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Cross tabulation Let's begin by understanding a cross-tabulation of variables, a basic analytical procedure in social research generated by the Crosstabs program. Basically Crosstabs produces tables of data that classify the values of a variable in rows by the values of another variable in columns. (Rows are read horizontally from left to right; columns are read vertically, from top to bottom.) A common name for a table that classifies one variable against another is a cross tabulation. The entries in the simplest cross-tabulation are merely counts of the cases that fall in each cell of the table (a cell is the "box"created by the intersection of a row with a column). Crosstabulation can best be explained through an example from the Crosstabs program itself: |
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DISCUSS v03 Do you DISCUSS POLITICS often? by NATION v01 NATION NATION Count | Col Pct |United Great West France East |States Britain Germany Germany Row | 1 | 2 | 3 | 4 | 5 | Total DISCUSS --------+--------+--------+--------+--------+--------+ 1 | 271 | 216 | 510 | 117 | 671 | 1785 Frequently | 14.8 | 14.5 | 24.6 | 11.8 | 50.8 | 23.2 +--------+--------+--------+--------+--------+ 2 | 1054 | 766 | 1229 | 532 | 571 | 4152 Occasionally | 57.4 | 51.6 | 59.3 | 53.6 | 43.2 | 53.9 +--------+--------+--------+--------+--------+ 3 | 511 | 503 | 333 | 343 | 80 | 1769 Never | 27.8 | 33.9 | 16.1 | 34.6 | 6.1 | 23.0 +--------+--------+--------+--------+--------+ Column 1835 1485 2073 992 1322 7706 Total 23.8 19.3 26.9 12.9 17.2 100.0
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Armed with this knowledge of how to read the Crosstabs output, you should be able to explore some substantive analyses. |
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Under the syntax rules of the SPSS program, the CROSSTABS command crosstabulates a dependent variable (Y) by an independent variable (X).
Thus the command |
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crosstab discuss by nation/cells=count col. |
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can be interpreted by this template |
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crosstabs [dependent var] BY [independent var]/ cells=count col. [the expression after the slash (/) says: for each cell give the number of cases and the % of the column total] |
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So the SPSS output at the top above was produced with this command above. |
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In addition to uncovering differences across nations for the variables listed above, you my want to determine whether relationships between variables holds within nations. CROSSTABS allows you to do this by specifying a second BY command with NATION listed after it. Consider this example, which cross-tabulates DISCUSS BY L.RSCALE BY NATION. CROSSTABS DISCUSS BY L.RSCALE BY NATION/CELLS=COUNT COL. You'll obtain five separate tables--each one reporting the cross-tabulation for a different country. Here's the first table, for the U.S. (Five different tables will be reported, one for each nation.) |
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DISCUSS v03 Do you DISCUSS POLITICS often? by L.RSCALE v 14 LEFT/RIGHT SCALE Controlling for..NATION v01 NATION Value = 1 United States L.RSCALE Page 1 of 1 Count | Col Pct |Left (1, Center/l Center/r Right (8 |2,3) eft (4,5 ight (6, ,9,10) Row | 1 | 2 | 3 | 4 | Total DISCUSS --------+--------+--------+--------+--------+ 1 | 32 | 108 | 62 | 50 | 253 Frequently | 22.9 | 15.2 | 13.5 | 18.4 | 16.0 +--------+--------+--------+--------+ 2 | 72 | 417 | 297 | 144 | 930 Occasionally | 51.3 | 58.7 | 64.6 | 53.0 | 58.8 +--------+--------+--------+--------+ 3 | 36 | 185 | 101 | 78 | 400 Never | 25.8 | 26.1 | 21.9 | 28.6 | 25.3 +--------+--------+--------+--------+ Column 141 711 460 271 1583 Total 8.9 44.9 29.0 17.1 100.0 |
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Here, you see that Americans on the ideological extremes tend to discuss more frequently than those in the center. What about for other countries? You can study the other four tables to see whether the same relationship holds in the other countries. |
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