data motorins;
  input Kilometres Zone Bonus Make Insured Claims Payment;
  LogInsured=log(insured);
  Zeros=ifn(payment ne 0,1,0);
  datalines;
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1 1 1 2 69.17 19 46221 
1 1 1 3 72.88 13 15694 
1 1 1 4 1292.39 124 422201 
1 1 1 5 191.01 40 119373 
1 1 1 6 477.66 57 170913 
1 1 1 7 105.58 23 56940 
1 1 1 8 32.55 14 77487 
1 1 1 9 9998.46 1704 6805992 
1 1 2 1 314.58 45 214011 
1 1 2 2 61.82 10 65303 
1 1 2 3 47.06 5 20871 
1 1 2 4 782.58 48 242894 
1 1 2 5 115.43 11 23545 
1 1 2 6 338.06 23 39598 
1 1 2 7 70.44 7 48767 
1 1 2 8 15.25 2 6560 
1 1 2 9 6416.19 638 2873487 
1 1 3 1 309.98 24 134931 
1 1 3 2 49.18 6 50908 
1 1 3 3 32.02 3 4399 
1 1 3 4 497.20 23 112992 
1 1 3 5 73.48 6 14788 
1 1 3 6 278.01 9 48713 
1 1 3 7 66.36 9 52076 
1 1 3 8 17.86 3 13161 
1 1 3 9 5063.15 408 1707680 
1 1 4 1 318.48 29 103866 
1 1 4 2 57.21 7 77588 
1 1 4 3 35.33 4 11839 
1 1 4 4 374.28 20 98140 
1 1 4 5 85.18 7 27919 
1 1 4 6 199.70 7 103910 
1 1 4 7 60.46 4 38065 
1 1 4 8 12.74 0 0 
1 1 4 9 4263.09 300 1267678 
1 1 5 1 444.37 25 69203 
1 1 5 2 86.65 6 14620 
1 1 5 3 53.81 5 40258 
1 1 5 4 361.62 22 161455 
1 1 5 5 117.91 3 20011 
1 1 5 6 232.55 11 57214 
1 1 5 7 81.27 3 4496 
1 1 5 8 18.21 0 0 
1 1 5 9 4761.37 301 1116208 
1 1 6 1 1016.67 61 217617 
1 1 6 2 150.56 12 58099 
1 1 6 3 126.69 4 12268 
1 1 6 4 517.31 16 59634 
1 1 6 5 246.62 13 84966 
1 1 6 6 482.96 19 137005 
1 1 6 7 203.60 12 33767 
1 1 6 8 25.88 3 6279 
1 1 6 9 9197.99 522 1939894 
1 1 7 1 5430.48 214 1048698 
1 1 7 2 659.54 24 143915 
1 1 7 3 657.34 22 153830 
1 1 7 4 2795.72 60 202413 
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1 1 7 6 2861.69 92 484604 
1 1 7 7 1111.00 37 152801 
1 1 7 8 166.61 6 14084 
1 1 7 9 48264.64 1875 8977527 
1 2 1 1 458.89 98 532092 
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1 2 1 3 33.23 7 45498 
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1 2 1 5 200.90 43 191982 
1 2 1 6 663.98 65 300632 
1 2 1 7 124.73 10 23349 
1 2 1 8 29.24 4 13581 
1 2 1 9 11381.00 1326 6173598 
1 2 2 1 364.78 40 211494 
1 2 2 2 51.89 5 10811 
1 2 2 3 29.39 4 36204 
1 2 2 4 1053.01 33 135007 
1 2 2 5 110.10 16 49061 
1 2 2 6 470.62 30 64287 
1 2 2 7 93.29 8 51080 
1 2 2 8 17.88 1 600 
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1 2 3 1 315.14 17 106975 
1 2 3 2 64.53 4 16922 
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1 2 3 4 726.13 29 93656 
1 2 3 5 96.49 4 44966 
1 2 3 6 365.81 16 43426 
1 2 3 7 80.80 5 48691 
1 2 3 8 13.30 1 1325 
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1 2 4 1 320.47 16 136143 
1 2 4 2 69.55 4 34137 
1 2 4 3 33.37 1 2702 
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1 2 4 5 72.40 7 20295 
1 2 4 6 316.14 9 57404 
