WAGE by xuyuzhu

VIEWS: 5 PAGES: 39

									Using the data in worksheet HOUSE, estimate the model
    ln(PRICE) = β₁ + δ₁LOC + β₂SIZE + γ(SIZE∙LOC) + β₃AGE + u
LOC is the location dummy. LOC = 1 indicates desirable location.
1 For each additional 100 square feet, the price of a 10-year-old house in a desirable location increases
    by $______.
 A       $8,197
 B       $7,924
 C       $7,659
 D       $7,312

2       The percentage difference in the price of a 2600 SQFT home in a desirable location relative to the
        same house in another location is _____.
    A       30.9%
    B       29.7%
    C       28.6%
    D       27.6%

3       The percentage change per each additional 100 SQFT in a desirable location is _____%, and in the
        other locations is _____%.
    A       3.31%       3.66%
    B       3.42%       3.79%
    C       3.55%       3.93%
    D       3.67%       4.07%

Use the data in the worksheet WAGE to estimate the following wage equation.
   ln(WAGE) = β₁ + β₂EDUC + β₃EXPER + δ₁GENDER + δ₂RACE + δ₃REGION + u
     EDUC =      Years of education
     EXPER = Years of work experience
     GENDER = Dummy variable. Female = 1, Male = 0.
     RACE =      Dummy variable. Black = 1, Other = 0.
     REGION = Dummy variable. South = 1, Other = 0.
4 The predicted wage for a white male living outside the South with 16 years of education and 10
     years of experience is $______. Compute the "corrected" predicted value: ŷc = ŷn × exp(var(e)/2)
 A      $10.94
 B      $11.82
 C      $12.77
 D      $13.80

5       The percent difference in the WAGE in the South compared to other regions is ______%.
    A     -10.65%
    B     -10.15%
    C      -9.39%
    D      -8.69%

Now estimate the following model using the WAGE data:
   ln(WAGE) = β₁ + β₂EDUC + β₃EXPER + δ₁GENDER + δ₂RACE + γGENDER∙RACE + δ₃REGION + u
6 On average, a black female in the SOUTH earns $_____ less than a white female in a non-SOUTH region.
 A      -$1.59
 B      -$1.98
 C      -$2.26
 D      -$2.59
7        In the model
        ln(WAGE) = β₁ + β₂EDUC + β₃EXPER + δ₁GENDER + δ₂RACE + δ₃REGION + u
         Is REGION a relevant variable?
         Carry out the Chow test by comparing the unrestricted model
        ln(WAGE) = β₁ + β₂EDUC + β₃EXPER + δ₁GENDER + δ₂RACE + δ₃REGION +
                     γ₁EDUC∙REGION + γ₂EXPER∙REGION + γ₃GENDER∙REGION + γ₄RACE∙REGION + u
         to the restricted model
        ln(WAGE) = β₁ + β₂EDUC + β₃EXPER + δ₁GENDER + δ₂RACE + u
         Test the hypothesis that,            H₀: δ = γ₁ = γ₂ = γ₃ = γ₄ = 0
         The F statistic for the test of hypothesis is _____. Using =FDIST(0.05,df1,df2), the critical value is ______.
    A         1.945        2.229 Do not reject H₀. REGION is not relevant.
    B         1.945        2.229 Do not reject H₀. REGION is relevant.
    C         2.327        2.229 Reject H₀. REGION is relevant.
    D         2.327        2.229 Reject H₀. REGION is not relevant.

The worksheet HOUSE2 contains 600 observation on home sales. Use the data to estimate the regression model
                 PRICE = β₁ + β₂SIZE + β₃AGE + u.
8 Estimate α₁ and α₂ in the variance function var(ui) = exp(α₁ + α₂SIZE)
    You must first compute ln(e i ²) first from the original model and run the regression with ln(e i ²) as
    the dependent variable and SQFT as the independent variable. This would provide the estimates for
    ln(var(ui)) = α₁ + α₂SIZE            The estimator is       ln(ei²) = a₁ + a₂SIZE
 A         a₁ = 14.6681             a₂ = 0.00700
 B         a₁ = 15.9176             a₂ = 0.00357
 C         a₁ = 17.2736             a₂ = 0.00182
 D         a₁ = 18.7451             a₂ = 0.00062

9        Using the estimates in the previous question, determine the GLS estimates for the coefficients of
         SQFT and AGE in the regression model.
         The transformed model is:            PRICE ⁄ √ki = β₁(1 ⁄ √ki) + β₂(SIZE ⁄ √ki) + β₃(AGE ⁄√ki)
         where      ki = var(ei) = exp(a₁ + a₂x₂)
    A           b₁ = 24627.34           b₂ =      94.465          b₃ =     -351.59
    B           b₁ = 23553.31           b₂ =      90.345          b₃ =     -336.26
    C           b₁ = 22272.01           b₂ =      85.430          b₃ =     -317.97
    D           b₁ = 21060.41           b₂ =      80.783          b₃ =     -300.67

10 Use the GLS estimates above to estimate the price of the following house
              Coefficient         x
         b₁ =                     1
         b₂ =                 2000
         b₃ =                   20

    A     $206,406
    B     $197,518
    C     $190,111
    D     $182,982
        ↓
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     E470LASTNAME FIRSTNAME TEST3
     stowfig@iupui.edu
$1,000     GOOD = 1 100 SQFT                YEARS
PRICE        LOC       SIZE    SIZE∙LOC     AGE
198.009            0     23.08          0          6
285.525            1     27.05      27.05         19
267.685            1     24.89      24.89         26
 248.36            1     23.04      23.04          2
   210.2           0     23.06          0         18
271.043            1     24.06      24.06         20
277.149            1     27.31      27.31          3
217.151            0      25.2          0          5
258.242            1     26.39      26.39         13
191.576            0     20.17          0          0
259.898            1      22.1       22.1         48
204.344            0     20.98          0          4
158.754            0      23.9          0         35
267.009            1     23.58      23.58          2
311.766            1     28.55      28.55         15
178.039            0     20.23          0          3
181.183            0     20.59          0         18
216.027            0     20.31          0          3
335.285            1     28.48      28.48          0
288.376            1     27.37      27.37          6
255.474            1     22.03      22.03          5
206.138            0     24.75          0          8
243.807            0     29.46          0          4
197.573            0     22.95          0         10
 311.06            1      28.3       28.3          0
205.887            0     22.93          0         23
278.195            1     24.31      24.31         13
273.996            1     24.23      24.23         13
212.158            0     24.77          0          2
 230.74            1      21.1       21.1          7
254.058            0     28.03          0          3
304.345            1     28.37      28.37         10
 303.18            1     27.74      27.74         15
248.466            1     22.16      22.16          2
293.552            1     29.91      29.91          9
254.205            1     22.41      22.41         35
193.688            0     23.76          0         17
228.916            0     28.93          0         11
264.443            0     27.75          0          4
178.393            0     22.22          0          0
