import pandas as pd
uc = pd.read_excel('uschange.xlsx')
uc.head()
|
Date |
Consumption |
Income |
Production |
Savings |
Unemployment |
0 |
1970-01-01 |
0.615986 |
0.972261 |
-2.452700 |
4.810312 |
0.9 |
1 |
1970-04-01 |
0.460376 |
1.169085 |
-0.551525 |
7.287992 |
0.5 |
2 |
1970-07-01 |
0.876791 |
1.553271 |
-0.358708 |
7.289013 |
0.5 |
3 |
1970-10-01 |
-0.274245 |
-0.255272 |
-2.185455 |
0.985230 |
0.7 |
4 |
1971-01-01 |
1.897371 |
1.987154 |
1.909734 |
3.657771 |
-0.1 |
from statsmodels.formula.api import ols
ols('Consumption ~ Income', uc).fit().summary()
OLS Regression Results
Dep. Variable: | Consumption | R-squared: | 0.159 |
Model: | OLS | Adj. R-squared: | 0.154 |
Method: | Least Squares | F-statistic: | 34.98 |
Date: | Sat, 01 Jul 2023 | Prob (F-statistic): | 1.58e-08 |
Time: | 19:29:57 | Log-Likelihood: | -169.62 |
No. Observations: | 187 | AIC: | 343.2 |
Df Residuals: | 185 | BIC: | 349.7 |
Df Model: | 1 | | |
Covariance Type: | nonrobust | | |
| coef | std err | t | P>|t| | [0.025 | 0.975] |
Intercept | 0.5451 | 0.056 | 9.789 | 0.000 | 0.435 | 0.655 |
Income | 0.2806 | 0.047 | 5.915 | 0.000 | 0.187 | 0.374 |
Omnibus: | 16.528 | Durbin-Watson: | 1.696 |
Prob(Omnibus): | 0.000 | Jarque-Bera (JB): | 29.145 |
Skew: | -0.454 | Prob(JB): | 4.69e-07 |
Kurtosis: | 4.707 | Cond. No. | 2.08 |
Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
from patsy import dmatrices
y, x = dmatrices('Consumption ~ Income', uc)
from statsmodels.regression.linear_model import OLS
OLS(y, x).fit().summary()
OLS Regression Results
Dep. Variable: | Consumption | R-squared: | 0.159 |
Model: | OLS | Adj. R-squared: | 0.154 |
Method: | Least Squares | F-statistic: | 34.98 |
Date: | Sat, 01 Jul 2023 | Prob (F-statistic): | 1.58e-08 |
Time: | 19:30:13 | Log-Likelihood: | -169.62 |
No. Observations: | 187 | AIC: | 343.2 |
Df Residuals: | 185 | BIC: | 349.7 |
Df Model: | 1 | | |
Covariance Type: | nonrobust | | |
| coef | std err | t | P>|t| | [0.025 | 0.975] |
Intercept | 0.5451 | 0.056 | 9.789 | 0.000 | 0.435 | 0.655 |
Income | 0.2806 | 0.047 | 5.915 | 0.000 | 0.187 | 0.374 |
Omnibus: | 16.528 | Durbin-Watson: | 1.696 |
Prob(Omnibus): | 0.000 | Jarque-Bera (JB): | 29.145 |
Skew: | -0.454 | Prob(JB): | 4.69e-07 |
Kurtosis: | 4.707 | Cond. No. | 2.08 |
Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
from statsmodels.tsa.api import SARIMAX
m = SARIMAX(y, order=(1, 0, 0)).fit()
m.summary()
SARIMAX Results
Dep. Variable: | Consumption | No. Observations: | 187 |
Model: | SARIMAX(1, 0, 0) | Log Likelihood | -196.683 |
Date: | Sat, 01 Jul 2023 | AIC | 397.367 |
Time: | 19:39:49 | BIC | 403.829 |
Sample: | 0 | HQIC | 399.985 |
| - 187 | | |
Covariance Type: | opg | | |
| coef | std err | z | P>|z| | [0.025 | 0.975] |
ar.L1 | 0.7152 | 0.051 | 14.133 | 0.000 | 0.616 | 0.814 |
sigma2 | 0.4780 | 0.040 | 11.973 | 0.000 | 0.400 | 0.556 |
Ljung-Box (L1) (Q): | 31.48 | Jarque-Bera (JB): | 24.93 |
Prob(Q): | 0.00 | Prob(JB): | 0.00 |
Heteroskedasticity (H): | 0.22 | Skew: | 0.15 |
Prob(H) (two-sided): | 0.00 | Kurtosis: | 4.76 |
Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step).