1 2 4 7 72.05 3 8538 
1 2 4 8 18.35 0 0 
1 2 4 9 4957.56 269 1375988 
1 2 5 1 473.63 27 136376 
1 2 5 2 88.09 8 19038 
1 2 5 3 46.27 2 3604 
1 2 5 4 467.96 9 10597 
1 2 5 5 126.88 10 26433 
1 2 5 6 316.15 11 52950 
1 2 5 7 101.11 7 21620 
1 2 5 8 23.37 1 2680 
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1 2 6 1 996.27 61 236220 
1 2 6 2 175.14 10 25036 
1 2 6 3 111.97 5 22261 
1 2 6 4 601.61 16 88961 
1 2 6 5 260.69 14 64368 
1 2 6 6 593.18 17 65578 
1 2 6 7 229.72 7 46244 
1 2 6 8 46.66 7 14385 
1 2 6 9 9830.72 413 1840742 
1 2 7 1 6021.43 233 1086534 
1 2 7 2 852.80 33 165960 
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1 2 7 4 3293.99 60 201401 
1 2 7 5 1289.09 53 272610 
1 2 7 6 3665.27 97 524316 
1 2 7 7 1369.91 35 159658 
1 2 7 8 183.98 5 18603 
1 2 7 9 55084.54 1744 8500391 
1 3 1 1 453.06 72 329632 
1 3 1 2 67.13 9 79565 
1 3 1 3 35.22 5 11746 
1 3 1 4 1653.17 89 338305 
1 3 1 5 206.62 38 124108 
1 3 1 6 859.95 64 213078 
1 3 1 7 110.08 11 34844 
1 3 1 8 25.92 5 25319 
1 3 1 9 11436.08 1205 5173923 
1 3 2 1 317.10 25 90162 
1 3 2 2 54.58 8 19327 
1 3 2 3 22.59 3 1209 
1 3 2 4 1187.43 30 123124 
1 3 2 5 129.53 13 99258 
1 3 2 6 617.11 40 137828 
1 3 2 7 102.50 7 14904 
1 3 2 8 21.56 1 597 
1 3 2 9 8351.79 425 1937445 
1 3 3 1 357.43 18 37835 
1 3 3 2 62.87 3 5014 
1 3 3 3 18.00 0 0 
1 3 3 4 849.23 25 61591 
1 3 3 5 119.21 6 47495 
1 3 3 6 463.60 20 53173 
1 3 3 7 104.36 6 11936 
1 3 3 8 14.21 1 31442 
1 3 3 9 6540.44 304 1284025 
1 3 4 1 338.37 19 136281 
1 3 4 2 52.49 2 9253 
1 3 4 3 27.97 0 0 
1 3 4 4 571.94 23 142536 
1 3 4 5 113.36 6 21433 
1 3 4 6 406.33 21 131027 
1 3 4 7 85.15 3 4079 
1 3 4 8 16.16 1 1012 
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1 3 5 1 459.40 16 61958 
1 3 5 2 73.51 2 5056 
1 3 5 3 41.51 4 44278 
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1 3 5 5 136.08 8 28248 
1 3 5 6 417.71 11 15568 
1 3 5 7 103.07 1 8347 
1 3 5 8 26.11 1 1144 
1 3 5 9 5849.14 242 1184032 
1 3 6 1 1060.28 43 245621 
1 3 6 2 124.82 7 12648 
1 3 6 3 119.17 2 5855 
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1 3 6 5 307.56 14 90310 
1 3 6 6 740.33 24 117763 
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1 3 6 9 10263.04 393 2026554 
1 3 7 1 7155.96 197 980780 
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1 3 7 3 1049.99 19 41459 
1 3 7 4 3712.23 67 229231 
1 3 7 5 1862.44 74 388511 
1 3 7 6 4964.00 121 622350 
1 3 7 7 1785.23 58 253660 
1 3 7 8 331.45 8 94395 
1 3 7 9 65617.47 1865 9884008 
1 4 1 1 868.60 115 627513 
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1 4 1 3 55.08 3 33925 
1 4 1 4 2751.70 98 578698 
1 4 1 5 328.36 36 149698 
1 4 1 6 1730.51 105 604161 
1 4 1 7 231.91 13 55103 
1 4 1 8 48.77 4 34267 
1 4 1 9 20153.28 1446 6605073 