286.571            1     25.79      25.79          5
222.973            0     25.94          0          3
276.964            1     24.26      24.26          1
 288.85            1     28.72      28.72          2
237.292            1     22.83      22.83         14
 141.62            0     20.03          0         20
293.946            1     28.31      28.31          3
272.134            0     29.91          0          9
204.246            0     27.01          0          2
184.506            0     25.64          0         24
288.652   1   29.45   29.45    6
245.003   1   21.14   21.14    1
280.204   1   24.61   24.61    8
292.002   1   25.55   25.55    2
235.988   1   21.84   21.84    2
217.663   0   26.45       0    2
  246.6   1   21.79   21.79   10
331.387   1   29.79   29.79    0
239.036   1   22.38   22.38    8
168.373   0   22.42       0   23
201.008   0    25.3       0   29
284.448   1   25.99   25.99    2
 200.07   0   21.27       0    5
176.389   0    21.7       0   26
291.471   1   29.19   29.19   29
248.843   0    26.4       0   13
253.505   1   24.26   24.26    2
273.737   1   23.09   23.09   11
281.088   1   29.55   29.55    1
277.035   1   24.82   24.82    9
266.766   1   24.55   24.55    5
219.882   1   20.21   20.21   32
293.624   1   24.77   24.77    0
215.343   0   27.16       0    2
 314.65   1   29.28   29.28   24
 257.47   1    24.2    24.2    6
226.322   0   27.27       0    1
 249.03   0   27.93       0    5
313.562   1   29.91   29.91   25
341.259   1   29.95   29.95    0
251.076   0    25.8       0    4
326.562   1   28.61   28.61    4
220.179   0   25.56       0    5
 203.49   0   22.59       0   25
 173.39   0   21.37       0   19
286.474   1    25.3    25.3    6
288.546   1   26.81   26.81    5
 224.61   0   25.51       0    6
228.273   0   24.17       0    3
291.329   1   26.24   26.24    0
261.549   1   20.92   20.92   13
230.332   1   20.05   20.05    3
298.393   1   28.97   28.97    4
304.183   1   29.07   29.07   12
269.971   1   22.76   22.76    4
209.033   0   25.71       0   16
231.082   0   25.18       0   15
    292   1    26.5    26.5   10
185.876   0   22.87       0    5
192.474   0   20.92       0   23
175.387   0   21.28       0   18
207.095   0   22.01       0    7
309.034   1   28.55   28.55    0
182.285   0   20.99       0   13
  285.5   1   27.28   27.28    1
262.924   1   26.97   26.97    2
276.058   1   27.05   27.05   30
164.164   0   20.97       0    3
 260.74   1   23.31   23.31   25
184.546   0   21.26       0   27
229.252   0   27.46       0   19
236.614   0   24.96       0   11
237.859   1   20.17   20.17    1
258.442   0   29.74       0   28
287.427   1   26.89   26.89    9
246.009   1   22.75   22.75    8
 237.34   1   23.16   23.16    4
264.382   0   29.08       0    6
251.025   1   20.67   20.67    6
236.827   0   27.12       0   20
193.527   0    24.2       0    9
295.995   1   28.77   28.77    0
204.304   0   24.25       0   29
310.987   1   28.98   28.98    7
316.945   1   29.39   29.39   18
221.387   0   25.77       0    1
297.984   1   26.57   26.57    1
265.853   1   22.25   22.25    6
244.091   0   28.76       0    4
218.969   0   23.67       0    4
261.505   1   23.28   23.28    7
218.107   0   23.57       0    1
 211.39   0   26.63       0    3
231.508   0   28.65       0    6
255.304   1   21.32   21.32    3
315.383   1   25.07   25.07   10
318.512   1   28.97   28.97    5
238.405   0   25.26       0    8
176.126   0   21.99       0   13
291.618   1   28.07   28.07   33
293.677   1    26.8    26.8    2
204.851   0   22.69       0    9
249.567   1   22.55   22.55   10
208.431   0   23.96       0    4
264.655   1   24.33   24.33   14
292.182   1    26.5    26.5    2
217.144   0   22.71       0   10
278.362   1   24.74   24.74    2
291.237   1   28.32   28.32    8
294.617   1   26.66   26.66    7
289.183   1   23.75   23.75    3
195.901   0   22.25       0    7
296.093   1   25.39   25.39    5
 147.62   0   20.47       0   11
251.353   1   22.79   22.79    7
328.443   1   29.94   29.94   30
198.145   0    22.7       0    6
207.261   0    24.7       0   12
311.411   1   29.18   29.18    3
303.941   1   27.15   27.15    1
 333.81   1   29.49   29.49    9
 286.62   1   29.61   29.61   12
218.649   0   27.73       0    7
258.932   1   25.73   25.73    3
 223.44   0    26.4       0    5
219.924   0   26.24       0   34
286.211   1   26.77   26.77    1
276.319   1   26.32   26.32   20
283.935   1      24      24    3
273.643   1   28.37   28.37    1
327.375   1   27.28   27.28   26
271.082   0   29.86       0   13
291.309   1    23.5    23.5    3
237.306   0   28.57       0    5
 213.47   0   25.69       0    4
 280.62   1   24.09   24.09    1
235.637   0   28.61       0    7
240.196   0   24.75       0    0
228.135   0    28.2       0    7
207.114   1   20.16   20.16    3
225.427   0   26.23       0   11
257.052   1   21.86   21.86    5
219.741   0   25.33       0   29
265.322   1   21.03   21.03    4
212.301   0   26.16       0   14
184.914   0   22.14       0   11
279.201   1   21.73   21.73    3
238.523   1   20.43   20.43    9
 263.28   0   29.44       0    9
250.631   0   27.98       0    0
225.247   0   26.83       0    1
192.231   0   22.68       0    7
267.043   1   23.23   23.23   12
169.441   0   20.16       0   11
 208.78   0   23.51       0    2
290.407   1   27.92   27.92    2
292.243   1    26.3    26.3   22
266.632   1   24.24   24.24   14
205.255   0   20.99       0    0
340.719   1   28.81   28.81    0
309.598   1   28.33   28.33    4
272.272   1   25.77   25.77   33
195.533   0    23.2       0    4
280.813   1   23.48   23.48    4
323.827   1   28.84   28.84    5
299.286   1   26.76   26.76    9
272.333   1    23.5    23.5   14
199.119   0   21.56       0    6
227.714   1   21.31   21.31   14
265.992   1   23.35   23.35    2
164.924   0   22.27       0    8
260.721   1   22.12   22.12    5
224.595   0   27.33       0   17
218.981   1   20.41   20.41   29
235.548   0   28.77       0    2
302.848   1    26.6    26.6   16
239.653   1   20.17   20.17   23
249.342   0   28.96       0    7
321.994   1   29.91   29.91   31
202.603   0   24.76       0    1
294.701   1   26.58   26.58    8
 240.99   1   24.14   24.14   16
253.671   1   22.59   22.59   12
297.943   1   26.74   26.74    1
193.909   0   22.05       0   15
214.573   0      24       0    6
235.868   0   26.83       0    1
226.984   0   22.67       0   11
291.562   1   28.37   28.37    0
212.381   0   24.61       0    2
192.171   0   21.63       0    3
271.435   1   25.72   25.72    9
225.062   0      28       0    8
292.926   1      26      26   17
232.502   1   20.44   20.44    9
189.639   0   20.82       0   14
274.308   1   27.44   27.44    3
234.326   1   20.26   20.26   10
 237.51   0   26.18       0    3
216.448   0   29.52       0   11
289.668   1   29.34   29.34    3
218.802   0   28.63       0   37
189.653   0   22.57       0    3
230.676   1   22.32   22.32   11
254.205   0   29.52       0    5
253.066   0   26.08       0    1
