The HPDMDB procedure summarizes data. The following example uses the Sampsio.Hmeq
data set, which includes information about 5,960 fictitious mortgages. Each case represents an applicant for a home equity
loan, and all applicants have an existing mortgage. The binary target variable BAD
indicates whether an applicant eventually defaulted or was ever seriously delinquent. There are 10 numeric input variables
and three classification input variables.
proc hpdmdb data=Sampsio.Hmeq classout=cout varout=vout; var loan derog mortdue value yoj delinq clage ninq clno debtinc; class bad(desc) reason(ascending) job; run; proc print data=cout;run; proc print data=vout;run;
The data set cout
(shown in Figure 6.1) contains the class summary table with levels sorted according to the sort option in the CLASS statement of PROC HPDMDB.
You can see that the levels for BAD
are in descending order and the levels for REASON
are in ascending order. The levels for JOB
are in the default ascending order.
Figure 6.1: Summaries of Classification Variables in Sampsio.Hmeq
Data Set
Performance Information | |
---|---|
Execution Mode | Single-Machine |
Number of Threads | 4 |
Obs | NAME | LEVEL | CODE | FREQUENCY | TYPE | CRAW | NRAW | FREQPERCENT | NMISSPERCENT |
---|---|---|---|---|---|---|---|---|---|
1 | BAD | 1 | 1 | 1189 | N | 1 | 19.9497 | 19.9497 | |
2 | BAD | 0 | 0 | 4771 | N | 0 | 80.0503 | 80.0503 | |
3 | REASON | 0 | 252 | C | . | 4.2282 | . | ||
4 | REASON | DEBTCON | 1 | 3928 | C | DebtCon | . | 65.9060 | 68.8157 |
5 | REASON | HOMEIMP | 2 | 1780 | C | HomeImp | . | 29.8658 | 31.1843 |
6 | JOB | 0 | 279 | C | . | 4.6812 | . | ||
7 | JOB | MGR | 1 | 767 | C | Mgr | . | 12.8691 | 13.5011 |
8 | JOB | OFFICE | 2 | 948 | C | Office | . | 15.9060 | 16.6872 |
9 | JOB | OTHER | 3 | 2388 | C | Other | . | 40.0671 | 42.0349 |
10 | JOB | PROFEXE | 4 | 1276 | C | ProfExe | . | 21.4094 | 22.4608 |
11 | JOB | SALES | 5 | 109 | C | Sales | . | 1.8289 | 1.9187 |
12 | JOB | SELF | 6 | 193 | C | Self | . | 3.2383 | 3.3973 |
Obs | NAME | NMISS | N | MIN | MAX | MEAN | STD | SKEWNESS | KURTOSIS | SUM | USS | CSS |
---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | LOAN | 0 | 5960 | 1100.00 | 89900.00 | 18607.97 | 11207.48 | 2.02378 | 6.9326 | 110903500.00 | 2.8121848E12 | 748495791434.56 |
2 | DEROG | 708 | 5252 | 0.00 | 10.00 | 0.25 | 0.85 | 5.32087 | 36.8728 | 1337.00 | 4099.00 | 3758.64 |
3 | MORTDUE | 518 | 5442 | 2063.00 | 399550.00 | 73760.82 | 44457.61 | 1.81448 | 6.4819 | 401406367.20 | 4.0362084E13 | 10754022449877 |
4 | VALUE | 112 | 5848 | 8000.00 | 855909.00 | 101776.05 | 57385.78 | 3.05334 | 24.3628 | 595186333.04 | 7.9830628E13 | 19254914800672 |
5 | YOJ | 515 | 5445 | 0.00 | 41.00 | 8.92 | 7.57 | 0.98846 | 0.3721 | 48581.75 | 745755.59 | 312296.19 |
6 | DELINQ | 580 | 5380 | 0.00 | 15.00 | 0.45 | 1.13 | 4.02315 | 23.5654 | 2418.00 | 7922.00 | 6835.25 |
7 | CLAGE | 308 | 5652 | 0.00 | 1168.23 | 179.77 | 85.81 | 1.34341 | 7.5995 | 1016038.99 | 224259958.52 | 41610414.32 |
8 | NINQ | 510 | 5450 | 0.00 | 17.00 | 1.19 | 1.73 | 2.62198 | 9.7865 | 6464.00 | 23950.00 | 16283.34 |
9 | CLNO | 222 | 5738 | 0.00 | 71.00 | 21.30 | 10.14 | 0.77505 | 1.1577 | 122197.00 | 3192071.00 | 589751.93 |
10 | DEBTINC | 1267 | 4693 | 0.52 | 203.31 | 33.78 | 8.60 | 2.85235 | 50.5040 | 158529.14 | 5702262.28 | 347161.26 |
Numeric summaries are in the data set vout
, shown in Figure 6.2.
