EXCEL Ch 11 Linear Relationship Start

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Temple University *

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2103

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Statistics

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Apr 3, 2024

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xlsx

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Project De Instruction Step 1 2 3 Project Desc providing a using Excel’ Price - Reco Yes = 1; 6) variables, Pr Use a cell re answers. Fo

4 5 6 7 8 9 10 11 12 13 14 15

Linear Relationship CG escription: ns: Instructions Start Excel. Download and open the workbook named: Linear_Relationship_Start. Inserting Chart Select the Scatter chart from the provided chart options in the Charts group of the Insert tab of the Ribbon. Selecting Data Series Edit Chart Elements Chart Size and Position Add the trendline to the data on the chart. Adding Linear Trendline Select any point on the chart and right click on it. Select Add Trendline. In the Trendline Options window select Linear with a Trendline Options Use the regression model of Data Analysis for the data. Adding Regression Model cription: The present study investigates the relationship between living area as measured in square feet of a hom scatterplot of the relationship where living area may be used to estimate selling price. We will add the ‘least sq ’s scatter graph option. The data we are using was collected from real estate values obtained in an upstate New orded in dollars; 2) Lot size - measured in acres; 3) Living Area - measured in square feet; 4) Pct College - percen Bedrooms - Number of bedrooms; 7) Fireplace - Number of fireplaces; 7) Bathrooms - Number of bathrooms. For rice and Living Area. eference or a single formula where appropriate in order to receive full credit. Do not copy and paste values or ty or the purpose of grading the project you are required to perform the following tasks: In cell C6 insert a Scatter Chart for the Price versus Living Area data from the Data worksheet. Then choose Select Data in the Design tab on the Ribbon. Delete any series created automatically using the Remove button of data on the Data worksheet. Note that Price should stand for the Y values and Living Area is the X values. Do not add the Note: Do not include the titles of the columns to the range of data. Go to the Add Chart Elements dropdown list in the Design tab of the Ribbon. Delete the legend. Above the chart, add the titl the chart title. On the Ribbon, select design Style 1. Go to the Format tab on the Ribbon. Set the chart height and width, and then drag it to position the entire chart so that it fit In theTrendline Options window check the “ Display equation on chart ” and “ Display R-squared value on chart ” boxes. You ca to any place on the chart so that it is more visible to read.

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Save the workbook. Close the workbook and then exit Excel. Submit the workbook as directed. Go to the Data worksheet. Select the Data Analysis in the Analysis group of the Data tab of the Ribbon (note you should add already). Select Regression and click OK. Select the cells in the Price column as the Input Y Range and the cells in the Living Data worksheet as the output range. Do not check any additional boxes in the regression model menu. Note: Do not include the titles of the columns to the range of data. On the 14-21 worksheet, identify the value of the correlation coefficient, r, between living area and selling price to four deci Interpret the value of the correlation coefficient, r, in terms of direction and strength of the linear model. Choose the correct In cells E20 and G20 complete the least squares equation. Round the y-intercept to the nearest integer and the slope to two Identify the value of the y-intercept, b 0 , in cell D22 . Keep the same number of decimal places as the value in the equation a Interpret the y-intercept, b 0 , in terms of the data. Choose the correct answers from the drop-down menus in cells D24 and H In cell D26 decide whether the interpretation of the y-intercept is a meaningful estimate in the context of this problem. Identify the value of the slope, b 1 , in cell D28 . Keep the same number of decimal places as the value in the equation above. Interpret the slope, b 1 , in terms of the data. Choose the correct answers from the drop-down menu in cell D30 . Round the am Identify the value of R 2 in cell D32 . Round the percent to two decimal places. Calculate the expected sale price of a 1500 square foot house in cell D37 using the value(s) found in step 6 for the least squ dollar. Calculate the expected price increase for an additional 200 square feet in cell D40 using the value(s) found in step 6 for the nearest dollar.

Points Possible 0 2 2

4 1 2 1 1 1 1 1 2 1 1 0 20

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Proble 1-3) 4-5) 6-12) The pr are bei Use a c answer

13-15)

em Housing Data What is the value of the correlation coefficient and what does this indicate about the r The correlation between size of a house and selling price is Larger houses will command What is the least squares regression equation? resent study investigates the relationship between living area as measured in square fe ing transferred to this area and are interested in estimating the expected cost of housin cell reference or a single formula where appropriate in an effort to receive full credit. rs. Construct an (x,y) scatterplot to visually display the relationship using living area as t instructions document. Place the graph in cell C6 . Identify the value of the correlation coefficient, r, between living area and selling pric Interpret the value of the correlation coefficient, r, in terms of direction and strength o and D12 . Given the scatter of the data appears to model a linear relationship, find the 'trendline What is the value of b 0 and what does this mean in the context of this data? What is the value of b 1 and what does this mean in the context of this data? What is the value of R 2 written as a percentage. 0 1000 2000 3000 4000 5000 0 100000 200000 300000 400000 500000 600000 700000 800000 900000 f(x) = 113.122541846809 x + 13439.3940048898 R² = 0.507499844681924 Predicted sales price,y, for given living area,x

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The predicted selling price for a house whose living area is The selling price of a house is expected to Suppose that you are interested in buying a house that is 1500 square feet. Use the mo What is the expected selling price for a 1500 square foot house? Complete the least squares regression equation. For cells E20 and G20 , round the y-i Identify the value of the y-intercept, b 0 , in cell D22 . Keep the same number of decima Interpret the y-intercept, b 0 , in terms of the data. Choose the correct answers from the Is this a meaningful estimate in the context of this problem? Choose the correct answ Identify the value of the slope, b 1 , in cell D28 . Keep the same number of decimal plac Interpret the slope, b 1 , in terms of the data. Choose the correct answers from the drop Identify the value of R 2 in cell D32 . Round the percent to two decimal places. Calculate the expected sale price of a 1500 square foot house in cell D37 using the va Suppose you are looking at two houses in the same neighborhood that are about the s living area. How much more would you expect to pay for the house with the finished Calculate the expected price increase for an additional 200 square feet in cell D40 usi to the nearest dollar.

relationship of living area and sale price? 0.7124 strong. higher prices. eet of a home and the sale price of the home in a region in upstate New York. Suppose you ng for a given size home. Do not copy and paste values or type values, as you will not receive full credit for your the independent variable and sale price as the dependent variable. Follow steps 1-3 in the ce to four decimal places in cell D9 . of the linear model. Choose the correct answers from the drop-down menus in cells D11 e' and the R 2 value in Excel. 6000

predicted price = 13,439 + 113.12 (sq ft) 13,439 0 square feet is estimated to be $13,439.00. No 113.12 increase by about $113.12 per square foot added to living area. 50.75% odel to predict how much a house this size in upstate New York would cost. $183,123 $205,748 intercept to the nearest integer and the slope to two decimal places. al places as the value in the equation above. e drop-down menus in cells D24 and H24 . wer from the drop-down menu in cell D26 . ces as the value in the equation above. p-down menu in cell D30 . Round the amount in cell G30 to the nearest cent. alue(s) found in step 6 for the least squares regression equation. . same size except one of the houses has a finished basement which adds 200 square feet of d basement? ing the value(s) found in step 6 for the least squares regression equation. Round the value

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Price Lot Size Living Area Pct College Central Air Bedrooms Fireplaces Bathrooms 132500 0.09 906 35 0 2 1 1 181115 0.92 1953 51 0 3 0 2.5 109000 0.19 1944 51 0 4 1 1 155000 0.41 1944 51 0 3 1 1.5 86060 0.11 840 51 1 2 0 1 120000 0.68 1152 22 0 4 1 1 153000 0.4 2752 51 0 4 1 1.5 170000 1.21 1662 35 0 4 1 1.5 90000 0.83 1632 51 0 3 0 1.5 122900 1.94 1416 44 0 3 0 1.5 325000 2.29 2894 51 0 7 0 1 120000 0.92 1624 51 0 3 0 2 85860 8.97 704 41 0 2 0 1 97000 0.11 1383 57 0 3 0 2 127000 0.14 1300 41 0 3 0 1.5 89900 0 936 57 0 3 0 1 155000 0.13 1300 41 0 3 0 1.5 253750 2 2816 71 1 4 1 2.5 60000 0.21 924 35 0 2 0 1 87500 0.88 1092 35 0 3 0 1 112000 1 1056 35 0 3 0 1 104900 0.43 1600 39 0 3 0 1.5 148635 0.32 1576 39 1 3 0 2.5 150000 0.03 2080 39 0 3 0 2 90400 0.36 1600 39 0 3 0 1.5 248800 4 2224 39 0 4 0 3 135000 1.83 1656 39 0 3 0 1 145000 3 1170 39 0 4 0 1.5 457000 0.43 2461 39 0 4 1 2 140000 0.44 1544 71 1 3 1 1.5 130000 1.24 1220 71 0 2 2 1 187000 0.46 1858 52 0 3 1 2.5 229000 0.87 2219 64 0 3 1 2 227000 1.8 1876 52 0 3 0 2.5 179900 0.46 2026 52 0 4 1 2.5 169900 0.91 1671 71 1 4 1 3 209900 0.46 2060 52 0 4 1 2.5 169900 0.59 1884 52 0 4 1 2.5 293000 7.24 2022 71 0 4 2 3 245900 0.19 2394 71 1 4 1 2.5 157000 0.46 1390 71 0 3 1 1.5 195000 0.41 1954 71 1 4 0 2.5 150000 0.78 1554 71 1 3 1 1.5 234900 0.89 1976 64 1 3 0 2.5

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279550 1.34 2479 71 0 4 1 2.5 246500 1 2714 71 0 4 1 2.5 124000 1 797 52 0 2 0 1 138000 0.27 1500 71 0 3 0 2.5 290000 0.71 1838 71 0 4 0 2 108000 0.9 1042 71 0 2 1 2 134900 0.24 1782 52 1 3 0 2.5 64500 0.06 1480 52 0 2 1 2.5 142000 0.55 1426 52 0 3 1 2 125000 0.34 1404 52 0 3 0 2 88000 0.19 1480 52 1 3 1 1.5 135000 0.23 1344 52 0 3 0 1 90000 0.07 1480 52 1 2 1 2.5 90100 0.09 1480 52 0 3 1 1.5 126900 0.25 1596 52 0 3 0 2.5 175000 0.47 1768 52 0 3 1 2 158000 0.36 1348 52 1 2 1 2 92000 0.07 1480 52 0 3 1 1.5 82800 0.11 1483 52 0 3 0 1 140000 0.23 1576 52 1 4 1 1.5 171000 3.16 1008 52 0 2 0 1 200640 0.08 2332 52 0 4 0 2.5 139000 0.57 1064 52 0 3 1 1 225000 0.5 2428 52 1 4 1 2.5 182000 1 1310 52 0 3 1 2 208767 0.5 1662 52 1 3 0 2 186000 0.55 2000 52 0 4 0 2.5 93000 0.1 1480 52 0 3 1 1.5 257386 0.5 2969 52 1 4 1 4 161000 0.31 1542 52 1 3 0 2.5 92000 0.28 1527 52 0 4 0 2 211002 0.06 2195 52 0 4 0 2.5 115000 0.06 1480 52 0 3 1 1.5 113000 0.46 1452 52 1 3 0 2 216300 0.1 2360 52 0 4 0 2.5 145000 2.12 1440 52 0 3 1 1 114000 0.06 1480 52 0 2 1 2.5 139050 0.21 1879 52 0 3 0 2.5 104000 0.06 1480 52 0 3 0 1.5 169900 0.26 1792 52 0 3 0 2.5 177900 0.29 1386 44 0 3 0 2.5 133000 1.29 1676 44 1 2 1 2 185000 1 768 22 0 4 0 2 115000 0.88 1560 22 1 3 1 1.5 100000 0.52 1000 22 0 3 0 1

