
134  51 261.00 186.00
135  43 213.00 165.00
136  55 250.00 161.00
137  70 174.00 125.00
138  62 281.00 103.00
139  35 198.00 130.00
140  51 245.00 166.00
141  59 221.00 164.00
142  59 288.00 159.00
143  52 205.00 184.00
144  64 309.00 131.00
145  58 240.00 154.00
146  47 243.00 152.00
147  57 289.00 124.00
148  41 250.00 179.00
149  45 308.00 170.00
150  60 318.00 160.00
151  52 298.00 178.00
152  42 265.00 122.00
154  55 289.00 145.00
155  64 246.00  96.00
156  70 322.00 109.00
157  51 299.00 173.00
158  58 300.00 171.00
159  60 293.00 170.00
160  68 277.00 151.00
161  46 197.00 156.00
162  77 304.00 162.00
163  54 214.00 158.00
164  58 248.00 122.00
165  48 255.00 175.00
166  57 207.00 168.00
167  52 223.00 169.00
168  54 288.00 159.00
169  35 282.00 156.00
170  45 160.00 138.00
171  70 269.00 112.00
172  53 226.00 111.00
173  59 249.00 143.00
174  62 394.00 157.00
175  64 212.00 132.00
176  57 274.00  88.00
177  52 233.00 147.00
178  56 184.00 105.00
179  43 315.00 162.00
180  53 246.00 173.00
181  48 274.00 166.00
183  42 244.00 178.00
184  59 270.00 145.00
185  60 305.00 161.00
186  63 195.00 179.00
187  42 240.00 194.00
188  66 246.00 120.00
189  54 283.00 195.00
190  69 254.00 146.00
191  50 196.00 163.00
192  51 298.00 122.00
193  43 247.00 143.00
194  62 294.00 106.00
195  68 211.00 115.00
196  67 299.00 125.00
197  69 234.00 131.00
198  45 236.00 152.00
199  50 244.00 162.00
200  59 273.00 125.00
201  50 254.00 159.00
202  64 325.00 154.00
203  57 126.00 173.00
204  64 313.00 133.00
205  43 211.00 161.00
206  45 309.00 147.00
207  58 259.00 130.00
208  50 200.00 126.00
209  55 262.00 155.00
210  62 244.00 154.00
211  37 215.00 170.00
212  38 231.00 182.00
213  41 214.00 168.00
214  66 228.00 165.00
215  52 230.00 160.00
216  56 193.00 162.00
217  46 204.00 172.00
218  46 243.00 152.00
219  64 303.00 122.00
220  59 271.00 182.00
221  41 268.00 172.00
222  54 267.00 167.00
223  39 199.00 179.00
224  53 282.00  95.00
225  63 269.00 169.00
226  34 210.00 192.00
227  47 204.00 143.00
228  67 277.00 172.00
229  54 206.00 108.00
230  66 212.00 132.00
231  52 196.00 169.00
232  55 327.00 117.00
233  49 149.00 126.00
234  74 269.00 121.00
235  54 201.00 163.00
236  54 286.00 116.00
237  56 283.00 103.00
238  46 249.00 144.00
239  49 271.00 162.00
240  42 295.00 162.00
241  41 235.00 153.00
242  41 306.00 163.00
243  49 269.00 163.00
244  61 234.00 145.00
245  60 178.00  96.00
246  67 237.00  71.00
247  58 234.00 156.00
248  47 275.00 118.00
249  52 212.00 168.00
250  62 208.00 140.00
251  57 201.00 126.00
252  58 218.00 105.00
253  64 263.00 105.00
254  51 295.00 157.00
255  43 303.00 181.00
256  42 209.00 173.00
257  67 223.00 142.00
258  76 197.00 116.00
259  70 245.00 143.00
260  57 261.00 141.00
261  44 242.00 149.00
262  58 319.00 152.00
263  60 240.00 171.00
264  44 226.00 169.00
265  61 166.00 125.00
266  42 315.00 125.00
267  52 204.00 156.00
268  59 218.00 134.00
269  40 223.00 181.00
270  42 180.00 150.00
271  61 207.00 138.00
272  66 228.00 138.00
273  46 311.00 120.00
274  71 149.00 125.00
275  59 204.00 162.00
276  64 227.00 155.00
277  66 278.00 152.00
278  39 220.00 152.00
279  57 232.00 164.00
280  58 197.00 131.00
281  57 335.00 143.00
282  47 253.00 179.00
283  55 205.00 130.00
284  35 192.00 174.00
285  61 203.00 161.00
286  58 318.00 140.00
287  58 225.00 146.00
288  58 220.00 144.00
289  56 221.00 163.00
290  56 240.00 169.00
291  67 212.00 150.00
292  55 342.00 166.00
293  44 169.00 144.00
294  63 187.00 144.00
295  63 197.00 136.00
296  41 157.00 182.00
297  59 176.00  90.00
298  57 241.00 123.00
299  45 264.00 132.00
300  68 193.00 141.00
301  57 131.00 115.00
302  57 236.00 174.00
303  38 175.00 173.00
304  28 132.00 185.00
305  29 243.00 160.00
306  29 240.48 170.00
307  30 237.00 170.00
308  31 219.00 150.00
309  32 198.00 165.00
310  32 225.00 184.00
311  32 254.00 155.00
312  33 298.00 185.00
313  34 161.00 190.00
314  34 214.00 168.00
315  34 220.00 150.00
316  35 160.00 185.00
317  35 167.00 150.00
318  35 308.00 180.00
319  35 264.00 168.00
320  36 166.00 180.00
321  36 340.00 184.00
322  36 209.00 178.00
323  36 160.00 172.00
324  37 260.00 130.00
325  37 211.00 142.00
326  37 173.00 184.00
327  37 283.00  98.00
328  37 194.00 150.00
329  37 223.00 168.00
330  37 315.00 158.00
