ChiefProtonGiraffe23
Case 3: The sample dataset in the ApprovedBankLoan worksheet shows…
Case 3: The sample dataset in the ApprovedBankLoan worksheet shows the approved loans by the bank for certain customers with the following attributes:
Loan_Amount: The amount of loan approved by the bank for the loan applicant
Married: The loan applicant is: married (yes), not married (no)
Self_Employed: The applicant is: self-employed (yes), not self-employed (no)
Applicant_Income: Monthly income of applicant ($)
Coapplicant_Income: Monthly income of co-applicant of the loan ($)
Loan_term: The term of the loan (days)
Property_Area: The area where the property for the loan is located (Urban, Semiurban, or Rural).
The loan manager would like to construct a statistical model to understand which one or more of the provided variables influence the amount of loan approved (“Loan_Amount”). This information would help the bank to target those types of customers in promoting their products such as a line of credit offer.
Please carefully review and use this data file to answer the following five multiple choice questions.
Question 1: Perform an appropriate analysis using ALL CONTINUOUS numerical variables in the data sample. Which of the following variables are statistically SIGNIFICANT attributes that influence the amount of the loan approved by the bank(at a Significance Level of 5%)?
“Applicant_Income”, “Coapplicant_Income” and “Loan_Term”
“Married” and “Loan_Term”
“Applicant_Income” and “Coapplicant_Income”
“Applicant_Income” and “Loan_Term”
Question 2: What percent of the loan amount variation is NOT EXPLAINED by the significant variables in your final model (i.e. after removing any of the non-significant continuous variables)?
47.2%
47.5%
38.0%
52.8%
Question 3: Based on the statistical model you developed, which of the following statements is true?
For a dollar increase in applicant’s income, the approved loan amount is increased by $13.98, given all other variables in the model are held constant.
For a dollar increase in applicant’s income, the approved loan amount is increased by $52, given all other variables in the model are held constant.
For a dollar increase in applicant’s income, the approved loan amount is increased by $1, given all other variables in the model are held constant.
For a dollar increase in co-applicant’s income, the approved loan amount is increased by $52, given all other variables in the model are held constant.
Question 4: Which of the following pairs of variables in the dataset have the strongest correlation?
Applicant_Income and Coapplicant_Income
Not enough information is given to determine the answer
Loan_Amount and Coapplicant_Income
Loan_Amount and Applicant_Income
Question 5: You want to understand if the final model can be improved by selecting customers whose properties are in either Urban or Semi-urban areas (i.e. excluding data for customers in Rural areas). Which of the following models did you find from your analysis to better understand the customers who apply for the loans?
