A Comprehensive Analysis of Consumer Shopping Behavior Using Data Manipulation and Visualization Techniques
Mohit Choudhary
2026-04-06
0.1 Load Libraries
library(dplyr)## Warning: package 'dplyr' was built under R version 4.5.3##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionlibrary(tidyr)## Warning: package 'tidyr' was built under R version 4.5.3library(ggplot2)## Warning: package 'ggplot2' was built under R version 4.5.3library(readr)
library(tibble)
library(stringr)## Warning: package 'stringr' was built under R version 4.5.3library(plotly)## Warning: package 'plotly' was built under R version 4.5.3##
## Attaching package: 'plotly'## The following object is masked from 'package:ggplot2':
##
## last_plot## The following object is masked from 'package:stats':
##
## filter## The following object is masked from 'package:graphics':
##
## layout1 Level : BASIC DATA UNDERSTANDING
1.1 What is the structure of the dataset?
df <- read.csv("advanced_mixed_dataset_v2.csv")
df## age monthly_income annual_spend avg_order_value purchase_frequency
## 1 63 100322 71456.266 5104.0190 14
## 2 20 121435 45584.506 2681.4415 17
## 3 46 77251 46030.424 5753.8030 8
## 4 52 77288 36441.210 9110.3025 4
## 5 56 42397 20736.231 1728.0192 12
## 6 35 77408 40728.740 3394.0617 12
## 7 37 199738 129511.989 8634.1326 15
## 8 60 44222 17165.761 1320.4432 13
## 9 40 97122 39807.366 1990.3683 20
## 10 51 64754 39737.439 3311.4533 12
## 11 50 32677 22797.369 22797.3689 1
## 12 65 38713 24861.462 1553.8414 16
## 13 27 91281 68708.226 13741.6453 5
## 14 50 111059 42814.997 3892.2725 11
## 15 64 92945 69940.266 3497.0133 20
## 16 50 115767 42439.445 3858.1314 11
## 17 65 125619 42784.216 14261.4054 3
## 18 43 182483 74910.457 74910.4574 1
## 19 37 115401 83449.124 4908.7720 17
## 20 32 180181 63568.726 7063.1918 9
## 21 54 142956 107280.243 6705.0152 16
## 22 50 30321 22178.064 7392.6880 3
## 23 34 40636 18368.890 1020.4939 18
## 24 22 176444 64185.895 8023.2369 8
## 25 21 178248 108741.287 5723.2256 19
## 26 20 176718 86274.606 7189.5505 12
## 27 38 52655 27488.755 2114.5196 13
## 28 57 172885 82766.543 6897.2119 12
## 29 20 139211 88615.194 5538.4496 16
## 30 38 195551 83848.737 9316.5263 9
## 31 65 180565 90548.355 18109.6711 5
## 32 25 144426 62916.357 3311.3872 19
## 33 59 120864 71206.684 11867.7807 6
## 34 53 79252 49179.528 9835.9056 5
## 35 46 143644 89250.515 22312.6287 4
## 36 56 121979 78494.387 8721.5986 9
## 37 51 25191 16421.676 912.3153 18
## 38 39 149225 56031.508 56031.5077 1
## 39 48 92197 50786.437 3627.6026 14
## 40 45 35846 19063.478 1733.0434 11
## 41 52 82299 32625.081 4660.7259 7
## 42 51 186836 107613.800 6330.2235 17
## 43 30 128302 43271.446 5408.9307 8
## 44 58 69190 43694.014 2427.4452 18
## 45 21 45651 21137.907 1321.1192 16
## 46 60 24036 9407.133 495.1123 19
## 47 23 29794 9909.015 900.8195 11
## 48 18 65772 22644.614 1132.2307 20
## 49 29 35163 18164.046 18164.0457 1
## 50 52 173297 134523.377 6726.1688 20
## 51 28 191441 84881.731 7716.5210 11
## 52 40 110908 43770.382 2431.6879 18
## 53 31 156215 115478.234 8882.9411 13
## 54 36 99313 29885.221 2490.4351 12
## 55 54 101586 66733.741 13346.7482 5
## 56 33 126064 44282.944 4920.3271 9
## 57 61 87999 67022.764 5585.2304 12
## 58 45 121684 80644.998 4032.2499 20
## 59 62 187267 123379.847 6168.9924 20
## 60 48 169391 86691.152 17338.2303 5
## 61 24 27524 19298.553 3859.7107 5
## 62 63 74043 58186.721 3879.1147 15
## 63 44 54026 43189.906 8637.9811 5
## 64 34 102276 46601.672 4236.5156 11
## 65 24 153481 94481.306 4724.0653 20
## 66 32 41802 20892.270 10446.1349 2
## 67 57 36984 20674.261 6891.4205 3
## 68 29 48649 26683.493 26683.4928 1
## 69 25 173873 66547.786 11091.2977 6
## 70 19 34914 12129.817 808.6544 15
## 71 61 189825 126868.069 6677.2668 19
## 72 55 141484 86360.337 7196.6948 12
## 73 43 70846 28845.935 28845.9348 1
## 74 38 63106 34968.070 1840.4247 19
## 75 30 57234 44558.130 4455.8130 10
## 76 36 134801 86029.717 14338.2862 6
## 77 35 22716 11910.879 3970.2930 3
## 78 19 130877 57248.548 6360.9498 9
## 79 62 82220 42039.563 8407.9126 5
## 80 59 146123 77372.610 5951.7392 13
## 81 45 116267 43133.795 3594.4829 12
## 82 40 104181 53078.662 4423.2218 12
## 83 21 82470 47062.626 4706.2626 10
## 84 21 198461 62463.775 10410.6292 6
## 85 29 128703 41227.919 2576.7449 16
## 86 39 73221 42395.685 3028.2632 14
## 87 43 144288 46444.682 2580.2601 18
## 88 57 182906 96283.589 9628.3589 10
## 89 59 160774 122118.479 12211.8479 10
## 90 52 100944 69697.093 4978.3638 14
## 91 21 115147 90365.983 18073.1965 5
## 92 29 30507 18129.825 4532.4561 4
## 93 21 70854 46569.996 4233.6360 11
## 94 48 100837 51710.562 2585.5281 20
## 95 24 112990 86550.128 28850.0426 3
## 96 27 186310 136895.859 68447.9293 2
## 97 41 96407 67824.406 5652.0338 12
## 98 32 31715 10101.075 721.5054 14
## 99 56 60579 35679.815 2378.6543 15
## 100 37 31866 23106.922 2567.4358 9
## 101 24 156648 111386.096 6188.1164 18
## 102 30 124600 41766.411 2456.8477 17
## 103 45 120649 42422.188 3535.1823 12
## 104 56 95325 52593.820 3756.7014 14
## 105 35 98181 71205.547 4747.0364 15
## 106 64 121413 56213.069 3122.9483 18
## 107 28 71075 23775.647 4755.1294 5
## 108 53 161454 73872.085 6156.0071 12
## 109 53 153338 104557.308 104557.3081 1
## 110 19 97026 42881.201 7146.8669 6
## 111 65 197267 82534.390 16506.8781 5
## 112 63 53226 17804.473 5934.8243 3
## 113 34 73283 45541.517 2277.0758 20
## 114 23 119527 88944.143 22236.0357 4
## 115 58 40443 14025.459 935.0306 15
## 116 63 46609 22382.429 1119.1215 20
## 117 40 33060 26206.442 2183.8702 12
## 118 64 46508 24378.862 1875.2971 13
## 119 33 57700 30574.628 1528.7314 20
## 120 58 29888 20516.285 2051.6285 10
## 121 43 193249 112593.337 6623.1375 17
## 122 63 159798 60474.700 7559.3375 8
## 123 18 122914 84314.577 4959.6810 17
## 124 53 164464 89958.060 11244.7575 8
## 125 47 146109 91267.000 6519.0714 14
## 126 19 33758 14220.005 3555.0012 4
## 127 37 115176 60162.265 60162.2655 1
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## 129 48 22205 17003.293 1545.7539 11
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## 133 19 65933 47752.385 2808.9638 17
## 134 30 194836 145450.310 8555.9006 17
## 135 21 26270 15785.599 928.5646 17
## 136 62 118353 70148.793 8768.5991 8
## 137 25 67557 33437.821 2229.1880 15
## 138 56 63423 45168.290 3011.2193 15
## 139 42 57972 38566.590 12855.5300 3
## 140 24 180483 89874.517 12839.2168 7
## 141 31 144141 64457.528 4604.1092 14
## 142 46 199655 105998.692 15142.6703 7
## 143 62 199820 133243.007 11103.5840 12
## 144 38 68083 32718.376 16359.1878 2
## 145 54 180850 107343.608 21468.7216 5
## 146 50 185445 139887.936 139887.9363 1
## 147 58 127458 44147.983 3395.9987 13
## 148 42 68478 43560.141 6222.8772 7
## 149 63 23447 9504.800 500.2526 19
## 150 31 60733 36095.395 1804.7697 20
## 151 26 74270 47392.127 23696.0635 2
## 152 32 57585 34959.544 4369.9430 8
## 153 24 89819 37992.381 2713.7415 14
## 154 19 102258 32614.563 10871.5208 3
## 155 48 69125 48837.498 2441.8749 20
## 156 24 75105 55527.813 2776.3907 20
## 157 58 34207 13323.514 6661.7569 2
## 158 28 92940 52392.206 2910.6781 18
## 159 30 119402 91549.776 7042.2905 13
## 160 30 51836 27094.899 4515.8165 6
## 161 43 97808 76279.396 4237.7442 18
## 162 60 29453 14252.748 1295.7044 11
## 163 25 77391 58673.783 3667.1114 16
## 164 31 58527 40050.795 5006.3494 8
## 165 62 40827 12637.020 1263.7020 10
## 166 19 71476 23259.787 1368.2228 17
## 167 59 113912 44717.837 4065.2579 11
## 168 32 121580 81718.750 6809.8959 12
## 169 41 146547 75055.734 3752.7867 20
## 170 51 70750 44691.827 2234.5913 20
## 171 21 136833 51281.269 25640.6345 2
## 172 35 159942 120454.671 60227.3356 2
## 173 42 192972 119338.004 23867.6008 5
## 174 64 44583 27364.866 13682.4328 2
## 175 41 198278 157035.247 157035.2469 1
## 176 23 157846 58295.027 3886.3351 15
## 177 51 70711 29178.912 2244.5317 13
## 178 55 158974 94317.744 18863.5488 5
## 179 20 127797 47522.014 4752.2014 10
## 180 36 181085 112359.838 28089.9596 4
## 181 64 179331 108940.539 36313.5131 3
## 182 63 45875 25942.326 6485.5814 4
## 183 53 73285 37754.267 1887.7134 20
## 184 36 48558 34772.728 4346.5911 8
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## 200 64 133531 45078.070 2253.9035 20
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## 204 39 107228 61656.725 12331.3450 5
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## 207 54 144744 104936.035 14990.8622 7
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## 209 23 125363 63100.346 6310.0346 10
## 210 27 190057 82228.720 27409.5733 3
## 211 20 151241 63631.797 3743.0469 17
## 212 55 128699 59650.937 14912.7342 4
## 213 51 63772 41021.144 4102.1144 10
## 214 23 29814 11578.487 2894.6217 4
## 215 27 56881 42785.911 4753.9901 9
## 216 33 32232 24552.491 4910.4983 5
## 217 46 110194 53316.159 4846.9236 11
## 218 20 105657 47784.424 23892.2121 2
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## 220 54 51284 30085.671 15042.8355 2
## 221 21 108133 36411.461 4551.4326 8
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## 224 45 85463 31119.712 10373.2374 3
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## 228 39 96816 31183.291 2078.8861 15
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## 232 63 57297 22097.982 2209.7982 10
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## 1762 37 191838 123463.016 20577.1693 6
## 1763 48 124922 73483.628 6680.3298 11
## 1764 49 155254 67163.328 3358.1664 20
## 1765 55 52529 37627.103 2213.3590 17
## 1766 20 190783 127988.151 14220.9057 9
## 1767 34 95593 69894.452 5824.5377 12
## 1768 60 66105 41083.260 2934.5186 14
## 1769 37 93590 71759.898 4484.9937 16
## 1770 48 163924 94489.097 5905.5685 16
## 1771 26 181247 135857.937 8491.1211 16
## 1772 40 155518 50203.407 8367.2345 6
## 1773 49 50304 29786.846 9928.9488 3
## 1774 41 99882 41012.718 41012.7185 1
## 1775 26 32128 13296.807 782.1651 17
## 1776 47 161817 112094.845 37364.9484 3
## 1777 38 76923 55189.597 3942.1141 14
## 1778 40 192301 90018.572 9001.8572 10
## 1779 45 170951 119950.612 5997.5306 20
## 1780 63 152128 107027.492 9729.7720 11
## 1781 23 191782 126517.869 21086.3115 6
## 1782 37 166005 73710.208 36855.1038 2
## 1783 32 37103 25445.850 2544.5850 10
## 1784 44 198960 61577.302 3622.1942 17
## 1785 52 64766 37939.156 18969.5782 2
## 1786 38 121181 84896.450 84896.4503 1
## 1787 57 181602 127251.309 15906.4136 8
## 1788 29 31704 11813.443 843.8174 14
## 1789 39 132470 44877.591 8975.5182 5
## 1790 22 128987 46754.275 9350.8551 5
## 1791 18 25348 17389.902 2173.7378 8
## 1792 58 34523 23143.840 1928.6533 12
## 1793 45 116985 89336.296 5255.0762 17
## 1794 20 70648 47897.834 23948.9172 2
## 1795 49 51122 39202.542 3563.8675 11
## 1796 55 122308 78476.857 13079.4762 6
## 1797 29 75269 34650.755 2038.2797 17
## 1798 23 24656 14116.890 1568.5433 9
## 1799 53 56358 28466.633 28466.6331 1
## 1800 38 160175 117563.276 39187.7587 3
## 1801 43 137999 109944.086 7329.6057 15
## 1802 20 191832 83731.715 27910.5717 3
## 1803 63 172437 90658.830 15109.8050 6
## 1804 19 178789 93548.391 6682.0279 14
## 1805 60 45767 25557.674 1503.3926 17
## 1806 26 86683 26954.765 13477.3827 2
## 1807 55 146362 93547.384 4923.5465 19
## 1808 58 169450 103099.332 14728.4759 7
## 1809 34 90654 34567.061 34567.0610 1
## 1810 38 41520 28674.434 1433.7217 20
## 1811 38 137375 100317.083 20063.4166 5
## 1812 60 175140 52705.762 26352.8811 2
## 1813 58 102862 67657.164 22552.3881 3
## 1814 52 161030 58657.354 3450.4326 17
## 1815 51 129855 51616.558 12904.1395 4
## 1816 20 104798 53888.434 10777.6868 5
## 1817 37 115582 85708.545 5041.6791 17
## 1818 39 49085 21127.089 2112.7089 10
## 1819 41 33329 20374.012 1072.3164 19
## 1820 60 187728 97774.762 6983.9115 14
## 1821 46 80913 58459.508 3438.7946 17
## 1822 29 189671 79910.050 4205.7921 19
## 1823 52 179635 102489.302 9317.2093 11
## 1824 40 169651 51082.023 3929.3864 13
## 1825 31 108469 58301.282 6477.9202 9
## 1826 48 109929 57505.919 11501.1838 5
## 1827 56 64821 43771.416 4377.1416 10
## 1828 41 183493 62989.404 3705.2591 17
## 1829 57 122436 85708.789 28569.5962 3
## 1830 51 31732 13967.137 1163.9281 12
## 1831 56 157031 114637.134 11463.7134 10
## 1832 33 164258 103965.457 7426.1041 14
## 1833 18 140444 53801.560 4483.4634 12
## 1834 39 194450 139751.688 6987.5844 20
## 1835 31 152522 110838.179 18473.0298 6
## 1836 52 78180 43796.317 4379.6317 10
## 1837 31 39795 29587.911 1972.5274 15
## 1838 20 83215 62308.644 7788.5805 8
## 1839 23 72999 46788.772 6684.1103 7
## 1840 62 132341 54247.165 10849.4330 5
## 1841 28 34392 19112.791 19112.7914 1
## 1842 54 129607 44422.614 2776.4134 16
## 1843 44 59833 22803.278 2280.3278 10
## 1844 46 146387 84360.109 10545.0136 8
## 1845 28 140434 85492.419 85492.4193 1
## 1846 19 33594 21022.674 7007.5581 3
## 1847 29 122909 79029.556 5644.9683 14
## 1848 41 111007 64767.474 32383.7369 2
## 1849 41 137650 47639.464 3175.9643 15
## 1850 50 185389 96175.721 8014.6434 12
## 1851 35 135718 61198.511 3824.9069 16
## 1852 57 172055 106627.538 7616.2527 14
## 1853 38 168302 77637.523 7057.9566 11
## 1854 39 55920 33122.683 4140.3354 8
## 1855 36 54719 18947.181 1353.3701 14
## 1856 19 81330 64770.927 8096.3658 8
## 1857 34 61817 33872.205 4838.8864 7
## 1858 57 38000 25512.695 3644.6707 7
## 1859 21 125201 63621.867 7952.7334 8
## 1860 27 25979 15794.111 7897.0557 2
## 1861 60 137608 102135.046 5375.5288 19
## 1862 31 41460 30947.686 6189.5372 5
## 1863 31 108996 81732.948 5108.3093 16
## 1864 43 45286 25103.254 1568.9533 16
## 1865 28 34235 19849.545 4962.3863 4
## 1866 42 26824 9900.823 9900.8229 1
## 1867 48 126791 67829.456 67829.4557 1
## 1868 48 110443 87791.592 14631.9321 6
## 1869 48 23781 14637.457 2927.4915 5
## 1870 60 61920 27765.945 1735.3716 16
## 1871 53 94924 50254.720 3350.3147 15
## 1872 42 153129 88093.016 5872.8677 15
## 1873 48 131179 60681.014 5516.4558 11
## 1874 40 102770 62064.925 4774.2250 13
## 1875 59 64867 36245.178 3624.5178 10
## 1876 31 35878 18841.956 1046.7753 18
## 1877 34 29423 15775.951 788.7976 20
## 1878 23 186196 77624.649 4566.1558 17
## 1879 22 121997 74144.099 24714.6997 3
## 1880 36 122858 43127.885 2156.3942 20
## 1881 55 118653 68662.387 68662.3875 1
## 1882 60 98707 39424.165 6570.6941 6
## 1883 29 130888 83001.381 41500.6906 2
## 1884 52 84530 60809.988 3040.4994 20
## 1885 32 74378 23626.036 1243.4756 19
## 1886 53 198156 97928.396 32642.7986 3
## 1887 39 79019 60603.797 4040.2531 15
## 1888 30 161402 122877.000 7679.8125 16
## 1889 63 109325 66423.503 22141.1677 3
## 1890 31 158106 55463.212 3466.4508 16
## 1891 23 77879 31048.196 1940.5123 16
## 1892 28 113525 65123.738 5920.3398 11
## 1893 47 129557 52022.050 4335.1709 12
## 1894 20 159907 64070.826 4271.3884 15
## 1895 26 41986 17754.139 934.4284 19
## 1896 32 64696 30275.237 1513.7619 20
## 1897 24 90570 37513.771 2344.6107 16
## 1898 21 70409 22391.215 1865.9346 12
## 1899 49 63049 45154.913 9030.9826 5
## 1900 29 80814 32169.617 1892.3304 17
## 1901 42 39101 30727.393 3840.9242 8
## 1902 49 133150 40887.682 2555.4801 16
## 1903 32 42025 32137.363 5356.2272 6
## 1904 47 169750 104549.392 26137.3480 4
## 1905 44 180055 129758.768 25951.7535 5
## 1906 25 149627 71276.712 23758.9039 3
## 1907 44 186226 144971.266 8527.7215 17
## 1908 32 65934 48653.070 2702.9483 18
## 1909 23 117870 39588.701 3958.8701 10
## 1910 50 77183 54132.790 9022.1317 6
## 1911 38 107602 47134.346 3927.8622 12
## 1912 41 134998 44499.892 2966.6595 15
## 1913 40 100895 37367.705 9341.9264 4
## 1914 57 26535 19677.226 1093.1792 18
## 1915 31 155296 51785.295 2876.9608 18
## 1916 56 135777 40978.423 20489.2114 2
## 1917 41 95357 56804.696 3786.9797 15
## 1918 58 42027 21826.643 1559.0459 14
## 1919 48 78782 40696.099 40696.0985 1
## 1920 60 37348 19167.392 1369.0994 14
## 1921 20 154909 87285.945 4593.9971 19
## 1922 64 77686 39941.090 2349.4759 17
## 1923 38 156877 61595.819 30797.9094 2
## 1924 37 76534 25371.287 1585.7054 16
## 1925 45 193591 98801.590 24700.3976 4
## 1926 54 99392 49258.143 5473.1270 9
## 1927 22 90191 28725.023 1689.7072 17
## 1928 33 80001 27091.049 1425.8447 19
## 1929 44 110025 41923.163 10480.7908 4
## 1930 40 35134 12074.019 1097.6381 11
## 1931 49 187999 105086.385 5838.1325 18
## 1932 47 25879 11497.074 718.5671 16
## 1933 23 182688 109959.944 6872.4965 16
## 1934 24 118848 88582.846 44291.4229 2
## 1935 32 123270 81458.140 6788.1783 12
## 1936 35 126244 41008.038 2929.1455 14
## 1937 58 66972 23493.102 1807.1617 13
## 1938 63 188552 69975.919 3682.9431 19
## 1939 32 145814 67248.949 11208.1582 6
## 1940 20 77994 55256.217 2908.2220 19
## 1941 24 100926 43818.954 7303.1591 6
## 1942 60 58816 38269.497 2943.8075 13
## 1943 51 79292 61489.447 6148.9447 10
## 1944 48 121175 76661.016 9582.6270 8
## 1945 18 54740 17353.125 1020.7720 17
## 1946 23 46969 17553.370 4388.3426 4
## 1947 47 61920 19756.855 2195.2061 9
## 1948 20 24471 12512.614 1390.2904 9
## 1949 31 91822 64890.373 7210.0414 9
## 1950 22 32875 21163.118 1113.8483 19
## 1951 60 135157 44613.605 14871.2016 3
## 1952 40 83063 35698.020 3569.8020 10
## 1953 44 128192 69121.658 4320.1036 16
## 1954 21 76400 37660.861 3766.0861 10
## 1955 22 177146 54137.612 9022.9354 6
## 1956 29 92424 55548.930 6172.1033 9
## 1957 32 128500 80730.074 7339.0976 11
## 1958 50 34331 24927.617 24927.6173 1
## 1959 43 82397 33977.484 11325.8279 3
## 1960 24 172811 77472.601 4304.0334 18
## 1961 41 149274 81617.337 20404.3341 4
## 1962 37 121968 68391.308 3419.5654 20
## 1963 58 74505 40210.627 6701.7712 6
## 1964 42 44076 31997.806 2133.1871 15
## 1965 37 146573 69695.924 5361.2250 13
## 1966 34 93127 53047.926 3789.1376 14
## 1967 44 104082 33010.103 3000.9185 11
## 1968 53 191682 121607.851 40535.9503 3
## 1969 52 138514 50855.545 10171.1090 5
## 1970 65 35322 12789.492 1278.9492 10
## 1971 26 157369 71565.126 3975.8404 18
## 1972 46 115597 70366.955 10052.4221 7
## 1973 34 42706 23899.530 1593.3020 15
## 1974 24 57635 27565.892 5513.1785 5
## 1975 65 121419 74780.184 5341.4417 14
## 1976 30 71112 54424.502 3023.5835 18
## 1977 35 106972 32398.808 3239.8808 10
## 1978 57 84566 65217.577 21739.1922 3
## 1979 51 101409 78442.758 4357.9310 18
## 1980 28 114953 59893.420 6654.8244 9
## 1981 31 195899 141373.648 20196.2354 7
## 1982 33 178895 72171.916 6561.0833 11
## 1983 60 178095 88183.651 7348.6375 12
## 1984 36 61741 25146.112 1571.6320 16
## 1985 26 74962 54350.898 3396.9312 16
## 1986 46 198638 135327.928 27065.5855 5
## 1987 26 195639 138156.294 34539.0735 4
## 1988 19 79491 27153.694 3017.0771 9
## 1989 57 141441 43408.244 21704.1222 2
## 1990 24 66787 36914.221 3076.1851 12
## 1991 53 75643 55843.013 2792.1507 20
## 1992 38 122045 85382.393 5022.4937 17
## 1993 40 47476 25745.121 1430.2845 18
## 1994 53 48849 15853.547 3963.3867 4
## 1995 48 66118 48550.635 4855.0635 10
## 1996 45 29522 22198.184 2466.4649 9
## 1997 33 31023 21058.785 1403.9190 15
## 1998 42 105855 32475.690 2498.1300 13
## 1999 53 46509 19710.117 1971.0117 10
## 2000 26 100696 35103.087 5014.7268 7
## credit_score loyalty_score gender city_tier shopping_mode customer_type
## 1 898 45.96 Other Tier 3 Both Loyal
## 2 529 44.58 Female Tier 3 Both Loyal
## 3 477 25.54 Male Tier 3 Offline Loyal
## 4 894 25.88 Other Tier 1 Online Loyal
## 5 806 40.12 Other Tier 1 Online Returning
## 6 607 36.14 Female Tier 1 Offline Returning
## 7 315 36.30 Other Tier 3 Both Loyal
## 8 484 35.68 Other Tier 1 Both New
## 9 836 56.72 Male Tier 2 Online New
## 10 671 37.42 Male Tier 1 Both Returning
## 11 497 11.94 Female Tier 2 Offline Returning
## 12 370 39.40 Female Tier 3 Online Loyal
## 13 730 24.60 Female Tier 3 Both Loyal
## 14 812 38.24 Female Tier 1 Both Returning
## 15 661 53.22 Male Tier 3 Both Loyal
## 16 817 38.34 Male Tier 2 Offline Loyal
## 17 674 19.48 Female Tier 1 Offline New
## 18 615 14.30 Other Tier 3 Online Loyal
## 19 833 50.66 Female Tier 1 Offline New
## 20 361 25.22 Female Tier 1 Online New
## 21 415 40.30 Other Tier 2 Both Returning
## 22 408 14.16 Male Tier 1 Both Returning
## 23 803 52.06 Female Tier 1 Offline New
## 24 371 23.42 Other Tier 1 Offline Loyal
## 25 826 54.52 Female Tier 2 Both Returning
## 26 629 36.58 Male Tier 2 Offline Loyal
## 27 465 35.30 Female Tier 3 Offline New
## 28 636 36.72 Other Tier 1 Online Returning
## 29 790 47.80 Female Tier 2 Both Returning
## 30 695 31.90 Other Tier 3 Both New
## 31 875 27.50 Other Tier 1 Offline Loyal
## 32 338 44.76 Female Tier 1 Offline Returning
## 33 666 25.32 Female Tier 1 Offline Returning
## 34 456 19.12 Female Tier 1 Both New
## 35 886 25.72 Male Tier 1 Online Returning
## 36 329 24.58 Other Tier 1 Offline Loyal
## 37 651 49.02 Female Tier 1 Offline New
## 38 709 16.18 Other Tier 3 Offline New
## 39 331 34.62 Other Tier 1 Online Loyal
## 40 354 29.08 Other Tier 2 Both Loyal
## 41 517 24.34 Other Tier 1 Offline New
## 42 808 50.16 Other Tier 3 Offline Returning
## 43 863 33.26 Male Tier 1 Both Loyal
## 44 588 47.76 Other Tier 1 Both Returning
## 45 587 43.74 Other Tier 3 Offline Returning
## 46 410 46.20 Female Tier 3 Online Loyal
## 47 721 36.42 Male Tier 1 Offline Loyal
## 48 460 49.20 Other Tier 1 Both Loyal
## 49 563 13.26 Female Tier 3 Offline Loyal
## 50 646 52.92 Male Tier 3 Offline Returning
## 51 833 38.66 Male Tier 3 Online New
## 52 316 42.32 Female Tier 3 Both Loyal
## 53 653 39.06 Male Tier 1 Both Returning
## 54 594 35.88 Female Tier 1 Online New
## 55 769 25.38 Other Tier 3 Both New
## 56 506 28.12 Female Tier 1 Offline Returning
## 57 358 31.16 Female Tier 3 Online New
## 58 854 57.08 Female Tier 1 Offline New
## 59 361 47.22 Female Tier 3 Both New
## 60 535 20.70 Other Tier 3 Offline New
## 61 639 22.78 Female Tier 1 Both Returning
## 62 319 36.38 Other Tier 3 Offline Loyal
## 63 778 25.56 Female Tier 3 Both Loyal
## 64 411 30.22 Male Tier 2 Both Loyal
## 65 830 56.60 Male Tier 1 Online New
## 66 737 18.74 Other Tier 1 Offline Loyal
## 67 647 18.94 Male Tier 3 Both New
## 68 525 12.50 Other Tier 2 Offline New
## 69 430 20.60 Female Tier 3 Offline New
## 70 633 42.66 Female Tier 3 Online Loyal
## 71 859 55.18 Female Tier 2 Online Returning
## 72 683 37.66 Other Tier 3 Online Returning
## 73 637 14.74 Other Tier 2 Both Returning
## 74 438 46.76 Male Tier 3 Offline New
## 75 409 28.18 Other Tier 1 Online Loyal
## 76 523 22.46 Female Tier 1 Offline New
## 77 388 13.76 Other Tier 3 Offline New
## 78 650 31.00 Female Tier 1 Offline Returning
## 79 736 24.72 Other Tier 3 Online New
## 80 814 42.28 Other Tier 3 Online New
## 81 726 38.52 Female Tier 3 Online New
## 82 434 32.68 Female Tier 2 Online New
## 83 730 34.60 Other Tier 1 Both Returning
## 84 613 24.26 Other Tier 3 Both Returning
## 85 798 47.96 Other Tier 3 Both Loyal
## 86 615 40.30 Other Tier 2 Online Returning
## 87 445 44.90 Female Tier 3 Offline New
## 88 442 28.84 Female Tier 1 Offline Returning
## 89 794 35.88 Other Tier 1 Offline Returning
## 90 416 36.32 Male Tier 2 Both Loyal
## 91 843 26.86 Male Tier 3 Offline New
## 92 862 25.24 Male Tier 3 Both Loyal
## 93 317 28.34 Female Tier 1 Both New
## 94 811 56.22 Female Tier 2 Both New
## 95 349 12.98 Male Tier 1 Offline New
## 96 504 14.08 Male Tier 1 Offline Returning
## 97 748 38.96 Male Tier 1 Online Loyal
## 98 601 40.02 Other Tier 1 Online Returning
## 99 809 46.18 Male Tier 2 Offline Loyal
## 100 525 28.50 Male Tier 1 Online Loyal
## 101 836 52.72 Female Tier 3 Offline Loyal
## 102 697 47.94 Male Tier 1 Both New
## 103 418 32.36 Other Tier 1 Both New
## 104 476 37.52 Other Tier 2 Both Returning
## 105 717 44.34 Female Tier 3 Online New
## 106 760 51.20 Female Tier 3 Online Returning
## 107 741 24.82 Other Tier 1 Offline New
## 108 897 41.94 Other Tier 1 Offline Loyal
## 109 880 19.60 Male Tier 2 Online New
## 110 390 19.80 Other Tier 2 Offline Loyal
## 111 579 21.58 Male Tier 1 Online Loyal
## 112 737 20.74 Female Tier 1 Offline Loyal
## 113 652 53.04 Other Tier 3 Online Loyal
## 114 592 19.84 Other Tier 1 Offline New
## 115 464 39.28 Other Tier 2 Online New
## 116 798 55.96 Male Tier 2 Offline Loyal
## 117 512 34.24 Female Tier 2 Both New
## 118 465 35.30 Male Tier 1 Offline New
## 119 666 53.32 Other Tier 2 Both Returning
## 120 728 34.56 Other Tier 2 Online Loyal
## 121 379 41.58 Male Tier 3 Both Loyal
## 122 463 25.26 Other Tier 1 Both Returning
## 123 327 40.54 Male Tier 3 Online New
## 124 891 33.82 Female Tier 2 Both New
## 125 847 44.94 Male Tier 2 Online New
## 126 607 20.14 Male Tier 2 Offline Returning
## 127 441 10.82 Female Tier 1 Both Loyal
## 128 897 45.94 Male Tier 2 Online Loyal
## 129 763 37.26 Male Tier 3 Offline New
## 130 436 40.72 Female Tier 1 Online New
## 131 652 33.04 Male Tier 2 Both Returning
## 132 363 29.26 Male Tier 2 Both Returning
## 133 753 49.06 Male Tier 3 Online Loyal
## 134 868 51.36 Other Tier 2 Offline New
## 135 555 45.10 Female Tier 3 Offline New
## 136 624 28.48 Male Tier 3 Both New
## 137 382 37.64 Male Tier 3 Online Returning
## 138 669 43.38 Other Tier 3 Both Loyal
## 139 499 15.98 Other Tier 2 Online New
## 140 690 27.80 Male Tier 1 Offline Returning
## 141 400 36.00 Female Tier 1 Both Loyal
## 142 400 22.00 Other Tier 3 Offline Loyal
## 143 707 38.14 Female Tier 1 Online Returning
## 144 536 14.72 Female Tier 1 Offline New
## 145 395 17.90 Male Tier 3 Online Returning
## 146 873 19.46 Male Tier 2 Offline Returning
## 147 748 40.96 Male Tier 2 Both Returning
## 148 735 28.70 Female Tier 2 Both Loyal
## 149 473 47.46 Male