An example with real data

(1) import a subset of data that comes from Callaway and Sant’Anna (2020)

data(mpdta)

This is a dataset that contains county-level teen employment rates from 2003-2007.

Y= lemp

mpdta
##       year countyreal       lpop      lemp first.treat treat
## 866   2003       8001 5.89676093  8.461469        2007     1
## 841   2004       8001 5.89676093  8.336870        2007     1
## 842   2005       8001 5.89676093  8.340217        2007     1
## 819   2006       8001 5.89676093  8.378161        2007     1
## 827   2007       8001 5.89676093  8.487352        2007     1
## 937   2003       8019 2.23237720  4.997212        2007     1
## 938   2004       8019 2.23237720  5.081404        2007     1
## 939   2005       8019 2.23237720  4.787492        2007     1
## 940   2006       8019 2.23237720  4.990433        2007     1
## 941   2007       8019 2.23237720  5.036953        2007     1
## 951   2003       8023 1.29828248  2.197225        2007     1
## 952   2004       8023 1.29828248  2.302585        2007     1
## 953   2005       8023 1.29828248  2.772589        2007     1
## 954   2006       8023 1.29828248  1.945910        2007     1
## 955   2007       8023 1.29828248  2.995732        2007     1
## 1176  2003       8029 3.32625829  5.883322        2007     1
## 1177  2004       8029 3.32625829  5.789960        2007     1
## 1178  2005       8029 3.32625829  5.857933        2007     1
## 1179  2006       8029 3.32625829  5.998937        2007     1
## 1167  2007       8029 3.32625829  6.104793        2007     1
## 1097  2003       8041 6.24790553  8.968651        2007     1
## 976   2004       8041 6.24790553  8.915701        2007     1
## 977   2005       8041 6.24790553  8.900958        2007     1
## 978   2006       8041 6.24790553  8.902728        2007     1
## 979   2007       8041 6.24790553  8.881003        2007     1
## 1170  2003       8063 2.08081560  4.941642        2007     1
## 1171  2004       8063 2.08081560  4.867534        2007     1
## 1172  2005       8063 2.08081560  4.663439        2007     1
## 1228  2006       8063 2.08081560  4.812184        2007     1
## 1229  2007       8063 2.08081560  4.919981        2007     1
## 1212  2003       8075 3.02061999  5.697093        2007     1
## 1213  2004       8075 3.02061999  5.631212        2007     1
## 1214  2005       8075 3.02061999  5.720312        2007     1
## 1202  2006       8075 3.02061999  5.796058        2007     1
## 1203  2007       8075 3.02061999  5.560682        2007     1
## 1066  2003       8103 1.78942341  4.454347        2007     1
## 1067  2004       8103 1.78942341  4.584967        2007     1
## 1068  2005       8103 1.78942341  4.753590        2007     1
## 1069  2006       8103 1.78942341  4.905275        2007     1
## 1070  2007       8103 1.78942341  4.718499        2007     1
## 909   2003       8117 3.15904089  6.378426        2007     1
## 910   2004       8117 3.15904089  6.274762        2007     1
## 911   2005       8117 3.15904089  6.284134        2007     1
## 912   2006       8117 3.15904089  6.381816        2007     1
## 913   2007       8117 3.15904089  6.431331        2007     1
## 883   2003       8123 5.19814338  7.755339        2007     1
## 884   2004       8123 5.19814338  7.687997        2007     1
## 885   2005       8123 5.19814338  7.754053        2007     1
## 886   2006       8123 5.19814338  7.789455        2007     1
## 887   2007       8123 5.19814338  7.803027        2007     1
## 1609  2003      12007 3.26147544  5.501258        2006     1
## 1610  2004      12007 3.26147544  5.594711        2006     1
## 1611  2005      12007 3.26147544  5.247024        2006     1
## 1612  2006      12007 3.26147544  5.433722        2006     1
## 1573  2007      12007 3.26147544  5.442418        2006     1
## 1530  2003      12019 4.94743987  7.772753        2006     1
## 1531  2004      12019 4.94743987  7.811163        2006     1
## 1532  2005      12019 4.94743987  7.801391        2006     1
## 1614  2006      12019 4.94743987  7.863267        2006     1
## 1655  2007      12019 4.94743987  7.870166        2006     1
## 1680  2003      12023 4.03447070  6.991177        2006     1
## 1690  2004      12023 4.03447070  6.538140        2006     1
## 1691  2005      12023 4.03447070  6.590301        2006     1
## 1696  2006      12023 4.03447070  6.551080        2006     1
## 1697  2007      12023 4.03447070  6.717805        2006     1
## 1695  2003      12029 2.62662320  3.850148        2006     1
## 1698  2004      12029 2.62662320  4.077537        2006     1
## 1699  2005      12029 2.62662320  4.356709        2006     1
## 1681  2006      12029 2.62662320  4.317488        2006     1
## 1682  2007      12029 2.62662320  4.330733        2006     1
## 1389  2003      12051 3.58933532  6.426488        2006     1
## 1390  2004      12051 3.58933532  6.423247        2006     1
## 1391  2005      12051 3.58933532  6.373320        2006     1
## 1392  2006      12051 3.58933532  6.411818        2006     1
## 1393  2007      12051 3.58933532  6.373320        2006     1
## 1335  2003      12071 6.08879087  8.758727        2006     1
## 1336  2004      12071 6.08879087  8.798455        2006     1
## 1337  2005      12071 6.08879087  8.991189        2006     1
## 1338  2006      12071 6.08879087  9.151651        2006     1
## 1339  2007      12071 6.08879087  9.068431        2006     1
## 1310  2003      12087 4.37687589  6.723832        2006     1
## 1311  2004      12087 4.37687589  6.792344        2006     1
## 1312  2005      12087 4.37687589  6.758095        2006     1
## 1313  2006      12087 4.37687589  6.746412        2006     1
## 1314  2007      12087 4.37687589  6.747587        2006     1
## 1414  2003      12093 3.58101581  5.723585        2006     1
## 1537  2004      12093 3.58101581  6.011267        2006     1
## 1538  2005      12093 3.58101581  6.102559        2006     1
## 1539  2006      12093 3.58101581  6.091310        2006     1
## 1540  2007      12093 3.58101581  6.144186        2006     1
## 1550  2003      12097 5.15035666  7.590852        2006     1
## 1551  2004      12097 5.15035666  7.593878        2006     1
## 1552  2005      12097 5.15035666  7.765569        2006     1
## 1553  2006      12097 5.15035666  7.873217        2006     1
## 1554  2007      12097 5.15035666  7.847372        2006     1
## 1557  2003      12099 7.03102015  9.768641        2006     1
## 1558  2004      12099 7.03102015  9.629182        2006     1
## 1559  2005      12099 7.03102015  9.722026        2006     1
## 1560  2006      12099 7.03102015  9.816240        2006     1
## 1561  2007      12099 7.03102015  9.893639        2006     1
## 1471  2003      12109 4.81328131  7.550661        2006     1
## 1472  2004      12109 4.81328131  7.627057        2006     1
## 1473  2005      12109 4.81328131  7.711997        2006     1
## 1474  2006      12109 4.81328131  7.862882        2006     1
## 1475  2007      12109 4.81328131  7.881182        2006     1
## 1485  2003      12113 4.76850428  7.090910        2006     1
## 1486  2004      12113 4.76850428  7.163947        2006     1
## 1487  2005      12113 4.76850428  7.360740        2006     1
## 1488  2006      12113 4.76850428  7.403061        2006     1
## 1489  2007      12113 4.76850428  7.333676        2006     1
## 1513  2003      12121 3.55088096  5.673323        2006     1
## 1514  2004      12121 3.55088096  5.697093        2006     1
## 1515  2005      12121 3.55088096  5.700444        2006     1
## 1516  2006      12121 3.55088096  5.777652        2006     1
## 1517  2007      12121 3.55088096  5.783825        2006     1
## 2203  2003      13011 2.66875482  5.273000           0     0
## 2204  2004      13011 2.66875482  5.313206           0     0
## 2205  2005      13011 2.66875482  5.493061           0     0
## 2206  2006      13011 2.66875482  5.598422           0     0
## 2207  2007      13011 2.66875482  5.572154           0     0
## 2210  2003      13013 3.83176694  6.188264           0     0
## 2211  2004      13013 3.83176694  6.182085           0     0
## 2212  2005      13013 3.83176694  6.255750           0     0
## 2213  2006      13013 3.83176694  6.437752           0     0
## 2214  2007      13013 3.83176694  6.401917           0     0
## 2231  2003      13019 2.78716941  5.564520           0     0
## 2232  2004      13019 2.78716941  5.556828           0     0
## 2233  2005      13019 2.78716941  5.655992           0     0
## 2234  2006      13019 2.78716941  5.627621           0     0
## 2235  2007      13019 2.78716941  4.997212           0     0
## 2238  2003      13021 5.03621857  7.738924           0     0
## 2239  2004      13021 5.03621857  7.727976           0     0
## 2240  2005      13021 5.03621857  7.731492           0     0
## 2241  2006      13021 5.03621857  7.709757           0     0
## 2242  2007      13021 5.03621857  7.607381           0     0
## 1807  2003      13037 1.84371921  2.772589           0     0
## 1808  2004      13037 1.84371921  3.044522           0     0
## 1713  2005      13037 1.84371921  2.708050           0     0
## 1714  2006      13037 1.84371921  3.178054           0     0
## 1715  2007      13037 1.84371921  3.465736           0     0
## 1718  2003      13039 3.77652396  6.224558           0     0
## 1719  2004      13039 3.77652396  6.291569           0     0
## 1701  2005      13039 3.77652396  6.356108           0     0
## 1706  2006      13039 3.77652396  6.342121           0     0
## 1722  2007      13039 3.77652396  6.293419           0     0
## 1760  2003      13049 2.33039479  4.624973           0     0
## 1761  2004      13049 2.33039479  4.465908           0     0
## 1762  2005      13049 2.33039479  4.663439           0     0
## 1723  2006      13049 2.33039479  4.700480           0     0
## 1724  2007      13049 2.33039479  4.753590           0     0
## 1788  2003      13057 4.95514373  7.422374           0     0
## 1789  2004      13057 4.95514373  7.499977           0     0
## 1790  2005      13057 4.95514373  7.626083           0     0
## 1791  2006      13057 4.95514373  7.713785           0     0
## 1792  2007      13057 4.95514373  7.803435           0     0
## 2062  2003      13077 4.49104919  7.113142           0     0
## 2063  2004      13077 4.49104919  7.078342           0     0
## 2064  2005      13077 4.49104919  7.104144           0     0
## 2065  2006      13077 4.49104919  7.161622           0     0
## 2066  2007      13077 4.49104919  7.263330           0     0
## 2069  2003      13079 2.52532856  4.025352           0     0
## 2070  2004      13079 2.52532856  3.663562           0     0
## 2071  2005      13079 2.52532856  3.433987           0     0
## 2072  2006      13079 2.52532856  3.401197           0     0
## 2073  2007      13079 2.52532856  3.135494           0     0
## 2361  2003      13093 2.44451859  3.761200           0     0
## 2362  2004      13093 2.44451859  3.737670           0     0
## 2363  2005      13093 2.44451859  3.637586           0     0
## 2364  2006      13093 2.44451859  4.094345           0     0
## 2365  2007      13093 2.44451859  4.343805           0     0
## 2375  2003      13097 4.52367810  7.427144           0     0
## 2376  2004      13097 4.52367810  7.467942           0     0
## 2377  2005      13097 4.52367810  7.575072           0     0
## 2378  2006      13097 4.52367810  7.715124           0     0
## 2379  2007      13097 4.52367810  7.827640           0     0
## 2174  2003      13109 2.35089895  5.198497           0     0
## 2175  2004      13109 2.35089895  5.159055           0     0
## 2176  2005      13109 2.35089895  5.214936           0     0
## 2177  2006      13109 2.35089895  5.135798           0     0
## 2178  2007      13109 2.35089895  5.209486           0     0
## 2188  2003      13113 4.51374545  7.425358           0     0
## 2189  2004      13113 4.51374545  7.443664           0     0
## 2190  2005      13113 4.51374545  7.451822           0     0
## 2191  2006      13113 4.51374545  7.517521           0     0
## 2192  2007      13113 4.51374545  7.637234           0     0
## 1838  2003      13117 4.58911194  7.331060           0     0
## 1960  2004      13117 4.58911194  7.388946           0     0
## 1961  2005      13117 4.58911194  7.527794           0     0
## 1962  2006      13117 4.58911194  7.647309           0     0
## 1963  2007      13117 4.58911194  7.638198           0     0
## 2000  2003      13129 3.78655048  6.445720           0     0
## 2001  2004      13129 3.78655048  6.376727           0     0
## 2002  2005      13129 3.78655048  6.361302           0     0
## 2003  2006      13129 3.78655048  6.354370           0     0
## 2004  2007      13129 3.78655048  6.398595           0     0
## 2021  2003      13135 6.37748856  9.194821           0     0
## 2022  2004      13135 6.37748856  9.145909           0     0
## 2023  2005      13135 6.37748856  9.194821           0     0
## 2024  2006      13135 6.37748856  9.295049           0     0
## 2025  2007      13135 6.37748856  9.295692           0     0
## 1820  2003      13147 3.13536377  5.583496           0     0
## 1821  2004      13147 3.13536377  5.442418           0     0
## 1822  2005      13147 3.13536377  5.583496           0     0
## 1823  2006      13147 3.13536377  5.513429           0     0
## 1824  2007      13147 3.13536377  5.572154           0     0
## 1848  2003      13155 2.29566118  4.060443           0     0
## 1849  2004      13155 2.29566118  3.828641           0     0
## 1850  2005      13155 2.29566118  4.127134           0     0
## 1851  2006      13155 2.29566118  3.828641           0     0
## 1852  2007      13155 2.29566118  3.871201           0     0
## 1869  2003      13161 2.54034136  5.010635           0     0
## 1870  2004      13161 2.54034136  4.912655           0     0
## 1871  2005      13161 2.54034136  5.075174           0     0
## 1872  2006      13161 2.54034136  5.198497           0     0
## 1873  2007      13161 2.54034136  5.236442           0     0
## 2299  2003      13179 4.12082420  6.023448           0     0
## 2300  2004      13179 4.12082420  5.916202           0     0
## 2301  2005      13179 4.12082420  6.175867           0     0
## 2302  2006      13179 4.12082420  6.135565           0     0
## 2303  2007      13179 4.12082420  6.150603           0     0
## 2721  2003      13195 3.24765763  4.753590           0     0
## 2722  2004      13195 3.24765763  4.779123           0     0
## 2723  2005      13195 3.24765763  4.663439           0     0
## 2724  2006      13195 3.24765763  4.875197           0     0
## 2725  2007      13195 3.24765763  5.003946           0     0
## 2728  2003      13197 1.96627284  3.737670           0     0
## 2689  2004      13197 1.96627284  3.637586           0     0
## 2730  2005      13197 1.96627284  3.526361           0     0
## 2731  2006      13197 1.96627284  3.891820           0     0
## 2732  2007      13197 1.96627284  3.951244           0     0
## 2791  2003      13209 2.11263451  3.828641           0     0
## 2792  2004      13209 2.11263451  3.401197           0     0
## 2805  2005      13209 2.11263451  3.555348           0     0
## 2806  2006      13209 2.11263451  3.663562           0     0
## 2795  2007      13209 2.11263451  3.583519           0     0
## 2798  2003      13211 2.73806198  5.192957           0     0
## 2799  2004      13211 2.73806198  5.187386           0     0
## 2807  2005      13211 2.73806198  5.283204           0     0
## 2801  2006      13211 2.73806198  5.605802           0     0
## 2802  2007      13211 2.73806198  5.594711           0     0
## 2804  2003      13213 3.59747663  5.710427           0     0
## 2779  2004      13213 3.59747663  5.683580           0     0
## 2780  2005      13213 3.59747663  5.384495           0     0
## 2781  2006      13213 3.59747663  5.720312           0     0
## 2741  2007      13213 3.59747663  5.652489           0     0
## 2425  2003      13217 4.12715051  6.452049           0     0
## 2426  2004      13217 4.12715051  6.496775           0     0
## 2427  2005      13217 4.12715051  6.516193           0     0
## 2428  2006      13217 4.12715051  6.628041           0     0
## 2429  2007      13217 4.12715051  6.625392           0     0
## 2446  2003      13223 4.40278469  6.385194           0     0
## 2447  2004      13223 4.40278469  6.484635           0     0
## 2448  2005      13223 4.40278469  6.712956           0     0
## 2449  2006      13223 4.40278469  6.806829           0     0
## 2450  2007      13223 4.40278469  6.984716           0     0
## 2460  2003      13227 3.13475481  5.323010           0     0
## 2461  2004      13227 3.13475481  5.438079           0     0
## 2462  2005      13227 3.13475481  5.375278           0     0
## 2463  2006      13227 3.13475481  5.407172           0     0
## 2464  2007      13227 3.13475481  5.451038           0     0
## 2481  2003      13233 3.64092269  5.966147           0     0
## 2482  2004      13233 3.64092269  5.926926           0     0
## 2483  2005      13233 3.64092269  5.948035           0     0
## 2484  2006      13233 3.64092269  5.908083           0     0
## 2485  2007      13233 3.64092269  5.910797           0     0
## 2495  2003      13237 2.93449496  5.003946           0     0
## 2496  2004      13237 2.93449496  5.036953           0     0
## 2254  2005      13237 2.93449496  5.087596           0     0
## 2255  2006      13237 2.93449496  5.525453           0     0
## 2256  2007      13237 2.93449496  5.424950           0     0
## 2264  2003      13241 2.71137799  5.451038           0     0
## 2265  2004      13241 2.71137799  5.262690           0     0
## 2266  2005      13241 2.71137799  5.424950           0     0
## 2267  2006      13241 2.71137799  5.370638           0     0
## 2268  2007      13241 2.71137799  5.407172           0     0
## 2096  2003      13263 1.87149444  2.397895           0     0
## 2097  2004      13263 1.87149444  2.772589           0     0
## 2098  2005      13263 1.87149444  1.945910           0     0
## 2099  2006      13263 1.87149444  1.791759           0     0
## 2100  2007      13263 1.87149444  2.302585           0     0
## 2122  2003      13271 2.46759093  4.682131           0     0
## 2123  2004      13271 2.46759093  4.867534           0     0
## 2124  2005      13271 2.46759093  5.164786           0     0
## 2125  2006      13271 2.46759093  5.283204           0     0
## 2126  2007      13271 2.46759093  5.192957           0     0
## 2129  2003      13273 2.39516427  3.988984           0     0
## 2130  2004      13273 2.39516427  4.094345           0     0
## 2131  2005      13273 2.39516427  4.174387           0     0
## 2132  2006      13273 2.39516427  4.189655           0     0
## 2133  2007      13273 2.39516427  4.094345           0     0
## 2579  2003      13297 4.10572951  6.532334           0     0
## 2580  2004      13297 4.10572951  6.408529           0     0
## 2581  2005      13297 4.10572951  6.354370           0     0
## 2582  2006      13297 4.10572951  6.526495           0     0
## 2583  2007      13297 4.10572951  6.629363           0     0
## 2600  2003      13303 3.05286846  5.117994           0     0
## 2601  2004      13303 3.05286846  4.990433           0     0
## 2602  2005      13303 3.05286846  4.969813           0     0
## 2603  2006      13303 3.05286846  4.934474           0     0
## 2604  2007      13303 3.05286846  5.043425           0     0
## 2756  2003      13313 4.42514599  7.151485           0     0
## 2757  2004      13313 4.42514599  7.155396           0     0
## 2758  2005      13313 4.42514599  7.200425           0     0
## 2759  2006      13313 4.42514599  7.275865           0     0
## 2760  2007      13313 4.42514599  7.188413           0     0
## 2770  2003      13317 2.36902805  4.927254           0     0
## 2771  2004      13317 2.36902805  4.744932           0     0
## 2772  2005      13317 2.36902805  4.644391           0     0
## 2773  2006      13317 2.36902805  4.595120           0     0
## 2774  2007      13317 2.36902805  4.543295           0     0
## 2663  2003      13321 3.08954133  4.962845           0     0
## 2664  2004      13321 3.08954133  4.976734           0     0
## 2665  2005      13321 3.08954133  5.087596           0     0
## 2666  2006      13321 3.08954133  5.153292           0     0
## 2667  2007      13321 3.08954133  4.890349           0     0
## 2940  2003      16003 1.24588221  3.258097           0     0
## 2941  2004      16003 1.24588221  3.610918           0     0
## 2942  2005      16003 1.24588221  3.988984           0     0
## 2943  2006      16003 1.24588221  3.988984           0     0
## 2944  2007      16003 1.24588221  3.891820           0     0
## 2982  2003      16015 1.89761986  3.891820           0     0
## 2900  2004      16015 1.89761986  3.912023           0     0
## 2901  2005      16015 1.89761986  4.174387           0     0
## 2862  2006      16015 1.89761986  4.025352           0     0
## 2863  2007      16015 1.89761986  4.143135           0     0
## 2866  2003      16017 3.60644848  6.297109           0     0
## 2867  2004      16017 3.60644848  6.298949           0     0
## 2868  2005      16017 3.60644848  6.428105           0     0
## 2869  2006      16017 3.60644848  6.429719           0     0
## 2870  2007      16017 3.60644848  6.405228           0     0
## 3001  2003      16021 2.28960117  4.897840           0     0
## 3002  2004      16021 2.28960117  4.836282           0     0
## 3003  2005      16021 2.28960117  4.962845           0     0
## 3004  2006      16021 2.28960117  4.997212           0     0
## 3005  2007      16021 2.28960117  4.820282           0     0
## 2907  2003      16029 1.98842214  4.941642           0     0
## 2908  2004      16029 1.98842214  4.795791           0     0
## 2814  2005      16029 1.98842214  4.983607           0     0
## 2815  2006      16029 1.98842214  4.787492           0     0
## 2816  2007      16029 1.98842214  5.036953           0     0
## 2828  2003      16041 2.42736581  5.638355           0     0
## 2829  2004      16041 2.42736581  5.537334           0     0
## 2830  2005      16041 2.42736581  5.627621           0     0
## 2831  2006      16041 2.42736581  5.693732           0     0
## 2832  2007      16041 2.42736581  5.749393           0     0
## 2882  2003      16045 2.72004465  5.017280           0     0
## 2883  2004      16045 2.72004465  4.927254           0     0
## 2884  2005      16045 2.72004465  5.129899           0     0
## 2885  2006      16045 2.72004465  5.087596           0     0
## 2886  2007      16045 2.72004465  5.198497           0     0
## 2921  2003      16067 3.00439465  5.733341           0     0
## 2922  2004      16067 3.00439465  5.739793           0     0
## 2923  2005      16067 3.00439465  5.733341           0     0
## 2924  2006      16067 