Loan_Amount = 38304.18 + 16.09*Applicant_Income + 18.92*Coapplicant_Income
Loan_Amount = 16.09*Applicant_Income + 18.92*Coapplicant_Income
Loan_Amount = 6232.31 + 16.09*Applicant_Income + 18.92*Coapplicant_Income
Loan_Amount = 6232.31 + 14.02* Applicant_Income
Data set:
Loan_ID Married Self_Employed Applicant_Income Coapplicant_Income Loan_Amount Loan_Term Property_Area
LP002933 No Yes $9,357 $0 $292,000 360 Semiurban
LP001011 Yes Yes $5,417 $4,196 $267,000 360 Urban
LP002795 Yes Yes $10,139 $0 $260,000 360 Semiurban
LP002938 Yes Yes $16,120 $0 $260,000 360 Urban
LP001713 Yes Yes $7,787 $0 $240,000 360 Urban
LP002582 No Yes $17,263 $0 $225,000 360 Semiurban
LP001761 No Yes $6,400 $0 $200,000 360 Rural
LP001066 Yes Yes $9,560 $0 $191,000 360 Semiurban
LP002626 Yes Yes $2,479 $3,013 $188,000 360 Urban
LP001253 Yes Yes $5,266 $1,774 $187,000 360 Semiurban
LP002082 Yes Yes $5,818 $2,160 $184,000 360 Semiurban
LP002945 Yes Yes $9,963 $0 $180,000 360 Rural
LP002112 Yes Yes $2,500 $4,600 $176,000 360 Rural
LP001644 Yes Yes $674 $5,296 $168,000 360 Rural
LP002515 Yes Yes $3,450 $2,079 $162,000 360 Semiurban
LP002555 Yes Yes $4,583 $2,083 $160,000 360 Semiurban
LP001529 Yes Yes $2,577 $3,750 $152,000 360 Rural
LP002377 No Yes $8,624 $0 $150,000 360 Semiurban
LP002527 Yes Yes $16,525 $1,014 $150,000 360 Rural
LP002180 No Yes $6,822 $0 $141,000 360 Rural
LP002407 Yes Yes $7,142 $0 $138,000 360 Rural
LP002821 No Yes $5,800 $0 $132,000 360 Semiurban
LP001715 Yes Yes $5,703 $0 $130,000 360 Rural
LP002429 Yes Yes $3,466 $1,210 $130,000 360 Rural
LP001872 No Yes $5,166 $0 $128,000 360 Semiurban
LP002234 No Yes $7,167 $0 $128,000 360 Urban
LP001807 Yes Yes $6,250 $1,300 $108,000 360 Rural
LP001841 No Yes $2,583 $2,167 $104,000 360 Rural
LP002692 Yes Yes $5,677 $1,424 $100,000 360 Rural
LP001245 Yes Yes $1,875 $1,875 $97,000 360 Semiurban
LP002600 Yes Yes $2,895 $0 $95,000 360 Semiurban
LP001491 Yes Yes $3,316 $3,500 $88,000 360 Urban
LP002453 No Yes $7,085 $0 $84,000 360 Semiurban
LP001005 Yes Yes $3,000 $0 $66,000 360 Urban
LP002103 Yes Yes $9,833 $1,833 $182,000 180 Urban
LP001504 No Yes $6,950 $0 $175,000 180 Semiurban
LP001760 Yes No $4,758 $0 $158,000 480 Semiurban
LP001824 Yes No $2,882 $1,843 $123,000 480 Semiurban
LP002603 No No $645 $3,683 $113,000 480 Rural
LP002670 Yes No $2,031 $1,632 $113,000 480 Semiurban
LP001384 Yes No $2,071 $754 $94,000 480 Semiurban
LP002734 Yes No $6,133 $3,906 $324,000 360 Urban
LP001233 Yes No $10,750 $0 $312,000 360 Urban
LP002065 Yes No $15,000 $0 $300,000 360 Rural
LP002229 No No $5,941 $4,232 $296,000 360 Semiurban
LP001776 No No $8,333 $0 $280,000 360 Semiurban
LP002262 Yes No $9,504 $0 $275,000 360 Rural
LP002855 Yes No $16,666 $0 $275,000 360 Urban
LP001422 No No $10,408 $0 $259,000 360 Urban
LP001552 Yes No $4,583 $5,625 $255,000 360 Semiurban
LP001846 No No $3,083 $0 $255,000 360 Rural
LP002983 Yes No $8,072 $240 $253,000 360 Urban
LP002640 Yes No $6,065 $2,004 $250,000 360 Semiurban
LP002543 Yes No $8,333 $0 $246,000 360 Semiurban
LP002622 Yes No $3,510 $4,416 $243,000 360 Rural