117000 0.07 1676 51 0 4 1 1.5 150000 0.32 1656 51 0 3 0 1.5 187500 0.92 2300 51 0 3 1 1.5 107000 0.46 1712 51 0 3 1 1 126900 0.46 1350 51 0 3 0 1.5 147000 0.11 1676 51 0 3 1 2.5 62000 0.4 1317 51 0 3 0 1.5 101000 0.87 1056 51 0 3 1 2 143500 0.59 912 51 0 3 0 1 113400 0.93 1232 44 0 2 0 2 76320 0.15 1380 44 0 3 1 1 110000 0.59 936 44 1 3 0 1 88000 0.33 720 44 0 3 0 1 108000 0.32 1628 44 0 2 1 1.5 114900 0.46 1144 44 0 3 0 1.5 146000 0.48 1827 44 0 3 0 2.5 225000 2.37 1784 44 0 3 1 2 138000 0.83 1851 44 1 3 1 2.5 218070 1 2194 44 0 4 0 2.5 25000 0.21 920 44 0 2 0 1 112000 0.27 1280 44 0 3 0 1 112500 0.72 1232 44 0 3 1 1 97000 0.36 1406 44 0 3 0 1.5 121000 0.52 1164 44 0 3 0 2 65720 0.19 1198 44 0 3 0 1 225000 0.38 2206 44 1 4 1 2.5 192000 0.82 1880 44 1 3 1 2.5 158500 0.69 1368 44 0 3 0 1.5 247000 0.51 1901 44 1 3 1 2.5 193777 0.72 1547 44 0 3 0 2 136500 0.62 896 44 0 3 0 2 75000 1 1008 44 0 3 0 1 45000 0.52 912 44 0 2 0 1 243000 0.82 2443 44 0 3 0 2.5 90000 0.29 900 44 0 4 0 1 158000 0.52 2098 44 1 3 0 2 174000 0.64 2115 44 0 4 1 2.5 150000 0.52 1344 44 0 2 1 2 159650 1 1106 44 0 3 0 1 139062 0.69 1440 44 0 3 2 2 84950 0.13 840 51 0 2 0 1 102000 0.22 1170 51 0 2 0 1 175000 0.46 1664 51 0 4 0 1 78500 1 3024 51 0 4 0 1 232478 1 2598 51 0 4 1 2.5

93805 0.13 840 51 0 2 0 1.5 119900 1.03 1701 41 0 5 0 1 146000 1.17 1456 41 0 3 1 1.5 125000 0.34 1224 71 0 3 0 1 135000 0.38 1411 71 0 3 1 1 157500 1.96 1608 71 0 3 1 1.5 135000 3 3020 41 0 4 0 2.5 142900 0.33 1898 64 0 3 1 1.5 259900 0.46 2544 64 1 4 1 2.5 85000 0.29 1038 64 0 2 0 1 180377 0.35 1820 64 0 3 1 2.5 163500 0.28 2202 64 1 3 1 2 106500 0.52 2387 64 0 3 0 1 115000 0.11 1368 64 1 2 1 1.5 115000 0.14 1480 64 1 2 1 2 135000 0.14 1348 64 1 2 1 1.5 198900 0.47 1889 64 1 4 1 2.5 139000 0.14 1343 64 1 2 1 1.5 206000 0.51 2011 64 1 3 1 2.5 120000 0.21 1180 64 1 2 1 1.5 205980 0.14 1983 64 1 3 1 2.5 275000 0.55 2253 64 1 3 1 2.5 139000 0.07 1604 64 1 2 0 1.5 89900 0.49 1196 45 0 3 0 1 139900 0.07 1602 64 1 2 0 2.5 172750 0.36 1747 64 0 3 0 2.5 136000 0.5 1092 64 0 3 0 1 270000 0.48 2410 64 1 4 1 2.5 174000 0.29 1933 64 1 3 1 2.5 379000 0.68 3080 64 1 4 1 2.5 382500 4.08 4534 64 1 6 2 2.5 144900 0.1 1677 64 1 3 1 2.5 349900 0.62 2900 64 1 4 1 2.5 133000 0.07 1392 64 1 2 1 1.5 115000 0.16 1058 64 0 2 1 1.5 211950 0.36 2342 64 1 4 1 2.5 227812 0.01 2206 64 1 4 1 2.5 164400 0.34 1516 64 1 3 1 2 340000 0.75 2836 64 1 4 1 2.5 139900 0.29 1256 64 1 2 0 1.5 279900 0.47 2340 64 1 4 1 3.5 225000 0.32 2129 64 1 4 1 2.5 144500 0.12 1343 64 1 2 1 2.5 362710 1 2963 64 1 4 1 2.5 247000 0.46 2114 64 1 4 1 3.5

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120000 0.18 1144 64 1 2 1 1 136000 0.55 988 64 0 3 1 1 228500 0.46 1475 64 0 3 0 2 162800 0.15 1247 64 0 3 0 1.5 230000 0.93 1912 64 0 5 1 2 115800 0.46 1440 64 0 3 0 1.5 175000 0.26 1596 64 1 3 1 2 263008 0.63 2665 64 1 4 1 2.5 146000 0.5 1984 64 0 3 0 1.5 204900 0.03 1616 64 1 3 0 2 265000 0.17 1917 64 0 3 1 2.5 167500 0.64 2592 64 0 3 1 1.5 205000 0.47 1845 64 0 3 1 2.5 170000 0.92 1360 57 1 4 0 1 176000 0.41 1664 64 1 3 1 1.5 132000 0.16 1098 64 1 2 1 1.5 115500 0.01 1214 64 0 2 0 1.5 150000 0.29 1046 57 0 3 0 1 120000 0.36 1144 64 0 3 0 1 125000 0.28 1140 64 1 2 1 2 150000 0.15 1232 64 0 2 1 1.5 362360 0.59 3020 64 1 4 1 2.5 133500 0.36 1508 52 0 3 1 2 91000 0.16 912 52 0 2 1 1.5 104000 0.34 1508 52 0 3 0 1.5 148000 0.33 1561 52 0 3 1 1.5 182000 0.56 2625 64 0 4 1 2.5 152500 0.48 936 52 0 3 1 1 97000 0.16 912 52 0 2 0 1.5 113000 0.17 1492 52 0 3 0 2.5 172000 0.46 1599 64 0 4 1 2.5 179900 0.81 2304 52 0 5 1 2.5 84000 0.15 912 52 0 2 0 1.5 117900 0.15 1385 52 1 2 1 1.5 177000 0.32 1561 52 0 4 0 1.5 107500 0.16 884 52 0 2 0 2 92500 0.15 912 52 0 2 0 2 102900 0.15 912 52 0 2 0 1.5 134800 0.48 1384 52 0 3 0 2 150000 0.77 1334 52 0 3 0 1.5 165000 0.42 1433 64 1 3 1 2 120000 0.17 1492 52 0 3 1 2.5 177500 0.32 1561 52 1 4 1 1.5 300000 0.09 936 52 0 1 0 1 123500 0.16 1492 52 0 3 1 2.5

141000 0.16 1853 52 0 3 0 2.5 105400 0.15 1240 52 0 2 0 1.5 100600 0.17 912 52 0 2 0 1.5 108900 0.17 912 52 0 2 0 1.5 105500 0.16 912 52 0 2 0 1.5 109900 0.16 1184 52 0 3 0 1.5 172700 0.34 1638 52 0 3 1 2 166500 0.31 1508 52 0 3 1 2 105000 0.4 672 52 0 2 0 1 490000 0.34 1346 52 0 3 1 2 120000 0.16 1184 52 0 3 0 2 107500 0.15 912 52 0 2 0 1.5 116600 0.15 912 52 0 2 1 1.5 65000 0.16 988 52 0 2 0 2 118000 0.16 1184 52 0 3 0 2 115900 0.15 1385 52 0 2 0 1.5 100000 0.15 912 52 0 2 0 1.5 171000 0.37 1548 52 1 3 1 2 188000 0.31 1561 52 0 4 0 1.5 140000 1 1008 52 1 2 0 1 124500 0.15 1385 52 0 2 0 1.5 107200 0.16 908 52 0 2 0 1 107500 0.24 2246 39 0 4 0 1.5 180000 2.06 1820 39 0 3 1 2.5 214325 0.42 2554 64 1 4 1 2.5 128850 0.92 824 45 0 3 0 1.5 208700 0.4 2458 64 0 4 1 2.5 139900 0.36 1324 64 0 3 0 1 350000 5.84 2916 64 1 3 1 2.5 108000 0.16 1032 52 0 2 0 1.5 115500 0.15 912 52 0 2 1 1.5 135000 0.98 1320 52 0 2 0 1 135000 0.33 1508 52 0 3 1 1.5 107400 0.16 912 52 0 2 1 1.5 233000 0.09 2040 52 1 4 1 2.5 105000 0.16 912 52 0 2 1 1.5 335000 3 1776 52 1 2 0 2 139000 0.58 1304 64 0 3 0 2 209500 0.42 1836 64 1 4 1 2.5 101000 0.17 912 52 0 2 0 2 77500 0.16 912 52 0 2 0 1.5 150500 0.31 1527 52 0 2 1 2 167000 0.99 1454 39 0 3 0 1.5 114000 0.26 1700 39 0 3 1 1.5 160000 0.45 1680 45 0 4 0 1

85000 0.49 2401 64 1 4 1 2.5 143000 0.35 1176 64 0 3 0 1 126000 0.4 1344 64 0 3 1 1.5 140000 0.48 1344 64 0 3 0 1.5 140000 0.35 1714 64 0 3 0 2.5 205000 0.25 1992 64 0 4 1 3 79900 0.12 924 64 1 2 0 1 139000 0.09 1290 64 1 2 1 1.5 190000 0.46 2521 64 0 4 1 2.5 151500 0.71 1377 82 0 3 1 1.5 97500 0.06 1237 64 1 2 1 1.5 194500 0.61 2310 64 1 4 1 2.5 195160 0.32 1863 64 0 3 1 2.5 152500 0.37 1693 64 1 3 1 1.5 159500 0.29 1684 64 1 3 1 2.5 185000 0.95 1585 64 1 3 1 1.5 240000 0.67 2290 64 1 4 1 3 187900 0.4 2464 64 1 5 1 2.5 262000 0.29 2549 64 1 4 1 2.5 212500 0.35 2316 64 1 4 1 2.5 220000 0.37 2600 64 1 4 1 2.5 245000 0.53 2677 64 1 4 1 2.5 120000 0.06 1479 64 1 3 0 1.5 102500 0.15 1138 64 1 2 0 1 136000 0.27 1576 64 0 3 0 2.5 212500 0.43 2084 82 1 4 1 2.5 205900 0.06 1726 64 1 3 1 2 259900 1 1851 71 1 2 2 2 191500 0.46 2310 64 0 5 1 2.5 272500 0.03 2930 64 0 4 1 2.5 191500 0.88 2576 64 0 4 1 2.5 158000 0.55 1664 64 0 3 1 2 195000 1 1237 64 0 2 0 1.5 187500 0.43 2662 64 1 5 1 2.5 160000 0.45 1575 64 0 3 1 1.5 137500 0.1 1566 64 1 2 0 1.5 109900 0.09 1326 64 1 2 1 1.5 85000 0.09 1480 64 0 3 0 1.5 184350 0.59 2161 64 0 4 1 2.5 134500 0.16 1352 64 1 2 1 1.5 154900 0.51 1648 64 1 3 0 1.5 255000 0.46 2936 64 1 3 1 3.5 238600 0.46 2404 64 0 4 1 2.5 106000 0.42 1738 64 0 3 0 1.5 625000 0.45 5228 64 1 4 4 4

