topic Re: problem in glm and glmselect (revised) in Statistical Procedures https://communities.sas.com/t5/Statistical-Procedures/problem-in-glm-and-glmselect-revised/m-p/909831#M45160 <P>Thanks for the additional information.</P> <UL> <LI>It looks like you are using 9.4M8, which is the latest software.</LI> <LI>For several categories, the weights are constant, but the constant is not zero.</LI> </UL> <P>I do not know why you are seeing this issue. I suggest you contact SAS Technical Support and work with them to create an example that the developers at SAS can use to reproduce the problem.</P> <P>&nbsp;</P> <P><EM>&gt;&nbsp;Even if it is a problem of weights, I think both codes should report the same results.</EM></P> <P>Yes, you are correct. The two procedure calls should produce the same results, as far as I can tell.</P> Thu, 28 Dec 2023 11:25:20 GMT Rick_SAS 2023-12-28T11:25:20Z problem in glm and glmselect (revised) https://communities.sas.com/t5/Statistical-Procedures/problem-in-glm-and-glmselect-revised/m-p/908538#M45090 <P>Dear all,</P><P>&nbsp;</P><P>I posted same title 2 weeks ago, and I do it again after making it clear to see.</P><P>previous post:&nbsp;<A href="https://communities.sas.com/t5/Statistical-Procedures/Different-results-between-glm-and-glmselect/td-p/905926" target="_blank" rel="noopener">https://communities.sas.com/t5/Statistical-Procedures/Different-results-between-glm-and-glmselect/td-p/905926</A></P><P>&nbsp;</P><P>My problem is that when I did a&nbsp; event study analysis with code 'glm' and 'glmselect', the results are not the same, and I want to know why.</P><P>Specifically, I use event-study method, and the outcome variable is "calc_cpi", RHS variables are 9 event time dummies, 18 year dummies and 18 age dummies.&nbsp;</P><P>Weight variable here is constructed by this way: the number of cohort 2 / the number of cohort 1 (by age at event occurs).</P><P>So, cohort 2 has 1 for the weight for all samples. Cohort 1 has the weight by age at event time zero.</P><P>&nbsp;</P><P>Case 1: all the results are right both by glm and glmselect without weights applied.</P><P>&nbsp;</P><P>Case 2: 'glmselect' has a problem. Here's the code and output. (first one is glm result, and second one is glmselect result)</P><P>&nbsp;</P><PRE>PROC GLM DATA=IPW.TREAT_BASE_SAMPLE_CHT70 ; CLASS EVENT_TIME(REF='-1') AGE(REF='39') STD_YYYY(REF='2019'); MODEL CALC_CPI = EVENT_TIME AGE STD_YYYY/ SOLUTION; WEIGHT C1_WEIGHT; OUTPUT OUT= PRED_CALC_CPI_WC1 PREDICTED=P RESIDUAL=R; ODS OUTPUT ParameterEstimates=PARAM_CALC_CPI_WC1; RUN; PROC GLMSELECT DATA=IPW.TREAT_BASE_SAMPLE_CHT70 ; CLASS EVENT_TIME(REF='-1') AGE STD_YYYY ; MODEL CALC_CPI = EVENT_TIME AGE STD_YYYY/ SELECTION=NONE ; WEIGHT C1_WEIGHT; OUTPUT OUT= PRED_CALC_CPI_WC1 PREDICTED=P RESIDUAL=R; ODS OUTPUT ParameterEstimates=PARAM_CALC_CPI_WC1; RUN;</PRE><TABLE border="1"><TBODY><TR><TD>Dependent</TD><TD>Parameter</TD><TD>Estimate</TD><TD>Biased</TD><TD>StdErr</TD><TD>tValue</TD><TD>Probt</TD></TR><TR><TD>CALC_CPI</TD><TD>Intercept</TD><TD>57493.58084</TD><TD>1</TD><TD>598.5360913</TD><TD>96.06</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>EVENT_TIME -3</TD><TD>1151.43048</TD><TD>1</TD><TD>67.746409</TD><TD>17</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>EVENT_TIME -2</TD><TD>1290.48506</TD><TD>1</TD><TD>63.7409616</TD><TD>20.25</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>EVENT_TIME 0</TD><TD>-6709.90206</TD><TD>1</TD><TD>63.2582534</TD><TD>-106.07</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>EVENT_TIME 1</TD><TD>-16152.14249</TD><TD>1</TD><TD>65.8422001</TD><TD>-245.32</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>EVENT_TIME 2</TD><TD>-18193.03078</TD><TD>1</TD><TD>67.8515907</TD><TD>-268.13</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>EVENT_TIME 3</TD><TD>-19273.77713</TD><TD>1</TD><TD>70.6162547</TD><TD>-272.94</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>EVENT_TIME 4</TD><TD>-20520.90805</TD><TD>1</TD><TD>73.7837183</TD><TD>-278.12</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>EVENT_TIME 5</TD><TD>-21161.09299</TD><TD>1</TD><TD>77.6282235</TD><TD>-272.6</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>EVENT_TIME -1</TD><TD>0</TD><TD>1</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>&nbsp;</TD></TR><TR><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 22</TD><TD>-33011.33226</TD><TD>1</TD><TD>453.9691843</TD><TD>-72.72</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 23</TD><TD>-31030.13856</TD><TD>1</TD><TD>417.0497166</TD><TD>-74.4</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 24</TD><TD>-28456.20384</TD><TD>1</TD><TD>404.3707065</TD><TD>-70.37</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 25</TD><TD>-26188.46721</TD><TD>1</TD><TD>398.0201918</TD><TD>-65.8</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 26</TD><TD>-24184.5052</TD><TD>1</TD><TD>394.2489703</TD><TD>-61.34</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 27</TD><TD>-22544.71582</TD><TD>1</TD><TD>391.5407826</TD><TD>-57.58</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 28</TD><TD>-20991.74813</TD><TD>1</TD><TD>389.4779456</TD><TD>-53.9</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 29</TD><TD>-19253.74307</TD><TD>1</TD><TD>387.720454</TD><TD>-49.66</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 30</TD><TD>-17464.85105</TD><TD>1</TD><TD>386.0938409</TD><TD>-45.23</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 31</TD><TD>-15496.64241</TD><TD>1</TD><TD>384.8382356</TD><TD>-40.27</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 32</TD><TD>-13496.68391</TD><TD>1</TD><TD>383.4668709</TD><TD>-35.2</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 33</TD><TD>-11624.09823</TD><TD>1</TD><TD>381.9453759</TD><TD>-30.43</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 34</TD><TD>-9663.06563</TD><TD>1</TD><TD>380.3173421</TD><TD>-25.41</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 35</TD><TD>-7642.13793</TD><TD>1</TD><TD>377.3506788</TD><TD>-20.25</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 36</TD><TD>-5740.0934</TD><TD>1</TD><TD>374.7912852</TD><TD>-15.32</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 37</TD><TD>-3900.21078</TD><TD>1</TD><TD>373.8001484</TD><TD>-10.43</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 38</TD><TD>-1949.43689</TD><TD>1</TD><TD>377.7374853</TD><TD>-5.16</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 