LP002170 Yes No $5,000 $3,667 $236,000 360 Semiurban
LP002541 Yes No $10,833 $0 $234,000 360 Semiurban
LP002139 Yes No $9,083 $0 $228,000 360 Semiurban
LP001369 Yes No $11,417 $1,126 $225,000 360 Urban
LP002820 Yes No $5,923 $2,054 $211,000 360 Rural
LP001289 No No $8,566 $0 $210,000 360 Urban
LP001758 Yes No $6,250 $1,695 $210,000 360 Semiurban
LP002615 Yes No $4,865 $5,624 $208,000 360 Semiurban
LP001903 Yes No $3,993 $3,274 $207,000 360 Semiurban
LP002892 Yes No $6,540 $0 $205,000 360 Semiurban
LP001580 Yes No $8,000 $0 $200,000 360 Semiurban
LP001953 Yes No $6,875 $0 $200,000 360 Semiurban
LP002160 Yes No $5,167 $3,167 $200,000 360 Semiurban
LP001439 Yes No $4,300 $2,014 $194,000 360 Rural
LP002948 Yes No $5,780 $0 $192,000 360 Urban
LP001543 Yes No $9,538 $0 $187,000 360 Urban
LP001594 Yes No $5,708 $5,625 $187,000 360 Semiurban
LP001666 No No $8,333 $3,750 $187,000 360 Rural
LP001935 No No $9,508 $0 $187,000 360 Rural
LP002138 Yes No $2,625 $6,250 $187,000 360 Rural
LP002408 No No $3,660 $5,064 $187,000 360 Semiurban
LP002984 Yes No $7,583 $0 $187,000 360 Urban
LP002842 Yes No $3,417 $1,750 $186,000 360 Urban
LP002255 No No $9,167 $0 $185,000 360 Rural
LP002804 Yes No $4,180 $2,306 $182,000 360 Semiurban
LP001198 Yes No $8,080 $2,250 $180,000 360 Urban
LP001426 Yes No $5,667 $2,667 $180,000 360 Rural
LP002409 Yes No $7,901 $1,833 $180,000 360 Rural
LP001310 Yes No $5,695 $4,167 $175,000 360 Semiurban
LP002190 Yes No $6,325 $0 $175,000 360 Semiurban
LP002961 Yes No $3,400 $2,500 $173,000 360 Semiurban
LP001243 Yes No $3,208 $3,066 $172,000 360 Urban
LP001947 Yes No $2,383 $3,334 $172,000 360 Semiurban
LP002958 No No $3,676 $4,301 $172,000 360 Rural
LP001784 Yes No $5,500 $1,260 $170,000 360 Rural
LP001018 Yes No $4,006 $1,526 $168,000 360 Urban
LP001498 No No $5,417 $0 $168,000 360 Urban
LP002149 Yes No $8,333 $3,167 $165,000 360 Rural
LP002524 No No $5,532 $4,648 $162,000 360 Rural
LP002798 Yes No $3,887 $2,669 $162,000 360 Semiurban
LP001357 No No $3,816 $754 $160,000 360 Urban
LP002129 Yes No $2,499 $2,458 $160,000 360 Semiurban
LP001570 Yes No $4,167 $1,447 $158,000 360 Rural
LP002119 Yes No $4,554 $1,229 $158,000 360 Urban
LP002785 Yes No $3,333 $3,250 $158,000 360 Urban
LP002964 Yes No $3,987 $1,411 $157,000 360 Rural
LP002231 No No $6,000 $0 $156,000 360 Urban
LP002197 Yes No $5,185 $0 $155,000 360 Semiurban
LP002767 Yes No $2,768 $1,950 $155,000 360 Rural
LP001404 Yes No $3,167 $2,283 $154,000 360 Semiurban
LP002534 No No $4,350 $0 $154,000 360 Rural
LP002487 Yes No $3,015 $2,188 $153,000 360 Rural
LP001349 No No $4,843 $3,806 $151,000 360 Semiurban
LP001875 No No $4,095 $3,447 $151,000 360 Rural
LP001877 Yes No $4,708 $1,387 $150,000 360 Semiurban
LP001894 Yes No $2,620 $2,223 $150,000 360 Semiurban
LP002659 Yes No $3,466 $3,428 $150,000 360 Rural
LP002418 No No $4,707 $1,993 $148,000 360 Semiurban
LP002643 Yes No $3,283 $2,035 $148,000 360 Urban
LP002772 No No $2,526 $1,783 $145,000 360 Rural
LP001112 Yes No $3,667 $1,459 $144,000 360 Semiurban
LP001144 Yes No $5,821 $0 $144,000 360 Urban