1 4 2 1 622.23 41 300510 
1 4 2 2 94.03 5 11936 
1 4 2 3 36.73 2 6387 
1 4 2 4 2037.95 48 152944 
1 4 2 5 189.27 17 40047 
1 4 2 6 1217.01 65 344450 
1 4 2 7 155.50 16 113524 
1 4 2 8 27.27 0 0 
1 4 2 9 14648.20 645 3150912 
1 4 3 1 613.17 32 168882 
1 4 3 2 108.40 5 43676 
1 4 3 3 37.20 0 0 
1 4 3 4 1447.58 25 66208 
1 4 3 5 168.81 8 30465 
1 4 3 6 933.44 40 374818 
1 4 3 7 153.11 5 38157 
1 4 3 8 32.44 2 8234 
1 4 3 9 11314.54 427 2035982 
1 4 4 1 573.86 29 214513 
1 4 4 2 103.82 4 12077 
1 4 4 3 49.14 2 12947 
1 4 4 4 970.81 20 77705 
1 4 4 5 135.49 6 16781 
1 4 4 6 740.62 25 87155 
1 4 4 7 123.63 3 11469 
1 4 4 8 36.98 1 2572 
1 4 4 9 8785.71 291 1189357 
1 4 5 1 783.10 28 97770 
1 4 5 2 127.17 7 21026 
1 4 5 3 86.26 4 15583 
1 4 5 4 886.11 16 71474 
1 4 5 5 200.68 14 74804 
1 4 5 6 825.58 16 76879 
1 4 5 7 185.36 3 6085 
1 4 5 8 53.05 1 6827 
1 4 5 9 9849.89 324 1672294 
1 4 6 1 1839.13 72 505590 
1 4 6 2 298.73 5 16182 
1 4 6 3 234.01 8 42369 
1 4 6 4 1047.27 22 147524 
1 4 6 5 481.63 16 70430 
1 4 6 6 1317.07 34 162323 
1 4 6 7 360.55 9 127814 
1 4 6 8 90.61 7 80134 
1 4 6 9 17332.90 535 2833885 
1 4 7 1 15297.44 389 2505764 
1 4 7 2 2085.44 65 296375 
1 4 7 3 2140.94 38 253490 
1 4 7 4 6923.74 100 435674 
1 4 7 5 3721.62 115 641018 
1 4 7 6 10409.88 194 1070372 
1 4 7 7 3252.99 86 317119 
1 4 7 8 768.54 23 160411 
1 4 7 9 127687.27 2894 15540162 
1 5 1 1 161.19 22 112479 
1 5 1 2 15.53 2 1668 
1 5 1 3 6.07 0 0 
1 5 1 4 454.21 15 61507 
1 5 1 5 69.38 13 83497 
1 5 1 6 301.14 21 87734 
1 5 1 7 47.82 6 51950 
1 5 1 8 10.84 0 0 
1 5 1 9 3645.26 407 1855941 
1 5 2 1 132.69 7 27325 
1 5 2 2 17.31 1 1554 
1 5 2 3 4.20 0 0 
1 5 2 4 324.26 10 22854 
1 5 2 5 51.80 4 40692 
1 5 2 6 218.84 12 88266 
1 5 2 7 39.68 3 38808 
1 5 2 8 12.15 1 1029 
1 5 2 9 2694.25 174 616744 
1 5 3 1 122.86 8 51943 
1 5 3 2 21.15 0 0 
1 5 3 3 5.15 0 0 
1 5 3 4 240.23 6 13492 
1 5 3 5 38.15 6 16170 
1 5 3 6 173.78 4 17523 
1 5 3 7 30.43 2 6421 
1 5 3 8 4.82 1 31442 
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1 5 4 1 116.24 3 7229 
1 5 4 2 16.48 1 1000 
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1 5 4 4 160.66 8 22404 
1 5 4 5 27.77 4 8119 
1 5 4 6 145.54 8 33299 
1 5 4 7 30.23 0 0 
1 5 4 8 7.77 1 2700 
1 5 4 9 1592.59 74 364037 
1 5 5 1 185.95 11 53110 
1 5 5 2 23.75 2 4900 
1 5 5 3 15.57 0 0 
1 5 5 4 140.66 2 4876 
1 5 5 5 41.71 1 7056 
1 5 5 6 141.81 2 3200 
1 5 5 7 44.08 3 64516 
1 5 5 8 9.68 0 0 
1 5 5 9 1752.09 86 299385 
1 5 6 1 394.91 9 25994 
1 5 6 2 55.35 3 7232 
1 5 6 3 40.03 1 1373 
1 5 6 4 177.67 4 6211 
1 5 6 5 92.95 7 21706 
1 5 6 6 244.32 8 41753 
1 5 6 7 92.99 5 6674 
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1 5 7 3 300.78 9 55124 
1 5 7 4 946.25 19 68243 