39</TD><TD>0</TD><TD>1</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>&nbsp;</TD></TR><TR><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2002</TD><TD>-16249.47242</TD><TD>1</TD><TD>723.7739723</TD><TD>-22.45</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2003</TD><TD>-13821.10908</TD><TD>1</TD><TD>715.5893296</TD><TD>-19.31</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2004</TD><TD>-11888.8523</TD><TD>1</TD><TD>712.2320853</TD><TD>-16.69</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2005</TD><TD>-11398.111</TD><TD>1</TD><TD>710.29501</TD><TD>-16.05</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2006</TD><TD>-9609.67612</TD><TD>1</TD><TD>708.9337932</TD><TD>-13.56</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2007</TD><TD>-7473.76668</TD><TD>1</TD><TD>707.8289777</TD><TD>-10.56</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2008</TD><TD>-5956.85424</TD><TD>1</TD><TD>706.8830577</TD><TD>-8.43</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2009</TD><TD>-5790.1094</TD><TD>1</TD><TD>706.0041004</TD><TD>-8.2</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2010</TD><TD>-5811.82223</TD><TD>1</TD><TD>705.1423241</TD><TD>-8.24</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2011</TD><TD>-5341.59143</TD><TD>1</TD><TD>704.5219159</TD><TD>-7.58</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2012</TD><TD>-4584.69526</TD><TD>1</TD><TD>703.8424319</TD><TD>-6.51</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2013</TD><TD>-4165.1198</TD><TD>1</TD><TD>703.2508081</TD><TD>-5.92</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2014</TD><TD>-3306.6357</TD><TD>1</TD><TD>702.6738477</TD><TD>-4.71</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2015</TD><TD>-2796.68722</TD><TD>1</TD><TD>700.2987691</TD><TD>-3.99</TD><TD>&lt;.0001</TD></TR><TR><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2016</TD><TD>-2641.5268</TD><TD>1</TD><TD>700.5926244</TD><TD>-3.77</TD><TD>0.0002</TD></TR><TR><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2017</TD><TD>-2145.88724</TD><TD>1</TD><TD>704.8095795</TD><TD>-3.04</TD><TD>0.0023</TD></TR><TR><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2018</TD><TD>-1733.12006</TD><TD>1</TD><TD>722.7610169</TD><TD>-2.4</TD><TD>0.0165</TD></TR><TR><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2019</TD><TD>0</TD><TD>1</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>&nbsp;</TD></TR></TBODY></TABLE><P>&nbsp;</P><TABLE border="1"><TBODY><TR><TD>Effect</TD><TD>EVENT_TIME</TD><TD>AGE</TD><TD>STD_YYYY</TD><TD>Parameter</TD><TD>DF</TD><TD>Estimate</TD><TD>StandardizedEst</TD><TD>StdErr</TD><TD>tValue</TD><TD>Probt</TD></TR><TR><TD>Intercept</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>Intercept</TD><TD>1</TD><TD>5616.721735</TD><TD>0</TD><TD>5861231.563</TD><TD>0.00</TD><TD>0.9992</TD></TR><TR><TD>EVENT_TIME</TD><TD>-3</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>EVENT_TIME -3</TD><TD>1</TD><TD>1151.430482</TD><TD>0.010214407</TD><TD>67.74641492</TD><TD>17.00</TD><TD>0.0000</TD></TR><TR><TD>EVENT_TIME</TD><TD>-2</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>EVENT_TIME -2</TD><TD>1</TD><TD>1290.485072</TD><TD>0.011445652</TD><TD>63.74096714</TD><TD>20.25</TD><TD>0.0000</TD></TR><TR><TD>EVENT_TIME</TD><TD>0</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>EVENT_TIME 0</TD><TD>1</TD><TD>-6709.902053</TD><TD>-0.059401827</TD><TD>63.25825897</TD><TD>-106.07</TD><TD>0.0000</TD></TR><TR><TD>EVENT_TIME</TD><TD>1</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>EVENT_TIME 1</TD><TD>1</TD><TD>-16152.14248</TD><TD>-0.139525561</TD><TD>65.84220583</TD><TD>-245.32</TD><TD>0.0000</TD></TR><TR><TD>EVENT_TIME</TD><TD>2</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>EVENT_TIME 2</TD><TD>1</TD><TD>-18193.03077</TD><TD>-0.159262176</TD><TD>67.85159667</TD><TD>-268.13</TD><TD>0.0000</TD></TR><TR><TD>EVENT_TIME</TD><TD>3</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>EVENT_TIME 3</TD><TD>1</TD><TD>-19273.77712</TD><TD>-0.16878725</TD><TD>70.61626087</TD><TD>-272.94</TD><TD>0.0000</TD></TR><TR><TD>EVENT_TIME</TD><TD>4</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>EVENT_TIME 4</TD><TD>1</TD><TD>-20520.90803</TD><TD>-0.179322043</TD><TD>73.78372473</TD><TD>-278.12</TD><TD>0.0000</TD></TR><TR><TD>EVENT_TIME</TD><TD>5</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>EVENT_TIME 5</TD><TD>1</TD><TD>-21161.09296</TD><TD>-0.185167699</TD><TD>77.62823033</TD><TD>-272.60</TD><TD>0.0000</TD></TR><TR><TD>EVENT_TIME</TD><TD>-1</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>EVENT_TIME -1</TD><TD>0</TD><TD>0</TD><TD>0</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>&nbsp;</TD></TR><TR><TD>AGE</TD><TD>&nbsp;</TD><TD>22</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 22</TD><TD>1</TD><TD>-33011.33219</TD><TD>-0.072258126</TD><TD>453.9692229</TD><TD>-72.72</TD><TD>0.0000</TD></TR><TR><TD>AGE</TD><TD>&nbsp;</TD><TD>23</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 23</TD><TD>1</TD><TD>-31030.13848</TD><TD>-0.105624115</TD><TD>417.0497519</TD><TD>-74.40</TD><TD>0.0000</TD></TR><TR><TD>AGE</TD><TD>&nbsp;</TD><TD>24</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 24</TD><TD>1</TD><TD>-28456.20376</TD><TD>-0.129083905</TD><TD>404.3707406</TD><TD>-70.37</TD><TD>0.0000</TD></TR><TR><TD>AGE</TD><TD>&nbsp;</TD><TD>25</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 25</TD><TD>1</TD><TD>-26188.46713</TD><TD>-0.148142386</TD><TD>398.0202253</TD><TD>-65.80</TD><TD>0.0000</TD></TR><TR><TD>AGE</TD><TD>&nbsp;</TD><TD>26</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 26</TD><TD>1</TD><TD>-24184.50513</TD><TD>-0.16058298</TD><TD>394.2490035</TD><TD>-61.34</TD><TD>0.0000</TD></TR><TR><TD>AGE</TD><TD>&nbsp;</TD><TD>27</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 27</TD><TD>1</TD><TD>-22544.71575</TD><TD>-0.169706244</TD><TD>391.5408156</TD><TD>-57.58</TD><TD>0.0000</TD></TR><TR><TD>AGE</TD><TD>&nbsp;</TD><TD>28</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 28</TD><TD>1</TD><TD>-20991.74806</TD><TD>-0.171072624</TD><TD>389.4779784</TD><TD>-53.90</TD><TD>0.0000</TD></TR><TR><TD>AGE</TD><TD>&nbsp;</TD><TD>29</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 29</TD><TD>1</TD><TD>-19253.743</TD><TD>-0.164343939</TD><TD>387.7204866</TD><TD>-49.66</TD><TD>0.0000</TD></TR><TR><TD>AGE</TD><TD>&nbsp;</TD><TD>30</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 30</TD><TD>1</TD><TD>-17464.85098</TD><TD>-0.152418958</TD><TD>386.0938734</TD><TD>-45.23</TD><TD>0.0000</TD></TR><TR><TD>AGE</TD><TD>&nbsp;</TD><TD>31</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 31</TD><TD>1</TD><TD>-15496.64234</TD><TD>-0.132617654</TD><TD>384.8382679</TD><TD>-40.27</TD><TD>0.0000</TD></TR><TR><TD>AGE</TD><TD>&nbsp;</TD><TD>32</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 32</TD><TD>1</TD><TD>-13496.68384</TD><TD>-0.11066162</TD><TD>383.4669031</TD><TD>-35.20</TD><TD>0.0000</TD></TR><TR><TD>AGE</TD><TD>&nbsp;</TD><TD>33</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 33</TD><TD>1</TD><TD>-11624.09816</TD><TD>-0.089483332</TD><TD>381.9454081</TD><TD>-30.43</TD><TD>0.0000</TD></TR><TR><TD>AGE</TD><TD>&nbsp;</TD><TD>34</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 34</TD><TD>1</TD><TD>-9663.065559</TD><TD>-0.067725564</TD><TD>380.3173741</TD><TD>-25.41</TD><TD>0.0000</TD></TR><TR><TD>AGE</TD><TD>&nbsp;</TD><TD>35</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 35</TD><TD>1</TD><TD>-7642.137868</TD><TD>-0.046998557</TD><TD>377.3507106</TD><TD>-20.25</TD><TD>0.0000</TD></TR><TR><TD>AGE</TD><TD>&nbsp;</TD><TD>36</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 36</TD><TD>1</TD><TD>-5740.093333</TD><TD>-0.028803712</TD><TD>374.7913168</TD><TD>-15.32</TD><TD>0.0000</TD></TR><TR><TD>AGE</TD><TD>&nbsp;</TD><TD>37</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 37</TD><TD>1</TD><TD>-3900.210716</TD><TD>-0.01479889</TD><TD>373.8001801</TD><TD>-10.43</TD><TD>0.0000</TD></TR><TR><TD>AGE</TD><TD>&nbsp;</TD><TD>38</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 38</TD><TD>1</TD><TD>-1949.436833</TD><TD>-0.005011604</TD><TD>377.7375174</TD><TD>-5.16</TD><TD>0.0000</TD></TR><TR><TD>AGE</TD><TD>&nbsp;</TD><TD>39</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 39</TD><TD>0</TD><TD>0</TD><TD>0</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>&nbsp;</TD></TR><TR><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2002</TD><TD>STD_YYYY&nbsp;&nbsp; 2002</TD><TD>1</TD><TD>35627.3866</TD><TD>0.142964368</TD><TD>5861231.573</TD><TD>0.01</TD><TD>0.9952</TD></TR><TR><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2003</TD><TD>STD_YYYY&nbsp;&nbsp; 