Question
The insurance company due to various reasons may sometime decline the house insurance renewal applications. Some researchers from a nonprofit organization collected house insurance data
The insurance company due to various reasons may sometime decline the house insurance renewal applications. Some researchers from a nonprofit organization collected house insurance data from different cities and tried to investigate the potential factors of declination of house renewal applications. The data show some important statistics that describe the area where the house insurance applicants are located. Flood: During the raining season, 1: unlikely to have flood; 2: occasionally have flood; 3: very likely to have flood MinorityPop (%): Percentage of minority population FireReport (%): Average fire incident per 100 units of house building CrimeRate (%): Average crime report per 1000 population HouseAge: Average house building age Income ($k): Median household income. Declination (%): Percentage of declinations in the investigating area
Conduct analysis as thoroughly as you can. Make your report as professional as possible. Think about what information you would like to include in the report. Don't forget to discuss your analytical results.
Flood | MinorityPop | FireReport | CrimeRate | HouseAge | Income | Declination |
2 | 54 | 34.1 | 68 | 52.6 | 82.31 | 0.3 |
2 | 4.9 | 11 | 75 | 42.6 | 214.8 | 0.02 |
1 | 7.1 | 6.9 | 18 | 78.5 | 111.04 | 0.02 |
3 | 5.3 | 7.3 | 31 | 90.1 | 106.94 | 0.4 |
1 | 21.5 | 15.1 | 25 | 89.8 | 96.31 | 1.1 |
1 | 43.1 | 29.1 | 34 | 82.7 | 79.95 | 1.9 |
1 | 1.1 | 2.2 | 14 | 40.2 | 137.22 | 0.02 |
3 | 1 | 5.7 | 11 | 27.9 | 162.5 | 0.02 |
2 | 1.7 | 2 | 11 | 7.7 | 136.86 | 0.02 |
1 | 1.6 | 2.5 | 22 | 63.8 | 124.05 | 0.02 |
2 | 1.5 | 3 | 17 | 51.2 | 121.98 | 0.02 |
3 | 1.8 | 5.4 | 27 | 85.1 | 116 | 0.02 |
3 | 1 | 2.2 | 9 | 44.4 | 127.65 | 0.02 |
3 | 2.5 | 7.2 | 29 | 84.2 | 110.84 | 0.2 |
2 | 13.4 | 15.1 | 30 | 89.8 | 105.1 | 0.8 |
1 | 59.8 | 16.5 | 40 | 72.7 | 97.84 | 0.8 |
1 | 94.4 | 18.4 | 32 | 72.9 | 73.42 | 1.8 |
3 | 86.2 | 36.2 | 41 | 63.1 | 65.65 | 1.8 |
1 | 50.2 | 39.7 | 147 | 83 | 74.59 | 0.9 |
3 | 74.2 | 18.5 | 22 | 78.3 | 80.14 | 1.9 |
1 | 55.5 | 23.3 | 29 | 79 | 81.77 | 1.5 |
2 | 62.3 | 12.2 | 46 | 48 | 82.12 | 0.6 |
2 | 10 | 6.2 | 29 | 60.4 | 117.44 | 0.02 |
3 | 22.2 | 9.5 | 44 | 76.5 | 93.23 | 0.1 |
2 | 19.6 | 10.5 | 36 | 73.5 | 99.48 | 1.2 |
3 | 17.3 | 7.7 | 37 | 66.9 | 106.56 | 0.5 |
2 | 24.5 | 8.6 | 53 | 81.4 | 97.3 | 0.7 |
3 | 4.4 | 5.6 | 23 | 71.5 | 112.3 | 0.3 |
1 | 46.2 | 21.8 | 4 | 73.1 | 83.3 | 1.3 |
1 | 99.7 | 21.6 | 31 | 65 | 55.83 | 0.9 |
1 | 73.5 | 9 | 39 | 75.4 | 85.64 | 0.4 |
3 | 10.7 | 3.6 | 15 | 20.8 | 121.02 | 0.02 |
2 | 1.5 | 5 | 32 | 61.8 | 118.76 | 0.02 |
1 | 48.8 | 28.6 | 27 | 78.1 | 97.42 | 1.4 |
1 | 98.9 | 17.4 | 32 | 68.6 | 75.2 | 2.2 |
1 | 90.6 | 11.3 | 34 | 73.4 | 73.88 | 0.8 |
2 | 1.4 | 3.4 | 17 | 2 | 238.42 | 0.02 |
2 | 71.2 | 11.9 | 46 | 57 | 110.4 | 0.9 |
2 | 94.1 | 10.5 | 42 | 55.9 | 103.32 | 0.9 |
3 | 66.1 | 10.7 | 43 | 67.5 | 109.08 | 0.4 |
1 | 36.4 | 10.8 | 34 | 58 | 111.56 | 0.9 |
2 | 1 | 4.8 | 19 | 15.2 | 133.23 | 0.02 |
3 | 42.5 | 10.4 | 25 | 40.8 | 129.6 | 0.5 |
3 | 35.1 | 15.6 | 28 | 57.8 | 112.6 | 1 |
3 | 47.4 | 7 | 3 | 11.4 | 100.8 | 0.2 |
2 | 34 | 7.1 | 23 | 49.2 | 114.28 | 0.3 |
1 | 3.1 | 4.9 | 27 | 46.6 | 137.31 | 0.02 |
2 | 23.7 | 1.5 | 18 | 22 | 270.2 | 0.07 |
3 | 48.2 | 3.6 | 29.3 | 62.6 | 85.2 | 0.75 |
1 | 18 | 7.3 | 31.2 | 18.2 | 73.5 | 1.2 |
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