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1 5 7 6 1332.39 38 138432 
1 5 7 7 541.88 13 93691 
1 5 7 8 125.14 5 46879 
1 5 7 9 17722.19 589 2700050 
1 6 1 1 340.10 31 75947 
1 6 1 2 38.25 3 5658 
1 6 1 3 16.23 0 0 
1 6 1 4 767.66 30 187167 
1 6 1 5 134.82 31 164961 
1 6 1 6 585.23 44 309679 
1 6 1 7 80.16 7 8237 
1 6 1 8 29.87 4 35088 
1 6 1 9 6744.61 542 2708623 
1 6 2 1 233.67 20 159609 
1 6 2 2 33.60 2 5403 
1 6 2 3 14.01 0 0 
1 6 2 4 563.21 7 12459 
1 6 2 5 84.85 10 55348 
1 6 2 6 436.38 14 72563 
1 6 2 7 63.25 3 63976 
1 6 2 8 13.61 0 0 
1 6 2 9 4721.76 227 970016 
1 6 3 1 230.77 10 97153 
1 6 3 2 37.88 1 789 
1 6 3 3 14.41 0 0 
1 6 3 4 386.70 10 57758 
1 6 3 5 76.88 5 14166 
1 6 3 6 294.37 15 106215 
1 6 3 7 57.46 3 41564 
1 6 3 8 12.76 0 0 
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1 6 4 1 186.52 12 81889 
1 6 4 2 31.99 3 2985 
1 6 4 3 15.77 0 0 
1 6 4 4 283.49 6 73962 
1 6 4 5 57.53 5 20515 
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1 6 5 3 28.29 0 0 
1 6 5 4 259.21 1 31442 
1 6 5 5 72.82 1 1742 
1 6 5 6 252.17 8 74154 
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1 6 5 9 2936.87 87 641508 
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1 7 1 7 4.29 1 1504 
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1 7 2 4 48.63 1 1980 
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1 7 2 8 0.47 0 0 
1 7 2 9 413.54 19 45789 
1 7 3 1 17.42 0 0 
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1 7 3 6 13.92 1 2199 
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1 7 6 5 9.82 0 0 
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2 3 5 5 209.61 9 81779 
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2 4 3 6 1084.19 46 166621 
2 4 3 7 246.24 10 35221 
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2 4 4 7 241.30 12 86801 
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2 5 2 9 1976.19 176 1044585 
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2 5 3 6 175.31 7 16559 
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2 6 2 6 455.65 33 155704 
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2 6 2 9 3990.80 284 1423093 
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2 6 3 6 372.07 10 53188 
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2 6 4 6 285.72 10 49974 
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2 6 7 2 1358.02 47 177092 
2 6 7 3 1305.97 25 142010 
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3 1 2 8 13.03 0 0 
3 1 2 9 2472.22 297 1413344 
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3 1 3 6 135.85 6 74018 
3 1 3 7 48.67 2 3044 
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3 1 3 9 2411.79 256 1266725 
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3 2 3 4 67.62 4 11510 
