The problem asks to find the linear equation $Y = a + bX$ based on the given data table, where $X$ represents time and $Y$ represents supply. We need to calculate the values of $a$ and $b$ using the given formulas.

Applied MathematicsLinear RegressionStatisticsData AnalysisLinear Equations
2025/5/16

1. Problem Description

The problem asks to find the linear equation Y=a+bXY = a + bX based on the given data table, where XX represents time and YY represents supply. We need to calculate the values of aa and bb using the given formulas.

2. Solution Steps

Step 1: Calculate bb using the formula:
b=ΣxynxˉyˉΣx2n(xˉ)2b = \frac{\Sigma xy - n \bar{x} \bar{y}}{\Sigma x^2 - n(\bar{x})^2}
Given:
Σxy=3,252,873\Sigma xy = 3,252,873
n=5n = 5
xˉ=3\bar{x} = 3
yˉ=215,136\bar{y} = 215,136
Σx2=55\Sigma x^2 = 55
Plugging in the values:
b=3,252,8735(3)(215,136)555(3)2b = \frac{3,252,873 - 5(3)(215,136)}{55 - 5(3)^2}
b=3,252,8733,227,0405545b = \frac{3,252,873 - 3,227,040}{55 - 45}
b=25,83310b = \frac{25,833}{10}
b=2,583.3b = 2,583.3
Step 2: Calculate aa using the formula:
a=yˉbxˉa = \bar{y} - b\bar{x}
Given:
yˉ=215,136\bar{y} = 215,136
b=2,583.3b = 2,583.3
xˉ=3\bar{x} = 3
Plugging in the values:
a=215,1362,583.3(3)a = 215,136 - 2,583.3(3)
a=215,1367,749.9a = 215,136 - 7,749.9
a=207,386.1a = 207,386.1
Rounding aa to the nearest whole number, a=207,386a = 207,386.
Step 3: Write the linear equation.
Y=a+bXY = a + bX
Y=207,386+2,583.3XY = 207,386 + 2,583.3X

3. Final Answer

Y=207,386+2,583.3XY = 207,386 + 2,583.3X

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