I am new to Python, albeit not to programming, and I've found on a tutorial this Python implementation of a simple linear regression algorithm. So far I've only written the code for plotting the graph, with no linear regression. However, as I try to run the code into the Python command prompt, I only get an empty plot. I've tried to correct possible errors with the tutorial and other resources on the net, though I wasn't able to find anything. Could somebody help me figure this out? (PS. I am new to Stack Overflow :)) This is the code:
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
data = {'Years of Experience':[ 1.1, 1.3, 1.5, 2. , 2.2, .29, 3. , 3.2, 3.2, 3.7, 3.7, 3.9,
4. , 4. , 4.1, 4.5, 4.9, 5.1, 5.3, 5.9, 6. , 6.8, 7.1,
7.9, 8.2, 8.7, 9. , 9.5, 9.6, 10.3, 10.5],
'Salary':[ 39343., 46205., 37731., 43525., 39891., 56642., 60150.,
54445., 64445., 57189., 63218., 55794., 56957., 57081.,
61111., 67938., 66029., 83088., 81363., 93940., 91738.,
98273., 1011302., 113812., 109431., 105582., 116969., 112635.,
122391., 121872.]}
dataframe = pd.DataFrame(data)
dataframe.head()
x = dataframe.iloc[:,0].values.reshape(-1,1)
y = dataframe.iloc[:,1].values.reshape(-1,1)
plt.scatter(x,y)
plt.title("Years of Experience vs Salary")
plt.xlabel("Years of Experience")
plt.ylabel("Salary")
plt.show()