LP001151 No No $4,000 $2,275 $144,000 360 Semiurban
LP001199 Yes No $3,357 $2,859 $144,000 360 Urban
LP001744 No No $2,971 $2,791 $144,000 360 Semiurban
LP002387 Yes No $2,425 $2,340 $143,000 360 Semiurban
LP001008 No No $6,000 $0 $141,000 360 Urban
LP001778 Yes No $3,155 $1,779 $140,000 360 Semiurban
LP001978 No No $4,000 $2,500 $140,000 360 Rural
LP002494 No No $6,000 $0 $140,000 360 Rural
LP001936 Yes No $3,075 $2,416 $139,000 360 Rural
LP002347 Yes No $3,246 $1,417 $138,000 360 Semiurban
LP002348 Yes No $5,829 $0 $138,000 360 Rural
LP001327 Yes No $2,484 $2,302 $137,000 360 Semiurban
LP001716 Yes No $3,173 $3,021 $137,000 360 Urban
LP001279 No No $2,366 $2,531 $136,000 360 Semiurban
LP001385 No No $5,316 $0 $136,000 360 Urban
LP001891 Yes No $11,146 $0 $136,000 360 Urban
LP002244 Yes No $2,333 $2,417 $136,000 360 Urban
LP002472 No No $4,354 $0 $136,000 360 Rural
LP001688 Yes No $3,500 $1,083 $135,000 360 Urban
LP001954 Yes No $4,666 $0 $135,000 360 Urban
LP001993 No No $3,762 $1,666 $135,000 360 Rural
LP001131 Yes No $3,941 $2,336 $134,000 360 Semiurban
LP001868 No No $2,060 $2,209 $134,000 360 Semiurban
LP001940 Yes No $3,153 $1,560 $134,000 360 Urban
LP002368 Yes No $5,935 $0 $133,000 360 Semiurban
LP001974 No No $5,000 $0 $132,000 360 Rural
LP002239 No No $2,346 $1,600 $132,000 360 Semiurban
LP001316 Yes No $2,958 $2,900 $131,000 360 Semiurban
LP001343 Yes No $1,759 $3,541 $131,000 360 Semiurban
LP001726 Yes No $3,727 $1,775 $131,000 360 Semiurban
LP002544 Yes No $1,958 $2,436 $131,000 360 Rural
LP002143 Yes No $2,423 $505 $130,000 360 Semiurban
LP002175 Yes No $4,750 $2,333 $130,000 360 Urban
LP002219 Yes No $8,750 $4,996 $130,000 360 Rural
LP002225 Yes No $5,391 $0 $130,000 360 Urban
LP002716 No No $6,783 $0 $130,000 360 Semiurban
LP001578 Yes No $2,439 $3,333 $129,000 360 Rural
LP001750 Yes No $6,250 $0 $128,000 360 Semiurban
LP002537 Yes No $2,083 $3,150 $128,000 360 Semiurban
LP002755 Yes No $2,239 $2,524 $128,000 360 Urban
LP002953 Yes No $5,703 $0 $128,000 360 Urban
LP001892 No No $2,833 $1,857 $126,000 360 Rural
LP002131 Yes No $3,083 $2,168 $126,000 360 Urban
LP001032 No No $4,950 $0 $125,000 360 Urban
LP001520 Yes No $4,860 $830 $125,000 360 Semiurban
LP002250 Yes No $5,488 $0 $125,000 360 Rural
LP001691 Yes No $3,917 $0 $124,000 360 Semiurban
LP002053 Yes No $4,342 $189 $124,000 360 Semiurban
LP001811 Yes No $3,406 $4,417 $123,000 360 Semiurban
LP001068 Yes No $2,799 $2,253 $122,000 360 Semiurban
LP001322 No No $4,133 $0 $122,000 360 Semiurban
LP001507 Yes No $2,698 $2,034 $122,000 360 Semiurban
LP002366 Yes No $2,666 $4,300 $121,000 360 Rural
LP001006 Yes No $2,583 $2,358 $120,000 360 Urban
LP001157 No No $3,086 $0 $120,000 360 Semiurban
LP001205 Yes No $2,500 $3,796 $120,000 360 Urban
LP001664 No No $4,191 $0 $120,000 360 Rural
LP001692 No No $4,408 $0 $120,000 360 Semiurban
LP001798 Yes No $5,819 $5,000 $120,000 360 Rural
LP001871 No No $7,200 $0 $120,000 360 Rural
LP001926 Yes No $3,704 $2,000 $120,000 360 Rural
LP002035 Yes No $3,717 $0 $120,000 360 Semiurban
LP002459 Yes No $4,301 $0 $118,000 360 Urban