2003</TD><TD>1</TD><TD>38055.74994</TD><TD>0.207465875</TD><TD>5861231.572</TD><TD>0.01</TD><TD>0.9948</TD></TR><TR><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2004</TD><TD>STD_YYYY&nbsp;&nbsp; 2004</TD><TD>1</TD><TD>39988.00673</TD><TD>0.262688821</TD><TD>5861231.571</TD><TD>0.01</TD><TD>0.9946</TD></TR><TR><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2005</TD><TD>STD_YYYY&nbsp;&nbsp; 2005</TD><TD>1</TD><TD>40478.74803</TD><TD>0.297424003</TD><TD>5861231.571</TD><TD>0.01</TD><TD>0.9945</TD></TR><TR><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2006</TD><TD>STD_YYYY&nbsp;&nbsp; 2006</TD><TD>1</TD><TD>42267.1829</TD><TD>0.333966531</TD><TD>5861231.571</TD><TD>0.01</TD><TD>0.9942</TD></TR><TR><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2007</TD><TD>STD_YYYY&nbsp;&nbsp; 2007</TD><TD>1</TD><TD>44403.09234</TD><TD>0.369594865</TD><TD>5861231.571</TD><TD>0.01</TD><TD>0.9940</TD></TR><TR><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2008</TD><TD>STD_YYYY&nbsp;&nbsp; 2008</TD><TD>1</TD><TD>45920.00478</TD><TD>0.393761508</TD><TD>5861231.571</TD><TD>0.01</TD><TD>0.9937</TD></TR><TR><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2009</TD><TD>STD_YYYY&nbsp;&nbsp; 2009</TD><TD>1</TD><TD>46086.74962</TD><TD>0.401552632</TD><TD>5861231.571</TD><TD>0.01</TD><TD>0.9937</TD></TR><TR><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2010</TD><TD>STD_YYYY&nbsp;&nbsp; 2010</TD><TD>1</TD><TD>46065.03678</TD><TD>0.402040126</TD><TD>5861231.571</TD><TD>0.01</TD><TD>0.9937</TD></TR><TR><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2011</TD><TD>STD_YYYY&nbsp;&nbsp; 2011</TD><TD>1</TD><TD>46535.26758</TD><TD>0.370095463</TD><TD>5861231.571</TD><TD>0.01</TD><TD>0.9937</TD></TR><TR><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2012</TD><TD>STD_YYYY&nbsp;&nbsp; 2012</TD><TD>1</TD><TD>47292.16376</TD><TD>0.338098445</TD><TD>5861231.571</TD><TD>0.01</TD><TD>0.9936</TD></TR><TR><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2013</TD><TD>STD_YYYY&nbsp;&nbsp; 2013</TD><TD>1</TD><TD>47711.73922</TD><TD>0.296078403</TD><TD>5861231.571</TD><TD>0.01</TD><TD>0.9935</TD></TR><TR><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2014</TD><TD>STD_YYYY&nbsp;&nbsp; 2014</TD><TD>1</TD><TD>48570.22332</TD><TD>0.256641829</TD><TD>5861231.571</TD><TD>0.01</TD><TD>0.9934</TD></TR><TR><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2015</TD><TD>STD_YYYY&nbsp;&nbsp; 2015</TD><TD>1</TD><TD>49080.1718</TD><TD>0.212832555</TD><TD>5861231.571</TD><TD>0.01</TD><TD>0.9933</TD></TR><TR><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2016</TD><TD>STD_YYYY&nbsp;&nbsp; 2016</TD><TD>1</TD><TD>49235.33223</TD><TD>0.162905538</TD><TD>5861231.571</TD><TD>0.01</TD><TD>0.9933</TD></TR><TR><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2017</TD><TD>STD_YYYY&nbsp;&nbsp; 2017</TD><TD>1</TD><TD>49730.97179</TD><TD>0.116719528</TD><TD>5861231.572</TD><TD>0.01</TD><TD>0.9932</TD></TR><TR><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2018</TD><TD>STD_YYYY&nbsp;&nbsp; 2018</TD><TD>1</TD><TD>50143.73898</TD><TD>0.071874329</TD><TD>5861231.575</TD><TD>0.01</TD><TD>0.9932</TD></TR><TR><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2019</TD><TD>STD_YYYY&nbsp;&nbsp; 2019</TD><TD>1</TD><TD>51876.85768</TD><TD>0.035889768</TD><TD>5861231.593</TD><TD>0.01</TD><TD>0.9929</TD></TR></TBODY></TABLE><P>&nbsp;</P><P>With glmselect code, STD_YYYY has no reference dummy which should be omitted.</P><P>&nbsp;</P><P>Case 3: When I do a subgroup analysis with 'by' option, there's a different problem here.</P><P>'Metro' variable is a dummy for indicating the metro city.</P><P>&nbsp;</P><PRE><CODE class="">PROC GLM DATA=IPW.TREAT_BASE_SAMPLE_CHT70 ; CLASS EVENT_TIME(REF='-1') AGE(REF='39') STD_YYYY(REF='2019'); MODEL CALC_CPI = EVENT_TIME AGE STD_YYYY/ SOLUTION; BY METRO; WEIGHT C1_WEIGHT; OUTPUT OUT= PRED_CALC_CPI_WC1 PREDICTED=P RESIDUAL=R; ODS OUTPUT ParameterEstimates=PARAM_CALC_CPI_WC1; RUN; PROC GLMSELECT DATA=IPW.TREAT_BASE_SAMPLE_CHT70 ; CLASS EVENT_TIME(REF='-1') AGE STD_YYYY ; MODEL CALC_CPI = EVENT_TIME AGE STD_YYYY/ SELECTION=NONE ; BY METRO; WEIGHT C1_WEIGHT; OUTPUT OUT= PRED_CALC_CPI_WC1 PREDICTED=P RESIDUAL=R; ODS OUTPUT ParameterEstimates=PARAM_CALC_CPI_WC1; RUN;</CODE></PRE><TABLE border="1"><TBODY><TR><TD>METRO</TD><TD>Dependent</TD><TD>Parameter</TD><TD>Estimate</TD><TD>Biased</TD><TD>StdErr</TD><TD>tValue</TD><TD>Probt</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>Intercept</TD><TD>-3895.12278</TD><TD>1</TD><TD>7729975.654</TD><TD>0.00</TD><TD>0.9996</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>EVENT_TIME -3</TD><TD>978.61218</TD><TD>1</TD><TD>87.79501768</TD><TD>11.15</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>EVENT_TIME -2</TD><TD>1180.69630</TD><TD>1</TD><TD>82.27551899</TD><TD>14.35</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>EVENT_TIME 0</TD><TD>-6342.50198</TD><TD>1</TD><TD>81.54173762</TD><TD>-77.78</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>EVENT_TIME 1</TD><TD>-14450.89523</TD><TD>1</TD><TD>84.74718996</TD><TD>-170.52</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>EVENT_TIME 2</TD><TD>-16030.37882</TD><TD>1</TD><TD>87.51248946</TD><TD>-183.18</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>EVENT_TIME 3</TD><TD>-16749.01300</TD><TD>1</TD><TD>91.07836901</TD><TD>-183.90</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>EVENT_TIME 4</TD><TD>-17470.41779</TD><TD>1</TD><TD>95.08922474</TD><TD>-183.73</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>EVENT_TIME 5</TD><TD>-17515.59945</TD><TD>1</TD><TD>99.91195499</TD><TD>-175.31</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>EVENT_TIME -1</TD><TD>0.00000</TD><TD>1</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>&nbsp;</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 22</TD><TD>3726.46625</TD><TD>0</TD><TD>16834818.1</TD><TD>0.00</TD><TD>0.9998</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 23</TD><TD>5682.55616</TD><TD>0</TD><TD>16834818.1</TD><TD>0.00</TD><TD>0.9997</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 24</TD><TD>8018.60850</TD><TD>0</TD><TD>16834818.1</TD><TD>0.00</TD><TD>0.9996</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 25</TD><TD>9747.53333</TD><TD>0</TD><TD>16834818.1</TD><TD>0.00</TD><TD>0.9995</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 26</TD><TD>11121.30219</TD><TD>0</TD><TD>16834818.1</TD><TD>0.00</TD><TD>0.9995</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 27</TD><TD>12108.09981</TD><TD>0</TD><TD>16834818.1</TD><TD>0.00</TD><TD>0.9994</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 28</TD><TD>13026.26507</TD><TD>0</TD><TD>16834818.1</TD><TD>0.00</TD><TD>0.9994</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 29</TD><TD>14138.23528</TD><TD>0</TD><TD>16834818.1</TD><TD>0.00</TD><TD>0.9993</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 30</TD><TD>15416.94606</TD><TD>0</TD><TD>16834818.1</TD><TD>0.00</TD><TD>0.9993</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 31</TD><TD>16866.27534</TD><TD>0</TD><TD>16834818.1</TD><TD>0.00</TD><TD>0.9992</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 32</TD><TD>18346.09867</TD><TD>0</TD><TD>16834818.1</TD><TD>0.00</TD><TD>0.9991</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 33</TD><TD>19629.98543</TD><TD>0</TD><TD>16834818.1</TD><TD>0.00</TD><TD>0.9991</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 