315.908   1   27.66   27.66   10
193.529   0   23.18       0    7
220.754   0    23.8       0   10
249.407   0   29.38       0    2
195.382   0   23.67       0    1
249.912   0   29.86       0    4
 276.02   1   26.08   26.08    4
201.364   0   24.97       0    3
196.108   0    23.7       0    1
242.386   1   20.94   20.94   28
 229.75   0   26.17       0    8
211.685   0   28.55       0    0
211.295   0   25.36       0    9
294.925   1   24.25   24.25    4
300.728   1   28.74   28.74    9
 276.68   1   23.09   23.09    8
206.708   0   24.05       0    4
232.198   0   28.81       0    1
230.834   1   20.71   20.71   42
283.451   1   26.03   26.03   11
  220.1   1   20.49   20.49   17
324.482   1   26.68   26.68   10
253.611   0   27.38       0   10
209.316   0   22.16       0    1
220.916   0   23.95       0    0
239.669   1   21.33   21.33   17
244.535   1   22.11   22.11    3
279.049   1   23.28   23.28    7
 201.72   0   23.74       0   16
284.074   1   25.65   25.65   35
206.863   0   26.87       0    6
233.503   0   26.72       0    5
245.806   0    27.8       0    6
183.531   0   22.74       0   13
208.124   0   25.09       0    4
281.904   1   26.87   26.87    1
288.056   1   29.71   29.71   16
307.204   1    29.9    29.9    0
282.195   1   28.06   28.06   11
239.256   1   23.01   23.01   45
216.444   0   26.31       0    4
237.907   1   20.06   20.06    8
259.662   0   29.06       0   22
337.338   1   29.81   29.81   15
201.623   0   21.69       0    1
273.303   1   26.05   26.05    6
272.666   1   26.08   26.08   14
329.202   1   27.97   27.97   20
244.085   0   26.32       0    7
238.551   1   22.97   22.97    2
299.161   1   25.87   25.87    1
226.952   0   22.06       0    3
203.122   0   23.43       0    7
222.599   1   20.74   20.74   20
270.078   1   24.23   24.23   18
202.903   0   27.49       0   16
261.532   0   27.58       0   10
285.171   1   27.54   27.54    0
 211.69   0   21.77       0    7
 319.01   1   28.62   28.62   28
217.342   0   23.36       0   17
163.901   0    22.4       0   12
322.163   1   29.08   29.08    5
287.123   1   26.39   26.39    7
243.493   0   26.81       0    3
268.781   1   26.19   26.19   10
188.848   0   20.16       0   17
318.696   1    29.4    29.4    0
 197.24   0    24.8       0    0
 275.03   1   25.21   25.21    6
311.009   1   29.95   29.95    0
 282.71   1   27.56   27.56   22
218.846   0   27.73       0    1
299.106   1   25.89   25.89    8
195.428   0   23.07       0    0
242.958   0   26.52       0    2
245.859   1   21.29   21.29    0
237.086   1   21.95   21.95    7
263.267   0   27.21       0   35
261.398   1   22.95   22.95    9
189.663   0   23.96       0   21
199.615   0   25.91       0   37
255.206   0   28.98       0   18
195.507   0   21.63       0    4
229.523   0   28.05       0    5
 234.11   1   22.21   22.21   13
325.827   1   29.74   29.74    6
291.942   1    28.8    28.8   12
334.489   1   29.93   29.93    1
202.091   0   24.62       0    3
224.746   0   27.13       0    1
267.377   1   25.67   25.67   34
332.632   1   29.45   29.45    0
280.991   1    25.8    25.8    3
228.585   0   23.69       0    3
258.155   1   22.43   22.43   17
 319.68   1   27.45   27.45    4
291.379   1   27.06   27.06    1
192.589   0   22.86       0    8
255.993   1   22.95   22.95    0
245.529   1   22.02   22.02   10
234.704   1   20.35   20.35   14
190.034   0    23.5       0    2
 298.95   1   29.18   29.18    0
 260.66   1   25.41   25.41    5
195.303   0   20.61       0   14
226.629   0   25.52       0    1
192.086   0   26.66       0   17
238.966   0   26.59       0    1
289.689   1   25.96   25.96    3
268.941   1   24.09   24.09    7
209.668   0   25.95       0    0
243.123   1    23.2    23.2    5
277.497   1   23.47   23.47    0
281.308   1   22.66   22.66    6
194.806   0   20.69       0    2
196.662   0    23.4       0   40
246.534   0   29.83       0   34
280.678   1   27.12   27.12    0
268.747   1   23.26   23.26    1
315.574   1   29.78   29.78    4
287.339   1   23.67   23.67   28
274.404   1   25.68   25.68   21
332.657   1   29.52   29.52    7
234.117   0   26.64       0   20
313.758   1   29.21   29.21    6
196.747   0   23.31       0    9
250.205   1   20.84   20.84    2
338.295   1      30      30   11
 255.76   1   23.05   23.05    4
243.167   0   29.16       0    9
 257.29   0   29.08       0   11
185.622   0   21.97       0    2
205.504   0   24.81       0    2
194.297   0   22.47       0   11
233.794   0   24.11       0   18
183.698   0   21.12       0   44
319.505   1   28.23   28.23   21
212.175   1   20.72   20.72   33
317.373   1    29.3    29.3    9
212.204   0   28.21       0    5
205.013   0   24.51       0   33
 289.32   1   25.76   25.76   20
235.313   1   22.27   22.27   10
 287.45   1   28.73   28.73   18
214.761   0   25.82       0    6
236.474   1   22.33   22.33    0
242.803   0   28.23       0    0
253.541   1   22.39   22.39    0
228.595   0   27.76       0    2
269.752   1   22.97   22.97   11
255.684   1   24.43   24.43    1
237.703   0   26.92       0   17
269.468   1   22.98   22.98    5
298.931   1   25.92   25.92    6
325.998   1    29.7    29.7   10
263.909   1   22.21   22.21   14
249.715   1   27.67   27.67   10
230.352   0   29.34       0    7
279.292   1   27.57   27.57   15
231.853   1   21.52   21.52    0
254.577   0   29.27       0   19
199.141   0      23       0    9
240.553   0   28.94       0   11
183.526   0   20.17       0    6
311.308   1    27.7    27.7   19
248.256   0   29.82       0   10
213.498   0   25.18       0    3
231.887   1   20.98   20.98    4
271.464   1    24.5    24.5    5
179.265   0   22.84       0   11
254.989   1   26.61   26.61    7
230.412   0   23.43       0    1
216.116   0   23.14       0   12
262.302   1    25.5    25.5    3
281.931   1   24.65   24.65    5
229.529   0   24.87       0   20
291.248   1   27.49   27.49   10
301.851   1   29.11   29.11   18
246.093   0   28.84       0    7
196.602   0   25.73       0    6
270.913   1   25.76   25.76    6
232.924   0   27.09       0    7
291.571   1   26.46   26.46   19
242.796   0   28.51       0    7
252.483   0   27.37       0    2
213.106   0   22.81       0    9
288.556   1   24.48   24.48    4
243.151   1   21.06   21.06    8
274.976   1   22.44   22.44   11
257.195   1   22.84   22.84    4
218.923   1   20.52   20.52    9
252.612   1   23.82   23.82    1
235.334   1   20.26   20.26    1
306.762   1   26.91   26.91   21
224.872   0    25.1       0    1
309.854   1   28.45   28.45    7
286.525   1   27.75   27.75    9
 261.45   1   21.62   21.62    6
231.299   1    22.3    22.3   15
210.047   0   26.34       0    6
 290.92   1   27.11   27.11   18
224.544   0   24.46       0    4
287.428   1   28.98   28.98    2
196.818   0      21       0   14
170.703   0   24.25       0   11
218.771   0   23.63       0    2
206.163   0    23.4       0    6
252.294   1      23      23    7
175.698   0   22.88       0    3
 224.18   0    27.6       0    6
199.906   0   21.91       0    0