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195000 0.55 2576 64 0 4 1 2.5 168500 0.44 1586 64 0 3 1 1.5 87000 0.06 1480 64 0 3 0 1.5 215000 0.5 1917 64 0 4 1 2.5 197500 0.3 1938 64 1 3 1 1.5 215000 0.33 2110 64 1 4 1 2.5 118000 0.14 1479 64 0 3 0 1.5 187900 0.69 2576 64 0 5 1 2.5 275000 0.38 2445 82 1 4 2 2.5 249900 0.74 2185 64 1 3 1 2.5 270000 0.38 2078 64 1 4 1 2.5 157900 0.38 1674 64 0 3 1 1.5 120000 0.29 1228 64 0 4 0 1.5 126400 0.28 1375 64 1 2 1 1.5 220000 0.54 1650 64 1 3 1 2 180000 0.26 1718 64 1 3 1 1.5 203600 0.59 2576 64 0 4 1 2.5 249900 0.37 2280 64 0 4 1 2.5 193000 0.4 2088 64 0 4 1 2.5 215000 0.5 1917 64 0 4 1 2.5 201000 0.54 3140 64 0 5 1 3.5 65000 0.22 1029 82 0 3 0 1 195000 0.35 1896 64 1 4 1 2.5 215900 0.52 2310 64 0 5 1 2.5 92000 0.31 924 64 0 2 1 1 155000 0.38 2080 64 1 3 1 2.5 123500 0.08 1237 64 1 3 1 1.5 110400 0.1 1287 64 1 3 0 1.5 198900 0.44 1847 64 0 3 1 2.5 150000 0.26 1064 64 1 3 0 1 104000 0.07 1480 64 1 3 1 1.5 245000 0.48 2462 64 1 5 2 3.5 180000 0.41 2228 64 0 3 1 2.5 154300 0.42 1260 82 0 3 0 1 170000 0.45 1559 64 0 4 1 2.5 219000 0.6 1980 64 1 4 1 2.5 295000 0.95 2380 82 0 3 1 2.5 181500 0.56 1887 64 0 4 1 2.5 260000 1.25 2185 64 0 4 1 1.5 239900 0.7 2488 64 1 4 1 2.5 135500 0.67 1152 64 0 1 0 2 191500 0.66 2025 64 0 4 1 2.5 225000 0.62 2521 64 0 5 1 2.5 98500 0.08 1480 64 1 3 0 1.5 110500 0.08 1480 64 1 3 1 1.5

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290000 0.51 2362 64 0 4 1 2.5 184400 0.28 1910 64 1 3 1 1.5 178500 1 1952 71 0 3 2 2 415000 0.58 3358 64 1 4 1 3.5 244900 0.43 2090 64 1 4 1 2.5 150000 0.55 1965 64 1 5 1 2 168000 0.49 2110 64 1 4 1 1.5 159000 0.39 1456 64 0 4 0 2.5 127000 0.06 1479 64 0 3 0 1.5 175000 0.46 1874 64 0 4 1 2.5 255250 0.5 2099 64 0 4 1 2.5 175000 0.6 1872 64 0 3 1 2.5 235000 0.41 2388 64 1 4 1 2.5 324000 0.53 2812 64 1 4 1 2.5 173000 0.21 1064 64 0 2 1 2 116900 0.06 1375 64 1 2 0 1.5 105900 0.09 1480 64 0 3 0 1.5 112000 0.13 1260 64 1 2 1 1.5 235000 0.72 2086 64 1 3 1 2.5 235000 1 2588 64 0 4 1 2.5 130000 0.18 1480 64 0 3 0 1.5 235000 0.74 1752 64 0 3 1 2.5 191900 0.48 2660 64 0 4 1 2.5 284900 0.58 2417 64 1 3 1 2.5 335000 0.01 2793 64 1 3 1 2.5 140000 1 1152 64 0 2 0 1 191000 0.41 2344 64 0 4 1 2.5 153000 0.51 1926 64 1 4 1 1.5 196000 0.55 2208 64 1 4 1 2.5 248000 0.46 2208 64 1 3 1 2.5 240000 0.6 2708 64 0 5 2 2.5 132000 0.19 1142 64 1 3 0 1.5 199000 1.42 2529 64 1 3 1 2 217000 0.69 1797 64 0 4 0 2 167000 0.51 1611 64 0 3 1 1.5 245000 0.29 2576 64 1 4 1 2.5 358000 0.06 2653 82 1 4 0 2.5 412500 0.6 3896 64 1 5 2 4.5 208000 0.53 1585 64 1 3 1 1 270000 0.38 2774 64 1 4 1 2.5 100000 0.74 1283 64 0 2 1 1 130000 0.56 1136 64 0 3 0 1 182500 0.71 1896 64 0 4 1 2.5 139000 2.84 1536 64 0 2 1 1 104000 0.09 1480 64 0 3 1 1.5

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221000 0.52 2096 64 1 4 1 2.5 260000 1 2324 64 1 4 0 2.5 182500 0.5 2079 64 0 4 1 2.5 196000 0.43 1911 64 1 4 1 1.5 132000 0.09 1480 64 1 3 1 1.5 224900 0.11 2208 64 0 4 1 2.5 199900 0.24 1462 64 0 3 0 2.5 165835 0.39 1794 64 0 4 1 1.5 189000 0.8 1886 64 0 4 1 2.5 89900 0.19 1080 64 0 3 0 1.5 235000 0.59 2576 64 1 5 1 3 166000 0.48 1508 64 0 4 1 1.5 153100 0.46 1672 64 0 4 1 1 162000 0.4 1739 64 1 4 1 1.5 224000 0.52 3074 64 0 7 1 2.5 222400 0.86 1976 64 0 3 1 2.5 199000 0.46 2302 64 0 4 1 2.5 166000 0.95 1480 51 1 3 1 2 149900 0.63 960 54 0 2 0 2 152000 0.42 1582 36 0 3 0 1.5 162500 0.34 1600 54 0 4 0 1 274900 0.5 2320 54 0 4 0 2.5 100000 0.2 1034 54 0 2 0 1.5 215000 2.96 1488 57 0 3 0 1.5 124000 1 1056 57 0 3 0 1 125000 1 864 57 0 3 0 1 138000 1 1552 57 0 3 1 2 225000 0.52 1816 57 0 3 1 1.5 180000 0.48 1530 57 1 3 1 2 189900 0.33 1756 54 1 4 0 2 435000 1 4211 57 0 5 2 3.5 120000 2.6 2206 57 0 3 1 2.5 163000 0.15 1092 36 0 2 0 1 131000 2.8 1594 36 0 7 0 1 126500 0.08 1480 54 0 3 1 2.5 122500 0.14 1480 54 1 3 1 1.5 425000 0.46 3003 57 1 4 1 3.5 225000 0.63 2164 57 0 2 0 1.5 209000 3.8 1519 57 0 2 0 1 189100 0.46 1604 57 1 3 1 2.5 285000 0.98 1400 57 0 3 1 2 266600 1 1752 57 0 4 0 1 80000 1 880 57 0 2 0 1.5 225000 6.07 1240 57 0 3 0 2 159000 0.03 1514 36 0 3 1 1.5

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119900 0.18 840 36 1 1 0 1 130900 0.11 840 36 1 2 0 1 194670 0.28 2592 36 0 4 0 1.5 72000 0.18 1010 36 0 3 0 1 144700 0.16 1380 36 0 3 0 1.5 139500 0.15 1366 36 1 3 0 1.5 319000 0.5 1681 57 1 3 1 2.5 348000 3.68 2037 36 0 3 1 2 189900 0.98 2570 36 0 3 0 1.5 20000 0.52 936 20 0 2 0 1 60000 0.01 960 41 0 2 0 1.5 179500 0.91 1352 30 0 3 1 1.5 133300 0.34 1060 41 0 4 0 1 153000 2.06 1508 30 0 3 0 2 111900 0.35 1272 60 0 4 1 1.5 187000 0.47 2389 27 0 6 0 3 158500 0.7 1210 60 0 2 1 1 153000 0.39 1230 60 0 3 1 1 190000 0.52 1832 60 0 4 1 2 242000 1.27 1854 60 0 3 1 1.5 234500 2 2268 60 0 3 0 2.5 225000 0.68 1807 60 0 3 1 1.5 165000 0.38 1272 60 0 4 1 1.5 129900 0.28 1560 47 1 3 1 1 315000 0.07 1863 47 1 3 1 3.5 129900 0.24 1120 47 0 2 0 1 257000 0.26 1832 47 1 2 1 2.5 324000 3.64 2092 47 1 4 1 2.5 520000 0.41 2702 47 0 3 1 2.5 150414 0.46 1040 47 0 3 1 1.5 290000 0.15 1758 47 1 2 1 2.5 112000 0.16 2326 27 0 3 0 2 185000 1 2340 27 0 3 0 1.5 295000 2.61 2058 27 0 3 1 2.5 290000 1 944 27 0 1 1 1 79900 0.19 640 20 0 2 0 1 256000 0.83 2353 60 1 4 1 2.5 245000 1 2038 54 0 4 1 2.5 140000 0.42 1469 60 1 4 0 1.5 272000 0.87 2219 63 0 3 1 2 164000 0.68 1774 54 0 4 0 2 182500 0.38 1296 60 1 4 1 2 219900 1.1 2289 60 0 4 1 1.5 325000 0.8 2463 60 0 5 2 2.5 352000 0.95 3126 54 1 4 0 2.5

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315000 4.1 2550 54 0 3 0 2.5 154000 0.34 1182 60 1 2 0 1 199000 0.09 1890 60 1 4 1 2 202000 1 1944 36 0 3 1 2.5 292000 0.57 2815 57 0 4 1 2.5 116600 1 1040 57 0 3 1 2 155000 0.48 1638 57 0 4 0 2 215000 0.14 2206 57 0 4 1 2.5 373490 0.19 3170 57 0 4 1 3.5 259142 0.5 2328 57 1 4 1 2.5 293565 0.35 2737 57 0 4 1 3 285558 0.21 2879 54 0 4 0 3 273960 3.47 2158 54 1 3 1 2 185000 0.55 1336 57 1 3 1 2 190000 0.53 1594 54 0 3 0 2.5 171000 0.54 1603 57 1 3 0 1.5 208000 0.54 2190 57 1 4 0 2.5 168000 0.32 1478 54 1 3 1 2.5 165000 0.25 1348 54 1 2 0 2 138500 0.32 1558 54 1 3 1 1 179900 0.5 1574 54 0 3 1 1.5 180000 0.04 1612 54 1 4 0 2 112000 0.21 1216 54 0 3 0 1 152000 0.17 2256 54 1 4 0 1.5 100000 0.51 1170 54 0 3 1 1.5 154000 0.17 1456 57 0 3 0 2 133000 0.11 1320 57 0 3 0 3 285000 0.14 2076 57 1 4 1 2.5 138000 1 1326 57 0 3 0 2 303000 0.18 2240 57 0 4 1 2.5 250000 1.29 2100 57 1 4 1 3 167500 1 1129 38 0 2 0 1 190000 0.6 2296 57 1 4 1 2.5 182500 0.46 1475 57 0 3 1 2 107000 1.03 1268 57 0 3 1 1 195000 0.47 1816 57 0 3 1 2 169000 0.5 1632 57 0 4 1 2.5 156000 0.26 1254 54 0 2 0 1.5 120000 0.49 1272 57 0 3 0 1 170000 0.28 1604 57 1 4 0 1.5 249835 0.52 2474 57 1 4 1 2.5 188095 0.15 2057 57 1 3 1 2.5 176450 0.05 1852 57 1 3 0 2.5 322277 0.09 2242 57 1 3 0 3 149000 0.49 1564 57 0 4 1 1.5

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95000 0.19 960 57 0 3 0 1 198500 0.1 1680 57 1 2 0 2.5 185000 0.03 1428 57 1 2 1 2.5 168900 0.16 1672 57 1 3 0 2.5 220000 0.28 2284 57 1 3 1 1.5 129900 0.32 1286 57 1 3 1 1 167000 0.23 1250 57 0 3 0 1 330000 0.12 1896 57 0 4 0 1.5 336000 0.15 2592 57 1 3 0 3 512971 0.01 1904 57 1 2 1 2 229000 0.29 1680 57 1 3 0 2 145000 0.16 1152 57 0 2 1 1 103000 0.07 1290 57 1 3 1 1.5 210000 0.17 2396 57 0 4 1 1.5 559000 0.24 3090 57 1 4 2 4 218000 0.21 1428 57 0 3 0 1 262138 0.15 1631 57 1 3 1 2.5 125000 0.24 1368 57 0 3 0 1 130000 0.16 1134 57 0 3 0 1 157500 0.3 1697 57 1 3 1 1.5 193000 0.3 1666 57 1 3 1 2.5 275000 0.12 1738 57 1 4 1 2.5 240000 0.15 1457 57 0 2 0 1.5 200136 0.15 1632 57 1 3 1 2.5 395000 1.4 2186 57 1 3 0 2.5 366703 0.15 2117 57 1 3 1 2.5 103150 0.25 936 57 0 3 1 1 310000 0.17 3347 57 0 6 2 2.5 142900 0.36 1824 57 1 4 1 2.5 359770 0.16 2592 57 1 3 0 3 126000 0.68 1080 57 0 2 0 1 760000 1.22 3148 57 1 5 0 3.5 282500 0.25 2128 57 0 3 1 1.5 132000 0.06 1616 57 0 3 0 1.5 325000 0.23 3313 57 1 4 1 2.5 207000 0.48 2327 57 0 3 1 1.5 155000 0.24 1640 57 1 4 1 1.5 330000 0.12 1421 57 0 3 0 1.5 101760 0.15 1280 57 0 2 1 1 496000 0.34 3467 57 1 4 1 2.5 185000 0.11 1250 57 0 3 0 1.5 125000 0.25 1368 57 0 3 0 1 286000 0.13 1396 57 0 3 0 2.5 269000 0.04 2004 57 1 3 1 2.5 303374 0.12 2242 57 1 3 0 3