34</TD><TD>20940.93670</TD><TD>0</TD><TD>16834818.1</TD><TD>0.00</TD><TD>0.9990</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 35</TD><TD>22268.69419</TD><TD>0</TD><TD>16834818.1</TD><TD>0.00</TD><TD>0.9989</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 36</TD><TD>23498.42169</TD><TD>0</TD><TD>16834818.1</TD><TD>0.00</TD><TD>0.9989</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 37</TD><TD>24639.75805</TD><TD>0</TD><TD>16834818.1</TD><TD>0.00</TD><TD>0.9988</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 38</TD><TD>26288.30791</TD><TD>0</TD><TD>16834818.1</TD><TD>0.00</TD><TD>0.9988</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 39</TD><TD>27677.95218</TD><TD>0</TD><TD>16834818.11</TD><TD>0.00</TD><TD>0.9987</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2002</TD><TD>8299.40414</TD><TD>0</TD><TD>16722040.85</TD><TD>0.00</TD><TD>0.9996</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2003</TD><TD>10663.93296</TD><TD>0</TD><TD>16722040.85</TD><TD>0.00</TD><TD>0.9995</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2004</TD><TD>12542.76508</TD><TD>0</TD><TD>16722040.85</TD><TD>0.00</TD><TD>0.9994</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2005</TD><TD>13203.85921</TD><TD>0</TD><TD>16722040.85</TD><TD>0.00</TD><TD>0.9994</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2006</TD><TD>14851.59210</TD><TD>0</TD><TD>16722040.85</TD><TD>0.00</TD><TD>0.9993</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2007</TD><TD>16799.61320</TD><TD>0</TD><TD>16722040.85</TD><TD>0.00</TD><TD>0.9992</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2008</TD><TD>18178.73109</TD><TD>0</TD><TD>16722040.85</TD><TD>0.00</TD><TD>0.9991</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2009</TD><TD>18532.44842</TD><TD>0</TD><TD>16722040.85</TD><TD>0.00</TD><TD>0.9991</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2010</TD><TD>18300.38044</TD><TD>0</TD><TD>16722040.85</TD><TD>0.00</TD><TD>0.9991</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2011</TD><TD>18846.57380</TD><TD>0</TD><TD>16722040.85</TD><TD>0.00</TD><TD>0.9991</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2012</TD><TD>19583.46699</TD><TD>0</TD><TD>16722040.85</TD><TD>0.00</TD><TD>0.9991</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2013</TD><TD>20241.00004</TD><TD>0</TD><TD>16722040.85</TD><TD>0.00</TD><TD>0.9990</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2014</TD><TD>21323.54965</TD><TD>0</TD><TD>16722040.85</TD><TD>0.00</TD><TD>0.9990</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2015</TD><TD>21817.24317</TD><TD>0</TD><TD>16722040.85</TD><TD>0.00</TD><TD>0.9990</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2016</TD><TD>22159.80750</TD><TD>0</TD><TD>16722040.85</TD><TD>0.00</TD><TD>0.9989</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2017</TD><TD>22649.12430</TD><TD>0</TD><TD>16722040.86</TD><TD>0.00</TD><TD>0.9989</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2018</TD><TD>23302.41868</TD><TD>0</TD><TD>16722040.86</TD><TD>0.00</TD><TD>0.9989</TD></TR><TR><TD>0</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2019</TD><TD>24949.93483</TD><TD>0</TD><TD>16722040.88</TD><TD>0.00</TD><TD>0.9988</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>Intercept</TD><TD>42176.43379</TD><TD>1</TD><TD>8924444.166</TD><TD>0.00</TD><TD>0.9962</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>EVENT_TIME -3</TD><TD>994.34186</TD><TD>1</TD><TD>101.1486969</TD><TD>9.83</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>EVENT_TIME -2</TD><TD>1215.89427</TD><TD>1</TD><TD>95.45162941</TD><TD>12.74</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>EVENT_TIME 0</TD><TD>-6843.48301</TD><TD>1</TD><TD>94.85321721</TD><TD>-72.15</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>EVENT_TIME 1</TD><TD>-17267.81526</TD><TD>1</TD><TD>98.94975143</TD><TD>-174.51</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>EVENT_TIME 2</TD><TD>-19545.15122</TD><TD>1</TD><TD>101.8492618</TD><TD>-191.90</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>EVENT_TIME 3</TD><TD>-20748.45919</TD><TD>1</TD><TD>106.0721071</TD><TD>-195.61</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>EVENT_TIME 4</TD><TD>-22258.63616</TD><TD>1</TD><TD>110.9774742</TD><TD>-200.57</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>EVENT_TIME 5</TD><TD>-23210.70218</TD><TD>1</TD><TD>116.9501239</TD><TD>-198.47</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>EVENT_TIME -1</TD><TD>0.00000</TD><TD>1</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>&nbsp;</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 22</TD><TD>-16614.47689</TD><TD>1</TD><TD>8924444.227</TD><TD>0.00</TD><TD>0.9985</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 23</TD><TD>-14644.87904</TD><TD>1</TD><TD>8924444.222</TD><TD>0.00</TD><TD>0.9987</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 24</TD><TD>-11836.91128</TD><TD>1</TD><TD>8924444.221</TD><TD>0.00</TD><TD>0.9989</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 25</TD><TD>-9061.92505</TD><TD>1</TD><TD>8924444.22</TD><TD>0.00</TD><TD>0.9992</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 26</TD><TD>-6561.32080</TD><TD>1</TD><TD>8924444.22</TD><TD>0.00</TD><TD>0.9994</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 27</TD><TD>-4455.03090</TD><TD>1</TD><TD>8924444.219</TD><TD>0.00</TD><TD>0.9996</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 28</TD><TD>-2508.50369</TD><TD>1</TD><TD>8924444.219</TD><TD>0.00</TD><TD>0.9998</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 29</TD><TD>-433.24748</TD><TD>1</TD><TD>8924444.219</TD><TD>0.00</TD><TD>1.0000</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 30</TD><TD>1583.46575</TD><TD>1</TD><TD>8924444.219</TD><TD>0.00</TD><TD>0.9999</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 31</TD><TD>3797.79359</TD><TD>1</TD><TD>8924444.219</TD><TD>0.00</TD><TD>0.9997</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 32</TD><TD>6034.52033</TD><TD>1</TD><TD>8924444.219</TD><TD>0.00</TD><TD>0.9995</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 33</TD><TD>8181.42850</TD><TD>1</TD><TD>8924444.219</TD><TD>0.00</TD><TD>0.9993</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 34</TD><TD>10412.49360</TD><TD>1</TD><TD>8924444.219</TD><TD>0.00</TD><TD>0.9991</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 35</TD><TD>12734.45466</TD><TD>1</TD><TD>8924444.218</TD><TD>0.00</TD><TD>0.9989</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 36</TD><TD>14889.39073</TD><TD>1</TD><TD>8924444.218</TD><TD>0.00</TD><TD>0.9987</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 37</TD><TD>17002.81232</TD><TD>1</TD><TD>8924444.218</TD><TD>0.00</TD><TD>0.9985</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 38</TD><TD>18969.41217</TD><TD>1</TD><TD>8924444.219</TD><TD>0.00</TD><TD>0.9983</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 