331  38 275.00 129.00
332  38 297.00 150.00
333  38 292.00 130.00
334  39 182.00 180.00
335  39 246.21 146.00
336  39 200.00 160.00
337  39 204.00 145.00
338  39 267.99 120.00
339  39 241.00 106.00
340  39 339.00 170.00
341  39 147.00 160.00
342  39 273.00 132.00
343  39 307.00 140.00
344  40 275.00 150.00
345  40 289.00 172.00
346  40 215.00 138.00
347  40 281.00 167.00
348  40 221.43 188.00
349  41 250.00 142.00
350  41 184.00 180.00
351  41 245.00 150.00
352  41 291.00 160.00
353  41 295.00 170.00
354  41 269.00 144.00
355  41 250.00 142.00
356  42 211.00 137.00
357  42 196.00 150.00
358  42 198.00 155.00
359  42 268.00 136.00
360  42 228.00 152.00
361  42 147.00 146.00
362  42 358.00 170.00
363  43 223.00 142.00
364  43 201.00 165.00
365  43 215.00 175.00
366  43 249.00 176.00
367  43 266.00 118.00
368  43 186.00 154.00
369  43 201.40 175.00
370  43 207.00 138.00
371  44 218.00 115.00
372  44 184.00 142.00
373  44 215.00 135.00
375  45 237.00 170.00
376  45 226.30 180.00
377  45 297.00 144.00
378  45 224.00 122.00
379  45 219.85 110.00
380  45 225.00 140.00
381  45 224.00 144.00
382  46 238.00  90.00
383  46 275.00 165.00
384  46 230.00 150.00
385  46 163.00 116.00
386  46 238.00 140.00
387  46 240.00 140.00
388  46 280.00 120.00
389  47 257.00 135.00
390  47 227.53 145.00
391  47 249.00 150.00
392  47 263.00 174.00
393  47 276.00 125.00
394  48 308.00 143.64
395  48 230.06 148.00
396  48 284.00 120.00
397  48 195.00 125.00
398  48 163.00 175.00
399  48 254.00 110.00
400  48 227.00 130.00
401  48 224.66 100.00
402  48 245.00 160.00
403  48 238.00 118.00
404  48 211.00 138.00
405  49 212.08 160.00
406  49 212.94 160.00
407  49 201.00 164.00
408  49 207.00 135.00
409  49 253.00 174.00
410  49 187.00 172.00
411  49 297.00 132.00
412  49 227.88 130.00
413  50 202.00 145.00
414  50 328.00 110.00
415  50 168.00 160.00
416  50 216.00 170.00
417  50 209.00 116.00
418  50 129.00 135.00
419  50 215.00 140.00
420  51 194.00 170.00
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422  51 220.00 160.00
423  51 200.00 120.00
424  51 188.00 145.00
425  51 224.00 150.00
426  51 179.00 100.00
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428  52 215.54 140.00
429  52 272.00 139.00
430  52 180.00 140.00
431  52 284.00 118.00
432  52 100.00 138.00
433  52 196.00 165.00
434  52 259.00 170.00
436  53 216.00 142.00
437  53 274.00 130.00
438  53 213.46 132.00
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440  53 195.00 140.00
441  53 260.00 112.00
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445  54 230.00 140.00
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448  54 309.00 140.00
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450  54 312.00 130.00
451  54 171.00 137.00
452  54 208.00 142.00
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455  54 195.00 130.00
456  54 305.00 175.00
457  54 217.00 137.00
458  54 216.86 122.00
459  54 365.00 134.00
460  55 344.00 160.00
461  55 320.00 155.00
462  55 394.00 150.00
463  55 256.00 137.00
464  55 196.00 150.00
465  55 326.00 155.00
466  55 277.00 160.00
467  55 220.00 134.00
468  55 270.00 140.00
469  55 229.00 110.00
470  56 219.00 164.00
471  56 184.00 100.00
472  56 229.53 114.00
473  56 276.00 128.00
474  56  85.00 140.00
475  57 308.00  98.00
476  57 347.00 126.00
477  57 260.00 140.00
478  58 230.00 150.00
479  58 251.00 110.00
480  58 179.00 160.00
481  58 222.00 100.00
482  59 188.00 124.00
483  59 287.00 150.00
484  59 318.00 120.00
485  59 213.00 100.00
486  59 235.04 140.00
487  60 246.00 135.00
488  61 294.00 120.00
489  61 292.00 115.00
490  62 193.00 116.00
491  62 271.00 152.00
492  31 270.00 153.00
493  33 246.00 150.00
494  34 156.00 180.00
495  35 257.00 140.00
496  36 267.00 160.00
497  37 207.00 130.00
498  38 196.00 166.00
499  38 282.00 170.00
500  38 117.00 134.00
502  41 289.00 170.00
503  41 237.00 138.00
504  43 247.00 130.00
505  46 202.00 150.00
506  46 186.00 124.00
507  46 277.00 125.00
508  47 193.00 145.00
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510  48 263.00 110.00
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512  48 268.00 103.00
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517  50 264.00 150.00
518  51 303.00 150.00
519  52 225.00 120.00
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522  55 201.00 130.00