Tier 1 Offline Returning
## 150 332 46.64 Male Tier 1 Both Returning
## 151 777 19.54 Male Tier 1 Offline Returning
## 152 432 24.64 Female Tier 3 Online New
## 153 836 44.72 Other Tier 2 Both Returning
## 154 860 23.20 Other Tier 2 Both Returning
## 155 837 56.74 Other Tier 1 Offline Returning
## 156 347 46.94 Other Tier 3 Both New
## 157 600 16.00 Male Tier 3 Both New
## 158 347 42.94 Female Tier 1 Online Returning
## 159 778 41.56 Other Tier 2 Online Returning
## 160 572 23.44 Other Tier 3 Offline New
## 161 646 48.92 Other Tier 2 Both Returning
## 162 753 37.06 Female Tier 2 Both New
## 163 543 42.86 Other Tier 3 Both New
## 164 660 29.20 Other Tier 3 Both Returning
## 165 394 27.88 Female Tier 3 Both Returning
## 166 705 48.10 Other Tier 2 Both Returning
## 167 711 36.22 Other Tier 2 Both Returning
## 168 412 32.24 Female Tier 1 Offline New
## 169 796 55.92 Male Tier 3 Online Returning
## 170 820 56.40 Other Tier 3 Offline New
## 171 631 16.62 Other Tier 1 Both Loyal
## 172 665 17.30 Other Tier 1 Online Returning
## 173 737 24.74 Female Tier 2 Online Loyal
## 174 562 15.24 Other Tier 1 Both Loyal
## 175 530 12.60 Male Tier 2 Both New
## 176 898 47.96 Other Tier 2 Offline New
## 177 768 41.36 Male Tier 1 Both Loyal
## 178 710 24.20 Other Tier 3 Online Loyal
## 179 426 28.52 Other Tier 2 Both Returning
## 180 735 22.70 Female Tier 2 Both Returning
## 181 852 23.04 Male Tier 3 Both Returning
## 182 540 18.80 Male Tier 1 Online New
## 183 319 46.38 Female Tier 3 Offline Returning
## 184 799 31.98 Male Tier 3 Online New
## 185 612 16.24 Female Tier 2 Both New
## 186 552 29.04 Female Tier 2 Online Returning
## 187 653 23.06 Female Tier 1 Both Returning
## 188 599 41.98 Male Tier 1 Offline Returning
## 189 667 19.34 Male Tier 2 Online Returning
## 190 807 24.14 Female Tier 1 Online Returning
## 191 405 32.10 Male Tier 3 Offline Loyal
## 192 486 17.72 Male Tier 1 Both Loyal
## 193 404 18.08 Male Tier 3 Both Loyal
## 194 326 28.52 Female Tier 3 Offline Loyal
## 195 892 41.84 Male Tier 3 Both Loyal
## 196 390 39.80 Male Tier 2 Online Loyal
## 197 696 15.92 Female Tier 2 Both New
## 198 845 50.90 Female Tier 1 Offline Returning
## 199 618 46.36 Male Tier 1 Offline Returning
## 200 324 46.48 Other Tier 2 Offline Returning
## 201 795 25.90 Other Tier 3 Both Loyal
## 202 300 28.00 Female Tier 3 Offline New
## 203 570 31.40 Female Tier 2 Offline Loyal
## 204 448 18.96 Male Tier 1 Online Returning
## 205 391 11.82 Other Tier 2 Online New
## 206 669 49.38 Other Tier 2 Online New
## 207 440 22.80 Other Tier 2 Both New
## 208 895 55.90 Male Tier 3 Both New
## 209 511 30.22 Male Tier 1 Both Returning
## 210 663 19.26 Male Tier 3 Online New
## 211 677 47.54 Male Tier 1 Offline Loyal
## 212 871 25.42 Female Tier 3 Online Loyal
## 213 687 33.74 Male Tier 2 Both Returning
## 214 555 19.10 Male Tier 3 Offline New
## 215 746 32.92 Male Tier 2 Online New
## 216 830 26.60 Male Tier 2 Both New
## 217 379 29.58 Male Tier 2 Both Returning
## 218 319 10.38 Other Tier 2 Offline Returning
## 219 371 35.42 Female Tier 3 Online Returning
## 220 822 20.44 Male Tier 3 Online New
## 221 538 26.76 Female Tier 1 Online Loyal
## 222 546 26.92 Female Tier 2 Offline New
## 223 583 43.66 Other Tier 1 Offline New
## 224 750 21.00 Male Tier 2 Offline Returning
## 225 778 21.56 Male Tier 2 Offline Loyal
## 226 713 32.26 Other Tier 1 Online Loyal
## 227 435 40.70 Female Tier 1 Online Returning
## 228 746 44.92 Other Tier 3 Both Loyal
## 229 461 29.22 Male Tier 2 Offline New
## 230 537 36.74 Other Tier 1 Both New
## 231 831 48.62 Other Tier 1 Online Returning
## 232 463 29.26 Female Tier 1 Both Returning
## 233 590 27.80 Other Tier 2 Offline New
## 234 431 10.62 Male Tier 2 Online Loyal
## 235 343 16.86 Other Tier 1 Offline Returning
## 236 601 26.02 Other Tier 3 Both Loyal
## 237 458 15.16 Other Tier 1 Online New
## 238 497 43.94 Female Tier 3 Offline New
## 239 466 33.32 Male Tier 3 Offline New
## 240 682 35.64 Male Tier 1 Both Loyal
## 241 458 27.16 Female Tier 2 Online New
## 242 721 34.42 Other Tier 1 Online Returning
## 243 604 22.08 Male Tier 1 Both Returning
## 244 434 26.68 Other Tier 2 Offline Loyal
## 245 629 28.58 Female Tier 2 Both New
## 246 628 22.56 Female Tier 2 Offline New
## 247 382 27.64 Female Tier 3 Online New
## 248 829 24.58 Male Tier 2 Both New
## 249 891 43.82 Female Tier 2 Both New
## 250 752 33.04 Female Tier 1 Online Returning
## 251 597 51.94 Female Tier 1 Offline Loyal
## 252 597 35.94 Other Tier 1 Both New
## 253 344 24.88 Male Tier 1 Offline Returning
## 254 495 21.90 Male Tier 3 Offline Loyal
## 255 357 33.14 Other Tier 2 Both Loyal
## 256 710 26.20 Female Tier 3 Online Returning
## 257 851 43.02 Female Tier 2 Offline Loyal
## 258 541 48.82 Female Tier 1 Offline New
## 259 776 45.52 Other Tier 3 Both Loyal
## 260 578 43.56 Male Tier 3 Online Loyal
## 261 376 35.52 Male Tier 2 Offline Returning
## 262 536 26.72 Other Tier 2 Both New
## 263 385 9.70 Other Tier 1 Both Returning
## 264 706 26.12 Female Tier 2 Offline Loyal
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## 267 316 34.32 Female Tier 2 Offline New
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## 437 886 23.72 Other Tier 2 Online Returning
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## 441 382 9.64 Other Tier 1 Offline New
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## 664 807 32.14 Female Tier 2 Online Returning
## 665 831 18.62 Female Tier 1 Offline Returning
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## 699 357 47.14 Other Tier 3 Online New
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## 706 606 34.12 Female Tier 1 Offline New
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## 709 403 42.06 Female Tier 1 Online Returning
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## 735 749 16.98 Female Tier 2 Offline Loyal
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## 745 790 49.80 Male Tier 1 Both Loyal
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## 756 811 20.22 Other Tier 3 Both Loyal
## 757 854 45.08 Female Tier 2 Offline Returning
## 758 824 56.48 Other Tier 1 Online Returning
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## 762 655 43.10 Female Tier 2 Offline Loyal
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## 766 530 32.60 Other Tier 1 Both Returning
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## 771 767 45.34 Other Tier 3 Offline Returning
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## 778 639 28.78 Other Tier 3 Offline Loyal
## 779 303 30.06 Male Tier 1 Offline Loyal
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## 792 877 29.54 Other Tier 3 Online Returning
## 793 788 51.76 Male Tier 2 Online Returning
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## 796 584 15.68 Other Tier 1 Offline Loyal
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## 801 460 29.20 Other Tier 1 Online Loyal
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## 804 510 16.20 Other Tier 2 Both Returning
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## 808 404 48.08 Male Tier 2 Online New
## 809 735 38.70 Other Tier 1 Offline New
## 810 438 22.76 Male Tier 1 Offline New
## 811 516 24.32 Other Tier 1 Online New
## 812 316 40.32 Male Tier 1 Both New
## 813 754 55.08 Other Tier 2 Offline New
## 814 824 28.48 Other Tier 3 Online Loyal
## 815 704 32.08 Female Tier 2 Online New
## 816 627 52.54 Female Tier 1 Offline New
## 817 497 13.94 Other Tier 2 Both New
## 818 638 24.76 Other Tier 3 Both Loyal
## 819 610 34.20 Other Tier 1 Offline Returning
## 820 633 18.66 Female Tier 2 Online Loyal
## 821 640 42.80 Male Tier 3 Both Returning
## 822 562 41.24 Other Tier 3 Online Loyal
## 823 723 20.46 Male Tier 3 Both New
## 824 385 29.70 Female Tier 1 Online Returning
## 825 623 18.46 Other Tier 1 Both Loyal
## 826 367 43.34 Male Tier 2 Online New
## 827 608 38.16 Other Tier 2 Online Returning
## 828 409 46.18 Other Tier 1 Online Returning
## 829 440 22.80 Other Tier 2 Offline Returning
## 830 420 48.40 Female Tier 3 Both Loyal
## 831 462 47.24 Female Tier 3 Online Returning
## 832 328 34.56 Male Tier 3 Both Returning
## 833 657 29.14 Female Tier 2 Both Loyal
## 834 894 51.88 Other Tier 3 Offline Loyal
## 835 834 46.68 Other Tier 3 Offline Loyal
## 836 549 12.98 Female Tier 2 Offline Returning
## 837 407 14.14 Other Tier 3 Offline New
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## 839 574 39.48 Female Tier 3 Both Returning
## 840 636 42.72 Female Tier 2 Offline New
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## 843 355 37.10 Female Tier 2 Offline Returning
## 844 681 35.62 Other Tier 3 Both Loyal
## 845 481 45.62 Other Tier 2 Both Loyal
## 846 600 44.00 Other Tier 2 Both New
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## 850 708 36.16 Male Tier 2 Both Loyal
## 851 345 46.90 Other Tier 2 Online Returning
## 852 860 31.20 Other Tier 1 Online Returning
## 853 629 18.58 Male Tier 2 Online Loyal
## 854 382 19.64 Other Tier 1 Both Returning
## 855 390 43.80 Other Tier 2 Online Loyal
## 856 766 31.32 Other Tier 1 Online Returning
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## 858 831 44.62 Male Tier 1 Both New
## 859 373 29.46 Other Tier 2 Offline Returning
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## 863 665 21.30 Male Tier 2 Online Returning
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## 865 394 25.88 Other Tier 3 Online Returning
## 866 373 11.46 Female Tier 1 Online New
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## 868 762 19.24 Female Tier 3 Online New
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## 870 792 53.84 Other Tier 3 Online Returning
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## 872 800 42.00 Male Tier 1 Both Returning
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## 874 592 21.84 Female Tier 3 Online New
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## 876 702 24.04 Female Tier 1 Both Loyal
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## 886 540 20.80 Other Tier 1 Offline Returning
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## 894 750 21.00 Other Tier 2 Both Returning
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## 902 425 16.50 Female Tier 2 Both Returning
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## 909 819 28.38 Female Tier 1 Online Returning
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## 918 526 24.52 Female Tier 3 Online Returning
## 919 882 35.64 Other Tier 3 Both Returning
## 920 418 40.36 Other Tier 1 Offline New
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## 923 304 16.08 Female Tier 1 Offline Returning
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## 928 451 45.02 Other Tier 1 Offline Loyal
## 929 767 17.34 Female Tier 3 Both Returning
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## 933 794 29.88 Other Tier 2 Offline New
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## 937 892 43.84 Female Tier 2 Online Returning
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## 939 752 39.04 Other Tier 2 Online New
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## 942 574 29.48 Female Tier 2 Both New
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## 944 840 24.80 Male Tier 2 Online Returning
## 945 831 42.62 Female Tier 2 Offline Returning
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## 947 385 43.70 Male Tier 1 Online New
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## 951 571 43.42 Other Tier 2 Both New
## 952 323 26.46 Other Tier 1 Online Returning
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## 955 408 14.16 Other Tier 3 Both New
## 956 438 24.76 Female Tier 2 Online Loyal
## 957 804 52.08 Other Tier 1 Online Loyal
## 958 654 23.08 Female Tier 3 Both New
## 959 620 50.40 Other Tier 1 Offline Returning
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## 962 802 28.04 Female Tier 1 Both Loyal
## 963 302 38.04 Other Tier 2 Both Returning
## 964 434 26.68 Female Tier 1 Online Loyal
## 965 737 26.74 Female Tier 1 Online Returning
## 966 471 35.42 Female Tier 1 Offline Returning
## 967 333 14.66 Other Tier 1 Offline New
## 968 525 40.50 Female Tier 3 Offline Returning
## 969 555 31.10 Other Tier 3 Both Loyal
## 970 718 48.36 Female Tier 3 Online Loyal
## 971 900 44.00 Male Tier 1 Offline New
## 972 317 20.34 Other Tier 1 Online Loyal
## 973 337 46.74 Female Tier 3 Both New
## 974 857 35.14 Male Tier 1 Online Returning
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## 977 530 36.60 Other Tier 2 Both Returning
## 978 470 29.40 Other Tier 3 Both New
## 979 872 25.44 Female Tier 1 Online Returning
## 980 353 21.06 Other Tier 1 Both New
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## 983 477 23.54 Male Tier 1 Online Returning
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## 986 782 27.64 Male Tier 1 Offline Loyal
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## 988 528 14.56 Female Tier 2 Offline New
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## 991 454 13.08 Other Tier 2 Both New
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## 994 471 23.42 Other Tier 3 Both Returning
## 995 780 47.60 Other Tier 2 Both Returning
## 996 550 31.00 Male Tier 3 Online Loyal
## 997 834 38.68 Female Tier 2 Both Loyal
## 998 567 47.34 Male Tier 1 Online Returning
## 999 698 51.96 Other Tier 1 Online Returning
## 1000 700 50.00 Other Tier 2 Both New
## 1001 787 21.74 Other Tier 1 Offline Loyal
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## 1004 404 22.08 Female Tier 2 Online Loyal
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## 1007 558 25.16 Female Tier 3 Offline Returning
## 1008 408 24.16 Male Tier 3 Offline New
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## 1012 628 36.56 Male Tier 3 Both Returning
## 1013 671 45.42 Male Tier 3 Offline Returning
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## 1015 883 43.66 Other Tier 1 Online Loyal
## 1016 713 34.26 Other Tier 2 Offline Returning
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## 1019 767 53.34 Male Tier 1 Offline New
## 1020 811 38.22 Other Tier 1 Both Returning
## 1021 554 43.08 Male Tier 3 Online New
## 1022 495 21.90 Female Tier 1 Offline Returning
## 1023 647 32.94 Other Tier 2 Online New
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## 1025 820 30.40 Female Tier 1 Both New
## 1026 776 31.52 Female Tier 3 Online Loyal
## 1027 818 20.36 Other Tier 3 Both Returning
## 1028 339 10.78 Other Tier 3 Both Returning
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## 1031 773 33.46 Other Tier 3 Both New
## 1032 829 36.58 Female Tier 3 Online Loyal
## 1033 411 16.22 Female Tier 1 Offline New
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## 1035 725 36.50 Female Tier 2 Both New
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## 1037 654 39.08 Female Tier 1 Online Returning
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## 1039 723 18.46 Male Tier 2 Offline Loyal
## 1040 575 15.50 Other Tier 2 Online Loyal
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## 1042 705 24.10 Female Tier 2 Offline Loyal
## 1043 627 34.54 Other Tier 1 Both New
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## 1045 602 42.04 Female Tier 1 Offline New
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## 1048 805 40.10 Other Tier 3 Both Returning
## 1049 315 10.30 Female Tier 1 Both Returning
## 1050 447 46.94 Female Tier 2 Online Returning
## 1051 894 19.88 Other Tier 3 Both New
## 1052 788 39.76 Other Tier 1 Both Returning
## 1053 489 15.78 Other Tier 1 Offline Returning
## 1054 364 23.28 Male Tier 1 Offline Returning
## 1055 634 14.68 Female Tier 3 Online Returning
## 1056 855 37.10 Female Tier 1 Offline Returning
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## 1058 612 32.24 Other Tier 1 Both New
## 1059 645 30.90 Female Tier 2 Offline New
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## 1061 702 24.04 Female Tier 2 Offline Returning
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## 1064 461 35.22 Other Tier 1 Offline Returning
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## 1067 398 33.96 Other Tier 3 Online New
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## 1088 767 31.34 Male Tier 2 Both Returning
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## 1090 558 25.16 Male Tier 3 Both New
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## 1094 648 44.96 Other Tier 2 Online Returning
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## 1109 732 42.64 Male Tier 3 Online Returning
## 1110 852 21.04 Other Tier 3 Offline Loyal
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## 1112 718 36.36 Male Tier 1 Offline Returning
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## 1116 465 47.30 Female Tier 3 Online New
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## 1125 385 29.70 Other Tier 3 Online New
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## 1131 785 55.70 Other Tier 3 Online Returning
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## 1135 775 53.50 Male Tier 2 Online New
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## 1138 722 28.44 Other Tier 3 Offline Returning
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## 1142 557 51.14 Female Tier 2 Offline New
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## 1147 359 27.18 Other Tier 1 Both Returning
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## 1149 652 19.04 Female Tier 3 Both Returning
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## 1152 827 42.54 Female Tier 3 Offline Returning
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## 1160 415 20.30 Female Tier 1 Both Returning
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## 1172 327 14.54 Female Tier 1 Offline Returning
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## 1174 794 33.88 Other Tier 3 Online New
## 1175 806 26.12 Female Tier 1 Both Returning
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## 1177 690 23.80 Female Tier 3 Offline Loyal
## 1178 435 16.70 Male Tier 2 Both Returning
## 1179 648 50.96 Other Tier 1 Offline Returning
## 1180 769 17.38 Male Tier 2 Online Loyal
## 1181 348 24.96 Female Tier 1 Online Returning
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## 1184 489 39.78 Female Tier 1 Offline Returning
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## 1186 649 42.98 Female Tier 3 Offline Returning
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## 1189 484 17.68 Other Tier 1 Both Loyal
## 1190 340 40.80 Female Tier 2 Offline Returning
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## 1193 748 30.96 Female Tier 1 Online Loyal
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## 1197 428 42.56 Female Tier 2 Online New
## 1198 515 16.30 Female Tier 2 Online Returning
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## 1202 559 21.18 Female Tier 3 Both New
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## 1206 683 17.66 Female Tier 3 Both New
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## 1208 357 31.14 Other Tier 3 Both Loyal
## 1209 803 18.06 Female Tier 3 Online New
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## 1211 552 17.04 Female Tier 3 Both Returning
## 1212 850 37.00 Female Tier 1 Both Returning
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## 1218 757 55.14 Male Tier 1 Both Returning
## 1219 802 52.04 Male Tier 3 Offline Returning
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## 1221 364 27.28 Male Tier 2 Both New
## 1222 333 8.66 Other Tier 2 Online Returning
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## 1225 711 36.22 Male Tier 2 Online Loyal
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## 1227 575 25.50 Female Tier 2 Both New
## 1228 665 19.30 Other Tier 1 Both Returning
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## 1231 602 46.04 Female Tier 2 Online Returning
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## 1234 772 21.44 Female Tier 3 Both Loyal
## 1235 637 30.74 Female Tier 2 Online New
## 1236 838 20.76 Other Tier 1 Offline Returning
## 1237 662 33.24 Male Tier 3 Online Returning
## 1238 445 44.90 Female Tier 2 Both Returning
## 1239 749 46.98 Other Tier 2 Offline Returning
## 1240 367 41.34 Female Tier 1 Offline New
## 1241 576 43.52 Other Tier 1 Offline Returning
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## 1249 841 34.82 Female Tier 1 Offline Loyal
## 1250 719 36.38 Other Tier 2 Both New
## 1251 783 33.66 Other Tier 1 Offline Returning
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## 1254 729 18.58 Female Tier 2 Online Loyal
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## 1258 896 49.92 Male Tier 2 Both New
## 1259 790 53.80 Female Tier 2 Online New
## 1260 792 49.84 Male Tier 3 Offline New
## 1261 702 32.04 Female Tier 2 Offline Returning
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## 1265 470 39.40 Other Tier 2 Online New
## 1266 710 28.20 Male Tier 1 Both Returning
## 1267 740 26.80 Other Tier 1 Both Returning
## 1268 603 48.06 Male Tier 3 Both New
## 1269 778 17.56 Male Tier 3 Online Loyal
## 1270 321 30.42 Female Tier 3 Both Returning
## 1271 576 47.52 Other Tier 2 Offline New
## 1272 724 30.48 Female Tier 2 Online Returning
## 1273 738 36.76 Male Tier 3 Offline Returning
## 1274 528 22.56 Male Tier 1 Online New
## 1275 361 27.22 Other Tier 2 Both New
## 1276 755 35.10 Other Tier 2 Both New
## 1277 741 20.82 Male Tier 2 Offline Returning
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## 1279 477 25.54 Male Tier 2 Both Returning
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## 1283 483 43.66 Female Tier 3 Offline Returning
## 1284 351 15.02 Other Tier 1 Online Returning
## 1285 474 27.48 Other Tier 2 Both Returning
## 1286 477 49.54 Female Tier 1 Online Returning
## 1287 881 23.62 Female Tier 3 Both Returning
## 1288 753 47.06 Male Tier 3 Both Loyal
## 1289 336 28.72 Female Tier 1 Both Returning
## 1290 741 20.82 Female Tier 3 Offline Loyal
## 1291 635 24.70 Other Tier 2 Online New
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## 1293 830 34.60 Male Tier 1 Online Loyal
## 1294 440 46.80 Other Tier 2 Both Returning
## 1295 752 37.04 Other Tier 2 Both Returning
## 1296 444 48.88 Female Tier 1 Online Loyal
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## 1298 464 21.28 Other Tier 1 Online New
## 1299 351 33.02 Female Tier 1 Online Loyal
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## 1301 723 50.46 Male Tier 2 Both Loyal
## 1302 621 44.42 Male Tier 1 Offline Returning
## 1303 300 46.00 Male Tier 1 Online Returning
## 1304 743 26.86 Other Tier 3 Online New
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## 1311 525 16.50 Other Tier 1 Offline New
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## 1313 609 16.18 Female Tier 2 Both Loyal
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## 1319 889 27.78 Male Tier 2 Offline Returning
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## 1323 568 21.36 Other Tier 1 Both Loyal
## 1324 877 55.54 Female Tier 1 Both Loyal
## 1325 682 41.64 Male Tier 1 Online Loyal
## 1326 345 38.90 Male Tier 3 Both Returning
## 1327 895 31.90 Other Tier 1 Both New
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## 1329 461 45.22 Other Tier 1 Offline Loyal
## 1330 720 46.40 Male Tier 3 Both Returning
## 1331 351 19.02 Other Tier 1 Offline Returning
## 1332 310 22.20 Male Tier 2 Both Loyal
## 1333 881 27.62 Other Tier 2 Both Loyal
## 1334 679 35.58 Male Tier 2 Online New
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## 1336 654 23.08 Male Tier 3 Both Returning
## 1337 588 17.76 Other Tier 1 Both Returning
## 1338 475 49.50 Other Tier 1 Online Returning
## 1339 435 44.70 Female Tier 2 Offline Loyal
## 1340 328 42.56 Other Tier 2 Offline New
## 1341 379 23.58 Other Tier 1 Online New
## 1342 685 33.70 Other Tier 3 Online Returning
## 1343 360 17.20 Male Tier 1 Online New
## 1344 697 27.94 Male Tier 2 Offline Returning
## 1345 849 44.98 Male Tier 2 Offline Loyal
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## 1357 772 39.44 Male Tier 2 Offline Returning
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## 1447 863 41.26 Other Tier 1 Offline Returning
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## 1537 649 14.98 Other Tier 1 Online Returning
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## 1541 632 28.64 Other Tier 2 Both Returning
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## 1556 685 35.70 Female Tier 2 Online Returning
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## 1566 821 20.42 Other Tier 1 Both Returning
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## 1572 814 46.28 Other Tier 3 Online Returning
## 1573 796 17.92 Female Tier 1 Both New
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## 1721 588 47.76 Other Tier 1 Both New
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## 1736 829 40.58 Other Tier 1 Offline Loyal
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## 1744 507 24.14 Other Tier 1 Both New
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## 1783 603 32.06 Other Tier 1 Both Returning
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## 1786 608 14.16 Other Tier 2 Offline Loyal
## 1787 602 28.04 Other Tier 2 Online New
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## 1793 743 48.86 Female Tier 1 Both New