39</TD><TD>21104.02156</TD><TD>1</TD><TD>8924444.204</TD><TD>0.00</TD><TD>0.9981</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2002</TD><TD>-16791.17764</TD><TD>1</TD><TD>1029.07981</TD><TD>-16.32</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2003</TD><TD>-14332.50773</TD><TD>1</TD><TD>1015.028264</TD><TD>-14.12</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2004</TD><TD>-12365.53006</TD><TD>1</TD><TD>1009.390721</TD><TD>-12.25</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2005</TD><TD>-12066.34541</TD><TD>1</TD><TD>1006.206658</TD><TD>-11.99</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2006</TD><TD>-10180.47215</TD><TD>1</TD><TD>1004.022003</TD><TD>-10.14</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2007</TD><TD>-7857.90199</TD><TD>1</TD><TD>1002.274509</TD><TD>-7.84</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2008</TD><TD>-6173.65299</TD><TD>1</TD><TD>1000.796782</TD><TD>-6.17</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2009</TD><TD>-6142.29846</TD><TD>1</TD><TD>999.4356916</TD><TD>-6.15</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2010</TD><TD>-5945.25020</TD><TD>1</TD><TD>998.1000149</TD><TD>-5.96</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2011</TD><TD>-5474.52696</TD><TD>1</TD><TD>997.101357</TD><TD>-5.49</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2012</TD><TD>-4632.71579</TD><TD>1</TD><TD>996.0329327</TD><TD>-4.65</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2013</TD><TD>-4340.17720</TD><TD>1</TD><TD>995.1040046</TD><TD>-4.36</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2014</TD><TD>-3545.84023</TD><TD>1</TD><TD>994.2626587</TD><TD>-3.57</TD><TD>0.0004</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2015</TD><TD>-2930.66837</TD><TD>1</TD><TD>990.6913263</TD><TD>-2.96</TD><TD>0.0031</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2016</TD><TD>-2804.04633</TD><TD>1</TD><TD>991.2891071</TD><TD>-2.83</TD><TD>0.0047</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2017</TD><TD>-2246.37908</TD><TD>1</TD><TD>997.3882092</TD><TD>-2.25</TD><TD>0.0243</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2018</TD><TD>-1946.53825</TD><TD>1</TD><TD>1022.994013</TD><TD>-1.90</TD><TD>0.0571</TD></TR><TR><TD>1</TD><TD>CALC_CPI</TD><TD>STD_YYYY&nbsp;&nbsp; 2019</TD><TD>0.00000</TD><TD>1</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>&nbsp;</TD></TR></TBODY></TABLE><P>&nbsp;</P><TABLE border="1"><TBODY><TR><TD>METRO</TD><TD>Effect</TD><TD>EVENT_TIME</TD><TD>AGE</TD><TD>STD_YYYY</TD><TD>Parameter</TD><TD>DF</TD><TD>Estimate</TD><TD>StandardizedEst</TD><TD>StdErr</TD><TD>tValue</TD><TD>Probt</TD></TR><TR><TD>0</TD><TD>Intercept</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>Intercept</TD><TD>1</TD><TD>48732.76449</TD><TD>0</TD><TD>823.2806409</TD><TD>59.19</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>EVENT_TIME</TD><TD>-3</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>EVENT_TIME -3</TD><TD>1</TD><TD>978.6121821</TD><TD>0.009879003</TD><TD>87.79498495</TD><TD>11.15</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>EVENT_TIME</TD><TD>-2</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>EVENT_TIME -2</TD><TD>1</TD><TD>1180.696301</TD><TD>0.011916745</TD><TD>82.27548832</TD><TD>14.35</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>EVENT_TIME</TD><TD>0</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>EVENT_TIME 0</TD><TD>1</TD><TD>-6342.501979</TD><TD>-0.063938752</TD><TD>81.54170722</TD><TD>-77.78</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>EVENT_TIME</TD><TD>1</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>EVENT_TIME 1</TD><TD>1</TD><TD>-14450.89523</TD><TD>-0.142883041</TD><TD>84.74715836</TD><TD>-170.52</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>EVENT_TIME</TD><TD>2</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>EVENT_TIME 2</TD><TD>1</TD><TD>-16030.37882</TD><TD>-0.160069536</TD><TD>87.51245683</TD><TD>-183.18</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>EVENT_TIME</TD><TD>3</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>EVENT_TIME 3</TD><TD>1</TD><TD>-16749.013</TD><TD>-0.167109196</TD><TD>91.07833505</TD><TD>-183.90</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>EVENT_TIME</TD><TD>4</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>EVENT_TIME 4</TD><TD>1</TD><TD>-17470.41779</TD><TD>-0.17395332</TD><TD>95.08918929</TD><TD>-183.73</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>EVENT_TIME</TD><TD>5</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>EVENT_TIME 5</TD><TD>1</TD><TD>-17515.59946</TD><TD>-0.174604706</TD><TD>99.91191774</TD><TD>-175.31</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>EVENT_TIME</TD><TD>-1</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>EVENT_TIME -1</TD><TD>0</TD><TD>0</TD><TD>0</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>&nbsp;</TD></TR><TR><TD>0</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>22</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 22</TD><TD>1</TD><TD>-23951.48593</TD><TD>-0.065256495</TD><TD>609.8976565</TD><TD>-39.27</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>23</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 23</TD><TD>1</TD><TD>-21995.39602</TD><TD>-0.092291837</TD><TD>571.3578958</TD><TD>-38.50</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>24</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 24</TD><TD>1</TD><TD>-19659.34367</TD><TD>-0.10864938</TD><TD>558.0981989</TD><TD>-35.23</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>25</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 25</TD><TD>1</TD><TD>-17930.41885</TD><TD>-0.121767376</TD><TD>551.3697335</TD><TD>-32.52</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>26</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 26</TD><TD>1</TD><TD>-16556.64999</TD><TD>-0.129777789</TD><TD>547.285133</TD><TD>-30.25</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>27</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 27</TD><TD>1</TD><TD>-15569.85237</TD><TD>-0.136392915</TD><TD>544.2738391</TD><TD>-28.61</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>28</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 28</TD><TD>1</TD><TD>-14651.6871</TD><TD>-0.137586654</TD><TD>541.9167938</TD><TD>-27.04</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>29</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 29</TD><TD>1</TD><TD>-13539.7169</TD><TD>-0.132324866</TD><TD>539.8663674</TD><TD>-25.08</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>30</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 30</TD><TD>1</TD><TD>-12261.00612</TD><TD>-0.122064747</TD><TD>537.9408</TD><TD>-22.79</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>31</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 31</TD><TD>1</TD><TD>-10811.67684</TD><TD>-0.104877075</TD><TD>536.4959055</TD><TD>-20.15</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>32</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 32</TD><TD>1</TD><TD>-9331.853508</TD><TD>-0.086131356</TD><TD>534.890358</TD><TD>-17.45</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>33</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 33</TD><TD>1</TD><TD>-8047.966748</TD><TD>-0.069081574</TD><TD>533.0982466</TD><TD>-15.10</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>34</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 34</TD><TD>1</TD><TD>-6737.015473</TD><TD>-0.051968364</TD><TD>531.201936</TD><TD>-12.68</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>35</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 35</TD><TD>1</TD><TD>-5409.257986</TD><TD>-0.03622049</TD><TD>527.5083801</TD><TD>-10.25</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>36</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 36</TD><TD>1</TD><TD>-4179.530482</TD><TD>-0.022558388</TD><TD>524.2580505</TD><TD>-7.97</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>37</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 