523  57 265.00 145.00
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526  60 248.00 125.00
527  63 223.00 115.00
528  65 306.00  87.00
530  38 271.85 150.00
531  39 280.00 150.00
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539  48 329.00  92.00
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542  52 182.00 150.00
543  52 269.10 126.00
544  53 246.00 116.00
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563  49 234.00 140.00
564  51 160.00 150.00
565  52 342.00  96.00
566  52 298.00 110.00
567  52 404.00 124.00
568  52 246.00  82.00
570  53 285.00 120.00
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578  58 164.00  99.00
579  59 307.02 125.00
580  59 264.00 119.00
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586  47 205.00  98.00
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592  52 266.00 134.00
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597  65 275.00 115.00
721  63 260.00 112.00
722  44 209.00 127.00
723  60 218.00 140.00
724  55 228.00 149.00
725  66 213.00  99.00
727  65 236.00 105.00
730  60 267.00 157.00
731  56 166.00 140.00
736  62 220.00  86.00
737  63 177.00  84.00
738  46 236.00 125.00
748  60 186.00 140.00
749  56 100.00 120.00
750  55 228.00 133.88
752  77 171.00 110.00
753  63 230.00 105.00
756  60 281.00 126.81
758  58 203.00 118.80
764  57 277.00 117.10
766  59 233.00 117.00
769  42 240.00 160.00
772  62 153.00  97.00
773  56 224.00 161.00
777  60 316.00 123.20
780  51 218.00 117.55
782  57 311.00 148.00
786  67 270.00 125.00
789  63 217.00 127.71
790  55 214.00 180.00
791  57 214.00 144.00
792  65 252.00 128.87
793  54 220.00 140.00
794  72 214.00 102.00
795  75 203.00 108.00
797  51 339.00 131.61
798  60 216.00 110.00
799  64 276.00 140.00
801  61 241.00 148.00
802  67 384.00 130.00
803  62 297.00 130.00
804  65 248.00 140.00
805  63 308.00 138.00
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807  51 227.00 127.35
808  62 210.00 112.00
809  55 245.00 140.56
810  75 225.00 112.00
811  40 240.00  80.00
813  58 198.00 110.00
814  60 195.00 123.97
815  63 267.00  88.00
816  35 161.00 151.36
817  62 258.00 150.00
820  68 195.00 132.00
821  65 235.00 120.00
823  63 305.00 121.00
824  64 223.00 128.00
825  61 282.00 135.00
826  50 349.00 120.00
827  59 262.21 117.00
828  55 160.00 150.00
829  45 236.00 147.71
830  65 312.00 126.02
831  61 283.00 129.12
832  49 142.00 136.15
833  72 211.00 123.49
834  50 218.00 116.20
835  64 306.00 121.14
836  55 186.00 102.00
837  63 252.00 140.00
838  59 222.00 135.00
841  74 258.00 130.00
842  54 202.00 112.00
843  57 197.00 100.00
844  62 204.00 122.94
845  76 239.87 120.00
846  54 274.00 105.00
847  70 192.00 129.00
848  61 298.00 120.00
849  48 272.00 129.07
850  48 220.00 162.00
851  61 200.00 100.00
852  66 261.00 140.00
853  68 181.00 123.69
854  55 260.00  73.00
855  62 220.00  86.00
856  71 221.00 120.83
857  74 216.00 118.86
858  53 175.00 160.00
859  58 219.00 118.00
860  75 310.00 112.00
861  56 208.00 118.34
862  58 232.00 127.54
863  64 273.00 102.00
864  54 203.00 135.10
865  54 182.00 131.90
866  59 274.00 154.00
867  55 204.00 116.58
868  57 270.00 160.00
869  61 292.00 121.14
870  41 171.00 128.00
871  71 221.00 115.00
872  38 289.00 105.00
873  55 217.00 110.00
874  56 223.00 119.00
875  69 268.02 125.47
876  64 193.00 135.00
877  72 288.30 130.00
878  69 210.00 119.13
879  56 282.00 126.17
880  62 170.00 120.00
881  67 369.00 124.73
882  57 173.00 119.00
883  69 289.00 122.03
884  51 277.93 121.47
885  48 241.15 159.00
886  69 216.00  84.00
887  69 271.00 127.21
888  64 244.00 120.64
889  57 285.00 120.00
890  53 243.00 122.00
891  37 240.00 165.00
892  67 219.00 122.00
893  74 237.00  94.00
894  63 165.00 119.97
895  58 213.00 110.00
896  61 287.00 150.00
897  64 258.00 130.00
898  58 256.00 113.00
899  60 186.00 140.00
900  57 264.00 100.00
901  55 248.60 132.84
902  55 226.00 127.00
903  56 203.00  98.00
904  57 207.00  96.00
905  61 284.00 126.20
906  61 337.00  98.00
907  58 219.00 118.00
908  74 310.00 112.00
909  68 254.00 151.00
910  51 258.00  96.00
911  62 254.00 108.00
912  53 300.00 128.00
913  62 170.00 138.00
914  46 310.00 126.00
915  54 333.00 154.00
916  62 139.00 119.94
917  55 223.00 100.00
918  58 385.00 110.63
919  62 254.00  93.00