 196.89   0   20.03       0   16
228.363   0   25.38       0   22
199.207   0   23.61       0   21
263.526   1   23.99   23.99    6
185.328   0   20.03       0    5
215.265   0   25.83       0    1
321.938   1   29.37   29.37   18
258.378   1   24.85   24.85    4
222.851   1   22.14   22.14    7
210.739   0   28.25       0   11
227.178   0    25.7       0    2
286.011   1   27.22   27.22    9
220.803   0   26.72       0    5
240.429   0   27.38       0    2
 241.85   1   22.94   22.94    2
 294.52   1   26.39   26.39   13
276.565   1   24.03   24.03    4
281.685   1   26.89   26.89   16
250.714   1   22.98   22.98    0
235.324   0   26.96       0   11
313.864   1   29.07   29.07   43
251.004   1   23.91   23.91    1
189.935   0   21.07       0   20
232.931   0    25.8       0   18
262.649   1    24.3    24.3    3
157.092   0   20.31       0   30
268.618   1   23.53   23.53    5
256.857   1   20.81   20.81    3
244.599   1   22.82   22.82   12
240.229   1    20.7    20.7   19
285.183   1   26.32   26.32   23
200.369   0    23.3       0    4
171.927   0    22.2       0    6
254.613   1    21.6    21.6    4
212.274   0   25.84       0   11
269.181   1   25.17   25.17    0
335.751   1    27.7    27.7    0
248.497   0   26.86       0    0
193.296   0   23.15       0   10
207.265   0   22.24       0    2
250.793   0   29.27       0   24
232.894   0   27.61       0    5
272.463   1   26.55   26.55   17
339.688   1   29.87   29.87    8
306.113   1   28.97   28.97    2
 229.38   0   25.13       0    9
207.207   1    20.2    20.2   20
188.718   0   25.31       0   18
311.508   1   29.48   29.48    6
194.283   0    21.6       0   29
231.246   0   26.16       0    0
264.143   1   25.11   25.11    5
248.899   0   28.37       0   15
257.435   0   29.85       0   18
193.209   0   23.95       0    3
236.986   1   23.71   23.71    8
297.881   1   28.85   28.85    6
182.501   0   22.93       0    4
251.715   1   23.89   23.89    4
225.098   0   27.33       0   17
183.862   0   24.26       0   26
186.512   0   21.37       0    3
244.157   1   20.48   20.48    1
142.378   0      22       0    5
325.661   1   27.89   27.89    9
238.141   1   21.06   21.06    6
274.829   0   29.91       0    0
215.748   1   21.13   21.13   33
211.424   0   25.48       0    0
197.404   0   23.55       0    2
206.656   0   23.42       0   23
197.923   0   22.15       0   12
335.253   1    29.5    29.5   10
249.063   1   24.62   24.62    8
249.099   1   25.24   25.24    7
220.502   1    21.5    21.5    3
226.995   0   22.76       0   26
201.653   1   21.04   21.04    2
214.847   0   25.29       0   23
199.333   0    22.3       0    2
285.063   1   25.38   25.38   21
273.661   1   24.33   24.33    8
238.034   0   28.92       0    2
295.336   1   27.41   27.41    1
 230.25   1   20.23   20.23   40
219.615   0   29.15       0   35
 261.68   0   28.32       0    5
200.547   0   25.17       0   15
310.538   1   29.03   29.03    5
326.772   1   29.54   29.54   10
 266.97   1   25.99   25.99   10
268.209   0    28.9       0    8
269.914   0   29.56       0    3
325.935   1   28.35   28.35    4
 168.13   0    21.1       0    6
224.161   0   24.95       0   10
307.056   1   26.97   26.97    4
290.939   1   26.45   26.45   34
255.153   0      29       0    0
196.422   0   21.93       0    0
211.492   0   25.42       0   22
254.065   0   26.38       0    6
239.828   0   29.54       0   17
 239.18   0   27.27       0    2
268.865   1   24.45   24.45    5
315.949   1   28.07   28.07    9
304.316   1   28.37   28.37   16
273.708   0    28.4       0    4
240.157   0   29.28       0    9
199.257   0   24.51       0   10
220.761   0   25.59       0    9
309.565   1   29.12   29.12    4
258.411   0   29.25       0    1
220.285   0   26.78       0    2
282.328   1   23.99   23.99    3
292.797   1   25.99   25.99    5
241.456   0   27.85       0   12
 197.34   0   22.25       0    1
186.388   0   21.29       0    5
246.053   0   29.16       0    3
296.336   1   29.47   29.47    5
267.986   1   26.18   26.18    2
299.452   1   29.02   29.02   12
293.103   1   27.16   27.16    1
173.874   0   21.97       0   32
237.933   1   20.56   20.56    0
224.728   0   25.38       0   11
214.785   0   27.54       0    1
175.365   0   20.35       0    8
220.987   1   20.93   20.93    2
320.154   1   28.78   28.78   13
250.093   1   23.03   23.03    2
214.153   0   26.13       0    4
241.577   0   25.82       0    2
317.031   1   25.04   25.04   15
210.163   0   25.62       0   26
247.932   0   28.35       0   35
191.366   0   23.77       0    5
274.673   1   28.43   28.43   10
261.675   1   24.24   24.24   15
234.693   0   28.26       0    0
171.885   0   20.06       0    1
WAGE     EDUC     EXPER   GENDER    RACE       REGION
 12.88       13        29       1          0         0
  9.44       16         5       0          0         1
 16.99        9        34       1          0         0
  6.26       16        36       0          1         1
 32.69       16        20       1          0         0
  3.68       12         5       0          0         0
  4.79       16         1       1          0         0
 12.75       16         5       0          0         1
 11.81       12        14       0          0         1
  3.81       12        23       0          1         1
  4.72       12         7       1          1         1
 10.74       13        25       0          0         1
 23.61       18        28       0          0         0
 22.95       18        27       0          0         0
 16.58       18        14       0          0         0
 11.05       13        32       0          0         0
 16.28       18        33       1          0         0
  8.84       16         3       1          0         1
  3.54       13         4       1          0         0
  7.65       12        13       1          0         0
  6.91       13        13       1          1         0
 23.23       13        12       1          0         1
  4.42        4        18       0          1         1
  4.79        8        40       0          0         0
 14.16       13        21       0          0         0
  9.37       12        14       1          0         0
  3.68       12        19       1          0         1
 12.75       16         6       1          0         0
  2.54       16        20       1          0         1
  5.25       12        16       1          0         0
  7.37       12        14       1          0         0
  9.67       16        16       1          0         1
 18.17       16         9       1          0         0
  6.63       12        27       0          0         1
 18.42       16        28       0          0         0
 10.13       13        21       1          0         0
 14.73       16        24       0          0         0
 14.16       16         8       0          0         1
  6.63       12        22       0          0         0
 13.83       14        17       0          0         0