## 1794 369 11.38 Male Tier 3 Both New
## 1795 870 39.40 Other Tier 3 Online Loyal
## 1796 517 22.34 Female Tier 3 Online Returning
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## 1798 317 24.34 Female Tier 3 Both Returning
## 1799 817 18.34 Male Tier 3 Online Returning
## 1800 785 21.70 Other Tier 1 Offline Returning
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## 1805 859 51.18 Male Tier 1 Both New
## 1806 367 11.34 Male Tier 2 Offline Returning
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## 1809 500 12.00 Other Tier 2 Offline New
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## 1811 340 16.80 Male Tier 2 Offline New
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## 1814 730 48.60 Male Tier 3 Offline Loyal
## 1815 767 23.34 Other Tier 2 Online Returning
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## 1817 368 41.36 Male Tier 1 Both Returning
## 1818 351 27.02 Other Tier 3 Offline Loyal
## 1819 628 50.56 Female Tier 2 Offline New
## 1820 842 44.84 Other Tier 2 Offline Loyal
## 1821 430 42.60 Female Tier 3 Offline Loyal
## 1822 634 50.68 Female Tier 3 Both Returning
## 1823 317 28.34 Other Tier 3 Offline New
## 1824 343 32.86 Female Tier 3 Offline Returning
## 1825 733 32.66 Other Tier 2 Both Loyal
## 1826 898 27.96 Male Tier 1 Online New
## 1827 768 35.36 Other Tier 2 Online New
## 1828 523 44.46 Other Tier 1 Online Loyal
## 1829 750 21.00 Female Tier 3 Both Returning
## 1830 349 30.98 Other Tier 3 Both Loyal
## 1831 860 37.20 Male Tier 2 Offline New
## 1832 803 44.06 Female Tier 2 Offline Returning
## 1833 804 40.08 Female Tier 3 Offline Returning
## 1834 782 55.64 Other Tier 1 Both New
## 1835 645 24.90 Male Tier 2 Offline Returning
## 1836 819 36.38 Female Tier 3 Offline Returning
## 1837 614 42.28 Female Tier 2 Online Returning
## 1838 373 23.46 Other Tier 2 Both New
## 1839 777 29.54 Other Tier 2 Offline New
## 1840 851 27.02 Other Tier 3 Online Loyal
## 1841 569 13.38 Female Tier 1 Online New
## 1842 773 47.46 Female Tier 3 Offline New
## 1843 427 28.54 Other Tier 3 Offline Returning
## 1844 741 30.82 Other Tier 1 Online Returning
## 1845 320 8.40 Male Tier 3 Both New
## 1846 468 15.36 Other Tier 2 Both New
## 1847 410 36.20 Female Tier 3 Online New
## 1848 688 17.76 Other Tier 3 Both New
## 1849 574 41.48 Male Tier 2 Online Loyal
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## 1852 791 43.82 Other Tier 1 Both New
## 1853 661 35.22 Female Tier 2 Online Loyal
## 1854 735 30.70 Female Tier 2 Both Returning
## 1855 810 44.20 Male Tier 2 Online Loyal
## 1856 742 30.84 Other Tier 1 Offline Loyal
## 1857 334 20.68 Other Tier 2 Both Loyal
## 1858 841 30.82 Other Tier 1 Online Loyal
## 1859 580 27.60 Female Tier 3 Online Returning
## 1860 373 11.46 Other Tier 2 Online Returning
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## 1862 844 26.88 Other Tier 1 Both Returning
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## 1866 668 15.36 Other Tier 1 Both New
## 1867 503 12.06 Other Tier 1 Both New
## 1868 748 26.96 Other Tier 3 Offline Loyal
## 1869 739 24.78 Other Tier 1 Offline Returning
## 1870 651 45.02 Female Tier 1 Offline New
## 1871 469 39.38 Other Tier 1 Online New
## 1872 388 37.76 Female Tier 3 Online Returning
## 1873 388 29.76 Other Tier 3 Both Returning
## 1874 322 32.44 Female Tier 3 Offline Returning
## 1875 379 27.58 Other Tier 3 Both New
## 1876 505 46.10 Female Tier 3 Offline Loyal
## 1877 424 48.48 Male Tier 3 Offline New
## 1878 836 50.72 Other Tier 2 Both Returning
## 1879 381 13.62 Other Tier 2 Online New
## 1880 788 55.76 Other Tier 3 Online Loyal
## 1881 772 17.44 Other Tier 3 Both New
## 1882 833 28.66 Other Tier 1 Both Loyal
## 1883 692 17.84 Other Tier 2 Offline New
## 1884 372 47.44 Male Tier 2 Offline Loyal
## 1885 367 45.34 Other Tier 3 Offline New
## 1886 858 23.16 Other Tier 2 Online Loyal
## 1887 900 48.00 Male Tier 3 Offline Returning
## 1888 456 41.12 Male Tier 1 Both Loyal
## 1889 334 12.68 Other Tier 3 Online New
## 1890 439 40.78 Other Tier 2 Both Returning
## 1891 836 48.72 Male Tier 3 Online New
## 1892 802 38.04 Female Tier 3 Both New
## 1893 435 32.70 Female Tier 1 Offline New
## 1894 829 46.58 Male Tier 1 Both Returning
## 1895 565 49.30 Female Tier 2 Offline Returning
## 1896 365 47.30 Female Tier 3 Offline Returning
## 1897 681 45.62 Female Tier 3 Both New
## 1898 672 37.44 Other Tier 1 Both Loyal
## 1899 424 18.48 Male Tier 3 Offline New
## 1900 641 46.82 Female Tier 2 Offline Loyal
## 1901 310 22.20 Female Tier 3 Online Loyal
## 1902 489 41.78 Male Tier 3 Both Loyal
## 1903 603 24.06 Other Tier 1 Online Returning
## 1904 367 15.34 Other Tier 2 Online Loyal
## 1905 772 25.44 Other Tier 1 Online New
## 1906 651 19.02 Female Tier 3 Both Loyal
## 1907 502 44.04 Male Tier 2 Online Returning
## 1908 833 52.66 Male Tier 1 Both Returning
## 1909 709 34.18 Male Tier 3 Both Returning
## 1910 829 28.58 Female Tier 3 Both New
## 1911 840 40.80 Female Tier 3 Offline New
## 1912 694 43.88 Female Tier 3 Both New
## 1913 472 17.44 Other Tier 1 Both New
## 1914 716 50.32 Female Tier 3 Both Returning
## 1915 800 52.00 Female Tier 3 Both Returning
## 1916 701 18.02 Male Tier 2 Online Loyal
## 1917 695 43.90 Other Tier 1 Both New
## 1918 503 38.06 Female Tier 3 Offline Returning
## 1919 675 15.50 Other Tier 2 Online New
## 1920 880 45.60 Other Tier 2 Online Loyal
## 1921 482 47.64 Other Tier 1 Both New
## 1922 301 40.02 Female Tier 1 Offline Loyal
## 1923 563 15.26 Male Tier 1 Online New
## 1924 354 39.08 Other Tier 1 Both Loyal
## 1925 733 22.66 Other Tier 1 Both New
## 1926 640 30.80 Male Tier 3 Both Loyal
## 1927 312 40.24 Male Tier 2 Both Loyal
## 1928 365 45.30 Other Tier 3 Offline Returning
## 1929 460 17.20 Other Tier 3 Both Loyal
## 1930 303 28.06 Female Tier 2 Online Loyal
## 1931 775 51.50 Male Tier 1 Online New
## 1932 322 38.44 Male Tier 3 Offline Loyal
## 1933 598 43.96 Male Tier 1 Online New
## 1934 384 11.68 Male Tier 1 Offline Returning
## 1935 823 40.46 Other Tier 1 Both New
## 1936 811 44.22 Female Tier 1 Both New
## 1937 877 43.54 Other Tier 1 Online New
## 1938 482 47.64 Female Tier 2 Online Returning
## 1939 302 18.04 Male Tier 3 Both Returning
## 1940 330 44.60 Female Tier 3 Both Returning
## 1941 312 18.24 Male Tier 1 Online Loyal
## 1942 599 37.98 Female Tier 2 Offline Returning
## 1943 333 26.66 Female Tier 2 Offline Loyal
## 1944 647 28.94 Male Tier 2 Both New
## 1945 570 45.40 Male Tier 3 Offline New
## 1946 485 17.70 Female Tier 1 Offline New
## 1947 520 28.40 Male Tier 2 Both Loyal
## 1948 630 30.60 Male Tier 2 Online Loyal
## 1949 898 35.96 Other Tier 3 Online Returning
## 1950 701 52.02 Male Tier 1 Both New
## 1951 322 12.44 Male Tier 2 Offline New
## 1952 535 30.70 Other Tier 3 Online Loyal
## 1953 782 47.64 Other Tier 2 Both New
## 1954 586 31.72 Female Tier 1 Offline Returning
## 1955 369 19.38 Female Tier 2 Online Loyal
## 1956 349 24.98 Male Tier 2 Online Loyal
## 1957 495 31.90 Male Tier 1 Online New
## 1958 532 12.64 Male Tier 2 Offline Returning
## 1959 435 14.70 Other Tier 2 Offline New
## 1960 401 44.02 Male Tier 2 Both Returning
## 1961 470 17.40 Male Tier 1 Both Loyal
## 1962 399 47.98 Other Tier 2 Both Loyal
## 1963 766 27.32 Other Tier 2 Online Returning
## 1964 763 45.26 Other Tier 2 Both Returning
## 1965 621 38.42 Female Tier 3 Both New
## 1966 521 38.42 Female Tier 2 Both Loyal
## 1967 792 37.84 Female Tier 1 Both New
## 1968 596 17.92 Other Tier 3 Offline Loyal
## 1969 375 17.50 Male Tier 2 Offline Loyal
## 1970 449 28.98 Female Tier 3 Online Returning
## 1971 752 51.04 Other Tier 3 Online New
## 1972 811 30.22 Male Tier 2 Offline New
## 1973 590 41.80 Other Tier 2 Online Returning
## 1974 660 23.20 Female Tier 1 Offline New
## 1975 412 36.24 Female Tier 2 Offline Loyal
## 1976 581 47.62 Other Tier 1 Both New
## 1977 428 28.56 Male Tier 3 Offline Returning
## 1978 460 15.20 Other Tier 1 Both Loyal
## 1979 756 51.12 Other Tier 1 Offline New
## 1980 532 28.64 Male Tier 2 Online Loyal
## 1981 460 23.20 Female Tier 2 Both Loyal
## 1982 466 31.32 Other Tier 2 Both Returning
## 1983 773 39.46 Other Tier 3 Offline Returning
## 1984 494 41.88 Male Tier 2 Both Returning
## 1985 560 43.20 Other Tier 2 Both Returning
## 1986 317 16.34 Female Tier 1 Online New
## 1987 612 20.24 Other Tier 2 Both Returning
## 1988 322 24.44 Female Tier 2 Online New
## 1989 717 18.34 Other Tier 2 Both Returning
## 1990 512 34.24 Female Tier 2 Both Returning
## 1991 743 54.86 Other Tier 1 Offline Returning
## 1992 444 42.88 Other Tier 3 Both Loyal
## 1993 429 44.58 Other Tier 1 Offline Loyal
## 1994 735 22.70 Female Tier 3 Both Returning
## 1995 468 29.36 Female Tier 2 Online Returning
## 1996 696 31.92 Other Tier 1 Both Returning
## 1997 752 45.04 Female Tier 1 Offline Returning
## 1998 612 38.24 Other Tier 2 Both New
## 1999 379 27.58 Male Tier 3 Offline Returning
## 2000 469 23.38 Male Tier 3 Online Loyal
## education_level income_group is_premium segment tenure_months
## 1 School High No High Value 28
## 2 School High No High Value 102
## 3 School Medium No Regular 44
## 4 School Medium No Regular 90
## 5 Graduate Medium No Frequent Buyer 43
## 6 Graduate Medium No Frequent Buyer 112
## 7 Postgraduate High Yes High Value 29
## 8 School Medium No Frequent Buyer 111
## 9 Postgraduate Medium No Frequent Buyer 80
## 10 Graduate Medium No Frequent Buyer 117
## 11 Graduate Medium No Regular 110
## 12 School Medium No Frequent Buyer 61
## 13 Postgraduate Medium No Regular 46
## 14 Graduate High No High Value 38
## 15 Postgraduate Medium No Frequent Buyer 93
## 16 School High No High Value 40
## 17 School High No Regular 82
## 18 School High Yes Regular 12
## 19 School High No High Value 105
## 20 Graduate High Yes Regular 116
## 21 Postgraduate High No High Value 78
## 22 School Medium No Regular 70
## 23 Postgraduate Medium No Frequent Buyer 99
## 24 Postgraduate High Yes Regular 79
## 25 Graduate High Yes High Value 85
## 26 School High Yes High Value 35
## 27 Graduate Medium No Frequent Buyer 67
## 28 Graduate High Yes High Value 108
## 29 Postgraduate High No High Value 105
## 30 Graduate High Yes Regular 5
## 31 School High Yes Regular 9
## 32 School High No High Value 86
## 33 Graduate High No Regular 63
## 34 School Medium No Regular 103
## 35 Postgraduate High No Regular 17
## 36 Graduate High No Regular 42
## 37 School Low No Frequent Buyer 11
## 38 Postgraduate High No Regular 73
## 39 Postgraduate Medium No Frequent Buyer 45
## 40 School Medium No Frequent Buyer 115
## 41 Postgraduate Medium No Regular 36
## 42 Postgraduate High Yes High Value 119
## 43 Graduate High No Regular 120
## 44 Graduate Medium No Frequent Buyer 113
## 45 Postgraduate Medium No Frequent Buyer 49
## 46 Postgraduate Low No Frequent Buyer 110
## 47 Postgraduate Low No Frequent Buyer 52
## 48 School Medium No Frequent Buyer 100
## 49 Graduate Medium No Regular 54
## 50 School High Yes High Value 110
## 51 Graduate High Yes High Value 119
## 52 Postgraduate High No High Value 23
## 53 Postgraduate High Yes High Value 36
## 54 Graduate Medium No Frequent Buyer 57
## 55 School High No Regular 106
## 56 Postgraduate High No Regular 23
## 57 School Medium No Frequent Buyer 75
## 58 Graduate High No High Value 86
## 59 Postgraduate High Yes High Value 82
## 60 Graduate High Yes Regular 7
## 61 Graduate Low No Regular 45
## 62 Graduate Medium No Frequent Buyer 45
## 63 Graduate Medium No Regular 50
## 64 School High No High Value 44
## 65 Graduate High Yes High Value 96
## 66 School Medium No Regular 12
## 67 Postgraduate Medium No Regular 108
## 68 Graduate Medium No Regular 22
## 69 Postgraduate High Yes Regular 91
## 70 School Medium No Frequent Buyer 111
## 71 School High Yes High Value 110
## 72 School High No High Value 90
## 73 Postgraduate Medium No Regular 77
## 74 Graduate Medium No Frequent Buyer 63
## 75 Postgraduate Medium No Regular 114
## 76 Graduate High No Regular 21
## 77 Graduate Low No Regular 118
## 78 Graduate High No Regular 116
## 79 Postgraduate Medium No Regular 67
## 80 School High No High Value 51
## 81 Graduate High No High Value 69
## 82 School High No High Value 80
## 83 Graduate Medium No Regular 70
## 84 Postgraduate High Yes Regular 5
## 85 Postgraduate High No High Value 52
## 86 Graduate Medium No Frequent Buyer 86
## 87 Postgraduate High No High Value 32
## 88 Postgraduate High Yes Regular 59
## 89 Postgraduate High Yes Regular 98
## 90 Graduate High No High Value 11
## 91 Postgraduate High No Regular 92
## 92 School Medium No Regular 26
## 93 Postgraduate Medium No Frequent Buyer 5
## 94 Graduate High No High Value 12
## 95 Graduate High No Regular 108
## 96 Graduate High Yes Regular 95
## 97 Postgraduate Medium No Frequent Buyer 29
## 98 Graduate Medium No Frequent Buyer 6
## 99 Graduate Medium No Frequent Buyer 112
## 100 Postgraduate Medium No Regular 72
## 101 School High Yes High Value 63
## 102 Graduate High No High Value 58
## 103 Postgraduate High No High Value 63
## 104 Graduate Medium No Frequent Buyer 88
## 105 School Medium No Frequent Buyer 13
## 106 School High No High Value 42
## 107 Graduate Medium No Regular 44
## 108 Postgraduate High Yes High Value 48
## 109 School High Yes Regular 26
## 110 Graduate Medium No Regular 16
## 111 Postgraduate High Yes Regular 85
## 112 Postgraduate Medium No Regular 118
## 113 School Medium No Frequent Buyer 18
## 114 Postgraduate High No Regular 27
## 115 School Medium No Frequent Buyer 33
## 116 Postgraduate Medium No Frequent Buyer 15
## 117 Postgraduate Medium No Frequent Buyer 111
## 118 Graduate Medium No Frequent Buyer 77
## 119 Postgraduate Medium No Frequent Buyer 73
## 120 Postgraduate Low No Regular 36
## 121 School High Yes High Value 9
## 122 Postgraduate High Yes Regular 61
## 123 Postgraduate High No High Value 80
## 124 Postgraduate High Yes Regular 28
## 125 Postgraduate High No High Value 16
## 126 Graduate Medium No Regular 31
## 127 Postgraduate High No Regular 81
## 128 School High Yes High Value 54
## 129 Postgraduate Low No Frequent Buyer 104
## 130 Graduate Medium No Frequent Buyer 109
## 131 Graduate High No Regular 117
## 132 School High No High Value 11
## 133 Postgraduate Medium No Frequent Buyer 98
## 134 Postgraduate High Yes High Value 101
## 135 Graduate Low No Frequent Buyer 72
## 136 Postgraduate High No Regular 84
## 137 Graduate Medium No Frequent Buyer 38
## 138 School Medium No Frequent Buyer 45
## 139 Postgraduate Medium No Regular 109
## 140 Graduate High Yes Regular 90
## 141 Graduate High No High Value 108
## 142 School High Yes Regular 15
## 143 School High Yes High Value 59
## 144 School Medium No Regular 21
## 145 Graduate High Yes Regular 107
## 146 School High Yes Regular 99
## 147 Postgraduate High No High Value 78
## 148 Postgraduate Medium No Regular 120
## 149 School Low No Frequent Buyer 76
## 150 Graduate Medium No Frequent Buyer 27
## 151 Postgraduate Medium No Regular 64
## 152 Postgraduate Medium No Regular 27
## 153 Graduate Medium No Frequent Buyer 25
## 154 Postgraduate High No Regular 63
## 155 Postgraduate Medium No Frequent Buyer 94
## 156 Graduate Medium No Frequent Buyer 110
## 157 School Medium No Regular 69
## 158 Graduate Medium No Frequent Buyer 40
## 159 Postgraduate High No High Value 62
## 160 Postgraduate Medium No Regular 114
## 161 Graduate Medium No Frequent Buyer 93
## 162 Graduate Low No Frequent Buyer 110
## 163 School Medium No Frequent Buyer 106
## 164 Graduate Medium No Regular 44
## 165 School Medium No Regular 62
## 166 School Medium No Frequent Buyer 74
## 167 Graduate High No High Value 87
## 168 Postgraduate High No High Value 65
## 169 Graduate High No High Value 27
## 170 Postgraduate Medium No Frequent Buyer 113
## 171 Postgraduate High No Regular 1
## 172 School High Yes Regular 76
## 173 Graduate High Yes Regular 12
## 174 School Medium No Regular 25
## 175 School High Yes Regular 14
## 176 Postgraduate High Yes High Value 14
## 177 Postgraduate Medium No Frequent Buyer 55
## 178 Graduate High Yes Regular 102
## 179 School High No Regular 51
## 180 Postgraduate High Yes Regular 114
## 181 Postgraduate High Yes Regular 39
## 182 School Medium No Regular 23
## 183 School Medium No Frequent Buyer 47
## 184 Graduate Medium No Regular 68
## 185 Postgraduate Low No Regular 16
## 186 Graduate Medium No Regular 108
## 187 Graduate Medium No Regular 30
## 188 Postgraduate High No High Value 41
## 189 Graduate High Yes Regular 103
## 190 Graduate High No Regular 22
## 191 School High Yes High Value 57
## 192 Postgraduate High No Regular 17
## 193 Postgraduate High No Regular 120
## 194 Postgraduate Medium No Frequent Buyer 103
## 195 School High No High Value 64
## 196 Graduate Medium No Frequent Buyer 47
## 197 Graduate Medium No Regular 80
## 198 Graduate High Yes High Value 12
## 199 Postgraduate Medium No Frequent Buyer 86
## 200 School High No High Value 88
## 201 School High No Regular 19
## 202 School Medium No Frequent Buyer 67
## 203 Postgraduate Medium No Regular 98
## 204 Postgraduate High No Regular 11
## 205 School Medium No Regular 90
## 206 School Medium No Frequent Buyer 67
## 207 Postgraduate High No Regular 101
## 208 School Medium No Frequent Buyer 81
## 209 Postgraduate High No Regular 61
## 210 Postgraduate High Yes Regular 3
## 211 Postgraduate High Yes High Value 7
## 212 School High No Regular 20
## 213 Postgraduate Medium No Regular 78
## 214 School Low No Regular 82
## 215 Graduate Medium No Regular 39
## 216 School Medium No Regular 49
## 217 Postgraduate High No High Value 18
## 218 Postgraduate High No Regular 65
## 219 Graduate High Yes High Value 91
## 220 Graduate Medium No Regular 108
## 221 Graduate High No Regular 92
## 222 Postgraduate Medium No Regular 72
## 223 Graduate Medium No Frequent Buyer 33
## 224 Postgraduate Medium No Regular 78
## 225 Postgraduate Medium No Regular 10
## 226 School High No Regular 77
## 227 Graduate High No High Value 118
## 228 School Medium No Frequent Buyer 15
## 229 Graduate High Yes Regular 10
## 230 Graduate High No High Value 80
## 231 School Medium No Frequent Buyer 96
## 232 School Medium No Regular 76
## 233 Graduate Medium No Regular 50
## 234 School Medium No Regular 35
## 235 Postgraduate High No Regular 6
## 236 School High No Regular 32
## 237 School High Yes Regular 44
## 238 Postgraduate Medium No Frequent Buyer 69
## 239 School High No High Value 85
## 240 Postgraduate High No High Value 49
## 241 Graduate Medium No Regular 26
## 242 School Medium No Regular 70
## 243 Graduate Medium No Regular 14
## 244 Postgraduate High No Regular 69
## 245 Postgraduate Low No Regular 88
## 246 Graduate Medium No Regular 97
## 247 Graduate High No Regular 7
## 248 Postgraduate Medium No Regular 84
## 249 Postgraduate Low No Frequent Buyer 10
## 250 Graduate Medium No Regular 6
## 251 School Medium No Frequent Buyer 30
## 252 Graduate High No High Value 104
## 253 Postgraduate High No Regular 94
## 254 Postgraduate Low No Regular 108
## 255 School High Yes High Value 58
## 256 Postgraduate High Yes Regular 93
## 257 School High No High Value 78
## 258 School Medium No Frequent Buyer 7
## 259 Postgraduate Medium No Frequent Buyer 74
## 260 Graduate High No High Value 111
## 261 Graduate High Yes High Value 109
## 262 Graduate High No Regular 42
## 263 School Low No Regular 109
## 264 School Medium No Regular 77
## 265 Graduate High Yes Regular 94
## 266 School High No High Value 12
## 267 Graduate High Yes High Value 109
## 268 School Low No Frequent Buyer 51
## 269 School High No Regular 73
## 270 Postgraduate High Yes Regular 85
## 271 Graduate High No Regular 83
## 272 Graduate High Yes High Value 111
## 273 Graduate High Yes Regular 54
## 274 Graduate High Yes Regular 112
## 275 Postgraduate Medium No Frequent Buyer 96
## 276 Graduate High No Regular 117
## 277 Graduate High Yes High Value 12
## 278 School High No Regular 62
## 279 Postgraduate Medium No Frequent Buyer 57
## 280 School Medium No Frequent Buyer 31
## 281 School Medium No Regular 25
## 282 School Medium No Regular 25
## 283 School High No High Value 101
## 284 School Medium No Frequent Buyer 10
## 285 School High Yes Regular 1
## 286 Postgraduate High Yes Regular 115
## 287 Graduate Low No Frequent Buyer 66
## 288 Graduate High Yes Regular 97
## 289 School High Yes High Value 116
## 290 Graduate Medium No Regular 83
## 291 School High Yes Regular 32
## 292 Graduate High No Regular 15
## 293 Graduate Medium No Regular 99
## 294 Graduate High No Regular 68
## 295 School High No Regular 8
## 296 Postgraduate Medium No Frequent Buyer 55
## 297 School Medium No Regular 30
## 298 School Medium No Frequent Buyer 61
## 299 Postgraduate High No Regular 78
## 300 Graduate High Yes Regular 84
## 301 School High No Regular 46
## 302 School Medium No Regular 71
## 303 Graduate High Yes High Value 112
## 304 School High Yes Regular 5
## 305 School High Yes High Value 16
## 306 Graduate High No High Value 38
## 307 Postgraduate High Yes High Value 79
## 308 Postgraduate Medium No Regular 80
## 309 School High No High Value 116
## 310 Graduate High Yes High Value 60
## 311 Postgraduate High Yes High Value 64
## 312 Graduate Medium No Frequent Buyer 110
## 313 Postgraduate High Yes High Value 98
## 314 School High Yes High Value 15
## 315 Graduate Medium No Frequent Buyer 75
## 316 School High No High Value 34
## 317 Graduate Medium No Regular 105
## 318 Graduate Medium No Regular 3
## 319 Postgraduate Medium No Frequent Buyer 89
## 320 Postgraduate High Yes High Value 70
## 321 School Medium No Regular 105
## 322 Graduate High Yes Regular 103
## 323 School High Yes Regular 32
## 324 Postgraduate Medium No Frequent Buyer 21
## 325 Postgraduate Medium No Regular 42
## 326 Graduate High No Regular 11
## 327 Graduate High No High Value 42
## 328 School High Yes High Value 7
## 329 Graduate Medium No Frequent Buyer 37
## 330 Postgraduate Medium No Regular 28
## 331 Graduate Medium No Regular 64
## 332 Graduate High No High Value 50
## 333 Graduate Low No Regular 5
## 334 School Medium No Frequent Buyer 91
## 335 School High No Regular 71
## 336 School High No High Value 67
## 337 School High No High Value 93
## 338 Postgraduate High No High Value 47
## 339 Graduate High No High Value 55
## 340 Graduate Medium No Frequent Buyer 103
## 341 Postgraduate Medium No Regular 48
## 342 Graduate High No Regular 7
## 343 Graduate Medium No Frequent Buyer 102
## 344 Postgraduate High No High Value 55
## 345 Graduate High No Regular 63
## 346 Graduate Medium No Frequent Buyer 81
## 347 Postgraduate Low No Frequent Buyer 106
## 348 Postgraduate Medium No Frequent Buyer 28
## 349 Graduate Medium No Regular 24
## 350 Postgraduate High No High Value 22
## 351 Postgraduate High Yes Regular 107
## 352 Postgraduate Medium No Frequent Buyer 19
## 353 School High No High Value 115
## 354 School Medium No Regular 30
## 355 Postgraduate Low No Regular 40
## 356 Graduate Medium No Frequent Buyer 78
## 357 Postgraduate High No High Value 109
## 358 School High Yes High Value 110
## 359 School High No High Value 89
## 360 Graduate Medium No Regular 22
## 361 School High No High Value 87
## 362 School Medium No Frequent Buyer 8
## 363 School Medium No Frequent Buyer 119
## 364 Graduate High No Regular 46
## 365 Postgraduate High Yes Regular 83
## 366 Postgraduate Low No Regular 70
## 367 Postgraduate High No High Value 100
## 368 Graduate High Yes High Value 107
## 369 Postgraduate Medium No Regular 18
## 370 Postgraduate High Yes Regular 60
## 371 School Low No Frequent Buyer 91
## 372 Postgraduate Medium No Frequent Buyer 14
## 373 School High No High Value 14
## 374 Graduate High No Regular 75
## 375 School High Yes Regular 46
## 376 School Medium No Frequent Buyer 109
## 377 Postgraduate High No Regular 38
## 378 Postgraduate High Yes Regular 108
## 379 Graduate Medium No Regular 110
## 380 Postgraduate High No Regular 109
## 381 Postgraduate High No High Value 26
## 382 School Medium No Regular 40
## 383 School High Yes High Value 109
## 384 Postgraduate Medium No Frequent Buyer 27
## 385 Graduate Low No Regular 35
## 386 Graduate High Yes High Value 2
## 387 School High Yes High Value 69
## 388 Postgraduate Medium No Frequent Buyer 34
## 389 Graduate High No Regular 32
## 390 School Medium No Regular 56
## 391 School High No High Value 24
## 392 Graduate Medium No Frequent Buyer 32
## 393 Postgraduate High Yes Regular 120
## 394 School High Yes High Value 39
## 395 School High No High Value 114
## 396 School Medium No Regular 88
## 397 Graduate Medium No Regular 92
## 398 Postgraduate High Yes Regular 40
## 399 Graduate High Yes Regular 72
## 400 Graduate High No High Value 32
## 401 Postgraduate High No High Value 92
## 402 Postgraduate Low No Frequent Buyer 99
## 403 Postgraduate Medium No Frequent Buyer 91
## 404 Graduate Medium No Frequent Buyer 51
## 405 School Medium No Regular 82
## 406 Graduate Medium No Frequent Buyer 60
## 407 Postgraduate Medium No Regular 94
## 408 Postgraduate High Yes Regular 54
## 409 Graduate Medium No Regular 10
## 410 Graduate Medium No Frequent Buyer 43
## 411 School High Yes Regular 48
## 412 School High Yes Regular 64
## 413 Graduate High Yes Regular 49
## 414 School High No Regular 93
## 415 Graduate High No Regular 39
## 416 Postgraduate Medium No Frequent Buyer 111
## 417 Postgraduate Medium No Frequent Buyer 15
## 418 Postgraduate High Yes Regular 72
## 419 Postgraduate High Yes High Value 41
## 420 School Low No Frequent Buyer 24
## 421 School High No Regular 