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QUANTITATIVE METHODS FOR MBAs General Instructions You will practice regression analysis using real‐world data. Please write a report with your results and answers to the questions below. Question 1 You are in charge of refreshments for an MBA reception at Carey Business School. You are not sure about the amount of beer that you should buy for the event. You have some data from a previous event, where 50 MBA students participated. The data are contained in the beer data . You have information about the number of beer bottles drank by each participant, their age, their gender (1 indicates a woman, 0 a man), their weight and their height. For each of the questions below provide a table with the results of your estimation. If you are using Excel, you need to provide a table. If you are using another software, provide the output of the regression command. A) Estimate a linear regression model where the number of beers drank is the dependent variable, and the weight is the explanatory variable. Interpret the result. Are the estimated regression coefficients significant? Is the fit of the model good? B) Now estimate another model, where the number of beers is a linear function of the age of the student. Interpret the result. Are the estimated regression coefficients significant? Is the fit of the model good? Question 2 You work for a real estate company in Baltimore. Your work is to estimate the price of houses that your real estate company wants to sell. You are given data for a sample of houses in the Baltimore area for year 2014. The data are contained in the housing data . Your data contain information about price in dollars, size of the house measured in square feet, number of baths and the year in which the house was built. Given this information you need to run a regression analysis and create a predictive model for the price of houses. For each of the questions below provide a table with the results of your estimation. If you are using Excel, you need to provide a table. If you are using a different statistical software, provide the output of the regression command. A) Estimate the following regression model Where is the price of the house in dollars, and is the size of the house measured in square feet. Interpret the result. Are the estimated regression coefficients significant? Is the fit of the model good? B) Estimate the following regression model Where ... is the price of the house in dollars, and ... is the number of bathrooms. Interpret the result. Are the estimated regression coefficients significant? Is the fit of the model good? C) Estimate the following regression model Where .... is the price of the house in dollars, .... is the number of bedrooms. Interpret the result. Are the estimated regression coefficients significant? Is the fit of the model good? D) Estimate the price of the new houses listed by your company, using the model estimated in question 2.A). These new listings are contained in the new houses data. Provide a table with the estimated price of each house. Explain how you get your estimates. E) Thinking about your predictive model, you realize that you don’t have as many variables as you would like to predict house prices. If you had to ask your boss about collecting more data, what data would you collect? Housing Data: id price street zip yearBuilt sqft bathrooms bedrooms 36445857 41085 603 N Ellwood Ave 21205 1915 1232 2 4 36433576 94720 26 S Robinson St 21224 1904 1092 1.5 2 36433580 190692 4 S East Ave 21224 1904 1300 2 3 36437942 78973 2707 Jefferson St 21205 1920 910 1 3 36438047 34586 436 N Linwood Ave 21224 1920 1344 1.5 3 36438050 146961 430 N Linwood Ave 21224 1920 1344 2 4 36438066 32935 2818 Orleans St 21224 1920 1144 1 2 36438236 55968 414 N Robinson St 21224 1920 960 1 3 36438291 62782 447 N Ellwood Ave 21224 1920 1040 1 3 36438325 46589 2705 Orleans St 21224 1920 1188 2 3 36438613 66367 417 N Glover St 21224 1900 1100 1 2 36438769 122374 210 N Glover St 21224 1900 1020 1 2 36441090 75724 115 N Streeper St 21224 1920 912 1 2 36441281 67674 229 N Curley St 21224 1920 1820 1 2 36441323 41669 142 N Curley St 21224 1920 1020 1 2 36441347 82770 161 N Curley St 21224 1920 936 1 3 36441552 123802 153 N Potomac St 21224 1920 960 1 3 36445329 28983 604 N Belnord Ave 21205 1907 960 1 2 36466159 140901 3717 Kimble Rd 21218 1937 1400 2.5 3 36457797 103349 3951 Wilsby Ave 21218 1925 1156 1 2 36457847 108572 3943 Frisby St 21218 1920 1368 2 6 36457908 140607 928 Argonne Dr 21218 1940 1600 2 3 36458065 91141 603 Parkwyrth Ave 21218 1925 1176 2 3 36458284 126604 605 E 35th St 21218 1920 1500 2.5 3 36458422 152554 3200 Ellerslie Ave 21218 1924 1480 2 3 36465016 178388 1202 Lakeside Ave 21218 1937 1360 2 3 36465021 177661 1201 Windemere Ave 21218 1937 1288 2 3 36465116 164856 1313 Lakeside Ave 21218 1936 2100 2 3 36465464 110173 660 E 35th St 21218 1920 1260 1 3 36465848 92770 600 Mckewin Ave 21218 1923 1464 1 3 36465968 94970 722 E 37th St 21218 1955 986 2 3 36466000 137913 902 E 36th St 21218 1930 2168 1 3 36466024 161391 909 Mckewin Ave 21218 1931 1220 1.5 2 36466029 165043 906 Mckewin Ave 21218 1931 1220 2 2 36466069 167861 926 