3.00439465  5.774552           0     0
## 2925  2007      16067 3.00439465  5.808142           0     0
## 3045  2003      16079 2.62256493  5.093750           0     0
## 3046  2004      16079 2.62256493  5.176150           0     0
## 3047  2005      16079 2.62256493  5.147494           0     0
## 3048  2006      16079 2.62256493  5.247024           0     0
## 3049  2007      16079 2.62256493  5.384495           0     0
## 3086  2003      16083 4.16331077  7.204893           0     0
## 3087  2004      16083 4.16331077  7.183112           0     0
## 3088  2005      16083 4.16331077  7.140453           0     0
## 3102  2006      16083 4.16331077  7.234898           0     0
## 3103  2007      16083 4.16331077  7.289611           0     0
## 3611  2003      17005 2.86977215  5.187386        2004     1
## 3612  2004      17005 2.86977215  5.068904        2004     1
## 3613  2005      17005 2.86977215  4.934474        2004     1
## 3614  2006      17005 2.86977215  4.890349        2004     1
## 3615  2007      17005 2.86977215  4.990433        2004     1
## 3275  2003      17015 2.81385062  5.429346        2004     1
## 3276  2004      17015 2.81385062  5.420535        2004     1
## 3277  2005      17015 2.81385062  5.501258        2004     1
## 3278  2006      17015 2.81385062  5.468060        2004     1
## 3279  2007      17015 2.81385062  5.455321        2004     1
## 3431  2003      17025 2.67827804  5.087596        2004     1
## 3432  2004      17025 2.67827804  5.003946        2004     1
## 3433  2005      17025 2.67827804  4.852030        2004     1
## 3434  2006      17025 2.67827804  4.983607        2004     1
## 3435  2007      17025 2.67827804  4.976734        2004     1
## 3466  2003      17035 2.42063476  4.927254        2004     1
## 3467  2004      17035 2.42063476  4.595120        2004     1
## 3225  2005      17035 2.42063476  4.442651        2004     1
## 3226  2006      17035 2.42063476  4.304065        2004     1
## 3227  2007      17035 2.42063476  4.465908        2004     1
## 3265  2003      17047 1.94175869  4.356709        2004     1
## 3266  2004      17047 1.94175869  4.394449        2004     1
## 3145  2005      17047 1.94175869  4.204693        2004     1
## 3146  2006      17047 1.94175869  4.007333        2004     1
## 3147  2007      17047 1.94175869  4.127134        2004     1
## 3150  2003      17049 3.53409524  6.990257        2004     1
## 3113  2004      17049 3.53409524  6.909753        2004     1
## 3111  2005      17049 3.53409524  6.875232        2004     1
## 3115  2006      17049 3.53409524  6.833032        2004     1
## 3116  2007      17049 3.53409524  6.876265        2004     1
## 3136  2003      17053 2.65612513  5.616771        2004     1
## 3137  2004      17053 2.65612513  5.488938        2004     1
## 3138  2005      17053 2.65612513  5.488938        2004     1
## 3139  2006      17053 2.65612513  5.513429        2004     1
## 3140  2007      17053 2.65612513  5.313206        2004     1
## 3199  2003      17063 3.62527383  6.580639        2004     1
## 3200  2004      17063 3.62527383  6.476972        2004     1
## 3201  2005      17063 3.62527383  6.493754        2004     1
## 3202  2006      17063 3.62527383  6.483107        2004     1
## 3203  2007      17063 3.62527383  6.569481        2004     1
## 3414  2003      17089 6.00170939  9.006754        2004     1
## 3415  2004      17089 6.00170939  8.967632        2004     1
## 3416  2005      17089 6.00170939  8.991189        2004     1
## 3783  2006      17089 6.00170939  8.978030        2004     1
## 3784  2007      17089 6.00170939  9.025095        2004     1
## 3768  2003      17097 6.46825137  9.273691        2004     1
## 3769  2004      17097 6.46825137  9.221478        2004     1
## 3770  2005      17097 6.46825137  9.207236        2004     1
## 3771  2006      17097 6.46825137  9.245997        2004     1
## 3759  2007      17097 6.46825137  9.238247        2004     1
## 3808  2003      17113 5.01351780  7.890957        2004     1
## 3798  2004      17113 5.01351780  7.776535        2004     1
## 3807  2005      17113 5.01351780  7.755767        2004     1
## 3800  2006      17113 5.01351780  7.740230        2004     1
## 3801  2007      17113 5.01351780  7.818832        2004     1
## 3540  2003      17125 2.77496091  5.247024        2004     1
## 3541  2004      17125 2.77496091  5.252273        2004     1
## 3542  2005      17125 2.77496091  4.976734        2004     1
## 3543  2006      17125 2.77496091  4.990433        2004     1
## 3544  2007      17125 2.77496091  5.056246        2004     1
## 3575  2003      17135 3.42269791  6.077642        2004     1
## 3576  2004      17135 3.42269791  6.102559        2004     1
## 3577  2005      17135 3.42269791  6.154858        2004     1
## 3578  2006      17135 3.42269791  6.013715        2004     1
## 3579  2007      17135 3.42269791  6.016157        2004     1
## 3158  2003      17155 1.80599105  4.025352        2004     1
## 3159  2004      17155 1.80599105  3.737670        2004     1
## 3160  2005      17155 1.80599105  3.912023        2004     1
## 3161  2006      17155 1.80599105  3.784190        2004     1
## 3162  2007      17155 1.80599105  4.248495        2004     1
## 3300  2003      17161 5.00645323  7.876638        2004     1
## 3301  2004      17161 5.00645323  7.824046        2004     1
## 3302  2005      17161 5.00645323  7.865572        2004     1
## 3303  2006      17161 5.00645323  7.851661        2004     1
## 3304  2007      17161 5.00645323  7.829233        2004     1
## 3328  2003      17169 1.97255208  4.521789        2004     1
## 3329  2004      17169 1.97255208  4.532599        2004     1
## 3330  2005      17169 1.97255208  4.317488        2004     1
## 3331  2006      17169 1.97255208  4.382027        2004     1
## 3332  2007      17169 1.97255208  4.430817        2004     1
## 3651  2003      17193 2.73248262  5.451038        2004     1
## 3652  2004      17193 2.73248262  5.389072        2004     1
## 3653  2005      17193 2.73248262  5.252273        2004     1
## 3654  2006      17193 2.73248262  5.176150        2004     1
## 3655  2007      17193 2.73248262  5.273000        2004     1
## 3658  2003      17195 4.10516910  6.717805        2004     1
## 3659  2004      17195 4.10516910  6.668228        2004     1
## 3660  2005      17195 4.10516910  6.768493        2004     1
## 3661  2006      17195 4.10516910  6.689599        2004     1
## 3662  2007      17195 4.10516910  6.732211        2004     1
## 3672  2003      17199 4.11571459  6.810142        2004     1
## 3673  2004      17199 4.11571459  6.859615        2004     1
## 3674  2005      17199 4.11571459  6.777647        2004     1
## 3675  2006      17199 4.11571459  6.729824        2004     1
## 3676  2007      17199 4.11571459  6.778785        2004     1
## 3686  2003      17203 3.56865908  6.519147        2004     1
## 3687  2004      17203 3.56865908  6.440947        2004     1
## 3688  2005      17203 3.56865908  6.416732        2004     1
## 3689  2006      17203 3.56865908  6.469250        2004     1
## 3690  2007      17203 3.56865908  6.486161        2004     1
## 4314  2003      18005 4.26878795  7.153052           0     0
## 4315  2004      18005 4.26878795  7.117206           0     0
## 4316  2005      18005 4.26878795  7.166266           0     0
## 4317  2006      18005 4.26878795  7.100027           0     0
## 4318  2007      18005 4.26878795  7.081709           0     0
## 4423  2003      18017 3.71186329  6.291569           0     0
## 4424  2004      18017 3.71186329  6.204558           0     0
## 4422  2005      18017 3.71186329  6.102559           0     0
## 4400  2006      18017 3.71186329  6.091310           0     0
## 4320  2007      18017 3.71186329  6.061457           0     0
## 4323  2003      18019 4.56925281  7.406103           0     0
## 4324  2004      18019 4.56925281  7.313887           0     0
## 4325  2005      18019 4.56925281  7.279319           0     0
## 4244  2006      18019 4.56925281  7.409742           0     0
## 4245  2007      18019 4.56925281  7.368970           0     0
## 4248  2003      18021 3.27925571  5.472271           0     0
## 4249  2004      18021 3.27925571  5.736572           0     0
## 4250  2005      18021 3.27925571  5.755742           0     0
## 4251  2006      18021 3.27925571  5.609472           0     0
## 4252  2007      18021 3.27925571  5.560682           0     0
## 4255  2003      18023 3.52241156  6.120297           0     0
## 4256  2004      18023 3.52241156  6.070738           0     0
## 4257  2005      18023 3.52241156  6.042633           0     0
## 4258  2006      18023 3.52241156  6.001415           0     0
## 4259  2007      18023 3.52241156  6.023448           0     0
## 4276  2003      18029 3.83100816  6.802395           0     0
## 4277  2004      18029 3.83100816  6.744059           0     0
## 4278  2005      18029 3.83100816  6.756932           0     0
## 4279  2006      18029 3.83100816  6.648985           0     0
## 4280  2007      18029 3.83100816  6.810142           0     0
## 4283  2003      18033 3.69597919  6.507278           0     0
## 4284  2004      18033 3.69597919  6.421622           0     0
## 4285  2005      18033 3.69597919  6.436150           0     0
## 4286  2006      18033 3.69597919  6.511745           0     0
## 4287  2007      18033 3.69597919  6.378426           0     0
## 4290  2003      18035 4.77718043  7.347300           0     0
## 4291  2004      18035 4.77718043  7.227662           0     0
## 4292  2005      18035 4.77718043  7.192934           0     0
## 4293  2006      18035 4.77718043  7.189922           0     0
## 4294  2007      18035 4.77718043  7.174724           0     0
## 3979  2003      18053 4.29596481  6.871091           0     0
## 3980  2004      18053 4.29596481  6.781058           0     0
## 3981  2005      18053 4.29596481  6.758095           0     0
## 3982  2006      18053 4.29596481  6.670766           0     0
## 3983  2007      18053 4.29596481  6.665684           0     0
## 3851  2003      18063 4.64528473  7.560601           0     0
## 3852  2004      18063 4.64528473  7.597898           0     0
## 3826  2005      18063 4.64528473  7.644441           0     0
## 3827  2006      18063 4.64528473  7.706163           0     0
## 3828  2007      18063 4.64528473  7.740664           0     0
## 3833  2003      18081 4.74674787  7.749753           0     0
## 3809  2004      18081 4.74674787  7.738052           0     0
## 3812  2005      18081 4.74674787  7.718685           0     0
## 3810  2006      18081 4.74674787  7.710653           0     0
## 3823  2007      18081 4.74674787  7.716461           0     0
## 3963  2003      18083 3.67010430  6.331502           0     0
## 3964  2004      18083 3.67010430  6.249975           0     0
## 3965  2005      18083 3.67010430  6.248043           0     0
## 4209  2006      18083 3.67010430  6.293419           0     0
## 4210  2007      18083 3.67010430  6.182085           0     0
## 4234  2003      18091 4.70144354  7.435438           0     0
## 4235  2004      18091 4.70144354  7.373374           0     0
## 4236  2005      18091 4.70144354  7.395108           0     0
## 4237  2006      18091 4.70144354  7.379008           0     0
## 4238  2007      18091 4.70144354  7.371489           0     0
## 4120  2003      18093 3.82694431  6.210600           0     0
## 4121  2004      18093 3.82694431  6.154858           0     0
## 4122  2005      18093 3.82694431  6.156979           0     0
## 4123  2006      18093 3.82694431  6.159095           0     0
## 4124  2007      18093 3.82694431  6.202536           0     0
## 4141  2003      18099 3.80950290  6.573680           0     0
## 4142  2004      18099 3.80950290  6.514713           0     0
## 4143  2005      18099 3.80950290  6.480045           0     0
## 4144  2006      18099 3.80950290  6.523562           0     0
## 4145  2007      18099 3.80950290  6.458338           0     0
## 4176  2003      18109 4.20004002  6.680855           0     0
## 4177  2004      18109 4.20004002  6.630683           0     0
## 4178  2005      18109 4.20004002  6.659294           0     0
## 4179  2006      18109 4.20004002  6.616065           0     0
## 4180  2007      18109 4.20004002  6.597146           0     0
## 4069  2003      18113 3.83460186  6.490724           0     0
## 4070  2004      18113 3.83460186  6.456770           0     0
## 4071  2005      18113 3.83460186  6.391917           0     0
## 4072  2006      18113 3.83460186  6.419995           0     0
## 4073  2007      18113 3.83460186  6.396930           0     0
## 4076  2003      18115 1.72686533  4.290459           0     0
## 4077  2004      18115 1.72686533  4.262680           0     0
## 4078  2005      18115 1.72686533  4.174387           0     0
## 4079  2006      18115 1.72686533  4.043051           0     0
## 4080  2007      18115 1.72686533  4.077537           0     0
## 4332  2003      18119 3.08126756  5.283204           0     0
## 4333  2004      18119 3.08126756  5.303305           0     0
## 4334  2005      18119 3.08126756  5.351858           0     0
## 4335  2006      18119 3.08126756  5.308268           0     0
## 4336  2007      18119 3.08126756  5.273000           0     0
## 4017  2003      18133 3.58404658  6.442540           0     0
## 4018  2004      18133 3.58404658  6.476972           0     0
## 4019  2005      18133 3.58404658  6.432940           0     0
## 4020  2006      18133 3.58404658  6.287859           0     0
## 4021  2007      18133 3.58404658  6.246107           0     0
## 4166  2003      18145 3.77149577  6.487684           0     0
## 4167  2004      18145 3.77149577  6.472346           0     0
## 4168  2005      18145 3.77149577  6.311735           0     0
## 4169  2006      18145 3.77149577  6.188264           0     0
## 4170  2007      18145 3.77149577  6.135565           0     0
## 4087  2003      18157 5.00364425  7.706163           0     0
## 4088  2004      18157 5.00364425  7.642524           0     0
## 4089  2005      18157 5.00364425  7.707512           0     0
## 4090  2006      18157 5.00364425  7.735870           0     0
## 4091  2007      18157 5.00364425  7.741968           0     0
## 4028  2003      18175 3.30406220  5.351858           0     0
## 4029  2004      18175 3.30406220  5.318120           0     0
## 4030  2005      18175 3.30406220  5.220356           0     0
## 4031  2006      18175 3.30406220  5.247024           0     0
## 4032  2007      18175 3.30406220  5.273000           0     0
## 4042  2003      18179 3.31781577  6.084499           0     0
## 4043  2004      18179 3.31781577  5.948035           0     0
## 4044  2005      18179 3.31781577  5.929589           0     0
## 4045  2006      18179 3.31781577  6.052089           0     0
## 4046  2007      18179 3.31781577  5.831882           0     0
## 4049  2003      18181 3.22949920  5.533389           0     0
## 4050  2004      18181 3.22949920  5.323010           0     0
## 4051  2005      18181 3.22949920  5.288267           0     0
## 4052  2006      18181 3.22949920  5.257495           0     0
## 4053  2007      18181 3.22949920  5.231109           0     0
## 4713  2003      19013 4.85212401  7.904335           0     0
## 4714  2004      19013 4.85212401  7.837949           0     0
## 4715  2005      19013 4.85212401  7.840706           0     0
## 4716  2006      19013 4.85212401  7.854769           0     0
## 4717  2007      19013 4.85212401  7.879291           0     0
## 5001  2003      19025 2.40829555  5.468060           0     0
## 5002  2004      19025 2.40829555  5.225747           0     0
## 5003  2005      19025 2.40829555  5.187386           0     0
## 5004  2006      19025 2.40829555  5.220356           0     0
## 5005  2007      19025 2.40829555  5.153292           0     0
## 4667  2003      19069 2.37061750  5.283204           0     0
## 4668  2004      19069 2.37061750  5.214936           0     0
## 4669  2005      19069 2.37061750  5.313206           0     0
## 4670  2006      19069 2.37061750  5.198497           0     0
## 4671  2007      19069 2.37061750  5.204007           0     0
## 4688  2003      19077 2.42948203  5.056246           0     0
## 4689  2004      19077 2.42948203  4.976734           0     0
## 4690  2005      19077 2.42948203  4.941642           0     0
## 4691  2006      19077 2.42948203  4.844187           0     0
## 4813  2007      19077 2.42948203  4.875197           0     0
## 4830  2003      19083 2.93449496  5.874931           0     0
## 4831  2004      19083 2.93449496  5.786897           0     0
## 4832  2005      19083 2.93449496  5.752573           0     0
## 4833  2006      19083 2.93449496  5.771441           0     0
## 4834  2007      19083 2.93449496  5.752573           0     0
## 4844  2003      19087 3.01239271  6.202536           0     0
## 4845  2004      19087 3.01239271  6.011267           0     0
## 4846  2005      19087 3.01239271  6.013715           0     0
## 4481  2006      19087 3.01239271  5.988961           0     0
## 4482  2007      19087 3.01239271  5.926926           0     0
## 4441  2003      19111 3.63895365  6.406880           0     0
## 4442  2004      19111 3.63895365  6.320768           0     0
## 4443  2005      19111 3.63895365  6.393591           0     0
## 4444  2006      19111 3.63895365  6.436150           0     0
## 4445  2007      19111 3.63895365  6.432940           0     0
## 4692  2003      19113 5.25593687  8.309923           0     0
## 4693  2004      19113 5.25593687  8.287025           0     0
## 4694  2005      19113 5.25593687  8.254009           0     0
## 4938  2006      19113 5.25593687  8.285261           0     0
## 4939  2007      19113 5.25593687  8.369853           0     0
## 4849  2003      19123 3.10615495  5.899897           0     0
## 4850  2004      19123 3.10615495  5.840642           0     0
## 4851  2005      19123 3.10615495  5.736572           0     0
## 4852  2006      19123 3.10615495  5.802118           0     0
## 4853  2007      19123 3.10615495  5.774552           0     0
## 4756  2003      19131 2.38637462  5.267858           0     0
## 4757  2004      19131 2.38637462  5.187386           0     0
## 4758  2005      19131 2.38637462  5.278115           0     0
## 4759  2006      19131 2.38637462  5.257495           0     0
## 4760  2007      19131 2.38637462  5.318120           0     0
## 4777  2003      19137 2.46563888  5.375278           0     0
## 4778  2004      19137 2.46563888  5.446737           0     0
## 4779  2005      19137 2.46563888  5.379897           0     0
## 4780  2006      19137 2.46563888  5.451038           0     0
## 4781  2007      19137 2.46563888  5.455321           0     0
## 4791  2003      19141 2.71482719  6.089045           0     0
## 4792  2004      19141 2.71482719  6.001415           0     0
## 4793  2005      19141 2.71482719  6.033086           0     0
## 4794  2006      19141 2.71482719  6.052089           0     0
## 4795  2007      19141 2.71482719  5.886104           0     0
## 5035  2003      19153 5.92586146  9.191361           0     0
## 5036  2004      19153 5.92586146  9.125654           0     0
## 5037  2005      19153 5.92586146  9.129564           0     0
## 5078  2006      19153 5.92586146  9.147294           0     0
## 5079  2007      19153 5.92586146  9.155779           0     0
## 4968  2003      19157 2.93465442  6.345636           0     0
## 4969  2004      19157 2.93465442  6.095825           0     0
## 4970  2005      19157 2.93465442  6.063785           0     0
## 4971  2006      19157 2.93465442  6.146329           0     0
## 4972  2007      19157 2.93465442  6.154858           0     0
## 4975  2003      19159 1.69909578  4.644391           0     0
## 4976  2004      19159 1.69909578  4.532599           0     0
## 4977  2005      19159 1.69909578  4.330733           0     0
## 4978  2006      19159 1.69909578  4.276666           0     0
## 4979  2007      19159 1.69909578  4.369448           0     0
## 4565  2003      19183 3.02868337  6.095825           0     0
## 4566  2004      19183 3.02868337  5.926926           0     0
## 4567  2005      19183 3.02868337  5.888878           0     0
## 4568  2006      19183 3.02868337  5.978886           0     0
## 4569  2007      19183 3.02868337  6.124683           0     0
## 4572  2003      19185 1.90657514  4.248495           0     0
## 4573  2004      19185 1.90657514  3.931826           0     0
## 4574  2005      19185 1.90657514  4.025352           0     0
## 4575  2006      19185 1.90657514  4.060443           0     0
## 4576  2007      19185 1.90657514  4.418841           0     0
## 4579  2003      19187 3.69473726  6.733402           0     0
## 4580  2004      19187 3.69473726  6.683361           0     0
## 4581  2005      19187 3.69473726  6.648985           0     0
## 4582  2006      19187 3.69473726  6.683361           0     0
## 4583  2007      19187 3.69473726  6.673298           0     0
## 5187  2003      20013 2.37248422  5.429346           0     0
## 5188  2004      20013 2.37248422  5.459586           0     0
## 5189  2005      20013 2.37248422  5.501258           0     0
## 5190  2006      20013 2.37248422  5.318120           0     0
## 5191  2007      20013 2.37248422  5.283204           0     0
## 5107  2003      20021 3.11817112  5.590987           0     0
## 5177  2004      20021 3.11817112  5.356586           0     0
## 5178  2005      20021 3.11817112  5.545177           0     0
## 5179  2006      20021 3.11817112  5.402677           0     0
## 5423  2007      20021 3.11817112  5.318120           0     0
## 5440  2003      20027 2.17724860  5.141664           0     0
## 5441  2004      20027 2.17724860  5.236442           0     0
## 5442  2005      20027 2.17724860  5.370638           0     0
## 5443  2006      20027 2.17724860  5.393628           0     0
## 5444  2007      20027 2.17724860  5.402677           0     0
## 5454  2003      20031 2.18211094  5.288267           0     0
## 5455  2004      20031 2.18211094  5.198497           0     0
## 5456  2005      20031 2.18211094  4.948760           0     0
## 5457  2006      20031 2.18211094  5.375278           0     0
## 5458  2007      20031 2.18211094  5.393628           0     0
## 5504  2003      20045 4.60479011  7.522400           0     0
## 5505  2004      20045 4.60479011  7.366445           0     0
## 5506  2005      20045 4.60479011  7.375256           0     0
## 5507  2006      20045 4.60479011  7.403061           0     0
## 5508  2007      20045 4.60479011  7.426549           0     0
## 5511  2003      20047 1.23808433  3.663562           0     0
## 5512  2004      20047 1.23808433  3.806662           0     0
## 5513  2005      20047 1.23808433  3.637586           0     0
## 5514  2006      20047 1.23808433  2.944439           0     0
## 5515  2007      20047 1.23808433  3.828641           0     0
## 5809  2003      20063 1.12102588  4.262680           0     0
## 5810  