Praktikum Komputasi Statistika Modul &
Kafabih
2025-06-30
cancer=read.csv("D://Praktikum Komputasi Statistika//breast_cancer_survival.csv",
header=TRUE, stringsAsFactors=FALSE,na.strings="NA")
cancer## Age Gender Protein1 Protein2 Protein3 Protein4 Tumour_Stage
## 1 42 FEMALE 0.95256000 2.1500000 0.0079716 -0.04834000 II
## 2 54 FEMALE 0.00000000 1.3802000 -0.4980300 -0.50732000 II
## 3 63 FEMALE -0.52303000 1.7640000 -0.3701900 0.01081500 II
## 4 78 FEMALE -0.87618000 0.1294300 -0.3703800 0.13219000 I
## 5 42 FEMALE 0.22611000 1.7491000 -0.5439700 -0.39021000 II
## 6 80 FEMALE 0.46647000 2.5797000 -1.2537000 0.15154000 III
## 7 66 FEMALE -0.72486000 -0.2828900 0.9594300 0.35090000 II
## 8 36 FEMALE 0.46931000 1.5526000 -0.1652400 -0.27599000 III
## 9 58 FEMALE -1.26850000 0.1061300 1.1352000 -0.39492000 II
## 10 62 FEMALE 0.64934000 1.8168000 0.2792600 0.13228000 II
## 11 51 FEMALE -0.38466000 0.8060900 -1.6274000 -0.51291000 II
## 12 40 FEMALE -0.56570000 1.2668000 -0.2934600 0.19395000 II
## 13 77 FEMALE -0.20608000 0.5775100 -0.2485600 0.00000000 I
## 14 54 FEMALE -0.41706000 1.2694000 -0.7268100 -0.82771000 II
## 15 77 FEMALE -0.16159000 1.4507000 -0.7584200 0.73220000 III
## 16 77 FEMALE -0.05815100 0.6743200 -0.4230300 0.16753000 I
## 17 45 FEMALE -0.52601000 0.7183600 -0.6759800 -0.83526000 II
## 18 63 FEMALE 0.05272800 0.7221000 -0.3086500 -0.53129000 III
## 19 46 FEMALE -0.01099900 0.8674900 0.2815700 -0.54588000 II
## 20 61 FEMALE -1.48720000 0.3490300 -0.6624200 0.18528000 II
## 21 39 FEMALE 0.55309000 1.9955000 -0.1423800 -1.06840000 II
## 22 37 FEMALE -1.14670000 0.9610400 0.2756300 0.24595000 III
## 23 63 FEMALE 0.90314000 1.9678000 -0.7907900 0.96265000 II
## 24 81 FEMALE 0.82374000 1.8531000 -0.8018700 -0.79413000 II
## 25 70 FEMALE 0.70029000 0.9734700 -0.2964500 0.10551000 I
## 26 76 FEMALE 0.04354600 -0.4017100 0.4668500 1.04780000 II
## 27 65 FEMALE -0.00202070 0.8140200 -0.3315500 -0.06266300 II
## 28 68 FEMALE -0.41613000 0.7584300 0.4399200 0.20187000 II
## 29 53 FEMALE -0.34733000 1.4094000 -0.3759000 -0.04468000 III
## 30 62 FEMALE 0.45690000 0.7394400 -0.6317700 -0.06009600 II
## 31 39 FEMALE -0.14791000 1.2713000 0.2093100 -0.47290000 III
## 32 57 FEMALE 0.05272900 1.5114000 0.7672200 0.18569000 II
## 33 47 FEMALE 0.33186000 -0.3276500 0.0033786 1.16580000 II
## 34 56 FEMALE -0.93256000 0.7023200 -0.5992100 -1.89930000 II
## 35 76 FEMALE -0.24427000 0.9255600 -0.4182300 -0.06784800 I
## 36 40 FEMALE 0.51178000 0.9358700 0.1647700 -0.53322000 II
## 37 46 FEMALE 0.14483000 -0.7610700 0.7334500 0.82384000 III
## 38 50 FEMALE 0.12946000 -0.4927000 0.3160300 -0.56382000 III
## 39 50 FEMALE 0.33653000 0.6502000 -0.7719600 0.41034000 III
## 40 48 FEMALE -0.21580000 -0.2933800 0.8677100 -0.24204000 III
## 41 50 FEMALE -0.07976500 2.6229000 0.0496870 -0.03936900 I
## 42 75 FEMALE 0.17164000 0.0296560 -0.1589000 0.67471000 I
## 43 53 FEMALE -0.08946300 1.0331000 -0.4779300 -0.25303000 II
## 44 62 FEMALE 0.06631200 1.2954000 0.2512100 -0.31091000 I
## 45 57 FEMALE 0.19465000 1.6678000 0.3933900 0.70333000 II
## 46 59 FEMALE 0.48045000 0.6313500 -0.7010000 -0.16203000 III
## 47 46 FEMALE 0.00397670 1.2038000 -0.4135000 0.52908000 III
## 48 47 FEMALE -0.36177000 1.1137000 0.3133500 -0.57385000 II
## 49 51 MALE 0.83789000 0.5064200 -0.5451300 0.31490000 II
## 50 68 FEMALE -0.11733000 1.6399000 -0.2833000 -0.29739000 I
## 51 89 FEMALE -0.24978000 -0.3513300 -0.0996240 0.75834000 I
## 52 63 FEMALE 0.17670000 0.4439400 -0.2507500 -0.37407000 II
## 53 65 FEMALE -0.54013000 2.6043000 -0.6880300 0.00315240 II
## 54 82 FEMALE 0.65960000 1.5541000 -0.8286400 0.27855000 II
## 55 45 FEMALE 0.17626000 0.5934200 -0.5075200 0.40061000 III
## 56 62 FEMALE -0.38444000 1.0040000 -0.6385700 -0.54466000 II
## 57 59 FEMALE -0.40951000 0.0375630 0.2178000 -0.04466500 III
## 58 55 FEMALE -0.66342000 1.9382000 -0.7753700 -0.26366000 II
## 59 63 FEMALE -0.03725300 1.0907000 -0.4238100 -0.30536000 I
## 60 60 FEMALE -0.73062000 0.4664800 -0.4949400 -0.21706000 III
## 61 56 FEMALE -0.67542000 0.2693700 -0.0866030 1.07140000 III
## 62 79 FEMALE 0.72984000 1.5762000 -0.1610900 -0.25533000 II
## 63 66 FEMALE 0.49589000 1.8661000 0.0440830 0.24241000 II
## 64 46 FEMALE 0.23113000 0.8770000 0.0193870 0.86336000 II
## 65 63 FEMALE -0.48913000 0.8938600 -0.4707700 -0.20582000 III
## 66 61 FEMALE -0.22788000 1.7908000 -0.7562100 0.73977000 I
## 67 49 FEMALE -0.28710000 0.6553600 -0.0991030 -0.93850000 II
## 68 83 FEMALE -2.14460000 -0.1794600 -0.2003300 -1.48880000 III
## 69 46 FEMALE 0.76582000 0.5240500 -0.1571700 0.14390000 III
## 70 63 FEMALE 0.20279000 -0.0433840 0.7750400 0.62011000 I
## 71 53 FEMALE -0.06953500 1.4183000 -0.3610500 0.39158000 II
## 72 45 FEMALE -0.71163000 1.6924000 -0.8007600 0.79440000 II
## 73 41 FEMALE 0.67269000 -0.6332900 0.0087360 0.55564000 II
## 74 66 FEMALE -1.34410000 1.1280000 -0.2293500 -0.22993000 II
## 75 69 FEMALE -0.48903000 2.3784000 -0.4670900 0.09731000 I
## 76 50 FEMALE -0.15842000 2.1515000 -0.8536000 0.54333000 III
## 77 60 FEMALE 0.25287000 2.2967000 0.5324400 0.04629100 III
## 78 59 FEMALE 0.27641000 -0.8761200 1.2980000 -0.68664000 II
## 79 77 FEMALE -0.29870000 -0.1612900 0.4607200 -0.39666000 II
## 80 51 FEMALE -0.47620000 1.7946000 -0.1477300 -0.30778000 II
## 81 57 FEMALE 0.12704000 -0.4976100 0.9768100 0.62447000 II
## 82 29 FEMALE 0.00181450 0.8928400 -0.6786000 -0.17833000 II
## 83 46 FEMALE -0.74014000 -0.7375500 0.7203200 0.72182000 II
## 84 70 FEMALE 1.06740000 0.9971300 -0.5862200 0.48622000 I
## 85 64 FEMALE -0.34457000 0.7901200 -0.4688700 -0.45557000 I
## 86 58 FEMALE 0.35440000 1.5325000 -0.5669900 0.47109000 II
## 87 59 FEMALE 0.28025000 0.8989600 -0.6100300 0.53418000 II
## 88 46 FEMALE 0.22669000 1.9298000 -0.3312400 -0.59541000 I
## 89 71 FEMALE -0.94840000 0.7405100 -0.2582900 -0.21336000 III
## 90 41 FEMALE 0.06472300 0.7594100 0.2814900 -1.71270000 II
## 91 50 FEMALE -0.25023000 0.3230000 -0.5137600 -0.81081000 I
## 92 74 FEMALE 0.59453000 0.9486300 -0.4983400 0.97173000 II
## 93 53 FEMALE 0.56042000 0.8225100 -0.5347600 0.26527000 II
## 94 52 FEMALE 0.78418000 2.2938000 -0.4386200 -0.04782900 III
## 95 76 FEMALE -0.16053000 -0.5439800 0.7855000 0.62199000 II
## 96 79 FEMALE -0.03622900 0.7955100 -0.0135250 1.62990000 II
## 97 46 FEMALE -0.55214000 2.0836000 0.4160500 -0.80791000 I
## 98 67 FEMALE -0.75475000 0.9477300 -0.8077600 0.20922000 II
## 99 75 FEMALE -1.97110000 -0.6319700 0.0371340 -0.46685000 III
## 100 48 FEMALE 0.22826000 1.2112000 -0.4632600 -0.54502000 II
## 101 59 FEMALE 0.71527000 2.1912000 0.3915800 0.95198000 II
## 102 66 FEMALE -0.37043000 1.9185000 -0.7960800 -0.06290300 II
## 103 59 FEMALE 0.35914000 1.1852000 -0.4234900 0.41594000 II
## 104 68 FEMALE -0.57675000 1.3276000 0.0812470 -0.39916000 II
## 105 36 FEMALE 0.08035300 0.4263800 0.5471500 0.27368000 III
## 106 69 FEMALE -0.75779000 -0.3378000 0.5614100 0.20830000 II
## 107 49 FEMALE 0.06164300 1.3149000 -0.0993570 0.75441000 II
## 108 56 FEMALE -0.06500200 -0.5085200 0.5196200 0.77911000 II
## 109 54 FEMALE -1.23130000 -0.7676700 0.8616000 0.23905000 II
## 110 56 FEMALE -0.31474000 -0.4006100 0.7553200 0.09224900 I
## 111 39 FEMALE -0.20347000 1.0977000 -0.0464760 -0.04514400 II
## 112 57 FEMALE 0.35680000 1.5832000 -0.4670800 1.03860000 II
## 113 46 FEMALE -0.05503600 -0.5064300 0.8877800 -0.08942400 II
## 114 59 FEMALE 0.15050000 1.2674000 0.6426500 0.26142000 II
## 115 61 FEMALE 0.66639000 2.1892000 -1.1018000 -0.83145000 II
## 116 63 FEMALE -0.60324000 1.1190000 -0.6058300 -0.58394000 III
## 117 49 FEMALE -0.14441000 2.3240000 -0.7074400 0.71895000 III
## 118 88 FEMALE -0.60335000 1.3825000 0.4035700 0.26921000 II
## 119 74 FEMALE -0.26558000 1.2695000 0.3808300 -0.00721740 II
## 120 59 FEMALE -0.46713000 2.2267000 -0.2114600 -0.24328000 II
## 121 43 FEMALE -0.42032000 0.5780700 0.6144700 -0.03150500 II
## 122 67 FEMALE 0.01476700 0.6039600 0.0665380 -0.85405000 II
## 123 60 FEMALE 0.21197000 1.5274000 -0.4094900 0.00097756 II
## 124 61 FEMALE 0.38306000 1.6546000 0.5730100 0.34822000 III
## 125 85 FEMALE 0.40384000 0.4882500 0.8411100 0.61645000 III
## 126 65 FEMALE -0.44324000 0.6095500 -0.3988900 0.33211000 II
## 127 80 FEMALE -0.31038000 2.2200000 -0.5563400 0.52372000 II
## 128 78 FEMALE -0.91723000 -0.6469300 0.5525900 0.45874000 II
## 129 72 FEMALE -0.42298000 0.3833000 0.4169900 -0.08821800 II
## 130 43 FEMALE 0.60863000 1.7145000 0.1497000 -0.27394000 III
## 131 52 FEMALE 0.44520000 0.8193800 -0.4386700 -0.00789630 II
## 132 54 FEMALE 0.09661400 -0.6027900 0.4777000 0.94660000 I
## 133 87 FEMALE -0.08748500 1.1111000 -0.5669200 1.22370000 II
## 134 51 FEMALE 0.00843830 1.4019000 0.1216000 -2.02550000 II
## 135 83 FEMALE -0.39298000 1.4757000 0.1437800 0.64097000 I
## 136 35 FEMALE -0.81753000 1.7904000 -1.0416000 0.03852200 II
## 137 60 FEMALE -0.10055000 1.3716000 -0.8686600 0.04051100 I
## 138 52 FEMALE 0.45553000 1.3648000 -0.5388100 0.14426000 II
## 139 68 FEMALE -0.34962000 1.3735000 -0.2435600 0.18804000 II
## 140 36 FEMALE 0.23180000 0.6180400 -0.5577900 -0.51735000 III
## 141 75 FEMALE 0.50861000 2.7056000 -0.3339300 0.38805000 II
## 142 60 FEMALE 0.20862000 -0.5610300 1.2385000 0.96681000 III
## 143 45 FEMALE 0.42538000 1.2628000 -0.7199600 -1.16410000 II
## 144 44 MALE 0.73272000 1.1117000 -0.2695200 -0.35492000 II
## 145 80 FEMALE -0.01791400 0.9241000 -0.0279960 0.26999000 I
## 146 46 FEMALE -0.64268000 0.0453740 -0.2042600 0.65811000 II
## 147 61 FEMALE -0.71947000 2.5485000 -0.1502400 0.33968000 II
## 148 56 FEMALE -0.22853000 1.3102000 -0.5912500 0.08651400 II
## 149 56 FEMALE 1.03520000 1.7646000 -0.7592100 0.97527000 III
## 150 74 FEMALE -0.21082000 -0.9787300 -1.0600000 -0.84252000 II
## 151 45 FEMALE -0.27807000 1.4291000 -0.5789500 0.22264000 II
## 152 60 FEMALE 0.09458500 1.0003000 -0.2257500 0.04860200 III
## 153 71 FEMALE 0.68717000 0.3688400 0.7834300 0.94318000 II
## 154 54 FEMALE -0.58637000 1.5136000 1.0619000 0.10124000 I
## 155 51 FEMALE 0.57241000 2.0089000 -1.1825000 0.29032000 II
## 156 37 FEMALE 0.29490000 1.3625000 0.6923800 0.41002000 II
## 157 79 FEMALE -1.06220000 1.1664000 -0.6556500 -0.09238100 II
## 158 62 FEMALE 0.54240000 1.7926000 -0.5659900 -0.01720600 II
## 159 71 FEMALE 0.12758000 0.8103300 0.5134500 -0.10298000 II
## 160 47 FEMALE -0.19819000 0.6259700 -0.2813700 -0.47774000 II
## 161 50 FEMALE -0.06215300 1.6120000 -0.4740400 -0.04444800 II
## 162 59 FEMALE 0.19762000 1.0719000 -0.2051000 0.63315000 II
## 163 72 FEMALE 0.41729000 1.2071000 -0.8120600 0.93551000 II
## 164 61 FEMALE -0.40592000 2.7513000 -0.5954200 0.81639000 I
## 165 62 FEMALE 0.37355000 0.7831200 -0.5744500 -0.96343000 I
## 166 32 FEMALE 0.12545000 1.4565000 -0.6803000 -0.01037800 I
## 167 53 FEMALE -0.62780000 0.2610200 -0.2042000 -1.30530000 III
## 168 62 FEMALE 0.78601000 0.8084500 0.4222900 -0.14382000 II
## 169 52 FEMALE -1.68280000 0.7272200 0.0567730 -1.24410000 II
## 170 44 FEMALE 0.89185000 0.4444000 0.1102000 0.15685000 II
## 171 85 FEMALE 0.40553000 0.3314400 -0.2574300 -0.65476000 II
## 172 54 FEMALE 0.43464000 2.4522000 0.3338900 0.62901000 II
## 173 63 FEMALE -0.83210000 -0.2349400 0.6383100 0.03081500 II
## 174 63 FEMALE -0.55957000 0.4844500 0.0810550 0.60983000 II
## 175 63 FEMALE 0.04965600 1.4490000 -0.0219280 0.42886000 II
## 176 59 FEMALE -0.33045000 1.4353000 -0.6080000 -0.35070000 III
## 177 84 FEMALE 0.14991000 1.4923000 -0.9318200 -0.02315800 II
## 178 43 FEMALE 0.44281000 1.4144000 -0.9325200 0.12166000 II
## 179 69 FEMALE 0.21398000 1.3114000 -0.3274700 -0.23426000 III
## 180 79 FEMALE 0.47940000 2.0559000 -0.5313600 -0.18848000 I
## 181 56 FEMALE 0.22155000 1.9068000 0.5204500 -0.31199000 II
## 182 84 FEMALE 0.83804000 2.0332000 -0.6316600 0.56565000 II
## 183 64 FEMALE 0.41603000 1.6094000 -0.5194400 0.94267000 III
## 184 44 FEMALE 0.23917000 0.4529000 0.0401580 -0.38479000 II
## 185 56 FEMALE -0.58641000 0.2244600 -0.3065200 -1.59650000 II
## 186 74 FEMALE -0.03164000 2.2806000 0.0085752 -0.53801000 I
## 187 68 FEMALE 0.42607000 0.3599500 -0.3456100 -0.08013700 II
## 188 58 FEMALE 0.35774000 1.5189000 -0.3070600 0.43625000 III
## 189 44 FEMALE -0.27884000 2.1688000 -0.4623300 0.27220000 II
## 190 48 FEMALE -0.38123000 -0.4745600 0.5672800 -0.30694000 II
## 191 54 FEMALE 0.32671000 -0.2949900 1.7691000 0.77087000 II
## 192 68 MALE 1.47040000 0.4690000 0.1355400 -0.28984000 II
## 193 61 FEMALE 0.18832000 -0.1571100 -0.5598400 -0.59975000 I
## 194 49 FEMALE -0.06449700 -0.8713200 0.8688000 0.31662000 III
## 195 53 FEMALE 0.28708000 3.4022000 -0.3285000 0.21619000 III
## 196 76 FEMALE -0.24514000 0.6140700 0.1265100 0.39114000 I
## 197 61 FEMALE -0.75880000 0.0617870 -0.2063800 -1.24090000 III
## 198 47 FEMALE 0.58118000 0.9432100 -0.2269300 0.36686000 III
## 199 56 FEMALE 0.32600000 1.8602000 -1.0771000 0.33664000 III
## 200 48 FEMALE 0.33092000 1.7624000 0.1762400 0.78927000 II
## 201 55 FEMALE 0.33064000 0.8475700 -0.4946600 0.11656000 I
## 202 74 FEMALE -0.24613000 1.4953000 -0.2985400 0.65925000 III
## 203 71 FEMALE 0.39409000 1.7054000 0.0356420 1.44100000 II
## 204 87 FEMALE 0.70876000 2.1731000 -0.4396700 -0.39255000 I
## 205 47 FEMALE 0.29488000 1.4037000 0.2443000 -0.39588000 III
## 206 82 FEMALE -0.97674000 -0.4996000 0.6579400 -0.71785000 I
## 207 47 FEMALE 0.51558000 2.6502000 -0.1031300 -0.04572500 III
## 208 48 FEMALE -0.34001000 0.1625700 -0.1772000 0.41255000 II
## 209 56 FEMALE -0.25750000 0.8069100 -0.5091700 -0.03458500 I
## 210 62 FEMALE 0.27503000 0.8812000 -0.5137100 -0.02358500 III
## 211 62 FEMALE 0.10464000 0.7028000 -0.2989800 0.60103000 II
## 212 51 FEMALE -0.85187000 1.6760000 1.7019000 -0.07829800 II
## 213 85 FEMALE 0.74520000 1.7573000 -1.0062000 -0.06174000 II
## 214 50 FEMALE -0.70204000 0.2030700 0.5440400 -0.02387000 III
## 215 80 FEMALE 0.67077000 -0.7103900 0.1864800 0.14664000 II
## 216 63 FEMALE 0.37857000 1.4942000 0.1135500 0.76128000 II
## 217 52 FEMALE 0.20051000 2.1842000 -0.6560200 0.81131000 II
## 218 68 FEMALE -0.05515700 -0.4555300 0.1632400 -0.73511000 II
## 219 40 FEMALE 0.71682000 1.0004000 0.1348700 -0.61786000 II
## 220 54 FEMALE -0.28272000 0.6084200 -0.4740300 0.61717000 II
## 221 59 FEMALE 0.45230000 1.3959000 -0.2308400 0.79631000 I
## 222 77 FEMALE 0.47771000 0.8188100 -0.4063000 -0.65479000 I
## 223 65 FEMALE -0.44470000 1.4946000 -1.1074000 -0.25249000 II
## 224 68 FEMALE -0.26000000 0.8604400 0.0767320 0.18670000 II
## 225 38 FEMALE -0.26845000 0.1951500 -1.0247000 0.10172000 III
## 226 64 FEMALE -0.96995000 -0.7692600 0.5568000 -0.72015000 I
## 227 45 FEMALE -0.46408000 0.8533700 0.2477400 -0.54734000 III
## 228 45 FEMALE -0.52707000 0.7565200 -0.5608200 -0.50269000 III
## 229 73 FEMALE -0.21861000 0.9539900 0.3244900 -0.79983000 II
## 230 88 FEMALE -2.34090000 0.3724600 0.2084500 -1.64110000 I
## 231 60 FEMALE 0.53242000 1.5411000 -1.0095000 -0.12588000 I
## 232 50 FEMALE -0.32289000 0.9884800 -0.2931300 -0.26170000 II
## 233 78 FEMALE 0.20973000 0.6868300 0.1191900 0.61420000 II
## 234 54 FEMALE 0.78321000 -0.8414000 1.5070000 0.81629000 II
## 235 55 FEMALE 0.39568000 0.8609300 -0.9718600 -0.06062000 III
## 236 50 FEMALE 0.05939800 1.6725000 -0.4161500 0.30143000 II
## 237 64 FEMALE -0.33866000 -0.6414700 1.6575000 -0.42082000 III
## 238 66 FEMALE -0.33451000 1.6081000 0.3804700 0.12195000 II
## 239 48 FEMALE 0.23235000 1.2129000 0.0525180 -0.02412600 I
## 240 53 FEMALE -0.85310000 -0.0058079 -0.3808800 -0.80618000 II
## 241 49 FEMALE -0.58397000 -0.3327200 -0.1308700 -1.23910000 III
## 242 62 FEMALE 0.06762700 1.2431000 0.0656870 -0.36482000 II
## 243 63 FEMALE 0.27546000 2.2613000 -0.0068398 0.56781000 I
## 244 66 FEMALE -0.45077000 0.4234600 -0.0291970 0.18192000 II
## 245 60 FEMALE 0.29220000 1.7753000 -0.0936310 0.56704000 II
## 246 42 FEMALE -0.44904000 -0.7201600 -0.1116300 -0.03497300 II
## 247 49 FEMALE -1.25170000 2.6739000 -0.5358000 -1.10710000 III
## 248 40 FEMALE 0.33626000 1.7196000 0.4395100 -0.34219000 II
## 249 77 FEMALE -0.52832000 0.1665200 0.1192600 -0.43346000 II
## 250 45 FEMALE -0.00071536 1.6332000 0.1326500 -1.45160000 III
## 251 56 FEMALE -0.35060000 1.8783000 -0.3668800 0.46539000 I
## 252 47 FEMALE -0.52529000 1.1224000 0.4371200 0.62410000 III
## 253 72 FEMALE -0.37270000 0.5554900 -0.6679000 -0.35070000 II
## 254 45 FEMALE -0.59518000 -0.3405400 0.4445400 0.75328000 I
## 255 49 FEMALE -0.20161000 0.2715900 -0.4487100 0.32081000 III
## 256 63 FEMALE 0.29059000 0.8124900 1.0691000 -0.14857000 III
## 257 55 FEMALE 0.00661010 1.3076000 -0.5879000 0.14610000 II
## 258 68 FEMALE -0.82632000 1.6912000 -0.1334900 -0.18214000 II
## 259 65 FEMALE -0.09133400 0.0547570 0.0346480 -0.58883000 II
## 260 54 FEMALE -1.37910000 1.6607000 -0.1566200 -0.41103000 II
## 261 73 FEMALE -0.09592700 1.8642000 -0.2892500 -0.35304000 I
## 262 54 FEMALE 0.51432000 1.6936000 -0.1440100 1.02490000 III
## 263 85 FEMALE 0.53809000 0.2810900 -0.1064200 0.23963000 I
## 264 54 FEMALE -0.81605000 -0.6354500 1.3379000 -0.42646000 III
## 265 50 FEMALE 0.21728000 -0.2162800 1.0881000 0.15429000 II
## 266 59 FEMALE 0.32248000 2.0502000 -0.3468400 -1.14850000 II
## 267 41 FEMALE -0.05928900 2.0552000 0.0470340 -0.21004000 II
## 268 58 FEMALE -0.47567000 0.4296800 -0.5886600 0.64553000 III
## 269 40 FEMALE -1.45530000 -0.7417700 1.1336000 -0.83970000 III
## 270 42 FEMALE -0.17561000 0.2896300 1.1290000 -0.38224000 I
## 271 79 FEMALE -0.48269000 -0.3167700 0.4715800 0.34744000 II
## 272 58 FEMALE -0.33490000 0.8844500 -0.7972000 0.32147000 III
## 273 67 FEMALE 0.31742000 -0.5558500 0.3565700 0.79733000 II
## 274 88 FEMALE 0.20412000 0.5253400 -0.8454400 -0.70565000 II
## 275 50 FEMALE 1.59360000 1.6752000 -0.0380620 0.94426000 II
## 276 51 FEMALE 0.18762000 2.6639000 1.1956000 0.18640000 III
## 277 40 FEMALE 0.08754900 2.1957000 -0.9935600 -0.37807000 III
## 278 77 FEMALE -0.15175000 -0.6633200 1.1894000 0.21718000 II
## 279 59 FEMALE 0.53857000 -0.8717800 -0.5883600 -0.95198000 III
## 280 77 FEMALE 0.33912000 1.3193000 0.5874000 0.35192000 II
## 281 57 FEMALE -0.21378000 -0.6281400 1.0226000 0.20244000 II
## 282 71 FEMALE -0.22305000 0.5059400 -0.3494300 -0.83530000 II
## 283 49 FEMALE -0.28082000 0.7192500 -0.1710000 0.54672000 II
## 284 76 FEMALE -0.86379000 -0.1186400 0.0707650 0.75067000 III
## 285 38 FEMALE -0.62985000 2.2999000 0.1134600 -1.03680000 II
## 286 41 FEMALE 0.14252000 1.0827000 0.2109200 0.97428000 I
## 287 78 FEMALE -0.16950000 1.3879000 -1.3071000 -1.25970000 I
## 288 46 FEMALE 0.09510300 -0.4151700 -0.1948900 0.04652700 III
## 289 47 FEMALE 0.12107000 0.7851300 -0.1976200 0.35245000 II
## 290 50 FEMALE 0.13597000 1.8285000 -0.7690400 -0.27651000 I
## 291 56 FEMALE 0.34509000 -0.2114700 -0.1930400 0.12427000 II
## 292 84 FEMALE -0.23032000 1.1304000 0.1664200 1.18410000 II
## 293 69 FEMALE 0.29939000 -0.3076500 1.0716000 -0.17950000 II
## 294 53 FEMALE -0.36165000 2.6566000 0.3076900 0.20382000 II
## 295 53 FEMALE 0.26748000 1.6773000 -0.1753600 0.46565000 III
## 296 47 FEMALE -0.19006000 1.9779000 -0.0076154 0.03532500 II
## 297 71 FEMALE 0.41862000 -0.2525800 -0.2410000 -0.20763000 III
## 298 52 FEMALE 1.09020000 2.7660000 -0.5568100 -0.47586000 II
## 299 64 FEMALE -0.24408000 1.6907000 -0.1285400 -1.34020000 II
## 300 44 FEMALE 0.96405000 0.8230400 -0.3071500 -0.14975000 III
## 301 50 FEMALE -0.32560000 1.9899000 -0.0381470 0.25251000 II
## 302 56 FEMALE 0.45517000 1.1774000 -0.5745600 0.36635000 I
## 303 38 FEMALE 0.28736000 0.4624900 -0.6787300 0.49462000 I
## 304 51 FEMALE 0.14784000 0.3182300 -0.6047500 -0.96489000 I
## 305 66 FEMALE 0.14129000 1.2999000 -0.3432500 -1.76840000 II
## 306 41 FEMALE -0.07034000 -0.2715300 0.4670800 -1.21960000 II
## 307 49 FEMALE -0.11986000 -0.9451300 0.7477600 -0.67553000 I
## 308 48 FEMALE -0.64398000 -0.5936300 -0.1097400 -1.60280000 III
## 309 60 FEMALE -0.11790000 1.1539000 0.5417400 0.74579000 I
## 310 52 FEMALE -0.17932000 1.5287000 -0.1631300 0.83222000 I
## 311 29 FEMALE -0.10568000 0.9374700 -0.6216900 0.18637000 I
## 312 42 FEMALE 0.17295000 1.2966000 -0.8567700 -0.23695000 II
## 313 58 FEMALE -0.54747000 0.3066000 -0.5919500 -0.37415000 II
## 314 51 FEMALE 0.09048700 -0.6387300 2.1934000 -0.83843000 II
## 315 68 FEMALE 0.64903000 1.4240000 -0.3953600 1.18480000 I
## 316 71 FEMALE 0.35524000 1.9752000 -0.0134430 0.55076000 III
## 317 79 FEMALE 0.97825000 1.7105000 -0.6563000 0.26910000 I
## 318 62 FEMALE 0.67951000 0.4981400 0.0185250 0.28502000 II
## 319 65 FEMALE 0.43553000 0.7703400 0.4936800 0.37432000 III
## 320 53 FEMALE 0.01410600 -0.6839700 0.5381500 0.71897000 III
## 321 46 FEMALE 0.52751000 -0.6212300 -0.5469900 0.39106000 II
## 322 50 FEMALE 0.67249000 1.2790000 -0.3210700 -0.11239000 III
## 323 84 MALE -0.08187200 1.7241000 -0.0573350 0.04302500 III
## 324 57 FEMALE 0.00000000 0.2068400 -0.1611000 0.37403000 I
## 325 90 FEMALE -1.38820000 0.7750400 0.2908800 -0.92427000 III
## 326 59 FEMALE 0.00564860 1.4818000 0.3171100 0.32139000 II
## 327 52 FEMALE 0.24080000 1.7348000 0.3310900 1.04410000 I
## 328 73 FEMALE 0.44857000 2.3013000 0.0116590 0.60686000 II
## 329 64 FEMALE 0.97580000 2.4847000 -0.5133200 0.66698000 I
## 330 59 FEMALE 0.02459800 1.4005000 0.0247510 0.28032000 II
## 331 41 FEMALE 0.10012000 -0.4654700 0.4723700 -0.52387000 I
## 332 54 FEMALE 0.75382000 1.6425000 -0.3328500 0.85786000 II
## 333 74 FEMALE 0.97251000 1.4268000 -0.3665700 -0.10782000 II
## 334 66 FEMALE 0.28638000 1.3998000 0.3188300 0.83605000 II
## Histology ER.status PR.status HER2.status
## 1 Infiltrating Ductal Carcinoma Positive Positive Negative
## 2 Infiltrating Ductal Carcinoma Positive Positive Negative
## 3 Infiltrating Ductal Carcinoma Positive Positive Negative
## 4 Infiltrating Ductal Carcinoma Positive Positive Negative
## 5 Infiltrating Ductal Carcinoma Positive Positive Positive
## 6 Infiltrating Ductal Carcinoma Positive Positive Negative
## 7 Infiltrating Ductal Carcinoma Positive Positive Negative
## 8 Infiltrating Ductal Carcinoma Positive Positive Negative
## 9 Infiltrating Ductal Carcinoma Positive Positive Negative
## 10 Infiltrating Lobular Carcinoma Positive Positive Negative
## 11 Infiltrating Ductal Carcinoma Positive Positive Positive
## 12 Infiltrating Lobular Carcinoma Positive Positive Positive
## 13 Infiltrating Lobular Carcinoma Positive Positive Negative
## 14 Infiltrating Ductal Carcinoma Positive Positive Negative
## 15 Infiltrating Ductal Carcinoma Positive Positive Negative
## 16 Infiltrating Ductal Carcinoma Positive Positive Negative
## 17 Infiltrating Lobular Carcinoma Positive Positive Negative
## 18 Infiltrating Ductal Carcinoma Positive Positive Negative
## 19 Infiltrating Lobular Carcinoma Positive Positive Negative
## 20 Infiltrating Ductal Carcinoma Positive Positive Negative
## 21 Infiltrating Ductal Carcinoma Positive Positive Negative
## 22 Infiltrating Ductal Carcinoma Positive Positive Positive
## 23 Infiltrating Lobular Carcinoma Positive Positive Negative
## 24 Infiltrating Lobular Carcinoma Positive Positive Negative
## 25 Infiltrating Ductal Carcinoma Positive Positive Negative
## 26 Infiltrating Ductal Carcinoma Positive Positive Negative
## 27 Infiltrating Lobular Carcinoma Positive Positive Negative
## 28 Infiltrating Lobular Carcinoma Positive Positive Negative
## 29 Infiltrating Lobular Carcinoma Positive Positive Negative
## 30 Infiltrating Lobular Carcinoma Positive Positive Negative
## 31 Infiltrating Lobular Carcinoma Positive Positive Negative
## 32 Infiltrating Ductal Carcinoma Positive Positive Negative
## 33 Mucinous Carcinoma Positive Positive Negative
## 34 Infiltrating Ductal Carcinoma Positive Positive Negative
## 35 Infiltrating Ductal Carcinoma Positive Positive Negative
## 36 Infiltrating Lobular Carcinoma Positive Positive Negative
## 37 Infiltrating Ductal Carcinoma Positive Positive Negative
## 38 Infiltrating Ductal Carcinoma Positive Positive Negative
## 39 Infiltrating Ductal Carcinoma Positive Positive Negative
## 40 Infiltrating Ductal Carcinoma Positive Positive Negative
## 41 Infiltrating Ductal Carcinoma Positive Positive Negative
## 42 Infiltrating Lobular Carcinoma Positive Positive Negative
## 43 Infiltrating Ductal Carcinoma Positive Positive Negative
## 44 Mucinous Carcinoma Positive Positive Negative
## 45 Infiltrating Ductal Carcinoma Positive Positive Negative
## 46 Infiltrating Ductal Carcinoma Positive Positive Negative
## 47 Infiltrating Ductal Carcinoma Positive Positive Negative
## 48 Infiltrating Ductal Carcinoma Positive Positive Negative
## 49 Infiltrating Lobular Carcinoma Positive Positive Negative
## 50 Infiltrating Ductal Carcinoma Positive Positive Negative
## 51 Infiltrating Ductal Carcinoma Positive Positive Negative
## 52 Infiltrating Ductal Carcinoma Positive Positive Negative
## 53 Infiltrating Ductal Carcinoma Positive Positive Negative
## 54 Infiltrating Ductal Carcinoma Positive Positive Negative
## 55 Infiltrating Ductal Carcinoma Positive Positive Negative
## 56 Infiltrating Ductal Carcinoma Positive Positive Negative
## 57 Infiltrating Lobular Carcinoma