Question 6 (15 pts) Housing price boom (dataset housing-prices.csv) House prices were booming in some Canadian cities during 2015-2016. The percentage increases in new home prices are shown in the dataset housing-prices.csv. a) (6 pts) Create a histogram of these data, using classes with a lower boundary of -5% and increasing by 2.5% to an upper boundary of 10%. b) (4 pts) What is the overall shape of the distribution? How many of the 21 cities had increases in house prices? c) (5 pts) Do the data shown any apparent geographical patterns? If so, explain. (It may help to use a map of Canada to identify any patterns.)housing-prices Metropolitan Area Percentage Increase Saskatoon -3.5 Calgary -1.9 Quebec -0.6 Regina -0.4 Halifax -0.3 Charlottetown -0.3 Edmonton -0.3 Greater Sudbury and Thunder Bay -0.1 Saint John, Fredericton and Moncton 0.1 St. John's 0.3 Ottawa-Gatineau 0.4 Montreal 1.4 Windsor 1.8 Kitchener 2.3 Winnipeg 2.3 London 2.4 Hamilton 3.7 Victoria 3.8 St. Catharines-Niagara 6.8 Vancouver 7.7 Toronto and Oshawa 9