2004      20063 1.12102588  4.189655           0     0
## 5811  2005      20063 1.12102588  4.007333           0     0
## 5812  2006      20063 1.12102588  4.043051           0     0
## 5813  2007      20063 1.12102588  3.970292           0     0
## 5401  2003      20085 2.53821042  5.438079           0     0
## 5402  2004      20085 2.53821042  5.375278           0     0
## 5403  2005      20085 2.53821042  5.389072           0     0
## 5404  2006      20085 2.53821042  5.351858           0     0
## 5405  2007      20085 2.53821042  5.407172           0     0
## 5307  2003      20095 2.16021475  4.927254           0     0
## 5308  2004      20095 2.16021475  4.912655           0     0
## 5309  2005      20095 2.16021475  5.036953           0     0
## 5310  2006      20095 2.16021475  4.969813           0     0
## 5311  2007      20095 2.16021475  5.056246           0     0
## 5213  2003      20103 4.22961819  6.595781           0     0
## 5214  2004      20103 4.22961819  6.588926           0     0
## 5215  2005      20103 4.22961819  6.464588           0     0
## 5216  2006      20103 4.22961819  6.498282           0     0
## 5113  2007      20103 4.22961819  6.456770           0     0
## 5685  2003      20133 2.83303686  6.111467           0     0
## 5686  2004      20133 2.83303686  5.921578           0     0
## 5687  2005      20133 2.83303686  5.820083           0     0
## 5688  2006      20133 2.83303686  5.843544           0     0
## 5689  2007      20133 2.83303686  5.723585           0     0
## 5578  2003      20137 1.78389529  4.736198           0     0
## 5579  2004      20137 1.78389529  4.709530           0     0
## 5580  2005      20137 1.78389529  4.852030           0     0
## 5581  2006      20137 1.78389529  4.795791           0     0
## 5582  2007      20137 1.78389529  4.644391           0     0
## 5478  2003      20143 1.81856367  3.951244           0     0
## 5479  2004      20143 1.81856367  3.988984           0     0
## 5480  2005      20143 1.81856367  3.988984           0     0
## 5481  2006      20143 1.81856367  4.189655           0     0
## 5482  2007      20143 1.81856367  4.060443           0     0
## 5729  2003      20145 1.97865389  4.499810           0     0
## 5730  2004      20145 1.97865389  4.488636           0     0
## 5731  2005      20145 1.97865389  4.634729           0     0
## 5732  2006      20145 1.97865389  4.804021           0     0
## 5733  2007      20145 1.97865389  4.700480           0     0
## 5780  2003      20171 1.63315444  5.030438           0     0
## 5781  2004      20171 1.63315444  4.912655           0     0
## 5782  2005      20171 1.63315444  4.812184           0     0
## 5823  2006      20171 1.63315444  4.828314           0     0
## 5820  2007      20171 1.63315444  4.795791           0     0
## 5618  2003      20183 1.51204557  3.970292           0     0
## 5619  2004      20183 1.51204557  3.931826           0     0
## 5620  2005      20183 1.51204557  3.637586           0     0
## 5621  2006      20183 1.51204557  4.174387           0     0
## 5622  2007      20183 1.51204557  4.382027           0     0
## 5573  2003      20205 2.33524588  4.795791           0     0
## 5574  2004      20205 2.33524588  4.795791           0     0
## 5575  2005      20205 2.33524588  4.812184           0     0
## 5576  2006      20205 2.33524588  4.948760           0     0
## 5332  2007      20205 2.33524588  5.164786           0     0
## 6544  2003      22007 3.15222307  4.779123           0     0
## 6541  2004      22007 3.15222307  4.836282           0     0
## 6542  2005      22007 3.15222307  4.574711           0     0
## 6543  2006      22007 3.15222307  4.919981           0     0
## 6558  2007      22007 3.15222307  5.075174           0     0
## 6891  2003      22033 6.02308918  8.749574           0     0
## 6892  2004      22033 6.02308918  8.680162           0     0
## 6893  2005      22033 6.02308918  8.684401           0     0
## 6894  2006      22033 6.02308918  8.780941           0     0
## 6895  2007      22033 6.02308918  8.657824           0     0
## 6691  2003      22045 4.29409665  6.654153           0     0
## 6692  2004      22045 4.29409665  6.580639           0     0
## 6693  2005      22045 4.29409665  6.582025           0     0
## 6694  2006      22045 4.29409665  6.762730           0     0
## 6695  2007      22045 4.29409665  6.779922           0     0
## 6966  2003      22069 3.66561083  5.641907           0     0
## 6940  2004      22069 3.66561083  5.537334           0     0
## 6968  2005      22069 3.66561083  5.407172           0     0
## 6980  2006      22069 3.66561083  5.537334           0     0
## 6975  2007      22069 3.66561083  5.786897           0     0
## 6973  2003      22071 6.18347650  8.311644           0     0
## 6974  2004      22071 6.18347650  8.137103           0     0
## 6971  2005      22071 6.18347650  8.142063           0     0
## 6979  2006      22071 6.18347650  7.178545           0     0
## 6950  2007      22071 6.18347650  7.751475           0     0
## 6872  2003      22073 4.99213182  7.510431           0     0
## 6873  2004      22073 4.99213182  7.351158           0     0
## 6874  2005      22073 4.99213182  7.403670           0     0
## 6875  2006      22073 4.99213182  7.452402           0     0
## 6916  2007      22073 4.99213182  7.509883           0     0
## 6817  2003      22081 2.26405214  4.025352           0     0
## 6818  2004      22081 2.26405214  3.784190           0     0
## 6819  2005      22081 2.26405214  3.367296           0     0
## 6820  2006      22081 2.26405214  3.332205           0     0
## 6821  2007      22081 2.26405214  3.332205           0     0
## 6838  2003      22087 4.20810470  6.740519           0     0
## 6839  2004      22087 4.20810470  6.588926           0     0
## 6840  2005      22087 4.20810470  6.579251           0     0
## 6841  2006      22087 4.20810470  4.454347           0     0
## 6842  2007      22087 4.20810470  5.214936           0     0
## 6852  2003      22091 2.35375338  3.218876           0     0
## 6853  2004      22091 2.35375338  3.555348           0     0
## 6854  2005      22091 2.35375338  3.178054           0     0
## 6855  2006      22091 2.35375338  3.332205           0     0
## 6856  2007      22091 2.35375338  3.367296           0     0
## 6556  2003      22111 3.12689211  5.056246           0     0
## 6557  2004      22111 3.12689211  4.691348           0     0
## 6598  2005      22111 3.12689211  5.056246           0     0
## 6599  2006      22111 3.12689211  4.820282           0     0
## 6600  2007      22111 3.12689211  4.882802           0     0
## 6610  2003      22115 3.96140347  5.605802           0     0
## 6611  2004      22115 3.96140347  5.645447           0     0
## 6612  2005      22115 3.96140347  5.655992           0     0
## 6613  2006      22115 3.96140347  5.746203           0     0
## 6574  2007      22115 3.96140347  5.783825           0     0
## 6705  2003      22119 3.73363769  5.697093           0     0
## 6706  2004      22119 3.73363769  5.468060           0     0
## 6707  2005      22119 3.73363769  5.616771           0     0
## 6708  2006      22119 3.73363769  5.575949           0     0
## 6709  2007      22119 3.73363769  5.814131           0     0
## 7120  2003      24009 4.31164441  7.025538        2007     1
## 7202  2004      24009 4.31164441  7.146772        2007     1
## 7203  2005      24009 4.31164441  7.161622        2007     1
## 7204  2006      24009 4.31164441  7.106606        2007     1
## 7205  2007      24009 4.31164441  7.192934        2007     1
## 7222  2003      24015 4.45377737  7.040536        2007     1
## 7223  2004      24015 4.45377737  7.153052        2007     1
## 7251  2005      24015 4.45377737  7.144407        2007     1
## 7252  2006      24015 4.45377737  7.188413        2007     1
## 7240  2007      24015 4.45377737  7.111512        2007     1
## 7256  2003      24017 4.79203142  7.680176        2007     1
## 7249  2004      24017 4.79203142  7.692570        2007     1
## 7254  2005      24017 4.79203142  7.690743        2007     1
## 7259  2006      24017 4.79203142  7.754910        2007     1
## 7257  2007      24017 4.79203142  7.756195        2007     1
## 7106  2003      24021 5.27441906  8.310169        2007     1
## 7107  2004      24021 5.27441906  8.362642        2007     1
## 7108  2005      24021 5.27441906  8.308199        2007     1
## 7109  2006      24021 5.27441906  8.327484        2007     1
## 7097  2007      24021 5.27441906  8.288032        2007     1
## 7101  2003      24027 5.51279145  8.768263        2007     1
## 7102  2004      24027 5.51279145  8.742734        2007     1
## 7184  2005      24027 5.51279145  8.670772        2007     1
## 7185  2006      24027 5.51279145  8.717191        2007     1
## 7186  2007      24027 5.51279145  8.751316        2007     1
## 7163  2003      24033 6.68650369  9.108308        2007     1
## 7164  2004      24033 6.68650369  9.140347        2007     1
## 7165  2005      24033 6.68650369  9.172327        2007     1
## 7166  2006      24033 6.68650369  9.179262        2007     1
## 7167  2007      24033 6.68650369  9.155673        2007     1
## 7276  2003      26005 4.66027371  7.169350        2007     1
## 7277  2004      26005 4.66027371  7.157735        2007     1
## 7278  2005      26005 4.66027371  7.105786        2007     1
## 7279  2006      26005 4.66027371  7.051856        2007     1
## 7280  2007      26005 4.66027371  6.987490        2007     1
## 7311  2003      26015 4.03874376  6.343880        2007     1
## 7312  2004      26015 4.03874376  6.251904        2007     1
## 7313  2005      26015 4.03874376  6.285998        2007     1
## 7314  2006      26015 4.03874376  6.180017        2007     1
## 7315  2007      26015 4.03874376  6.194405        2007     1
## 7353  2003      26027 3.93386277  5.420535        2007     1
## 7354  2004      26027 3.93386277  5.624018        2007     1
## 7355  2005      26027 3.93386277  5.723585        2007     1
## 7356  2006      26027 3.93386277  5.587249        2007     1
## 7261  2007      26027 3.93386277  5.273000        2007     1
## 7611  2003      26031 3.27518054  5.278115        2007     1
## 7612  2004      26031 3.27518054  5.129899        2007     1
## 7613  2005      26031 3.27518054  5.129899        2007     1
## 7614  2006      26031 3.27518054  5.111988        2007     1
## 7615  2007      26031 3.27518054  4.997212        2007     1
## 7404  2003      26041 3.65117759  6.311735        2007     1
## 7405  2004      26041 3.65117759  6.320768        2007     1
## 7406  2005      26041 3.65117759  6.257668        2007     1
## 7407  2006      26041 3.65117759  6.253829        2007     1
## 7408  2007      26041 3.65117759  6.139885        2007     1
## 7703  2003      26057 3.74443241  6.139885        2007     1
## 7704  2004      26057 3.74443241  6.095825        2007     1
## 7705  2005      26057 3.74443241  6.251904        2007     1
## 7706  2006      26057 3.74443241  6.122493        2007     1
## 7707  2007      26057 3.74443241  5.926926        2007     1
## 7717  2003      26061 3.58396328  6.426488        2007     1
## 7718  2004      26061 3.58396328  6.400257        2007     1
## 7719  2005      26061 3.58396328  6.338594        2007     1
## 7720  2006      26061 3.58396328  6.228511        2007     1
## 7600  2007      26061 3.58396328  6.135565        2007     1
## 7731  2003      26065 5.63235808  8.414274        2007     1
## 7732  2004      26065 5.63235808  8.332549        2007     1
## 7814  2005      26065 5.63235808  8.246434        2007     1
## 7802  2006      26065 5.63235808  8.212840        2007     1
## 7803  2007      26065 5.63235808  8.163656        2007     1
## 7832  2003      26073 4.14869069  6.739337        2007     1
## 7801  2004      26073 4.14869069  6.598509        2007     1
## 7721  2005      26073 4.14869069  6.685861        2007     1
## 7722  2006      26073 4.14869069  6.530878        2007     1
## 7723  2007      26073 4.14869069  6.510258        2007     1
## 7558  2003      26085 2.42771882  3.663562        2007     1
## 7559  2004      26085 2.42771882  3.401197        2007     1
## 7560  2005      26085 2.42771882  3.637586        2007     1
## 7561  2006      26085 2.42771882  3.218876        2007     1
## 7562  2007      26085 2.42771882  3.367296        2007     1
## 7572  2003      26089 3.05017311  5.641907        2007     1
## 7573  2004      26089 3.05017311  5.529429        2007     1
## 7574  2005      26089 3.05017311  5.472271        2007     1
## 7575  2006      26089 3.05017311  5.283204        2007     1
## 7576  2007      26089 3.05017311  5.342334        2007     1
## 7506  2003      26105 3.34194265  5.758902        2007     1
## 7507  2004      26105 3.34194265  5.598422        2007     1
## 7508  2005      26105 3.34194265  5.755742        2007     1
## 7509  2006      26105 3.34194265  5.613128        2007     1
## 7510  2007      26105 3.34194265  5.529429        2007     1
## 7461  2003      26127 3.29112207  5.529429        2007     1
## 7462  2004      26127 3.29112207  5.517453        2007     1
## 7463  2005      26127 3.29112207  5.549076        2007     1
## 7464  2006      26127 3.29112207  5.393628        2007     1
## 7465  2007      26127 3.29112207  5.375278        2007     1
## 7468  2003      26129 3.07477448  5.743003        2007     1
## 7469  2004      26129 3.07477448  5.755742        2007     1
## 7470  2005      26129 3.07477448  5.758902        2007     1
## 7471  2006      26129 3.07477448  5.568345        2007     1
## 7472  2007      26129 3.07477448  5.529429        2007     1
## 7734  2003      26137 3.14849628  6.236370        2007     1
## 7735  2004      26137 3.14849628  6.228511        2007     1
## 7736  2005      26137 3.14849628  6.186209        2007     1
## 7737  2006      26137 3.14849628  6.104793        2007     1
## 7738  2007      26137 3.14849628  5.945421        2007     1
## 7655  2003      26149 4.13391778  6.622736        2007     1
## 7656  2004      26149 4.13391778  6.452049        2007     1
## 7657  2005      26149 4.13391778  6.507278        2007     1
## 7658  2006      26149 4.13391778  6.418365        2007     1
## 7659  2007      26149 4.13391778  6.369901        2007     1
## 8422  2003      27005 3.40119738  6.843750        2006     1
## 8410  2004      27005 3.40119738  6.761573        2006     1
## 8411  2005      27005 3.40119738  6.786717        2006     1
## 8412  2006      27005 3.40119738  6.967909        2006     1
## 8413  2007      27005 3.40119738  6.910751        2006     1
## 8396  2003      27009 3.53298559  6.523562        2006     1
## 8397  2004      27009 3.53298559  6.453625        2006     1
## 8398  2005      27009 3.53298559  6.476972        2006     1
## 8426  2006      27009 3.53298559  6.517671        2006     1
## 8423  2007      27009 3.53298559  6.416732        2006     1
## 8158  2003      27023 2.57169578  5.793014        2006     1
## 8159  2004      27023 2.57169578  5.655992        2006     1
## 8160  2005      27023 2.57169578  5.799093        2006     1
## 8161  2006      27023 2.57169578  5.697093        2006     1
## 8162  2007      27023 2.57169578  5.723585        2006     1
## 8079  2003      27035 4.00913157  7.489971        2006     1
## 8080  2004      27035 4.00913157  7.229839        2006     1
## 8081  2005      27035 4.00913157  7.301148        2006     1
## 7961  2006      27035 4.00913157  7.395108        2006     1
## 7962  2007      27035 4.00913157  7.223296        2006     1
## 8107  2003      27043 2.78383771  5.575949        2006     1
## 8108  2004      27043 2.78383771  5.393628        2006     1
## 8109  2005      27043 2.78383771  5.549076        2006     1
## 8110  2006      27043 2.78383771  5.463832        2006     1
## 8111  2007      27043 2.78383771  5.411646        2006     1
## 7883  2003      27049 3.78707184  7.299121        2006     1
## 7884  2004      27049 3.78707184  7.031741        2006     1
## 7885  2005      27049 3.78707184  6.937314        2006     1
## 7886  2006      27049 3.78707184  6.969791        2006     1
## 7887  2007      27049 3.78707184  6.958448        2006     1
## 7848  2003      27051 1.83880208  4.543295        2006     1
## 7853  2004      27051 1.83880208  4.499810        2006     1
## 7850  2005      27051 1.83880208  4.330733        2006     1
## 7851  2006      27051 1.83880208  4.442651        2006     1
## 7852  2007      27051 1.83880208  4.060443        2006     1
## 7876  2003      27055 2.98153192  5.777652        2006     1
## 7877  2004      27055 2.98153192  5.743003        2006     1
## 7878  2005      27055 2.98153192  5.739793        2006     1
## 7879  2006      27055 2.98153192  5.713733        2006     1
## 7867  2007      27055 2.98153192  5.662960        2006     1
## 8147  2003      27091 3.08200171  6.309918        2006     1
## 8148  2004      27091 3.08200171  6.287859        2006     1
## 8149  2005      27091 3.08200171  6.357842        2006     1
## 8150  2006      27091 3.08200171  6.405228        2006     1
## 8151  2007      27091 3.08200171  6.345636        2006     1
## 8352  2003      27115 3.27827617  6.126869        2006     1
## 8353  2004      27115 3.27827617  6.124683        2006     1
## 8354  2005      27115 3.27827617  6.095825        2006     1
## 8355  2006      27115 3.27827617  5.966147        2006     1
## 8356  2007      27115 3.27827617  6.003887        2006     1
## 8259  2003      27123 6.23643808  9.261794        2006     1
## 8260  2004      27123 6.23643808  9.184510        2006     1
## 8261  2005      27123 6.23643808  9.138415        2006     1
## 8262  2006      27123 6.23643808  9.191463        2006     1
## 8263  2007      27123 6.23643808  9.112948        2006     1
## 8280  2003      27129 2.84223138  5.774552        2006     1
## 8281  2004      27129 2.84223138  5.723585        2006     1
## 8282  2005      27129 2.84223138  5.752573        2006     1
## 8283  2006      27129 2.84223138  5.641907        2006     1
## 8284  2007      27129 2.84223138  5.877736        2006     1
## 7984  2003      27149 2.30787110  5.351858        2006     1
## 7985  2004      27149 2.30787110  5.141664        2006     1
## 7986  2005      27149 2.30787110  5.204007        2006     1
## 7987  2006      27149 2.30787110  5.176150        2006     1
## 7988  2007      27149 2.30787110  5.351858        2006     1
## 8005  2003      27157 3.07315617  6.047372        2006     1
## 8006  2004      27157 3.07315617  5.953243        2006     1
## 8007  2005      27157 3.07315617  5.891644        2006     1
## 8008  2006      27157 3.07315617  5.921578        2006     1
## 7888  2007      27157 3.07315617  5.916202        2006     1
## 7905  2003      27163 5.30395147  8.272315        2006     1
## 7906  2004      27163 5.30395147  8.214194        2006     1
## 7907  2005      27163 5.30395147  8.170751        2006     1
## 7908  2006      27163 5.30395147  8.250359        2006     1
## 7909  2007      27163 5.30395147  8.203030        2006     1
## 7912  2003      27165 2.47451956  5.484797        2006     1
## 7913  2004      27165 2.47451956  5.402677        2006     1
## 8035  2005      27165 2.47451956  5.303305        2006     1
## 8036  2006      27165 2.47451956  5.416100        2006     1
## 8037  2007      27165 2.47451956  5.384495        2006     1
## 8804  2003      29003 2.80287541  4.836282        2007     1
## 8805  2004      29003 2.80287541  4.859812        2007     1
## 8806  2005      29003 2.80287541  4.875197        2007     1
## 8807  2006      29003 2.80287541  4.882802        2007     1
## 8808  2007      29003 2.80287541  5.010635        2007     1
## 8832  2003      29011 2.52900328  5.513429        2007     1
## 8833  2004      29011 2.52900328  5.517453        2007     1
## 8834  2005      29011 2.52900328  5.402677        2007     1
## 8835  2006      29011 2.52900328  5.303305        2007     1
## 8836  2007      29011 2.52900328  5.257495        2007     1
## 8839  2003      29013 2.81259038  5.361292        2007     1
## 8840  2004      29013 2.81259038  5.252273        2007     1
## 8841  2005      29013 2.81259038  5.327876        2007     1
## 8842  2006      29013 2.81259038  5.187386        2007     1
## 8843  2007      29013 2.81259038  5.123964        2007     1
## 9080  2003      29023 3.71032289  6.400257        2007     1
## 9081  2004      29023 3.71032289  6.511745        2007     1
## 9082  2005      29023 3.71032289  6.538140        2007     1
## 9083  2006      29023 3.71032289  6.413459        2007     1
## 9084  2007      29023 3.71032289  6.293419        2007     1
## 8994  2003      29033 2.33068652  4.820282        2007     1
## 8995  2004      29033 2.33068652  4.804021        2007     1
## 8996  2005      29033 2.33068652  4.653960        2007     1
## 8997  2006      29033 2.33068652  4.691348        2007     1
## 8998  2007      29033 2.33068652  4.828314        2007     1
## 9469  2003      29041 2.13274531  4.718499        2007     1
## 9470  2004      29041 2.13274531  4.653960        2007     1
## 9471  2005      29041 2.13274531  4.644391        2007     1
## 9472  2006      29041 2.13274531  4.369448        2007     1
## 9473  2007      29041 2.13274531  4.418841        2007     1
## 9425  2003      29065 2.70317165  5.075174        2007     1
## 9426  2004      29065 2.70317165  5.135798        2007     1
## 9427  2005      29065 2.70317165  5.117994        2007     1
## 9468  2006      29065 2.70317165  5.093750        2007     1
## 9103  2007      29065 2.70317165  5.023881        2007     1
## 9127  2003      29073 2.73059417  5.811141        2007     1
## 9128  2004      29073 2.73059417  5.762051        2007     1
## 9129  2005      29073 2.73059417  5.872118        2007     1
## 9130  2006      29073 2.73059417  5.945421        2007     1
## 9131  2007      29073 2.73059417  5.880533        2007     1
## 9141  2003      29077 5.48226676  8.448272        2007     1
## 9142  2004      29077 5.48226676  8.391176        2007     1
## 9143  2005      29077 5.48226676  8.399760        2007     1
## 9144  2006      29077 5.48226676  8.467793        2007     1
## 9145  2007      29077 5.48226676  8.448914        2007     1
## 9148  2003      29079 2.34487801  4.948760        2007     1
## 9149  2004      29079 2.34487801  4.844187        2007     1
## 9150  2005      29079 2.34487801  4.969813        2007     1
## 9151  2006      29079 2.34487801  4.828314        2007     1
## 9152  2007      29079 2.34487801  4.828314        2007     1
## 9155  2003      29081 2.18041746  5.111988        2007     1
## 9156  2004      29081 2.18041746  5.062595        2007     1
## 9157  2005      29081 2.18041746  5.170484        2007     1
## 9158  2006      29081 2.18041746  4.948760        2007     