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371165 0.39 2786 57 0 4 1 2.5 287600 0.07 2242 57 1 3 0 2.5 131000 0.34 1404 57 0 3 0 1 187000 1 1600 57 1 3 1 1.5 169000 0.04 1408 57 0 2 0 1 133500 0.21 972 57 0 3 0 1 620000 1.06 4856 57 1 5 2 4 549254 0.25 2885 57 1 3 1 2.5 280000 0.09 1560 57 0 2 0 1 135000 0.26 1472 57 0 3 0 1 195388 0.14 2124 57 1 3 1 2.5 337020 0.15 2162 57 1 3 1 2.5 330850 0.46 2515 57 0 4 1 2.5 248495 0.63 2294 57 1 4 1 2.5 120000 0.26 1744 57 0 4 0 1 240000 0.48 2022 57 1 3 1 2.5 235000 0.22 1578 57 1 3 0 2 500075 0.91 3400 57 1 3 0 3 240000 0.07 1744 57 1 3 1 2.5 270000 0.46 2560 57 1 3 1 2.5 225000 0.12 1398 57 1 3 0 2.5 280000 0.16 2494 57 1 3 0 2.5 225000 0.48 2208 57 1 4 2 2.5 248220 0.46 2550 57 1 3 1 2.5 275000 0.03 1812 57 1 2 1 2.5 137000 0.12 1290 57 0 2 0 1 150000 0.14 1172 57 0 2 0 2 649000 1.04 4128 57 1 3 2 3.5 195000 0.49 1816 57 1 3 1 2.5 373200 0.65 2628 57 0 4 1 2.5 169450 0.15 1254 57 1 3 1 2.5 144200 0.15 1660 57 0 4 1 1.5 189900 0.5 1850 57 0 3 1 1.5 166000 0.14 1258 57 1 3 0 2 160000 0.23 1219 57 1 3 0 2 327355 0.14 1850 57 1 3 1 2.5 247000 0.29 2103 57 0 3 0 2.5 318000 0.23 1806 57 1 3 1 2.5 341000 0.23 1674 57 0 2 1 1.5 288650 0.08 2242 57 1 3 0 2.5 157000 0.03 1408 57 0 3 0 1.5 449000 1 3457 57 1 3 2 2.5 142000 0.16 1728 57 0 3 0 1.5 389000 1 2354 57 1 3 2 2.5 476000 0.42 2246 57 1 3 1 2.5

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249230 0.18 1902 57 1 2 1 2.5 139900 0.3 1178 57 0 3 0 1 301900 0.73 2896 57 1 4 1 3.5 425000 1.03 2457 57 1 3 1 3 121000 0.25 936 57 0 3 0 1 150000 0.19 934 57 0 2 0 1 138000 0.29 1279 57 0 3 1 1 199900 0.39 1888 57 0 3 0 2 145000 0.27 1686 57 0 4 1 1.5 465000 0.25 2310 57 1 2 1 3 158000 0.32 1200 57 1 3 0 1.5 375000 0.27 1944 57 1 3 1 2.5 147783 0.36 1184 57 0 3 0 1 339000 0.36 2000 57 1 3 1 2.5 267000 0.07 1744 57 1 3 1 2.5 290000 0.12 1620 57 1 3 1 2.5 271295 0.35 2359 57 1 4 0 2.5 278140 0.62 2230 57 1 3 0 2.5 138000 0.07 1147 57 0 2 0 1.5 367500 0.27 2205 57 1 3 1 2.5 428500 0.42 3243 57 1 4 0 2.5 140000 0.48 1431 57 0 3 0 1.5 140000 0.36 936 57 0 3 0 1 145000 0.3 1368 57 1 3 0 1.5 280000 0.07 1800 57 1 3 1 2.5 190400 0.17 1920 57 0 3 1 1.5 267000 0.11 1416 57 0 3 0 2 164900 0.14 616 57 0 2 0 1 280000 0.1 1488 57 0 4 0 1.5 225000 0.11 1320 57 0 3 1 1.5 148000 0.06 1250 57 1 2 0 1.5 165000 0.32 1286 57 1 3 1 1 340455 0.38 2886 57 1 4 1 2.5 133000 0.42 1279 57 0 3 1 1 115540 0.2 1074 57 0 3 0 1 240000 0.58 1304 57 0 3 1 1 600000 0.04 3191 57 1 3 2 3.5 71500 0.3 1056 57 0 3 0 1 189900 0.03 1468 57 1 3 1 2.5 325000 0.08 1598 57 0 3 0 1.5 280000 0.14 1160 57 0 3 0 1.5 255000 0.12 1028 57 0 2 0 1 300000 0.2 2014 57 0 6 0 1 106000 0.48 1296 57 0 3 0 1 139000 0.27 932 57 0 2 0 1

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165000 0.06 1290 57 0 3 1 1.5 169000 0.17 1448 57 0 2 0 1.5 159400 0.24 1368 57 0 3 0 1 300000 0.87 3046 57 0 4 1 1.5 161000 0.23 1272 57 0 3 0 1.5 230500 0.59 1822 57 1 4 0 2.5 220000 0.41 1579 57 1 4 0 1.5 177900 0.29 1660 57 0 4 1 1.5 350000 0.32 2452 57 0 3 1 2.5 335000 0.14 2004 57 1 3 0 2 597185 1.07 4210 57 1 4 1 3.5 173000 0.33 1640 57 1 4 0 1.5 518000 0.17 2847 57 0 3 1 1.5 212000 0.5 1816 57 1 3 1 2 149900 0.87 2028 57 0 4 0 2 140958 0.22 775 57 0 2 0 1 95000 0.33 1368 57 0 2 0 1 161600 0.24 936 57 0 3 0 1.5 351400 0.15 1680 57 1 2 1 2.5 155000 0.3 1368 57 0 3 0 1 198500 0.4 1326 57 1 3 1 1.5 276000 0.21 1579 57 1 3 1 2 167000 0.25 1286 57 0 3 0 1 227000 0.84 2132 57 1 3 2 2.5 405100 0.39 2000 57 1 3 1 2.5 395000 0.14 2222 57 1 3 0 2.5 360000 0.41 2641 57 0 4 0 2 775000 0 2472 57 1 3 1 2.5 285000 0.07 1926 57 1 2 2 3 300000 0.12 1534 57 1 3 0 2.5 214000 0.25 1490 57 0 3 0 1.5 229000 0.22 1126 57 0 3 1 2 330000 0.23 1435 57 1 3 0 1.5 146000 0.42 1136 57 0 3 0 1.5 381500 0.15 2162 57 1 3 1 2.5 430000 0.34 2328 57 1 3 1 2.5 650000 0.43 2754 57 1 3 1 2.5 194500 0.17 1504 57 0 4 0 1.5 279000 0.39 2473 57 1 4 1 3.5 183000 0.31 2072 57 0 4 1 2.5 195000 0.03 1480 57 1 3 1 2.5 470000 0.17 2096 57 0 3 2 2.5 167000 0.11 1050 57 0 2 0 1 309278 0.02 1650 57 1 2 1 2.5 217500 0.34 1596 57 1 3 0 1.5

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200000 0.17 979 57 0 3 0 2 199995 0.16 1393 57 1 2 0 1.5 179000 0.46 864 57 0 2 0 1 329000 1 2744 57 1 4 0 2.5 374900 0.06 2300 57 1 3 1 3 165000 0.29 1612 57 0 3 1 1 647000 1.08 2640 57 1 4 1 2.5 315000 0.63 775 57 0 1 0 1 208000 0.34 2470 57 1 4 1 2.5 405000 0.58 3124 57 0 4 1 3 535000 1 3254 57 1 4 1 2.5 184020 0.4 1544 57 0 3 0 2.5 95000 0.17 1410 38 0 6 0 1.5 87550 0.46 906 38 0 2 0 1 131000 0.23 1512 38 0 3 1 1 127000 0.2 1232 38 0 3 1 1 104695 0.21 921 38 0 2 0 1 120000 0.18 1287 38 0 3 0 1 278500 0.16 2600 38 0 4 0 3 75500 0.13 1302 38 0 3 0 2 121900 0.47 1144 38 0 3 0 1 208000 0.45 1703 38 0 3 0 2 151000 0.59 1553 38 0 3 1 2 138000 0.38 1040 38 0 2 0 1 229000 0.55 2124 38 0 4 0 3 130000 0.52 1344 38 0 3 0 2 89900 0.46 884 38 0 2 0 1 145000 0.76 1812 38 0 3 0 1.5 86000 0.46 880 38 0 3 0 1 95000 0.17 1256 38 0 3 0 2 195000 0.34 1826 38 1 3 1 2.5 107325 0.1 1134 38 0 3 0 1.5 131000 0.54 1916 38 0 4 1 2.5 166900 0.75 1272 38 0 3 0 1.5 127000 0.43 960 38 1 3 0 1 119000 0.15 1152 38 0 2 0 1.5 92509 0.52 840 38 0 2 0 1 174000 0.46 2106 38 0 5 0 2 180000 0.52 1632 38 0 3 0 2 155000 0.41 1092 38 0 3 0 2 146500 0.44 1634 57 1 3 1 1.5 162500 0.46 1890 57 1 3 1 2.5 210000 0.48 2224 57 0 5 2 2.5 165000 0.65 1475 57 0 3 1 2 123000 0.08 1480 54 0 3 1 1.5

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150000 0.58 1368 54 0 3 1 1 128900 0.14 1200 36 0 3 0 1 88100 0.14 840 36 1 2 0 1 175000 0.68 1176 47 0 3 0 2 120975 0.13 1380 36 0 3 0 2 147543 0.29 1786 36 0 3 0 2.5 118000 0.22 1480 54 0 3 0 1.5 199000 0.5 1574 54 0 3 1 1.5 79900 0.18 950 54 0 2 0 1.5 279000 0.55 3178 57 1 4 1 3.5 90000 0.28 1342 57 0 3 0 1.5 91900 0.35 1336 57 1 2 1 1.5 153000 0.25 1542 54 0 3 0 2.5 170000 2.68 2272 54 0 4 1 3.5 145200 0.2 1480 54 0 2 1 2.5 296000 0.02 2506 57 0 4 2 2.5 150000 0.37 1852 30 0 4 0 2 86000 0.45 1055 57 0 2 1 1 118000 0.36 1392 57 0 3 0 1.5 155000 0.75 1608 57 0 3 1 2 222500 0.69 1564 57 0 3 1 2 250000 0.46 2068 57 1 4 1 2.5 365000 0.69 2516 57 1 4 0 2.5 120000 0.89 1684 38 0 4 0 1.5 193000 0.47 1481 57 0 3 0 1.5 85568 0.15 999 20 0 3 0 1 82000 0.46 896 20 0 2 0 1 225000 0.77 792 20 0 2 1 1 240000 0.85 2747 27 0 4 2 3.5 234900 0.01 2277 63 1 4 0 2.5 112000 0.02 1281 63 1 2 1 2.5 261000 0.57 2462 63 1 4 1 2.5 400000 0.6 2897 63 1 4 2 2.5 310000 0.41 2672 63 1 4 1 3.5 182000 0.29 1932 63 0 3 0 1.5 187500 0.47 1320 63 0 3 0 2.5 405000 0.61 3296 63 1 4 1 2.5 420000 1.14 3279 63 1 4 1 3 359000 0.48 3204 63 1 4 1 2.5 120000 0.01 1217 63 1 2 0 2.5 171500 0.31 1782 63 0 3 1 1.5 159900 0.21 1180 63 1 2 1 1.5 186500 0.21 1452 63 1 3 1 2 260000 0.46 2140 63 1 4 1 2.5 115000 0.01 1219 63 1 2 0 1.5