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3 3 1 1 252.96 35 165902 
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3 3 2 6 257.15 19 67830 
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3 3 3 5 86.96 11 42621 
3 3 3 6 250.19 20 173266 
3 3 3 7 75.00 6 39333 
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3 3 7 9 36595.09 1462 7765626 
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5 1 3 6 18.96 1 1000 
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5 4 6 2 215.82 6 14288 
5 4 6 3 246.80 8 58500 
5 4 6 4 11.39 0 0 
5 4 6 5 133.59 13 95129 
5 4 6 6 226.28 10 22795 
5 4 6 7 107.83 8 25329 
5 4 6 8 242.78 15 168380 
5 4 6 9 4231.59 250 1304846 
5 4 7 1 2946.70 122 613652 
5 4 7 2 1117.96 58 255116 
5 4 7 3 1396.49 53 337846 
5 4 7 4 75.39 1 1962 
5 4 7 5 635.91 29 196401 
5 4 7 6 1291.12 50 333231 
5 4 7 7 542.86 23 91399 
5 4 7 8 1382.66 52 571579 
5 4 7 9 21581.24 920 4847989 
5 5 1 1 9.75 0 0 
5 5 1 2 2.94 0 0 
5 5 1 3 14.21 3 13529 
5 5 1 4 0.76 0 0 
5 5 1 5 3.42 1 4058 
5 5 1 6 5.64 0 0 
5 5 1 7 2.44 0 0 
5 5 1 8 2.49 1 31442 
5 5 1 9 117.39 17 121307 
5 5 2 1 17.77 0 0 
5 5 2 2 4.89 1 9007 
5 5 2 3 4.58 0 0 
5 5 2 4 0.10 0 0 
5 5 2 5 6.13 1 4225 
5 5 2 6 5.16 0 0 
5 5 2 7 2.39 0 0 
5 5 2 8 3.41 0 0 
5 5 2 9 140.20 13 95879 
5 5 3 1 20.03 0 0 
5 5 3 2 6.06 0 0 
5 5 3 3 3.24 1 779 
5 5 3 4 1.16 0 0 
5 5 3 5 1.52 0 0 
5 5 3 6 9.01 0 0 
5 5 3 7 2.63 0 0 
5 5 3 8 10.94 2 6484 
5 5 3 9 188.15 13 75374 
5 5 4 1 20.61 3 35174 
5 5 4 2 7.09 0 0 
5 5 4 3 7.60 2 3611 
5 5 4 5 3.31 0 0 
5 5 4 6 13.00 0 0 
5 5 4 7 1.37 0 0 
5 5 4 8 11.07 0 0 
5 5 4 9 177.36 12 61341 
5 5 5 1 28.28 1 716 
5 5 5 2 17.99 1 3896 
5 5 5 3 21.19 1 1576 
5 5 5 5 10.13 0 0 
5 5 5 6 10.81 0 0 
5 5 5 7 3.99 0 0 
5 5 5 8 12.05 0 0 
5 5 5 9 234.00 22 107065 
5 5 6 1 54.72 1 3000 
5 5 6 2 21.61 2 4502 
5 5 6 3 42.44 2 3695 
5 5 6 4 1.65 0 0 
5 5 6 5 16.46 0 0 
5 5 6 6 26.23 2 10259 
5 5 6 7 13.65 3 5598 
5 5 6 8 39.76 4 15915 
5 5 6 9 568.65 42 186899 
5 5 7 1 266.04 17 80318 
5 5 7 2 116.75 6 48119 
5 5 7 3 171.84 9 26797 
5 5 7 4 2.07 0 0 
5 5 7 5 61.96 4 10580 
5 5 7 6 114.36 2 39981 
5 5 7 7 49.37 2 5391 
5 5 7 8 173.28 11 119909 
5 5 7 9 2387.46 99 559278 
5 6 1 1 30.80 4 8714 
5 6 1 2 11.97 2 7747 
5 6 1 3 3.22 1 31442 
5 6 1 4 1.34 0 0 
5 6 1 5 8.91 2 3112 
5 6 1 6 15.68 0 0 
5 6 1 7 6.17 0 0 
5 6 1 8 6.94 1 994 
5 6 1 9 201.95 15 120724 
5 6 2 1 62.69 9 20731 
5 6 2 2 8.04 0 0 
5 6 2 3 10.73 0 0 
5 6 2 4 1.68 0 0 
5 6 2 5 15.42 1 3277 
5 6 2 6 31.15 2 5291 
5 6 2 7 9.18 1 4884 
5 6 2 8 10.16 0 0 
5 6 2 9 316.66 21 119632 
5 6 3 1 63.63 2 5400 
5 6 3 2 11.93 2 9525 
5 6 3 3 12.55 0 0 
5 6 3 4 2.30 0 0 
5 6 3 5 10.67 1 31442 
5 6 3 6 38.64 2 1953 
5 6 3 7 13.39 3 9508 
5 6 3 8 12.02 1 4581 