1
## 9159  2007      29081 2.18041746  4.905275        2007     1
## 9169  2003      29085 2.19053559  3.465736        2007     1
## 9170  2004      29085 2.19053559  3.258097        2007     1
## 9171  2005      29085 2.19053559  3.332205        2007     1
## 9172  2006      29085 2.19053559  3.401197        2007     1
## 9173  2007      29085 2.19053559  3.496508        2007     1
## 9062  2003      29089 2.32356350  4.700480        2007     1
## 9063  2004      29089 2.32356350  4.736198        2007     1
## 9064  2005      29089 2.32356350  4.709530        2007     1
## 9186  2006      29089 2.32356350  4.691348        2007     1
## 9187  2007      29089 2.32356350  4.624973        2007     1
## 9218  2003      29099 5.28876691  7.806289        2007     1
## 9219  2004      29099 5.28876691  7.785721        2007     1
## 9220  2005      29099 5.28876691  7.742836        2007     1
## 8854  2006      29099 5.28876691  7.738488        2007     1
## 8855  2007      29099 5.28876691  7.736744        2007     1
## 8858  2003      29101 3.87656162  6.079933        2007     1
## 8859  2004      29101 3.87656162  6.142037        2007     1
## 8860  2005      29101 3.87656162  6.200509        2007     1
## 8766  2006      29101 3.87656162  6.161207        2007     1
## 8759  2007      29101 3.87656162  6.184149        2007     1
## 8791  2003      29105 3.48164001  6.135565        2007     1
## 8792  2004      29105 3.48164001  6.059123        2007     1
## 8793  2005      29105 3.48164001  6.146329        2007     1
## 8794  2006      29105 3.48164001  6.282267        2007     1
## 8795  2007      29105 3.48164001  6.274762        2007     1
## 8798  2003      29107 3.49529471  6.152733        2007     1
## 8799  2004      29107 3.49529471  6.192362        2007     1
## 8800  2005      29107 3.49529471  6.146329        2007     1
## 8801  2006      29107 3.49529471  6.095825        2007     1
## 8802  2007      29107 3.49529471  6.120297        2007     1
## 8914  2003      29117 2.67814067  5.726848        2007     1
## 8915  2004      29117 2.67814067  5.755742        2007     1
## 8916  2005      29117 2.67814067  5.645447        2007     1
## 8917  2006      29117 2.67814067  5.676754        2007     1
## 8918  2007      29117 2.67814067  5.545177        2007     1
## 8921  2003      29119 3.07643630  5.356586        2007     1
## 8922  2004      29119 3.07643630  5.231109        2007     1
## 8923  2005      29119 3.07643630  5.164786        2007     1
## 8924  2006      29119 3.07643630  5.283204        2007     1
## 8925  2007      29119 3.07643630  5.337538        2007     1
## 9315  2003      29127 3.34247304  6.393591        2007     1
## 9316  2004      29127 3.34247304  6.331502        2007     1
## 9317  2005      29127 3.34247304  6.423247        2007     1
## 9318  2006      29127 3.34247304  6.396930        2007     1
## 9319  2007      29127 3.34247304  6.368187        2007     1
## 9329  2003      29131 3.15972012  5.529429        2007     1
## 9330  2004      29131 3.15972012  5.342334        2007     1
## 9331  2005      29131 3.15972012  5.347108        2007     1
## 9332  2006      29131 3.15972012  5.416100        2007     1
## 9333  2007      29131 3.15972012  5.384495        2007     1
## 9271  2003      29149 2.33640664  4.219508        2007     1
## 9272  2004      29149 2.33640664  4.189655        2007     1
## 9273  2005      29149 2.33640664  4.356709        2007     1
## 9274  2006      29149 2.33640664  4.356709        2007     1
## 9275  2007      29149 2.33640664  4.510860        2007     1
## 9292  2003      29155 2.99807952  5.497168        2007     1
## 9293  2004      29155 2.99807952  5.342334        2007     1
## 9294  2005      29155 2.99807952  5.262690        2007     1
## 9295  2006      29155 2.99807952  5.459586        2007     1
## 9296  2007      29155 2.99807952  5.552960        2007     1
## 9441  2003      29163 2.90968407  5.605802        2007     1
## 9442  2004      29163 2.90968407  5.690359        2007     1
## 9443  2005      29163 2.90968407  5.720312        2007     1
## 9444  2006      29163 2.90968407  5.703782        2007     1
## 9445  2007      29163 2.90968407  5.638355        2007     1
## 9369  2003      29177 3.15076828  5.480639        2007     1
## 9370  2004      29177 3.15076828  5.267858        2007     1
## 9371  2005      29177 3.15076828  5.283204        2007     1
## 9372  2006      29177 3.15076828  5.187386        2007     1
## 9373  2007      29177 3.15076828  5.220356        2007     1
## 8945  2003      29201 3.69937419  6.089045        2007     1
## 8946  2004      29201 3.69937419  6.190315        2007     1
## 8947  2005      29201 3.69937419  6.150603        2007     1
## 8948  2006      29201 3.69937419  6.098074        2007     1
## 8949  2007      29201 3.69937419  6.006353        2007     1
## 8973  2003      29209 3.35543264  5.003946        2007     1
## 8974  2004      29209 3.35543264  5.198497        2007     1
## 8975  2005      29209 3.35543264  5.198497        2007     1
## 8976  2006      29209 3.35543264  5.236442        2007     1
## 8977  2007      29209 3.35543264  5.323010        2007     1
## 8980  2003      29211 1.97671644  4.262680        2007     1
## 8981  2004      29211 1.97671644  4.248495        2007     1
## 8861  2005      29211 1.97671644  3.931826        2007     1
## 8862  2006      29211 1.97671644  4.025352        2007     1
## 8863  2007      29211 1.97671644  4.127134        2007     1
## 8873  2003      29215 3.13562464  5.379897        2007     1
## 8874  2004      29215 3.13562464  5.298317        2007     1
## 8875  2005      29215 3.13562464  5.433722        2007     1
## 8876  2006      29215 3.13562464  5.416100        2007     1
## 8877  2007      29215 3.13562464  5.402677        2007     1
## 9043  2003      29229 2.88786863  5.529429        2007     1
## 9044  2004      29229 2.88786863  5.545177        2007     1
## 9045  2005      29229 2.88786863  5.517453        2007     1
## 9046  2006      29229 2.88786863  5.420535        2007     1
## 9047  2007      29229 2.88786863  5.262690        2007     1
## 9050  2003      29510 5.85274544  8.402007        2007     1
## 9051  2004      29510 5.85274544  8.346168        2007     1
## 9052  2005      29510 5.85274544  8.297045        2007     1
## 9053  2006      29510 5.85274544  8.296796        2007     1
## 9054  2007      29510 5.85274544  8.258163        2007     1
## 9806  2003      30009 2.25675056  5.081404        2007     1
## 9807  2004      30009 2.25675056  4.927254        2007     1
## 9808  2005      30009 2.25675056  4.779123        2007     1
## 9809  2006      30009 2.25675056  4.875197        2007     1
## 9810  2007      30009 2.25675056  4.976734        2007     1
## 9813  2003      30011 0.30748470  2.484907        2007     1
## 9814  2004      30011 0.30748470  1.945910        2007     1
## 9815  2005      30011 0.30748470  1.609438        2007     1
## 9816  2006      30011 0.30748470  1.945910        2007     1
## 9817  2007      30011 0.30748470  2.079442        2007     1
## 9820  2003      30013 4.38647921  7.277939        2007     1
## 9821  2004      30013 4.38647921  7.166266        2007     1
## 9822  2005      30013 4.38647921  7.191429        2007     1
## 9823  2006      30013 4.38647921  7.259820        2007     1
## 9824  2007      30013 4.38647921  7.281386        2007     1
## 9606  2003      30021 2.20375874  5.370638        2007     1
## 9607  2004      30021 2.20375874  5.308268        2007     1
## 9608  2005      30021 2.20375874  5.164786        2007     1
## 9609  2006      30021 2.20375874  5.442418        2007     1
## 9610  2007      30021 2.20375874  5.252273        2007     1
## 9851  2003      30033 0.24607852  2.397895        2007     1
## 9852  2004      30033 0.24607852  2.890372        2007     1
## 9853  2005      30033 0.24607852  2.484907        2007     1
## 9854  2006      30033 0.24607852  2.833213        2007     1
## 9855  2007      30033 0.24607852  2.890372        2007     1
## 9886  2003      30049 4.02026736  7.129298        2007     1
## 9887  2004      30049 4.02026736  7.060476        2007     1
## 9888  2005      30049 4.02026736  7.003974        2007     1
## 9889  2006      30049 4.02026736  7.095064        2007     1
## 9890  2007      30049 4.02026736  7.095893        2007     1
## 9675  2003      30081 3.58546149  6.212606        2007     1
## 9676  2004      30081 3.58546149  6.218600        2007     1
## 9677  2005      30081 3.58546149  6.182085        2007     1
## 9678  2006      30081 3.58546149  6.269096        2007     1
## 9679  2007      30081 3.58546149  6.278521        2007     1
## 9689  2003      30087 2.23889954  5.351858        2007     1
## 9690  2004      30087 2.23889954  5.323010        2007     1
## 9691  2005      30087 2.23889954  5.111988        2007     1
## 9692  2006      30087 2.23889954  5.099866        2007     1
## 9693  2007      30087 2.23889954  4.969813        2007     1
## 9554  2003      30095 2.10352421  4.564348        2007     1
## 9555  2004      30095 2.10352421  4.382027        2007     1
## 9556  2005      30095 2.10352421  4.653960        2007     1
## 9557  2006      30095 2.10352421  4.653960        2007     1
## 9558  2007      30095 2.10352421  4.634729        2007     1
## 9616  2003      30101 1.66146094  4.248495        2007     1
## 9617  2004      30101 1.66146094  4.007333        2007     1
## 9618  2005      30101 1.66146094  4.262680        2007     1
## 9619  2006      30101 1.66146094  4.127134        2007     1
## 9620  2007      30101 1.66146094  4.290459        2007     1
## 9644  2003      30109 0.06578774  2.708050        2007     1
## 9645  2004      30109 0.06578774  2.639057        2007     1
## 9646  2005      30109 0.06578774  2.197225        2007     1
## 9647  2006      30109 0.06578774  2.197225        2007     1
## 9648  2007      30109 0.06578774  2.302585        2007     1
## 9906  2003      31003 2.00848245  4.624973           0     0
## 9911  2004      31003 2.00848245  4.442651           0     0
## 9899  2005      31003 2.00848245  4.418841           0     0
## 9900  2006      31003 2.00848245  4.553877           0     0
## 9901  2007      31003 2.00848245  4.510860           0     0
## 9957  2003      31023 2.17099467  4.762174           0     0
## 9958  2004      31023 2.17099467  4.510860           0     0
## 9959  2005      31023 2.17099467  4.709530           0     0
## 9960  2006      31023 2.17099467  4.624973           0     0
## 9961  2007      31023 2.17099467  4.770685           0     0
## 10351 2003      31031 1.81612683  4.882802           0     0
## 10352 2004      31031 1.81612683  5.010635           0     0
## 10353 2005      31031 1.81612683  5.075174           0     0
## 10354 2006      31031 1.81612683  4.962845           0     0
## 10355 2007      31031 1.81612683  4.875197           0     0
## 10358 2003      31033 2.28543893  5.493061           0     0
## 10359 2004      31033 2.28543893  5.568345           0     0
## 10360 2005      31033 2.28543893  5.583496           0     0
## 10361 2006      31033 2.28543893  5.541264           0     0
## 10362 2007      31033 2.28543893  5.598422           0     0
## 10386 2003      31041 2.46750614  5.111988           0     0
## 10387 2004      31041 2.46750614  5.043425           0     0
## 10388 2005      31041 2.46750614  5.068904           0     0
## 10389 2006      31041 2.46750614  5.214936           0     0
## 10390 2007      31041 2.46750614  5.288267           0     0
## 10422 2003      31055 6.13898976  9.365462           0     0
## 10450 2004      31055 6.13898976  9.332115           0     0
## 10451 2005      31055 6.13898976  9.311181           0     0
## 10448 2006      31055 6.13898976  9.321971           0     0
## 10449 2007      31055 6.13898976  9.320270           0     0
## 10452 2003      31059 1.89220794  4.976734           0     0
## 10453 2004      31059 1.89220794  4.779123           0     0
## 10445 2005      31059 1.89220794  4.744932           0     0
## 10432 2006      31059 1.89220794  4.700480           0     0
## 10433 2007      31059 1.89220794  4.644391           0     0
## 10395 2003      31061 1.27368542  3.713572           0     0
## 10396 2004      31061 1.27368542  3.610918           0     0
## 10397 2005      31061 1.27368542  3.401197           0     0
## 10398 2006      31061 1.27368542  3.332205           0     0
## 10399 2007      31061 1.27368542  3.610918           0     0
## 10111 2003      31073 0.76220672  2.708050           0     0
## 10112 2004      31073 0.76220672  2.772589           0     0
## 10113 2005      31073 0.76220672  2.833213           0     0
## 10114 2006      31073 0.76220672  2.708050           0     0
## 10115 2007      31073 0.76220672  2.639057           0     0
## 10131 2003      31079 3.98031697  7.170888           0     0
## 10132 2004      31079 3.98031697  7.099202           0     0
## 10133 2005      31079 3.98031697  7.066467           0     0
## 10134 2006      31079 3.98031697  7.165493           0     0
## 10135 2007      31079 3.98031697  7.175490           0     0
## 10138 2003      31081 2.24102879  5.214936           0     0
## 10139 2004      31081 2.24102879  5.241747           0     0
## 10140 2005      31081 2.24102879  5.209486           0     0
## 10141 2006      31081 2.24102879  5.153292           0     0
## 10142 2007      31081 2.24102879  5.147494           0     0
## 10145 2003      31083 1.33131005  3.850148           0     0
## 10146 2004      31083 1.33131005  3.737670           0     0
## 10147 2005      31083 1.33131005  3.891820           0     0
## 10148 2006      31083 1.33131005  3.988984           0     0
## 10149 2007      31083 1.33131005  3.850148           0     0
## 9905  2003      31101 2.18323834  5.424950           0     0
## 9902  2004      31101 2.18323834  5.308268           0     0
## 9907  2005      31101 2.18323834  5.303305           0     0
## 9918  2006      31101 2.18323834  5.231109           0     0
## 9919  2007      31101 2.18323834  5.262690           0     0
## 9935  2003      31107 2.23793990  5.049856           0     0
## 9977  2004      31107 2.23793990  5.192957           0     0
## 9978  2005      31107 2.23793990  5.081404           0     0
## 9979  2006      31107 2.23793990  5.036953           0     0
## 9980  2007      31107 2.23793990  5.141664           0     0
## 9983  2003      31109 5.52262424  8.578288           0     0
## 9984  2004      31109 5.52262424  8.526945           0     0
## 9985  2005      31109 5.52262424  8.531688           0     0
## 9986  2006      31109 5.52262424  8.520388           0     0
## 9987  2007      31109 5.52262424  8.557183           0     0
## 10022 2003      31123 1.69377906  4.465908           0     0
## 10023 2004      31123 1.69377906  4.406719           0     0
## 10024 2005      31123 1.69377906  4.204693           0     0
## 10025 2006      31123 1.69377906  4.248495           0     0
## 10026 2007      31123 1.69377906  4.043051           0     0
## 10160 2003      31127 2.02498536  4.927254           0     0
## 10161 2004      31127 2.02498536  4.955827           0     0
## 10284 2005      31127 2.02498536  4.718499           0     0
## 10285 2006      31127 2.02498536  4.644391           0     0
## 10286 2007      31127 2.02498536  4.672829           0     0
## 10289 2003      31131 2.73410774  5.945421           0     0
## 10290 2004      31131 2.73410774  5.707110           0     0
## 10291 2005      31131 2.73410774  5.690359           0     0
## 10292 2006      31131 2.73410774  5.749393           0     0
## 10293 2007      31131 2.73410774  5.808142           0     0
## 10296 2003      31133 1.12719975  3.135494           0     0
## 10297 2004      31133 1.12719975  3.091042           0     0
## 10298 2005      31133 1.12719975  3.135494           0     0
## 10299 2006      31133 1.12719975  3.496508           0     0
## 10300 2007      31133 1.12719975  3.555348           0     0
## 10210 2003      31147 2.25454964  4.836282           0     0
## 10211 2004      31147 2.25454964  4.927254           0     0
## 10212 2005      31147 2.25454964  4.934474           0     0
## 10213 2006      31147 2.25454964  4.727388           0     0
## 10214 2007      31147 2.25454964  4.744932           0     0
## 10224 2003      31151 2.62777969  5.662960           0     0
## 10225 2004      31151 2.62777969  5.442418           0     0
## 10226 2005      31151 2.62777969  5.501258           0     0
## 10227 2006      31151 2.62777969  5.497168           0     0
## 10228 2007      31151 2.62777969  5.402677           0     0
## 10231 2003      31153 4.80888624  7.533159           0     0
## 10232 2004      31153 4.80888624  7.496652           0     0
## 10233 2005      31153 4.80888624  7.535297           0     0
## 10234 2006      31153 4.80888624  7.537430           0     0
## 10235 2007      31153 4.80888624  7.612831           0     0
## 10238 2003      31155 2.98719594  5.609472           0     0
## 10239 2004      31155 2.98719594  5.602119           0     0
## 10240 2005      31155 2.98719594  5.468060           0     0
## 10241 2006      31155 2.98719594  5.505332           0     0
## 10242 2007      31155 2.98719594  5.638355           0     0
## 10259 2003      31161 1.82422666  4.454347           0     0
## 10260 2004      31161 1.82422666  4.317488           0     0
## 10261 2005      31161 1.82422666  4.262680           0     0
## 10262 2006      31161 1.82422666  4.276666           0     0
## 10263 2007      31161 1.82422666  4.110874           0     0
## 10426 2003      31177 2.93279247  5.849325           0     0
## 10427 2004      31177 2.93279247  5.837730           0     0
## 10428 2005      31177 2.93279247  5.730100           0     0
## 10429 2006      31177 2.93279247  5.673323           0     0
## 10430 2007      31177 2.93279247  5.598422           0     0
## 10482 2003      32007 3.81310834  6.513230        2007     1
## 10483 2004      32007 3.81310834  6.672033        2007     1
## 10484 2005      32007 3.81310834  6.751101        2007     1
## 10485 2006      32007 3.81310834  6.815640        2007     1
## 10526 2007      32007 3.81310834  6.886532        2007     1
## 10496 2003      32011 0.50138116  2.564949        2007     1
## 10497 2004      32011 0.50138116  3.135494        2007     1
## 10498 2005      32011 0.50138116  2.833213        2007     1
## 10499 2006      32011 0.50138116  3.258097        2007     1
## 10500 2007      32011 0.50138116  3.332205        2007     1
## 10467 2003      32033 2.21713613  4.983607        2007     1
## 10468 2004      32033 2.21713613  4.912655        2007     1
## 10469 2005      32033 2.21713613  5.075174        2007     1
## 10470 2006      32033 2.21713613  5.187386        2007     1
## 10458 2007      32033 2.21713613  5.181784        2007     1
## 10948 2003      35006 3.24239702  5.442418           0     0
## 10975 2004      35006 3.24239702  5.135798           0     0
## 10976 2005      35006 3.24239702  5.262690           0     0
## 10974 2006      35006 3.24239702  5.472271           0     0
## 10966 2007      35006 3.24239702  5.442418           0     0
## 10806 2003      35013 5.16296718  7.578657           0     0
## 10807 2004      35013 5.16296718  7.560601           0     0
## 10808 2005      35013 5.16296718  7.628518           0     0
## 10809 2006      35013 5.16296718  7.596894           0     0
## 10810 2007      35013 5.16296718  7.656810           0     0
## 10924 2003      35025 4.01658120  6.719013           0     0
## 10925 2004      35025 4.01658120  6.705639           0     0
## 10926 2005      35025 4.01658120  6.791221           0     0
## 10927 2006      35025 4.01658120  6.891626           0     0
## 10928 2007      35025 4.01658120  7.032624           0     0
## 10878 2003      35033 1.64480506  3.044522           0     0
## 10879 2004      35033 1.64480506  2.197225           0     0
## 10771 2005      35033 1.64480506  2.484907           0     0
## 10762 2006      35033 1.64480506  3.044522           0     0
## 10764 2007      35033 1.64480506  2.833213           0     0
## 10919 2003      35045 4.73445131  7.446585           0     0
## 10798 2004      35045 4.73445131  7.377134           0     0
## 10799 2005      35045 4.73445131  7.353082           0     0
## 10800 2006      35045 4.73445131  7.367709           0     0
## 10801 2007      35045 4.73445131  7.447751           0     0
## 11796 2003      37005 2.36809190  4.624973        2007     1
## 11797 2004      37005 2.36809190  4.584967        2007     1
## 11798 2005      37005 2.36809190  4.672829        2007     1
## 11799 2006      37005 2.36809190  4.634729        2007     1
## 12043 2007      37005 2.36809190  4.624973        2007     1
## 11974 2003      37021 5.32947683  8.048788        2007     1
## 11975 2004      37021 5.32947683  8.065894        2007     1
## 11976 2005      37021 5.32947683  8.142063        2007     1
## 11977 2006      37021 5.32947683  8.183956        2007     1
## 11978 2007      37021 5.32947683  8.248006        2007     1
## 12097 2003      37025 4.87567812  7.623153        2007     1
## 12098 2004      37025 4.87567812  7.685703        2007     1
## 12086 2005      37025 4.87567812  7.705713        2007     1
## 12100 2006      37025 4.87567812  7.808729        2007     1
## 12101 2007      37025 4.87567812  7.900637        2007     1
## 12110 2003      37029 1.92934513  3.295837        2007     1
## 12107 2004      37029 1.92934513  2.944439        2007     1
## 12099 2005      37029 1.92934513  3.465736        2007     1
## 12109 2006      37029 1.92934513  3.367296        2007     1
## 12113 2007      37029 1.92934513  3.258097        2007     1
## 11922 2003      37041 2.67594015  5.068904        2007     1
## 11923 2004      37041 2.67594015  5.187386        2007     1
## 11924 2005      37041 2.67594015  4.934474        2007     1
## 11925 2006      37041 2.67594015  5.081404        2007     1
## 11926 2007      37041 2.67594015  5.081404        2007     1
## 11957 2003      37051 5.71361069  8.036250        2007     1
## 11958 2004      37051 5.71361069  8.042699        2007     1
## 11959 2005      37051 5.71361069  8.089482        2007     1
## 11960 2006      37051 5.71361069  8.126223        2007     1
## 11961 2007      37051 5.71361069  8.139732        2007     1
## 11491 2003      37057 4.99210466  7.284135        2007     1
## 11492 2004      37057 4.99210466  7.228388        2007     1
## 11493 2005      37057 4.99210466  7.229839        2007     1
## 11494 2006      37057 4.99210466  7.242082        2007     1
## 11495 2007      37057 4.99210466  7.240650        2007     1
## 11619 2003      37059 3.55062263  5.958425        2007     1
## 11620 2004      37059 3.55062263  5.942799        