 12.75       16         9       1          0         1
  4.05       16        12       1          0         1
  6.26       14        13       0          1         1
  4.42       13         1       0          0         0
 12.38       16        15       1          0         0
  7.92       12        21       1          0         0
  4.42       12        34       1          0         0
 13.45       13        26       0          0         1
  9.58       12        31       0          0         0
  8.66       12        19       1          0         0
  4.42       12        14       1          1         1
15.93   13   30   0   0   0
11.68   16   19   0   1   1
 9.21   10   45   0   0   0
 2.07   12    7   0   0   0
 4.42    8    9   1   0   1
15.57   16   31   0   0   1
 4.14   13    2   0   0   0
 4.86   12    0   0   0   0
18.39   12   13   0   0   0
 8.19   13   14   0   0   1
  3.5   12   38   1   1   0
19.12   12   24   0   0   0
 5.16   12    5   0   0   0
14.17   16   26   1   0   0
 4.42   12   41   1   0   0
16.99   18   12   0   0   0
11.97   11   26   0   0   1
 5.78   12   21   0   0   0
 4.79   16   13   0   0   0
 8.29   12    2   1   0   0
 4.84   12   15   0   0   0
 3.16   13    1   0   0   0
11.22   12   16   1   0   1
 5.16   10   13   1   0   1
18.67   16   12   1   0   1
14.86   18   23   0   0   0
 8.66   12    9   0   0   0
15.57   16    3   1   0   1
 17.7   18   13   1   0   0
14.17   16   25   1   0   0
 17.2   12   14   0   0   0
14.86   18   16   1   0   1
 8.77   14   26   0   0   0
 5.89   13   11   1   0   1
12.89   16    0   0   0   1
 7.02   14   21   1   0   0
    6    4   24   1   0   0
20.54   16   26   1   0   0
13.26   16   31   1   0   0
11.36   13   19   0   0   0
   34   18   26   0   0   0
 5.16   16    4   1   0   0
 9.76   12   15   1   0   0
  4.6   14   22   1   0   0
14.27   13   28   1   0   0
11.05   12    4   0   0   1
  9.8   13   20   0   0   0
 9.58   13   10   1   0   0
 6.91   12   25   1   0   0
25.53   18   28   1   0   0
11.05   12   30   0   0   0
25.49   18   25   1   0   1
15.47   16   11   0   0   0
13.46   18   19   0   0   1
15.91   16   23   1   1   1
12.16   12   25   0   0   0
  4.6   16    7   0   0   0
 8.49   16   19   1   0   0
    7   12    4   1   0   0
22.58   16   21   0   0   1
 4.93   12   44   1   0   0
 5.16    6   25   0   0   0
 3.68   12    5   0   1   1
10.76   18    8   1   0   0
 3.68   13    6   0   1   1
20.02   18   16   0   0   0
   17   16    9   1   0   1
 9.58   14   19   1   0   0
 7.18   12   21   1   0   0
 5.53   12   13   1   0   1
  9.3   12   16   0   0   0
  6.7   14    8   1   0   1
 7.07   13    2   1   0   1
 7.28   10   23   1   0   0
 7.11    8   36   0   0   1
 3.68    4   50   0   0   0
 17.7   18   23   1   0   0
 7.87   12   16   0   0   0
36.84   16    7   1   0   0
  7.9   18   26   1   0   0
 4.97   12    1   0   0   0
 9.43   12    3   0   0   0
16.13   12   41   0   0   0
 4.79   14    7   1   0   0
15.93   16    8   0   0   0
 4.83   12   24   1   0   0
 5.53   10    7   0   0   1
10.44   12   27   0   1   1
 9.58   13   12   0   0   0
12.22   16   30   0   0   0
 8.88   12   10   0   0   1
12.75   13   36   0   0   0
 9.45   12   34   1   0   1
 7.74   16    7   1   1   1
18.27   18    1   1   0   0
 3.57   12    0   1   0   0
17.04   16    8   0   0   0
 7.06   14   15   1   0   1
 7.27   16    3   1   0   0
 4.45   10    7   1   0   1
13.33   12   36   1   1   1
 5.34   12   24   1   0   0
 8.49   12    9   0   0   0
 12.4   18   26   1   0   0
 9.21   16   13   1   0   0
 4.79   13   25   1   0   1
  6.7   13    1   0   0   0
 5.89   12    7   0   1   0
28.33   16   18   0   0   0
  8.1   12   13   0   0   0
 5.16   12   18   1   1   1
 3.87   12   35   1   0   1
 9.72   16   14   0   0   0
   28   13   15   0   0   1
 8.29   12   10   0   0   0
 6.45   12   10   1   0   1
11.05   11    6   0   0   0
 4.38    9   18   1   0   1
  8.4   14   19   1   0   1
 5.89   12   16   0   0   0
 4.59   12   22   1   0   0
15.21   18    7   0   0   0
18.17   18   23   0   0   0
12.03   16   14   0   0   0
 5.74   13    1   1   0   1
11.29   16    1   0   0   0
 4.79   16    2   0   0   1
 9.58   18    5   0   0   0
 9.14   14   18   1   0   0
 9.92   16    5   1   0   0
12.34   13   20   0   0   0
 4.72   12    1   1   0   0
 9.01   12   29   1   0   0
14.16   18    7   0   0   0
22.66   18   18   0   0   0
14.73   12   23   0   0   0
  4.6   16   14   1   0   0
13.59   12   38   1   0   0
 7.81   13    9   1   0   1
21.25   16    9   1   0   0
 9.44   13   17   0   0   0
11.12   16   24   0   0   0
 7.32   12   11   1   0   1
 7.83   14   25   1   0   0
12.89   16    2   0   0   0
10.31   12   24   1   0   0
10.31   13    3   1   0   0
 4.77   16   20   1   0   1
 8.36   16   32   1   0   1
 5.65   11   20   1   0   0
 4.79   12   21   1   0   0
 5.89   12   32   1   0   0
26.98   12   45   0   0   0
 9.58   10   37   0   0   0
 3.59    9   29   0   0   1
 3.68   12   40   1   0   0
18.42   13   22   1   0   0
 4.79   12   30   1   0   0
 4.05   12    5   0   0   0
 8.29   12   10   0   0   0
19.83   18   11   0   0   0
14.73   14   14   0   0   1
 8.74   12   26   1   0   0
10.13   16   13   1   0   1
12.75   18   35   1   0   0
 4.79   13   37   1   0   0
10.61   16   30   0   0   0
21.07   13   23   0   0   1
11.05    9   35   1   0   0
 4.95   13   35   1   0   0
 5.16   12   11   0   1   1
  8.1   16   13   0   0   0
 3.68   11    2   1   0   1
 5.89   10   16   1   0   1
 5.16   12   11   0   0   0
  3.2   12   23   0   0   1
 4.91   13   22   1   0   0
15.47   13   35   0   0   0
18.42   14   43   0   0   0
 9.21   12   13   0   0   1
10.87   13   23   0   0   0
 4.42   13   16   1   0   1
 9.58   12    7   0   0   0
 5.67   13    8   0   0   1
 6.54   13    8   0   0   0
 5.53   12    0   0   0   1
18.42   12   23   1   1   1
 5.89   13   11   0   0   1
 7.15   13   10   1   0   0
11.05   14   31   0   0   0
 4.35   12   17   1   1   1
14.16   16    9   0   0   0
16.21   12   29   0   0   0
 3.39   12   32   1   0   1
15.35   12   42   0   0   0
 7.79   12   37   1   0   0
16.13   14   20   0   0   0
23.58   14   15   0   0   0
 6.83   12    7   1   0   1
 6.73   12   46   0   0   0
 9.58   16   39   1   0   0
 4.72   12   21   0   0   1
 9.03   13   29   1   0   1
10.64   12   27   0   0   1
20.46   12   37   0   0   0
10.04   12   13   1   0   0
 4.42   13   22   0   0   0
 4.66   12   28   1   1   1
 7.07   13   20   0   0   0
   12   18   21   1   0   0
11.68   16    3   0   0   0
 7.66   13   41   1   0   1
 3.68    9   35   1   0   0
12.59   16    8   0   0   0
 2.68   12   24   1   0   1
14.73   12   42   1   0   0
 7.65   12   20   0   0   0
14.78   13   24   1   0   0
 3.86   13    3   0   0   0
 5.89   14    3   1   1   1
 4.37    8   13   0   0   0
13.29   16   12   0   0   0
11.79   13   17   0   0   1
 9.58   13   13   0   0   0
12.87   18   25   0   0   1
 7.21   12   14   0   0   1
  8.1    4   36   0   0   1
 7.37   12   12   0   0   0