37</TD><TD>1</TD><TD>-3038.194123</TD><TD>-0.012260304</TD><TD>523.1339909</TD><TD>-5.81</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>38</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 38</TD><TD>1</TD><TD>-1389.644267</TD><TD>-0.003768741</TD><TD>528.8018235</TD><TD>-2.63</TD><TD>0.0086</TD></TR><TR><TD>0</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>39</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 39</TD><TD>0</TD><TD>0</TD><TD>0</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>&nbsp;</TD></TR><TR><TD>0</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2002</TD><TD>STD_YYYY&nbsp;&nbsp; 2002</TD><TD>1</TD><TD>-16650.53095</TD><TD>-0.080354869</TD><TD>996.552424</TD><TD>-16.71</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2003</TD><TD>STD_YYYY&nbsp;&nbsp; 2003</TD><TD>1</TD><TD>-14286.00212</TD><TD>-0.092404093</TD><TD>987.432746</TD><TD>-14.47</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2004</TD><TD>STD_YYYY&nbsp;&nbsp; 2004</TD><TD>1</TD><TD>-12407.17001</TD><TD>-0.095531127</TD><TD>983.6120877</TD><TD>-12.61</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2005</TD><TD>STD_YYYY&nbsp;&nbsp; 2005</TD><TD>1</TD><TD>-11746.07587</TD><TD>-0.100170107</TD><TD>981.3609237</TD><TD>-11.97</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2006</TD><TD>STD_YYYY&nbsp;&nbsp; 2006</TD><TD>1</TD><TD>-10098.34299</TD><TD>-0.091994308</TD><TD>979.7390713</TD><TD>-10.31</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2007</TD><TD>STD_YYYY&nbsp;&nbsp; 2007</TD><TD>1</TD><TD>-8150.321888</TD><TD>-0.077817622</TD><TD>978.4025271</TD><TD>-8.33</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2008</TD><TD>STD_YYYY&nbsp;&nbsp; 2008</TD><TD>1</TD><TD>-6771.204</TD><TD>-0.06640663</TD><TD>977.2427986</TD><TD>-6.93</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2009</TD><TD>STD_YYYY&nbsp;&nbsp; 2009</TD><TD>1</TD><TD>-6417.486667</TD><TD>-0.063835716</TD><TD>976.1549733</TD><TD>-6.57</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2010</TD><TD>STD_YYYY&nbsp;&nbsp; 2010</TD><TD>1</TD><TD>-6649.554649</TD><TD>-0.066117202</TD><TD>975.0897738</TD><TD>-6.82</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2011</TD><TD>STD_YYYY&nbsp;&nbsp; 2011</TD><TD>1</TD><TD>-6103.361286</TD><TD>-0.054600383</TD><TD>974.3559472</TD><TD>-6.26</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2012</TD><TD>STD_YYYY&nbsp;&nbsp; 2012</TD><TD>1</TD><TD>-5366.468102</TD><TD>-0.042711614</TD><TD>973.5318086</TD><TD>-5.51</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2013</TD><TD>STD_YYYY&nbsp;&nbsp; 2013</TD><TD>1</TD><TD>-4708.935048</TD><TD>-0.032176676</TD><TD>972.8157802</TD><TD>-4.84</TD><TD>0.0000</TD></TR><TR><TD>0</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2014</TD><TD>STD_YYYY&nbsp;&nbsp; 2014</TD><TD>1</TD><TD>-3626.385435</TD><TD>-0.020955799</TD><TD>972.0437018</TD><TD>-3.73</TD><TD>0.0002</TD></TR><TR><TD>0</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2015</TD><TD>STD_YYYY&nbsp;&nbsp; 2015</TD><TD>1</TD><TD>-3132.691922</TD><TD>-0.014746356</TD><TD>969.0205189</TD><TD>-3.23</TD><TD>0.0012</TD></TR><TR><TD>0</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2016</TD><TD>STD_YYYY&nbsp;&nbsp; 2016</TD><TD>1</TD><TD>-2790.127585</TD><TD>-0.00996555</TD><TD>969.1815037</TD><TD>-2.88</TD><TD>0.0040</TD></TR><TR><TD>0</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2017</TD><TD>STD_YYYY&nbsp;&nbsp; 2017</TD><TD>1</TD><TD>-2300.810792</TD><TD>-0.00577359</TD><TD>974.814409</TD><TD>-2.36</TD><TD>0.0183</TD></TR><TR><TD>0</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2018</TD><TD>STD_YYYY&nbsp;&nbsp; 2018</TD><TD>1</TD><TD>-1647.516408</TD><TD>-0.002507904</TD><TD>999.3242518</TD><TD>-1.65</TD><TD>0.0992</TD></TR><TR><TD>0</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2019</TD><TD>STD_YYYY&nbsp;&nbsp; 2019</TD><TD>0</TD><TD>0</TD><TD>0</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>&nbsp;</TD></TR><TR><TD>1</TD><TD>Intercept</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>Intercept</TD><TD>1</TD><TD>63280.45558</TD><TD>0</TD><TD>850.487093</TD><TD>74.40</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>EVENT_TIME</TD><TD>-3</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>EVENT_TIME -3</TD><TD>1</TD><TD>994.3418626</TD><TD>0.008055379</TD><TD>101.1486802</TD><TD>9.83</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>EVENT_TIME</TD><TD>-2</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>EVENT_TIME -2</TD><TD>1</TD><TD>1215.894272</TD><TD>0.009848127</TD><TD>95.45161366</TD><TD>12.74</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>EVENT_TIME</TD><TD>0</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>EVENT_TIME 0</TD><TD>1</TD><TD>-6843.483011</TD><TD>-0.055291696</TD><TD>94.85320156</TD><TD>-72.15</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>EVENT_TIME</TD><TD>1</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>EVENT_TIME 1</TD><TD>1</TD><TD>-17267.81526</TD><TD>-0.135461874</TD><TD>98.94973511</TD><TD>-174.51</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>EVENT_TIME</TD><TD>2</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>EVENT_TIME 2</TD><TD>1</TD><TD>-19545.15122</TD><TD>-0.155900401</TD><TD>101.849245</TD><TD>-191.90</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>EVENT_TIME</TD><TD>3</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>EVENT_TIME 3</TD><TD>1</TD><TD>-20748.45919</TD><TD>-0.165749227</TD><TD>106.0720896</TD><TD>-195.61</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>EVENT_TIME</TD><TD>4</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>EVENT_TIME 4</TD><TD>1</TD><TD>-22258.63616</TD><TD>-0.177409728</TD><TD>110.9774559</TD><TD>-200.57</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>EVENT_TIME</TD><TD>5</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>EVENT_TIME 5</TD><TD>1</TD><TD>-23210.70219</TD><TD>-0.185285274</TD><TD>116.9501046</TD><TD>-198.47</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>EVENT_TIME</TD><TD>-1</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>EVENT_TIME -1</TD><TD>0</TD><TD>0</TD><TD>0</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>&nbsp;</TD></TR><TR><TD>1</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>22</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 22</TD><TD>1</TD><TD>-37718.49845</TD><TD>-0.068051731</TD><TD>668.144711</TD><TD>-56.45</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>23</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 23</TD><TD>1</TD><TD>-35748.9006</TD><TD>-0.101599922</TD><TD>599.7267032</TD><TD>-59.61</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>24</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 24</TD><TD>1</TD><TD>-32940.93284</TD><TD>-0.126637202</TD><TD>576.2575101</TD><TD>-57.16</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>25</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 25</TD><TD>1</TD><TD>-30165.94661</TD><TD>-0.147222185</TD><TD>564.6762622</TD><TD>-53.42</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>26</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 26</TD><TD>1</TD><TD>-27665.34236</TD><TD>-0.16156506</TD><TD>557.9669949</TD><TD>-49.58</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>27</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 27</TD><TD>1</TD><TD>-25559.05246</TD><TD>-0.171838212</TD><TD>553.2894143</TD><TD>-46.19</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>28</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 