2007     1
## 11621 2005      37059 3.55062263  6.139885        2007     1
## 11622 2006      37059 3.55062263  6.135565        2007     1
## 11623 2007      37059 3.55062263  6.109248        2007     1
## 11633 2003      37063 5.40857885  7.967973        2007     1
## 11634 2004      37063 5.40857885  7.964851        2007     1
## 11635 2005      37063 5.40857885  7.952967        2007     1
## 11636 2006      37063 5.40857885  8.020599        2007     1
## 11637 2007      37063 5.40857885  8.028455        2007     1
## 11444 2003      37075 2.07856616  4.025352        2007     1
## 11432 2004      37075 2.07856616  4.248495        2007     1
## 11433 2005      37075 2.07856616  4.174387        2007     1
## 11434 2006      37075 2.07856616  4.477337        2007     1
## 11476 2007      37075 2.07856616  4.753590        2007     1
## 11486 2003      37079 2.94306962  4.615121        2007     1
## 11447 2004      37079 2.94306962  4.709530        2007     1
## 11448 2005      37079 2.94306962  4.510860        2007     1
## 11449 2006      37079 2.94306962  4.510860        2007     1
## 11450 2007      37079 2.94306962  4.510860        2007     1
## 11507 2003      37085 4.51113419  6.843750        2007     1
## 11508 2004      37085 4.51113419  6.857514        2007     1
## 11509 2005      37085 4.51113419  6.937314        2007     1
## 11510 2006      37085 4.51113419  7.035269        2007     1
## 11511 2007      37085 4.51113419  6.993015        2007     1
## 11617 2003      37093 3.51589418  5.231109        2007     1
## 11618 2004      37093 3.51589418  5.141664        2007     1
## 11862 2005      37093 3.51589418  5.288267        2007     1
## 11863 2006      37093 3.51589418  5.252273        2007     1
## 11864 2007      37093 3.51589418  5.308268        2007     1
## 11881 2003      37099 3.50016752  5.793014        2007     1
## 11882 2004      37099 3.50016752  5.755742        2007     1
## 11883 2005      37099 3.50016752  5.826000        2007     1
## 11884 2006      37099 3.50016752  5.849325        2007     1
## 11885 2007      37099 3.50016752  5.973810        2007     1
## 11774 2003      37103 2.33997721  3.828641        2007     1
## 11775 2004      37103 2.33997721  3.663562        2007     1
## 11776 2005      37103 2.33997721  3.761200        2007     1
## 11777 2006      37103 2.33997721  4.110874        2007     1
## 11778 2007      37103 2.33997721  3.135494        2007     1
## 11538 2003      37105 3.89263629  6.598509        2007     1
## 11539 2004      37105 3.89263629  6.586172        2007     1
## 11540 2005      37105 3.89263629  6.675823        2007     1
## 11541 2006      37105 3.89263629  6.593045        2007     1
## 11542 2007      37105 3.89263629  6.650279        2007     1
## 11823 2003      37117 3.24231888  5.356586        2007     1
## 11824 2004      37117 3.24231888  5.402677        2007     1
## 11825 2005      37117 3.24231888  5.488938        2007     1
## 11826 2006      37117 3.24231888  5.442418        2007     1
## 11827 2007      37117 3.24231888  5.411646        2007     1
## 11844 2003      37123 3.28922245  5.533389        2007     1
## 11845 2004      37123 3.28922245  5.438079        2007     1
## 11846 2005      37123 3.28922245  5.556828        2007     1
## 11847 2006      37123 3.28922245  5.605802        2007     1
## 11848 2007      37123 3.28922245  5.579730        2007     1
## 11858 2003      37127 4.47072409  7.170888        2007     1
## 11980 2004      37127 4.47072409  7.115582        2007     1
## 11981 2005      37127 4.47072409  7.116394        2007     1
## 11982 2006      37127 4.47072409  7.225481        2007     1
## 11983 2007      37127 4.47072409  7.356280        2007     1
## 11713 2003      37155 4.81493666  6.857514        2007     1
## 11714 2004      37155 4.81493666  6.853299        2007     1
## 11715 2005      37155 4.81493666  7.054450        2007     1
## 11716 2006      37155 4.81493666  6.993933        2007     1
## 11717 2007      37155 4.81493666  7.037906        2007     1
## 11734 2003      37161 4.14153027  6.300786        2007     1
## 11735 2004      37161 4.14153027  6.246107        2007     1
## 11736 2005      37161 4.14153027  6.255750        2007     1
## 11737 2006      37161 4.14153027  6.297109        2007     1
## 11738 2007      37161 4.14153027  6.428105        2007     1
## 11741 2003      37163 4.09702430  6.317165        2007     1
## 11742 2004      37163 4.09702430  6.385194        2007     1
## 11743 2005      37163 4.09702430  6.324359        2007     1
## 11744 2006      37163 4.09702430  6.342121        2007     1
## 11745 2007      37163 4.09702430  6.447306        2007     1
## 11748 2003      37165 3.58346338  6.154858        2007     1
## 11749 2004      37165 3.58346338  6.206576        2007     1
## 11750 2005      37165 3.58346338  6.148468        2007     1
## 11751 2006      37165 3.58346338  6.182085        2007     1
## 11752 2007      37165 3.58346338  6.163315        2007     1
## 11755 2003      37167 4.06216566  6.625392        2007     1
## 11756 2004      37167 4.06216566  6.543912        2007     1
## 11757 2005      37167 4.06216566  6.613384        2007     1
## 11758 2006      37167 4.06216566  6.629363        2007     1
## 11759 2007      37167 4.06216566  6.617403        2007     1
## 11459 2003      37175 3.37874725  5.676754        2007     1
## 11460 2004      37175 3.37874725  5.707110        2007     1
## 11461 2005      37175 3.37874725  5.758902        2007     1
## 11462 2006      37175 3.37874725  5.780744        2007     1
## 11463 2007      37175 3.37874725  5.713733        2007     1
## 11589 2003      37189 3.75408182  6.326149        2007     1
## 11590 2004      37189 3.75408182  6.356108        2007     1
## 11591 2005      37189 3.75408182  6.350886        2007     1
## 11592 2006      37189 3.75408182  6.444131        2007     1
## 11593 2007      37189 3.75408182  6.432940        2007     1
## 11596 2003      37191 4.73029509  7.247081        2007     1
## 11597 2004      37191 4.73029509  7.228388        2007     1
## 11598 2005      37191 4.73029509  7.217443        2007     1
## 11599 2006      37191 4.73029509  7.309881        2007     1
## 11600 2007      37191 4.73029509  7.304516        2007     1
## 12361 2003      38001 0.95281551  4.110874           0     0
## 12362 2004      38001 0.95281551  4.094345           0     0
## 12363 2005      38001 0.95281551  4.060443           0     0
## 12364 2006      38001 0.95281551  3.891820           0     0
## 12365 2007      38001 0.95281551  4.174387           0     0
## 12305 2003      38021 1.75041651  4.682131           0     0
## 12306 2004      38021 1.75041651  4.290459           0     0
## 12307 2005      38021 1.75041651  4.510860           0     0
## 12308 2006      38021 1.75041651  4.744932           0     0
## 12309 2007      38021 1.75041651  4.624973           0     0
## 12312 2003      38023 0.82549037  4.110874           0     0
## 12313 2004      38023 0.82549037  4.110874           0     0
## 12314 2005      38023 0.82549037  3.871201           0     0
## 12315 2006      38023 0.82549037  3.891820           0     0
## 12316 2007      38023 0.82549037  3.850148           0     0
## 12219 2003      38035 4.19130489  7.281386           0     0
## 12220 2004      38035 4.19130489  7.206377           0     0
## 12221 2005      38035 4.19130489  7.293698           0     0
## 12343 2006      38035 4.19130489  7.282074           0     0
## 12344 2007      38035 4.19130489  7.282074           0     0
## 12347 2003      38037 1.04415610  3.465736           0     0
## 12348 2004      38037 1.04415610  3.218876           0     0
## 12390 2005      38037 1.04415610  3.135494           0     0
## 12391 2006      38037 1.04415610  3.295837           0     0
## 12392 2007      38037 1.04415610  3.465736           0     0
## 12342 2003      38049 1.78959045  3.988984           0     0
## 12383 2004      38049 1.78959045  3.637586           0     0
## 12384 2005      38049 1.78959045  3.891820           0     0
## 12262 2006      38049 1.78959045  3.828641           0     0
## 12263 2007      38049 1.78959045  4.025352           0     0
## 12287 2003      38061 1.89175562  4.941642           0     0
## 12288 2004      38061 1.89175562  4.709530           0     0
## 12289 2005      38061 1.89175562  4.644391           0     0
## 12290 2006      38061 1.89175562  4.595120           0     0
## 12291 2007      38061 1.89175562  4.736198           0     0
## 12294 2003      38063 1.31237868  3.912023           0     0
## 12174 2004      38063 1.31237868  4.043051           0     0
## 12175 2005      38063 1.31237868  4.043051           0     0
## 12176 2006      38063 1.31237868  3.806662           0     0
## 12177 2007      38063 1.31237868  3.713572           0     0
## 12208 2003      38073 1.77325600  4.836282           0     0
## 12209 2004      38073 1.77325600  4.875197           0     0
## 12210 2005      38073 1.77325600  4.753590           0     0
## 12211 2006      38073 1.77325600  4.762174           0     0
## 12212 2007      38073 1.77325600  4.795791           0     0
## 12116 2003      38097 2.13735661  5.164786           0     0
## 12127 2004      38097 2.13735661  5.141664           0     0
## 12128 2005      38097 2.13735661  5.017280           0     0
## 12129 2006      38097 2.13735661  5.087596           0     0
## 12130 2007      38097 2.13735661  5.056246           0     0
## 12120 2003      38099 2.51680898  5.846439           0     0
## 12148 2004      38099 2.51680898  5.771441           0     0
## 12149 2005      38099 2.51680898  5.697093           0     0
## 12150 2006      38099 2.51680898  5.690359           0     0
## 12151 2007      38099 2.51680898  5.673323           0     0
## 12169 2003      38105 2.98371030  6.167516           0     0
## 12170 2004      38105 2.98371030  6.070738           0     0
## 12171 2005      38105 2.98371030  6.124683           0     0
## 12172 2006      38105 2.98371030  6.169611           0     0
## 12173 2007      38105 2.98371030  6.188264           0     0
## 12848 2003      39019 3.36162461  5.463832        2007     1
## 12849 2004      39019 3.36162461  5.442418        2007     1
## 12850 2005      39019 3.36162461  5.402677        2007     1
## 12851 2006      39019 3.36162461  5.278115        2007     1
## 12852 2007      39019 3.36162461  5.351858        2007     1
## 12855 2003      39021 3.66073715  5.899897        2007     1
## 12856 2004      39021 3.66073715  5.774552        2007     1
## 12857 2005      39021 3.66073715  5.802118        2007     1
## 12858 2006      39021 3.66073715  5.863631        2007     1
## 12859 2007      39021 3.66073715  5.783825        2007     1
## 12986 2003      39035 7.23991681 10.002020        2007     1
## 12987 2004      39035 7.23991681  9.947552        2007     1
## 12988 2005      39035 7.23991681  9.914675        2007     1
## 12989 2006      39035 7.23991681  9.915959        2007     1
## 12990 2007      39035 7.23991681  9.893740        2007     1
## 12826 2003      39047 3.34755044  6.342121        2007     1
## 12827 2004      39047 3.34755044  6.329721        2007     1
## 12828 2005      39047 3.34755044  6.338594        2007     1
## 12829 2006      39047 3.34755044  6.232448        2007     1
## 12951 2007      39047 3.34755044  6.244167        2007     1
## 13026 2003      39055 4.50970499  7.294377        2007     1
## 13032 2004      39055 4.50970499  7.242082        2007     1
## 13028 2005      39055 4.50970499  7.220374        2007     1
## 13020 2006      39055 4.50970499  7.309212        2007     1
## 13021 2007      39055 4.50970499  7.242798        2007     1
## 12881 2003      39063 4.26682620  7.154615        2007     1
## 12882 2004      39063 4.26682620  7.062192        2007     1
## 12883 2005      39063 4.26682620  7.129298        2007     1
## 12884 2006      39063 4.26682620  7.113956        2007     1
## 12885 2007      39063 4.26682620  7.146772        2007     1
## 12909 2003      39071 3.71051863  6.113682        2007     1
## 12910 2004      39071 3.71051863  6.144186        2007     1
## 12911 2005      39071 3.71051863  6.210600        2007     1
## 12912 2006      39071 3.71051863  6.192362        2007     1
## 12670 2007      39071 3.71051863  6.107023        2007     1
## 12694 2003      39079 3.48556917  5.834811        2007     1
## 12695 2004      39079 3.48556917  5.755742        2007     1
## 12696 2005      39079 3.48556917  5.869297        2007     1
## 12697 2006      39079 3.48556917  5.826000        2007     1
## 12698 2007      39079 3.48556917  5.789960        2007     1
## 12505 2003      39095 6.12041609  9.010547        2007     1
## 12424 2004      39095 6.12041609  8.927181        2007     1
## 12429 2005      39095 6.12041609  8.842027        2007     1
## 12426 2006      39095 6.12041609  8.840291        2007     1
## 12427 2007      39095 6.12041609  8.821732        2007     1
## 12431 2003      39097 3.69419033  5.976351        2007     1
## 12432 2004      39097 3.69419033  5.940171        2007     1
## 12433 2005      39097 3.69419033  6.133398        2007     1
## 12434 2006      39097 3.69419033  5.950643        2007     1
## 12448 2007      39097 3.69419033  5.855072        2007     1
## 12547 2003      39107 3.71171669  6.776507        2007     1
## 12548 2004      39107 3.71171669  6.769642        2007     1
## 12549 2005      39107 3.71171669  6.734592        2007     1
## 12550 2006      39107 3.71171669  6.805723        2007     1
## 12551 2007      39107 3.71171669  6.719013        2007     1
## 12561 2003      39111 2.71997877  3.332205        2007     1
## 12562 2004      39111 2.71997877  3.258097        2007     1
## 12563 2005      39111 2.71997877  3.526361        2007     1
## 12564 2006      39111 2.71997877  3.496508        2007     1
## 12565 2007      39111 2.71997877  3.401197        2007     1
## 12468 2003      39119 4.43775695  7.120444        2007     1
## 12469 2004      39119 4.43775695  7.025538        2007     1
## 12713 2005      39119 4.43775695  6.946014        2007     1
## 12714 2006      39119 4.43775695  6.859615        2007     1
## 12715 2007      39119 4.43775695  6.895683        2007     1
## 12796 2003      39143 4.12377391  6.831954        2007     1
## 12797 2004      39143 4.12377391  6.828712        2007     1
## 12798 2005      39143 4.12377391  6.745236        2007     1
## 12799 2006      39143 4.12377391  6.733402        2007     1
## 12800 2007      39143 4.12377391  6.765039        2007     1
## 12866 2003      39163 2.54991381  4.234107        2007     1
## 12867 2004      39163 2.54991381  4.248495        2007     1
## 12868 2005      39163 2.54991381  4.094345        2007     1
## 12869 2006      39163 2.54991381  3.871201        2007     1
## 12627 2007      39163 2.54991381  4.007333        2007     1
## 12658 2003      39173 4.79632759  7.557995        2007     1
## 12659 2004      39173 4.79632759  7.521318        2007     1
## 12660 2005      39173 4.79632759  7.465083        2007     1
## 12661 2006      39173 4.79632759  7.473637        2007     1
## 12662 2007      39173 4.79632759  7.512618        2007     1
## 13285 2003      40003 1.80910811  4.025352           0     0
## 13286 2004      40003 1.80910811  3.761200           0     0
## 13287 2005      40003 1.80910811  3.912023           0     0
## 13288 2006      40003 1.80910811  3.850148           0     0
## 13289 2007      40003 1.80910811  3.988984           0     0
## 13198 2003      40013 3.59824333  6.177944           0     0
## 13199 2004      40013 3.59824333  6.242223           0     0
## 13200 2005      40013 3.59824333  6.280396           0     0
## 13201 2006      40013 3.59824333  6.135565           0     0
## 13202 2007      40013 3.59824333  6.192362           0     0
## 13205 2003      40015 3.40618492  5.459586           0     0
## 13206 2004      40015 3.40618492  5.278115           0     0
## 13207 2005      40015 3.40618492  5.327876           0     0
## 13208 2006      40015 3.40618492  5.411646           0     0
## 13209 2007      40015 3.40618492  5.389072           0     0
## 13212 2003      40017 4.47388769  7.121252           0     0
## 13213 2004      40017 4.47388769  7.085901           0     0
## 13214 2005      40017 4.47388769  7.000334           0     0
## 13215 2006      40017 4.47388769  7.078342           0     0
## 13216 2007      40017 4.47388769  7.090910           0     0
## 13050 2003      40025 1.14676733  3.806662           0     0
## 13038 2004      40025 1.14676733  3.583519           0     0
## 13039 2005      40025 1.14676733  3.555348           0     0
## 13044 2006      40025 1.14676733  3.931826           0     0
## 13041 2007      40025 1.14676733  3.555348           0     0
## 13086 2003      40039 3.26354322  6.045005           0     0
## 13087 2004      40039 3.26354322  5.986452           0     0
## 13088 2005      40039 3.26354322  5.899897           0     0
## 13089 2006      40039 3.26354322  5.983936           0     0
## 13090 2007      40039 3.26354322  6.023448           0     0
## 13240 2003      40063 2.64999727  4.624973           0     0
## 13241 2004      40063 2.64999727  4.454347           0     0
## 13242 2005      40063 2.64999727  4.276666           0     0
## 13243 2006      40063 2.64999727  4.110874           0     0
## 13244 2007      40063 2.64999727  4.521789           0     0
## 13505 2003      40069 2.35261259  4.499810           0     0
## 13506 2004      40069 2.35261259  4.382027           0     0
## 13507 2005      40069 2.35261259  4.189655           0     0
## 13508 2006      40069 2.35261259  4.189655           0     0
## 13509 2007      40069 2.35261259  4.663439           0     0
## 13486 2003      40075 2.32503128  4.605170           0     0
## 13487 2004      40075 2.32503128  4.382027           0     0
## 13488 2005      40075 2.32503128  4.262680           0     0
## 13489 2006      40075 2.32503128  4.262680           0     0
## 13490 2007      40075 2.32503128  4.110874           0     0
## 13433 2003      40083 3.52412273  5.655992           0     0
## 13434 2004      40083 3.52412273  5.384495           0     0
## 13435 2005      40083 3.52412273  5.429346           0     0
## 13436 2006      40083 3.52412273  5.438079           0     0
## 13437 2007      40083 3.52412273  5.472271           0     0
## 13373 2003      40101 4.24062147  7.026427           0     0
## 13374 2004      40101 4.24062147  6.794587           0     0
## 13375 2005      40101 4.24062147  6.910751           0     0
## 13376 2006      40101 4.24062147  6.951772           0     0
## 13377 2007      40101 4.24062147  6.783325           0     0
## 13314 2003      40119 4.22229793  6.960348           0     0
## 13315 2004      40119 4.22229793  6.877296           0     0
## 13316 2005      40119 4.22229793  6.720220           0     0
## 13317 2006      40119 4.22229793  6.810142           0     0
## 13318 2007      40119 4.22229793  6.836259           0     0
## 13133 2003      40137 3.76542374  6.206576           0     0
## 13134 2004      40137 3.76542374  6.171701           0     0
## 13135 2005      40137 3.76542374  6.194405           0     0
## 13257 2006      40137 3.76542374  6.302619           0     0
## 13258 2007      40137 3.76542374  6.308098           0     0
## 13275 2003      40143 6.33381057  9.275566           0     0
## 13155 2004      40143 6.33381057  9.185023           0     0
## 13156 2005      40143 6.33381057  9.213037           0     0
## 13157 2006      40143 6.33381057  9.317759           0     0
## 13158 2007      40143 6.33381057  9.361085           0     0
## 13161 2003      40145 4.05162841  5.891644           0     0
## 13162 2004      40145 4.05162841  5.852202           0     0
## 13163 2005      40145 4.05162841  5.924256           0     0
## 13164 2006      40145 4.05162841  6.006353           0     0
## 13165 2007      40145 4.05162841  6.021023           0     0
## 13189 2003      40153 2.91701369  5.733341           0     0
## 13190 2004      40153 2.91701369  5.641907           0     0
## 13191 2005      40153 2.91701369  5.726848           0     0
## 13192 2006      40153 2.91701369  5.869297           0     0
## 13193 2007      40153 2.91701369  5.950643           0     0
## 14200 2003      45007 5.11042030  7.658700           0     0
## 14201 2004      45007 5.11042030  7.611842           0     0
## 14202 2005      45007 5.11042030  7.622175           0     0
## 14203 2006      45007 5.11042030  7.658228           0     0
## 14204 2007      45007 5.11042030  7.639642           0     0
## 14086 2003      45009 2.81289058  5.030438           0     0
## 14087 2004      45009 2.81289058  4.934474           0     0
## 14088 2005      45009 2.81289058  5.129899           0     0
## 14089 2006      45009 2.81289058  5.056246           0     0
## 14090 2007      45009 2.81289058  5.141664           0     0
## 14100 2003      45013 4.79526975  7.582229           0     0
## 14101 2004      45013 4.79526975  7.570443           0     0
## 14102 2005      45013 4.79526975  7.651120           0     0
## 14103 2006      45013 4.79526975  7.745868           0     0
## 14104 2007      45013 4.79526975  7.717796           0     0
## 14359 2003      45017 2.72030810  4.219508           0     0
## 14360 2004      45017 2.72030810  4.127134           0     0
## 14361 2005      45017 2.72030810  4.143135           0     0
## 14362 2006      45017 2.72030810  4.174387           0     0
## 14363 2007      45017 2.72030810  4.234107           0     0
## 14366 2003      45019 5.73647229  8.522380           0     0
## 14367 2004      45019 5.73647229  8.509363           0     0
## 14368 2005      45019 5.73647229  8.605753           0     0
## 14329 2006      45019 5.73647229  8.700181           0     0
## 14330 2007      45019 5.73647229  8.712924           0     0
## 14259 2003      45023 3.52835853  5.347108           0     0
## 14260 2004      45023 3.52835853  5.351858           0     0
## 14261 2005      45023 3.52835853  5.356586           0     0
## 14262 2006      45023 3.52835853  5.476464           0     0
## 14263 2007      45023 3.52835853  5.525453           0     0
## 14266 2003      45025 3.75579016  5.805135           0     0
## 14267 2004      45025 3.75579016  5.733341           0     0
## 14268 2005      45025 3.75579016  5.852202           0     0
## 14269 2006      45025 3.75579016  5.783825           0     0
## 14270 2007      45025 3.75579016  5.899897           0     0
## 14349 2003      45037 3.20254317  5.099866           0     0
## 14350 2004      45037 3.20254317  4.969813           0     0
## 14351 2005      45037 3.20254317  5.030438           0     0
## 14379 2006      45037 3.20254317  4.997212           0     0
## 14380 2007      45037 