 7.78   16   14   0   0   1
12.03   16    1   0   0   1
 12.4   18   26   0   0   1
11.59   16    7   0   0   1
 5.93   12   12   1   0   0
12.97   13   10   1   1   0
14.16   12   21   0   0   0
 5.73   12   15   1   0   0
28.33   18   13   1   0   0
 3.53   11   42   1   0   0
 4.91    6   27   0   0   0
25.79   18   23   1   0   1
12.75   13    8   0   0   0
 3.39   13    7   1   0   0
 4.42   12   18   1   0   0
 6.14   10   19   1   0   1
 7.07   13   40   0   0   0
 6.17   13    2   1   0   0
 15.1   13   14   0   0   0
12.52   14   23   0   0   1
 7.07   16   31   1   0   1
 5.53   12   21   0   0   1
14.73   13   12   0   0   0
12.52   16   10   1   0   0
 7.37   16    1   1   0   1
 4.42   10   38   1   0   0
23.61   18   20   0   0   0
 7.83   14   10   0   0   0
 2.03   13    2   1   0   1
26.44   18   34   0   0   0
11.79   14    7   1   0   0
19.86   16   14   0   0   0
19.16   12   22   0   1   0
22.66   16   18   1   0   0
11.05   16    7   1   0   0
 9.21   13   10   1   0   1
23.02   18   18   0   0   0
 7.15   12   29   1   1   0
 4.45   13    2   1   0   0
 4.35   11   32   0   0   0
28.33   18   12   1   0   0
 9.34   18   26   0   0   0
11.05   12   38   0   0   0
 4.78   12   11   0   0   1
23.72   16   10   0   0   0
 5.83   12    7   0   0   0
11.33   12    5   0   0   1
12.25   14   26   1   0   1
 6.45    9   15   0   0   1
 6.19   12   39   1   0   0
11.05   13   18   1   0   0
  6.7   12    4   0   0   1
 7.64   16    8   1   0   1
 4.38   12   31   0   0   0
 17.7   14   30   0   0   1
 5.89   16   21   1   0   0
 9.21   12   29   0   0   1
18.42   18   26   0   0   0
 9.91   12   44   1   0   1
 7.55   16    7   1   0   0
 7.37   16   11   1   1   1
 4.24   12    7   1   0   1
 8.07   13   29   1   0   1
 6.45   12    4   0   0   0
16.36   18   13   1   0   1
 8.84   12   28   1   1   1
 5.16   13    0   1   0   0
 4.04   12    3   1   0   0
13.32   12    5   0   0   0
 4.34   12   11   0   1   0
 7.07   12   40   1   0   0
 3.68    9   23   1   0   0
 4.42    9   28   1   0   1
 4.42   12    6   1   0   0
  4.6   12   17   1   0   1
 5.53   13   21   1   0   0
 6.63    8   30   0   0   1
 12.4   18   24   0   0   1
 5.16    8   16   1   0   1
 9.56   12   32   0   0   0
13.57   18    5   0   0   0
 5.16   11   42   1   0   1
35.42   14   22   0   0   0
15.66    6   52   0   1   0
 11.8   16   22   1   0   1
10.61   18   35   1   0   0
11.33   12   11   1   0   1
 5.38   12   20   0   0   0
 4.53   12   41   1   0   0
10.68   13   16   0   0   0
 4.42    1   27   1   0   0
 3.17   12   22   1   0   1
12.23    6   40   1   0   0
 4.03   13   24   1   1   1
 4.21    8   20   1   0   1
15.86   13   23   1   0   0
 8.91   12   33   0   0   0
14.86   12   33   0   1   0
28.04   16   15   0   0   0
11.05   12   37   1   0   0
 5.16   13    4   0   0   0
11.59   12   27   0   0   0
 4.42   12   19   1   1   1
 13.1   18   10   1   0   1
 5.16   12    5   0   0   0
 5.95   13   23   1   0   1
28.33   18   11   0   0   0
 8.84   12   28   1   0   0
 6.72   11   12   0   0   1
 6.17   12    9   1   0   0
 6.07   13    9   0   0   1
 3.68   10    2   1   0   0
 4.42   12    0   0   1   0
 8.84   16   27   0   1   1
 5.53   13   16   1   0   0
12.52   12   10   0   0   0
14.73   13   20   1   0   0
 12.4   12   31   0   0   0
28.33   18   16   0   0   1
15.58   13   17   0   0   0
 3.81   13   11   1   0   0
12.91   18   26   0   0   0
 4.86   12    3   0   0   0
  4.6   12   16   1   0   1
11.36   13   29   1   1   0
11.86   16    5   0   0   0
31.48   13   34   0   0   0
10.46   12   31   1   0   0
11.05    6   19   0   0   0
12.36   16   22   1   0   0
12.12   16   35   1   0   1
 3.09   13    4   0   0   1
10.31   14   31   1   0   0
13.17   13   18   1   0   0
 7.79   16   11   0   0   1
 7.37   12   32   0   0   0
12.17   16    4   1   0   0
 5.87   13   24   0   0   0
25.26   16   30   0   1   0
  3.5    9    3   0   0   1
 7.86   13    5   1   0   1
 7.51   12   45   1   0   0
10.39   16   28   0   0   0
11.05   16    7   1   0   0
25.42   18   34   0   0   0
 5.16   12   22   1   1   1
11.79   16    2   0   0   1
20.49   18   34   0   0   0
 7.37   12   19   1   0   0
14.86   18   26   0   0   0
 5.16   12   35   1   0   1
 9.21   13   16   0   0   0
 4.58   12    0   1   0   0
 5.25   12   17   1   0   0
15.82   16   32   0   0   0
 4.42   13    1   1   0   0
 7.42   16    8   1   1   1
13.91   12   19   0   0   1
 3.49   11    5   1   0   1
14.51   16   18   1   0   0
14.16   16    4   1   0   0
 7.26   12   28   1   0   0
 4.05   12   13   1   0   0
12.75   13   22   1   0   0
11.32   12   17   0   0   0
 5.64   12    5   1   0   0
14.73   16   41   0   0   0
 8.64   12   15   1   0   0
 8.45   13   23   1   1   0
 11.6   13   36   0   0   0
  4.6   13    6   0   0   0
11.64   14   18   0   0   0
 3.79   12    0   1   0   0
 5.16    4   29   1   0   0
 7.37   12   36   0   0   0
10.62   13    7   0   0   0
   17   16   22   1   0   1
 9.58   16   17   1   0   0
 4.79   12   12   1   0   0
17.68   16   14   1   0   0
 8.49   16    0   1   0   0
11.57   12   22   0   0   0
 7.07   13   25   0   0   0
  4.2   13   30   1   0   0
11.51   13   16   1   0   0
 7.37   12    4   1   0   0
 3.32   12   11   1   0   0
10.56   14   20   1   0   0
10.31   14   12   0   0   1
 5.53   13   36   0   0   0
18.42   18   26   1   0   1
10.81   13   16   0   0   1
14.81   14   23   1   0   0
 4.29   13    1   1   0   1
 7.55   16   12   1   0   0
11.33   13    1   0   0   0
 4.42   13    2   1   1   1
23.61   16   31   0   0   0
 8.84   13    1   1   0   1
 5.89   16    2   0   0   1
12.52   13   19   0   0   0
15.93   16   10   1   0   0
 4.59   12   25   1   1   1
 4.79   12   17   1   1   1
 9.95   13    6   1   0   0
13.13   13   29   1   0   0
 7.17   12   35   1   0   0
 4.81   13    5   1   0   1
 7.55   12   35   1   0   0
14.16   16   12   0   0   0
19.12   18   12   1   0   0
 6.89   12    4   0   0   0
11.97   13   16   1   1   0
13.21   16   24   0   0   0
14.16   14   20   1   0   0
 6.99   12   14   0   0   1
 3.93   12    2   0   0   1
12.64   12   44   0   0   0
 5.08   14   22   1   0   0
17.83   13   25   0   0   0
14.16   12   23   0   0   1
12.52   12   29   0   0   0
 3.68    6   19   0   0   0
 8.49   13    6   1   0   1
12.05    6   30   0   0   0
18.88   18    6   0   0   0
 5.73   18   17   0   0   1
18.42   16    5   0   0   1
 9.21   13   23   0   0   0
 4.63   12   18   1   0   0
12.89   12   26   0   0   0
 4.47   12   16   1   1   1
 4.42   12    1   0   1   1
 6.63   16   31   0   0   0
 9.14   16   16   0   1   1
11.79   16   27   0   1   1
 7.68   16    9   0   0   0
 3.68   12   25   0   1   0
 6.72   11   34   0   1   1
 9.39   12    9   0   0   0
  4.6   12   12   1   0   0
 7.73   12   22   0   0   0
 3.76   13   18   1   0   0
10.88   13   18   0   0   0
24.79   12   17   0   1   1
17.85   16    9   0   0   0
 5.53   12   37   1   0   0
10.42   16   19   0   0   0
 4.79   13    2   0   0   0
  4.6   16   26   1   0   0