65
## 422 School High Yes Regular 31
## 423 School Medium No Frequent Buyer 25
## 424 Graduate Medium No Regular 31
## 425 Graduate Medium No Regular 50
## 426 Postgraduate High No Regular 111
## 427 Graduate High No Regular 103
## 428 Graduate High Yes Regular 7
## 429 Postgraduate Medium No Regular 46
## 430 School Medium No Frequent Buyer 71
## 431 School High Yes Regular 40
## 432 Graduate High No High Value 118
## 433 Postgraduate Medium No Regular 46
## 434 Postgraduate Medium No Frequent Buyer 35
## 435 Graduate High No Regular 109
## 436 School High No Regular 30
## 437 Postgraduate High Yes Regular 99
## 438 School High Yes Regular 99
## 439 Graduate Medium No Regular 17
## 440 Graduate Medium No Regular 20
## 441 Graduate High No Regular 58
## 442 Graduate High Yes Regular 72
## 443 Postgraduate High No Regular 63
## 444 Postgraduate Low No Frequent Buyer 58
## 445 School High No Regular 35
## 446 Graduate High No High Value 2
## 447 Postgraduate Medium No Regular 107
## 448 Graduate Medium No Regular 77
## 449 Postgraduate Medium No Regular 82
## 450 Graduate High No High Value 27
## 451 School High No Regular 106
## 452 School Medium No Regular 33
## 453 Graduate High Yes Regular 79
## 454 Postgraduate Medium No Regular 100
## 455 Postgraduate High No Regular 55
## 456 Graduate Medium No Frequent Buyer 93
## 457 Graduate High No High Value 119
## 458 Graduate Medium No Frequent Buyer 91
## 459 School High No Regular 3
## 460 School High Yes Regular 97
## 461 Postgraduate High No High Value 32
## 462 Postgraduate High Yes Regular 88
## 463 Postgraduate High Yes High Value 12
## 464 Graduate High Yes High Value 6
## 465 Graduate High Yes Regular 27
## 466 Postgraduate Medium No Frequent Buyer 46
## 467 Graduate Medium No Regular 119
## 468 Graduate Medium No Frequent Buyer 2
## 469 Graduate High Yes High Value 82
## 470 Graduate Medium No Regular 69
## 471 Graduate High Yes High Value 49
## 472 Postgraduate Medium No Regular 71
## 473 School Medium No Frequent Buyer 83
## 474 Graduate Medium No Regular 41
## 475 Postgraduate High Yes Regular 24
## 476 Postgraduate High No High Value 2
## 477 Postgraduate Medium No Frequent Buyer 34
## 478 Postgraduate High No Regular 77
## 479 Postgraduate High No High Value 104
## 480 Graduate High Yes Regular 53
## 481 School High Yes Regular 18
## 482 Graduate High Yes Regular 28
## 483 Postgraduate High No Regular 35
## 484 Postgraduate Medium No Frequent Buyer 6
## 485 Graduate High Yes Regular 53
## 486 Graduate Low No Frequent Buyer 33
## 487 Postgraduate Medium No Regular 99
## 488 School High Yes Regular 53
## 489 Graduate High No Regular 79
## 490 Postgraduate High Yes High Value 35
## 491 School High No Regular 111
## 492 Postgraduate Medium No Regular 115
## 493 School High No High Value 116
## 494 Graduate High Yes High Value 100
## 495 Graduate Medium No Regular 54
## 496 Postgraduate High Yes High Value 41
## 497 Postgraduate High No High Value 8
## 498 Graduate High No Regular 67
## 499 School High No High Value 74
## 500 School High No High Value 15
## 501 School Medium No Frequent Buyer 113
## 502 Postgraduate High Yes Regular 90
## 503 Postgraduate High No High Value 98
## 504 Graduate High Yes Regular 3
## 505 School High Yes Regular 66
## 506 Graduate High Yes High Value 110
## 507 Postgraduate High No High Value 66
## 508 Postgraduate Medium No Frequent Buyer 10
## 509 Postgraduate Medium No Frequent Buyer 12
## 510 School High No High Value 41
## 511 Postgraduate High No Regular 45
## 512 Graduate High Yes Regular 81
## 513 Postgraduate Medium No Frequent Buyer 52
## 514 Postgraduate High No Regular 118
## 515 Postgraduate High No Regular 22
## 516 School High Yes High Value 57
## 517 School High No Regular 18
## 518 Postgraduate Medium No Frequent Buyer 90
## 519 Graduate High No Regular 54
## 520 Graduate Medium No Regular 6
## 521 Graduate High No High Value 109
## 522 Postgraduate High Yes Regular 4
## 523 Graduate Medium No Frequent Buyer 36
## 524 Graduate High Yes High Value 102
## 525 School Medium No Frequent Buyer 88
## 526 Postgraduate High No Regular 36
## 527 Postgraduate Medium No Frequent Buyer 48
## 528 Graduate High Yes Regular 118
## 529 Postgraduate Medium No Frequent Buyer 77
## 530 School High Yes Regular 97
## 531 Postgraduate Medium No Frequent Buyer 15
## 532 Graduate Medium No Regular 99
## 533 School Medium No Regular 83
## 534 School High Yes Regular 9
## 535 School High No High Value 104
## 536 Graduate High Yes Regular 44
## 537 Postgraduate Low No Frequent Buyer 115
## 538 School Medium No Frequent Buyer 116
## 539 Postgraduate Medium No Regular 100
## 540 Graduate High Yes Regular 109
## 541 Postgraduate Medium No Frequent Buyer 73
## 542 School High No Regular 79
## 543 Postgraduate Medium No Regular 77
## 544 School Medium No Regular 61
## 545 Postgraduate Medium No Regular 3
## 546 Graduate Medium No Frequent Buyer 76
## 547 School Medium No Frequent Buyer 111
## 548 Graduate High No High Value 63
## 549 Graduate High Yes Regular 81
## 550 Graduate High Yes High Value 36
## 551 School Medium No Frequent Buyer 56
## 552 Postgraduate Medium No Frequent Buyer 54
## 553 Graduate High No High Value 62
## 554 Graduate High Yes High Value 75
## 555 Postgraduate Medium No Regular 2
## 556 Postgraduate High Yes Regular 24
## 557 Postgraduate High No Regular 78
## 558 School High Yes High Value 88
## 559 School Medium No Frequent Buyer 15
## 560 Graduate Medium No Frequent Buyer 104
## 561 Graduate Low No Frequent Buyer 112
## 562 School Medium No Regular 50
## 563 Graduate Low No Frequent Buyer 35
## 564 Graduate High Yes Regular 108
## 565 Postgraduate High No Regular 15
## 566 Graduate Medium No Regular 16
## 567 Graduate Medium No Regular 49
## 568 Postgraduate Medium No Frequent Buyer 106
## 569 Graduate Medium No Frequent Buyer 42
## 570 Graduate Medium No Regular 66
## 571 Graduate Low No Frequent Buyer 38
## 572 School Medium No Regular 40
## 573 School Medium No Frequent Buyer 17
## 574 Graduate Medium No Frequent Buyer 100
## 575 Postgraduate High Yes Regular 24
## 576 School High No High Value 30
## 577 Postgraduate High Yes Regular 74
## 578 Postgraduate High Yes High Value 100
## 579 School Medium No Frequent Buyer 103
## 580 Postgraduate Medium No Frequent Buyer 82
## 581 School High No Regular 108
## 582 Graduate High No High Value 104
## 583 School Low No Frequent Buyer 62
## 584 School High Yes High Value 15
## 585 Postgraduate Medium No Regular 81
## 586 School High Yes High Value 116
## 587 School High No Regular 97
## 588 Postgraduate Medium No Regular 20
## 589 Postgraduate High No Regular 60
## 590 Postgraduate High Yes Regular 36
## 591 Graduate Medium No Regular 43
## 592 Postgraduate High Yes High Value 6
## 593 Graduate High No Regular 29
## 594 Graduate Low No Frequent Buyer 92
## 595 Postgraduate Medium No Regular 25
## 596 Graduate High Yes High Value 62
## 597 Graduate High No Regular 11
## 598 School High Yes High Value 109
## 599 School Medium No Frequent Buyer 69
## 600 School High No Regular 40
## 601 School High No Regular 54
## 602 Postgraduate High No High Value 51
## 603 Postgraduate Medium No Frequent Buyer 113
## 604 Graduate High Yes Regular 118
## 605 School High No Regular 13
## 606 Postgraduate High No High Value 12
## 607 School Medium No Frequent Buyer 100
## 608 School High Yes Regular 86
## 609 Graduate High Yes High Value 101
## 610 Postgraduate Medium No Regular 5
## 611 Graduate Medium No Frequent Buyer 8
## 612 Graduate High No High Value 89
## 613 Postgraduate Medium No Regular 32
## 614 Graduate High No Regular 57
## 615 Postgraduate High No High Value 34
## 616 Postgraduate High No Regular 113
## 617 School Medium No Regular 55
## 618 School High Yes Regular 12
## 619 School High Yes High Value 28
## 620 School High Yes Regular 45
## 621 Graduate High No High Value 113
## 622 School High Yes Regular 6
## 623 School High No High Value 63
## 624 Graduate Medium No Regular 19
## 625 Graduate High Yes High Value 105
## 626 Postgraduate High Yes High Value 12
## 627 School Low No Frequent Buyer 23
## 628 Postgraduate High No High Value 38
## 629 School Medium No Regular 53
## 630 Graduate Medium No Frequent Buyer 92
## 631 Postgraduate High No High Value 13
## 632 Graduate Medium No Regular 30
## 633 Postgraduate High No Regular 52
## 634 School High Yes Regular 110
## 635 Postgraduate Medium No Frequent Buyer 118
## 636 Postgraduate High No High Value 51
## 637 School Medium No Regular 61
## 638 Graduate High No High Value 14
## 639 Postgraduate Medium No Regular 22
## 640 Postgraduate Medium No Frequent Buyer 45
## 641 Graduate High No High Value 38
## 642 Graduate High No Regular 24
## 643 Graduate Medium No Regular 22
## 644 Postgraduate Medium No Frequent Buyer 73
## 645 Graduate High Yes Regular 20
## 646 Graduate Medium No Regular 105
## 647 Graduate High No Regular 112
## 648 Postgraduate High Yes High Value 67
## 649 School High No High Value 11
## 650 Postgraduate High No Regular 53
## 651 Graduate High Yes Regular 25
## 652 Graduate Medium No Frequent Buyer 30
## 653 School High No High Value 94
## 654 Graduate High Yes High Value 103
## 655 Postgraduate Medium No Frequent Buyer 67
## 656 Postgraduate High Yes High Value 25
## 657 Graduate Medium No Regular 77
## 658 Postgraduate Medium No Regular 42
## 659 Graduate Medium No Regular 59
## 660 Graduate Medium No Frequent Buyer 97
## 661 School Medium No Frequent Buyer 119
## 662 School High Yes Regular 95
## 663 School Medium No Frequent Buyer 64
## 664 Postgraduate High Yes Regular 74
## 665 Graduate High No Regular 47
## 666 Graduate High Yes High Value 84
## 667 Graduate High Yes Regular 100
## 668 Postgraduate Medium No Frequent Buyer 8
## 669 Graduate Medium No Regular 81
## 670 Graduate Medium No Regular 32
## 671 Graduate Medium No Regular 47
## 672 Graduate Medium No Frequent Buyer 80
## 673 Graduate High No High Value 87
## 674 Postgraduate Medium No Frequent Buyer 79
## 675 Graduate High Yes Regular 5
## 676 School Low No Frequent Buyer 110
## 677 Postgraduate High No High Value 18
## 678 Postgraduate High Yes High Value 9
## 679 Postgraduate High No High Value 29
## 680 Postgraduate High Yes Regular 89
## 681 Postgraduate Medium No Regular 102
## 682 School Medium No Regular 28
## 683 Graduate High Yes Regular 57
## 684 Graduate Medium No Regular 95
## 685 Graduate Low No Frequent Buyer 23
## 686 Graduate High Yes Regular 6
## 687 School High Yes High Value 41
## 688 Graduate Medium No Regular 72
## 689 Postgraduate Medium No Frequent Buyer 66
## 690 Graduate Medium No Frequent Buyer 37
## 691 School High Yes High Value 92
## 692 Graduate Medium No Frequent Buyer 77
## 693 Postgraduate Medium No Frequent Buyer 35
## 694 Graduate High No Regular 106
## 695 Graduate Medium No Frequent Buyer 48
## 696 Graduate High Yes Regular 47
## 697 Postgraduate High Yes High Value 87
## 698 Graduate Medium No Frequent Buyer 56
## 699 School High No High Value 79
## 700 Postgraduate High Yes High Value 92
## 701 Postgraduate Low No Frequent Buyer 63
## 702 Postgraduate Medium No Frequent Buyer 66
## 703 School High No Regular 30
## 704 School Medium No Frequent Buyer 11
## 705 Postgraduate Medium No Frequent Buyer 108
## 706 Graduate Medium No Frequent Buyer 100
## 707 Graduate High Yes Regular 110
## 708 School Medium No Frequent Buyer 61
## 709 Graduate Medium No Frequent Buyer 18
## 710 School High Yes Regular 116
## 711 Graduate High Yes High Value 73
## 712 Postgraduate High Yes Regular 119
## 713 Postgraduate High No Regular 76
## 714 School Medium No Regular 116
## 715 Postgraduate High Yes Regular 55
## 716 Postgraduate High Yes Regular 117
## 717 Postgraduate Medium No Frequent Buyer 70
## 718 Graduate Low No Regular 13
## 719 School Medium No Regular 8
## 720 Postgraduate High Yes Regular 105
## 721 School Medium No Frequent Buyer 73
## 722 Postgraduate High No High Value 39
## 723 School High No Regular 93
## 724 Postgraduate Medium No Regular 116
## 725 School Medium No Frequent Buyer 103
## 726 School Low No Frequent Buyer 4
## 727 School High Yes Regular 64
## 728 Graduate High Yes Regular 8
## 729 Graduate Low No Regular 14
## 730 Graduate Medium No Frequent Buyer 110
## 731 Postgraduate High Yes Regular 43
## 732 Postgraduate High No High Value 55
## 733 Postgraduate Medium No Regular 45
## 734 School High No Regular 69
## 735 School Medium No Regular 51
## 736 Postgraduate High Yes High Value 94
## 737 Postgraduate Medium No Regular 41
## 738 Graduate Medium No Frequent Buyer 100
## 739 School Low No Frequent Buyer 65
## 740 School High Yes High Value 111
## 741 Graduate High Yes Regular 32
## 742 Graduate Medium No Regular 49
## 743 School Medium No Frequent Buyer 37
## 744 Graduate High Yes Regular 98
## 745 Postgraduate High Yes High Value 7
## 746 Postgraduate Medium No Regular 23
## 747 Graduate Medium No Regular 88
## 748 Postgraduate Medium No Regular 118
## 749 Graduate High No High Value 45
## 750 School Medium No Frequent Buyer 31
## 751 Graduate Low No Frequent Buyer 57
## 752 Postgraduate Medium No Regular 74
## 753 Postgraduate High Yes High Value 11
## 754 School Medium No Frequent Buyer 96
## 755 School High Yes Regular 99
## 756 Graduate High No Regular 92
## 757 Postgraduate High No High Value 23
## 758 Postgraduate Medium No Frequent Buyer 103
## 759 School High Yes Regular 42
## 760 Postgraduate High No Regular 15
## 761 Graduate Medium No Regular 119
## 762 Graduate High No High Value 26
## 763 School High No High Value 57
## 764 Graduate Medium No Regular 42
## 765 School Medium No Frequent Buyer 36
## 766 School Medium No Frequent Buyer 50
## 767 School High No High Value 105
## 768 Graduate Medium No Frequent Buyer 10
## 769 School High Yes Regular 68
## 770 School High No High Value 6
## 771 Graduate High No High Value 120
## 772 School High Yes High Value 3
## 773 School Medium No Regular 25
## 774 Postgraduate Medium No Regular 40
## 775 School High Yes High Value 104
## 776 Postgraduate Medium No Regular 33
## 777 Postgraduate High No High Value 26
## 778 School High No Regular 102
## 779 Postgraduate High Yes High Value 45
## 780 School Low No Regular 61
## 781 School High No Regular 22
## 782 School Medium No Frequent Buyer 35
## 783 Graduate High No Regular 33
## 784 Graduate Medium No Regular 57
## 785 Postgraduate High Yes High Value 118
## 786 Graduate High No Regular 20
## 787 School High Yes Regular 114
## 788 Postgraduate High Yes High Value 114
## 789 Postgraduate Medium No Regular 81
## 790 School High No High Value 54
## 791 Graduate High Yes High Value 99
## 792 Graduate Medium No Regular 63
## 793 School Medium No Frequent Buyer 8
## 794 Graduate Medium No Frequent Buyer 108
## 795 Graduate High No High Value 92
## 796 Postgraduate Medium No Regular 74
## 797 Graduate High Yes High Value 63
## 798 School High No Regular 73
## 799 Graduate Medium No Frequent Buyer 110
## 800 Postgraduate High Yes High Value 71
## 801 School Medium No Regular 85
## 802 Graduate High Yes High Value 18
## 803 Graduate Medium No Frequent Buyer 8
## 804 School High Yes Regular 66
## 805 Graduate Medium No Frequent Buyer 77
## 806 School High Yes Regular 87
## 807 Postgraduate Medium No Frequent Buyer 95
## 808 Postgraduate High Yes High Value 92
## 809 School High No High Value 52
## 810 School Medium No Regular 96
## 811 Graduate Medium No Regular 119
## 812 School Medium No Frequent Buyer 115
## 813 Graduate Medium No Frequent Buyer 96
## 814 Graduate Medium No Regular 35
## 815 School Medium No Regular 91
## 816 Graduate High No High Value 56
## 817 Graduate High No Regular 38
## 818 Graduate Medium No Regular 85
## 819 Graduate High Yes High Value 80
## 820 School Medium No Regular 56
## 821 Graduate Medium No Frequent Buyer 89
## 822 Graduate Medium No Frequent Buyer 98
## 823 School Medium No Regular 59
## 824 School High Yes High Value 29
## 825 School Medium No Regular 106
## 826 Postgraduate Medium No Frequent Buyer 117
## 827 Graduate High No High Value 93
## 828 School High Yes High Value 106
## 829 School High Yes Regular 32
## 830 Postgraduate High No High Value 31
## 831 Postgraduate Medium No Frequent Buyer 39
## 832 Graduate High No High Value 19
## 833 Postgraduate Medium No Regular 65
## 834 School High No High Value 30
## 835 School High No High Value 61
## 836 Graduate Medium No Regular 110
## 837 School High No Regular 36
## 838 Graduate High No Regular 40
## 839 School High Yes High Value 60
## 840 Postgraduate Medium No Frequent Buyer 71
## 841 Postgraduate Medium No Frequent Buyer 117
## 842 Graduate High No Regular 66
## 843 School High No High Value 102
## 844 Graduate Medium No Frequent Buyer 97
## 845 School Medium No Frequent Buyer 106
## 846 Postgraduate Medium No Frequent Buyer 50
## 847 Postgraduate Low No Frequent Buyer 68
## 848 School High Yes High Value 15
## 849 Graduate High Yes Regular 67
## 850 Postgraduate Medium No Frequent Buyer 39
## 851 Graduate Medium No Frequent Buyer 50
## 852 School Medium No Regular 24
## 853 School Medium No Regular 73
## 854 School High No Regular 71
## 855 School Medium No Frequent Buyer 15
## 856 School High No Regular 84
## 857 School High No High Value 119
## 858 Postgraduate Medium No Frequent Buyer 81
## 859 School High Yes High Value 84
## 860 School High Yes High Value 7
## 861 Graduate High No Regular 110
## 862 Postgraduate Medium No Frequent Buyer 115
## 863 Graduate High Yes Regular 92
## 864 Postgraduate Medium No Frequent Buyer 41
## 865 Graduate High Yes Regular 39
## 866 School Medium No Regular 102
## 867 Postgraduate Medium No Frequent Buyer 6
## 868 Graduate High No Regular 27
## 869 School Medium No Regular 107
## 870 School High No High Value 43
## 871 Graduate High No High Value 94
## 872 School High Yes High Value 52
## 873 Graduate Medium No Frequent Buyer 95
## 874 School High No Regular 37
## 875 Postgraduate High Yes High Value 86
## 876 School High No Regular 42
## 877 Graduate High Yes High Value 43
## 878 Graduate High Yes High Value 79
## 879 Postgraduate Medium No Regular 105
## 880 School Medium No Regular 91
## 881 Postgraduate High No High Value 74
## 882 Graduate High No Regular 113
## 883 School High Yes High Value 47
## 884 School Medium No Regular 61
## 885 Graduate High Yes Regular 95
## 886 School High No Regular 7
## 887 School High No Regular 73
## 888 Graduate High Yes Regular 59
## 889 Graduate High No High Value 66
## 890 Graduate Medium No Frequent Buyer 79
## 891 Graduate Medium No Frequent Buyer 31
## 892 Graduate Medium No Regular 89
## 893 Graduate Medium No Frequent Buyer 37
## 894 Graduate Medium No Regular 65
## 895 Postgraduate High Yes High Value 89
## 896 School Medium No Regular 36
## 897 Graduate High No High Value 43
## 898 School High No Regular 104
## 899 Postgraduate High No High Value 79
## 900 School Medium No Frequent Buyer 86
## 901 Graduate High No High Value 102
## 902 Graduate Medium No Regular 67
## 903 Postgraduate High No Regular 108
## 904 School High No Regular 31
## 905 Postgraduate Medium No Frequent Buyer 40
## 906 School High No Regular 115
## 907 Postgraduate Medium No Frequent Buyer 111
## 908 Postgraduate High No High Value 25
## 909 Graduate High No Regular 111
## 910 Postgraduate High No Regular 107
## 911 Graduate High No Regular 107
## 912 Graduate High No Regular 26
## 913 Graduate Medium No Frequent Buyer 89
## 914 Postgraduate High Yes High Value 73
## 915 School High No High Value 72
## 916 School High No Regular 81
## 917 Graduate Medium No Regular 102
## 918 Graduate High Yes Regular 10
## 919 Graduate Medium No Regular 107
## 920 School Medium No Frequent Buyer 93
## 921 School High No Regular 108
## 922 School Medium No Regular 34
## 923 Postgraduate High Yes Regular 42
## 924 Graduate Medium No Regular 106
## 925 Graduate Medium No Frequent Buyer 114
## 926 School Medium No Frequent Buyer 86
## 927 Graduate High No Regular 112
## 928 School High Yes High Value 23
## 929 Postgraduate Medium No Regular 102
## 930 Graduate High Yes Regular 81
## 931 School High Yes High Value 1
## 932 Postgraduate High No High Value 59
## 933 Graduate High Yes Regular 11
## 934 Graduate High Yes High Value 4
## 935 School High Yes Regular 31
## 936 School High No High Value 6
## 937 School High No High Value 63
## 938 Graduate High No Regular 75
## 939 Postgraduate High No High Value 55
## 940 Graduate High Yes High Value 9
## 941 School Medium No Frequent Buyer 92
## 942 School High No Regular 30
## 943 School Medium No Frequent Buyer 120
## 944 Graduate High No Regular 120
## 945 Graduate Medium No Frequent Buyer 50
## 946 Graduate Medium No Frequent Buyer 68
## 947 School High No High Value 34
## 948 Graduate Medium No Frequent Buyer 42
## 949 Graduate High No High Value 90
## 950 Graduate High Yes High Value 115
## 951 Postgraduate High Yes High Value 104
## 952 Postgraduate Medium No Regular 105
## 953 School Medium No Regular 40
## 954 School High Yes Regular 120
## 955 Graduate Medium No Regular 85
## 956 Postgraduate High Yes Regular 98
## 957 Postgraduate High Yes High Value 67
## 958 School High No Regular 52
## 959 Postgraduate High Yes High Value 2
## 960 Graduate High Yes High Value 103
## 961 Postgraduate Medium No Regular 102
## 962 School Medium No Regular 89
## 963 Graduate Medium No Frequent Buyer 28
## 964 Graduate High Yes Regular 84
## 965 School Medium No Regular 61
## 966 Graduate High No High Value 52
## 967 Graduate Low No Regular 92
## 968 School High No High Value 43
## 969 Graduate Medium No Regular 36
## 970 Graduate High Yes High Value 45
## 971 Graduate High No High Value 78
## 972 Postgraduate High Yes Regular 96
## 973 Postgraduate High No High Value 78
## 974 Postgraduate High No Regular 74
## 975 Graduate High Yes Regular 58
## 976 Graduate High Yes Regular 64
## 977 School Medium No Frequent Buyer 41
## 978 Postgraduate High Yes Regular 6
## 979 School High No Regular 39
## 980 Postgraduate Medium No Regular 118
## 981 School Low No Regular 41
## 982 Postgraduate High No Regular 80
## 983 Graduate High No Regular 114
## 984 Postgraduate Medium No Frequent Buyer 83
## 985 School Medium No Regular 21
## 986 School High No Regular 109
## 987 School High Yes High Value 93
## 988 School Medium No Regular 75
## 989 Graduate Medium No Frequent Buyer 67
## 990 School High Yes High Value 5
## 991 School High No Regular 91
## 992 School Medium No Regular 32
## 993 Graduate High Yes Regular 57
## 994 School High Yes Regular 40
## 995 Postgraduate High No High Value 98
## 996 School High Yes Regular 55
## 997 Postgraduate High No High Value 97
## 998 Graduate Low No Frequent Buyer 120
## 999 Graduate High Yes High Value 106
## 1000 Graduate Medium No Frequent Buyer 45
## 1001 School Medium No Regular 52
## 1002 Postgraduate High Yes High Value 31
## 1003 Graduate High No Regular 43
## 1004 Postgraduate High No Regular 115
## 1005 Postgraduate Medium No Frequent Buyer 85
## 1006 Postgraduate High Yes High Value 49
## 1007 Postgraduate High No Regular 74
## 1008 Graduate High Yes Regular 36
## 1009 School Medium No Frequent Buyer 98
## 1010 School High No Regular 108
## 1011 Postgraduate High No High Value 53
## 1012 School High No High Value 34
## 1013 Graduate Low No Frequent Buyer 14
## 1014 Postgraduate Medium No Frequent Buyer 74
## 1015 School Medium No Frequent Buyer 106
## 1016 School High Yes Regular 92
## 1017 Graduate Medium No Regular 117
## 1018 School High Yes Regular 95
## 1019 School High No High Value 71
## 1020 Postgraduate Medium No Frequent Buyer 6
## 1021 Graduate Medium No Frequent Buyer 101
## 1022 Graduate High Yes Regular 17
## 1023 Graduate High No Regular 40
## 1024 School Medium No Regular 107
## 1025 School High Yes Regular 10
## 1026 Postgraduate High Yes Regular 93
## 1027 School High Yes Regular 77
## 1028 Postgraduate Medium No Regular 104
## 1029 School High Yes High Value 33
## 1030 Postgraduate Medium No Frequent Buyer 34
## 1031 School Medium No Regular 60
## 1032 Postgraduate Medium No Regular 53
## 1033 School High Yes Regular 27
## 1034 School High No Regular 78
## 1035 Postgraduate High No High Value 51
## 1036 Graduate Low No Regular 29
## 1037 School Medium No Frequent Buyer 119
## 1038 School High No High Value 73
## 1039 School High No Regular 105
## 1040 Graduate Medium No Regular 92
## 1041 Graduate High Yes High Value 9
## 1042 School Medium No Regular 45
## 1043 Graduate High No High Value 30
## 1044 Graduate Low No Regular 103
## 1045 Postgraduate High Yes High Value 69
## 1046 Postgraduate High No High Value 34
## 1047 Postgraduate High No High Value 7
## 1048 School High Yes High Value 29
## 1049 School High No Regular 35
## 1050 Postgraduate High Yes High Value 65
## 1051 School High No Regular 95
## 1052 Graduate High No High Value 34
## 1053 Graduate Medium No Regular 88
## 1054 School High Yes Regular 14
## 1055 School High Yes Regular 49
## 1056 School Medium No Regular 64
## 1057 Graduate High No Regular 31
## 1058 Graduate Low No Regular 76
## 1059 Graduate Medium No Regular 101
## 1060 Graduate Medium No Frequent Buyer 52
## 1061 Postgraduate Medium No Regular 36
## 1062 Postgraduate High Yes Regular 60
## 1063 Postgraduate High No High Value 69
## 1064 Postgraduate High No High Value 70
## 1065 School High Yes Regular 78
## 1066 Graduate High Yes Regular 14
## 1067 Graduate High Yes High Value 67
## 1068 Postgraduate Medium No Frequent Buyer 89
## 