3.20254317  5.273000           0     0
## 14233 2003      45051 5.28131870  7.987864           0     0
## 14234 2004      45051 5.28131870  7.974533           0     0
## 14235 2005      45051 5.28131870  8.112827           0     0
## 14236 2006      45051 5.28131870  8.199739           0     0
## 14237 2007      45051 5.28131870  8.286521           0     0
## 14247 2003      45055 3.96360926  6.177944           0     0
## 14248 2004      45055 3.96360926  6.302619           0     0
## 14249 2005      45055 3.96360926  6.408529           0     0
## 14250 2006      45055 3.96360926  6.285998           0     0
## 14251 2007      45055 3.96360926  6.381816           0     0
## 14140 2003      45059 4.24229032  6.421622           0     0
## 14141 2004      45059 4.24229032  6.257668           0     0
## 14142 2005      45059 4.24229032  6.324359           0     0
## 14143 2006      45059 4.24229032  6.356108           0     0
## 14144 2007      45059 4.24229032  6.342121           0     0
## 14168 2003      45067 3.56857449  5.690359           0     0
## 14169 2004      45067 3.56857449  5.605802           0     0
## 14170 2005      45067 3.56857449  5.613128           0     0
## 14292 2006      45067 3.56857449  5.645447           0     0
## 14293 2007      45067 3.56857449  5.638355           0     0
## 14310 2003      45073 4.19290702  6.565265           0     0
## 14311 2004      45073 4.19290702  6.432940           0     0
## 14312 2005      45073 4.19290702  6.396930           0     0
## 14313 2006      45073 4.19290702  6.418365           0     0
## 14314 2007      45073 4.19290702  6.444131           0     0
## 14093 2003      45081 2.95392021  5.049856           0     0
## 14094 2004      45081 2.95392021  5.105945           0     0
## 14095 2005      45081 2.95392021  5.153292           0     0
## 14096 2006      45081 2.95392021  5.164786           0     0
## 14070 2007      45081 2.95392021  5.111988           0     0
## 14115 2003      45087 3.39722283  5.225747           0     0
## 14116 2004      45087 3.39722283  5.017280           0     0
## 14117 2005      45087 3.39722283  5.093750           0     0
## 14118 2006      45087 3.39722283  5.327876           0     0
## 14119 2007      45087 3.39722283  5.407172           0     0
## 14535 2003      46013 3.56840530  6.749931           0     0
## 14536 2004      46013 3.56840530  6.685861           0     0
## 14537 2005      46013 3.56840530  6.701960           0     0
## 14538 2006      46013 3.56840530  6.782192           0     0
## 14539 2007      46013 3.56840530  6.786717           0     0
## 14562 2003      46021 0.57773633  3.044522           0     0
## 14563 2004      46021 0.57773633  2.995732           0     0
## 14564 2005      46021 0.57773633  2.708050           0     0
## 14565 2006      46021 0.57773633  2.708050           0     0
## 14566 2007      46021 0.57773633  2.564949           0     0
## 14469 2003      46029 3.25412713  6.616065           0     0
## 14470 2004      46029 3.25412713  6.562444           0     0
## 14471 2005      46029 3.25412713  6.624065           0     0
## 14472 2006      46029 3.25412713  6.593045           0     0
## 14716 2007      46029 3.25412713  6.572283           0     0
## 14726 2003      46033 1.98444381  4.234107           0     0
## 14727 2004      46033 1.98444381  4.189655           0     0
## 14728 2005      46033 1.98444381  4.418841           0     0
## 14729 2006      46033 1.98444381  4.477337           0     0
## 14730 2007      46033 1.98444381  4.394449           0     0
## 14768 2003      46047 2.00861664  4.605170           0     0
## 14769 2004      46047 2.00861664  4.691348           0     0
## 14770 2005      46047 2.00861664  4.532599           0     0
## 14771 2006      46047 2.00861664  4.828314           0     0
## 14772 2007      46047 2.00861664  4.836282           0     0
## 14689 2003      46065 2.80220820  6.133398           0     0
## 14690 2004      46065 2.80220820  6.126869           0     0
## 14691 2005      46065 2.80220820  6.167516           0     0
## 14692 2006      46065 2.80220820  6.135565           0     0
## 14571 2007      46065 2.80220820  6.104793           0     0
## 14595 2003      46075 0.17647114  3.496508           0     0
## 14596 2004      46075 0.17647114  3.496508           0     0
## 14597 2005      46075 0.17647114  3.258097           0     0
## 14598 2006      46075 0.17647114  2.944439           0     0
## 14599 2007      46075 0.17647114  3.178054           0     0
## 14609 2003      46079 2.42267657  5.459586           0     0
## 14610 2004      46079 2.42267657  5.313206           0     0
## 14611 2005      46079 2.42267657  5.424950           0     0
## 14612 2006      46079 2.42267657  5.303305           0     0
## 14613 2007      46079 2.42267657  5.323010           0     0
## 14665 2003      46095 0.73380916  2.397895           0     0
## 14666 2004      46095 0.73380916  2.708050           0     0
## 14667 2005      46095 0.73380916  2.833213           0     0
## 14668 2006      46095 0.73380916  2.944439           0     0
## 14669 2007      46095 0.73380916  3.367296           0     0
## 14389 2003      46105 1.21283343  4.043051           0     0
## 14390 2004      46105 1.21283343  4.025352           0     0
## 14384 2005      46105 1.21283343  4.204693           0     0
## 14392 2006      46105 1.21283343  4.174387           0     0
## 14393 2007      46105 1.21283343  4.077537           0     0
## 14403 2003      46109 2.30418381  5.147494           0     0
## 14391 2004      46109 2.30418381  5.159055           0     0
## 14473 2005      46109 2.30418381  5.247024           0     0
## 14474 2006      46109 2.30418381  5.214936           0     0
## 14475 2007      46109 2.30418381  5.129899           0     0
## 14485 2003      46115 2.00875080  4.812184           0     0
## 14486 2004      46115 2.00875080  4.912655           0     0
## 14487 2005      46115 2.00875080  5.023881           0     0
## 14488 2006      46115 2.00875080  5.087596           0     0
## 14489 2007      46115 2.00875080  5.056246           0     0
## 14499 2003      46119 0.44211843  2.833213           0     0
## 14500 2004      46119 0.44211843  2.995732           0     0
## 14501 2005      46119 0.44211843  2.708050           0     0
## 14502 2006      46119 0.44211843  2.995732           0     0
## 14503 2007      46119 0.44211843  2.890372           0     0
## 14506 2003      46121 2.20276476  3.496508           0     0
## 14507 2004      46121 2.20276476  3.761200           0     0
## 14508 2005      46121 2.20276476  3.465736           0     0
## 14509 2006      46121 2.20276476  3.583519           0     0
## 14510 2007      46121 2.20276476  3.178054           0     0
## 14919 2003      47005 2.80560029  5.068904           0     0
## 14920 2004      47005 2.80560029  4.955827           0     0
## 14921 2005      47005 2.80560029  4.990433           0     0
## 14922 2006      47005 2.80560029  5.003946           0     0
## 14923 2007      47005 2.80560029  4.941642           0     0
## 14926 2003      47007 2.51503163  3.970292           0     0
## 14927 2004      47007 2.51503163  3.850148           0     0
## 14928 2005      47007 2.51503163  4.077537           0     0
## 14929 2006      47007 2.51503163  3.931826           0     0
## 14930 2007      47007 2.51503163  4.158883           0     0
## 14933 2003      47009 4.66176789  6.943122           0     0
## 14934 2004      47009 4.66176789  7.002156           0     0
## 14814 2005      47009 4.66176789  7.068172           0     0
## 14815 2006      47009 4.66176789  7.120444           0     0
## 14816 2007      47009 4.66176789  7.096721           0     0
## 14826 2003      47013 3.68522278  5.537334           0     0
## 14827 2004      47013 3.68522278  5.541264           0     0
## 14828 2005      47013 3.68522278  5.683580           0     0
## 14829 2006      47013 3.68522278  5.613128           0     0
## 14830 2007      47013 3.68522278  5.655992           0     0
## 15125 2003      47029 3.51348386  5.361292           0     0
## 15126 2004      47029 3.51348386  5.236442           0     0
## 15127 2005      47029 3.51348386  5.347108           0     0
## 15128 2006      47029 3.51348386  5.323010           0     0
## 15129 2007      47029 3.51348386  5.438079           0     0
## 14945 2003      47047 3.36058370  5.068904           0     0
## 14946 2004      47047 3.36058370  5.075174           0     0
## 14947 2005      47047 3.36058370  5.147494           0     0
## 14948 2006      47047 3.36058370  5.407172           0     0
## 14949 2007      47047 3.36058370  5.480639           0     0
## 15008 2003      47065 5.72976206  8.573195           0     0
## 15009 2004      47065 5.72976206  8.603004           0     0
## 15010 2005      47065 5.72976206  8.631949           0     0
## 15011 2006      47065 5.72976206  8.557759           0     0
## 15012 2007      47065 5.72976206  8.563695           0     0
## 15036 2003      47073 3.98085853  6.126869           0     0
## 15037 2004      47073 3.98085853  6.008813           0     0
## 15038 2005      47073 3.98085853  5.934894           0     0
## 15039 2006      47073 3.98085853  6.042633           0     0
## 15040 2007      47073 3.98085853  5.937536           0     0
## 14820 2003      47081 3.10436244  4.983607           0     0
## 14821 2004      47081 3.10436244  4.852030           0     0
## 14822 2005      47081 3.10436244  4.828314           0     0
## 14796 2006      47081 3.10436244  4.890349           0     0
## 14797 2007      47081 3.10436244  5.010635           0     0
## 14877 2003      47097 3.29957063  4.736198           0     0
## 14878 2004      47097 3.29957063  4.727388           0     0
## 14879 2005      47097 3.29957063  4.521789           0     0
## 14880 2006      47097 3.29957063  4.787492           0     0
## 14881 2007      47097 3.29957063  4.882802           0     0
## 14884 2003      47099 3.68702774  5.897154           0     0
## 14885 2004      47099 3.68702774  5.918894           0     0
## 14886 2005      47099 3.68702774  5.966147           0     0
## 14887 2006      47099 3.68702774  5.966147           0     0
## 14888 2007      47099 3.68702774  6.052089           0     0
## 15343 2003      47125 4.90355478  7.316548           0     0
## 15344 2004      47125 4.90355478  7.334982           0     0
## 15345 2005      47125 4.90355478  7.388946           0     0
## 15346 2006      47125 4.90355478  7.425954           0     0
## 15347 2007      47125 4.90355478  7.514800           0     0
## 15450 2003      47145 3.94951145  6.023448           0     0
## 15451 2004      47145 3.94951145  6.102559           0     0
## 15448 2005      47145 3.94951145  6.192362           0     0
## 15452 2006      47145 3.94951145  6.079933           0     0
## 15417 2007      47145 3.94951145  6.049733           0     0
## 15211 2003      47157 6.79958192  9.486076           0     0
## 15212 2004      47157 6.79958192  9.447702           0     0
## 15213 2005      47157 6.79958192  9.406400           0     0
## 15214 2006      47157 6.79958192  9.470317           0     0
## 15215 2007      47157 6.79958192  9.524932           0     0
## 15260 2003      47171 2.87169849  4.997212           0     0
## 15261 2004      47171 2.87169849  4.691348           0     0
## 15262 2005      47171 2.87169849  4.859812           0     0
## 15263 2006      47171 2.87169849  4.890349           0     0
## 15264 2007      47171 2.87169849  4.859812           0     0
## 15388 2003      47173 2.87964779  4.510860           0     0
## 15389 2004      47173 2.87964779  4.343805           0     0
## 15390 2005      47173 2.87964779  4.330733           0     0
## 15391 2006      47173 2.87964779  4.634729           0     0
## 15392 2007      47173 2.87964779  4.454347           0     0
## 15537 2003      48015 3.16082289  5.739793           0     0
## 15498 2004      48015 3.16082289  5.866468           0     0
## 15499 2005      48015 3.16082289  5.866468           0     0
## 15500 2006      48015 3.16082289  5.899897           0     0
## 15501 2007      48015 3.16082289  5.998937           0     0
## 15633 2003      48019 2.87045246  4.753590           0     0
## 15634 2004      48019 2.87045246  4.672829           0     0
## 15635 2005      48019 2.87045246  4.836282           0     0
## 15636 2006      48019 2.87045246  4.795791           0     0
## 15637 2007      48019 2.87045246  4.795791           0     0
## 15654 2003      48025 3.47689219  5.220356           0     0
## 15655 2004      48025 3.47689219  5.241747           0     0
## 15656 2005      48025 3.47689219  5.192957           0     0
## 15657 2006      48025 3.47689219  5.365976           0     0
## 15658 2007      48025 3.47689219  5.332719           0     0
## 15554 2003      48031 2.13037227  4.574711           0     0
## 15555 2004      48031 2.13037227  4.605170           0     0
## 15556 2005      48031 2.13037227  4.418841           0     0
## 15557 2006      48031 2.13037227  4.454347           0     0
## 15558 2007      48031 2.13037227  4.595120           0     0
## 15959 2003      48043 2.18222374  4.836282           0     0
## 15960 2004      48043 2.18222374  4.890349           0     0
## 15961 2005      48043 2.18222374  5.164786           0     0
## 15962 2006      48043 2.18222374  5.327876           0     0
## 15963 2007      48043 2.18222374  5.497168           0     0
## 16000 2003      48055 3.47178010  5.351858           0     0
## 16001 2004      48055 3.47178010  5.497168           0     0
## 16002 2005      48055 3.47178010  5.379897           0     0
## 16003 2006      48055 3.47178010  5.446737           0     0
## 16004 2007      48055 3.47178010  5.433722           0     0
## 16021 2003      48061 5.81480791  7.841493           0     0
## 16022 2004      48061 5.81480791  7.816417           0     0
## 16023 2005      48061 5.81480791  7.742402           0     0
## 16024 2006      48061 5.81480791  7.818430           0     0
## 16025 2007      48061 5.81480791  7.927685           0     0
## 15699 2003      48073 3.84286583  6.352629           0     0
## 15700 2004      48073 3.84286583  6.077642           0     0
## 15701 2005      48073 3.84286583  6.194405           0     0
## 15702 2006      48073 3.84286583  6.210600           0     0
## 15703 2007      48073 3.84286583  6.226537           0     0
## 15713 2003      48077 2.39844058  4.343805           0     0
## 15714 2004      48077 2.39844058  4.110874           0     0
## 15715 2005      48077 2.39844058  4.158883           0     0
## 15716 2006      48077 2.39844058  3.912023           0     0
## 15717 2007      48077 2.39844058  3.806662           0     0
## 15596 2003      48113 7.70476641 10.442697           0     0
## 15597 2004      48113 7.70476641 10.339126           0     0
## 15598 2005      48113 7.70476641 10.337119           0     0
## 15599 2006      48113 7.70476641 10.378479           0     0
## 15600 2007      48113 7.70476641 10.435262           0     0
## 15610 2003      48117 2.92106261  5.424950           0     0
## 15611 2004      48117 2.92106261  5.283204           0     0
## 15612 2005      48117 2.92106261  5.267858           0     0
## 15613 2006      48117 2.92106261  5.463832           0     0
## 15614 2007      48117 2.92106261  5.497168           0     0
## 15624 2003      48121 6.07068230  8.623533           0     0
## 15625 2004      48121 6.07068230  8.630343           0     0
## 15626 2005      48121 6.07068230  8.682538           0     0
## 15627 2006      48121 6.07068230  8.757312           0     0
## 15628 2007      48121 6.07068230  8.809564           0     0
## 16336 2003      48151 1.46879558  2.944439           0     0
## 16337 2004      48151 1.46879558  2.995732           0     0
## 16338 2005      48151 1.46879558  2.564949           0     0
## 16339 2006      48151 1.46879558  2.995732           0     0
## 16340 2007      48151 1.46879558  2.484907           0     0
## 16049 2003      48173 0.34074879  2.397895           0     0
## 16050 2004      48173 0.34074879  1.791759           0     0
## 16051 2005      48173 0.34074879  1.945910           0     0
## 16052 2006      48173 0.34074879  2.079442           0     0
## 16053 2007      48173 0.34074879  1.386294           0     0
## 15818 2003      48213 4.29424678  6.570883           0     0
## 15819 2004      48213 4.29424678  6.473891           0     0
## 15820 2005      48213 4.29424678  6.396930           0     0
## 15821 2006      48213 4.29424678  6.495266           0     0
## 15822 2007      48213 4.29424678  6.464588           0     0
## 15846 2003      48221 3.71600812  6.236370           0     0
## 15847 2004      48221 3.71600812  6.137727           0     0
## 15848 2005      48221 3.71600812  6.056784           0     0
## 15849 2006      48221 3.71600812  6.253829           0     0
## 15850 2007      48221 3.71600812  6.363028           0     0
## 15853 2003      48223 3.46448512  5.955837           0     0
## 15854 2004      48223 3.46448512  5.918894           0     0
## 15855 2005      48223 3.46448512  5.857933           0     0
## 15856 2006      48223 3.46448512  5.950643           0     0
## 15857 2007      48223 3.46448512  5.905362           0     0
## 17146 2003      48245 5.52963145  8.017637           0     0
## 17147 2004      48245 5.52963145  7.923348           0     0
## 17148 2005      48245 5.52963145  8.091627           0     0
## 17149 2006      48245 5.52963145  8.186186           0     0
## 17150 2007      48245 5.52963145  8.173011           0     0
## 17160 2003      48249 3.67188588  5.620401           0     0
## 17161 2004      48249 3.67188588  5.762051           0     0
## 17122 2005      48249 3.67188588  5.739793           0     0
## 17123 2006      48249 3.67188588  5.786897           0     0
## 17124 2007      48249 3.67188588  5.869297           0     0
## 17189 2003      48271 1.21757981  2.639057           0     0
## 17190 2004      48271 1.21757981  1.609438           0     0
## 17191 2005      48271 1.21757981  1.609438           0     0
## 17192 2006      48271 1.21757981  2.197225           0     0
## 17202 2007      48271 1.21757981  2.302585           0     0
## 17005 2003      48277 3.88154318  6.322565           0     0
## 17006 2004      48277 3.88154318  6.240276           0     0
## 17007 2005      48277 3.88154318  6.150603           0     0
## 17008 2006      48277 3.88154318  6.376727           0     0
## 17009 2007      48277 3.88154318  6.456770           0     0
## 17054 2003      48291 4.25069283  6.265301           0     0
## 17055 2004      48291 4.25069283  6.246107           0     0
## 17056 2005      48291 4.25069283  6.196444           0     0
## 17057 2006      48291 4.25069283  6.276643           0     0
## 17058 2007      48291 4.25069283  6.289716           0     0
## 17068 2003      48295 1.11743404  3.583519           0     0
## 17069 2004      48295 1.11743404  3.912023           0     0
## 17070 2005      48295 1.11743404  4.043051           0     0
## 17071 2006      48295 1.11743404  3.988984           0     0
## 17072 2007      48295 1.11743404  4.204693           0     0
## 16859 2003      48305 1.87946505  3.784190           0     0
## 16860 2004      48305 1.87946505  3.713572           0     0
## 16861 2005      48305 1.87946505  3.806662           0     0
## 16862 2006      48305 1.87946505  3.871201           0     0
## 16863 2007      48305 1.87946505  2.995732           0     0
## 16168 2003      48317 1.55730216  2.564949           0     0
## 16169 2004      48317 1.55730216  1.098612           0     0
## 16170 2005      48317 1.55730216  2.079442           0     0
## 16171 2006      48317 1.55730216  1.386294           0     0
## 16172 2007      48317 1.55730216  1.945910           0     0
## 16189 2003      48323 3.85644687  5.789960           0     0
## 16190 2004      48323 3.85644687  5.455321           0     0
## 16191 2005      48323 3.85644687  5.501258           0     0
## 16192 2006      48323 3.85644687  5.717028           0     0
## 16193 2007      48323 3.85644687  5.916202           0     0
## 16252 2003      48341 3.00176405  5.749393           0     0
## 16253 2004      48341 3.00176405  5.594711           0     0
## 16254 2005      48341 3.00176405  5.587249           0     0
## 16255 2006      48341 3.00176405  5.693732           0     0
## 16256 2007      48341 3.00176405  5.697093           0     0
## 16287 2003      48351 2.71283872  3.332205           0     0
## 16288 2004      48351 2.71283872  3.465736           0     0
## 16289 2005      48351 2.71283872  3.806662           0     0
## 16290 2006      48351 2.71283872  3.610918           0     0
## 16291 2007      48351 2.71283872  3.828641           0     0
## 16672 2003      48357 2.19789102  5.303305           0     0
## 16673 2004      48357 2.19789102  5.236442           0     0
## 16674 2005      48357 2.19789102  5.181784           0     0
## 16675 2006      48357 2.19789102  5.252273           0     0
## 16676 2007      48357 2.19789102  5.257495           0     0
## 16693 2003      48363 3.29679937  5.613128           0     0
## 16694 2004      48363 3.29679937  5.627621           0     0
## 16695 2005      48363 3.29679937  5.673323           0     0
## 16696 2006      48363 3.29679937  5.786897           0     0
## 16697 2007      48363 3.29679937  5.789960           0     0
## 16714 2003      48369 2.30418381  4.762174           0     0
## 16715 2004      48369 2.30418381  4.882802           0     0
## 16716 2005      48369 2.30418381  4.875197           0     0
## 16717 2006      48369 2.30418381  4.779123           0     0
## 16718 2007      48369 2.30418381  4.795791           0     0
## 16399 2003      48383 1.20177038  3.433987           0     0
## 16400 2004      48383 1.20177038  3.610918           0     0
## 16401 2005      48383 1.20177038  3.295837           0     0
## 16402 2006      48383 1.20177038  3.610918           0     0
## 16403 2007      48383 1.20177038  3.761200           0     0
## 16406 2003      48385 1.11415750  3.091042           0     0
## 16407 2004      48385 1.11415750  2.708050           0     0
## 16408 2005      48385 1.11415750  2.397895           0     0
## 16409 2006      48385 1.11415750  2.708050           0     0
## 16410 2007      48385 1.11415750  2.944439           0     0
## 16448 2003      48397 3.76305885  6.555357           0     0
## 16449 2004      48397 3.76305885  6.605298           0     0
## 16450 2005      48397 3.76305885  6.688355           0     0
## 16451 2006      48397 3.76305885  6.783325           0     0
## 16452 2007      48397 3.76305885  6.938284           0     0
## 16455 2003      48399 2.44191216  4.867534           0     0
## 16456 2004      48399 2.44191216  4.753590           0     0
## 16457 2005      