E 37th St 21218 1938 1500 2 3 36466092 135183 3701 Elkader Rd 21218 1932 1120 2 3 36466100 159510 3717 Elkader Rd 21218 1932 1088 1 3 36466225 142752 3616 Rexmere Rd 21218 1930 1360 1 3 36466300 174578 1108 E 36th St 21218 1927 1608 1.5 4 36466354 177418 3614 Ednor Rd 21218 1928 1496 2 3 90008776 161668 813 Newington Ave 21217 1900 2440 3 4 36482549 105574 2335 Mcculloh St 21217 1991 1242 2 3 36482574 158953 2224 Madison Ave 21217 1900 4592 6.5 8 36482643 144601 2301 Madison Ave 21217 1907 1907 3 5 36482986 243934 906 Whitelock St 21217 1908 2880 3 4 36483095 65664 911 Chauncey Ave 21217 1922 2486 2 5 36483097 184563 907 Chauncey Ave 21217 1922 1980 3 4 36483168 245677 2520 Brookfield Ave 21217 1918 2156 3 5 36483176 160566 818 Brooks Ln 21217 1917 2100 3 4 36483311 306504 607 Reservoir St 21217 1890 2436 3 3 36483373 232025 2034 Park Ave 21217 1880 3450 4 6 36483428 135504 737 Newington Ave 21217 1905 2715 2 6 36483462 253579 2132 Mount Royal Ter 21217 1890 2976 2.5 5 36483464 122469 2136 Mount Royal Ter 21217 1920 1538 1 3 36483465 130204 2138 Mount Royal Ter 21217 1928 1485 2 3 36483483 295413 608 Reservoir St 21217 1895 2720 2.5 5 36483549 116214 2108 Park Ave 21217 1932 1340 1.5 3 36483563 79752 2204 Mount Royal Ter 21217 1935 1683 1.5 4 36566731 124252 4821 Hazelwood Ave 21206 1947 1215 1 4 36267713 171541 6012 Mannington Ave 21206 1956 1226 3 3 36267958 181706 4503 Raspe Ave 21206 1926 1084 2.5 4 36269242 143269 5712 Utrecht Rd 21206 1965 1184 2 3 36270281 186406 4501 Raspe Ave 21206 1926 1232 2 4 36270409 142540 5716 Utrecht Rd 21206 1964 1776 2 3 36273806 182103 4854 Hazelwood Ave 21206 1941 1800 2 3 36274108 123437 5642 Leiden Rd 21206 1964 1184 2 3 36566535 187532 4557 Hazelwood Ave 21206 1951 1800 2.5 3 36566578 122768 5731 Newholme Ave 21206 1951 1218 3 4 36566717 187076 4804 Burland Ave 21206 1967 1188 2 4 36566728 164912 4815 Hazelwood Ave 21206 1947 1215 1 4 36567582 194110 4408 Raspe Ave 21206 1910 1833 2 4 36567596 160592 4436 Raspe Ave 21206 1920 1672 2 4 36567627 137916 4426 Springwood Ave 21206 1957 1192 1 3 36567683 103353 4307 Springwood Ave 21206 1910 1394 2 3 36567696 253346 4416 Parkmont Ave 21206 2009 2240 3 3 36567725 138436 4500 Parkmont Ave 21206 1940 1040 2 3 36567829 137061 4413 Parkmont Ave 21206 1910 1746 2 3 36567844 208801 4426 Powell Ave 21206 1910 1780 3.5 4 36568029 190545 4714 Glerm Ave 21206 1951 2312 2.5 3 90010021 308276 1200 Steuart St UNIT 327 21230 2008 1386 1.5 1 36436503 193912 2007 Portugal St 21231 1900 888 1 2 36428369 245303 6 S Collington Ave 21231 1914 1665 2 2 36428553 359793 115 S Collington Ave 21231 1900 2151 2 3 36428730 357163 215 S Collington Ave 21231 1918 2032 2.5 2 36428995 315602 2117 Bank St 21231 1920 1600 3 2 36429384 261940 2338 Fleet St 21224 1920 970 2.5 2 36429605 386786 515 S Montford Ave 21224 1915 1302 3 3 36429957 353691 2515 Boston St APT 407 21224 1987 1255 2 2 36429964 345075 2515 Boston St APT 506 21224 1987 1307 2 2 36430297 269798 600 S Rose St 21224 1920 1080 2 2 36430427 202929 702 S Rose St 21224 1920 1264 1 1 36430486 308117 709 S Glover St 21224 1920 1080 2 2 36431022 441608 1109 S Kenwood Ave 21224 1987 1632 3.5 4 36431064 234120 1102 S Curley St 21224 1900 1428 1 2 36431234 393310 3017 Odonnell St 21224 1920 1384 2.5 3 36431431 439063 2901 Boston St APT 101 21224 1985 2260 2.5 3 36431435 417945 2901 Boston St APT 105 21224 1910 1772 2.5 3 36431436 421058 2901 Boston St APT 106 21224 1985 1172 2.5 3 36431442 273587 2901 Boston St APT 204 21224 1989 1374 2 1 36431458 437525 2901 Boston St APT 221 21224 1985 2122 2.5 3 36522869 77785 509 Collins Ave 21229 1920 1232 1 3 36523070 137542 313 Yale Ave 21229 1920 1633 2 4 36523227 45755 157 Collins Ave 21229 1900 1184 1 3 36523296 49424 156 Collins Ave 21229 1900 1200 1 3 36523367 38622 229 S Augusta Ave 21229 1920 1500 1 4 36542743 215173 374 Marydell Rd 21229 1950 2500 2 4 36542762 41204 337 Marydell Rd 21229 1928 1152 1 3 36542865 81856 4465 Eldone Rd 21229 1955 1024 1 3 36542905 132273 757 Yale Ave 21229 1953 1122 2 3 36542986 83028 747 S Woodington Rd 21229 1953 896 1 2 36543012 67784 722 S Woodington Rd 21229 1953 896 1 2 36543106 138717 4309 Cedar Garden Rd 21229 1954 1122 1 3 36543161 69406 4432 Cedar Garden Rd 21229 1955 896 1 2 36543189 106380 544 Lucia Ave 21229 1955 1296 2 3 36543212 70583 590 Lucia Ave 21229 1955 1122 1.5 3 36543218 76303 610 Lucia Ave 21229 1955 1080 2 3 36543226 64531 626 Lucia Ave 21229 1955 1024 1 3 36543270 71544 603 Lucia Ave 21229 1955 896 2 2 36543306 96516 4401 Parkton St 21229 1955 1122 3 3 36437346 375843 311 S High St 21202 1870 2176 3 3 36435122 211362 528 S Bethel St 21231 1900 1300 2.5 2 36437233 298563 215 Albemarle St 21202 1870 1930 2 4 36437252 223324 219 S High St 21202 1850 1240 1.5 3 36437271 240292 243 Albemarle St 21202 1870 1200 2 2 36437279 320607 234 S Exeter St 21202 1870 1456 2 2 36437312 325122 923 Stiles St 21202 1870 1736 4.5 3 36437347 263755 309 S High St 21202 1870 2140 2 2 36437409 267456 1011 Stiles St 21202 1900 2010 2 5 36437516 236407 519 S Dallas St 21231 1880 1104 2 3 54846849 504314 704 S Bond St 21231 2000 1975 3 2 36451803 102342 1306 N Kenwood Ave 21213 1942 1104 2 3 36442232 40197 2528 E Madison St 21205 