5 6 3 9 359.57 26 139072 
5 6 4 1 69.43 11 62295 
5 6 4 2 13.47 1 2575 
5 6 4 3 14.11 2 32158 
5 6 4 4 1.05 0 0 
5 6 4 5 7.50 1 31442 
5 6 4 6 36.19 0 0 
5 6 4 7 8.58 1 1135 
5 6 4 8 22.65 1 3590 
5 6 4 9 393.00 24 116662 
5 6 5 1 87.44 5 17072 
5 6 5 2 23.03 2 2283 
5 6 5 3 23.02 0 0 
5 6 5 4 1.58 0 0 
5 6 5 5 10.55 2 32423 
5 6 5 6 32.49 5 68672 
5 6 5 7 10.74 0 0 
5 6 5 8 32.78 0 0 
5 6 5 9 533.49 36 186668 
5 6 6 1 157.06 5 16138 
5 6 6 2 49.35 3 64610 
5 6 6 3 67.45 2 2977 
5 6 6 4 1.15 0 0 
5 6 6 5 39.60 1 1802 
5 6 6 6 75.36 2 11385 
5 6 6 7 25.64 1 1968 
5 6 6 8 102.98 7 46010 
5 6 6 9 1203.01 65 389080 
5 6 7 1 889.43 34 261859 
5 6 7 2 313.49 18 137743 
5 6 7 3 415.78 11 79125 
5 6 7 4 19.50 1 874 
5 6 7 5 178.83 10 21659 
5 6 7 6 389.82 17 64534 
5 6 7 7 147.94 7 24026 
5 6 7 8 579.49 29 130489 
5 6 7 9 6392.60 317 1517683 
5 7 1 1 0.90 0 0 
5 7 1 2 0.04 0 0 
5 7 1 5 0.70 0 0 
5 7 1 9 14.77 2 8628 
5 7 2 1 2.25 0 0 
5 7 2 2 0.72 0 0 
5 7 2 3 0.46 0 0 
5 7 2 5 0.30 0 0 
5 7 2 6 1.32 0 0 
5 7 2 7 0.46 0 0 
5 7 2 9 27.54 1 1314 
5 7 3 1 4.71 0 0 
5 7 3 2 1.88 0 0 
5 7 3 3 0.08 0 0 
5 7 3 5 0.04 0 0 
5 7 3 6 1.88 0 0 
5 7 3 7 0.58 0 0 
5 7 3 9 23.65 2 6600 
5 7 4 1 3.74 0 0 
5 7 4 2 1.20 0 0 
5 7 4 4 0.70 0 0 
5 7 4 6 0.96 1 1231 
5 7 4 7 0.03 0 0 
5 7 4 9 24.61 0 0 
5 7 5 1 5.98 2 6102 
5 7 5 2 0.80 0 0 
5 7 5 3 1.10 0 0 
5 7 5 4 0.34 0 0 
5 7 5 5 0.70 0 0 
5 7 5 6 2.48 0 0 
5 7 5 7 0.60 1 2935 
5 7 5 8 1.14 0 0 
5 7 5 9 38.77 1 1150 
5 7 6 1 8.47 0 0 
5 7 6 2 2.49 0 0 
5 7 6 3 2.89 0 0 
5 7 6 4 0.13 0 0 
5 7 6 5 1.36 0 0 
5 7 6 6 4.15 0 0 
5 7 6 7 2.23 0 0 
5 7 6 8 1.96 0 0 
5 7 6 9 69.70 2 32275 
5 7 7 1 51.24 1 31442 
5 7 7 2 21.74 2 31942 
5 7 7 3 9.91 0 0 
5 7 7 4 2.35 0 0 
5 7 7 5 8.74 0 0 
5 7 7 6 16.61 0 0 
5 7 7 7 2.83 1 966 
5 7 7 8 13.06 0 0 
5 7 7 9 384.87 16 112252 
;
run;

data temp;
  set motorins;
  payment=payment/1000000;
run;  

ods graphics on;
proc sgplot data=temp;
  title "Distribution of Payment";
  histogram payment / nbins=25;
  xaxis label="Payment (in millions)";
run;

title ;

proc freq data=motorins;
  table zeros / plots=freqplot(scale=percent);
run;

options linesize=120;

proc hpgenselect data=motorins;
  class Kilometres Zone Make / split param=reference;
  model payment = Kilometres|Zone|Make|Bonus /
        dist=tweedie link=log offset=loginsured;
  selection method=stepwise(choose=aicc) details=summary;
  output out=tweedie P R;
  id payment;
run;

options linesize=80;

proc sort data=tweedie out=tweedie;
  by payment;
run;

proc sgplot data=tweedie;
  scatter x=payment y=pred / legendlabel="Predicted";
  series x=payment y=payment / lineattrs=(pattern=solid color=red) 
                               legendlabel="45 degree line";
  yaxis label="Predicted";
run;