$subset
NULL

$outlierMethod
[1] "none"

attr(,"class")
[1] "mvn"
> datates = data[c(rownames(newdata)),c("age","chol","thalch","num")]
> datates
    age   chol thalch num
1    63 233.00 150.00   0
2    67 286.00 108.00   2
3    67 229.00 129.00   1
4    37 250.00 187.00   0
5    41 204.00 172.00   0
6    56 236.00 178.00   0
7    62 268.00 160.00   3
8    57 354.00 163.00   0
9    63 254.00 147.00   2
10   53 203.00 155.00   1
11   57 192.00 148.00   0
12   56 294.00 153.00   0
13   56 256.00 142.00   2
14   44 263.00 173.00   0
15   52 199.00 162.00   0
16   57 168.00 174.00   0
17   48 229.00 168.00   1
18   54 239.00 160.00   0
19   48 275.00 139.00   0
20   49 266.00 171.00   0
21   64 211.00 144.00   0
22   58 283.00 162.00   0
23   58 284.00 160.00   1
24   58 224.00 173.00   3
25   60 206.00 132.00   4
26   50 219.00 158.00   0
27   58 340.00 172.00   0
28   66 226.00 114.00   0
29   43 247.00 171.00   0
30   40 167.00 114.00   3
31   69 239.00 151.00   0
32   60 230.00 160.00   2
33   64 335.00 158.00   1
34   59 234.00 161.00   0
35   44 233.00 179.00   0
36   42 226.00 178.00   0
37   43 177.00 120.00   3
38   57 276.00 112.00   1
39   55 353.00 132.00   3
40   61 243.00 137.00   0
41   65 225.00 114.00   4
42   40 199.00 178.00   0
43   71 302.00 162.00   0
44   59 212.00 157.00   0
45   61 330.00 169.00   1
46   58 230.00 165.00   4
47   51 175.00 123.00   0
48   50 243.00 128.00   4
50   53 197.00 152.00   0
51   41 198.00 168.00   0
52   65 177.00 140.00   0
53   44 290.00 153.00   2
54   44 219.00 188.00   0
55   60 253.00 144.00   1
56   54 266.00 109.00   1
57   50 233.00 163.00   1
58   41 172.00 158.00   1
59   54 273.00 152.00   0
60   51 213.00 125.00   0
61   51 305.00 142.00   2
62   46 177.00 160.00   0
63   58 216.00 131.00   1
64   54 304.00 170.00   0
65   54 188.00 113.00   2
66   60 282.00 142.00   2
67   60 185.00 155.00   1
68   54 232.00 165.00   0
69   59 326.00 140.00   2
70   46 231.00 147.00   1
71   65 269.00 148.00   0
72   67 254.00 163.00   3
73   62 267.00  99.00   1
74   65 248.00 158.00   1
75   44 197.00 177.00   1
76   65 360.00 151.00   0
77   60 258.00 141.00   1
78   51 308.00 142.00   0
79   48 245.00 180.00   0
80   58 270.00 111.00   3
81   45 208.00 148.00   0
82   53 264.00 143.00   0
83   39 321.00 182.00   0
84   68 274.00 150.00   3
85   52 325.00 172.00   0
86   44 235.00 180.00   0
87   47 257.00 156.00   0
88   53 216.00 115.00   0
89   53 234.00 160.00   0
90   51 256.00 149.00   0
91   66 302.00 151.00   0
92   62 164.00 145.00   3
93   62 231.00 146.00   0
94   44 141.00 175.00   0
95   63 252.00 172.00   0
96   52 255.00 161.00   1
97   59 239.00 142.00   2
98   60 258.00 157.00   3
99   52 201.00 158.00   0
100  48 222.00 186.00   0
101  45 260.00 185.00   0
102  34 182.00 174.00   0
103  57 303.00 159.00   0
104  71 265.00 130.00   0
105  49 188.00 139.00   3
106  54 309.00 156.00   0
107  59 177.00 162.00   2
108  57 229.00 150.00   1
109  61 260.00 140.00   2
110  39 219.00 140.00   3
111  61 307.00 146.00   1
112  56 249.00 144.00   1
113  52 186.00 190.00   0
114  43 341.00 136.00   2
115  62 263.00  97.00   2
116  41 203.00 132.00   0
117  58 211.00 165.00   0
118  35 183.00 182.00   0
119  63 330.00 132.00   3
120  65 254.00 127.00   2
121  48 256.00 150.00   3
123  51 222.00 143.00   0
124  55 217.00 111.00   3
125  65 282.00 174.00   1
126  45 234.00 175.00   0
127  56 288.00 133.00   3
128  54 239.00 126.00   3
129  44 220.00 170.00   0
130  62 209.00 163.00   0
131  54 258.00 147.00   0
132  51 227.00 154.00   0
133  29 204.00 202.00   0
134  51 261.00 186.00   0
135  43 213.00 165.00   0
136  55 250.00 161.00   0
137  70 174.00 125.00   4
138  62 281.00 103.00   3
139  35 198.00 130.00   1
140  51 245.00 166.00   0
141  59 221.00 164.00   0
142  59 288.00 159.00   1
143  52 205.00 184.00   0
144  64 309.00 131.00   1
145  58 240.00 154.00   0
146  47 243.00 152.00   1
147  57 289.00 124.00   4
148  41 250.00 179.00   0
149  45 308.00 170.00   0
150  60 318.00 160.00   0
151  52 298.00 178.00   0
152  42 265.00 122.00   0
154  55 289.00 145.00   4
155  64 246.00  96.00   3
156  70 322.00 109.00   1
157  51 299.00 173.00   1
158  58 300.00 171.00   1
159  60 293.00 170.00   2
160  68 277.00 151.00   0
161  46 197.00 156.00   0
162  77 304.00 162.00   4
163  54 214.00 158.00   0
164  58 248.00 122.00   0
165  48 255.00 175.00   0
166  57 207.00 168.00   0
167  52 223.00 169.00   0
168  54 288.00 159.00   0
169  35 282.00 156.00   1
170  45 160.00 138.00   0
171  70 269.00 112.00   3
172  53 226.00 111.00   0
173  59 249.00 143.00   1
174  62 394.00 157.00   0
175  64 212.00 132.00   4
176  57 274.00  88.00   1
177  52 233.00 147.00   0
178  56 184.00 105.00   1
179  43 315.00 162.00   0
180  53 246.00 173.00   0
181  48 274.00 166.00   3
183  42 244.00 178.00   0
184  59 270.00 145.00   0