1920 646 1 3 36446266 37437 2800 Ashland Ave 21205 1933 630 2 3 36446568 33053 2812 E Madison St 21205 1920 585 1 3 36451319 62341 2309 E Oliver St 21213 1910 597 1 3 36452006 31621 2604 Mura St 21213 1936 572 2 3 36452396 27010 2416 E Oliver St 21213 1900 672 1 3 36452689 62100 3033 E Federal St 21213 1950 1280 2 3 36452711 59123 1520 Edison Hwy 21213 1945 1710 2 3 36454844 71672 1627 N Montford Ave 21213 1920 598 1 3 36455475 92386 1332 N Ellwood Ave 21213 1948 1312 2 3 36474394 199769 222 E 22nd St 21218 1920 2244 2 5 36473179 124427 9 W 24th St 21218 1920 1443 2 4 36473190 231211 2411 Maryland Ave 21218 1900 2466 2.5 2 36473278 229301 2016 N Calvert St 21218 1890 2256 3 3 36473561 252031 1631 N Calvert St 21202 1900 2410 4 3 36473564 286308 1637 N Calvert St 21202 1890 2306 3 3 36473566 250971 1641 N Calvert St 21202 1900 2306 4 4 36473786 198593 322 E Lafayette Ave 21202 1917 1900 2 3 36473843 292900 1705 Guilford Ave 21202 1917 3505 5 4 36474159 255999 323 E 22nd St 21218 1920 2434 2.5 3 36474336 194008 336 E 22nd St 21218 1920 2335 2 3 36474344 234227 320 E 22nd St 21218 1920 2724 2 4 36474428 188794 2332 Guilford Ave 21218 1920 2174 3 3 36571498 60183 3312 Cliftmont Ave 21213 1930 1140 2 3 36455859 108063 3412 Parklawn Ave 21213 1940 1240 2 3 36455918 81409 3407 Parklawn Ave 21213 1941 1240 2 3 36456001 72735 3301 Parklawn Ave 21213 1931 1140 1 3 36456239 92110 3204 Harwell Ave 21213 1923 1120 1 3 36456468 62609 3334 Lyndale Ave 21213 1924 896 2 3 36456484 23848 3422 Elmley Ave 21213 1925 896 1 3 36456587 96937 3101 Belair Rd 21213 1924 1422 1 4 36456618 100188 3107 Mareco Ave 21213 1926 1248 2 3 36456876 36288 3227 Ravenwood Ave 21213 1920 1100 1 3 36457095 45893 3328 Ravenwood Ave 21213 1925 932 1 2 36457111 84376 3317 Ravenwood Ave 21213 1925 932 1 3 36457198 63361 3434 Ravenwood Ave 21213 1925 932 1 3 36570659 53462 3601 Ravenwood Ave 21213 1953 1280 2 4 36570799 62675 3726 Bonview Ave 21213 1954 1080 2 2 36571061 54982 3635 Lyndale Ave 21213 1950 840 1 2 36571155 68597 3833 Lyndale Ave 21213 1950 1024 1 3 36571624 108404 3563 Elmley Ave 21213 1941 1200 2 3 36571688 90043 3619 Erdman Ave 21213 1950 1280 2 3 36571718 37612 2803 Edison Hwy 21213 1942 1200 2 3 36489741 66585 2108 Mount Holly St 21216 1920 2400 2 4 36491907 68131 2003 Dukeland St 21216 1920 1600 3 4 36495689 93193 3329 Burleith Ave 21215 1930 1296 2 3 36496520 88756 3903 Garrison Blvd 21215 1989 1296 2 3 36498558 75205 3423 Wabash Ave 21215 1949 1546 1 3 36513602 54845 2811 Presstman St 21216 1920 1452 1 4 36592139 86818 17 Hamill Rd # 17B 21210 1972 740 1 1 36602753 98275 3015 Glen Ave 21215 1953 1087 1.5 3 36622776 113198 2352 Nutmeg Ter 21209 1982 1008 1.5 2 36623749 70762 5318 Lynview Ave 21215 1948 1350 1.5 3 36614152 375637 900 Beaumont Ave 21212 1940 3000 2 4 36614177 86965 1006 Beaumont Ave 21212 1930 1600 1.5 5 36614768 104322 705 Saint Dunstans Rd 21212 1950 896 2 2 36351261 112126 7203 Rockland Hills Dr UNIT 206 21209 1985 1175 2 2 36407186 130662 8424 Oakleigh Rd 21234 1946 1395 2 2 36471926 102648 2833 Huntingdon Ave 21211 1920 1068 3 3 36483620 173081 729 Bay St 21211 1846 1500 2 2 36477445 152000 3405 Greenway UNIT 51 21218 1982 1348 2 2 36571655 118833 3501 Lyndale Ave 21213 1943 1260 2 3 36576658 147197 4616 Walther Ave 21214 1931 1582 2 3 36577447 78689 3606 Eastwood Dr 21206 1948 1152 1.5 3 36577964 136311 5610 Biddison Ave 21206 1955 1196 2 3 36580866 143562 3514 Glenmore Ave 21206 1948 1200 1 3 36583705 100153 3612 Northway Dr 21234 1955 1080 1 3 36589924 216513 4401 Roland Ave UNIT 402 21210 1963 1300 2 2 36606839 80371 4708 Hampnett Ave 21214 1920 1584 2 5 36606885 89078 4612 Elsrode Ave 21214 1950 1280 2 3 36607963 115959 2104 Louise Ave 21214 1955 1294 2 3 36616518 115220 1111 Gleneagle Rd 21239 1949 1452 2 4 36616717 80195 1115 Elbank Ave 21239 1953 1216 1 3 36620620 98444 353 Homeland Southway APT 3A 21212 1978 1113 2 2 36470187 163348 1101 Saint Paul St APT 812 21202 1965 1348 2 2 36473291 173389 2022 Saint Paul St 21218 1900 1264 4 4 36589279 120274 4312 Newport Ave 21211 1947 832 1 2 36585020 188561 3026 Pinewood Ave 21214 1931 1919 2 3 36580804 99100 3403 Roselawn Ave 21214 1941 1299 1.5 3 36580456 111789 3007 Louise Ave 21214 1896 1760 2 4 36580457 182991 3005 Louise Ave 21214 1948 1718 3 3 36580497 127626 3107 Royston Ave 21214 1934 1089 1 3 36580664 183008 6007 Burgess Ave 21214 1924 1244 2 4 36580677 133909 6015 Sefton Ave 21214 1918 1187 2 4 36580832 159917 6107 Carter Ave 21214 1947 1860 3 4 36581464 162295 5931 Glenoak Ave 21214 1925 1341 2 4 36581476 208527 5925 Sefton Ave 21214 1938 1246 4 4 36581549 181262 5909 Ed Ave 21214 1941 1504 2 3 36581560 189897 5912 Burgess Ave 21214 1927 1815 3 4 36581569 236612 3021 Glenmore Ave 21214 1923 1892 4 7 36581595 135962 5910 Ed Ave 21214 1938 1324 2 5 36583223 190246 3009 Orlando Ave 21234 1925 1682 3 3 36583274 223646 3121 Woodhome Ave 21234 1941 1480 2.5 6 36583373 211523 3206 Chesley Ave 21234 1939 1756 3 4 36583788 202904 3101 Chesley Ave 21234 1931 1885 3 3 36583794 135144 3115 Chesley Ave 21234 1924 1204 1 2 36583852 107548 3008 Northway Dr 21234 1929 1749 3 3 36583855 207994 3014 Northway Dr 21234 1930 2000 3 3 36583960 99289 3019 Woodring Ave 21234 