Positive Positive Negative
## 58 Infiltrating Lobular Carcinoma Positive Positive Negative
## 59 Infiltrating Ductal Carcinoma Positive Positive Positive
## 60 Infiltrating Lobular Carcinoma Positive Positive Negative
## 61 Infiltrating Ductal Carcinoma Positive Positive Negative
## 62 Infiltrating Lobular Carcinoma Positive Positive Negative
## 63 Infiltrating Ductal Carcinoma Positive Positive Negative
## 64 Infiltrating Ductal Carcinoma Positive Positive Positive
## 65 Infiltrating Ductal Carcinoma Positive Positive Negative
## 66 Infiltrating Ductal Carcinoma Positive Positive Negative
## 67 Infiltrating Ductal Carcinoma Positive Positive Negative
## 68 Infiltrating Ductal Carcinoma Positive Positive Positive
## 69 Infiltrating Ductal Carcinoma Positive Positive Negative
## 70 Infiltrating Ductal Carcinoma Positive Positive Negative
## 71 Infiltrating Ductal Carcinoma Positive Positive Negative
## 72 Infiltrating Ductal Carcinoma Positive Positive Negative
## 73 Infiltrating Lobular Carcinoma Positive Positive Negative
## 74 Infiltrating Ductal Carcinoma Positive Positive Negative
## 75 Infiltrating Ductal Carcinoma Positive Positive Negative
## 76 Infiltrating Ductal Carcinoma Positive Positive Negative
## 77 Infiltrating Ductal Carcinoma Positive Positive Positive
## 78 Mucinous Carcinoma Positive Positive Negative
## 79 Infiltrating Ductal Carcinoma Positive Positive Negative
## 80 Infiltrating Ductal Carcinoma Positive Positive Negative
## 81 Infiltrating Ductal Carcinoma Positive Positive Negative
## 82 Infiltrating Ductal Carcinoma Positive Positive Negative
## 83 Infiltrating Ductal Carcinoma Positive Positive Negative
## 84 Infiltrating Ductal Carcinoma Positive Positive Negative
## 85 Infiltrating Lobular Carcinoma Positive Positive Negative
## 86 Mucinous Carcinoma Positive Positive Negative
## 87 Infiltrating Ductal Carcinoma Positive Positive Negative
## 88 Infiltrating Ductal Carcinoma Positive Positive Negative
## 89 Infiltrating Lobular Carcinoma Positive Positive Negative
## 90 Infiltrating Lobular Carcinoma Positive Positive Negative
## 91 Infiltrating Ductal Carcinoma Positive Positive Negative
## 92 Infiltrating Ductal Carcinoma Positive Positive Negative
## 93 Mucinous Carcinoma Positive Positive Negative
## 94 Infiltrating Ductal Carcinoma Positive Positive Positive
## 95 Infiltrating Ductal Carcinoma Positive Positive Negative
## 96 Mucinous Carcinoma Positive Positive Positive
## 97 Infiltrating Ductal Carcinoma Positive Positive Negative
## 98 Infiltrating Ductal Carcinoma Positive Positive Negative
## 99 Infiltrating Ductal Carcinoma Positive Positive Negative
## 100 Infiltrating Lobular Carcinoma Positive Positive Negative
## 101 Infiltrating Ductal Carcinoma Positive Positive Negative
## 102 Infiltrating Lobular Carcinoma Positive Positive Negative
## 103 Infiltrating Lobular Carcinoma Positive Positive Negative
## 104 Infiltrating Ductal Carcinoma Positive Positive Negative
## 105 Infiltrating Ductal Carcinoma Positive Positive Negative
## 106 Infiltrating Lobular Carcinoma Positive Positive Negative
## 107 Infiltrating Lobular Carcinoma Positive Positive Negative
## 108 Infiltrating Ductal Carcinoma Positive Positive Negative
## 109 Infiltrating Lobular Carcinoma Positive Positive Negative
## 110 Infiltrating Ductal Carcinoma Positive Positive Negative
## 111 Infiltrating Lobular Carcinoma Positive Positive Negative
## 112 Infiltrating Lobular Carcinoma Positive Positive Negative
## 113 Infiltrating Ductal Carcinoma Positive Positive Negative
## 114 Infiltrating Ductal Carcinoma Positive Positive Negative
## 115 Infiltrating Lobular Carcinoma Positive Positive Negative
## 116 Infiltrating Ductal Carcinoma Positive Positive Negative
## 117 Infiltrating Ductal Carcinoma Positive Positive Negative
## 118 Infiltrating Ductal Carcinoma Positive Positive Negative
## 119 Infiltrating Lobular Carcinoma Positive Positive Negative
## 120 Infiltrating Ductal Carcinoma Positive Positive Negative
## 121 Mucinous Carcinoma Positive Positive Negative
## 122 Infiltrating Ductal Carcinoma Positive Positive Negative
## 123 Infiltrating Lobular Carcinoma Positive Positive Negative
## 124 Infiltrating Lobular Carcinoma Positive Positive Positive
## 125 Infiltrating Ductal Carcinoma Positive Positive Negative
## 126 Infiltrating Ductal Carcinoma Positive Positive Negative
## 127 Infiltrating Ductal Carcinoma Positive Positive Negative
## 128 Infiltrating Lobular Carcinoma Positive Positive Negative
## 129 Infiltrating Ductal Carcinoma Positive Positive Negative
## 130 Infiltrating Lobular Carcinoma Positive Positive Positive
## 131 Infiltrating Ductal Carcinoma Positive Positive Negative
## 132 Infiltrating Ductal Carcinoma Positive Positive Negative
## 133 Infiltrating Ductal Carcinoma Positive Positive Negative
## 134 Mucinous Carcinoma Positive Positive Negative
## 135 Infiltrating Ductal Carcinoma Positive Positive Negative
## 136 Infiltrating Lobular Carcinoma Positive Positive Negative
## 137 Infiltrating Lobular Carcinoma Positive Positive Negative
## 138 Infiltrating Ductal Carcinoma Positive Positive Negative
## 139 Infiltrating Ductal Carcinoma Positive Positive Negative
## 140 Infiltrating Ductal Carcinoma Positive Positive Positive
## 141 Infiltrating Lobular Carcinoma Positive Positive Negative
## 142 Infiltrating Ductal Carcinoma Positive Positive Negative
## 143 Infiltrating Ductal Carcinoma Positive Positive Negative
## 144 Infiltrating Lobular Carcinoma Positive Positive Negative
## 145 Infiltrating Ductal Carcinoma Positive Positive Negative
## 146 Infiltrating Ductal Carcinoma Positive Positive Positive
## 147 Infiltrating Ductal Carcinoma Positive Positive Negative
## 148 Infiltrating Ductal Carcinoma Positive Positive Negative
## 149 Infiltrating Ductal Carcinoma Positive Positive Positive
## 150 Infiltrating Ductal Carcinoma Positive Positive Negative
## 151 Infiltrating Ductal Carcinoma Positive Positive Negative
## 152 Infiltrating Ductal Carcinoma Positive Positive Negative
## 153 Infiltrating Ductal Carcinoma Positive Positive Negative
## 154 Infiltrating Ductal Carcinoma Positive Positive Negative
## 155 Infiltrating Lobular Carcinoma Positive Positive Negative
## 156 Mucinous Carcinoma Positive Positive Negative
## 157 Infiltrating Lobular Carcinoma Positive Positive Negative
## 158 Infiltrating Ductal Carcinoma Positive Positive Negative
## 159 Infiltrating Ductal Carcinoma Positive Positive Negative
## 160 Infiltrating Ductal Carcinoma Positive Positive Negative
## 161 Infiltrating Lobular Carcinoma Positive Positive Negative
## 162 Infiltrating Ductal Carcinoma Positive Positive Negative
## 163 Infiltrating Ductal Carcinoma Positive Positive Negative
## 164 Infiltrating Ductal Carcinoma Positive Positive Negative
## 165 Infiltrating Ductal Carcinoma Positive Positive Negative
## 166 Infiltrating Ductal Carcinoma Positive Positive Negative
## 167 Infiltrating Lobular Carcinoma Positive Positive Positive
## 168 Infiltrating Ductal Carcinoma Positive Positive Negative
## 169 Infiltrating Ductal Carcinoma Positive Positive Negative
## 170 Infiltrating Ductal Carcinoma Positive Positive Negative
## 171 Infiltrating Ductal Carcinoma Positive Positive Negative
## 172 Infiltrating Ductal Carcinoma Positive Positive Negative
## 173 Infiltrating Ductal Carcinoma Positive Positive Negative
## 174 Infiltrating Ductal Carcinoma Positive Positive Positive
## 175 Infiltrating Ductal Carcinoma Positive Positive Negative
## 176 Infiltrating Ductal Carcinoma Positive Positive Negative
## 177 Infiltrating Ductal Carcinoma Positive Positive Negative
## 178 Infiltrating Ductal Carcinoma Positive Positive Negative
## 179 Infiltrating Ductal Carcinoma Positive Positive Negative
## 180 Infiltrating Ductal Carcinoma Positive Positive Positive
## 181 Infiltrating Ductal Carcinoma Positive Positive Negative
## 182 Infiltrating Lobular Carcinoma Positive Positive Negative
## 183 Infiltrating Ductal Carcinoma Positive Positive Negative
## 184 Infiltrating Ductal Carcinoma Positive Positive Negative
## 185 Infiltrating Ductal Carcinoma Positive Positive Negative
## 186 Infiltrating Ductal Carcinoma Positive Positive Negative
## 187 Infiltrating Ductal Carcinoma Positive Positive Negative
## 188 Infiltrating Lobular Carcinoma Positive Positive Negative
## 189 Infiltrating Ductal