185  60 305.00 161.00   1
186  63 195.00 179.00   0
187  42 240.00 194.00   0
188  66 246.00 120.00   2
189  54 283.00 195.00   1
190  69 254.00 146.00   2
191  50 196.00 163.00   0
192  51 298.00 122.00   3
193  43 247.00 143.00   1
194  62 294.00 106.00   2
195  68 211.00 115.00   0
196  67 299.00 125.00   3
197  69 234.00 131.00   0
198  45 236.00 152.00   0
199  50 244.00 162.00   0
200  59 273.00 125.00   1
201  50 254.00 159.00   0
202  64 325.00 154.00   0
203  57 126.00 173.00   0
204  64 313.00 133.00   0
205  43 211.00 161.00   0
206  45 309.00 147.00   3
207  58 259.00 130.00   3
208  50 200.00 126.00   3
209  55 262.00 155.00   0
210  62 244.00 154.00   1
211  37 215.00 170.00   0
212  38 231.00 182.00   4
213  41 214.00 168.00   0
214  66 228.00 165.00   3
215  52 230.00 160.00   1
216  56 193.00 162.00   0
217  46 204.00 172.00   0
218  46 243.00 152.00   0
219  64 303.00 122.00   0
220  59 271.00 182.00   0
221  41 268.00 172.00   0
222  54 267.00 167.00   0
223  39 199.00 179.00   0
224  53 282.00  95.00   3
225  63 269.00 169.00   1
226  34 210.00 192.00   0
227  47 204.00 143.00   0
228  67 277.00 172.00   0
229  54 206.00 108.00   3
230  66 212.00 132.00   2
231  52 196.00 169.00   0
232  55 327.00 117.00   2
233  49 149.00 126.00   1
234  74 269.00 121.00   0
235  54 201.00 163.00   0
236  54 286.00 116.00   3
237  56 283.00 103.00   2
238  46 249.00 144.00   1
239  49 271.00 162.00   0
240  42 295.00 162.00   0
241  41 235.00 153.00   0
242  41 306.00 163.00   0
243  49 269.00 163.00   0
244  61 234.00 145.00   2
245  60 178.00  96.00   0
246  67 237.00  71.00   2
247  58 234.00 156.00   2
248  47 275.00 118.00   1
249  52 212.00 168.00   3
250  62 208.00 140.00   0
251  57 201.00 126.00   0
252  58 218.00 105.00   1
253  64 263.00 105.00   0
254  51 295.00 157.00   0
255  43 303.00 181.00   0
256  42 209.00 173.00   0
257  67 223.00 142.00   0
258  76 197.00 116.00   0
259  70 245.00 143.00   0
260  57 261.00 141.00   1
261  44 242.00 149.00   0
262  58 319.00 152.00   3
263  60 240.00 171.00   0
264  44 226.00 169.00   0
265  61 166.00 125.00   4
266  42 315.00 125.00   2
267  52 204.00 156.00   2
268  59 218.00 134.00   2
269  40 223.00 181.00   1
270  42 180.00 150.00   0
271  61 207.00 138.00   1
272  66 228.00 138.00   0
273  46 311.00 120.00   2
274  71 149.00 125.00   0
275  59 204.00 162.00   1
276  64 227.00 155.00   0
277  66 278.00 152.00   0
278  39 220.00 152.00   0
279  57 232.00 164.00   1
280  58 197.00 131.00   0
281  57 335.00 143.00   2
282  47 253.00 179.00   0
283  55 205.00 130.00   3
284  35 192.00 174.00   0
285  61 203.00 161.00   2
286  58 318.00 140.00   4
287  58 225.00 146.00   2
288  58 220.00 144.00   0
289  56 221.00 163.00   0
290  56 240.00 169.00   0
291  67 212.00 150.00   1
292  55 342.00 166.00   0
293  44 169.00 144.00   2
294  63 187.00 144.00   2
295  63 197.00 136.00   1
296  41 157.00 182.00   0
297  59 176.00  90.00   3
298  57 241.00 123.00   1
299  45 264.00 132.00   1
300  68 193.00 141.00   2
301  57 131.00 115.00   3
302  57 236.00 174.00   1
303  38 175.00 173.00   0
304  28 132.00 185.00   0
305  29 243.00 160.00   0
306  29 240.48 170.00   0
307  30 237.00 170.00   0
308  31 219.00 150.00   0
309  32 198.00 165.00   0
310  32 225.00 184.00   0
311  32 254.00 155.00   0
312  33 298.00 185.00   0
313  34 161.00 190.00   0
314  34 214.00 168.00   0
315  34 220.00 150.00   0
316  35 160.00 185.00   0
317  35 167.00 150.00   0
318  35 308.00 180.00   0
319  35 264.00 168.00   0
320  36 166.00 180.00   0
321  36 340.00 184.00   0
322  36 209.00 178.00   0
323  36 160.00 172.00   0
324  37 260.00 130.00   0
325  37 211.00 142.00   0
326  37 173.00 184.00   0
327  37 283.00  98.00   0
328  37 194.00 150.00   0
329  37 223.00 168.00   0
330  37 315.00 158.00   0
331  38 275.00 129.00   0
332  38 297.00 150.00   0
333  38 292.00 130.00   0
334  39 182.00 180.00   0
335  39 246.21 146.00   0
336  39 200.00 160.00   0
337  39 204.00 145.00   0
338  39 267.99 120.00   0
339  39 241.00 106.00   0
340  39 339.00 170.00   0
341  39 147.00 160.00   0
342  39 273.00 132.00   0
343  39 307.00 140.00   0
344  40 275.00 150.00   0
345  40 289.00 172.00   0
346  40 215.00 138.00   0
347  40 281.00 167.00   0
348  40 221.43 188.00   0
349  41 250.00 142.00   0
350  41 184.00 180.00   0
351  41 245.00 150.00   0
352  41 291.00 160.00   0
353  41 295.00 170.00   0
354  41 269.00 144.00   0
355  41 250.00 142.00   0
356  42 211.00 137.00   0
357  42 196.00 150.00   0
358  42 198.00 155.00   0
359  42 268.00 136.00   0
360  42 228.00 152.00   0
361  42 147.00 146.00   0
362  42 358.00 170.00   0
363  43 223.00 142.00   0
364  43 201.00 165.00   0
365  43 215.00 175.00   0
366  43 249.00 176.00   0
367  43 266.00 118.00   0
368  43 186.00 154.00   0
369  43 201.40 175.00   0
370  43 207.00 138.00   0
371  44 218.00 115.00   0