1951 1200 1 3 36584621 191547 6421 Alta Ave 21206 1916 2146 3 4 36584622 151014 6413 Alta Ave 21206 1962 1653 2 3 36584733 174972 6503 Moyer Ave 21206 1953 1658 2 4 36602757 99495 3023 Glen Ave 21215 1952 1087 1.5 3 36601626 172983 3502 Menlo Dr 21215 1925 1935 2 6 36601722 158676 6015 Highgate Dr 21215 1953 1456 2.5 3 36601784 166850 5901 Winner Ave 21215 1957 1120 3 3 36601954 152655 3406 Devonshire Dr 21215 1950 1452 1.5 4 36602017 151465 5914 Highgate Dr 21215 1924 1398 2 4 36602366 181657 2601 Taney Rd 21209 1947 1305 2 5 36602451 155094 6012 Woodcrest Ave 21209 1955 1252 1 2 36602475 130348 6005 Western Run Dr 21209 1955 1432 2 0 36602705 66712 5615 Highgate Dr 21215 1947 1088 1.5 3 36602812 129315 5810 Simmonds Ave 21215 1952 1320 2 4 36602814 89558 5816 Simmonds Ave 21215 1952 1320 3 4 36602816 80533 5801 Simmonds Ave 21215 1948 1980 2 3 36601873 195266 3505 Menlo Dr 21215 1948 1412 3 3 36602675 165912 5809 Highgate Dr 21215 1922 1407 3 4 36556343 60075 1630 Malvern St 21224 1954 840 1 2 36556308 41807 1709 Malvern St 21224 1954 840 1 3 36556344 55891 1632 Malvern St 21224 1954 840 1 2 36556383 90950 6514 Brown Ave 21224 1960 1080 1 3 36556453 69087 6437 Hartwait St 21224 1955 840 1 2 36556488 84332 6502 Hartwait St 21224 1953 840 1 2 36556494 46397 6514 Hartwait St 21224 1953 840 1 2 36556629 78530 1414 Dundalk Ave 21222 1955 1024 2 3 36556723 48584 1139 Steelton Ave 21224 1942 1080 1 3 36556901 46504 1511 Elrino St 21224 1953 840 1 2 36612855 145482 1433 Winston Ave 21239 1945 1254 2 3 36550428 88213 2520 Terra Firma Rd 21225 1948 1024 1 3 36550140 64090 510 Roundview Rd 21225 1949 1024 2 3 36550149 56310 610 Roundview Rd 21225 1949 1024 1 3 36550512 87044 645 Cheraton Rd 21225 1926 1024 1 3 36517867 191579 102 S Poppleton St 21201 1900 1572 4 3 36398988 186547 944 Fairmount Ave 21204 1956 1216 1.5 3 36418229 177258 941 Fairmount Ave 21204 1958 1216 1.5 3 36517768 157420 43 S Poppleton St 21201 1900 1209 2 2 36517822 114385 1014 W Pratt St 21223 1900 1465 1.5 3 36517939 189470 131 S Poppleton St 21201 1900 1620 2 3 36517963 240141 881 W Lombard St 21201 1890 2040 3.5 3 36518056 234872 841 Hollins St 21201 1920 2240 3 4 36518105 120914 107 Parkin St 21201 1920 1452 4 5 36521329 144809 1405 Hollins St 21223 1860 3042 3 4 36532379 169774 775 W Pratt St 21201 1900 1872 3 2 36532389 252033 227 Scott St 21230 1900 1440 2 3 36532391 239615 780 Mchenry St 21230 1900 1472 3 4 36532413 244900 208 Otterbein St 21230 1900 1950 2.5 4 36532452 207238 764 Ramsay St 21230 1900 1464 2.5 3 36532502 147246 318 Otterbein St 21230 1900 812 1 2 36532533 134162 330 S Poppleton St 21230 1875 912 1 2 36532570 276323 319 S Poppleton St 21230 2005 2000 3 4 36532644 217595 812 Washington Blvd 21230 1875 1190 1 3 36559249 387289 3500 Dillon St 21224 1913 2254 3 3 3.64E+08 245303 6 S Collington Ave 21231 1914 1665 2 2 3.64E+08 359793 115 S Collington Ave 21231 1900 2151 2 3 3.64E+08 357163 215 S Collington Ave 21231 1918 2032 2.5 2 3.64E+08 315602 2117 Bank St 21231 1920 1600 3 2 3.64E+08 386786 515 S Montford Ave 21224 1915 1302 3 3 3.64E+08 353691 2515 Boston St APT 407 21224 1987 1255 2 2 3.64E+08 345075 2515 Boston St APT 506 21224 1987 1307 2 2 3.64E+08 202929 702 S Rose St 21224 1920 1264 1 1 3.64E+08 441608 1109 S Kenwood Ave 21224 1987 1632 3.5 4 3.64E+08 234120 1102 S Curley St 21224 1900 1428 1 2 3.64E+08 393310 3017 Odonnell St 21224 1920 1384 2.5 3 3.64E+08 439063 2901 Boston St APT 101 21224 1985 2260 2.5 3 36431432 728779 2901 Boston St APT 102 21224 1985 2839 3.5 3 3.64E+08 417945 2901 Boston St APT 105 21224 1910 1772 2.5 3 3.64E+08 421058 2901 Boston St APT 106 21224 1985 1172 2.5 3 3.64E+08 273587 2901 Boston St APT 204 21224 1989 1374 2 1 36431454 623939 2901 Boston St APT 217 21224 1985 2234 2.5 3 3.64E+08 437525 2901 Boston St APT 221 21224 1985 2122 2.5 3 36431490 601252 2901 Boston St APT 411 21224 1985 2633 4 4 36431525 351614 2825 Hudson St 21224 1920 1245 2.5 3 36431562 204309 915 S Kenwood Ave 21224 1920 1200 1.5 3 36432035 423108 714 S Potomac St 21224 1900 2550 3 3 67869243 889700 1609 Alicean St 21231 2005 3549 2.5 3 36435261 527712 1621 Lancaster St 21231 1837 2284 2.5 4 36435418 809041 1713 Lancaster St 21231 2005 3000 4 3 36435466 483172 929 Fell St 21231 1860 2085 3 3 90008763 447094 29 Yogurt Ln 21231 2008 2118 4 4 36436321 269313 307 S Chapel St 21231 1900 1529 2 2 36435262 394900 1623 Lancaster St 21231 1820 2700 3.5 3 36428372 284237 14 S Collington Ave 21231 1914 1128 3 3 36428406 251839 12 S Duncan St 21231 2007 1476 2 2 36428488 194773 20 S Madeira St 21231 1936 840 2 2 36428494 404679 2103 E Lombard St 21231 1910 2130 3 3 36428502 378169 2119 E Lombard St 21231 1936 1702 2 3 36428504 368072 2123 E Lombard St 21231 1910 2195 2.5 4 36428505 304552 2125 E Lombard St 21231 1910 2250 2 3 36428535 281140 113 S Chester St 21231 1910 1776 2 3 36428564 146865 120 S Madeira St 21231 1920 1240 1.5 2 36428611 478473 216 S Collington Ave 21231 1910 2864 3.5 3 36428656 398356 201 S Chester St 21231 1910 2044 5 3 36428707 363869 2220 Gough St 21231 1918 2046 2 3 36428726 253511 223 S Collington Ave 21231 1918 1958 2 3 36428791 219495 228 S Madeira St 21231 1911 1150 2.5 2 36428801 368670 2205 Gough