1069 Postgraduate Medium No Frequent Buyer 15
## 1070 School High Yes Regular 95
## 1071 Postgraduate Medium No Frequent Buyer 51
## 1072 Postgraduate High No Regular 16
## 1073 School Medium No Regular 100
## 1074 Postgraduate High No High Value 85
## 1075 Graduate Medium No Regular 5
## 1076 Graduate Medium No Frequent Buyer 95
## 1077 Postgraduate High No High Value 20
## 1078 Graduate High No High Value 23
## 1079 Postgraduate Medium No Regular 110
## 1080 School Medium No Frequent Buyer 96
## 1081 Graduate Medium No Frequent Buyer 70
## 1082 Graduate Medium No Regular 112
## 1083 Postgraduate High No High Value 42
## 1084 School High Yes Regular 105
## 1085 Graduate High No Regular 115
## 1086 Graduate High Yes High Value 56
## 1087 Graduate High Yes High Value 14
## 1088 Postgraduate High No Regular 89
## 1089 Graduate High Yes High Value 31
## 1090 Postgraduate High No Regular 42
## 1091 School High No High Value 94
## 1092 School High Yes High Value 119
## 1093 Postgraduate Medium No Frequent Buyer 73
## 1094 School High Yes High Value 29
## 1095 Postgraduate Low No Frequent Buyer 30
## 1096 Postgraduate High Yes Regular 67
## 1097 School Medium No Regular 31
## 1098 Postgraduate Medium No Frequent Buyer 118
## 1099 Graduate Medium No Frequent Buyer 49
## 1100 Postgraduate Medium No Regular 119
## 1101 Postgraduate High No High Value 63
## 1102 Postgraduate Medium No Regular 71
## 1103 School Medium No Regular 112
## 1104 School High Yes High Value 27
## 1105 School High No High Value 80
## 1106 Graduate High Yes Regular 76
## 1107 School High No Regular 19
## 1108 Graduate High No High Value 118
## 1109 School Medium No Frequent Buyer 63
## 1110 School High Yes Regular 34
## 1111 Postgraduate Medium No Regular 41
## 1112 Postgraduate Medium No Frequent Buyer 118
## 1113 School Medium No Regular 59
## 1114 School High Yes High Value 38
## 1115 Postgraduate High Yes High Value 96
## 1116 Postgraduate High Yes High Value 56
## 1117 School High Yes Regular 56
## 1118 Graduate High No High Value 25
## 1119 School High No Regular 66
## 1120 Postgraduate Medium No Frequent Buyer 14
## 1121 Graduate Medium No Regular 5
## 1122 Postgraduate Medium No Regular 44
## 1123 School Medium No Frequent Buyer 72
## 1124 Postgraduate High Yes High Value 9
## 1125 School Medium No Frequent Buyer 48
## 1126 School High Yes Regular 19
## 1127 School Medium No Frequent Buyer 17
## 1128 Postgraduate High No Regular 96
## 1129 Postgraduate High Yes High Value 99
## 1130 Graduate High Yes Regular 32
## 1131 School High No High Value 29
## 1132 Postgraduate High Yes High Value 89
## 1133 School High No High Value 78
## 1134 Postgraduate High Yes Regular 19
## 1135 School High No High Value 78
## 1136 School High Yes Regular 104
## 1137 Postgraduate High Yes Regular 87
## 1138 School High No Regular 25
## 1139 Graduate Medium No Regular 102
## 1140 Postgraduate Low No Regular 36
## 1141 Postgraduate High No Regular 114
## 1142 Postgraduate High No High Value 95
## 1143 School High No High Value 74
## 1144 Postgraduate High No High Value 79
## 1145 Postgraduate Medium No Regular 63
## 1146 Graduate High No High Value 60
## 1147 Graduate High No Regular 66
## 1148 School High Yes High Value 96
## 1149 Postgraduate High No Regular 85
## 1150 Postgraduate High No High Value 88
## 1151 Postgraduate High Yes High Value 35
## 1152 Postgraduate Medium No Frequent Buyer 58
## 1153 Postgraduate High No High Value 5
## 1154 Graduate High No High Value 120
## 1155 Postgraduate High No High Value 30
## 1156 School High No Regular 21
## 1157 Postgraduate High Yes Regular 39
## 1158 Postgraduate Medium No Frequent Buyer 101
## 1159 School Medium No Regular 119
## 1160 School High No Regular 31
## 1161 Postgraduate Medium No Frequent Buyer 69
## 1162 School High Yes High Value 39
## 1163 School High Yes Regular 37
## 1164 School High No Regular 114
## 1165 School High Yes Regular 106
## 1166 Graduate Medium No Regular 83
## 1167 Postgraduate Low No Frequent Buyer 45
## 1168 School High No Regular 5
## 1169 Postgraduate High No High Value 92
## 1170 Graduate High Yes High Value 5
## 1171 School Medium No Frequent Buyer 36
## 1172 Postgraduate Medium No Regular 28
## 1173 Postgraduate High Yes Regular 112
## 1174 School High No Regular 34
## 1175 Graduate Medium No Regular 68
## 1176 Graduate Medium No Frequent Buyer 28
## 1177 Graduate Medium No Regular 56
## 1178 Postgraduate Medium No Regular 104
## 1179 Graduate High Yes High Value 18
## 1180 School High No Regular 116
## 1181 Graduate Medium No Regular 105
## 1182 School High No Regular 90
## 1183 Postgraduate High No Regular 10
## 1184 Postgraduate Medium No Frequent Buyer 82
## 1185 Postgraduate High No High Value 56
## 1186 Postgraduate Low No Frequent Buyer 63
## 1187 Postgraduate High No High Value 33
## 1188 Graduate Medium No Frequent Buyer 107
## 1189 Graduate Medium No Regular 32
## 1190 Graduate Medium No Frequent Buyer 108
## 1191 Postgraduate Medium No Frequent Buyer 103
## 1192 Postgraduate High No Regular 58
## 1193 Graduate High No Regular 59
## 1194 School High No High Value 41
## 1195 Graduate High No Regular 109
## 1196 Postgraduate Medium No Frequent Buyer 71
## 1197 Graduate Medium No Frequent Buyer 47
## 1198 School Medium No Regular 68
## 1199 School Medium No Regular 15
## 1200 School High Yes High Value 68
## 1201 School Medium No Regular 120
## 1202 Graduate Low No Regular 54
## 1203 Postgraduate Medium No Regular 107
## 1204 Postgraduate High No Regular 55
## 1205 Postgraduate Medium No Frequent Buyer 30
## 1206 Postgraduate Medium No Regular 98
## 1207 Postgraduate High No Regular 18
## 1208 Graduate High Yes High Value 74
## 1209 Graduate High Yes Regular 26
## 1210 Graduate Medium No Frequent Buyer 98
## 1211 Postgraduate High No Regular 120
## 1212 Postgraduate High No Regular 69
## 1213 Graduate Medium No Frequent Buyer 108
## 1214 Graduate High Yes High Value 6
## 1215 School High No High Value 46
## 1216 Postgraduate High No Regular 34
## 1217 School Medium No Regular 95
## 1218 Graduate High Yes High Value 116
## 1219 School High Yes High Value 3
## 1220 School High No Regular 101
## 1221 School High No Regular 69
## 1222 Postgraduate High Yes Regular 34
## 1223 Graduate High No High Value 96
## 1224 Postgraduate High Yes High Value 31
## 1225 School Medium No Frequent Buyer 42
## 1226 Graduate Low No Regular 2
## 1227 Postgraduate High Yes Regular 20
## 1228 Graduate Medium No Regular 87
## 1229 Graduate High Yes High Value 61
## 1230 School Medium No Regular 116
## 1231 Graduate High No High Value 80
## 1232 Graduate High Yes Regular 22
## 1233 School High No High Value 78
## 1234 Graduate Medium No Regular 13
## 1235 School Medium No Regular 114
## 1236 Graduate Medium No Regular 102
## 1237 School High Yes Regular 71
## 1238 Postgraduate Medium No Frequent Buyer 96
## 1239 School High No High Value 92
## 1240 Postgraduate Medium No Frequent Buyer 112
## 1241 Postgraduate Medium No Frequent Buyer 82
## 1242 Postgraduate Medium No Frequent Buyer 1
## 1243 Postgraduate Medium No Regular 95
## 1244 Graduate Medium No Regular 67
## 1245 Postgraduate High Yes High Value 117
## 1246 Graduate High No Regular 1
## 1247 Postgraduate High Yes High Value 38
## 1248 Postgraduate Medium No Frequent Buyer 59
## 1249 Graduate Low No Regular 67
## 1250 School Medium No Frequent Buyer 6
## 1251 School High No Regular 104
## 1252 Graduate Medium No Regular 86
## 1253 Postgraduate Medium No Frequent Buyer 29
## 1254 Postgraduate High No Regular 38
## 1255 Graduate High Yes Regular 99
## 1256 Graduate High No High Value 41
## 1257 School Medium No Regular 86
## 1258 Postgraduate High Yes High Value 89
## 1259 Graduate High Yes High Value 47
## 1260 School High Yes High Value 17
## 1261 Graduate Medium No Regular 81
## 1262 Graduate Medium No Frequent Buyer 70
## 1263 School High No Regular 81
## 1264 Postgraduate Medium No Regular 62
## 1265 School High Yes High Value 5
## 1266 Postgraduate Medium No Regular 114
## 1267 Graduate High Yes Regular 19
## 1268 Postgraduate High Yes High Value 120
## 1269 School High Yes Regular 47
## 1270 Graduate High No High Value 97
## 1271 Postgraduate Medium No Frequent Buyer 59
## 1272 Postgraduate Medium No Regular 95
## 1273 School Medium No Frequent Buyer 77
## 1274 School High Yes Regular 96
## 1275 Postgraduate High Yes Regular 65
## 1276 Graduate Medium No Regular 86
## 1277 Postgraduate High Yes Regular 45
## 1278 School High No High Value 102
## 1279 Graduate High No Regular 39
## 1280 Postgraduate Medium No Frequent Buyer 56
## 1281 School Medium No Regular 70
## 1282 Postgraduate Medium No Regular 92
## 1283 Graduate High Yes High Value 59
## 1284 School Medium No Regular 106
## 1285 School High Yes Regular 64
## 1286 Postgraduate High Yes High Value 2
## 1287 School Medium No Regular 48
## 1288 Graduate Medium No Frequent Buyer 11
## 1289 School Medium No Frequent Buyer 65
## 1290 Graduate Medium No Regular 18
## 1291 Postgraduate Medium No Regular 8
## 1292 Graduate Medium No Regular 26
## 1293 School Low No Regular 85
## 1294 Graduate High No High Value 57
## 1295 Graduate High Yes High Value 71
## 1296 School Medium No Frequent Buyer 75
## 1297 School High No High Value 115
## 1298 Postgraduate High Yes Regular 28
## 1299 Postgraduate Medium No Frequent Buyer 55
## 1300 Graduate High No Regular 21
## 1301 School High No High Value 110
## 1302 School Medium No Frequent Buyer 104
## 1303 School Medium No Frequent Buyer 106
## 1304 Postgraduate Medium No Regular 19
## 1305 Graduate Low No Regular 115
## 1306 Postgraduate High No Regular 53
## 1307 Graduate Medium No Regular 9
## 1308 Graduate High No High Value 35
## 1309 Postgraduate High Yes High Value 70
## 1310 Graduate High No High Value 21
## 1311 Postgraduate High Yes Regular 2
## 1312 Graduate High Yes High Value 84
## 1313 School High Yes Regular 10
## 1314 Graduate Medium No Regular 27
## 1315 School Medium No Frequent Buyer 115
## 1316 Graduate Medium No Frequent Buyer 88
## 1317 School High No High Value 107
## 1318 Postgraduate High Yes High Value 27
## 1319 School High Yes Regular 87
## 1320 School Medium No Regular 8
## 1321 Graduate Medium No Regular 47
## 1322 Postgraduate High Yes Regular 17
## 1323 School High Yes Regular 11
## 1324 School High No High Value 83
## 1325 School High No High Value 36
## 1326 School Medium No Frequent Buyer 20
## 1327 Graduate High Yes Regular 18
## 1328 Postgraduate Low No Frequent Buyer 87
## 1329 Graduate High Yes High Value 19
## 1330 Graduate Medium No Frequent Buyer 95
## 1331 Postgraduate Low No Regular 60
## 1332 Postgraduate High Yes Regular 53
## 1333 School High Yes Regular 78
## 1334 Postgraduate Medium No Frequent Buyer 86
## 1335 School High Yes Regular 88
## 1336 School High Yes Regular 27
## 1337 School High No Regular 96
## 1338 Graduate Medium No Frequent Buyer 75
## 1339 School Medium No Frequent Buyer 19
## 1340 Graduate High Yes High Value 73
## 1341 Postgraduate Medium No Regular 41
## 1342 School High No Regular 96
## 1343 Postgraduate High Yes Regular 24
## 1344 School High Yes Regular 110
## 1345 Graduate Medium No Frequent Buyer 82
## 1346 School High No High Value 22
## 1347 School High No High Value 110
## 1348 School Medium No Frequent Buyer 30
## 1349 Postgraduate Medium No Frequent Buyer 100
## 1350 Graduate Medium No Regular 75
## 1351 Postgraduate Medium No Frequent Buyer 6
## 1352 School Medium No Frequent Buyer 27
## 1353 Postgraduate Medium No Frequent Buyer 27
## 1354 Graduate Medium No Regular 68
## 1355 Postgraduate Medium No Regular 8
## 1356 Graduate High Yes Regular 29
## 1357 School High Yes High Value 12
## 1358 Postgraduate High No High Value 101
## 1359 School Medium No Frequent Buyer 94
## 1360 School High Yes Regular 75
## 1361 Graduate High No Regular 58
## 1362 Graduate Medium No Regular 26
## 1363 School Low No Frequent Buyer 97
## 1364 Postgraduate High No Regular 12
## 1365 Graduate High No Regular 98
## 1366 School High No High Value 27
## 1367 Postgraduate High Yes High Value 26
## 1368 Graduate High Yes High Value 52
## 1369 Graduate Medium No Regular 91
## 1370 Graduate Medium No Regular 51
## 1371 Postgraduate Medium No Frequent Buyer 31
## 1372 School High No High Value 1
## 1373 Postgraduate High No High Value 41
## 1374 Graduate Medium No Frequent Buyer 5
## 1375 Graduate High Yes High Value 26
## 1376 School High No High Value 27
## 1377 School High No Regular 58
## 1378 School Medium No Regular 118
## 1379 Postgraduate High No High Value 21
## 1380 School Medium No Frequent Buyer 44
## 1381 Postgraduate High Yes Regular 2
## 1382 Graduate High No High Value 90
## 1383 Postgraduate High No Regular 24
## 1384 School High No High Value 12
## 1385 Postgraduate High Yes High Value 72
## 1386 Graduate Medium No Regular 24
## 1387 School High No High Value 55
## 1388 Graduate Low No Regular 1
## 1389 Postgraduate Low No Frequent Buyer 114
## 1390 Postgraduate High No Regular 36
## 1391 Postgraduate Medium No Regular 47
## 1392 Postgraduate Medium No Frequent Buyer 67
## 1393 Postgraduate Low No Regular 17
## 1394 Graduate High No High Value 72
## 1395 School Medium No Regular 51
## 1396 School Medium No Frequent Buyer 90
## 1397 School Medium No Regular 26
## 1398 Postgraduate Medium No Frequent Buyer 34
## 1399 Graduate High No High Value 12
## 1400 Graduate High No High Value 102
## 1401 School High No High Value 90
## 1402 School High No High Value 107
## 1403 Graduate High Yes High Value 26
## 1404 School High No Regular 11
## 1405 Postgraduate High No Regular 105
## 1406 Graduate Medium No Frequent Buyer 106
## 1407 Graduate High Yes High Value 1
## 1408 Postgraduate Medium No Frequent Buyer 64
## 1409 Postgraduate High Yes Regular 119
## 1410 Postgraduate Medium No Frequent Buyer 68
## 1411 School Medium No Frequent Buyer 41
## 1412 Postgraduate High Yes High Value 34
## 1413 Postgraduate High No High Value 22
## 1414 Graduate High No Regular 98
## 1415 School High No High Value 69
## 1416 Graduate High Yes Regular 120
## 1417 School Medium No Frequent Buyer 116
## 1418 Graduate Medium No Regular 8
## 1419 School High No High Value 5
## 1420 Postgraduate High No Regular 6
## 1421 Graduate High No High Value 77
## 1422 School Medium No Frequent Buyer 84
## 1423 Graduate Medium No Regular 13
## 1424 Graduate High No High Value 31
## 1425 Postgraduate Medium No Frequent Buyer 42
## 1426 School Medium No Regular 60
## 1427 School Medium No Regular 93
## 1428 School High Yes Regular 100
## 1429 Postgraduate Medium No Frequent Buyer 98
## 1430 Postgraduate High No High Value 57
## 1431 Postgraduate Medium No Regular 26
## 1432 Graduate Medium No Frequent Buyer 120
## 1433 School High Yes High Value 26
## 1434 Graduate High No High Value 20
## 1435 Graduate High Yes High Value 48
## 1436 Graduate Medium No Frequent Buyer 69
## 1437 Postgraduate High Yes High Value 39
## 1438 Graduate Medium No Frequent Buyer 117
## 1439 School High Yes High Value 119
## 1440 Graduate Medium No Frequent Buyer 117
## 1441 Postgraduate High No Regular 68
## 1442 School Medium No Regular 69
## 1443 Graduate High Yes Regular 45
## 1444 Graduate High No High Value 116
## 1445 School High No High Value 69
## 1446 School High No Regular 35
## 1447 Graduate High Yes High Value 37
## 1448 School High No High Value 81
## 1449 Graduate Medium No Regular 110
## 1450 Graduate Medium No Frequent Buyer 61
## 1451 School High Yes High Value 108
## 1452 School High Yes Regular 88
## 1453 Postgraduate Medium No Regular 108
## 1454 School High No High Value 49
## 1455 Postgraduate Medium No Frequent Buyer 3
## 1456 Postgraduate High Yes Regular 114
## 1457 School Medium No Frequent Buyer 33
## 1458 Graduate Medium No Frequent Buyer 34
## 1459 Postgraduate Medium No Frequent Buyer 81
## 1460 Graduate Medium No Frequent Buyer 64
## 1461 Graduate High No Regular 39
## 1462 Postgraduate Low No Frequent Buyer 104
## 1463 Postgraduate High No Regular 99
## 1464 School High No High Value 103
## 1465 Graduate Medium No Regular 119
## 1466 Postgraduate High No High Value 93
## 1467 Graduate Medium No Frequent Buyer 91
## 1468 Postgraduate High Yes High Value 88
## 1469 Postgraduate High No Regular 33
## 1470 School High No High Value 111
## 1471 Graduate High Yes High Value 118
## 1472 Graduate Medium No Regular 12
## 1473 Graduate Low No Frequent Buyer 73
## 1474 Postgraduate High No High Value 37
## 1475 Graduate High No High Value 39
## 1476 School High Yes High Value 99
## 1477 Postgraduate High Yes High Value 90
## 1478 School Medium No Frequent Buyer 54
## 1479 Postgraduate Medium No Frequent Buyer 25
## 1480 Graduate Medium No Frequent Buyer 89
## 1481 School High No High Value 89
## 1482 School Medium No Frequent Buyer 75
## 1483 School Low No Frequent Buyer 113
## 1484 Postgraduate Medium No Frequent Buyer 21
## 1485 Postgraduate Low No Regular 35
## 1486 School High Yes High Value 59
## 1487 Graduate Medium No Regular 60
## 1488 Postgraduate Medium No Frequent Buyer 44
## 1489 Postgraduate Medium No Regular 17
## 1490 School Low No Frequent Buyer 59
## 1491 Postgraduate High Yes Regular 96
## 1492 Postgraduate High No Regular 62
## 1493 School High Yes Regular 103
## 1494 Graduate Low No Frequent Buyer 93
## 1495 Graduate High No High Value 68
## 1496 Postgraduate Medium No Frequent Buyer 33
## 1497 School High No Regular 106
## 1498 Graduate Medium No Regular 52
## 1499 School Low No Regular 40
## 1500 Graduate High Yes High Value 12
## 1501 School High Yes Regular 12
## 1502 School Medium No Regular 109
## 1503 Graduate High Yes Regular 58
## 1504 Graduate Medium No Regular 82
## 1505 Graduate Medium No Frequent Buyer 25
## 1506 School High No Regular 23
## 1507 School High Yes High Value 27
## 1508 Graduate High Yes Regular 83
## 1509 School High No High Value 15
## 1510 Graduate High Yes Regular 69
## 1511 Postgraduate High No High Value 3
## 1512 School High No High Value 68
## 1513 Postgraduate Medium No Regular 69
## 1514 Postgraduate Medium No Frequent Buyer 42
## 1515 Graduate High Yes High Value 16
## 1516 School High No High Value 55
## 1517 Postgraduate Medium No Regular 22
## 1518 Graduate Low No Frequent Buyer 13
## 1519 Postgraduate Medium No Frequent Buyer 108
## 1520 School High Yes Regular 101
## 1521 Graduate High No High Value 96
## 1522 School Medium No Frequent Buyer 72
## 1523 Graduate High Yes High Value 88
## 1524 Postgraduate High Yes High Value 89
## 1525 Postgraduate Medium No Frequent Buyer 92
## 1526 Graduate High Yes High Value 85
## 1527 Graduate Medium No Regular 26
## 1528 School High Yes High Value 98
## 1529 School Medium No Regular 106
## 1530 Graduate Medium No Frequent Buyer 10
## 1531 School Medium No Frequent Buyer 78
## 1532 School High Yes Regular 41
## 1533 School Medium No Regular 27
## 1534 School High No Regular 117
## 1535 School High No Regular 57
## 1536 Graduate Medium No Frequent Buyer 107
## 1537 Graduate High Yes Regular 116
## 1538 Graduate Medium No Frequent Buyer 25
## 1539 Postgraduate High Yes Regular 87
## 1540 School High Yes High Value 46
## 1541 Postgraduate Medium No Regular 10
## 1542 Postgraduate High Yes Regular 15
## 1543 Graduate High No Regular 99
## 1544 Postgraduate High Yes High Value 75
## 1545 Postgraduate High Yes High Value 12
## 1546 Postgraduate High Yes High Value 19
## 1547 Graduate Medium No Regular 57
## 1548 School High Yes High Value 83
## 1549 School Medium No Frequent Buyer 72
## 1550 Postgraduate Low No Regular 76
## 1551 Postgraduate High No Regular 75
## 1552 School Low No Regular 28
## 1553 Postgraduate High Yes Regular 112
## 1554 School Medium No Regular 66
## 1555 Graduate High No Regular 60
## 1556 Graduate High Yes High Value 100
## 1557 Graduate High No High Value 58
## 1558 School High Yes High Value 106
## 1559 Postgraduate High No Regular 43
## 1560 Postgraduate High Yes Regular 5
## 1561 School High Yes High Value 97
## 1562 Postgraduate Medium No Regular 40
## 1563 School High No High Value 119
## 1564 Graduate High Yes High Value 4
## 1565 Graduate High No High Value 91
## 1566 School Medium No Regular 30
## 1567 Graduate High No Regular 58
## 1568 Postgraduate Medium No Frequent Buyer 4
## 1569 Postgraduate Medium No Regular 19
## 1570 Postgraduate Low No Frequent Buyer 41
## 1571 Postgraduate High No High Value 108
## 1572 Graduate Medium No Frequent Buyer 28
## 1573 School High Yes Regular 10
## 1574 Postgraduate Medium No Regular 118
## 1575 School Medium No Frequent Buyer 7
## 1576 School High Yes High Value 50
## 1577 School High Yes High Value 77
## 1578 Postgraduate High No Regular 117
## 1579 School High No High Value 21
## 1580 Postgraduate High Yes Regular 12
## 1581 Postgraduate Medium No Frequent Buyer 100
## 1582 School High No Regular 88
## 1583 Postgraduate Medium No Regular 119
## 1584 Graduate Low No Frequent Buyer 108
## 1585 School Medium No Regular 18
## 1586 Graduate High Yes Regular 37
## 1587 Postgraduate Medium No Regular 46
## 1588 Graduate Medium No Regular 32
## 1589 Graduate Medium No Frequent Buyer 66
## 1590 School High Yes High Value 99
## 1591 School High Yes High Value 54
## 1592 Postgraduate High Yes Regular 22
## 1593 Graduate High Yes High Value 67
## 1594 School High No High Value 113
## 1595 Graduate High Yes Regular 41
## 1596 School High No Regular 49
## 1597 Postgraduate High Yes Regular 2
## 1598 School Medium No Regular 52
## 1599 Graduate Medium No Regular 62
## 1600 Graduate High No Regular 87
## 1601 Postgraduate High Yes High Value 75
## 1602 School Medium No Frequent Buyer 79
## 1603 Postgraduate High No High Value 24
## 1604 Postgraduate Medium No Frequent Buyer 83
## 1605 School High No Regular 29
## 1606 Graduate Medium No Regular 37
## 1607 Postgraduate Medium No Frequent Buyer 34
## 1608 Graduate High No High Value 14
## 1609 School High Yes High Value 24
## 1610 Graduate Medium No Regular 101
## 1611 Graduate Medium No Frequent Buyer 25
## 1612 Graduate Medium No Regular 79
## 1613 School Medium No Frequent Buyer 37
## 1614 School High No High Value 2
## 1615 Postgraduate High Yes High Value 54
## 1616 Graduate High No High Value 40
## 1617 Graduate High No Regular 10
## 1618 School Medium No Regular 112
## 1619 Postgraduate Medium No Regular 95
## 1620 School High Yes Regular 118
## 1621 Graduate Low No Frequent Buyer 48
## 1622 Graduate Medium No Frequent Buyer 100
## 1623 School Medium No Frequent Buyer 87
## 1624 School High No High Value 90
## 1625 School High No Regular 79
## 1626 Postgraduate Medium No Frequent Buyer 97
## 1627 School Medium No Regular 25
## 1628 School High No High Value 1
## 1629 Postgraduate High No Regular 53
## 1630 Graduate High Yes Regular 17
## 1631 School High Yes High Value 3
## 1632 School Medium No Frequent Buyer 97
## 1633 School High No High Value 53
## 1634 Graduate Medium No Regular 10
## 1635 Graduate Medium No Regular 81
## 1636 Postgraduate Medium No Regular 85
## 1637 Graduate High Yes High Value 103
## 1638 School High No Regular 105
## 1639 Postgraduate High No High Value 58
## 1640 School High Yes Regular 22
## 1641 Graduate Medium No Frequent Buyer 30
## 1642 Postgraduate High No High Value 5
## 1643 Graduate High Yes High Value 63
## 1644 School Medium No Regular 93
## 1645 School High No High Value 27
## 1646 Graduate High Yes High Value 73
## 1647 Postgraduate High No Regular 50
## 1648 Graduate Medium No Regular 38
## 1649 Postgraduate Medium No Frequent Buyer 112
## 1650 Postgraduate High Yes Regular 91
## 1651 Graduate Medium No Regular 69
## 1652 Graduate High No High Value 66
## 1653 Postgraduate Medium No Frequent Buyer 63
## 1654 School Medium No Frequent Buyer 32
## 1655 Graduate High No High Value 61
## 1656 School High Yes Regular 5
## 1657 Postgraduate Medium No Frequent Buyer 66
## 1658 Graduate High Yes High Value 12
## 1659 Graduate High No Regular 76
## 1660 School Low No Regular 44
## 1661 Postgraduate Medium No Regular 10
## 1662 Graduate Medium No Frequent Buyer 99
## 1663 Postgraduate Medium No Regular 37
## 1664 Graduate Medium No Frequent Buyer 101
## 1665 Postgraduate Medium No Frequent Buyer 65
## 1666 Postgraduate Medium No Frequent Buyer 47
## 1667 Graduate Medium No Frequent Buyer 41
## 1668 School High Yes High Value 93
## 1669 Postgraduate High No Regular 34
## 1670 Graduate Medium No Regular 22
## 1671 Graduate Low No Regular 107
## 1672 Postgraduate High No High Value 112
## 1673 Graduate High Yes Regular 72
## 1674 Postgraduate High Yes High Value 106
## 1675 Graduate High Yes High Value 35
## 1676 Graduate High No Regular 56
## 1677 Graduate High Yes Regular 53
## 1678 Graduate High Yes High Value 28
## 1679 Graduate High No High Value 63
## 1680 Postgraduate High No High Value 47
## 1681 School Medium No Regular 78
## 1682 Graduate High Yes Regular 5
## 1683 Postgraduate High No High Value 115
## 1684 School High Yes High Value 115
## 1685 Graduate High Yes High Value 33
## 1686 School High Yes Regular 111
## 1687 School High No High Value 66
## 1688 Graduate High Yes High Value 66
## 1689 Graduate High No Regular 116
## 1690 Postgraduate High No Regular 89
## 1691 Graduate High No Regular 43
## 1692 School High Yes Regular 75
## 1693 Postgraduate Medium No Frequent Buyer 57
## 1694 Postgraduate High Yes Regular 7
## 1695 School Medium No Frequent Buyer 56
## 1696 Graduate High Yes High Value 61
## 1697 Graduate Medium No Regular 26
## 1698 School High No High Value 