48399 2.44191216  4.653960           0     0
## 16458 2006      48399 2.44191216  4.624973           0     0
## 16459 2007      48399 2.44191216  4.624973           0     0
## 16490 2003      48409 4.20675020  6.122493           0     0
## 16491 2004      48409 4.20675020  6.139885           0     0
## 16492 2005      48409 4.20675020  6.196444           0     0
## 16493 2006      48409 4.20675020  6.306275           0     0
## 16494 2007      48409 4.20675020  6.388561           0     0
## 16511 2003      48415 2.79490045  5.198497           0     0
## 16512 2004      48415 2.79490045  5.030438           0     0
## 16513 2005      48415 2.79490045  4.969813           0     0
## 16514 2006      48415 2.79490045  5.075174           0     0
## 16515 2007      48415 2.79490045  5.198497           0     0
## 16518 2003      48417 1.19452835  3.583519           0     0
## 16519 2004      48417 1.19452835  3.555348           0     0
## 16520 2005      48417 1.19452835  3.663562           0     0
## 16521 2006      48417 1.19452835  4.158883           0     0
## 16522 2007      48417 1.19452835  3.931826           0     0
## 16621 2003      48447 0.61518564  2.564949           0     0
## 16622 2004      48447 0.61518564  2.197225           0     0
## 16623 2005      48447 0.61518564  2.484907           0     0
## 16624 2006      48447 0.61518564  2.484907           0     0
## 16625 2007      48447 0.61518564  2.484907           0     0
## 16913 2003      48461 1.22495121  2.772589           0     0
## 16914 2004      48461 1.22495121  2.302585           0     0
## 16915 2005      48461 1.22495121  2.772589           0     0
## 16916 2006      48461 1.22495121  2.833213           0     0
## 16917 2007      48461 1.22495121  2.564949           0     0
## 16927 2003      48465 3.80345736  6.011267           0     0
## 16928 2004      48465 3.80345736  5.823046           0     0
## 16929 2005      48465 3.80345736  5.783825           0     0
## 16930 2006      48465 3.80345736  5.805135           0     0
## 16931 2007      48465 3.80345736  5.926926           0     0
## 17090 2003      48477 3.41355406  6.324359           0     0
## 17091 2004      48477 3.41355406  6.324359           0     0
## 17092 2005      48477 3.41355406  6.232448           0     0
## 17093 2006      48477 3.41355406  6.220590           0     0
## 17094 2007      48477 3.41355406  6.396930           0     0
## 16782 2003      48493 3.47840531  5.552960           0     0
## 16783 2004      48493 3.47840531  5.509388           0     0
## 16784 2005      48493 3.47840531  5.468060           0     0
## 16785 2006      48493 3.47840531  5.733341           0     0
## 16786 2007      48493 3.47840531  5.690359           0     0
## 16817 2003      48503 2.88720007  5.480639           0     0
## 16818 2004      48503 2.88720007  5.497168           0     0
## 16819 2005      48503 2.88720007  5.513429           0     0
## 16820 2006      48503 2.88720007  5.545177           0     0
## 16821 2007      48503 2.88720007  5.513429           0     0
## 16824 2003      48505 2.49995945  3.871201           0     0
## 16825 2004      48505 2.49995945  4.127134           0     0
## 16826 2005      48505 2.49995945  4.262680           0     0
## 16827 2006      48505 2.49995945  4.394449           0     0
## 16828 2007      48505 2.49995945  4.330733           0     0
## 16831 2003      48507 2.45100510  3.401197           0     0
## 16832 2004      48507 2.45100510  3.433987           0     0
## 16833 2005      48507 2.45100510  3.332205           0     0
## 16834 2006      48507 2.45100510  3.401197           0     0
## 16835 2007      48507 2.45100510  3.555348           0     0
## 17330 2003      49003 3.75525223  6.844815           0     0
## 17331 2004      49003 3.75525223  6.792344           0     0
## 17332 2005      49003 3.75525223  6.796824           0     0
## 17333 2006      49003 3.75525223  6.826545           0     0
## 17334 2007      49003 3.75525223  6.930495           0     0
## 17355 2003      49011 5.47643845  8.522579           0     0
## 17356 2004      49011 5.47643845  8.494129           0     0
## 17357 2005      49011 5.47643845  8.519590           0     0
## 17358 2006      49011 5.47643845  8.591930           0     0
## 17237 2007      49011 5.47643845  8.690978           0     0
## 17275 2003      49023 2.10875760  5.293305           0     0
## 17276 2004      49023 2.10875760  5.220356           0     0
## 17277 2005      49023 2.10875760  5.278115           0     0
## 17278 2006      49023 2.10875760  5.463832           0     0
## 17279 2007      49023 2.10875760  5.488938           0     0
## 17310 2003      49037 2.66813058  5.017280           0     0
## 17311 2004      49037 2.66813058  5.129899           0     0
## 17312 2005      49037 2.66813058  5.075174           0     0
## 17313 2006      49037 2.66813058  5.236442           0     0
## 17314 2007      49037 2.66813058  5.010635           0     0
## 17247 2003      49053 4.50373529  7.841100           0     0
## 17248 2004      49053 4.50373529  7.827640           0     0
## 17249 2005      49053 4.50373529  7.928406           0     0
## 17250 2006      49053 4.50373529  8.061802           0     0
## 17251 2007      49053 4.50373529  8.089789           0     0
## 18222 2003      51003 4.37243074  7.080868           0     0
## 18223 2004      51003 4.37243074  7.120444           0     0
## 18224 2005      51003 4.37243074  7.069874           0     0
## 18225 2006      51003 4.37243074  7.189168           0     0
## 18226 2007      51003 4.37243074  7.279319           0     0
## 18264 2003      51015 4.18380433  6.469250           0     0
## 18265 2004      51015 4.18380433  6.393591           0     0
## 18266 2005      51015 4.18380433  6.464588           0     0
## 18267 2006      51015 4.18380433  6.496775           0     0
## 18268 2007      51015 4.18380433  6.484635           0     0
## 18271 2003      51017 1.61899213  2.890372           0     0
## 18272 2004      51017 1.61899213  2.397895           0     0
## 18273 2005      51017 1.61899213  2.772589           0     0
## 18274 2006      51017 1.61899213  2.564949           0     0
## 18275 2007      51017 1.61899213  2.302585           0     0
## 18278 2003      51019 4.10050886  5.805135           0     0
## 18279 2004      51019 4.10050886  5.823046           0     0
## 18280 2005      51019 4.10050886  5.897154           0     0
## 18281 2006      51019 4.10050886  5.945421           0     0
## 18282 2007      51019 4.10050886  5.883322           0     0
## 18292 2003      51023 3.41759553  5.564520           0     0
## 18293 2004      51023 3.41759553  5.509388           0     0
## 18294 2005      51023 3.41759553  5.655992           0     0
## 18295 2006      51023 3.41759553  5.894403           0     0
## 18296 2007      51023 3.41759553  5.983936           0     0
## 18299 2003      51025 2.91338274  4.644391           0     0
## 18300 2004      51025 2.91338274  4.543295           0     0
## 18301 2005      51025 2.91338274  4.564348           0     0
## 18302 2006      51025 2.91338274  4.543295           0     0
## 18303 2007      51025 2.91338274  4.615121           0     0
## 17423 2003      51041 5.56030848  8.498010           0     0
## 17424 2004      51041 5.56030848  8.508758           0     0
## 17425 2005      51041 5.56030848  8.531293           0     0
## 17426 2006      51041 5.56030848  8.573952           0     0
## 17427 2007      51041 5.56030848  8.562549           0     0
## 17404 2003      51047 3.53403687  6.045005           0     0
## 17405 2004      51047 3.53403687  6.137727           0     0
## 17406 2005      51047 3.53403687  6.177944           0     0
## 17407 2006      51047 3.53403687  6.240276           0     0
## 17408 2007      51047 3.53403687  6.282267           0     0
## 17465 2003      51053 3.20001915  5.459586           0     0
## 17466 2004      51053 3.20001915  5.424950           0     0
## 17467 2005      51053 3.20001915  5.262690           0     0
## 17468 2006      51053 3.20001915  5.398163           0     0
## 17469 2007      51053 3.20001915  5.468060           0     0
## 17479 2003      51059 6.87703728  9.394993           0     0
## 17440 2004      51059 6.87703728  9.386812           0     0
## 17441 2005      51059 6.87703728  9.452973           0     0
## 17442 2006      51059 6.87703728  9.492206           0     0
## 17443 2007      51059 6.87703728  9.475393           0     0
## 17446 2003      51061 4.00985727  6.711740           0     0
## 17447 2004      51061 4.00985727  6.770789           0     0
## 17448 2005      51061 4.00985727  6.747587           0     0
## 17449 2006      51061 4.00985727  6.760415           0     0
## 17450 2007      51061 4.00985727  6.866933           0     0
## 17745 2003      51077 2.88574998  4.060443           0     0
## 17746 2004      51077 2.88574998  4.262680           0     0
## 17747 2005      51077 2.88574998  4.077537           0     0
## 17748 2006      51077 2.88574998  4.262680           0     0
## 17749 2007      51077 2.88574998  4.143135           0     0
## 17752 2003      51079 2.72418598  5.308268           0     0
## 17753 2004      51079 2.72418598  4.905275           0     0
## 17754 2005      51079 2.72418598  4.828314           0     0
## 17755 2006      51079 2.72418598  4.787492           0     0
## 17756 2007      51079 2.72418598  4.709530           0     0
## 17787 2003      51089 4.05923539  6.159095           0     0
## 17788 2004      51089 4.05923539  5.963579           0     0
## 17789 2005      51089 4.05923539  6.066108           0     0
## 17790 2006      51089 4.05923539  5.981414           0     0
## 17791 2007      51089 4.05923539  6.059123           0     0
## 17493 2003      51109 3.24364648  5.459586           0     0
## 17494 2004      51109 3.24364648  5.402677           0     0
## 17495 2005      51109 3.24364648  5.556828           0     0
## 17496 2006      51109 3.24364648  5.529429           0     0
## 17497 2007      51109 3.24364648  5.710427           0     0
## 17500 2003      51111 2.57611753  4.394449           0     0
## 17501 2004      51111 2.57611753  4.356709           0     0
## 17502 2005      51111 2.57611753  4.382027           0     0
## 17503 2006      51111 2.57611753  4.382027           0     0
## 17504 2007      51111 2.57611753  4.204693           0     0
## 17535 2003      51121 4.42639035  6.968850           0     0
## 17536 2004      51121 4.42639035  6.899723           0     0
## 17537 2005      51121 4.42639035  6.957497           0     0
## 17538 2006      51121 4.42639035  7.005789           0     0
## 17539 2007      51121 4.42639035  7.057037           0     0
## 17619 2003      51149 3.49793079  5.978886           0     0
## 17620 2004      51149 3.49793079  5.866468           0     0
## 17621 2005      51149 3.49793079  5.780744           0     0
## 17622 2006      51149 3.49793079  5.713733           0     0
## 17623 2007      51149 3.49793079  5.730100           0     0
## 18102 2003      51185 3.79768901  6.214608           0     0
## 18103 2004      51185 3.79768901  6.025866           0     0
## 18104 2005      51185 3.79768901  6.194405           0     0
## 18105 2006      51185 3.79768901  6.265301           0     0
## 18106 2007      51185 3.79768901  6.148468           0     0
## 18158 2003      51515 1.84039089  5.075174           0     0
## 18159 2004      51515 1.84039089  5.117994           0     0
## 18160 2005      51515 1.84039089  5.036953           0     0
## 18161 2006      51515 1.84039089  5.209486           0     0
## 18162 2007      51515 1.84039089  5.214936           0     0
## 18165 2003      51520 2.85457185  6.102559           0     0
## 18166 2004      51520 2.85457185  6.163315           0     0
## 18167 2005      51520 2.85457185  6.202536           0     0
## 18168 2006      51520 2.85457185  6.224558           0     0
## 18169 2007      51520 2.85457185  6.289716           0     0
## 17878 2003      51630 2.95901642  6.818924           0     0
## 17879 2004      51630 2.95901642  6.920672           0     0
## 17880 2005      51630 2.95901642  7.021976           0     0
## 17881 2006      51630 2.95901642  6.993015           0     0
## 17882 2007      51630 2.95901642  7.003065           0     0
## 17892 2003      51650 4.98659530  7.626570           0     0
## 17893 2004      51650 4.98659530  7.627544           0     0
## 17894 2005      51650 4.98659530  7.706163           0     0
## 17895 2006      51650 4.98659530  7.652071           0     0
## 17896 2007      51650 4.98659530  7.578145           0     0
## 17899 2003      51660 3.70051154  6.863803           0     0
## 17900 2004      51660 3.70051154  6.851185           0     0
## 17901 2005      51660 3.70051154  6.909753           0     0
## 17902 2006      51660 3.70051154  6.955593           0     0
## 17903 2007      51660 3.70051154  7.015712           0     0
## 17920 2003      51680 4.17851719  7.217443           0     0
## 17921 2004      51680 4.17851719  7.178545           0     0
## 17922 2005      51680 4.17851719  7.221105           0     0
## 17923 2006      51680 4.17851719  7.270313           0     0
## 17924 2007      51680 4.17851719  7.377134           0     0
## 17948 2003      51700 5.19378984  7.668561           0     0
## 17949 2004      51700 5.19378984  7.732369           0     0
## 17950 2005      51700 5.19378984  7.672292           0     0
## 17951 2006      51700 5.19378984  7.730614           0     0
## 17952 2007      51700 5.19378984  7.781139           0     0
## 17955 2003      51710 5.45704186  7.983099           0     0
## 17956 2004      51710 5.45704186  7.959625           0     0
## 17957 2005      51710 5.45704186  7.953318           0     0
## 17958 2006      51710 5.45704186  8.008698           0     0
## 17959 2007      51710 5.45704186  8.014997           0     0
## 17976 2003      51735 2.44806976  4.859812           0     0
## 17977 2004      51735 2.44806976  4.919981           0     0
## 17978 2005      51735 2.44806976  4.962845           0     0
## 17979 2006      51735 2.44806976  4.997212           0     0
## 17980 2007      51735 2.44806976  4.983607           0     0
## 18004 2003      51770 4.55293961  7.668561           0     0
## 18005 2004      51770 4.55293961  7.594381           0     0
## 18006 2005      51770 4.55293961  7.608374           0     0
## 18007 2006      51770 4.55293961  7.661527           0     0
## 18008 2007      51770 4.55293961  7.735433           0     0
## 18018 2003      51790 3.17191000  6.212606           0     0
## 18019 2004      51790 3.17191000  6.192362           0     0
## 18020 2005      51790 3.17191000  6.177944           0     0
## 18021 2006      51790 3.17191000  6.198479           0     0
## 18022 2007      51790 3.17191000  6.311735           0     0
## 18025 2003      51800 4.15382343  6.608001           0     0
## 18026 2004      51800 4.15382343  6.704414           0     0
## 18027 2005      51800 4.15382343  6.716595           0     0
## 18028 2006      51800 4.15382343  6.779922           0     0
## 18029 2007      51800 4.15382343  6.831954           0     0
## 18046 2003      51830 2.48473997  6.458338           0     0
## 18047 2004      51830 2.48473997  6.428105           0     0
## 18048 2005      51830 2.48473997  6.354370           0     0
## 18049 2006      51830 2.48473997  6.426488           0     0
## 18050 2007      51830 2.48473997  6.356108           0     0
## 18053 2003      51840 3.16061092  6.965080           0     0
## 18054 2004      51840 3.16061092  7.029088           0     0
## 18055 2005      51840 3.16061092  7.006695           0     0
## 18056 2006      51840 3.16061092  6.989335           0     0
## 18057 2007      51840 3.16061092  7.022868           0     0
## 18347 2003      54005 3.24005006  5.043425        2007     1
## 18348 2004      54005 3.24005006  4.795791        2007     1
## 18349 2005      54005 3.24005006  4.727388        2007     1
## 18350 2006      54005 3.24005006  4.369448        2007     1
## 18351 2007      54005 3.24005006  4.418841        2007     1
## 18389 2003      54017 2.00188532  3.367296        2007     1
## 18390 2004      54017 2.00188532  3.178054        2007     1
## 18391 2005      54017 2.00188532  2.484907        2007     1
## 18392 2006      54017 2.00188532  2.197225        2007     1
## 18393 2007      54017 2.00188532  2.079442        2007     1
## 18403 2003      54021 1.96850998  2.772589        2007     1
## 18404 2004      54021 1.96850998  2.944439        2007     1
## 18405 2005      54021 1.96850998  3.526361        2007     1
## 18406 2006      54021 1.96850998  3.465736        2007     1
## 18407 2007      54021 1.96850998  3.091042        2007     1
## 18424 2003      54027 3.00583111  4.897840        2007     1
## 18425 2004      54027 3.00583111  4.727388        2007     1
## 18426 2005      54027 3.00583111  4.804021        2007     1
## 18427 2006      54027 3.00583111  4.962845        2007     1
## 18428 2007      54027 3.00583111  4.859812        2007     1
## 18431 2003      54029 3.48636539  5.783825        2007     1
## 18432 2004      54029 3.48636539  5.733341        2007     1
## 18433 2005      54029 3.48636539  5.673323        2007     1
## 18434 2006      54029 3.48636539  5.659482        2007     1
## 18435 2007      54029 3.48636539  5.609472        2007     1
## 18459 2003      54037 3.74218323  6.171701        2007     1
## 18460 2004      54037 3.74218323  6.324359        2007     1
## 18461 2005      54037 3.74218323  6.366470        2007     1
## 18462 2006      54037 3.74218323  6.304449        2007     1
## 18463 2007      54037 3.74218323  6.278521        2007     1
## 18494 2003      54047 3.30794841  4.077537        2007     1
## 18495 2004      54047 3.30794841  3.737670        2007     1
## 18496 2005      54047 3.30794841  3.806662        2007     1
## 18497 2006      54047 3.30794841  4.189655        2007     1
## 18498 2007      54047 3.30794841  4.060443        2007     1
## 18508 2003      54051 3.57006776  5.214936        2007     1
## 18509 2004      54051 3.57006776  5.187386        2007     1
## 18510 2005      54051 3.57006776  5.375278        2007     1
## 18511 2006      54051 3.57006776  5.337538        2007     1
## 18512 2007      54051 3.57006776  5.424950        2007     1
## 18627 2003      54085 2.33630996  3.713572        2007     1
## 18628 2004      54085 2.33630996  3.526361        2007     1
## 18629 2005      54085 2.33630996  3.663562        2007     1
## 18630 2006      54085 2.33630996  4.204693        2007     1
## 18631 2007      54085 2.33630996  4.262680        2007     1
## 18634 2003      54087 2.73735007  3.931826        2007     1
## 18635 2004      54087 2.73735007  3.828641        2007     1
## 18636 2005      54087 2.73735007  4.025352        2007     1
## 18637 2006      54087 2.73735007  4.143135        2007     1
## 18638 2007      54087 2.73735007  4.382027        2007     1
## 18669 2003      54099 3.75894175  5.231109        2007     1
## 18670 2004      54099 3.75894175  5.278115        2007     1
## 18671 2005      54099 3.75894175  5.153292        2007     1
## 18672 2006      54099 3.75894175  5.056246        2007     1
## 18673 2007      54099 3.75894175  5.141664        2007     1
## 18703 2003      55001 2.92547074  5.081404        2006     1
## 18704 2004      55001 2.92547074  4.736198        2006     1
## 18705 2005      55001 2.92547074  4.595120        2006     1
## 18706 2006      55001 2.92547074  4.828314        2006     1
## 18707 2007      55001 2.92547074  4.795791        2006     1
## 18878 2003      55051 1.92585320  4.762174        2006     1
## 18879 2004      55051 1.92585320  4.700480        2006     1
## 18880 2005      55051 1.92585320  4.644391        2006     1
## 18881 2006      55051 1.92585320  4.634729        2006     1
## 18882 2007      55051 1.92585320  4.418841        2006     1
## 18906 2003      55059 5.00781131  8.002360        2006     1
## 18907 2004      55059 5.00781131  7.916443        2006     1
## 18908 2005      55059 5.00781131  7.950502        2006     1
## 18909 2006      55059 5.00781131  7.920810        2006     1
## 18910 2007      55059 5.00781131  7.912057        2006     1
## 18941 2003      55069 3.38915854  6.595781        2006     1
## 18942 2004      55069 3.38915854  6.555357        2006     1
## 18943 2005      55069 3.38915854  6.536692        2006     1
## 18944 2006      55069 3.38915854  6.415097        2006     1
## 18945 2007      55069 3.38915854  6.452049        2006     1
## 18990 2003      55081 3.71110561  6.658011        2006     1
## 18991 2004      55081 3.71110561  6.687109        2006     1
## 18992 2005      55081 3.71110561  6.624065        2006     1
## 18993 2006      55081 3.71110561  6.682109        2006     1
## 18994 2007      55081 3.71110561  6.719013        2006     1
## 19004 2003      55085 3.60484546  6.725034        2006     1
## 19005 2004      55085 3.60484546  6.598509        2006     1
## 19006 2005      55085 3.60484546  6.634633        2006     1
## 19007 2006      55085 3.60484546  6.584791        2006     1
## 19008 2007      55085 3.60484546  6.565265        2006     1
## 19067 2003      55103 2.88614060  5.693732        2006     1
## 19068 2004      55103 2.88614060  5.549076        2006     1
## 19069 2005      55103 2.88614060  5.480639        2006     1
## 19070 2006      55103 2.88614060  5.533389        2006     1
## 19071 2007      55103 2.88614060  5.556828        2006     1
## 19088 2003      55109 4.14559202  7.457609        2006     1
## 19089 2004      55109 4.14559202  7.377134        2006     1
## 19090 2005      55109 4.14559202  7.357556        2006     1
## 19091 2006      55109 4.14559202  7.356280        2006     1
## 19092 2007      55109 4.14559202  7.311218        2006     1
## 19137 2003      55123 3.33420251  6.042633        2006     1
## 19138 2004      55123 3.33420251  6.018593        2006     1
## 19139 2005      55123 3.33420251  5.913503        2006     1
## 19140 2006      55123 3.33420251  5.894403        2006     1
## 19141 2007      55123 3.33420251  5.910797        2006     1
## 19165 2003      55131 4.76637876  8.087025        2006     1
## 19166 2004      55131 4.76637876  8.092545        2006     1
## 19167 2005      55131 4.76637876  8.121183        2006     1
## 19168 2006      55131 4.76637876  8.073403        2006     1
## 19169 2007      55131 4.76637876  8.118207        2006     1
## 19186 2003      55137 3.14216755  5.955837        2006     1
## 19187 2004      55137 3.14216755  5.924256        2006     1
## 19188 2005      55137 3.14216755  5.942799        2006     1
## 19189 2006      55137 3.14216755  5.937536        2006     1
## 19190 2007      55137 3.14216755  5.963579        2006     1

