Added CH4 notebook headings + plot_lm_ttest + plot_lm_anova

minireference · Mar 6, 2024 · 9ff805e · 9ff805e
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diff --git a/_toc.yml b/_toc.yml
@@ -53,7 +53,7 @@ sections:
   - file: notebooks/42_multiple_linear_regression.ipynb
   - file: notebooks/43_interpreting_linear_models.ipynb
   - file: notebooks/44_regression_with_categorical_predictors.ipynb
-  - file: notebooks/45_causal_effects_and_confounders.ipynb
+  - file: notebooks/45_model_selection.ipynb
   - file: notebooks/46_generalized_linear_models.ipynb
 - file: 50_BAYESIAN_STATS.md
 - file: tutorials/appendix.md

diff --git a/notebooks/41_simple_linear_regression.ipynb b/notebooks/41_simple_linear_regression.ipynb
diff --git a/notebooks/42_multiple_linear_regression.ipynb b/notebooks/42_multiple_linear_regression.ipynb
@@ -601,10 +601,10 @@
        "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   270.3</td>\n",
        "</tr>\n",
        "<tr>\n",
-       "  <th>Date:</th>             <td>Wed, 28 Feb 2024</td> <th>  Prob (F-statistic):</th> <td>1.05e-60</td>\n",
+       "  <th>Date:</th>             <td>Sat, 02 Mar 2024</td> <th>  Prob (F-statistic):</th> <td>1.05e-60</td>\n",
        "</tr>\n",
        "<tr>\n",
-       "  <th>Time:</th>                 <td>07:46:51</td>     <th>  Log-Likelihood:    </th> <td> -547.63</td>\n",
+       "  <th>Time:</th>                 <td>11:35:07</td>     <th>  Log-Likelihood:    </th> <td> -547.63</td>\n",
        "</tr>\n",
        "<tr>\n",
        "  <th>No. Observations:</th>      <td>   156</td>      <th>  AIC:               </th> <td>   1103.</td>\n",
@@ -658,8 +658,8 @@
        "\\textbf{Dep. Variable:}    &      score       & \\textbf{  R-squared:         } &     0.842   \\\\\n",
        "\\textbf{Model:}            &       OLS        & \\textbf{  Adj. R-squared:    } &     0.839   \\\\\n",
        "\\textbf{Method:}           &  Least Squares   & \\textbf{  F-statistic:       } &     270.3   \\\\\n",
-       "\\textbf{Date:}             & Wed, 28 Feb 2024 & \\textbf{  Prob (F-statistic):} &  1.05e-60   \\\\\n",
-       "\\textbf{Time:}             &     07:46:51     & \\textbf{  Log-Likelihood:    } &   -547.63   \\\\\n",
+       "\\textbf{Date:}             & Sat, 02 Mar 2024 & \\textbf{  Prob (F-statistic):} &  1.05e-60   \\\\\n",
+       "\\textbf{Time:}             &     11:35:07     & \\textbf{  Log-Likelihood:    } &   -547.63   \\\\\n",
        "\\textbf{No. Observations:} &         156      & \\textbf{  AIC:               } &     1103.   \\\\\n",
        "\\textbf{Df Residuals:}     &         152      & \\textbf{  BIC:               } &     1115.   \\\\\n",
        "\\textbf{Df Model:}         &           3      & \\textbf{                     } &             \\\\\n",
@@ -696,8 +696,8 @@
        "Dep. Variable:                  score   R-squared:                       0.842\n",
        "Model:                            OLS   Adj. R-squared:                  0.839\n",
        "Method:                 Least Squares   F-statistic:                     270.3\n",
-       "Date:                Wed, 28 Feb 2024   Prob (F-statistic):           1.05e-60\n",
-       "Time:                        07:46:51   Log-Likelihood:                -547.63\n",
+       "Date:                Sat, 02 Mar 2024   Prob (F-statistic):           1.05e-60\n",
+       "Time:                        11:35:07   Log-Likelihood:                -547.63\n",
        "No. Observations:                 156   AIC:                             1103.\n",
        "Df Residuals:                     152   BIC:                             1115.\n",
        "Df Model:                           3                                         \n",