372  44 184.00 142.00   0
373  44 215.00 135.00   0
375  45 237.00 170.00   0
376  45 226.30 180.00   0
377  45 297.00 144.00   0
378  45 224.00 122.00   0
379  45 219.85 110.00   0
380  45 225.00 140.00   0
381  45 224.00 144.00   0
382  46 238.00  90.00   0
383  46 275.00 165.00   0
384  46 230.00 150.00   0
385  46 163.00 116.00   0
386  46 238.00 140.00   0
387  46 240.00 140.00   0
388  46 280.00 120.00   0
389  47 257.00 135.00   0
390  47 227.53 145.00   0
391  47 249.00 150.00   0
392  47 263.00 174.00   0
393  47 276.00 125.00   0
394  48 308.00 143.64   0
395  48 230.06 148.00   0
396  48 284.00 120.00   0
397  48 195.00 125.00   0
398  48 163.00 175.00   0
399  48 254.00 110.00   0
400  48 227.00 130.00   0
401  48 224.66 100.00   0
402  48 245.00 160.00   0
403  48 238.00 118.00   0
404  48 211.00 138.00   0
405  49 212.08 160.00   0
406  49 212.94 160.00   0
407  49 201.00 164.00   0
408  49 207.00 135.00   0
409  49 253.00 174.00   0
410  49 187.00 172.00   0
411  49 297.00 132.00   0
412  49 227.88 130.00   0
413  50 202.00 145.00   0
414  50 328.00 110.00   0
415  50 168.00 160.00   0
416  50 216.00 170.00   0
417  50 209.00 116.00   0
418  50 129.00 135.00   0
419  50 215.00 140.00   0
420  51 194.00 170.00   0
421  51 190.00 120.00   0
422  51 220.00 160.00   0
423  51 200.00 120.00   0
424  51 188.00 145.00   0
425  51 224.00 150.00   0
426  51 179.00 100.00   0
427  52 210.00 148.00   0
428  52 215.54 140.00   0
429  52 272.00 139.00   0
430  52 180.00 140.00   0
431  52 284.00 118.00   0
432  52 100.00 138.00   0
433  52 196.00 165.00   0
434  52 259.00 170.00   0
436  53 216.00 142.00   0
437  53 274.00 130.00   0
438  53 213.46 132.00   0
439  53 320.00 162.00   0
440  53 195.00 140.00   0
441  53 260.00 112.00   0
442  53 182.00 148.00   0
443  53 243.00 155.00   0
444  54 221.00 138.00   0
445  54 230.00 140.00   0
446  54 273.00 150.00   0
447  54 253.00 155.00   0
448  54 309.00 140.00   0
449  54 230.00 130.00   0
450  54 312.00 130.00   0
451  54 171.00 137.00   0
452  54 208.00 142.00   0
453  54 238.00 154.00   0
454  54 246.00 110.00   0
455  54 195.00 130.00   0
456  54 305.00 175.00   0
457  54 217.00 137.00   0
458  54 216.86 122.00   0
459  54 365.00 134.00   0
460  55 344.00 160.00   0
461  55 320.00 155.00   0
462  55 394.00 150.00   0
463  55 256.00 137.00   0
464  55 196.00 150.00   0
465  55 326.00 155.00   0
466  55 277.00 160.00   0
467  55 220.00 134.00   0
468  55 270.00 140.00   0
469  55 229.00 110.00   0
470  56 219.00 164.00   0
471  56 184.00 100.00   0
472  56 229.53 114.00   0
473  56 276.00 128.00   0
474  56  85.00 140.00   0
475  57 308.00  98.00   0
476  57 347.00 126.00   0
477  57 260.00 140.00   0
478  58 230.00 150.00   0
479  58 251.00 110.00   0
480  58 179.00 160.00   0
481  58 222.00 100.00   0
482  59 188.00 124.00   0
483  59 287.00 150.00   0
484  59 318.00 120.00   0
485  59 213.00 100.00   0
486  59 235.04 140.00   0
487  60 246.00 135.00   0
488  61 294.00 120.00   0
489  61 292.00 115.00   0
490  62 193.00 116.00   0
491  62 271.00 152.00   0
492  31 270.00 153.00   1
493  33 246.00 150.00   1
494  34 156.00 180.00   1
495  35 257.00 140.00   1
496  36 267.00 160.00   1
497  37 207.00 130.00   1
498  38 196.00 166.00   1
499  38 282.00 170.00   1
500  38 117.00 134.00   1
502  41 289.00 170.00   1
503  41 237.00 138.00   1
504  43 247.00 130.00   1
505  46 202.00 150.00   1
506  46 186.00 124.00   1
507  46 277.00 125.00   1
508  47 193.00 145.00   1
509  47 226.00  98.00   1
510  48 263.00 110.00   1
511  48 260.00 115.00   1
512  48 268.00 103.00   1
513  49 180.00 156.00   1
514  49 265.00 175.00   1
515  49 206.00 170.00   1
516  50 288.00 140.00   1
517  50 264.00 150.00   1
518  51 303.00 150.00   1
519  52 225.00 120.00   1
520  54 216.00 140.00   1
521  54 224.00 122.00   1
522  55 201.00 130.00   1
523  57 265.00 145.00   1
524  58 213.00 140.00   1
525  59 338.00 130.00   1
526  60 248.00 125.00   1
527  63 223.00 115.00   1
528  65 306.00  87.00   1
530  38 271.85 150.00   1
531  39 280.00 150.00   1
533  43 291.00 155.00   1
534  45 219.00 130.00   1
535  46 231.00 115.00   1
536  46 222.00 112.00   1
537  48 275.00 150.00   1
538  48 193.00 102.00   1
539  48 329.00  92.00   1
540  48 355.00  99.00   1
541  50 233.00 121.00   1
542  52 182.00 150.00   1
543  52 269.10 126.00   1
544  53 246.00 116.00   1
545  54 237.00 150.00   1
546  54 242.00  91.00   1
548  54 304.50 118.00   1
549  54 198.00 142.00   1
550  55 268.00 128.00   1
551  56 213.00 125.00   1
552  57 255.00  92.00   1
553  58 211.00  92.00   1
554  58 263.00 140.00   1
555  41 172.00 130.00   1
556  43 175.00 120.00   1
557  44 288.00 150.00   1
558  44 290.00 100.00   1
559  46 272.00 175.00   1
560  47 248.00 170.00   1
561  48 214.00 108.00   1
562  49 341.00 120.00   1
563  49 234.00 140.00   1
564  51 160.00 150.00   1
