Please read the above instructions and only use pandas. Answer parts 4 and onward.

KUPST cost calculation for each wind farm in Turkey KUPST is the cost of a power plant p that incurs when its generation deviates from its production plan. It is calculated hourly. Each hour in a month is called period denoted by t. In this homework, you will calculate the KUPST for each wind farm in Turkey during November 2022 such that tT where T={2022 11-01 00:00, 2022-11-01 01:00,,2022113023:00} and pP={ ADA-2 RES, ADARES RES(YGT), ..., ADAPAZARI RES } kudup Production plan for each period is called kudup, we store kudup values for each wind farm p in kudup.csv file which you can find in hw2.zip. In kudup.csv, the first column is "period" and the other columns show production plan (kudup) of wind farms in Turkey. To illustrate, For period = '2022-11-01 00:00' kudup value for wind farm 'ADA-2 RES' is 2.07. We can reprsent this in mathmematical notation as kudupp,t=2.07 for p=ADA2 RES and t=2022110100:00 generation Power generation values for each wind farm p is stored in generation.csv file which you can find in hw2.zip. In generation.csv, the first column is 'period' and the other columns show generation values of wind farms in Turkey for each period. To illustrate, For period = '2022-11-01 00:00' generation value for wind farm 'ADA-2 RES' is 0.8. We can reprsent this in mathmematical notation as generation for p=ADA2 RES and t=2022110100:00. mcp and smp MCP and SMP are two different price values that have an impact on KUPST. MCP and SMP values in each period is stored in mcp_smp.csv file, which you can find in hw2.zip. In mcp_smp.csv the first column shows period, the second column shows MCP and the third column shows SMP. KUPST calculation In order to calculate KUPST, you need to calculate the absolute deviation between generation and kudup for wind farm p in period t, i.e., deviationp,t=Generationp,tKUDUPp,tpP,tT Absolute deviation that is above 10% of the KUDUP incures kupst cost for that wind farm p in period t, i.e., kupsmp,t={deviationp,tKUDUPp,t0.10ifdeviationnp,t>KUDUPp,t0.1o.w. and KUPST for wind farm p at period t is calculated as follows: kupstp,t=kupsmp,tmax(MCPt,SMPt)0.03forallpP,tT, where max shows the maximum value of MCP and SMP in period t. Unit KUPST Unit KUPST is a metric that shows the performance of the wind farm. The smallest unit kupst value a wind farm p has, the better it performs in terms of kupst. Unit kupst is calculated as follows