St 21231 1910 2277 4 2 36428807 240882 2217 Gough St 21231 1910 1488 1 2 36428865 217831 307 S Madeira St 21231 1910 1080 3 2 36428871 254993 319 S Madeira St 21231 1910 960 1.5 2 36428883 229134 316 S Madeira St 21231 1910 792 1.5 1 36428905 258038 304 S Collington Ave 21231 1920 1034 2.5 2 36428913 180486 322 S Collington Ave 21231 1920 813 1 1 36428919 284476 334 S Collington Ave 21231 1920 1728 3.5 3 36428954 267041 311 S Chester St 21231 1920 1692 1 2 36428960 184795 302 S Duncan St 21231 1922 968 1 2 36429749 291692 714 S Milton Ave 21224 1915 1677 3 2 63340382 518218 2335 Boston St UNIT 3 21224 2003 2880 2.5 4 3.64E+08 211362 528 S Bethel St 21231 1900 1300 2.5 2 36435185 260784 703 S Bethel St 21231 1900 956 1.5 2 36435198 173023 718 S Bethel St 21231 1850 1388 1 2 3.64E+08 223324 219 S High St 21202 1850 1240 1.5 3 3.64E+08 240292 243 Albemarle St 21202 1870 1200 2 2 3.64E+08 320607 234 S Exeter St 21202 1870 1456 2 2 3.64E+08 325122 923 Stiles St 21202 1870 1736 4.5 3 36437416 177446 1203 Gough St 21202 1920 624 2 2 3.64E+08 236407 519 S Dallas St 21231 1880 1104 2 3 36437523 217654 1514 Alicean St 21231 1800 1074 1 2 90008480 240624 675 President St UNIT 1508 21202 2006 596 1 1 36537055 401724 1304 S Hanover St 21230 1900 1530 2 3 36534997 467719 517 S Hanover St 21201 1980 1728 2.5 4 36535189 491499 10 E Lee St 21202 1988 1553 2 2 36535281 442718 625 S Hanover St 21230 1981 1728 2.5 3 36535833 295898 529 S Sharp St 21201 1920 1890 2.5 2 36535858 316770 125 Welcome Aly 21201 1920 1990 2 2 36535874 427080 506 S Hanover St 21201 1980 1728 3.5 4 36535917 564211 125 W Lee St 21201 1853 2520 2.5 4 36535930 405027 602 S Hanover St 21230 1900 2313 2.5 3 36535931 402941 604 S Hanover St 21230 1829 1129 2.5 3 36535967 446000 616 Pubped Way 21230 1981 2207 2.5 3 36535968 461768 618 Pubped Way 21230 1981 1931 3 3 36535989 510905 111 W Hill St 21230 1820 1830 2.5 2 36536038 319011 712 S Charles St 21230 1981 1890 3.5 2 36536098 395907 806 S Sharp St 21230 1988 1750 2.5 3 36536110 454520 209 W Hill St 21230 1995 1850 4 2 36536111 465799 211 W Hill St 21230 1995 1980 3.5 2 36536150 293506 819 S Sharp St 21230 1897 1520 2.5 2 36536239 387285 14 E Montgomery St 21230 1900 1664 1.5 3 36536255 499975 46 E Montgomery St 21230 1900 1902 2.5 3 36536257 579037 50 E Montgomery St 21230 1900 3168 4 5 36536316 228631 829 S Charles St 21230 1875 1224 2 2 36539703 376480 1223 Battery Ave 21230 1850 1569 2 3 3.65E+08 401724 1304 S Hanover St 21230 1900 1530 2 3 3.65E+08 319011 712 S Charles St 21230 1981 1890 3.5 2 3.65E+08 387285 14 E Montgomery St 21230 1900 1664 1.5 3 3.65E+08 499975 46 E Montgomery St 21230 1900 1902 2.5 3 3.65E+08 228631 829 S Charles St 21230 1875 1224 2 2 36536325 416297 811 S Charles St 21230 1900 2982 3 3 36536416 323000 116 E Churchill St 21230 1982 1755 1.5 2 36536432 389764 130 E Montgomery St 21230 1796 1236 2 3 36536469 388619 815 William St 21230 1900 2120 3.5 3 36536484 541908 212 Warren Ave 21230 1850 2832 2.5 3 36536538 454452 1003 Covington St 21230 1999 1600 4 3 36536547 500184 1025 Covington St 21230 1999 1600 3 3 36536552 351921 902 S Hanover St 21230 1860 2934 4 4 36536556 231184 912 S Hanover St 21230 1860 1746 2 2 36536620 232603 38 E Hamburg St 21230 1850 1316 2 2 36536637 274439 35 E Henrietta St 21230 1850 1134 2 2 36536643 266168 23 E Henrietta St 21230 1850 1210 2.5 2 36536685 363976 902 Harden Ct 21230 1850 1308 2 3 36536706 259757 911 S Charles St APT 402 21230 1981 1018 2 2 36536716 367257 106 W Cross St 21230 1900 3000 3.5 3 36536720 220417 114 W Cross St 21230 1900 1250 3 2 36536780 283789 46 Poultney St 21230 1900 1414 3 4 36536800 312046 1011 Patapsco St 21230 1875 936 3 3 36536804 240569 13 E Hamburg St 21230 1900 957 1 2 54846972 1048247 1209 Harbor Island Walk 21230 2003 4220 4 3 3.65E+08 541908 212 Warren Ave 21230 1850 2832 2.5 3 36539107 520713 1404 William St 21230 1900 2190 4 4 36539671 274464 1272 Riverside Ave 21230 1860 2184 3 3 36539816 547787 1504 Riverside Ave 21230 1900 2565 4 3 36540205 568463 1457 Covington St 21230 2002 2824 4 2 36542513 711470 1350 Key Hwy 21230 2009 2920 3 3 36542514 723478 1352 Key Hwy 21230 2009 3472 2.5 3 54846922 770852 1232 Harbor Island Walk 21230 2004 3600 4 4 54846941 603334 1270 Harbor Island Walk 21230 2002 2464 4 3 54846945 605367 1280 Harbor Island Walk 21230 2000 2424 3.5 4 54846957 903067 1241 Harbor Island Walk 21230 2001 3368 3.5 3 54846962 872983 1231 Harbor Island Walk 21230 2001 3846 3.5 4 71544059 637038 1310 Belt St 21230 2007 2752 3.5 3 2.13E+09 1114086 633 Ponte Villas S 21230 2006 3732 3.5 3 36539961 194596 1720 Johnson St 21230 1900 1722 2.5 2 36541197 282791 1532 Boyle St 21230 1919 1740 3 3 36536938 239011 2 W Ostend St 21230 1900 1242 2 2 36536966 256788 7 W West St 21230 1900 1094 3 3 36537042 394320 1330 S Hanover St 21230 1900 1960 2 2 36537049 348677 1316 S Hanover St 21230 1900 2363 4 3 36537050 290456 1314 S Hanover St 21230 1900 2528 2.5 3 36537107 310277 1319 Clarkson St 21230 1900 1196 3 3 36537160 269803 1 W Ostend St 21230 1900 1376 1 3 36537186 287664 6 W Clement St 21230 1900 1290 3 3 36537240 204289 1425 Race St 21230 1900 1298 2 2 36537272 271442 1424 Clarkson St 21230 1900 1464 3 2 36537302 