Solve using a programming language, such as Python with CVXPY library.

You are advising the nation of Clyde on how to allocate and develop its water resources. This small country has one river (the James River), one upstream reservoir (Morris Reservoir), one city (Kirbyville), and some irrigated agriculture. Two crops are grown: avocado and quinoa. These are shown in the figure below. The climate has two seasons: Winter, when it rains, and Summer, which is the prime growing season. Streamflow in the James River in each season is given in Table 1. Morris reservoir can store 25 volume units (There are no flood control problems). It usually begins the year empty The total units of water that can be dispersed to agriculture during a given season is limited to 35, because of limited land area. The crop yields per unit of water applied in each season is given in Table 1. Maximum city water use is also given in Table 1 The value of avocado production is $4 million per unit of yield and the value of quinoa production is $3 million per unit of yield. Urban use of water has a value of $2 million per unit of water and maximum seasonal usage as given in the table. Table 1. Data James River WinterSummer Streamflow (in units of volume/season Crop yield / water use (in units of crop yield per unit of water applied) Morris Reservoir 50 20 0.30 0.15 Avocado 0.10 0.20 uinoa Kirbyville Maximum city water use (in units of volume/season) You are advising the nation of Clyde on how to allocate and develop its water resources. This small country has one river (the James River), one upstream reservoir (Morris Reservoir), one city (Kirbyville), and some irrigated agriculture. Two crops are grown: avocado and quinoa. These are shown in the figure below. The climate has two seasons: Winter, when it rains, and Summer, which is the prime growing season. Streamflow in the James River in each season is given in Table 1. Morris reservoir can store 25 volume units (There are no flood control problems). It usually begins the year empty The total units of water that can be dispersed to agriculture during a given season is limited to 35, because of limited land area. The crop yields per unit of water applied in each season is given in Table 1. Maximum city water use is also given in Table 1 The value of avocado production is $4 million per unit of yield and the value of quinoa production is $3 million per unit of yield. Urban use of water has a value of $2 million per unit of water and maximum seasonal usage as given in the table. Table 1. Data James River WinterSummer Streamflow (in units of volume/season Crop yield / water use (in units of crop yield per unit of water applied) Morris Reservoir 50 20 0.30 0.15 Avocado 0.10 0.20 uinoa Kirbyville Maximum city water use (in units of volume/season)