565  52 342.00  96.00   1
566  52 298.00 110.00   1
567  52 404.00 124.00   1
568  52 246.00  82.00   1
570  53 285.00 120.00   1
571  54 216.00 105.00   1
572  55 295.00 136.00   1
573  55 292.00 143.00   1
574  55 248.00  96.00   1
575  56 279.00 150.00   1
576  56 230.00 124.00   1
577  56 388.00 122.00   1
578  58 164.00  99.00   1
579  59 307.02 125.00   1
580  59 264.00 119.00   1
581  65 263.00 112.00   1
582  66 253.50  94.00   1
583  41 336.00 118.00   1
584  43 288.00 135.00   1
586  47 205.00  98.00   1
587  47 291.00 158.00   1
588  49 212.00  96.00   1
589  49 222.00 122.00   1
590  50 231.00 140.00   1
591  50 341.00 125.00   1
592  52 266.00 134.00   1
593  52 331.00  94.00   1
594  54 294.00 100.00   1
595  56 342.00 150.00   1
596  58 393.00 110.00   1
597  65 275.00 115.00   1
721  63 260.00 112.00   2
722  44 209.00 127.00   0
723  60 218.00 140.00   2
724  55 228.00 149.00   1
725  66 213.00  99.00   0
727  65 236.00 105.00   3
730  60 267.00 157.00   1
731  56 166.00 140.00   0
736  62 220.00  86.00   0
737  63 177.00  84.00   4
738  46 236.00 125.00   1
748  60 186.00 140.00   1
749  56 100.00 120.00   1
750  55 228.00 133.88   3
752  77 171.00 110.00   3
753  63 230.00 105.00   3
756  60 281.00 126.81   2
758  58 203.00 118.80   1
764  57 277.00 117.10   4
766  59 233.00 117.00   1
769  42 240.00 160.00   0
772  62 153.00  97.00   2
773  56 224.00 161.00   0
777  60 316.00 123.20   3
780  51 218.00 117.55   0
782  57 311.00 148.00   1
786  67 270.00 125.00   3
789  63 217.00 127.71   1
790  55 214.00 180.00   0
791  57 214.00 144.00   2
792  65 252.00 128.87   0
793  54 220.00 140.00   3
794  72 214.00 102.00   3
795  75 203.00 108.00   1
797  51 339.00 131.61   3
798  60 216.00 110.00   2
799  64 276.00 140.00   1
801  61 241.00 148.00   2
802  67 384.00 130.00   2
803  62 297.00 130.00   2
804  65 248.00 140.00   4
805  63 308.00 138.00   2
806  69 208.00 140.00   3
807  51 227.00 127.35   0
808  62 210.00 112.00   1
809  55 245.00 140.56   1
810  75 225.00 112.00   3
811  40 240.00  80.00   0
813  58 198.00 110.00   1
814  60 195.00 123.97   0
815  63 267.00  88.00   3
816  35 161.00 151.36   0
817  62 258.00 150.00   1
820  68 195.00 132.00   1
821  65 235.00 120.00   3
823  63 305.00 121.00   1
824  64 223.00 128.00   0
825  61 282.00 135.00   3
826  50 349.00 120.00   1
827  59 262.21 117.00   1
828  55 160.00 150.00   0
829  45 236.00 147.71   0
830  65 312.00 126.02   3
831  61 283.00 129.12   0
832  49 142.00 136.15   3
833  72 211.00 123.49   1
834  50 218.00 116.20   1
835  64 306.00 121.14   3
836  55 186.00 102.00   2
837  63 252.00 140.00   2
838  59 222.00 135.00   3
841  74 258.00 130.00   3
842  54 202.00 112.00   1
843  57 197.00 100.00   0
844  62 204.00 122.94   1
845  76 239.87 120.00   4
846  54 274.00 105.00   1
847  70 192.00 129.00   2
848  61 298.00 120.00   0
849  48 272.00 129.07   0
850  48 220.00 162.00   1
851  61 200.00 100.00   3
852  66 261.00 140.00   1
853  68 181.00 123.69   0
854  55 260.00  73.00   3
855  62 220.00  86.00   0
856  71 221.00 120.83   3
857  74 216.00 118.86   3
858  53 175.00 160.00   0
859  58 219.00 118.00   2
860  75 310.00 112.00   0
861  56 208.00 118.34   4
862  58 232.00 127.54   2
863  64 273.00 102.00   4
864  54 203.00 135.10   0
865  54 182.00 131.90   0
866  59 274.00 154.00   0
867  55 204.00 116.58   1
868  57 270.00 160.00   3
869  61 292.00 121.14   3
870  41 171.00 128.00   0
871  71 221.00 115.00   3
872  38 289.00 105.00   1
873  55 217.00 110.00   1
874  56 223.00 119.00   2
875  69 268.02 125.47   2
876  64 193.00 135.00   2
877  72 288.30 130.00   2
878  69 210.00 119.13   2
879  56 282.00 126.17   1
880  62 170.00 120.00   4
881  67 369.00 124.73   3
882  57 173.00 119.00   3
883  69 289.00 122.03   3
884  51 277.93 121.47   1
885  48 241.15 159.00   3
886  69 216.00  84.00   2
887  69 271.00 127.21   0
888  64 244.00 120.64   2
889  57 285.00 120.00   1
890  53 243.00 122.00   1
891  37 240.00 165.00   0
892  67 219.00 122.00   3
893  74 237.00  94.00   1
894  63 165.00 119.97   0
895  58 213.00 110.00   0
896  61 287.00 150.00   4
897  64 258.00 130.00   2
898  58 256.00 113.00   3
899  60 186.00 140.00   1
900  57 264.00 100.00   1
901  55 248.60 132.84   0
902  55 226.00 127.00   1
903  56 203.00  98.00   1
904  57 207.00  96.00   0
905  61 284.00 126.20   1
906  61 337.00  98.00   3
907  58 219.00 118.00   2
908  74 310.00 112.00   2
909  68 254.00 151.00   0
910  51 258.00  96.00   0
911  62 254.00 108.00   4
912  53 300.00 128.00   3
913  62 170.00 138.00   1
914  46 310.00 126.00   2
915  54 333.00 154.00   1
916  62 139.00 119.94   0
917  55 223.00 100.00   2
918  58 385.00 110.63   0
919  62 254.00  93.00   1
> 
> #Uji Homogenitas Varians Covarians
> datates$num <- as.factor(datates$num)
> boxM_test <- boxM(datates[, c("age", "chol", "thalch")], datates$num)
> boxM_test