16
## 1699 Graduate Medium No Frequent Buyer 17
## 1700 Graduate Low No Frequent Buyer 65
## 1701 Graduate Low No Frequent Buyer 100
## 1702 Postgraduate Low No Frequent Buyer 58
## 1703 School High No Regular 116
## 1704 Postgraduate High No High Value 105
## 1705 Graduate High Yes High Value 93
## 1706 School Medium No Frequent Buyer 102
## 1707 Postgraduate High No High Value 58
## 1708 Postgraduate High No Regular 36
## 1709 Graduate Low No Frequent Buyer 85
## 1710 Postgraduate Medium No Frequent Buyer 65
## 1711 School High No High Value 119
## 1712 School Medium No Regular 31
## 1713 School High Yes Regular 103
## 1714 Postgraduate High No High Value 37
## 1715 Postgraduate High Yes High Value 85
## 1716 Postgraduate High Yes Regular 86
## 1717 Postgraduate High Yes Regular 43
## 1718 Postgraduate High No Regular 100
## 1719 Postgraduate High No High Value 15
## 1720 Graduate High No High Value 10
## 1721 Postgraduate Medium No Frequent Buyer 37
## 1722 School Medium No Frequent Buyer 67
## 1723 Graduate High Yes Regular 28
## 1724 Postgraduate High Yes High Value 58
## 1725 Postgraduate High Yes High Value 12
## 1726 School High Yes Regular 30
## 1727 Graduate High Yes High Value 17
## 1728 School High No Regular 91
## 1729 School High No Regular 30
## 1730 Graduate High Yes Regular 26
## 1731 Graduate Medium No Regular 91
## 1732 Graduate Medium No Frequent Buyer 120
## 1733 School Medium No Frequent Buyer 113
## 1734 School Medium No Regular 16
## 1735 Postgraduate Medium No Frequent Buyer 30
## 1736 School Medium No Frequent Buyer 47
## 1737 Graduate High No High Value 19
## 1738 Graduate Medium No Frequent Buyer 59
## 1739 School High No High Value 9
## 1740 Graduate High No High Value 113
## 1741 Graduate High No Regular 91
## 1742 Postgraduate High No High Value 96
## 1743 Postgraduate Low No Frequent Buyer 85
## 1744 School High No Regular 47
## 1745 Graduate High No High Value 38
## 1746 School Medium No Regular 22
## 1747 Graduate High Yes Regular 105
## 1748 Graduate Medium No Regular 35
## 1749 Graduate High Yes High Value 33
## 1750 School High Yes High Value 62
## 1751 Graduate Low No Frequent Buyer 91
## 1752 School High Yes High Value 65
## 1753 Postgraduate Medium No Frequent Buyer 63
## 1754 Postgraduate High Yes High Value 41
## 1755 Postgraduate High No Regular 31
## 1756 Graduate Low No Frequent Buyer 6
## 1757 Graduate Medium No Frequent Buyer 108
## 1758 School Low No Regular 114
## 1759 School High No High Value 79
## 1760 Graduate Medium No Frequent Buyer 105
## 1761 Graduate High No Regular 10
## 1762 Graduate High Yes Regular 52
## 1763 Graduate High No High Value 67
## 1764 Graduate High Yes High Value 31
## 1765 Postgraduate Medium No Frequent Buyer 84
## 1766 School High Yes Regular 113
## 1767 School Medium No Frequent Buyer 92
## 1768 Graduate Medium No Frequent Buyer 17
## 1769 Postgraduate Medium No Frequent Buyer 51
## 1770 Graduate High Yes High Value 20
## 1771 Postgraduate High Yes High Value 118
## 1772 Postgraduate High Yes Regular 86
## 1773 School Medium No Regular 73
## 1774 School Medium No Regular 26
## 1775 Graduate Medium No Frequent Buyer 99
## 1776 Postgraduate High Yes Regular 51
## 1777 Postgraduate Medium No Frequent Buyer 78
## 1778 Postgraduate High Yes Regular 97
## 1779 Postgraduate High Yes High Value 4
## 1780 Postgraduate High Yes High Value 2
## 1781 School High Yes Regular 107
## 1782 School High Yes Regular 76
## 1783 Graduate Medium No Regular 1
## 1784 Postgraduate High Yes High Value 78
## 1785 School Medium No Regular 64
## 1786 Postgraduate High No Regular 25
## 1787 Graduate High Yes Regular 22
## 1788 Postgraduate Medium No Frequent Buyer 119
## 1789 Graduate High No Regular 73
## 1790 School High No Regular 74
## 1791 Postgraduate Low No Regular 8
## 1792 School Medium No Frequent Buyer 25
## 1793 School High No High Value 98
## 1794 School Medium No Regular 93
## 1795 School Medium No Frequent Buyer 120
## 1796 Graduate High No Regular 112
## 1797 School Medium No Frequent Buyer 40
## 1798 School Low No Regular 50
## 1799 School Medium No Regular 83
## 1800 Postgraduate High Yes Regular 2
## 1801 School High No High Value 58
## 1802 Postgraduate High Yes Regular 8
## 1803 Postgraduate High Yes Regular 14
## 1804 Postgraduate High Yes High Value 81
## 1805 School Medium No Frequent Buyer 70
## 1806 Postgraduate Medium No Regular 73
## 1807 School High No High Value 50
## 1808 Graduate High Yes Regular 2
## 1809 School Medium No Regular 77
## 1810 School Medium No Frequent Buyer 111
## 1811 Graduate High No Regular 38
## 1812 School High Yes Regular 52
## 1813 Graduate High No Regular 74
## 1814 Postgraduate High Yes High Value 25
## 1815 Graduate High No Regular 74
## 1816 School High No Regular 49
## 1817 School High No High Value 94
## 1818 School Medium No Regular 94
## 1819 Graduate Medium No Frequent Buyer 77
## 1820 Graduate High Yes High Value 49
## 1821 Graduate Medium No Frequent Buyer 84
## 1822 School High Yes High Value 92
## 1823 School High Yes High Value 115
## 1824 Postgraduate High Yes High Value 16
## 1825 Postgraduate High No Regular 84
## 1826 School High No Regular 47
## 1827 Postgraduate Medium No Regular 9
## 1828 School High Yes High Value 101
## 1829 Postgraduate High No Regular 39
## 1830 Graduate Medium No Frequent Buyer 103
## 1831 Graduate High Yes Regular 22
## 1832 Graduate High Yes High Value 24
## 1833 Graduate High No High Value 83
## 1834 Graduate High Yes High Value 12
## 1835 Postgraduate High Yes Regular 106
## 1836 Postgraduate Medium No Regular 82
## 1837 Postgraduate Medium No Frequent Buyer 32
## 1838 Postgraduate Medium No Regular 55
## 1839 Postgraduate Medium No Regular 66
## 1840 Postgraduate High No Regular 88
## 1841 Graduate Medium No Regular 83
## 1842 Graduate High No High Value 32
## 1843 School Medium No Regular 35
## 1844 Postgraduate High No Regular 63
## 1845 Postgraduate High No Regular 40
## 1846 School Medium No Regular 83
## 1847 Graduate High No High Value 14
## 1848 Postgraduate High No Regular 115
## 1849 Graduate High No High Value 37
## 1850 Postgraduate High Yes High Value 118
## 1851 School High No High Value 48
## 1852 Postgraduate High Yes High Value 46
## 1853 Graduate High Yes High Value 80
## 1854 School Medium No Regular 31
## 1855 School Medium No Frequent Buyer 64
## 1856 School Medium No Regular 104
## 1857 Postgraduate Medium No Regular 111
## 1858 Postgraduate Medium No Regular 104
## 1859 Postgraduate High No Regular 76
## 1860 Postgraduate Low No Regular 41
## 1861 School High No High Value 29
## 1862 Graduate Medium No Regular 30
## 1863 Graduate High No High Value 49
## 1864 Graduate Medium No Frequent Buyer 110
## 1865 Graduate Medium No Regular 93
## 1866 Graduate Low No Regular 78
## 1867 Graduate High No Regular 94
## 1868 Postgraduate High No Regular 65
## 1869 Graduate Low No Regular 29
## 1870 Postgraduate Medium No Frequent Buyer 80
## 1871 Graduate Medium No Frequent Buyer 4
## 1872 Graduate High Yes High Value 34
## 1873 Graduate High No High Value 27
## 1874 Graduate High No High Value 62
## 1875 Postgraduate Medium No Regular 46
## 1876 School Medium No Frequent Buyer 70
## 1877 Postgraduate Low No Frequent Buyer 21
## 1878 Postgraduate High Yes High Value 77
## 1879 Postgraduate High No Regular 40
## 1880 Postgraduate High No High Value 4
## 1881 Postgraduate High No Regular 24
## 1882 Graduate Medium No Regular 116
## 1883 Graduate High No Regular 13
## 1884 School Medium No Frequent Buyer 82
## 1885 Postgraduate Medium No Frequent Buyer 108
## 1886 School High Yes Regular 102
## 1887 Graduate Medium No Frequent Buyer 52
## 1888 Postgraduate High Yes High Value 22
## 1889 Graduate High No Regular 58
## 1890 School High Yes High Value 34
## 1891 Postgraduate Medium No Frequent Buyer 88
## 1892 Graduate High No High Value 58
## 1893 Postgraduate High No High Value 89
## 1894 School High Yes High Value 23
## 1895 School Medium No Frequent Buyer 70
## 1896 Postgraduate Medium No Frequent Buyer 6
## 1897 Postgraduate Medium No Frequent Buyer 55
## 1898 Graduate Medium No Frequent Buyer 11
## 1899 School Medium No Regular 72
## 1900 School Medium No Frequent Buyer 92
## 1901 Postgraduate Medium No Regular 93
## 1902 School High No High Value 114
## 1903 Postgraduate Medium No Regular 30
## 1904 School High Yes Regular 21
## 1905 Graduate High Yes Regular 37
## 1906 Postgraduate High No Regular 54
## 1907 Postgraduate High Yes High Value 19
## 1908 School Medium No Frequent Buyer 91
## 1909 Graduate High No Regular 85
## 1910 Postgraduate Medium No Regular 43
## 1911 School High No High Value 107
## 1912 Postgraduate High No High Value 111
## 1913 School High No Regular 105
## 1914 School Low No Frequent Buyer 109
## 1915 Graduate High Yes High Value 37
## 1916 Graduate High No Regular 103
## 1917 Graduate Medium No Frequent Buyer 89
## 1918 Postgraduate Medium No Frequent Buyer 26
## 1919 School Medium No Regular 31
## 1920 School Medium No Frequent Buyer 32
## 1921 School High Yes High Value 92
## 1922 Postgraduate Medium No Frequent Buyer 69
## 1923 Graduate High Yes Regular 45
## 1924 Graduate Medium No Frequent Buyer 88
## 1925 Postgraduate High Yes Regular 29
## 1926 School Medium No Regular 58
## 1927 Postgraduate Medium No Frequent Buyer 69
## 1928 Postgraduate Medium No Frequent Buyer 60
## 1929 Postgraduate High No Regular 93
## 1930 School Medium No Frequent Buyer 50
## 1931 Postgraduate High Yes High Value 30
## 1932 School Low No Frequent Buyer 103
## 1933 School High Yes High Value 76
## 1934 Postgraduate High No Regular 94
## 1935 Graduate High No High Value 45
## 1936 Postgraduate High No High Value 7
## 1937 Postgraduate Medium No Frequent Buyer 103
## 1938 Postgraduate High Yes High Value 13
## 1939 Postgraduate High No Regular 87
## 1940 School Medium No Frequent Buyer 76
## 1941 Postgraduate High No Regular 22
## 1942 Graduate Medium No Frequent Buyer 87
## 1943 Postgraduate Medium No Regular 53
## 1944 School High No Regular 57
## 1945 Graduate Medium No Frequent Buyer 18
## 1946 Postgraduate Medium No Regular 62
## 1947 School Medium No Regular 100
## 1948 Postgraduate Low No Regular 89
## 1949 Graduate Medium No Regular 60
## 1950 Graduate Medium No Frequent Buyer 45
## 1951 School High No Regular 65
## 1952 Graduate Medium No Regular 103
## 1953 School High No High Value 70
## 1954 Graduate Medium No Regular 6
## 1955 Graduate High Yes Regular 13
## 1956 Graduate Medium No Regular 37
## 1957 Postgraduate High No High Value 68
## 1958 Graduate Medium No Regular 31
## 1959 School Medium No Regular 96
## 1960 Postgraduate High Yes High Value 29
## 1961 School High No Regular 33
## 1962 School High No High Value 32
## 1963 Graduate Medium No Regular 21
## 1964 School Medium No Frequent Buyer 45
## 1965 Postgraduate High No High Value 102
## 1966 Postgraduate Medium No Frequent Buyer 6
## 1967 School High No High Value 82
## 1968 Postgraduate High Yes Regular 117
## 1969 Postgraduate High No Regular 80
## 1970 Postgraduate Medium No Regular 73
## 1971 School High Yes High Value 120
## 1972 School High No Regular 77
## 1973 Postgraduate Medium No Frequent Buyer 95
## 1974 School Medium No Regular 2
## 1975 Graduate High No High Value 50
## 1976 Graduate Medium No Frequent Buyer 75
## 1977 Postgraduate High No Regular 21
## 1978 Postgraduate Medium No Regular 51
## 1979 Postgraduate High No High Value 49
## 1980 Postgraduate High No Regular 118
## 1981 Postgraduate High Yes Regular 77
## 1982 School High Yes High Value 26
## 1983 Graduate High Yes High Value 22
## 1984 School Medium No Frequent Buyer 108
## 1985 Graduate Medium No Frequent Buyer 83
## 1986 Graduate High Yes Regular 48
## 1987 Postgraduate High Yes Regular 88
## 1988 School Medium No Regular 83
## 1989 Graduate High No Regular 88
## 1990 Postgraduate Medium No Frequent Buyer 69
## 1991 Graduate Medium No Frequent Buyer 2
## 1992 Postgraduate High No High Value 94
## 1993 Graduate Medium No Frequent Buyer 59
## 1994 School Medium No Regular 84
## 1995 School Medium No Regular 24
## 1996 Graduate Low No Regular 1
## 1997 Postgraduate Medium No Frequent Buyer 24
## 1998 School High No High Value 65
## 1999 School Medium No Regular 58
## 2000 Graduate High No Regular 86
## discount_usage preferred_payment_method satisfaction_level
## 1 11.62391704 Card Medium
## 2 9.59571598 Net Banking Low
## 3 21.85731936 Net Banking Low
## 4 29.52101218 Cash Medium
## 5 37.71783598 Card High
## 6 24.86413066 UPI Low
## 7 6.01742996 Net Banking Low
## 8 49.04779693 UPI Very High
## 9 17.80580682 Net Banking High
## 10 32.15248043 UPI Very High
## 11 7.94942827 Card High
## 12 45.66146551 Net Banking Medium
## 13 8.75053523 Cash Low
## 14 22.21882465 Cash Low
## 15 23.39697036 UPI High
## 16 3.10267700 Net Banking Medium
## 17 32.25997934 Net Banking High
## 18 0.17242092 UPI Very High
## 19 38.41222351 Card Medium
## 20 24.66321261 Cash Low
## 21 3.75776617 Cash Medium
## 22 21.58620605 Cash High
## 23 41.82415890 Cash High
## 24 36.40334018 UPI Very High
## 25 5.70338105 Card Low
## 26 17.56649981 Cash Very High
## 27 4.80976864 Cash Very High
## 28 15.67995663 Cash Low
## 29 42.12815651 Net Banking Medium
## 30 42.57944813 Net Banking High
## 31 21.14849238 Cash High
## 32 36.72065311 UPI Medium
## 33 9.59488346 UPI Medium
## 34 3.10379363 Cash High
## 35 3.50409010 Net Banking Low
## 36 26.43804666 Card Low
## 37 9.82558396 UPI Low
## 38 38.40878823 Card High
## 39 8.73284120 UPI Medium
## 40 45.10795993 Cash Medium
## 41 22.28344605 Cash Low
## 42 19.28707280 UPI High
## 43 47.77355983 Net Banking Medium
## 44 19.01661315 Cash Very High
## 45 36.27276303 UPI Medium
## 46 17.10185693 Net Banking Low
## 47 36.73287338 Card Very High
## 48 8.80103931 Cash High
## 49 43.42177591 Net Banking Low
## 50 28.10534261 Net Banking Medium
## 51 8.89127485 UPI Very High
## 52 5.17129717 Cash Medium
## 53 1.17870285 UPI Medium
## 54 36.71542605 Net Banking High
## 55 27.50888213 UPI Very High
## 56 12.90095344 Card High
## 57 30.34065539 Card Very High
## 58 4.90764450 Cash High
## 59 33.90716266 Cash High
## 60 10.70361752 UPI High
## 61 17.09751789 Net Banking Low
## 62 31.86961475 Card Medium
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## 622 14.65249715 UPI High
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## 632 41.98521051 UPI Low
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## 651 7.29437176 Card Low
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## 659 39.97763849 Card Low
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## 687 44.64151661 UPI Very High
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## 689 42.47887720 Card Low
## 690 18.93660223 Net Banking Very High
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## 706 33.12074479 Card Very High
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## 986 8.23209178 Card Low
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## 990 36.16055305 Card Low
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## 992 15.75974014 Card Low
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## 996 15.61027358 Card Very High
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## 1022 21.15847727 UPI High
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## 1041 22.84345716 Card Very High
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## 1043 38.44736457 Net Banking Medium
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## 1046 19.51718540 Net Banking High
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## 1051 11.52887092 UPI Medium
## 1052 3.94018644 Net Banking Medium
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## 1080 3.87138470 UPI Medium
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## 1084 35.50944934 Card Low
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## 1108 38.72420653 Card Very High
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## 1111 3.75405051 Net Banking High
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## 1117 23.30986902 Card Low
## 1118 36.35375824 Net Banking Low
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## 1121 18.35614532 Net Banking High
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## 1123 40.12144292 Cash Very High
## 1124 39.19740863 Card High
## 1125 25.63698566 Card High
## 1126 12.25709354 Card Very High
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## 1129 1.21442412 Card Medium
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## 1131 38.96170008 Cash Very High
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## 1136 3.99996285 Card Very High
## 1137 30.89747122 Card High
## 1138 27.93904598 UPI Very High
## 1139 49.79642217 UPI Low
## 1140 38.40646542 Net Banking High
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## 1142 40.86258228 Card High
## 1143 0.66364662 Net Banking High
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## 1152 18.52712377 Card High
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## 1154 44.86082055 Card Very High
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## 1166 47.58125234 Card High
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## 1170 35.02422432 Card Low
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## 1172 1.09703539 Cash Very High
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## 1180 7.33070760 UPI Very High
## 1181 5.00005492 UPI High
## 1182 2.06337779 Net Banking Low
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## 1186 24.33114412 UPI Very High
## 1187 42.38285236 UPI Very High
## 1188 26.25420090 Net Banking Low
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## 1190 20.22906251 Cash Very High
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## 1192 9.04055496 Cash Medium
## 1193 16.98913626 Card Low
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## 1197 15.51574436 Card High
## 1198 44.53355186 Card High
## 1199 13.01522094 Card Very High
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## 1202 32.68834580 UPI High
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## 1205 29.84021437 UPI Low
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## 1208 31.67109799 Card High
## 1209 42.96947294 Net Banking High
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## 1211 43.38904388 Card Low
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## 1213 41.70103423 Net Banking Very High
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## 1215 43.39993785 Net Banking Very High
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## 1221 1.86053209 Net Banking Medium
## 1222 19.80713027 Card High
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## 1236 35.35915831 Card Low
## 1237 40.35698109 UPI Low
## 1238 21.87916594 Net Banking Low
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## 1240 6.99808118 UPI High
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## 1242 28.17982927 Net Banking Very High
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## 1246 32.12109524 UPI High
## 1247 24.47190351 Card Very High
## 1248 37.26262396 Card Very High
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## 1251 17.40703843 Cash High
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## 1261 24.93050664 Net Banking Medium
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## 1263 18.48028521 Card Medium
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## 1271 33.56980567 Net Banking Medium
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## 1274 14.22124227 Card High
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## 1277 28.05609722 UPI High
## 1278 48.42047558 Net Banking High
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## 1283 40.88083992 Card Low
## 1284 27.62129171 Cash Very High
## 1285 3.26108364 Net Banking High
## 1286 31.21688796 Card High
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## 1289 11.29851012 UPI Medium
## 1290 35.20325366 Cash Low
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## 1292 41.70710855 Cash Low
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## 1295 1.30051831 UPI Medium
## 1296 44.75804602 Net Banking Very High
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## 1300 49.51087969 UPI Medium
## 1301 8.26819467 Card Medium
## 1302 25.68528193 UPI High
## 1303 33.36564726 UPI Low
## 1304 42.03035465 Net Banking High
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## 1308 46.36150733 Cash High
## 1309 46.62339387 Net Banking Very High
## 1310 42.36777328 Cash Low
## 1311 5.45629639 Card Very High
## 1312 17.16860716 Net Banking Medium
## 1313 26.86718024 Card Low
## 1314 48.00321756 Net Banking Low
## 1315 42.35850219 Cash High
## 1316 31.68749361 Net Banking Low
## 1317 1.13509476 Card High
## 1318 28.46076250 UPI Low
## 1319 29.26946062 UPI Medium
## 1320 18.27194824 Cash Low
## 1321 40.69112982 Net Banking Very High
## 1322 14.34036924 Cash Very High
## 1323 18.08559957 Net Banking Very High
## 1324 25.22019839 Net Banking High
## 1325 32.19585756 UPI Low
## 1326 32.52737914 Cash Very High
## 1327 3.98810284 Card Low
## 1328 48.32792660 UPI Very High
## 1329 38.72982643 Card Very High
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## 1331 30.20135853 Cash High
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## 1333 43.82775339 UPI High
## 1334 0.13495940 UPI Low
## 1335 33.65350207 UPI Very High
## 1336 49.01820891 UPI Low
## 1337 22.70904333 Card Very High
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## 1339 3.76799942 Cash High
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## 1341 24.99682734 Cash Low
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## 1343 15.40347666 UPI High
## 1344 1.82516402 Net Banking High
## 1345 2.85166581 Net Banking High
## 1346 47.24997020 Card Very High
## 1347 25.60643403 UPI High
## 1348 47.98255566 Cash Medium
## 1349 46.75003653 Card Low
## 1350 49.72013969 Net Banking Very High
## 1351 7.67602249 Net Banking Very High
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## 1355 8.58763935 UPI Very High
## 1356 40.32854827 Card Medium
## 1357 10.33361686 Cash Medium
## 1358 47.97626936 Cash Low
## 1359 18.45920182 Card Very High
## 1360 6.88144985 Cash Low
## 1361 2.01274479 Cash High
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## 1363 25.97354798 UPI Very High
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## 1365 10.47198381 Card High
## 1366 34.11184164 Cash Very High
## 1367 8.49839145 Net Banking Low
## 1368 25.65294225 Card High
## 1369 35.44025950 Cash Very High
## 1370 22.63412265 Card Medium
## 1371 37.70197594 Card Low
## 1372 3.72640795 UPI Medium
## 1373 17.97604666 UPI Very High
## 1374 1.68828581 Cash Low
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## 1378 20.73367305 Card Very High
## 1379 16.22685817 Net Banking Very High
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## 1383 18.14039166 Card High
## 1384 20.20374569 Net Banking High
## 1385 4.31463505 Net Banking Low
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## 1387 17.60412247 UPI Low
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## 1389 29.71312157 Net Banking Very High
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## 1391 28.19790422 UPI High
## 1392 37.21402608 Card Low
## 1393 4.79891675 Card Medium
## 1394 1.33001424 Card High
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## 1397 4.83429968 Card Very High
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## 1399 23.91969093 Card Very High
## 1400 45.11315592 Net Banking Very High
## 1401 13.64754338 UPI Low
## 1402 13.75396018 Cash High
## 1403 13.69466904 Cash High
## 1404 15.60167512 Card Very High
## 1405 18.67116955 Net Banking High
## 1406 32.40627064 UPI Low
## 1407 7.68997401 Cash Low
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## 1409 6.69601174 UPI Medium
## 1410 19.22655443 Net Banking High
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## 1412 26.08271609 Cash High
## 1413 5.21402504 Net Banking Medium
## 1414 23.85956334 UPI Low
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## 1416 18.82947448 Net Banking Medium
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## 1418 47.99722743 Net Banking Very High
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## 1420 16.22118671 Card Low
## 1421 10.19758630 UPI High
## 1422 1.32880455 Card High
## 1423 47.24016786 UPI High
## 1424 34.69934211 Net Banking Very High
## 1425 48.82144100 UPI High
## 1426 27.53818169 Card High
## 1427 25.50880114 Net Banking Medium
## 1428 16.70687236 Net Banking High
## 1429 31.29648548 Cash High
## 1430 15.28514179 Card Very High
## 1431 35.14549429 Cash Low
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## 1433 17.24563894 UPI Medium
## 1434 1.19833967 UPI Medium
## 1435 13.46108421 Cash Very High
## 1436 14.74038787 Card Very High
## 1437 19.55355043 Net Banking Medium
## 1438 25.03640596 Card Medium
## 1439 35.39897059 Net Banking Very High
## 1440 24.80523813 Cash Very High
## 1441 39.24087758 UPI Low
## 1442 20.54132437 Cash High
## 1443 43.53762085 Net Banking Low
## 1444 38.82840832 Card Low
## 1445 8.76676017 Net Banking Low
## 1446 45.56148969 Net Banking High
## 1447 38.54138974 Cash Low
## 1448 0.90569207 Net Banking Low
## 1449 35.30266876 Net Banking Low
## 1450 10.08033640 Net Banking Very High
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## 1452 34.56295862 Card Very High