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191000 0.44 1518 63 0 4 1 1.5 355465 0.35 3328 63 1 4 1 2.5 339900 0.57 2344 63 1 3 0 2.5 90000 0.49 960 23 0 2 0 1 245000 0.04 1544 63 0 3 0 2.5 320900 0.46 2873 63 1 4 1 2.5 159000 0.22 1180 63 1 2 1 1.5 174900 0.62 1368 63 0 3 0 1.5 293500 0.49 1904 63 1 4 1 2.5 210000 0.51 1320 63 0 3 0 2 182500 1 1594 63 0 3 1 1.5 219900 0.46 1847 63 1 3 1 2.5 370000 0.46 3125 63 1 4 1 2.5 286000 0.47 2004 63 0 4 1 2.5 169900 0.49 1623 63 1 3 1 1.5 161000 0.23 1120 41 0 3 0 1 287000 0.36 2363 63 1 5 1 2.5 315000 0.94 2572 63 0 4 1 2.5 177000 0.34 1548 63 0 3 0 1.5 332000 1 2734 63 1 3 0 2.5 249000 0.53 1462 63 1 3 1 2 179000 0.09 1558 63 0 2 0 2.5 150000 0.52 1664 63 0 3 0 1.5 225000 0.37 1877 63 0 4 1 3 182000 0.33 1838 63 0 3 1 1 329900 0.5 2368 63 1 4 1 2.5 165000 0.33 2104 63 0 5 1 1.5 180000 0.31 1180 63 0 2 0 1.5 321000 0.53 2399 63 1 4 1 2.5 180000 0.11 1232 63 0 2 1 1.5 178000 0.14 1180 63 1 2 0 1.5 279900 0.55 2022 63 0 4 1 2.5 179000 0.14 1364 63 1 2 1 1.5 183000 0.15 1343 63 1 2 1 2.5 500000 1 1492 63 0 3 0 1 170000 0.37 999 63 0 3 1 1 179000 0.34 2102 54 0 3 1 2.5 184900 0.32 1656 54 0 3 1 1.5 177500 0.33 1561 54 0 3 0 1.5 112500 0.15 988 54 0 2 0 2 180000 0.32 1765 54 0 5 1 2 10300 0.16 912 54 0 2 1 1.5 137900 0.16 1592 54 0 3 0 1.5 144000 0.06 1344 54 0 5 0 1 131600 0.16 1385 54 0 2 1 1.5

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123500 0.15 1385 54 0 2 0 1.5 123000 0.15 1679 54 0 2 0 1.5 109000 0.15 908 54 0 2 0 1 173000 0.31 1527 54 1 2 1 2 105000 0.16 912 54 0 2 0 1.5 122500 0.15 1184 54 0 2 0 1.5 191000 0.46 1719 63 0 3 1 1.5 149000 0.16 1080 54 0 2 1 1 205000 0.33 2118 54 0 4 1 2 225000 0.33 2527 54 0 3 0 1.5 210000 0.49 1592 54 0 3 1 1.5 188900 0.32 1294 54 0 3 0 1 192000 0.94 1974 63 0 4 1 2.5 137500 0.16 988 54 0 2 1 2 200000 0.36 1508 54 0 3 1 2 126000 0.16 908 54 0 2 0 1 214500 0.35 1910 54 0 4 1 2 152000 0.15 912 54 0 2 0 1.5 115000 0.16 912 54 0 2 0 1.5 88000 0.16 988 54 0 2 0 2 170000 0.35 1748 54 0 2 0 2 137000 0.16 912 54 0 2 1 1.5 145000 0.15 1385 54 0 3 0 1.5 202000 0.43 1300 54 0 3 0 1.5 130000 0.15 908 54 0 2 0 1 265000 1 1900 54 0 3 0 2 185000 0.33 2191 54 0 3 1 2.5 130000 0.16 1080 54 1 2 1 1 190000 0.59 1300 54 1 3 1 1.5 204000 0.4 2458 63 0 4 1 2.5 125000 0.35 1040 63 0 3 0 1 349900 0.44 2886 63 0 4 1 3 142000 0.14 1840 23 0 3 0 1 132500 0.37 1988 63 0 2 0 1 220000 1 672 57 0 2 0 1 160000 1.96 1512 57 0 2 0 2 10300 0.16 912 54 0 2 1 1.5 95000 0.15 912 54 0 2 0 1.5 122055 0.15 1385 54 0 2 0 1.5 149000 0.31 1508 54 0 3 1 1.5 115000 0.15 1385 54 0 2 0 1.5 140000 0.15 1628 54 0 3 0 2.5 137900 0.16 1592 54 0 3 0 1.5 144000 0.06 1344 54 0 5 0 1 131600 0.16 1385 54 0 2 1 1.5

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123500 0.15 1385 54 0 2 0 1.5 123000 0.15 1679 54 0 2 0 1.5 109000 0.15 908 54 0 2 0 1 173000 0.31 1527 54 1 2 1 2 105000 0.16 912 54 0 2 0 1.5 122500 0.15 1184 54 0 2 0 1.5 191000 0.46 1719 63 0 3 1 1.5 149000 0.16 1080 54 0 2 1 1 205000 0.33 2118 54 0 4 1 2 225000 0.33 2527 54 0 3 0 1.5 210000 0.49 1592 54 0 3 1 1.5 188900 0.32 1294 54 0 3 0 1 192000 0.94 1974 63 0 4 1 2.5 137500 0.16 988 54 0 2 1 2 200000 0.36 1508 54 0 3 1 2 126000 0.16 908 54 0 2 0 1 214500 0.35 1910 54 0 4 1 2 152000 0.15 912 54 0 2 0 1.5 115000 0.16 912 54 0 2 0 1.5 88000 0.16 988 54 0 2 0 2 170000 0.35 1748 54 0 2 0 2 137000 0.16 912 54 0 2 1 1.5 145000 0.15 1385 54 0 3 0 1.5 202000 0.43 1300 54 0 3 0 1.5 130000 0.15 908 54 0 2 0 1 265000 1 1900 54 0 3 0 2 185000 0.33 2191 54 0 3 1 2.5 130000 0.16 1080 54 1 2 1 1 190000 0.59 1300 54 1 3 1 1.5 204000 0.4 2458 63 0 4 1 2.5 125000 0.35 1040 63 0 3 0 1 349900 0.44 2886 63 0 4 1 3 142000 0.14 1840 23 0 3 0 1 132500 0.37 1988 63 0 2 0 1 220000 1 672 57 0 2 0 1 160000 1.96 1512 57 0 2 0 2 156900 0.28 1635 63 0 4 0 1.5 138000 0.31 1672 63 0 4 0 1.5 166000 0.25 1892 63 1 3 2 2 195000 0.56 1652 63 0 3 1 2 295600 0.6 2513 63 1 4 1 2.5 460000 0.47 3336 63 1 4 1 3.5 126000 0.05 1302 63 1 2 1 1.5 220300 0.58 2006 63 1 3 1 2 175000 0.29 1836 63 1 4 1 1.5

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255000 1 1994 60 0 3 1 2 185000 0.5 1652 63 0 3 1 2 234000 0.57 1888 63 0 3 1 2.5 133500 0.08 1480 63 1 3 1 1.5 151000 0.2 1234 63 0 2 1 2 157500 0.3 1778 63 0 3 1 1.5 285000 0.65 2514 63 1 5 1 2.5 217500 0.56 2700 63 0 4 1 2.5 300000 0.7 2330 63 1 4 1 3.5 161225 0.6 2676 63 0 4 1 2.5 217000 2.85 2180 60 1 4 1 2 250000 0.47 2284 63 1 4 1 2.5 124000 0.06 1314 63 0 2 0 1.5 248000 0.41 2396 63 0 4 1 2.5 187000 0.57 2088 63 0 4 1 2 195000 0.48 2310 63 0 5 1 2.5 239900 0.53 2040 63 1 4 1 2.5 475000 12.2 2599 63 1 3 1 2.5 246000 0.61 1702 63 0 3 1 1.5 219900 0.49 2125 63 0 4 1 2.5 193500 0.6 2310 63 0 4 1 2.5 122000 0.12 1431 63 1 3 0 1.5 118000 0.15 924 63 0 2 0 1 125000 0.77 1799 60 0 3 1 1 101000 0.26 976 63 0 3 0 2 249000 0.66 2217 63 1 4 1 2.5 180000 0.57 1969 77 0 4 2 1 292500 0.47 2376 63 1 3 1 2.5 199500 0.48 1585 63 0 3 1 1.5 205100 0.46 1453 63 0 4 1 2 330000 0.57 2973 63 1 4 1 3 179000 0.43 1612 63 0 3 1 1.5 342000 0.58 2734 63 1 3 1 2.5 145000 0.15 1479 63 1 3 1 1.5 66000 0.14 945 63 1 2 0 1 269900 0.4 1938 63 0 4 1 2.5 154000 0.1 1364 63 0 5 1 1 454900 0.5 3242 63 1 4 1 2.5 249900 0.42 1571 63 1 3 2 2 165000 0.09 1314 63 1 2 1 1.5 329000 0.46 2413 63 1 4 1 1.5 49387 0.48 900 77 0 2 1 1 445000 0.58 3157 63 1 4 1 3.5 73000 0.28 908 60 0 2 1 1 125000 0.13 924 63 0 2 0 1

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146500 0.12 1138 63 1 2 1 1 209000 0.45 2310 63 0 5 1 2.5 196500 0.46 1874 63 0 4 1 2 157000 0.29 1228 63 0 4 0 1.5 125500 0.06 1479 63 1 3 1 1.5 190000 0.44 1612 63 0 3 0 1.5 250000 0.49 2088 63 1 4 1 2.5 255000 0.4 2131 63 0 4 1 2.5 129700 0.15 924 63 0 2 1 1 65000 0.34 1692 60 0 4 0 1.5 107000 0.28 1568 63 0 3 0 1 255000 0.57 2262 77 1 4 1 2.5 398000 0.61 2960 63 1 4 1 2.5 176000 0.45 1683 63 0 4 1 2.5 249900 0.86 2680 63 1 5 1 3.5 244900 0.38 2742 77 0 3 1 3 220000 0.5 2012 63 0 4 1 2.5 241000 0.35 2702 63 0 5 1 1.5 159900 0.13 1314 63 1 2 1 1.5 177555 0.56 1672 63 0 3 1 1.5 95000 0.2 1200 63 0 2 0 1 5000 0.29 1700 63 1 3 1 2.5 264900 0.5 2652 63 0 5 1 3.5 315000 0.77 3062 63 1 4 1 2.5 155000 0.09 1290 63 1 2 1 1.5 130000 0.22 1012 63 0 3 0 2 238000 0.71 2310 63 0 4 1 2.5 224000 0.33 2026 63 0 3 1 2.5 211000 1 1404 63 1 3 0 1 279000 0.23 1782 60 1 3 0 1 242000 0.11 2002 63 1 3 1 2.5 199875 0.61 1782 63 1 4 1 1.5 259900 0.46 2212 63 1 4 1 2.5 200000 1.28 1872 63 1 4 0 1 212000 0.71 1804 63 0 4 1 2.5 230000 0.47 1910 63 0 3 1 2.5 189000 0.42 1632 63 1 3 1 1.5 313635 1.93 3824 63 1 3 2 4 185000 0.48 1196 63 0 3 0 1.5 239900 0.42 2259 63 1 4 1 2.5 202000 0.48 1690 63 1 3 1 2 155000 0.12 1227 63 1 2 1 2 120000 1.48 1278 63 0 3 1 1 78000 0.33 668 60 0 1 0 1 311000 0.46 2762 63 1 4 1 2.5