28</TD><TD>1</TD><TD>-23612.52525</TD><TD>-0.173613597</TD><TD>549.8253636</TD><TD>-42.95</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>29</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 29</TD><TD>1</TD><TD>-21537.26904</TD><TD>-0.166900789</TD><TD>546.9335527</TD><TD>-39.38</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>30</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 30</TD><TD>1</TD><TD>-19520.55581</TD><TD>-0.155215734</TD><TD>544.2995877</TD><TD>-35.86</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>31</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 31</TD><TD>1</TD><TD>-17306.22797</TD><TD>-0.135745804</TD><TD>542.2007501</TD><TD>-31.92</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>32</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 32</TD><TD>1</TD><TD>-15069.50123</TD><TD>-0.113959816</TD><TD>539.9454294</TD><TD>-27.91</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>33</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 33</TD><TD>1</TD><TD>-12922.59306</TD><TD>-0.092519626</TD><TD>537.4588657</TD><TD>-24.04</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>34</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 34</TD><TD>1</TD><TD>-10691.52796</TD><TD>-0.07045734</TD><TD>534.77624</TD><TD>-19.99</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>35</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 35</TD><TD>1</TD><TD>-8369.566899</TD><TD>-0.048821541</TD><TD>530.1984657</TD><TD>-15.79</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>36</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 36</TD><TD>1</TD><TD>-6214.63083</TD><TD>-0.029862688</TD><TD>526.2921207</TD><TD>-11.81</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>37</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 37</TD><TD>1</TD><TD>-4101.209234</TD><TD>-0.015029863</TD><TD>524.639301</TD><TD>-7.82</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>38</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 38</TD><TD>1</TD><TD>-2134.609388</TD><TD>-0.005332029</TD><TD>529.9816263</TD><TD>-4.03</TD><TD>0.0001</TD></TR><TR><TD>1</TD><TD>AGE</TD><TD>&nbsp;</TD><TD>39</TD><TD>&nbsp;</TD><TD>AGE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 39</TD><TD>0</TD><TD>0</TD><TD>0</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>&nbsp;</TD></TR><TR><TD>1</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2002</TD><TD>STD_YYYY&nbsp;&nbsp; 2002</TD><TD>1</TD><TD>-16791.17786</TD><TD>-0.058028694</TD><TD>1029.079642</TD><TD>-16.32</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2003</TD><TD>STD_YYYY&nbsp;&nbsp; 2003</TD><TD>1</TD><TD>-14332.50796</TD><TD>-0.068346207</TD><TD>1015.028098</TD><TD>-14.12</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2004</TD><TD>STD_YYYY&nbsp;&nbsp; 2004</TD><TD>1</TD><TD>-12365.53029</TD><TD>-0.072008031</TD><TD>1009.390556</TD><TD>-12.25</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2005</TD><TD>STD_YYYY&nbsp;&nbsp; 2005</TD><TD>1</TD><TD>-12066.34564</TD><TD>-0.07940633</TD><TD>1006.206493</TD><TD>-11.99</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2006</TD><TD>STD_YYYY&nbsp;&nbsp; 2006</TD><TD>1</TD><TD>-10180.47238</TD><TD>-0.072531178</TD><TD>1004.021839</TD><TD>-10.14</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2007</TD><TD>STD_YYYY&nbsp;&nbsp; 2007</TD><TD>1</TD><TD>-7857.902214</TD><TD>-0.059275162</TD><TD>1002.274346</TD><TD>-7.84</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2008</TD><TD>STD_YYYY&nbsp;&nbsp; 2008</TD><TD>1</TD><TD>-6173.653216</TD><TD>-0.048113405</TD><TD>1000.796619</TD><TD>-6.17</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2009</TD><TD>STD_YYYY&nbsp;&nbsp; 2009</TD><TD>1</TD><TD>-6142.298686</TD><TD>-0.048723706</TD><TD>999.4355283</TD><TD>-6.15</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2010</TD><TD>STD_YYYY&nbsp;&nbsp; 2010</TD><TD>1</TD><TD>-5945.250427</TD><TD>-0.047334151</TD><TD>998.0998518</TD><TD>-5.96</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2011</TD><TD>STD_YYYY&nbsp;&nbsp; 2011</TD><TD>1</TD><TD>-5474.527188</TD><TD>-0.040184299</TD><TD>997.1011941</TD><TD>-5.49</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2012</TD><TD>STD_YYYY&nbsp;&nbsp; 2012</TD><TD>1</TD><TD>-4632.716016</TD><TD>-0.030845737</TD><TD>996.0327699</TD><TD>-4.65</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2013</TD><TD>STD_YYYY&nbsp;&nbsp; 2013</TD><TD>1</TD><TD>-4340.177422</TD><TD>-0.025316809</TD><TD>995.103842</TD><TD>-4.36</TD><TD>0.0000</TD></TR><TR><TD>1</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2014</TD><TD>STD_YYYY&nbsp;&nbsp; 2014</TD><TD>1</TD><TD>-3545.840451</TD><TD>-0.017710699</TD><TD>994.2624963</TD><TD>-3.57</TD><TD>0.0004</TD></TR><TR><TD>1</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2015</TD><TD>STD_YYYY&nbsp;&nbsp; 2015</TD><TD>1</TD><TD>-2930.668589</TD><TD>-0.012085427</TD><TD>990.6911644</TD><TD>-2.96</TD><TD>0.0031</TD></TR><TR><TD>1</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2016</TD><TD>STD_YYYY&nbsp;&nbsp; 2016</TD><TD>1</TD><TD>-2804.046552</TD><TD>-0.008861841</TD><TD>991.2889451</TD><TD>-2.83</TD><TD>0.0047</TD></TR><TR><TD>1</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2017</TD><TD>STD_YYYY&nbsp;&nbsp; 2017</TD><TD>1</TD><TD>-2246.379304</TD><TD>-0.005073097</TD><TD>997.3880462</TD><TD>-2.25</TD><TD>0.0243</TD></TR><TR><TD>1</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2018</TD><TD>STD_YYYY&nbsp;&nbsp; 2018</TD><TD>1</TD><TD>-1946.538475</TD><TD>-0.002698223</TD><TD>1022.993846</TD><TD>-1.90</TD><TD>0.0571</TD></TR><TR><TD>1</TD><TD>STD_YYYY</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>2019</TD><TD>STD_YYYY&nbsp;&nbsp; 2019</TD><TD>0</TD><TD>0</TD><TD>0</TD><TD>&nbsp;</TD><TD>&nbsp;</TD><TD>&nbsp;</TD></TR></TBODY></TABLE><P>&nbsp;</P><P>Now, there's a problem in glm results.</P><P>&nbsp;</P><P>I have no idea why this problem happened.</P><P>Can you give any information or suggestion? Or is there any pages that I can see each steps of how weights are applied in the regression?</P> Mon, 18 Dec 2023 05:52:53 GMT https://communities.sas.com/t5/Statistical-Procedures/problem-in-glm-and-glmselect-revised/m-p/908538#M45090 jhmoon 2023-12-18T05:52:53Z Re: problem in glm and glmselect (revised) https://communities.sas.com/t5/Statistical-Procedures/problem-in-glm-and-glmselect-revised/m-p/908541#M45092 And I use SAS Enterprise Guide! Mon, 18 Dec 2023 06:06:28 GMT https://communities.sas.com/t5/Statistical-Procedures/problem-in-glm-and-glmselect-revised/m-p/908541#M45092 jhmoon 2023-12-18T06:06:28Z Re: problem in glm and glmselect (revised) https://communities.sas.com/t5/Statistical-Procedures/problem-in-glm-and-glmselect-revised/m-p/908589#M45093 <P>What version of SAS are you running? For example, submit the following statement and copy/paste the answer from the log:<BR /><STRONG>%put &amp;=SYSVLONG;</STRONG><BR /><BR /></P> Mon, 18 Dec 2023 11:11:25 GMT https://communities.sas.com/t5/Statistical-Procedures/problem-in-glm-and-glmselect-revised/m-p/908589#M45093 Rick_SAS 2023-12-18T11:11:25Z Re: problem in glm and glmselect (revised) https://communities.sas.com/t5/Statistical-Procedures/problem-in-glm-and-glmselect-revised/m-p/908599#M45097 It's SAS Enterprise Guide 7.15. Mon, 18 Dec 2023 12:55:33 GMT https://communities.sas.com/t5/Statistical-Procedures/problem-in-glm-and-glmselect-revised/m-p/908599#M45097 jhmoon 2023-12-18T12:55:33Z Re: problem in glm and glmselect (revised) https://communities.sas.com/t5/Statistical-Procedures/problem-in-glm-and-glmselect-revised/m-p/908604#M45098 <P>We need the version of SAS, not the version of EG. Please submit the SAS statement in my previous post and report the results in the log.