(2) The Effect of the Minimum Wage on Youth Employment

group-time average treatment effects

# estimate group-time average treatment effects without covariates
mw.attgt <- att_gt(yname = "lemp",
                   gname = "first.treat",
                   idname = "countyreal",
                   tname = "year",
                   xformla = ~1,
                   data = mpdta,
                   )
summary(mw.attgt)
## 
## Call:
## att_gt(yname = "lemp", tname = "year", idname = "countyreal", 
##     gname = "first.treat", xformla = ~1, data = mpdta)
## 
## Reference: Callaway, Brantly and Pedro H.C. Sant'Anna.  "Difference-in-Differences with Multiple Time Periods." Journal of Econometrics, Vol. 225, No. 2, pp. 200-230, 2021. <https://doi.org/10.1016/j.jeconom.2020.12.001>, <https://arxiv.org/abs/1803.09015> 
## 
## Group-Time Average Treatment Effects:
##  Group Time ATT(g,t) Std. Error [95% Simult.  Conf. Band]  
##   2004 2004  -0.0105     0.0232       -0.0725      0.0515  
##   2004 2005  -0.0704     0.0307       -0.1526      0.0118  
##   2004 2006  -0.1373     0.0363       -0.2344     -0.0401 *
##   2004 2007  -0.1008     0.0350       -0.1945     -0.0072 *
##   2006 2004   0.0065     0.0240       -0.0576      0.0706  
##   2006 2005  -0.0028     0.0200       -0.0563      0.0508  
##   2006 2006  -0.0046     0.0175       -0.0514      0.0422  
##   2006 2007  -0.0412     0.0194       -0.0930      0.0106  
##   2007 2004   0.0305     0.0145       -0.0083      0.0693  
##   2007 2005  -0.0027     0.0169       -0.0480      0.0425  
##   2007 2006  -0.0311     0.0176       -0.0781      0.0159  
##   2007 2007  -0.0261     0.0163       -0.0696      0.0175  
## ---
## Signif. codes: `*' confidence band does not cover 0
## 
## P-value for pre-test of parallel trends assumption:  0.16812
## Control Group:  Never Treated,  Anticipation Periods:  0
## Estimation Method:  Doubly Robust

plot the results

ggdid(mw.attgt, ylim = c(-.3,.3))

aggregate the group-time average treatment effects

mw.dyn <- aggte(mw.attgt, type = "dynamic")
summary(mw.dyn)
## 
## Call:
## aggte(MP = mw.attgt, type = "dynamic")
## 
## Reference: Callaway, Brantly and Pedro H.C. Sant'Anna.  "Difference-in-Differences with Multiple Time Periods." Journal of Econometrics, Vol. 225, No. 2, pp. 200-230, 2021. <https://doi.org/10.1016/j.jeconom.2020.12.001>, <https://arxiv.org/abs/1803.09015> 
## 
## 
## Overall summary of ATT's based on event-study/dynamic aggregation:  
##      ATT    Std. Error     [ 95%  Conf. Int.]  
##  -0.0772        0.0197    -0.1158     -0.0387 *
## 
## 
## Dynamic Effects:
##  Event time Estimate Std. Error [95% Simult.  Conf. Band]  
##          -3   0.0305     0.0154       -0.0099      0.0709  
##          -2  -0.0006     0.0130       -0.0346      0.0335  
##          -1  -0.0245     0.0141       -0.0614      0.0124  
##           0  -0.0199     0.0120       -0.0513      0.0114  
##           1  -0.0510     0.0171       -0.0958     -0.0061 *
##           2  -0.1373     0.0417       -0.2465     -0.0280 *
##           3  -0.1008     0.0355       -0.1939     -0.0077 *
## ---
## Signif. codes: `*' confidence band does not cover 0
## 
## Control Group:  Never Treated,  Anticipation Periods:  0
## Estimation Method:  Doubly Robust

plot

ggdid(mw.dyn, ylim = c(-.3,.3))

run all the same results including a covariate

mw.attgt.X <- att_gt(yname = "lemp",
                   gname = "first.treat",
                    idname = "countyreal",
                   tname = "year",
                   xformla = ~lpop,
                   data = mpdta,
                   )
summary(mw.attgt.X)
## 
## Call:
## att_gt(yname = "lemp", tname = "year", idname = "countyreal", 
##     gname = "first.treat", xformla = ~lpop, data = mpdta)
## 
## Reference: Callaway, Brantly and Pedro H.C. Sant'Anna.  "Difference-in-Differences with Multiple Time Periods." Journal of Econometrics, Vol. 225, No. 2, pp. 200-230, 2021. <https://doi.org/10.1016/j.jeconom.2020.12.001>, <https://arxiv.org/abs/1803.09015> 
## 
## Group-Time Average Treatment Effects:
##  Group Time ATT(g,t) Std. Error [95% Simult.  Conf. Band]  
##   2004 2004  -0.0145     0.0234       -0.0760      0.0469  
##   2004 2005  -0.0764     0.0299       -0.1552      0.0023  
##   2004 2006  -0.1404     0.0388       -0.2424     -0.0385 *
##   2004 2007  -0.1069     0.0337       -0.1955     -0.0183 *
##   2006 2004  -0.0005     0.0222       -0.0589      0.0580  
##   2006 2005  -0.0062     0.0192       -0.0567      0.0443  
##   2006 2006   0.0010     0.0202       -0.0521      0.0540  
##   2006 2007  -0.0413     0.0214       -0.0975      0.0149  
##   2007 2004   0.0267     0.0148       -0.0123      0.0657  
##   2007 2005  -0.0046     0.0155       -0.0453      0.0362  
##   2007 2006  -0.0284     0.0188       -0.0780      0.0211  
##   2007 2007  -0.0288     0.0172       -0.0739      0.0163  
## ---
## Signif. codes: `*' confidence band does not cover 0
## 
## P-value for pre-test of parallel trends assumption:  0.23267
## Control Group:  Never Treated,  Anticipation Periods:  0
## Estimation Method:  Doubly Robust
ggdid(mw.attgt.X, ylim = c(-.3,.3))

# (3) aggregate ### Method 1: Simple Aggregation (a weighted average of all group-time average treatment effects with weights proportional to the group size. This is available by calling the aggte function with type = simple)

agg.simple <- aggte(mw.attgt.X, type = "simple")
summary(agg.simple)
## 
## Call:
## aggte(MP = mw.attgt.X, type = "simple")
## 
## Reference: Callaway, Brantly and Pedro H.C. Sant'Anna.  "Difference-in-Differences with Multiple Time Periods." Journal of Econometrics, Vol. 225, No. 2, pp. 200-230, 2021. <https://doi.org/10.1016/j.jeconom.2020.12.001>, <https://arxiv.org/abs/1803.09015> 
## 
## 
##      ATT    Std. Error     [ 95%  Conf. Int.]  
##  -0.0418        0.0122    -0.0656     -0.0179 *
## 
## 
## ---
## Signif. codes: `*' confidence band does not cover 0
## 
## Control Group:  Never Treated,  Anticipation Periods:  0
## Estimation Method:  Doubly Robust

Method 2: Dynamic Effects and Event Studies( aggregate group-time effects into an event study plot)

agg.es <- aggte(mw.attgt.X, type = "dynamic")
summary(agg.es)
## 
## Call:
## aggte(MP = mw.attgt.X, type = "dynamic")
## 
## Reference: Callaway, Brantly and Pedro H.C. Sant'Anna.  "Difference-in-Differences with Multiple Time Periods." Journal of Econometrics, Vol. 225, No. 2, pp. 200-230, 2021. <https://doi.org/10.1016/j.jeconom.2020.12.001>, <https://arxiv.org/abs/1803.09015> 
## 
## 
## Overall summary of ATT's based on event-study/dynamic aggregation:  
##      ATT    Std. Error     [ 95%  Conf. Int.]  
##  -0.0804        0.0202    -0.1199     -0.0408 *
## 
## 
## Dynamic Effects:
##  Event time Estimate Std. Error [95% Simult.  Conf. Band]  
##          -3   0.0267     0.0137       -0.0086      0.0621  
##          -2  -0.0036     0.0141       -0.0400      0.0328  
##          -1  -0.0232     0.0144       -0.0605      0.0140  
##           0  -0.0211     0.0120       -0.0521      0.0100  
##           1  -0.0530     0.0162       -0.0948     -0.0113 *
##           2  -0.1404     0.0373       -0.2366     -0.0443 *
##           3  -0.1069     0.0346       -0.1962     -0.0176 *
## ---
## Signif. codes: `*' confidence band does not cover 0
## 
## Control Group:  Never Treated,  Anticipation Periods:  0
## Estimation Method:  Doubly Robust
ggdid(agg.es)

Method 3:Group-Specific Effects(average effects specific to each group)

agg.gs <- aggte(mw.attgt.X, type = "group")
summary(agg.gs)
## 
## Call:
## aggte(MP = mw.attgt.X, type = "group")
## 
## Reference: Callaway, Brantly and Pedro H.C. Sant'Anna.  "Difference-in-Differences with Multiple Time Periods." Journal of Econometrics, Vol. 225, No. 2, pp. 200-230, 2021. <https://doi.org/10.1016/j.jeconom.2020.12.001>, <https://arxiv.org/abs/1803.09015> 
## 
## 
## Overall summary of ATT's based on group/cohort aggregation:  
##      ATT    Std. Error     [ 95%  Conf. Int.]  
##  -0.0328        0.0113    -0.0549     -0.0107 *
## 
## 
## Group Effects:
##  Group Estimate Std. Error [95% Simult.  Conf. Band]  
##   2004  -0.0846     0.0268       -0.1446     -0.0246 *
##   2006  -0.0202     0.0178       -0.0601      0.0197  
##   2007  -0.0288     0.0162       -0.0650      0.0075  
## ---
## Signif. codes: `*' confidence band does not cover 0
## 
## Control Group:  Never Treated,  Anticipation Periods:  0
## Estimation Method:  Doubly Robust
ggdid(agg.gs)

Method 4: Calendar Time Effects(aggregations across different time periods)

agg.ct <- aggte(mw.attgt.X, type = "calendar")
summary(agg.ct)
## 
## Call:
## aggte(MP = mw.attgt.X, type = "calendar")
## 
## Reference: Callaway, Brantly and Pedro H.C. Sant'Anna.  "Difference-in-Differences with Multiple Time Periods." Journal of Econometrics, Vol. 225, No. 2, pp. 200-230, 2021. <https://doi.org/10.1016/j.jeconom.2020.12.001>, <https://arxiv.org/abs/1803.09015> 
## 
## 
## Overall summary of ATT's based on calendar time aggregation:  
##      ATT    Std. Error     [ 95%  Conf. Int.]  
##  -0.0442        0.0166    -0.0766     -0.0117 *
## 
## 
## Time Effects:
##  Time Estimate Std. Error [95% Simult.  Conf. Band]  
##  2004  -0.0145     0.0225       -0.0690      0.0399  
##  2005  -0.0764     0.0295       -0.1478     -0.0051 *
##  2006  -0.0462     0.0217       -0.0987      0.0063  
##  2007  -0.0396     0.0136       -0.0723     -0.0068 *
## ---
## Signif. codes: `*' confidence band does not cover 0
## 
## Control Group:  Never Treated,  Anticipation Periods:  0
## Estimation Method:  Doubly Robust
ggdid(agg.ct)