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198000 0.32 1558 63 0 3 1 1 158500 0.92 1352 63 0 3 0 2 227000 0.46 1920 63 0 5 1 2.5 265900 0.34 1940 63 0 3 1 2.5 163000 0.23 1249 63 0 3 0 1.5 165000 0.28 1576 63 0 3 0 2.5 151000 0.07 1419 63 1 3 0 1.5 200000 0.29 1700 63 1 3 1 2.5 299900 0.77 2748 63 1 4 1 3.5 210000 0.33 1792 63 1 3 1 2.5 220000 0.66 1724 63 0 3 0 1.5 326900 1 2692 63 1 3 1 3.5 204900 0.39 1734 63 0 4 1 2.5 234000 0.31 2014 63 0 3 1 1.5 236000 0.42 2056 63 0 4 1 1.5 124000 0.46 1745 63 0 4 0 1.5 199100 0.14 1352 63 1 2 1 1.5 245000 0.5 2259 63 0 4 1 2.5 264000 0.35 2572 60 0 3 1 2.5 105000 0.15 924 63 0 2 1 1 187000 0.32 2000 63 1 3 0 1.5 127000 0.17 929 63 1 2 0 1.5 100000 0.48 1540 77 0 4 0 1 251000 0.77 1730 63 1 3 1 2 105000 0.95 1500 63 0 3 1 1 431250 0.53 2522 63 1 4 1 2.5 149900 0.06 1479 63 1 3 1 1.5 180000 0.46 1922 63 1 4 1 1.5 123500 0.18 1215 63 0 2 1 1.5 253000 0.47 2772 63 1 5 2 3 330000 0.47 2574 63 0 4 0 2.5 124500 0.19 945 63 0 2 0 1 424200 1.82 2914 63 1 4 1 3.5 120000 0.21 1480 63 1 3 0 1.5 205000 0.42 1914 63 0 3 1 1.5 175000 0.36 1354 63 1 3 1 2 295000 0.49 2302 63 1 4 1 2.5 156500 0.21 1234 63 1 2 1 2 143000 0.09 1480 63 1 3 0 1.5 215000 0.29 1665 63 1 4 1 2 287000 0.4 2182 63 0 3 1 2.5 122500 0.23 924 63 0 2 1 1 180000 1 1220 63 0 3 0 2 143000 0.09 1480 63 1 3 0 1.5 137000 0.08 1375 63 0 2 1 1.5

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271000 0.47 2003 63 1 3 1 2.5 129900 0.07 1480 54 1 2 1 2.5 133000 0.06 1480 54 1 3 0 1.5 179000 0.25 1456 54 1 3 0 1 302000 0.72 1888 57 0 3 1 2.5 168000 0.92 1112 54 0 3 0 1 120000 0.19 1480 54 0 2 1 1.5 119000 0.07 1480 54 1 2 1 2.5 168000 0.35 1836 54 1 3 0 2 124900 0.98 1522 54 0 4 0 2 415000 2.92 2709 36 1 3 1 2.5 150000 0.99 1020 57 1 3 0 2 310000 4 2208 36 0 4 1 2 157000 0.46 1368 57 0 3 0 1 205000 0.8 2488 57 0 4 1 2.5 275000 0.46 1865 57 0 3 0 2.5 320000 0.46 3174 57 1 4 0 4 380000 0.74 2944 57 1 5 1 2.5 119900 0.46 960 57 0 3 0 1 345000 0.82 3142 57 0 4 1 2.5 145000 0.46 1666 57 0 4 1 2 123000 0.07 708 57 0 2 1 1 202500 0.79 1598 57 1 3 1 2 182000 1 1564 27 1 3 1 2 175000 0.63 1224 36 0 3 0 1.5 132500 0.21 1379 36 0 3 0 1 239000 0.41 2310 64 0 4 1 2.5 86125 0.01 960 33 0 2 0 1.5 245000 1.28 960 21 0 3 0 1 229900 1.64 1820 52 0 4 2 2.5 129000 0.33 1632 27 0 3 0 2 200000 0.09 1594 40 0 2 0 2 144200 1.19 1290 62 0 3 0 2 166000 0.4 1560 36 0 3 0 1.5 178000 0.9 1453 36 0 4 1 1.5 165000 1 1664 62 0 3 1 2 218000 0.1 2169 62 1 3 1 2.5 175000 0.02 1420 62 0 3 0 1 145000 0.18 1441 36 0 3 0 1.5 195000 0.76 1016 62 0 3 0 1.5 288139 0.46 2947 52 0 4 1 2.5 187500 0.59 1652 62 0 3 0 1.5 255000 0.91 1927 62 0 3 0 1.5 145000 1 960 62 0 3 0 1 183000 0.46 1804 62 0 3 1 1.5

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318310 0.23 2616 62 0 4 1 2.5 192500 1.2 1116 62 0 2 0 1.5 195000 1 2147 62 0 2 1 1.5 138000 0.87 876 62 0 2 2 1.5 230000 0.79 2102 62 0 4 1 2.5 237500 1 1776 62 0 3 1 1.5 375000 4.84 1996 62 1 3 1 3 105000 0.16 1759 35 0 3 0 1 168000 1 1014 62 0 3 0 1 221000 0.29 2270 35 0 4 0 2.5 135000 0.31 1548 27 0 3 0 1.5 129900 0.39 1620 35 0 3 0 2 344100 1.05 2608 52 1 4 2 2.5 112000 1 1080 35 0 3 0 2 380000 0.3 1140 50 1 3 0 2 125000 0.6 1152 36 0 3 0 1 145000 5.52 1056 36 0 2 0 1 190000 0.48 1257 62 0 3 0 2 135000 0.15 936 35 0 2 1 1.5 58500 0.04 1140 33 0 3 0 1.5 80500 0.01 960 33 0 2 0 1.5 150410 0.25 1058 35 0 2 0 1.5 170000 1 768 35 0 2 0 1 242551 2 2048 52 0 4 1 2.5 176500 0.29 1198 33 0 2 1 2 212000 1 2430 50 1 4 0 1 135000 0.41 918 50 0 3 0 1 215000 0.89 2722 50 1 4 1 1.5 262000 0.46 2364 33 0 4 1 2.5 155000 1 1440 50 0 3 0 1 207000 0.27 1744 50 0 3 0 1 185000 0.14 2280 33 0 4 0 1.5 92200 0.42 1736 33 0 3 0 2 111000 0.74 883 50 0 1 0 1 97000 0.1 1001 50 0 2 0 1 200000 1.73 1296 50 0 3 0 1 230000 0.47 2304 40 0 3 1 2.5 299900 0.62 2076 52 0 3 1 2.5 183855 0.34 1468 52 0 4 0 1 174900 0.34 1272 52 0 3 1 1.5 335000 3.28 1900 43 1 3 1 2.5 208000 0.47 1548 52 0 3 0 1.5 380000 2 2212 52 0 4 1 1.5 289900 0.3 2376 52 0 4 1 2.5 188000 0.41 1712 52 1 3 1 1.5

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600000 0.99 2660 62 1 4 1 3.5 262000 0.29 1487 36 1 3 0 3 220000 2.03 1532 36 0 3 1 1.5 275000 0.61 2486 62 1 4 1 2.5 215000 0.46 1918 62 0 3 0 2 100000 0.51 1270 21 0 3 0 1 158500 0.17 1406 40 0 2 0 1.5 148900 0.15 1385 40 0 2 0 1.5 218000 0.45 1300 40 0 3 0 1.5 355840 0.87 3259 40 0 4 1 2.5 168000 0.08 1536 36 1 3 0 1.5 171000 0.58 1636 35 0 4 1 1.5 195000 0.41 1944 35 0 3 1 1.5 201880 0.46 1676 35 0 3 1 2 145000 0.47 1040 36 1 3 0 1 206000 0.01 1800 36 1 3 1 2.5 78000 0.14 1394 21 0 3 1 1.5 320900 0.47 1885 21 0 2 1 2 159000 0.61 1056 21 0 3 0 2 180000 0.16 1593 62 0 3 0 1.5 129900 0.05 1436 62 0 4 0 1 150000 0.38 1668 62 0 4 1 1.5 171134 0.25 1302 62 0 3 0 2 151000 0.37 1239 62 1 3 1 1 100000 0.31 840 62 0 2 0 1 655000 0.19 780 62 0 2 0 1.5 243500 0.29 1728 62 1 3 0 2.5 265000 0.18 1666 62 0 3 0 1 400000 0.24 2022 62 1 3 1 2.5 272800 0.08 2225 62 0 4 1 2 255000 0.17 1023 62 0 2 0 1 220000 0.13 1290 62 1 2 0 1.5 775000 0.48 3968 62 1 5 4 3.5 233000 0.14 1699 62 0 4 0 1 216977 0.48 2137 62 0 4 0 1 245000 0.03 1428 62 1 2 1 2.5 159000 0.24 936 62 1 3 0 1 725000 0.21 2586 62 1 4 1 3 268300 0.16 1373 62 0 3 1 2 159000 0.28 1272 62 0 3 0 1 155000 0.3 1368 62 1 3 1 2 345000 0.29 2120 62 1 4 1 2.5 165200 0.3 1279 62 0 2 0 1 185000 0.53 1104 62 1 2 0 1 225500 0.28 1092 62 0 3 1 1

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420000 0.11 2247 62 0 4 0 2 220000 0.18 1146 62 0 4 0 1.5 620000 0.53 3250 62 0 3 2 2.5 260000 0.35 1920 62 1 4 1 2.5 359900 0.5 1932 62 0 3 1 2 375000 0.14 1620 62 1 3 0 2.5 302900 0.22 1640 62 0 3 0 1 175000 0.17 1040 62 0 5 0 1.5 260000 5.35 1676 62 1 4 0 2 270000 0.33 1991 62 1 3 1 2.5 485000 0.24 1908 62 1 4 1 3.5 200000 0.57 966 62 0 3 0 1 367000 0.03 1815 62 1 2 1 2.5 175000 0.3 1664 62 0 3 0 1 203000 0.04 1216 62 1 2 1 2 170000 0.16 1564 62 1 3 0 2 375000 0.31 2752 62 1 4 1 2.5 159900 0.25 936 62 0 3 0 1 230000 0.14 1617 62 0 4 0 1.5 375000 0.12 1452 62 0 3 1 2 421000 0.31 1911 62 1 3 1 2.5 218000 0.28 1580 62 1 3 0 1.5 167850 0.27 1920 62 1 3 1 1 252500 0.21 1155 62 0 4 0 1.5 650000 0.34 3770 62 1 4 1 2.5 380000 0.04 1675 62 1 2 1 2.5 214500 0.21 912 62 0 3 0 1 218500 0.17 1510 62 0 3 0 1 174000 0.16 864 62 1 2 0 1 225000 0.46 1600 62 1 4 0 2 309750 0.07 1744 62 1 3 1 2.5 658300 0.69 3208 62 1 4 1 2.5 203000 0.06 1290 62 1 2 0 1.5 375000 0.03 1900 62 1 2 1 2.5 62500 1 2808 35 0 3 0 1 205000 0.19 1576 35 0 3 0 1.5 84500 0.2 1118 35 0 3 0 1 280500 1.09 1752 35 1 3 2 2 182000 0.02 1753 35 0 3 0 1.5 571000 1 2186 62 1 3 0 2.5 168000 0.25 1800 62 0 2 0 1 354000 0.46 2462 62 1 5 1 2.5 238000 0.2 1286 62 0 5 0 2 182000 0.16 1337 62 1 3 0 1 218500 0.17 1170 62 0 2 1 2.5