 9.21    9   33   0   0   0
 3.47   13   28   1   0   0
 6.87   13   36   1   0   1
 6.79   13   36   0   0   0
 13.1   16    5   0   0   1
 9.06   14   21   0   0   0
 8.29   12   25   1   0   1
 9.95   12   26   0   0   0
 8.29   12   23   0   0   1
27.26   16    3   1   0   1
 6.68   13   15   1   0   0
 5.89   12   13   1   0   0
 4.84   13    8   0   0   1
12.23   12   36   1   0   0
 7.37   12   11   0   0   0
  8.1   13   40   0   0   0
13.68   12   12   0   0   1
 4.42   13    2   0   0   0
17.68   13   12   0   1   0
25.76   16   26   0   0   0
 6.81   12   20   0   0   1
 6.14   12    8   1   1   0
 5.66   13   37   1   0   0
11.79   18    5   1   0   0
10.31   12   14   0   1   1
 5.53   13    9   0   0   0
 5.53   12   10   1   0   1
10.18   12   20   0   0   0
18.88   16   18   0   0   1
 4.42   12    1   1   0   0
 3.34   18   15   0   0   0
  3.5   12    2   1   0   0
 4.91   12   20   1   0   1
16.28   18   26   1   1   1
21.25   12   27   0   0   0
17.54   16   18   0   0   0
22.14   16   22   0   0   0
22.03   12   20   0   0   0
 4.79   12    2   1   0   1
 4.72   14   15   1   0   0
 4.52   12    3   1   0   1
10.61   12   26   0   0   0
18.12   14   12   1   0   0
 8.37   12   27   0   0   0
 5.16   13   16   1   0   1
 9.56   12   18   1   0   0
 6.63   12   34   1   0   1
13.45   16   20   1   0   0
 3.68   11    9   1   0   0
 8.55   18   21   1   0   1
 12.4   18   12   0   1   1
11.05   12   28   0   0   1
 8.81   12   26   0   0   1
  6.3   13    5   0   0   0
  5.3    9   43   1   0   0
 17.7   12   24   0   0   1
 4.42   12   13   1   0   0
 5.89   12   21   0   0   1
 7.74   10   12   1   0   0
  4.6   16   10   1   0   1
 7.79   16   13   1   1   1
 4.03   10   45   1   1   1
 5.75   12   18   1   0   1
23.72   16   32   0   0   0
 22.1   16   21   1   0   0
11.86   12   20   1   0   0
 4.79   10   35   0   0   0
14.18   12   15   1   0   0
12.96   12   27   1   0   0
 5.99   11   31   0   1   0
15.93   16   10   0   0   0
DOLLARS   SQFT     YEARS
 PRICE    SIZE     AGE
 321994     2991         31
 197240     2480          0
 183531     2274         13
 259895     2989          4
 213440     2725          2
 239669     2133         17
 255760     2305          4
 258932     2573          3
 302834     2702          1
 173874     2197         32
 168130     2110          6
 208542     2417         13
 261838     2190          4
 199119     2156          6
 220919     2550         13
 189639     2082         14
 189663     2396         21
 184914     2214         11
 309565     2912          4
 208780     2351          2
 211090     2523         11
 268778     2968          7
 309567     2631          0
 261254     2910          2
 292000     2650         10
 210200     2306         18
 268865     2445          5
 279292     2757         15
 213470     2569          4
 211690     2177          7
 215748     2113         33
 296336     2947          5
 294925     2425          4
 134316     2047         17
 220285     2678          2
 196602     2573          6
 255304     2132          3
 276198     2580          0
 234693     2826          0
 192512     2289         45
 339688     2987          8
 219493     2213         13
 259661     2398          0
 255892     2127          2
 325319     2972         42
 235324     2696         11
 196108     2370          1
 141620     2003         20
 326312     2814         31
 334657     2978          5
247883   2035   10
273708   2840    4
285063   2538   21
196655   2045    1
252678   2199   20
227714   2131   14
211934   2010    0
326772   2954   10
253671   2283    3
262649   2430    3
275734   2390   18
231299   2230   15
307056   2697    4
157092   2031   30
297377   2857   14
255153   2900    0
278195   2431   13
197923   2215   12
165304   2163    2
261533   2278    4
182306   2074   13
241434   2089   11
250093   2303    2
259221   2908    3
168758   2114   10
234117   2664   20
250205   2084    2
201623   2169    1
239180   2727    2
197404   2355    2
222883   2592   38
170703   2425   11
267148   2314   17
265322   2103    4
325941   2950   12
228697   2806    9
241336   2899    7
275191   2543   10
257927   2458   12
182501   2293    4
245740   2821    1
256464   2156    0
282328   2399    3
255206   2898   18
272072   2627   10
199319   2138    1
142378   2200    5
220179   2556    5
226797   2588    9
322163   2908    5
244535   2211    3
256448   2396   25
335285   2848    0
206606   2560    6
207095   2201    7
239828   2954   17
291379   2706    1
265116   2445    1
309034   2855    0
236246   2624    8
209213   2493   39
305568   2983    7
192231   2268    7
198391   2151    2
307458   2969    1
214982   2250    6
198009   2308    6
267009   2358    2
219741   2533   29
203558   2491   14
175737   2027   21
258242   2639   13
218846   2773    1
204344   2098    4
243167   2916    9
286525   2775    9
208266   2628   13
313864   2907   43
253336   2344    5
280204   2461    8
315034   2842    2
261443   2570    0
202091   2462    3
314476   2792    0
311766   2855   15
286211   2677    1
309471   2725    2
250022   2382    3
251025   2067    6
292182   2650    2
272666   2608   14
285525   2705   19
302619   2729    1
323827   2884    5
247663   2990    3
258155   2243   17
267043   2323   12
203888   2148    1
212751   2720   29
242958   2652    2
222315   2404    4
190738   2518   16
288376   2737    6
242386   2094   28
273307   2418   29
199615   2591   37
252741   2780   16
297943   2674    1
218886   2632    1
220502   2150    3
337338   2981   15
238405   2526    8
243410   2937   21
250631   2798    0
224746   2713    1
272134   2991    9
311060   2830    0
233102   2723    7
273303   2605    6
208431   2396    4
240196   2475    0
288056   2971   16
238141   2106    6
248924   2347   13
253392   2053    1
217031   2064    7
267685   2489   26
340708   2785   12
193631   2388   18
317031   2504   15
218771   2363    2
304359   2862    3
193688   2376   17
236398   2744    1
226995   2276   26
237510   2618    3
234779   2562    7
273737   2309   11
294513   2488   19
334294   2840    5
261532   2758   10
227416   2771    8
295336   2741    1
274829   2991    0
218802   2863   37
249342   2896    7
200369   2330    4
191366   2377    5
224595   2733   17
267986   2618    2
212274   2584   11
227178   2570    2
215275   2750   19
215850   2550    8
199659   2661    2
237340   2316    4
218159   2622    2
303597   2909   11
283058   2458    3
202603   2476    1
217304   2657    2
207114   2016    3
293624   2477    0
193909   2205   15
274673   2843   10
205013   2451   33
222738   2102   11
273996   2423   13
244501   2043   13
335751   2770    0
251125   2775    4
188329   2181    5
254926   2349    7
291009   2798    3
210361   2696   30
269468   2298    5
292002   2555    2
238966   2659    1
178393   2222    0
275814   2355    8
251715   2389    4
218981   2041   29
276964   2426    1
276020   2608    4
315908   2766   10
264539   2902    9