LP002097 No No $4,384 $1,793 $117,000 360 Urban
LP001606 Yes No $3,497 $1,964 $116,000 360 Rural
LP001616 Yes No $3,750 $0 $116,000 360 Semiurban
LP001743 Yes No $4,009 $1,717 $116,000 360 Semiurban
LP001900 Yes No $2,750 $1,842 $115,000 360 Semiurban
LP001931 No No $4,124 $0 $115,000 360 Semiurban
LP002051 Yes No $2,400 $2,167 $115,000 360 Semiurban
LP002305 No No $4,547 $0 $115,000 360 Semiurban
LP002308 Yes No $2,167 $2,400 $115,000 360 Urban
LP001098 Yes No $3,500 $1,667 $114,000 360 Semiurban
LP002266 Yes No $3,100 $1,400 $113,000 360 Urban
LP002536 Yes No $3,095 $0 $113,000 360 Rural
LP001790 No No $3,812 $0 $112,000 360 Rural
LP001814 Yes No $9,703 $0 $112,000 360 Urban
LP001914 Yes No $3,927 $800 $112,000 360 Semiurban
LP002345 Yes No $1,025 $2,773 $112,000 360 Rural
LP001265 No No $3,846 $0 $111,000 360 Semiurban
LP002004 No No $2,927 $2,405 $111,000 360 Semiurban
LP001073 Yes No $4,226 $1,040 $110,000 360 Urban
LP001116 No No $3,748 $1,668 $110,000 360 Semiurban
LP002332 Yes No $2,253 $2,033 $110,000 360 Rural
LP002434 Yes No $4,652 $0 $110,000 360 Rural
LP002571 No No $3,691 $0 $110,000 360 Rural
LP002705 Yes No $3,775 $0 $110,000 360 Semiurban
LP002777 Yes No $2,785 $2,016 $110,000 360 Rural
LP002874 No No $3,229 $2,739 $110,000 360 Urban
LP002940 No No $3,833 $0 $110,000 360 Rural
LP002284 No No $3,902 $1,666 $109,000 360 Rural
LP001639 Yes No $3,625 $0 $108,000 360 Semiurban
LP002807 Yes No $3,675 $242 $108,000 360 Semiurban
LP002974 Yes No $3,232 $1,950 $108,000 360 Rural
LP002587 Yes No $2,600 $1,700 $107,000 360 Rural
LP002738 No No $3,617 $0 $107,000 360 Semiurban
LP002877 Yes No $1,782 $2,232 $107,000 360 Rural
LP001972 Yes No $2,875 $1,750 $105,000 360 Semiurban
LP001282 Yes No $2,500 $2,118 $104,000 360 Semiurban
LP001765 Yes No $2,491 $2,054 $104,000 360 Semiurban
LP002916 Yes No $2,297 $1,522 $104,000 360 Urban
LP001487 No No $4,895 $0 $102,000 360 Semiurban
LP001608 Yes No $2,045 $1,619 $101,000 360 Rural
LP001155 Yes No $1,928 $1,644 $100,000 360 Semiurban
LP001367 Yes No $3,052 $1,030 $100,000 360 Urban
LP001514 Yes No $2,330 $4,486 $100,000 360 Semiurban
LP001720 Yes No $3,850 $983 $100,000 360 Semiurban
LP002361 Yes No $1,820 $1,719 $100,000 360 Urban
LP002390 No No $3,750 $0 $100,000 360 Urban
LP002519 Yes No $4,691 $0 $100,000 360 Semiurban
LP002606 No No $3,159 $0 $100,000 360 Semiurban
LP002720 Yes No $4,281 $0 $100,000 360 Urban
LP001206 Yes No $3,029 $0 $99,000 360 Urban
LP001560 Yes No $1,863 $1,041 $98,000 360 Semiurban
LP002098 No No $2,935 $0 $98,000 360 Semiurban
LP001194 Yes No $2,708 $1,167 $97,000 360 Semiurban
LP001195 Yes No $2,132 $1,591 $96,000 360 Semiurban
LP001792 Yes No $3,315 $0 $96,000 360 Semiurban
LP001977 Yes No $1,625 $1,803 $96,000 360 Urban
LP002364 Yes No $14,880 $0 $96,000 360 Semiurban
LP002455 Yes No $3,859 $0 $96,000 360 Semiurban
LP001013 Yes No $2,333 $1,516 $95,000 360 Urban
LP002141 Yes No $2,666 $2,083 $95,000 360 Rural
LP002281 Yes No $3,033 $1,459 $95,000 360 Urban
LP002714 No No $2,679 $1,302 $94,000 360 Semiurban
LP002925 No No $4,750 $0 $94,000 360 Semiurban