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227500 0.55 1185 62 0 3 0 1 375000 0.5 2424 62 1 4 1 2.5 399900 0.09 1828 62 0 3 0 1.5 360000 0.34 2176 62 1 4 1 2.5 412500 0.39 2000 62 1 3 1 2.5 268500 0.18 1340 62 1 3 1 2.5 300300 0.13 1208 62 0 3 0 1 382500 0.19 2244 62 1 4 1 2.5 189000 0.3 1592 62 0 3 1 1.5 295000 0.39 1831 62 1 3 1 2.5 220000 0.01 1093 62 0 2 1 1.5 223000 0.12 1460 62 0 2 0 1 399000 0.25 2128 62 0 3 1 1.5 169480 0.24 1368 62 0 3 0 1 347750 0.15 2200 62 1 3 1 2.5 455000 0.25 2310 62 1 2 1 3 249900 0.04 1776 62 1 3 1 2.5 250000 0.05 1852 62 1 3 0 2.5 265000 0.32 1092 62 1 2 0 2 670000 0.11 2247 62 0 4 0 2 195000 0.11 1311 62 1 3 0 1.5 360000 0.13 1392 62 1 3 0 2.5 175000 0.4 1116 62 1 4 0 1.5 166500 0.1 812 62 0 2 0 1 190100 0.48 1872 52 0 4 1 2.5 180500 0.75 1248 40 1 3 0 2 440000 0.19 1702 52 0 2 0 2 170000 0.51 1346 52 0 2 1 1 220000 0.63 1596 52 0 3 1 2 70500 0.09 884 36 0 3 0 1 65000 0.13 814 36 0 2 0 1 127500 0.19 720 36 0 2 0 1 155000 0.57 2051 36 0 3 0 1 255500 0.92 1590 36 1 2 1 2 136000 0.35 1202 36 0 3 0 1 204000 0.86 2016 36 0 3 0 1.5 200000 0.8 1274 36 0 3 1 2 163000 0.36 960 36 0 3 0 1 149350 0.44 1056 36 1 3 0 1 235000 0.25 1820 36 1 3 0 3.5 260000 0.65 2486 62 0 4 1 2.5 210000 0.46 1890 62 1 3 0 2.5 159900 0.7 1274 36 0 4 1 1 209000 0.55 1716 36 1 4 0 2 135000 0.35 1336 62 1 2 1 1.5

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200000 0.96 1392 62 0 3 0 1 432600 0.54 2346 62 1 4 0 2.5 195000 0.47 1475 62 0 3 0 1.5 165000 0.52 1248 27 0 3 0 2 198000 0.15 1920 27 1 4 1 2.5 219000 0.65 2040 27 0 4 0 2.5 430000 1.34 2649 21 0 3 1 3 120000 0.17 1500 64 0 3 0 1 373735 0.53 3163 64 1 4 1 2.5 183853 0.14 1343 64 1 2 1 1.5 213500 0.46 1573 64 1 3 1 2 155000 0.09 1270 64 1 3 1 1.5 197000 0.41 1316 64 0 3 0 1.5 392499 0.48 3092 64 1 4 1 2.5 229900 0.44 1328 64 0 3 1 2.5 289250 0.42 2560 64 0 4 1 2.5 189900 0.12 1343 64 1 2 1 2.5 397200 0.46 3250 64 1 4 1 3 389405 0.35 3086 64 1 3 1 2.5 135000 0.66 1080 64 0 2 1 1 174000 0.13 1120 64 1 2 1 1.5 525000 0.46 2876 64 1 5 1 3.5 135000 0.01 1281 64 1 2 0 2.5 412000 0.62 2900 64 1 4 1 2.5 186000 0.08 1512 64 1 2 1 1.5 453935 0.58 2879 64 1 4 1 2.5 355000 0.69 2537 64 1 4 1 2 186000 0.35 1056 64 0 3 0 1 197000 0.14 1296 64 0 2 1 1.5 180000 0.13 1512 64 1 2 1 1.5 178000 0.47 1338 64 0 3 1 2 305000 0.33 2368 64 1 4 1 2.5 262000 0.46 1528 64 1 3 0 2.5 225000 0.89 1857 64 1 4 1 2.5 403040 0.49 3320 64 1 4 1 2.5 388500 0.46 2227 64 1 4 1 2.5 417000 0.13 2742 64 1 4 1 2.5 410000 0.5 2988 64 0 5 1 2.5 170000 0.35 1656 64 1 3 1 1.5 295000 0.01 1760 64 0 3 1 2.5 216000 0.38 1702 64 0 4 1 1.5 221649 0.37 1682 64 0 3 1 1.5 199900 0.21 1180 64 1 2 1 1.5 463000 0.64 2885 64 1 4 1 2.5 146500 0.02 1281 64 1 2 0 2.5

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225000 0.24 1596 64 1 3 1 2 160000 0.16 1184 40 0 3 0 2 275055 0.46 2745 40 1 4 1 3 315513 0.46 2680 40 1 4 1 2.5 323759 0.35 2483 40 0 3 1 2.5 167500 0.92 1188 40 0 3 0 1 272699 0.3 2366 40 1 4 1 3 177500 0.31 1508 40 0 3 1 1.5 128000 1 792 40 0 2 0 1 317105 0.44 3285 40 0 4 1 2.5 144500 0.15 1673 40 0 2 0 2 260000 0.33 2000 64 0 4 0 2.5 244000 0.33 1561 40 0 3 1 1.5 287989 0.4 2828 40 1 4 1 3 159000 0.16 1592 40 0 3 0 1.5 167000 0.16 1184 40 0 3 0 2 348000 0.17 1708 40 1 2 1 2 140000 0.17 1276 40 1 2 1 2 145000 0.15 1184 40 0 2 0 1.5 150450 0.17 908 40 0 2 0 1 230000 0.95 1612 64 0 3 1 2 147423 0.16 912 40 0 2 1 1.5 223000 0.33 1508 40 0 3 1 1.5 167500 0.16 1492 40 0 3 0 2.5 299000 0.1 874 40 0 3 1 1 235900 0.59 1573 64 0 4 1 2.5 147000 0.24 1227 64 0 3 1 1 305000 0.53 2494 64 0 3 1 2.5 154000 0.17 912 40 0 2 0 1.5 149000 0.15 988 40 0 2 0 1 300279 0.54 2762 40 0 4 1 3 278000 0.64 2625 64 0 4 1 2.5 202000 0.47 1222 64 0 2 0 1 328463 0.49 3144 40 1 4 1 2.5 185000 0.45 1173 40 0 3 1 1 128000 0.17 908 40 0 2 0 1 335000 0.92 2274 64 1 4 1 2.5 148900 0.16 908 40 0 2 0 1 229900 0.43 1540 40 0 3 0 1.5 215000 0.49 1196 64 0 4 1 2 253000 0.45 1780 40 0 3 1 1.5 304065 0.34 2670 40 0 4 1 3 222000 0.34 1581 40 0 3 1 1.5 165000 0.15 1592 40 0 3 0 1.5 275000 0.37 2011 40 1 4 1 2.5

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325000 0.27 1391 40 0 2 1 1 406000 1.08 2636 40 1 4 3 2.5 230000 0.31 1656 40 0 3 1 1.5 125000 0.04 1518 64 0 3 0 1 148000 0.41 1182 64 0 3 1 1.5 279000 0.44 1836 64 1 3 0 2.5 250000 0.62 1529 64 1 2 1 2 314940 0.37 2715 40 0 4 1 3 165900 0.16 1184 40 0 2 0 1.5 150000 0.75 1120 36 0 3 0 1.5 133000 0.15 1008 36 0 3 0 1 155000 0.37 1008 36 0 3 0 1 220000 0.41 2077 36 0 3 1 2 229000 1.61 1572 36 0 3 0 1.5 177000 0.63 1874 36 0 4 0 1.5 120000 0.11 768 36 0 2 0 1 195000 0.29 1552 36 0 3 1 2.5 315371 1 2331 36 0 4 1 2.5 137000 0.36 960 36 0 2 0 1 225700 0.36 1720 64 0 3 0 1.5 204900 0.34 1437 64 0 3 0 1.5 189500 0.34 1510 64 1 3 0 2 374000 0.72 3021 28 0 4 1 2.5 319000 0.35 1960 64 0 4 0 2.5 294100 0.39 2112 64 0 3 1 2.5 440760 0.38 2917 64 1 4 1 3 128000 0.16 912 40 0 2 1 1.5 239505 0.37 2244 40 0 3 1 2.5 141700 0.15 1202 40 0 2 0 1.5 215500 0.34 2601 40 1 4 1 2.5 320210 0.81 2492 40 0 3 1 2.5 273495 0.3 2680 40 0 4 0 2.5 256350 0.35 2271 40 0 3 1 2.5 255000 0.33 2012 40 0 3 1 3 124000 0.09 920 40 0 3 0 1 293000 1.94 2111 40 1 3 1 2 147000 0.15 1184 40 0 3 1 2 284595 0.32 2627 40 0 4 1 3 342269 0.39 2641 40 0 4 1 3 229000 0.51 1736 40 0 3 1 1.5 216900 0.31 1656 40 0 3 1 1.5 164900 0.15 1168 40 0 3 1 1.5 149000 0.15 1385 40 0 2 1 1.5 150000 0.18 969 64 0 2 0 1 214990 0.32 1508 40 0 3 1 1.5

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173000 0.14 1602 40 1 2 1 1.5 149900 0.17 912 40 0 2 1 1.5 155000 0.15 1128 40 0 2 0 1.5 170000 0.16 1514 40 0 3 1 1.5 237500 0.37 1535 40 0 3 0 2 297065 0.45 2722 40 0 4 0 3 342202 0.44 2711 40 1 4 1 2.5 345264 0.88 3020 40 1 4 1 3 325046 0.5 2712 40 0 4 0 2.5 367000 1 2556 64 1 4 1 2.5 159900 0.17 1184 40 0 3 0 2 145000 0.16 912 40 0 2 1 1.5 272500 0.32 2212 40 1 4 1 2.5 163255 0.09 1602 40 1 2 1 1.5 319000 0.47 3285 40 0 4 1 3 160600 0.15 1406 40 0 2 0 1.5 246000 0.34 1472 40 1 3 1 2 153000 0.17 1072 40 0 2 0 1 295000 0.48 2504 64 0 5 1 2.5 159000 0.16 1184 40 0 2 0 1.5 148400 0.15 912 40 0 2 1 1.5 311000 0.54 2120 40 1 3 0 2.5 314000 0.53 3344 40 0 4 1 3.5 250000 0.4 2243 40 1 3 1 2.5 149000 0.16 908 40 0 2 0 1 307890 0.55 2714 40 0 4 0 3 223000 0.33 1360 40 0 3 1 1.5 219000 0.47 1719 64 0 3 1 1.5 178000 0.48 1404 64 0 3 1 1.5 295925 0.56 2134 40 0 4 1 2.5 141160 0.17 912 40 0 2 0 1.5 229900 0.34 1423 40 1 3 1 1.5 254900 0.33 2044 40 0 3 0 2 126000 0.85 896 36 0 2 0 1 176500 0.37 1380 36 1 3 1 1.5 161800 0.34 960 36 0 3 0 1 112200 0.14 840 36 0 2 0 1 154500 0.54 1820 36 0 4 0 1.5 300000 0.92 2144 36 1 3 1 2.5 206000 0.1 1610 36 0 3 0 2 257000 0.75 1752 36 0 3 0 2.5 182000 0.38 1729 36 0 4 1 1.5 161000 0.59 1056 36 0 3 0 1 176000 0.42 1292 64 0 3 0 1.5 177160 0.41 832 64 0 3 0 1

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355063 0.36 2256 64 1 4 1 2.5 213000 0.48 1274 64 0 3 1 2 266500 0.52 1608 64 0 3 0 2.5 285000 0.36 1868 64 0 3 1 2.5 178900 0.35 1554 64 0 3 0 1 300000 0.56 3604 64 0 6 1 3.5 211000 0.49 1887 64 1 4 1 2.5 451000 2 1326 64 1 3 0 1 201400 0.49 1876 64 0 3 1 2.5 195900 0.4 1672 64 0 3 1 0 190000 0.57 2064 64 1 4 1 2.5 150000 0.21 1138 64 0 2 1 1 206000 1 1814 64 1 3 1 1.5 285000 0.32 2380 64 1 4 1 1.5 120000 0.2 976 64 0 2 0 2 377500 1 2886 64 1 4 2 2.5 340000 0.55 2483 64 0 4 1 2.5 240000 0.45 1846 64 0 3 1 1.5 295000 0.49 2592 64 1 4 1 2.5 215000 0.63 1792 64 1 3 0 1.5 275000 0.47 2588 64 0 4 1 2.5 189000 0.81 1210 64 0 3 0 1 156000 0.09 1290 64 1 2 1 1.5 410000 0.79 2444 75 0 4 1 3 264500 0.46 2376 64 0 4 2 2.5 145500 0.09 1480 64 0 3 0 1.5 116500 0.08 1375 64 1 2 0 1.5 264500 0.44 2676 64 0 4 1 2.5 215000 0.3 1778 64 0 3 1 1.5 263000 0.6 2570 64 0 5 1 2.5 243000 0.57 1272 64 0 2 0 1.5 203000 0.29 1852 64 1 3 1 1.5 335000 0.61 2298 64 1 4 1 2.5 385000 0.5 2259 64 1 4 1 2.5 210000 0.59 2426 64 0 4 1 2.5 154000 0.14 1480 64 0 3 1 1.5 155000 0.17 1244 64 1 2 0 2 165000 0.17 1479 64 0 3 0 1.5 300000 0.7 2358 64 0 4 0 2.5 240000 0.46 1453 64 1 4 1 2 182000 0.35 2080 64 1 4 1 1.5 194000 6.15 1960 64 0 3 1 1.5 410000 0.44 2600 64 1 4 1 2.5 280000 0.85 1897 64 1 4 1 2.5 235000 0.47 1872 64 0 4 1 2.5

