Question
Please utilize this dataset to generate descriptive statistics using R Studio in any way you find suitable. Additionally, consider employing data mining techniques such as
Please utilize this dataset to generate descriptive statistics using R Studio in any way you find suitable. Additionally, consider employing data mining techniques such as logistic regression, multiple linear regression, or simple linear regression.
The dataset pertains to Pennsylvania bridge information. Consequently, we aim to visualize a map displaying bridges older than 80 years and their corresponding districts on the state map.
Utilizing variables like age, condition, rating, inspection, and others, predict the risk of pavement over the next 10 years. Alternatively, analyze the data using maps, visuals, and data mining techniques of your choice, then provide a summary of your approach.
X | Y | age | Category | lengh | Condition | Rail Traffic | Category | lengh | Condition | Inspec Freq | Daily Traffic | Facility | State | House Districts | County Municipality Code | Covered Bridge | City Code | Highway | Lanes | Length | Service Level | MAINSPANS | Material Main | ON_UNDER | Place Code | Safey Level | Bridge Erosion | SENATE_DISTRICTS | SKEW | ST_RT_NO | STATE_LOCAL | SUB_AGENCY | Sufficient Rating | Toll Facility | Traffic Direc | Transit Rating | Truck % |
-76.548695 | 41.200905 | 88 | L | 27 | F | 2 | L | 27 | F | 24 | 50 | T-720 | pa | 102 | 41216 | 0 | 41 | 5 | 2 | 27 | 1 | 1 | 3 | 1 | 38448 | D | 4 | 23 | 60 | 7216 | L | 216 | 48.5 | 3 | 2 | 2 | |
-76.617095 | 40.376405 | 84 | L | 37 | P | 4 | L | 37 | P | 24 | 50 | T-589 SHERKSCHURCH | pa | 84 | 38203 | 0 | 38 | 5 | 2 | 37 | 0 | 1 | 3 | 1 | 21224 | D | 7 | 48 | 90 | 7203 | L | 38 | 78.09999847 | 3 | 2 | 8 | 5 |
-79.111195 | 41.929605 | 69 | L | 26 | P | 2 | L | 26 | P | 24 | 100 | T-568,EGYPT HOLLOW | pa | 71 | 61215 | 0 | 61 | 5 | 2 | 26 | 1 | 1 | 3 | 1 | 60480 | B | 3 | 21 | 37 | 7215 | L | 215 | 84.90000153 | 3 | 2 | 2 | |
-76.466595 | 41.374605 | 82 | L | 41 | F | 2 | L | 41 | F | 24 | 108 | T-328 | pa | 176 | 56208 | 0 | 56 | 5 | 1 | 41 | 1 | 1 | 3 | 1 | 41520 | D | 7 | 23 | 90 | 7208 | L | 208 | 27.10000038 | 3 | 3 | 2 | 0 |
-76.476295 | 39.802005 | 70 | L | 58 | F | 2 | L | 58 | F | 24 | 44 | MUDDY CREEK RD. | pa | 63 | 66209 | 0 | 66 | 5 | 1 | 58 | 1 | 2 | 5 | 1 | 25408 | D | 4 | 28 | 90 | 7209 | L | 66 | 44.5 | 3 | 3 | 2 | 2 |
-78.824095 | 40.228405 | 124 | L | 26 | F | 2 | L | 26 | F | 24 | 300 | 24TH STREET | pa | 51 | 55422 | 0 | 55 | 5 | 2 | 26 | 1 | 1 | 3 | 1 | 85632 | D | 4 | 32 | 80 | 7422 | L | 422 | 47.90000153 | 3 | 2 | 3 | 1 |
-78.677295 | 40.897205 | 104 | L | 132 | F | 2 | L | 132 | F | 24 | 40 | C. C. ROAD (T-418) | pa | 85 | 17217 | 0 | 17 | 5 | 1 | 132 | 0 | 1 | 3 | 1 | 31376 | D | 4 | 35 | 90 | 7217 | L | 17 | 65.19999695 | 3 | 3 | 3 | 0 |
-76.653295 | 40.989105 | 109 | L | 40 | P | 2 | L | 40 | P | 24 | 25 | T-362 CTY # 18 | pa | 73 | 47208 | 0 | 47 | 5 | 2 | 40 | 0 | 1 | 1 | 1 | 79552 | D | 7 | 27 | 90 | 7208 | L | 47 | 67.19999695 | 3 | 3 | 2 | 0 |
-75.432295 | 40.933005 | 39 | L | 67 | P | 2 | L | 67 | P | 24 | 75 | TREIBLE RD. | pa | 17 | 45202 | 0 | 45 | 5 | 2 | 67 | 1 | 2 | 5 | 1 | 13328 | D | 4 | 40 | 90 | 7202 | L | 202 | 82.09999847 | 3 | 2 | 8 | |
