What dose the F-statistic and Prob (F-statistic) indacete?
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What dose the F-statistic and Prob (F-statistic) indacete?
![**OLS Regression Results**
- **Dep. Variable:** y
- **Model:** OLS
- **Method:** Least Squares
- **Date:** Sat, 26 Oct 2019
- **Time:** 19:47:09
- **No. Observations:** 53
- **Df Residuals:** 51
- **Df Model:** 1
- **Covariance Type:** nonrobust
---
**Summary Statistics:**
- **R-squared:** 0.728
- **Adj. R-squared:** 0.723
- **F-statistic:** 136.7
- **Prob (F-statistic):** 4.84e-16
- **Log-Likelihood:** -370.13
- **AIC:** 744.3
- **BIC:** 748.2
---
**Coefficients:**
| | coef | std err | t | P>|t| | [0.025 | 0.975] |
|---------|---------|---------|---------|---------|---------|---------|
| **const** | 4233.3797 | 1905.887 | 2.221 | 0.031 | 407.153 | 8059.607 |
| **x1** | 0.8396 | 0.072 | 11.690 | 0.000 | 0.695 | 0.984 |
---
**Test Statistics:**
- **Omnibus:** 17.469
- **Prob(Omnibus):** 0.000
- **Skew:** -1.320
- **Kurtosis:** 4.589
- **Durbin-Watson:** 2.129
- **Jarque-Bera (JB):** 20.971
- **Prob(JB):** 2.79e-05
- **Cond. No.:** 1.38e+06
**Explanation:**
This is a summary of an Ordinary Least Squares (OLS) regression analysis. The dependent variable is labeled "y," and a single predictor variable "x1" has been used. The R-squared value indicates that approximately 72.8% of the variability in the dependent variable can be explained by the model.
The F-statistic and its corresponding probability suggest that](/v2/_next/image?url=https%3A%2F%2Fcontent.bartleby.com%2Fqna-images%2Fquestion%2Ffe3e5ed4-a864-47ba-ae80-e9432e0c9ca5%2Fff5fd935-2ce0-4ada-abb1-61f36fed484b%2F98tqj1w_processed.png&w=3840&q=75)
Transcribed Image Text:**OLS Regression Results**
- **Dep. Variable:** y
- **Model:** OLS
- **Method:** Least Squares
- **Date:** Sat, 26 Oct 2019
- **Time:** 19:47:09
- **No. Observations:** 53
- **Df Residuals:** 51
- **Df Model:** 1
- **Covariance Type:** nonrobust
---
**Summary Statistics:**
- **R-squared:** 0.728
- **Adj. R-squared:** 0.723
- **F-statistic:** 136.7
- **Prob (F-statistic):** 4.84e-16
- **Log-Likelihood:** -370.13
- **AIC:** 744.3
- **BIC:** 748.2
---
**Coefficients:**
| | coef | std err | t | P>|t| | [0.025 | 0.975] |
|---------|---------|---------|---------|---------|---------|---------|
| **const** | 4233.3797 | 1905.887 | 2.221 | 0.031 | 407.153 | 8059.607 |
| **x1** | 0.8396 | 0.072 | 11.690 | 0.000 | 0.695 | 0.984 |
---
**Test Statistics:**
- **Omnibus:** 17.469
- **Prob(Omnibus):** 0.000
- **Skew:** -1.320
- **Kurtosis:** 4.589
- **Durbin-Watson:** 2.129
- **Jarque-Bera (JB):** 20.971
- **Prob(JB):** 2.79e-05
- **Cond. No.:** 1.38e+06
**Explanation:**
This is a summary of an Ordinary Least Squares (OLS) regression analysis. The dependent variable is labeled "y," and a single predictor variable "x1" has been used. The R-squared value indicates that approximately 72.8% of the variability in the dependent variable can be explained by the model.
The F-statistic and its corresponding probability suggest that
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