Carcinoma Positive Positive Negative
## 190 Infiltrating Lobular Carcinoma Positive Positive Negative
## 191 Infiltrating Ductal Carcinoma Positive Positive Negative
## 192 Infiltrating Ductal Carcinoma Positive Positive Negative
## 193 Infiltrating Ductal Carcinoma Positive Positive Negative
## 194 Infiltrating Ductal Carcinoma Positive Positive Negative
## 195 Infiltrating Lobular Carcinoma Positive Positive Negative
## 196 Infiltrating Ductal Carcinoma Positive Positive Negative
## 197 Infiltrating Lobular Carcinoma Positive Positive Negative
## 198 Infiltrating Lobular Carcinoma Positive Positive Negative
## 199 Infiltrating Ductal Carcinoma Positive Positive Negative
## 200 Infiltrating Lobular Carcinoma Positive Positive Negative
## 201 Infiltrating Lobular Carcinoma Positive Positive Negative
## 202 Infiltrating Ductal Carcinoma Positive Positive Negative
## 203 Infiltrating Lobular Carcinoma Positive Positive Negative
## 204 Infiltrating Ductal Carcinoma Positive Positive Negative
## 205 Infiltrating Lobular Carcinoma Positive Positive Positive
## 206 Infiltrating Ductal Carcinoma Positive Positive Negative
## 207 Infiltrating Lobular Carcinoma Positive Positive Negative
## 208 Mucinous Carcinoma Positive Positive Negative
## 209 Infiltrating Ductal Carcinoma Positive Positive Negative
## 210 Infiltrating Ductal Carcinoma Positive Positive Negative
## 211 Infiltrating Ductal Carcinoma Positive Positive Negative
## 212 Infiltrating Ductal Carcinoma Positive Positive Negative
## 213 Infiltrating Ductal Carcinoma Positive Positive Positive
## 214 Infiltrating Lobular Carcinoma Positive Positive Negative
## 215 Infiltrating Lobular Carcinoma Positive Positive Negative
## 216 Infiltrating Ductal Carcinoma Positive Positive Negative
## 217 Infiltrating Ductal Carcinoma Positive Positive Negative
## 218 Infiltrating Ductal Carcinoma Positive Positive Negative
## 219 Infiltrating Ductal Carcinoma Positive Positive Negative
## 220 Infiltrating Lobular Carcinoma Positive Positive Negative
## 221 Infiltrating Lobular Carcinoma Positive Positive Negative
## 222 Infiltrating Lobular Carcinoma Positive Positive Negative
## 223 Infiltrating Lobular Carcinoma Positive Positive Negative
## 224 Infiltrating Lobular Carcinoma Positive Positive Negative
## 225 Infiltrating Ductal Carcinoma Positive Positive Negative
## 226 Infiltrating Ductal Carcinoma Positive Positive Negative
## 227 Infiltrating Lobular Carcinoma Positive Positive Positive
## 228 Infiltrating Ductal Carcinoma Positive Positive Negative
## 229 Infiltrating Ductal Carcinoma Positive Positive Negative
## 230 Infiltrating Ductal Carcinoma Positive Positive Negative
## 231 Infiltrating Ductal Carcinoma Positive Positive Negative
## 232 Infiltrating Ductal Carcinoma Positive Positive Negative
## 233 Infiltrating Ductal Carcinoma Positive Positive Negative
## 234 Infiltrating Lobular Carcinoma Positive Positive Negative
## 235 Infiltrating Lobular Carcinoma Positive Positive Negative
## 236 Infiltrating Lobular Carcinoma Positive Positive Negative
## 237 Infiltrating Ductal Carcinoma Positive Positive Negative
## 238 Infiltrating Ductal Carcinoma Positive Positive Negative
## 239 Infiltrating Lobular Carcinoma Positive Positive Negative
## 240 Infiltrating Ductal Carcinoma Positive Positive Negative
## 241 Infiltrating Ductal Carcinoma Positive Positive Negative
## 242 Infiltrating Ductal Carcinoma Positive Positive Negative
## 243 Infiltrating Ductal Carcinoma Positive Positive Negative
## 244 Infiltrating Lobular Carcinoma Positive Positive Negative
## 245 Infiltrating Ductal Carcinoma Positive Positive Negative
## 246 Infiltrating Ductal Carcinoma Positive Positive Positive
## 247 Infiltrating Ductal Carcinoma Positive Positive Negative
## 248 Infiltrating Ductal Carcinoma Positive Positive Negative
## 249 Infiltrating Lobular Carcinoma Positive Positive Negative
## 250 Infiltrating Ductal Carcinoma Positive Positive Negative
## 251 Infiltrating Ductal Carcinoma Positive Positive Negative
## 252 Infiltrating Ductal Carcinoma Positive Positive Negative
## 253 Infiltrating Ductal Carcinoma Positive Positive Negative
## 254 Infiltrating Ductal Carcinoma Positive Positive Negative
## 255 Infiltrating Lobular Carcinoma Positive Positive Negative
## 256 Infiltrating Ductal Carcinoma Positive Positive Negative
## 257 Infiltrating Ductal Carcinoma Positive Positive Negative
## 258 Infiltrating Ductal Carcinoma Positive Positive Negative
## 259 Infiltrating Ductal Carcinoma Positive Positive Negative
## 260 Infiltrating Ductal Carcinoma Positive Positive Negative
## 261 Infiltrating Ductal Carcinoma Positive Positive Negative
## 262 Infiltrating Ductal Carcinoma Positive Positive Negative
## 263 Mucinous Carcinoma Positive Positive Negative
## 264 Infiltrating Ductal Carcinoma Positive Positive Negative
## 265 Infiltrating Lobular Carcinoma Positive Positive Negative
## 266 Infiltrating Ductal Carcinoma Positive Positive Negative
## 267 Infiltrating Lobular Carcinoma Positive Positive Negative
## 268 Infiltrating Lobular Carcinoma Positive Positive Negative
## 269 Infiltrating Lobular Carcinoma Positive Positive Negative
## 270 Infiltrating Ductal Carcinoma Positive Positive Negative
## 271 Infiltrating Ductal Carcinoma Positive Positive Positive
## 272 Infiltrating Ductal Carcinoma Positive Positive Negative
## 273 Infiltrating Ductal Carcinoma Positive Positive Negative
## 274 Infiltrating Ductal Carcinoma Positive Positive Negative
## 275 Infiltrating Ductal Carcinoma Positive Positive Negative
## 276 Infiltrating Lobular Carcinoma Positive Positive Negative
## 277 Infiltrating Ductal Carcinoma Positive Positive Positive
## 278 Infiltrating Ductal Carcinoma Positive Positive Negative
## 279 Infiltrating Ductal Carcinoma Positive Positive Negative
## 280 Infiltrating Ductal Carcinoma Positive Positive Negative
## 281 Infiltrating Ductal Carcinoma Positive Positive Positive
## 282 Infiltrating Ductal Carcinoma Positive Positive Negative
## 283 Infiltrating Lobular Carcinoma Positive Positive Negative
## 284 Infiltrating Lobular Carcinoma Positive Positive Positive
## 285 Infiltrating Lobular Carcinoma Positive Positive Negative
## 286 Infiltrating Lobular Carcinoma Positive Positive Negative
## 287 Infiltrating Ductal Carcinoma Positive Positive Negative
## 288 Infiltrating Ductal Carcinoma Positive Positive Negative
## 289 Infiltrating Lobular Carcinoma Positive Positive Negative
## 290 Infiltrating Ductal Carcinoma Positive Positive Negative
## 291 Infiltrating Ductal Carcinoma Positive Positive Negative
## 292 Infiltrating Ductal Carcinoma Positive Positive Negative
## 293 Infiltrating Ductal Carcinoma Positive Positive Negative
## 294 Infiltrating Ductal Carcinoma Positive Positive Negative
## 295 Infiltrating Ductal Carcinoma Positive Positive Negative
## 296 Infiltrating Ductal Carcinoma Positive Positive Negative
## 297 Infiltrating Ductal Carcinoma Positive Positive Negative
## 298 Infiltrating Ductal Carcinoma Positive Positive Negative
## 299 Infiltrating Lobular Carcinoma Positive Positive Negative
## 300 Infiltrating Ductal Carcinoma Positive Positive Negative
## 301 Infiltrating Ductal Carcinoma Positive Positive Negative
## 302 Mucinous Carcinoma Positive Positive Negative
## 303 Infiltrating Ductal Carcinoma Positive Positive Negative
## 304 Infiltrating Lobular Carcinoma Positive Positive Negative
## 305 Infiltrating Ductal Carcinoma Positive Positive Negative
## 306 Infiltrating Lobular Carcinoma Positive Positive Negative
## 307 Infiltrating Ductal Carcinoma Positive Positive Negative
## 308 Infiltrating Ductal Carcinoma Positive Positive Negative
## 309 Infiltrating Ductal Carcinoma Positive Positive Negative
## 310 Infiltrating Ductal Carcinoma Positive Positive Negative
## 311 Infiltrating Lobular Carcinoma Positive Positive Negative
## 312 Infiltrating Lobular Carcinoma Positive Positive Negative
## 313 Infiltrating Ductal Carcinoma Positive Positive Negative
## 314 Infiltrating Ductal Carcinoma Positive Positive Negative
## 315 Infiltrating Ductal Carcinoma Positive Positive Negative
## 316 Infiltrating Ductal Carcinoma Positive Positive Negative
## 317 Infiltrating Ductal Carcinoma Positive Positive Negative
## 318 Infiltrating Ductal Carcinoma Positive Positive Positive
## 319 Infiltrating Ductal Carcinoma Positive