## 1453 3.35436850 Card Medium
## 1454 12.65407139 Cash Very High
## 1455 21.08617241 Card High
## 1456 12.90856246 Card Medium
## 1457 43.47308879 UPI Very High
## 1458 11.14976993 Net Banking High
## 1459 45.01550352 Net Banking High
## 1460 36.27759450 UPI Very High
## 1461 28.96949859 Card Medium
## 1462 32.01034731 Net Banking Medium
## 1463 34.38060600 UPI Very High
## 1464 1.03714976 Cash Medium
## 1465 45.49604324 Cash Very High
## 1466 11.36636575 Card Low
## 1467 43.17633913 UPI High
## 1468 29.37035413 Net Banking Very High
## 1469 29.38520804 Cash Medium
## 1470 40.69957777 Net Banking High
## 1471 0.25438432 Cash High
## 1472 29.95762773 Card Medium
## 1473 20.91334434 Card High
## 1474 18.74980304 Net Banking Very High
## 1475 17.12016121 UPI Medium
## 1476 38.89292223 Card Very High
## 1477 36.50217894 Card High
## 1478 48.01362917 UPI High
## 1479 47.19051349 Card Low
## 1480 19.57454948 Cash Low
## 1481 5.69078241 Card Medium
## 1482 1.31794469 Card Medium
## 1483 45.80920079 Card Very High
## 1484 31.41903140 UPI Low
## 1485 48.59876917 UPI Very High
## 1486 14.06263623 UPI Medium
## 1487 22.88279303 Cash High
## 1488 15.14695907 UPI Medium
## 1489 3.41652784 Cash Low
## 1490 28.38486251 Cash Very High
## 1491 17.48055899 Cash Very High
## 1492 25.52266283 Cash Low
## 1493 23.06870809 UPI Low
## 1494 49.69208808 Cash Very High
## 1495 42.65656869 Card Very High
## 1496 43.55076704 Card High
## 1497 7.27011395 Net Banking Very High
## 1498 7.43077400 Net Banking Low
## 1499 0.41947657 UPI Very High
## 1500 8.34160324 Net Banking Low
## 1501 24.58708270 Cash Medium
## 1502 30.08054257 Card Low
## 1503 20.04097177 Cash Very High
## 1504 22.88008569 UPI Very High
## 1505 41.16457236 Net Banking Medium
## 1506 47.15395893 UPI Low
## 1507 23.30685914 Cash Medium
## 1508 19.30587931 Cash Low
## 1509 6.40688610 Cash Very High
## 1510 11.42687987 UPI Low
## 1511 32.54395620 Net Banking Very High
## 1512 35.97629554 Cash Medium
## 1513 1.82336396 Cash High
## 1514 15.08829435 Net Banking Low
## 1515 9.12669295 Card High
## 1516 15.67087487 Cash Very High
## 1517 24.92487070 Card Very High
## 1518 40.32795623 Card High
## 1519 28.72616726 UPI Very High
## 1520 17.66504549 Cash Low
## 1521 3.71618968 Cash Very High
## 1522 4.07526364 Cash Low
## 1523 42.36031500 Card High
## 1524 28.93546337 Cash High
## 1525 44.92510688 Net Banking High
## 1526 4.83733683 UPI High
## 1527 15.33492496 UPI High
## 1528 14.14570251 UPI High
## 1529 12.62722312 Net Banking Medium
## 1530 17.63405951 UPI Medium
## 1531 30.46919318 Net Banking Low
## 1532 39.55032213 UPI Low
## 1533 0.86145973 Net Banking Medium
## 1534 46.17614813 Card High
## 1535 0.48117904 Net Banking Low
## 1536 31.82570258 Card Medium
## 1537 48.32316733 Cash Low
## 1538 17.00579402 Card Medium
## 1539 2.91178238 Cash Low
## 1540 47.30978594 Card High
## 1541 43.28118464 Cash Medium
## 1542 35.81035282 UPI High
## 1543 0.96164326 UPI Very High
## 1544 36.03487913 Card High
## 1545 17.36617377 Net Banking Low
## 1546 9.99836680 Net Banking Low
## 1547 16.56894384 Card High
## 1548 33.29730409 UPI Low
## 1549 41.29407906 UPI Medium
## 1550 17.56876792 Card Very High
## 1551 29.03181038 UPI Low
## 1552 29.83990446 Card High
## 1553 34.04928779 Cash Very High
## 1554 33.57985685 Card High
## 1555 15.88909399 UPI Medium
## 1556 38.88979753 Net Banking Medium
## 1557 13.78565678 Card High
## 1558 39.54631518 Cash Medium
## 1559 32.49256101 UPI High
## 1560 26.56388771 Card Medium
## 1561 21.67857461 UPI Very High
## 1562 19.21277080 Card Medium
## 1563 20.45496455 UPI Very High
## 1564 20.21593272 UPI Very High
## 1565 16.88709115 UPI High
## 1566 41.56248682 UPI High
## 1567 21.78676166 Card High
## 1568 21.01042689 UPI Low
## 1569 15.57968271 Net Banking High
## 1570 13.64186032 UPI Very High
## 1571 45.25047248 UPI High
## 1572 17.08304510 UPI High
## 1573 23.61752577 Cash Very High
## 1574 4.44373209 Cash Very High
## 1575 26.75257043 UPI Low
## 1576 47.11574060 Net Banking Medium
## 1577 15.00010691 UPI Very High
## 1578 49.50917415 Net Banking Very High
## 1579 14.42301357 Card Low
## 1580 29.53652809 Cash High
## 1581 40.12880174 Cash High
## 1582 29.70794013 Net Banking High
## 1583 22.97130033 Card Medium
## 1584 28.42680434 Card High
## 1585 39.20619197 Card Low
## 1586 25.70519213 UPI Medium
## 1587 25.05369254 Card Low
## 1588 28.41601695 Cash Low
## 1589 48.16534543 UPI Low
## 1590 45.93458428 Cash High
## 1591 0.07215214 UPI High
## 1592 45.89382001 Cash High
## 1593 32.72068664 UPI Very High
## 1594 9.91207744 Cash Medium
## 1595 2.04247019 Net Banking Medium
## 1596 4.68570508 UPI High
## 1597 25.46584202 UPI High
## 1598 44.00697120 UPI Low
## 1599 15.39970340 Net Banking Medium
## 1600 33.94151223 UPI Medium
## 1601 19.12425711 Card Medium
## 1602 38.17742914 Cash Very High
## 1603 18.73651719 Cash Medium
## 1604 42.77994583 UPI High
## 1605 22.13779600 Net Banking High
## 1606 22.84659289 Net Banking Low
## 1607 6.93801781 Card Low
## 1608 48.06592960 Card Medium
## 1609 9.58478359 UPI Low
## 1610 26.65704258 Card Low
## 1611 8.61027035 Net Banking Very High
## 1612 29.87309043 Card Low
## 1613 3.79916410 UPI High
## 1614 41.71740030 Card Very High
## 1615 35.78440588 UPI Very High
## 1616 9.33406172 Card High
## 1617 43.46991728 UPI Medium
## 1618 33.97062382 Cash Very High
## 1619 3.95255700 Net Banking Very High
## 1620 2.42960506 Card Very High
## 1621 1.62977938 Card Medium
## 1622 23.15546479 Net Banking Very High
## 1623 13.71311840 Net Banking Low
## 1624 13.72561427 Net Banking Very High
## 1625 28.86302545 UPI Low
## 1626 47.06636083 Card High
## 1627 16.20766276 Cash Medium
## 1628 37.26492978 UPI Medium
## 1629 10.03271126 Cash Low
## 1630 18.79324478 Card Medium
## 1631 0.92651579 Net Banking High
## 1632 40.67121512 UPI Very High
## 1633 29.55837985 Card High
## 1634 37.02421880 Card Very High
## 1635 3.69645074 Cash Medium
## 1636 43.91094474 Cash Medium
## 1637 35.19834960 Cash Medium
## 1638 20.65723086 Net Banking Very High
## 1639 37.09153858 Net Banking Medium
## 1640 37.25954743 UPI Low
## 1641 27.09602318 Net Banking Very High
## 1642 47.92630352 Card Very High
## 1643 19.20965592 Net Banking Medium
## 1644 38.92675355 Net Banking Medium
## 1645 23.04776899 Cash Low
## 1646 27.58883142 UPI Low
## 1647 16.38584122 Card Low
## 1648 24.07836246 Cash High
## 1649 38.75513244 Card Medium
## 1650 46.38801991 Cash Low
## 1651 2.19328147 UPI Medium
## 1652 49.35164019 Cash Very High
## 1653 33.59766418 Card High
## 1654 15.35320103 UPI High
## 1655 46.52736274 Net Banking High
## 1656 26.04739006 Cash Very High
## 1657 33.01125898 Net Banking Low
## 1658 27.66705381 Cash Very High
## 1659 33.90468522 Card High
## 1660 23.10923782 Card High
## 1661 19.78161115 Card Medium
## 1662 2.70809565 Cash Medium
## 1663 40.09031371 UPI High
## 1664 41.39140082 Net Banking Medium
## 1665 7.58561604 Card High
## 1666 35.12021270 Cash High
## 1667 25.97283156 Card High
## 1668 12.23975576 Card Very High
## 1669 48.72182499 Card Very High
## 1670 5.45420917 Cash Low
## 1671 36.70258591 Net Banking Very High
## 1672 15.70453338 UPI Very High
## 1673 41.59571741 UPI High
## 1674 23.39863960 Net Banking Medium
## 1675 18.64187649 Net Banking Very High
## 1676 41.34525810 Net Banking High
## 1677 38.46468456 UPI High
## 1678 2.24373749 Card Very High
## 1679 10.70566723 Card Very High
## 1680 18.96779018 UPI Very High
## 1681 37.75675216 Net Banking Low
## 1682 15.07801204 Net Banking Low
## 1683 9.65667232 Cash High
## 1684 34.59120529 Cash Low
## 1685 13.29203558 Card Low
## 1686 31.16871005 Net Banking Very High
## 1687 30.37864617 UPI High
## 1688 30.82621305 UPI High
## 1689 47.74615628 Net Banking Low
## 1690 42.90734926 Card Low
## 1691 8.52193560 Cash Low
## 1692 35.13106041 Card Low
## 1693 26.00152261 UPI Low
## 1694 41.93232846 Net Banking Low
## 1695 3.74563966 Net Banking Very High
## 1696 32.44680578 Net Banking High
## 1697 12.39719379 Net Banking Low
## 1698 9.96958291 Net Banking High
## 1699 22.55287488 Cash Low
## 1700 17.93139861 Net Banking Low
## 1701 49.98839243 Card Low
## 1702 14.03154929 Cash Very High
## 1703 13.31714016 Net Banking Low
## 1704 44.70001278 Cash Low
## 1705 13.66840189 UPI Medium
## 1706 32.05971081 Card Very High
## 1707 15.78188168 Cash High
## 1708 7.51921583 Net Banking Low
## 1709 41.85793769 Net Banking High
## 1710 29.82318874 UPI Medium
## 1711 42.49904923 Card High
## 1712 34.84272626 Cash High
## 1713 18.58669940 Cash High
## 1714 31.87003216 Net Banking Low
## 1715 34.90922191 Card Low
## 1716 31.64264992 Net Banking Low
## 1717 7.42237893 Card High
## 1718 7.91970350 Net Banking High
## 1719 27.71122592 Net Banking Medium
## 1720 48.34538619 Net Banking Very High
## 1721 5.48093996 Card Medium
## 1722 11.35515640 Cash Medium
## 1723 5.73547967 Card Medium
## 1724 44.80137469 Net Banking Medium
## 1725 34.49398266 Net Banking Medium
## 1726 45.57177705 Card High
## 1727 46.25125691 Net Banking High
## 1728 15.31499496 Cash Low
## 1729 25.57866581 Net Banking Low
## 1730 45.74274314 Card Low
## 1731 38.72331143 Cash Very High
## 1732 38.62616237 Card Medium
## 1733 32.82330205 Cash Low
## 1734 45.44437385 Card Low
## 1735 41.73279919 Card High
## 1736 11.53455731 UPI Very High
## 1737 29.66132475 Card High
## 1738 19.83270702 Card Medium
## 1739 39.96733286 UPI Medium
## 1740 20.37035671 Cash Low
## 1741 33.56214495 Net Banking Low
## 1742 22.35652043 Net Banking Very High
## 1743 21.40464193 Net Banking Low
## 1744 21.20798675 UPI Medium
## 1745 37.55459437 Cash Very High
## 1746 1.91641357 UPI Medium
## 1747 2.67550723 Card High
## 1748 28.07402204 UPI Very High
## 1749 41.46221983 UPI Low
## 1750 8.79094221 Net Banking Medium
## 1751 19.07406319 Net Banking Low
## 1752 6.87172836 Net Banking Medium
## 1753 19.02741959 UPI Low
## 1754 20.53315385 Card High
## 1755 42.97514575 UPI Medium
## 1756 8.08044570 Cash Very High
## 1757 28.22914148 Net Banking Medium
## 1758 3.13841488 Card Medium
## 1759 1.65823332 Net Banking Medium
## 1760 43.94832272 Cash High
## 1761 4.31090721 Net Banking Medium
## 1762 39.85810669 UPI Low
## 1763 4.81624335 Card Very High
## 1764 19.36551755 Card High
## 1765 15.36696473 UPI High
## 1766 26.71321127 UPI Low
## 1767 8.71150498 Cash High
## 1768 13.59239136 Cash Very High
## 1769 3.13262116 Card Very High
## 1770 0.85769442 UPI Medium
## 1771 11.39495099 Cash Low
## 1772 6.73250782 Card Medium
## 1773 43.19874294 Cash High
## 1774 42.51283454 UPI High
## 1775 6.12580409 Net Banking Medium
## 1776 2.07732628 Cash Very High
## 1777 27.56479496 Net Banking Low
## 1778 27.91099650 Card Medium
## 1779 43.90671199 Card Medium
## 1780 1.30437118 Net Banking Medium
## 1781 20.07804303 Cash Medium
## 1782 5.98589959 Card Very High
## 1783 1.34722899 Cash Very High
## 1784 39.36830324 Cash Low
## 1785 11.69274706 Net Banking Medium
## 1786 42.90325058 UPI Low
## 1787 39.16819238 UPI Medium
## 1788 19.70602548 Cash Low
## 1789 26.22652038 Cash Medium
## 1790 13.82121243 Card Medium
## 1791 18.76847769 UPI High
## 1792 0.75676306 Net Banking Low
## 1793 8.62509558 Net Banking Very High
## 1794 21.14551032 Cash High
## 1795 24.06366571 Net Banking Low
## 1796 12.85824940 Cash Medium
## 1797 46.31415422 Card Medium
## 1798 36.27793335 Net Banking Low
## 1799 42.58459590 Card Medium
## 1800 39.45704535 Card Very High
## 1801 26.26458084 Net Banking Very High
## 1802 39.37028531 UPI High
## 1803 42.55189954 Cash Very High
## 1804 3.83080118 Net Banking Low
## 1805 25.76758870 UPI Low
## 1806 1.74968407 Net Banking Medium
## 1807 23.69585221 Card Medium
## 1808 3.44578046 Card High
## 1809 27.83378290 UPI Low
## 1810 28.79678928 UPI Low
## 1811 40.18321345 Cash Very High
## 1812 16.37151954 Card Low
## 1813 14.54737088 Net Banking High
## 1814 23.76141195 UPI Very High
## 1815 29.47548224 Cash Low
## 1816 5.42708453 Net Banking Very High
## 1817 2.76951151 Card Very High
## 1818 7.81619382 UPI Very High
## 1819 34.45103362 Cash High
## 1820 15.68333848 Net Banking High
## 1821 6.10041725 UPI Very High
## 1822 46.26207725 Card Medium
## 1823 46.18379449 Cash Medium
## 1824 16.27933819 Card High
## 1825 33.66207015 Net Banking Low
## 1826 44.91268919 Cash High
## 1827 35.46662745 Net Banking Medium
## 1828 42.90866728 UPI Very High
## 1829 45.56943242 UPI High
## 1830 5.26773858 UPI High
## 1831 26.07455940 Net Banking Very High
## 1832 20.82940664 Card High
## 1833 8.82948619 Net Banking Very High
## 1834 21.35803958 Net Banking Very High
## 1835 32.29348679 UPI Medium
## 1836 8.23264190 Card Medium
## 1837 41.33597669 Net Banking Medium
## 1838 21.23082824 Cash Low
## 1839 8.04599668 Cash Very High
## 1840 18.83935845 UPI Very High
## 1841 47.80665053 UPI High
## 1842 1.72906125 Card High
## 1843 4.87856703 Card High
## 1844 4.08761893 UPI Medium
## 1845 7.64936453 Cash Medium
## 1846 29.97702492 Card Very High
## 1847 20.57588185 Cash High
## 1848 19.61508317 Net Banking High
## 1849 25.64174330 UPI Very High
## 1850 14.03533116 UPI High
## 1851 37.59251038 Net Banking Very High
## 1852 32.44498607 Net Banking High
## 1853 45.64600772 UPI High
## 1854 5.80363944 Card Low
## 1855 13.96269933 Cash Low
## 1856 8.52827122 Cash High
## 1857 4.81604135 Card Very High
## 1858 47.46601406 Cash Low
## 1859 21.04253447 Card High
## 1860 36.43390106 Cash Low
## 1861 37.92851371 Card Very High
## 1862 31.13212126 Card High
## 1863 35.47617668 Card Medium
## 1864 33.93037691 Card Very High
## 1865 16.83857230 Card Low
## 1866 37.35410627 Card High
## 1867 9.87119688 Cash Medium
## 1868 36.83301001 Card Low
## 1869 17.55402614 Card Medium
## 1870 22.22198496 Cash High
## 1871 30.42676169 UPI Medium
## 1872 29.11962244 Cash Low
## 1873 41.91915349 UPI Low
## 1874 17.67259493 UPI Very High
## 1875 9.89711203 UPI Medium
## 1876 10.87108773 UPI Very High
## 1877 47.40979590 UPI Medium
## 1878 22.13093524 UPI High
## 1879 39.57883944 Card Very High
## 1880 36.81140985 Cash Medium
## 1881 21.85806195 Cash Very High
## 1882 41.33293423 Card Very High
## 1883 44.07782784 Card Medium
## 1884 33.64023553 Card High
## 1885 18.10648154 Card High
## 1886 19.14305796 UPI High
## 1887 24.50868784 Cash Medium
## 1888 34.21408572 Net Banking High
## 1889 24.87610180 Cash Low
## 1890 18.67008702 Card Low
## 1891 18.97215342 Cash Very High
## 1892 24.10219401 Card Low
## 1893 35.36403766 Card Medium
## 1894 1.87596129 Net Banking Very High
## 1895 25.92252352 Card Low
## 1896 22.53656747 UPI Medium
## 1897 38.00973150 Card Low
## 1898 39.94624867 Net Banking High
## 1899 1.82719165 Cash Very High
## 1900 34.58537846 Cash Medium
## 1901 36.09014358 UPI Medium
## 1902 32.39057365 Card High
## 1903 5.75653624 Cash Very High
## 1904 32.09793945 Net Banking Medium
## 1905 28.77860450 Cash Medium
## 1906 27.45038112 Net Banking High
## 1907 2.54753798 UPI Very High
## 1908 46.14340621 Card Low
## 1909 10.75166201 Cash Very High
## 1910 16.64587790 Net Banking Medium
## 1911 10.20613928 Card Low
## 1912 49.27693971 Net Banking Medium
## 1913 33.72522253 Cash High
## 1914 14.31452117 Net Banking Very High
## 1915 6.88777285 Card Medium
## 1916 36.19099915 UPI High
## 1917 34.72578645 Cash Low
## 1918 35.34971311 Card High
## 1919 38.53659113 Net Banking Low
## 1920 27.37738098 UPI Low
## 1921 49.53299190 Cash Very High
## 1922 42.21411408 Cash Very High
## 1923 26.90507642 Card Low
## 1924 10.22158656 Card High
## 1925 22.93593191 UPI High
## 1926 7.06010338 UPI Low
## 1927 17.40952888 Card Low
## 1928 4.47125403 UPI Low
## 1929 43.48518546 Card High
## 1930 5.63041375 Card High
## 1931 27.29477626 Card High
## 1932 49.40347288 UPI Very High
## 1933 2.38336423 Cash Very High
## 1934 49.28258860 Net Banking Low
## 1935 0.79976235 Card High
## 1936 18.24547958 Cash Medium
## 1937 47.75161570 Cash High
## 1938 5.92342771 UPI High
## 1939 16.59278573 Net Banking Very High
## 1940 22.74399091 UPI Low
## 1941 31.32857785 UPI Very High
## 1942 35.78526973 Net Banking Very High
## 1943 47.07199816 UPI Very High
## 1944 49.45906278 Cash Medium
## 1945 30.62699726 UPI High
## 1946 23.79043270 Cash High
## 1947 24.35932545 UPI High
## 1948 30.22211545 Net Banking Very High
## 1949 45.81985506 Net Banking Medium
## 1950 3.91393643 Net Banking High
## 1951 31.63232411 Net Banking Very High
## 1952 26.95714234 Cash Very High
## 1953 27.72830861 Net Banking Very High
## 1954 11.94487028 UPI High
## 1955 6.34748234 Net Banking Very High
## 1956 6.16889275 Card Medium
## 1957 0.83708525 UPI Low
## 1958 31.03097977 Cash Medium
## 1959 15.43692534 Net Banking High
## 1960 44.00248834 Net Banking High
## 1961 29.55141502 Card Low
## 1962 47.41418209 Cash Very High
## 1963 43.45417192 Card Very High
## 1964 4.25087460 Card Medium
## 1965 49.98792058 UPI Low
## 1966 24.49510786 UPI Very High
## 1967 9.01871276 UPI High
## 1968 10.89077364 Net Banking Very High
## 1969 26.35104490 Card Medium
## 1970 19.29271341 Net Banking Very High
## 1971 19.57328833 UPI High
## 1972 43.12517791 Net Banking High
## 1973 30.63724162 Cash Very High
## 1974 47.55030376 Net Banking Low
## 1975 44.19018408 Cash Medium
## 1976 38.37443234 Card Medium
## 1977 18.34615939 UPI Very High
## 1978 45.70734737 Cash Medium
## 1979 23.05520228 Card High
## 1980 38.32638910 Card High
## 1981 30.48770437 UPI Medium
## 1982 29.40769571 Cash High
## 1983 40.66765462 Cash Medium
## 1984 17.32821075 Net Banking Medium
## 1985 36.82372334 Cash Low
## 1986 1.51532497 Net Banking High
## 1987 30.56230528 Card Low
## 1988 13.55764381 UPI Very High
## 1989 49.47175944 Card High
## 1990 31.99370280 Net Banking Medium
## 1991 6.20094236 Net Banking Very High
## 1992 12.60932375 Cash Very High
## 1993 0.23024990 Cash Medium
## 1994 4.25524560 Net Banking Very High
## 1995 43.36870988 Cash High
## 1996 6.69332288 Card Low
## 1997 33.31599227 Card High
## 1998 35.63073458 Cash Medium
## 1999 19.18064953 Card Medium
## 2000 4.29169679 Net Banking Highstr(df)## 'data.frame': 2000 obs. of 19 variables:
## $ age : int 63 20 46 52 56 35 37 60 40 51 ...
## $ monthly_income : int 100322 121435 77251 77288 42397 77408 199738 44222 97122 64754 ...
## $ annual_spend : num 71456 45585 46030 36441 20736 ...
## $ avg_order_value : num 5104 2681 5754 9110 1728 ...
## $ purchase_frequency : int 14 17 8 4 12 12 15 13 20 12 ...
## $ credit_score : int 898 529 477 894 806 607 315 484 836 671 ...
## $ loyalty_score : num 46 44.6 25.5 25.9 40.1 ...
## $ gender : chr "Other" "Female" "Male" "Other" ...
## $ city_tier : chr "Tier 3" "Tier 3" "Tier 3" "Tier 1" ...
## $ shopping_mode : chr "Both" "Both" "Offline" "Online" ...
## $ customer_type : chr "Loyal" "Loyal" "Loyal" "Loyal" ...
## $ education_level : chr "School" "School" "School" "School" ...
## $ income_group : chr "High" "High" "Medium" "Medium" ...
## $ is_premium : chr "No" "No" "No" "No" ...
## $ segment : chr "High Value" "High Value" "Regular" "Regular" ...
## $ tenure_months : int 28 102 44 90 43 112 29 111 80 117 ...
## $ discount_usage : num 11.6 9.6 21.9 29.5 37.7 ...
## $ preferred_payment_method: chr "Card" "Net Banking" "Net Banking" "Cash" ...
## $ satisfaction_level : chr "Medium" "Low" "Low" "Medium" ...dim(df)## [1] 2000 19Answer: The dataset contains multiple variables including numerical and categorical types. It includes customer demographics, income, spending behavior, and segmentation.
1.2 What are the summary statistics of numerical variables?