269971   2276    4
221801   2645    0
292076   2848    5
248497   2686    0
325935   2835    4
252226   2853    1
164164   2097    3
224451   2234    5
241603   2939   21
253671   2259   12
190959   2555   20
191576   2017    0
244635   2573    0
271434   2630   16
205504   2481    2
283802   2293    0
280620   2409    1
255474   2203    5
276977   2804    5
210739   2825   11
207261   2470   12
249063   2462    8
217144   2271   10
326562   2861    4
232088   2660    5
270913   2576    6
204379   2090   11
251004   2391    1
240553   2894   11
279215   2442    6
230332   2005    3
263736   2718    9
254205   2241   35
254580   2953    1
296203   2714    2
216116   2314   12
294520   2639   13
271311   2786    1
178336   2112    2
296707   2657    6
223440   2640    5
230159   2004    2
253541   2239    0
271082   2986   13
203122   2343    7
232894   2761    5
206227   2138    3
257195   2284    4
299106   2589    8
184546   2126   27
208543   2039    7
276680   2309    8
222599   2074   20
224763   2654    5
212381   2461    2
203693   2090    0
244648   2256    2
306113   2897    2
233889   2419   39
310538   2903    5
210163   2562   26
310849   2827   19
257290   2908   11
235988   2184    2
196422   2193    0
325844   2577    2
254989   2661    7
182041   2096    3
205722   2098    3
239256   2301   45
272985   2346    2
176126   2199   13
315383   2507   10
237933   2056    0
263909   2221   14
199207   2361   21
236474   2233    0
325964   2862    7
264443   2775    4
334489   2993    1
289183   2375    3
220987   2093    2
252642   2112    2
182285   2099   13
280991   2580    3
243151   2106    8
242796   2851    7
221061   2373    6
328443   2994   30
237703   2692   17
317373   2930    9
160305   2008    8
179296   2028    3
291471   2919   29
266970   2599   10
214847   2529   23
189935   2107   20
224161   2495   10
236827   2712   20
211492   2542   22
261675   2424   15
321003   2958    7
218923   2052    9
209033   2571   16
221387   2577    1
266424   2388    1
230834   2071   42
297037   2623    3
311411   2918    3
295517   2657   12
284074   2565   35
262924   2697    2
206163   2340    6
329202   2797   20
203490   2259   25
232924   2709    7
260970   2293    0
171885   2006    1
254058   2803    3
207358   2674    0
232198   2881    1
218969   2367    4
245003   2114    1
230412   2343    1
201008   2530   29
249030   2793    5
184506   2564   24
324482   2668   10
319010   2862   28
183526   2017    6
309854   2845    7
285183   2632   23
298950   2918    0
203176   2076    7
285171   2754    0
299286   2676    9
248939   2948    7
256719   2481    1
248843   2640   13
196662   2340   40
216448   2952   11
318512   2897    5
235313   2227   10
252483   2737    2
238329   2131   28
289689   2596    3
267377   2567   34
257470   2420    6
274404   2568   21
252612   2382    1
225504   2874   13
195428   2307    0
225098   2733   17
193529   2318    7
332632   2945    0
234687   2068    8
337441   2913    0
200453   2208    3
166800   2007    9
216444   2631    4
199747   2040   23
196890   2003   16
237859   2017    1
214948   2658   15
224544   2446    4
193527   2420    9
268209   2890    8
261775   2888   14
326180   2914    0
156317   2050   17
278362   2474    2
242675   2321    4
287123   2639    7
290939   2645   34
229896   2576    3
291329   2624    0
276565   2403    4
266615   2367   49
224610   2551    6
297984   2657    1
228595   2776    2
237907   2006    8
258411   2925    1
312033   2882    4
239036   2238    8
255986   2162   13
287450   2873   18
275240   2488    1
212204   2821    5
229252   2746   19
181041   2095   13
266880   2587    7
213106   2281    9
321938   2937   18
220761   2559    9
180468   2107    7
158754   2390   35
301037   2987    6
205255   2099    0
305098   2673   12
240858   2596    7
220803   2672    5
213714   2536    3
231508   2865    6
291618   2807   33
204246   2701    2
185328   2003    5
218892   2446    1
258442   2974   28
315645   2823   13
273661   2433    8
253611   2738   10
272272   2577   33
195507   2163    4
281685   2689   16
225391   2786    7
206656   2342   23
261450   2162    6
269752   2297   11
249852   2333    1
340719   2881    0
268941   2409    7
292926   2600   17
241352   2788   18
208124   2509    4
183698   2112   44
163156   2023   60
241642   2225    1
233794   2411   18
169271   2155    5
175011   2064    6
276049   2977    6
240265   2653    4
271464   2450    5
248899   2837   15
270078   2423   18
191570   2008   15
316945   2939   18
315949   2807    9
266486   2330    2
163901   2240   12
258558   2737    0
282710   2756   22
185876   2287    5
261549   2092   13
281746   2438    5
304316   2837   16
211983   2442    2
223723   2437   17
245806   2780    6
285036   2493    1
175698   2288    3
325827   2974    6
285500   2728    1
224904   2051   31
251093   2781   23
228273   2417    3
168373   2242   23
313758   2921    6
209668   2595    0
291562   2837    0
287427   2689    9
259659   2699    8
235738   2857    7
178039   2023    3
291352   2663    5
217298   2649    0
257435   2985   18
245132   2982   14
175365   2035    8
318162   2929    1
205887   2293   23
278232   2755    2
303880   2916    7
197340   2225    1
264473   2128   12
242705   2973    5
314760   2972    7
184303   2544    2
260740   2331   25
285943   2530    1
245108   2125    3
202905   2537    1
305640   2847    0
224180   2760    6
228585   2369    3
190134   2246   15
286474   2530    6
335253   2950   10
266766   2455    5
291309   2350    3
288546   2681    5
235637   2861    7
286571   2579    5
226629   2552    1
226548   2039    0
171927   2220    6
163764   2060    2
287847   2664   14
185057   2191    2
255993   2295    0
292243   2630   22
264655   2433   14
231082   2518   15
214153   2613    4
226375   2701   25
192815   2240   13
218419   2096    5
213498   2518    3
277149   2731    3
270900   2161   34
209825   2523    3
262302   2550    3
249407   2938    2
245529   2202   10
210638   2425    1
194652   2201    0
179265   2284   11
222851   2214    7
234699   2333    2
303941   2715    1
238523   2043    9
271955   2478    3
259221   2113    3
209807   2411    7
240229   2070   19
223249   2705    4
332222   2964    5
301851   2911   18
268781   2619   10
272113   2514   13
294694   2713    3
246009   2275    8
297231   2600    5
266632   2424   14
226419   2768    7
242803   2823    0
192589   2286    8
291595   2930   25
158163   2100   14
310987   2898    7
303180   2774   15
181183   2059   18
259144   2799   24
298393   2897    4
244637   2196    1
291248   2749   10
260660   2541    5
268618   2353    5
254613   2160    4
195303   2061   14
198145   2270    6
212827   2375   20
253066   2608    1
314650   2928   24
246600   2179   10
299161   2587    1
246534   2983   34
319381   2818    9
260740   2210   19
252680   2229   18
283451   2603   11
231538   2784    4
255268   2894   19

								
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