import matplotlib.pyplot as plt
uc.Consumption.plot()
plt.plot(m.predict(start=0, end=186))
[<matplotlib.lines.Line2D at 0x2d376654ca0>]
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)
m = SARIMAX(y, order=(0, 0, 1), trend='c').fit()
m.summary()
SARIMAX Results
Dep. Variable: | Consumption | No. Observations: | 187 |
Model: | SARIMAX(0, 0, 1) | Log Likelihood | -177.185 |
Date: | Sat, 01 Jul 2023 | AIC | 360.371 |
Time: | 19:39:50 | BIC | 370.064 |
Sample: | 0 | HQIC | 364.298 |
| - 187 | | |
Covariance Type: | opg | | |
| coef | std err | z | P>|z| | [0.025 | 0.975] |
intercept | 0.7463 | 0.063 | 11.844 | 0.000 | 0.623 | 0.870 |
ma.L1 | 0.2666 | 0.069 | 3.878 | 0.000 | 0.132 | 0.401 |
sigma2 | 0.3894 | 0.029 | 13.466 | 0.000 | 0.333 | 0.446 |
Ljung-Box (L1) (Q): | 0.45 | Jarque-Bera (JB): | 52.67 |
Prob(Q): | 0.50 | Prob(JB): | 0.00 |
Heteroskedasticity (H): | 0.31 | Skew: | -0.59 |
Prob(H) (two-sided): | 0.00 | Kurtosis: | 5.31 |
Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step).
uc.Consumption.plot()
plt.plot(m.predict(start=0, end=186))
[<matplotlib.lines.Line2D at 0x2d3766d3e50>]
![](data:image/png;base64, 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)
m = SARIMAX(y, x, order=(1, 0, 0)).fit()
m.summary()
SARIMAX Results
Dep. Variable: | y | No. Observations: | 187 |
Model: | SARIMAX(1, 0, 0) | Log Likelihood | -166.064 |
Date: | Sat, 01 Jul 2023 | AIC | 340.129 |
Time: | 19:39:51 | BIC | 353.053 |
Sample: | 0 | HQIC | 345.366 |
| - 187 | | |
Covariance Type: | opg | | |
| coef | std err | z | P>|z| | [0.025 | 0.975] |
const | 0.6093 | 0.062 | 9.898 | 0.000 | 0.489 | 0.730 |
x1 | 0.1907 | 0.034 | 5.633 | 0.000 | 0.124 | 0.257 |
ar.L1 | 0.2353 | 0.067 | 3.514 | 0.000 | 0.104 | 0.367 |
sigma2 | 0.3457 | 0.028 | 12.308 | 0.000 | 0.291 | 0.401 |
Ljung-Box (L1) (Q): | 0.72 | Jarque-Bera (JB): | 25.86 |
Prob(Q): | 0.40 | Prob(JB): | 0.00 |
Heteroskedasticity (H): | 0.42 | Skew: | -0.42 |
Prob(H) (two-sided): | 0.00 | Kurtosis: | 4.62 |
Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step).
uc.Consumption.plot()
plt.plot(m.predict(start=0, end=186, exog=x))
[<matplotlib.lines.Line2D at 0x2d3777a0220>]
![](data:image/png;base64, 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)
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