Positive Negative
## 320 Infiltrating Ductal Carcinoma Positive Positive Negative
## 321 Infiltrating Ductal Carcinoma Positive Positive Negative
## 322 Infiltrating Ductal Carcinoma Positive Positive Negative
## 323 Infiltrating Ductal Carcinoma Positive Positive Negative
## 324 Infiltrating Ductal Carcinoma Positive Positive Negative
## 325 Infiltrating Ductal Carcinoma Positive Positive Negative
## 326 Infiltrating Lobular Carcinoma Positive Positive Negative
## 327 Infiltrating Ductal Carcinoma Positive Positive Negative
## 328 Infiltrating Lobular Carcinoma Positive Positive Negative
## 329 Infiltrating Ductal Carcinoma Positive Positive Negative
## 330 Infiltrating Ductal Carcinoma Positive Positive Positive
## 331 Infiltrating Ductal Carcinoma Positive Positive Positive
## 332 Infiltrating Ductal Carcinoma Positive Positive Negative
## 333 Infiltrating Lobular Carcinoma Positive Positive Negative
## 334 Infiltrating Ductal Carcinoma Positive Positive Negative
## Surgery_type Date_of_Surgery Date_of_Last_Visit
## 1 Other 20-May-18 26-Aug-18
## 2 Other 26-Apr-18 25-Jan-19
## 3 Lumpectomy 24-Aug-18 08-Apr-20
## 4 Other 16-Nov-18 28-Jul-20
## 5 Lumpectomy 12-Dec-18 05-Jan-19
## 6 Modified Radical Mastectomy 25-Jun-18 16-Feb-19
## 7 Lumpectomy 27-Oct-18 19-Jun-19
## 8 Modified Radical Mastectomy 19-Jul-18 30-Jun-19
## 9 Other 15-Jun-18 16-Dec-19
## 10 Other 20-Jun-19
## 11 Modified Radical Mastectomy 26-Nov-18 28-Dec-19
## 12 Other 14-Feb-17 15-Dec-17
## 13 Other 27-Mar-18 23-Mar-20
## 14 Modified Radical Mastectomy 08-Aug-18 29-Aug-18
## 15 Modified Radical Mastectomy 09-Jun-18 28-Aug-18
## 16 Lumpectomy 16-May-18 29-Aug-18
## 17 Other 10-May-18 25-Oct-18
## 18 Modified Radical Mastectomy 15-May-19 26-Dec-19
## 19 Other 10-Jun-19
## 20 Other 15-Feb-18 15-Aug-19
## 21 Simple Mastectomy 15-Jul-18 01-Jun-19
## 22 Modified Radical Mastectomy 14-Feb-19 09-May-20
## 23 Simple Mastectomy 21-Jan-19 06-Mar-20
## 24 Other 05-Feb-18 06-Oct-19
## 25 Simple Mastectomy 29-Jul-18 04-Nov-22
## 26 Lumpectomy 27-Mar-18 06-Feb-19
## 27 Other 05-May-19 02-Apr-20
## 28 Lumpectomy 14-Feb-19 03-Feb-20
## 29 Modified Radical Mastectomy 11-Jan-19 15-Jul-19
## 30 Modified Radical Mastectomy 20-Feb-19 18-Apr-19
## 31 Modified Radical Mastectomy 04-Jun-19 29-Jan-20
## 32 Modified Radical Mastectomy 01-Mar-18 06-Feb-20
## 33 Lumpectomy 27-Nov-17 10-Apr-18
## 34 Lumpectomy 21-Mar-18 06-Jul-18
## 35 Lumpectomy 11-Nov-19 05-Jan-21
## 36 Simple Mastectomy 24-Jul-17 17-Oct-17
## 37 Modified Radical Mastectomy 28-Aug-18 27-Sep-18
## 38 Other 13-Sep-18 03-Aug-19
## 39 Other 18-Aug-18 05-Jan-19
## 40 Simple Mastectomy 11-Nov-17 06-Aug-18
## 41 Other 27-Dec-17 16-May-18
## 42 Simple Mastectomy 24-Feb-17 05-Apr-17
## 43 Simple Mastectomy 02-Sep-19 10-Dec-20
## 44 Lumpectomy 04-Jul-19 26-Jun-20
## 45 Other 24-Feb-19 19-May-20
## 46 Modified Radical Mastectomy 05-Jul-18 25-Sep-20
## 47 Modified Radical Mastectomy 04-Jul-19 21-Apr-20
## 48 Other 25-Jan-19 25-Feb-20
## 49 Simple Mastectomy 30-May-18 25-Mar-20
## 50 Lumpectomy 12-Oct-17 02-Sep-18
## 51 Other 24-Jun-17 24-Jul-17
## 52 Simple Mastectomy 27-Oct-18 13-Jul-19
## 53 Simple Mastectomy 19-Feb-18 24-Aug-19
## 54 Other 25-Apr-19 23-Jan-20
## 55 Simple Mastectomy 23-Sep-18 07-Feb-20
## 56 Simple Mastectomy 25-May-19 06-Aug-19
## 57 Modified Radical Mastectomy 02-Sep-19 28-Sep-20
## 58 Modified Radical Mastectomy 15-Feb-18 23-Mar-20
## 59 Simple Mastectomy 05-May-19 26-Feb-20
## 60 Other 15-May-19 19-Mar-21
## 61 Modified Radical Mastectomy 23-Aug-19
## 62 Other 25-Feb-18 15-Oct-20
## 63 Lumpectomy 31-May-19 08-Nov-19
## 64 Lumpectomy 05-Feb-18 09-Aug-19
## 65 Other 20-May-18 20-Jun-19
## 66 Other 25-Apr-17 26-Jun-22
## 67 Simple Mastectomy 28-Aug-18 25-Oct-19
## 68 Other 05-Jun-18 05-Jul-20
## 69 Modified Radical Mastectomy 26-Dec-18 15-Feb-21
## 70 Lumpectomy 24-Jul-19 07-Oct-19
## 71 Simple Mastectomy 04-Feb-17 07-Feb-18
## 72 Simple Mastectomy 31-May-19 22-Aug-20
## 73 Modified Radical Mastectomy 29-Jun-18 15-Nov-20
## 74 Other 02-Sep-19 10-Jan-21
## 75 Other 05-May-19 08-Aug-20
## 76 Other 09-Jul-18 19-Apr-20
## 77 Lumpectomy 14-Jul-19 12-Oct-20
## 78 Modified Radical Mastectomy 16-Nov-18 22-Aug-20
## 79 Simple Mastectomy 17-Nov-17 15-Aug-18
## 80 Modified Radical Mastectomy 20-Jun-19 26-Jan-21
## 81 Modified Radical Mastectomy 02-Sep-17 12-Aug-18
## 82 Other 09-Jun-18 15-Jun-18
## 83 Simple Mastectomy 01-Nov-19 22-Jan-21
## 84 Lumpectomy 31-Mar-18 16-Nov-19
## 85 Lumpectomy 06-Dec-18 19-Mar-20
## 86 Modified Radical Mastectomy 05-Jul-18 22-Jun-19
## 87 Other 06-Jan-18 10-Jan-18
## 88 Lumpectomy 19-Jun-18 27-Aug-20
## 89 Modified Radical Mastectomy 16-Jan-18 23-Jan-19
## 90 Other 16-Dec-18 24-Jan-21
## 91 Lumpectomy 02-Mar-19 24-Sep-26
## 92 Simple Mastectomy 05-May-17 21-Jun-17
## 93 Modified Radical Mastectomy 18-Oct-17 28-Apr-20
## 94 Lumpectomy 17-Oct-18 18-Feb-19
## 95 Other 16-Apr-18 19-Oct-20
## 96 Modified Radical Mastectomy 17-Nov-17 11-Jan-18
## 97 Other 27-Dec-17 02-Dec-18
## 98 Other 06-Apr-18 09-Oct-20
## 99 Other 01-Mar-18 01-Jun-19
## 100 Other 08-Aug-18 23-Oct-18
## 101 Modified Radical Mastectomy 10-Jun-19 22-Sep-19
## 102 Simple Mastectomy 22-Sep-19 08-Sep-20
## 103 Other 03-Aug-17 18-Mar-18
## 104 Modified Radical Mastectomy 06-Dec-18 16-Dec-18
## 105 Modified Radical Mastectomy 15-Jan-17 19-Jun-17
## 106 Modified Radical Mastectomy 07-Oct-18
## 107 Other 15-May-17 01-Nov-17
## 108 Modified Radical Mastectomy 12-Nov-18 12-Jul-19
## 109 Modified Radical Mastectomy 22-Sep-19 15-Feb-21
## 110 Modified Radical Mastectomy 26-Mar-19 23-Aug-19
## 111 Simple Mastectomy 29-Jun-18 26-Oct-20
## 112 Lumpectomy 15-Apr-19 11-Mar-20
## 113 Lumpectomy 22-Oct-19 09-Feb-21
## 114 Simple Mastectomy 12-Oct-19 01-Feb-21
## 115 Lumpectomy 19-Feb-18 23-Nov-18
## 116 Modified Radical Mastectomy 06-Mar-19 15-May-19
## 117 Modified Radical Mastectomy 20-Jul-19 27-Feb-20
## 118 Modified Radical Mastectomy 04-Jun-19
## 119 Modified Radical Mastectomy 14-Jun-19 20-Jun-19
## 120 Modified Radical Mastectomy 10-Jan-18 15-Mar-18
## 121 Lumpectomy 26-Apr-17 09-Nov-18
## 122 Simple Mastectomy 10-Feb-19 11-Nov-19
## 123 Lumpectomy 07-Mar-18 14-Oct-20
## 124 Other 16-Mar-19 16-Nov-19
## 125 Modified Radical Mastectomy 26-May-18 15-Aug-18
## 126 Other 16-Mar-19 13-Oct-20
## 127 Other 15-Apr-19 15-May-20
## 128 Modified Radical Mastectomy 22-Oct-19 24-Mar-21
## 129 Simple Mastectomy 26-Jan-18 03-May-26
## 130 Modified Radical Mastectomy 25-May-19 18-May-20
## 131 Other 11-May-19 14-Nov-23
## 132 Lumpectomy 26-Apr-18 09-Jan-20
## 133 Simple Mastectomy 07-Nov-17 28-Nov-17
## 134 Simple Mastectomy 22-Oct-17 26-Aug-19
## 135 Other 17-Sep-18 21-Feb-19
## 136 Other 17-Oct-18 17-Oct-19
## 137 Lumpectomy 03-Oct-18 30-Oct-19
## 138 Lumpectomy 05-Apr-19 30-Dec-20
## 139 Modified Radical Mastectomy 06-Jan-18 10-Feb-18
## 140 Simple Mastectomy 11-Nov-19 09-Feb-20
## 141 Lumpectomy 23-Aug-19 27-Jun-20
## 142 Modified Radical Mastectomy 25-Jan-19 06-Feb-19
## 143 Simple Mastectomy 16-Jan-18 10-Feb-20
## 144 Other 01-Nov-19 04-Mar-20
## 145 Lumpectomy 13-Oct-18 10-Apr-20
## 146 Simple Mastectomy 25-Jul-18 11-Dec-18
## 147 Lumpectomy 11-Nov-19 18-Jan-21
## 148 Other 14-Jun-17 12-Sep-20
## 149 Lumpectomy 07-Dec-17 25-Jun-18
## 150 Simple Mastectomy 21-Apr-19 25-Jul-20
## 151 Modified Radical Mastectomy 06-Mar-19 10-Sep-20
## 152 Simple Mastectomy 01-Nov-19 28-Feb-21
## 153 Modified Radical Mastectomy 23-Aug-19 10-May-20
## 154 Other 05-Jan-19 08-Feb-21
## 155 Other 26-Dec-18 07-Jan-21
## 156 Lumpectomy 15-Jun-17 24-Oct-18
## 157 Simple Mastectomy 02-Oct-19 27-Apr-20
## 158 Lumpectomy 05-Apr-17 20-Jun-17
## 159 Lumpectomy 14-Aug-18 15-Jan-20
## 160 Lumpectomy 10-Jul-19 15-Jan-20
## 161 Simple Mastectomy 15-Apr-17 25-Jan-18
## 162 Lumpectomy 28-Oct-17 22-Jul-18
## 163 Lumpectomy 04-Feb-19 16-Feb-21
## 164 Lumpectomy 12-Sep-19 05-Jan-21
## 165 Other 14-Aug-18 06-Dec-20
## 166 Modified Radical Mastectomy 02-Nov-18 23-Apr-19
## 167 Simple Mastectomy 21-May-19 25-May-20
## 168 Modified Radical Mastectomy 06-Nov-18 26-May-19
## 169 Simple Mastectomy 05-Jun-17 02-Mar-20
## 170 Modified Radical Mastectomy 22-Sep-19 31-May-20
## 171 Other 06-Nov-18 17-Jan-21
## 172 Other 16-Dec-18 26-Sep-20
## 173 Simple Mastectomy 03-Sep-18 14-Mar-22
## 174 Other 07-Oct-18 01-Nov-20
## 175 Modified Radical Mastectomy 15-May-19 03-Feb-21