338807 1420 S Charles St 21230 1900 1224 2.5 2 36537377 312056 1510 S Hanover St 21230 1900 1292 3 2 36537512 345110 1613 Clarkson St 21230 1900 1300 3 2 36537528 304873 1620 Clarkson St 21230 1900 1044 3 2 36537536 225176 1636 Clarkson St 21230 1900 1044 1.5 2 36537611 171105 1617 S Hanover St 21230 1900 1392 1.5 3 36537654 236991 1610 S Charles St 21230 1900 1192 2 2 36537691 295020 1718 S Hanover St 21230 1900 1104 2.5 2 36537744 291876 1718 Clarkson St 21230 1900 944 3 2 36537754 230939 1738 Clarkson St 21230 1900 976 2 2 36537762 244570 1754 Clarkson St 21230 1900 1128 2 2 36429629 251361 2418 Foster Ave 21224 1920 703 1.5 2 3.64E+08 146865 120 S Madeira St 21231 1920 1240 1.5 2 36428715 277733 2204 Gough St 21231 1918 626 3 3 3.64E+08 219495 228 S Madeira St 21231 1911 1150 2.5 2 3.64E+08 217831 307 S Madeira St 21231 1910 1080 3 2 3.64E+08 254993 319 S Madeira St 21231 1910 960 1.5 2 3.64E+08 229134 316 S Madeira St 21231 1910 792 1.5 1 36428889 99956 2212 Cary Ct 21231 1910 750 1.5 2 3.64E+08 258038 304 S Collington Ave 21231 1920 1034 2.5 2 3.64E+08 180486 322 S Collington Ave 21231 1920 813 1 1 3.64E+08 184795 302 S Duncan St 21231 1922 968 1 2 36429059 136714 2220 Eastern Ave 21231 1920 1168 2 2 36429103 197605 415 S Madeira St 21231 1920 728 3 2 36429250 153697 2215 Winterling Ct 21231 1920 820 1.5 1 36429278 278825 2211 Essex St 21231 1840 1020 2 2 36429312 361957 2218 Essex St 21231 1860 1140 2 3 36429317 259978 2228 Essex St 21231 1850 1322 2 2 36429319 275999 2232 Essex St 21231 1850 1322 2 2 36429349 184167 2234 Cambridge St 21231 1880 1388 2 2 36429392 257882 512 S Montford Ave 21224 1920 1272 2.5 3 36429421 266668 511 S Bradford St 21224 1920 1000 2.5 2 36429458 224348 2308 Foster Ave 21224 1920 1100 2 2 36429477 252176 614 S Montford Ave 21224 1920 1148 2 2 36429516 152582 621 S Bradford St 21224 1920 1058 1 2 36429524 291969 2329 Essex St 21224 1880 1313 1 2 60872491 447610 2711 Harris Ln 21224 2004 2094 3.5 3 3.64E+08 361957 2218 Essex St 21231 1860 1140 2 3 3.64E+08 259978 2228 Essex St 21231 1850 1322 2 2 3.64E+08 275999 2232 Essex St 21231 1850 1322 2 2 3.64E+08 257882 512 S Montford Ave 21224 1920 1272 2.5 3 36429409 346870 2321 Eastern Ave 21224 1920 2755 4 4 36429416 447027 2307 Eastern Ave 21224 1920 3120 4 4 36429460 265992 2312 Foster Ave 21224 1920 1596 2 2 3.64E+08 252176 614 S Montford Ave 21224 1920 1148 2 2 36429480 242038 604 S Montford Ave 21224 1800 1508 1.5 2 3.64E+08 291969 2329 Essex St 21224 1880 1313 1 2 36429529 216633 2318 Cambridge St 21224 1860 1144 2 3 36429554 320254 704 S Montford Ave 21224 1920 1320 2.5 3 36429566 263294 2408 Fleet St 21224 1915 1080 2.5 2 36429741 237685 2430 Fait Ave 21224 1915 1470 2.5 3 36429744 318429 724 S Milton Ave 21224 1900 1234 2 2 36429762 376994 2419 Foster Ave 21224 1915 1925 2 3 36429765 380737 2407 Foster Ave 21224 1915 2106 4 3 36429781 345627 725 S Montford Ave 21224 1915 1604 3 2 36429897 698274 2351 Boston St 21224 1983 2166 4 3 36429907 723631 2371 Boston St 21224 1983 2166 2.5 2 36429918 538197 2403 Boston St 21224 1983 2166 2.5 2 36429966 633931 2515 Boston St APT 508 21224 1987 1491 2 2 36431997 302796 732 S Decker Ave 21224 1915 1474 2 2 36431763 221303 936 S East Ave 21224 1910 1410 3 3 36430055 251223 502 S Luzerne Ave 21224 1920 1060 2.5 2 36430070 248823 2538 Fleet St 21224 1920 1048 2 2 36430101 158242 504 S Rose St 21224 1920 1212 1 2 36430107 211316 516 S Rose St 21224 1920 936 2 2 36430114 207698 519 S Rose St 21224 1920 1008 2 2 36430121 194510 533 S Rose St 21224 1920 880 1 2 36430123 290333 501 S Luzerne Ave 21224 1920 1224 1 2 36430126 276465 507 S Luzerne Ave 21224 1920 1176 3 2 36430136 367321 527 S Luzerne Ave 21224 1920 1008 4 3 36430169 296003 2641 Eastern Ave 21224 1920 1365 2 3 36430184 331630 2611 Eastern Ave 21224 1920 2102 4 3 36430208 304859 515 S Glover St 21224 1920 1080 4 3 36430235 355722 2522 Foster Ave 21224 1900 1820 3 2 36430268 243611 2539 Fleet St 21224 1920 1200 1 3 36430277 334656 609 S Rose St 21224 1920 1600 3 3 36430280 159913 615 S Rose St 21224 1920 885 1 2 36430284 291578 623 S Rose St 21224 1900 1920 2.5 3 36430320 364085 618 S Lakewood Ave 21224 1920 1056 2.5 3 36430378 232479 720 S Luzerne Ave 21224 1900 965 1 2 36430408 235323 707 S Milton Ave 21224 1920 1132 1 2 36430416 379762 723 S Milton Ave 21224 1920 2232 2 2 36430441 285348 725 S Rose St 21224 1900 1680 2 2 36430457 299013 739 S Luzerne Ave 21224 1860 1350 2 2 36432376 294578 3105 Fait Ave 21224 1920 2216 2 2 3.64E+08 221303 936 S East Ave 21224 1910 1410 3 3 3.64E+08 296003 2641 Eastern Ave 21224 1920 1365 2 3 3.64E+08 299013 739 S Luzerne Ave 21224 1860 1350 2 2 36430478 284367 2611 Foster Ave 21224 1920 1440 2 2 36430538 245745 721 S Lakewood Ave 21224 1920 1216 2 2 36430649 308674 2611 Fait Ave 21224 1920 1625 2.5 3 36430668 392875 2640 Hudson St 21224 1920 1408 3.5 3 36430732 376714 828 S Kenwood Ave 21224 1920 1950 2.5 3 36430768 152786 2709 Fait Ave 21224 1920 1118 2 2 36430769 281718 2711 Fait Ave 21224 1920 1118 2 2 36430794 350108 807 S Belnord Ave 21224 1920 2160 3 3 36430808 266763 2635 Hudson St 21224 1920 1170 2.5 2 36430809 327029 2637 Hudson St 21224 1920 1168 2.5 2 36430841 237283 940 S Kenwood Ave 