Figure 6.2: Summaries of Numeric Variables in Sampsio.Hmeq
Data Set
Performance Information | |
---|---|
Execution Mode | Single-Machine |
Number of Threads | 4 |
Obs | NAME | LEVEL | CODE | FREQUENCY | TYPE | CRAW | NRAW | FREQPERCENT | NMISSPERCENT |
---|---|---|---|---|---|---|---|---|---|
1 | BAD | 1 | 1 | 1189 | N | 1 | 19.9497 | 19.9497 | |
2 | BAD | 0 | 0 | 4771 | N | 0 | 80.0503 | 80.0503 | |
3 | REASON | 0 | 252 | C | . | 4.2282 | . | ||
4 | REASON | DEBTCON | 1 | 3928 | C | DebtCon | . | 65.9060 | 68.8157 |
5 | REASON | HOMEIMP | 2 | 1780 | C | HomeImp | . | 29.8658 | 31.1843 |
6 | JOB | 0 | 279 | C | . | 4.6812 | . | ||
7 | JOB | MGR | 1 | 767 | C | Mgr | . | 12.8691 | 13.5011 |
8 | JOB | OFFICE | 2 | 948 | C | Office | . | 15.9060 | 16.6872 |
9 | JOB | OTHER | 3 | 2388 | C | Other | . | 40.0671 | 42.0349 |
10 | JOB | PROFEXE | 4 | 1276 | C | ProfExe | . | 21.4094 | 22.4608 |
11 | JOB | SALES | 5 | 109 | C | Sales | . | 1.8289 | 1.9187 |
12 | JOB | SELF | 6 | 193 | C | Self | . | 3.2383 | 3.3973 |
Obs | NAME | NMISS | N | MIN | MAX | MEAN | STD | SKEWNESS | KURTOSIS | SUM | USS | CSS |
---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | LOAN | 0 | 5960 | 1100.00 | 89900.00 | 18607.97 | 11207.48 | 2.02378 | 6.9326 | 110903500.00 | 2.8121848E12 | 748495791434.56 |
2 | DEROG | 708 | 5252 | 0.00 | 10.00 | 0.25 | 0.85 | 5.32087 | 36.8728 | 1337.00 | 4099.00 | 3758.64 |
3 | MORTDUE | 518 | 5442 | 2063.00 | 399550.00 | 73760.82 | 44457.61 | 1.81448 | 6.4819 | 401406367.20 | 4.0362084E13 | 10754022449877 |
4 | VALUE | 112 | 5848 | 8000.00 | 855909.00 | 101776.05 | 57385.78 | 3.05334 | 24.3628 | 595186333.04 | 7.9830628E13 | 19254914800672 |
5 | YOJ | 515 | 5445 | 0.00 | 41.00 | 8.92 | 7.57 | 0.98846 | 0.3721 | 48581.75 | 745755.59 | 312296.19 |
6 | DELINQ | 580 | 5380 | 0.00 | 15.00 | 0.45 | 1.13 | 4.02315 | 23.5654 | 2418.00 | 7922.00 | 6835.25 |
7 | CLAGE | 308 | 5652 | 0.00 | 1168.23 | 179.77 | 85.81 | 1.34341 | 7.5995 | 1016038.99 | 224259958.52 | 41610414.32 |
8 | NINQ | 510 | 5450 | 0.00 | 17.00 | 1.19 | 1.73 | 2.62198 | 9.7865 | 6464.00 | 23950.00 | 16283.34 |
9 | CLNO | 222 | 5738 | 0.00 | 71.00 | 21.30 | 10.14 | 0.77505 | 1.1577 | 122197.00 | 3192071.00 | 589751.93 |
10 | DEBTINC | 1267 | 4693 | 0.52 | 203.31 | 33.78 | 8.60 | 2.85235 | 50.5040 | 158529.14 | 5702262.28 | 347161.26 |