-78.385695 | 40.171205 | 99 | L | 46 | F | 2 | L | 46 | F | 24 | 42 | T-705,PINE HILL RD | pa | 46 | 5221 | 0 | 5 | 5 | 2 | 46 | 1 | 2 | 3 | 1 | 72656 | D | 7 | 32 | 60 | 7221 | L | 221 | 61.20000076 | 3 | 2 | 2 | |
-76.294695 | 40.376905 | 94 | L | 34 | G | 4 | L | 34 | G | 24 | 500 | EAST MAIN ST T-500 | pa | 95 | 38205 | 0 | 38 | 5 | 2 | 34 | 1 | 1 | 1 | 1 | 37392 | B | 3 | 48 | 90 | 7205 | L | 38 | 83.90000153 | 3 | 2 | 4 | 3 |
-79.298295 | 40.723505 | 94 | L | 50 | F | 4 | L | 50 | F | 24 | 400 | T-689 PETERMAN HIL | pa | 15 | 3219 | 0 | 3 | 5 | 1 | 50 | 1 | 1 | 5 | 1 | 61576 | D | 4 | 41 | 90 | 7219 | L | 3 | 68.5 | 3 | 3 | 8 | 9 |
-80.380495 | 40.961405 | 92 | L | 369 | P | 2 | L | 369 | P | 24 | 50 | OLD ROUTE 18 RT | pa | 51 | 37301 | 0 | 37 | 5 | 2 | 369 | 1 | 1 | 3 | 1 | 54768 | B | 3 | 50 | 52 | 7206 | L | 206 | 38 | 3 | 2 | 2 | 10 |
-79.222195 | 40.025805 | 124 | L | 46 | P | 3 | L | 46 | P | 24 | 50 | T-364 JIMTOWN ROAD | pa | 86 | 55209 | 0 | 55 | 5 | 1 | 46 | 1 | 1 | 3 | 1 | 37920 | D | 4 | 32 | 90 | 7209 | L | 55 | 23 | 3 | 3 | 8 | |
-75.480795 | 40.332605 | 121 | L | 172 | F | 2 | L | 172 | F | 24 | 600 | SNYDER ROAD | pa | 30 | 46210 | 0 | 46 | 4 | 1 | 172 | 0 | 1 | 3 | 1 | 79040 | D | 4 | 24 | 90 | 7046 | L | 46 | 19.39999962 | 3 | 1 | 3 | 0 |
-79.829595 | 39.800305 | 58 | L | 27 | P | 3 | L | 27 | P | 24 | 28 | T-373 | pa | 79 | 26213 | 0 | 26 | 5 | 1 | 27 | 1 | 1 | 3 | 1 | 54392 | D | 4 | 32 | 90 | 7213 | L | 26 | 61.09999847 | 3 | 3 | 8 | 1 |
-77.298595 | 40.639705 | 84 | L | 28 | F | 2 | L | 28 | F | 24 | 300 | T-531 ROCKLAND RD | pa | 8 | 34203 | 0 | 34 | 5 | 2 | 28 | 8 | 1 | 3 | 1 | 25440 | D | 4 | 30 | 90 | 7203 | L | 203 | 70.09999847 | 3 | 2 | 2 | 5 |
-78.4457 | 40.888 | 119 | L | 42 | F | 2 | L | 42 | F | 24 | 0 | KELLYTOWN ROAD | pa | 145 | 17222 | 0 | 17 | 5 | 1 | 42 | 0 | 2 | 3 | 1 | 40296 | A | 2 | 35 | 84 | 7222 | L | 222 | 24 | 3 | 3 | 2 | 0 |
-75.465795 | 40.213005 | 84 | L | 24 | F | 3 | L | 24 | F | 24 | 1300 | TRAPPE ROAD | pa | 60 | 46213 | 0 | 46 | 5 | 2 | 24 | 0 | 1 | 1 | 1 | 59392 | D | 7 | 24 | 86 | 7213 | L | 213 | 78.69999695 | 3 | 2 | 3 | 11 |
-78.015495 | 40.023805 | 84 | L | 26 | F | 3 | L | 26 | F | 24 | 51 | T422,CHERRY LANE R | pa | 109 | 29205 | 0 | 29 | 5 | 2 | 26 | 1 | 1 | 3 | 1 | 20112 | D | 7 | 30 | 78 | 7205 | L | 205 | 83 | 3 | 2 | 3 | |
-80.053095 | 41.419705 | 116 | L | 24 | P | 2 | L | 24 | P | 24 | 43 | Crouser School Rd | pa | 17 | 43215 | 0 | 43 | 5 | 1 | 24 | 1 | 1 | 3 | 1 | 49576 | B | 3 | 50 | 90 | 7215 | L | 43 | 61.90000153 | 3 | 3 | 2 | 4 |
-75.937295 | 39.814105 | 69 | L | 28 | F | 2 | L | 28 | F | 24 | 280 | HALL ROAD | pa | 96 | 15224 | 0 | 15 | 5 | 2 | 28 | 0 | 1 | 3 | 1 | 45040 | D | 4 | 19 | 90 | 7224 | L | 224 | 60.90000153 | 3 | 2 | 8 | 3 |
-76.360595 | 41.152005 | 65 | L | 43 | P | 2 | L | 43 | P | 24 | 100 | CTY BR#133 | pa | 78 | 19409 | 0 | 19 | 5 | 2 | 43 | 0 | 1 | 5 | 1 | 74184 | D | 7 | 27 | 90 | 7409 | L | 19 | 41.59999847 | 3 | 2 | 2 | 1 |
Step by Step Solution
There are 3 Steps involved in it
Step: 1
Get Instant Access to Expert-Tailored Solutions
See step-by-step solutions with expert insights and AI powered tools for academic success
Step: 2
Step: 3
Ace Your Homework with AI
Get the answers you need in no time with our AI-driven, step-by-step assistance
Get Started