21224 1920 1296 3 2 36430877 185596 911 Binney St 21224 1880 1126 1 2 36430895 272948 914 S Belnord Ave 21224 1880 1548 2 2 36430978 332915 1020 S Linwood Ave 21224 1900 1600 3.5 3 36431058 312447 1122 S Potomac St 21224 1900 1688 4 2 36431078 376691 2805 Elliott St 21224 1987 1276 4 2 36431080 385112 2809 Elliott St 21224 1987 1276 4 3 36431084 387623 2821 Elliott St 21224 1987 1554 3 2 36431088 453434 1200 S Linwood Ave 21224 1987 1682 3.5 3 36431138 394134 1211 S Curley St 21224 1987 1276 3.5 4 36560791 194354 3248 E Baltimore St 21224 1920 2416 2 2 36441305 103769 145 N Linwood Ave 21224 1920 1332 1 3 36432700 289316 502 S Decker Ave 21224 1910 1312 2 3 36432725 351903 517 S Decker Ave 21224 1910 1440 2 3 36432748 263207 3106 Fleet St 21224 1900 1300 2.5 3 36433154 356753 603 S Ellwood Ave 21224 1910 1232 2 4 36433192 126315 3121 Fleet St 21224 1910 1244 1 3 36433359 310604 25 S Linwood Ave 21224 1904 1848 3 3 36433364 179772 15 S Linwood Ave 21224 1904 1980 2 3 36433390 304252 2900 E Lombard St 21224 1904 1316 3 3 36433413 221313 5 S Potomac St 21224 1904 1287 2 2 36433415 270816 9 S Potomac St 21224 1904 1314 3 3 36433433 300137 36 S Ellwood Ave 21224 1904 1882 3 3 36433438 247125 26 S Ellwood Ave 21224 1904 1650 2 3 36433519 269041 3105 E Baltimore St 21224 1904 1540 3 3 36433523 205907 3 S Ellwood Ave 21224 1905 1484 1 1 36433618 367572 139 S Linwood Ave 21224 1904 2255 3.5 3 36433646 264275 120 S Potomac St 21224 1920 1219 1.5 3 36433654 274458 104 S Potomac St 21224 1904 1331 3.5 3 36433726 261949 3014 E Pratt St 21224 1906 1360 2.5 3 36433727 196740 3016 E Pratt St 21224 1906 1462 2 2 36433832 145892 112 S East Ave 21224 1906 1288 2 2 36433849 211467 146 S East Ave 21224 1906 1522 2 2 36433856 187163 211 S Ellwood Ave 21224 1906 1275 3 2 36565476 130550 449 N Bouldin St 21224 1924 976 1 2 3.64E+08 193912 2007 Portugal St 21231 1900 888 1 2 36428674 129554 268 S Duncan St 21231 1915 840 1 1 36429616 254008 527 S Port St 21224 1915 740 1 2 3.64E+08 202929 702 S Rose St 21224 1920 1264 1 1 3.64E+08 234120 1102 S Curley St 21224 1900 1428 1 2 3.64E+08 273587 2901 Boston St APT 204 21224 1989 1374 2 1 3.64E+08 204309 915 S Kenwood Ave 21224 1920 1200 1.5 3 36431705 198069 919 S Potomac St 21224 1910 1064 1 1 36432625 247839 526 S Curley St 21224 1910 984 1 2 36432740 216488 507 S Ellwood Ave 21224 1910 1056 2 2 36433182 249865 3136 Foster Ave 21224 1910 1244 1.5 3 36433425 164540 29 S Potomac St 21224 1904 1204 2 4 36433753 229599 110 S Ellwood Ave 21224 1906 1718 1.5 2 36434093 265819 336 S East Ave 21224 1906 1378 2 3 36434148 220152 415 S Robinson St 21224 1906 1040 2 2 36434752 146813 1807 Gough St 21231 1900 1128 2 3 36436543 204845 216 S Washington St 21231 1900 1560 2.5 2 36436605 150552 239 S Chapel St 21231 1900 1056 1 2 36437367 134664 408 S Exeter St 21202 1860 1200 2 3 36437482 158566 919 Eastern Ave 21202 1900 1485 3 3 36440297 258243 144 N Milton Ave 21224 1920 1420 3.5 3 36445917 81052 600 N Robinson St 21205 1915 1170 2 4 3.64E+08 103769 145 N Linwood Ave 21224 1920 1332 1 3 36433396 74837 29 S Curley St 21224 1904 1142 1 3 36433477 204036 22 S Decker Ave 21224 1904 1500 2 2 36433528 152087 13 S Ellwood Ave 21224 1904 1275 1 3 36433549 63298 29 S Robinson St 21224 1904 1204 2.5 2 3.64E+08 94720 26 S Robinson St 21224 1904 1092 1.5 2 3.64E+08 190692 4 S East Ave 21224 1904 1300 2 3 3.64E+08 145892 112 S East Ave 21224 1906 1288 2 2 36438312 95002 221 N Lakewood Ave 21224 1920 1650 1 3 36438569 138246 418 N Lakewood Ave 21224 1910 1484 1 3 3.64E+08 66367 417 N Glover St 21224 1900 1100 1 2 3.64E+08 122374 210 N Glover St 21224 1900 1020 1 2 36440881 95932 141 N Lakewood Ave 21224 1947 1260 1 2 36440913 87340 130 N Kenwood Ave 21224 1920 1376 1 3 36440964 176653 127 N Belnord Ave 21224 1920 960 1.5 2 36440982 236696 109 N Kenwood Ave 21224 1920 1400 1 1 36441041 141158 100 N Streeper St 21224 1920 992 2 2 36441055 174803 128 N Streeper St 21224 1920 912 2 2 3.64E+08 75724 115 N Streeper St 21224 1920 912 1 2 36468759 65750 737 N Central Ave 21202 1982 937 1 2 36469483 93580 1227 Park Ave # 10 21217 1870 778 1 1 36470375 131066 1 E Chase St APT 311 21202 1901 568 1 1 36470385 82747 1 E Chase St APT 407 21202 1900 540 1 1 36470386 63791 1 E Chase St APT 408 21202 1991 545 1 1 36470396 83491 1 E Chase St APT 504 21202 1903 684 1 1 36470446 74984 1 E Chase St APT 812 21202 1903 904 2 2 36470509 85272 1001 Saint Paul St APT 4E 21202 1920 315 1 0 36470525 89708 1001 Saint Paul St APT 6C 21202 1920 700 1 1 36470556 89169 1001 Saint Paul St APT 9G 21202 1920 705 1 1 36450003 65512 1632 E Preston St 21213 1900 750 2 3 3.64E+08 254008 527 S Port St 21224 1915 740 1 2 3.64E+08 146813 1807 Gough St 21231 1900 1128 2 3 36444029 131068 845 N Collington Ave 21205 1920 572 2 2 36444802 101069 505 N Luzerne Ave 21205 1920 700 4 3 36452633 62083 2915 E Federal St 21213 1950 1216 2 3 36455932 52548 3435 Parklawn Ave 21213 1955 1450 1 3 36466866 125852 3914 Ednor Rd 21218 1941 1280 1.5 3 36467228 134471 1532 Roundhill Rd 21218 1941 1452 3 3 36467631 109318 3834 Monterey Rd 21218 1948 1200 1.5 3 36468555 65077 1218 Turpin Ln 21202 1984 1152 1 3 3.65E+08 65750 737 N Central Ave 21202 1982 937 1 2 3.65E+08 93580 