r gravity ph osmo cond urea calc 1 0 1.021 4.91 725 NA 443 2.45 2 0 1.017 5.74 577 20.0 296 4.49 3 0 1.008 7.20 321 14.9 101 2.36 4 0 1.011 5.51 408 12.6 224 2.15 5 0 1.005 6.52 187 7.5 91 1.16 6 0 1.020 5.27 668 25.3 252 3.34 7 0 1.012 5.62 461 17.4 195 1.40 8 0 1.029 5.67 1107 35.9 550 8.48 9 0 1.015 5.41 543 21.9 170 1.16 10 0 1.021 6.13 779 25.7 382 2.21 11 0 1.011 6.19 345 11.5 152 1.93 12 0 1.025 5.53 907 28.4 448 1.27 13 0 1.006 7.12 242 11.3 64 1.03 14 0 1.007 5.35 283 9.9 147 1.47 15 0 1.011 5.21 450 17.9 161 1.53 16 0 1.018 4.90 684 26.1 284 5.09 17 0 1.007 6.63 253 8.4 133 1.05 18 0 1.025 6.81 947 32.6 395 2.03 19 0 1.008 6.88 395 26.1 95 7.68 20 0 1.014 6.14 565 23.6 214 1.45 21 0 1.024 6.30 874 29.9 380 5.16 22 0 1.019 5.47 760 33.8 199 0.81 23 0 1.014 7.38 577 30.1 87 1.32 24 0 1.020 5.96 631 11.2 422 1.55 25 0 1.023 5.68 749 29.0 239 1.52 26 0 1.017 6.76 455 8.8 270 0.77 27 0 1.017 7.61 527 25.8 75 2.17 28 0 1.010 6.61 225 9.8 72 0.17 29 0 1.008 5.87 241 5.1 159 0.83 30 0 1.020 5.44 781 29.0 349 3.04 31 0 1.017 7.92 680 25.3 282 1.06 32 0 1.019 5.98 579 15.5 297 3.93 33 0 1.017 6.56 559 15.8 317 5.38 34 0 1.008 5.94 256 8.1 130 3.53 35 0 1.023 5.85 970 38.0 362 4.54 36 0 1.020 5.66 702 23.6 330 3.98 37 0 1.008 6.40 341 14.6 125 1.02 38 0 1.020 6.35 704 24.5 260 3.46 39 0 1.009 6.37 325 12.2 97 1.19 40 0 1.018 6.18 694 23.3 311 5.64 41 0 1.021 5.33 815 26.0 385 2.66 42 0 1.009 5.64 386 17.7 104 1.22 43 0 1.015 6.79 541 20.9 187 2.64 44 0 1.010 5.97 343 13.4 126 2.31 45 0 1.020 5.68 876 35.8 308 4.49 46 1 1.021 5.94 774 27.9 325 6.96 47 1 1.024 5.77 698 19.5 354 13.00 48 1 1.024 5.60 866 29.5 360 5.54 49 1 1.021 5.53 775 31.2 302 6.19 50 1 1.024 5.36 853 27.6 364 7.31 51 1 1.026 5.16 822 26.0 301 14.34 52 1 1.013 5.86 531 21.4 197 4.74 53 1 1.010 6.27 371 11.2 188 2.50 54 1 1.011 7.01 443 21.4 124 1.27 55 1 1.022 6.21 NA 20.6 398 4.18 56 1 1.011 6.13 364 10.9 159 3.10 57 1 1.031 5.73 874 17.4 516 3.01 58 1 1.020 7.94 567 19.7 212 6.81 59 1 1.040 6.28 838 14.3 486 8.28 60 1 1.021 5.56 658 23.6 224 2.33 61 1 1.025 5.71 854 27.0 385 7.18 62 1 1.026 6.19 956 27.6 473 5.67 63 1 1.034 5.24 1236 27.3 620 12.68 64 1 1.033 5.58 1032 29.1 430 8.94 65 1 1.015 5.98 487 14.8 198 3.16 66 1 1.013 5.58 516 20.8 184 3.30 67 1 1.014 5.90 456 17.8 164 6.99 68 1 1.012 6.75 251 5.1 141 0.65 69 1 1.025 6.90 945 33.6 396 4.18 70 1 1.026 6.29 833 22.2 457 4.45 71 1 1.028 4.76 312 12.4 10 0.27 72 1 1.027 5.40 840 24.5 395 7.64 73 1 1.018 5.14 703 29.0 272 6.63 74 1 1.022 5.09 736 19.8 418 8.53 75 1 1.025 7.90 721 23.6 301 9.04 76 1 1.017 4.81 410 13.3 195 0.58 77 1 1.024 5.40 803 21.8 394 7.82 78 1 1.016 6.81 594 21.4 255 12.20 79 1 1.015 6.03 416 12.8 178 9.39 ##### Sheet/List 2 ##### The urine data frame has 79 rows and 7 columns. 79 urine specimens were analyzed in an effort to determine if certain physical characteristics of the urine might be related to the formation of calcium oxalate crystals. Usage urine Format This data frame contains the following columns: r Indicator of the presence of calcium oxalate crystals. gravity The specific gravity of the urine. ph The pH reading of the urine. osmo The osmolarity of the urine. Osmolarity is proportional to the concentration of molecules in solution. cond The conductivity of the urine. Conductivity is proportional to the concentration of charged ions in solution. urea The urea concentration in millimoles per litre. calc The calcium concentration in millimoles per litre. Source The data were obtained from "Andrews, D.F. and Herzberg, A.M. (1985) Data: A Collection of Problems from Many Fields for the Student and Research Worker. Springer-Verlag." References "Davison, A.C. and Hinkley, D.V. (1997) Bootstrap Methods and Their Application. Cambridge University Press."