HOTSSAT62 ResulCS total wins R-squared: Adj. R-squared: Dep. Variable: 0.837 Model: OLS 0.837 Method: Least Squares F-statistic: 1580. Date: Mon, 12 Oct 2020 Prob (F-statistic): 4.41e-243 Time: 15:12:43 Log-Likelihood: -1904.6 No. Observations: 618 AIC: 3815. Df Residuals: 615 BIC: 3829. Df Model: 2 Covariance Type: nonrobust ==== ===== ====== ====== ===: ===== == coef std err t P>|t| [0.025 0.975] Intercept -152.5736 4.500 -33.903 0.000 -161.411 -143.736 0.3497 0.048 7.297 0.000 0.256 0.444 avg_pts avg_elo_n 0.1055 0.002 47.952 0.000 0.101 0.110 ======== ===== Omnibus: 89.087 Durbin-Watson: 1.203 Prob (Omnibus): Jarque-Bera (JB): Prob (JB): 0.000 160.540 Skew: -0.869 1.38e-35 Kurtosis: 4.793 Cond. No. 3.19e+04 === === Warnings: [1] Standard Errors assume that the covariance matrix of the errors is correctly specif. [2] The condition number is large, 3.19e+04. This might indicate that there are strong multicollinearity or other numerical problems.
HOTSSAT62 ResulCS total wins R-squared: Adj. R-squared: Dep. Variable: 0.837 Model: OLS 0.837 Method: Least Squares F-statistic: 1580. Date: Mon, 12 Oct 2020 Prob (F-statistic): 4.41e-243 Time: 15:12:43 Log-Likelihood: -1904.6 No. Observations: 618 AIC: 3815. Df Residuals: 615 BIC: 3829. Df Model: 2 Covariance Type: nonrobust ==== ===== ====== ====== ===: ===== == coef std err t P>|t| [0.025 0.975] Intercept -152.5736 4.500 -33.903 0.000 -161.411 -143.736 0.3497 0.048 7.297 0.000 0.256 0.444 avg_pts avg_elo_n 0.1055 0.002 47.952 0.000 0.101 0.110 ======== ===== Omnibus: 89.087 Durbin-Watson: 1.203 Prob (Omnibus): Jarque-Bera (JB): Prob (JB): 0.000 160.540 Skew: -0.869 1.38e-35 Kurtosis: 4.793 Cond. No. 3.19e+04 === === Warnings: [1] Standard Errors assume that the covariance matrix of the errors is correctly specif. [2] The condition number is large, 3.19e+04. This might indicate that there are strong multicollinearity or other numerical problems.
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![### OLS Regression Results
- **Dependent Variable:** total_wins
- **Model:** OLS (Ordinary Least Squares)
- **Method:** Least Squares
- **Date:** Mon, 12 Oct 2020
- **Time:** 15:12:43
#### Summary Statistics:
- **Number of Observations:** 618
- **Degrees of Freedom Residuals:** 615
- **Degrees of Freedom Model:** 2
- **Covariance Type:** nonrobust
#### Model Performance:
- **R-squared:** 0.837
- **Adjusted R-squared:** 0.837
- **F-statistic:** 1580
- **Prob (F-statistic):** 4.41e-243
- **Log-Likelihood:** -1904.6
- **AIC:** 3815
- **BIC:** 3829
#### Coefficients:
| Variable | Coefficient | Standard Error | t-value | P>|t| | [95% Confidence Interval] |
|----------|-------------|----------------|----------|------|----------------------------|
| Intercept| -152.5736 | 4.500 | -33.903 | 0.000| [-161.411, -143.736] |
| avg_pts | 0.3497 | 0.048 | 7.297 | 0.000| [0.256, 0.444] |
| avg_elo_n| 0.1055 | 0.002 | 47.952 | 0.000| [0.101, 0.110] |
#### Diagnostic Test Statistics:
- **Omnibus:** 89.087
- **Prob (Omnibus):** 0.000
- **Skew:** -0.869
- **Kurtosis:** 4.793
- **Durbin-Watson:** 1.203
- **Jarque-Bera (JB):** 160.540
- **Prob (JB):** 1.38e-35
- **Condition Number:** 3.19e+04
#### Warnings:
1. Standard Errors assume that the covariance matrix of the errors is correctly specified.
2. The condition number is large, 3.19e+04. This might indicate that](/v2/_next/image?url=https%3A%2F%2Fcontent.bartleby.com%2Fqna-images%2Fquestion%2Ffe3e5ed4-a864-47ba-ae80-e9432e0c9ca5%2Fb113cc64-e1ec-4290-9f8c-24c7b104adef%2F16vvoaf_processed.png&w=3840&q=75)
Transcribed Image Text:### OLS Regression Results
- **Dependent Variable:** total_wins
- **Model:** OLS (Ordinary Least Squares)
- **Method:** Least Squares
- **Date:** Mon, 12 Oct 2020
- **Time:** 15:12:43
#### Summary Statistics:
- **Number of Observations:** 618
- **Degrees of Freedom Residuals:** 615
- **Degrees of Freedom Model:** 2
- **Covariance Type:** nonrobust
#### Model Performance:
- **R-squared:** 0.837
- **Adjusted R-squared:** 0.837
- **F-statistic:** 1580
- **Prob (F-statistic):** 4.41e-243
- **Log-Likelihood:** -1904.6
- **AIC:** 3815
- **BIC:** 3829
#### Coefficients:
| Variable | Coefficient | Standard Error | t-value | P>|t| | [95% Confidence Interval] |
|----------|-------------|----------------|----------|------|----------------------------|
| Intercept| -152.5736 | 4.500 | -33.903 | 0.000| [-161.411, -143.736] |
| avg_pts | 0.3497 | 0.048 | 7.297 | 0.000| [0.256, 0.444] |
| avg_elo_n| 0.1055 | 0.002 | 47.952 | 0.000| [0.101, 0.110] |
#### Diagnostic Test Statistics:
- **Omnibus:** 89.087
- **Prob (Omnibus):** 0.000
- **Skew:** -0.869
- **Kurtosis:** 4.793
- **Durbin-Watson:** 1.203
- **Jarque-Bera (JB):** 160.540
- **Prob (JB):** 1.38e-35
- **Condition Number:** 3.19e+04
#### Warnings:
1. Standard Errors assume that the covariance matrix of the errors is correctly specified.
2. The condition number is large, 3.19e+04. This might indicate that
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