1227 Park Ave # 10 21217 1870 778 1 1 36470252 123773 1101 Saint Paul St STE 1505 21202 1965 1327 2 2 36470270 121928 1101 Saint Paul St APT 1611 21202 1965 791 1 1 36470367 282080 1 E Chase St APT 303 21202 1900 1211 2 2 3.65E+08 131066 1 E Chase St APT 311 21202 1901 568 1 1 3.65E+08 82747 1 E Chase St APT 407 21202 1900 540 1 1 3.65E+08 63791 1 E Chase St APT 408 21202 1991 545 1 1 3.65E+08 83491 1 E Chase St APT 504 21202 1903 684 1 1 36475719 87386 430 Whitridge Ave 21218 1900 1344 2 3 36458879 51228 832 Montpelier St 21218 1955 1024 1 3 36458905 101145 3103 Frisby St 21218 1954 1024 1 3 36459609 95835 701 E 22nd St 21218 1920 1599 3 5 36474429 196949 2330 Guilford Ave 21218 1920 1200 1 2 36474816 143860 2519 N Calvert St 21218 1910 2025 2 5 36475436 124323 403 E Lorraine Ave 21218 1900 1344 1.5 3 36475483 151765 317 E 27th St 21218 1900 1232 2 3 36475499 135361 338 E Lorraine Ave 21218 1900 1232 3 4 36475514 54788 306 E Lorraine Ave 21218 1900 1275 1 3 36475581 146753 349 Whitridge Ave 21218 1915 1232 1.5 3 36475596 147868 319 Whitridge Ave 21218 1915 1232 3 2 36475628 136796 304 Whitridge Ave 21218 1915 1232 1.5 3 36484263 224063 3326 Gilman Ter 21211 1915 1260 3 3 36472271 216750 3009 Cresmont Ave 21211 1925 1200 1 3 36472280 113061 2902 Cresmont Ave 21211 1925 1200 2 3 36472332 192846 3140 Remington Ave 21211 1920 1228 2 3 36478146 198070 701 Berry St 21211 1900 1224 2 3 36478147 231773 703 Berry St 21211 1920 1900 1.5 3 36478159 218764 3627 Chestnut Ave 21211 1920 1380 3 3 36478290 228780 3636 Paine St 21211 1880 988 2 4 36478304 185779 3627 Roland Ave 21211 1880 1530 2 3 36478392 237616 3716 Chestnut Ave 21211 1920 1932 1 3 36478427 211052 808 Union Ave 21211 1920 1196 2 2 36478431 256587 816 Union Ave 21211 1920 1196 2.5 3 36478479 183143 848 W 37th St 21211 1920 1468 1 2 36478495 186936 3700 Chestnut Ave 21211 1920 1288 2 3 36478502 253521 801 Union Ave 21211 1920 1288 2 3 36478708 222378 3609 Keswick Rd 21211 1918 1260 1.25 3 36478711 198582 3603 Keswick Rd 21211 1918 1380 2 3 36478880 262936 3816 Beech Ave 21211 1927 1596 1 3 36478903 295730 3825 Keswick Rd 21211 1928 1428 1 4 36478923 272127 3744 Beech Ave 21211 1927 1296 2 4 36478971 286685 3709 Keswick Rd 21211 1930 1488 1.5 3 36486516 71780 1932 Mcculloh St 21217 1920 1220 1.5 3 36482398 74067 2501 Mcculloh St 21217 1907 1278 2 3 3.65E+08 105574 2335 Mcculloh St 21217 1991 1242 2 3 3.65E+08 144601 2301 Madison Ave 21217 1907 1907 3 5 36482656 66768 2233 Madison Ave 21217 1907 2412 3.5 5 36486782 50047 2032 Mcculloh St 21217 1920 2400 1 4 36487614 72205 1913 Division St 21217 1920 1302 1 3 36487817 61688 1734 Division St 21217 1980 950 1 4 36480974 81907 2712 Auchentoroly Ter 21217 1880 1436 1 3 36481499 38652 2204 Ruskin Ave 21217 1920 1364 2 2 36481630 86618 1512 Retreat St 21217 1880 1568 2 3 36481635 104261 2503 Woodbrook Ave 21217 1900 1278 2 4 36481636 103912 2505 Woodbrook Ave 21217 1900 1256 2 4 36481637 104340 2507 Woodbrook Ave 21217 1900 1256 2 4 36481896 51292 2437 Woodbrook Ave 21217 1920 1432 2 4 36482256 177476 2570 Mcculloh St 21217 1910 2090 3.5 3 36487218 62294 2126 Brunt St 21217 1997 576 2 3 36492451 45777 1540 N Fulton Ave 21217 1910 688 1 3 36494058 43972 1815 N Payson St 21217 1920 1161 2 3 3.65E+08 45777 1540 N Fulton Ave 21217 1910 688 1 3 36505430 36477 1524 Appleton St 21217 1920 1738 1 3 36505899 31712 1222 N Gilmor St 21217 1920 1540 2 2 36509119 79491 625 N Fulton Ave 21217 1920 1904 2 3 36514039 91823 1137 N Bentalou St 21216 1940 1242 1 3 36514046 42597 1151 N Bentalou St 21216 1940 1242 2 3 36514083 28782 2224 Riggs Ave 21216 1920 1192 1 2 36515131 71459 2325 Aruh Ave 21216 1925 1920 2.5 4 36515513 42465 2419 W Lanvale St 21216 1926 1734 1.5 4 36513819 23651 1205 Dukeland St 21216 1940 1280 1 3 36512934 24435 1065 Ellicott Dr 21216 1935 1158 1 3 36511897 134855 1631 N Rosedale St 21216 1920 2236 1.5 3 36511906 53520 3002 Grayson St 21216 1920 1184 1.5 3 36511920 50193 3033 Grayson St 21216 1920 1176 1 3 Beer data: nbeer weight height age gender 12 192 72 26 0 12 160 66 27 0 5 155 65 25 0 5 120 66 28 0 7 150 67 28 0 13 175 71 31 0 4 100 66 24 1 12 165 70 28 0 12 165 73 25 0 12 150 68 26 0 6 165 70 27 0 20 230 73 26 0 2 126 64.5 29 0 2 100 62 27 1 5 125 70 25 1 6 150 70 27 1 0 170 67 28 0 4 170 72 32 0 0.5 104 64 27 1 7 130 66.5 30 1 8 200 70 26 0 8 165 69 32 0 6 140 67 26 0 8 172 73 26 0 5 160 67 25 0 8 145 69 26 0 3 150 70 40 0 6 175 71 33.5 0 10 165 70 27 0 6 125 64 26 1 10 185 76 25 0 8 165 71 30 0 8 165 70 25 0 12 170 70.5 25 0 8 175 72 27 0 2.5 105 60 22 1 3 120 64 21 0 5 125 65 25 1 6 160 70 30 0 3 143 70 34 0 10 150 69 25 0 10 207 75 27 0 12 180 72 26 0 9 195 75 27 0 12 195 70 26.33 0 8 155 70 25 0 7 135 67 27 0 9 165 74 26 0 8 165 70 28 0 7.5 130 66.5 24 0 New houses data: id street zip yearBuilt sqft bathrooms bedrooms 36470561 1001 Saint Paul St APT 10C 21202 1920 706 1 1 36476846 3601 Greenway UNIT 504 21218 1955 997 1 1 36486324 1413 Park Ave APT 4R 21217 1900 514 1 1 36561509 3800 E Pratt St 21224 1920 880 2.5 2 36571031 3614 Elmora Ave 21213 1950 1080 2 3 36441401 146 N Potomac St 21224 1920 1000 2 3 36441557 163 N Potomac St 21224 1920 960 2 3

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