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185000 0.06 1260 64 1 2 1 1.5 167000 0.21 1228 64 1 3 1 1.5 206500 0.5 1956 64 1 4 0 2 165000 0.05 1480 64 1 3 0 2.5 230000 0.35 1793 64 1 4 1 1.5 235000 0.73 2078 64 0 4 1 1.5 200500 0.69 1666 64 1 3 1 1.5 310000 0.46 2378 64 0 3 1 2.5 169900 0.06 1452 64 1 3 1 1.5 210500 0.28 1792 64 0 3 1 1.5 305000 0.92 2290 75 0 4 1 2 508000 0.17 3511 64 0 4 1 2.5 220000 0.41 1922 64 0 4 0 1.5 256000 0.5 2263 64 0 4 1 2.5 196900 0.41 1672 64 1 4 0 1.5 233000 0.26 1902 64 1 3 1 1.5 140000 0.06 1479 64 1 2 1 1.5 162900 0.12 1314 64 0 2 1 1.5 178000 0.17 1302 64 1 2 0 1.5 265000 0.67 2310 64 0 5 1 2.5 454900 0.66 2880 64 0 4 1 2.5 215000 5.65 1948 64 1 2 1 1.5 248000 0.67 1613 64 1 3 1 1.5 395000 0.7 2803 64 1 4 1 3 171500 0.07 1479 64 1 3 1 1.5 268000 0.48 2147 64 1 4 1 2.5 166500 0.06 1314 64 1 2 1 1.5 355000 0.43 2330 64 1 4 1 2.5 165000 0.93 1352 64 0 3 0 1 300000 0.08 2276 64 0 5 1 2.5 350000 0.5 2162 64 1 4 1 2.5 279900 0.49 2091 64 1 4 1 2.5 265000 0.65 2564 64 0 4 1 2.5 267000 0.31 2050 64 0 4 0 1.5 235000 0.76 1768 64 0 3 0 2 299900 0.46 2497 64 1 3 1 2.5 167000 0.07 1290 64 1 2 1 1.5 168000 0.4 1776 64 0 3 0 2 150000 0.07 1480 64 0 3 0 1.5 255000 0.41 1910 64 1 4 0 2.5 455000 4.2 2828 64 1 3 1 2.5 351100 0.46 2535 64 0 4 1 2.5 315000 0.46 2576 64 0 4 1 2.5 220000 0.4 1500 64 0 3 0 1.5 159000 0.14 1480 64 0 3 0 1.5

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341000 0.57 2250 64 1 3 1 2.5 276000 0.47 1831 64 1 3 1 2 309000 0.49 2214 64 1 4 1 2.5 217021 0.46 1846 64 0 3 0 1.5 188500 0.05 1302 64 1 2 0 1.5 320000 0.55 2212 64 1 4 1 2.5 247000 0.34 1783 64 0 4 1 2.5 166000 0.1 1480 64 0 2 1 1.5 236000 0.15 1794 64 0 3 0 2 233900 0.3 1918 64 1 4 1 1.5 162740 0.07 1480 64 0 3 1 1.5 225000 0.45 1756 64 0 4 1 1.5 360000 0.91 2499 64 1 4 1 3 281520 0.56 2310 64 1 5 1 3 365000 0.56 2950 64 0 4 1 2.5 315000 0.6 2702 64 1 4 3 2.5 297900 0.3 2288 64 1 3 1 2.5 270000 0.42 1838 64 1 4 0 1.5 260000 0.42 2310 64 0 4 1 2.5 72000 0.33 1152 52 0 3 0 1 229500 0.34 1577 64 0 3 0 2 275000 0.54 2175 64 0 4 1 2.5 155000 0.29 1375 64 0 2 0 1.5 225570 0.37 1616 64 0 3 1 3 224000 0.54 1954 64 0 4 1 2 290000 0.61 2728 64 0 4 1 2.5 262000 0.64 2553 64 0 4 1 2.5 319900 0.34 1963 64 0 4 1 2.5 265000 0.45 2564 64 0 4 1 2.5 255000 0.33 1792 64 1 3 1 1.5 217300 0.35 1663 64 0 3 1 1 291000 0.49 2070 64 1 4 1 2.5 319000 0.46 2588 64 1 4 1 2.5 271500 0.54 2276 64 0 5 1 2.5 224900 0.48 1732 64 0 4 0 2 260000 0.63 2310 64 0 5 1 2.5 199900 0.63 1742 52 1 4 1 1 252659 0.41 2802 64 0 4 1 2.5 312500 0.46 1902 64 1 4 1 2.5 290000 0.46 2030 64 1 4 1 2.5 155000 0.57 1498 75 0 2 1 1 355000 0.55 2116 64 1 3 1 2.5 190000 0.83 2108 64 0 4 1 2.5 130000 0.06 1480 40 1 2 1 2.5 264000 0.21 2427 40 0 3 0 2.5

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193980 0.31 1348 40 0 2 0 2 219900 0.25 1391 40 0 3 0 2 469900 1.4 3422 62 1 4 1 4 314230 0.51 2686 62 1 4 1 3 138900 0.15 1034 40 1 2 0 1.5 160000 0.29 1072 40 1 2 0 1 228000 0.25 1512 40 0 3 0 2 224400 5 1008 40 0 2 0 1 132870 0.06 1480 40 0 3 1 1.5 135600 0.51 912 40 0 3 0 1 150600 0.07 1480 40 1 3 1 1.5 335000 1.25 1558 62 0 3 1 2 316250 0.04 2648 62 0 4 1 2.5 181280 0.39 2248 40 0 4 0 1 158000 0.73 1461 40 0 3 0 1 221000 0.23 1470 40 0 3 1 2.5 230000 0.5 1900 40 0 3 0 1.5 299000 0.1 2054 62 1 4 0 2.5 148000 0.07 1480 40 0 2 1 2.5 267500 0.24 1822 40 0 3 0 2 259000 0.01 1620 62 0 3 1 2.5 321000 0.1 2120 62 1 4 0 2.5 409790 0.27 3009 62 0 5 1 3.5 184000 0.45 1791 40 0 4 0 1 145000 0.07 1480 40 1 2 1 2.5 310000 1.75 1300 40 0 3 0 2 170000 0.07 1480 40 0 3 1 1.5 210500 0.02 1876 40 0 3 0 2 199900 0.24 1564 40 0 3 0 2 150000 0.28 1248 40 0 3 0 1.5 153000 0.11 1480 40 0 2 0 2.5 334000 0.55 2281 62 0 4 1 2.5 216900 0.4 2395 40 1 3 1 1.5 259000 0.05 1915 40 0 4 1 2.5 240000 0.3 1400 40 0 3 2 1.5 186030 0.37 1104 40 1 4 0 1 203000 0.43 1796 40 1 3 1 2.5 255000 0.13 1512 40 0 3 0 1.5 119000 0.09 1646 40 0 3 0 1 260800 0.5 1868 40 0 3 1 2.5 169000 0.19 1301 40 0 3 0 1.5 225000 0.95 1652 62 0 3 0 2 124000 0.35 1056 62 0 3 0 1 245000 0.51 2312 62 0 3 0 1.5 250000 0.48 2072 62 1 3 0 2.5

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172000 0.46 1200 62 0 2 0 1 153500 0.48 1764 62 0 3 1 1.5 165000 0.02 960 62 0 3 0 1 159000 0.17 988 51 0 2 0 2 171500 0.17 1514 51 0 3 0 1.5 240000 0.51 1320 61 1 3 0 2 409550 0.69 2719 61 1 3 1 2 302000 0.61 1796 61 0 3 1 2.5 285000 0.38 1709 61 0 3 1 2.5 385900 0.4 3008 61 1 4 1 2.5 140595 0.42 1350 61 0 3 0 1 213000 0.47 1200 61 1 3 0 1.5 335000 0.47 1857 61 1 3 1 2.5 290000 0.66 2305 51 1 4 1 2.5 265000 0.49 2184 51 1 3 1 2.5 334000 0.32 1668 51 0 3 0 2 382406 0.44 2712 51 1 4 1 2.5 149300 0.16 912 51 0 2 0 1.5 212000 0.34 1508 51 0 3 0 1.5 195000 0.46 1232 61 0 3 1 1 245000 0.36 1836 51 0 4 1 1.5 422680 0.16 4486 51 0 6 1 4 240000 4.21 2204 51 0 3 2 2 156000 0.16 1184 51 0 3 0 2 265000 0.49 2184 51 1 3 1 2.5 334000 0.32 1668 51 0 3 0 2 382406 0.44 2712 51 1 4 1 2.5 149300 0.16 912 51 0 2 0 1.5 212000 0.34 1508 51 0 3 0 1.5 195000 0.46 1232 61 0 3 1 1 171600 0.32 960 61 0 3 0 1 245000 0.36 1836 51 0 4 1 1.5 282000 0.87 1836 61 1 4 1 1.5 260000 0.34 1803 61 0 4 0 1.5 254500 0.17 1463 61 1 3 1 2 179900 0.07 1290 61 1 2 1 1.5 255000 0.53 2310 61 0 5 1 2.5 265000 0.43 1664 61 1 3 1 2 174000 0.06 1479 61 0 3 0 1.5 322000 0.26 2483 61 1 4 1 2.5 337000 0.46 2480 61 1 4 1 2.5 221450 0.36 2699 61 0 6 1 1 247000 0.3 1676 61 1 3 1 2.5 180000 0.54 2816 61 0 5 1 2.5 229900 0.37 1966 61 0 3 0 1.5

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230000 0.54 2112 61 0 4 1 1.5 388000 0.77 2762 61 0 4 1 2.5 350000 0.66 2184 61 1 3 1 2.5 169700 0.07 1480 61 0 3 0 1.5 190000 0.53 1624 61 0 3 0 1 317500 0.54 1650 61 1 3 1 2 70000 1.34 1313 61 0 2 0 1.5 300000 0.65 2600 61 0 4 1 2.5 145400 0.13 945 61 0 2 0 1 183500 0.28 1121 61 0 3 0 1.5 275900 0.81 2288 61 0 3 1 2.5 436023 0.41 2718 61 1 4 1 2.5 319900 0.58 2464 61 0 4 1 2.5 249000 0.43 2426 61 0 4 2 2 289000 0.38 2310 61 0 5 1 2.5 285000 0.94 2564 61 0 4 1 2.5 194900 0.39 1099 51 0 2 0 1 125000 0.24 1225 51 0 3 1 1 111300 0.59 1959 51 0 3 0 1

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SUMMARY OUTPUT Regression Statistics Multiple R 0.71239023 R Square 0.50749984 Adjusted R Square 0.5072145 Standard Error 69104.5592 Observations 1728 ANOVA df SS MS F ignificance F Regression 1 8.49E+12 8.49E+12 1778.567 9.49E-268 Residual 1726 8.24E+12 4.78E+09 Total 1727 1.67E+13 Coefficients tandard Erro t Stat P-value Lower 95%Upper 95%Lower 95.0% Upper 95.0% Intercept 13439.394 4992.353 2.691996 0.007171 3647.696 23231.09 3647.696 23231.09 X Variable 1 113.122542 2.682341 42.17307 9.49E-268 107.8616 118.3835 107.8616 118.3835

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EXCEL Ch 11 Linear Relationship Start

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