mean(df$monthly_income)## [1] 108964.2median(df$monthly_income)## [1] 109704Answer: The summary shows central tendency (mean, median) and spread (min, max). Monthly income and annual spend have high variation.
1.3 Are there any missing values?
colSums(is.na(df))## age monthly_income annual_spend
## 0 0 0
## avg_order_value purchase_frequency credit_score
## 0 0 0
## loyalty_score gender city_tier
## 0 0 0
## shopping_mode customer_type education_level
## 0 0 0
## income_group is_premium segment
## 0 0 0
## tenure_months discount_usage preferred_payment_method
## 0 0 0
## satisfaction_level
## 0sum(is.na(df))## [1] 0Answer: There are no significant missing values in the dataset.
DATA MANIPULATION & TRANSFORMATION
2 level : Data Manipulation and Transformation Analysis
2.1 Find city tiers where average income > 1 lakh
df %>%
group_by(city_tier) %>%
summarise(avg_income = mean(monthly_income)) %>%
filter(avg_income > 100000)## # A tibble: 3 × 2
## city_tier avg_income
## <chr> <dbl>
## 1 Tier 1 107979.
## 2 Tier 2 108773.
## 3 Tier 3 110196.Answer: This analysis identifies city tiers where the average income exceeds 1 lakh. It helps in recognizing high-income regions that can be targeted for premium products and services.
2.2 Find customer types with spending > 7000
df %>%
group_by(customer_type) %>%
summarise(avg_spend = mean(annual_spend)) %>%
filter(avg_spend > 7000)## # A tibble: 3 × 2
## customer_type avg_spend
## <chr> <dbl>
## 1 Loyal 58613.
## 2 New 60772.
## 3 Returning 60880.2.3 Top segments based on loyalty score
df %>%
group_by(segment) %>%
summarise(avg_loyalty = mean(loyalty_score)) %>%
arrange(desc(avg_loyalty))## # A tibble: 3 × 2
## segment avg_loyalty
## <chr> <dbl>
## 1 High Value 43.0
## 2 Frequent Buyer 42.9
## 3 Regular 23.3Answer: High Value segment has highest loyalty.
2.4 Average spending by payment method
df %>%
group_by(preferred_payment_method) %>%
summarise(avg_spend = mean(annual_spend))## # A tibble: 4 × 2
## preferred_payment_method avg_spend
## <chr> <dbl>
## 1 Card 58866.
## 2 Cash 59761.
## 3 Net Banking 61302.
## 4 UPI 60374.Answer: Digital payment users often spend more
MULTI-VARIABLE ADVANCED ANALYSIS
2.5 Which city tier and customer segment combination generates the highest revenue?
df %>%
group_by(city_tier, segment) %>%
summarise(total_revenue = sum(annual_spend)) %>%
arrange(desc(total_revenue))## `summarise()` has regrouped the output.
## ℹ Summaries were computed grouped by city_tier and segment.
## ℹ Output is grouped by city_tier.
## ℹ Use `summarise(.groups = "drop_last")` to silence this message.
## ℹ Use `summarise(.by = c(city_tier, segment))` for per-operation grouping
## (`?dplyr::dplyr_by`) instead.## # A tibble: 9 × 3
## # Groups: city_tier [3]
## city_tier segment total_revenue
## <chr> <chr> <dbl>
## 1 Tier 1 Regular 19930446.
## 2 Tier 2 Regular 19607745.
## 3 Tier 3 Regular 18657697.
## 4 Tier 2 High Value 15980820.
## 5 Tier 3 High Value 15766851.
## 6 Tier 1 High Value 14548082.
## 7 Tier 2 Frequent Buyer 5609942.
## 8 Tier 1 Frequent Buyer 5408090.
## 9 Tier 3 Frequent Buyer 4574720.3 level : MULTI-VARIABLE ADVANCED ANALYSIS
3.1 Income and Spending Patterns across City Tiers and Gender
df %>%
group_by(city_tier, gender) %>%
summarise(avg_income = mean(monthly_income),
avg_spend = mean(annual_spend))## `summarise()` has regrouped the output.
## ℹ Summaries were computed grouped by city_tier and gender.
## ℹ Output is grouped by city_tier.
## ℹ Use `summarise(.groups = "drop_last")` to silence this message.
## ℹ Use `summarise(.by = c(city_tier, gender))` for per-operation grouping
## (`?dplyr::dplyr_by`) instead.## # A tibble: 9 × 4
## # Groups: city_tier [3]
## city_tier gender avg_income avg_spend
## <chr> <chr> <dbl> <dbl>
## 1 Tier 1 Female 108810. 59208.
## 2 Tier 1 Male 110264. 62908.
## 3 Tier 1 Other 105172. 58049.
## 4 Tier 2 Female 102854. 55385.
## 5 Tier 2 Male 108705. 60587.
## 6 Tier 2 Other 113805. 61301.
## 7 Tier 3 Female 112167. 62546.
## 8 Tier 3 Male 103718. 57583.
## 9 Tier 3 Other 114944. 62814.Answer: It groups the data set by city tier and gender, and calculated the average income and average spending for each group to analyze how demographic factors influence customer behavior.
3.2 How can contribution analysis be performed using percentage metrics?
df %>%
group_by(segment) %>%
summarise(total = sum(annual_spend)) %>%
mutate(percentage = total / sum(total) * 100)## # A tibble: 3 × 3
## segment total percentage
## <chr> <dbl> <dbl>
## 1 Frequent Buyer 15592753. 13.0
## 2 High Value 46295753. 38.6
## 3 Regular 58195887. 48.5Answer: Percentage contribution shows the share of each segment in total revenue.
3.3 How can multi-dimensional group analysis be performed for business insights?
library(dplyr)
df %>%
group_by(city_tier, income_group, segment) %>%
summarise(
total_spend = sum(annual_spend),
avg_spend = mean(annual_spend),
customer_count = n()
) %>%
arrange(desc(total_spend))## `summarise()` has regrouped the output.
## ℹ Summaries were computed grouped by city_tier, income_group, and segment.
## ℹ Output is grouped by city_tier and income_group.
## ℹ Use `summarise(.groups = "drop_last")` to silence this message.
## ℹ Use `summarise(.by = c(city_tier, income_group, segment))` for per-operation
## grouping (`?dplyr::dplyr_by`) instead.## # A tibble: 18 × 6
## # Groups: city_tier, income_group [9]
## city_tier income_group segment total_spend avg_spend customer_count
## <chr> <chr> <chr> <dbl> <dbl> <int>
## 1 Tier 2 High High Value 15980820. 79904. 200
## 2 Tier 3 High High Value 15766851. 82119. 192
## 3 Tier 1 High Regular 15291575. 82213. 186
## 4 Tier 3 High Regular 14640156. 81789. 179
## 5 Tier 2 High Regular 14622867. 81692. 179
## 6 Tier 1 High High Value 14548082. 84093. 173
## 7 Tier 2 Medium Frequent Buyer 5350664. 35671. 150
## 8 Tier 1 Medium Frequent Buyer 5155750. 35557. 145
## 9 Tier 2 Medium Regular 4765565. 36103. 132
## 10 Tier 1 Medium Regular 4494337. 34308. 131
## 11 Tier 3 Medium Frequent Buyer 4330196. 35787. 121
## 12 Tier 3 Medium Regular 3804477. 33969. 112
## 13 Tier 2 Low Frequent Buyer 259278. 14404. 18
## 14 Tier 1 Low Frequent Buyer 252340. 12617. 20
## 15 Tier 3 Low Frequent Buyer 244525. 12870. 19
## 16 Tier 2 Low Regular 219312. 13707. 16
## 17 Tier 3 Low Regular 213063. 12533. 17
## 18 Tier 1 Low Regular 144534. 14453. 10Answer: The analysis shows that certain combinations of city tier, income group, and customer segment contribute more to total spending, helping businesses identify their most valuable customer groups.
3.4 How can revenue contribution and average performance be analyzed together?
df %>%
group_by(segment) %>%
summarise(
total_revenue = sum(annual_spend),
avg_spend = mean(annual_spend),
customer_count = n()
) %>%
arrange(desc(total_revenue))## # A tibble: 3 × 4
## segment total_revenue avg_spend customer_count
## <chr> <dbl> <dbl> <int>
## 1 Regular 58195887. 60495. 962
## 2 High Value 46295753. 81939. 565
## 3 Frequent Buyer 15592753. 32966. 473Answer: Both total revenue and average spending are analyzed to get a complete view of segment performance.
Data Visualization
4 level : Data visulization
4.1 How can spending behavior be analyzed across income groups and city tiers?
ggplot(df, aes(x = income_group, y = annual_spend, fill = income_group)) +
geom_boxplot() +
facet_grid(. ~ city_tier) +
labs(title = "Spending by Income Group across City Tiers",
x = "Income Group",
y = "Annual Spend") +
theme_classic()
Answer: Facet grids allow comparison across two
categorical variables,Higher income groups consistently show higher
spending across all city tiers.
4.2 How can purchase behavior be analyzed using faceted bar charts?
ggplot(df, aes(x = customer_type, fill = customer_type)) +
geom_bar() +
facet_wrap(~ city_tier) +
labs(title = "Customer Type Distribution across City Tiers") +
theme_bw()
Answer: Faceting helps compare categorical
distributions across groups.
4.3 How can line plots be used to compare distributions across multiple variables?
df %>%
mutate(age_group = cut(age, breaks = 5)) %>%
group_by(age_group) %>%
summarise(avg_spend = mean(annual_spend)) %>%
ggplot(aes(x = age_group, y = avg_spend, group = 1)) +
geom_line(color = "red") +
geom_point() +
labs(title = "Average Spending by Age Group") +
theme_minimal()
5 level : Exploratory Data Analysis (EDA) and Statistical Insights of Customer Dataset
5.1 Outlier Detection in Annual Spending Using IQR Method
Q1 <- quantile(df$annual_spend, 0.25)
Q3 <- quantile(df$annual_spend, 0.75)
IQR_val <- IQR(df$annual_spend)
lower_bound <- Q1 - 1.5 * IQR_val
upper_bound <- Q3 + 1.5 * IQR_val
df_clean <- df[df$annual_spend >= lower_bound &
df$annual_spend <= upper_bound, ]
Q1_new <- quantile(df_clean$annual_spend, 0.25)
Q3_new <- quantile(df_clean$annual_spend, 0.75)
IQR_new <- IQR(df_clean$annual_spend)
table(df_clean$annual_spend < (Q1_new - 1.5*IQR_new) |
df_clean$annual_spend > (Q3_new + 1.5*IQR_new))##
## FALSE
## 19995.2 Does income explain spending clearly or is behavior involved?
plot(df$monthly_income, df$annual_spend, pch=16)
cor(df$monthly_income, df$annual_spend)## [1] 0.8592492Answer: If correlation is not strong, it indicates that customer behavior (like purchase frequency or loyalty) also influences spending, not just income.
5.3 Spending Distribution Across Income Groups
ggplot(df, aes(x=annual_spend, fill=income_group)) +
geom_density(alpha=0.4)
Answer: The density plot shows that higher income groups have higher spending and greater variability, while lower income groups have more concentrated and consistent spending patterns.
5.4 Does income affect spending differently for each customer type?
ggplot(df, aes(x=monthly_income, y=annual_spend)) +
geom_point(alpha=0.4) +
facet_wrap(~customer_type)
Answer: This helps identify whether spending behavior varies by customer segment, which is important for segmentation and targeted analysis.
6 level: Segmented Correlation & Behavioral Analysis
6.1 Is spending variability consistent across income levels?
library(dplyr)
df %>%
mutate(income_group = ntile(monthly_income, 3)) %>%
group_by(income_group) %>%
summarise(
mean_spend = mean(annual_spend),
sd_spend = sd(annual_spend)
)## # A tibble: 3 × 3
## income_group mean_spend sd_spend
## <int> <dbl> <dbl>
## 1 1 27484. 12043.
## 2 2 59360. 18106.
## 3 3 93333. 26240.Answer: If higher income groups show larger variability, it means high-income customers have more diverse spending patterns, while lower-income customers are more consistent.
6.2 Does loyalty change spending pattern?
df %>%
mutate(loyalty_group = ntile(loyalty_score, 3)) %>%
group_by(loyalty_group) %>%
summarise(corr = cor(monthly_income, annual_spend))## # A tibble: 3 × 2
## loyalty_group corr
## <int> <dbl>
## 1 1 0.851
## 2 2 0.870
## 3 3 0.856Answer: The correlation between income and spending remains consistently high across all loyalty groups, indicating that loyalty does not significantly influence the spending pattern.
6.3 Income–Spending Relationship Across Customer Segments
library(dplyr)
df %>%
group_by(income_group, customer_type) %>%
summarise(corr = cor(monthly_income, annual_spend), .groups="drop")## # A tibble: 9 × 3
## income_group customer_type corr
## <chr> <chr> <dbl>
## 1 High Loyal 0.604
## 2 High New 0.617
## 3 High Returning 0.628
## 4 Low Loyal 0.248
## 5 Low New 0.340
## 6 Low Returning 0.431
## 7 Medium Loyal 0.736
## 8 Medium New 0.773
## 9 Medium Returning 0.745Answer: This helps identify whether the income–spending relationship is consistent or changes across customer segments, revealing deeper behavioral patterns.
6.4 Correlation stability across income segments
library(dplyr)
df %>%
mutate(age_group = cut(age, breaks=c(18,30,45,60,80))) %>%
filter(!is.na(age_group)) %>%
group_by(age_group) %>%
summarise(corr = cor(monthly_income, annual_spend))## # A tibble: 4 × 2
## age_group corr
## <fct> <dbl>
## 1 (18,30] 0.854
## 2 (30,45] 0.850
## 3 (45,60] 0.872
## 4 (60,80] 0.860Answer: If correlation changes across age groups, it shows that age influences how income affects spending, indicating that customer behavior differs across life stages.
6.5 Segment-wise Credit Score–Spending Correlation
library(dplyr)
df %>%
group_by(customer_type) %>%
summarise(
corr_spend_credit = cor(annual_spend, credit_score),
sd_credit = sd(credit_score)
)## # A tibble: 3 × 3
## customer_type corr_spend_credit sd_credit
## <chr> <dbl> <dbl>
## 1 Loyal -0.0944 181.
## 2 New -0.00857 176.
## 3 Returning 0.0775 173.Answer: This shows that the spending–credit relationship is segment-dependent, and some customer types may rely more on financial capacity than others when spending.
6.6 Does the income–spending relationship change for different customer types?w7
library(ggplot2)
ggplot(df, aes(monthly_income, annual_spend, color=customer_type)) +
geom_point(alpha=0.5) +
geom_smooth(method="lm", se=FALSE)## `geom_smooth()` using formula = 'y ~ x'
Answer: This helps identify whether top customers are driving the correlation, and whether the relationship between income and spending is consistent or distorted across segments.
6.7 Do high-income customers always spend more?
library(dplyr)
df %>%
mutate(income_group = ntile(monthly_income, 3)) %>%
group_by(income_group) %>%
summarise(
corr = cor(monthly_income, annual_spend),
avg_spend = mean(annual_spend)
)## # A tibble: 3 × 3
## income_group corr avg_spend
## <int> <dbl> <dbl>
## 1 1 0.775 27484.
## 2 2 0.496 59360.
## 3 3 0.423 93333.Answer: High-income customers do not always spend proportionally more. At higher levels, spending may depend more on behavior, preferences, or lifestyle, not just income.
7 Level : Regression Modeling & Relationship Analysis
7.1 Model Comparison: Impact of Credit Score on Spending Prediction
m1 <- lm(annual_spend ~ monthly_income, data=df)
m2 <- lm(annual_spend ~ monthly_income + credit_score, data=df)
anova(m1, m2)## Analysis of Variance Table
##
## Model 1: annual_spend ~ monthly_income
## Model 2: annual_spend ~ monthly_income + credit_score
## Res.Df RSS Df Sum of Sq F Pr(>F)
## 1 1998 5.8050e+11
## 2 1997 5.8025e+11 1 244610104 0.8419 0.359Answer: The ANOVA test shows that adding credit score does not significantly improve the model (p = 0.359), indicating that credit score is not a useful predictor of spending.
7.2 Which Factors Influence Customer Spending?
model <- lm(annual_spend ~ monthly_income + purchase_frequency + loyalty_score,
data=df)
summary(model)##
## Call:
## lm(formula = annual_spend ~ monthly_income + purchase_frequency +
## loyalty_score, data = df)
##
## Residuals:
## Min 1Q Median 3Q Max
## -49065 -10968 593 10625 48603
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -2.666e+03 1.763e+03 -1.513 0.131
## monthly_income 5.608e-01 7.471e-03 75.059 <2e-16 ***
## purchase_frequency -1.629e+02 2.242e+02 -0.726 0.468
## loyalty_score 1.003e+02 1.078e+02 0.930 0.353
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 17050 on 1996 degrees of freedom
## Multiple R-squared: 0.7385, Adjusted R-squared: 0.7381
## F-statistic: 1879 on 3 and 1996 DF, p-value: < 2.2e-16Answer: “The regression model is strong (R² ≈ 0.74) and significant, but only monthly income significantly affects spending, while purchase frequency and loyalty score are not significant predictors.
7.3 Which factor affects spending the most (income vs behavior)
model <- lm(annual_spend ~ monthly_income +
purchase_frequency +
loyalty_score,
data=df)
coef(summary(model))## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -2666.2076296 1.762737e+03 -1.5125388 0.1305552
## monthly_income 0.5607616 7.470897e-03 75.0594645 0.0000000
## purchase_frequency -162.8640644 2.242440e+02 -0.7262806 0.4677519
## loyalty_score 100.2612788 1.078169e+02 0.9299220 0.3525239Answer: The regression results show that monthly income is the most significant factor affecting spending, while purchase frequency and loyalty score are not statistically significant, as inc increase spending inc.
7.4 Is spending pattern linear or changing at higher income?
m_linear <- lm(annual_spend ~ monthly_income, data=df)
m_poly <- lm(annual_spend ~ monthly_income + I(monthly_income^2), data=df)
anova(m_linear, m_poly)## Analysis of Variance Table
##
## Model 1: annual_spend ~ monthly_income
## Model 2: annual_spend ~ monthly_income + I(monthly_income^2)
## Res.Df RSS Df Sum of Sq F Pr(>F)
## 1 1998 5.8050e+11
## 2 1997 5.7944e+11 1 1051843666 3.6251 0.05706 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1Answer: The ANOVA result (p = 0.057) indicates that the polynomial term is not statistically significant, suggesting that the relationship between income and spending is approximately linear, with slight evidence of non-linearity.