LP001674 Yes No $2,600 $2,500 $90,000 360 Semiurban
LP001825 Yes No $1,809 $1,868 $90,000 360 Urban
LP001884 No No $2,876 $1,560 $90,000 360 Urban
LP001896 Yes No $3,900 $0 $90,000 360 Semiurban
LP001924 No No $3,158 $3,053 $89,000 360 Rural
LP002369 Yes No $2,920 $16 $87,000 360 Rural
LP002002 No No $2,917 $0 $84,000 360 Semiurban
LP001319 Yes No $3,273 $1,820 $81,000 360 Urban
LP001432 Yes No $2,957 $0 $81,000 360 Semiurban
LP001693 No No $3,244 $0 $80,000 360 Urban
LP001904 Yes No $3,103 $1,300 $80,000 360 Urban
LP001658 No No $3,858 $0 $76,000 360 Semiurban
LP001473 No No $2,014 $1,929 $74,000 360 Urban
LP002126 Yes No $3,173 $0 $74,000 360 Semiurban
LP002100 No No $2,833 $0 $71,000 360 Urban
LP002114 No No $4,160 $0 $71,000 360 Semiurban
LP002978 No No $2,900 $0 $71,000 360 Rural
LP001024 Yes No $3,200 $700 $70,000 360 Urban
LP001478 No No $2,718 $0 $70,000 360 Semiurban
LP002836 No No $3,333 $0 $70,000 360 Urban
LP002917 No No $2,165 $0 $70,000 360 Semiurban
LP002087 No No $2,500 $0 $67,000 360 Urban
LP002314 No No $2,213 $0 $66,000 360 Rural
LP002337 No No $2,995 $0 $60,000 360 Urban
LP001699 No No $2,479 $0 $59,000 360 Urban
LP002006 No No $2,507 $0 $56,000 360 Rural
LP001698 No No $3,975 $2,531 $55,000 360 Rural
LP002690 No No $2,500 $0 $55,000 360 Semiurban
LP001917 No No $1,811 $1,666 $54,000 360 Urban
LP002300 No No $1,963 $0 $53,000 360 Semiurban
LP001333 Yes No $1,977 $997 $50,000 360 Semiurban
LP001535 No No $3,254 $0 $50,000 360 Urban
LP002398 No No $1,926 $1,851 $50,000 360 Semiurban
LP001653 No No $4,885 $0 $48,000 360 Rural
LP001120 No No $1,800 $1,213 $47,000 360 Urban
LP002689 Yes No $2,192 $1,742 $45,000 360 Semiurban
LP001138 Yes No $5,649 $0 $44,000 360 Urban
LP001430 No No $4,166 $0 $44,000 360 Semiurban
LP002894 Yes No $3,166 $0 $36,000 360 Semiurban
LP001518 Yes No $1,538 $1,425 $30,000 360 Urban
LP001888 No No $3,237 $0 $30,000 360 Urban
LP002792 Yes No $5,468 $1,032 $26,000 360 Semiurban
LP001677 No No $4,923 $0 $166,000 360 Semiurban
LP002706 Yes No $5,285 $1,430 $161,000 360 Semiurban
LP001882 Yes No $4,333 $1,811 $160,000 360 Urban
LP002068 No No $4,917 $0 $130,000 360 Rural
LP002529 Yes No $6,700 $1,750 $230,000 300 Semiurban
LP002619 Yes No $3,814 $1,483 $124,000 300 Semiurban
LP001248 No No $3,500 $0 $81,000 300 Semiurban
LP001275 Yes No $3,988 $0 $50,000 240 Urban
LP001647 Yes No $9,328 $0 $188,000 180 Rural
LP002740 Yes No $6,417 $0 $157,000 180 Rural
LP002936 Yes No $3,859 $3,300 $142,000 180 Rural
LP002741 Yes No $4,608 $2,845 $140,000 180 Semiurban
LP001819 Yes No $6,608 $0 $137,000 180 Urban
LP001345 Yes No $4,288 $3,263 $133,000 180 Urban
LP002484 Yes No $7,740 $0 $128,000 180 Urban
LP002211 Yes No $4,817 $923 $120,000 180 Urban
LP002144 No No $3,813 $0 $116,000 180 Urban
LP001334 Yes No $4,188 $0 $115,000 180 Semiurban
LP002265 Yes No $1,993 $1,625 $113,000 180 Semiurban
LP002031 Yes No $3,399 $1,640 $111,000 180 Urban
LP001915 Yes No $2,301 $986 $78,000 180 Urban
LP001636 Yes No $4,600 $0 $73,000 180 Semiurban
LP002449 Yes No $2,483 $2,466 $90,000 180 Rural