    Box's M-test for Homogeneity of Covariance Matrices

data:  datates[, c("age", "chol", "thalch")]
Chi-Sq (approx.) = 23.103, df = 24, p-value = 0.5137
> boxM_test$p.value
[1] 0.5136953
> pval <- boxM_test$p.value
> if (pval > 0.05) {
+   cat("P-value =", pval, "\nAsumsi homogenitas ragam-peragam TEPERNUHI️")
+ } else {
+   cat("P-value =", pval, "\nAsumsi homogenitas ragam-peragam TIDAK terpenuhi")
+ }
P-value = 0.5136953 
Asumsi homogenitas ragam-peragam TEPERNUHI️
> 
> #Pengujian perbedaan Rata-rata variabel dependen
> X <- as.matrix(datates[, c("age", "chol", "thalch")])
> X.manova <- manova(X ~ num, data = datates)
> X.wilks <- summary(X.manova, test = "Wilks")
> X.wilks
           Df   Wilks approx F num Df den Df    Pr(>F)    
num         4 0.76224   17.348     12 1926.4 < 2.2e-16 ***
Residuals 730                                             
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
> 
> #Kontribusi Variabel Prediktor terhadap Variabel Respon
> cc<-candisc(X.manova)
> cc

Canonical Discriminant Analysis for num:

      CanRsq Eigenvalue Difference  Percent Cumulative
1 0.20702117 0.26106772    0.22167 86.62817     86.628
2 0.03790837 0.03940203    0.22167 13.07449     99.703
3 0.00089529 0.00089609    0.22167  0.29734    100.000

Test of H0: The canonical correlations in the 
current row and all that follow are zero

  LR test stat approx F numDF  denDF   Pr(> F)    
1      0.76224  17.3484    12 1926.4 < 2.2e-16 ***
2      0.96123   4.8521     6 1458.0 6.452e-05 ***
3      0.99910      NaN     2    NaN       NaN    
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
> 
> #membuat fungsi diskriminan
> modellda <- lda(num ~ ., data = datates)
> modellda
Call:
lda(num ~ ., data = datates)

Prior probabilities of groups:
         0          1          2          3          4 
0.52517007 0.26802721 0.08435374 0.09387755 0.02857143 

Group means:
       age     chol   thalch
0 50.07513 236.6265 148.8728
1 53.14721 250.3711 132.4828
2 59.87097 250.6503 129.7192
3 59.39130 248.8572 126.6028
4 60.90476 239.0890 130.1638

Coefficients of linear discriminants:
                LD1          LD2         LD3
age     0.071600178 -0.095329096 -0.01847828
chol    0.003540297  0.008651931 -0.01843696
thalch -0.025742954 -0.033239425 -0.01909498

Proportion of trace:
   LD1    LD2    LD3 
0.8663 0.1307 0.0030 
> pred_LDA1 <- predict(modellda, datates)
> table(actual = datates$num,
+       predicted = pred_LDA1$class)
      predicted
actual   0   1   2   3   4
     0 335  46   2   3   0
     1 129  65   0   3   0
     2  38  20   1   3   0
     3  32  29   1   7   0
     4  13   6   2   0   0

3 KESIMPULAN

Berdasarkan hasil Linear Discriminant Analysis (LDA), dapat disimpulkan bahwa model diskriminan mampu membedakan kelompok tingkat keparahan penyakit jantung (num) berdasarkan tiga variabel prediktor, yaitu usia (age), kadar kolesterol total (chol), dan maximum heart rate achieved (thalch). Variabel num sendiri merupakan kategori tingkat keparahan penyakit jantung, dengan kode 0 sampai 4, di mana angka yang lebih tinggi menunjukkan kondisi penyakit yang lebih berat. Model LDA menghasilkan tiga fungsi diskriminan (LD1, LD2, LD3) yang secara kumulatif menjelaskan pola pemisahan antar kelompok. Fungsi pertama (LD1) merupakan kontributor terbesar terhadap daya diskriminatif model, dengan proporsi variansi mencapai 86,63%, sehingga menjadi sumbu utama yang memisahkan kelompok num. Fungsi kedua (LD2) menambah 13,07%, sedangkan LD3 hanya memberikan kontribusi 0,30%, menunjukkan bahwa sebagian besar informasi pemisah antar kelompok terkonsentrasi pada dua fungsi pertama. Koefisien linear pada fungsi diskriminan menunjukkan bahwa usia (age) dan denyut nadi maksimum (thalch) menjadi variabel yang paling berperan dalam membedakan kelompok kondisi penyakit jantung. Sementara itu, kolesterol (chol) memiliki kontribusi yang relatif lebih kecil. Interpretasi ini konsisten dengan kecenderungan klinis bahwa usia dan kapasitas kardiovaskular lebih sensitif terhadap tingkat keparahan penyakit. Ketepatan klasifikasi model LDA juga memberikan gambaran penting terkait performa model. Hasil confusion matrix menunjukkan bahwa LDA memiliki kemampuan klasifikasi yang cukup baik pada kelompok num = 0 (sehat atau tidak ada penyakit signifikan), dengan 335 dari 386 observasi diklasifikasikan dengan benar. Namun, tingkat kesalahan klasifikasi meningkat pada kelompok dengan tingkat penyakit yang lebih berat (num = 2, 3, 4), menandakan bahwa perbedaan karakteristik antar kategori lanjut tidak selalu mudah dipisahkan hanya dengan ketiga variabel fisiologis tersebut. Meski demikian, pola pemisahan yang dihasilkan LDA tetap menunjukkan bahwa secara multivariat, ketiga prediktor tersebut mengandung informasi yang cukup untuk membedakan sebagian kelompok kondisi penyakit. Secara keseluruhan, analisis diskriminan menegaskan bahwa fungsi-fungsi diskriminan yang dibangun mampu memisahkan kelompok tingkat keparahan penyakit dengan cukup efektif, terutama pada kategori awal, dan memberikan wawasan penting mengenai peran relatif dari masing-masing variabel fisiologis dalam diferensiasi tersebut. Dengan demikian, LDA menjadi pendekatan yang informatif dan relevan dalam memahami pola diferensiasi multivariat pada data penyakit jantung yang digunakan.