modul 7
Amel
2025-06-30
cancer = read.csv("C:\\Users\\amelia miska\\Downloads\\prak komstat\\modul 7\\breast_cancer_survival.csv", header = TRUE, stringsAsFactors = TRUE, 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
by(data = cancer$Protein1, INDICES = cancer$Tumour_Stage, FUN = shapiro.test)ECO 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$Tumour_Stage: III
##
## Shapiro-Wilk normality test
##
## data: dd[x, ]
## W = 0.94323, p-value = 0.001329ECO FALSE
by(data = cancer$Protein1, INDICES = cancer$Tumour_Stage, FUN = shapiro.test)WARNING TRUE
by(data = cancer$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)CAHCE 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)VISUALISASI
plot(pressure)
Ini adalah Grafik Tekanan
TEXT
Halo aku Amel
HYPERLINKS
GAMBAR 1
Bunga Lily
GAMBAR 2
italic
normal normal
bols
normal normal
penulisan senyawa kimia
h20
penulisan pangkat
102
Tabel 1
| Nama | Umur | Kota |
|---|---|---|
| Andi | 25 | Jakarta |
| Budi | 30 | Bandung |
| Clara | 28 | Surabaya |
Tabel 2
library(knitr)
data <- 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 di dalam kalimat
Persamaan linier dasar ditulis sebagai \(y = mx + c\) di mana m adalah gradien.
Integral
\[ \int_0^1 x^2\, dx = \frac{1}{3} \]
Matrix
\[ \begin{bmatrix} 1 & 2 \\ 3 & 4 \end{bmatrix} \]
Pecahan dan Eksponen
\[ E = \frac{mc^2}{\sqrt{1 - \frac{v^2}{c^2}}} \]
Citations
(huang2021?)