## 176 Modified Radical Mastectomy 27-Nov-17 24-May-18
## 177 Simple Mastectomy 26-Jan-18 12-Mar-18
## 178 Modified Radical Mastectomy 27-Oct-18 17-Dec-18
## 179 Other 08-Sep-17 09-Jun-18
## 180 Lumpectomy 21-Nov-19 19-Feb-21
## 181 Other 06-May-17 27-Jun-19
## 182 Other 15-Apr-19 14-Apr-20
## 183 Lumpectomy 16-Dec-18 19-Apr-19
## 184 Simple Mastectomy 04-Jul-17 05-Feb-21
## 185 Other 06-Nov-18 27-Oct-20
## 186 Lumpectomy 06-Apr-18 17-Nov-20
## 187 Simple Mastectomy 24-Jun-19 09-Feb-20
## 188 Modified Radical Mastectomy 31-Mar-18 03-Oct-18
## 189 Modified Radical Mastectomy 20-Jan-18
## 190 Modified Radical Mastectomy 19-Jun-18 25-Jun-19
## 191 Modified Radical Mastectomy 22-Nov-18 11-Apr-19
## 192 Modified Radical Mastectomy 25-Apr-19 18-Apr-20
## 193 Lumpectomy 24-Jul-19 03-Jun-20
## 194 Modified Radical Mastectomy 06-Nov-18 12-Mar-19
## 195 Lumpectomy 03-Aug-19 16-Aug-20
## 196 Other 27-Oct-18 20-Feb-20
## 197 Modified Radical Mastectomy 22-Dec-18 26-Nov-19
## 198 Other 13-Sep-18 27-Jan-21
## 199 Modified Radical Mastectomy 26-Dec-18 29-Jun-19
## 200 Other 25-Apr-19 03-Feb-21
## 201 Modified Radical Mastectomy 07-Nov-17
## 202 Lumpectomy 25-Jun-17 23-Dec-19
## 203 Modified Radical Mastectomy 26-Nov-18
## 204 Simple Mastectomy 25-May-17 15-Jan-18
## 205 Lumpectomy 16-Nov-18 28-Jan-21
## 206 Other 06-May-18 22-May-20
## 207 Modified Radical Mastectomy 29-Jul-18
## 208 Simple Mastectomy 15-Jan-19 02-Dec-20
## 209 Other 02-Oct-17 26-Jul-20
## 210 Modified Radical Mastectomy 24-Jun-19 15-Jan-20
## 211 Other 16-Mar-17 20-Oct-19
## 212 Other 11-Mar-18 11-Jun-19
## 213 Modified Radical Mastectomy 14-Jul-17 27-Aug-18
## 214 Modified Radical Mastectomy 16-Mar-19 04-May-21
## 215 Other 14-Jun-19
## 216 Other 12-Sep-17 04-May-18
## 217 Lumpectomy 13-Aug-19 20-Feb-20
## 218 Lumpectomy 13-Aug-19 29-Jan-20
## 219 Modified Radical Mastectomy 30-Jun-19 21-Oct-19
## 220 Modified Radical Mastectomy 17-Mar-18 23-Jun-19
## 221 Other 12-Oct-19 19-Jan-21
## 222 Lumpectomy 16-Dec-18 14-Feb-21
## 223 Other 10-Apr-18 08-Nov-19
## 224 Other 25-Jun-18 23-Dec-20
## 225 Other 30-Apr-18 07-Nov-18
## 226 Modified Radical Mastectomy 03-Oct-18 26-Oct-18
## 227 Other 17-Oct-18 29-Oct-20
## 228 Simple Mastectomy 21-Dec-17 23-Mar-18
## 229 Other 30-May-18 30-Jun-19
## 230 Simple Mastectomy 04-Jun-19
## 231 Other 11-Dec-17
## 232 Other 16-Nov-18
## 233 Lumpectomy 25-Feb-18 11-Mar-18
## 234 Lumpectomy 14-Jul-19 22-Feb-21
## 235 Other 01-Apr-19 30-Jan-20
## 236 Other 24-Aug-18 13-Oct-18
## 237 Other 05-Jan-19 06-Oct-20
## 238 Other 07-Oct-18 08-May-20
## 239 Simple Mastectomy 17-Dec-17 13-Apr-20
## 240 Modified Radical Mastectomy 02-Dec-18 11-Jan-20
## 241 Modified Radical Mastectomy 15-Jan-19 26-Jun-19
## 242 Simple Mastectomy 17-Mar-18 02-May-20
## 243 Simple Mastectomy 24-Jul-19 05-Mar-20
## 244 Modified Radical Mastectomy 15-Jul-18 25-Jul-18
## 245 Simple Mastectomy 26-Mar-19 14-Jul-20
## 246 Modified Radical Mastectomy 01-Jan-19 22-Apr-20
## 247 Other 18-Aug-18 25-Aug-18
## 248 Lumpectomy 05-Jan-19 28-Jan-20
## 249 Modified Radical Mastectomy 05-Apr-19 17-Dec-19
## 250 Other 14-Jul-19 01-Nov-20
## 251 Modified Radical Mastectomy 20-Apr-18 29-Jan-19
## 252 Modified Radical Mastectomy 11-Mar-18 20-Mar-18
## 253 Other 08-Oct-17 13-Sep-18
## 254 Other 26-Mar-17 23-Sep-20
## 255 Modified Radical Mastectomy 23-Sep-18 04-Oct-19
## 256 Other 03-Aug-19 03-Sep-19
## 257 Other 05-Jun-18 07-Dec-19
## 258 Other 06-May-18 06-Dec-19
## 259 Other 12-Sep-19 13-Feb-21
## 260 Simple Mastectomy 14-Jun-19 04-Mar-21
## 261 Lumpectomy 10-Apr-18 24-Sep-18
## 262 Modified Radical Mastectomy 06-Dec-18 15-Dec-19
## 263 Lumpectomy 01-Nov-17 06-Dec-18
## 264 Simple Mastectomy 06-Dec-18 20-Feb-20
## 265 Other 04-Jun-17 27-Feb-18
## 266 Other 30-Jan-18 04-Jun-24
## 267 Other 06-Mar-19 25-Dec-20
## 268 Other 04-Feb-19 06-Jul-20
## 269 Other 07-Sep-18
## 270 Simple Mastectomy 04-Aug-18 09-Aug-20
## 271 Lumpectomy 27-Sep-18 20-Nov-18
## 272 Other 13-Aug-17 13-Aug-18
## 273 Other 02-Oct-19
## 274 Simple Mastectomy 24-Feb-19 30-Jun-20
## 275 Lumpectomy 21-Nov-17 22-Jul-20
## 276 Modified Radical Mastectomy 26-Nov-18 01-Oct-20
## 277 Modified Radical Mastectomy 20-Apr-18 04-Aug-19
## 278 Modified Radical Mastectomy 28-Sep-17 28-Sep-18
## 279 Other 16-Nov-18 18-May-20
## 280 Simple Mastectomy 22-Oct-19 09-Feb-21
## 281 Lumpectomy 01-Dec-17 08-Jun-18
## 282 Lumpectomy 26-May-17 19-Dec-17
## 283 Simple Mastectomy 17-Dec-17 23-Feb-18
## 284 Other 31-Jan-19 01-Dec-19
## 285 Lumpectomy 03-Sep-18 12-Jun-19
## 286 Simple Mastectomy 06-Mar-17 09-Aug-19
## 287 Simple Mastectomy 26-Nov-18 04-May-20
## 288 Modified Radical Mastectomy 24-Jun-19 18-Mar-20
## 289 Other 23-Aug-17 28-Feb-19
## 290 Other 16-Apr-18 21-Apr-20
## 291 Modified Radical Mastectomy 25-Jan-17 12-Jul-17
## 292 Lumpectomy 22-Mar-19 15-Sep-19
## 293 Simple Mastectomy 30-Apr-18 09-Sep-20
## 294 Other 03-Aug-19 02-Aug-20
## 295 Modified Radical Mastectomy 25-May-19 09-Feb-20
## 296 Modified Radical Mastectomy 23-Oct-18 19-Feb-19
## 297 Simple Mastectomy 10-May-18 05-Jul-19
## 298 Simple Mastectomy 07-Sep-18 13-Feb-21
## 299 Modified Radical Mastectomy 13-Aug-19 26-Jan-21
## 300 Lumpectomy 06-Dec-18 07-Sep-20
## 301 Simple Mastectomy 12-Sep-19 21-Aug-20
## 302 Modified Radical Mastectomy 25-Jan-19 13-Feb-21
## 303 Lumpectomy 17-Oct-18 02-Jul-19
## 304 Simple Mastectomy 26-May-18 09-Sep-18
## 305 Modified Radical Mastectomy 31-Dec-17 21-Feb-21
## 306 Modified Radical Mastectomy 17-Sep-18 17-Jun-19
## 307 Other 01-May-19 09-Nov-20
## 308 Other 11-Apr-19 10-Aug-20
## 309 Simple Mastectomy 12-Mar-19 17-Jul-19
## 310 Modified Radical Mastectomy 04-Jul-19 24-Mar-20
## 311 Simple Mastectomy 21-Mar-18 15-Mar-22
## 312 Modified Radical Mastectomy 06-Nov-18 03-Mar-19
## 313 Other 09-Feb-18 09-Feb-18
## 314 Modified Radical Mastectomy 24-Feb-19 05-Dec-20
## 315 Simple Mastectomy 07-Dec-17 18-Jul-18
## 316 Other 14-Feb-19 03-May-19
## 317 Other 05-Apr-19
## 318 Simple Mastectomy 15-Jun-18 04-Jul-18
## 319 Modified Radical Mastectomy 22-Sep-17 25-Aug-19
## 320 Simple Mastectomy 04-Aug-18 18-Dec-18
## 321 Other 27-Sep-18 19-May-22
## 322 Simple Mastectomy 16-May-17
## 323 Modified Radical Mastectomy 18-Sep-17 15-Nov-21
## 324 Lumpectomy 07-Mar-18 11-Oct-18
## 325 Modified Radical Mastectomy 19-Jul-18 08-Sep-18
## 326 Other 09-Jul-18 09-Aug-19
## 327 Other 12-Oct-19 07-Nov-20
## 328 Other 16-May-18 21-Apr-19
## 329 Lumpectomy 02-Oct-19 03-Feb-21
## 330 Lumpectomy 15-Jan-19 27-Mar-20
## 331 Modified Radical Mastectomy 25-Jul-18 23-Apr-19
## 332 Simple Mastectomy 26-Mar-19 11-Oct-19
## 333 Lumpectomy 26-Nov-18 05-Dec-18
## 334 Modified Radical Mastectomy 04-Feb-19 10-Aug-19
## Patient_Status
## 1 Alive
## 2 Dead
## 3 Alive
## 4 Alive
## 5 Alive
## 6 Alive
## 7 Alive
## 8 Alive
## 9 Alive
## 10
## 11 Alive
## 12 Alive
## 13 Alive
## 14 Alive
## 15 Alive
## 16 Alive
## 17 Alive
## 18 Dead
## 19
## 20 Alive
## 21 Alive
## 22 Alive
## 23 Dead
## 24 Alive
## 25 Alive
## 26 Alive
## 27 Dead
## 28 Dead
## 29 Alive
## 30 Alive
## 31 Alive
## 32 Alive
## 33 Dead
## 34 Dead
## 35 Dead
## 36 Alive
## 37 Alive
## 38 Alive
## 39 Dead
## 40 Dead
## 41 Alive
## 42 Alive
## 43 Alive
## 44 Alive
## 45 Dead
## 46 Alive
## 47 Alive
## 48 Alive
## 49 Alive
## 50 Alive
## 51 Alive
## 52 Alive
## 53 Alive
## 54 Alive
## 55 Dead
## 56 Alive
## 57 Alive
## 58 Alive
## 59 Alive
## 60 Alive
## 61
## 62 Alive
## 63 Alive
## 64 Alive
## 65 Alive
## 66 Alive
## 67 Alive
## 68 Alive
## 69 Alive
## 70 Alive
## 71 Alive
## 72 Alive
## 73 Alive
## 74 Alive
## 75 Alive
## 76 Dead
## 77 Alive
## 78 Alive
## 79 Alive
## 80 Alive
## 81 Alive
## 82 Alive
## 83 Alive
## 84 Alive
## 85 Alive
## 86 Alive
## 87 Alive
## 88 Alive
## 89 Alive
## 90 Alive
## 91 Alive
## 92 Alive
## 93 Alive
## 94 Alive
## 95 Alive
## 96 Dead
## 97 Dead
## 98 Dead
## 99 Alive
## 100 Alive
## 101 Alive
## 102 Alive
## 103 Alive
## 104 Dead
## 105 Alive
## 106 Dead
## 107 Alive
## 108 Dead
## 109 Alive
## 110 Alive
## 111 Alive
## 112 Alive
## 113 Dead
## 114 Alive
## 115 Alive
## 116 Alive
## 117 Alive
## 118 Dead
## 119 Alive
## 120 Alive
## 121 Dead
## 122 Alive
## 123 Alive
## 124 Alive
## 125 Alive
## 126 Dead
## 127 Alive
## 128 Alive
## 129 Dead
## 130 Alive
## 131 Alive
## 132 Alive
## 133 Alive
## 134 Alive
## 135 Alive
## 136 Alive
## 137 Alive
## 138 Alive
## 139 Alive
## 