</P> Mon, 18 Dec 2023 13:35:32 GMT https://communities.sas.com/t5/Statistical-Procedures/problem-in-glm-and-glmselect-revised/m-p/908604#M45098 Rick_SAS 2023-12-18T13:35:32Z Re: problem in glm and glmselect (revised) https://communities.sas.com/t5/Statistical-Procedures/problem-in-glm-and-glmselect-revised/m-p/908618#M45100 <P>To help us figure out the cause, can you please</P> <P>&nbsp;</P> <P>1. Use a QUIT statement in the GLM step.</P> <P>2. Modify the GLMSELECT step to explicitly specify the reference levels and the GLM parameterization.&nbsp;</P> <PRE>CLASS EVENT_TIME(REF='-1') AGE(REF='39') STD_YYYY(REF='2019') / param=GLM;</PRE> <P>Do you get the same parameter estimates?</P> Mon, 18 Dec 2023 14:56:21 GMT https://communities.sas.com/t5/Statistical-Procedures/problem-in-glm-and-glmselect-revised/m-p/908618#M45100 Rick_SAS 2023-12-18T14:56:21Z Re: problem in glm and glmselect (revised) https://communities.sas.com/t5/Statistical-Procedures/problem-in-glm-and-glmselect-revised/m-p/908627#M45101 <P>This could be a data-dependent problem caused by having the same (or very small) weights for the&nbsp;STD_YYYY variable. We should look at the distribution of weights for each level of the&nbsp;STD_YYYY variable. Please run the following and post the results.</P> <P>&nbsp;</P> <PRE><CODE class=" language-sas">proc means DATA=IPW.TREAT_BASE_SAMPLE_CHT70 ; where not cmiss(Event_time, Age); class STD_YYYY; var C1_WEIGHT; run; proc sgplot DATA=IPW.TREAT_BASE_SAMPLE_CHT70 ; where not cmiss(Event_time, Age); vbox C1_WEIGHT / category= STD_YYYY; run; </CODE></PRE> Mon, 18 Dec 2023 15:24:33 GMT https://communities.sas.com/t5/Statistical-Procedures/problem-in-glm-and-glmselect-revised/m-p/908627#M45101 Rick_SAS 2023-12-18T15:24:33Z Re: problem in glm and glmselect (revised) https://communities.sas.com/t5/Statistical-Procedures/problem-in-glm-and-glmselect-revised/m-p/909226#M45133 Sorry for late replying.<BR />I have to export the result file and it takes several days.<BR />I'll reply right after the file is exported. Thu, 21 Dec 2023 08:21:49 GMT https://communities.sas.com/t5/Statistical-Procedures/problem-in-glm-and-glmselect-revised/m-p/909226#M45133 jhmoon 2023-12-21T08:21:49Z Re: problem in glm and glmselect (revised) https://communities.sas.com/t5/Statistical-Procedures/problem-in-glm-and-glmselect-revised/m-p/909797#M45159 <P>Thank you for replying and suggestion, Rick.</P><P>&nbsp;</P><P>Here's the result for your suggestions.</P><P>&nbsp;</P><P>1. SAS version</P><PRE><CODE class="">%put &amp;=SYSVLONG;</CODE></PRE><P>--&gt; SYSVLONG=9.04.01M8P011823</P><P>&nbsp;</P><P>2.&nbsp; To help us figure out the cause, can you please</P><P>&nbsp;</P><P>1. Use a QUIT statement in the GLM step.</P><P>2. Modify the GLMSELECT step to explicitly specify the reference levels and the GLM parameterization.&nbsp;</P><PRE>CLASS EVENT_TIME(REF='-1') AGE(REF='39') STD_YYYY(REF='2019') / param=GLM;</PRE><P>Do you get the same parameter estimates?</P><P>&nbsp;</P><P>--&gt; yes, it shows exactly same results.</P><P>&nbsp;</P><P>3.&nbsp; "This could be a data-dependent problem caused by having the same (or very small) weights for the&nbsp;STD_YYYY variable. We should look at the distribution of weights for each level of the&nbsp;STD_YYYY variable. Please run the following and post the results."</P><P>&nbsp;</P><P>&nbsp;</P><P>&nbsp;</P><LI-CODE lang="sas">proc means DATA=IPW.TREAT_BASE_SAMPLE_CHT70 ; where not cmiss(Event_time, Age); class STD_YYYY; var C1_WEIGHT; run; proc sgplot DATA=IPW.TREAT_BASE_SAMPLE_CHT70 ; where not cmiss(Event_time, Age); vbox C1_WEIGHT / category= STD_YYYY; run;</LI-CODE><P>&nbsp;</P><P>&nbsp;</P><P>&nbsp;</P><P>--&gt; Here's my code and results below:</P><PRE><CODE class="">/*RICK'S SOLUTION TO CHECK*/ PROC MEANS DATA=IPW.TREAT_BASE_SAMPLE_CHT70 ; WHERE NOT CMISS(EVENT_TIME, AGE); CLASS STD_YYYY; VAR C1_WEIGHT; RUN; ODS GRAPHICS ON / OBSMAX=5882292; PROC SGPLOT DATA=IPW.TREAT_BASE_SAMPLE_CHT70 ; WHERE NOT CMISS(EVENT_TIME, AGE); VBOX C1_WEIGHT / CATEGORY= STD_YYYY; RUN;<BR /></CODE></PRE><P><span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="jhmoon_6-1703735862289.png" style="width: 400px;"><img src="https://communities.sas.com/t5/image/serverpage/image-id/92105iE448DF870E3EBBB5/image-size/medium?v=v2&amp;px=400" role="button" title="jhmoon_6-1703735862289.png" alt="jhmoon_6-1703735862289.png" /></span><span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="jhmoon_1-1703735273729.png" style="width: 400px;"><img src="https://communities.sas.com/t5/image/serverpage/image-id/92103i874BA71C70F4751D/image-size/medium?v=v2&amp;px=400" role="button" title="jhmoon_1-1703735273729.png" alt="jhmoon_1-1703735273729.png" /></span></P><P>&nbsp;</P><P>In addition, I follow your suggestion with <STRONG>AGE</STRONG> instead of STD_YYYY</P><P><span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="jhmoon_5-1703735819594.png" style="width: 400px;"><img src="https://communities.sas.com/t5/image/serverpage/image-id/92104iE8BA82498A455612/image-size/medium?v=v2&amp;px=400" role="button" title="jhmoon_5-1703735819594.png" alt="jhmoon_5-1703735819594.png" /></span> <span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="jhmoon_3-1703735337812.png" style="width: 400px;"><img src="https://communities.sas.com/t5/image/serverpage/image-id/92101iCDEF479497C22D2A/image-size/medium?v=v2&amp;px=400" role="button" title="jhmoon_3-1703735337812.png" alt="jhmoon_3-1703735337812.png" /></span></P><P>&nbsp;</P><P>You mentioned in last replying that it could be caused by having same weight.</P><P>But, I am still wondering why there are different results between 'glm' and 'glmselect'.</P><P>Even if it is a problem of weights, I think both codes should report the same results.</P><P>&nbsp;</P><P>Thank you</P> Thu, 28 Dec 2023 03:59:15 GMT https://communities.sas.com/t5/Statistical-Procedures/problem-in-glm-and-glmselect-revised/m-p/909797#M45159 jhmoon 2023-12-28T03:59:15Z Re: problem in glm and glmselect (revised) https://communities.sas.com/t5/Statistical-Procedures/problem-in-glm-and-glmselect-revised/m-p/909831#M45160 <P>Thanks for the additional information.</P> <UL> <LI>It looks like you are using 9.4M8, which is the latest software.</LI> <LI>For several categories, the weights are constant, but the constant is not zero.</LI> </UL> <P>I do not know why you are seeing this issue. I suggest you contact SAS Technical Support and work with them to create an example that the developers at SAS can use to reproduce the problem.</P> <P>&nbsp;</P> <P><EM>&gt;&nbsp;Even if it is a problem of weights, I think both codes should report the same results.</EM></P> <P>Yes, you are correct. The two procedure calls should produce the same results, as far as I can tell.</P> Thu, 28 Dec 2023 11:25:20 GMT https://communities.sas.com/t5/Statistical-Procedures/problem-in-glm-and-glmselect-revised/m-p/909831#M45160 Rick_SAS 2023-12-28T11:25:20Z Re: problem in glm and glmselect (revised) https://communities.sas.com/t5/Statistical-Procedures/problem-in-glm-and-glmselect-revised/m-p/910350#M45185 Thank you for your help, RIck.<BR />Then, I will contact Technical Support team, following your suggestion. Wed, 03 Jan 2024 23:17:27 GMT https://communities.sas.com/t5/Statistical-Procedures/problem-in-glm-and-glmselect-revised/m-p/910350#M45185 jhmoon 2024-01-03T23:17:27Z