One of the most famous presidential elections (from a statistician's point of view) is the 1936 contest between incumbent Franklin D. Roosevelt (FDR) and Republican challenger Alf Landon. The notoriety of the election comes from the fact that polling done by Literary Digest suggested that Landon would win by a 3 to 2 margin. However, Roosevelt actually crushed Landon in the general election. After the election, author and editor David Lawrence studied the vote. Lawrence asked the following question:

"To what extent was the campaign a reflection of a new trend in American politics, a trend in which the federal government's paternalistic interest in the citizen brought an amazing reward to the party in power?" As part of FDR's New Deal policies to help get the United States out of the Great Depression, the federal government created the Agricultural Adjustment Administration (AAA).

The AAA tried to force higher prices for commodities by paying farmers not to farm and not to bring cattle to market.

To determine whether farm subsidies may have played a role in the election results, Lawrence looked at election results in 2052 counties. He segmented the counties based on AAA funding between 1934 and 1935 as follows:

• High-funded AAA counties received S500.000 or more in AAA money

• Medium-funded AAA Counties received between $100.000 and $500.000 in AAA money

• Low-funded AAA counties received some AAA money, but less than $100,000

• Counties with no AAA-fund did not receive any funds

Treat the following data as a random sample of voters within each county type. The results are based on the election results in the various counties.

(a) Do the data suggest that the level of funding received by counties through the AAA is associated with the candidate? Use the a = 0.05 level of significance.
(b) Construct a conditional distribution of candidate by level of AAA funding and draw a bar graph.

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High- Medium- No Funding Low- Funded Funded Funded 513 Roosevelt 745 641 411 Landon 465 498 484 437