140 Dead
## 141 Alive
## 142 Dead
## 143 Alive
## 144 Dead
## 145 Alive
## 146 Alive
## 147 Dead
## 148 Alive
## 149 Alive
## 150 Alive
## 151 Dead
## 152 Dead
## 153 Alive
## 154 Alive
## 155 Alive
## 156 Alive
## 157 Alive
## 158 Alive
## 159 Alive
## 160 Alive
## 161 Alive
## 162 Alive
## 163 Alive
## 164 Alive
## 165 Alive
## 166 Dead
## 167 Alive
## 168 Alive
## 169 Alive
## 170 Alive
## 171 Alive
## 172 Dead
## 173 Alive
## 174 Alive
## 175 Alive
## 176 Alive
## 177 Dead
## 178 Alive
## 179 Alive
## 180 Dead
## 181 Dead
## 182 Alive
## 183 Alive
## 184 Alive
## 185 Alive
## 186 Alive
## 187 Alive
## 188 Dead
## 189
## 190 Alive
## 191 Alive
## 192 Alive
## 193 Alive
## 194 Alive
## 195 Alive
## 196 Alive
## 197 Alive
## 198 Dead
## 199 Dead
## 200 Alive
## 201
## 202 Alive
## 203
## 204 Dead
## 205 Alive
## 206 Dead
## 207 Dead
## 208 Alive
## 209 Alive
## 210 Alive
## 211 Dead
## 212 Dead
## 213 Alive
## 214 Dead
## 215
## 216 Alive
## 217 Alive
## 218 Alive
## 219 Alive
## 220 Alive
## 221 Alive
## 222 Alive
## 223 Alive
## 224 Dead
## 225 Alive
## 226 Dead
## 227 Alive
## 228 Alive
## 229 Alive
## 230
## 231
## 232
## 233 Alive
## 234 Alive
## 235 Alive
## 236 Alive
## 237 Alive
## 238 Alive
## 239 Alive
## 240 Alive
## 241 Alive
## 242 Alive
## 243 Alive
## 244 Alive
## 245 Dead
## 246 Alive
## 247 Alive
## 248 Dead
## 249 Alive
## 250 Alive
## 251 Alive
## 252 Dead
## 253 Dead
## 254 Alive
## 255 Dead
## 256 Alive
## 257 Alive
## 258 Dead
## 259 Alive
## 260 Alive
## 261 Alive
## 262 Alive
## 263 Alive
## 264 Alive
## 265 Alive
## 266 Dead
## 267 Alive
## 268 Alive
## 269
## 270 Alive
## 271 Alive
## 272 Alive
## 273
## 274 Alive
## 275 Alive
## 276 Dead
## 277 Alive
## 278 Alive
## 279 Alive
## 280 Alive
## 281 Alive
## 282 Alive
## 283 Alive
## 284 Dead
## 285 Alive
## 286 Alive
## 287 Alive
## 288 Alive
## 289 Dead
## 290 Alive
## 291 Alive
## 292 Alive
## 293 Alive
## 294 Alive
## 295 Alive
## 296 Dead
## 297 Alive
## 298 Alive
## 299 Alive
## 300 Alive
## 301 Alive
## 302 Alive
## 303 Alive
## 304 Alive
## 305 Dead
## 306 Alive
## 307 Alive
## 308 Alive
## 309 Alive
## 310 Alive
## 311 Dead
## 312 Alive
## 313 Dead
## 314 Alive
## 315 Dead
## 316 Dead
## 317 Dead
## 318 Alive
## 319 Alive
## 320 Alive
## 321 Alive
## 322
## 323 Alive
## 324 Alive
## 325 Alive
## 326 Alive
## 327 Alive
## 328 Dead
## 329 Alive
## 330 Alive
## 331 Alive
## 332 Dead
## 333 Alive
## 334 DeadEval TRUE
by(data = cancer$Protein1, INDICES = cancer$Tumour_Stage, FUN = shapiro.test)## cancer$Tumour_Stage: I
##
## Shapiro-Wilk normality test
##
## data: dd[x, ]
## W = 0.91562, p-value = 0.0003278
##
## ------------------------------------------------------------
## cancer$Tumour_Stage: II
##
## Shapiro-Wilk normality test
##
## data: dd[x, ]
## W = 0.99281, p-value = 0.4809
##
## ------------------------------------------------------------
## cancer$Tumour_Stage: III
##
## Shapiro-Wilk normality test
##
## data: dd[x, ]
## W = 0.94323, p-value = 0.001329Eval False
by(data = cancer$Protein1, INDICES = cancer$Tumour_Stage, FUN = shapiro.test)#Include True
by(data = cancer$Protein1, INDICES = cancer$Tumour_Stage, FUN = shapiro.test)## cancer$Tumour_Stage: I
##
## Shapiro-Wilk normality test
##
## data: dd[x, ]
## W = 0.91562, p-value = 0.0003278
##
## ------------------------------------------------------------
## cancer$Tumour_Stage: II
##
## Shapiro-Wilk normality test
##
## data: dd[x, ]
## W = 0.99281, p-value = 0.4809
##
## ------------------------------------------------------------
## cancer$Tumour_Stage: III
##
## Shapiro-Wilk normality test
##
## data: dd[x, ]
## W = 0.94323, p-value = 0.001329Include False
Echo True
by(data = cancer$Protein1, INDICES = cancer$Tumour_Stage, FUN = shapiro.test)## cancer$Tumour_Stage: I
##
## Shapiro-Wilk normality test
##
## data: dd[x, ]
## W = 0.91562, p-value = 0.0003278
##
## ------------------------------------------------------------
## cancer$Tumour_Stage: II
##
## Shapiro-Wilk normality test
##
## data: dd[x, ]
## W = 0.99281, p-value = 0.4809
##
## ------------------------------------------------------------
## cancer$Tumour_Stage: III
##
## Shapiro-Wilk normality test
##
## data: dd[x, ]
## W = 0.94323, p-value = 0.001329Echo False
## cancer$Tumour_Stage: I
##
## Shapiro-Wilk normality test
##
## data: dd[x, ]
## W = 0.91562, p-value = 0.0003278
##
## ------------------------------------------------------------
## cancer$Tumour_Stage: II
##
## Shapiro-Wilk normality test
##
## data: dd[x, ]
## W = 0.99281, p-value = 0.4809
##
## ------------------------------------------------------------
## cancer$Tumour_Stage: III
##
## Shapiro-Wilk normality test
##
## data: dd[x, ]
## W = 0.94323, p-value = 0.001329Warning True
by(data = cancer$Protein1, INDICES = cancer$Tumour_Stage, FUN = shapiro.test)## cancer$Tumour_Stage: I
##
## Shapiro-Wilk normality test
##
## data: dd[x, ]
## W = 0.91562, p-value = 0.0003278
##
## ------------------------------------------------------------
## cancer$Tumour_Stage: II
##
## Shapiro-Wilk normality test
##
## data: dd[x, ]
## W = 0.99281, p-value = 0.4809
##
## ------------------------------------------------------------
## cancer$Tumour_Stage: III
##
## Shapiro-Wilk normality test
##
## data: dd[x, ]
## W = 0.94323, p-value = 0.001329Warning False
by(data = cancer$Protein1, INDICES = cancer$Tumour_Stage, FUN = shapiro.test)## cancer$Tumour_Stage: I
##
## Shapiro-Wilk normality test
##
## data: dd[x, ]
## W = 0.91562, p-value = 0.0003278
##
## ------------------------------------------------------------
## cancer$Tumour_Stage: II
##
## Shapiro-Wilk normality test
##
## data: dd[x, ]
## W = 0.99281, p-value = 0.4809
##
## ------------------------------------------------------------
## cancer$Tumour_Stage: III
##
## Shapiro-Wilk normality test
##
## data: dd[x, ]
## W = 0.94323, p-value = 0.001329Cache True
by(data = cancer$Protein1, INDICES = cancer$Tumour_Stage, FUN = shapiro.test)## cancer$Tumour_Stage: I
##
## Shapiro-Wilk normality test
##
## data: dd[x, ]
## W = 0.91562, p-value = 0.0003278
##
## ------------------------------------------------------------
## cancer$Tumour_Stage: II
##
## Shapiro-Wilk normality test
##
## data: dd[x, ]
## W = 0.99281, p-value = 0.4809
##
## ------------------------------------------------------------
## cancer$Tumour_Stage: III
##
## Shapiro-Wilk normality test
##
## data: dd[x, ]
## W = 0.94323, p-value = 0.001329Cache False
by(data = cancer$Protein1, INDICES = cancer$Tumour_Stage, FUN = shapiro.test)## cancer$Tumour_Stage: I
##
## Shapiro-Wilk normality test
##
## data: dd[x, ]
## W = 0.91562, p-value = 0.0003278
##
## ------------------------------------------------------------
## cancer$Tumour_Stage: II
##
## Shapiro-Wilk normality test
##
## data: dd[x, ]
## W = 0.99281, p-value = 0.4809
##
## ------------------------------------------------------------
## cancer$Tumour_Stage: III
##
## Shapiro-Wilk normality test
##
## data: dd[x, ]
## W = 0.94323, p-value = 0.001329Visualisasi
plot(pressure)
Ini adalah Grafik Tekanan
Text
Halo aku kafa
hyperlink
gambar1
Kamu kaya monkey
gambar2
italic
normal normal
bold
normmal normal
penulisan senyawa kimia
h2O
Penulisan pangkat
102
tabel 1
| Nama | Umur | Kota |
|---|---|---|
| Andi | 25 | Jakarta |
| Budi | 30 | Bandung |
| Clara | 28 | Surabaya |
| —– | —— | —— |
tabel 2
library(knitr)## Warning: package 'knitr' was built under R version 4.4.3data <- data.frame(
Nama = c("Andi", "Budi", "Clara"),
Umur = c(25, 30, 28),
Kota = c("Jakarta", "Bandung", "Surabaya")
)
kable(data)| Nama | Umur | Kota |
|---|---|---|
| Andi | 25 | Jakarta |
| Budi | 30 | Bandung |
| Clara | 28 | Surabaya |
persamaan dalam kalimat
persamaan linier dasar ditulis sebagai \(y=mx+c\) dimana m adalah gradien dan c adalah intersep.
integral
\[ \int_0^1 x^2 \, dx = \frac{1}{3} \] # Matrix \[ \begin{bmatrix} 1 & 2 & 3 \\ 4 & 5 & 6 \\ 7 & 8 & 9 \end{bmatrix} \]
Pecahan dan Eksponen
\[ E= \frac{m c^2}{\sqrt{1 - \frac{v^2}{c^2}}} \]
citation
Huang et al. (2021)
Huang, Yanqian, Meng Zhu, Mengmeng Ji, Jingyi Fan, Junxing Xie, Xiaoxia
Wei, Xiangxiang Jiang, et al. 2021. “Air
pollution, genetic factors, and the risk of lung cancer. A prospective
study in the UK biobank.” American Journal of
Respiratory and Critical Care Medicine 204 (7): 817–25. https://doi.org/10.1164/rccm.202011-4063OC.